{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%reload_ext autoreload\n", "%autoreload 2\n", "\n", "from fastai import *\n", "from fastai.vision import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Dogs and cats" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Resnet 34" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading http://files.fast.ai/data/examples/dogscats\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e1d78ae7436948cb9a584810710b1438", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, max=839285364), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PosixPath('/home/ubuntu/fastai/fastai/../data/dogscats')" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "path = untar_data(URLs.DOGS)\n", "path" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAM4AAADSCAYAAAACC/8kAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3HeQnNWd//v30znnPDnnGWkURwlQQiIIEMGACTYGY68NtvHaP4e1rbX3t/Z6f7vOOAHGgMkZhFAA5SyNRpNzzp1z7r5/mK3yrbp1fa+rdg3UvP7qrm/1qXOqnk+f85zzdAv5fJ4lS5b8/yP6e3dgyZKPoqXgLFnyN1gKzpIlf4Ol4CxZ8jdYCs6SJX+DpeAsWfI3WArOR4QgCE8KgvAvf+9+LPmzpeAsWfI3WArOkiV/g6XgfEgJgrBcEIR2QRDCgiC8ACj+ovaAIAjDgiD4BEF4UxAE11/UtguCMCAIQlAQhEcFQTgqCML9H9QqP3gfFATB80G7S/4GS8H5EBIEQQa8DjwNmICXgJs/qG0GfgjcBjiBCeD5D2oW4GXgm4AZGADW/UXTPwAOAEagEPjFf/9oPp6WgvPhtBaQAj/N5/PpfD7/MnD+g9ongSfy+Xx7Pp9P8ueQtAmCUApcA/Tk8/lX8/l8Bvg5MP8X7aaBEsCVz+cT+Xz+xP/McD5+loLz4eQCZvL/9ydwJ/6i9l+vyefzEcALFHxQm/qLWh6Y/os2vg4IwDlBEHoEQbjvv6f7H3+Sv3cHlvw/mgMKBEEQ/iI8xcAIMMufZw0ABEFQ8+dl2cwHnyv8i5rwl+/z+fw88MAHtQ3AIUEQjuXz+eH/3uF8/CzNOB9Op4EM8LAgCFJBEHYDqz+oPQd8WhCEZYIgyIF/Bc7m8/lxYC/QJAjCjYIgSIAvAI7/alQQhFsFQfivIPmBPJD7HxnRx8xScD6E8vl8CtgNfArwAZ8AXv2gdgj4DvAKf55hKoDbP6h5gFuBH/Pn5Vs9cAFIftD0KuCsIAgR4E3gS/l8fvR/ZFAfM8LSD9k+vgRBEPHne5xP5vP5w3/v/nycLM04HzOCIFwtCILhg2Xct/jzZsCZv3O3PnaWgvPx08afNxE8wPXAjfl8Pv737dLHz9JSbcmSv8HSjLNkyd9gKThLlvwNPhQHoMXXKvJOuwm5qYhoOEKZqYxUPobfH8ThLCKZzrDzmuuZnh3HZXfxox//B7t23cCpk2dIpWOsXLUck1nHzNwsx06d4oc//BaP/eF3VFXWUF7aRCgUxFVgof3yEWy2IubnJ1CpZURDSQqsNQQDMToutVNaqUEQZ4hGE5BQUGSsZnZ+HqQ5hoZHmQ5MY3VqqKoqZvWaFRw7epjxcQ8auYSiogoW5z0k43k2b1rB7x59i9037ySVn8Jg0lJWXMfF8/2EE+Ps3LGZX/zbG0hUUmqqK5lbnODqHVt4+eVDfPnhz5PNwKsvPsVn7vksK5atxzMX4NW3niWV8HLN9ctQqSUseOUcOvwKD97xGfYeO0hRwRpWr7qCsYlu+novsn7zBl57/R0sZhcKlZb6+hVMTU+j1Wn441NPkMtnWbZiOZ75Ochlqa+pIp3L0T8wSDSZZcc113L61GnGx0YpcNiZm51gdsZP8/JySquLae/sIBDwYzYWcN3O3SzMznHx4nEQEjQ11COXKonH01we6EGtkePxLFBX20I+J+XyxQ5KatSMjbopLTcxOxVBlNMjlUrw+SaxWBWkk2mcjkJUCh3BiIfJ2XEqG8sIhqL09cxTaFbTWLuKfW9cYPv2DYQiQ2QzXvp7Zti0YSvbt91E71gvr731PLuuuQ1XgZnnX3mciak5Pv+F2zh+/DLBQJDxiSDlzgrGJ/tZsbqGQlcB/7b7HeGvXbPiPXv2/A9E4//dsYHX9sQiPjJyFU6XlfbLp4AUvd2jrGhZTjSYRoyK0aleLndd5P7772NgoI+RsX7WrV/B+taVPPvSk2zcuInW1hVcunyGSDhAOBRFqVAzNjhKNB5EKhXo6+tDoZQzMz2FUW/l2JGLiAUZ6XSGQNBDKBZAJJEgystIpJN4vG6SqQzrNrThcc9hNloIhsMMDw+yc+cWgkE3iUQSmUSKgIQd226gtMzJwXfPUlHtwmgRodTkMBoKScYkBAMh8tksq5o30dXXhctWjFQppryslIsX+nE6zei0KpLRBQqc1UQCWRpqVtJY30Q8HqKuwUKBw4hGUo93YRGFQY1cpiCTzaM1KJHI42gNEv70/GsoVHZOnT1NQZGLvfvfIpaIoTUY0OntdHePYHFoCAR8TE6NcfjAKSZmRmldsRxPMIhaqyUcdiOXC3RevkhhgQ1BlMBg0mK2mXDarFTVVFPoLGdocILlDc20Vi1HY5by7v59DA0NMz4+isVuo662ktbWZXRe7iIcCiNTZgkG3EhkKUwGF+QUpFMCMrGAWqMAklRXl3H+fDt+Xwibw04eCdGoH6PRgEErw2ZykstkUKk16I0yBCFHMprmvrs+z/q2rfz8N79ien4cQZTh1ecP8f7R0+y8dh2fvPtGpmcnGRweIJ3N4yq0szA7y8MPP8j58x2k4jJuWfeZf/5r1+yHIjjf+/lX9izOh4kKEjZt3ETHuQ7EkhQGrRaz0UzXpV583hDX7d5BMpbk0Z/+BrVWSW19FQWFVh79/c/x+SL4fH4qq6oJhudpbKrjcmcHa9duZGF6kZ7+PgxGNXPzE8ikIiKREJ5FD9s376KosBSf24dUnkeullJWXo5CpkGpUNN1ZpiR4QmMRi2pZAqL2YrOpCebjZFIBLHbdKgVKmbGQ1gsJk6fvETQ76aurhmVWko8tUAiGaCsuInfPvoCm7duoH9oil27rqW+aRlOUwltG1ZQUVxKQ2MZTVXLEInBaVdRVlBDJBjHZrKSF5I4nDqkyggScQ6NpByFSiAWDyKTizDb9SRSIS73nOPlN54nmVIyOeWhsaUag0lFc2stDosdk9lCMi5BazAz4x7GZjOjUEjJ5KLEkzHkKiVIJIQiIVLJKN1dl9Fq1EgECAVD2O02FhcXCPojTE8tEA+n8S4GOXr8CMdPH8Pjm2HV6jXEokFyuTx2p5N3Xj5OabWdsbFxtBo9SpWMggIHuXySgD+K0+Gir3cMhVyESCRBEPJ43T7qahvIZqVAHplMRCgcZHF+EalYzeRYGPIposkoCoWEZDLF//rKd8ikJbzw4mt0XxomkvRRW1tJeWEr/pibRf8YzkIrHV2dBEJBKipqmZicIZdMYbaYGOifxudO88B1D300gnN+oHNPQ/UKRMoChJwCIZdEIZUhEbK456cpLLSiUgucvdCL3mhh45UbKSoppryskosXL3HdtTfS2NCM2WhjYd5DIODDZtPjXlxkesSD0aYjk04Q8LtxujSIxRkiER+5TI6ezj7m52cQi9MIQpREIsPZE71YrDYqK6uxuCwUFrpQS/WsWNZKY30zBw8fJp2OI5OKOHt6GJ1WgtGkxzPvx2x0IVNlmZsLoNZJUely6A0G6mrWkM3KaWltZnS8n6am1Tz6q8c49N5RDh7aj1qjRK0W88ennsRiNLN903Z0mjQOa5bT557GoI2QyXohq2bGG+X1t/6DonI1NrsClSFLOu9jzjvK3EIYr1vKylVrGRjpRCQJI1VHOHb6TV5+4y1GJvpYXAxgNOspr3Tgdi8gl0pwOCwMd8/RtKIWR0EB6WyacCDO3MwiEpGceChFeUkdSome8bEFSotr6O7oJRHJMzvlpqy4HKVawuzsPIGgG73eQm1tI/09Q9gLlZw9c4KQP8zYyCTlJRWIRWJEiDGYc4wMTKLUxMkkMoT8MTovTpEMqTBLqlhz5QpqiuqYXXSjlEA0GCbo89PS0kjAHycrj6AzGHC5Svnut39C/8AAoaCfQGwRp8PB8aN9KI1yjCYtq9c1MzwyQPvlAe648xbSmRypdJJcQsr42CKRAHxi9/1sqNr40QjOp7/6uT1lJfVk0nlMeiN2i5nFWTdDgxNYzDqKS4u4cvMmlBoHb7/9LkqVnI5Ll9iwYSN7395HPifB5Szm0MFj+P0BYol5opEwW7dsYXhwAoVCxcKCm3w2w8zcCGazkfnZeWpra8mmpMxMzWA06llYmKG0pIbdN92CSq3l1VdfQ6vR4/P5OH7iGOf3X8ZRbqa6oYJEMkwilkShkNFY14RnwU9T4zIut3ejNORx2CrxB7xE4156+/rxLCTo7BymtMJKy/Jm8nkZer2FurpaVq2sxeUy0HHpPBvWrae8vIxCu4NMaJ7hsfNMTvTR0lpJJpuhvWucVFbGstVqXAYHh84dYmZhilgmyIbGDUx7kiiVdp584nl0eg0rV1YyPNKN3qhAo5ExPeXDs+jHZjMxMztFodPBhbPn2Lh+HQ/d8yD+RAClRsfU5DRymQaxICGTyJGKZ1nW1MqF8x18/rMPEQ4mmZ+b56H7HqaktJyKygrKy0u53HmJrs5pLBYDp051snb1CkSiPAaDllQyi9loZ3x8CoVcRoGrkPPt5zFZ8hQXOZgc9bBi+Xo8ixE+ece9rN2wml/8+hecPdiNPz5LVWUJ4WCQRDzJ9PQ8DqcLkTqP1xtApdAj5ATE4hwyhYDBoKO7e5zysmIMJiM7d24nkfJx/MQ5QqE0paUuMimIRZKkIhLSCQl6rZOKsho2VG34q8H5UJzj6JYZ8mKJmpUbl6NRaxkdHMA/42XT5rVIFVlOnztBaXkBCm0JJouFqakxlEoFarUak9HK2eNnKa+po7KiCn/Ag9mao3fwIoFAiGRYgtXsQqGVkUyH8PjH8XoXkMmUyPNqmpvbcC96mB6b41MP7sRuquLIkZN09vchFZTItGJamltQK5Q8++Rz5FLw+W/cy89+8muWt9YyPTWJTCyjsNDJ8KCHeCSMxBiguWYH44Nj7LpjPflcmv6+OV56dh8PfPFaJmdm2dh2DUFfHIPOwN63nqS6uojt265kfnqRksISbBo1Xnc/ocAMuVQEsUKBWuukunor7f199E4/gdHooqK8ip7+LtL5BBKpBveUBZ2yko6ublTaGI4CLSfOHMPmlBPwx4nFQCEtRiZVYDCbKXQ6EJNnfnYGr9/HddfewLmODmx2FwNDYwgZKC8uxWl0cPDdg7StXY/XF0Sn01Fc6iIaSQBKdAYNmXyU6qoSJudHefOtfchlSkwmJfOLYxQWWTl44CLhQJhcWsqmzatJZ8NkBC8zM16KiqQE3BKiEwbWX70Ro87Mo7/+Bas2rmKgvxOJIGfd2jJCIT99A8NYnE4iURHOOhXRUJqgJ0nSn8ZhVZFKhdi0cSvPP3mUsppi/JFFBFGaVesrGRrtRafXsOnKzZw91c7g8Aw6uZVVrRspL2niu1//JxaOLHw0NgcueU/tmZ0fI54cpqzEQvuJPlqXt3H84FnGe2b59g9+RGFZJa+9/Qy9fRfZee1VtK1vZXC4i1MnT9HY3MzWbVfz1JPP0nW5j1ggwuE3zlFYacbjCSEWy9Co9Rx57xiFrnoyKRl1xa2MT83RfrifbVfvwlng4rk/Pc2pQ+0M9UwwOT2NQqvAE/AyOj7Kgff3U99QjbPIwPT8MGtXrSedkDHSuUA6I+DzBKiqduKdibBqcyEH3+3EZHNw5MhR5ubdKBVmCosLURuDHDt+BoXcyNkzZylwujh6dC9SSRapJEtvTxf73tnHpitdlLuq0cpclNjW01B5BWW25cwkptFblczHQtQ0rCcb1zE4MU7fUCf19fWUFbbxjc/9BFeRCSGXYrB/jlQsincxwqoVmzj7xjwJUmzZvJGJsWnmht10nutBLM5QVFDE7MwcZouTt97YS0Wti3XrVzI63E8yHMZutXHuzGkWFxc5feokJ4+e5uyZc1RXNtDfP8rU5DSXu7vIZMXU165kxfINvHdoLyqVHIE8LrudSCROVWUtbz55mJbVDajlDuQyEWtXt9FxoYOKugpOHj+OSBLE7sxz7GQf1VVVrGxtZGSgj7WrV3PyxBiCJEUoHCAjA6vVxeVLveQzWSpr9CxfUUEokCIYipNN6UjE/EgFBSMjl4nHEmiVGt7ff5I7b7wPcVbGFZu3cOliD9dsvYkN6zfR6Kj/aCzV9l16cU91dSn1NdX4vEEs2gJUOiXrNm6ktqURv9+HVCJDoRKzOOlmYGQYv8dLLBmlproejUrLM088ww3X3ExjdT0ieQpXlYWhkSk2b91MLBknk01hMuiJRHxIxAL+oJ9IJM7vfv0YM4tTnDl3jOIyO4WFLmobKkln0qRTWUK+CAatnshiHI1JiUgmMDA6SE11A9msCIvJTm1VNWKRlMmxCYqKdZw504tWo0AizmHQGRAhpbjUhMc/TmlpGfmECqUqy6JvkoNvvY9Oa0ScV2GxSbhu99VcsX0tnV0nSEbyFBdX4l2M0D80hEytxK6zMj49jkztoKPjAouhSTZsWIUnEMJhrmF0dJHdn7iW0qIinnriNdasXoHFakeukhCJhbGVK3E67ExPzlDhLOTyuQGsDit1TXUMjPQhUYgIhKJ4vSGkijQD/X++cH1uP9MzM5hNJpQKGcVFLmoaysiJc3R0X0ClFbP71msJhD0seBbp7ukinU1hsZtoWd5KVXUDg4MTCIKMyqpqiuvsdHZeJi9kiIT95DMp5BI5IjKoNTJ84QXUBiUqZQEGgxaPe5HRkWlEIhF2p4GcSEIwEkeDmnRIRFmRk/oaEwpFAptdzeFDPVx33S0YtSX0jwxhtkmJpUJIJCqWt6wgHpIzPDxGU0sDv370T4hFAk8/8zQRX4Rbrrz5oxGcb/30oT2XLg3Q0rgKmUzL3nf2kcxEOX7iMH09PXRebKens4ebb9uNyWIhkQmRzMRxOB0cO3ICvyfA9s1Xs3n9ZsYGRqhvaSCTB7VOzblLp5meHifo9xINBZmanEWvlTIyPEfr8laCUT+P/+QJalsLUWggR5I33znKulXLuf2WO2lbsY58FpKZBBabmY7uyxSWWUnE0uh1RsxaK8/97nmq6ivYfcNN7H3rbdyzAuXVKuSyPAFflI1XbOCJX76E1hZByOowSK3kJB4EeYIFdw4hocJm0HHnPTv48W8eIyuNs2njWv7zJ4+iUMlYVrecwbFB4skoQxPj1JTUo9C5MDvA7JQy75tgZc12+oYWCEci5AhTUVTGmy8dJp2BUCyKoEjhCwWRK+WMDk9TVFSKb2yKaDyNWKKnrrWBjp5zKLRi5ubclJSWIxKnUMqVzEzOsqJ1DblsnvPnzqNSycnnMmiNelJClnnPDDd/4lpOnT3CydNHsNgNBMNu9u57l3s+/Sm+8fAeOvp6eeCBf0Cr1xOO+sgLOUrKi7DatdTX1ZDPZunt7CKbiaNQifCEgmQFMaODM8zN+Wmor2RwcIJ4IsKmKzczPDZBIBSm3lVF7+VBbrvhWhY8/ajVeXIkCQZS7Hv7NAtzQR74/INU1NoYHr/E1i1bqalazhsvnWDzlVcSDXuYmfNx6WwPy1bUE4/GuHvHvR+Ne5wHfr47f+bMaRQSK7W1NbRf6ODTn7qXo4eO097ejsGkZ2ZqGovNilQm5/rbtiNRiHnymee48cadyCQahKyYmYlFxscmaVndSE19FRc7LtB5+RKpeIymhmZEWYHF6Qizs7NIJQoisTCCOI5EmkEihYJiJRqNFZVcCxklhw+dQ5JXUFhpw+13o7erSWcSaFRKIsEMq1a0oVLqee/Ae1xxxTre2fcGNdUlLA7mqN9gYWR0hAJLPT0jvey4voXewfOMDeRIuAV23LYMtVlFLmUgs2BmZWMZemeUY13HmXf7cJqhua4GMmme/cPLyKUyRIKM++56kGdeeo6b7rmVaW83qVyGUCzC+Qu92MyFrF+xggudx5jsi7A4KuHOe+/GXmrDn5iksMTOxfZ2Lrw/iKukgEzUw7r1OzCYHOSkcUKROcJhL48/+hzlZeWYLGbisSRWq4uZSTcVlVXs2LADvU2He3GeoZEJ3j9yjPm5aeSaFIHAAsubllFaa6Sru5PZ2VliHgcqqZoHH/4s5VWlvPL6SwyPd5PKJBCJ8qxecwXDA/0oJAKJkA+JRIxIJCaZyZHOQGFRIaGQh+qKKlKRBK8+dYSKVj1znjBKtYxcxMqiZwJXkYKKKhMN9ct570AHqaiUSCRBWVkxSSFGdbOD4iITI4MLGNXlxMIi9r7zIhq9hC07rqe5uJmkLEqBxsUNDbd/NO5xPvG5u/Y0NleRz0tQadRMjU7zwm9eR+OUUl5RzOTkOK5CBzKRlGQigT/sxWw1cd8Dd/PY759EoZFjMOoYmxzDUmBlzj3D84++SNuWVYQCAeprG9CqdCTDSXJpKU67i7KSMgZ6+ygudLFmTSsN9VWEgz5GRyfxeQM4rAVIJQJz0x4KimzIlXIEAZKJGFqZllAgxtn9l1h35VoOHjiAVCqmoMhBIhUjmVQwPH6W8vJy2i910bJsGQuL46TTaSymEmbHPVx19UryIli+bD0v/fFdnnv2aV5/+SB5RY6h4Rk+e/9n+O0v38DilOJy6rhiyzpOnx0mL4lTXVPLyfMH0RlN9Pb1cOXKLRw7dYHt27Zz+NjblJY6kIpUDPeEmA9OMTIxTHVjBW+8so9EPI1CrWB0dJLP3PMZfvyzXzI2NYZGr+DUqROMjYxw5caNZJIp8lmIxxKMjozzrX/6Hlqdjs6hHp568Wn2H3kPfyBId2cvpWUlhDxBXMU2xiYnqKhwoFRIGR5a4IYr72T7jm0c2n+It955kxWty7hx97XcePMNNDXX88qre1lYWKC7c4Krtrbxzt6zlJTY8HnShEJ+kukQYpFAVWUFTz7+Ems31bGitRWRNM/AhXlkKiPxtJ/iChNqrZrpyQA6VSkzE0Fy+QRCPkNJo51UKsa+d47QdXmUVFJOaVElj3z1i+y8eiN/euE13j38Lu+/d5C+kW7u2/m5j8ZS7WfP/2hPLJZgeGQMpVLJ4MgQpmIVWq2Wu++9k8IiB/d+6i72vf4uoUAIk83M66/tZ2JmFFeJixtvuoEjR4/QPzzMhqvWUVVZwZR3gub6ZqbHZwh6Q7gXPHjdXuSqOPPuMdrPdlBc5iQVyzA9tkA8KMJprmb9xg3YbHYGeweYm/JRX1+F1qCkqqact945RjKQRZwTSCaytLQ2sf/V97jp9l1cunQRo9lAJptGSKkoKtUxNzPHwlQcZ0EB0agPm83IxXOT3HL9LlatL8doUfLUk89TZK5CloUHH7qRkxfaSadhbGwGd2CEoyeHufLqZiprKqiqKqB3oIeJqQlSOR+lJbWMjrixOsrp6h7i4MEzPPLI3Zw7cxKxJEfL6mr6hocRK5LsuP4KXnn9NTS6DCual/PuS2fIqFKoDUo0OhlNTfW89Ov9rN+0mnPHT5BNxHE4tMSifgw6HQveKYYn+hHLM/SPXSaUcCOXiWluLGJmZp5//eEebt19O/m0QNCTIJeQMdo3xUjXJIM9/fT39rFr1/UMDPYxNt7P+fOnOXXyONFohOlZH41NVjZesZply8uQKkQsLkySjEWYns5gs1uYnfRh0lgY6p+ir3uchupl5MUZDGYLn/3c7bz06ps4XWLEghGDuhTvoh9B6sMbmWfjlSv505Nv0lS/gmuvvp3395/kX/7pB/zhj7/ju9/+EeP9E0jkAuva2mhvv8DX7v72RyM4+9vf3hMOh5mfCVJcVoDJpGfdujZ8Ph/PPvMy4+MjPPfYG2zYtBarw8rR/ecorHIQikSorK5i3yvv09TSwOzkPAN9Q0RCYQwqI/l0DveMl0w6Q0FhARc72pmemSZLkoLiAsZHp8km80QjCZy2Ivp7Rjh44DD+oIdoOIpKriKTS5JMJwkEA6gUGlpa6lmcX0SvNzI+Mca2a65CIZPh9XlZGPDTsrKRRDhLKruA1xNi2fIVXL7cTXGJiWQqik1RRS6XQqlPYNTrKKusRiu2s2XbCjJZP5YCOwqlmrKSMsKRNKXlWupqqzlx8gQKpZwLZ9vR6TQoVTIW5nIkE2LEUiXJVAqTKceK5U0EfSGy2SRGk4O2dcswGMyMTw6Rivtwz3kx6kzEEnHmFtz4/QvIFWL6e/qorC8mnUiTiccJ+IIEQwsoFHIkMgGFWkEuCzaHge07r8LuMOLzzTA1MYbJrOaJXz/P0aPHMOqtkBEjRoFCqqamtJZoPI6QEWi/fAG73U42F2dqYoKZqWlsFgMGrQSxSKCzsx2j0YBOq2ft6pVo1EqGRmYAgUgwjlpiRqs0YZDYEclAq7Ry5swpxsd6+eSdO5mamMCzkKK4qJSOy+3IlSkcBRrUSjMj/dNcvfVaFFI1N+26iTtu283o4Ail5U7KqiuoqarBPevBbjfwqY/KjPOD33x3j9PpwlXsJC9k8Xo9yOVyLpy/TD4IKoOSUCTGmrWrmV2Yo7ShDLvTSXllJWKRlFQ2hUKmRCwSCIaDFNoKycSzGDVGhgeG8fuDGIx6pAoZiUwIs9XMqlVrKCkpRKs2MD+3wMYNG7nUfpkUYbLZHEFfmGxcwOt1k81nmZ6d5d777+blp95GohSTy+eYGfaANE1BQSH5bJ7ZWTdms4nFWQ9T81O4XHp8nggqlYaOUwPsuGEdvd1zEM8h0cZYcM/yzr6z/K+H/wmDVsr84hjhZIJdu3azYdVa9BYVs7MLWG1WaiprUKGgtbUOr3sKmdzAvleHEUt0rFm3gkB4ksJCKxJBQj4rBVLMzi2w6PbiXnSjlMvJpbPMTUeI+AJo5QrC4TSz026WLatCKVNw9kgvhS4HWpWMbDqM0aghFAwjEovoGxjlumt2UFFRwslTR3ntlSPIZCKaGmpYXHBTXlrDxePdRGIRFBI5kVCceDxBiauI9Rvb0Oo11NRV0dhYT9flS6xubaWuppaVTcsZGRjCvbhAIpkjEPAzNjbBeLeXRDrCspXrqKutZ2x4GqvRjlKuwj3vxVFkR6lS0H2hk2J7EZ2Xz2M06kjFsszMTJLOpsjmEpRVlnDslR7Wb17JZ255kEgswr9+94c0tdRgNBogI2Cz2GhbtQa5TEJPVxdf+MRXPxrB+d1rv9vjdnupri/H7VlEo9YQicRw2B24F3yYjDaKSopxldmJpRMIMhl6o5mRkQluvvZ2Sgoyc1SCAAAgAElEQVTLUIk1qMVqNqxax6WTnYz2jFJgKcBmcVBTVU1tUx1X7biS+oZNNDatpbioDK1BR0tDFas3NpFPp7A7FBgtDjpPDSBTyCgqdjI5tUCBswiboZATZ06xcn0r8XQSs0UPWQj4vVxu76KkoIi6qmqOHzxNVkjS2FJALOInFEqSTmfRqMQsW11Jgaua8uImtEo1ceI4LSU88uB3OfD2Xrp7LxJN50mlYGq6mycee44zRwcwGp1sbLuK4uIiTh97g+t2XIVB2kQgEcU9HyQQDKA2JIjFvBw5MExVWTMSAXbv2gUZJYXOKtxzESw6J745D9vbbqHAWsL85Azr1tdTWmxlqH+UWCyORq6jpNiGWJLF545hN9Tg9UXQKuw4zCbeP3iEqaEAd968jVAwwtR4lK1XXEv7uW7keSVqjYykP4bJnmV0tIdgJM4rr75BPp3HZNThmV/EZbFyy66befX5N7n43iW80wnKiivRGsyEAikMeid5xLz/dg/e9BDBwCI1VeXkkyLOHz9HWohgMMhZtqyWwVNDWLQ2KguaqSqvY2ZmnMaWUqbnvTS3bODi4Umuue5q7rn1Pv7x619meKCTcGQG9/QMlSV1jA/MU2h3cuzwUZLRBJvWb2Dbqus+GsGRF0r2HD9+nPNnO3nw8/fz5pv7mJ1dpMDppGX5cuQKFbMzczQ213DFlqv4w+NPIUpI+MWjj9LT28sff/8k7772LpCjsrKSZCRJx8UOpiamqW+qo3llC1dtvYrC4kKM5ioioThHjhxidnaay11n6Oq8wNTsAGJFittuvo9vfPNb3LJ7F0WFBRQW2Ghds5wZ9zSX2gcIRn0UVxTR19tHZU0pfr+XhtpmQp44Oo0WMgJTc2NsubqZcDjKwnwIs8XGcOcCN9y+gaeffJVjBy8y7evFXmjjtlvvocLZyNjYGJfPTuCqtJBDQirh4auPfINwLIZYLOWnP/kpm69sY8PaeoxaJRZXCwWFNWSy8PIre1HqpESii6xuXc3+d46hkOeora2hrKyRZXVrKSgsJugLcf01N+K0FJGIZYgnwpSV2zh+/CRffOhhJGI1wwMjXLp0Dp/PTyqRI5VJkEyl8fs8dHX1kElniITdvPvuOaRSEZPTC8zP+/jet/ewedsVVFUV07KiiEQywOz8GGJM3HXX7VTXVGGz2tCp1QwN9pOMJ9DrNBSZSxkf9qAzq5laXCAviNBoDHgWg9x1z+2ML3bg83iJBCMUOYqZnV8gFg1QXl7I3FyYS0cuI2SUNNS3kMxGkKnyjE724ygspv3iMOVVK/m3r+3hG9/5NtlsnHQyQl1tBTfsuolUEjov9oEkC/k8uVyWo/vP8tXPfe2jsR29+e5N+ZuvvY2jQwc5c+Is5VUFnD9/iYICO3arkWQig0IpZu3aO5gcG6O43IbTaWF2Zorx0WHOn79EMphhx66dnL/UTsvK5Vzq7GDLtq1s27qZbCrDn57+I++9e5hEKoXeoGPjxrWQyzE9NcfYzBiFziLKmssZujBEwO1h86aNpJNJtFodjz/xAlkyfP4f72R8Yha3dxFpzkAylqbr3CUqaqwgCKxobeX4oUtMx+aRRe20bS4nmhhltEtAqsmx7ZZKvHNKMsk8C94e6hsqkImluKzlVJU38MKzL2G3mRkc6mbFunXs2/seTU3NqNQyLncdQyxL8cg/3kgsFqOqqA2/p4qHHn6Ia25sZtJ7kunJGG2rdjI2MYAgj6BQKvEthtmxdSdXbbqOvoEhjp8+TV4KLpcLIWZgw6o2Jr2jHHr/bSb7Z6hvKmVhYood265DLhZYcAcx6vRIDRAIxygotHL+8kUkUjHuxRjbt29hft7L0NAsUkGORCNgsasYHh3AZrdgyFkR8uDz+Dly4CCiHLisdr72yCN43B4ee/V5srks0WgYv9/D4kKY8nIneSGDXq9naGAOh8tCOpNCbzZiMlmYH/czNzmFKCNly+pGvP4oCrUOU6mTsZlhLp7pom61k0xaYNe1N3P2wlGmJxdIxxQIeRDikCFNJiqhrr6VeK4XrVpFV+cAUa/A8NnJv7od/aEIjqxYlteo1MjsGkxmI40NDcTCEVQ6FfveeoeiUhcul5PPfu7LXOpo57e//TmihMCmq9fQfqYdpUpFWUUZ50+0I2QENHodN916GyKJmN7OXkLeAJlcmjtuvY09e75PPpVn143X8OJzr7Lzum30D/fiDQUwGi2U1ZTi83ro7xtEq86zvGU1JmMRE7MTTC8MksikaWiuoL99mkw2Ty6XoqqqmN7ufu668w4O7j9NRBhHRyVmm5SaFiNqWT0Zwrgq4I29h5nsj1HXUE4uH0OtkuOdj1NWVMf5w5d5+Nv38ZN//wmrVq7m0PvHMJuthGJulq2o4aHP30cgO8D45BBvv3aER/7xTgqstZw7M8rre9+grMrEu+/2UV7UhLNUic6UIB5KYdA6EHJaYrEUWoMRuUZLS3MLv/v141TVlDM8OkBpaSHlZWXk0hlOHjrJwmyAoCGAXCyi2FnKqXe72LV1OwpBRWg2Sn1NA53jnZwfOUdDQy0upxO310s0GsOgszI8MsJDX/wSLz79PKFAkOHRYeqqasmkEshkIgYuTFFUawSZiHxWTGVtAVPTk0ilEsxmM93dnZQUliMVK+gbHsLpNBFNx5BJZAg5EYt9cZpWVKHJpbn++lv45ne+j0ZnR+WQIJLnuefOWyitquFPz77IYH8H8UieqzbtoP38BURChoX5BUwGB9dfcwtnOw6RSmUY6hujuqye9158/6NxjvPCO8/taVvXRlYkQ6s2IBZJSQSSdPf18c/f+QEmi4XP3PdZ2i9f4Ef/+i+sW7+aWCKG1WKgvLIMpVSNVq+mvLActUyBxWrj0IEDPPCZ+2m/eInbbrkN95yHva+/g0VvZvWqVfR39hIPh/C5PWRTWaxmKw11TRw9epx8Ls+Wbavwenx0dQzS3zOMTq8jFg3T1FLFyeMXKa8oIzQTISvJMDkxjlqjpLe3j9aWtezefR233X4XVruRrs52jh09x8TUEMXlDhYXU9TXL+PQvuNctXUDYxOjpJMipqcWufez9/D4r55Ep9VhMujp7hlAr9eTE3L4/QEGxnupqCqiorSadHYUb3CY+rI6Dr5/gVzWwMBQP5/85E0sr7gKFDFCUTdCXsKpExfYfMUWDh06RldnN1s27GBqaoZF9xQ+vwedQYtGp2JiYpyzZ85TWlxGfUMtE5k51qxfS0lJBVF3lHRIIBHIoBWZKbVXEYxGSMsTKORShgd7KCsuJOgPMj8YYGVrG5Mjc1RVVeNd9KNUqdDpNehMBiYnpqhoLsYfDnLlFRswGU1YrGacdicGvRGtRkdFeSXTY4sEIh4qK4uZmwig1aqQiKSk0ykqK0tJxzM019Sj0ZsBKZZiBxPj4xSXFVHfWMvRoychJ0aaF3BPRcjnBcaHxlCpJdhsRtLpDPlsno6uHqqqahjtn+Cmm2/mqjVXfTSWak3X1uftVhuT0wuIUnm+8YNvce78OQ4c2A8iiEdjVNZXodFKWblqBe8feg/ycO7sJRpqq+nvH0SvVXDjDdfhcS+QyGY4c66dhx7+Er/8z9+hN+iprapFr9IhBkQIBDweZFIpR08coaa+lqGRceRaNaF0lHgixgP33kY8mGF+1otc0LH//f3kJAk2b1uNq8DB0394E1eZk7LyMpLhKJWNhaxduYne81Pc/sB13H7rHTisdmRSOalUmrMXOmjbuJz2vk7u/sRdlFVa6eltRyYXIxUb8XuiDI8Mc8cnd5NKROi/0MXevWdRqgXkOgWCJEVRaTFKfQq1Ro5eFcTvy7Jy+WZKihqRyUz0D/YiUSZ46+19rN1Uy6nT5ygvKmFidApRSsOtt9zFFeu28Q9f/RoWswXEIQwWI9Oz04jEIpa1LKO3p5/FKS/pZBp1qYGVy5vwuQOcPnSeYmcJG1Zt4PXn9yKXytAYNGRlUcKRRWw2ObOz8xh1Zhoqr+T0iQ7UaiMok5RWlLJ9+1bm52Zov9jJgSMHkMml2F1GwrMxBEFAoZBSVFTI3PwcqXiOgmIL8/NzlJeUMzE7gkqjwmRx4nYvMDvpQZTOkk0KvPXUa3z+S1/mys3befG1V/nKNx8i4HUzPN3Lwf3H2Lb5auamJggFkrg9PpQKKSabnE2bVrN37wFUCj0efxirw8zo0Bg2m5nOfcMfjRnnmbf+uGdgcIDW1ma+9/1v85Of/juLnjlmp2bYuLmN8akxpoamuOOem2k/204ikcTv9eOw23HPB1DIRcRiSRY8s8z7QpTVFHDLJ27hscefZOPWjey66XokSgmT0xOMDUzgdnspqnBwrv0skWQChVZKOBWhbnk10wPzxPwx/uOnP+Loeyc4deIsDfXLiMcTVFYXsH3bNkL+ENffdDOXu7u42NFO/fJiQqEgzz7+FmNDo0zNzdHZ0UVRQSl6rZPB4R6qaipZnAnjC/gYHOxlXdsybr7xWiqrSukfGMDhcFBbV8Wzz72AxarCatFz2+4baVxWw4JnCkGcJRYPYTYryWRU5FJhHvnsozgdtdgdFgZH+olHJSxrrWNFayFnL3WTjMcZHgrhchi5csMWtl61nZ/9/JcolRokEjkFDhNDAwPY7XYW3Isk4knIQiwcx2QwUWAys23DFhLBJGtWtNI70M2B949y/8N3MTIzwOzIAlJZGkiiM8gpLHASiUTp7R7Gbneg02v4wY++y4pVy3jqqT9w8L1DBEMBEvEYWoMSvzdMKpJCLJLQ1NSE2+3B7wvgcFiZnZlHLpezsDiL0+FCIpXh9fkoKS5Go1ATDyVIBvLIFVIkUjl9gyM8+NA/UFRawPMvPIPf72V6cgaH1cXDX3yIl55/hXg0QVlVMW1ta3hz76t4fX4mBzz84D+/zczsBPfffy/RiI9br/7rz6p9KP6sIxgK8tNf/gyTRsUfnvgtnkU3jgIrrasb8XndtLWtQq1VEQlF6O3tRqnUMj28yG133szx0HHGRuZpW9XGwGAvxtIUer2ZqblZvvrNR3j5hdf52le+xboNK0nGEjS3NZDL5fF7PCxfuZzpuWkud/eRE+fp7hmkoa2Rhro62tvb6RvqI4/AG6+9ic6g45F/fIQvffbrbNzSRigq8O//5z848P5elq+pQCZI+PJDBXzzCz9EKVPzzJ9+xWfv+CbZ7Dhau4xsJoMoI+Znv/gpLouJ733ruzz/zFPYHFa++a1/4p23jvDqUwdRW3MMD49R7DITiSe5eKmd+++9n5def4m5uQBVJRU47DZS0WqMpjKEdJ64aJr2S2dYmBXIiNxojfNc1dbC63vTXHdNLSePHuamG3bx2itvMzk5hscbRa3R0XFmkuLyYtLRNOWF5fT29lJf18DVd+7k9Rf3Ep7KEp2PMj0wTt2yehxWKxarEVexnY072pgpn6H/fD+BQAKNUsXs1BQarYl7P30za9atZ2Zqgc1t1yAxCMikEq68ahMX2y9wxRXrSSaSeD0+0lGB0pJSjh46iUInQalQMz/rZtHtpba2koDHh1Si4FJHLyqdDJlkHpVUjUqlpXVbPWMT4ySSWSYmJrBbbdx+2ydQasSUFhWzrHkZuXSWhx9+mGAkyu9//zjVlSXM+ceY941ht7nYufkGbr7nEyxrqeWb3/pXdl3f9v/pmv1QzDgN62v3/Oq3v+DH3/0JPV2D7Nyyk6u2bqXn4gAXznRQ01SPq7AIrUrFoQPvU1PTiD8Q4pqrr+f88XZszj9/0ykVMmRZLcN9kxzed4oiWykTg5PceM11PHDX/chyUvq6xlicdhP1xUmEkszPeFDKVKhkat58cy8vP/YyIrXAW6+9RjgQprV5BStb1vPP3/s+d999N9u2b2Rm3E330DC///FvuenTN9K8vJxcLoXf4yGVSPLSqy9QWSNmZnaedErCb5/4NmMTA1w820dS8DM77OE7X/8Gd99xF/FIgtdfOohCqiNLlh/98H/z4gsvkpGLECQyHA4X//s7T7BiVT3t5/r47X/8imxC4O19Fzl58Sna+94gJw5RVNDAS6+8weBwN6Ojk0STMo4fv0AyHqepoYGWhkYG+nrp7+slGo6hkMqIzKV44akX2b/3FNlsnKb6BkYGR8gmU6gUUgLhFOvXt+FeCPF/vvlbxDIxiUCWV599E6PUztvPHOSPv3+GnssjVFWv4eprbiObl/OLx37Dc6+/gsai5nvf+2e2bbuaW2+6ncriepqrV1Jur0eRN1Jd2ITJYkChUBKOhlCrVMgkUupq67FYTKRTGUZHZ1EplJSVl2GUu1jTtob3Dhxl967bGe4fo7GhCofDxXe/98986ZEvU99QSXV1MaHAIoUOF1qVDqVOgUKp5nePP87kwgTxdITPP/wFXntrH+8cep+f/exnfOqu+zl58gRDwyN88e6/fgD6objHuf0rt+aPXjpMfkEgLxaob6zj6KkTWOwW1AY1Wr2OuqYGLhw/wYZNbSwuBBkeGkOvMWLUG4mEQ6TiMSLBEGaNlVA0xFe+/ggX2i/Scb6dtvVrWNXcyg/+5fvEk3ksVitOqxWrxczFjotk8znEYhllteWc6zmHUq/APzuNTm4kGkryk3/5LUdPHmXthka++IUvYdTaiebixGUJ0qkIN9zbhtPiosjiYKxvgUW/m4LiECM9aQyqWqS6MbbvuJ7+3gQKU5wLBwZ57+1DVDUWoTfqudjex00372ZqapaqmmKu2tHGu6ffYWJ0lmwyQV1ZE6eOneCrD3+B9vNnKLQVklLqCebforzchkpRyGO/Oc6qtcs4cvw4VeU1GO1O9r/7Hp/51Cc4feIE61pbcNqL8PvCdHYOc+jgKa5o2kgyl2D9pnUcOXeIZCqO1WojHAhALo9Ua2PtmpV8/xv/xtq2lYjyEla3ruXZJ5+norKShro6/vT0c5RVV6G1WTHZzXiCC5RWO1m1bhnpRJLf/PxJ5sZmMRiNhBajZFJZFCjR640UuQrw5aYIBoMsLi6wavVKOjo6sFotWK2m/4u683yMg7yy/m961VTNqPdq9eZu44KNDbYxpodiWmIgBJKwkF7Yd9M2pBJYNiFASAJZQjGmY8sN9ybJsnofaTRN03uf9wN/QPIR/odzn3PPuee5F5lcSigQZsmzhEgqJpVOsWrVaoxaE60NnbhsLlJxN5s3b+N73/8JPWtX8sabr3LH3Tdw6OP3KcwvweeJoTKq8C5FyTcXUlRhYtM167jQd5L9r3+MEBmd3R10dnXQ2dbK0SNH+OP3//LF0DiO4MJTKk0eiyEv5pISXFYva5avJxaMU1Jawqx1EqEyS02nmRnbJG6vD1FajNVmxbVox2TQEfS5MZt1TIzPsWHLNmamHZw8dgmtWs+uXTu4MtJHbUMBIrWWGcsMEW+UaCxBLJ4kncny4/96itffewtycRRiCflaE4tWBwF/mGXLqnj7zf9DlBMyNTlBWuLnmh3X4PX6KS2tZmTYwro1V5NvMnP6XC9r1y9HJFcys2jj46MnEEh09PVZOHPyLD7XEudGLmEsMCHIS6M3G7AueIjEMqzdtJG3Pn6DY++cpqymmPvuvYnKagNL3ll+/v0n+fDwYRwWPwf2H2LcNsHlK9M4nT5q6tspLa0nl1MxMmSlrKwO55KTa3fu5MSnfXi9KYpKiskvNCKTi1Gp5Cxf0cqCdZHdt1zPvH0OoThLKptErZGTysXIMygRpcL0nzuFIBXjy7c8yre++kNWtKxDpRDw7rv/QCBIkc7B7MI0rtAiBeVaHnv8q8RiEf7w2+ewWm3s3LUVm2MWoSRNNhVFLMyiUWlxLNq480t3ceLiEcwmM4sTDtTKPBqr6skmUjjn57HPLtDa0YNSoUZvNCPX6hgZn2bo8ghHj53iwa98lYbybn7ynz+n7/wFVGIRnY3t9LSu5szZcxSXFyBSJAhmxehMWkSiJEa9hvvvuYfDHx/FVFDIxNg0YqmQeZsFlVrLI/v+A6NE/8VgnNp1Jbnq1nrsCw6cM27kORkRX4gbrt/NiXOnSAiDCBUCFpNeWtvqycQyZJNZdHl69DIDF05dIOSLcMOtNzI8O4k4KyUYCdNQWcf6jWsRCDL8+Ic/oKzSRM+Kq8g35BP1xxgfHuf0qTP86P/9iFdefYWsLIdep0Kbp+ahfQ8zOHiF1avX8L3v/pDamhpsVjvRUAiDOo8EaS5dHqSkvIgjRz7m9f2vcfrMp5z49Ay3P7iDxo5iRGIxU5PzkDDSVNdBwOlHIUuhVBbx3v4POPRJLyuXdzI+uEgqlaVn7Qqq6szMO2ewOxZZWFzgyScfIRTyY1twc+rEOX7w7Z9SUlCG0Wwkml7g0NGPkKvS/PPND7AsBDCYDHz10buwOWb49OggmZQAQUbM1o2bOHr4EAOnxvjSHXfj8XiRCMTEEzFm5qaQyESIxALEMjElZYXMzM7gdzkQZcU0VNfyv0+/wVD/DKlkjnc/eg2rY4KJ2WkqlzVwx913MDo7yie9vSSSUSLBKHKZAsekC3OxEXOVgVQigTD1WaB2w6ptjI9NculMP/Xd5ZSWltHe3sk//v4aOp2GQMBHLpNFr9WSFYlRqtVEolGUyjyaelpxOZwMHO7joW/s41c/+zVl5SVMDk6y76t3c/jQUUKhBNt2bWR06jJLPgeeqABBNsuvf/4LmpYt48C7B/CHw3iDQS7191NQYODjDw/RWN/If/zHt3jg6nv/JeN8LsyBvDw1c3Nz1BaXo0SEdcjFow89yCsv/p1QPIDGoEGczdJYV8fMWSuNPRUIJTns8zOMucZY0bUc66yTd9/+kM6rViEUpEmLEixFFtGbFFgXrFx3/XU0N7fwzoF3mJ2woFVp2Lt3L/3n+1GpFJSVljIzO82c00VreytvvbWfhoYGNBotX973FV566SUcziU8cy60cg0PP/YAAlES69Iiw1NnefGlP6GUSdi+ZQPXXL8GoSTF5NQUgfASBoUeiTiHuUhHvlpKOqHnSt8VUpEUWnket+zZQzYnYs46Qy6VYOzyAPWNTWy96mqIq/jD089z5513cMuN99DdtZpEMknMk0BfaGbPhuuxR+ZY99st/PjHT3HLnXu40H8WlVLIzu1rCXjSrOrZRIGhiHyViavXBGiuW8OtN3+JwgIt1117LbpWM0eOHWLNutVYFxfIxiRkY2L0WgPRYASpWMnUpIVQKIZUoqK1pYOR0cvkqfU88+vnePH//szLf36ZqD/GsjV1mDVmlhY8bNu1mcmZcQx5OsasY8ilUrw+PzPWSdwhN9pSLbtv2Ileb+StN9/GH/Lj9nmIx6LoTUrioRA5nwp3bBiEQn737DPMWxc4dvAQ9z92F7/53S8RKDJUN5Qz75hgcnYKbb6GQMTK+YsXEMlFzE74ISWgclk5Pd0r8Hq9nD51jsOnTyCVylBoVAhEWY6fOoYgLeTIieP/FmY/F4yz4daunDPkJ+b3UZhfRKGymDNHT2M2FBAMBtHo8xBLRfiUGZKZBNXVRtRKCU67g5A7TjaqIpcTs+W63azYuIbzA0c4drSXqzYsJ+gNUmyuYGHRhscVwTI/itFgpFhfxpJ7iXAgzJPfeYJfPf1LMuI05vx88rUFzCzO8uP//DHPPvscNruT9Rs3MDA4SCaaJuvLEEwtUttcy4xtjNXr63HagqSTEqqrSrnx0e1MzlwhEowwOjFJsaIVtcqAZWKWuCfK7IydxrplDAycp6mhgffeOUImC2qNgrI6M1VVJpx2N9/79n/R1z/Ewd4TDF0epntND7ftvZVPDn6Ed2iJH/70Ed754O/YXBb23HYr+997j5tu2UU45cfncfDh/ouUl1RgmXZx3TU7IAXxRJoLp8bo6xuiusqMQiwjJ8pRXV/FlctDWF0LSEVSuld1EArZGRuc4X/+8HsIaUknpCTiWeTqNKdPH2fF5uX87qXnGBq6QnNXA1KZBK/DTzqYpqA0H7/Hx6LDRr7ZiFAIDqebzs5uauprCARDFBUV4ZifYXbGSiabIRyPM2/5LNlcWVOGsUCLazLI6NA4u/bspKm1Cb/fTywaJ5Hwk82ksQetVFXWcOTgcRL+LPUVdcwuzHDffXsxFRcik8twu3xMDk3xgx/9gO/84Lu898H7bN55DQXGAnSlJgx6BZbZBcLRMEcOH8F2ZPGLoXFe2//KU+KsGpleTTydIoOAlAAEMikphGj0RvyhOBqtHkEK7rxtD3MzUwjJEgxkMObno1Ro2bXndo6eOszswihNLRXUNpQzMWBhYcGKy+1jYthKW0s9dbWNTExOs3Pn9ZjNZi739aGQy1nZ2c3olQki4Sh33H4nR3qPUlJcTm/vYdra2unv60cskdLa04rUHKOmU09dl4G4zEt+hQZTuRa3P8HRj/vp7FzOR+/34nFE8DhTnDs0gNMRIBlL4HAtIVXnkOsluLxuOta1U99ewx3330IoMcfoxBUee2AfL//vy8iFSuLBDDqNnhVdPfxj/1+Zm5/i6/fdyqHetwj6vRQWFPH8c/9HNiFj1fJNPP7ID0mHxAyftqNTFHHNht1898nv0tnRRJ5SikImJRUPcrmvj7aueqzWOXbtupah0X4qK0pZWJwhGg4SDQjo6ezmpt23EAtmcTuDiIVyyGXJZBN8/fFvUt/SwHW7dhCNRhkbGcXpWEKrUeJzeVEqlKSSWWpqqth+3XUUFBdRXlOGL+JBLpfzSe8nBL0epqYncS65mJ+10dzagqHIwFVb1vLRoYMocgraWttpbWxh/xsHON57hM0bNvDcr18kGHViD1gJBgMY9YUkY1nm7XOEwj6WQnb++eY75CmMnDx2mCefeII/PPM/NDe38pOf/ByHZ4mxyVEkMjHhaACtXsvaNWvZsHk9naVdX4x0tFwveerYqRPEE3Gi4QSIRYikUuQKFalYiqbOdqQKOeFwAJfTztzcAnV1lQQCITR5epwuL6vWXIVIJuf02RPMzXK9bacAACAASURBVI6TziRoamjEYDQwPjaDQVfAlo3b2LljG3/5y1+5/fa7GB2dZOjSFe6+ey/xaJyh/gFEIhnuJS/WGSuRWITVq1Zx6eJFrt64ibmZObx2N6FkgGtv3EgyFyKaCtHU3oxAKMZoLMQxEeXQ+6c5c+QSN918A9MTc2hVxQSXYui0RmyTNtRGOdFMkEDMw7LmJoYnxwh7E8wtTpHMBMk36Bg8NwIpuHRugM0bN3HsyBGSxKmoL2V6aha/fY7r92wj36xDbzBy4ewQj3/9u7zz9gGGLs3QVF9Pe3MPZKWIchLSqRBPPv4NCory8Xq9CAQ5hkdGMZk1DA4NY1mYpqSsBIlUjECYIxQK0FDbxsar1lNfX0/Mn8ZudZFJZYmnotywZyeHeg/Suryd/fvfora6lvMXztHYUE/AG0QhV5LLwd677qShrYEXX/wL41MTyOQyJsYnOXfxHGs2rKSzqYsP3zlMRgi/+cnvOH7mOJZ5C3qDBolYgl6mJxpOoNfrOHviLBVllZQUleANOPD5g+QZBAizSu64+T6GL08Rj4YpryzmzntuYm7Bis3hpqmhirvv2Ms3H3uCWCzGpqs301LfxNZdW1jWVEcynWB4eIiD7x/k3MVzPLjnwS+GOfDAtx7IuYIBBi+ew+vyU1RWyPJVK0kmUoQCEXJpyGRzhAM2hAIB4UgSrVFLS1sbgXCIlatX8ewzz/GLp3/Or3/7GzasW8Mzf/g9N994E4feO0J1fQ1T49OsWrker3sJt8tNXUs7hQYTJ0+dwaBW4bbbCLmXWHfNFlxuN8FQALfLhc/t4aZbb2BsaARzQT6Xr1wmKcqgLVCyYn0n4YSPzpXt9F3qR5ATEgnE8YyIKa1XMzM/halIg05bQSyZJBVPkaeUMXplgPLKAlJJCRJNjqNHBtj3wEPsuG4b333iISTiLMWmBqYGZ8jEI5ARkKczkMwJcKWibL5mK8X5Cq7ZthatWsG3vvNtfvuzPzJnWSDkt9Pe3cD5i+eZGHfhcoaZnbHyjW8+wuXBPoKhAMNDs5SUVNC9vA6FUk4ykeSXv/oNRSWlyOVK3F4nN910Ey6Ln6995ctYLNNYxh3oVIVk00KEkiwyJUxZJnjn4DukSROMh8lJsmSjIJcq8EW8rF+3HmdohomJaQoNZaxavw67w051bRmJZAyBMMe1629k7wN7CXiCFJeUkKdWcfXVm3C7bZw+fYJScxkTI3PcuucWjn9ylra2Dnbt2sHTz/4Cq9OCXBYj5BXw6l/f5xf//WviWRtitQ9loQSjuYrW1vXs3XYjozPjPPf0y/j8fnK5LEmi+CNu8nRK0moJrS3tLC25uXHPbdzTdee/bNU+F/dxLvdfQSKRo5GoKDLms3n9RmL+MFKhiHMnT3H4w08Ien30Xxrh+t07qG+oJ5US4HD46epexXee/BaeiBedUU005GN8ZIIH7vkKwpyMfHMBo1fGCPtDnD3yKbW19XQvX0UykSYjlHDP3vs4dfwUsXCcpsYWxCIJY+MT9Pf1I8gI2HDVBtyLDq69Zivz0zPoFXmokOOxBDj45nE+ePkUF3tHGDo9RdiRolRfgVqsJBEI01hbzuK8hb6BU3zyj4PY5xeZnh1j/Yo1EIXRoWGICbjzpr2c6j3Lt7/2fb6573FK9FX0nZtEJBJTWFiKUq6kubEJ35KfAm0phz84ycCghb6BSf7xxnv8+mfPkc1keOaZX9F7ZD/ZjA8EQRSqDIeOHOCee7/ErGWBkrIq/vbCW/zkqd/w4x/9huPHTzE5Mccrf32djq4VdHStYH5+EY8ngjm/nLHRUUQyEdlshsqKClLJJLbFRbQ6LVKp9DPnS6XH7w6w5HaSzWYpqi5kzmVhw9WbuDw8xOXhMXRGHWs3r8Zut3Pyg1P84b+fwzJr4diRYxw6fpiKylqamltw2py0NrexonsFYV+Qnddch9Vip7S0kFwuS0/3cgryi6itqUcgEKOQa4h4EwgyIob7J5EIFMxNzeNwJJmancW55GDH1ddx/zfu5fkXnmd6fhKvz4PH6+H8qQEqy0uIR4KIREL++tLfSaXS/OTb/5JsgM9Jq/bWgTefsvmXyMVBJpGRi8QR52B2dpbiuiqq6qrJZTPIZDIKCk2IJCLGxsY5e+w0JTW1KDR56PMNWKyzTAxNkcsKqK9txDa/iGNuHoEIvv2d75EViQkEI+zefQMfvv8hG9eu44P971BkLqCtpRW1UsGps6dZv24N5eXliERC5uet5KlVHD16hEwiQSaTJpbMIBYrEQpUdHQuJxCIUlPRwED/IPlGBdaFEAWFBjR5SianLPz3759i+y2b+OiTT1AppMT8EUqLS/B5vUQjaZQSLU31zfhdPvbdcy+333ond9x+H23NLZSVVFBQUEzfwDAShYLN12wnEgjQ0NGIyaTH613i+InD6A0KzAU6JmaGCccCLLq8LDictHd04w+GmZ628NrfX+env/g5r7zyDyYnJjn4yTsMj4zS2d1Na0cnzS2tvPvOe0gEIkb7r9DV2cG2q7fgsjnIRtLEQ1GUCgVZQZacAARCOPDR20jUYvKL81EqVKxduRaRUIDdYaOsooTqxlK0Oh3WeRunTp+hZXkT5VWleNxLLGtowmq3U1xUSMQR4Fe//jW+JTdDA5fpOzuIw2EjFo/hWHSTiKewWp1UVFUwOTfNub6zVFRW4rE7kUrymJ6ZZ2J6jHu/cjuDo2dpbKvBteTj2d//mbvvvZO/vfIGAU8YjVLD9MQUv/zlf/Lm628QCUXp7OmmrLCcvnMXKC2t5IEb7/9iaJzn/vTrp5w+O/d94xEunj9LpdbMB+/1khJkkBXr6VnTw76H7mPtxm6ql5UxMXuJxpZydt2yg5NnL/DQo1/FUGTghef/h9tvuQufI0T7sjbOnPiU5rYqlCo5LW1tvP/hp1x3824cS0v4llyMXBlELZWSTMapqq3m9f1vUVtZyZLNTjKdpXvFCm646UbmbYs4nU7EYnB6gqRFIBDmWNZcS9+F84ikkI4nsTldPPbYk5wfGuTkRyfZtWsn83MWAlkberOaLFlK8mrIZbOcPTeIRmNAozZx8XQf9dV1fOvbT+J0ujiw/z0GTp7FoDWRy4iob2pjzfoN7Lh+Jx7vIhs3reGhr9zHiZOHmBwboraqlPc/fIuVa3oYn5vjwsAQwXgGmyOI2xfE4XTx8QeHaGtp5f133+WWG3ciEiS4/eYbmJgap6m9iZxIwJ///CfqqmtY2dKOe9HGvQ/cR9gbRJIVE/OEUEnlJBIxEpksaq2OcCjM0ORleq5agcfv5dqrd2IZm6fvwgXWrV/F8SOn0JkNbNp4NUUlxeh1eUxNjBPyBtiz8wZefPYv5FICtm3fRJ5azZ+e+V+u9A2gkMiYn7ewuOCks3U51jkHRr2JxrZlrFi7nGf/+Az1zTUcP3mUW2/cSygS5vyZUzzyrfs4ePRj0pkclrklxFkZ3/ne4zz26HeQiqRI03Ju2HkTviUf333iW3g9bpLJGJ9+fBaXZZGkP4lapOLBex7+YhTOqx+99FTX9m7CUT/hsI/6qjq6Vy0nJRSxcedW8s06An4XocwSpy8dp7hcT2llEaFoiE1bthFLRSgtKWBueoo1HauJh5OUFBVzpPcQTreDL++7n5df+RubNm9n2jpPeUUFVwY+27UcDAQwFRbiDwVp6+ygqa6ReCyBqbAEnd7IhYuXCIeDXOkbpKTEiEKpQKpQocpLE4rZWLl2GXUN1SxfuRylTI91NoreJMXjtKHLU7H+qhWo8hXEE2kycTGW4SXEYiFbtm6horKGmak5ujtWsHrdGi5cuIBGq0Gv1aMSSrDb7Bh0Bry+AFqNhrnZWZqbl1FRVoHFPs3QwADdbZ1sXHcVZ86dp6uzm3c/PMymzVuRilWMXZmkramDkD+CUqJi965dVJdX4F1yU1Vezr59X+XaHdtpbm1mbnIeBFnEAiHOBRuN9fXsuekWyMDc9BxF+QV4vD5yAiEKjYZUOo3b7aaupYZ33jtAJBZneedKrLOLSERivF4f665eQUtzByeOnsLtctN3ro8H7nkAl81JJBwjGAwikUtRSTT87eVXyaWytDQ2QxbsNheVlaUE/CGUKjkSkRStTsvoyMhn6Wq1EqfNQbHJRC6bxlxsQiIWcfHieYoKi9Fq8wguxbhm2zX0vn8MlVDNhrWbWbI7cdmd/PPNN7jrnjvpPXoQsViO1+9FLlMgEkj42r7H/mXhfC40jjxfyv+98Q+E8jAdaxqweT2MLMxwz8NfRmfQ8ueX/ogvtMTFsXNI9AIWfHOMW0dp61mGx+0gkQ4jyxNSWV1C67JmZqdnePxrj6Ez6vjxf36HNGnC0RAH3jvAyuUrcNjs5HI53v/gfQxGIyOjI5SVl7HotHP5ygjG/CI62rsZHZng4oV+jvceY+/9dzAxNUNJaRGCrIAHHthLgUnLmZOjvPjcO/z0R0/T3tpJSWENba2NfOn2WxGQ44N3P+Ddtw+yrLaF7VuvY/jKGA6nj/7Lwyws2FCp8iivqmBkeIQ1a9aiN5iYt9qIhEM01tVjsy4iyGRxWG3EwzE8dg/OBQfjA1dorKzFZrGSp9TQ076S7vY1vPjHvyMS5CEVqPnqA4/gXnTT2tDG8s4uHAuLHD50kB9/7ztcuHCKvgsnEQmyfOub30WiFDI7Pc3gQD9Nyxo4ffoksWiCXDZH/8BlAoEQCECj1RINR8hlM9TX1vPs75+npKSMnu6VLMxaKTAVYdAbKSop5bmfvsRPvv8zLh7rQ5gQ8MQj/8GRD4+wMONg5PIIReZCqsorefutt0gmEwhzQpZ3rcKx6KSttYWh/in8Hi8qlYpAyM/M1DT9Z/uQi6XkUmnaW5rxe5143Xby9WoO9x6kq7UTqUCCKKHAZfPyxKPfh6iAsoJygktBTMYCRFLxZ8aCWoo6T0M4Gqa0tByfL4BlauHfwuzngnFeOvzsU9fvvArL/DDBmJ+67k7q2powlhZgd1lQa8Us66xh/6cfYSguQCwXksyASKLAavdRUVXN4SO9CHNZZocnOHb4U7bu3s62XVv4y2svIFZIscxbaahvocZUxJEPP0QUS1BqNOFaWMC/5IZ0EoNGQ04kQSpXMDE5QZ4mD71Oy1333M6h3k8oLDMhlStQyTSMDNqQiEp4+MEnmJgapaVtGfPWUXTmEK++9jojly6hVavJ5bL4YmEcTg/P/+4v/OxHvwWRmAJzAXkKNfFwhKMHD9O8bBnf+/b32HXDbmRSGQGbHYlEjlqVhzbPQDgYQSaWMjcxjUQkQSEWoJWp6FjWSmDJT11NEwf2f8xvfvlHjMYSCrRFTA9NsbxzJTqlnq7WDno/PsgPv/ddHnlkHz3dnRQWF/Huu++STMQYuDhEkdFEkamQRYuVG2+4mZKCCiwz8zTWNRCNxkEoorKqGo/Xi9FgRCwU8c6HBxBIRdTU1FFkKsW1uMThQ734w16SohhaqZ59932Z4x+f5NrNO3jzb/spKDQiEgrp7Ork9PHzJKNpSs3lFOUXk01lyWQyBMMBrHY72VyGTCaDRCJl44ZN2Bw2ZmenaKxvQK/T0Na6jPPn+1m5ogunfYltW7fT07WSC+f7qamqR4qMZSWNjFweI5XJIJPL8Ab9hOIhTp46QZ46D7crRDAYRi5XYCrQ8/WHHv9iME5XVw8lxgLy1QbWrVxDVpph69YtIEmRzkTQ52spripl5aoNuJb8yBUammvauTI4SlNTC4s2BytXryItSNE30scT/++bPPrkw/zzwJvsuHEnx46f5P4H7mdsZJQzx48RdLqIBfzkSSVEg0GE2Sx26yKVpSUUFeczbRnnYO9HJBNRouEgIqGIH/zwB1y7Yxd9/cMgEbJ6zXYWZyK4HUK0qmLSWRGbtq1m9cZKfvaL74NASCweJRKNotfryGSz1DTU8uKLL2A0mlDKFNRV17Bn5/VUlRZjmZqgrKQAt9uNXCYjT6dBKBIiFAlxuZYQi8SkExn0eiMelxePy8P0xAyX+wchDaXmEh5+4CEee/QxmuuaeOO1f+JcdBILxbh4/gJDg8O0trYhEIjY9+BDBIJhQsEIbqcXqVDJKy+8xNoVa6irrONXT/+O3bv3UF5WSU/3Strau1i5ejXVtXVYbYuo1AqUCjkqpRK9Rkd5WRkV5eWcPHGC8tIympqaiEfi5Km0hAJhpsbn6G7twjptRZAVIBFLsTlsn12MCEXIprPk5+fT3d2DubAAm91ONgf1y6pAJECuUNLW3o5OryORSFBXV8f7772LXCJhYPAypRWFTE5PIxSJefGFv1FUVILJYEalyMM672BoaJjOrg6mZ6fRGrV0r+jGXFBAT89KJibmqC6tRpgVIsgJCEVD/xZmPxdZtY1XXY17fIToUhrrjB1paQm+6BLnLn9KJhyhtbOFE6dPU1hQglQiQS7NMDY3zurVa4hGI4hlQk6ePYG51EA64icqDHNp7AKbdqzHHw0Q8AXIZtP43T58BidyhQR9nhrLwjRbt22mpa0FuVLB5ZEhet//mOv27OSaLRtJxFMUmlZx/NRxjn96hHu+chdrNqxienwOp9vF0888wwv/82fUajXprJuWjmXEMmO4l1wgFJEVgEypQKgW03dhlP/66VOc/3gIn8dDTWUZzsVF/vHJJzRWVTM2OcnC7AJvvv46v//tb+nzevD7Ahj0ZnQ6FQKBgEAggEKiIhyKEvS40WpUCHNi5mcXCAWjqLU61nYv59LAZTatW09HezuffnqSc2cvcuMNN6PV5fH2/rfo6GyhpLSCwYFhnnj8W5jNhdTXNVBdXkNhwWd/m6RSKcm4ALUyj1wuh1wnRaFUoTPosczOIRWLEAiEVFZW0NXRQSwWpa21lf3732JyaozGjhqEEhFqYnjdHnRKLeFAGLVSSZ4mj3gigT5fC0IBkWiU0rIyBCIBbs8SMpUMc5GZ6TMz5BcWcPsdd3H4cC/+QIglnwepXIzOoCMQjuDyeDEa85m3LLD33gf471/8iv/+2dNU1dQRDkUoMBcQdnto62oFpZBoKobH5aatvZ2pyUmymSwquZqtm7dx9EQv5kLTv4XZz8UAVNksz7UbdCBWUNlRj7hVS/vyFkYG+inJMyFT68kvq+WNN17n+o1bkWqjXO7rp7S4nNHRea7beS1/fOkFKiq1FBgLmJ8P0dHeTTQcI+h0017fScSTYfj0HDlZEL1Oh1alprioCL3egM1px2K1YrFbkQhzJCJR+k4NsKpnNfFIgvLKapraWslK4eOPP6KmroJUJkkqnWR4ZIh4KsLa9atYuXo54xPDBEJu+g6Psqy+Fo1GQ0l7OTqTkQWLjSJ5JcKUlH++/Aprl3dRqNMS8CzR0NzC6Pg4L/3fm7z+xhtcOH0aATJyGRFSsRqyAmKxGPFYlFwui8u3gF6tJBzwY9BpUCokiCQSZCoNcqUSrdnA4eOfolJqsNuWeOwbj/Pqq69iMhvZuu1q9HodUsQIESBAgFQsJZXOEI1EEcmkBIMhckkQScQIRSKSyQRyqRS1Skk2kcK2uIjbvcSFqYscPX8EtV6Lc36JZCCJXCXC7rYTI4RnIca3v/ltAq4Aq3tW8otf/QL0KYZmRrnz3pv59ON+ulu7OHLsCHvvuJvBKwMEIwHM5flEYiGWd23gk48/YcOGTZ9tZXV7KC4uoLOtmb++8jfS5Kiva8Af8FFoKEafb+SDdz+gprqORDJJKpVi2/armJydYmHJjkgiIR6IMTYxRompmLnpWZRiJR8d+pgHHrwXl9+Fa8T9xRiACnNCasvqSEeEbFh3NZo8NQfefYtMNo5ryc7cwhyegA+JWMjY/AhnT59AJMpSU1OBXCHi3PmTdHbVEkkGcHhtIMniDrhJ5RIUFhcSjUVRKZVs2bKV0tpyWnraGRi7QlqUo/fkEUZnJjh88hhChZgbb9lNTV0lP/zR93jg/nt58MGvIABCoRDT0zM4lpwsa65HbxJjLpFQ32JAkZegpb2eY8dOYMpv4J+vH2TvfbcTCATo6O5CrpQjU0p4/rk/UVFZxp//9Ef27N5NQ20tBr2WlmWN5KmVGPV69t59FxbLHMFwmFg8jsfnIx5PEAqHEQqFJFNpUuk0Wq0erz+AWCJGKpMSj0XJppJEAn7mpqdxOZyIxSI++uhDrowMYbVa2XvPPdz+pTsxFxQRCEXwe33EYwkECAj6Q/i9AcgJ8HtDSKUKstks4XCEcCiMXq8nmUrh9XgRikWUlZZSWVFJbU0VZvNnr7REJEQsFjM9PYVQlCWXy/HYY48yNjpKTU0tfX19lJQWI1fIiYWTjIyP0tTShNVhxW1dwh/wYTDoWb1mNQ6ng+GxEeZti1TX16HT6xkaGWHJ7WZg4DLNLc2UVRYTCISYGJnkti99if3vHaCjqxNTYQEXL15g7bp13L33bk6cPsGlgUvoNFo8Hg+rNq+hrq4OoUiIQqkkGU9QYDIRCoWorKv8tzD7uTAHLo4deup07zilzSY2XXcVM04L09ZZOru7yWYgnkiilMkJpf0YzAWY9PWo5IVUVNUyPnmZjZs2EQ5liYbF1C+rQZCJ09RQidthgXSG0bFhjFUG0qoosnIxsVSYzS2bSEQSLGQmieb52LBjJUXqfOYXrbzy2huYKouJCHOk5EIyagHDc1dIikM0dzTy7DN/ZOdtNzG9aCWSg7u/vI9ILE5ZeTnz0zPkm7WUFJhoaqjBbbPw7E9/g31ynl3bdxDOJrj2ms3Mzk7iCTpIC9OI5TJaOrvIIcaYV8jgxcu0tjcgFsopLizD645SaC4jHEqgVGrI5URkMkniUQ/hqBevx0VpSR26/GL6hs8hVqWZn7dQVdHAfzz+BLfe8iVKikrRqTQElrxIkllUiMmRQyqVEAwE8HqWyKTjCAVZxIIMmXiEcMhJxL+Ex2El4vWQCAcRCrNkJVmCiTD6QiMFZhMVRSV82nuC2qpllJVVMTg6QCYbI+D1gFjBjM2KTKshE02RjsaYnZ/iwcf2IVQqGDs9TDgU4qFHHyJDhkWHjcHhK9ywew8zU7Oc6T1JTVkFF0+dx6TJJx1Pka83seOmPaSAgcELaLVqqsqqKNQUIcvJqK2oxba4wMjwII1NtYiSWUiIEIrEtDW3cvbEWYK+ENo8DYlIgp23XEd5ZSkffPgB2zdv45oN278Y5kAkE+XJ//waCaGAPJOB1pWdZIFQOEx5eTklxSU0Ny9j86btLC56aGzuYmh8ht8/82c2b95JX98Yen0pBaZq+k5PopCbGJtcQKbRseCdp76nisHRU3zwyd85N3yQpMTLmLWfuaUJ3vnoPWoallFV20JOrWVmcRp9gZhI0sOZC70Mjp6hpbOcQNRKW1clFvsQSWK8/vbLhJMeRNIk05Yhroz2seSzI5CnSGbBsmgnGI+i0mr52S/+i4cffhidRoXHYefY8cPI1CJ0+TrECindq1bi9weIhCNY5xcoKS5mdmacbCaOwzFPgVmPP+AiRxJfwEMyE0eIApt1iXg0TSScxGZzMDc7j1ajJR5LIJfJ0RsM2O0O0ukU2WyOeCKJXCZHKBAglUjJJBPEw2GCPi/xaIRwIMjl/ktk0klSyThCQY54LIpYmCOTShGPRZmZnmJxwYpWo2FhzkIyGsFk0HPX7XdQYCrk0+MnKTSXYtQXUFVZgwgRiXiK0cuDXH31ZurrGxi+PEMoGCZfb8Jud9Ha3M6X79tHb+8RyAlYcnq4MjjCyMgEmWSWivJKfF4fdrud0tJSHE4Hl/suIxZJcFu8qFR5bNy4kZWrV/Duewd4/913uPba7ezavYtzZ87Rf7EPq3UBvy+AXKJgfm4BXZ4Go97I6tWrWXfVamwuG//xrW/S0tn8b2H2c8E4V3yXnhq8dIWGrmYyMgERcRKZSobLYSfiC9Le2obb52V8boGW1g6CniRyqZLGhkamZ6dYveYqTp26QHlRNbVF5VhsVvRmA9F0ArVeiWV+Gk2enJryYkR6IZbJabqbevAFfWzZvZ0Pe3uZtdowmSsw5SvZef02fCEfHctbMZcYWXTM0NrdQFYco6SikKaOOmoaK1BqZQglWdraW0imE8iVMpxLToSSPCbGx6itqaGstASbdYHhkWFMJjN2h5OOrg7U2jyMBfmIxGIKC4pJp7JYLJ+dDDTodeh0UoKBEFKpjExWSC4HeoOR6uoaMtksopyMXDaFVCohk0qj15kxFRSSFSTw+FwoVRoaGtpQqzUoFCry1HmIRULsNhtCMkTCIQSkScZjZNNp8vJUkMtizM9HKhaTTqcIhQIIhQIEOUinU1jm5xCJxYhlMoKBICqFgny9FofdxtjoJKXFlajUBk6ePolYKiSZShIOxtmxYxdOl5uq0kpeeuEFrtm1mbQgR55Oizgu4Wtfe4ypqSnC4ShnT51l7917OXXyNLFonNtuvZmpqWk0eVqcVgeJRAqZXM5bB95i1ZpVTM+MEfD7qa2u5Z033uG+e+7BaDQST8Y5d/YcEqmUHz75fQ73HiEaj2MwGgkFQlQUVxAKBrn15lv49fNPs2v3Th64bx/monx2bLr+i5EceK3/lafy8wtJysQMW6ZwxfyUVVRQYDRx9sgxykpLUOapUOcr6B+4SHlJJQG/j2wmhWVhgjyNmtn5OSS5HJeO9VLTUIOuQM/49CRLTg96lYmIO4FebGBpMcPa9i30vnOUpUUPJfpSOhrakeQkRInQ0d7Ohf5+ymsqyAgyFFcUcuTUQZIkSJIklo4RScVRKpUsOO3km80sLLqQyBVYHQ7O9fWxZ9cdCGVCgjEfbr8LlVKGSCxgcnKUlT09TCyMU9VYxbx9gVAyxpnzF/nD//wJf8jPm6//A3/AjTcYpLGpnXgqS2lJNWKJArFUhVplwqgvJuCL4PU4WFiYp6GukWxGiN5gIpNNcObcGQoKSrjmmp2YzYWIxBIEAhFej4dIJIAwl0YhlxFYHg0PWwAAIABJREFUWmTJ4UCrU+NxLREOB0klUyAQ4PG4cbqcIACzyUgkEiaTzeAPhEhlRUxMWUjHUwz3X2RsdITjn55HItZQUlzFlm3bWZhfYHpqlq98eR8HDx0mnc5SbCpksG+ATVdfTVVNPX/63z9TVlxNc1MLL7/8CmvXriOdzTI7ayHfaGLt2vW4nU5S8RRlhWW4nG5EAjE9PT0EwkFqa2v54N33iYbjBHx+jFote3bvZmHBwpJriYaGRvouDrCivQuJREosHiMUDlNXW0syHmPVyh4unT/Pmq0raWloxrq0wMkTp/nmvn+95eZz0arpTEYM5nxWrl3Drmt3YzKZqSyrJOALIJNJUeepmJufoW/gBJlYCLt9hnDYQzjsoajIwPz8BA315eSIkEz58fsXIZGgVG+ipqAOy4iDMn0DooQRXa6WhdEQr73wLk88+B3yBXoiFj9Fch1yUQqHw015VT3RRIaJmVmMykJMhSVcvjLGzJyNYCSFVm9EqzdjNpVg0BUgFsrJZSXcsvNOisvLODl4lOf//AwOzyJCOUzNT3Gu7xw1DbX4Az4SiQgnz37KqfOnmHfM07ayA5VOw9rNq7E453jj/f288e6HuAJ+tPn5RBJxckIROp0eclIcdg/+gI/R0REqyivIZrP4/UE8bh/JZAaZTEkmA1euDOFyuRGLpITDYdRqFRqNhkDATyDgRSgQkM2m8Xm9pDNpEsk0UrmCZDLD/KKd0YkpDh85isvjwbHkIp5MEY5GsVgdJBM5xifncPuCZHMiEsk0LpeHgb5B/vaXv1NVUcOalWtRSOQ4bQ6629s5duwoGzduZH5ugc62bvzuMLXVtZz49ATaPA3jo2PUVtVg0OsZGRpGp9ORTeeIReLMzs4hEYpxu92sWbWGnq4e3EseRFkhkpwYq9WKyWggFo+gyVOj02h59W+vUVBYwIWLF1m5ejVen5d5yxzt7W24PS6M+XrUagUymYQjJw8xPz+DUJb9tzD7uWCcPx569qmO+i6m5xdIC7Mo8lTMTE0ycP4itRWlKNUKjGYjDu8M2VwKYVqKRCjEZV/ElJ9HIPjZx6xw0M/2rVeRTqQ40XsMjTSPsC1GZX41OzbtZmJwnm1bbqLAVIRYkEQlkVFrLGfiyhgicQ5nfBFFnp5UKovP7+GmHTfy9zf+htGYT01tPXlqI7Oz82RyOSxzVs6fvsDMlIWiohJyuSyXhi5R21BLKLjE7j3b8PuXuGbbFpQyCbuv38XZs+e5cmUIrUHD5NwURpMJeZ6Kp/7rabZsW4fH7yIcchOMBrj+tpvJCHIYzAZkUiVioRipRE42KSAciuJwzJJOhxCJctRWVzI2OsPZcxeora+iubUZl9PNTbfcTjYHkUgEvz/A+PgoqUQMiQiC/gA6jZrR0VGkUjmJVIYVV20kHo3z1oED2B0uguEIeVotFy6cp6qykvlFG95ghBmLk0g8i15vJBD6zGXLN5Vwqe8KYrGcQMCL0aDhjjtv45//eIOS8jKC0RjxcIyNV21Em6dDY8jHXFjM7MQYDY0NVFVVcfHSRfwBHx63h+a2FgYvDyITiTh/6jzXXnsdWrWWtvZORkaHefeDAxiMBkxGI5VVVUxNTnLt1i0E/X4uXrzI4NAwmUyG667bxbHDvXzjm1/ng4Mf8vCjXyWTTRII+aitrWbz1Rt49Z+v0dPdw/DQCNmckK/d86+zap+LwvnGrx556rF7v87777+Hw24jT6dlcmQEgyoPnUpO/9AAUwsz5CkEJCIJkgEht1x7G9OTs0TDASL+CFKRjKZlXQRCWRYuW3j4ti+zTFfJ7uXb2Ni5jstnB+jqWsGR/l5e+scf6Fhdzfp1PVTKK9BJdHz4yUGS+hxpYYbzF08jkqRx+23IlWJOnznFV29/BHc4yPIVK3C4LHS1d5KMRFm1vIe1K7p59pnn0eaLkahTLMwNsnXLOsYmBpiYHmbOMksml2PRYUcqVbG8pxV/yEdFVQUHjx/hK1+/n4wkgVyT49a7tqMvlSMoUFBcbUCgSOJ0zjFjGSHfqMKQp8Zpm8HutOBxz5Nv0hAOBhAJFGj1+ZSUlvDqa6+xfPlKhGIZAoEQhVKF2WwmkYjh87kxG3UEAz7kMjkCkYSCohKWdfYwNzfPxIwFY2EZCzYnc4sOJqdnkKtUIJEiUeRhKqrA6ozR3rUGpc7I+NwUNrcHy4Idvc7M2TNnkUmhrrYMu9XC6NA49z/4IHXLGhi41M97bx/g5htu49vf/T6dXStZsbwZl9NOVWUFf/j97xBJBMSDUVau6WFhwYJGocHhcLBl8zUkE2mi4Rhnz50jGAlRVlYGOSgqKmT71i1s3byJA+/sRyISsmxZKyZTIXd86S5kKjEnz59i2+5tGAv1JLNxissLWL6iA5VWjkwg5+0336azeTlOl519d331i1E4DvH8U8KImPHpCbZvuZaLQ5f40q23MTTQh1wqxGDS09TZzMiVARRSNUW6OsRZBS7HElKJAJUqD61Wz8Hek8hkehpMFaR9cWJLQQSRFKlUip7lKzjfd578Fh0pUZAMATwOB7XaemamFiisLEdYJieUCHDrTTfy5v7XKCsrZGpmHLVaTdWyai5fvsKFixdQayVkkiluuu4GTp76lOf/9AxdK5cRinnI08opNuuZmZ1CKhMjl0spL6lCpVQTCcWQiBREQ36Wr+whnk6zedtWEtk0ZRXFtFQ20nflJPkFRqR6DWPDV2hvb8Y6N4dJrycSCjEzNoNELCAaS5BOBYmE/YhFIrIpCY2NLUzNTlFTX43b7Wb12vUIRSIi0TgDA/0IBDmUChnZVIJcNovfF0Cl0aIzGFi0O0lnBdjsTj4+2ItUJicUiRCOhBAIBZSUlCCWyZmcnqe6to2CojLsSy5kShFSmYSAP0Q4FKWluQ23axGdVokmT048nqOkqoxoPE7fhUt8/9vfY3bGQiz+/6l7rzfL8qtM891n7332Pt6fOCYiTngfGeltmSynspQ8AiEhAQNNN0bT0900DNCdNE1DMwzzMAwtDUIIIQkJgVRCpaKMqiqrsiq9qTSR4X3EieO93cfs3RfFPX1J/Qe/i/U+33p+a63va3Hw8BF6e30Yhk69XuOFH3yPhx8+y3M/9gwOl50rVy7Rbek89OBDjA6N0qg18Xn9pDIpxibHMKtm9vfijI6OsbK0wJG5WV78/j8wMjLK9k6Cra0dCoUSCyt3UW0qxWqRja0NwGBopB+6Bls7m6wurtNutRkcHuDa5dv8yi984YMBzpV04tzIwXEkp0C+UWB6eox3L5xndGyUslYhns1gd3mQOk5ymRwul0G7oyGaLNhUgZ3NBcL+HjYX81x8+wIDvh5G+4awm72sLuxy6+48zU6NiUNhvvjlb2G3WmhoaRbv3OG5Ex9BUVw0uhDXaqQzVda3NrEHquhyht5BB5LJjGyykdqqo4gyLmcXo1tjdWMBraWxt59nZHyGs489SkUrsLeb4FOf+CRr66tcOH+N55/6SeI7BfZ20rg8Lg6fOERF69DbP8La6i59fQPcvXuPql5mYfMeG4ktgtEhTLrM6sY6A9EoB2Yn2dna4Xvffp211TjPn30MU0egVetAV8DpcdE/0svQzAi6ZKAZEO7tI5PLYrWqqLIJo91CkSS6rQ7pVBat1uTIoZMIqKyuxtENM8ur63zvhe+ztLaK2e3D5w9QrdRwW9102yJeb5QWDlqGgtlmo7c/RjgYo1PRaNbqmEUIhOxs7W0S6QvxsU9+nB/96E3GRmcYGZhlY3MPiypycHacH37/Oxw5PInH68Lt97C0tcqjTz2GZnSxOzzYbW5efOE8//4//mca1RatUpXXX36ZlcX7BHo8FIt5vA4bU+NjvHPhAqJZQZBl9hJJVLMFWRYpl0qoFjMLS/f41Gee5MSZKQSpikO18O75C1x88xIWyYzH6WZqdIJXXznPv/2Vf37J818EON94+8vnbI4yjXKH3mAP967fREZABoL+AEMDA7gdLoy2SjazT7TXSTZT4cDMCa5eeQunS6GYbxByD7Jw5Ta78XWuXr3HXjrJQ088xVtX30GwGVy68Sp6o4PbptAb8HN49DAjjkl63FFEs8yrl36EJwhTU73kiwmmxg6yOL+L1zmM0+zl5OkZduNL2FUrLaNGu9PB6fLxyJHnGBoc463zFwj1+NA6Bsvri5SrVY6fOsP6Ro7poWNMzR0iMhZlPb5IpVmi1CghqxKqzYRiNVjfvs/AsA/dpFFoFemLjSBLFqYmZpBlMzfeu8OpU2cRzCLLdxeRZAWv10+90aTVbdPRO/REQyiqimpRMIsClXIBh0VBRMfoaGSS+3S09wedU5NTpLIF4ok0i6vb/P4f/BFDI2MMjIxhsTkpVmok9/YJ+oK06k1CoSh7+ylCsVGSqQxPPPUwdqsN1axy5sRJZmYOUG81KTXK2LxeHnz0Cd65cBmTbKZUKVCoZrh55wpb2yssrc4TCvkIDE5y7vd+B93Z4Gf/3XMsxa9jCwhIqplTp88wdaQfKFOuJFm+/x6SCXr7ooQifdRrbfZ3t9lc3+AX/80v8aUvfYkTJ06wsbnJ4UNzeDwOhob7OHTsAIMjvbzy1gvUGyVMAvz33/0ipWyRSr6Jw27DLCtYLDbK1Qqf/vGf/mD8qvUFzSR25sluJVi7s0TA6uInf+xj1DJFvvPXf8Pm/VWuvHWJoD+AprXQMaEbEAr3IplVjh4/zuEjsxTyeX7pl3+OpdtJnvnU4xSNMruVFF//7gtIDhVd6NKopQh4VLI7aVTDhtsVoGsYKGaZaiFLJGDlhy98k48+/XG+/bU3mBo+Qz7T4rXz53n70su0jTLYTJitNs6/+w4Oh5OFrRVUi4Vnn3iO9FaWo3PHCPVEcLv99PREeO7DH8be5+H21n1efut1YtFBsBqUmzkypT2sLpGNnQV8XguVco5IxEelvo/H7MAfDKCa3Hz/h68we3AOzG3GZmNsJffp6YsSivUxODbK5atXqNUqVMplzKLE/s42pUKa0cE+0DVEvY1sAosiY7dZMMsiO4k9VJvCyuoiP3jpRY6dOM6du3f50pe+zN5uAr3dJRrtpSfQw/T0LJtbW9hsNk6dnOXpZ56gVKoS7nHj8wUoVVsYosozz3+C3/ovv8/v/v4fER0YB5OFp55+hr974W8pNROc+91fY3Aqitkpc+TBY3QkgYWdRa7fv0JbKuKLiFy98yp2v4lrixeQzWW+8GtfIJlbpNrIMHVgmMWlu5w6dYZQqJdDB4+SzRb4yy//JV/45V/lb//mW/xvP/t5fH4XBw7O8OGPPceV6+9yb/E2fdE+ZiYPYLO4SMZ3aGkG8b0kuWyeP/3Tr1MpVzH+F5H4F6E4d1YvnfvGH7/KQDDCV//smwTtVi6/eZG/+8YrPP/UY1hkC++8cYnTj5xF69RwuCz4PAOYcJHJx7l+6wonDp8mm6qQ2Fjlyc88jG+wh394+zU+/JmfYOBQFNUjki1uYw/ATnKTB449zeGDD7MRz3Bj5Q7mHpXDD0wjCzJum5ff+M3f4cc/9SSFQo6JyRlOnDiJz+fj23/79/T09mNzWVFVKz09vegNmcmhKUwtg2vnLxILR1i+c5dTh46zt7nHb//6H/CxJz9KKrfPscMHWUquUW81OHHwDLLVTDofJx7fodGoc+jAQYL+IEazhF52onS9eNVBnj7zPHQgl0yyvDhP/+gMgVCQjZ11duM7zExP0O60qFaKbG6s0mmW8TktiEYHn9NOp1Wj1awT8LnpdjQURebu8iK7iT3K9QqTM7OYzTKxwUFMohmLauUXfubzOCwW2s0mpXKFAwcPMjQ6hqcnglmRcNrMLC9tkc0XaXZ04uksq9t73L6/xMp6HLPFTSaRZWFtngc/dJSZ02FsIQNNaDIwPojitPKNF/+Yn/jc03zyEx/lxuX7WMQg711ZIp8u0hNQuX17kY8+/yyKYmV64gDf/JtvMXfoMIcOHiadjHNvfomzD5/FZrWys7XF4GCMqakxhsZjxDNxvvXdb/Lij17D5VGYnjjMX/3FN/nW11+hLzSAZKj4vCG2tpbRjQ6haISrt+/xhV/8gFyA3ri4xs52kmalQdgf5Na191iY3+T//eP/wtbmLhsbO/z2f/pNtHaHRqPFwekjXHjnErVGG4fbQ2xkkDvrd+kf6iNfKeCP+Llx7wbHzx4h20qjuBWSxX3K7SqTp2c48fgDKG4XL739JvFOlqq9Qc94hIu3L3P50hLVoplf/cJP0zUK7Kfv8e7ll/FIdgTdzUB0jh5/mGy2wIkjJ1lYWsTr9VAplRjyDdJttFi8dpfRcAxTQ6cQT/PTH/84u/urxEI9YDQQdYXhgQMgmFnb3CLoj6I1dMZGZllb2SexXcKu2/EoXuYGD2PpWlE6KqphIejyc+LgUY6fPIpJ6pLLp7HZFUZGBxiIRSnk01SrRXKZJAIdHFaFRq1CS9Not1uk02kymQy1ahVBhGw2zX5ih2IxzebWCuur9/mVX/pFPvJjz3Lv9g1q5RJtTcPlchHt66NWr5PLpCnk05hMXQzDoN1u0+xUSeXyZPMFBMGM0+HhwlsX2dtLEN+P89JLL7Kf3ubarYvUu2WWdxZIlRN86qcOMTHu49I7bzMZeYDrr61zcOAssUCAC6+dJ5PsYBgutjbzfONb3+X0Aw8xMzuDz+dAMLXwB7381Vf/ipdffpmp8VH+/f/xvzM7M8Pd+/fw9/iZnp2lQ4szDz3Al//iK2xupHjuqUd58NSDyLKZ/f19vD4PkUgPt+/cxeADNMf5k7/883NuWx9aK89//u3fJJFM8LnPf5a1jQ38kR5cXi8Xr15h9uhRrt+6yL3FOxw9fJZuWyWb38EwaSCa6LYVJidG0dUON+/f4sSJE1icNkrlHA63hZ6wg3g5yetv3MJrC3H8zBlubt5mcGyAt++8xeLaCoLm5XOf/VmanR3mN28yMTvA8PAEb777LhODR/G4ApgtkM3tYzXZ2M8kmRiaIb69x/r2CnqjxsrCfWZmxtje3uXwoYOYTRZUVSEcDrCydodqzUAUVSq1MuurazQbVfqifQQ9Ybq6RF94AIdJwC70c2D4JLl0EYsqkU0niUUjpNNpltfWuXf7FqdPnUCrV7h66V1k2cTK2hJzB2ZQzSKyCVRVpdvtIggCumGgaRrlcpVisch+KomBARisra0yPDxEvVbl0qVLzN+7gyx0aXea1Go1Tp15EIfTjaRYUCwOIr0ROu0Wr73+Nlabg2q9Q6ers7e7QzqZoJjL8cpLL6GIBha7ievXLjJ1PIbH72I/naSjG7j9bnr7G1RLGm+8fIVa0kYsPMb0+CyalmZvZwvd1EMpV2V7dRev10s+l+eJx59gaKCX/+f//hP29hMcPXaERx95mI8+/xz9fX0sLy9x4cq7WF0OBFkmU4pz9uGzbCxtEPT4MZusXHznCpIo4Xa7SSY2qDVqKDYruiTzyz/3Sx+Mz4Hf+8pvnQuG+vnMz32a7/3DDzly/DhX3rtJ09CxBn20JIHJI4ep1eusri28n9WCGwEn0weGaAtVsoUcgtmFYZdQHQYjgxHSyW0k3aDVrTFzcJx7W+/R1EWmxqaoJ2oMjUd5a+0llH6dN6++StTVS6lWxRlQGJrr4eXzr+APRsnnNHr8Iba2FtjdXiFgD+NwKyTz+zz04ENcu3qdtlbHaVNw2WWcvWFyjQwbiXUcPieZWoXrt6+TKSUx2zpIuoOQK4RgtBnqDZEvxNG7HSb6ptB0g3Q2h6yL2B1h5lfuo+klrtx+g8HxMOvJTQqNIuOhPs6eOc6VC2+wu7nK6HAf/bEQ8eQWlVqBWrXM3Nwh2t0uDU3DEExU6w2cbh/VpgayjMfpwGZRUGQB9Dq1coa2VqLbruP3WOi2qjTqVQ4emqN/cBzJbMUkqrhcXgr5OtVqE4fLi2RW6HS7JPbjeNwO3njxBTbu3yO1vUkk6mFvf4PYSJRDpw5Rb2tY7Apnn3iQjt5EQyWVanD61EM8/eyD2N0d7q+8SyDioNzIE4718OjZk+xkVlhbWuOhR04zPT3BzavvYVct+CM+jh4+wOOPPozebFKrVbly6RJrezskslkGRsZQHRJ3bi+wu5LEoXqolZo0Gw1cbjubW9tYLAbHTx/l2s07mO1WvvDzH5ABaDuQOPf88x/hwoXLvPnWW6TSKZ587hkOHDnEZnKP8dlpnD4P7ZbG7TvX+PxHfpo//9rfEO4Z5uXXv4fdJWG1WghFR7m1cIfxkQhrywsYWhPBMOFw2blw+S0kh4SuiTRyTQa9vbg9KhvVJXxhB5IokVzK8aFnz7KyM0+lXSSTLTMxcQQRO3arhVx2hUeOnSbgHKSiZekKbQxBZ2Nti0MzBygXsujtKs7BfhY35ulKXc48+CD5eh2zzcJ+Os6Zs8epZFu47XZu3biIVi8T6nPjdjvZzexw8fI1ms0mBw/MUNcM2nSpalku33qbhx88Q75ZpGl0GHVFaFQqCBhsra/S0+MjkYjj8XsQTAbtjs7oyBhut4dypUIg0EOt0WRrexvDMOFyebDIEopZwu2y02rXyWaSuJxOJEGkUa/i9XgYGBigt6+fSsNAMCkEgmFqNR1FsVCu1LE6HGzt7iCKJvRul26zwekjBzF12pw8dphCOUU6lySXTXHmiVOMTY6D1OXu/C08XheLWw329lMks7uUKquE+xT2MyuYrSoPPnqWZjvD0HiE2blxmo0qhm7QG+7j9/7TfyOxl8dk0Xn8sUewqgrTU5P8h3/3H3j34rs89KEnuHjtGrGhYcx2E16Xn+xeEYtsw213c+jwQTY2V4nFonT1Cs1Wk3BfjIkDM3z8yY9/MMD5ymv//ZzLE+T1196k3dXw+4P81de/hjfgwuFzkC5kePGVl+nxuigVswxMDbKxFmd9Yxt/WEU2d7A7HGSyVfyRAIt3bjHU348oSuQLGaYOTLCxt4HFpRANDtKsNZibnOH+yl28MTfXr95GEbxYOirJ9BYT04O0NIOdzQSD/eNolQbVSpHhwRCFYolaRabazLGzu4nDbmdncwtaXUTBwOWwEK/VsDlVFLuZ9e113F439UaFiakR3rt9mZmRw7hUF81uhcX1u4xODpLNZ5HMMvMLy9TqVQZiQ1QaTbq0KNWzPPf807x64VVWVrcIhyJM+ceoVctsrq1iQmdne4PtnS3MFhWTLKEqFgYHhrBYbdRqddxuL7V6g0g4jM1hx6zIeNzvrytVKkXK5TyhYJBiIY8oivRGI9gcbny+INVaC4erh0q1iSgqiLJCIpEEQUBrddC0Fopqxm630W23uXT+R5gEg+XFRUTJoGt0UOxmJg6Nsrq+hGITcTodpBIpnM5R+nsjDA5GcdgbzN+/jsfnQJacfPWr32ZqJMzG+jJ37t7iox/5KD3+AC+/+BI9jghPPf40Tz//DA6bnXAoyOc+81O43R4+8omPk61XKdWqdE06y8t3UUSF7ZUdlueXSMT3WV9bodVpUq2VsDjNdOny6BOPcOLMGWaHDn4wwnPNfpXr69cxuYrMDg0QDQ4yOhthdm6A3/79czzzkWd44NQBRL2E0NWwqwHa3TKBPguiuUQiUcVhtSF0Wjz54BNcMcl85+++zcT4IM9/4gFe/tFL6Jg4NHWG27fmicR6eXv1Kp98+uO8fv5N5kIn8Hp8LJfWcfpAb9WxCW6ee+QZQmE/jukY3U6Xv/7q93nm8Y+SyzdpddzYLS4OT8+wdOcqR06OEIqGyeUqiKUqDucQ8b0tzGYT1WKJowen2VzdprjXojHYJJ6bx+6w8/M//4u8e+087W4Hs9XEoaOTaPUuLU3lnRs/QrXIrN5fZmR4hHJG4yMPfxIJhWK2yeL8Ch63i45WwucbROv0kS9qqGY7PaEwOjqpTBq320enDQFfgEa9hsNqplQqUTPbcQQCiFYL8VSSLjKhcAyzqCIg4PRFaHUEBvoGWVzZIRIbJpVK4AuBbDVx68Z1wpE+7t6/z8/+/M/SaFbJuywUU+OsLt7HHXLR7piYnO3jyIPT5LVNXnnjJX7mFz7L9NQcm1ub3Hr3PE8+/Syf/swv8tnPfIhoJILXF2bpxha//3/+AW+9/RL1hoW//vo7PPrkh3nlzR/y3W9f4Pv/48uMjc7yxrtXGBrt45tf/QpHTx3C7Q2RzOVQLWZ+5tOfxO5WGJv+BYq5Mr/2r/4jDosTsyhRruT49ne/yc33rnPi6ZN8+NmPcOPmDf7rb/8On37s8/9szf6LUJx1bp/b3NynNxph7tAhHDYP5VqBSj1Ps1vA6XbQ6XYRhRYOu5VwOIbb5+LCO2+CqcPY2Cg+jw9ZctLQ2ohil1Rqm0jUB0IHvy/I1OQhvvOdVxjoGUARrDQqTXRBIB1PAgJzB+awWVVyjX1iQ33sJJJ4fT6SmX32U9sEAkEmx+Zo1FtsJnYQ5RZOl4V8OcPs9DSbqQ32svvsZxM4RCv5agaTSUAUJMLBIVoNmaBnkHyuw0hsmI21ZQIOLxvb64iyQDFfIJvJYLe5aLc7CLIFs1nC0OH5x59la2mLfn8Mt+BB7kjk97N0Wg3sVoVGvUJPTwCt0UIQzTjdHqxWKwIyfb39WFQrlXINDKjV6hi6js1mp4VEqVwlnckSDIYxDBHJbCEaHcQkqrT0Jja7nXK5itnqolSuEApH2NtP8vW//muGRofY3N1keHSIRrNCW6tRymdI7q0j0KFRr9CWRKYOTxAeCJAo7xAZCGN32OkKXbSGhjMosLa5httr58TxY6wuL6FrbYbC/dy9eQvPUC9Wh4cPffJJLl+8zSee+RRrd97jVz7/r2k363SlDqVSmpnZUT75iU9x57152pqOgM4Tj5zhB9//NjOHj/DFP/sy66vrrKyu8j++9CX6xsI4fDbOPvogg1NjzC/fJ51Jc+vSPP/qc7/8wWjV/vX/9XPnLBYLitPC5u4OLaNLV9KRCxN1AAAgAElEQVTp6fNRbqTI5BK4PQ5S+5sEewJkCkXsdiuJzB6DQ2HMZhlZVNjcSmGSrdy58yZHj48SCNh445WLCLqLscHDqFKATDrJ1tYO/kCQpaVlgmE/noCHH776ApGYH6/fhd/dQ49vgPh2gqnYFPM37jIYHGH5vV06VYG9tT2CHh9Bb4hqqUYql8bvD/HGjy4gIBHwu9nf3adT19lc3UXGgdfVQyFfx2n30z/QiyiZKLfqrG9uUyrXCUcGmJicpV7VEExmarU2Qacfi6BQ2izwyNzD9Nv6MOUFKOu4fS5Eumj1GvVqHVmS6e3tR7VYCQSD2K0OTJhxOb10OgZDo+Mk9hOYVYX37tzm6vXrRAd7KZTztHWNjtHB4XYRCIdpdQ00XaeuFcAE9WaDUrVJqVLl7r171Jt1nC47oiJj87jZ3FxnbHiYbDoJnRb7uxtsbazT3xcGm0CuGAdzh2anRCjkY3N9gdR+HItiomtkKWTKDPROsPHeHkpbwSc5GXGFEKstWm0DQVe4dXGRMzNP0y3I/ORzP0VsMIogtdgpLpLIbWLzW3jp9R/RPzRCqLeX4eEwnW4RQy8yceAk4Z4elpaWCPeHuL10k1NPHWE1sYxub7O8u87Q+DCXr15hemqSR4/+86fT/yLAuZp861w0FCKdS3P4yFHctgCSxURbb9LUSjgcTupVDZ/biSSakVUHZsWMZDZRKtYYGumnkC1QLrWQFRuJ1H2sFoFoOITRdnD44AOMDc9Rr7dY2b3D7IEZEukkhVKex594hBu3rqBYZWTFYCw8QXG/zMbdBDODs2glDb/qps81iNL14FUDBJwBXKqTTr3D5OAURlugmKpyZOY4TosPVVChJdFpGgQ8QayKFa/LxY3rl4mE/WzubGO3uLm7uIgoKfQPDCLJKlMjc6zvbtPSOph0M/3+KDR0ZqNTxAIxjLqBqiuYBTPpfAqLqlCvVXG7XbS0Jg6nE0wi1UqFQr5EOBRFEEwEgyHu3rkHgkC5XERWZLx+L+u7C3Q6dTC1EUw6NoeFaqMGJoFytUytUQFEmq0u5WqLdkfH5fXg8rjZ29tFkGR6+wfx+wIUsjkS8QQiBp12k0DQTzqbRba06BoNisU0ZotBW2swPjzI1soqPR4f5XwaxXBhE3z4lTB7KztImsGQvxen5CTqDtDv7+eRk08w0XeQsegIsmFCp0mymGRpf5mOqctrb73OeiLLrXvLFBtFHnz0NJLJwFA6rG8mmZgYZ2dvjzMPncYfcqO4TSxtLqBLGiazzFBskOWVJW5eeY/P/NjPfTAGoFOjB6gWK6STSW5dv8FeaheX20NfZIBgMILD7sbh8BDrG6bZbGNVbVy48C7pdI6ZuSEymTR9/xSKJJlNHJybZmpyjHQqy1NPfIzx/oP8f3/6RQb6IigWgc29NY4cPcgnPvkJNte3sKsOFJOCy+YkIPfgNUK0kwJyxUpps4ZL96MXBZxdD4nFNLaWFXfXg7lioRnvciBylLnocbx6BD0l0cnLROxDTPXOMdE7jblr4h+/9z1MrRo+G4R9fnyuHpwWHxMjs5QLbRTRTaWq0arpaJUuSktByzWJeWME7QHW59cxaQJavYVJMKEoZlwOB3rXIJ8rYkKkXm0giRKKqrCzs0k+k8YsiWxsrOF2OzHoksqmqTVrNFsN8oV9MDXYi6+xt79OXSuhWKBaL+DvcWG3e6g12oSjfdgdDgYGY+zv73HlykXCIT/lYo4Lb73FzWvXKBcK9EcjVCpl4qk4L732MrlKAbPSxqIafPazP86Tjz5Grz/Ml/7ob3jh/7/CF//4zxntmUJp2chsZjkwOkcj3+TEoQfJJir43VFmAoNEZQ8+wU4nV6Vb1bh0/iI/8emf4iOf+jTb+xm6ssK//ZXf4MrleeL1dd6+eIl0OctLl15jbGqGra01HDYbjz7+IFaHmVDEz+b2Kt6Ag1wpxV58g5WteWbnJnjn4pX/pZr9F6E4y9mlc7nUHrFwkKce/RC1ms7E1Cwv/OAfsNicHDvyEM2qxLFDx5i/s8JDDz+D3xFkM76JITSw2Sysr63z3NMfxRf2MX/vXVYWV4naJ5gdewoBGyNDA1Qqizx85DjdgobaspJcyjBkGeJI7ChBPYCtoqCUHIyFZlA1Dx7ZT3onjblr4vb1ewRcfcR6YzgdFmrFOsO9o9CSGO2bIbGSYSw6w7GxU3ilIJaWkx5LPyFrDLVtZbr/AE+deppSuki/b4i95TgjgWEC5gAe3FiaClFbmLDsZTwwTMQSptcSpp1uYmtbGOkfI5VIYzKL3F9ZAL2DiIl6pYoqq3TbHUyCSK1ZxeP14nW7yGbT2O1WTCJ0jC6CBN6Am3wpSyaXRja1ERGo12pYLDYq5Soel5dkski10sBq70WUHVy6dIvdvRQ2mx2b3YrdJlNvVjCbdYJBO5VCnNs3L7C9fZ+95BJDM2EmjgwyPNtP07yPJtbJVNL86i/9FpFohGeff5w7S1d5+ulnOTn9ELlUlYH+UX7u33wOxQVvXn6df3zjAiNzR2nXm+QbTbqiiMvrodWocuTwQX78sz/N6dMPcfrYU4yPTiPawD/R5cDxcR548ig33rvJV7/2DRqtNoGQA7tLpdPSUFWRF3/4XU6cPkQmFyeb2ef4yVmy6Thao8pv/fpvEFHHPhitWt1cPXf//jWKmSQv//A1/D0x5u8voKNjlhXcrh7ElhWnzUq3JRCM9jG/vEAqk6Av5mVre4NioYjF7uLilStEQk6eePQpkokSo7GHoGHi1Td+wEb8IjbDSiae5vDISeSmglK1QgHkhsR0dJJctkit0kRrgs/nw2a34HBbCfeGiQ2Ms727heoUEUQTA4MDrK2t02m//06baiObyaMaJnojw1RzDboNAac1gM3sJpeqkktW0Ao1AjYPvd4IFkNhom8U6m3Urojc6iK2DBrFFlJLwKRB0BMgl8kiSRLzKwtIqozH4aSYL2CWzDjsdiRJQpIk7C47Bl3a7RbdTodWu00oFKZQKpHLZ1ldX6XeqqFYZBRRplZtYlXtiKJCuKcfm9VDsymg6yLZnMbu3j4ulx9FsVKqlNH1LulMgv34NmZVYGXpPUr5BG6PhYOHxwlEnMQmw7SoYsgaZTLcXrzLzJE5Kp0ah88cw+X2sbi6ht3l5uSBY3zlq9/ia1/7FoMHhlAdduqmLmc/9CjeaD+1lkZaq7FfLVIql7FZLWiNOo1SHa83iNyxo7fblCspXn77m/gDLiyKjFV2s7NeIOB2sre/htvjYmhwEMEEk0MTXLh6HpvVTDGfY2gsQnxnj4mxCZbur3F08NEPBjjn58+fW7x/HZPR5vTph0jna2zt7mJ3ueh0dbSGTrPSZXtrlbGRSfLlGvVGjanZMUqVBC2tSU8gSFcXSedyfOix05QLZZbm49ikQQxBp9HKY3UWEctmRF3GJfg5PHEctWHFhg0bViqJIt6In2Qmw0BsjGarRa1ZRVQNqo0q+WIVh8dBuhDHZrORyqRxutzUaw2q1RqddhcBgXalSiFbplJo0Kx18brCtJrQ1iC+m8Zo1DgyPYvP1YNbcVBM5unWNYRWF1UQENoGIyMT5OIZFNGM1+XFbJZRrBZShTSeoJ92rYHP46FerSGZRIqlAorFTIcOAoBg0Gw0icf30QG7y4ViVekaHWrNCpVKBa2kYehgGCI2m5NQTy+x2DB6R0LvCiRSJfZ2E8zOHmBldRXZLPPeezcRTDq5XIZSOU0gaMPttnHk8AyKxYQgdyl38ghmHUmFmqlKrdVkfHYGQzIjihKpTJ6HHnqYaGwQsdnh7cuXOPv0KQxLkamjMQy5zuyRU3zty99hYWedt29e5eQjD/BHf/hH5JIpZB0MDfL5Mt2aSLGY4cZ7F2grKYrlLK12m7AvhipKHJk7iieoond1wj1hRFFENZmZX77N2TMPIkqgOgSOHDrMxvoWZsnBXPTBDwY4dlvvuYm+KSz+SbZ28gyO9PLqj16hXtF49IGnKefyDA0FcXktZIoZFpbvMxAb4O9f+C6ZdIbRoWFKhSy+gImRqSiXr2xx8dImH/uxX+DWzWsMRX0sXbvCofA0Y94xhoNjtIsSYkfFLNtpd3XKWh13xEezLVKptJFl+X2bobqGTfGQT1dpVOrYVCtOq4NKoYJW1wj4/HQ7XRr1OrJZQpbMaKYusqqg6W20dg2700SjnqLZSON2dvC47VTrdayqQkNr0DV0bA4X/mCUStXAEKzohkGzpeFwuTC6HSTRRDlXwCNbaOXK1NoldJOM4nQTGhim3GhisVrQSglM7SpWs0Kl2iZfroNswez0UW+2qTeb2Mwq6UQKh9eHZJZpdTV02iSSe9y6dZ1yuUitUmQ7dR9BqnHh3Vdp6zX2k5vIKtTaJWwuBX/IQ5Ec4dkQQwcHka3vezprepV6t8hi/DYtscXkxBCNSp6Aw8boUD937y0wMjHB7MHD/OGXf52huRj+mI/pgxMsLc8jYGbh3hLlco0TZ07Qlhvo1jKiTeKtC1d55dVL1KotvBEHf/FXf8C3/v7ruLxBGm0Fq93P+uYGqstgeCpGZDDC3HQQxabjk0O0yjJe6xCPHfooXqWH8egEydU2l1+/RtjlZ2HpPR45+OMfDHAUk3HOIVlx9ISZHpsgmd3lzAMPMDQ0QmI/SXx/D6fTyuVrV3jyQ0/xzb//BlNzQ0T7fGSye6QzSWKxfiqVGq12h9HBGW5fv0O9XOHpB56gms7z3KNPcv3t63RrHQLeECF/DEmykEvnWVtfZ+7gLOlMAgGBSDiC3+dlaWGBcCjEzvY2Q4ODlEslzLJEtVHF6XDi979vm1qv1+nvjzE4OMjebhyrxczmxjZWi4VcPo/dphCP72KWReL7uxw/fgKv28veXpxKpUqjruHz+ZFECZfLxfLyIk6XnW67TbfdxmZRSaVS+P0+0skkwVCILnWaWotuV8dud+DzevF4XNTrRQYGhylVytxbvE+kN0Kz1eL+0iKdbhufz4sJiEaiJDI5JNmMzW4lHt+jUikTDYUwYUIwdMw2Ea3RoLc3gqEbeNwOFFUi4HUwPj6MYjFz5kMnaOo1giEfXo+bYiFPppxg+sgETp+Tzd0FPC4n/b0xipkq+3spLBYrDz/yALl8kmRiFbtT5MI7/4jfb2drc4t0KsvI0BiqzcTC/DyFSpK5o1O89NKPMHU69EUiZFK7vH39VRwuO7lqgR+8+A7/9U9+i69848soNpH+WBizbOHw6BFurfwd+XwCpePhwMhxrGoASXBgEuyIgo2gJ8TU+DSbm5t4AiFmYx8QxdlbWzpnMblQ7B4S+3Heufw6hiHgcrkxTBKzM9Nkcilu3rqJrMiMTvWSLe5jcYpEon5isRjDg6Ps7qSYnJhm6c4KJw4dYyY6gbUr08xXyO5kmeyfQmiDLKgUMjVazS42m51ofy/FSh5/0ENL62AYsLuzi9vtJpVKEQ6HyWQyWK1WwCDSG0EweN9ZMtqLJEqUSxUMXafT1RFFAV3vIksyXo+bWqWE3+slGPShmmV2d3ZpNpv0RKK4nC4cDifVWh2X083S0jLhSAjBZJDLZjAMA3/AT19vlJ2dHSRZYnNjk0Jhn0i4l5amIYoSimohnUljt9vYicdRLQqBsJ9ytUKlVkW12PG6XTRqdXqCAbqdDqrTgyRLaM0msigg6DomA0QMPE4HWrdOuVSkVMgjSyK1aolmvUy7XaNWLXLv7l1mTk9T1yt4Ay7uzd/l2LHDxDM7LG8vcvjQAWqtBFFfH6VijaB7kGhkkNmpaWwOldTOHk6vTNco4u8xsb21xfTUUcKBYfK5AtniHm6Hh0KpSmwsTCQaxOf2cPPdezQ6TaYO93F/eZXYWIzwUJCeWIjRqRi1ZhmX24LH4+XO4j18bgm7xcNk9ARaw4RsctHVJERRwEBH7ijYLU56gmE8/gB+a+yDAc5rF145Nzp2kq6m0212SRe2+Ysvf5HVtRUEWUSnQ7g3SDgcIpnZQyPJ4KiP7fg8uXyWtmaQTlYI+0aQdIXKbhJTpYkTgx7Bha1tQaybUbs+/E4vWlWnXtHojfbh8Xno0kHXWxRrJYyOTqNWQ9OaaFoTq9VCp92iXqsSCPhJp5L4PG6Mrs5gbIBioUhba2PCBLqB1tBotesEg360RpVWq06rWUcxyywuLOBxefB4fTi9Pna2dpAVBZNgIhKJUi4XESWRTCZNq6XRabdoaRpOp51MLovX58Nqs6B1O9ikDvv7+7gcTrrtNm6vn2arjacnTNdkxiR1SWd22N3bIeD3gq7TbtZpN5uUyxUUswqKlWwmi1kyI3R1BEOnWa9TLWRpVoo0O2UCXjc+t51atUgk5MWqCNjtAgP9AUamYkRnotSFEplqHH+Pm0azzOrWAiOTAyxvzTN/+y6R4CgKAVbvlDHaNoZGYiwt3+WlV19gIDzMxEQPhw71Ew4PUi4o+N3TYNL51V/+GV78/j8SGeil0dUJRsIcPXGI3dQSZ585SrKWYnRujPsbq6zHkxw7PcPy6jyLS+/h9bmYnJxmYWmZx499gfSeRNg/jdPWhwkLXb2OorYo1bbolEW21tcJ9fZxY+k6Y5G5DwY4RbRz8ZxOLp6kXM1R1VPIVoGO0ebA0YMsLs8TCvtJJHcJh/1kitu8+fYbeHxWHjjxMEZHpF7uIhk2/E4Phe0EQ8FeXKINoSJgMdkZHZxgezOFYbQJBnqwOewgQCqdIJfP4PG6KVdKtOstJFHC5/Ph83rodjtYVAulYoF6vYbb7SaTTdPtdslksmhNjXa7Q73eeD/C3ABRhEQ8TjgcotNuYrWYUVUVm81Gq9lGMks06nUmJyYwugaKotJoNFhbW6dUKhEKBanXatTrNWw2G4ah02w2iPT3UyoUUC0qWrWI2+1DNEmYTCKtjo6kmNEFE812G6tVotuuUy6VyWZzlIslbDY7zWYDVbXSbDaJZzK4nA6sqoVmrYrR1TEJYDI6CBho3SYm0/tBIGazgtks4XBaabXrWCwyod4ovTMxSlqORrfCA4dPsb27js/nodYoodrMaDWBs6efpV4SCTiH6A3HsNhMpNL7+H1ukvtZAkE7O/EVJoaP4LL1I5ncbG6voktNbly6h8Xl5siJMwwMDbGytMTE6DDttkYyn6feaPCxj30Ch0vF5XRy//4dDh6aIV/M4nJ78bqDtOsWzGaZaKAfk66gd0XMZgtaW0OUZLqtCuvbq6h2MxfvX+Dk5GMfDHDeubN0zuY3s7O2zOvv/JC2miI21sPN+WtUGlVOP3Cc7Z01ZqciXL1ynunpEQI+NyZD5tbVBZplnVbVYGdpm72lLZ46/BhO3YFclbELLhSzjaWVFTrmLpJkIp1NUW9U6In4yWcz9Ph95DMZ7FYHdosFMCgWCmAYdNotMHT8Pi8mQcBuez/kqdvp0tfbS7vVolSqICCgmM0oZgVB6NLXG2Jra41iIYdZMtHf24dkkgj4wuiGgc1mp1atEQpHKBQKpFIpVFVBFKFcLuNxe95vu3Z2sDvtqFYLstWCalVp6V2C/iCyrKLrBpIoIppMlEtlmp02vX39SLKMLJrJZQsUs3kCXg9arcq9u3cQRBPtdotwOEQll6dariAYJiRRRpbNdPQOolnGMJmwqDZk0YLVZieby5PL5Yj29mC1WbE5HSzsLNAS6whqh1a3zs7mBm+ff5OJyRFkUcRrGeLd8zcY6R9nZmSKUNDNf/vD32BkOIrHY0OVZAbCA4iyhZqm8fKrL2F1CrT1Brl8jlisF4vLTrpUJZ1Jc2x6mr29BSy6mSNHTzI62YfNpmJTbDz1xLPYLCqTkxOYFBkkM4JiwaTsky6scOXaBYrlHD09UQSTApKZXKXGfuMGLVuLC3cukWzEeWz2wx8McAST/Vw2vUwynSJT2iPTXEeydlHsZgrVCoGAh8uX3iW1v4RiFnjy9IfIFHPkMiXMgoNosJ8eW5jpiSliwV5inihOyYWoydjMTmr1Ostba8ydmiPg8VOtV/D6XbRaTayqSqlURDJJNEoVRFGkXq/h9/tQFQVZlsnn88iyjEVVqdVreH0+NK2JxWLF6/WSSCRoNjSq1Somk4ggdClXivT2hnE6bOzH4zTqDfr7YmSSOSx2K+FoFAPotFt0Oh3cbjfrG2v4fF62t7awKFacLid+v/+fVEJFliVMogmH04lgmKhWq+SyeRRFxWKxYLGqaHoXBIFGrY7DZsdqsZLLZihlMyDA2Pg4Da2N0+0knUogixIupwut2UaWFSRZRGs1EEwmTKKELKtYbQ5Uq416vUGtUUe1KkiSiDcYoG+qH5QOiewuoklEqzbp1FtYrAp9fVFmIqcJ9YXo8fqw2WW8PgtXbr7BF7/0bX7iJ59kc2OJzd1Npqdn6XQb5EsJfD0WJLPM2uo64+MRKlqTqQNzHJ87hG5UqJTjeOw27i8v02o1OH7wBAdmjpBL5d8/ULM5uXL7CruJFKKkYhI7YOg8cvQhcuUcu/Et/CEXbSHL0sYlFhK3MRSZm/Pz9I/HONn/yAcDnNX7e+cmx92cv3qZVH4HTcywGV9BUmWGRkbY3d2lVquhSDWGhvopNark8kXc7gCp/Ty9kQFks0RmP0NuN02/q4/4Spzh3lGa9Q6laokDR+dYja+QS+WJDfZTrZQRRYFWo4kkSqiSGUlUcTjtOF0u7HY7pVKJxcVFwuEw9XqdarUKgkAqncLpcFIultjY3OLo4aPY7Q5UVaXVbNHuNvD53ayuLCPJIrG+PkSTRKvVwWn3sLm9SafbQRRFzIpCvV6j02ljVmRMJhNDg0PEd/cx0EkkElRqFRxOB+12G88/tY+dtkGn3cHn8aJ3O/h8PmqNOnaXE7vdQb5Yol6rIUsiiijicloRBIFEIkGmUKDeqGOWJLSGRjFfoqcnAoCBQalaApOAYrHQardRVRs2u5NSuYTNYcNiUejt60O1WkmU99lObaK6ZWSTRNDlZ3pskkIxz+yBGf7sz79Gt9X6n9S9WbBkh3nf9zv7OX1632/ffZ07cwezAYOFAAiuEilSUrSQpcWu+EEuy7GdUuxUyalKykhSriSKJMuSUoolMyqVNtOWaS1FgSBBgQABEMAAg8Gsd+bO3e/t2/ve5/TZ83AnehVfUkX0e1efh+/r73z/77+QSsdJmirdwQkvvfyfKZVlytksGxdXqdea6FqcRFpi7WyFg+N7mGaKWDyN63V54TOf5XvvvsfY7mENT3j+qQv84R/8AYOhzdUnrvLmG29x7sxjmGqcM0urtIcNNi4/xtTMHIlkGkU0KZeneefdN+l2G0zcAdki1Ls38cRDOm5Af2QTiBqvvfUaf/+Tv/DRaJzf/+P/58WRFNFp1Hn7+jf58V+4gpByWV5a597+CZ//xKfpTB6QSA752DOX+PDaDQIP/uwvvs3P/cN/xOb9B7z2zW8xZWZYWVonr6YJxy4FM0P9sMZwOGZ+aYnC1AxKGHK4f8BUaQrTTNAbWAzHNhM/wItC7m/vYMQTNDotdMMgXywwmYxxJjYzsxVGwwGqptBo1BElAVWVabZaNBo1stk0jUadcrlI4Edks0UmdoAo6oRI2I6LqEpMlUv4ro0eM4hlU9y+fQtZkRn0hgQTj9DxEWUFORKYm6pwvHfAVKFIo14nU8iTzmZw/DjxbBJXCpFMGdSI5bU1dDHN8W6dYinHtZvfw/FcfFFg9/iEQJR5+rmPc7C3TzGfJ3B8fCIsz+HB0T5aykRQJDw3oFSaQpYlwiBEFATq9SrJZBxVU8mVyqh6nEiGO9vXqcwWOD7Y4bPPfpLWUZPuZMwosLmw/gRyQsdMZjg5avNrv/JbVGZKFBehOrjN5758BVPLUSyd56DaJ0ztcf/gFlc3foQPbzXpD05wRQ1TzyB7Im6zSiYe8m9+87e5/LFLVOZWWFhe57lPP8f//mv/M2bWQEka/NnXXmJxcZVLS+cQ9DEn9SO2dw4QDY1RNKAXHnOvdo1kJc1bN29iWzUGoz7d3gBRFPmpp//+R6Nx7mzffXG7+oB0UaQ9PmIkdbl195izF69wfODgeSGyINHrN2i1+uQSZTbvdskVKtROWpQzU5yZWWMpO0vZzKE4IgoqqqTiBhGFSoXD40Ncz8EeW+RyOXw/ZDgcoaoacTNOOp1ClhUWFudpdVqkEglarSayJKFKEqomY43GOI5DIplkfn4Oz/MxDIMIgWw+z3A4IpNOY08s+v0+o9GIfD6PbdtMT0+zu7uLbdukkwl0Q0OWZWonVaanp+l2e0RBSDIeP03lFCWS8QTtVhNRhJPaCYlUkljCRFYkzGSGwHcxzVND9vpJA1FUGFsOE9ti4o+IJQx63R6TiU0hnycMQ46OjojHYvh+gGWNsRwbLWaQzmVwXZdGo85MpUK/30dVFDw/QJJlFpYW6Q36RESksxmiCIIgIFA99KSOrukcH1bJZgocVmtU5maRkhI3PniXx85vUD85Jp/Ns7A0R3fY4Sd+4kts3T9mMgyYKqwwnow47l4jnYrz3bffoZxfpX5yhICIZwcYiomp69y6/QE/+kOfYeP8JarNFumUyubOdc5dmKM3bJLNpUmmkjhOwGHjiJxZYPvgAcl4CoQISQ556uoVYnENzwpxnYh2s0/1uI2qJRFViR9//Gc/GuzoeFbllTf+mp36DXZrd8gXSvzzX/olrp75NJ//1JepFM6Q0mfRTBM3CpFUnXhSJ5tOkFGLbN/e5+61LWKuhjTwGHeHeJ5HIIsImoQoC4yGA0QvYmZmhkwmQzKZBECSRBx3QqfTQdMUdna3MWMxut0uiUQCSRKpVKaQRAlZljBNg37/dJmvVo/wPA/XcSAMmJuZwXUdYjGdtbVVUqkEuq7S63Xo9boUCnnWz62jaipRGBIzzdNU5NEITdOwbZtms8mD+w8Iw5Ctrft4nkelUuH4+AhJEh/5LFvoWkS310YRNSQxxtLKRfb3akShRyJLJjcAACAASURBVCpjnoY6jcZMTVUQeBRMlc7S6fTQNANdN8gX8wSBT7tVJ52K4/sTfN/B812CMMS2T2XsqUyOsX0qK4gnkuhaDMd20BWd2kmDdqtLvd3iwcMdXD/EmXj4foDnBRwcPWBk1QjlIcmsBKLH2TNPUDvyOTkIaDX7OGOb1777Cs1GlSC0efqxS+RzKX7oM5/nRz79OS6fvcT5+fMcHdQRMXn17XcwUnFWziyRm9ZoDnc57tynOXyAr7RJFWSy8RwSOm+9e51yoUQ6mcBQVeamZ/jjP/5DTN3ggw8+YLYyy4XHnmBn74hEKo5lf39x7T8QE+er3/n3L+qVEKPsUZzP0+tFVKZXeelbr2N1R9y/+x5JM2Ao13nhE5/g2lvv43kOhWyR3bt7lLQMV5fOMx9lMEcCZiKDL4iMAgcrCLBsm3KugOJEVDsdZFmhXm/SbLYwDINYLIZljxEEAcdxUGSZfq9DFPi4jk2v0yZmaBAGEEUoioIoQMw4jQWUBJHA93AmDv1eF1EWqNVO0HWNwaBPuVym1WqcepC5LvlMmpFt4zgOmq5hT2wGgwFmLIaIQCIex498YrpGEHi4zoR4wsT1XcaOhShJeE4TZ+ySzpbp1EeMBy66bjIYNzlpHaHqKpOJQ783oNvpMegPKJenSCSSKJJCvz/EC06BiTD0iQhwnAmKItHtDTHjCdLJHJKq0e720RIJsoUiiWQGRVDY2dpFU0Sy0yayETEI2iwtzROGPstr80Syy87efXKJOWzHJpnWGdkNkFx6PYeL55/E0LJEkUMip3Ncu0e1WaXdqnFmYwGdHN5YonPU5PzaeTRZ48oTV5meW0CUYjT7DZKxFDcf7FIuVoilNFz6HFYPKFXKHB7UqExV6La6NFv7LM0t0u01cKwhn3ruOX75X/4qT199gnxqlpPWMe3uMblSjM5wny8/9c8+GhMnWTJ48/qrfPv11zmoNnBDjyAIuH/vQ4b2Hsmsx63N7/LOtV0SsRTWZEQU+vzJH32b6VIOlYCFqRLri8uUMmWGgyGqqjK/sECmmCMSQFY1JrbL1NQ01WqdSqXC8vIKURRi2xZ7e7scHR0giQICp9F9g16P4XCAQMThwQG6qiEJImbMwNA04jGTTqsFUYCmqgz6XeLxBI4zQZQEBAGKxSKDQZ/hcEixWKBUKqIqCvMLCwwGAxDg+PiYwaCP7/unAVCJOIIQ0Ww2UBQFP/CpVCpAhGnGEMWI2skRY2uA1e8RESCKAuPxCM/3mK5MYZommUwBAYlKZYaZmTkajRbZbJ7BYEw2m2P/EdQtSxIxQ+fmB9dxJy6W7eJHEcORjedHVGbm0WNx/BAc1yfwI9bXziGG4DgD1s4tMrZ7LJ2ZZ2z3ECWP4+o2ttOjkFvi6uMfx/MF3GjC3MIUzzx7ka9/4z+xuFjk6GifodUkm4sR0wVKmTy5eJbAsylmS2TiBa6//z7feeObOMGYhcoclcos2VSZVCbD2tzHMLR5rs59DlnKMLJ9BuMxtcY+muEhSEMiwac3apPNp0nl4wy8DulsgJlIIOsqiBP+8T/9B8wtpTh3Yf77qtkfiInzl9f/6MW58xVUJU4qVWA8mjAcDmk2q4ytOq7X5aR5wJlL87Q7XRJyHAKRSilGTIhxaXWD5cIMUcfD9yQsIWJojRjaFoPBCFmUMbUYzZMmsUyKyWRCq9VGkiQkSaTRaJBKJVFVmXg8wfbDLcrFAslEHEVREKKAwPeRRIF+v4ekyFi2jSRJGLqOLCsMh0MSiQSj0QA3mGAYOggRnu8iyxKJZJx6o4brOfiOx3g0JpVJ0+50GI/HGEaMfq9HPpvl5LiKKIvkMhl830PXVRz39MD6YHeLYrnMyeEusViCbqcLAiiqwtgakC+miZkGg+EYAekUiUtneOQ7+Ahpk+n1+oQCRFHEcDhEkkQUVUOUVIqVeTwvIp8tEUQRKDL9R88YRRA5HvgRshjQ9Ws0xw30gsHNmze58tgVEqk4zU6DB9v3WZn5OO9ffw/D1BiMm9RaJ9iDEZVSkZde/jpz81PEkxJjt8v2w0PW1zeoVo/ZWHyCYmYZx/LoDTqsnV3gsL7D7fu3mJtfYNS3WSwtYg1jNGttfv9Pv8LVpy8zHruMRxMurT1GFE1AsGn3u8xPzXHtw7fwQ4tsPsGt2w9ZXFwlDFVEbcCD7ZuctPaYW5zhydxHhOT5ja0/ffGr33yJcwuXCH0JXdXZ3LyFmRBpdXtcfPwChpnl1o0TvvS5/5pX//odlEDlhed+iNXKBqV4mbAXIno6uaVVhtYI1/eIGTqRF2CNRoSIxDM5RFGmVCwRRRHlcokg8DAMDT/wsCcWrXqDXDZDOpkk8D0MVcWxbfb2tpmeKuO6LoHvIQoCIqeFSBQhCSJRGDIaDIgkAc9zkWWFyWSC6zpUq1VKpRJLa2tYgyHNVgtN15k4DkEQcHJSJQxCxsMR2XSG3qDL9FSZ/qBHPpeh0awhyiKBELF5fxPB8Wm1a8iKT7d/TCROqDUPQNTp9iz8IEJVNXRVx3VcWq02uWyOfn8IIcRicRQ9jiRKPNIW0O30WV45i4+BoiVIxdNo5ukrWt8agSihSCrh2EXwIpJmhkgTMdJZCotzEMUwjAymnsXxodsdsbp0jkwhiRHXMRNxzHiC6akKjjOhmE/T7m2zfXido+oxj638KPn0EpcWL0IQcfuDQzbOPslJe4dbW6/THm2ytf2AJx+7ytnZJ2lUe8zl4hQMnffef4OhY7GxfgV7HPBw7w6IfcbWCR3LYmV9GScacNTYwfL7/PRPfpm+5XJ3cwdJGdHs1JA1kbOLj7MR/6GPxqva2Bmhm/D2Nz4gCiNefeV1fvzHfoxKucLTTz/OjQ93SSVXWZ67QtwsI4VJGic27755k/EwYDz0iQIVLZbmuNshmcui6zqaKOHZNmura3i+jxX69Pt9XNdDkRXu3DmNuwvDkHQ6BURMVaawxmMajTqtZpPxeIwkizx59Ulu375FoZBDNzQGgwGNRh3btmm32xweHZBMJjAMg8nEplQq0e/3ODmpkkgkWFtbxfNcHm7eI4oipqamGA4GjEcjUqkUgiCgqCpBELC3v8dkYtNut9B1HUkS6Xa7mHGTMAwplUr0eiPiCZP7D24jyR6DUR1R8hlbNgeHVVwnYDQaMRyeJldXpqaxrAlBEJJOZygUSoiiQjp9auYRj8Up5kt02z3yuTK27aPrBoqi4vkB6VweQZTodnqnUe9eiGuFFPPLvPLKOwhRgtWVS/S6Ia+/ep1SdomEUSIjS+wd3KNk5shlygwGLoeHDQq5CoQKG4+t0O0NkKQQ0yiyNn+Ze7s7KIoCIRzVTpierSAqPmvnpplfKFKrH6GJBoEl0G/cRRJa/KNf+DKjfodq7ZhKfhrdiDG3MI+kCAzsHo1hDVGFBzvbmMkY7994n92DXVLZDK1mjzCUcV0YjoLvq2aFKIr+/+2K7+Pzuf/tsWjtbI5YsAwC3Htwn5FlYcaS1A6bfPK5z/A333yVH/7UD3NUO+H5H/oCvh0waY7IdnxKZoqpconIB12OY0/6DK0eUeTT6rYxYgkSiQxxM0OvP0JRFEajEeVymYODA8rlMrqu02w26bSa9Pt9Mtk0sZhBt9vB8xzG4xGXr1ymWj0mDAN0XX9U1BJwCs3G43GOj48BmJ6exnFcoghcxyMWi5NMJtE0A1ECWVXxwpDBaITvu3TbTezxCAWHTDaDK3o06m3KxSlcO8T3QgrZAqJw+uytQZW7d+9QnCrT7/dIpJPEE3HMZIJUKolnOyTNDOPRhEJ+mn5vhO97eL7DaNwhDAMgpFY9Jh6PcXhygiApOGHE0rlLBJFANj5PEFqk0gq7uzcIQx8hEpDEGMOezcxsnihho+VjHARVVFMlmTK4+c7bnF8+Q7vZZLd1l0988ov85be+zfzqApoCi9kybtXHSJrYhesc7rQJxwU+cekfMhwfcmvrr1AlDz8sgzkinsqTTBd458N3ScUNnr14leXUCjE/zb32MR/cfpdSKU5Md7h/cA9Fl5HiBseNGjMLcxzefMjGxpMcNg4IxQZbe+8yV15AdBe4+/6I+dUN8nmDmze/y8p8nv/jp78l/F01+wMxcSTB4M03ryEICuWpGabnZtne3eHc+XP88v/wyxydHPL+O7d57OJZWp06lekyZ86s8PZbr5NOJJmZqvDw3iapRBJVVZEUGd8PyBeKrKysYppxVFXFiMVwXRfXdUkkEtRqNYrFIq7rMplM2N/fZ3pmmlK5CIQ4jo0gRFSmp1g/u87du7dZXV1hNBrRbDbpdru8++677O7ucnBw8LfanDAM8X0fQRAQBAHDMOj1OkRRhCQJHB0e0O202d3ZIR6PMx6PcT2PpZVlXN/j9u3b7O/vP/pej2IxT6vVRFIkxuPT21Amk+Hxx5/ANONUKjMkk0k6nS66bhCLmSSSSXqDPrKi4PkOsXgMSZHo9DoIksjYtmm2GhimgSiK1Ot1kskUhmFSLE6RTmdJZ5I0mg1838e2bWKxGI7rUqlUKE8VSaUzTM/O8qdf/VPm5qaIxWVu3vmAsxvnuL/9EMNMYppJ/t3v/TsW5ufQVImXX36JXLLEOPSQlTjZ9DS+5/Gx569QMBPsH+4giSoJNcP2w20+eenzLM+fYXfnkJWlFWZnZ/n2669w485tREXne++8x8WNK6yurlGanmZu+gyfeOq/IgqSGFqKYX9It99lpjxLq9XnvffvEjdz3Ly5Q6fTR1ZFZmdLrCwvUilPoWuJ769mfxB2nNe2X3nxheef4ZvfeIvp2VkGgxGpTArbmZBPFfjeW9+jNJUh8Ce0Ok1a3Q7nFtdQQ4G0K9Op1Zkuluj1BkSCRCoVJ51JUavXEGUF1wvI5Qq0mh0KxTJRFBEEAdlslnanQzqTYXNzk1w+T7fbAgIUVUYADFOn3jghk0ljxnSuf/A+uVwOTdNJJOJUKhU0TUNRTk1RBVFgZrrCrVs3kSSZZDJBo9FEUZXTw6YgMDs7Q3844MzZdba2tpg4p+rNfqdN6E+YX5jnsHpIJpPDHo/RVJ1kIok1tnBdhyDwsRwby7LI5vMM+gMUzaBRb5JIpk85dJkMvudjmnF6vQG9Xp/RaMjs7AwPHmySz+c5ONqhWCoiKRK27SLKKn4gMDO/QhiJjAYWw1EP8HCdMVEUEovFaDZalEtTdPtdmsM6a4+t8Ft/8Gu0B3U0XUYOJObyCxzXariRhRdEPPnM0zx4eAtFFvjY48/z3b95l8BRmT9XpFjMsPPwHjOFM2xu3aXZOuaDzff5zGd/lJN6j/pxl7SRITeVpNerY+g6caVAJj1NpKi89ua3aLUPWJlfRpJT3LtX4+HeMQeHO6yuz+JZE+qtHtt7J0xchx/+3GepVWvsPGyQiBXIZTOkEhqT8YiMWeTpxR/5aIADrz14+8UL5y8zM7vE11/6BmPXoj/osbS0wH/46le598EuWlxk9+AhP/0zX+Bb33iZx1bXqe/tMyMnGdZbVEplIiI0U0fVNHr9PqlMjngyTbVaJ5lMEzw6BEqShB8ECKKIHwS4rktpqky320M3RILQ5ej4EM2QKZeLiLIAYshx9QjLGhOLxUgk4mze32RpcYGT2gm+5yIIArIk8XD7Pt1uh4uXHmMw6OO6DqurK9i2xfHxEaockUzG2T84QNN1bNvC9z0EQcA0DarVY5Cg3W4xHAyQJJlcLkMQnCJsjWaVbL5AKpWm2+0xOzuHqulMVaYJAnAdn/F4jBkzUDUVUZbwA4/SVIlWu3m6Xw1HKKbC7OwMlmUxHk/IFaaImSkQDAw9QRh56IaCZQ2ZTEZEYUDMiNHtdU+RvtAnNCIOGttc+Ngy8ZTK7bsfoqtJuqMx+dIUqWQMTTN4+tzj3Nt5H9NQWZ9+gi8++7PMLm5wXK/zYOstzl/I0G316PQGhGHEz/29n2XnYA/dzfDY2Q0GnRbXbr/EpbPLCKpDEOhoRgYvdJgqmXzz1f/A0tIygZsjsMv0+zbxZMhovEOj0cfxJWwnxnPPfxbbljBjSdLpApevXGTcbvLW668RU+Lk4is8ufTCR6Nx/u+/+MqLg0GX1157DT/wCSKXa69/yJnHlkgn4vzMz/8E/+wX/zHt7gG7+7vMzizgWy52e8CcUSAVS5DL5jDTKXqjIYIoEk8k8IMQzw/RjTiO62FPHMIowvM9ZEUGQUDTtVN9v+OQTKWQZOgP+iTTCURJ4uH2Q1zfYWd3l3wxhxk3ESKwrDGlUpF6vUapVKTZbJBMJqhWjzEMlSuP9qGTkxPiiTjdTudvGc6+7zBxbBLJBPlCgYnjkkwlOTw8QFEkPN9DUUVc12VlZQXPcUmn0+zt7TDo98jlcuzu7wAgSCJEEWPLxozHsWyb4+NjojDAME41QPv7exSKeWq12qOb0ph0JsPQHjwypu9hGHGOjqoUS1PkChWCIAJ8/MBlNOohywKmGcO2LJLJBK1mE0VTaY6a6HGZk8EBvuuSL+SRRQPPCxn0hszOlRiMBtzfv0cuFycVTyBGJqGkEdoyjcEhI+shmj7EdxQcO6RYKtAZtXj5m68gTCIuXz5HKI1IF0HQbHq9OqqSwpvA/Yc3KU/HEaQxjVqLQmaJWnXEyO5y98EbZPICC/PrXHv3HpcuPc32zh6SKGOoGqEfMlOZxhs71E8azM0s0W35fPri5z8aqNriwgq//W//PcmEydaDh1SmSviugCxKuPaE73z7b/hf//X/wj/5mf+GL37xC/R6XRx3wvlz55BVEdVQiGTYPdqjXC4y8VxkRUOWNYJIZDi0mJ1b4Pz58+QKeRzPJYhC/DBgMBqiaCoT12FkjcnmsqiqyurKGXRdZ3FxiYX5Rc6dO0cQRMQMk06nzdRUmWazQRD4bG094M6d28RiBhsb51g/u4bnTxgM+hSLOQqFHMfVQ6onh4RhwKDXQZEE4jGDzc27FEsFHmxtUZmu0G532NndZWvrAYlEgp2dbWKmRvXkEMsaYsY1dve2SCTjhJFHGHognE6ww8NDms0mzz77LIPRiO6gz41bNyiU84RCiO3ZOL6HbsY4qp4QCRLWxEXTDA6PqiwuLbK7u8PB4QHpdBJNV7DtETMzsziOw3A4Rtf1U9ZGMcvEGSOIEb1Oj6SWYXXpLKpkUj065uz8KhE+B4d7PNh8wMR2ePLxp5iMHW7eeB8zLqHF4OBgj067he94pNNx0lmDmYU8tdYB//Kf/PeUKwZ/+tXfJV8wILIxZCgWk+wf3qNrH+ELPUTVY3qmQj5XYGR1SCYFHju/xOOXLpFPl7l35yGFQoaVpQWO9w/JJQsMezZXLl3l/r1Nrj72Mayxi++H1BuN76tmfyAmznFw+OL5jSX+/Gv/hatPrPPcs0+ztl7hyoWLXL18lacuP4U3cilNl/nGy98ikyigRxqCEzFu9PAjn2Fg40gR3sRBVnR8H1wvwogliSdSWLbN4dEhvu8jyzKSJGH+f6K0IGBtbY1qtcpwOETXY9z48Aal0jRjy0aQJFTNQFEVHj7cJqZpqJpG3DSRJIl4/HTX6fV6DIdDDEPGtkcMRwNM02Bz8z6FQh7XdVBVBSH0EIiwLAtJVbi7tUWlUmH/cJ94wqRYLDzijXmkkwmGgz4ntSNU9XRapTMJ/MilWj1g4lq47gTNOFVo6jGDIPARJJHReEipXOT6jfewJiNa7Ra6EcOyJiwsrHD7/g7T0wsMBmM0TcWyJ8TiJvbERpBCZEU4DeQdDkiYMWRZwjA0PH9CtXoIooMXupw/d5EL557lzdevU8zOUp5KUmvvs7o6zdrKPOWpCoP2mPXyWW7cfI/Z6TxuMGDn8CZn1gsEQZdMMsfOwwaO18GNjtg92WToB+jakMtXNzB0nXarQ9xMIaOiySYJM04uleZXf/0r7D9s8uOf/3lkEfYPb3Drzgd85oUv0KqJbN29D4HK/sFtnnjiAoamcLJXJ5/K8+2XvsXqyvOsnd1AlDViyRgfX/vsR+NV7Wtv/dmLpXKa5YUss9MVisUc09MV3nrjDV575bt87atfZ3Z6hlde/TZf/OEf4+WXX6Vda6NGKkvlWRLJBOPQJZXLMOmNmTg+iqyTzZcYjk4v/GEUkUiYnDTqBGHI2LKQZBnP9/F8n1qjjhGLIUsSg8GAtbV1Tk6qCIKIbdscHh3TbLaYKpXQVYnq8RG6rtHptHFdh+FwQDKZQNNU3njzO4RhyMlJlX5/wOLSIt1uB103MM0YEgG5XI7jkxMSqTRLa2v0+z0Ams3GI58Dm2QySbdzCh373ilzIQoDIGI8GRJFIaVyiSAMGIxGyIpMIpmi1+uTSCYZjQd0ux3MuMF4PGZ2duZUCi2cSryd8JQ0GgQBiiQQRSFm3CSVySArEpIiExEhiSLWeIRpGvR6XWRZoNtpkcnFCQm5fOlJJDXFU08/S7/bJ5WVqdf3GI2a3Lr3IfFYljPL53G8CZqm4PsjQhyKZopixWT/YAvXConHCywvTBEJLUI1YtAXObta4fDomNHYQRczdNsDdrb2KRQr3PrwLrFMgsW5Nb790h5/7yd/nr3jLY5ONvnMC5/mwcMacX2JCxfmGQ6bGHF44vHLvPzSy5xbfYyb1z/EsWx0c46lxSXMhMHRyR6fWv/iRyMfp1E/IRYv4rk22WyKb3zjr8lms8R0k8gPef7ZJxn2h3zhCz/KO++9x2hsIUkCqysrjLtjvMCjPR5ghwFTeh5DM5AUjUajwfzCKo3WqflFzExQLBaRJInhcEgmk+Hk5ARVVQHo9XoYj/55+8MhiVSabrdDsZhH0TRc1yEKT/M0M5kMYRhSLBYZDocIgvDouOpy8eIFTqo1CoUCqqrR7/fY29tjZXmVwWCAP+7jex7ZbA5RFDg4OADg4OCACxfO8eZ3XyObNnBdh063gwQMhwPOrK0RM3QmkwlB6BER0mrXEQUFWTUJw4DRaEgQeFSrVSRZJJ1Oc1w9IAwDup0unhfiewr5XIGYmUSSBMbuECFwHx2DA4bDHl4/4uy58wSBz2AyAWAymaAoCmE4oVIp4/jDR2JAj3QijS7qXDp3lVfe+X0UWSSKHAqFPJPJ5DQqRBQp5E41SvlKFnsyptkbUi4UWZo7x8O9Y7rjFsfdh2SLs5w98yT9402WVpaRgiSNkyELM2c5u3SBN66/ybA/RlEMyqVpfv7nvoRtC2w/3EUWQzrdFhvrT9Frm1SPt/Adj8XlKQLfQlNhfm4Oz5qwsrCIamQZjRxm5srI6t95wgF+QCbOzuCNF/e27qCUE/hCgBs4uKGEriukMjEWVuZ58+1r+OIOO7u3+Ff/4n/k2SeexbNDdnf3QY4oFhMMu1VkTUI3irS7I1RdZ+z2SGYSRILMZKIjuSbdThMx3uSgvkk6Nc9kDO7YQYk6IEogShgJg0AI6Y36CH6IJiiIAw9D0Bj7EzwvJJvL0Wy1qTcaiJJIZbqCHwRY7phkKnWqaVFVIj8kk0qd+g9IMpZnIcdUkMFxbdLJFPWTKqVikc17D6lUZpnYLkZMxfUsEgkJa9LHngyIwhDXdTDTRVwvRFE0Tmo1kokEuzsPSadMrHEP17VwHIeJPWG6MoskaLRbPVrNDvH4qXPPTCVPFNpUKkX8KKJYnqbRGqBrORKJAlLslL/m+REnx3Vmp09DpyLXJx1Pgy+gyBGqGoI4wdAVRAlubL3HwfEeFy6fxx/lMaUpnnzsBXTBYugccGfrBu9cu8X6yjMs6U+wkHuW45MuE+U17mx/l2J2hd5hluXKHH/xF3+FJjr46j6jXotzM08SC5ZIJabIT+t4kkImZrB9eJ3Qa+PZDhtrVykXV+n12phxj2rnENu2WJlZp9UZ4k5E9g63mV8vE2pD7t3/Lumcwc7+EbduHvLTz/zdXLUfCHDAdh1e+NRnGA0mtNt9wkDllVe+SfXkgHwhz3def5XZxQKCohKKEb/ze7+LKMq0uh0UTWdiO9z68A6TyYR6Y49W+4Cl5Sksq0Wvc0K3e8xo3EBRfRLZAMOERqODLKscndyn3tw51dEr0xAoGJpB4IXoqk42nUVRFYy4wcAZosZVFEWjVCohijLJZJKZmRlmZmaR5dMUY1XVqDdbdLt9/CBkMDolgAJUq1VarRa2feojIMsyR0cHZHNZxuMxy0uLdDotUqkkBwf7SJKMbpiEYUQ8keTg6IjeYIDrOoiigG3bVCoVavUToiji8PAQy5pgxEwMwyD1yBtuOBySTmcolUocH5387e8HQYgkijiTCZOJTTaTxrJP7ax8T8C2QoZ9m42Ni0ShQBRBvlDEDwImroPlThhZQ3pWD1eY0B40uXDxApqh0e60KFTy5IpZYrrBYfOIWvWEpYVVPvupz5NJ5uh2W4SRxLAXsZB7nmz8ItnkOc6sneGVV/+C8xfPkpvOoOoKfafH3d3bCIQkMya+4LG7fwtPGNDt1bl//yFXHn+SbK6EG/iYcZ3huMO1a+8zW1jk9uYmtuWiqhqCIHLhzBWO9htk0jlazTZTpSnu3r37fdXsD8TE+Vdf+ecvXnv/HvsHVUbDiB/+3CeZm51BkjUECb70pS+RTCXZPtql2RvwqU9+kYcP9llaX+O9t97DmbgUM0WE0EMzIJet8MH162SySSaTLp32yakRt6axfXCboWUzsSVa7TaBuIftn6DFVDT5HLl0jH63haKoDPsjMpksrW6LUIiYXihj+TbDgUWxVCKMIurNJrl8jt6gj+v5SLJMo9XGmXgsL68CIrIoUavXkGWF4+MjpmemiZkmo9EIQRDYeviQlZUVbt++SavT5NLli4hyxHA0xHEm9Ad9ZFllOBgjiCIIICoik4lNRIjnnpoSZtJZfD+gVCpTb7TQ9RiqotFqddD1GDMzc9jWBE3TsaxT2HpijWm1WkjyKfydSWeJm+ap0jNVQUIhlykSM0w0VQEiHGd8ejYgxMgapAspGv0mK/NrHDUO6U1ORihb7wAAIABJREFU6AxO8AMbxUhwZuE8Hz64ycbaIq++/i0qU7NcOf9xrr+/SfOkydzsOYxkhlfefolCYZHr1/a5cv4C737wDWaXZ/jLV/4KKeVhOx4gUyiW+M3f/Q3ev/MOFy9XkISQYj7PwuwllhfO47gCO/sP+D9/43fYuDhHqThLMp1FiyW4fOlx7m3eY2V1lesf3uaZq5/i6OCYr/7Jn7O0uIEQyfzUx7700QAHfu/rv/Xi1u4B8XiKwHf53vfe4PzGBs1mjZ/68Z/m3/5fv0kimWJ6fpbnP/4pBDR+5dd/g48/9xzDzoD7d+8xOzODEAU83NlClbM89fTzbN3fIpNJ4nkehmZSq7aJZ7LIUpJIiFEspAnlQxJZhVa3hSSW6LZP0DTpb51jBv0+C0tziKLAzbs3KJRKxGNJur0eqqaehjUN+6iahut5OK6LbpgcH1eRZYlMJkvcjFGtnlAo5FhdW8NxHQLfJ53J0Gg0WF5Z4/oH77OwuEgsFuP2nVs4gU02nWJ3b/fRTjYmk81CCKIgISrCI0VoBBGoqobruORyBZrNJgsLi7heSBCEVCoVZFnj6PCItbUzjMdjZFlmYjtIoki9UUdWFMIownEc5mYX6HY7ZDMzJOKnNCZZAMd1CIMAUQoJowBBFrG8EYomcu/hPe7tbJLIJbhx5x0iwWV+vsLc4jq3722yNL+MrkVs726STKaw7BBVSXLnw4esr27QmRxz6XwOTxmzMXeR3rhPeSqNoISsrM9wb7uG41osz69zsHfMyJrwzAvP4ExqpMwMkqThTmLosSS7h4cghqyslsimkqyfvcD+fpXh0KJULvC1//KfkGRYXl7nw5sPmJ+apdsdU5laYH5mkY8tPffRaJxxof7i2vo5TD3B/Pw8h0dHqJpCp9thZ/9UjpvNFRBEGccJuHXrHhsb51hbP0P7pMHB/j6lQoHQ9ziuVVlbvsLhYR1Z0XHdCeORhWU5mLEMnYFHvT5AVeLEEypd+x6t3hFe5BJLFFBFkcP9fVLpDACmGWd3bwdrMiadTxEGIb4TEIQhg+EQ13VwHAfHcdENDcuyQBCZmpriwYMtgjCk3+sQM2LEEya2ZT3KrUmws7uLrhsMx0NS6fQpatXvkUonUTWJo+NjEvEEMcNEFGU0TUMSBezJBDewkCQJAQFd1xBFBcu2SSZS6HoMx/HRdANJkgEBUZDI5fKIoojr+hQKRSb26RF2MOgD0emrZjKFourY4zEROlEYnkowSiX6/S6aptDuNEil04wti1D0MZMxQiFg/exZluZOo+w9b4wZ05HVBA/u7jJVmOVg7wG7u5sk01kkOc7RcRtDTlOazrFXu85IfQ/L6hGJMqqUoVY7YL+6xa3ND4lnJF64+iniRpajgyr7ezUSRpIwGqCpJrWTHu32BM+FZCbFxB2zPLtA3+ohCTq97pDD4xqrK0uMJ12eevoqu3tVzq5eYX5umsZJh5npRc6sn2UtceajsePsHu3zvfdeodlq89zlj2HENOLxBJ//kR9DkE0mnsjQDnD6Ils39nF9FzMX4+uv/SX/8c//nM36PlHap+V2mT6zQmsywJFC9uqHNEdtJjjs1/bYOX6IqMqksga11iYHh9uIzKCpSwhqnLc2/5AP99+EdMjQHTCe2PhOSDFToZCe4szyOVw3ZGVlDdOMMzs7x9z8ItMzc2h6jMnEI5FIE4Qy7c6AufklgiA69THLpGn3urQ6LWZmZ7Ft+xERFNbX12i3Gxwd72HGVe4/uE2Ii5kw8cKIMJJZWFyl0xkiyBqqbnB4uEsUeTzcvk+rdSrEy+WyiKKEYRiYZpxCoYQZi5NKZh4ROGMcHh7jewGaahB4PpqsMD01xez0FELoU6seUjvZR1VF2q19+r0qnjugWj2gWCriBRFmPE1/OCHwVSJPQyVGr9Hhjb95jXwiy1J+ATOK0TpoUdur0WsMiKkmZ89tcNSo0/PGjCIXLZ9g9fwCff8YM+cS2RadYRfbiRAiHavtcPnsEzx25ir51Dxf+ZO/5td/+ytsbKxzdnWD+ZnzjOsJMtoqi3Pn+eQnPs7Ab+CJAyIx4msvfZ1WzSalmFy7dp0zq+e49+AunW6NEJtqtcZwFPDtb7zJz/3EP0AVTe7f2/y+avYHYuL85+t/9OLiUpHzq1fQBY3F9VkuXLjAvQf3SWdy2JbH0888z9HWEelUmoW1Bdq9JslMnPxUnNnZIlHoEQY+XuDw8EENRZfoDdroeoCmi4yswanf2KDDyKoTMeDau2+zsHCR+1tHGIkEjdF9dDVLMpEhcECXDYb9EaqkkUol2d57iCIpjMf2qUVUs4ltT2g068QTSTRdY+JMMM3UI9mBRjKRoNvtkEyd2s/6vke304EI/CBA0zRq9RqOO0FVVZqtBk9cfYLGI5jZMExcNyCbztJutxGliE63QyKl0O/3iceTqIqKICikUmkUxcB1PPKFErKsEUUCnudhWdapYUcmg67H2N/fJ5/NMnFsdF0jEiJkRSaMInb39tE09dEktbGsMYqqUSgWCInodLv4gU8ikSaZ0On2W0zPnjZpoZCn328hSD5Li/McHLVZnFtjZfEMo1GT1rBGPJ9iZPvEUlnOzpQRVA9Vj2jbTSIrz+0bHeYqc0RhnXqjzsLKIr3RiJu3NknoGp/+2Ce5d/MIxxG4vHGVUmGG17/7Fo1OAyey6Q267G8fEU+kOTqq8e6N7yAKJjNzC9hOlzv3r9FoVhHFBGsrj5NJJNja3qFcnKbba/Psysc/GhOn3W6hxyT293d47frfcP/+Ji+99BL1eoPh0OZzn/sizVaPwAmwhjb/+sVfp1o95rU3XiVXSpPOxwhkn9nlaYrTGRr9PbqjBtc+eJOT5j4BNntH99k+uMfAOsYJalTrd4gEm3e/d58zK88yM7VBupDBDSdcv/k+7W4Lx7VxXQ8hEjnYPSSfzjM3t4Dne9TqDXTDIIwi1tc3GI1HjC2bCEAQEASRVqeHGU8wOzvDzu4uggDZXA574tDpdFhbW2MymdDv9xHFU2dOCLGsEZIi4Tgue3t7SKLC9vYO6UwGx3GpVKaZTCaUp0p4nnPKks5m6XQ6+L7H448/QRCEOM7pbcYwDEBEEASIBCaTU09oZ+KiqSqqqjIYDOi02tj2GE1XMQwdxx0higHDUY9Op4VljYkiiMeTGHoce+yQTmSxBha9do/q4TG+63Nmbo2pwjSapFE9rPLUE0/T7fR46ZWX+cu/ep9KeZpQAiWm8Su/9T9xdLTDb/7W76DLc7QaChfOfZpXX32V0kKaRCxJ47hNu9VnbjaPNXK4dv0acTPF2vI5lhcu8M67N3nm6Y8jxgS+9e2XuH33BvF0gr3dQypT8+zsPuTLX/xJpqenUVWZX/pv/ynnNtYZ9Pu4jkcynkKSNK5/8AFXLj/xfdXsD0TjXHz8OVAqvP/u9zjc2+H+5kMSSRPHsXnmY88zX1kjmSlDfICnDPnFX/zveOHJnyEWLHFcHSDE4xzaXWLnZ9mRLYJYyHtvvclTaxd59T++Szm9xM3NHexcwOHJHUrTeVpdi0nkMFIf8qu//y/4YP9tXnnzgIHo8tdvf53dxgMmwoh8OUGjUyWZTVLr9Wj2+gx7Fl5vQt7I0ml02GrUmT57HjMzhRYkODjcQ1IUctkynY5LLFZGEBKkU9Ns7+yztLyI5Vjcf7CJrMpkcjk0PcbamXNMTc0zHnkMOy61ao31M2sUcibzc2U0VcI04lgjh4szF2j1JGKldTKza9j1KmnPhtDnxt4OjhAysYb8v9S955uc13nm+Xur3so5V3XOGQ10o5ETARAESIoUKVkSrbSyvJLzeGeua8czszsezK4te+3xJNljOShYoqlEiRaTmJBBAI3QABqdU3VVdeWc01tV+wH6bn8U/4dzX+c5z7nv392o1zHqjFiNdvRqI0JThtBq4HLYQNGiVK6i01hQtkxYDR04LD3ojQ62d6JITYlCJYYkS5IpBnm09BCb1U2joUSnt6FVKPmb//p1Yt4oUrnOwtI9Lt94k3/ztd+lLqviT0Swyk3USnnylRiL/gX+4uv/J+HANpZWC202zeiBDvRuGV/40hcphGW8ePZZ8qn7VMo7xIMN7O3jvDc3h87uZmRymp7xXrBqmVu7yXCHnUo5xv7RYX76k+9wYHKK/+df/RFtpj7cCjsjfQ4yqXlG2/dQb2W4dOFl3E4df/k//5ab1+d57sWnMLlyNJUSMlGk1zNKNf0vC3b+Uoxq/+VH/995o87M9K4x6lKV9i4H3/3ea4yMddGo1/nO97+J17tGb1cPYyMTNBpqypU6584+xebmIiqliMfl5oP3L+Nw2qHWQKGSka/ksbYb0Ng0GDxGBJ0Mp7GNmtSiVGni2wmzE4mgNRrZs3eaxfU1lKICh81No1ij1WiSzaTp7evFH/KhMmoQlDLk8gYDAz1sB7xYXTZM7sdhuGgwjFIS6BvrJJfNIZcJVColSsUcYyODJFNRVCrYCYTwuD2IooJSpfo4BpFJk8/nKJXL3L17l/HJceq1KrlclmIhTzz+mBxKq/kYBFIrIzcaqUp1VEoRoZxHr9NQF1VojRYqxRIKARqNJhq1FrVKR6VSQRAEorEwgiAgU4BUr1IulajX66g0alqCQCafw2yx0pTqZLNpSsU8Gq2BYr5CNpvD6bIhKpo8uHcX78YmFoeNsx97iu7uXlKpDLWaRL0OVqODQirOxK4JPrhygfHpCX7+7s/pdPfT2TbM9macfCxCzJdBRMG+8f1E8yEKtQw1ZY4SGe4vX+fpQ0+QTESpluqMD+0mH67S6RjC4+nm0o33yVQTGMwaXHYn7165QP/gEHMLc3hcTvZMT3Jo/0kcJgeb/g06u3vo7OpDodChN1iIx7PkM2lmb93msy99lpWVefb27PtobNWClcD5tQdBsvkgoqjEYNbxe7/7ZXyBDXYi67g9RrS6Br5QgkS6wK0biwg8TkO++v0fc+r4UTKxHDubcfRqE239Liw9JmQugRgx9pyeon/PAN/+3ivUm2q6R0cIJhPsObCPd964xGe+/BIKrZrt+R0OPfkE7q4eOrrsfPuVb5GqROgadhPMBxmfmWZu5TaxyiaCok4sF8Eb8bG5s4NOp0WjUiHligiqBgItstk01XKZXbvGCAYDiHI5DamBSqHH6ewkFIphNFrwB300aTE0PES5VsRoNoDwuJyqVC5RKORxOB2PTZbax2ZTmVDH2d5BLB5DIQoUSwmMVgNN5GxsbGIzm5DL5FitVoLBMJLUoNFoolAoyGTT6HQ6CuUo2WwSpVJArVZiNOlQqZV4/TuYLRbkjSbFYhaVSiQei6NRq2m0amTyfja8c6SycXoGhmjr6ICWkmpJYLB7nM9/8tdQVvU0cwp2TbQhylW4Xe00BRmry5sMDc+wuhzlwL6z9Fl0xINJXv7ujygpCkjKKmuhBQw9Iju5LTpVSlKpKDubQaL+OvmEwNTkcdzOHja9Pgw2CYW+ib3NyPff/AHtfd3YnU6GR0eIpsOksnF+/IMfcvL4Ud67eoGLl69z+PAxmk01Vksb33/lpyCU+a2vfoXNwCoXLr7Ji0c++9EQznfe/Lvz+3YfZyuwgsfTwdVr14gnkuzZM4Vao0arVaNWawhHClgsLvq7RzEZLYyPjfDGj3/MzN7dXL14nV/5+K+SCKWwuS3sRB+vmM12M2sbm9QqTY4dOI7N6SKZiTMw2sfG9hqioYVSK8MX2MDo1LC4uE62lEMu1rE69NycXWT6wDB6s4FQPM52eItU2U84uINMIZItFtj0BclkctRKZdotdqq0aDZlGA0mDEYTwZ0QOp2BRqNFQxKoVZtkcwX0egPFX7xnTGYThWKBZqtBLB5DrlAi1esYjSZkwuPPSZVSTaFQQJIaCIJELJH5BfOgicNtJBgKoFRqkbXkj93fWi3Vag1RrgBEDAYjolykVqsiKhTEU37MRiOlUoFSqUytXkcuKqg1QKXWUCsVqVXL1Bs1DCYztbpETaohCXmuXn8Xk92IzeGg3nrccF3KF4mGoxyc3kebq42Bzn4ezc8hF3RkMyUW15awO6xk83meOfcxbFYbf/n189SoY2/vpWvQSbaYoYnE+soqNqOZIfcQjx5tMjFxkIGBfShURqq1JhqzkngihFJZo1jLsbD6CI1Bh0qtJV+sksnmsdiMVKpFZEKdUjNHtV7l9q0NPv2p5yhVqqRzWab3TqPVGvEH/JQrFY4dOs6QefKjsRyYHN9FwLtNOl2mVGwyMb6Pds8QsXCBeCjLgZkTJCIZBnqHaTWb+P0BEvE4i4/mkatk6HUm9Fojbksb3oUAFo2T+XsrCE0VAX+EfLrMSP8EakHHW5de492rr1OVZ+kac3D83AwGh5ymWOJnb7zNrVvXOX32NIJaRsdgF6eem+bCzYvcXrjNldsXaakkWjqJvJRl1bdENBvjK7/9Vb7yO1/l9txtNCYtCqUBUaklkc4jE1Vo9GakpohGZ8Ph6GFgcByHw8WW10f/wDA2u4tKpUYoEsZkstBstiiWSihVahQqFQjC48oNpZKu7m5MZjMVScK76aW/uwe5ICNVzNM51IeoENGrVbQadYqlAq1WE4VSxONxIUl17HY7TqeTZDJJQ2phNBowGPRoNEoajSrBoB9BeNy5o1KrqFarlMuPlySIAma7iUwhzuGT+xG1dUKZLVa3H5HKxKhJZQSalHM5glvbiAoFz5z+HNWMgvX5HaZGdqOVybHoRTTqGvmCH2OnkUwzw+/+6y+h0moo5EoUkhUm2nZxZvIZ5pej1CQTqXSLV37wGvUG1Klz9c771HQ5jDYzokrJ5tYWgeAOxXKRR4uPyOYz/Oz1fwKhxeEndhOKb9KSVXC0q6k08+SLKaYnx2nvcJJKZens7kdUqVjzb/yLzuwvxY3z+3/8W+elRoH33riK2WpCqzHSqMlJJYpIVRnryz5UMj3B0A4bKxv0dQ2ya2wUg0HN0SPTRGNxVCo9OztJfvO3fpN7c/exmdys3PPS2zVINl5EaCqgKSee2eLoiX3kqnEashLza3PkKylsDgNDQ70885kzXPnwPTa9W8jVeow2Bxank8GJUbQmGTfmLjI208eOP8rrb9xlfO8ofROT3F+YZ/buLFqVjKLUwOIyk69kqTTL6E06ApEgWqORauPxh2i1WqazqxNBLiJXiChVato7e6hUGkQicZzuTpoNGQqFhs7OXmiJgIJmSwREVEYtoz1jBHw72Ox2fLkd5AY11WQJCg3KpTyZQg61RkM4HEWnNZHPF9BotGg0WkrFMmaLFakmAQILCw9QaVTUGxJ79x987KerFCjXysjUCuK5AiPjk+TrFZa27yPJKwjaFgqtnL6hXnKZEslUmnKpyMb6KpHIDttb65TiIn2dw4wNjNLXZWX5/i2UYgWnTsv3vvW31JV1uvt6yVYKJBN5+rtG2HoUxFSzs/MgialnlNW1MNFQmo89cwazWYVcUUWuqSBX1Vm+s8NY325EuYpdU1O06ipGhyZJJ9OMjw6RSEbJFoJEY1Fkogqny04kEmN4eJSfvvYqNrMRm32If3zlHxgZ70epVTLj/Ig4B/