AI_Diplomacy/plotting.ipynb
2025-02-27 02:10:48 +00:00

148 lines
143 KiB
Text

{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# links\n",
"https://brotherbored.com/guest-post-is-the-diplomacy-map-unbalanced/\n",
"http://ukdp.diplomatic-pouch.com/pouch/Zine/F2007R/Burton/statistician3.htm\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"path = \"/data/oam_patel/AI_Diplomacy/results/20250227_004209/\""
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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mzZuMHDkyV9QLNMntn3zyCb///ju+vr655KRGjRrFkSNHGDduHL1796ZRo0akpaVx7949Dhw4wOHDh0skYb9evXp4e3uzbNkyEhISsLKyYu/evSXi/D169Ijhw4fz1ltvUbduXWQyGYcOHSI6OjrPaybyeiM6YyKvBePHj8fJyYmtW7fy888/o1QqqVGjBpMnT2bMmDGvVKn8RRYsWMD8+fNZtGgRCoWCSZMm5euMAXh5ebF7927WrVvHsWPH+N///odUKqV27dqMGTOGwYMHa9tOnjwZW1tbtmzZwqJFi7CysuL9999n6tSpOlN17dq1Y9asWWzYsIGvv/4aDw8PfvnlF7755puXPq+BAwdy+/Zt/P392bhxI05OTvj5+dG/f392797Nhg0bSE1NpVq1agwZMiRXsdT8GDduHHfv3mXNmjWkpKTQunVrvvjiC52yCy1btuTPP//k559/ZsuWLaSmpuLg4ICnpyf9+/d/6XOCin/9i4KHhwf16tUjODi40FWUOalTpw67du3SalP6+/tjbGyMh4cHq1atynd8Pz8/jI2NSUlJybM6v4mJCZs3b2b16tXs37+fgIAAzM3NcXFxYfLkyVhYWBTZRn1ZunQpn3/+OWvWrMHS0pK+ffvSsmVLRowYUazjVKtWje7du3P27Fl27dqFTCajdu3a/PDDD0Wuayfy+iARijMbWURERKSIBAYGMnToUH788UdtMVCRkqNXr15YWVnx22+/lbUpIiIiLyDmjImIiIhUcq5fv87t27fzraYvIiJStojTlCIiIiKVlHv37nHz5k3Wr1+Pg4NDqQp6i4iIFB0xMiYiIiJSSTlw4ACzZ89GqVSybNmyItdfExERKV3EnDERERERERERkTJEjIyJiIiIiIiIiJQhojMmIiIiIiIiIlKGvHbOmCAIJCcnF6u+oIiIiIiIiIjIy/LaOWMpKSk0bdo0T1kVEREREREREZHS5rVzxkREREREREREyhOiMyYiIiIiIiIiUoaIzpiIiIiIiIiISBkiOmMiIiIiIiIiImVImTtjz549Y/r06bRs2RJPT0969OjB9evXCzwmMDCQ3r174+HhQefOnfH39y8la0VEREREREREipcy1aZMSEjggw8+oGXLlqxduxYbGxtCQ0OxsrLK95iwsDDGjh3LgAEDWLp0KWfPnuXTTz/FwcGBdu3aFYtdgiCgVCpRqVTF0p+IiIjIyyCTyTAwMEAikZS1KSIiIiVImTpja9eupVq1aixatEi7rWbNmgUes23bNmrUqMGsWbMAqFOnDpcuXWLjxo3F4oxlZmYSGRlJamrqK/clIiIi8qqYmpri6OiIoaFhWZsiIiJSQpSpM3bkyBF8fX356KOPuHDhAlWrVmXgwIG8//77+R5z5coVWrdurbPN19eXr7/++pXtUavVhISEIJPJqF69OoaGhuITqYiISJkgCAKZmZlERUUREhJCvXr1kEoLzyyJTotm+P7hPEl+UgpWli1yqZzpzabzvlv+vxnFSeiNGI5uuUOHgW64etqXypgiJYMgCMw6OYvw5HA2dN2AoaxsH3bK1BkLCwvjjz/+YMSIEYwbN47r16+zYMEC5HI5vXv3zvOY6Oho7O11PwT29vYkJyeTnp6OsbHxS9uTmZmJWq2mZs2amJqavnQ/IiIiIsWBiYkJcrmc0NBQMjMzi/T9tvnWZkITQ0vBurJHqVayPGg5Per0wMTApETHEtQCp/9+QEp8Bmf+foCzhx1SqfiwXlG5+Owie0P2YiQzQqDsFXnK1BkTBAEPDw+mTp0KgLu7O/fv32fbtm35OmOlQVGePkVERERKA32+j5Iyk9h+dzsAi9otonnV5iVlVpkjIDDywEjCksLYeX8nAxsOLNHxHt2IIS5So9wS/yyVkKtR1GlSpUTHFCk51t9YD0Cvur0wkhmVsTVl7Iw5ODhQp04dnW21a9fmwIED+R5jb29PdHS0zrbo6GjMzc1fKSomIiIiUtHZcW8HyYpkalvVpptrN6SSyv1gOcx9GAsCF7Dp1ibed3sfA2nJ/aQFHdREG00sDUlLzOTygcfU9nYQU1kqIHdj73LqySmkEinD3IeVtTlAGZe28PHxISQkRGfbo0ePcHJyyvcYb29vzp07p7PtzJkzeHt7l4SJIiIiIhWCTFUmW25tAWB4o+GV3hED6Fm3J7bGtjxJfsK/of+W2DiRwQlEPkhAaiChx2QvZAZSnj9KJPJBfImNKVJy/HbzNwA6O3empmXBiwZLizL9tA4bNoyrV6/yyy+/EBoayu7du9m+fTsDB/4Xbv7uu++YMWOG9vWAAQMICwtjyZIlBAcHs3XrVvbt28fw4cPL4AxEygNDhgxh4cKFRW4fHh6Om5sbt2/fLkGrRERKlz0P9/A87TlVTKrQvXb3sjanVDA2MOaDBh8AsOHGBgShZHJ/sqNibi2r4VDTggZtHAG4fPBxiYwnUnJEJkeyL2QfACMajShja/6jTJ0xT09PVqxYwZ49e3jnnXf4+eefmTNnDu+++662TVRUFJGRkdrXNWvWZPXq1Zw5c4aePXuyYcMGFixYUGw1xl5n3NzcOHTokF7H7NmzBzc3NyZMmFBCVhXO8uXL+fjjj4vc3tHRkVOnTlGvXr0StEpEpPRQC2o23twIwGD3wWW+Mqw0GeA2ABMDE27H3uZc5LnCD9CTuKcphFzTpMY06VwLAO83a4IEQq/HEPMkudjHFCk5Nt/ejFJQ0rJaSxrZNyprc7SUac4YQMeOHenYsWO++xcvXpxrW8uWLQkICChBq0SKQnh4ON988w3NmjUrUzusra31ai+TyXBwcCgZY0REyoAT4Sd4mPAQc7k5fev3LWtzShVrY2v61OvD1ttb2XBjA62rty78ID248u9jEMDVyx6bamaaMauYUqeJA8GXo7jy72M6DXcv1jFFSoaEjAR23NsBwAiP8hMVg3Igh1QREASB1Exlqf7pG25PTk5m2rRpeHt74+vry8aNG3Wm7/z8/Fi5ciVTp07F29ubdu3asXXrVu3xfn5+AEycOBE3Nzft6/xQqVRMnz6dyZMn51moNyEhgRkzZtC8eXO8vLwYPXo0jx49KrDPwMBA3NzcOHnyJL169cLT05OhQ4cSExPD8ePHefvtt/Hx8WHatGmkpaVpj3txmtLPz49ffvmF2bNn06RJE9544w3+/PNP7X5xmlKksrHhxgYA3nd7HwtDizK2pvQZ6j4UmUTG2ciz3I4pvs91SkIGdwKfAtCki7POvuzX984/IzkuvdjGFCk5tt/dTpoyjfo29WlTvU1Zm6NDmUfGyjuCIND3l7NcCo0r1XGbOdvw17jWRV6ps3jxYoKCgli1ahV2dnb89NNP3Lx5kwYNGmjbrFu3jnHjxjF58mROnTrFwoULcXFxoW3btuzYsYPWrVuzaNEi2rVrh0wmK3C8lStXYmdnR79+/bh06VKu/bNmzSI0NJRVq1Zhbm7Ot99+y5gxY9izZw9yubzAvlesWMFnn32GiYkJU6ZMYcqUKRgaGvLdd9+RmprKxIkT2bx5M2PGjMm3jw0bNvDRRx8xbtw4Dhw4wJdffknz5s2pXbt2IVdSRKRiceX5FS4/v4xcKmdQw0FlbU6ZUN28Om+5vsWeh3vYcHMDS9ovKZZ+rx0JR60UcKxjhWMdXZm+qi6WONW35sm9eK4eDqNtXzHtoTyTocpgy23NApcRHiPK3SpYMTJWBMrXW5ab5ORkAgICmDFjBq1bt6Z+/fosWrQItVqt087Hx4cxY8bg6urKkCFD6Nq1Kxs3bgTA1tYWAEtLSxwcHLSv8+LixYvs2LGD+fPn57n/0aNHHDlyhAULFtCsWTMaNGjA0qVLefbsWZFy0qZMmULTpk1xd3enb9++nD9/ni+//BJ3d3eaNWtG165dCQwMLLCP9u3bM2jQIJydnfnwww+xsbEp9BgRkYpIdlSsR50eVDF9feteZSdjH3x0kPCk8FfuLzNNyY0TGhWDJl1q5dkmOzp282QEGamKVx5TpOTYFbyL2PRYHM0c6erStazNyYUYGSsEiUTCX+Nak6YoXdFwE7msyJ57eHg4CoUCT09P7TYLCwtcXV112r1Y/sPb25vffvst334jIiLo3v2/VVljx45l8ODBzJgxg/nz5+frsAUHB2NgYICXl5d2m42NDa6urgQHBwMwevRobUStevXq7NmzR9vWzc1N+387OztMTEx0pkLt7e25fv16vna/2IdEIsHe3p6YmJgCjxERqWg8THjI0bCjAAxrVD7qJZUVbrZutK3eltMRp9l0axNzWs55pf5unoogM02JTTVTXBrnLX1Uq5EtttXNiI1I4caJJzR9y+WVxhQpGVRqlbacxVD3ocilBc/OlAWiM1YEJBIJpoav36WqUqWKzkIJKysrwsLCePLkCePHj9duz47Aubu7s3///iL1vXDhQtLTNXkWBga61zbna4lEkmu/RCLJFfV7kbyOKall7yIiZcWmm5sQEOhYsyO1rcQp+BEeIzgdcZqd93cy3ms8NsY2L9WPSqnm6uEwALw710KSj+yRRCLBp0stDm28zdUj4Xh1qomBvOAUD5HS52jYUUITQ7E0tKRPvT5lbU6evH4eRiWkRo0ayOVyrl+/TvXq1QFISkri0aNHOisdr169qnPc1atXdRQQ5HI5KtV/EUADAwOcnXWTVk1MTNi9e7fOth9++IGUlBTmzp1LtWrVUKvVKJVKrl69io+PDwBxcXGEhIRQt25dAKpWrVoMZy4i8voSlRrFruBdAIz0GFnG1pQPWlRrgbudO7dibrHtzjbGe48v/KA8uHf+GSnxGZhZGeLWolqBbes2r8q5/z0kOS6Du+ee0qhd/kXLRUofQRC00kcDGgzAVF4+dafFnLFKgLm5Ob169WLJkiWcO3eO+/fvM3fuXCQSic5U5+XLl1m7di0hISFs3bqV/fv3M3ToUO1+Jycnzp49S1RUFAkJCXmOZWRkRP369XX+LC0tMTMzo379+hgaGuLi4kKnTp347LPPuHjxInfu3OGTTz6hatWqdOrUqcSvh4jI68CW21tQqBU0qdIE7yreZW1OuUAikWhLFvx+53fSlGmFHJEbQS0Q9K+mmKtnp5rI5AX/TMpkUrzf1OSUXTkUhlotRuDLExefXeR69HWMZEYMbFCy+qWvguiMVRJmzZqFt7c348aNY8SIEfj4+FCnTh2MjP4TQB0xYgQ3btygd+/erFq1ilmzZukUy505cyZnzpzhjTfeeGWh9kWLFtGoUSPGjRtH//79EQSBNWvWFLqSUkREpHCSM5O1guDlqYp4eeDNWm9Sw7wG8RnxBDwI0Pv40CxBcENjWZGjXA3bOmJkakD8s1QeXY0u/ACRUiN7gUuvur2wM7ErY2vyRyK8Zok0ycnJNG3alEuXLmFubq6zLz09nZCQEFxdXSu86Hhqairt27dn5syZ9OvXDz8/P4YOHSrKRomIVDDy+l7aeGMj3136DlcrVwJ6BrwWOpT6sO3ONhYGLsTJ3Il/ev+jl4C4/9JLRD5IoEmXWrTpU7fIx537XzCX9oVS1dWS92Y0LXelE15H7sXd471d7yGVSNndaze1LPNeFVseED/BlYRbt27xzz//8PjxY27evMn06dMBxGlBEZFKhkKlYPOtzYAmKiY6YrnpWbcnNkY2PEl+wqHQoku8PX2YJQguk+Dlp5+AtGfHmsgMpDwLSSTyQd5pHiKlS/YKyjdrvVmuHTEQnbFKxfr16+nZsycjRowgLS2NrVu3FlgvTEREpOKxJ+T1EwTXFxMDEz5oqBEQX39jfZFXUgdlCX+7tayGmbVRIa11MbU0pEHraln9hOp1rEjx8zTlKXsf7gXKn/RRXoirKSsJ7u7u+Pv757v/yJEjpWiNiIhISaAW1Gy8sRF4/QTB9eUDtw/YcGMDt2NvE/g0kFaOrQpsH/c0hYdXowBNOYuXwfvNWtw8FcGj6zHERCRjV9288INESoTNtzSC4C2qtcDD3qOszSkUMTImIiIiUkE4GX6S4ITg11IQXF+yBcQB1l9fX2j7K4fCQAAXT3tsHc1ebsyqptTxdtD0l7UiU6T0Kc+C4PkhOmMiIiIiFYTsekn93Pq9loLg+jLEfUiRBMRTEjK4cy4SAJ98pI+KinfW8aKAeNnx172/SFWmUs+mHm2rty1rc4qE6IyJiIiIVABux9zm8vPLGEgNGNxwcFmbUyFwMnfS6hBuuLkh33bXjmoEwavVtsKxrvUrjVnN1Yrq9axRqwRtFX+R0iNDlcGWW1mC4I3KnyB4fojOmIiIiEgFYOeDnQD0qP16C4LrS/Y0VX4C4pnpSm4cL1gQXF+y+xEFxEuf3cG7iUmPoZpZNd5yfauszSkyojMmIiIiUs5RqpWcizgHwPBGw8vWmApGA9sGtKneBpWg0pYEycnNk/8Jgrt65i0Iri/OHnbYVjdDkaHixoknxdKnSOGo1Co23twIlF9B8PwQnTERERGRck6yIhmAN2q+QW1rURBcX7KjY/73/YlLj9NuL6oguL5kC4gDXDsSjlKhKuQIkeIgpyD4e/XeK2tz9EJ0xkReCT8/PzZu3Fjk9oGBgbi5uZGYmFhyRumBIAh89tlntGjRAjc3N27fvs2QIUNYuHBhsfQfHh6u7VdE5GVQqBSkKTQai6Ig+MvRslpLGto2JF2Vzra727Tb71/QCIKbFkEQXF/qNq+KuY0RqYmZ3At8Vqx9i+QmpyB4f7f+5VYQPD9EZ0zkldixYwf9+/cvcvsmTZpw6tQpLCzyXwl28OBBRowYQatWrfDx8aF///6cPHmy0L7v3LnDwIEDady4MR06dGDt2rWFHnPixAl27tzJL7/8wqlTp6hXr16Rz0VEpDRIyEhAQKCBbQOaVGlS1uZUSCQSidaR/eP2H6Qp03QEwb38ChcE1xeZTIpXJ00V/6B/HyOIAuIlyqVnl7gefR1DqSGDGg4qa3P0RnTGRF4JW1tbTExMitze0NAQBweHAle4XLhwgTZt2rBmzRr8/f1p2bIl48eP59atW/kek5yczKhRo6hevTr+/v7MmDGDFStW8OeffxZoT1hYGA4ODvj4+ODg4ICBgVgHWaT8oFKrSMjQSOtk18wSeTnedH4TJ3Mn4jLi+N+D/xF6M4bYiBTkxjIatS+aILi+uPtW1wqIh1wTBcRLkuzVsuVdEDw/ytQZW758OW5ubjp/b72V/+oHf3//XO0bN25c8oYKAmSmlO6fnvrtycnJTJs2DW9vb3x9fdm4caPOdFtmZibffPMN7dq1w9vbm379+hEYGKg93t/fn2bNmnH06FG6du2Kl5cXH330EWlpaezcuRM/Pz+aN2/OggULUKn+y394cZrSzc2Nv/76i4kTJ+Ll5UWXLl04fPiwdn9Rpinnzp3Lhx9+iKenJy4uLkydOhVnZ+cCVQR27dqFQqHg66+/pl69enTv3p0hQ4awYUP+y9lnzZrF/PnziYiIwM3NDT8/vzzbBQQE0KdPH5o0aULbtm2ZNm0aMTEx2v0JCQlMmzaNVq1a4enpSZcuXfj77791+ggLC2PIkCF4eXnx7rvvEhQUlK9dIiLZxGXEoUaNgdSAFo4tytqcCo2B1IBhjYYBsPHmRi4f0EgWebRzwsikZB7CDI0N8Mhy9C4fCC2yLJOIftyPu8+J8BNIkGjf44pGmYcB6tWrp/ODKZPJCmxvbm7O/v37ta9LvIaIIMD6rhAWWHjb4qRmKxi5H4p4fosXLyYoKIhVq1ZhZ2fHTz/9xM2bN2nQoAEA8+bN48GDB3z//fdUqVKFf//9l9GjR7N7925cXFwASE9PZ/PmzXz//fekpKQwadIkJk2ahIWFBWvWrCEsLIzJkyfj4+NDt27d8rVlxYoVfPLJJ8yYMYPNmzczffp0jh49irW19UtdCrVaTUpKSoHHX7lyhWbNmmFo+J88jK+vL2vXriUhIQErK6tcx8ydO5eaNWuyfft2duzYke+9p1Qq+fjjj6lduzYxMTEsXryYWbNmaadBf/zxR4KDg1m7di02NjY8fvyY9HTdYo/ff/89M2fOxNnZme+//55p06Zx8OBBMRInki9qQU1MmsbpN5ebi4LgxUCvur1YdWUVikgDrSC4p56C4PrSuGMNrhwK0wiIBydQ/RXrmInkJnsF5ZvO5V8QPD/K/JdAJpPh4OBQ5PYSiUSv9sVD+S4al5ycTEBAAEuXLqV169YALFq0iHbt2gEQERGBv78/R48epWrVqgCMGjWKkydP4u/vz9SpUwFQKBR8+eWX1KqluZm7du3Krl27OH36NGZmZtStW5eWLVty7ty5Ap2x3r1788477wAwdepUNm/ezLVr12jfvv1Lnd+6detITU3l7bffzrdNdHQ0NWrU0Nlmb2+v3ZeXM2ZhYYGZmVmh92Dfvv/JztSsWZO5c+fSt29fUlJSMDMzIyIigoYNG2qjtC/aATBy5EjeeOMNAD766CO6d+9OaGgoderUyf/ERV5rEjMSUaqVGEgMkBkU/JAqUjSyBcQf/Kl5WKrfQpNkX5KYWRnh1roat05GEHTwseiMFTM5BcEr8gKXMnfGQkND8fX1xcjICG9vb6ZNm0b16tXzbZ+amkrHjh1Rq9W4u7szderUkk26lkg0ESpFasmNkRdy0yJHxcLDw1EoFHh6emq3WVhY4OrqCsC9e/dQqVS5poAzMzN1ok0mJiZaRww0zoyTkxNmZmY622JjYwu0x83NTft/U1NTzM3N8z2mSZP/EpJ79OjBvHnzdPbv3r2blStX8vPPP2Nn9/J5ABcvXuTDDz/Uvv7qq6949913i3TsjRs3WLFiBXfu3CEhIUE71RAZGUndunX54IMP+Oijj7h16xZt27blzTffxMfHR6ePnNck2/GLjY0VnTGRPBEEgeh0TY6RtbE18ZL4sjWoEtHdpje7Ym8AIG0SXypjNnmzFrdORfDoWrQoIF7MbLm1BaWgpHm15hVCEDw/ytQZ8/T0ZNGiRbi6uhIVFcXKlSsZNGgQu3fvxtw8983q6urK119/jZubG0lJSaxfv54BAwawZ88eqlUr3mXJOkgkYPhywrHlgdTUVGQyGX///XeuqThT0/+W/744ZSaRSPLcplarCxxPLtcttFfQMQEBAdr/v/ie79mzh08//ZQff/yRNm3aFDimvb090dG6CbLZr7OdypxjFdWxS01NZdSoUfj6+rJ06VJsbGyIjIxk1KhRKBSaytodOnTg6NGjHD9+nNOnTzN8+HAGDRrEzJkztf3kvCbZU+uFXUeR15dkRTIZygykEimWhpbEE1/WJlUagk/GI0HKI5vrXHt2i44U/N1SHFhXNaW2twMPg6K48u9jOg1zL/ExXwcSMxP5695fgEb6qCJTps5Yhw4dtP9v0KABXl5edOzYkX379tGvX79c7Zs0aaITSWnSpAndunVj27ZtTJkypTRMLpfUqFEDuVzO9evXtVHFpKQkHj16RLNmzWjYsCEqlYrY2FiaNWtWxtbq4uzsnOf2f/75hzlz5rBs2TLt9F5BeHt788MPP6BQKLSOz5kzZ3B1ddVOUeY3VkE8fPiQ+Ph4pk+fjqOjI6CJlL2Ira0tvXv3pnfv3mzbto0lS5boOGMiIvoQnaZ5kLAxtkEmFacoi4uUhAzunn0KwDWnY0REPOBO7B0a2DYo8bGbdKnFw6Ao7p1/Rst3a2NuY1ziY1Z2tt/dTqoylbrWdfF18i1rc16JcpURamlpiYuLC48fPy5Se7lcTsOGDYvcvrJibm5Or169WLJkCefOneP+/fvMnTsXiUSCRCLB1dWVHj16MGPGDA4ePEhYWBjXrl1j9erVHDt2rKzNz8Xu3buZOXMmM2fOxMvLi6ioKKKiokhKStK22bJlC8OG/bdqpkePHsjlcubOncv9+/fZu3cvmzZtYsSIV3taql69OnK5nM2bNxMWFsbhw4f5+eefddr8+OOPHDp0iNDQUO7fv8+xY8fE6UeRlyZVkUqqIhWJRIKdccVbol+euXY0HJVSTbXaVnh5atJbNtzIf8V1caIjIH4kt0amiH7kFAQf6TGywgiC50e5csZSUlK0dZ+Kgkql4t69e2WQ0F/+mDVrFt7e3owbN44RI0bg4+NDnTp1MDLSJKcuWrSIXr16sXjxYt5++20mTJjA9evXtdGe8sT27dtRKpXMmzcPX19f7V/OqvhxcXGEhYVpX1tYWLBu3TrCw8Pp06cPixcvZsKECXoVpM0LW1tbFi9ezP79++nWrRtr167NFfGSy+UsW7aMd999l8GDByOVSlm2bNkrjSvy+pIdFbMyskIuqzjaeuWdFwXBs6e1Djw6wJPk0tGP/E9A/IkoIP6KVFRB8PyQCGVY+OSbb76hY8eOVK9enefPn7N8+XJu377N3r17sbW1ZcaMGVStWpVp06YBmpIJ3t7eODs7k5iYyLp16zh06BD+/v7UrVu3SGMmJyfTtGlTLl26lCtHKT09nZCQEFxdXTE2rtgh5NTUVNq3b8/MmTPznPIVEREpf2QoM3gQ/wCAOtZ1MDYwrlTfS2XJlUOPOb3jAdZVTRn4RUskUgljDo7hbORZBjUcxKwWs0rcBkEQ2Db/PLERKbTuXQefrvqnTohoiiH3+l8vHiU+4pNmnzC00dCyNumVKdOcsadPnzJ16lTi4+OxtbWladOmbN++HVtbW0CzWk0q/S94l5iYyGeffUZUVBRWVlY0atSIbdu2FdkRq8zcunWLhw8f4unpSVJSEitXrgSgU6dOZWyZiIhIUYlJ19QVszC0wNhAdLyKi5yC4E26/CcIPsJjBGcjz+J/359xnuOwNrYuUTskEglNutTi8MbbXD0cViIyTK8Dx8KO8SjxERaGFrxXv2IJgudHmTpj33//fYH7N2/erPN6zpw5zJkzpyRNqtCsX7+ekJAQ5HI5jRo1YuvWrVrHVkREpHyjUCuIz4gHqJByLuWZ+xefkRyXgamlriB4K8dWNLRtyO3Y2/xx9w/Ge40vcVvqNatK4P8ekhyXwd3zT3Fvm38pJ5Hc5BQEH+A2ADN5xa10kBO9XfKbN29y9+5d7etDhw4xYcIEli1bRmZmZrEaJ1J03N3d8ff3JygoiPPnz7Nhwwad2lYiIiLlm9i0WARBwERugqmBaeEHiBQJQRAIOpglCN5JNxIlkUgY4aHJHcsWEC9pZAY5BMQPigLi+nL5+WWuRV/DUGrIwIYDy9qcYkNvZ+zzzz/n0aNHgEZvb+rUqZiYmLB//36+/fbb4rZPREREpNKjUquITdcURrY3tq/wK8PKE6E3cgiCt8sdhers3FlHQLw0cPetjqGJKCD+MmSvfu1Ztyf2JvZlbE3xobcz9ujRIxo2bAjAvn37aN68Od999x2LFi3i4MGDxW6giIiISGUnLiMOtaDGUGaIhaFFWZtTqciOijVq54SRae7VqTkFxH+7+RtKtbLEbTI0NsCjgyggri8P4h5wPPx4hRYEzw+9nTFBELSVw8+ePavVG3R0dCQuLq54rRMRERGp5OQUBLc3EaNixcnTkAQi7scjlUnw8sutGZtNr7q9sDayJjw5nEOPD5WKbZ4dayA1kGgFxEUKJ6cguLNl5VqJqrcz5uHhwapVqwgICODChQva6ujh4eFaYWYRERERkaKhFQSXGmBllFvQXuTluZIVFdMIgue/OtXEwISBDTT5RxtubCiVSJWZlRENWmnqPGZH70Ty52nKU/aE7AFgeKPhZWtMCaC3MzZnzhxu3brF/PnzGTdunFZi5sCBAzpSRSIiIiIiBZNTENzW2BapRCxzUFzEP0sl+EoUAE06Fx5FGdBgAMYyY27F3OL80/MlbR4ATTrXAgk8uhZNbERKqYxZUdlyawtKtZJmVZvh6eBZ1uYUO3qXtmjQoAG7d+/OtX3GjBm5RKhFRERERPInpyC4rbFYhqY4CTr0GARw8bTHtnrh5Q9sjG3oXa83f9z5gw03NtDSsWWJ25hTQDzo0GM6DW1Y4mNWRHQEwT0qtiB4fuj9GNapU6c8c8MyMjLo2rVrsRglUnEJDw/Hzc2N27dvF/mY5cuX07NnzxK0SkSkfCIKgpcMOQXBsyWIisJQ96FIJVJOR5zmTuydkjJPh2z77gU+JTkuo1TGrGjkFARv59SurM0pEfR2xp48eaJN4M9JZmYmz549KxajRIqXuLg4Ro0aha+vLx4eHnTo0IF58+aRnJxc7GM5Ojpy6tQp6tWrV+RjRo4cycaNG4vdFhGR8owoCF5yXNcKglviWKfoeXg1LGrQ1VkTVCgLAfFrR8IKP+A1I0OVwdbbWwFNVKyyLnAp8jTl4cOHtf8/efIkFhb/Lb9Wq9WcPXsWJyen4rVOpFiQSqV06tSJKVOmYGtry+PHj/nqq69ISEjgu+++K9axZDKZ3sLtZmZmmJlVjirKIiJFJXsFpZWhKAhenGSmK7lxIlsQ3FnvH+/hHsPZ92gfBx4d4COfj3AyL/nftSZdahFxP54bJ5/QtJsLRiZlKo5Trvgn+B+i06KpalqVt13eLmtzSowiv+MTJ04ENBWLZ83SFVQ1MDDAyckp1/bKgiAIpVKZOScmBiZ6fYlkZmayZMkS9uzZQ3JyMh4eHsyePRtPT0+srKwYOPC/SsVOTk4MHDiQdevWFdjnrFmzSExMxNPTk02bNpGZmcnw4cMZN24c3333HX///TfGxsZ8/PHHvPeeRh8sPDycTp06ERAQQMOGDQkMDGTo0KFs3LiRb7/9luDgYBo2bMjXX39N7dq1Ac005aFDh/jf/0qn4KKISFmTocwgMTMREKWPiptbpyLISFViXdUUV0/9V/i727nTyrEV5yLPsfnW5lIREHduZIdtdTNiI1K4eeKJKCCehVpQa8tZDHEfUqkfWorsjN25o5k/9/PzY8eOHa+N5qEgCAzdN5QrUVdKddwmVZrw21u/FdkhW7JkCQcOHGDx4sU4OTnx66+/Mnr0aA4ePIi1tbVO22fPnvHvv//SvHnzQvs9d+4c1apVY8uWLVy+fJm5c+cSFBRE8+bN2b59O3v37uWLL76gbdu2VKtWLd9+vv/+e2bNmoWtrS1ffPEFc+bMYdu2bUU6NxGRyoYoCF4yqFQ5BME7/ycIri8jPEZwLvJc6QmISyU06VyLw7/d5uoRUUA8m6NhRzWC4HIL+tbvW9bmlCh6v9tHjhx5bRyxbMr7HHVqairbtm1jxowZdOjQgbp16zJ//nyMjIzYsWOHtt3UqVPx8vKiffv2mJmZsXDhwkL7tra25tNPP6V27dr07dsXV1dX0tPTGTduHC4uLowdOxa5XM6lS5cK7Of//u//aNGiBXXr1mXMmDEEBQWRkSEmq4q8foiC4CXHgwv/CYLXb1n1pftp7diaBrYNSFOmse1u6Tw01mteFTNrI1ITMrl7/mmpjFmeySkI3r9B/0ojCJ4fRYqMbdq0if79+2NkZMSmTZsKbDt06NBiMay8IJFI+O2t38r1NOXjx49RKBT4+Phot8nlcjw9PQkODtZumz17NhMnTuTRo0csW7aMRYsW8eWXXxIREUH37t217caOHcu4ceMAqFu3LlLpfz67vb29TnK+TCbD2tqamJiYAm3MKVqenVMWExND9eq5teJERCozoiB4ySAIApeziqd6+tXAQP7yq1MlEgkjGo1g5smZ/H77d4Y3Gl7iEcxsAfEzfz8g6OBjGrZ2fOnIXmUg6HkQ16I0guCDGg4qa3NKnCI5Yxs3bqRHjx4YGRkVuOpNIpFUOmcMNOdlKq/4X5oODg44ODhQp04drKysGDRoEBMmTKBKlSoEBARo21lZ/bf6yMBA9xaRSCR5bstrhW1Och6T7WQWdoyISGVDFAQvOR7fjNUKgnu0f/Wk+y4uXfgp6CeeJD/hfw/+R/8G/YvByoJp5Fudi3sfaQXEa3vrtxiqMpG9mvXduu9WKkHw/CiSM3bkyJE8/y9SPqhVqxZyuZzLly9rV7QqFAquX7/OsGF5i6lmy31kZmZiYGCgVVIQEREpOURB8JLj8oFQIH9BcH0xkBow1H0oi84vYuPNjfSt37fEa8EZmmgExC/vDyXo4OPX1hl7EPeAY+HHNILg7pVLEDw/xAzBSoCpqSkffPABS5Ys4cSJEzx48IDPPvuM9PR0+vbty/Hjx/n777+5d+8e4eHhHDt2jC+++AIfHx9q1MhfPFdERKT4EAXBS46iCoLrS04B8X8f/1ts/RZEtoD404cJRD6IL5UxyxvZKyg71eqEi5VLmdpSWuhdzESlUuHv78+5c+eIiYnJNdVUWE6ZSMkwffp0BEFgxowZpKSk4OHhwa+//oqVlRVGRkb89ddfLFq0iMzMTBwdHencuTNjxowpa7NFRF4bREHwkqOoguD6Yio35YMGH7Dq6io23NhAV+euJe5EZwuI3zoVweWDj+le17pExytv5BQEr6zSR3khEfSUp583bx47d+6kQ4cOODg45Lox58yZU6wGFjfJyck0bdqUS5cuYW5urrMvPT2dkJAQXF1dMTYWl5uLiIgUD4IgEJwQTIYygyqmVXAwLfr0k/i9VDDxz1LZ+uU5EGDA5y2wq25e+EF6EJseS9cdXUlXpfNrl19LRbMy7mkKv38VCAJ88EVLbB0r90rCnHx38Ts23txI06pN2fjWxrI2p9TQOzK2Z88efvjhBzp06FAS9oiIiIhUOkRB8JLjSrYgeGO7YnfEAGyNbelVtxfb7m4rNQFxm2pm1PZy4OGVKK78+xi/10RAPKcg+EiPkWVsTemid86YXC6nVq2iC68WxPLly3Fzc9P5e+uttwo8Zt++fbz11ls0btyYHj16cPz48WKxRURERKSkEAXBS4bUxEzuaAXBS24R0tBG/wmI3429W2Lj5CRbQPxu4FNS4l+Pmox/3f2LFEUKda3r4uvkW9bmlCp6O2MjR45k06ZN6Dm7mS/16tXj1KlT2r/ff/8937aXL19m2rRp9O3bl4CAADp16sTEiRO5d+9esdgiIiIiUtxoBcERBcGLm2tHw1Ap1VR1tcSxbsnl4dW0qEkX5y4AbLhZSgLita1wrGuFWiVoVQUqM5mqTLbc3gLA8EbDkUper/WFek9TXrp0icDAQE6cOEG9evVy1ZxasWKFXv3pIyy9adMm2rVrx+jRowGYMmUKZ86cYcuWLcybN0+vcUUqHoJajTolBcT6ZMVOhlJFSoairM0oFWQSCdJSXMmYrkrHVGKCkZEZqnRQod91zshQoMhQ8ehGNDKKVrJBEpOGNFX5MuZWKJ6fisAA8HkJQXB9Ge4xnP2P9rPv4T5MlA2RSw1LdDwAg+qGmD2w4fLRRxyzvAiGxRMEKY+Ep94jOi2aKqZV6ObarVTGTAxNJDMxE/vGZV/HTG9nzNLSks6dOxebAaGhofj6+mJkZIS3tzfTpk3Ltyr7lStXGD58uM42X19fDh06VGz2iJRfVLGxKJ6KMiElQappNQSZSVmbUSqUtosixQgzAAUkJuuv5KFQZpKerODC7gekJxT+IGIrk9DOQu+v9gqJj1zCc1tDXLxK/se0kV0jqhk25mnmdXY8Xlri4wEgSHjfZCa2aY7cvnCOK06HS2fcMqR9lfdKRRA8MzmT5z9fRY6A+ZyWGFsZlfiYBaH3J3bRokXFNrinpyeLFi3C1dWVqKgoVq5cyaBBg9i9e3eulY4A0dHR2Nvrfujs7OyIjo4uNptEyi+q5GQAJEZGSGSvx49NaZCBDLXMEAQBiZBZ1uZUOqQCmmtrZITEQP/7VpBKkcmlVHGxQJlaePSnXkI6ZKpIl0rIlFXuWmaWCjVVBAF1bDpS+5J9mEhIUxAZ3AWVTQbmJkKpRVdvO96i7UNHPCM78aDqE9TSyjkzkKlUk5Zmwb3gxlAK6wMf+T/AVAJpSJCblbzzVxhl+ouWc0VmgwYN8PLyomPHjuzbt49+/fqVoWUi5Q1BEBBSUwEwrFEDqcnrEcUpDWLCYzBQQZo8E2enyl3xOzFNwaOYFGQSCQ0cLZBJSz4vRRkbiyIiAolSjlG9ekj0HDM9XUZssiGdR7gVWtpC8SyFZ99fBgk4/58PcoeKL+NWENEbbpB+N46kU0+w6VW3RMf6PfAxyckO1Df7iP3j2yMtJd1IlVLN5k/PQjysa/Aj7m0rp57v45hU3lh6lNNCIrciEnGvblliY6kyVUhuaQowCw3tkBmUfX5akS1o3rw5LVq0yPXn5+fHqFGjOH369CsbY2lpiYuLC48fP85zv729fa4oWExMTK5omUjlQ0hPR1CrkUilSMRaS8VGUkoKBio5AoBR2YbpSwMLYwOMDGSoBIHYlNKJAsqsrZEYGCAoFKgSE0t0rKQTTwAwcber9I4YgEUHTbX9lIvPUCWX3PuZoVSx/nQIAGPa1yk1Rwz+ExAHuPLvYwR15cwbq2VnSrfGjgCsORFcomOF7gnBBMgUwOW9knXii0qRI2P5FXNNTEzk5s2bjB07lp9++gk/P7+XNiYlJYWwsLB8E/q9vb05d+6cTt7YmTNn8Pb2fukxRSoG6qyomMTUVJSRKUaSE9KRISdDloGZcck9iZYXJBIJDhZGhMelEp2ciZ25UYlPN0mkUmS2tiifP0cVHY3MyqpE7mFlQgapV54DYN7h9ZA5M3S1Ql7TAkVYEslnIrDq4lIi4wQEPSEqKYNqlsa861X6kalsAfG4p6k8uh6Nq1fljGCPbV+Hf65FsvtaJNO7ulHDpvgfKNRqNZkXnmIIpDtbYmhe8gsxikKRnbHevXsXuL9hw4asWbNGL2fsm2++oWPHjlSvXp3nz5+zfPlypFIp77zzDgAzZsygatWqTJs2DYChQ4cyZMgQ1q9fT4cOHdi7dy83btwQV1IWQHh4OJ06dSIgIICGDUu2cKCfnx9Dhw7NtciiOMh2xqQmlf9pv7RIS09HptDkSiRLJDgYvh71r6xN5TxLlKJQqYlPVWBrVgqr4mxtUUZHo05PR52cjMyi+EXCk08/AZWAoaslRrUqv2MNGufaon0NYrfeJvlsJBYdaiI1Kt77WK0WWH3iIQCjfF0xLIMpLUMTAzzaO3H5gEZAvLI6Y41rWNG2rh2nH8Sw7lQIX/RoVOxjRBwPx1wtoBIEnPuWj6gYFKNQ+BtvvMHDhw/1Oubp06dMnTqVt956iylTpmBtbc327duxtdVUqI6MjCQqKkrb3sfHh6VLl/Lnn3/Ss2dPDhw4wMqVK6lfv35xnYZIGXPw4EH69OlDs2bN8Pb2pmfPngQEBPznjJnl7YwNGTIkVwHhzz//vDRNLzGGDBnCwoULC20XGBjI+PHj8fX11V67Xbt25WqXXTi5RfPmDBszgBMXjqFGjrFchkKh4Ntvv6VHjx54e3vj6+vLjBkzePbsWZ5jZmZm0rNnT9zc3Lh9+7Z2e0ZGBrNmzaJHjx64u7szYcKEfG3u3bs3Hh4edO7cGX9/f539q1ev5r333qNJkya0bt2aCRMm6HzPxMfHM3/+fLp27YqnpydvvPEGCxYsICkpKd/rJJVIsM96Go5Kyii2mokFITEwwMDGBgBlCSw4UqcpSQnUrDS26FCz2Psvz5g0ssPAzhghTUnKxeJfbX3o9jMeRqVgYWzAgBZld209/TQC4pHBlVtAfGz7OgBsOx9GXAmkEiQeCwcg2cEUsyrlR2aq2BL4MzMzkcv1W5Hw/fffF7h/8+bNuba9/fbbvP3223qNI1JxsLKyYvz48dSuXRu5XM7Ro0eZM2cOFrNn06ZJkwIT999//30++ugj7WuT1yzJPygoCDc3Nz788EPs7e05evQoM2fOxMLCgo4dOwL/FU7++OOP8XZvyeEjB/jii9ksX78VDydv0tPTuXXrFuPHj6dBgwYkJiaycOFCxo8fn8tRAliyZAlVqlThzp07OttVKhVGRkYMGTKEAwcO5GlvWFgYY8eOZcCAASxdupSzZ8/y6aef4uDgQLt27QA4f/48gwYNonHjxqhUKpYtW8aoUaPYs2cPpqamPH/+nOfPnzNz5kzq1q3LkydP+PLLL3n+/Dk//fRTvtfK1syQ54kZZChVJKUrsTQp+dVUMjs7lLGxqFNSUKemITUtvvszOTASIUOFQVVTjOvbFFu/FQGJVIJ5+xrE73xA8sknmLdyRCIrvuhVdlRsSCtnLIzLbtWdmZURDVpW49bpSIL+fYxjJRUQb1fPHndHS25FJrLlXCiTO9Urtr6fX3mOZYYKQRBwKuEFH/pSbM7Yjh07aNCgQXF1V64QBAEhTf/6QK+CxMREr7wStVrNunXr2L59O5GRkdjb29O/f3969Oih006lUvHZZ59x7tw5oqOjcXR0ZODAgQwbNkzbZsiQITRo0IC5c+dqt02YMAFLS0sWL14MaBZOzJ07lzNnzmBvb8+UKVNy2ZSYmMg333zD4cOHyczMxMPDgzlz5hR4n7Rsqav7NmzYMHb+/TdBd+7g27o1Eln+UxDGxsZFLiAM8OTJE+bPn8+lS5dQKBQ4OTkxY8YM7Srf8+fPs2TJEu7cuYO1tTW9evViypQp2kLH2dE4Q0NDduzYgVwuZ8CAAUyePFk7hpubGwsWLODYsWOcOnWKqlWrMnPmTDp16qRtc+/ePZYsWcKlS5cwMTGhbdu2zJ49G1tbW2bNmsX58+c5f/48mzZtAuDw4cPUqJE7J2jcuHG5rt3p06c5ePCg1hnLLpzcq08/JKkGDB85mjNBgewL+Au/lt5YWFiwYYNuhfHPPvuMfv36ERERoVMD8Pjx45w+fZrly5dz4sQJnWNMTU356quvAI0DmJhH4vq2bduoUaMGs2bNAqBOnTpcunSJjRs3ap2xdevW6RyzePFiWrduzc2bN2nevDn169dn+fLl2v21atViypQpfPLJJyiVylxFqbORSaXYmhsSlZRBVFJGqThjUkNDZFZWqOLjUcZEY2haPFEWQanWTFECFu1rICnF5PLygplPVRL/DUUVn0HatWhMm1Qpln4vPorlUmgchjIpw9u6FEufr4J351rcOhNJyNVo4p6mYFOt/ER2iguJRMLYDrX5eNsVNp55xIfta2MsL56p56g9IVgBiRaG1CxnzmyRnbH86oslJSVx69YtHj16xJYtW4rNsPKCIAiEDhxEWlBQqY5r4uOD89YtRXbIvvvuO/766y9mz55N06ZNef78OSEhIbnaqdVqqlWrxo8//oi1tTVBQUF8/vnnODg40K1b0asez5o1i+fPn7Np0yYMDAxYsGABMTExOm0+/vhjjIyMWLt2LRYWFvz5558MGzaMAwcOYG1tXegYgiBw7tw5HoWG8lH//khNC84X2717N7t27cLBwYGOHTsyYcKEAqNj8+bNQ6FQsGXLFkxNTXnw4AGmWWM8e/aMMWPG0Lt3b7755htCQkL49NNPMTIy0nG2du7cyYgRI9i+fTtXrlxh1qxZ+Pj40LZtW22bFStW8MknnzBjxgw2b97M9OnTOXr0KNbW1iQmJjJs2DD69evH7NmzycjIYOnSpUyZMoVNmzYxd+5cHj16RL169bRRv+xp/KKQlJREnTp1tK+vXLnC0GHDENKkSIA0mRqvZq24Gngy3z6Sk5ORSCRYWv6XhxQdHc1nn33GypUrCy23kB9XrlyhdevWOtt8fX35+uuvCzwf0ERQC7LX3Nw8X0csG3tzI6KTM0nJVJKSocTMqOQr/RjY26OKj0eVkIC6ShWkxbCCNfXyc9RJCmRWhphW0lyiwpDIpZi3rU7igVCSjodj4u1QLIskfjmuWdX3XlMnqliU/Spum2pmuHraE3I1mqCDlVdAvHtjR5bsv8uT+DR2XApncKtX1x2ND47HIjEDJBLs33YtBiuLlyJ/+9y6dSvP7ebm5rRp04bly5dTs2YlzVUo56v3kpOT2bRpE59//rl2oUWtWrVo1qwZ4eHhOm3lcrnOVF7NmjW5cuUK+/fvL7IzFhISwokTJ/jrr7/w9PQEYOHChTrHX7x4kWvXrnH27FkMDTX5OTNnzuTQoUMcOHCA/v3759t/UlIS7du3JzMzE6lUytzxE2jt5YWkAGfsnXfeoXr16lSpUoW7d++ydOlSQkJCCpTnioiIoGvXrri5uWmvRTa///471apV4/PPP0cikVCnTh2ePXvG0qVLmThxItKsWlFubm5MmjQJABcXF7Zs2cLZs2d1nLHevXtrF6VMnTqVzZs3c+3aNdq3b8+WLVtwd3dn6tSp2vZff/01HTp0ICQkBFdXV+Ryud5RP4C9e/dy/fp1nQUu0dHRGBubIhWkqKRKUtRyrG1siX3Bkc4m2zns3r27thCzIAjMmjWLAQMG0Lhx41z3WFHJq4izvb09ycnJpKen53Ly1Go1X3/9NT4+PvnmicbGxvLzzz8XeH9lI5dJsTGRE5uaSVRSRqk4Y1JjY6Tm5qiTk1HGxGCYj9pIURHUAkknNNff3NcJSTmol1RWmLd0JOloGIqnKWTcj3/l6dr7z5I4dPs5EgmMble7mKx8dXy6OhNyNZq7gU9p+W5tzKwrX0kaA5mUD9u58uXuW6w9+ZAPWtRC9ooR3ycBD7CSSEg0lOHetGoxWVp8FPnbJ6/8rdcBiUSC89Yt5Xqa8uHDh2RmZtKqVasitd+6dSt///03ERERZGRkoFAo9JpiDg4OxsDAAA8PD+22OnXq6ERO7t69S2pqaq5px/T0dB4/fkxERATdu3fXbh87dqx2ms3MzIyAgABSU1M5c/o0365cSXVbG3zr1+eXX35h9erV2uP27NlD9erVdX583dzccHBwYPjw4Tx+/JhatWrRvXt3IiIiAGjatCm//vorQ4cO5csvv+TUqVO0adOGLl26aK9DcHAwTZo00XkPmjZtSmpqKk+fPtVO12U7ctk4ODjkihDmbGNqaoq5uTmxsbEA3Llzh8DAQJo0aZLrOj9+/BhX17yf4PI6n5ycO3eOOXPmsGDBAurV0825UGdk/ccYyNA4JXmhUCj4+OOPEQRBO+UImu+ClJQUxo4dm+dxJcVXX33F/fv3+f333/Pcn5yczNixY6lTp47WQS4MewsjYlMzSUxXkK5QFdt0SEEY2DuQmZyMKi4OoUqVl6rKn0367RiU0WlIjGWYtahWjFZWPKSmcsxaOJJ86glJx8Ne2Rlbk5Ur1sW9KnUccivClBXZAuKRDxK4eiSMNn3KV+5TcfF+85r8cPg+oTGp7L/xlO6eji/dV+rzVMyep0LW6tvyiKgpUwQkEkmBUZmyxkiPqY49e/bwzTffMHPmTJo0aYKZmRnr1q3j6tWr2jYSiSTXCjOlUj9Fv5SUFBwcHPJ04i0sLLC0tCQgIEC7Lee0k1QqxdlZE5auX7Mm9y9fZn1AAO0HDGDAgAE6CziqVMk7N8TLywvQaJ/WqlWLNWvWaM8hO+LSr18/fH19OXbsGKdPn2bNmjXMnDmTIUOGFPk8X5wKy+vavbiwRSKRoM4SO09NTaVjx45Mnz49V98FRcLyOp9szp8/z/jx45k9eza9evXS2Wdra0t8XBxqiRq1gRFkKEhJjMsVoVIoFEyZMoWIiAh+++03HXmyc+fOceXKFRo3bqxzzHvvvUePHj345ptv8rU7J3kVcY6Ojsbc3DzXOc2bN49jx46xZcsWqlXL7XQkJyczevRozMzMWLlyZZEXExnLZVgay0lMVxCdlEEN25L/nEvNTJGamKBOS0MZE4O86ss9pQuCQNLxrKhYq+pISyGyV94x961O8pkIMoITyAxPwrDGy5UQeZqQTsAVTR7e2A51Cmld+vh0cWbPg2vcPPGEpm+7YGRS+d57U0MDhrZ24afD9/nleDDdGld76ann0L/vYyGRkCyVUN9PdMZESggXFxeMjY05d+5coVPFly9fpkmTJgwaNEi77UXFA1tbW52SIiqVivv372ujXLVr10apVHLjxg3tNOXDhw91krQbNWpEdHQ0Mpksz2RzQOtwFYQ6NRW1IKBQqQCwtrYuUr5ZdpmFbIfGyckpz3aOjo588MEHfPDBB3z33Xds376dIUOGUKdOHQ4cOIAgCNovgEuXLmFmZpanM/CyNGrUiAMHDuDk5JRvjpNcLtc6b9nkdz6BgYGMGzeO6dOn55qqEwQB9wYeXAq6wPtD3icpU9Nn0IVAncLJ2Y5YaGgomzZtwsZGN8Lw6aef6izYeP78OaNGjeL777/XOsFFwdvbO1fi/4tFnAVBYP78+fz7779s3rw5z/s7OTmZUaNGYWhoyKpVq/R6OAFwsDAiMV1BXJqCqip1vpHC4kIikWBgb09mWBiq2FgM7O0LXJiSH5mhiWQ+TgKZBPNKKpGjLwbWxph6OZAa9JykE+HYDXy5nKoNp0NQqARauNjiU6v8rU519rDDxtGMuMgUbp58gk+XV8+pKo8Ma+3M6uPBXH+SwNmHMbSpo7/ajiIlE6NHiSABebOq2hST8kb5tEpEL4yMjPjwww/59ttvCQgI4PHjx1y5coW//vorV1tnZ2du3LjByZMnCQkJ4YcffuD69es6bVq1asXx48c5duwYwcHBfPnllzqOVu3atWnXrh1ffPEFV69e5caNG3z66ac60Yw2bdrg7e3NxIkTOXXqFOHh4Vy+fJnvv/8+13g5Wb16NadPnyYsLIzg4GA2bNrEnuPH6VFAPtvjx49ZuXIlN27cIDw8nMOHDzNz5kyaN29e4PTrwoULOXnyJGFhYdy8eZPAwEBtsvvAgQN5+vQp8+fPJzg4mEOHDrF8+XJGjBhRrB/mgQMHkpCQwNSpU7l27RqPHz/m5MmTzJ49G1WWA+rk5MTVq1cJDw8nNjY2l2OWzblz5xg7dixDhgyhS5cuREVFERUVRXx8PAAJycn06/UBgRfPErDzb4KDH7L9t7XcvnWLwYMHAxpH7KOPPuLGjRssXboUlUql7SczU1Pzp3r16tSvX1/75+LiAmjyFHM6qg8ePOD27dvEx8eTlJTE7du3dWqRDRgwgLCwMJYsWUJwcDBbt25l3759OkWDv/rqK3bt2sV3332HmZmZ1pb09HRA44iNHDmS1NRUFi5cSHJysrZN9vUrDDMjA8wMDRAEgejkjMIPKAaklpZIDA0RVCpUcfEv1Ud2VMysaVVkFuWjinh5IFsiKe16NMoY/dNLEtMVbA3UPKCO7VB+csVyIpFKaNK5FgDXDoehUlRO8XA7cyPeb6Z5AFt9XL86ptmE/P0AQwmkAS7vlM/3E8TIWKVhwoQJyGQyfvrpJ54/f46DgwMDBgzI1W7AgAHcvn2b//u//0MikdC9e3cGDhyoE6F47733uHPnDjNnzkQmkzF8+PBcuV+LFi3i008/ZfDgwdjb2/Pxxx/r1HWSSCSsWbOGH374gdmzZxMXp5kKa9asWYFaoqmpqXz11Vc8ffoUY2NjXKpVY+HHH/NuHueSjVwu5+zZs2zatInU1FQcHR3p0qVLvoVGs1Gr1cybN4+nT59ibm5Ou3btmD17NgBVq1ZlzZo1LFmyhO3bt2NtbU3fvn0ZP358gX3qS9WqVfnjjz9YunQpo0aNIjMzk+rVq9OuXTut0zdy5EhmzZpF9+7dSU9Pz7e0RUBAAGlpaaxevVonr65FixZs3ryZtMRMGjfy4vMvvmL9ul958uOPVHeqyc8//1c4+dmzZxw5cgSAnj176vS/adOmXPdBQYwZM4YnT55oX2dPmd69exfQLJhYvXo1ixYtYtOmTVSrVo0FCxZoy1oA/PHHHwC5po4XLVpEnz59uHnzpnaKvXPnzjpt8rtOeeFgYURKjJLY5EyqWBiVuIB4dnRMERGBMiYama2NXgLiimcppN+OBQmYt8s7Svq6Iq9mhrGbjUZA/KT+AuK/Bz4mOUNJvSrmdHQrnhIZJUH9FlUJ/F8wKQmZ3LvwlIZtKmd0dHQ7V7YGhnL8XhS3IxNp6Fh0dQmVUq0VBFc3sENWjlVGJEIRyk/37t2bjRs3YmVlxYoVKxg1alSFLaiZnJxM06ZNuXTpkk4eDGiSy7NXsL3scn2R4kOdnk7GgwdIpFKMGjYUNSlfgeTUFFKjVAiAtaMx8elqniWmY21iSC278psPWVoIgsC9Z8lkKFU4WhnjUAplDAS1moy79xBUSuQ1amCQz/R7Xt9LsX/dI/XSM4wb2WE/xL3Eba1opAfHE732OhhIcZzVHFkR9QczlCrafXOU50kZLO3nRd+m5TO/KJugg4854/8Am2qmfPB5y0pbY27i75fZcy2S3k2c+L6/d5GPexgQjOG5CDIFqPFpSwzLcQS5SI9iwcHBpGWtJly5ciWpWdI0IiIliTolBRDFwYuDpATNtJ5gpMDI0JDUTM0Unmkx6/hVVLIFxAGikzNRl4ZEklSKzE5TM04VHV1kWSZVDkFwi9dEEFxfjGpbIa9hDko1yWciinzc/4IieF6GguD60qhddQyNZRoB8Rt5l6epDIzLkkjadTWC8Lii+R9qtZrM85EAZNSyKNeOGBRxmrJhw4baYqKCILBu3TptccwXKeqSchGRwlCnah4ARHHwVyMtIx1ZpmZ1oYWVKYIgkJqhWYlpVo7D9qVN2QuIpyCzKLyEQtLpiNdOEFxfJBIJFh1q6iUgrhEE1xR5LStBcH0xNDHAo4MTlw88JuhgKK6e+ie4VwRyCoivP/WIz3sUHg2OOPFEKwhe673ik1QqKYp0ty1atAhra2uOHj2KRCLh5MmTHDp0KNff4cOHS9pekdcIdaomMpafOLhI0UiI01xHlVyBmYkJ6Qo1KkFAKpGUSl2tikJOAfHoMhEQjyqkNajTlaQEap72XzdBcH3RV0D88J3nBJcDQXB98exYUyMg/iCByOCEsjanxNAKiF94THxq4QLiiUfDAEi2N8WsAshGFSkyVrt2ba2od4MGDdi4cSN2dnYlapjI641aoUBQKAAKFAcXKZhMRSaSDM3H3MxSMw2XmqmJipkaysTp3xfIFhBPL20B8ZgsAfG0tALv95TXWBBcX/QVEF+dJX00uIwFwfXFzNoIt5bVuH06kqCDoTiO9yxrk0qEdvXsaehoye0sAfFJfvlHu55fidIKglcvZ4Lg+aF3HPbOnTuiIyZS4ghZeYlSY+OXqsEkoiEuPhkJElQyJRZmmqfDlKx8sdKQ/6loZAuIA0QllVKZC0NDZNaaosfKF4rg5kRQqkk6pcl/el0FwfXFzKcKUnO5RkD8ev7X9uKjWC5mCYKPaONSegYWE0061wIJhFzTCIhXRiQSCeOySo1sPPOIdEX+pWui9mjKYCRaGGJTz7o0zHtlXmpS/PHjx8yfP5/hw4czfPhwFixYkKtwqIjIq6DOdsbKsfJBeUepUiGkaT7ixhYG2ihYdr6YqZgvlif25kZIJBKtgHhpYJBV7kWVkIA6I28nMO12DOqkTGSWr68guL5I5DLMs0o+JB0Pz3fq+ZesGlZ9fJyoYlnxVtJnC4gjQNC/lfe3uFtjR5ysTYhOzuTvy3lr4sY/zBIEB+zecilF614NvZ2xkydP0q1bN65du4abmxtubm5cvXqV7t27c/r06ZKwUeQ1RJ2iccbKswxVeScuPhGpIEUtVWFlqZGFUSjVZKrUSNDIjYjkJltAHEoxOpYlIA6gyku0XYCUi88AURBcX8xbOSIxlKKI1AiIv8iD50kcuv0MiQQ+bF9+i4IWhk9XTRX+u4FPSYkvnfu2tJHLpIxup9HrXXviISp1buf6yc5gpFmC4NWaVRy9Vr0/0d999x3Dhw/nr7/+Yvbs2cyePZu//vqLYcOGsXTp0pKwUeQ1Q1CpUGdVWBcjYy+HWq1GlTVbYWAmQZoVFUvJyhczlsuQidNc+WKfVeYiW0C8NMiOjinj4hBe0IIVlCpUsemiIPhLIDWVY9Zcc82STuSOpmQLgnduWL4EwfUlW0BcrRS4lpW8Xhnp37wm1qZyHsWkcuCm7sIMjSC45ovPvH3FKoastzMWHBxM3759c21/7733ePDgQbEYJfJ6o05LAwQkcjlSw/JdG6a8Ep+YhFSQoZaosbH+r/zBf/XFxKhYQWQLiAOlJ5FkZqZJ3hcElC9Ex9TpmvfNvJUjUmPxvdMX83ZOIIWMB/Fkhidptz9LTGdnkEYlYtwb5U8QXF+aZGlU3jj+hMy00pliL21MDQ0Y2kpznquPB+tMPYf+fR+DLEHwGn4VZ0UsvIQzZmtrq6Mvl83t27fFxH6RYkHMF3s1BEEgI0nz4y01VetI+6SI9cWKTHYR2LhUBQpVyWv/ZUskAahiYxGytDXVmUoEpRqkEszbVKyn/fKCRkBcI22UMzq2vpwLguuLi4cdNtVMyUxXcfNk0YvdVjSGtnHByEDK1fAEzj2MBXIIglO+BcHzQ29r+/Xrx+eff86aNWu4ePEiFy9eZM2aNXzxxRf069evJGwUKSXc3Nw4dOiQXsfs2bMHNze3QnUg9UF0xl6NxORkZGoDBASdqJhKLZCeJSgs5osVTpkLiGcJvKtSNA60SSM7ZJZipPhlMW+vKyCemK7g93PlWxBcXyRSCU26aATErx5+jEpZOQXE7c2N6NdM835mF+oN8Q+uEILg+aG3MzZx4kQmTpzIli1bGDx4MIMHD2bLli1MmjTplX6Q16xZg5ubGwsXLsy3jb+/v3bRQPZf48aNX3pMkVcjPDycb775hmbNmhVbn4Ig/FfWQnTGXorUxKyCiMZK5Ab/OV1pmUoEBOQyaYWoLl4eyI6OxaZkolKXUnQsa4ZBGR2NOlOFkJE1tdysaomPX5kxdDTDqL4NCJB08gl/BD4mqQIIgutL/ebVMLMy1AiIn39W1uaUGB+2q41UAsfuRnErLB5uakqXqBvYlmtB8PzQ+/FYIpFoS1okJycD5BLc1pdr166xbds23NzcCm1rbm7O/v37dewpaQRBQJlZuk8YBoZSvc4tOTmZL774gsOHD2Nubs7o0aM5fPgwDRo0YO7cufj5+fHee+8RHBzMkSNHsLCwYNy4cQwaNAgAPz8/QONsAzg5OXHkyJF8x1OpVEyfPp3Jkydz6dIlEhMTdfYnJCSwcOFCjh49SmZmJs2bN+fTTz/FxcWlwPMQMjIQ1GokUikSUaxdb5JTU5Ep5RpBcBsLnX3a+mJiVKzIWBgbYGQgI0OpIjZFoXXOShKZjQ3K51EICgWqLPUEiVyG3FYsfvyqWHSoQca9OFIuPmOHsUZubUz72kgr0WIWmVyKZ6eanPUPJujfxzRoVa1S1qRztjPj7caO7LkWybk/btMFyBQEXCuA9FFevNK38qs6YQApKSl88sknLFiwgFWrVhXaXiKR4OBQejV2BEHA/9vLPH1YujITjnWs6D3dp8gO2eLFiwkKCmLVqlXY2dnx008/cfPmTRo0aKBts27dOsaNG8fkyZM5deoUCxcuxMXFhbZt27Jjxw5at27NokWLaNeuHbJCCq2uXLkSOzs7+vXrx6VLl3LtnzVrFqGhoaxatQpzc3O+/fZbxowZw549e5DL869uLYqDvxpJCWnIkGcJguvqFori4PqTLSAeHpdKdHIGduaG2pWpJTZmloC4MioGQaEZS2osvmfFQbaAuCI8mXbJkGhpRE/vypeH16idE5f2PiIuMoXQGzG4VFLNyrHta7PnaiTeUZkgk5Jey7LcC4LnR5nPVcybN48OHTrQpk2bIrVPTU2lY8eOdOjQgfHjx3P//v0SthDKu0+QnJxMQEAAM2bMoHXr1tSvX59FixahfmFaxcfHhzFjxuDq6sqQIUPo2rUrGzduBDQLMwAsLS1xcHDQvs6LixcvsmPHDubPn5/n/kePHnHkyBEWLFhAs2bNaNCgAUuXLuXZs2eF5qSJ4uAvT1pGOtIcguA5EcXBXx5rUzly2X8C4qWBga0tUuMsZ1qGWFesmJBIJJi30+QavYecMa2cK+WUvZGJAY2ySjtcPhhaxtaUHJ41rBlrY0UVmRSVIOBcQaNi8IqRsVdlz5493Lp1ix07dhSpvaurK19//TVubm4kJSWxfv16BgwYwJ49e6hWrWRq70gkEnpP9ynX05Th4eEoFAo8Pf/TJLOwsMDV1VWnnbe3d67Xv/32W779RkRE0L17d+3rsWPHMnjwYGbMmMH8+fPzddiCg4MxMDDAy8tLu83GxgZXV1eCg4MLPBdRHPzlSYhLQYo8SxBcNyomioO/PFKJBDtzQ54mpBOdlIGNqbzko7ZSGRKjrGnmzOSSHes144xMhQVqaiClp6zypkJ4+dXk6pEwIh8k8PRhAtVqW5W1SSXC21kfjyC1io4VeIFLmTljkZGRLFy4kPXr12NkVLQ8jCZNmtCkSROd1926dWPbtm1MmTKlhCzVOGTy13Bqp0qVKgQEBGhfW1lZERYWxpMnTxg/frx2e3YEzt3dXSefT19EcfCXJy9B8JyI4uCvhp2ZIVGlKCCuTlEAEgSVAnVKAvmo+Ii8BKtPPsSJDD7BBMXZSATfGkhkle8zkVNA/PKBULpVQgHx51eisFcKCILAL6TzJDCUiR0rhjD4i+gVn1UoFAwbNoxHjx698sA3b94kJiaGPn364O7ujru7O+fPn2fz5s24u7ujUhVe9Voul9OwYcPXXhezRo0ayOVyrl+/rt2WlJSU6326evVqrtd16vxX6FAul+tcdwMDA5ydnbV/1tbW1K5dm927dxMQEKD98/Pzo2XLlgQEBFCtWjXq1KmDUqnUGS8uLo6QkBDq1s3/gyKKg7888XkIgudEFAd/NUpTQFwQBFTJmhWxEpnm4USVnFTQISJFJFsQ/LBUBaYGWQLiUWVtVonRpLOmzEVlFRCP2qtRT3hmJOOOTM2G0yGlpphR3OjljMnlcu7evVssA7dq1SrXj7qHhwc9evQgICCg0ARy0Kzou3fvXqkm9JdHzM3N6dWrF0uWLOHcuXPcv3+fuXPnIpFIdKIgly9fZu3atYSEhLB161b279/P0KFDtfudnJw4e/YsUVFRJCTkvWDByMiI+vXr6/xZWlpiZmZG/fr1MTQ0xMXFhU6dOvHZZ59x8eJF7ty5wyeffELVqlXp1KlTvuch1hd7OZQqFeo8BMFzIoqDvzqlJSCuTlWCSgCZBAM7zXSzkJ5OZmRkiY35urA6S/ronaZOWLbV5FQVJCBe0bGpZoarl0ZA/EolExCPfxiPRYLmwcixu2uhAuLlHb0zF999990i53gVhLm5ea4fdVNTU6ytralfvz4AM2bM4LvvvtMes2LFCk6dOkVYWBg3b97kk08+ISIiQiw2i2b1ore3N+PGjWPEiBH4+PhQp04dnSngESNGcOPGDXr37s2qVauYNWsW7dq10+6fOXMmZ86c4Y033qB3796vZM+iRYto1KgR48aNo3///giCwJo1awpeSZkqioO/DHkJgudEoRLFwYuDnALiJVUEVhAE1EmaqJjM3BCpiQnSrEhngv/OEhnzdeHB82T+vfWfILh5a0ck8iwB8QfxZW1eiZEtkXQn8CkpCZVHQPxJwH+C4E4tqzPKt2AB8fKO3t/MKpWKP/74gzNnzuDh4YHJC7k9s2fPLjbjIiMjdSQNEhMT+eyzz4iKisLKyopGjRqxbdu2Aqe+XhfMzc11HNfU1FRWrFjB+++/r9Pmxx9/zLcPPz8/bb0xfVi8eHGubVZWVixZsqTIfQgqFeo0URxcX7IFwaXoCoLnJDuKI4qDvzr2FkbEpmaSkKYREC/uxRBCukojfSSRIDXTOH4ya2sAkv79F+WI4RgUsNJZJH/W5iEIbtaiGsmnI0g6Ho5xvYovh5QXjnWscKxjRWRwAteOhNO6d8XX4EyNTsPsWQpIJFpB8P7Na/Lj4fs8iknl4M2nvN3YsYyt1A+9nbF79+7h7u4OQEhIiM6+V00M3rx5c4Gv58yZw5w5c15pjMrKrVu3ePjwIZ6eniQlJbFy5UqAAqcFyxOiOPjLkVMQ3M4qd1QMRHHw4iRbQDwxXUF0cgY1bIr3wUGVFRWTmsu1hTqlpqZI5HKEjAzitv6Ow+RJxTrm60BOQfCxHf5zRsx9nUg+G6EVEDeskfdnqKLTpEstIldd58aJJzR9yxlDk4r9XRC64z4WWYLg9bMEwc2MDBja2pnlRx7wy/Fg3vKoVqEWK+n9jrzoIImUH9avX09ISAhyuZxGjRqxdevWAuuFlSfEfDH9yRYEl2GgEQTPJ88yJVOsL1acOFgYkZiuIC5VQVVLNXJZ8dSpUmcoETJVIAGZ+X/T+RKJBGlWge24rVuxGzVS/JzoyYbTj8hUqWnuYkNT5/8iYAY2GgHx1KDnJJ0Ix25gwzK0suRwaWyPTTVT4p6mcvNUhDaxvyKiSMnEMCQBJCBvWkVn9mxYGxfWnHjI1fAEAkNiaVXbrgwt1Y+X/hYJDQ3l5MmTpKdrppYqawJkRcHd3R1/f3+CgoI4f/48GzZs0JGXOnLkCMOHDy87AwtBdMb0Jz9B8Jyo1ALpmaI4eHFiZmSAaZaAeEwx5o6pkrLKupjKkbzg4EmNjTFwdEQVH0+8mDumF0npCrae0xQ+Hds+9xTdiwLilRGJVIJ352wB8bAKLSAesjMYoyxBcOceuoLgOgLixwuuaVne0NsZi4uLY9iwYXTt2pUxY8YQFaVZFjxnzpw8c4dERApDFAd/OfITBM+JKA5eMmRrVMakZBZLsrBaoUJI10QwpeZ5LHKRSLDuo1lUE7thA4Ky5FZzVjb+OK8RBK9bxRy/BrkFwXUExE89KQMLSwe3FlkC4vEZ3L9QMQXEVUo13MgSBHezxSCPB8zRvhoB8aN3o7jzNDHX/vKK3t/OixYtwsDAgGPHjmGcQ8i5W7dunDx5sliNE3k9yBYHRxQHLzI5BcGtbPLXiP1PHFycoixOLLMExFVqgdiUzFfuT50VFZMYGyDNZ1GARefOyGxtUTx5QuKBA6885utAplLNulOa3OaCBMEtOmiiKakXn2lrvFU2sgXEAYL+fYxQAVccPt4bgilZguB985Y+crE3420PTfL+mqxFGxUBvZ2x06dP88knn+SSH3JxcSEiIqLYDBN5fcgWB5eamFSohMuyJClBM50iGCowNsxfwUJM3i8ZsgXEQVPmQv0KaRqCSo06TeOMyQoQOZYaGWEzeBAAMevWiakhReB/V57wLDGDqpZG9CpAEDxbQFxQqEk+W3nruTVq54ShsYzYiBRCb8aUtTl6oVaryQjUvDfpNQsWBB/TXjN9uetKBBHxFWPqWW9nLDU1VScilk18fDyG4io4kZdAKw4uTlEWCR1BcOv8r5koDl6yFJeAuCpZAQJIDGVIC5Fds/ngAyQmJmTcuk3KmTMvPebrgFotaIu8jvJ1LXCaXiKRYJGVO5ZyNgJ1ZsWs4l4YOgLiByqWgHjEiSeYqwRUgkCtQgTBvWpa07q2HUq1wPpTIQW2LS/o7Yw1a9ZMR68QNB7rr7/+SsuWLYvLLpHXCK04uGluGR+R3CTEpyCBLEHw/DU8RXHwkiVbQBw00bGXiVQJagF1cuFRsWwMbGyw7tsXgNh16/Qe73XiyJ3nPHiejIWRAR+0KHz1oImHPTJbY9SpSlIvVsycqqLg5VcTqUyiFRCvKCQc1VTWT7Y3xdyx8N+KsR000bE/zj8m4RUelkoLvZ2xTz75hO3btzN69GgUCgXffvst77zzDhcvXmT69OklYaNIJUZHHNxUFAcvjEyFAkl6/oLgORHFwUseOzNDZBIJ6QqNgLi+qFMUIAhIDKRIjIvmMNsOGwYyGSlnzpJ286beY74urD6hWU03qJUzFsaFC7tLpBIssqJGSSfDEVSVcxo4W0AcIOhgxZBIen4lCqsMJYIg4Phu7cIPADrUd6BBNQtSMlVsCSz/UUC9nbH69etz4MABmjZtSqdOnUhLS6Nz587s3LmTWrUqbu0SkZfDz8+PjRs3Frl9YGAgbm5uJCZqVrmUtTi4IAh89tlntGjRAjc3N27fvs2QIUNYuHBhsfQfHh6u7Vcfli9fTs+ePbWvZ82axYQJE4iPTypQEDwnKRUgX6w4r3VZoCMgrmeZi5yC4FILwyI7zIY1nLB8+20AYtet12vM14VLobFceBSHoUzKiLYuRT7OrGlVpGZyVHGVW0A8u8zFw6tRFUJAPFsQPNHcEFu3otXOlEgk2ujYhtOPyr2A+Et9S1tYWDB+/PjitkWkArJjx45cklgF0aRJE06dOoWFhabSdV71xQ4ePMgff/zB7du3yczMpF69ekyaNElHRzMv7ty5w7x587h+/Tq2trYMHjyYDz/8sMBjTpw4wc6dO9m0aRM1a9bExqZ8SqLMnTsXhVJJZpIEKfB/n0yksYcHc+fOzfeYipAvtnz5cgzyKctRUsTHxzN//nyOHj2KVCqlS5cuzJ07F7Ms5zYwMJCNGzdy/fp1kpOTcXZ2ZtSoUbz77rt59mdvZkR0ciYpGUrW/7aJLb9tJCoqigYNGvDZZ5/h6empbTtkyBDOnz+vc3y/Hu8x/1v9HFK7USNJ/OcfEvfvx2Hq/2FYo4aeV6Fys/q45se7dxMnqloWfYW2RC7DvE11Ev8NJel4OCZeDpUyqmzraIaLpz2PrkVz5VAYHQc3KGuT8iXhUYJGEFwiwe4tF72OfcezOt/uv0tEQjr+l58wsGX5DRi9VOGhhIQE1q1bp5UnWr9+PfHx8cVsmkhFwNbWVi9nzNDQEAeH/77g8hIHv3DhAm3atGHNmjX4+/vTsmVLxo8fz61bt/LtNzk5mVGjRlG9enX8/f2ZMWMGK1as4M8//yzQnrCwMBwcHPDx8cHBwaHUHYOiYmFhgVqNVhDcoJAooq44ePE7YwpF8eRgWFtbY26ef2mOkmD69Ok8ePCADRs28Msvv3Dx4kU+//xz7f6goCDc3Nz46aef2LVrF3369GHmzJkcPXo0z/7kBlKsTeScPvovy75dwsSJE9m5cycNGjRg1KhRxMTorlp7//33OXnyJMf8D3L0r/18Mm263j/4xg0bYta2LajVxG7YqPc1qMw8eJ7Mv7c1OV8fti/alFZOzFq9HgLiPl00jsmdc5HlWkA83P+BVhC8WvNqhR+QA7lMyqh2mntg7cnyLSCutzN24cIF/Pz82Lx5M4mJiSQmJrJ582Y6derEhQsXSsLGMkcQBBTp6aX6p28ycHJyMtOmTcPb2xtfX182btyoMwWUmZnJN998Q7t27fD29qZfv34EBgZqj/f396dZs2YcPXqUrl274uXlxUcffURaWho7d+7Ez8+P5s2bs2DBAlSq/8K9L05Turm58ddffzFx4kS8vLzo0qULhw8f1u7POU2Znzj43Llz+fDDD/H09MTFxYWpU6fi7OzMkSNH8j3/Xbt2oVAo+Prrr6lXrx7du3dnyJAhbNiwId9jZs2axfz584mIiMDNzS1fkfSAgAD69OlDkyZNaNu2LdOmTdP5gU1ISGDatGm0atUKT09PunTpwt9//63TR1hYGEOGDMHLy4t3332XoKCgfO3Ki5kzZzJz+gwAFi+bz4ULF9i0aRNubm64ubkRHq5Jbr137x6jR4+meVMfRr/3Fiu/+ZKEQh6U/Pz8WLlyJVOnTsXb25t27dqxdetWnTZubm78/vvvjBs3Dm9vb3755RcADh06RO/evWncuDGdOnVixYoVKLMKkk6bNo0pU6bo9KNQKGjZsqV2EdCL05QF3aeCINCqVSv279+vbd+zZ098fX21ry9evIiHhwdpaXkvZw8ODubkyZMsWLAALy8vmjVrxqeffsqePXt49kzzAz5u3DimTJmCj48PtWrVYtiwYbRr146DBw/mew0dLIz4Z8cf+HXryTvv9qJu3bp89dVXGBsb57oXjI2Nsbewxc7KFns7Byyrvlw01u7D0QDE//03yri4l+qjMvLryYcIAnR2r0rdKvo7+jIzOWYtND/6ScfDi9u8coNjXWuq1bZCrRS4drR8nqdWEBwwb5d/aZKCGNC8JlYmckKiU/j31tPiNK9Y0TsMMG/ePLp168aXX36p1cJTqVR89dVXzJs3j927dxe7kWWJIAhs+3wGEff0y/l5Vaq7uTPgq2+K/MS8ePFigoKCWLVqFXZ2dvz000/cvHmTBg004ed58+bx4MEDvv/+e6pUqcK///7L6NGj2b17Ny4uLgCkp6ezefNmvv/+e1JSUpg0aRKTJk3CwsKCNWvWEBYWxuTJk/Hx8aFbt2752rJixQo++eQTZsyYwebNm5k+fTpHjx7F2tpap11RxcHVajUpKSm5js/JlStXaNasmU55FV9fX9auXUtCQgJWVla5jpk7dy41a9Zk+/bt7NixI19tR6VSyccff0zt2rWJiYlh8eLFzJo1i7Vr1wLw448/EhwczNq1a7GxseHx48dambBsvv/+e2bOnImzszPff/8906ZN4+DBg0WOxGUqFCBIUEvUfPnF5zyNjKBevXp89NFHgCZCmZiYyLBhw+jXrx+jJ03lWVwSf67/mSlTprBp06YC+1+3bh3jxo1j8uTJnDp1ioULF+Li4kLbtm21bVasWMG0adOYO3cuMpmMixcvMnPmTD799FOaNWvG48eP+eyzzwCYNGkSPXr04OOPPyYlJUU7BXjq1CnS09N5880387SjsPu0efPmnD9/nrfeeouEhASCg4MxNjYmODiYOnXqcOHCBRo3bpxvtDYoKAhLS0saN26s3damTRukUinXrl2jc+fOeR6XlJREnTq5pXSykQoqHt6/Q+8PhhGVJSAulUpp06ZNLsd79+7d7PrfLuxtbHmjQ0cm/d9kvaLL2Zi2bIlxo0ak37ypERCfNFHvPiobzxM101EA4zroHxXLRkdA/Ekyhk6lG70tLXy61mLvquvcOJ4lIG5cvmYGsgXBU6QS6mUVrNWXnALiq44/pGuj8ikgrndkLDQ0lBEjRuj8cMlkMoYPH05oaPlfsfBSlMM3LifJyckEBAQwY8YMWrduTf369Vm0aBFqtUZ/LCIiAn9/f3788UeaNWtGrVq1GDVqFE2bNsXf31/bj0Kh4Msvv8Td3Z3mzZvTtWtXLl26xMKFC6lbty4dO3akZcuWnDt3rkB7evfuzTvvvIOzszNTp04lNTWVa9eu5WpXVD3KdevWkZqayttZSct5ER0djb29vc627NfR0dF5HmNhYYGZmRkymQwHB4d8RdX79u1Lhw4dqFmzJt7e3sydO5cTJ06QklWsNiIigoYNG9K4cWNq1KhBmzZtckXZRo4cyRtvvIGrqysfffQRT548KfLnRRAEVApNpFRqqsba2hq5XI6xsTEODg44ODggk8nYsmUL7u7uTJ06FbvqNXGt58YX8+YTGBhISEjBtXZ8fHwYM2YMrq6uDBkyhK5du+ZamPHOO+/w3nvvUbNmTapXr86KFSsYM2YMvXv3pmbNmrRt25aPP/6Ybdu2ARpn2MTEhH///Vfbxz///IOfn1+eU5NFuU9btGihzbm6cOEC7u7uOtvOnz9PixYt8j3P6OjoXO+zgYEBVlZWWmm3F9m7dy/Xr1+nT58++fYbFxeHWqXCysaWuFQFCpXms2dnZ6dz/73zzjss+fob1i39hVEDR7B7/z988skn+fZbEBKJBLvRozTjb9mS9XDzerPhTE5B8KIleueFgY0xpp4OACSdKJ9Ro+IgW0A8M03JrVPlq2i7IlWhEQQHZD66guD6MqyNC4YGUq6GxXM+JLa4TCxW9HaD3d3defjwIbVr6z51PHz4UBuFqUxIJBIGfPUNyozSnVM3MDIqsvceHh6OQqHQSRS2sLDA1dUV0ExdqVQq3nrrLZ3jMjMzdaJNJiYmOiti7e3tcXJy0kY1srfFxhZ8M+cUKDc1NcXc3DzPY9SpqbQeNAgkEiQSCT169GDevHk6bXbv3s3KlSv5+eefsbOzK3Dcgrh48aJOMv9XX32Vb0L2i9y4cYMVK1Zw584dEhIStFPIkZGR1K1blw8++ICPPvqIW7du0bZtW9588018fHx0+sh5TRwcNF/ysbGx1KlThyZNmmj35XUNEpOTkQgSKEAQHDQLGAIDA/Fu0gRBLSCgqYUF8PjxY65fv84XX3yhbb927VqaNWsGgLe3t05f3t7e/PbbbzrbPDw8co13+fJl7ZQlaKLkGRkZpKWlYWJiwttvv83u3bvp1asXqampHD58mGXLluVpf1Hu0+bNm7Nw4UJiY2O5cOECLVq0wN7envPnz9O3b1+CgoIYPVozfff555/rROr1nRoGOHfuHHPmzGHBggXUq6cpNJnXvZRdY9FYLtMKiFezyh3t6t+/P4roNIR0JQ08GuJYvybDhw/n8ePHL7Ua3aJzZ+Q1a6IICyPe3x/bQYP07qOykJSuYEsBguD6Yt6+BqlXoki7FoWyqwsGtpVPqi1bQPzo5jtcPRxG4zdqICsnGrYhOx9gmiUI7lrEchb5YW9uRL+mNdga+JjVJx7SsvbL/5aUFEVyxu7cuaP9/9ChQ1m4cCGhoaF4eXkBcPXqVbZu3Vpp64xJJBLkFVgzMTU1FZlMxt9//51rKs40R1TqxSkziUSS57bsiFt+yOW6NX3yOkYjDp7Gn0uXYlirFlJj41zRkj179vDpp5/y448/0qZNmwLHtLe3zxUBy36d7VTmLFZcVMcuNTWVUaNG4evry9KlS7GxsSEyMpJRo0Zpk9g7dOjA0aNHOX78OKdPn2b48OEMGjSImTNn5nlNtIsXsq5JTrvyihhpBcFlQr6C4Nm2duzYkQmTp/A4LhW5VEqdrJwZBwcH1Gq19jMLULVq1SJdg2xMX4hgpqamMnnyZLp06ZKrrZGRpgZajx49GDJkCDExMZw+fRojI6N8V8UW5T51c3PDysqK8+fPc+HCBaZMmYKDgwO//vor169fR6lUap3bjz/+mFGjRun0k9fDhFKpJCEhQeskZ3P+/HnGjx/P7Nmz6dWrl3a7h4dHrnvJ0NAQmUyGOk1TsiUmJRMHC2NiYmJ0IrY6guAWcu37ERoa+lLOmMTAANsRw3k2bz6xGzZi078/knK6CKWk2XY+jKT0/AXB9cWwujlG9W3IuBdH0slwbHrWLQYryx9uLaoRuOshyXEZ3L/4jAatHMvaJI0g+PWCBcH15cN2tfn9/GOO3HnO3adJuFWzeOU+i5MinWGvXr2QSCQ6SeXffvttrnbTpk0rMJdIpGSoUaMGcrmc69evU716dUCT4/Lo0SOaNWtGw4YNUalUxMbGaiMhZY1GHFxFLScnjOvXzxUF/Oeff5gzZw7Lli3jjTfeKLQ/b29vfvjhBxQKhdbxOXPmDK6urtp8MWdnZ73tfPjwIfHx8UyfPh1HR82X1I0bN3K1s7W1pXfv3vTu3Ztt27axZMkSHWesIAqyK1sQHEAu/+/jKpfLczm4jRo14sCBA1jaV8XRVIm1iZxadrq1yPJbuXj16tVcrwvKkQJNlDwkJKRA+318fKhWrRp79+7lxIkTvPXWW7mc9WyKcp9KJBKaNWvG4cOHuX//Pk2bNsXExITMzEz+/PNPPDw8tI6bnZ1dLqe7SZMmJCYmcuPGDW2k79y5c6jVap3IcmBgIOPGjWP69On0799fpw9jY+M8z7lRo0ZcvXSeBk3bkqFUEZ2UztmzZxk8eLC2zYuC4LevaXJRX3QE9cG6d2+il69AER5O4oEDWHXv/tJ9VVSKKgiuLxbta5BxL47Ui8+wfNMZmVnhxWMrGjK5FC+/mpzdGUzQwce4taiGpJiu38uSUxDcuU/xOMEaAfFq7L3+lDUnHvLd+16FH1SKFCkeefjwYQ4dOsThw4cL/Dt06FBJ2yuSB+bm5vTq1YslS5Zw7tw57t+/z9y5c5FkTf+5urrSo0cPZsyYwcGDBwkLC+PatWusXr2aY8eOlYnN2fkteYmD7969W7N6cOZMvLy8iIqKIioqiqSkJG2bLVu2MGzYMO3rHj16IJfLmTt3Lvfv32fv3r1s2rSJESNGvJKd1atXRy6Xs3nzZsLCwjh8+DA///yzTpsff/yRQ4cOERoayv379zl27FihjkxRyRYERyro5Ew4OTlx9epVwsPDiY2NRa1WM3DgQBISEvh8zkwe3LlF7PNITp48yezZs3VWwObF5cuXWbt2LSEhIWzdupX9+/czdOjQAo+ZOHEi//vf/1ixYgX3798nODiYPXv28P333+u0e+edd9i2bRtnzpyhR48e+fZX1Pu0RYsW7Nmzh4YNG2JmZoZUKqVZs2bs3r2b5s2bF2hznTp1aNeuHZ999hnXrl3j0qVLzJ8/n+7du2sjhefOnWPs2LEMGTKELl26aO+/wsr3jBgxgr/++ovzx/YRHhrCgvlfkZaWps01Cw15xM9rVnHz3m2eJkZx+PBhZs6cSfPmzV8pxUNqYvLaC4j/78oTniamU9XSiJ7e1YutX6M6VsidsgTEz5SvnKripFF7J+TlRED8RUFwY6uClUb0IXv6+n9XnhCZUL5yLIsUGXNyerklpSKlx6xZs/jiiy8YN24c5ubmjB49msjISO100aJFi1i1ahWLFy/m+fPnWFtb4+3tXaSoU0mgdcbySN7fvn07SqWSefPm6eRP9e7dm8WLFwOahOmwsDDtPgsLC9atW8e8efPo06cPNjY2TJgwIVdUQ19sbW1ZvHgxy5YtY/PmzTRq1IiZM2fqFD2Wy+UsW7aMJ0+eYGxsTNOmTfPNi9IHtSBoBcHlhjIUOdR2Ro4cyaxZs+jevTvp6ekcPnyYGjVq8Pvvv/PFwsUsmPkRKqWC6tWr065du0KTX0eMGMGNGzdYuXIl5ubmzJo1q9Aiu+3ateOXX35h5cqVrF27FgMDA2rXrk2/fv102r377rv88ssvODk50bRp0wL7LMp92qJFC1QqlU6ifosWLTh8+HCByfvZLF26lPnz5zNs2DBt0ddPP/1Uuz8gIIC0tDRWr17N6tWrdcbYvHlzvv1269aN2NhYfl29iqioKFzq1GfZ8lXaaUqpQsK5S+fZ8vcfpKWn4ejoSJcuXZgwYUKhNheGzcCBxPy6joxbt0k9exazQqb1KxNqtcCaLEHwkW1dMTIovrp6EokEiw41iP39DilnI7DoUANpOS6i/LIYmRjg0c6JoH8fE3TwMS6N7Qs/qISIOBlRZEFwffGqaU2r2racexjL+lMhzO3uXqz9vwoS4SUeo549e8alS5e0T+Q5KexpuqxJTk6madOmXLp0KdeUTXp6OiEhIbi6umJcgXPEQJN/0759e2bOnJnrx7E8kH73HoIiE0NnF2QWlXPZ+Kvy9FkM0nQ5KgMFjk5Fy3FLU6i4/ywJqURCo+qWRVoE4ufnx9ChQxk+fPgrWiySzfOkdJ4mpGMsl1GvijkIoIhMAUHAwM4EqUnRc2CK+r30dMFC4rZswaxNG2qtf31ExA/ffsao3y5iYWTA6dl+WBZBh1IfBJXA0+8uoopNx/rdOpi3Kb7IW3kiOS6DzZ+eQa0SeG9GU6rVzl0OqDS4+eVZrNKVJNia0GhG8afVHL37nBEbLmBmKOPM7E5YmZSPqWe9s+L8/f35/PPPkcvluaRjJBJJuXfGKiu3bt3i4cOHeHp6kpSUxMqVKwHo1KlTGVuWG404eJYmnygOnic6guB6hOmzJZBEcfCyxdbMkKjEDK2AuJlS0FsQXO8xhw8n7o8/SDlzhvRbtzB2Lz9P/SVJtvTRwFa1it0RA5DIJFi0cyL+f8EknQzHrKUjElnl+2yZ2xhRv2U17pyJJOjfx7w9tnHhBxUzUVejsErPEgTv+WorKPPjjfoOuFW14O6zJLYGhjLhjfKxMEPvNaw//vgjEydO5NKlSxw5ckTnL2eldX1Zs2YNbm5uhYoG79u3j7feeovGjRvTo0cPjh8//tJjVjbWr19Pz549GTFiBGlpaWzdujXf2lllSVmLg1cE9BEEz0lqBRAHfx0wyCEgHp2U8VKC4PpiWMMJy6yyIDGviYD4pdA4zj+KxVAmZWRb1xIbx7RpVaRmBhoB8RuVV0C8SbaA+JUo4p+llvr4z/doFmHoIwiuL+VVQFxvZyw9PZ3u3bu/UgG2F7l27Rrbtm3TqcWUF5cvX2batGn07duXgIAAOnXqxMSJE7l3716x2VJRcXd3x9/fn6CgIM6fP8+GDRsKvZ5lRVGLvb6uKFUq1Gmaz5exhYFeP94pmfqLgx85ckScoiwB7M00tQJlmSpQCSCTIDUtWSc5uwhs4v79ZIZX3mKl2aw5EQzoLwiuL1JDGeZtNLnTScfDK+0iiWwBcQQIOvS4VMfWCIJrlEtsu7qU6Fg9vKpT3cqYqKQMdgY9KdGxioreOWNLlizB2tqaMWPGFIsBKSkp9OnThy+++IJVq1bRoEED5s6dm2fbKVOmaBNrs3n//fdp0KBBrkKZ+VHSOWOCIJAcG4MyaxpOJDfqlBRQqZGYmCCRF/3HSVCBodoIJLJyr4rwSgggEaQICBjpkc8gCAJJGUokgIWe0zVqRQYqpbLwhiJ6I0WOVCIlXZ1EpjpF7+MVKhXhkc94sGs9mfF5q0nkRPI8HUm6GuQSBINK/DkBsn+95DJpiX8lGEhNaOHyMTKpIXGpwajVlfPzopbIyJSaIkFAIpRe1MjEwBxrQ1ui0iO5E762xMdTqQVUagGZoSEDt+0ttnIoL4vej2nTpk1j7NixnDx5kvr16+cqCjp79my9+ps3bx4dOnSgTZs2rFq1qsC2V65cyfUE7+vrW65KaqhVKlLiRdHeQpFJITND81dEzOXWGEqztCcr54Ppf0g0/2QXCC0qFpoD9T5OggwDiThlXFIIgkCaIvWlblulCtRqiE+SkJpQhB8MIxMovmoAIlrU2CZdxc2qOTamxVO6RiQ3t+JP8lRWCjdw1tedRBCIDQ3G3rVsc8f0dsZWr17NqVOntFI7OdE3F2LPnj3cunWLHTt2FKl9XvqDL2q/lTUyAwNsq9cQI2P5IGRkoIyOQSKTYlCtWpGPU2YqMUzXOGKpykQkxiZIpJXXeZBIJZgaG+sVAYxPzSQlQ4mZkQHWpvkLr79IZmIs6RkKpBIwMhZ/xYsblVpAiRIj+ctdW6lCiYGhHGcPV5SpRSs5IHkehzS1dCXcygorEzkGstKS8LlDjJCGhMr73QOgUktJUxqX+jOvIEmmTtVU6qCfOsjLkqFQYVy3UZk7YvASztiGDRv4+uuvCxTNLQqRkZEsXLiQ9evXa2thVRYMTUwwNBFXCeaF4vlzpCoVMnNzDC2LvnQ66YlGMDZTUJCuSsUYKVZVyl62ozwRm5JOGgKWZnJkpkWbphTUKpKfJaASJFhamWFs//KV4EVKhvT0dEyT0/EbNbPCl9wRERHJG72dMUNDw1wiyC/DzZs3iYmJ0XHqVCoVFy5cYOvWrVy/fj2XPl1e+oMvar+JlG+0yfsmRU/ez0jPwFDQPPkKZjLIhPSUZJSZmRgYFj0CVJlRqQXSMzU1/0z1SN5Pj32GSpAgkwiY2JbO06iIiIiIiC56x3aHDh3Kli1bXnngVq1asXv3bgICArR/Hh4e9OjRg4CAgFyOGGj0B8+dO6ez7cyZM3h7e7+yPSIlT7Y4OIDUTA9nLC4dCaBAwMLWCiNTTamH1IT4ErCyYpKWqURAQC6TIi/ilI0gCKQkJQNgala5p31FREREyjN6O2PXrl1j586ddOrUiXHjxjFp0iSdv6Jibm5O/fr1df5MTU2xtramfv36AMyYMYPvvvtOe8zQoUM5efIk69evJzg4mOXLl3Pjxg0dIV4RXcLDw3Fzc+P27dslPpafnx8bN27Md3+2ODhSKZIiTrcoFUqMVJrbVG2qyZ8ys9YUG05LSnylFYD+/v7FIpzu5uamXURSmtc7JynZ9cX0KPaakRCFUi1BIhEwsROjYiIiIiJlhd7OmKWlJV26dKFFixbY2NhgYWGh81ecREZGEhX1X4E9Hx8fli5dyp9//knPnj05cOAAK1eu1DpvIuWb/6Yoc4uDZ3Pw4EH69OlDs2bN8Pb2plevXvzz7x5UCJhba0qRyI2NkRsbIwgCqYmaXLIhQ4bg5uam8/f555+XynmdOnWK9u3bl+gYq1ev5r333qNJkya0bt2aCRMm8PDhQ+3+1EwVmZkZ/PL9N7Rs2ZImTZowefJknWn9O3fuMHXqVDp06ICnpyfv9v2AHQH/w9TEEKlB7uneS5cu4e7uTs+ePXW2X7hwgXHjxuHr66vjiOZEEAR+/PFHfH198fT0ZPjw4Tx69Ei7Pzw8nDlz5uDn54enpydvvvkmP/30E5mZ/y18CQwMZPz48fj6+uLt7U3Pnj3ZtWvXq1xGERERkXKJ3jljixYtKgk7AHKJ8OYlyvv222/z9ttvl5gNIiVHUYq9WllZMX78eGrXro1MKuPwroN8tmQe5g7WdK2hqS4ukUgws7Yh/mkkaYnx2kjZ+++/z0cffaTty6SUFlE4OJR80vv58+cZNGgQjRs3RqVSsWzZMkaNGsWePXswMTEhNVPJxp9/4PqFM/zwww9YWFgwf/58Jk2axLZt2wC4ceMGtra2fPvtt9hZmHL61BmWLl+BpZ0dQ4eP0BkvMTGRmTNn0rp161x5mqmpqbi5ufHee+/lGw1fu3YtmzdvZvHixdSoUYMff/yRUaNGsXfvXoyMjHj48CGCIDBv3jycnZ25d+8en332GWlpacycOROAoKAg3Nzc+PDDD7G3t+fo0aPMnDkTCwsLOnbsWAJXWURERKSMEF4zkpKShPr16wtJSUm59qWlpQm3bt0S0tLSdLar1WpBlaEs1T+1Wq3XealUKmHNmjXCm2++KTRq1Ejo0KGD8PPPPwthYWFC/fr1hVu3bgmCIAhKpVKYPXu20LFjR6Fx48ZCly5dhI0bN+r0NXjwYGHBggU628aPHy/MnDlT+zo6OloYO3as0LhxY6Fjx47C//73P6Fjx47Chg0btG0SEhKEOXPmCC1bthSaNGkiDHqvrxC0e7egTMx97fMi4Xm8kBGWKLzbrYewbNkynX1qtVqICn0kRD64JyTHxeVpc2H8/fffQtOmTYUTJ04Ib731luDt7S2MHDlSePbsmbbN1atXheHDhwstWrQQfHx8hEGDBgk3btzQ6ad+/frCv//+KwiCkOf1njVrltC1a1fhyZMnwk8//SS8++67Osdv2LBB6Nixo162x8TECPXr1xfOnz8vpGYqhTO3wwR3d3dh79692jYPHjwQ6tevLwQFBeU6Pi70vhD5/+zdd1hT1x/H8XcSwl4iuBUQBScC7r1aZ63a1mpddY9Oa62jtrVDq7Xapda69/jZ1lKtddRa9957IVNUlswACcn9/RGJRGYQCOh5PQ/PIzd3nAQJ35xz7vncvil9POkDaciQIdkenzBhgvT999/n2N7cnnsmnU4ntW7dWlq+fLlhW2JiotSgQQPpr7/+yvVcy5Ytkzp16pTX05ZGjx4tTZ06Nc99njW5vS8JgvDsMLlnrFOnTnnOSXmafMrSSJIkon