7bN/7i/NBuF5/40gvoTWpq1Tp+X4Dp6b0M9A9i0BuRtWQEAltoVBranJ1k00ky6QTz83fZMz1FuSLxDy+/TNd4J5loGr3FgF5p5MqF67R3tWF1WPnrb/0vzp05QzSSYnltmffeeMhTHzvC+MQuQsEoVqMZf3Adh9PCxbceEIyGaNWV6IwmdHoNBrOCcj1PrpjCqGxnaXmLodFhuvpHWVxYZGfHh1CvICgF3r34JkMj3WTycaq1EiabkVwhTaPVQKdSYjYaQc4vzJqPY9zZbBGNTo/F6qBaq2N3OB+jpTR6/L4AVpudarlGuVyhJTagAi6HB7VWTVEsk8yl0TfUCKUWTVqIWhWFQglRVKJS6h7HpFOZx5hdvR6pAeViiWIhj91uRiYXCEdiGC0OSuUKaxur1JpV3G1uOvuGkFoCl65eoXvITbme+0VlSQddnQM0qgrGRnYxMjzO+uoq6XSa5ZVV1IKCcimHQacmXwyRTkcZ6RlkoHeERrmFgJxqsYFC0LCx5cPt6GB1aYMvf/HXCYVixPNJjh8+RGTHSz7hp5JPEtnxoZQpsBmcVPNKfIEA8VSCUCyGSqXH7mgjl84wMtSPUiHj3sO79PWPMureh8pkIpsso9OaWVle4/r1D9HozGiNCobGOskWUhx0P/nREE7OtnU+mQty886HZLIJerv7GBkZ5eKFy6QSCZwOB5LU4MzxY+zsBEgnchzcd4A9UxOcOnkcl9ODp6MLUa8m1YySKxWxmKzMPbiPXCmgUMuRawWyUpZnD55lfn4Bi1PHnv1DJNMZbFYnCrmaxYdbWJxy5Epo6+zF6ejk1pU5JvZM4mlzsrR4h1wxQVOQqOaqVCtl1Boj41P7yaey/MZXv4J3bYWqlGPv/nHypSSlWha52ESpkSEqBQS5gNgUaEoSpXKFVqtFs9miiUChUKRSqaPT6mk0WiQTKWQyOYV8AafLjUKuwOlyUyqVEbUi7ZY2hAaE4xHS5GjJW1gEPcVIFpPNTEshICpU2KxOVErd4w2bRvuLTE2TuiRQKZcQZC1K5RyFYoEWAulcCYPRwN0H99i1exflapVUvsxOOIrN7aIopbk9N8vI6DC9PUOkkkVCvjSJWBa3sx2X8zGWa3B4mNmr71KrFqlW8igVde7euUlbRyelgsT4wDQWrZ1kKE2rBodPnuLy1SuUqhUKxTx//XffY8/ubjo9dvTKFtmYD40o0OnysHf0MBpM6PUeyoUq7nYPJrMZm82FQW4mFNkhnYqzvPwItdaEyejk3vwKPfZRUoUipw49xauvvYbJZGVzewOlpoGorpPIRDnT/xExed5K3Tyf04XQGFQMTwwx/2CJK5cuU8jl0GpVqLVyTBY1//Tj11HJZXzmV89w6crr3Jm9wZ3ZTf7ptXeQIWdz/R6p0COmxw5gMdlxOpzItVV2TQ1z7doF+rv6cYxakVQS9aKC/q4RdtZi5BNVfN4ou6Z3k4j4iYfCjPWNEw+kOHTwJB1toxTKFTYTC1SkMia5h82VGp/4xFeplEUGuzrY8q3wh3/4f2OwOGmqi2hsZhqiHEkukswWiEZT2Kx2WuUKhUoFhVpDoVih0ZIhKrTkixXUej22dheCAnRqCVFnx+nppcfdQTGVgqZEqFBi95HjZIolWoIGUadF1KhoycvolEqcejfNpkhLqUCj06OUq6AFoqB43MKm0RDPZhG1agLxLUSNgCB7zFKolCUyqSK0VGhVRmR2PflyhUyhSlUqsbm9SF+fA1Esc+3ydbQ6FWqDjHQhhsvTyfTMIfz+MJHANho1jAx3cujwQUb6dhHfieGNrKB3K/AlvWxs+FCJWtp0Exzq/xj728+S9K6RTyxh1NTI+iS+8sK/p8fYiZCt4FIrGG4zMd7TT7MKf/aNf+D+xjpWq450PoPPH8Ft8+DpsuKPLBNPRjBrPLR5xlhZukWt2GDvrsOUpRwXLr3FnmMTfOfvf8zEoT1UpRonzxzG518kGt7mV6Z/+6MhnL//+XfPX7xyAbPBgoiKDmcfnZ5uHt1fQ61T0tbuoiV7jHGyOS1EE37sDiuiUokkyWjrcFEqZ0nFEwyODJJMFpi9fZO2LgfD4x08WnqARqejUhLwRzbo6ujk1ZffQq/XIJfJOXLkMHMPHuAP+nnyxBlymTK3Zx9w9twTBAJe7C4n8VSY2et36R3qZHNlnVSqyMbGFp948eO8+farWO163B47I7uGsdvNKBUqqrU6KyurtDnbaTaaVIoVtEo1jUaLekUilUzR092Lz+fD7XaB0EKmlGG3WSlmUmiNdoKBMJV8nkQkjMftQWe3ky2VsBqMyCQBvVpDE4lQ0ksiFUeU5GjkamQqGUq9mmqtitViRSYoQJBTrlbRmyxEQlH6+7tJxuOYDQYa9TqNZpNN7zZVqYnWoCcrJVlefkS1XiKdT7K8Ms+dezc5fHQGmQKsdiNSq0y9XkGn0VGv1yiXCxw5OEUs7qMpVGiWBfRKI4P9gzxYuY1CLydfKVIqSLht7ShFFVK1hUFrxtPZ9hi6Hg3htnXS196HXtHCoJVh0MmoN3MkUhmUWjNXbz7gz772F9x6cJ2u7g6QN1lce8DAaDd3526iUql49tSzXPnwCufOncRha+f2nXkq1cd/Yxa7hY6eDtQqHR63k2wuRqWSQRRkPD/5lY/GVq2YETEKfVx7c5GNhTBby0EO7j/O6VNP8vwLz6HWq7lw9QPeev0qw3tG+Mmb7yGom2RKcQLBFRwuDYVSFIWmwYmjzzE0OsYnPv08bT0mYlkv3f1ubE4bXT1DdHS002y2sLudnD13DpfLzdf+5M/R6bXkcjl+9P0PcNnG8Pkj5ApBIslVcsVtLFYNuVqBR7c26RtwMjLax8BQBxqDQCC0hs2hZXxXP3qjklZL4L/8+V+z7Qvw7HPPs7y6Rm9PPy1BxsLSKrVajVQ6iUolsrKySE9PD7lcllw2Qz6Xxef1UiyUSaVTpDIJent7GR2dYGcnhEqlJBDYxmK0IGvKEAUFUq2BQqWm1mhgdVhRG1Q05A3CySDjU2OY7EY2tjcQFXLsdhvRUITenl7m7z/CZXdRyBVptlqEwmGcHgc2l4VMIUmpHMdgkpPKBMnmwjx55hinnjzKN/7qh4yO9hP2pShU8hTrOVb8s5RaARKlNbZjy5hcaqKZAB2dvdQbLXaiCdo7+6jX5FSrMkrFOvliiXIzh9YsJ19MU8yrUAq9fPGT/5FORxfVQgiKBTQyAb1GRbXeQFTpiCdyHJw+wivf+UfkKtAalciVEqeePcLb771Gvlwmm03wX7/xp0xPj+PzhfH5w2xu+ZAaDaq1Go1anUqhiAIBnVZEo5SxtrxCJpH5F53ZX4obp33X6PlCbOMfAAAgAElEQVQPXv2AL3z5SzTKCq68dZ3de6axu2ys+5epy6osby7xK7/2Bdp6eynWwjRlTSZ2TzI2MkazWWPbu8jh4wf573/1TfoGRrC73KRzWbyBFUq1AoMjvSi1IsMjQ3i3fPR2dREKhDEbbezdu5fV9TWOHD3K9O4nePLJp4nF51lfC7FnegxB1kKuFNjYWqOty4LdrufZp18gHIkwe+c6NruGq9duMTU1jt+/g1LUc/3mLew2F4eOHsXj6eAP/o//xIknT9Bsyejo8LCyvIhUq6FWqUkm4rS1uVheWUCplqPTakglM7SULXQGFf51H2/97G1EpQaVVY3ZZUKPGpkkQy6TUywXkTRVJFkVk1EPgkCqmmY76iVXKiAX5VRLEpIkkU5nMRmt+H0BpGKFdlc7/m0f+WIBu9OOQq9CUrRYXJ/Hu7NDrZGio9uNP+gnGkvRbDWZ2NOPqNCiNhoIxLbpHrKzGV6loUjx4Z332bt/imt3LuONbhPerGLQG7HarEgKgUShxNnnP86f/umf09XVg7Ozm/nFexw9cQBBMqJReRBqFvrb2gltLLG9Ns/xp45RpcI7cze5s7qNaHDy1MlPUC83SMmT1Kih0ArcfnCdiYlxVpZW8dh6aXO2Ew9HaPMMU8jXaSEnmojg9jg4dugg/d29LMwtsH/fEI1aid3ju3jjtVl+98V/99EY1S4vv3/ebdeRzBaQIcPhsWO1msnm0txfvIfFbqberNHdtwet1kAkEkCvNxEKRFh5tAktAUEGlWoei8OE2znI2MgMomgkHA/iaXPg31mnUA6jUdm4du0G07v2cvf2PaKbKSrNMnJRZGhkmDaPi8tX30GpkKFSicjQYDK58fl9TB3sJRb347K3M/9wi4YkoFSoaLYk3C4b7751lVoN9u/bz517s6gUKo6eOMZ7739AVapw7tw51Eo1Xu86pUKeekMil82iUWvY9m0xM7OXWCpCLB7D4fSw5luhu7+TsC/G8OAY5UoF14ATX2STHncXHZ4O/IEAWrOWkpgjno2QS6cx6PWIWgVVqYYoiAjIMWsfA9gNehMKhQan04FOpaHZbKBQyNHoNCBrEUvEuXrrKpV6BVRyenq7uHLlJh0dPURiUTxtbchFDUuLG/i3I2TKeexuLaKmTEdXBwqlkevXbtPZ3Us8mcasaSOZiBKNhchWC0SzSQq1IqVqEbfHjs7UTUe7k1BwHZPZRKMpoFSqERswMDRBvrTD0sYS+VaZxUiazVCCSkMGKAiGQ2BUoVZr2Q56kcsF0okiTlsvfe4xbHonjUqT6x/OMj11gKXVFQqlLJN7Rjg+eYBQLITL4ebR4iwatZp8pkKhkODzJ3//oyGcV2b/6PyZU4Os7uyAvExbu5WH87f5whdeolQu0t7ezceP/gpKvYcb12Zp1qscnDlCrSzDZe+jVGggCCoePrpPrhDmyIEXuH7hEf3du1nfWGLbt0ZgZ52Dh4eYu+OHigq1WkWxUOb06dPcvXsXvdHA4PAwqfw2129exmrsYLh/Pz9/Y5aD+5/gyrWLTO23YTCKCE0rHnc/N2/O0tbejsGgIZ0uMjI2yNpqkKeePkEym+aJJ09SrlfZDvgwWs1Mz0zz/R++wsb2Jqvr64SiIdQGDcsry9hcVm7eu4Ek1NEZdfgiUUydctb9C2QzFTY3d9gI+CirU9xbnSWWCrO8usKdh7fJ1wo0TRLpcgaFKCBVa1y8eBW3tQOH2UWtWEOnNCIgo1KuEo6GsTvsqNVyGq0GMkGOSq1mbX0Dg9FIRapQLBQwOKxseUOk0mnqzToz+/bT3dPP2rIfjdaE297G4aMH8HkDdA+1USqL7ISiZPMCdqeD0V0T6MxGfvbOK1RlWYqyBslaiayUpmvQzr1Hl4glIZOJsL7+gGhqCWubiNrYRFY3IBcM2AccKC02Vvx+bj7YpKuvh7XNHZa8yyiMAhbLMKPDY3zjr7/FgZndhLfyVJNaTk2/wJW3r2JUGnhw5z7zc0t85oufYMu/xt2H89g65OTzWXL5DN2edpzuDq5fv8vhw0c50vPsR0M476x+63y4uIyoMhOOeVErBQaHemm3u9EZTGQyRS5cv8L0ngPks0meOXec5YVFrl27RmgnzsTEBOubayTiIQ7MHMVq6mbuw1keLN3G1a6mIRWwmE0M909iNDnRm3RsrmwRj8TZ3vCj0WrIl4o0Wg3yhSJGg4Pvf/eHuF1Oenv6HjPSogEmdvdz+cpN5KISndZIqVwklY7RbBapSyWkWp1MpoTTaWJ0YhStVovRbKSnr58XXnyeWDTKrRu3mJgcJpvLEtnOEI7E+eL/9jlef/1tSrUmerOSXLFAJlPDPaxHb1ax9NBLOllEkIsES5tI8gqDQ70oFWpu3pnlvUuX2HN8glItRz6ZJuD1YTe5KGdqCJIMj82DWqEhGU8yODxEKpshm89hshnZ2QmgUCrY3tp+3G0ql+F02gkFgzh72ohGgxjNRoxWHYJMhsttZ3RijEQqzsBIP4nMNo42I7FUmHy+yZ7dU+SyWaRmk52Ql4bQwOk20dXrYve+GaKZNN7wOuveObr77fh8OzTrVYxa82POQyWL1qhEK+pRy3U0lI8Lsnrberhy5X1qhRrVYpX7S3OMTHRx9uxn8O2sE44ucWj/NMlIgVOHP8bavS3yySR9ne24XU7q9RYGp4ZDx6cJxVdwuszk8jl0WgPylopv/M232bNrPzqTlsNdHxEEbqvZoC5WyNdCHD8zRSrnZ2t7gc2dZUqFMmq5BpelgxtXLyA0yvzDt/+WBw9mWXq0yunTJwlHwkRjCaoVOU8d/xw/+dGPsLWrCATvYtBXaW9zcfG9OW5dDuP1euno6ODTL3yaf/dv/wNtne0sLqxz4vgTjIyM0Nmxi7d++gGtnJw333qdLf99DCaR+/fuc382yNTEcepSAZkoIRclTEYtpVqGTC6MQtNieu84V69dIpNNozaoiaWibGyt8Tv/6new2s2cfe4MoViK0T0T/NU//jc+/9WXKDXK/If//G956pljxDNJHi7N82jrAcValpqsjC/so2eoD61Zxxd+7bOcevYIl+5c5Kfv/AR7lx2ZroVaryFXynPh4gNOnj5FPJwgvpNCLonEduLs+ALYbHaWFpeY2LWLaq3Co8X7qPVqpEYdARlGvRmPs42zp89CrYVaq+Ds06eRyatUq1ncbXrGdvXxd9/8OueefoJIZJPZ2evodTKi4QxbG2tcuniFji4PVy/c4uiJg4RzAdoGbfz8yjWWvAvceXSbpqrO3iOTKAxNTj09QFefnampo+ydeZLVTR/xXIi6PE5LlSUSSqMTzWyvB/jyC5+jGS+hrbaYHO7C4zZjs5i4O3uLjz93jp/+5AeMD/cj1Ot47E7Gh0Y4c+w4BqUGg1rklZffIhYL88TJozRkNfpHetmJ+tha81Mo1ljd3ObB/KN/0Zn9pbhxtmVXz197N8jKyhI7/gjdXWPki1U2/Zv8ydf+Bo1JzsyBGRSqLApVjUg8jsfdxeSePZRrdQxmE9P79/HFL/wmjYqSf3z57zn75CH6ez20O9tYXlzny7/2G2h1VvKZBXRaLbWmhuu35/B0t3PyzHF+9trP0DQNOPW7eenTX0DfucnkPge1RpGx0Wfp7NzNa6/9mN7BTnq6ulCoCqjUJRAKlHMSTmsbU7v30tZhYWL/szx4dJ9MPoZMXsZmVjE9Oc7ioyU624Zp67Bx5fpFQrEox544wR+e/xPWg15Qybi/+IhirkXv3l7MbpHN7RXUBjOJYha9U4cvuMzK4hznjj9D+6CH925c5ff/8NdJl0LIaGLWyFEqlTQKVVw6O2tLG2hELU67m3qtgtNlZH75Kg63knRFJJvTIopWJvusJHzb7B3Zi8qo4cDJPXSZO2lW0lBPUqyGcXusbHrXOfrkMf7oa/+dpiLG0RMj+PwBjhw+zd07D7Fb7Bw7PEVbm47vf+9VdvVbcNv6CIUlJJWB3gkXSscOkjpJXVVER45COcof/PtvYlYM47I7WVx+D0dnhVg2yQevXcZtszHcN0QxleG5Z57mqbMnmTo8yZVrV2hv28W9uevYnWrsbSYstg68gTTjUwd4tPmAYN5PsZrgztxDPvfrB4jG7yE0y5jNk6SzedTWOrdvbdPX28/4+F6WNq7xxRP/+qMxquVbq+dXNmMYzDJ6uvpoNVWMjg5TLOb4zd/7Vbp7Oulo70QuSiyvLDI6PE4ml0en1TPeP4k/5ENsyXG7PPzDN79LNLqNy2mlUimx6fViMttwuNxsbfvo7rEw2D1GJFFgJxTh4PQM3/z23yFryZnZtZ+//Ppf0jvgIZXfwOfz09szTCxaZmikn53oCtlsGrerjVIpg1ql5tHDVQK+El/933+dVDKBy2Wi0FBx6+ZlOjvd1KpFTHo9MmQkomnsVieJVJjDBw7zxLEnSKVTfP5Ln+fAwf3odFo++7nPsBFYYXLvNCaLiPdRBlElY23Nx57dU9QbWRSiHLvFwcLqIp/67LPEM1HkcjmxSBTvSgCtSkN/9zC5dJme3n6sDjs74R0QoSlvojYoKJQLKDQGinlQK5W0WUX6u3uRoSNdL1No5DHpDDxauMO+g7toymoYDBZ0OjMXLlzhN37ri4yNDHDh4iVUaiOlmsTE7nEWlzZAKLITDNE/6EKuaBBJ1CiUWzjaLTgMZjKFAHeuzyOvG8gninT1dDEwZOf9d++jNSpoycuo9E3mF7b5zDNfwuW0IshbzC3cIVVMYrQb+OvvfYNDhw4hU5gIRTeJxNdIZVJotGbi0QJGrZViKUWTIpl0nHSujsHWQFDWMVqsrK6mcXocmCxyBjp76Gwfwh+IcObcQaZs/zw7+pdiVHv14j/x7JmP0Wo1SSTi3L9/j96OTmRig3v3b7IT3EAm1nhw7y5Bvw+BJl3tHkZHB/nhP71MNpNk9u4Nbt++SUeXG5PZgNPtRCbI6OruQalWo9boaGvrQCPYSYbKJJMZuro6eO/yW0xOjuJ224nEElTKcda3Zrn43jy1opFSAcyOOhpDhoGhHkwmO1ZzB8WcDBoG9FonCrmcW7dmUWuUBIJrDPQ62Tuzi+6eTtQaLbVanUarwdtvvkuuGKSt3U61VuKd999ibXONCxfeo1wpMrF7HO/2Bnv2TDA4MoRcrkJhVGB3uGi1oEmLlz7zWdzuLmbvznLwyAGuXL/B7LVFVCot5YqE3ekmnSvyYHUdtcOGqdNJnipVWQ25Tkkin0VUGTl87AwdHWY6u80MDLfhaHMgIaDQGEkXJGoNFeliEnubnf7Bfkw6MzJJRiacYv/oPjQ1JYHVOHLBQTrdJOBP4Gp3cPLcDLfnfNg8VkqNMpuxIhqHFbVDIJpa5v7adRJbNaa7n8YlO8jBo58jnM5j79fyxd9/ipXwfRa2t9mOZkhWChRKOSpU8ce3WQjMs7Qzj6SpY7Va8Dg8xJLbyBV1hkf7Of3UUfz+LfQGJdGEH4NZiUzRQG3UMDDSjdvTi83ayfKCl8P7j2PSGalXyviDftwGNwaDnlbzI4TAXcrdPj93fx1RJSLKNYwOTtAQ6mi0CtQayGQzeLe2CG57EWUgtBpI9Qr5bIpMKsndGw+Y3rsLtUrN+sYabe12jCYdCHDn3hwanYFsvszk1F6WF0O8f/kWVosFjVpGPuNncKCH7s4uxJaJF186iCCrsX/kOXZCBXLZKl29WkKRZd5++9Iv6JtNPv3JT/Otb75Mf88Eu3cdYH1tDaNJRTi2xMLaKnqNHjlqhgd2Ew6myGZzKLUNTDaoN2t4/V4EEZZXl4hEE4jKJn/6Z3/OzP4JcsUskUSGsYlx1tc3kGoC3d19yOUCuXwBuUyB2iQSScWplBs4PE7sdjdbmzsITQUqjYFcDTK1KmWhQkOsIbXKWOwWrHYHxaKMzfUQq2sfks5m6R3y0BSKlOsyVCYPxj4X4fIOGlMdtUHg3QtvMjc7x4vnPs141272Dxygx9SB3dhBPiNRl8oMjJsplRP4fFvotAK1ioxyscHcvSSdgx3YXRr8/k0cNgUDjqN0mPeR8iv4zk9fZW7xEXsO9+LoNHLk9DGSxQwS0D/Wx9yVh2gcSu5s3mJDekTdUua9W28yPbEXq9bCWmSJqpQhW0hy/cY8uydnSCYLJKIxTGY1eoOSEhVaooHtQAiVSk/QX+TC27OsLc/T5lHi7OhmOxxDqgkYdDJm3Gc/GqPaxZW3zl+/fhuXx8PhQyfZ3g4SCoXRaJSkM0maDRk2q4djBw5QKRW5d/8+y4trNJpVNje2OXn6GGazlVQqy8lTpwmHArRaDZxOJ1KridlipVZv0NbZQaOqolSs8vmXXkKQS0TDG/i2t5AJCkLbKV5++Xv09AzwiU99ip+/8w6ylsip02ep1STsrjqj4x4uXrnE0Gg7xWKGAwcO8uG1uwhCi77+DhKpACqtBbu5E6Vo5O7sInKZCqVShSgKTM0Ms76xhVxU4Xa7iMViHD12mFe+/4+YrXr0Rg0Gs4ENrx+Hw4XD7iQeTTB37y52hwOtRkO+UEKmkVCp1aRyGZaWN9g3c4DlxRUC3hAHDuxHozNx6thJPrx2mS9/6bMUU2luXL2GSWeh09VHLBznUy+9QLZQQ6VTYrIoMFldrHuD1I1lfMmHFAoJNHoZao2cyZHd2A0eaoUmFpUNg1KHVJfoGnZx6MAE4eg6+UwajVwJFT3+lTjdzkG6uropZtLs3bMbqGC3url04SbReJxcJcm+w0O8+MLT6FQmIsEkQ0MjlIsFirkUNGuINR0f3HiXojxLoLyJya0jno7x/OmP85MfvMbzn34Rh8tGS4C6JMNh70WGnmK2RF9vLzdv3CBRilOrKWjv6OLevbvsmzmEQmbGZFbS129FazaTSVdZWtqgr8/DPvc/X9f+yyGc9Z+dL5clguE4J4+dYX3DhyQ9ruNTquQUCzVSyQLUani3NimWcsSiGbQ6BVabm4GBYbLZIhsb21y7fg29Tks2k8HtdrOxuUk4GkGpUdGStbBb2tm//wDJRJR0OkYq4cdqMnH35gKCXIF3OYpapePQ/gm+/j/+F4VMiU9+8jdYWtxAY4ojVxbp6DKSSAVJpRK4XHYWH60zPDxMqykhF1vUGyqG+vfgsneh01hQK3VUKiWazTqB4AY6vYG69BjaHt5Jki/kEGV6VGoto2P9tIQWfQNDxGIprl29gVqjpru7k44uD+VSHbVaRzjpRWcwotUYsNvtaNVaFuYXqGQknn/xadZWV/jBt3/IkaNT1EslMuEYdosdpUzJxMgkjVodg92B2eEilNgBeYFyVcLmbEN0VghlH1Kv1tHqRLa86+zbdQChpSKfquK2uMmkMuhNSorVCNl0GLfDilFjIJ+sMjX0BKGNDGalk0Y+TatUe+xykOu4fu0ePn8UhbGCrb2FQVbm4e1V7t3y47C3o1IIJOI7xANetEqRNs8ISoOCdCNBshHC5ragVCm49PYVpid3c39tkVy+SCZTotHQUyoIqEQjyUgak8nA4NAQkrKK0NJyYN9B3G47IMNh7eHmraso1WXMHgudHYMIqKhWkpzo/cRHQzglQ/p8Ih0jnkhSLBYplcq43U6M5sf+se6uHm7dnEOn0XH46BE0eg2xZJDJ6T1o9CYeza8wMj6J2eLkMy99jpXlVZqNFslUGt+Ol0NHDuALbjx+eDZrvPfuG/R3DvDH/9cfAxVUShGzVUNDVufIwVMMD/Xxk7f/Jx09ZgxmM+2uPQhNGQsrl2m2BILhKCdPzWCxKFhde8TiQpTlpUdMTe1maWGVWl3B7K17DA0OISrlbHqXMZhUNFoVFCo5iXQaT1sHpUqVX3nuU/gjQZA32LV7lHyuRDwdQ1SD3dbFySfOcOXqFQ4emWRtY4HVlW00GhOiqsr83W3kQoOZySnu3LyJUg7VRo3jT0yi0NRY2biH0Goyd3eJRqXFgwcLDAwNcuXG++itKpLlJqJZiT+9iqvTwDe/8z32zBziwdb7zG++w/jYXkrVDKlMnNHRPeSKEoWKhFytodAo0jvUzlvv/xCXx01v9yjLD70oGyZ++1f/Db2eHk7sO87HD59gZmSKyb5pdrwVRnsPYLHB0sId1Mo6q3e2eOr4Z9lYLHDoxASZbBBZC7xL28gbTXqndnFx9j2KUp7BkV5sFjOJWIxMMYW920IuV0CrN3D/7galoga93sHOTgRBqHP50iVOnDhNU2rw9s+us+q9y43Za/zqZz9JIJCnKdQ4cnSGvBRkaXGDTCaLWt/gVM9LHw3hXPW9cz6fT1FtFuns8mAw6pCkIh/evMBQ2wA6qxK1WseF929hNGlIZBLojXr6BgdQa0wcP3iaQrVGLJLl1s1bPH32HNN79+LxuIgmQ+hNWhQqGT0Dndye/RCH3cbcrUV0Gi12m57tbS/jk0M0hCo9XS58/kVK5QwjY2N42jxYbSYaFCgUc2hUdqSaFp1BwbZ3G4WooN3Tjt1m5tblJTp77Pj9SZ5//iwPHtxmaWmOvsE2QuEtREWDjm4n8UQKvcGM1+vn4fIjBvoGicYS3Lx5g+mZ3ag1KhAb5NMNbHY3vX1OUqkQPb0dlHMCKrUeg1nGyFAvU3umKOYKhHcCaNUKatUM5545TlnKEoqGcbu7OfHEE2xtRtCbLQSiQfR2JTqrGpXeSCTrx+CUcX/+NqPD+xge2Merb32XoYl2dGoTa2vLpNIJYpEsiVQeT0cvGr2eSrNCIO5nfmWRXVP7SWarlKstnK52MtkEUEWnkyM29TSEBgIwM3OMbnc/e0enyAar5MNpbPZ2FpfC/PpvfYmsbIFas0AqWafLPcHU9AT/6S++zqmnjtJo1tGqlNy/s0F/XzsnDh5ldvkmbosdUaHk8sX7jI1PP0b6ZlJ0tNtwOM34tjexmZzcX5ynu9eK2SawtLyA2djHwcMHSOXDKLVZtr0R7FYPOiMca/vnaz5+KYTz9Z/94flkyks8s0a5ksHj6iQUDjLQ302hHqWQL7J7cpr783cZHuujJW+AHDK5HFZbG5FkmmK5ybY/wuraJjPT07zx+utc+uAClUqFTDqKzaLj8uUPGRyy4XRYiQRSBENBSuUUT547weWrl3G3WZEJccwWgUqthqfNRbWRIZZZZye6Tn/vPsolFXunT9DicfeMKIo8fLhNsZRlZLKLNa+XqekerHYTgqxBZ5eLYHiDd9+9SnunAaVSiVZnZHrPQZoNAbPJzsLCMi8+9yK+gA+FKCMSCYJQoVHTILQUWK1GKtUcBqOOTD5FrV5mcXGdQwdOsL7mRaczkkiEqdWLFKsJAkEfNUUOmUHBnfllwqkIFkcvpWYTd3sHlnYjm9F1wqFtImk/equSQCTM6OgMeouD+dWHDI2O8fDObVZWfIyOD1Otg8VuR6FVIokSJqeRJe8K+4+eJJTJEUylMDqseHra2d5eIRL1U2nkyGW1JHNREpkdzGoTRrkdi9TGU3vP8uKJT6GyeDj3sSf4wev/A0N7nkKpwczks9y9tc7K+hIzJ/dRKKUw6HXEwgEsVg2IEr7CNjK1HJ1ah9fv58zTTyFJIh0dbrQGGe++9T7NZhWH04bKqMdkMhJNL9NoNjAaDczPhhkY7aKnq53LV96gXhUYGBggng5zpveLH411dKkUIhnfRKo38XmzvP7T90iES2yvx7h76xGVHKw+CrBn3xBqcxPfzjpGi56aVEehUBAI+MlmEiRTUVLBCLFUhCfPnGBy9zDTYyO0mR0Y5Xo69U5GR/tQaZpMzHRgdEs01E1QldHoZCCpMag72fEnGdvTjtKYR2dt4Q8ncHf0ozQ1CcQfcffh+wT8aygVMkwGC3tnJujq6+XhygL7Tk1jdNaIp8MsLq6Rz8H1t1f4f//zH9Cqy7hx+SGRQIZXf/Qjdo1PoFHpsJicLMwv8x9/7zy5bJaAL4BeocZhs5JJZrh/b4X5BxtksyXa+8y4e5U89cwn2YlnEXUWJFHN4qaXukxk3+EDdPZ2o1Bq0BnlPPmxSWaeGEbSlFHbdZRaEqF4nKPHTmHU6nj/rZvoFW4KFRn6di3B2iIvfPEFjLYewv4ENqONiD9HU2oQDG1x98FlHi5fYyM4j0YN4YiXuQeXub3wASqrxGZokWgqi1prZ2M9gdqkIFNMEY3Hqf3/1L13fxz2ee35nd47ZjCDGQCD3htBgGAXKYmkJJJqVpdjx97EiZ2bTbI36403N8tkc++uk3ycZO0UOy6yFXc1Uuxi7wQJgui9zQAYTO+93T/0AtZ/Wu/hnM/5Ped3nudk86RTKaKJKCqjkkQ2ilGSxaIqYJRJkaZryIRUXLt8mfpmMzZrNSqRncoKGyVhHKlOSlEGq1sLRMJuBDkxSxt+mrv6WPf78Ic3eTx+D5drHpVWwvrGFgefPIpQLkKkTlEWKXj77c+zZ+czdHY2cPniWaQxCYWYkVJGjEwgwLcV/Y0w+1uhON/61d+csFd2IZLIUEhUVNkcLK8uIpLmaWtuwudJYDCZEYpkJJMFtBoTBl0FSoWKfDaHs7aabDbBrZs3eOalA5iNam7euEIyFkMkEFIui1h1bXLoyHMsrNwnk8oikykZ2NFPT189ns0tHk8u0dk1RKEoIBSJIlGUWVvfQK5SIRIpyGRTtLQ42dx0cXDPEUbHbtPW1sjP3rmGWF4kkUxiNBmobbCTT6VJRMtsbngxW8x4w25E4iwtLU2cOXOJusZ6fIEtTp8+i1ajx1nTwNTUJAarjvm5WQJBP5VVdiiqkEqVGIwaFCox8WSA2hoHgrKQVfccgcA6PT0t3Lh2iZdeOk5bayvdnZ1IJHKKRQH5fJp8poTD6kRc1jM0MMTFU+d45a1nKZbT/Pzd98iVpFhsRtKlFHqjAYlEzE/e+QnFfIFcLItWa2JufgGd3sTg4E52DO1ize3mo5MnSadSzMxMUxIJsNZUo1ZrScSTNNfVEwr5qa2rQiLWoP5KjnsAACAASURBVFBJKZTyVBjq0GorEUvEuNYXKAuznB+5xPTKNDqbnrWQH1uVkzJSkvEsarUOu7Eaj3uefDpGLi3h9rVR6qod5EtxJGUdjS2NJJJJXMvrtLV0IhLmkcnAvxxi/8Fd3Lt/k+u3h+npbeLZI7vZ8oSIBrKMPp5hcmyCoqRArhTHZDGyurlKU3MLe6s+I+bAf975yYlnnv59UjEdn1y8h8Ei4Fv/919w/eGvcHvXmF8MYLc66Os7xspCkFgkhcVkQyFR8pMf/oDnDu8mFfPS0WFFLImiUYmhmGVzI0gyUSCRgrvDU5gsLRh1ArKpIsFwEG9whYIwhjcaoH/HToYfbSDXmBkem+bC98Y49rsHiYRi6NSaT6vClRny+SSLyy48m0uYjGq2vB7efO1NdnTvJBDzc/XmffZuO0g2VaKhwUmROCZLEZmyTLFcJh7P0t7lpK29ieHhCa6fH6a+yUmFyUw2m8Xv99O/bQdyaSVaTQWJZJxN7yT921sYGRmmrrYNjdLMzr1m1IoSc7MjaNUyzn5wgwP7nuBnP3qP6bEVXAselqbdaCUqRHkR3/nHn1LIR7DW6lnefITbO49SI+Vzbx1BoZdisVZRKBTQq3RMjjyms7WV1q5tXLxylaXZEM++fIiJmWl++qufUWk3Mz4zQe9AJ1qTFmdTE1KlkbJAzJlzp1lZG2UzMIO9XsvU/AKHnj2MLxpDJDUyu7LCZmQemTGLrkqIobmRoV17uL84gr2uiXv3J9Fqqmh19qBW6LGiohhPcnj7s+zpfIPWhiEkZQWjo7f54ltf5P2P30OMkK0NL0adFq93lWTaR0ObHsRJZLISXT29mCq05NI5POthxCIl8VCOaCTB2OgkvbvbiaXiVFXb2fIEOdr2+c8GcT6a+sGJUx+fJJlM8fKrz6DSwgfn3qetrRu/t0QqkaVUFNLTO0QuncbrXaeutpoah41oyMv7vz7P7oFBlEoFGp0ahURFyB+hpbmZZCpPMBLle9/9AaFYFGG+hLOmjVQmytTsGBqzGIlczNKyC7ujCYVWxY5d20gpVwhtJmltq+fMR8OEg1vIZRKEAjEqhR6BIEUhl0Gn0REIRphfWcRYYeTx+Bitzm6Wl1dRKGU0NtYSTW4wOzeFqcKO3dZArpDg1pUH2B0WuvraCAVi2O12DAYDztoapmdmaajvZMvrI52OUeXQ8PjxPSqtJm5cuc/83Aq/+MWHSCViTHoroWCMbLaASWdgZX6DRCJJhd6IRiFFLpYjFYlpb2tm9P4EBw7vIisMU1llYnHBQ540hXKZNZeb2hona6urVGgNnP34MkI5yBVSXn37KP6QB6GoiForI5NP0NLWQL6YQSKXMTO/hMVag2fLg16vQSjMIJbmae2s4d79h2SKGTQ6PZueAHkybIVmSJf8/OrkO8QEYoqiLMtri9TVNNNa340oJ0GQhkIiTUt9FTduX8Rsq2R1K8vKmodQ3MfTh7u4cP0TEsk83s0ws9N+muoaMei1FPIppBIRkXAEtUZHqZxjcXEWmVSGyWhCq9YQ9AexmE00tzSwsrVM//Y+VtdWKZfEPN/5GZlxBJIYx19pp6oux9zKNfQGLXt3H0EuqWHf7mO89ebvMTk9iz/gorOlEZVGgsNu5Qc/+CHxWBaTUc/16w858/F1Lp2/QzpRYnBgN05nAxubG2zf3sfww+s0NNnYs+MFpsa2UEgrqLE3koxHUWvE1DdUkEx7GJ+9j1RdZmCgl6YO66d3y7RqOlsG0KsdSARa3O5V8pksmUyelZVVSgUBQiSUS6BWiUknc4yPTZJNZxkdfYRCIcdqqyQY8hKMhNHqNFRWq2nraKKruwNThZGammoKhRy1tdWIhAIkCgllQRmpXEq5XCSXz2C1mDly+DDO6lqSUYgGBSzMeVlfCyERShCJJIRifr72ta/y4vMvMz3h4crFR2QSKeQSIdZaI9/+9o9x1FRx+dodjhzdg0KtYHZhlmAoQyaTgTK0t7ew4drEXmumd3s7654VRNICBrMKjUGOVAkqvYS1zWXkGhm19dXIZFKCwQBGk576ZgcylYCPz3/ERmj101sDGhEoc/iTKyz7JnB2WWnoqWZhfpoLF09jUKtpNtZh11vQi1XoJQqEmSLzG9NU1ltYj6xz59ED/LEoDa2tPFoeJZqJsnvHQdTyCl44+hx6bQWZVAnPRpCJiVm2b9+FWKRgfXOacGQDsQgiYR8bm0vkC2FEkiy5bByJREwmk8NkqEAmlv9GmP2tUJxvnfr6icqqLGJpCZ1BzCfnJ5ieWcGgacZsbKe+rpnG1mq06hLRxBZrawtsbLhY3wjS0tHGqtvPwSPHsVTVU2VvYGF+g4mxGRLxDE/s28vGxhq79uzg1u0rZCIqFDI1Wx4fhVyRQimORChGrzEwNzlHdbWTbCaFvAwGuYH4Vpp9A8+wsRYEgYS79x/S39dFNBwi6I9QY6/n2pUxnLUNCAQiOrqa+PkPT0FZwMD2IcolEa6NNd586wskU1kSqQKRqJ+mhkZGHo5RKpZ58YXPcfrjk2xr7+b6nYvUNTgIpzy4XGv09HTi8ayRTaWYmVyh3lnNyIP7dPccRo6BtaUtssUCAV+U2vpq4ok4N25e59Kl67S2ObFY5MSiQXr7+nC5VzBbVagtKrq3tfPw7hLFYp6W1m6amlo4d+4iG5vrmC06OnvqcHsWqa2t4srV85gq9GxsrLG9vxePx004HCSeiONe95LNZdBpVZRLaQSCPIGgh1Q6i0yhRV9RSW/fIKFIklguiM4sZH59lKmlGRRaA66ldRxVRiSiMr51D5KiCK1EiVGtoK+lmaQphtYhIyVIseeJ50nk05gdKtYDj1jfCCDOKKmyVPN4eJJ7F2aQqkSf9qqO+ZiZXWVo5x4K5U3USj2uxQA+rxe3a5GmZgdarQqxUIjBaCUaipBMJBCLFDzX+Rn5x/m/fvBXJ0KBOAq5hVSyQE9fOzKpksmJJRz2uk9t6NY6iuksfm8AZ70Tg0lPWZCnsbUJlU7F/ZFhDj17iPsP7vLJJ5/wja//Bffv3mfTtcXhw0f5wX+8g81STWNDNeZKA3K5DKVShtGgYWN1E5VEz0DvflZdUdaWN6ipsGI32Xlq7yHs1lrM5kqKkgx927rI5zJQLuHd9KGW61hcjnHg4H60Wi2JdJin9+5AqdAxPb3Anj37sdptLC2vUCoLuXX7IffuzKPXivjal/6YkkDI1cvXaWqqx1xlRC4XkspEGZ25w5HDx9hY95BLZ4iE/XR2NJFKpshl0zhbuimJMjR2OOnb1sX+A7uw2iqpdTaAQMLGmo9MMUF7Zx1SqYgKk5lEMsOrb7zOzOocDU0NXD13iaPPvcDFC9fQGyyUSmWaW5pobnaSSEVZmF9k/979nDp5hvHHq7z1xqusLq/zeGQVh81G37YBzFYztkoLocAWFrOBYMDL/MwCfl+UWDTNwYOHKWTl2Kx1qHUKMsUYm94tTp18zJ997b+SKyeJRALI5CJKWSFzswuoNGo6u1u5eOsMH985y8kzp5ArxQR9ZW7fvI1cXuLylY+pMjuQS+TkcznO/2qKfKnAG58/ilotx+LQUVtbw8jIGCpVGd9GnBePfZF4LI1SqWB2ZopMMk82XQaE9PX2EPT70eoMPN38GTEHvnvu2yekJRPT01GyWTEyRQa9QYGxQkulpQaxVMC586doqW1HLlMTiUUwmSsQy8TIdXJiqTA6i5Z8KY3LtcyWO8zrb3wO16qb7R27mBybp6W5G/eqH39sAqkClhZXMeiMLM8vYNBZoChHXNSRySoxG2rIRWJ43VtcuXiVpcUVpuYm2Youk83Hca1sYDFXkEp82ih9/NiLrK65MdssTM8/RlBMMzuzTpWtlunpBXr7e8nksrjcboQiIW+/cRSFTMWGd4u6ukYkYhnlUp7bd24gFpdJJMNoLAK2NqKsu7bIJTOoVUo8nnWqKk1IJRoezYxgsWmIJQNIZFAsFJienqWjvZ93vvdTdFY92wZbyaSjbN/WwycXrrD/iQPEUim2wlsUikWmHrgJhoNMPXIhUcvRGwwUi3mUaiHhSACpUI2jqoYb1+/ytT/8A65euMfyogub2YZEImdqZo6GxjpisQgyCUTCIXQaLW6XH3tVHfv2PkkqKUBQ0lChcxCKe3GvLxP2Z9m5cxdra2GW3JM0tTYQT8Vwuzfp6O7DUVvL/MoM333nR0hUSp58Ygfryz6WZj0ceepZ1l3zRAJeyMDK2iomo4HdT3RS11zD/OIU0aifSDRGdY2d3bv2sLw4SyGrYOT2KoePHGH43j0OPrGHiUeb9HYPEo9G8GxuUGE2Yq6sZKfjMxLy3JQtnygIKunt1CMTSXAah/j5v3xC77ZePL4ZbHbjp4FIr4JYoszW1gapVJxb169SJk0sFiWVSCJMwUBnN/37+7h1/y4Vpiqmb87TXdPG33z9/yQRDSOQKxAIxCy6pplzjVHbXI83EOH5519j+O44/8vn3+LMyV+wuDJPTZMVpCKWNzZJZjNYKvVEIgk2A14CwQAt7Y0o1VKMOjnZeBBpscyNj++iNzdjsdvIFFJ0DzTh8S3xk3d+RiYaRUEJg1lHVa2VuaUpiuUU/tAGCrWEfCmPXK4hGsswN+dnZSFAQ5MVZF6u33zAF7/4dRbXFnE0y2lv2c3KwgJdLZ0sz7n56Jc3aW3rx+TQUN9tAWUZuVbBzv27OHXuHGqtBV84RiQRQ6IskM3E+d+//hdMTM5z7NhxVmc30CuMJAMZBOU8nlUfBpuVBw/uUGUx8KN//ZiBvi4EyFDoZch1MnSaKm5eeoxSISdT9FIqlbly+RFSgYX7d6cZuTNLfacOgTzH/fFr1LfV4Q0G8QZW0GrLrK0/Qm6QkC1FKJTihBJBJCox90ZuUxCnaGy3UN+pRqNTEY3HsZhNPB6/Sz6TJRgIUSqLeev5t3l0bxLKAiLJdfK5NFq1il3t/eS8YpJuOHjwFS5euEYyk+fspcu8+voXuHz1Ac56G7fuXWDvvl0cOnKIxbVljEYTg7YnPxvEOTP17gmtwYpSWkSp0HDzxgP0NhVTUxPo9Fqy2RI6rRalUsKVK6dJF11sH2wklfPS3GalWIpjMMqQCSRIREqEcjHxeIp9Ow9SpanhuUPHuHH3Fj07W9BbTHR2tROOBtnybxKNRdjRP4izqoFwOIpMpsDn9fDa60fxbflQKFQIkOFyuRGJSgQCAYxmI0KBgHX3BnabjZHhEWQSOQ0NzYyNrOAPBrDaLDQ1NhCNR7hz7zY7BnsRS6S0NjchVsjQaLXMTM+gkCvIZ4pYKqyIhBJkYjkNDQ2oNCosJgeQRyYvYdRXUetoxx9wk84ECAbyWCpMnPnFVeRqKfv2PkV9YyMiaZFiMUeukCMU8GKpMDAyPIm5wohAJGZpdQFrjZbmtgbqHa1cvXoNhVzJ5qoXm8NMMhXDtbaMWCRjYdmFzWqiXCwTC/vQaI34PEksNQbEEgFnPrxFlbMCgSRDNpOgwlTF6MM5RMjIpJI88cQeFDrw+f1U19aSTKXJZjNUGHVcuzJFf18LHq+PjvY2Fhfn0GoMiMoSHHYHWq2SQiFFOOlh3b2BADEOeyMd7d001bewseFhYPsQp89+gFqn49HIGnue6MegV1LvdBD1Jblw+jJqmZ6NmJtKm5G8MIFQXEYml1EsZhEK8/gCm+QocvnsYzLFCPPz87y++/c/G8T5/pUTJ+bnlvGt+6k02+jp3cbu3TsxVmiQKYS4XWs01zcjUsTZ/1Q3ro1Z5pcnEEkyWCo0xCIxNAoxU2NbbGy4kWkVyFVKzn18ifambUi1Gp499iLmdidySZ65hRkqHSaiqTA7+4do7Wrj/oO7uFfXaHS2sH/oABc+OYNrdYNMoohvNkHCl8FiMxGNJEAiQYgQt8vP5MQyne3tuJeCJNJpnHXV9DXvwLfpRaNSU6W3URDnKBYLVFXZyJfyzM0topZryaWLlHIC1pcD1NfUoZapWV1eIx5J8P6pczQ3dbF75xByhRgxOiorGtnYWMZWZaDa2YhKoeWJpw4gLEs/zaylIhTJkcvlseiNdLc1IhPCjsEuPN4EUoUIrUmB0gjxdBhJSY/bvYJYXGR+eRqdVoZEJEGQ1TIwtAutVks2kyGTTjE4sJM7Nx/T0dvCxOQULa2NCIoSGrucDAz0YdBYGR2eo79rkH07d1JXY6Glyc75i9fRG/TodFrWXKvIpGJiwRjpeI5YLEQiXuTOjUnyuSwOux2FXMG1S/eRKlJ09zVx/pOrSGUqxCIZW+sJ5ueWWVvxUS6XefDgEV17nPQObqO6oZrAVhqpUMPs+Do6kZrNlS2G+ge4OXmFZDZIUZJGJFEQTnipabCRKYQoi2PsGnyaUNxDW1s7dXVO9tR+Ro51mAwmHFVqtFot6xseDAYD/oAfgVBAwL+FxWhAo1RSb+9mcTaAvbKdOkcvFbp2ZsbCXDs/yeidTYa292KrMlAWZtAZZHT0OEkVohTFeZYjqyz51lCq5OzcvZNDBw4xM7OMyWYkkYqhVMtZd3vRaLVkCzm8Xj+BQJjXX3kLoVqGe2mdvvYdOGxOCtkSqU0hlRYzkWiENfcGjgY7o2OPuffgAZKSmI/e+4RioUQgHmJg+w48W15UGjX5UonlhQgKqYpsMo9RV8GenbsoZEuE/GGUciWhoJ833nyJUlHAmbMXmJ1Z4Nt//0NUKh0Bf5jVNTc/+sn30eqNfHTqLCKJjEwuxamPP+TB/fvIpHKigThykZJ3f3yGh8OP6e1tR6XV8NILr9HQ2EowECaXLWCzWUllYmRzCQSiAplMhpwgx8ryBiKhFEFJREWFlbqGelQGOWsuN50dnUxNzOBoqGBo5yCtdR1cOHuHrfUw5YKIaDDK4riLleUZWtva0OmMuN1u3O5V/D4vxVKZz7/9OR7eX6SqsoZKixadRgvFMg11DTxzbC9SmZjz58/hsHXg96ZwrQbo7etj7769NLbU4vG5eeOtl9CYdMQySSw2OytLHs69f4+d23dSZamiua4OYenTGhOTqYJyWYA/uIE/GMLvD9LQ1ITN7mB1xc26e5Pv/8fPyecLvxFmfysU5yt/+4cnUvEoq/NblIoiJqenEYgFhKM+tm/rRiaRkk3kuX9vjt6OHXi3wsilRlYW/YR8eT73/FuoJGZCgSCZkp8Km45EPERdTQ3JUIYSRfSVeu5N3yPu3cLr30KsErLlW6e3twejVsf6hpvllWk627bjsNewujZPS3MLIrGcaCjLG194k+EHdymWCxgqDSRyMcQiAe5VH9sHeiiVS7z19ueJRFLI8nK+9HtvYnPYsDkquTtyC61BSyab4ezZeygVYmqrq8lliyTjWdLJDMlEkmpHNQHfFlqdGrVJj0puxrPpQqtV4HQ20drcz9j4PaTyHFK1khuXhzHqKlEpdCxMzCEQ52hobEAkkPGrd9+js62VpaVl1lyb6I1VmM12JqdnMZn1rK9vIhdqWVyax6jXIhDk8Pv86A16njnwEl5/EL1eRUWFjlQ6SjQeR6M1IJHIUamUAIikEgYHdvDhyfdQy9U01bcyNjrBxfPXefn1fVw4f4HNzQQ2u4VSuUil1YRIKMSst6DTGBAKYNPtpaG+lq6ONlwuN3KZkpGRUZQqCTq9mmtXVqhxtLC9fy8SiZx0OsGNm5f43KvPsr65jMqiQYicuzfGyITyPPnEXmptVeTDUcrFMj2dXUQKORbmVvGFwyiUauyOeiQyORKJGIGgjFxkxGy2kEplsTssPNn8wmdDcV565lWUQjMOWw2tzW289PLLyBRSPN4wa6sLBL1bTD16hGdunDO/+jF1VWasZj1SeZmunkaGH95kaHc3t27dQavWoJCAWSNDkI1gVsPp99/BpBDgdk1jNKu5deYhIokAqUKOe8vF99/9Lmq9lC995XW2oms8nLtLigT79u0hmYkTTUZZdbs4evQYX/rS7yERy1EqFcRiCf7qr/8cqVxO32A/3/nuv2Krs/DCG8fJS3P8479/i1+f+hVloZCXj7+CpbKKr3zlDZ4+vBeBSEShBBVmCzPzS8wuLPCLX/2CTDGJXCUkENzg7MmPGRoawmq1Uy6LMVfYSCYSBAIBgrENnjv+AqWSgksXb2GsktPZVY/DZuP0h+dobmim0mJl164BiqUSTc09dLTuoLVhkEc35gksZxAg583Xf5dSQU4qAX/6J9+gXBTxV3/7F/gDLm5cP0884WNoTx+Ppx6iM2lQabWsrwV4+9Uv88z+F/jeP/0HcX8CjVKGVisjk01hc2gZm5zFXufEbLHyxO4nOX70OFU2M02NThKxDCe+8R2ee/plhIUS1RYbsVAco7qSX/3sEquLQUoFA6P3N3jpxT9m3+7XcNh6iMYy6I0mDj3zNLOL46h0IpyWbrIRETFfnD//6h8hSMapVmhwL80hF4GoWOaX75xnqG8/hYQYo7KWxUkvN380jns5Sn/Pk0jESvq37WLvnl2MPZ78jTD7W6E4Pzz7gxM7+vvR60woVWouXr3G9OwEPb319LQ2kwwnsFXYUQqFmPUGdBVqcqUM9morwcgWOr0ClUqCUa8kkchjNZhJJ9PkYnksiipq7HWE4lGau9sYfzTM0deepkyZD0+epW9bOz6fB5VKzsb6KrOLLoQSIdl8HLVGTTyZxFpZS3NLC/lMilNnTyKWibDazHR3d1KmRE97Fx+c+gCDUc+rL7xKIhXnn/7tH9mxZwCxUsy5i5cQKWBlZZW2lnZSqQTmykpMJjNGk4XNDQ9923oZ2jVIsZQiEg9RFgvZu/MIUzPjiERlmhu70WttpLJbBMPLyHQyZh5vEQ3loCTi+PH9KJQC1te9SMVaioUUcnWekjBPoVzEbKlBIVNiq7Qy+uA26XiMfEmIUV9BPluitbWbdZeHJ/YexGqtIJNLUiwkePqZvdy8c5nO3h6kUhVGvYU9QwdoqG5kYmyaV46+xMdnP8ZUIWN6eoFiIYe9uhapXM7K6hbHj77C3sFdfOd7/4ahQsaD4WEsRgfliJhrN2+zd982Eskoa6vLTE0vIkSCzVbPwwejDHUcontHP4Gwj0g0gEhUoqWlCb/fh1yqxGat4b9/49+4ffoBx44+i0EqxrU4hUScIZuI0drcBki4fOshTqedZDaJ0WCioaaFP/jGV9CoZdy4cY1cqojHs4XRaMTpdLCv7jMy4xx97jjf/ucfcuvmbT58/ySTExNIZWKmZ+ZYc69SX1/PJ+cvkAqmOH7oKN71EFKhmlAgSSyWRSyRc+7CVb7wxlc4fuRtkkkBOkUl/+9/O81f/tnf8+2/+xdO//I0xUQZgQAePx4lmojS3dtCLpcjkYwjlUkYeTTOs/uPkiPDnfs3SRSjuHwuglE/NruFeyN3uPrBDZKpOA6HneqaalbXlvnZBz9FpVFgc9g4fek0f/N3f83RV44SSoWpb61DpVcTTyYwm83Mzszx7s8+4Nqt62x4Nknnsrz06itMTE/x8PEDhFIB+XIOkajMJ9fO46i287nDL9Hb20sg4EehkGN32AlFA1TX1vLkwUM8/dQhcvkMyysL3L1zHwFiDh14gmwxRFmcwmhRkMlFyBeSxMJ+YkE/gU0PA9sHUauNPBqZxW5rpr1tO7aqamqcVp5/8RBf++qXyWRiHD12mOGHd7l5+wYrqys0N7Vy+/Zd5qeXmZic5MiT+5icXCCZCmKsUOP2bFJhrWbJ5cFmczC1Ms38/DiZdBKpREIqmeb2w4cIhQLy2TQBvxeJWIx3M4hcpiWbhkNPvUh9XxNTc3dRagoYKqQIRGWWV1a5e3cUtzvJ9KSfoC/CV//LV3n/p++xsTxHU10lmbgPATmymQyUy8RjGRZnp3j7tVeJBANMjo8S8ntJJWJUOyy0tnZw7Nhx1lZd3Lp96zfC7G+F4hx45eCJhCCFpkLCvqd2I9LIEavyiGRRtPICw7ceY1W1MX3PTTycxxeIoVWbUSkNWOx1+MNZYukyY4vLxPIpsgEX6oKILxw/zuyjKJVV1Rw4ug9/eRSj00JJXCIVyGBUmFmZXqOqoppNj5fdTw6xFljAF/BgrnBgNToxGmzYrVZanbUsuR7z+pdeIBRN417bpH/bEONj06jUKoZ27EBAnuoaM88eO8j9h8MgFNDZ0YFeL6ZczFAsl8jnJJg0KtKxJKMjYzTU2Th1+j/R6IVIZRIufzCBXFOBSpFlsH8As6mCqzfvMzs7R2tDPbMrk6jURsKBCK2NvVhtVTS3tvE/vvkPzK+42PtUL2evvo/KIqTS5mRsfAGD0cax557m3t1LqDQihMjQ6isIxqMU8yXeevUtzrz3MUGvn2/9wz+QJ8e94Qd8ePo06x4P1c5q6lrVvPjiqyhlds58eJWXjj7N3gMH+eIffoV00cf+Q93cvjPH3j1PIhaa8G4G+X/++zdZWlnh8cRjXnjpBSRSGRZzNdFAij27hohtpXk4NkI8XmB93cfg9r1Mj6/S2tjL3gM7KRajiE1ZJmcfE46FmBifx+6opX9gO6Gwl95t7UhCYbQyaHXaSYQ2CPvWMVdoqbXVYTXXUspKeDT/EG8gwvjsAuZKAyKFkHQmgUgkZHpqng9/8WsS0Qiryxt0dO7g2e6jnw07+qcf//TEUy/vpaevkfrGVrYP7UEiE9DSamfTNYezqoXJkVU0UhN/9Zf/DaPVRCAcYGVtBYVBjaPaQTSZQGs0EI35ycU22Nnfz3e+9VPkMiPN3W3cGLmMvraAWKVErVIT9yVZHF/FarZw8Ml9OGptRDJBAuEtWpsbERQU2O01SERywv4wD0fvk4zF+OkvT5FIJvnyl3+PkydPUmmtxGTUk0rE2Lath/vDN/nmN3+EzW6gptrJ49HHSGUCXK41Usk09bWdHN5/mLXlDQYHhhgeHqbKYUQmVxAIhJAoTORzRfp6nGxueKm11nP5+m2qbHbujdylfJOR2wAAIABJREFUt68Hs8VGW2sLlKTcuHGLQCDI73zhC3R3d+EJLqLWiZm8vYZCp2NtZYtdO/cyMTFMKhOlXC6g05lRqnSMTo7xu7/zRdZXXCxMz7Jr5w6u37jB8tgWzT0NOGuqMZpNIC4Qiq4hzqn59a8v8+WXv0pG4GV47D4bvlXEMhGdXe0cf+4l8hk5tTXN1DmrsVWZMVRouXH7KtOzE+zZt5MP3n+fygobCpmS+qZaOjq6EUsL9PS28P4vL7Fr7wHq6luQKQtcu3GWRDlOMV+mobEVm7UGu62K9fUNMukwj8fu41DpiEUjTE9O0OiowmG1oBRLsJlq0GsqsVtrqWprYGhoB+c+vIZUI0IqETP8YIQXjh1nZWGRSm0FD88tobVKqamv5kjnsc8Gcb710f848eUvv4FEaGB63EUiKePZZ55nYWmJXDbJ5Mw8FoeJpw4cR6ZXotCqSOezqLUavvn1v+ON332Vcj7HnRs3mXw8ynPHdxFK+lGa5djqW/nOf/yA1996hWK2iMwkYnZyGp87gFxaZtfubTyeuIvHv4g3uEhLRzWj4/eJRVPcvXef3p5t3L07yg+/+WOefeN58vk0h57Zz+LyHPWNtRw5fJjJmVHiqTBKlQxfwENzVwU+b5hdu/aybVs/F86fxVppw2F34l7zc/rDGzy553W6256guWEHIrGMjvZuxsbHGdzRg0IuYGZmDJ3OyMjYKN3dfZw8dZKdu3aztLTK9v4d2CptvPPOD9Fo5OzbP8BPf/Z9DEYNJoOFQlZMVX0VcpmK/v5BIhE/oxO3cDrNrK0vEvD7kSvFHH3udVKJNOfOnkcqkTEzN0NLaystvXUk4km29+zk+FOv4bQ2cOveJ5grakhGRHR39nD+k/fQGNJ4I9N84QtvEfMbaG96ikJWRUtbNbHUBrGUm4/P/owV9wRGs4ymlhqmpsdoaWikob6G1dVFvv0P7zI9scrY3SX++P/4Ki2tnRhNRlLZKNl8mqmRaQ4c2Mfj4cfolWauXbqJe2WdualZVkf9XB8eZ2rSzaNP7mBVaGi31mIQKWlwNCNEiUpp5Ls//DEHdu+nusbC/qG9BNb8/P2JE7Q5nDRWVpMNqwlE1hga6kRdEeZgy5ufDeLcXrh54uTJXxOJRGlp7iCXExMIhRAIygSCLkrFMgqFhs6mAXKlIlt+H7lCHsolYrk4j0Yf0NzYwFNPHmRxbpacMERJWqC1t5OTp29gsZnZvWcvl859Qt++borZMj63H4lQTDwWQaNVkC+liSbixFJJ6usbCfrSWCsb6WjrJOAPkxDE6ehooL7JSToTpbu7ixqTgxvD11CqpARDfrLZFC7XOvoKOUZ9JRfOX8JkMhMMBDh+6DjBUASno5nnDj2H2eAgnSkgEkgRisssrywyONjPxNQ4s7MzOGsd6LQGhAIRzXXtvPbq6/iDfior7YyMPGJ6cgqtXMf1q9eorqtAoZCwubFOX88Qdc4WpFIp2XwWg0HP2toqAlEMobiAyaglkcgQiURobR1gdWGN5ZVltGoVtiobKpWKVCbF44fj/OlX/yvJaAlPYAuPf46Bbbtpb9qO1xNgeXGcoiCOo6aazY0Qa4sRHNV1nL9wHl9wiea2auKpEAtLk1Q57GRyBZQqKc2NrSQiae7ffYBYJEFfYeGZYwdo7a2jt287KrUGX8DL/bt3uTd8l9/50sso5Sru3X7E0MBunj7wFH092+ju6mbHYD8Tc2MIS2WKpSIOkQq7yYJKKEEiUSCValGqDdjsNRTzBSqMJhZm5xjo70MjlVJIpgl5fTQ3drB33yCFUpxkwc9T7Z+RRbYZ/+yJru42PL5FxsbG8PrjPHr0iEg0wuDgdtKpEnX1rawte1lcWcFsNrPl8RAKhNAb1ay7Vjl+7DmWluZRqeR4Y25KkhypYpYnDhymu7sPZ3U9uXgOvV1LPJImHc1y+Oln0WhU1NfXs7A4TzQWZn7Rz7a+HRRzcgQlEZUWB7FYmFw+QXNbFf7gOharmbGxx2jNGmLxGB+dOkt3bzvudRepTBJnoxVBWcHU5DzRSIID+/cS8Psplcv4PRFmZ0c5e+YM2UyOYDiMWitHICjxo3/9OQsrMxj0RpaXlqipcdLT18uNmzeJxCOo1GrUah0+nx+rxUoyGSZTSqDTafj49HlaWxtJRIv0tA8wPjNGKhujXC6ytDxLOudFLC6z5d1AiIynDx2hytjCO//5DjKZjJnpaR7dmWBqborZ2WmqHdXs7NvL1Sv3uXXzDq1dlYiKErTqCpaX1iiTolAqMD21SjiQZGZ2npHRu+iMItq7nJy7cJq6hjr8vk3kShkarRqVQo9UokRcVuDbCvL40QK5MLiWNjBajQzt2snC4jytbU1IZJ+WXW2tr+BaXefY0eMM33vMuz/6OXdu32J2Zpa1tXXsTXV87Q/+iEw0zb7WXoTpHBUGIzKZgkJRRCyeprWjCyFCamqqqa+rQ6NUcuPyFaoqLWjkSrxBN3V1VpQaGZXVDtqMez8bxHGlvCckchBINymTYs/uXRSzaRpqmnn8YJkjT72OVuXg9r1rzM3McefmPaYmJpibWOTJJ/ei1ih4/6P32XtwgJIwR1VdJelcFr3p00xZKBjgh9//Af09O4mn0gx078FmqMWotzI6OoFCpiEcSjLYtxOnvRvPWoqor0BH8zYiwSj5fISWtircnkeUSDI3v4JOpyUUDpFOp2nraOHOnbvsf+IAGo2GpdVZFPJKBvv3otOYUMplXL50gZXFRUJ+PxJZgJ5tdYTCHkLuAHlhnFQywfGXj2HS19HWtB2TyUwymWRyaoJqZyVrriUsVjPZTIG1lTVMOgO5QoKWFietrXUIBTlEAiEVRisSqQSJvEAiE2B+YZoaZyWHn9nF9evX2LFjF1ZLG5VaJ9/5l3/F5/UhoMS2HV1kyjGee+YIRwYP8+KrR9FK9HR2DPHr90+yHnShM4uQq5Ukkilu37uM11Pi6vlZIuEk23dZqGuRItdFiKeiuNZ91Dk78Kx7mZ5co9nZSyYjZHM9TDJawF5ZT3dbHyuBBZq6WlCqtGTyccLxTUbHb/No7BGVlTb279iNx+1nZdbN+MRj3nz7dTLBPJlijq6+DmQKFVvrPsLeCO/++ztkczlsdiupTAaBWIpSoUapMXL71i1cm2tMz07S3NpEc1s9m94NRsdHUJj9JHJRHo5OodJ00mvv/2zY0X/653+MRi/DbLYTi8ZJJ/z83pfe4tyZ95m6P8bPv/su/d3beenlFzBU6oA8T+zbx+deOY7BoGd1bYVCKcOW30NzVwNry262XEE6zV106JoJBzz8zd/+Je/+6sek4gl+8pMfYXFYSOWTBINB7t0bxu8Ncen8Nbrbu2mtb2Hv0B5mJ6ZJx9OkExlGH4ySjKQpFWBpaYFEKsH4xDgLS0s8ffAIf/In/xujo2MsL7to6+zB74uQTGSxV9UyOT7OsaPH2FxJYDCocNirUMmVTEw8wlgjpqO9AbG4xPmzZ3jq4LO0tfShUljYtfMJ3nzzbWxVFmxVFfgDmwhEBTp6mkkko2g0aibGp/Bs+pFK5BgMJuQKIdHoFveGrxJLBqhymJCrJGSzOaprarl5c5jBnoO4tkIolDKkcgGrq+skMlGqHGZS+QjSijKJWJRY1k+BHDv37OHBowdEkiGKggytnQ0M7RskGvXwr//ybd547XW6u3oJBHyUyjmc9bVIJBLypRLrbi+hcJx//vb3SaVyXD8zzM9+9h4ffPBrpuYe852//2caGxupq6tnx84BBKICy2NbqDVyVlZX+Yvf/+anzQdt9RiMRvLFLNfv3GB2ZZymtnrq7NVQLjM8MsLYygp//f+9ywdXLxMvZEhm0wiFJeQyGS0tTfzHOz/k43NnOPLii2zFA/TvG6R7qI9gPM74zAzRdIp8qfgbYfa3QnHev/PTE+YqKWsrIXp7B/jwvY/57nfe4akDu8iny0xPTfLgxj12HthGlc1KxBtHo1BTLpS5dfcWO/ZsRywT4on7GJt9SGNtM22N7cSjMaZXxpDLpdy9d5dbN6d5+XNPIxYLUCilPHr0AKGwzGuvfY7Z2WksJhMzM+M4a+yo5GrqnfUYDBU4a2rRqHUIEBAJJzjw1EGaGlvZWPfg2QyiUCpJZ7JIJTLi8ST1jdXs2XGIoD9OIpokFYsgEObI5sIISmKePXKMTy7cZXHBi0qlxOXepKmhhsamRtJJEUZDJY1NLcgVQvwBD5veJaw2C6VyiZGRMYKhEOKyAAECyhkhG2tbOGrtSMQSIE9DTTVza2MYKjSks0lMJj3xRAi5TMXeXU9y/94y1fYWZifvo9YqefKZPRRKWWRyMSJg79BuRu89wlFbRSYrxmyzkihPYa81E41GmJlYQiAt0drmRCYSs76+zpbPSyAcRSQWEY1lkCv0VFfX49/apLrGiXt9jRdeeB6FTsLO3l6MFRo2XT5ujl5DKlWSTebRWaSMT47T0m9kYWGFiUcL6FQGtvweMsk8r771Mkuri5TEWb7yR1/h0uUryIsSuju6WVxcpVgsYqutoLmjhbqaSmQSGRQhjxBHrYOLNy9RkpTRWTTMrC4RTgVx+dZxrXu5fmuchWU3KpOaZ3r+/yM3vxXEubtx8USJJIf2f5V11xYzC4/p2WbFYtbzaGSav/zGn7Fjdzfv/PwX7N+/H4tBwakP3mdxYYV8vsTjyXH6tnfzzEt7sDsriW6l2JjfgEyRWMBPqVwgmgyz++nt+DZWkcsFjE/OIBIX6Onp5OTJk6RSWVoaW6h2qrj4yQcsLWxx6sOzaJRqWlsbUcpVGLT1OGytaPQarl65jUZtoLOzg08+ucyZUxew2q10dfdAuYRUpMO1soFOo6PSoiaVTKI3SKmrt/C3f/MDdKpGdBojFSYz27a1Yak0MDc7R1VVLVKJiFAwzMLCJDMzY9Q4KwkGfGzftg2BQIBUCs2tTh4Oj7Cx6WbHjiFG7o9SLhXp7mvGtTFPPB9idnkGpVJOMhVHKAKRUMbIyCyD245y9fI9hu+fR6WRM/zwLqlsnD179mAyGjnz0Sn0Bi1mq4FUtoRYIaOxt5JYKszC8hLL8z7WNldZXJhieXkGkUjIxMg6OpMVu6OeXCHDlavXaGpuxGYyce3GJ9jtFmoddbz3y9NYrFpKxRQSeZbWngF0eiNFQZHv/fv3WVwdJ5VM0tXZTX//IJubm6g0agb3DOLaXOb67Ws8c/QQS6tLfHL6KttaO/jHb/0TsyPzPP87r+IOrnH1yh2i8XVMRiMCoZByVkAylaSskyI2ynn2teOMr0yyuD7L1TsP8W4I+er/+l+4ePUy2/c7earplc8GcT56cP7EYM9T6NQ2XOsL7HzSTjTnBxkYTVbW3C6giK12gIXVJbq2qdAYhQwM9DP+wIfFYiOTDVASulidW0MrViIXStlwbTIxuUlDoxOrzcyO/i6i8Ti+gI9Kqx6Xe4VCEXL5ElpdBdmiFIE8hsVahbTUSCKaZXCwjdnVk9y48zFmUy+V5lbyKSU2ix2HvZpMOkUyFWTn7n50WhVapRaFUM346DixSBidTs3j8QdcvHKZikotzgYLSy4PNbVOvD43DbU1vPfzD9CrTaRTSRAncW1M8/DBVWzWCu7duYtUJKervYd1l5sLF87R1VFNoOSixm4jl0gx0NVPYDXAQN8ARUGJ5bU1KmscePwBtHoTVlsl2XwcnV5LNB4j6P30WdvWYEMsAUeNg47OTlpbW3G5PGjVKpaXl9jZv4O1jVXG58bQ2RwgVLHpCRCPRHAveTFpq+np7SMay9DW14itRos3sPY/27nP5zqv+8Dj39sbbu8FvQMEiEqw9yLJprppW5Yl2ZadIjvjbGZns8nEw3GyZeKJ7RTPuiqWLNmSbKqQEjslEuwNBAgQvQMXuLgdt/e7L7Lvd4cvdsLM/fwD583znXPmOWd+pHJRDEYdRqOeaNBPbY0No1ZJU+UmRu/MoZQamZ+fR6tT4c/I8Aa81DVUMDl2i7rqKrQqKxMjHjb1dTB0c5Stu3to724lGPEgkgqwOqwM3Rth975dqORyLl68ya69O5ienaB3czs9WxtYWJ0mLcyzGFqjSeHEF/KxLs4j0pcxMjvJ6NQDYpEgSW+Otu4m/OsriGUFtEY1T7R++dEI55PhY0ctdg2xaILKGgf/8tMf82ff/nNi0SQTw+No1GrmZ+bIIkEiLhDwzrF/6wHOn7tEKlMEYQq5OoejwsSNqwPs2LyfbKpIMpHj7Pu3CcRWOfj4IaYWZ+jb3sbq2hyZfBi5qoDJIiOWWmXPvi4isQXGpsYx6G0UcjLUGimZ/DrJTAGRWMjbvz3BhyeOIRKHaGqtJJEMIZEIqKiswO8PMT+/RDgcpdxRyblzn9HS0sqdO3eZmZ2hb0sPK54VBoaGae9sw2TSMHT/LkqliEQshlgqpKGpkXQO1jxBqsrrMZttWG0OYokEqWwOtU6N17+EWC6jKJJS62giExeQCGc5sOcJ+i9fQaQU4vX5mJiZAJGQZ/c8w9LaEkq5CK/Hi0SkYGxkmbqaeirsRuwuByaLgYoaJ3NzM0QjYYxaM9lcgbaqDeTFQkQyBWqzlnDERzabZnF2gcryStaDQZ48/DzjY7PIZEpC6+uo1RpEQilikYJIJInXs4BUVqSmtoJsusj0zCxL7gW27+5laWUWtdmKTCqgTC7jxpXr+ObDxIIJmjdW88knn/D8l79AS1sLDx7cZ2hwEKfDSTya4GsvfoNPz19Cr1RRU1eDx+tDLBGRTEaRSIo0N9YRCIQoK9Py4elP+OzOdb71yh9x5uNTTAyM8tzh5ylTmti2Yyuriz5kEjlyuRKT1ciBxmcejXAuud8/OjzWz8kL79LU0srqghyx0EoynqZjo5VKpxmVVIk/OM+2LR0sTvmgKMUf8NPVV87V80N857++zCcffkaFpRa5UE9Xx2bKXfW097Ty1Rde4ZNT53A6qnjrxO8wWm1UlVehN2tYj64Qi3tJpYPcHbiOSrkBh6uOzk16utuqmHWPodFUEokKEapidG+2E/APsOqeQSwW8vov36CtdTNKWRlyhYrtOzZz9K++z/6DBygCHV0dNG5o4ne/+4SWpi5a+zbiqtFw/OR7HPzcFobHBtixZw86o4mKqjreevs4I3cmyKbg1MlPadnQiW89xDNHnmd8dhpzuRVfOIRVXUsyLEQtMyEsyNm5fQ8dPZ2U1zgJhoKk0hnUcgOpTBaH2YlaIcG36kMjV/ONr/wJq+4V5pbWWHAvEIr58QSnSWdjJJIJLl8ZpIicbDaGWK4gHIpye/AasUiADc0NHNp6kF/+4teoy8z4vQk8K356e7cRi2aYGl+mvq4ZsUCGzxOkrbuGZC7M+MwQCp0IqbrI4rKbs+/dpKDIEQj4aa6zszi7iElVjsFow+msIJGMsb4e5rHDj/F33/0RzV3VKEQKLn50F6fFzj//95/SWt1BJBBEkBPR0d5DOp/BaNVx5fodbg7cQ16mwOqqQLezloauFgxJGfUqJ1sqe/j2y3/J0myEqakwelRU2qu5f3eEzo2b2F6/99EI55b30tF4LMSGjVV41yKolW3ksyJqqh3kcvOc+eQMtZV1iBV5UtEYTkcDQoEYqUyAxgTPvrCH6ekFnJZalmfnKOQFWMwWBAIBwfUAn/Z/ilQuobq6Eo3VidVaTTyRYWneh9+TpZgwMTuSwG6vwGpvp7KmlguXXmd05i75ogCjro1MVohAGSaZ9CFIZTDr66mpaqHK1cK9wXFu3xpAKMiz7JnGbnXyYGwIm9HE5m09XL7ZTyIXIpZNMDM7QyGf5uD+Pays+FjzhlCrjagUOrp6+3j7t++SKxZY96/zzJFnqKipYC20Sp40s0tTDI/dRlEmR5Yr4+c/fIux++Mc+dJzeLxuPD43P/jx31FeZaO7ZxPnz/RTU1VLLBol4HNj0GkRImZ4aIqO9k7kZQZS2RhOlwFvcAGDwcCKe4XZqShWg4P62nKKAhEFEcwtTiEU5VldWcRssvPSl19hbHwKrUZD76ZOEokEWo2Onq5edDo1fT1d6PQqlBoZGl0ZSrWSoqBIMpUmtSojp0yTTYrYtb+KYr6IuCjn1EcX8bh9ZNI5Gpqr+eKXv8CP/+cvqe40sbLsRifX4fcFGR2cgLyQyvIabFYDkyPzJHMp9BY994bvkMwG6e5tYXklwhc+f4SR2WFy4SQGgYZMIsvAvSF2HNzP3gN7UarkBL3LnDh+HKFQwGNPHqTD2fdohPP+jU+OmnRWjOYcHncEmaiK2po61ryzPBg7R2dHE3q9DofTiNe/SiyWokyjZNW7gNloIB5MkwmI8C37uXnxPpH1Jfbs3c6az00kEWLZPUdLcz0U8+RECaJhH/l0Eae9CpelGae9mUJBw+HH/hSZ3IbJYMBki6DVKbBbKkjHbDidtYxNX2NkYAp5pBH3fBKFyEk+paC7s5uO1hayohjpXAC1Vk66EMJSoeLa7bOYrRo2bmwlk0xw+IlnqXFs5dL5cebmIjz9zFfJF4pUV9YikYrYsX0L+/dt53OH99LW2YjJpEGhhZGxOxSKcQ4/tY/ZuXHi7hh//b3/xLad3czMj3H3/jVWfLM8/fwhMrkIc7OLaLVWpqdn2dDUit+/TCiY5tKnn9FU30r/xUtkBEUaGiqwGHXMTI+zHorQ272NQkHMidNneOLgPoQiMWPj45w7c5zNve3ksylEyDAYrVgsNt5862fIylIM3L3K5UuXeTAwzsrKBAplGodDwZovy9mzV2lo6sJRUU1NTQuhUIpkRExf9wGu37pBhd2G3VzOwpQXkUTE9773N5SZFQRDXtYLXkwGA9P33LSUbyAaiNO3qY8b/fcI+sNojKA1qzl+/CyTS5MceGIbkaSfto2dHHj8cX76q19jWEgzPTDJ3sefYi7lwS+JsZ5f4cHUVaqrNNy6dpP2ziamJ+eRanM8tfUrj0Y4V+f7j5oNGrLpMFqVhcWFALPz48QTa5RXqBGJhSy5lykURSAoUltbxTt/+APtHS2YVeUsz/uxmJyEPD7272qnsrqa1bU1Kqur6L96BUOZkYamBuZm5vBFppFLC9y4cp10IoTBYKaxvoEz585htdoxme243fOcPv0m5Y4K3AsBREU7ErGEWCKIVKAgviymob4N97KHiqpKxqaHqGutRCYXodYoEYgFmCw6ItEQoZCPhfkFlBIVe7ceQCJUI8gZcNiqObD/EAKRgLIyKVq9hnAoRGjNi9PhQKoQMTE5zvDYEPl8BolIiFIuxb08j8vm5OvPvUr/5X5mZmfwrHkQSsBo1LGwNMeDByNIpArqG5pZX4+wsuqmrb2eNe8i0WgYp70apVLNomcBo1HD2TOfUltVweqyH6vFyVuvH8fmMtPZugGJREomncbv92I2q3A57MzNrBAKRFhZ8eJe8GC2a3DYzeTTEl786kucPv0RYkmGZCKIWKqnsbmNXF6MUCQmlUzT2dTLY/sOYzU6aW4zseYJolToUInUfPXVr6DQSBiZHCKWjpEvZEkn09TUVJBNZLhzZ5BCoYC53MbM4gwGswiby8pa0M/h5/ex6luks3sDwWAMuUTNoYOHqZaZ0OgNLATX6Nrci7XcjlCUQyYXsbrqp4gEREXauzpo6WpkW/0jMh7qnUu/PBrwzTE9OkMmXWDr9j5kijyzCxOk0uvkCnlc5RZGHyxis9tYXBvGateyvLxK3FfGu2+coKGiEaNKgc1oQqJUcez9j9i6YyddPX1I5QpqqmpJx3OE12fwLnuQikSc/HCCF148zOjoOA2N9ShUKox6G+MPRnjq6b0MDz5gYnQOl2kDMqUCqVyORmpCGJOxZ+8uVj1uamud3Lp3lR07t2I0mpicmiWSirO0NE8hnyOXy9HZ2kWVq4GNTb24pE2o1WbKy11oNAqMJg3ldgt6mYZcMcO7b73HwsIC1+9cQ6fXI5cpECGkorwCl9VBLpWltrya3//2Q8QSKVKZgubWVnz+ANF4nEw2z/KyhzyQTGdQa9RotGV4A8tIJEJ8AT9atQWNRkeWCHU1VUyOjrE4tcSTn3uOfBaeevZJGpvqsJos5PIFMukU2WyIXDbJ5MQY6aSUdCqHQqWlrtnC6P15tu/opqWpi4vnr/Pjv/17Zt0jpFIhLDYniUSONW8Ej9fL1NQkkryIsHedS+cusevAXkwmOypl2b9d7KZCnLt4GplaisagQa2So5QpGX8wTjKUp7u7A5lczmrAh0wrxx9ao6rWSldvBx8cv8Bjh7fjXlmgpqqRbX27OP7hGTwrq3jCIZYXl7h17SYLkzMolSq0ej1HvnSE0dFZ3v/oIk88t48/fHCOP37utUcjnPeu/PBoTY0C/5ycB8PDhBNThGPLZHJJ0hkROpOWgjBBPqtjYmYMW1WGZDaNy15Ldq2GQ9ufY212GZ97GglaRsZmePVbr5HKCDh27BSXP7vNlSt3GLuzxL3L86zOZGlu2MILXzyC0VRJIlFAJtdistpJRhNUlLvQKrWI8nJsJhfeQIj6uloEeR16lYlKs5a6Rgunz7/Hinea+YUFKmuqaW7pZHrSR3VTI2KJlLrqBg7uO8TKrI/t3Qd4742TnD5xnVjKS/+t48TTHgqCGHeGbjC3OEsxKyTkjhMNJfFE/Bw68HlkkjJEeTl/+NcT3L83zMdvX0enVDEzucidOw/QaPT09ewkmS0S8MeIRjK0NHfRu7UTuVqCVCZFJpMhEGZIZpKo1VpWPSHKtFqU6iT+FS/RYJxiUs6Hx06xvLRCOBGkrr4Si8mOz+f7P6Nh01RU2HE67NwfWEBVVkY6LaQoyCJWxOjr3oEUI6//028JxPwMDd1CAJhsMuRyHUazi7qGZiorrKRCPnRKBU6LCYW2HoVUjcGo41dv/CPB+CpbdvYSjIVIF7KIi0Wy6SzNta1EfXGamptYj0dRmNV43T4OPtWMVCFngWl2AAANRElEQVQiEA3Q2OZAqZKgVMm5fXGE0ZFpJAIVgQYVoVSC7bY2pi/e58iOZ3nvnVOMTHmY9adZW/NidBiRKMsYnRzjz7/8F4/Gk5t0TspHZ28TE4SQl2lZGpGQXrahjFsRJ3Lc6x+k/+QY21sPcOHtcTwPlEgTFuqcdWRFd/GnLxHIj+FNhvjowjXO3rrNWi6Dv5Dm7tQwd4aGMFgMrM6vUtdh5/Hnd/LiN77Itm1bWPHO0tzgIhaaI+WfIhC4jtt9mQcD95m4N0t7XQ8asZB02MP82BDVFS5qu7vwpmLkJDIiGRGPH36ZSERBMiLCF1ginUsiFUppqm9DXFDj9gR58dVXOX7mBAl9iKXQfRZ9UwTTcTzBOC2VnbRVbESWF9J7oAtMRYxGI8YyK2qJnmO/fp+vvPgELpcJpVHE+IwfpVHNa6/9Ea8c+SrXL/Zz+9xlbEo1hUSM937zNv/8/Z8zPjyFUqNFazER9KSJrxXRSx0kcwVCmTgGowuJQk0snSKeS7FtTzcBdxSjVsni7BTyLCws3+PUpx8TiIYQiI1kshZGp2YQy4sks26y2SgV9hoW5rwkknEOPr0Xg9VCTW0Hq6sFxFIJ/uAcydQMZ07+ipXFceZmVjl37hZeX4ZUfILp+eu8/NKLmF3lyORGchkpRpEel9SEXK2iZ2sf9qoK7s7eJSGNEyPI7YGb7P58MyqTC1GZAZlGw8TUEmptOadPDtPevQW92YrOrEYxKqSaKlbXo0wn1/nx8V+R0UZJ5fyEfRMsTa0yMjTEtf4L/OXRl/6fvtl/FzvO9aXTR1d9HnzLEVLJNCqZHqVCyYa2ZrxBN1XVVXi9ASoddQgFBQSyOA6HlUKhgF5jQ63WYLcZScTjxKMpnjryBDqLhmQ2gkBUZNfmLdhdFv7qe3/Bzt3baWxqYHD0HjcHr7EeCfHJqRPEYzGMeiO+gIc33niLxSkfCrmUNc8KCoUYqVzG0pIPnd5ATXUVo8NDzCzO4F7ycumzy7S2tdOzsZNw0ke2mKa9tYVMKsX05ASZRIYjR77I9t07UcjUmI0aEqkU7hUPaytrSHMi8qkcQV8ApU7DeiRCOp1h44Yu5BIFHV31rK4s0tnViV5vRa5Q8czhw4RCYX7+y19QzBcxGPTE4jHkZXJWPCs8/cxhUoUMrqpK5DIFzTUNWAwmyssreP+T44QjEYx6FcKiELVKT2tTIzdv3qSq3kltYw1jY9OsJwKYzDpqaswkkxlUSh1Li2totOp/Wy8WZezuHHqzkmxGgM3mYj0Y5cPjx6hvKCdXyGF1ylmPxJlbWESv13O5v58yiYHdm/azoa2D0xc+oP/KZXKZHLXNNdy6OUBnZzsTo+NsbNuI0WJmdHCc3775Hju7d1NfW8f9u/fZtWszIV8QrVmPzWojHI7Q27WZ+YVF0qkkZoMdu81FOplm4sEsdquZsNfL8uIMoVAEYUFBrBjDYrOQjBXYu38bocQqwZiHL2795qNxVPto8M2jYnEGKRIOHXiMz87eZHHKTU11He3tHfzTP7xNIpPEbjCzob0OoTyFzqQjUyiiMVopSkQk8kk272qje7MTe52ekxfep77RhVIuYmTiNlWVFsoQ8JvfHefvf/QDkrl1fMEpTGYVDruFRCzJxMg8tXUuujs6qKtqIBgIEvJGaWitIJvPk84JSKRTVFY4keng0KF9PPHE4zx++GlMRgNKrYylpWkkiFiYnIZ0kWw0g9ft519++FPuXLnL6K0JPO4lBBkpnuUAVpOTtC/NB299QE15LQ5XJZlkjpbaJswmB7/5xW8I+N2IJQKi0XUEQhl9m7eRKSaYnZ5DJBQTDATp77+C02WneWMTRWGewYH7dPb2sB6NMzo2iU6mIeAN88brb3Pw4NM4KyqprrKRimcQFAUM3h1EIBAgE6mobaghlysQT4QRCvMkUzFaWzfyP77/r9TUVPKNV17lJz95nZrqcnbs2cTitIfp2Rm6u3vp7OkgW/ATT4dAEqS63sXswjKFHDgcTpoaGjDpLZSptbzz7rusJ1ZAWKSuuZpPz19Gq9exc/seVGINb/z6bWKzWVLRNLs37eHixxeRpJRcOXeTb3716/zo6C/oPtiLe8mLUWfDbHCiVZjo7dxKJpkjm05z4/J1TGYVtbVOfvfLt9HpdaTzSQ49c4jyigrSqTxKuYLx2XsYbWriuQCv7P3uoxHOO9d+dtSoV1Buq+LqxXHKlGp2bdtDz+YuNrQ3Y7KYePrZL9CxoZmRkUEa26tYC/hY8Xo5e2oAT2gZ/7ofhaqISlngwdQYcwvzIBSyccNGNrS10LmxnQuXznDuQj/V9RYkSglNLeUgyBGNxKgqr+YLT77A0PBdKivLEaMgm8ny0e8/pW97MxqtBr3JiclsQiQpMjo+wAfHj3Hl2lWu9N8gm83R2FjHO+/8muHBQRxmGysLy/R19fLhm2eorCknGU/x0tdfQpDLM3x7nKJEyJ9860+RpAXcunyDq5fusvfQHqLRGA0b6vHPhXnzzTcpFFOsrweZmBxHrtISXo8iEENv9yb0OgNymQyDUc/N29fJCTIceuwgF85dorG1laJAiFyuwmVxoJKWcfnKTVa8AfICGB8fZmV5iZ3bdxGPxFhcXMJsNXLr7h3W1sJsaK0jnlynSI5zZz/D54uxdctmZAo5BqMaiVQCBQGD9+5jddjw+0NUVpUjkMRR60WYrArcqyvk80LyWVh1r9PZ0Qw5IX/7n/+RUDBEmVGAwahHp9dRXVPHzl27cdjL+f53/xt6i5GvffMljn94gunJGfbv2cvU1DQLk8tkhSk2dLXiz0RQKTQ01bWy7k/g94SQS5REIxF0eh37Du0hnQyj16tRKIRs2rQJo8WAoqyMHHDi2Ek2bmpFJMtTZpAwPxPmtWf+/NEI58LEsaMKhYDZiSUePBihs20LXV3dLC0uUlHtIp3Lsh5JcvNKP9W1Lj74+F0GBifp3NSFxqiju6+XytpKpqYGWXXP0LNpO4WiiMnJebo6+zBrrUzPTLHqXmb/43vwBtfYuacNrU5BNpujkC1g0lt5561jFEhz7949NnVv493ffcDiipsduzvwBgJcu3mXRDKBs9zCrbv9JBJR4vEYc2NrdPV2MDH+ALvDQIXTxcjAMB1tbdy5cZuTJz+lt2sj4XCYVCpNIrzO1Mw8i+5lvvPan9Hoqqe1oZkXvvQ88XQSpUKBy+HkwmcXUSmUzM1Ns3//TqLxCMH1BA6ni9C6n6tXbzA/M0tjUxOxeISDjx0EcZHp2Wlqq6uwOJxojQbC4QhWrRWr0Up3RzeL3jWW3asYjRJkEhnRSBRhUcLi4hIL40EoKnj51S9z7dolDAYd8/Oz1NU1kU7lsVqdVFVVIhQVuX//PjdvXieWiFBRWc3C/DJ9W/rov3mKmnozYnkOgVBCLgvRSByxoIDNamVlycPaugeZSkZDk4um5haqamqw2B0IhRIoCrHYrYiFUoQKAW0dGxBJBfgCa9hdFlQmKY1tjcQyCapbmqiuqCXgi2DS2HBYXLz703cxufRcuXqJkQeD1NU6yWZTdHV2kkwlCIRDiMRyzp//lNB6mO6+DlL5GBq9nKdf2Mcmy8FHI5y7/ktHRRQQZATMTq/x8guvcmDfQW7dukEw7GPHpp2EohGUChEXPjvP7oN7+PqrX2dieh6ZUovRZEYqF9HWXktRUOAnP/kNJkM1jx98HrnUwODQMHarg9sDt5hbvYXVoWVheYmL/VcRFRQM3BzCbDCjEIuYn5/hsYOPUVVeT2tTA1qNgLwoRTydYHxmjsXlRfRGOZcunyIWD5HNZnj62edpbmzkypWLGHUK8ukEIb+fA7v3IxFKqKms5ItfOMIfv/otcoUUJq0WV3U5L7zwAsFAgHKDjdF79/j9u+8gkAow2ywEQkF++79+z9Yd25ieHmFxaQ5nuR2FSsPrb7zBpYu3+c63X0Or0fHzn79BeN3HwL27zC3PgSjL2uoaZWo9Z8+fB4T84Ps/JpNI0tXRQ8emzXR29XDt+gXkUgWZZJrZqVV2797Mrv3b+PitzxhbmOJrr7yMe8WNTCbBYDDT09vLxYsXGRy6z8FD2xm+P8Rf/5e/YevWrdhslRz63JP0X7mMrCzLsePHaOmopJgX4FsL0dnWzdjwA86dvsbGjkY0Oi3KMjlrKz5C63Fu377DyVMX6O7uRSqSYdZb2NSzCW2DDl/CT06aJZEPEUz7aexu4MKtSwjLJPT27CSbKtBav5Gf/sOv+PXP3iAY9PH8C5/n9JkTdHQ3oCwTMDx8D7VWQ15UQCgVMTe3QLaQpXlDMyankT989CFHXnyabCHLduf/fa6aoFgs/n9Io6TkP5Z/F7+jS0oeNaVwSkoeQimckpKHUAqnpOQhlMIpKXkIpXBKSh5CKZySkodQCqek5CGUwikpeQilcEpKHkIpnJKSh1AKp6TkIZTCKSl5CKVwSkoeQimckpKHUAqnpOQhlMIpKXkIpXBKSh5CKZySkodQCqek5CGUwikpeQilcEpKHkIpnJKSh/C/ASoptySZG251AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = ImageDataBunch.from_folder(path, ds_tfms=get_transforms(), tfms=imagenet_norm, size=224)\n", "img,label = data.valid_ds[-1]\n", "img.show(title=data.classes[label])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(HBox(children=(IntProgress(value=0, max=1), HTML(value='0.00% [0/1 00:00<00:00]'))), HTML(value…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Total time: 03:24\n", "epoch train loss valid loss accuracy\n", "0 0.051807 0.019401 0.993000 (03:24)\n", "\n" ] } ], "source": [ "learn = ConvLearner(data, models.resnet34, metrics=accuracy)\n", "learn.fit_one_cycle(1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(HBox(children=(IntProgress(value=0, max=6), HTML(value='0.00% [0/6 00:00<00:00]'))), HTML(value…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Total time: 06:40\n", "epoch train loss valid loss accuracy\n", "0 0.045248 0.031617 0.986000 (01:05)\n", "1 0.031750 0.021102 0.992000 (01:06)\n", "2 0.016185 0.021817 0.993000 (01:06)\n", "3 0.015322 0.023137 0.991500 (01:07)\n", "4 0.009295 0.021500 0.994000 (01:07)\n", "5 0.008227 0.020382 0.994000 (01:07)\n", "\n" ] } ], "source": [ "learn.unfreeze()\n", "learn.fit_one_cycle(6, slice(1e-5,3e-4), pct_start=0.05)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, max=16), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, max=16), HTML(value='0.00% [0/16 00:00<00:00]')))" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(HBox(children=(IntProgress(value=0, max=8), HTML(value='0.00% [0/8 00:00<00:00]'))), HTML(value…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Total time: 00:33\n", "\n" ] }, { "data": { "text/plain": [ "tensor(0.9965)" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "accuracy(*learn.TTA())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## rn50" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(HBox(children=(IntProgress(value=0, max=6), HTML(value='0.00% [0/6 00:00<00:00]'))), HTML(value…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Total time: 09:24\n", "epoch train loss valid loss accuracy\n", "0 0.054099 0.024692 0.992500 (01:36)\n", "1 0.039004 0.025797 0.991500 (01:33)\n", "2 0.040528 0.021088 0.992000 (01:33)\n", "3 0.026295 0.022694 0.993000 (01:33)\n", "4 0.019064 0.016771 0.994000 (01:33)\n", "5 0.016541 0.015919 0.995500 (01:33)\n", "\n" ] } ], "source": [ "learn = ConvLearner(data, models.resnet50, metrics=accuracy)\n", "learn.fit_one_cycle(6)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(HBox(children=(IntProgress(value=0, max=6), HTML(value='0.00% [0/6 00:00<00:00]'))), HTML(value…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Total time: 12:42\n", "epoch train loss valid loss accuracy\n", "0 0.031718 0.019076 0.991000 (02:07)\n", "1 0.031773 0.025698 0.991000 (02:07)\n", "2 0.014313 0.032038 0.990500 (02:06)\n", "3 0.009425 0.024969 0.991500 (02:06)\n", "4 0.006091 0.016411 0.995500 (02:06)\n", "5 0.004848 0.016143 0.995500 (02:07)\n", "\n" ] } ], "source": [ "learn.unfreeze()\n", "learn.fit_one_cycle(6, slice(1e-5,3e-4), pct_start=0.05)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, max=16), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, max=16), HTML(value='0.00% [0/16 00:00<00:00]')))" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(HBox(children=(IntProgress(value=0, max=8), HTML(value='0.00% [0/8 00:00<00:00]'))), HTML(value…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Total time: 00:45\n", "\n" ] }, { "data": { "text/plain": [ "tensor(0.9965)" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "accuracy(*learn.TTA())" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" } }, "nbformat": 4, "nbformat_minor": 2 }