+5iDo0sUSva+nuiNs43wLP/5k/fz6//vor06ZNo3HjxkRFRREcHJxtP51OR6VKlfjxxx9xdnbm3LlzfPbZZ7i5udGjR48Ct2/q1KlERUWxdu1aLCwsmDlzJrGxsUb7vP/++1hZWbFs2TLsbGzYtGQJYz//nF27d1MO+1zOrCfpJCzS4Pi5k4REhNKsWTOjx2UyGbbOziRGR6FKeIgkSWzfvp1t27bh5uZGx44deeutt/LtHUtLS2PlypXMnTsXuVzORx99xDfffGOYq5iSkkKfPn345JNPAH3+55gxY9i9e3e2BIcnqdVqJk6cyN27d9m4cWOR5oQmJSUB+p5EVXoGd25dJyMjg9atWxv28fLyokqVKpw/f97oJpeM1GTSNPoVhNIydDg7Oxud+/fffyc8PJxvv/0234WYcxIREUF0dDStWrUybHNwcKBRo0acO3eOnj175vqcnJzyXu4kKSkJLy+x4KYgCM8Wk4uxN9980+j7jIwMrl69yuHDhxk5cmSRNUwouOTkZNauXctnn31G3759AahRowZNmjQh4ol8OqVSaTSUV716dc6fP8+uXbsKXIwFBwdz8OBBfv31V3x9fQGYNWuW0fGnT5/m4sWLHDt2DEtLS7QJCUx8803+O3WKPXv30r9//1zPn5SURNu2bdGo1cjlCj759BOjIiOTjb0DyXGxaDMy6PriC4wdO5YKFSpw48YN5s2bR3BwMAsXLszzuWg0Gr744gtq1NAH5A4aNIiff/7Z8HjLli2N9v/qq69o0qQJp06dynOoLCUlhTFjxqBWq1m7dm2RzqfU6XR8/fXXBAQE4O3tTXicivi4WJRKJY6Ojkb7li9f3mjeJUBK7AMAbty8xq49/xjFi4WEhDB//nw2bNiQLV2joDKvV758+WxtyW2B5tDQUNavX28YoszJ33//zaVLlwocfSYIglBWPHUxlmnDhg1cvnz5qRtU2shkMtzG+SJpdCV7XaW8wL1id+7cQa1W06JFiwLtv2HDBn7//XciIyNJT09Ho9FQp06dArctKCgICwsLGjRoYNjm5eVlVAjcuHEDlUpF8+bNAZB0+tcvXa0mLCyMyMhIox6SsWPHMm7cOADs7OzYtGQDmtRUDp8/ybfffouHhwfNmzfnl19+MSoetmzcgIOlku6dOlK+Wg1kMhk+Pj64ubkxbNgwwsLCqFGjBj179iQyMhKAxo0bs3z5ckA/ryyzEAOoUKGCUQ9fTEwMP/zwAydPniQ2NhadTkdqaqrhXLn58MMPqVSpEmvWrDFpoc7Tp08zevRow/dffPEFL7/8stE+X3zxBbdu3WLjxo3A43DwgtCqU0lL13EnJIQpn8/i7bffpk2bNvrHtFo+/PBD3n333RwTNorLgwcPGDVqFN26deP111/PcZ/jx4/z8ccfM3PmTGrXrl1ibRMEQSgJhfvom4N27doxf/78Yp3gby4ymQyZCQtpljRTEgx27NjBN998w5QpU/D398fOzo4VK1Zw4cIFwz4ymQzpifz4DBOXkEhJScHNzc1wE4Y6LAxdWhoWlSpRrmpVHB0dCQwMNOyfdXhKlaTCq2oNJMCnRUPuRt9l6dKlNG/enAEDBhjdwFG5UiUeRkaQoVajTlUZ1iBr1KgRoO9xqVGjBkuXLjU8h6zF0ZO9P08+9ylTphAfH8/06dOpUqUKlpaW9O/fH41Gk+fzb9++Pdu2bePcuXNGvWv5vbYNGjQwel2e7F368ssv2b9/P+vXr6dSpUpotDrUGTrKuZRHo9GQmJhoVBTHxsYa3WCgin1AcFgYEz/+hP4DBvDWW28ZHktJSeHy5ctcu3aNr776CtD3wkmSRL169VixYkW2nsKcZF4vNjaWChUqGLXlyaL/wYMHDB06FH9/f8M1n3Ty5EnGjx/PtGnT6NOnT77XFwRBKGuKrBjbtWtXtrknQsnw8PDA2tqa48ePU7169Tz3PXv2LP7+/gwaNMiwLSwszGgfFxcXo6EtrVbLrVu3DL1cNWvWJCMjg8uXLxuGKe/cuUNi4uN5dfXr1ycmJgaFQkHVKlVIS04GScLK2xv5o1Xz3d3dc25kshaQo5bpcLC2QqfTGZY8cHZ2zvb/zNbBkZSEeFLiHxqKscx1vjILg6pVq+b5uuTm7NmzzJgxg/bt2wP65VYePsw/CP6NN96gdu3avPXWWyxZssQw583FxYWYmBgkSTL0fGZdk8za2jrH10WSJL766iv++ecf1q1bZ/g5q9L1hVzdevVRKpUcO3aMrl27AvqfSWRkpGG+mC5Dw9Xrt5gw9RN69+zOBx98YHQNe3t7tm/fbrRt48aNHD9+nJ9++olq1arl+7wBqlWrhpubG8eOHaNu3bqAfij9woULvPHGG4b9Mgux+vXrM3v2bOTy7CvtnDhxgnHjxjFp0qQ8h7YFQRDKMpOLsT59+hgNn0mSRExMDHFxccyYMaNIGycUjJWVFaNHj+bbb79FqVQSEBBAXFwct27dytaT4e7uTmBgIIcOHaJatWr8+eefXLp0yegPbYsWLZgzZw779++nevXqrF692qjQqlmzJm3btmXGjBl8/vnnKBQKvv76a6Mep1atWuHn58fbb7/Nh++8SxWFnJiERI7u2cOLL75Iw4YNc3wuCxcspEF1H6pXqUaajY4Tu39n27ZtfP7557k+/5jERH7dtJnmTZpQIzWdOyEhzJ49m6ZNm5o0/JoTDw8Ptm3bRsOGDUlOTmbu3LkFHnYcMmQIWq2WsWPHsmzZMpo0aULz5s358ssvWbZsGd26dePQoUMcOnQo35sBvvjiC/766y9+/vln7OzsDMVystYCkFHBxZlXX32VOXPm4OTkhL29PTNnzsTf399QjF06fYz3pkyneWN/Ro57y3AOhUKBi4sLcrk825p95cuXx8rKymh7SkqKUQEfERHBtWvXcHJyokqVKshkMoYOHcrixYtxd3c3LG1RoUIFXnjhBUBfiA0ZMoQqVaowZcoU4uLiDOfLLKCPHz/OuHHjGDp0KF26dDG0V6lUig9+giA8U0wuxjLfTDPJZDJcXFxo1qyZuMvJjN566y0UCgU//fQTUVFRuLm5MWDAgGz7DRgwgGvXrvHBBx8gk8no2bMnAwcO5ODBg4Z9Xn31Va5fv86UKVNQKBQMGzbM0CuWafbs2XzyyScMHjwYV1dX3n//fX766SfD4zKZjKVLl/LDDz8w/fMZxMXH41quHE1btMgzSzQlPplZf3zDg+gorG2sqVmzJt9++22eNxdY29hy9uIlfg38k7T0NCpXrkKXLl2MhuAKa9asWXz66af07duXypUr88EHHzB37twCHz9s2DAkSWLMmDEsX76cgIAAZsyYwZIlS1i8eDFdunRhxIgRbNmyJc/zbNq0CdAXeFlNmDaD1i/0wM5Kwccff4xcLue9995DrVbTpk0bwwckSadl5559xCcksHvffnbva2s4R9WqVdm3b1+Bn9Ply5cZOnSo4fvMqQl9+/Zlzpw5AIwePZrU1FQ+++wzEhMTDfP0MofUjxw5QmhoKKGhodkWzL1x4wYAgYGBpKamsmTJEqN5gs2aNctxDUJBEISySiY9OYHlGZecnEzjxo05c+ZMtt6ItLQ0goOD8fT0NGnStZC39JAQdMnJKCtVxsK1fO77paVDjBoZoHaQYe+Ud29RVpr0dGIj9L01rjXcsVA++wHiOp3ElchEJCTqVHLA0iL3eY2pMZEkJKQgl0m4eXiJHMoyRLwvCcKzz+Q4JEEwhSRJSKkFCwfPGghuSiEGoLSyehwgHh9fmKaWOSq1tkDh4FKWQHA7O2tRiAmCIJQyBR6mrFOnTr5LLchkMq5evfrUjRKeHVJ6OpI2/3Bwo0DwQqYY2TmXI12VQmpSInblXFAUcp2sskL1aEmL/MLB1UaB4JVKqnmCIAhCARX4r1Vei2eeP3+edevWodOV7FpcQulXkHBwAFVcCtbI9YHg5Qq3QGpmgLgmLQ1VYgIOLrkPiT4LUtRaAOys8v41TknQh6nbWuccCC4IgiCYV4GLsScn7oP+1vn58+fz33//0atXL6OV3QUBChYOrtPqsNToe8U0VhI28oItdvskmUyGnVM54tMeB4jntFzCs0CSJKOesdyokx6izgAZYFu+Ygm1ThAEQTBFocZxHjx4wIIFCwgMDKRNmzYEBgZmuyW+LBM9fEVHl5J/MZYcl4Q1cnSAnYtpc8WeZGVnh4VSSYZGQ2piInbP6BIIaRk6tDoJuUyGjTL3Ykz1UJ8mYG0lR2FVyPFfwazE+5EgPPtMKsaSkpL45ZdfWL9+PXXr1mX16tU0adKkuNpW4iwtLZHL5URGRuLm5oalpWWBI4mE7HQaDer0NP03cjmytLRs+0g6CV2KhjRkqBU67DXKfFe3z4/C1o7UuFgSYmOQW1k9kz/D+BQ1UoYaK0sF6enpOe6TkZZCUpq+98zezoW0HF5/ofSSJAm1Wk10dDRyuRxLSzHELAjPqgIXY8uWLWP58uW4uroyf/78HIctyzq5XI6npyf37t3LN3tQyJ8uNRXtw4fILCyweGKV/0xpKWlY6BfXR+aoRJGcc5C0KSRJIjkuFkmnIyYxCeUzuBxAXIoalVqLo7UFGQnKHPdJjY9Go5GwUECy9rlaweaZYmtrS40aNZ7ZIXdBEExYZ6xOnTpYW1vTsmVLFIrch0XymuhfGuS1zlgmSZLIyMhAq9WWcOueLTFLlpAQ+CcOPXtQ4Z13ctznyvwjlMeKYLsUWo5rX2TXvvDPTs7+/SfOlavS56NPnrnesUHLj3M/IY3Zr/jSzNMl2+Oq+8H8Onc2OklO9zd6U6lZ9xzOIpR2CoUCCwuLZ+7/ryAIxgrcM/ZkDNKzTCaToVQqUSpz7nEQCkZz+Ajye/dw8vHJcbHKk/+cpEqSJTpJh2e/nPcprEYdX+TEbxuJvHKB+zeu4unXuMjObW5RiWmciUhBJgM/TzesrbP/Pz216TuSY+Oo7KTDvU1vZKJXRRAEodQqcDGWGXMiCAWhS00l7VEAto1/QI77ZOx/CNgSYp1CO2+PIr2+tb09vp27cmZHIKe2/f5MFWOnQ/VB5T4VHXDMoRBTx0dx4WIEoKBZjx6iEBMEQSjlxLu0UCxSL16CjAwsKlRAWbVKtsevnL5C9Qz93X0uPasXSxsCevRGrlAQfuUi92/fLJZrmMPpEH0x1sSjXI6PX1z/Dek6BeVsMvB6aVxJNk0QBEEoBLMWYxs3bqRXr14EBAQQEBBA//79OXDgQK77b926FR8fH6Ovhg0blmCLhYJKPXcWAJvGATkOb8f8FYZMJiNcoaJBswbF0gZHVzfqtNbPQzu1fWuxXMMczoTGAdDUI/tcMW1aCmdOXNE/3r4Fsmc8hUAQBOFZYNZ36kqVKjFp0iTc3d2RJInAwEDefvtt/vjjD2rXrp3jMfb29uzatcvw/fMyj62sUZ3VF2O2OQxRht8JxyPVDmQgb+NcrO1o0usVrh7cx60TR3l4P5JylbL30pUlqWotVyITAWjsnr1n7PqvP5CstsBOmUHdAZNKunmCIAhCIZi1Z6xTp060b98eDw8PPD09+eCDD7C1teX8+fO5HiOTyXBzczN8ubq6llyDhQKRdDpSz18AwCYgezF283+XUMhkRJFO8+7Ni7UtbjU88PRvgiTpOPPXH8V6rZJwPjyeDJ1EJUdrqjobL+IqZWRwat8hAAKa+mBh83QL6AqCIAglo9TMGdNqtezYsQOVSoW/v3+u+6lUKjp27Ej79u0ZP348t27dKsFWCgWRfvs2usREZLa2WNfxMXrsYcxDPOP1RUKib+5LpBSlpi+/CsDl/XtJiX9YItcsLplDlI09ymXrFQ7euZxYlQWWci2+gyabo3mCIAhCIZi9GLtx4wb+/v40bNiQGTNmsGjRImrVqpXjvp6ennz99df8/PPPfPvtt0iSxIABA7h//34Jt1rIS+rZcwDY+Ppmm7N0ev0xLGUyEqQM2vRrWyLtqVa3AZVqeaPVaDi/+68SuWZxybyTskkOQ5SndmwHwLd+Jaxdq5ZouwRBEITCM3sx5unpSWBgIFu2bOGNN95gypQp3L59O8d9/f396dOnD3Xr1qVZs2YsWLAAFxcXNm/eXMKtFvKSOXnfNsC4hzM1JZUakfqMyns11VgoS2bKokwmM/SOnd+9A3Vaaolct6jpdBJnDcWY8eT9yMN/EPFQhlymI2Dwh+ZoniAIglBIZi/GLC0tcXd3p0GDBnz44YfUqVOHtWvXFuhYpVJJ3bp1CcslakcwD1Vmz9gTk/ePbjyEnVxBqqSj1aCS6RXLVKtpC5wrVSYtJZnL+/aU6LWLyq2oZBLTMrC1VFC3soPRY6d/1//O1PVwwMGjeO5OFQRBEIqH2YuxJ+l0OtRqdYH21Wq13Lx5Ezc3t2JulVBQGdHRaMLDQSbDxq/R4+2aDCre1veEhVRIwdbetkTbJZcraPLSKwCc3hGINiOjRK9fFE4/mi/mV90ZC8XjX924K0e5Fan/nWnyhlhXTBAEoawxazE2f/58Tp06RUREBDdu3GD+/PmcPHmSXr16ATB58mTmz59v2H/hwoUcPnyY8PBwrly5wkcffURkZCT9+vUz11MQnpDZK2bl7Y3C4XHvzdE/DuMsU6KRJPwGNTVL2+q174StkzNJMdHcPHbILG14GmdCcp4vdmbjQkBGzYoKXBt1NEPLBEEQhKdh1nXGYmNjmTJlClFRUTg4OODj48OKFSto3bo1APfu3UOeJcolMTGRTz/9lOjoaJycnKhfvz6bN2/OdcK/UPJSH60vZvPEfDG7sxpAwR3HZDpXMk9PptLSioDuL3N481pObfudOm06lKl16jIn7zfOsthrSsRNrgTFA3KavjLIPA0TBEEQnopZi7Gvv/46z8fXrVtn9P3HH3/Mxx9/XJxNEp6S6py+Z8w2y/piJ/85SRWs0UkSXv3qmatpADR6sQcn/thCdFgIoRfO4lFGMiujktIIi1Mhk4F/DWfD9nPrvkUryanspKNqu9fM10BBEASh0ErdnDGh7NKlppJ29SpgPHlfHwgOIdYpeBRxILiprO3t8X2hKwCntv9u1raYInOIMms4uDo+ivOXwgFo2q27CAQXBEEoo8S7t1BkUi9lDwe/eubq40DwHtXM2TyDzADxsMsXuR9UNhYNNqwvliUc/OL6b0jXWlDOJoNaL483V9MEQRCEpySKMaHIPJ4v9jgcPGp7CDKZjAi5igbNS0eou6NrBeq0agfAqW1lo3fsdIj+TsrM9cWyBoI3addcBIILgiCUYaIYE4qMIRz80eT98DvheKY+ykds42SuZuWoyaNFYDMDxEuznMLBswaC1+svFnkVBEEoy0QxJhQJo3DwR/PFMgPBo0mnaVfzLGeRG7caHnj6NX4UIB5o7ubkKTMcvKKjFdXK2SDpdIZAcP8m3ljYOZq5hYIgCMLTEMWYUCQM4eA2NljX8TEKBE/wlaNQlEwouCkyI5Ku7N+LKiHevI3JQ2Y4eBN3F2QyGcF/6wPBlXItjQZPMXPrBEEQhKclijGhSBiFgyuVhkDwRCmDNv3ambl1OatWryGVvGqToVFzrhQHiBvWF3s0RHnqrz8B8K0nAsEFQRCeBaIYE4pEZji4TYC/USB4pGfJBYKbyihAfNdfpTJA3Cgc3KMc944E6gPB0dF4iJgrJgiC8CwQxZhQJDJjkGwDAji66XEgeItBbczcsrzVatYS54qPAsT/+8fczckmMxzcRqmgbmVHTv22BoC6HvYiEFwQBOEZIYox4allDQe3bNiQirceB4LbO9iZuXV5k8sVNOnVF4DTf/1R6gLEs4aDJ9888TgQfKBYV0wQBOFZIYox4allDQc/9s95sweCm6pe+86PA8SPHzZ3c4xkrrzf1KMcpzcsQASCC4IgPHtEMSY8tazh4PZnNAAEOybjZqZAcFMpLa3w79YL0C8CK0mSmVv0WObk/QC7BK7cjgeg6StvmLFFgiAIQlETxZjw1DLDwSOcalHxUSC4x2t1zdwq0zTq0gOllTXRocGEXjhr7uYAxuHg7F+aJRD8dXM3TRAEQShCohgTnkrWcPCMB+UBCLFKoaaPpzmbZTIbewcadi5dAeKZQ5SNy2u5fCUCgKbduolAcEEQhGeMeFcXnkpmOHh6zeZU0+mXsyjXvWyufdW4Z29kcnmpCRDPHKLsHf+XIRDc6+VxZm6VIAiCUNREMSY8lczFXtNr93oUCJ5Kw5a+Zm5V4Ti6VqBO6/YAnNq+1cyt0RdjlpKalJBQAJq0a4bcwtLMrRIEQRCKmijGhKeiOncWtX1VKlnrJ+tLbRzM3KKn07TXKwDcOn6E+Pv3zNaOVLWWK3cT6KfaRYpGia1FBvX6TzJbewRBEITiI4oxodAknY7Uc+fRNBz4KBBcTbOuzczdrKfi5u6Jx6MA8dM7As3WjgsR8WRotbgnBAMQIALBBUEQnlmiGBMKTR0UhDoNXNxqAZDQUFYqA8FN1bTXowDx//5BlZhgljacCX3IS2kHSEq31AeCD5lslnYIgiAIxU8UY0Khqc6eI73hQCzl+kDwVv3amrtJRaJ6/YZUrPkoQHyXeQLET4fE0SjhEgC+dSth7VrNLO0QBEEQip9Zi7GNGzfSq1cvAgICCAgIoH///hw4cCDPY3bu3Em3bt1o2LAhvXr1ynd/ofgknTmLU5VGAER6qLG0VJq5RUXDKEB8919o0tJK9Po6nYTi+j8kpiqRoyNgyAclen1BEAShZJm1GKtUqRKTJk1i69at/P7777Ro0YK3336bW7dyXlbg7NmzfPjhh7z22msEBgbSuXNn3n77bW7evFnCLRcA7t0rj41CQZpOR4vBpTsQ3FS1mz8KEE9O4lIJB4jfjk6mWYw+lsnHww5Hz7J5d6ogCIJQMBbmvHinTp2Mvv/ggw/YtGkT58+fp3bt2tn2X7t2LW3btmXUqFEATJgwgaNHj7J+/Xq+/PLLEmlzQaiSkokNCzd3M4qVLjERpwoBAAS7JFBJUpOcqDZzq4pWwxe6cmjDak5t/x13f/8SW2z1/L4DJCXrr9VsgAgEFwRBeNaZtRjLSqvVsmvXLlQqFf7+/jnuc/78eYYNG2a0rU2bNuzdu7cEWlgw4Veukbb6ATbPwET2vCgAe6UlGZKEX+pE7L+LNneTipy/Ts5pRVOSY2NY/X5JL7Yqo2I5CVf/TvnvKgiCIJRpZi/Gbty4wYABA0hPT8fW1pZFixZRq1atHPeNiYnB1dXVaFv58uWJiYkpiaYWmETpCZouTpIkEa66SFubZ68QA1DKdbRyC2PffS8kZCV6bQuZlrq9h5XoNQVBEATzMHsx5unpSWBgIElJSezevZspU6awfv36XAuy0q56/bqkf+FBQkyUuZtS7BQKC5qWCyCNYeZuSrGpA9TOyEDS6Ur0upbWNlha25ToNQVBEATzMHsxZmlpibu7OwANGjTg0qVLrF27Nsc5YK6urtl6wWJjY7P1lpmbla0NFWq4m7sZgiAIgiCUAaVunTGdTodanfNEcD8/P44fP2607ejRo/j5+ZVAywRBEARBEIqeWYux+fPnc+rUKSIiIrhx4wbz58/n5MmT9OrVC4DJkyczf/58w/5Dhw7l0KFDrFy5kqCgIBYsWMDly5cZPHiwuZ6CIAiCIAjCUzHrMGVsbCxTpkwhKioKBwcHfHx8WLFiBa1btwbg3r17yLMsJxAQEMC8efP44Ycf+O677/Dw8GDRokV4e3ub6ykIgiAIgiA8FZkkSc/HrX+PJCcn07hxY86cOYO9vb25myMIgiAIwnOu1M0ZEwRBEARBeJ6Y/W7KkpbZEZicnGzmlgiCIAiC8Dyws7NDJst9vcrnrhhLSUkBoH379mZuiSAIgiAIz4P8pkY9d3PGdDodUVFR+VapgiAIgiAIRSG/muO5K8YEQRAEQRBKEzGBXxAEQRAEwYxEMSYIgiAIgmBGohgTBEEQBEEwI1GMCYIgCIIgmJEoxgRBEARBEMxIFGOCIAiCIAhmJIoxQRAEQRAEMxLFmCAIgiAIghmJYkwQBEEQBMGMRDEmCIIgCIJgRqIYEwRBEARBMCNRjAmCIAiCIJiRKMYEQRAEQRDMSBRjgiAIgiAIZmRh7gYIgiAUJx8fnzwff+edd3j33XdLqDWCIAjZySRJkszdCEEQhOISHR1t+Pfff//NTz/9xK5duwzbbG1tsbOzK/D51Go1lpaWRdpGQRCeb2KYUhCEZ5qbm5vhy8HBAZlMZvh+8+bNDBw40Gj/1atX06lTJ8P3U6dO5a233mLx4sW0adOGbt26ERERgY+PD3v27GHIkCE0atSIl19+mXPnzhmOu3v3LuPGjaNp06b4+fnRs2dPDhw4UGLPWxCEskMMUwqCIOTj2LFj2Nvbs2rVKqPt33//PVOmTMHd3Z3vv/+eDz/8kD179mBhYcGXX36JRqNh/fr12Nracvv2bWxtbc30DARBKM1EMSYIgpAPW1tbZs6caRiejIiIAGDEiBF06NABgPfee4+ePXsSGhqKl5cXkZGRdO3a1TBnrXr16mZpuyAIpZ8YphQEQciHt7d3jvPEst4c4ObmBkBcXBwAQ4cOZfHixQwYMICffvqJ69evl0xjBUEoc0QxJgjCc0smk/HkPUwZGRnZ9rOxscnxeKVSaXQuAJ1OB0C/fv3Yu3cvvXv35ubNm7z22musW7euqJouCMIzRBRjgiA8t1xcXIiJiTEqyK5du1Zk569cuTJvvPEGCxcuZPjw4WzZsqXIzi0IwrNDFGOCIDy3mjdvTlxcHMuWLSMsLIwNGzZw6NChIjn3rFmzOHToEOHh4Vy5coUTJ07g5eVVJOcWBOHZIooxQRCeW15eXsyYMYONGzfSu3dvLl68yIgRI4rk3Dqdji+//JIePXowatQoPDw8mDFjRpGcWxCEZ4tY9FUQBEEQBMGMRM+YIAiCIAiCGYliTBAEQRAEwYxEMSYIgiAIgmBGohgTBEEQBEEwI1GMCYIgCIIgmJEoxgRBEARBEMxIFGOCIAiCIAhmJIoxQRAEQRAEMxLFmCAIgiAIghmJYkwQBEEQBMGMRDEmCIIgCIJgRqIYEwRBEARBMCMLczdAEJ5GWFgYy5cv58iRI0RFRaFUKvH29qZ79+70798fa2vrYrnugwcP2LJlCy+88AJ169YtlmvkJiYmhhUrVvDff/9x7949ZDIZNWvW5IUXXmDw4ME4OjqWaHtysn37dmJjYxk2bJi5m1LkxOufu4cPH7J06VL27dtHZGQkNjY2NGzYkMGDB9OxY8cSbUteFixYwMKFC/Pdr1mzZqxbt64EWiQ870QxJpRZ+/fv5/3338fS0pLevXvj7e2NRqPhzJkzfPvtt9y+fZuvvvqqWK4dFRXFwoULqVq1aokWYxcvXmTMmDGoVCpefvll6tevD8Dly5dZtmwZp0+fZuXKlSXWntz89ddf3Lp165krxsTrn7s7d+4wbNgw4uLieOWVV2jYsCGJiYls376dcePGMWLECKZMmVJi7cnLiy++SI0aNQzfq1QqPv/8c1588UVefPFFw3ZXV1dzNE94DoliTCiTwsPD+eCDD6hSpQpr1qyhQoUKhscGDRpEaGgo+/fvN18DC0mlUmFra5vjY4mJibzzzjsoFAr++OMPvLy8jB7/4IMP2LJlS0k085n1PL7+6enpKJVK5PLCz1rRaDS8//77JCYmsmHDBho1amR4bNiwYUyaNImVK1fSsGFDevToURTNLpCMjAx0Oh2WlpZG2+vUqUOdOnUM38fFxfH555/j4+ND7969i+Taqamp2NjYFMm5hOeAJAhl0GeffSZ5e3tLZ86cKfAxgYGBUt++faWGDRtKTZs2lSZMmCBFRkYa7TN48GCpZ8+e0q1bt6TBgwdLvr6+Ups2baSlS5ca9jl+/Ljk7e2d7ev333837HP+/HlpxIgRUkBAgOTr6ysNGjRIOn36tNG1fvrpJ8nb21u6deuWNHHiRKlJkyZS7969c23/kiVLJG9vb2nbtm0Ffs7r16+XevToIdWvX19q3bq19Pnnn0sJCQlG+3Ts2FGaMmVKtmMHDx4sDR48ONvz3rFjh/Tzzz9Lbdu2lRo0aCANHTpUCgkJMTruydemY8eOhsfXrl0r9ejRQ/L19ZWaNGki9e3bN9/nlPXa8+fPl1q1aiU1atRIGjt2bLafoSSJ1z+31z/zHH/99Zf03XffSW3atJF8fHyky5cvS97e3tKqVauytePMmTOSt7e3tH379lyf519//SV5e3tLCxcuzPHxxMREqUmTJlK3bt0kSZKk6OhoqW7dutKCBQuy7RsUFCR5e3tL69atM2xLSEiQZs6cKbVr106qX7++9MILL0hLliyRtFqtYZ/w8HDJ29tbWr58ubRq1Sqpc+fOUp06daSrV6/m2u5MsbGxkre3t/TTTz8Ztv3++++St7e3FB4ebrRv5mt4/Phxw7bM941Lly5JAwcOlHx9faWZM2catWnz5s1S586dpfr160uvvPKKdOHCBaPzRkVFSVOnTpXatm1r+P8ybty4bNcXnk2iZ0wok/777z+qV69OQEBAgfZfvHgxP/74I927d+e1114jLi6O9evXM2jQIAIDA43m+SQkJDBq1ChefPFFunfvzu7du5k3bx7e3t60b98eLy8v3nvvPX766Sf69+9P48aNAQxtOXbsGKNHj6ZBgwa88847yGQytm7dyptvvsnGjRvx9fU1atv777+Pu7s7H3zwAZIk5foc9u3bh7W1NV27di3Qc86cF9OqVSveeOMNgoOD2bRpE5cuXWLTpk0olcoCnedJy5YtQyaTMWLECJKTk1m+fDmTJk3i119/BWDcuHEkJSVx//59pk2bBoCdnR0AW7ZsYebMmXTt2pWhQ4eSnp7OjRs3uHDhAr169cr32osXL0YmkzF69GhiY2NZs2YNw4YN488//zTMDxSvf+6vf6aff/4ZpVLJyJEjUavV1KxZk4CAALZt25ZtaHP79u3Y2dnRuXPnXNu0b98+APr06ZPj4w4ODnTu3Jk//viD0NBQ3N3dadq0KTt37uSdd94x2vfvv/9GoVDQrVs3QN/DNHjwYB48eMCAAQOoXLky586d47vvviM6Oprp06cbHb9161bS09N5/fXXsbS0xMnJKe8XtIjEx8czevRoevbsycsvv0z58uUNj/3111+kpKTQv39/ZDIZy5cv591332Xv3r2G/wfvvvsut2/fZvDgwVStWpW4uDiOHDnCvXv3qFatWok8B8GMzF0NCoKpkpKSJG9vb2n8+PEF2j8iIkKqW7eutHjxYqPtN27ckOrVq2e0PbNX4Y8//jBsS09Pl1q3bi29++67hm0XL17M1hsmSZKk0+mkLl26SCNGjJB0Op1he2pqqtSpUydp+PDhhm2ZPTMTJ04s0PNo2rSp9PLLLxdo39jYWKl+/frSiBEjjHoP1q9fL3l7e0u//fabYZupPTPdu3eX0tPTDdvXrFkjeXt7Szdu3DBsGzNmjFFvWKbx48dLPXv2LNBzyCrz2m3btpWSkpIM2//++2/J29tbWrNmjSRJ4vXPlNvrn3mOzp07S6mpqUaPbd68WfL29pZu375t2KZWq6XmzZvn2L6sevfuLTVu3DjPfVatWiV5e3tL//77r9H1srZbkiSpR48e0tChQw3fL1q0SPLz85OCg4ON9ps3b55Ut25dQ89oZi9UQECAFBsbm2dbnlQUPWPe3t7Spk2bjPbNbFOzZs2k+Ph4w/a9e/dK3t7e0r59+yRJ0vf8ZfagCc8nsbSFUOYkJycD2T/t5+aff/5Bp9PRvXt34uLiDF+urq64u7tz4sQJo/1tbW2N5o1YWlrSsGFDwsPD873WtWvXCAkJoVevXjx8+NBwLZVKRcuWLTl16hQ6nc7omAEDBhToeSQnJxf4OR89ehSNRsPQoUON5gL169cPe3t7Dhw4UKDz5OSVV14xmoPTpEkTgAK9Po6Ojty/f5+LFy8W6tp9+vTB3t7e8H23bt1wc3MzPB/x+hdMnz59st1p3L17d6ysrNi+fbth2+HDh3n48CEvv/xynudLSUnJ97XJfDzz9/fFF1/EwsKCv//+27DPzZs3uX37ttG8sl27dtG4cWMcHR2Nfn9btWqFVqvl1KlTRtfp0qULLi4uebalOFhaWvLKK6/k+FiPHj2Meuie/JlZW1ujVCo5efIkCQkJxd9YodQRw5RCmZP5xzglJaVA+4eEhCBJEl26dMnxcQsL41+DSpUqIZPJjLY5OTlx48aNAl0LyPOusaSkJKM35oIOQdjb2xf4OUdGRgJQs2ZNo+2WlpZUr16du3fvFug8OalSpYrR95lDvImJifkeO3r0aI4ePUq/fv1wd3endevWvPTSS4ah3vy4u7sbfS+TyXB3dzc8H/H6F0xOz9nR0ZGOHTvy119/MWHCBEA/RFmxYkVatGiR5/ns7Ox4+PBhnvtkvnaZRZmLiwstWrRg586dhuv9/fffWFhYGN3RGBoayo0bN2jZsmWO542Li8v3uZWEihUrZrtRIFPlypWNvs/8/5f5M7O0tGTSpEl88803tG7dmkaNGtGhQwf69OmDm5tb8TZcKBVEMSaUOfb29lSoUIFbt24VaH+dTodMJmPZsmUoFIpsjz9591xO+xSU9GjO0eTJk3Nd8uLJ61lZWRXo3DVr1uTatWuo1epc3/SLklarzfG1yO2uOymP+VaZvLy82LVrF/v37+fQoUPs2bOHjRs38vbbb/Pee+89dZvF618wua2/16dPH3bt2sXZs2fx9vZm3759vPHGG/neaenl5cW1a9eIjIzMVixmyvwwU6tWLcO2nj17Mm3aNK5du0bdunXZuXMnLVq0MOrZ0ul0tG7dmlGjRuV4Xg8PjwI9N1M9+YEsa3tyktd1c3tPyfozGzZsGJ06dWLv3r0cPnyYH3/8kaVLl7JmzRrq1atnQsuFskgUY0KZ1LFjR/73v/9x7tw5/P3989y3Ro0aSJJEtWrV8PT0LJLr5/ZGXb16dUBfMLZq1apIrpWpY8eOnDt3jj179vDSSy/luW/mH8Q7d+4Y2gSgVquJiIgwapuTk1OOvSqRkZFGx5oit9cH9MVQjx496NGjB2q1mnfffZdffvmFsWPH5lsYhYaGGn0vSRKhoaH4+PgA4vXPlNfrn5e2bdvi4uLC9u3badSoEampqQVa6qFDhw789ddfBAYG8tZbb2V7PDk5mX///ZeaNWsa9W6+8MILfPbZZ4ahypCQEMaOHWt0bI0aNVCpVEX+88xPZo9jUlKS0fan6dXMT40aNRgxYgQjRowgJCSEPn36sHLlSubNm1ds1xRKBzFnTCiTRo0aha2tLZ988gkxMTHZHg8LC2PNmjWAfg6JQqFg4cKF2XoPJEnKd3glJ5nrBz35R7RBgwbUqFGDlStX5jik9eSQiikGDBiAm5sbc+bMITg4ONvjsbGx/PzzzwC0atUKpVLJunXrjJ7zb7/9RlJSEu3btzdsq169OhcuXECtVhu2Za4uX1g2NjbZ/ogB2V5rS0tLvLy8kCQJjUaT73kDAwMNc45AP58oOjqadu3aAeL1z5Tb658fCwsLevbsyc6dO9m6dSve3t5G63HlpmvXrtSqVYtly5Zx6dIlo8d0Oh0zZswgISEh252Tjo6OtGnThp07d7Jjxw6USiUvvPCC0T7du3fn3LlzHDp0KNt1ExMTycjIMPl5FkTmorBZ56RptdpiWUsuNTWV9PT0bNe3s7Mz+n8hPLtEz5hQJtWoUYN58+bxwQcf0KNHD8MK/Gq1mnPnzrFr1y7DZNoaNWowYcIE5s+fz927d3nhhRews7MjIiKCvXv38vrrrzNy5EiTr+/o6MjmzZuxs7PD1tYWX19fqlevzsyZMxk9ejQvvfQSr7zyChUrVuTBgwecOHECe3t7fvnll0I9ZycnJxYtWsSYMWPo06eP0QrwV69e5a+//jL0Erq4uDB27FgWLlzIqFGj6NSpE8HBwWzcuJGGDRsaTcju168fu3fvZtSoUXTv3p2wsDC2b99utEK5qerXr8/ff//N7NmzadiwIba2tnTq1ImRI0fi6upKQEAA5cuX586dO6xfv5727dsbTczP6zUYOHAgr7zyimFpC3d3d15//XVAP4QnXv/cX/+C6NOnD+vWrePEiRNMmjSpQMdYWlry008/8eabbxp+Pg0aNCApKYm//vqLK1euMGLECHr27Jnt2B49evDRRx+xceNG2rRpky1OauTIkezbt49x48bRt29f6tevT2pqKjdv3mT37t38+++/xTJhv3bt2vj5+fHdd9+RkJCAk5MTf//9d7EUfyEhIQwbNoxu3bpRq1YtFAoFe/fuJSYmJsfXTHj2iGJMKLM6d+7Mtm3bWLFiBf/++y+bNm3C0tISHx8fpk6davgDDTBmzBg8PDxYvXo1ixYtAvQT9Vu3bl3gP1JZKZVK5syZw3fffcfnn39ORkYGs2fPpnr16jRv3pz//e9//Pzzz6xfvx6VSoWbmxu+vr7079//qZ5zo0aN2L59OytWrGD//v38+eefyOVyatasyZgxYxg8eLBh33fffRcXFxfWr1/P7NmzcXJy4vXXX2fixIlGa1y1bduWqVOnsmrVKr7++msaNGjAL7/8wjfffFPodg4cOJBr166xdetWVq9eTdWqVenUqRP9+/dn+/btrFq1CpVKRaVKlRgyZEiOQ1s5GTduHDdu3GDp0qWkpKTQsmVLZsyYYbTSuXj9c3/9C6JBgwbUrl2boKCgfO+izMrLy4tt27YZsim3bt2KtbU1DRo0YPHixblev1OnTlhbW5OSkpLj6vw2NjasW7eOJUuWsGvXLgIDA7G3t8fDw4N3330XBweHArfRVPPmzeOzzz5j6dKlODo68tprr9G8eXOGDx9epNepVKkSPXv25NixY2zbtg2FQkHNmjX54YcfCryunVC2ySRTZn0KgiCYwYkTJxg6dCg//vijYTFQofj06dMHJycnw1C/IAjFS8wZEwRBEAwuXbrEtWvXcl1NXxCEoieGKQVBEARu3rzJlStXWLlyJW5ubiUa6C0IzzvRMyYIgiCwe/dupk2bRkZGBt99912B118TBOHpiTljgiAIgiAIZiR6xgRBEARBEMzouSvGJEkiOTnZpOgQQRAEQRCE4vLcFWMpKSk0bty4wIG/giAIgiAIxem5K8YEQRAEQRBKE1GMCYIgCIIgmJEoxgRBEARBEMxIFGOCIAiCIAhmJIoxQRAEQRAEMzJ7MfbgwQMmTZpE8+bN8fX1pVevXly6dCnPY06cOEHfvn1p0KABL774Ilu3bi2h1gqCIAiCIBQts2ZTJiQk8MYbb9C8eXOWLVtGuXLlCA0NxcnJKddjwsPDGTt2LAMGDGDevHkcO3aMTz75BDc3N9q2bVuCrRcEQRAEQXh6Zi3Gli1bRqVKlZg9e7ZhW/Xq1fM8ZvPmzVSrVo2pU6cC4OXlxZkzZ1i9erUoxgRBKHWC4oMISQwxdzOKnRw5jSs1xtHSsUSuJ0kSd288RJ2mLZHrPW+s7ZRUqe1cYteLS4vjfNR5JEp2QfaaTjXxdPIs0WvmxKzF2L59+2jTpg3vvfcep06domLFigwcOJDXX38912POnz9Py5Ytjba1adOGr7/+uribKwiCYJLwxHD6be+HRqcxd1NKRLNKzVjRdUWJXOvygbsc3HyzRK71vOo6ugG1Glco9uvoJB2j94zm5sOS/3kq5UoODTiEndKuxK+dlVmLsfDwcDZt2sTw4cMZN24cly5dYubMmSiVSvr27ZvjMTExMbi6uhptc3V1JTk5mbS0NKytrUui6YIgCPlac3UNGp2GCjYVqGxf2dzNKVZXYq5w8v5Jzkedx6+CX7FeS6vVcXZPKAAuVeywtFYU6/WeN2kpGcQ/UHFmVwheAW7IZLJivd7BiIPcfHgTa4U1Pi4+xXqtJ9VxqYOthW2JXjMnZi3GJEmiQYMGTJw4EYB69epx69YtNm/enGsxJgiCUBbEpcUReDsQgDnt5tC0UlPzNqiYfXrkUwJvB7L6ymp+qPBDsV4r6EwUyXHp2Dgo6Te1CRaWohgrSmnJGtZ8fISY8GQirj2kej2XYr3eqsurAHij7htMbDyxWK9VWpn1bko3Nze8vLyMttWsWZPIyMhcj3F1dSUmJsZoW0xMDPb29qJXTBCEUmPT9U2ka9NpUL4BTSo2MXdzit2w+sMA2Be2j+CE4GK7jiRJnN0TBoBvx2qiECsG1vZK6rWuAmDogSwu56POczbqLBZyCwbXHVys1yrNzFqMBQQEEBxs/EsbEhJC1apVcz3Gz8+P48ePG207evQofn5+xdFEQRAEk6k0KjZd3wTA8AbDi32YpzTwcvaiQ7UOSEisubKm2K4Tfi2O2IhkLKwUNGhfrdiu87xr1Lk6MrmMiOsPiQ5LKrbrZPaK9arZiwq2xT8/rbQyazH25ptvcuHCBX755RdCQ0PZvn07W7ZsYeDAgYZ95s+fz+TJkw3fDxgwgPDwcObOnUtQUBAbNmxg586dDBs2zAzPQBAEIbs/bv9BQnoCNRxq0LlGZ3M3p8SMaDgCgG1B24hJjcln78I596hXrH7rKljbKYvlGgI4utpQu4m+ODpXTL1jdxLu8F/4fwAMazCsWK5RVpi1GPP19WXhwoXs2LGDl156iZ9//pmPP/6Yl19+2bBPdHQ09+7dM3xfvXp1lixZwtGjR+nduzerVq1i5syZYlkLQRBKBY1OY+gZerP+myjkz88wmn8Ff/zc/NDoNKy/ur7Izx8VmkjE9YfI5DIavZD3MkjC0/PvUgOA22eiSIhOLfLzr7myBgmJjtU7UtOpZpGfvyyRSZJUsot6mFlycjKNGzfmzJkz2Nvbm7s5giA8Y3bc2cHUQ1NxsXZh96u7sbZ4vuay7gvbx/v/vY+D0oE9r+3B3rLo3md3L7vM7TNReDevyIvD6xfZeYXcbf/pPGFX42jYvirt3ii6Ox2jVFF0+70bGp2Gdd3XFfsduKWd2eOQBEEQnhWSJBnmwAyqO+i5K8QAOlTvgIejB0maJH6/9XuRnTchWkXQ2SgA/F90L7LzCnnL7B27dvQeqUnqIjvvhmsb0Og0+t7U57wQA1GMCYIgFJljkce48fAGNhY29Pfpb+7mmIVcJmd4g+EArL26Fo22aBa8Pb83HEmCGvVdcK0mRjVKSlWfcrjVcCBDo+PS/ogiOWeyOpktN7YAMLz+8CI5Z1knijFBEIQisvLKSgBerf0qTla5Z+w+616q+RKuNq5EqaL4O/jvpz5fapKaa0f1c4f9u4hesZIkk8kMvWOX9t9Fk/708VO/3fyNZE0ynk6etK/e/qnP9ywQxZggCEIRuBJ7hRP3TqCQKRhab6i5m2NWlgpLw5pRq6+sRifpnup8F/dHoNXoqODuQFVv5yJooWAKL383HF2tSUvRGIriwtJoNay7ug7Q94rJZaIMAVGMCYIgFInVl1cD0N2z+zMffVQQ/Xz6Yae043b8bQ7fPVzo82jStYbhMf8u7s/Fmm2ljVwhx+8Ffe/Y+b1h6LSFL653BO8gKjUKNxs3etbsWVRNLPNEMSYIgvCUwpPC2RO6B3i8Ev3zztHSkX7e/QBYeXlloc9z7Wgk6SkZOLpaU9PfraiaJ5ioTqvKWNsrSYpNI+hsdKHOoZN0hg8tg+sNxlJhWYQtLNtEMSYIgvCU1l5Zi07S0bpq6xIPOi7NBtUdhIXcgjMPznAh+oLJx+u0Os7/Ew6A/4s1kMtFr5i5KC0V+HbUJx6c3RNKYVbFOhRxiKCEIOyUdoZCXdATxZggCMJTyBoIPqL+CPM2ppSpZFeJnp76oajMHhFT3D4bRVJcGjYOSuq0FEO/5tawfTUsLOX6APHrD00+PrOH9HXv13GwdCjq5pVpohgTBEF4CpuubyJNm0aD8g1oWqmpuZtT6mQuc/Fv2L+EJIQU+DhJkgzRRyIQvHTIGiBuakSSUSB4vec3EDw3ohgTBEEopOcxENxURgHiVwseIB5x7SEx4clYWMpFIHgpkhkgHn7NtADx1VdWAyIQPDcW5m5AaaXVatFoimaxQkEQnk07gnZgK9lSs1xNWldoTVpaWpGeX6lUolCU/R6h4Q2Gsz9iP9tub+Ntv7dxtXHN95izj3pe6rURgeCliaOrDbUaV+DWqQec2xNKl1EN8j0mOCGYfWH7AHGDS25EMfYESZK4f/8+8fHx5m6KIAilmCRJuKW5MaXWFJysnAgLDSuW6zg7O1OpUqUy3evmX8GfRm6NuBB9gQ3XNvB+wPt57m8UCN5ZBIKXNv5danDr1ANun4miRZ9UHF1t8tw/MxC8Q/UO1HR+vgPBcyOKsSdkFmIVKlTA1ta2TL8BCoJQfJLUSWhTtChkCjycPIp88UpJklCpVERF6fMYK1cuuxPYZTIZwxsMZ8J/E/jf9f8xquEo7JR2ue5/7h99YVu7SQUcy+f9h14oeW7VHahez4Xwq3Gc3xtOuwHeue4brYpmW9A2AEY0EDe45EYUY1lotVpDIVa+fHlzN0cQhFJKkiTupt1FrpTjZuuGrY1tsVzHxkZfiERFRVGhQoUyPWTZsXpHPBw9CEkM4bebv/Fm/Tdz3C8hOpWgM48CwR/F8Ailj3+XGoRfjePakUiavuSBjX3Oa4ZlBoL7ufnhX8G/hFtZdogJ/FlkzhGztS2eN1ZBEJ4NKZoU0jLSkMvklLMuV6zXynw/KutzWOUyuWG+0Lqr63INEL+wN0wfCF7PBddqYvmD0qqaUYD43Rz3MQoEbyACwfMiirEciKFJQRDyEpMaA4CztTMW8uIdYHiW3o9e8tIHiD9QPWBnyM5sjxsHgotesdLMKED8vwg06uwB4r/f+p0kTRIejh50qN6hhFtYtohiTBAEwQSpGamkaFIAKG8tpjOYwkphxaC6gwBYdXlVtlXcL+2PIEOjw62GA1V9irfHUXh6WQPErz8RIK7Ralh7dS2g7xUTgeB5E6+OIAiCCTJ7xZysnES2XiG87vO6IUD80N1Dhu36QHD9cJd/lxrPVI/gsyqvAPG/g/8mSqUPBH+p5kvmamKZIYoxocwbMmQIs2bNKvD+ERER+Pj4cO3atWJslfAsUmvVJKYnAhRorSwhu6wB4qsurzJsv3b0HmkpGhxdrfEKEIuClhWZAeKJMWkEndMHiOsknWGRVxEIXjCiGBMMfHx82Lt3r0nH7NixAx8fH956661ialX+FixYwPvv571uUVaVK1fm8OHD1K5duxhbJTyLYlNjAbC3tMfawtrMrSm7MgPETz84zcXoi/pA8L365SxEIHjZkjVA/NyeMCRJ4vDdw9yOvy0CwU1g1mJswYIF+Pj4GH1169Yt1/23bt2abf+GDRuWYIuFrCIiIvjmm29o0qSJWdvh7OyMvb19gfdXKBS4ublhYSFWdhEKLkOXwcN0fTiyq7XoFXsaRgHiV1YTdDaapFgRCF5WZQaIR4clEXHjoQgELwSz/zWqXbs2q1Y97qrObx0de3t7du3aZfi+JOYVSJJEqib7nSLFyUapMOm5JScnM2PGDP7991/s7e0ZNWoU//77L3Xq1GH69Ol06tSJV199laCgIPbt24eDgwPjxo1j0CD9ZNpOnToB8PbbbwNQtWpV9u3bl+v1tFotkyZN4t133+XMmTMkJiYaPZ6QkMCsWbP477//UKvVNG3alE8++QQPD49cz3nixAmGDh3K8uXLmT9/Pnfu3MHPz4/vv/+ey5cvM2fOHB48eEDHjh2ZOXOmYQ2mIUOGGJ5n5nN5/fXXCQ0NZdeuXTg5OTF+/Hj69+8P6IvIzp07ExgYSN26dQv8GgvPt7i0OCRJwtrCGlulWP7maQ2rP4w/g/5kb8he/MNeAaBhBxEIXhZZ2yup27oKl/6L4OD2K5ypcAYLuYXhZg0hf09djGm1Wm7evEmVKlVwcnIy+fjMXoqCkslkJu3/tCRJ4rVfjnEm9GGJXROgiXs5fh3XssAF2Zw5czh37hyLFy+mfPny/PTTT1y5coU6deoY9lmxYgXjxo3j3Xff5fDhw8yaNQsPDw9at27Nb7/9RsuWLZk9ezZt27bNtyhetGgR5cuXp1+/fpw5cybb41OnTiU0NJTFixdjb2/Pt99+y5gxY9ixYwdKZd45cwsXLuTTTz/FxsaGCRMmMGHCBCwtLZk/fz4qlYq3336bdevWMWbMmFzPsWrVKt577z3GjRvH7t27+fzzz2natCk1a4ooDsF0Wp2WuLQ4QD9XTEwuf3q1ytWifbX2BF2+T2KkGgtLOQ1FIHiZ5de5OpcP3CU+SEN5u6q0bdSUinYVzd2sMsPkYcpZs2bx66+/AvpCbPDgwfTt25cOHTpw4sQJkxsQGhpKmzZt6Ny5Mx9++CGRkZF57q9SqejYsSPt27dn/Pjx3Lp1y+Rrmqq0v+0mJycTGBjI5MmTadmyJd7e3syePRudTme0X0BAAGPGjMHT05MhQ4bQtWtXVq9eDYCLiwsAjo6OuLm5Gb7PyenTp/ntt9/46quvcnw8JCSEffv2MXPmTJo0aUKdOnWYN28eDx48KNCctAkTJtC4cWPq1avHa6+9xsmTJ/n888+pV68eTZo0oWvXrvn+X2vXrh2DBg3C3d2d0aNHU65cuUL9/xQEgPj0eLQ6LUqFEkdLR3M355kxvMFw/CI7A+DZvBzW9iIQvKxydLWhkq++x9jvbmcRCG4ik3vGdu/ezcsvvwzAf//9R0REBDt37uTPP//k+++/Z/PmzQU+l6+vL7Nnz8bT05Po6GgWLVrEoEGD2L59e45zgDw9Pfn666/x8fEhKSmJlStXMmDAAHbs2EGlSpVMfSoFIpPJ+HVcy1I9TBkREYFGo8HX19ewzcHBAU9PT6P9/Pz8sn2/Zs2aXM8bGRlJz549Dd+PHTuWwYMHM3nyZL766qtcC7agoCAsLCxo1KiRYVu5cuXw9PQkKCgIgFGjRhl61KpUqcKOHTsM+/r4+Bj+Xb58eWxsbKhe/XFYsKurK5cuXcq13U+eQyaT4erqSmxsbJ7HCEJOJEkiNk3/f8fVWvSKFaXqabWplpCADi3Xqx2lC43yP0gota5WPUi5842pFeePW0YVczenTDG5GHv48KFhmPDAgQN069YNT09PXn31VdauXWvSudq3b2/4d506dWjUqBEdO3Zk586d9OuX/Q4Mf39//P39jb7v0aMHmzdvZsKECaY+lQKTyWTYWpp9el2Jq1ChAoGBgYbvnZycCA8P5+7du4wfP96wPbMHrl69ekbz+fIya9Ys0tLSALJNpM/6vUwmy/a4TCbL1uv3pJyOeXKBSUEoiER1IhqtBoVcgbO1s7mb80w5/ygQPMj1HCcjAxmpGZpngLhQesWkxrA1fhNdnOyonlCH8/+G065/7gHigjGTKwxXV1du376Nm5sbhw4d4vPPPwcgLS3tqUNsHR0d8fDwICwsrED7K5VK6tatW+D9n1XVqlVDqVRy6dIlqlTRfxpJSkoiJCTE6E7HCxcuGB134cIFvLy8DN8rlUq02sc9gBYWFri7uxsdY2Njw/bt2422/fDDD6SkpDB9+nQqVaqETqcjIyODCxcuEBAQAOiL+ODgYGrVqgVAxYpiLoFQ+kmSZFjk1cXaRawiXoQSY1K5/SgQPKr2dZLUSfx+83eG1h9q5pYJhZEZCJ5ULwSO1eHa4Uia9sw9QFwwZvI7yyuvvMKECRN46aWXkMlktGrVCtD/YX/aydEpKSmEh4cXeIJ+5s0DJTmhvzSyt7enT58+zJ07l+PHj3Pr1i2mT5+OTCYzGlI5e/Ysy5YtIzg4mA0bNrBr1y6GDn38xle1alWOHTtGdHQ0CQkJOV7LysoKb29voy9HR0fs7Ozw9vbG0tISDw8POnfuzKeffsrp06e5fv06H330ERUrVqRz587F/noIQlHJGgjuYp37PErBdOf3hiNJUL2eC6+07AHA2qtr0ejKdiD68yhFk8L/rv8PgL4duuJa3Z4MjY7LB3IOEBeyM7kYe/fdd5k1axb9+/dn06ZNWFrqq16FQsHo0aNNOtc333zDyZMniYiI4OzZs7zzzjvI5XJeekkfnTB58mTmz59v2H/hwoUcPnyY8PBwrly5wkcffURkZGSOQ5rPm6lTp+Ln58e4ceMYPnw4AQEBeHl5YWVlZdhn+PDhXL58mb59+7J48WKmTp1K27ZtDY9PmTKFo0eP0qFDB/r27ftU7Zk9ezb169dn3Lhx9O/fH0mSWLp0ab53UgpCaVKSgeDPk9RkNdeO6G/W8u9Sg15evShvXZ4HqgfsCi7YVAeh9Pjt5m+GQPBONToS0EU/onIxlwBxITuZZMJEGo1Gw6hRo/jiiy/yXC+qoD744ANOnTpFfHw8Li4uNG7cmA8++IAaNfRZV0OGDKFq1arMmTMHgK+//pp//vmH6OhonJycqF+/PhMmTKBevXoFvmZycjKNGzfmzJkz2W4SSEtLIzg4GE9PT6yty/bq2iqVinbt2jFlyhT69etHp06dGDp0KMOGDTN30wShTEjNSOVO/B0AaperbbZIl2fpfSnTyb+COfVXMG41HOg3rQkymYzll5bz49kfqeVci60vbxU3SpQRGq2G7lu780D1gC9afcErtV9Bp9WxYcZxEmPSaDfAm4YdxJIl+THpo55SqeTGjRtFdvHvv/8+z8fXrVtn9P3HH3/Mxx9/XGTXf5ZcvXqVO3fu4OvrS1JSEosWLQIQw4KCUEiZ0UciELxoadRaLv0XARgHgr/u8zrLLi7jdvxtDt89TNtqbfM6jVBK7AzZyQPVA1xtXA2B4JkB4gc33+T83jDqt62CXCHmW+bF5Ffn5Zdf5rfffiuOtghPaeXKlfTu3Zvhw4eTmprKhg0b8lwvTBCEnKm1ahLS9fMmRSB40bqeNRDc//F8X6MA8SurcjtcKEUkSTKEvQ+uaxwIXqdVZaztjAPEhdyZPAlCq9WyadMmjh49SoMGDQyRNJmmTZtWZI0TCq5evXps3bo118fzijYSBMGYCAQvHlkDwf1eqJGtt2RwvcFsuLaBU/dPcSn6Eg3dRPZwaXbo7qHHgeA+xnO3lZYKGnasxqm/gjm3J4xajSuIoec8mNwzdvPmTerVq4ednR3BwcFcvXrV8HXt2rXiaKMgCEKJyRoIXt66vJlb82wJOhtNYkwa1vZK6rTKHgheya4SPWrq76wUvWOlX2YgeD/vfjkmUzTsUBUL5eMAcSF3JveMPTmPSxAE4VmSNRBcLEBadCRJ4uyeUAB8O1ZDmUsg+LD6w9gWtI29oXsJTQzF3dE9x/0E87oQfYEzD/IOBLext9QHiO+P4NyeMKrXEdNmclPoGXWhoaEcOnTIsIq6WN1cEISyTifpRCB4MYm4/pCY8OR8A8Frl6tNu2rtkJBYcyX3uDbBvFZfXg1AT8+eVLLLPY7Q74XqyGQQfjWO6PCkEmpd2WNyMfbw4UPefPNNunbtypgxY4iO1k/M+/jjjw1LUAiCIJRFD9MeikDwYnLuUa9Y3dZV8g0EH15/OAB/3v7TsNabUHqEJITwb9i/APkGgju62lCrcQUAzu15vtNy8mJyMTZ79mwsLCzYv3+/0Zo3PXr04NChQ0XaOEEQhJIiAsGLT3RYEuHXHiKTy/DrXD3f/RtXbIyvqy9qnZqN1zaWQAsFU6y5ugYJifbV2lOrXK189/d/tAjs7TNRJMakFnfzyiSTi7EjR47w0UcfUamScbekh4cHkZGRRdYwoWzo1KkTq1evLvD+J06cwMfHh8TExOJrlAkkSeLTTz+lWbNm+Pj4cO3aNYYMGcKsWbOK5PwRERGG8wqlmwgELz7nHgWC12pcAUdXm3z2BplMxvAG+t6xzTc2o9KoirV9QsHFpMaw7fY2AMPPKD9uNRyoVqcckk7iwr/hxdm8MsvkYkylUuW4CnR8fLwhGkl4fvz222/079+/wPv7+/tz+PBhHBwcct1nz549DB8+nBYtWhAQEED//v0L1Ot6/fp1Bg4cSMOGDWnfvj3Lli3L95iDBw/yxx9/8Msvv3D48GFq165d4OciPDtEIHjxyRoI7t+lRoGP61i9Ix6OHvoA8Vu/F1fzBBNtvLYRtU5NI7dGBFQIKPBxAV31vWNXj0SSlizyR59k8jtOkyZNCAwMNNqm0+lYvnw5zZs3L6p2CWWEi4tLtrXm8mJpaYmbm1ueQ0CnTp2iVatWLF26lK1bt9K8eXPGjx/P1atXcz0mOTmZkSNHUqVKFbZu3crkyZNZuHAh//vf//JsT2YwfUBAAG5ublhYiPzB55EIBC8+5/8NR9JJVK/nglv13D+EPUkhV/Bm/TcBESBeWqRoUth8YzOg7xUzZSi/Wp1y+gBxtY5LByKKq4lllsnF2EcffcSWLVsYNWoUGo2Gb7/9lpdeeonTp08zadKk4mijUADJycl8+OGH+Pn50aZNG1avXm003KZWq/nmm29o27Ytfn5+9OvXjxMnThiO37p1K02aNOG///6ja9euNGrUiPfee4/U1FT++OMPOnXqRNOmTZk5cyZa7ePg1yeHKX18fPj11195++23adSoEV26dOHff/81PF6QYcrp06czevRofH198fDwYOLEibi7u+e5cO22bdvQaDR8/fXX1K5dm549ezJkyBBWrcp9raKpU6fy1VdfERkZiY+PD506dcpxv8DAQF555RX8/f1p3bo1H374IbGxsYbHExIS+PDDD2nRogW+vr506dKF3383/iQfHh7OkCFDaNSoES+//DLnzp3LtV1CyROB4MUjNVnNtcOPA8FNlRkgfj/lvggQLwV+v/k7SWp9IHjH6h1NOlYmkxkFiGeIAHEjJhdj3t7e7N69m8aNG9O5c2dSU1N58cUX+eOPPwwB388cSQJ1Ssl+mbhUyJw5czh37hyLFy9m5cqVnD59mitXrhge//LLLzl37hzff/8927Zto1u3bowaNYqQkBDDPmlpaaxbt47vv/+e5cuXc+LECd555x0OHDjA0qVLmTt3Lps3b2b37t15tmXhwoV0796dbdu20a5dOyZNmkR8fLxJzycrnU5HSkoKzs7Oue5z/vx5mjRpYjRU3qZNG4KDg0lISMjxmOnTp/Pee+9RqVIlDh8+nGvMV0ZGBu+//z7btm1j0aJF3L17l6lTpxoe//HHHwkKCmLZsmX8/ffffP7555QrV87oHN9//z0jR44kMDAQDw8PPvzwQzIyMkx4FYTikpqRSoomBRCLvBa1ywfukqHR6ecM+ZTL/4AnWCmsGFxvMKBfBFYsoWQ+Gp2GtVfXAvo7KAszlO8V4IZDeWvSkjVcP3avqJtYppn8ETAyMpLKlSszfvz4HB+rUqVKkTSs1JAkWNkVwk/kv29Rqt4CRuyCAnQDJycnExgYyLx582jZsiWgv+u1bVt90G5kZCRbt27lv//+o2LFigCMHDmSQ4cOsXXrViZOnAiARqPh888/NxTVXbt2Zdu2bRw5cgQ7Oztq1apF8+bNOX78OD169Mi1PX379uWll/SBsRMnTmTdunVcvHiRdu3aFeqlWLFiBSqViu7du+e6T0xMDNWqGa9d5OrqanjMyckp2zEODg7Y2dmhUChwc3PL9nim1157zfDv6tWrM336dF577TVSUlKws7MjMjKSunXr0rChPrrlyXYAjBgxgg4dOgDw3nvv0bNnT0JDQ/Hy8sr9iQslQgSCFw+NWsvFHALBTdXPux/LLi7j1sNbHIk8QpuqbYqymUIB7Qre9TgQ3OulQp0jM0D80P9ucu6fMOq1rYpcLu5ahkL0jHXu3Jm4uLhs2x8+fEjnzp2LpFGlT+n+zxIREYFGo8HX19ewzcHBAU9PT0AfYaXVaunWrRv+/v6Gr1OnThEW9njdFxsbG6PeTVdXV6pWrYqdnZ3Rtpx+/ln5+PgY/m1ra4u9vX2ux2Rtz2effZbt8e3bt7No0SJ++OEHypcvfK/F6dOnja61bdu2Ah97+fJlxo0bR4cOHfD392fIkCEA3Lun/2T3xhtv8Pfff9O7d2/mzp3L2bNns50j62uSWfjl9zoKxS9rIHh5G9ErVpSuH71HWnL2QHBTOVk58Zq3/gNRZvyOULIkSTK89oPqDsJKYVXoc9XNGiB+NqqomljmmdwzJklSjp9wVCoVVlaF/wGVWjKZvoeqpG+tVtoWqFesIFQqFQqFgt9//x2FwjiCxNbW1vDvJyevy2SyHLfpdLo8r6dUGi/omNcxWW8Gsbe3N3psx44dfPLJJ/z444+0atUqz2u6uroSE2O8OGTm95lFZdZrFbSwU6lUjBw5kjZt2jBv3jzKlSvHvXv3GDlyJBqNfkJx+/bt+e+//zhw4ABHjhxh2LBhDBo0iClTphjOk/U1yfz9ye91FIpf1kBwG4uC34gi5C2/QHBTDak3hI3XNooAcTPJDAS3tbDldZ/Xn+pcSisFDTtU5dSOEBEgnkWBi7HZs2cD+j8kP/zwg9EddFqtlosXL1KnTp2ib2FpIJOBZenNqKtWrRpKpZJLly4ZhomTkpIICQmhSZMm1K1bF61WS1xcHE2aNDFza425u+ecO/fXX3/x8ccf89133xmG9/Li5+fHDz/8gEajMRQ+R48exdPT0zBEmdu18nLnzh3i4+OZNGkSlSvrg40vX76cbT8XFxf69u1L37592bx5M3PnzjUqxoTSRwSCF5+gc48Cwe1yDgQ3VWaA+Lagbay6sorvOnxXBK0UCmrVZf2NULkFgpuqYYdqnNsTRnRYEndvPKSayKws+DDl1atXuXr1KpIkcfPmTcP3V69eJTg4mDp16og4JDOxt7enT58+zJ07l+PHj3Pr1i2mT5+OTCZDJpPh6elJr169mDx5Mnv27CE8PJyLFy+yZMkS9u/fb+7mZ7N9+3amTJnClClTaNSoEdHR0URHR5OU9DjXbP369bz55puG73v16oVSqWT69OncunWLv//+m7Vr1zJ8eMEWJcxNlSpVUCqVrFu3jvDwcP79919+/vlno31+/PFH9u7dS2hoKLdu3WL//v1iLlgZIALBi4ckSYbYm4Z5BIKbKnOZi72hewlLFLE6JeVi9EVOPziNhczCcDPF07JxsKTuoyJdRCTpFbhnbN26dQBMmzaN6dOnZxtSEsxr6tSpzJgxg3HjxmFvb8+oUaO4d++eYeh49uzZLF68mDlz5hAVFYWzszN+fn4F6nUqaVu2bCEjI4Mvv/ySL7/80rC9b9++hoL/4cOHhIc/XsnZwcGBFStW8OWXX/LKK69Qrlw53nrrLZMWpM2Ji4sLc+bM4bvvvmPdunXUr1+fKVOmGN3AolQq+e6777h79y7W1tY0btyY774Tn9xLMxEIXnwibjwkOiwJC6Wchh2qFtl5vct507ZqWw7dPcSaK2v4tOWnRXZuIXerr6wGoEfNHnkGgpuq0Qs1uHzwLmFX44iJSMK1WsHXoHsWyaTn7F7h5ORkGjduzJkzZ7IVlGlpaQQHB+Pp6ZljykBZolKpaNeuHVOmTKFfv37mbo4glCqxqbHcT7mPUqGktnPtUl2MlbX3pW0/nSf8ahwNO1Sj3QDvIj33qfunGLF7BJZyS3a/thtXG9ciPb9gLDQxlF5/9EJC4o+X/yhQDqUpdi+/zO3TUXg3q8iLI+oX6bnLGpMn8KtUKpYuXcrx48eJjY3NNgk56wKfQsm5evUqd+7cwdfXl6SkJBYtWgTwDN/hKgiFIwLBi090eBLhV+P0geAv5B8IbqomFZvg6+rLxZiLbLq+iXf93y3yawiPrbliWiC4qQK6uHP7dBS3TkfRvHdNHMs/vzfRmFyMffLJJ5w8eZLevXvnG2sjlKyVK1cSHByMUqmkfv36bNiwARcXMTFSELISgeDFJ3P+T0EDwU2VGSD+wf4P2Hx9MyMbjMRWaZv/gYLJYlJj+PP2n0DBA8FNlRkgHnH9IRf+Daft60Xbk1qWmFyMHTx4kCVLltC4ceOnvviCBQtYuHCh0TZPT0927co99mLnzp38+OOP3L17Fw8PDyZNmkT79u2fui1lXb169di6dau5myEIpZoIBC8+RoHgLxZfGkvH6h1xd3QnNDGUrbe2FtmkcsFYZiC4r5uvSYHgpgro4k7E9YdcPRxJ0x6eWNsr8z/oGWTyO5Gjo2OesTSmql27NocPHzZ8bdy4Mdd9z549y4cffshrr71GYGAgnTt35u233+bmzZtF1h5BEJ5dIhC8+FzIDASvWw63GsU3GVsEiBc/lUZlCAQfUX9EsY6AVav7OED88sHnN0Dc5J6x999/nx9//JFvvvnGaK2xwsoviiartWvX0rZtW0aNGgXAhAkTOHr0KOvXrze6604oflJGBpoHD0Arwl6LWqpWhhoRy1McJKC8vDwyS0tSYtWAutivaZEhIX+K+6TSM9LRxKdz6+fzyFOKsGFFzCohHVcLGf5dTF/Pz1Qve73MgrMLuZdyj47rB6FELE1SlNRSAkkkUcPBnQ7VOxTrtWQyGf5danBpzTWk/8K5cuZBsV7vSXI3W+qO881/x2JmcjG2atUqwsLCaNWqFdWqVcu2Qvsff/xh0vlCQ0Np06YNVlZW+Pn58eGHH+aab3n+/HmGDRtmtK1Nmzbs3bvXpGsKT0/78CHahw/N3YxnktquCpLc5F9NoYDkAGpIVxd/ULuFDGyeMntPrgOZJOGQmoFFSum9+d3JQo6rg5yqtbLnwBY1K4UVFenCQzaTIF0r9us9r6rJu6OQF806cXmpWdcFS3sLfUGSUrI9nbrkeNIS0rF2Mm+CkMnv+C+88EKRXdzX15fZs2fj6elJdHQ0ixYtYtCgQWzfvj3HdcxiYmIM4c+Zypcvny0GRyh+OpU+Hkrh5ITcVkygLSrJ6RlIGgskdMjkaeZuzjNHoc5AmZGBxsISmwrFvyyCIkUDGTokpRypkJFAkkaLpFSQ6uWMQl1657hZB8Vjma4l9Xw0dk2Lbj2qnEQnpXPhciN0thKd6jlib1X8BcPzJC5FzeEbqRwL8SKlewZ2VsX74VB1+gEWgNZOSbr706/wbwo7TyezF2JQiGLsnXfeKbKLZ514X6dOHRo1akTHjh3ZuXOnWBurFJMkyVCMWZQvL4qxIiJJEqkRD1EAKgs1HlUqiruVi1haSipScBBKDcjk5bC2K75b6XVqLRkJ6SADy/I2yCwKWUilyVDGK/HsU7rXGUs6GEHC38EkHYzAtnFFZE/ZI5iXNUdDUGfI8HfuyJLercTvSRHT6iRe+O4AwUkp/O9UOCPaeBbbtaQMHclH7gLg2sMTu8YVi+1apVmh3h0SExP59ddfmT9/PvHx8QBcuXKFBw+ebqzX0dERDw8PwsJyjkfIKQw6NjY2W2+ZULwktRpJqwWZDFkp/uNQ1iSmpKDQWSAhIbO0Fn9gioG1nQ3pVvoPD2kPoor1Wrok/Xw0uY2y8IVYGWLXrBIyawUZ0amkXY8rtuukpGew9lgIAGPbeYnfk2KgkMsY3bYmACsOB6PR6vI5ovBU56LQJWlQOFli26hg88efRSa/Q1y/fp2uXbuybNkyVq5cacgL3LNnD/Pnz3+qxqSkpBAeHp7rhH4/Pz+OHz9utO3o0aP4+fk91XUF0+hS9LOI5TY2yOTG/4UiIiLw8fHh2rWCz+NYsGABvXv3LtI2lkWqhHQAUhXp2Fmbv9v8WWVZQf/+YqlKRp2WXizXkDQ6dKn6OWlyh+fjVn25tQX2LfR5g0kHiu+uuM2nwklMy6Cmqx0v1ns+e1FKwisBVXG1t+RufCo7Lt4rlmtIOomkR3dQ2rep+lx8aMmNyc98zpw59O3blz179mBp+fiOr/bt23P69GmTzvXNN99w8uRJIiIiOHv2LO+88w5yuZyXXnoJgMmTJxsVeEOHDuXQoUOsXLmSoKAgFixYwOXLlxk8WKwzk5eHDx8ycuRI2rRpQ4MGDWjfvj1ffvklycnJhTqfTpUKgNw2+x1MlStX5vDhw9SuXbvA5xsxYgSrV68uVFueFSmpKhQZSiQgBQW2RRSuLGRn6+SAWmmFDAnVg+hiuYY2Wd8rJrO2QK58fn6W9q2qgkKGOjSR9JCEIj+/RqtjxaE7AIxuVxNFMQ6FPu+slQqGt9YPT/5yIIjiSE5MuxZHRnQqMmsFds2Kd55haWdyMXbp0iUGDBiQbXvFihWJjjbtje3+/ftMnDiRbt26MWHCBJydndmyZYth1fh79+4ZnTMgIIB58+bxv//9j969e7N7924WLVqEt/fzu2pvQcjlcjp37szixYvZvXs3c+bM4ejRo8yYMaNQ59OpHvWM2WWfK5a5VMmTd9nmxc7OjnLlyhWqLc+KpHh9gZuuSEeSWWAjirFiJS+vn9qgTE4kQ1O0d1VKWh06lf6OMMVz0iuWSeFoiV2AvreqOHrHtl+IJDIhDVd7K/r6F10IuZCzwc3dsbVUcP1+EgduFu0HF0mSSDoQDoB9iyrIi/kmgdLO5GdvaWmZY49KSEiIydE733//fZ6Pr1u3Ltu27t270717d5Ou8zxQq9XMnTuXHTt2kJycTIMGDZg2bRq+vr44OTkxcOBAw75Vq1Zl4MCBrFixIs9zTp06lcTERHx9fVm7di1qtZphQ4fyZvv2/LR+PX/u34+1jQ3vv/8+r776KqAfpuzcuTOBgYHUrVuXEydOMHToUFavXs23335LUFAQdevW5euvv6ZmTf2chAULFrB3717+/PPP4nuBSrG09HRkav0f7RRk2CgVyMU8mGJlX96ZpOgolFoNyQ9icK5WdJ/KtckakEBmqUD2HBbV9u2qknL6PmnX4tBEqVBWKJobfCRJYskBfa/Y8NYeWD9HPY7m4mSr5I1mNVhxOJglB+7QwadCkZ1bHZqIOiwJFDLsW+e8nNXzxOSesU6dOrFo0SI0msdrgURGRjJv3jy6dOlSpI0rLSRJQqVRleiXqV3Cc+fONfR6/fHHH7i7uzNq1CjDDRZZPXjwgH/++YemTZvme97jx48TFRXF+vXrmTp1KgsWLeK9r7/GydmZLb/+yoABA5gxYwb379/P8zzff/89U6dO5ffff0ehUPDxxx+b9PyeZfHxycgAjUKNBgtsxW36xU4mk0E5/YdHi8SH6IpogrKkk9ClPO4Vex4nlyvdbLGuWx7AMB+oKOy/Gc2NB0nYWSoY3Lz4F5YV9Ea08cRCLuPYnVguhMcX2Xkze07tGldE4SAWuTa5Z2zq1Km89957tGrVivT0dIYMGUJMTAx+fn588MEHxdFGs5IkiaE7h3I++nyJXte/gj9ruq0p0Ju5SqVi8+bNzJ4927BcyFdffcWRI0f47bffDIkFEydO5N9//yUtLY2OHTsya9asfM/t7OzMJ598glwup2bNmixfsoS09HTGDBuGZdWqjB07lmXLlnHmzBl69uyZ63k++OADmjVrBsCYMWMYM2YM6enpWFk93xPV1RoNsjT9r2GqAtCCneXz3V1fUuzdyqOKi0Gh05IcHYtjpae/k0uXogGdhMxCjsz6+f05OrSvRtrVWFTnonDq4o7C8el/z5ccCALgjWY1cLJ9voZ/zamqsw0vN6rC1nN3WXrwDosGPX1OpeZBCmnX4kAG9m3FcDMUomfMwcGBVatW8csvvzB9+nQGDRrE0qVLWb9+PbbP6HpTpf3TbVhYGBqNhoCAx78kSqUSX19fgoKCDNumTZvG1q1b+fnnnwkPD2f27NmAvmfT39/f8PXLL78YjqlVqxbyLHdMujg6Usvd3bC2mEKhwNnZmdjY2Dzb6OPjY/h35t2y+R3zPIiPT0KGDK0iA5VW/8dbTN4vGXKFnAynR3MVH8Y99QRlSZL0Q5To76As7e8bxcnK3RFLD0fQSiQdiXzq850Pj+f4nTgs5LJiXfNKyNmY9vopJTsv3yMk5ukzuZIO6tcVs65XHqXbs1k3mKrQH90aN25M48aNi7ItpZJMJmNNtzWkZqSW6HVtLGyK/M3czc0NNzc3vLy8cHJyYtCgQbz11ltUqFCBwMBAw35OTo/jTLJOxJd0OpAkLBQKo4VeZTIZOl3ewzxZz5P5vPI75lmn1WrRpcqRAzIbGaSCtYUCi0Ku1C6Yzr6CK+nxcfq5Y7HxOLgW/kYSXWoGaHUglyG3ET03Du2qERtylZTj93DsWB35U/QULj2o/1D5sl8VqjgX30K9Qs7qVHKkg48b+29Es/zwHWb2aVjoc2kT0lGd16/x59C+WlE1scwr8Lv+sWPH6NGjR46T95OSkujZs6fJS1uUFTKZDFulbYl+mVKI1ahRA6VSydmzZw3bNBoNly5dolatWjkek9kLoFarsbCwwN3d3fDl7Oyc4zG6VH1BKpPLkVmKMf6n9TAhCbkkRyfXIin0wzhivljJslBaoLHXx6/oYgsfqyZJkmGRV4WDZbGuPl9WWNdxwaKCLVK6lpQTec8pzUtITAo7L+uPH9vOq6iaJ5hoXHv9a//r6Qhikgu/Pl/SkUjQSlh6OmJVo2Sjj0qzAhdja9as4fXXX88xM9LBwYH+/fuzatWqIm2cUDC2tra88cYbzJ07l4MHD3L79m0+/fRT0tLSeO211zhw4AC///47N2/eJCIigv379zNjxgwCAgKoVq3gn0wyI5BkFhbP9RBMUdDpdGQ8Cn22sIMUtb6X0FbMFytxthXdkJBhqUlHlZBUqHNI6VokjQ5kMuR2olcMQCaX4dBO//6SdOQuUkbhesKXHbqDJEGnOhXwqeRQlE0UTNDc04VG1Z1Jz9Cx9mhIoc6hS8sg5YR+AVmH9tWLsHVlX4GLsRs3btC2bdtcH2/dujVXrlwpkkYJpps0aRJdu3Zl8uTJ9O3bl9DQUJYvX46TkxNWVlb8+uuvDBw4kB49ejB79mw6derEkiVLTLqG9KgYw4Q1xIScxSclIdcp0Ml0ODk6kKrRAmAn5ouVOEtrK9S2+g+Z6qjCraWkzYw+slOKXrEsbP3ckDtaoktUG4amTBGdlM6vZ/R33Y1tV7OomyeYQCaTMe7Rz2DNsVBS0k1fny/lxD2kdC0WFW2x9n6+15Z8kkwq4KzVhg0b8tdff+HunvMtxaGhofTq1YuLFy8WaQOLWnJyMo0bN+bMmTPZevnS0tIIDg7G07N0B/KagyRJpF+/jqTVYlWzpggHfwqSJHH/7kMUWguwzcDO0ZGg6GQs5HLqVnYQvY5mkBkgDiDz9DIpQFyn1pIRpf+goqxkV+SRLmX9fSkzQNyigg0VJzQ2qVidv+cGC/bdxq+6M3+8JQLBzU2rk+g8fz8hsSpm9KpnWKG/IKQMHfe+OYUuSU25ft7PbSB4bgr8rlGxYkVu3bqV6+M3btzINVNSKPtEOHjRSUpJQaHVB4I7OzuQotZ/wrSzUog/NmbyNAHihkBw2+cjENxUds0qIbNSkBFlWoC4PhA8FIBx7WuK341SQCGXMfpR79jyQ6YFiOsDwdUoHJ/vQPDcFPido3379vz444+kp2efuJeWlsaCBQvo2LFjkTZOKD3yCgcXTJPyKBBcss7AUqlEla4fohTzxcwra4C4Jl1doGOex0BwUxU2QHzzqXASUjV4utrxYr3nO7ewNHk1oJrJAeIiEDx/BX5Fxo8fT3x8PF27dmXZsmXs3buXvXv3snTpUrp160Z8fDzjxo0rzrYKZpRXOLhQcFkDwZ2d7fXpDurMYkzMFzOnrAHiKfcL1jv2vAaCm8q+dRWTAsSNAsHbikDw0sRaqWBYKw+g4AHiIhA8fwX+KO7q6srmzZv5/PPP+e677ww/AJlMRps2bfjss89wdXUttoYK5pVXOLhQcEnxqchRIllqsLZyJE2jJUOnQy6TiXDwUkBe3hXu3zUEiFsoc3+LfJ4DwU2lcLTC1r8CqtMPSDp4FysPpzz3/+tiZiC4Ja8EiBXaS5vBLdz5eX8Q1+8ncfBWDO298x52NPSKtaj8VOvNPctMelWqVq3KsmXLSEhIIDRUP5bv7u5utEio8OyRMjKQ1I/mxdiIBRcLK2sguL2T/nXM7BUT4eClg1GAeFQMzlVz/xT/vAeCm8qhXTVUpx+QdjU2zwBx40BwTxEIXgo521oyoGkNVh4JZsmBoDyLsfSQBNShifpA8FaisM5NoQZunZyc8PX1xdfXVxRizwHD+mJWVsjEshaFlvAoEFxrocH+0d2oqke3h4vFXksHowDxhIe5pkSIQHDTKSvYYl0v/wDxAzejuX4/CVsRCF6qjWzriUIu42hQLBcj4nPdzxAIHlARhaNYLDw3YhadkK/MYkwsZ1F4mgwNPAoEt83yhpSizlxfTBS5pYW9W3m0coU+QDwq5/xUEQheOJnxN6pzUWgTc17FPbNXTASCl26ZAeIASw7eyXEfTZTqcSB4O9ErlhdRjAn5EsXY03v48HEguOOj9e0ytDrSM8Tk/dJGrpCT4Zh7gLgIBC+8rAHiyTkEiF8Ij+fYnVgs5DJGikDwUm9sZoD4pXuExmYPEM/sARWB4PkTxZiQJ0mnM2RSimKscDIDwQGs7B+vJZbZK2YlwsFLHfuKruhkckOAeFYiEPzpZEYkJR+/hy7NeBX3pY96WEQgeNmQGSCuk/TrjmWlTUxHdU4EghdUgf4C9O3bl4QE/e3ICxcuJPXRH2eh9IuIiMDHx4dr164V6nhdaipIkj6PMp9w8E6dOrF69epCXedZZggEl2lxdnycrafKstirULoYB4g/Hqo0CgS3F4HghaEPELfRB4iffBwgrg8E169bNUZEH5UZmeHtW06HE5slQNwQCO4hAsELokDFWFBQkKEAW7RoEarMjELhmSdlGaIsieGYPXv28Morr9CkSRP8/Pzo3bs3gYGB+R43ZMgQfHx8jL4+++yzYm9vfnSS9DgQ3B7kWRbMTSngYq9Dhgxh1qxZ+V7rxIkTjB8/njZt2hheu23btmXbb+fOnXTr1o2GDRvSq1cvDhw4YHhMo9Hw7bff0qtXL/z8/GjTpg2TJ0/mwYMHOV5TrVbTu3fvbAV/eno6U6dOpVevXtSrV4+33nor1zb37duXBg0a8OKLL7J161ajx5csWcKrr76Kv78/LVu25K233uLOncfzU+Lj4/nqq6/o2rUrvr6+dOjQgZkzZ5KUVLjA76weB4inGQLEjQPBxVyxwjAKED/8OEB8+eE76CTo6ONGnUrij3dZ0aKmC42qOZGeoWPNo8QEXVoGKcczA8FFr1hBFOjdpG7dukybNo3GjRsjSRIrVqzANpchq3feeadIGyiYV0nPF3NycmL8+PHUrFkTpVLJf//9x8cff0z58uXzDKoHeP3113nvvfcM39uUgmU44hMTDYHgLk6P/8DodFKRh4OfO3cOHx8fRo8ejaurK//99x9TpkzBwcHBkI5x9uxZPvzwQyZOnEjHjh3Zvn07b7/9Nlu3bsXb25u0tDSuXr3K+PHjqVOnDomJicyaNYvx48dnK5QA5s6dS4UKFbh+/brRdq1Wi5WVFUOGDGH37t05tjc8PJyxY8cyYMAA5s2bx7Fjx/jkk09wc3Mz/KxPnjzJoEGDaNiwIVqtlu+++46RI0eyY8cObG1tiYqKIioqiilTplCrVi3u3r3L559/TlRUFD/99NNTvZ6W1laobO2xUiWhjorG1snBOBBcDC0Xmq1fBRL2hBoCxFPrlOPX048Cwdt7mbl1gilkMhlj23vx1oazrD0Wwrj2NdFmBoJXsMXax8XcTSwTClSMzZ49mwULFvDff/8hk8k4dOgQCkX2PyAymazQxdjSpUuZP38+Q4cOZfr06Tnus3XrVqZNm2a0zdLSkkuXLhXqms8SnU7HihUr2LJlC/fu3cPV1ZX+/fvTq1cvo/20Wi2ffvopx48fJyYmhsqVKzNw4EDefPNNwz5DhgyhTp06fPzxx4Zi7L3p03EsV445c+YAEBsby/Tp0zl69Ciurq5MmDAhW5sSExP55ptv+Pfff1Gr1TRo0ICPP/6YOnXq5Po8mjdvbvT9m2++SWBgIGfOnMm3GLO2tjYpH/Xu3bt89dVXnDlzBo1GQ9WqVZk8eTLt27cH9IXA3LlzuX79Os7OzvTp04cJEyZg8Wh5j8zeOEtLS3777TeUSiUDBgzg3XffBfRDWi2bNWPyB9M5dvoQp06dpGLFikyZMoUWbdojSRIWcjkhd27z7bffcubMGWxsbGjdujXTpk3DxcWFqVOncvLkSU6ePMnatWsB+Pfff6lWLfunzScTMN58802OHDnCnj17DMXY2rVradu2LaNGjQJgwoQJHD16lPXr1/Pll1/i4ODAqlWrjM7z6aef0q9fPyIjI6lSpYph+4EDBzhy5AgLFizg4MGDRsfY2tryxRdfAPoCMDExMVt7N2/eTLVq1Zg6dSoAXl5enDlzhtWrVxt+1itWrDA6Zs6cObRs2ZIrV67QtGlTvL29WbBggeHxGjVqMGHCBD766CMyMjIMP6vCsq7ohhSchFW6irQEFfJHvZkKezFX7GnILOQ4tK5Kws5gkg5GsCE2nvQMHY2qO9PcU/zxLmu61q+Ee3lbQmNVbDkeRpfD0YB+fqAYyi+YAr1T1axZk++//x6AOnXqsHr1asqXL19kjbh48SKbN2/Gx8cn333t7e3ZtWuX4fuSGDqTJAmphOfJyWxsTHpu8+fP59dffzX0YEZFRREcHJxtP51OR6VKlfjxxx9xdnbm3LlzfPbZZ7i5udGjRw+jfbOGg/NE8T116lSioqJYu3YtFhYWzJw5k9hY42UA3n//faysrFi2bBkODg7873//480332T37t04Ozvn+5wkSeL48eMEBwczadKkfPffvn0727Ztw83NjY4dO/LWW2/l2Tv25ZdfotFoWL9+Pba2tty+fdvQ4/vgwQPGjBlD3759+eabbwgODuaTTz7BysrKUGwB/PHHHwwfPpwtW7Zw/vx5pk6dSkBAAK1btybpUZ7nqnXLmDR5Ep9++gnr1q1j0qRJ/Lp9F2CFpFYxbNgw+vXrx7Rp00hPT2fevHlMmDCBtWvXMn36dEJCQqhdu7ah18/FpeB/rJKSkvDyetzTcP78eYYNG2a0T5s2bdi7d2+u50hOTkYmk+Ho+LhnLyYmhk8//ZRFixZhXcjg+PPnz9OyZctsbfn6669zPSZz+DGv9Q2Tk5Oxt7d/6kIMwNrOlngrW6zSVegSUpHLLUUgeBGxa16JxH1hZESlcj0+HoBx7UQgeFmkkMsY3bYmnwRe5tZ/obyQaoHc0RJbPxEIXlAmv1s9ORzxtFJSUvjoo4+YOXMmixcvznd/mUxmUu/H05IkidCBg0g9d67ErglgExCA+4b1BXpjSk5OZu3atXz22Wf07dsX0PcQNGnShIgI48UVlUql0VBe9erVOX/+PLt27cpWjGUNB88qODiYgwcP8uuvv+Lr6wvArFmzjI4/ffo0Fy9e5NixY1g+mvg/ZcoU9u7dy+7du+nfv3+uzypVRCAAAJ3lSURBVCcpKYl27dqhVquRy+XMmDGD1q1b5/kavPTSS1SpUoUKFSpw48YN5s2bR3BwMAsXLsz1mMjISLp27Wr4EFC9enXDYxs3bqRSpUp89tlnyGQyvLy8ePDgAfPmzePtt982zP3y8fEx9AZ7eHiwfv16jh07RuvWrQ2B4N179KBP794ATJw4kXXr1nHu/AV8/Jrx9x+/Uq9ePSZOnGi49tdff0379u0JDg7G09MTpVJpcq8fwN9//82lS5f48ssvDdtiYmKyxZaVL1+emJiYHM+RWRz27NkT+0dLckiSxNSpUxkwYAANGzbM9n+soHJqi6urK8nJyaSlpWUr8nQ6HV9//TUBAQF4e3vneM64uDh+/vnnPP9/mcqyghvcvYuFXP//WASCFw25tQV2LSqTfCCCPmoFt8rb0qW+yC0sq15rXI0f9tyku0r/N8tBBIKbpFAfHcPCwlizZg1BQUEA1KpVi6FDh1KjRg2Tz/Xll1/Svn17WrVqVaBiTKVS0bFjR3Q6neGPWO3atU2+rklK+Se1O3fuoFaradGiRYH237BhA7///juRkZGkp6ej0WhyHDp8HA5uPF8sKCgICwsLGjRoYNjm5eVl1HNy48YNVCpVtmHHtLQ0wsLCiIyMpGfPnobtY8eONQyz2dnZERgYiEql4tixY8yZM4fq1avTvHlzfvnlF5YsWWI4bseOHVSpUsXoj6+Pjw9ubm4MGzaMsLAwatSoQc+ePYmM1K9r1LhxY5YvX87QoUP5/PPPOXz4MK1ataJLly6G1yEoKAh/f3+jYrhx48aoVCru379vGK57sjfXzc2N2NhYUlJTUWTo/2g38H38Otna2mJvb09UdCw+QEjQTU6cOIG/v3+21z8sLAxPz5zXWsrp+WR1/PhxPv74Y2bOnFno3w+NRsP777+PJEmGIUeAdevWkZKSwtixYwt13sL64osvuHXrFhs3bszx8eTkZMaOHYuXl1eRzl21dXJAFadfd0wrZWAp4nmKjHWLSsQfCKcRFnxYv6IIBC/DrJUKptSuhMeFeFQyqNy0ormbVKaYXIwdOnSI8ePHU7duXQICAgD9nJCePXvyyy+/5NuDkdWOHTu4evUqv/32W4H29/T05Ouvv8bHx4ekpCRWrlzJgAED2LFjB5UqFc8nKplMhvuG9aV6mNLKyqrA592xYwfffPMNU6ZMwd/fHzs7O1asWMGFCxceX1sm09/CbwgHtyMjIyO3U+YoJSUFNzc31q1bl+0xBwcHHB0dje6SzDrsJJfLcXfXx6DUrVuXoKAgli5dSvPmzRkwYADdu3c37FuhQoUcr9+oUSMAQkNDqVGjBkuXLjU8h8wel379+tGmTRv279/PkSNHWLp0KVOmTGHIkCEFfp5PDoVlvnZJ8Srk6Isxuyd6FmUyGRlaLXKZjPS0VDp27JjjMGxePWE5PZ9MJ0+eZPz48UybNo0+ffoYPebq6pqtFyw2NjZbD5VGo2HChAlERkayZs0aQ68Y6Au98+fP07BhQ6NjXn31VXr16sU333yTa7vza0tMTAz29vbZntOXX37J/v37Wb9+fY6/68nJyYwaNQo7OzsWLVqEUll0vVeSVodCqf9AIqXEkaFxyDNAXCi4XSFx3EfDS1jSPFpj7uYIT6l1XAY6YKuUTqvweNrlEyAuPGbyO8r8+fMZNmxYtj8e8+bNY968eQUuxu7du8esWbNYuXJlgYsJf39/ox4Ef39/evTowebNm3OcQF5UZDIZslK84KmHhwfW1tYcP37caKgtJ2fPnsXf359BgwYZtoWFhRnt4+LiQnRUlCEcXLK05NatW4Zerpo1a5KRkcHly5cNw5R37twxmqRdv359YmJiUCgUOU42BwwFV350Oh3qR21xdnYu0HyzzGUWMguaqlVzjuKoXLkyb7zxBm+88Qbz589ny5YtDBkyBC8vL3bv3o0kSYai+MyZM9jZ2eVb+Gu1WkMgeE4yF3S3USqoX78+u3fvpmrVqrnOcVIqldkyEnN7PidOnGDcuHFMmjQpx6E6Pz8/jh8/bjRv7OjRo/j5+Rm+zyzEQkNDWbt2LeXKlTM6xyeffGL0+xYVFcXIkSP5/vvvDUVwQfj5+WWb+P9kWyRJ4quvvuKff/5h3bp1Of7/Tk5OZuTIkVhaWrJ48WKTPpwUhDZZgwzQadXIMlJJiYrBKY8AcaFgJEnilwNBpKLmJSxRX4/LM0BcKN3SQxLQhSejlcGvkppLB4NEMWYCkwd0g4KCeO2117Jtf/XVV7l9+3aBz3PlyhViY2N55ZVXqFevHvXq1ePkyZOsW7eOevXqodVq8z2HUqmkbt262YqJ542VlRWjR4/m22+/JTAwkLCwMM6fP8+vv/6abV93d3cuX77MoUOHCA4O5ocffsh2N2qLFi04cOAAB8+cISQqii9mzjQqtGrWrEnbtm2ZMWMGFy5c4PLly3zyySdGvRmtWrXCz8+Pt99+m8OHDxMREcHZs2f5/vvv87z7dcmSJRw5coTw8HCCgoJYuXIl27Zt4+WXX871mLCwMBYtWsTly5eJiIjg33//ZcqUKTRt2jTPOzdnzZrFoUOHCA8P58qVK5w4ccIw2X3gwIHcv3+fr776iqCgIPbu3cuCBQsYPny40VphOVGrMwyB4DmR0FdjtlYKBg4cSEJCAhMnTuTixYuEhYVx6NAhpk2bZvgdqFq1KhcuXCAiIoK4uLhcw6uPHz/O2LFjGTJkCF26dCE6Opro6GjiH02OBhg6dCiHDh1i5cqVBAUFsWDBAi5fvszgwYMBfSH23nvvcfnyZebNm4dWqzWcJ7MgrlKlCt7e3oYvDw8PQD9PMWuhevv2ba5du0Z8fDxJSUlcu3bNaC2yAQMGEB4ezty5cwkKCmLDhg3s3LnTqFD84osv2LZtG/Pnz8fOzs7QlrS0NEBfiI0YMQKVSsWsWbNITk427FOQ95D8ZA0Ez7DUF+WKPALEhYI7eCuG6/eTiLaUofB2BgmSD901d7OEQko6qP/ZKRqWJ14OR27HcikiwcytKjtM7hlzcXHh2rVrhjfgTNeuXTPpDssWLVqwfft2o23Tpk2jZs2ajB49OselM56k1Wq5efOmYSmC59lbb72FQqHgp59+IioqCjc3NwYMGJBtvwEDBnDt2jU++OADZDIZPXv2ZODAgUY9FK+++ipXz57l059+QqFUMnzEiGxzv2bPns0nn3zC4MGDcXV15f333zda10kmk7F06VJ++OEHpk2bxsOHD3F1daVJkybZhsSyUqlUfPHFF9y/fx9ra2tq1qzJt99+m+3mgqyUSiXHjh1j7dq1qFQqKleuTJcuXXJdaDSTTqfjyy+/5P79+9jb29O2bVvD0ikVK1Zk6dKlzJ07ly1btuDs7Mxrr73G+PHj8zynJEmg1f/RzhoInhM7SwscnSqyadMm5s2bx8iRI1Gr1VSpUoW2bdsair4RI0YwdepUevbsSVpaWq5LWwQGBpKamsqSJUuM5tU1a9bMMFwcEBDAvHnz+OGHH/juu+/w8PBg0aJFhgnxDx48YN++fQD0fnTTQaa1a9dm+3+QlzFjxnD37uM/rplDpjdu3AD0N0wsWbKE2bNns3btWipVqsTMmTONljDZtGkTQLah49mzZ/PKK69w5coVwxD7iy++aLRPbq+TKbIGgtu6OaF6+EAfIB4dh2PF3P8fC/lbckA/5/iNZjVwaViN6JvxpJx9gOOL7ijy+d0RShdNlIq0q7Egg4ovevCyQs0f5+6y5GAQCwcGmLt5ZYJMejIFNx8LFy5kzZo1jB492mjO2LJlyxg2bBhvv/12oRuTub5V5jpjkydPpmLFinz44YeGa/v5+eHu7k5iYiIrVqxg7969bN26lVq1ahXoGsnJyTRu3JgzZ84YzYMB/eTyzDvYCnu7/rMi/c4ddCoVyqpVsXhimErIXVRMHKRYoFVkUKlquWzz/jK0Oq7e0/cy1qvsKDIpSzFJktDcV4FWh8LZCoW9JfER97CKj0WjUOJQx7tElmF4Ft+XLkbE8/LCI1jIZRyY3JGqzjZELb6AOjQRhw7VcOomQsLLkrjfbqI6/QDreuVxHVqPa/cS6f7jIeQy2D+pIzXKi6Hn/JjcM/b2229jb2/PypUr+e677wD9JOp33nmHoUOHFmnj7t27ZzQklJiYyKeffkp0dDROTk7Ur1+fzZs3F7gQEwpGhIMXjlarRaeSI8c4EDwrlQgHLzOMAsFt9XMA7Su6kZ4Qh1KrISUuHvvy4oNKYSzJDARvVIWqjwLBHdpXI3btVZKP38OhQ3Xk1uImibIgp0DwupUdae/txoGb0Sw/fIcvezfI6xQChegZyyo5ORkgWw9TaSZ6xvKnTUlBHRyMzMICKx8fsQhjAcXExaNL0geCV6jmlOPcsnsJqUQnpeNiZ0m1cqLQLa0kSSIjSoWk0aFwtETh+PimgPjQCKyS4lErrXHyKf4Pgs/a+1JobAod5+1HJ8GuCW0NOZSSTuLB92fIiE7FqYenIb9SKN3idwaTfCACSw9HKox7fAPP0aAYBi47gbVSzpEpnShvX7Q31jxrnuqjub29fZkqxISCKelw8GeBUSC4HblO8lcVMBxcMC/jQHDjO2NzChAXCm7ZIX0geIcnAsFzCxAXSi+jQPAniueWNcvjW82JNM3jAHEhd2KcRMimpMPBnwUJWQLBnZ0dc9xHJ0moijgcXCgeeQWCW1pbobbVfwhVR0eXeNvKspjk9MeB4O2yB4Lb+ldA7mD5KEBcvLalXcqJ+48CwW2wrmMc0yaTyQw/47XHQlCpTVur8nkjijHBiH6xV1GMmUKSJNKS9EWW3EaHRS53AqeqtYZwcEsRE1Jq6dRapHwCwa0r6tdPskpTkZZSsgtCl2Vrj4boA8GrOdGiZvaMVZmFHIc2+nSLpIMRSLpCz6IRipmUoSPpiP5u6dwCwbs1qEQNF1viVRq2nAov6SaWKeIvgmAkazi47BmYn1ISklJSUGgtkJBwdnbIdb+UR58MbS1zntwvlA66zF6xPALBre1sSbfSf1hJeyB6cAoiJT3DMFw1tr1Xrr8Dds0rI7NSkBGlIu1GXEk2UTCB6nwUukT1o0DwnJNQFHIZo9vVBGDZoWAytGLoOTcmFWMajYY333yTkJCQYmqOYG6GXjEbG2T5LG4q6GUGgkvWGVjmEcOTOV/MzkoMUZZWkkanv4uS/APBlY/SHSxVSWjS1cXetrJuy+lwElI1uJe3pWsegeByawvsmlcGIOlA4ULoheIl6SSSDup/Ng6t8w4E79e4GuXtLLkbn8qOS/dKqolljkl/bZVKpWHBRuHZJIYoTZMZCC4BTs52ue4nSZJhWQsxeb/00ibriyqZtQXyfALB7ZwdUCutkCGRInrH8qTR6lh+KBiA0W1r5hsI7tC6CihkqEMSSQ9NzHNfoeSlXY8jIyoVmZUCu+Z5R4NZKxW82coDgCUH7vAUCzg800zu+nj55ZcLHOwtlD26FFGMmSIpXv966Sw12FjlPqybnqEjQ6dDJpNhIybvl0qSVodOpe8Vy22u2JPkj1JHlEkJaDPEBOXc/H3pHnfjU3G1t+S1xvkvWaFwsjIMfWX2wAilR+bPxK5F5QKtBzekhTs2SgVX7yVy+HZMcTevTDL5I7pWq2XTpk0cPXqUBg0aYGNjY/R4ZpyMUPZIGRlIav2QmyjG8peWnm4IBHdwsslzX0OvmFKBXMwXK5W0yRqQJGSWCmQFHEq2L1+OpOholFoNyQ9EgHhO9IHg+kVeh7XywDqfHsdMDu2roTrzgLSrsWiiVSjdxHtSaZAemog6JBEUMn0PZgGUs7NkQLPqrDoSwpIDd2hbWwSIP8nknrGbN29Sr1497OzsCA4O5urVq4avrCHAQtlTp3599p04gczKCplFwer0HTt24OPjk28O5LMoIT7ZEAhun0/xqkp/NHlfzBcrlbIGgsvtlQW+wUImkyGV098VKALEc3boVgzX7iVia6lgcAv3Ah+nrGCLdV0XESBeymTO47P1r2C0GHJ+RrbxRCGXcfh2DJfvigDxJ5ncM5YZOCw8uwraKxYREcE333xDkyZNirlFpY8mIwPS9L8++QWCA6SoM9cXE/PFSiOd6nEguNzGtJ+Rg1t5VHExIkA8F788CgQf0LQGzramBYA7tK9G2rU4Us48wPEFESBubpooFWnXYoHsi7zmp1o5W3r5VibwfCS/HBAB4k8q9O1yoaGhHDp0iLS0NAAxKc/MkpOT+fDDD/Hz86NNmzasXr2aIUOGMGvWLAA6derEokWLmDhxIn5+frRt25YNGzYYju/UqRMAE+fOpWGnTobvc6PVapk0aRLvvvsu1atXz/Z4QkICkydPpmnTpjRq1IhRo0Y9U3fhPoxPRIYMrTwDx3xSKDK0OtIzMifvi56x0kaSJLRJpveKZZIr5GQ4Ouu/iYsV74VZXIyI52hQLAq5jJFtTQ//tvJwwtLdEbQSyUdF75i5JR2MAAms65VHWcH0YeMxjxaB/fvSPcJiVUXdvDLN5GLs4cOHvPnmm3Tt2pUxY8YQ/WgF6o8//pg5c+YUeQNLA0mS0KRrS/TL1Df0OXPmcO7cORYvXszKlSs5ffo0V65cMdpnxYoV1KlThz/++IMxY8Ywa9Ysjhw5AsCvW7YA8MXbb3Nw3758b9JYtGgR5cuXp1+/fjk+PnXqVC5fvszixYv53//+hyRJjBkzBo1GY9LzKo0yA8EBrBzyXzNMhIOXbjkFgpvKvqIbOpnMECAu6OUUCG6qzB6Y5OP30KWJmyTMJadAcFPVq+JIO283dBIsP3ynKJtX5pk8ZjJ79mwsLCzYv38/3bt3N2zv0aMHc+bMYerUqUXaQHOTJImt357l/p2SHeOu7OVE30kBBfqUnpycTGBgIPPmzaNly5aA/ufUtm1bo/0CAgIYM2YMAJ6enpw9e5bVq1fTunVrnB/diOHo4EiFKlXyvO7p06f57bffCAwMzPHxkJAQ9u3bx6ZNmwgI0HdFz5s3jw4dOrB3716j/zdl0cOEJOSSPhDc2dEp3/0zF3sV64uVPpIkGRZ5Vdgrc1xFvCAslBYk2zthlRSPNiYWypcrymaWSaGxKex8tK7UmEcLfxaGdV0XLNxsyIhOJeXkfREgbibJRyJBK2Hp7oiVe86RbwUxrl1NDt6MZsvpcN7vXFsEiD9i8sf0I0eO8NFHH1GpkvFdQx4eHkRGRhZZw0qT0n7zW0REBBqNBl9fX8M2BwcHPD2NhwX8/PyyfR8UpJ/PkRkOLrO2MhRikZGR+Pv7G75++eUXkpOTmTx5Ml999RUuLtnjTACCgoKwsLCgUaNGhm3lypXD09PTcL2yqqCB4FmJcPDSK69AcFOJAHFjyw8Fo5OgvbcbdSsX/o931gDxZBEgbha6tAySMwPBC9krlqmlV3kaVtUHiK8VAeIGJv91UKlUWOcQkxMfH4+l5bM3uVImk9F3UgAZ6pJ9A7CwlJdoZI5hsVfLx59SKlSoYNT75eTkRHh4OHfv3mX8+PGPj310B1m9evXYtWtXyTTYTBISkwyB4C65BIJnJcLBS7fHgeAW2QLBTWVpbYXK1h4rVRLq6BhsnXKPxnrWxSans+W0PotwbPvC94plsvWvQMKeELSJalQXorFrXPGpzykUXMrJR4HgbtkDwU0lk8kY274m72w8x9pjIYxtX1N8UKUQxViTJk0IDAxkwoQJhm06nY7ly5fTvHnzomxbqSGTyVCW4iGmatWqoVQquXTpElWqPArZTUoiJCTE6E7HCxcuGB134cIFvLy8DOHgFhYWSMrH/yUsLCxwdze+Fd3Gxobt27cbbfvhhx9ISUlh+vTpVKpUCZ1OR0ZGBhcuXDAMUz58+JDg4GBq1apVpM+9JOkDwTNQYJFnIHhWIhy89DIOBC+aD5LWFdyQQpKwSkshLSUVa7vCzZMq69YcCyU9Q4dvNSda1iz/1OeTWcixb12VxF0hJB2MwNa/QqGHlAXTSBk6kg7nHQhuqm719QHiYXEqfj0dYVih/3lmcjH20UcfMWzYMC5fvoxGo+Hbb7/l9u3bJCQksGnTpuJoo5APe3t7+vTpw9y5c3FycqJ8+fIsWLAAmUxm1Lt29uxZli1bxgsvvMDRo0fZtWsXS5YsMYSDV3Fz4/iZMzRu2RJLS0ucnLLPh7KyssLb29tom6Ojvococ7uHhwedO3fm008/5YsvvsDe3p558+ZRsWJFOnfuXIyvRPHKGgheLo9A8KxUIhy81CpIILiprO1tibeyxSpdRdqDaKxr1iiS85YlKnUGa4+FAP9v777Dmjq/OIB/w94gw4UDJ4qI4sKBC/fAvQdq1WrVal3FbcXZuuqqWmfFVVuVn9ZZrbW4t6g4QVFcCCgrICP5/fF6Q8JMILk343yeh4eMm3vfhJB78o5zgDEt8i8IriobnzJIOvcKme/FSHvyEZbF7KEhyhHf+cAKgtuawco774LgqjIxNsLo5pUw938PsCU0EoN9Khj84iaVn3316tVx6tQp1K9fH23atEFqairatWuHw4cPo0IFw/vg0RYzZsxA3bp1MXbsWIwYMQL16tVDlSpVYG6ePew4YsQI3L9/Hz179sTGjRsxY8YMNG/eXDZEOe3rr3Hp8mW0atUKPXv2LFZ7li5dilq1amHs2LHo378/pFIpfv31V5gWUEhb26UkKlcQXOExVBxcK0kz5QqCK1n6SFmmLizPmKEWED9w/RU+iTNQwdEKHT3VV5HAyNJEVgcx6fwrte2X5E+hILhvWbV9aQGAPvXLw9HaDNEfU3H8/ju17VdXFWmg1tbWVmHOEBGejY0NVq5cKbsuFouxfv169OvXT2GbNWvW5HosF4z5+fmhw6BBKh87r5Qm9vb2+Omnn1Tel7ZKSU2FcUbhBcHlUXFw7cXNFRNZmMBIzXP5rOxtkfjeHGYZn5Hy/gMcKriqdf/aLDNLgi1cQfAWhRcEV5VtM1ckX3yD9OeJ+PwyEeYVir4wgBQu7XE8MmPEXwqCl1Hrvi3NjDGsiRtWn3mCzecj4O9VxqBHD4p0hkhISMCff/4pWxlXtWpV9OrVCw4ODupsG1FBeHg4IiMj4eXlhaSkJGzYsAEAlBoWpOLghUv6JIYRTL8UBFfuBJBOxcG1UlEKgqtCJBKxAuLv3nwpIF4KxkqWF9N1x74UBHeyNkNfJQqCq4orIC6++R7J56NhPtRD7ccg2bjSR8oWBFdVQJOK2HQ+Ag/eJOLiszj4VjPc6hUq9zlev34dfn5+CA4ORmJiIhITExEcHIw2bdrg+vXrRW7Ir7/+Cnd3d1nG+PycOHECHTt2RO3ateHv74/z588X+Zj6Zvv27ejevTtGjBiB1NRU7NmzJ9/0ExwqDl64tHTlC4LLS6Hi4FqpKAXBVWXjVAIZxqYwkkqQ/D5WI8fQNkUtCK4q2xaspzH1SwFxohlFKQiuqhLWZujfkFVw4cpmGSqVQ92goCB07twZP/zwA4y/rCbLysrCggULEBQUlGulnTLCwsKwf/9+uLu7F7jdrVu3MHXqVEyZMgWtW7fG0aNHMX78eBw6dCjXpHJD4+HhgUOHDuV7/z///JPn7dwQpSrFwQ1NwsdkiGD6pSC48sMiVBxc+xS1ILiqZAXEY9+zAuJlSiqVk06XcQXBLU2NMbSJ8gXBVWVayhoWNR2R9jAeyaGvUaJXNY0dy5AVtSC4qkb6VkLwlShZAXFP18ITaesjlc++UVFRWLNmjSwQAwBjY2MMHz4834zsBUlJScH06dOxaNEibNy4scBtd+3ahebNm2PUqFEAgO+++w6XLl3C7t27ERQUpPKxNUUqlepMfbqslBRIARhbWcryhSlLl55nUWVlZQFpxgCksLI1hSQrS+nHij9nwAhSWJkYqfQ4AICev65CkYgzAYkUMBZBZC6CJEtz5XVsnBxkBcST3sfCxrloWfmzMjIgycpCSvwHZGjxApjfTt+BXUYiBniXh+XnBHz+rLljWdSzkRUQN69vDSMr+sKjTlkfM5AWzgqCm9exwuePHzR2rJIioFdVC5x68B47TtzAD91raexYebEq4awV0whUboGHhwciIyNRubJiIr/IyEjUqFFD5QYEBQWhZcuWaNq0aaHB2J07dzB8+HCF23x9fXHmzBmVj6spUqkU8W+ikfGlgLpOsDQH0lKB58p3E5sYmcHWtARE0O/hNxGAEtwXj0QgM1H5YRE3GAEwAj6mIxOGt6pOm6V8TsDnF281fyBzEwAmgDgBqS+LVlItIysLyfFxOLBhBcTx2jvk6fHlB9HA+vw76dWmTZkhcLZwRfxGwx7e0qTXKU/x+5wfNX6c0gCGAUA08OvfGj+cghJpqRi0+zAsbIVdDKJUMPbo0SPZ5YCAACxevBhRUVGycjd3797Fnj17MG3aNJUOfuzYMYSHhxdalJoTGxsLZ2fFCX5OTk6IjdW2Dyj9DlAAwNLYRu8DMaKfsqSZSM9KFboZpJjufwxF89J9YSyiXjFNyJSk48Gni0I3Q/OkgFSi4siFBigVjPXo0YPNgZAbOlm+fHmu7aZOnYrOnTsrdeC3b99i8eLF2L59u0IuLF0nEongWNZVJ4bvJGIx0l+8gMjEBOYqzLlLTRbDNFEKKYAsByOYmGnv0Ik6GIlEMBKpNt8nJukz4lLS4WBpijL2ucuH5SslBkiOAUwtgRJuqjWUKMVEZAEX2PB3QKkUWVlFL6eW9vkzEtLS0X1yIEyVqPogFCORiPeSX9JMKaRZ2v9Zq4tEJiIMMp7N6zGTP2eC77+mg2sFmOZR4pFvSgVjZ8+eVfuBHzx4gLi4OPTq1Ut2W1ZWFq5fv449e/bg3r17CvPSAMDZ2TlXL1hcXFyu3jKh5cx8r60kqakQATC2slJpcrE0KQuAEdJFEtjaGG79vYKkZEiQBcDSwhRGJkqeoCRZgPgDIJIAti6Aqf7VejVURsX4vpIFwNjUFI4VKuVZF5gQfWHI726lgjFXV/UnLWzcuHGulZczZ85E5cqVMXr06FyBGADUrVsXV65cUZg3dunSJdStW1ft7TMEEjEbqjGyVD6lRZo4DWZSFrgZ2+l3j1hRFbk4uDgOkGYBxmaAhYNmGkcIIUTrFGmt9fv373H8+HHs3r0bu3btUvhRlo2NDapXr67wY2VlBQcHB1maiu+//14hq3xAQABCQ0Oxfft2REREYN26dbh//z6GDBlSlKdh0Lji4AAgslY+GEv/xJZIpUMCK1sr+Pn5YefOnUo//urVq3B3d0diYqJK7dUUqVSKuXPnolGjRnB3d8fDhw8xdOjQQvPdFUS+OHjMuzey/RbcEAmQ8mXFkk1JrFu/Ht27d5fdPWPGDIwbN67IbdJWxX2tCSFEH6i8mvLQoUOYN28eTE1NUaKE4lJtkUiEgIAAtTXu7du3CsNn9erVw4oVK/Dzzz9j1apVcHNzw4YNGww+x1hRsOLgmYBIBCMlhz7SP6fDXPLl72HDenz+/PNPWFoqnwjV29sbFy5cgK1t/sObp0+fxr59+/Dw4UOkp6ejWrVqmDBhApo3b17gvh89eoSgoCDcu3cPjo6OGDJkCEaPHl3gY/777z8cPnwYu3btQvny5XO9p4tCoTh4mpLD1amfgKx0wMgEsHTKdffs2bMV5iEOHToUNWrUwOzZ/M7pULd169bBhOdl5Z8+fcLChQtx7tw5GBkZoX379pg9ezasrVmZq6tXr2Lnzp24d+8ekpOTUbFiRYwcORLdunUrdN979uzBtm3b8OHDB9SoUQNz586Fl5eX7P6hQ4fi2rVrCo/p37+/VqXmIYTwT+VPwTVr1mD8+PEYM2aM2pMYBgcHF3gdADp16oROnTqp9biGiOsVM7K0hEjJv2NafCosYIRMSGFtzyZAF5bhPyczMzO4uLgUuM3169fRtGlTTJ48GXZ2djh06BC++eYbHDhwAB4eeZc/SU5OxsiRI9GkSRMsWLAAT548waxZs2BnZ4f+/fvne6xXr17BxcUF9erVU+l5FES+OPhnZTKcSKVs0j4AWLsAefw9CgpehZCRkaGWou9ClFCbNm0aPnz4gB07diAjIwOzZs3CvHnzZL3wt2/fhru7O0aPHg1nZ2ecO3cOgYGBsLW1RevWrfPd7/Hjx7F06VIsWLAAderUwW+//YaRI0fi5MmTcHLKDrD79euHiRMnyq6r8mWGEKKfVI6m0tLS0KVLF73PJq1rkpOTMXXqVNStWxe+vr7YuXOnwhBQeno6fvzxRzRv3hx169bFgOHDcf3+fVkJpEOHDqFBgwY4d+4cOnTogDp16mDixIlITU3F4cOH0bp1a/h1bYOl65fjs2mWbIFCzmFKd3d3/PHHHxg/fjzq1KmD9u3bKywAUWaYcvbs2Rg9ejS8vLzg5uaGKVOmoGLFivlWEQCAI0eOICMjA0uWLEG1atXQpUsXDB06FDt27Mj3MTNmzMDChQvx5g0bSvTz88tzu5CQEPTq1Qve3t5o1qwZpk6diri4ONn9CQkJmDp1Kho3bgwvLy8M79cd504eVSgO/urVKwwdOhR16tRBt27dcPv27ewDfE4CMlMBkRFglfdiFPlhyhkzZuDatWvYtWsX3N3d4e7ujuholi37yZMnGDVqFLy9vdG0aVNMnz4d8fHx+b4GAPsbbtiwAVOmTEHdunXRvHlz7NmzR2Ebd3d37N27F2PHjkXdunWxadMmAMCZM2fQs2dP1K5dG23atMH69euRmcl6BqdOnYrvvvtOYT8ZGRnw8fGRJYjOOUyZ833at29fXL16FQAbUm7cuDFOnjwp27579+7w9fWVXb9x4wY8PT2Rmpp36oqIiAiEhoZi0aJFqFOnDho0aIA5c+bg2LFjeP/+PQBg7Nix+O6771CvXj1UqFABw4YNQ/PmzXH69OkCX8cdO3agX79+6N27N6pWrYoFCxbAwsICBw8eVNjOwsICLi4ush8bGx5XdhJCtJLKEVXv3r0VPgwNgVQqRUZaGq8/qqbGWLZsGW7fvo2NGzdi+/btuHHjBh48eCC7PygoCLdv38bq1atx5MgRtGvSFOMXLcJLudWpaWlpCA4OxurVq7F161ZcvXoVEyZMwPnz57F62SosnRGEP/46hIvXC849s379enTq1AlHjhxBixYtMG3aNHz69Eml5yNPIpEgJSWlwF6UO3fuoEGDBjAzy16B6Ovri+fPnyMhIe9km7Nnz8bEiRNRunRpXLhwId98d5mZmZg0aRKOHDmCDRs24PXr15gxY4bs/jVr1iAiIgJbtmxByJG/MGrS97CzL6FQHHz16tUYOXIkQkJC4ObmhqlTp8qCFiSzIABWToBx4Z3Vs2fPhre3N/r164cLFy7gwoULKFOmDBITEzFs2DB4eHjgzz//xNatWxEXF5crIMrLtm3bUKNGDRw+fBhff/01Fi9ejIsXFf/O69evR7t27XD06FH07t0bN27cQGBgIAICAnD8+HEEBQXh0KFDskDN398f586dQ0pKimwfFy5cQFpaGtq2bZtnO3K+Tzt27IhRo0bhxYsXEIlEaNiwoWyYLyEhAREREUhLS0NEBEv8ef36ddSuXTvf3qbbt2/Dzs4OtWvXlt3WtGlTGBkZISwsLN/XJykpqcD3X3p6Oh48eICmTZvKbjMyMkLTpk0VA28AR48ehY+PD7p27YqVK1fmGzgSQgyHysOUU6dOxZgxYxAaGorq1avnmu8xc+ZMtTVOG0ilUuyf9z3ePClkAraalXX3wIAFPyqVIiM5ORkhISFYsWIFmjRpAgBYunSpbI7VmzdvcOjQIZw7dw6lSpWCNDMTAV274OKN6wg5eRJTPT0BsF6LH374ARUqVAAAdOjQAUeOHEFoaChMEgAP16qo710f165dQ9euXfNtT8+ePWX3T5kyBcHBwQgLC0OLFi2K9Fps27YNYrG4wOHp2NhYlCtXTuE2LuVJbGws7O1z1zuztbWFtbU1jI2NCxw67dOnj+xy+fLlMXv2bPTp0wcpKSmwtrbGmzdvULNmTdSuXRvxKenwqm8HazMTheLgX331FVq1agUAmDhxIrp06YKoqChUKV8GSE9mG1kXPHwr325TU1NZDwtn9+7d8PDwwJQpU2S3LVmyBC1btsTz589RqVKlfPdZr149fP311wCASpUq4datW9i5cyeaNWsm26Zr167o3bu37PqsWbPw9ddfo2fPnrLXZtKkSVi+fDkmTJgAX19fWFpa4u+//0aPHj0AAH/99Rf8/Pzy7A3K+T4FgJEjRyI0NBSHDh3ClClT0KhRI/z+++8AWODl4eEBZ2dnXLt2DVWqVMG1a9fQqFGjfJ9nbGxsrqF1ExMT2Nvb48OHvEu+HD9+HPfu3StwXtfHjx+RlZWlMBwJsKTUkZGRsutdu3ZF2bJlUbJkSTx+/BgrVqzA8+fPsX79+nz3TQjRfyoHY5s3b8aFCxfy/GDXhdxaRaLlzys6OhoZGRkKE4VtbW1lf6MnT54gKysLHTt2BMACTEilyMjIgKNcAGNpaSkLxAAWzLi6ukL6WQpjiCABUKp0qUKHveQLvltZWcHGxibfx3h7e8su+/v75zrhHT16FBs2bMAvv/yS60Snihs3bihM5l+wYIFSE7IB4P79+1i/fj0ePXqEhIQEWa/l27dvUbVqVQwcOBATJ05EeHg4vOr7wMvHF76NGyrsQ/414QKo+Ph4VClhBO9Ow9h7TGSU52ugrEePHuHq1asKrynn5cuXuHfvHubPny+7bcuWLWjQoAEA5EoPU7duXfz2228Kt3l+Cdrlj3fr1i1ZTxjAcgV+/vwZqampsLS0RKdOnXD06FH06NEDYrEYZ8+exapVq/Jsf873KSc9PV3WK9WwYUMsXrwY8fHxuH79Oho1aiQLxvr06YPbt2/LatfOmzdPIX1Ozh4qZVy5cgWzZs3CokWLUK0aK0id13vJx8dHqf3Jz190d3eHi4sLhg8fjpcvXyr87xFCDIvKwdiOHTuwZMkShWSt+kwkEmHAgh+Rqcmqt3kwMTdXW3ArFothbGyMgwcPwtjYGJkfPiDz40cY29vDXi6oztnLKRKJYGJiApMvk9DTTSQwMjYqtKB4zondIpEo38fIF5fP2Vty7NgxzJkzB2vWrFEY/slLXgmBuetcUCl/LGUDO7FYjJEjR8LX1xcrVqxAiRIl8PbtW4wcORIZGRkAgJYtW+LcuXM4f/48Tpw9jwXTJqDfgAGYN3uWbD/yrwn3d5VkfAbSPiFk64+AY2XAxKJY84fEYjFat26dZ1kyFxcXSCQSWQkzALLeJ2VZWSmmQBGLxfj222/Rvn37XNtyVTX8/f0xdOhQxMXF4eLFizA3N893VWzO92lex3Z3d4e9vT2uXbuG69ev47vvvoOLiwu2bt2Ke/fuITMzUxaMTpo0CSNHjlTYj7Ozc64vBpmZmUhISMjVO3rt2jV88803mDlzpqxnD2BBac73kpmZGYyNjRXmEgKFJ6Xm/h5RUVEUjBFiwFQOxszMzNS68kwXiEQirSiXkJ9y5crB1NQU9+7dQ9myZQGwOS4vXrxAgwYNULNmTWRlZSE+Ph4NGjTA56wsSCwsYOrqCpNCUjlIsiQwgQhSAJaOyucjU1bFihXzvP2vv/7CrFmzsGrVKtnwXkHq1q2Ln3/+WWGV36VLl1CpUiXZEGV+xypIZGQkPn36hGnTpqFMmTIAWE9ZTo6OjvDv1h1VGraGey0v7NmyXiEYy1PqRwDWqFi5GuBUVaV2mZqa5gpwa9WqhVOnTsHV1TXfdBH5BXt3797Ndb1KlSoFtsHDwwPPnz8v8HWtV68eSpcujePHj+O///5Dx44d812FmfN9mheRSIQGDRrg7NmzePr0KerXrw9LS0ukp6fj999/h6enpyxwc3JyyhV0e3t7IzExEffv35f19F25cgUSiUShZ/nq1asYO3Yspk2blms1roWFRZ7PuVatWrh8+bJsPpxEIsHly5cLzIPI5Z8rbIUxIUS/qTyBPyAgALt379ZEW0gR2djYoEePHvjpp59w5coVPH36FLNnz5aVZapUqRL8/f3x/fff49TJk3j14gXuPX2KrXv34t9//y145xI2JPfZSAJTnmpQHj16FIGBgQgMDESdOnXw4cMHfPjwAUlJSbJtdu/ejWHDhsmu+/v7w9TUFLNnz8bTp09x/Phx7Nq1CyNGjChWW8qWLQtTU1MEBwfj1atXOHv2LH755ReFbdasWYMzZ87g8bPnePUiErevXio0kAHAVlECgI1qPVQAq4px9+5dREdHIz4+HhKJBIMGDUJCQgKmTJmCsLAwvHz5EqGhoZg5cyaysgouhHvr1i1s2bIFz58/x549e3Dy5MlCcwaOHz8e//vf/7B+/Xo8ffoUEREROHbsGFavXq2wXdeuXbF//35cunQJ/v7++e5P/n16+vRpvHr1CmFhYdi8ebPC+7RRo0Y4duwYatasCWtraxgZGaFBgwY4evQoGjZsmO/+AaBKlSpo3rw55s6di7CwMNy8eRMLFy5Ely5dZD2FV65cwZgxYzB06FC0b99e9v4rbBHKiBEjcODAARw+fBgRERH44YcfkJqaKhtFePnyJTZs2ID79+8jOjoaZ8+eRWBgIBo2bIgaNWoUuG9CiH5TuWcsLCwMV65cwblz51CtWrVc38BpIqowZsyYgfnz52Ps2LGwsbHBqFGj8PbtW9lw0dKlS7Fx40b8+OOPeB8TgxK2tqjboAFa57OqDWBJXkVfesXMSvBXzP3AgQPIzMxEUFCQwvypnj17YtmyZQDYhOlXr17J7rO1tcW2bdsQFBSEXr16oUSJEhg3blyBOcaU4ejoiGXLlmHVqlUIDg5GrVq1EBgYiG+++Ua2jampKVatWoXo6NcwNTODl3c9LM1nXpQiCWBqBZipPjT51VdfYcaMGejSpQvS0tJw9uxZlCtXDvv27cOKFSswcuRIpKeno2zZsmjevHmhqWhGjBiB+/fvY8OGDbCxscGMGTMKTbLbvHlzbNq0CRs2bMCWLVtgYmKCypUro2/fvgrbdevWDZs2bYKrqyvq169f4D659+myZcsQExMDBwcH1K1bV6F3tFGjRsjKylKYqN+oUSOcPXu2wMn7nBUrVmDhwoUYNmyYLOnrnDlzZPeHhIQgNTUVmzdvxubNmxWOkVfuQ07nzp0RHx+PtWvX4sOHD6hZsya2bt0qG6Y0NTXF5cuXsWvXLojFYpQpUwbt27fXy8oKhBDViKQq5lAobLXk0qVLi9UgTUtOTkb9+vVx8+bNXEM2aWlpslVnul6QVywWo0WLFggMDFQ4OWZ++ICM9+9hbGcHs0LmqCS/ToCZ1AifRRLYuuZejUgURcQkIyU9E+VKWMHRuoAi35Is4P0DVoeyhBtgWfys/8Xh5+eHgIAAhZqvRHvo0+cSISRvKveMaXuwZajCw8MRGRkJLy8vJCUlYcOGDQCANm3aKGynbHFwKgiuGpWKg4vjqSA4IYQQGX6LwhGN2r59O54/fw5TU1PUqlULe/bsUcippEpx8PRPn2EBI2RAAmstK8WjjeSLg5uZFDAkKJUCKV9KH9mU1Pq0KYQQQjRP5WDMz8+vwJQL8qVvCH88PDxw6NChArdRtji4fEFwqU0hvTwEQI7i4AUFWKkfCywILoSCykwRQgjRPJWDMfkVbADL0RMeHo4LFy7kyulDtIuyxcHzKghOCiZfHDxfShQEJ4QQYniKHYxx9uzZk2f+JaI9ZMGYVf5DlJmZmTDLYkFCpoUeV1VQI6lUCnE6C8bki4PnokRBcEIIIYZHbV/NW7RogVOnTqlrd0QDlAnGxHEpMAKQBcDGkXrFlJGeKUGmRAKRSKRQHDwXrldMyYLghBBCDIPagrGTJ0/K6scR7SPNzIT0S0mn/IIxiUQC0wz2lsgwkxSam4owKVyvmKmxQnFwBeliIP1LklclC4ITQggxDCp/Pe/Ro4fC0JVUKkVsbCzi4+MVihAT7SJbRWluDlE+pXKS45Nh8aUguDX1iilN/PnL5P2C5otxvWKWJQAT/hLoEkII0X4qB2Ntc2RsF4lEcHR0RKNGjZQrAUMEUdgQpVQqVSgIbmFCqyiVxfWMWec3XyzzM5D2kV22KclTqwghhOgKlcehJkyYoPAzfvx4DBw4kAIxLRUdHQ13d3eE37sHIP9gLPlTcrELgvv5+WHnzp1FbCn/Dh06lG9BamVlZknQrWUDXLtwHlZmxrLXmysADSC7V8zclpU/IoQQQuTQpCADISlkvphRCv8FwfNy+vRp9OrVCw0aNEDdunXRvXt3hISEFPq4oUOHwt3dXeFn3rx5Gm+vOD0Lv/5xHI2b+sLEOI9/p6wMlnEfKFJBcM7mzZvRu3dveHt7o0mTJhg3bhwiIyMVtvn8+TMWLFgAHx8feHt749tvv0VsbKzs/kePHmHKlClo2bIlvLy80KlTJ/z222/5HvPmzZvw8PBA9+7dFW6/fv06xo4dC19fX7i7u+PMmTO5HiuVSrFmzRr4+vrCy8sLw4cPx4sXL2T3R0dHY9asWfDz84OXlxfatm2LtWvXIj09XbbN1atX8c0338DX11f2Xjhy5IiqLx0hhGg9pYcpa9SoUWiaA5FIhPDw8GI3imiAVAqRsQlEZrlrJqYkpcBUgILgebG3t8c333yDypUrw9TUFOfOncOsWbPg5ORUaOHqfv36YeLEibLrlpaWmm4uUtIzUcLRCQ5W+dSiTIkFKwhuWaSC4Jxr165h8ODBqF27NrKysrBq1SqMHDkSx44dg9WXAHvJkiU4f/48fv75Z9ja2mLhwoWYMGEC9u/fDwC4f/8+HB0dsXz5cpQpUwa3bt3CvHnzYGxsjCFDhigcLzExEYGBgWjSpIlCQAewuqfu7u7o3bs3JkyYkGd7t2zZguDgYCxbtgzlypXDmjVrMHLkSBw/fhzm5uaIjIyEVCpFUFAQKlasiCdPnmDu3LlITU1FYGAgAOD27dtwd3fH6NGj4ezsjHPnziEwMBC2trZo3bp1kV9LQgjRNkoHY+vXr8/3vjt37iA4OBgSiUSlg+/duxf79u3D69evAQDVqlXDuHHj0LJlyzy3P3ToUK5C5WZmZrj3ZQjOkEkkEmzbtg0HDhzA27dv4ezsjP79+8Pf31+2jZGVFSQSCebOnYsrV64gNjYWZcqUQe8uvTC81yCkiySwtbTA0KFDUaNGDcyePVv22HHjxsHOzg7Lli0DAMTFxWH27Nm4dOkSnJ2d8d133+VqU2JiIn788UecPXsW6enp8PT0xKxZs1CjRo18n4ePj4/C9WHDhiEkJAQ3b94sNBizsLCAi4vqKxVDQ0OxZMkSvHv3DvXq1cPSpUtRsiSb2xUWFobVq1cjPDwcmZmZqFmzJmbOnIlatWoBAMSfs9C3jQ+WrfwZ5bp2UtyxJAtZie8wZ/km3H70HNt37MTBgwdx5swZ/O9//5NttnPnTuzatavATPjbtm1TuL5s2TI0adIEDx48QMOGDZGUlISDBw9ixYoVaNKkCQAWnHXu3Bl37txB3bp10adPH4V9lC9fHnfu3MHp06dzBWPz589H165dYWxsnKvnq2XLlvn+jwKsV2zXrl345ptvZHNMf/rpJzRt2hRnzpxBly5d0KJFC7Ro0UKhLc+fP8e+fftkwdjYsWMV9jts2DBcvHgRp0+fpmCMEKJXlA7Gck7cB4DIyEisXLkS586dg7+/v0KvhDJKly6NadOmoWLFipBKpQgJCcH48eNx+PBhVKtWLc/H2NjY4OTJk7LrfCQllUqlkGaoFmgWl8jUSKXntnLlSvzxxx+YOXMm6tevj5iYGDx//lxhGyMrS0gkEpQuXRpr1qyBg4MDrl29hoULg1Da0QVtu3dU+ngzZsxATEwMdu3aBRMTEyxatAhxcXEK20yaNAnm5ubYsmULbG1t8fvvv2PYsGE4deqUUmlQpFIprly5gufPn2PatGmFbn/06FEcOXIELi4uaN26NcaNG1do71haWhq2b9+On376CUZGRpg+fTp+/PFHrFy5EgCQkpKCHj16YM6cOQBY/c+vv/4ap06dgpW1taw4uEUe9SjTP73DlB9W4vW7WOzduw+OTuorf5SUxNJk2NvbA2C9XhkZGWjatKlsmypVqqBs2bKyYCy//eT8Wxw8eBCvXr3C8uXLsXHjRpXbFh0djQ8fPii0xdbWFnXq1MHt27fRpUuXfNvCPZ/8JCUl0fxUQojeKVLmyffv32PdunUICQmBr68vQkJCUL16dZX34+fnp3B98uTJ2LdvH+7cuZNvMCYSiYrU+1FUUqkUHzaFIT0qkbdjAoBZRTu4jPVSKiBLTk7Grl27MG/ePPTs2RMAUKFCBTRo0ACvXr2SbSeysoaJqalC0GxvbIewDrdx8t+/0W1IL6Xa9vz5c/z333/4448/4OXlBQBYvHgxOnfuLNvmxo0bCAsLw+XLl2H2ZWg0MDAQZ86cwalTp9C/f/9895+UlIQWLVogPT0dRkZGmD9/Ppo1a1Zgm7p27YqyZcuiZMmSePz4MVasWIHnz58X2KMLABkZGViwYAEqVKgAABg8eDB++eUX2f1cLxNn4cKFaNCgAa5fv45GTZtDKmVz7XLOF0tJScHXE+YhPf0zdm3dCFs1BmISiQRLlixBvXr1ZP93sbGxMDU1hZ2dncK2Tk5O+PDhQ577uXXrFk6cOIHNmzfLbnvx4gVWrlyJPXv2wCSfFCiF4Y7nlOM5Ozk55Rry5ERFRWH37t2yXrG8HD9+HPfu3UNQUFCR2kUIIdpKpU/bpKQkbNq0Cbt370bNmjWxc+fOYq9G42RlZeHkyZMQi8Xw9vbOdzuxWIzWrVtDIpHAw8MDU6ZMyTdwMxSRkZFIT09H48aNc9+ZkcF+i0QwsmTFwffs2YODBw/izZs3SEtNQ0ZmBtyruyt9vIiICJiYmMDT01N2W5UqVRQCgcePH0MsFucadkxLS8PLly/x5s0bhR6SMWPGyIalrK2tERISArFYjMuXL2PZsmUoX748fHx8sGnTJoXg4dixYyhbtqxCcOfu7g4XFxcMHz4cL1++RIUKFdClSxe8efMGAFC/fn1s3boVAJtXxgViAFCyZEmFHr7Y2Fj8/PPPuHbtGuLi4iCRSJCamoo3b97IioOzl1cxaJ46ZTJKO9njt59/gEXJClDWjRs3MHr0aNn1BQsWoFu3bgrbLFiwAE+fPsXevXuV3m9OT548wbhx4zB+/Hj4+voCYP+DU6dOxbfffotKlSoVed+qev/+PUaNGoWOHTuiX79+eW5z5coVzJo1C4sWLTL4/3dCiP5ROhjbsmULtm7dCmdnZ6xcuTLPYcuiePz4MQYMGIDPnz/DysoKGzZsQNWqVfPctlKlSliyZAnc3d2RlJSE7du3Y8CAATh27BhKly6tlvbkJBKJ4DLWS6uHKc3N8590L0lNBQAYmZtDZGSEY8eO4ccff0RgYCCql6+GEuY22P77LjyIyE7FIBKJZD0+nMzMTKgiJSUFLi4uCA4OznWfra0t7OzsFFZJyg9PGRkZoWLFigCAmjVrIiIiAr/++it8fHwwYMAAdOqUPTeLm9uVU506dQCwHpcKFSrg119/lT0HCwsL2XY5e39yPvfAwEB8+vQJs2fPRtmyZWFmZob+/fsjIyNDVhw8Ly19vHHk9L+4HRGDJhWzc7YV9tp6enoqvC45e5eCgoLw77//Yvfu3QrveWdnZ2RkZCAxMVEhKI6Li8vVk/zs2TMMHz4c/fv3x7hx42S3p6Sk4P79+3j48CEWLlwIgPXCSaVSeHh4YNu2bbl6CvPCHS8uLk7h7xMXF5drvuD79+8REBAAb29v2TFzunbtGr755hvMnDkTPXr0KPT4hBCia5QOxlauXAkLCwtUqFABISEh+aYbKGxYKKdKlSohJCQESUlJOHXqFAIDA7F79+48AzJvb2+FXjNvb2907twZ+/fvz3MCubqIRCKICqo5KDA3NzdYWFjgypUrKF++vMJ9kjSWydXoSwBy69YteHt7o3///sh8lwojAC/fRys8xtHRUWFoKysrC0+fPpX1clWuXBmZmZm4f/++bJgyMjISiYnZQ7m1atVCbGwsjI2NUa5cuTzbzQVchZFIJLKUBw4ODkrNN+PyfHGBgaurq1LHyunWrVuYP3++bML627dv8fEjS+DKFQfPy0D/1qjmVhbjpszC5l+d0ahRIwDstY2NjYVUKpUF2/I5ySwsLPJ8XaRSKRYuXIi///4bwcHBuf7Onp6eMDU1xeXLl9GhQwcA7G/y5s0bhfliT58+xbBhw9CjRw9MnjxZYR82NjY4evSowm179+7FlStXsHbt2nz/jjmVK1cOLi4uuHz5MmrWrAmADaXfvXsXAwcOlG3HBWK1atXC0qVL8yy/dfXqVYwdOxbTpk0rcGibEEJ0mdLBWM4ySOpiZmYmO/l4enri3r172LVrl1LzQkxNTVGzZk28fPlS7e3SJebm5hg9ejSWL18OU1NT1KtXD/Hx8Xj69CnqlSkDABB9CcYqVqyIkJAQnD1xBpWcy+HImeN4+Oihwom2cePGWLZsGf7991+UL18eO3fuVAi0KleujObNm2P+/Pn44YcfYGxsjCVLlij0ODVt2hR169bF+PHjMX36dLi5uSEmJgbnz59H27ZtUbt27Tyfy+bNm+Hp6YkKFSogPT0d58+fx5EjR/DDDz/k+/xfvnyJo0ePomXLlnBwcMDjx4+xdOlSNGzYsMCVm8pwc3PDkSNHULt2bSQnJ+Onn36ChYUFMiVSWXHw/AwdMgRZ1qUxZswYbNmyBQ0aNICPjw+CgoKwZcsWdOzYEaGhoQgNDYWNTcFpLxYsWIC//voLv/zyC6ytrWXBsq2tLSwsLGBra4vevXtj2bJlsLe3h42NDRYtWgRvb29ZMPbkyRMMGzYMvr6+GDFihGwfxsbGcHR0hJGRUa65n05OTjA3N1e4PSUlReF/Ljo6Gg8fPoS9vT3Kli0LkUiEgIAAbNy4ERUrVpSltihZsqSsR/39+/cYOnQoypYti8DAQMTHx8v2xwXQV65cwdixYxEQEID27dvL2mtqakp1cAkhekXpYIxLaaBp8r0ghcnKysKTJ08KXGZvKMaNGwdjY2OsXbsWMTExcHFxQf9+/SD9MszF9YwNGDAA4eHhmDV/NkQiEdq3bY9Bgwbhv//+k+2rd+/eePToEQIDA2FsbIzhw4fnmvu1dOlSzJkzB0OGDIGzszMmTZqEtWvXyu4XiUT49ddf8fPPP2PmzJn4+PEjnJ2d0aBBAzg7O+f7PMRiMRYsWIB3797BwsIClStXxvLlyxUWB+TE9Qjt2rULYrEYZcqUQfv27RWG4Ipq8eLFmDt3Lnr27IkyZcpg8uTJ+Omnn5CeyYatrUxz9JhmpGVftmbz1qRSKb7++mts3boV9erVw/z587F582Zs3LgR7du3x1dffYUDBw4U2I59+/YBYMlt5S1duhS9erGFF7NmzYKRkREmTpyI9PR0+Pr6KtSLPXXqFOLj43HkyBGF5Kmurq4FptXI6f79+wgICFBoAwD07NlT9jkxevRopKamYt68eUhMTJTN0+OG1C9evIioqChERUUppLgA2NQFAAgJCUFqaio2b96sME+wUaNGeQ5/E0KIrhJJc05g4dHKlSvRokULlClTBikpKfjrr7+wZcsWbNu2Dc2aNcP333+PUqVKYerUqQDYEGjdunVRsWJFJCYmYtu2bThz5gwOHTqU7zyznJKTk1G/fn3cvHkzV29EWloanj9/jkqVKin08uiqrMREpL98CZG5OSzkJj0nxibCIo0VBDctbQVjqkOpsuh4MeLF6XCxNUcZe7n0GfEvWB1KyxJACTehmkf0iL59LhFCciva2nU1iYuLQ2BgIGJiYmBrawt3d3dZIAaw+Tny80gSExMxd+5cfPjwAfb29qhVqxb279+vdCBmaPIqDk4FwdUjz+Lg8gXBrakgOCGEEOUI2jMmBEPqGfscGQmJWAxTV1eYlCgBAEj6mATzFEAKwKikhaB1KHVVZpYE4W/ZHDqPMnbZOcYSXrHyR+a2gBN9QSDqoW+fS4SQ3KhQuJ6SSiTZaS3kesa0pSC4LuNWUZqbGGcHYlmZQErxC4ITQggxPBSM6SlJWlqu4uDaVBBcl6V8SfZqLZ/uRPwB6igITgghxPBQMJYHfRi5laZkzxfj0i9IElkQkS6SwMKShjuKSvwl2auV+Zf5YpIsIPlLXjabUgAP9VKJ4dCHzyNCSMEoGJNjasqG7cRfJr7rMkkqF4yxlX5p4jSYS9mf29iOhieLSiKVyoqDy3rGUuMBaRZgbAZYOAjXOKKXuM8j7vOJEKJ/BF1NqW2MjY3h4OCAmJgYAICVXK+SLpFKpUhPSmbzxoxNkJmWhuTYJJhJjJAJCaxMbZGWllb4jkgu4vRMSDI+w9jICJLMdKRlAvj4DpBIAYsSwOfPQjeR6AmpVAqxWIyYmBg4ODjA2JhWPhOirygYy4Gr98cFZLpImpmJzC/tNzExgSRLAmkSKxieZQ6Yp9IQZVElpWUgITUTlqZGeJFiDqSLAXEsIDIG7MwBUYLQTSR6xsHBQWO1dwkh2oGCsRxEIhHKlCmDkiVLIiMjQ+jmFEni6b/xYfVqWNTygOuKFbi09TwqJ1jjkzQD1SY3om/YxTAv5D4uRsTi6+aV0cCzPHBgKPDhEdBoDFDZV+jmET1jampK/6+EGAAKxvJhbGyssx+CH69fg9Hbt7Dt0hnpn9NR8ZUFTERSxNeUwNraWujm6SypVIqzTz8iLiULnhWdYfH2KvD8b8DUCmgwGKAcUIQQQoqAJvDrIfGt2wAAy3r1cDX4IsxFRkiSZqFZ/+YCt0y3vYgTIy4lHWYmRvB0tQcurmF3eA8FrByFbRwhhBCdRcGYnsn69AnpEREAAGOPWij/iq2mfF0+DeYWZkI2TefdeMGSunq52sP8w30g4h82V6zJeIFbRgghRJdRMKZnxLdZr5hZpUq4evI+bETGSJNK0GhoU4FbpvtuRrG6k/XdSgAX17Iba/UESlQUsFWEEEJ0HQVjeib11i0AgHkdbzg9ZLe9cEqBnb2dgK3SDze+BGO+TinAg8PsxmYTBWwRIYQQfUDBmJ7h5otFO7jDUWSGTKkUnoPqCdwq3fcxJR3PYpIBAA3f7WNJXiu3BsrUEbhlhBBCdB0FY3pEkp6OtHv3AAAmn1heoufWyShdjnIUFRc3RFnXKQsWYXvYjc0mCdgiQggh+oKCMT2S9uABpOnpSK3SHKVhCYlUinK9qgvdLL3ADVGOsz4HZKYCpb2Ayq2EbRQhhBC9QMGYHkn9MkQpqdYFAPDSTIxqnlWFbJLeuBkVDwt8RotPX+aK+X5HBcEJIYSoBQVjekR8+xY+l6iKkuYlAADW7UoJ3CL98DkzC3ejE9DH+D9YpH8EHCoCNbsL3SxCCCF6goIxPSGVSpF66zYkngNgJBLhjSgV3i28hW6WXrj/OhFZmRkYY3qc3dD0W8CYilcQQghRDwrG9ERGVBTS0kzg5FieXfexErhF+uNmVDw6Gl1HebwHLB2BuoOFbhIhhBA9QsGYnhDfuo302oNgLBIhTpqOxv5NhG6S3rjxPB5jTI6yKz5jADMKdAkhhKiPoMHY3r174e/vj3r16qFevXro378/zp8/X+BjTpw4gY4dO6J27drw9/cvdHtD8fH6bZQoVQMAEF8TOlvkXNtIpVIYRf0HL6PnkBhbAA1HC90kQgghekbQYKx06dKYNm0aDh06hIMHD6Jx48YYP348nj59muf2t27dwtSpU9GnTx+EhISgTZs2GD9+PJ48ecJzy7VPzPuSMDcyQrIkC00HUEFwdXkRJ8agDLaCUuo9FLB2ErhFhBBC9I1IKpVKhW6EvEaNGmH69Ono27dvrvu+++47pKamYvPmzbLb+vXrhxo1aiAoKEip/ScnJ6N+/fq4efMmbGxs1NZueX//uAnSGIlG9p0XkVSKikYesDIxwW2LCJT2SuDt2PruQ2wMOr9ZjywYwXjSbaCEm9BNIoQQome0ZklYVlYWTp48CbFYDG/vvFcB3rlzB8OHD1e4zdfXF2fOnOGhhcq5d/Ycan6sBZjyf+x0iQQtpXNgF5bE/8H13GOnNvCgQIwQQogGCB6MPX78GAMGDMDnz59hZWWFDRs2oGrVvBOVxsbGwtnZWeE2JycnxMbG8tFUpVRv0hjXQw7CytiB5yNLESO6ikSnWjwfV/9lmVihXPclQjeDEEKInhI8GKtUqRJCQkKQlJSEU6dOITAwELt37843INN25laW8F03RKCj+wt0XEIIIYQUleCpLczMzFCxYkV4enpi6tSpqFGjBnbt2pXnts7Ozrl6weLi4nL1lhFCCCGE6ArBg7GcJBIJ0tPT87yvbt26uHLlisJtly5dQt26dXloGSGEEEKI+gkajK1cuRLXr19HdHQ0Hj9+jJUrV+LatWvw92fDbd9//z1Wrlwp2z4gIAChoaHYvn07IiIisG7dOty/fx9Dhgg1LEgIIYQQUjyCzhmLi4tDYGAgYmJiYGtrC3d3d2zbtg3NmjUDALx9+xZGRtnxYr169bBixQr8/PPPWLVqFdzc3LBhwwZUr15dqKdACCGEEFIsWpdnTNP4yDNGCCGEEKIsrZszRgghhBBiSARPbcE3riMwOTlZ4JYQQgghxBBYW1tDJBLle7/BBWMpKSkAgJYtWwrcEkIIIYQYgsKmRhncnDGJRIKYmJhCo1RCCCGEEHUoLOYwuGCMEEIIIUSb0AR+QgghhBABUTBGCCGEECIgCsYIIYQQQgREwRghhBBCiIAoGCOEEEIIERAFY4QQQgghAqJgjBBCCCFEQBSMEUIIIYQIiIIxQgghhBABUTBGCCGEECIgCsYIIYQQQgREwRghhBBCiIAoGCOEEEIIERAFY4QQQgghAjIRugGEEKJJ7u7uBd4/YcIEfPvttzy1hhBCchNJpVKp0I0ghBBN+fDhg+zy8ePHsXbtWpw8eVJ2m5WVFaytrZXeX3p6OszMzNTaRkKIYaNhSkKIXnNxcZH92NraQiQSya7v378fgwYNUth+586d8PPzk12fMWMGxo0bh40bN8LX1xcdO3ZEdHQ03N3dcfr0aQwdOhR16tRBt27dcPv2bdnjXr9+jbFjx6Jhw4aoW7cuunTpgvPnz/P2vAkhuoOGKQkhpBCXL1+GjY0NduzYoXD76tWrERgYiIoVK2L16tWYOnUqTp8+DRMTEwQFBSEjIwO7d++GlZUVnj17BisrK4GeASFEm1EwRgghhbCyssKiRYtkw5PR0dEAgK+++gqtWrUCAEycOBFdunRBVFQUqlSpgjdv3qBDhw6yOWvly5cXpO2EEO1Hw5SEEFKI6tWr5zlPTH5xgIuLCwAgPj4eABAQEICNGzdiwIABWLt2LR49esRPYwkhOoeCMUKIwRKJRMi5hikzMzPXdpaWlnk+3tTUVGFfACCRSAAAffv2xZkzZ9C9e3c8efIEffr0QXBwsLqaTgjRIxSMEUIMlqOjI2JjYxUCsocPH6pt/2XKlMHAgQOxfv16jBgxAgcOHFDbvgkh+oOCMUKIwfLx8UF8fDy2bNmCly9fYs+ePQgNDVXLvhcvXozQ0FC8evUKDx48wNWrV1GlShW17JsQol8oGCOEGKwqVapg/vz52Lt3L7p3746wsDB89dVXatm3RCJBUFAQOnfujFGjRsHNzQ3z589Xy74JIfqFkr4SQgghhAiIesYIIYQQQgREwRghhBBCiIAoGCOEEEIIERAFY4QQQgghAqJgjBBCCCFEQBSMEUIIIYQIiIIxQgghhBABUTBGCCGEECIgCsYIIYQQQgREwRghhBBCiIAoGCNEB6xbtw7u7u5Feqyfnx/GjBmjtrZER0fD3d0dhw4dUts+CSHEkJkI3QBCDNWrV6+wY8cOXLx4Ee/evQMAuLq6wsfHB/3790eNGjUEbmHxXL16FQEBAQq32dvbw83NDUOGDEG3bt0Eapl2e/r0KTZv3oyrV6/i48ePcHBwgI+PD8aOHYtq1aoJ3TyZoUOH4tq1a4VuN2HCBHz77bc8tIgQ3UXBGCECOHfuHCZPngxjY2P4+/ujRo0aMDIyQmRkJE6fPo19+/bh7NmzcHV1FbqpxTZ06FDUrl0bAPDp0yecOHEC06dPR1JSEgYPHixw67TL6dOnMWXKFDg4OKB3794oV64cXr9+jT///BOnTp3C6tWr0a5dO6GbCQAYO3Ys+vTpI7t+7949BAcHY+zYsahcubLs9qL26BJiSCgYI4RnL1++xJQpU1C2bFns3LkTJUuWVLh/2rRp2Lt3L4yM9GMWQYMGDdCxY0fZ9YEDB6Jt27Y4evQoBWNyXr58ie+//x7ly5fHnj174OjoKLsvICAAgwcPxvfff48jR46gfPnyvLVLLBbDysoq1+3NmjVTuG5ubo7g4GA0bdoUPj4+xT6uRCJBRkYGzM3Ni70vQrSdfnzaE6JDtm7dCrFYjKVLl+YKxADAxMQEAQEBKFOmTIH7yczMxIYNG9C2bVt4enrCz88Pq1atQnp6ep7bX7hwAd27d0ft2rXRuXNnnD59WuH+T58+4ccff4S/vz+8vb1Rr149jBo1Co8ePSr6k82DmZkZ7O3tYWKi+F1Q2efj7u6OdevW5dqvn58fZsyYIbt+6NAhuLu74+bNm1i6dCkaN26MunXrYvz48YiPj8/1+PPnz2PIkCGy5967d28cPXpUYZu7d+9i5MiRqF+/PurUqYMhQ4bg5s2bCtskJydj8eLF8PPzg6enJ5o0aYIRI0bgwYMHBb4uW7duRWpqKhYuXKgQiAGAo6MjgoKCIBaLsWXLFgDAyZMn4e7unudQ4f79++Hu7o4nT57IbouIiMDEiRPRqFEj1K5dG7169cLZs2cVHse9ZteuXcMPP/yAJk2aoGXLlgW2uyAzZsyAn59frtvzmgPp7u6OoKAgHDlyBF26dEHt2rURGhqq0t/x3r17GDlyJHx8fODl5QU/Pz/MnDmzyO0nhC/UM0YIz86dO4eKFSuiTp06xdrPnDlzcPjwYXTo0AEjRoxAWFgYNm/ejIiICGzYsEFh2xcvXmDy5MkYMGAAevbsiYMHD2LSpEnYunWrrIfj1atXOHPmDDp27Ihy5cohNjYWv//+O4YMGYJjx46hVKlSRWpnSkqK7KSZkJCAv/76C0+ePMHixYuL/HxUsWjRItjZ2WHChAl4/fo1fvvtNwQFBeHnn3+WbXPo0CHMmjUL1apVw5gxY2Bra4uHDx8iNDQU/v7+AIDLly9j9OjR8PT0xIQJEyASiXDo0CEMGzYMe/fuhZeXFwBg/vz5OHXqFIYMGYIqVarg06dPuHnzJiIiIlCrVq1823nu3Dm4urqiQYMGed7fsGFDuLq64vz58wCAVq1awcrKCidOnECjRo0Utj1+/DiqVauG6tWrA2Dz0AYOHIhSpUph9OjRsseNHz8e69atyzX0uWDBAjg6OmL8+PEQi8WqveDFcOXKFZw4cQKDBw9GiRIl4OrqisTERACF/x3j4uIwcuRIlChRAl9//TXs7OwQHR2Nv//+m7f2E1JUFIwRwqPk5GTExMSgbdu2ue5LTExEZmam7LqVlRUsLCzy3M+jR49w+PBh9O3bF4sWLQIADB48GI6Ojti+fTuuXLmCxo0by7Z/8eIF1q1bh/bt2wMA+vTpg44dO2LFihWyYMzd3R2nTp1SGB7t3r07OnXqhD///BPjx48v0nOeNWuWwnUjIyNMnjxZYb6Rqs9HFQ4ODti+fTtEIhEANvwVHByMpKQk2NraIikpCYsWLYKXlxeCg4MVhsWkUqns9w8//AAfHx9s3bpVtq8BAwagS5cu+Pnnn7F9+3YArIetX79+Cr10o0ePLrCNSUlJiImJQZs2bQrczt3dHf/88w+Sk5NhY2MDPz8/nDp1CnPmzIGxsTEA4MOHD7h+/TomTJgge9zixYtRpkwZHDx4EGZmZgCAQYMGYeDAgVixYkWuYMze3h47d+6U7ZMvz58/x9GjR1G1alXZbQ8fPgRQ+N/x9u3bSEhIwLZt22RzFAFg8uTJvD4HQoqChikJ4VFycjIA5DkHZ+jQoWjSpInsZ8+ePfnuh+sdGTFihMLtX331lcL9nJIlSyqccG1sbNCjRw+Eh4fjw4cPANjwIReIZWVl4ePHj7CyskKlSpUQHh6u6lOVGT9+PHbs2IEdO3Zg9erV6NKlC1avXo3ffvutyM9HFf369ZOdwAE2hy0rKwuvX78GAFy8eBEpKSn4+uuvc81P4h738OFDvHjxAv7+/vj48SPi4+MRHx8PsViMJk2a4Pr165BIJAAAOzs73L17F+/fv1e6jSkpKQAAa2vrArfj7ue279SpE+Li4hSGKk+dOgWJRILOnTsDYMPPV65cQadOnZCcnCxr+8ePH+Hr64sXL17kamu/fv14D8QA1vsnH4jJK+zvaGtrCwD4999/kZGRofnGEqJG1DNGCI+4k2leQz9BQUFISUlBbGwspk+fXuB+Xr9+DSMjI1SoUEHhdhcXF9jZ2clOUJyKFSsqnMgAwM3NTbYvFxcXSCQS7Nq1C3v37kV0dDSysrJk2zo4OCj7FHOpXr06mjZtKrveuXNnJCcnY+XKlfD394ejo6PKz0cVZcuWVbhuZ2cHALLhr5cvXwJAgWkjXrx4AQAIDAzMd5ukpCTY29tj2rRpmDFjBlq1aoVatWqhZcuW6NGjR4GT7nMGWfnJGbS1aNECtra2OH78OJo0aQKADVHWrFkTlSpVkj0/qVSKNWvWYM2aNXnuNy4uTmEYuly5cgW2Q1MKOm5hf8dGjRqhQ4cOWL9+PXbu3IlGjRqhbdu28Pf3l/UGEqKtKBgjhEe2trZwcXHB06dPc93HzSGLjo5Wen85A6zi2LRpE9asWYPevXtj0qRJsLe3h5GREZYsWSIbrlOXxo0b49y5cwgLC0OrVq1ktxfn+cgHj/LyW5WqynPitv3+++9Rs2bNPLfhejs7d+6MBg0a4O+//8bFixexbds2bNmyBevWrct3Mjz3vnj8+HGB7Xj8+DFKlSoFGxsbAKw3s23btvj7778xf/58xMXF4datW5gyZYrsMVyP3VdffYXmzZvnud+cQbC6VjDm9/fM72+V37A8UPjfUSQSYe3atbhz5w7OnTuH0NBQzJo1Czt27MDvv/9eaK8jIUKiYIwQnrVq1Qp//PEHwsLCZJO+VeXq6gqJRIKoqChUqVJFdntsbCwSExNz5SeLioqCVCpVODlyvT3ctqdOnYKPjw+WLFmi8NjExESUKFGiSO3MD3cy5noIVXk+9vb2st4QTnp6umy4VVVcIPL06VNUrFgxz224Xi0bGxuFXr78lCxZEoMHD8bgwYMRFxeHnj17YtOmTQWuTGzdujUOHDiAGzdu5DmJ/8aNG3j9+jX69++vcHunTp1w+PBhXL58GREREZBKpejUqVOutpuamirVdnWys7PL9bcCgDdv3mjsmHXr1kXdunUxefJkHD16FNOmTcPx48fRt29fjR2TkOKiOWOE8GzUqFGwtLTErFmzEBsbm+t+ZXpsuJO6/LwrANixY4fC/ZyYmBiFVWXJyckICQlBzZo14eLiAgAwNjbOdewTJ06oNPdJWf/++y+A7ISgqjyf8uXL48aNGwrbHThwIN/elsL4+vrC2toamzdvxufPnxXu414PT09PVKhQAdu3b89zKJFbLZqVlYWkpCSF+5ycnFCyZMl8U45wRo4cCQsLC8yfPx8fP35UuO/Tp0+YP38+LC0tMWrUKIX7mjZtCgcHBxw/fhwnTpyAl5eXwpCok5MTGjVqhN9//x0xMTH5tl0TKlSogKSkJIX0KDnfi+qSkJCQ6/3L9WIW9toTIjTqGSOEZ25ublixYgWmTp2Kjh07yjLwS6VSREdH46+//oKRkRFKly6d7z5q1KiBnj174vfff0diYiIaNmyIe/fu4fDhw2jbtm2ulYdubm6YPXs27t27BycnJxw8eBBxcXFYunSpbJtWrVphw4YNmDlzJry9vfHkyRMcPXq02AlGb9y4IQtyEhIS8M8//+DatWvo0qWLrBdMlefTt29fzJ8/H99++y2aNm2KR48e4cKFC0XuvbOxscHMmTMxZ84c9OnTB127doWdnR0ePXqEtLQ0/PjjjzAyMsKiRYswevRodO3aFb169UKpUqXw/v17XL16FTY2Nti0aRNSUlLQsmVLdOjQATVq1ICVlRUuXbqEe/fuKayuzIubmxuWLVuG6dOnw9/fH3369FHIwP/x40esWrUq15Ciqakp2rVrh2PHjiE1NTXPeW3z58/HoEGD4O/vj379+qF8+fKIjY3FnTt38O7dOxw5cqRIr11hOnfujBUrVmDChAkYOnQo0tLSsG/fPlSqVKnQvGuqOnz4MPbt24e2bduiQoUKSElJwYEDB2BjY4MWLVqo9ViEqBsFY4QIgMtAv337dly8eBEHDx6ESCRC2bJl0bJlSwwcOLDQ2pSLFi1CuXLlcPjwYZw5cwbOzs4YM2aMQkoDjpubG+bOnYuffvoJz58/R7ly5bB69WqFOURjx45Famoqjh49iuPHj8PDwwObN2/GypUri/Vcg4ODZZdNTU1Rvnx5TJ48GSNHjizS8+nXrx+io6Px559/IjQ0FPXr18eOHTswfPjwIrexb9++cHJywq+//opffvkFJiYmqFy5ssI+fXx88Pvvv+OXX37B7t27IRaL4eLiAi8vL9nQoYWFBQYOHIiLFy/i9OnTkEqlqFChgiwYKkynTp1QuXJl/Prrr/jzzz/x6dMnWW3KMWPGyPKG5dS5c2f88ccfEIlECkOUnKpVq+LgwYNYv349Dh8+jE+fPsHR0REeHh5FTlmijBIlSmD9+vVYtmwZli9fjnLlymHKlCmIiopSezDWqFEj3Lt3D8ePH0dsbCxsbW3h5eWFFStW8FqxgJCiEEnVPTOXEEIIIYQojeaMEUIIIYQIiIIxQgghhBABUTBGCCGEECIgCsYIIYQQQgREwRghhBBCiIAoGCOEEEIIEZDBBWNSqRTJyclqr7VHCCGEEFIUBheMpaSkoH79+nmWNCGEEEII4ZvBBWOEEEIIIdqEgjFCCCGEEAFRMEYIIYQQIiAKxgghhBBCBETBGCGEEEKIgCgYI4QQQggREAVjhBBCCCEComCMEAKcPQvMng1kZgrdEkIIMTgmQjeAEKIFJk4EwsMBX1+gUyehW0MIIQaFesYIMXQZGcCTJ+xyeLiwbSGEEANEwRghhi4yMnt48tEjYdtCCCEGiIIxQgzd48d5XyaEEMILCsYIMXTyvWHUM0YIIbyjYIwQQyffG/bhA/Dxo3BtIYQQA0TBGCGGLufQJA1VEkIIrygYI8TQcUOTLi6K1wkhhPCCgjFCDFlcHPsBgM6d2W/qGSOEEF5RMEaIIeMCrwoVgHr1FG8jhBDCCwrGCDFk3JCkuzv7kb+NEEIILygYI8SQcb1g8sHYs2dUo5IQQnhEwRghhozrBatRgw1VWliw8kgvXgjaLEIIMSQUjBFiyOR7xoyMgOrV2XUaqiSEEN5QMEaIocrIACIi2OUaNRR/0yR+QgjhDQVjhBgqrkC4tTXg6spuo0n8hBDCOwrGCDFUXO9X9eqASMQuc8EY9YwRQghvKBgjxFBxARc3NCl/mYIxQgjhDQVjhBgq+RxjHG4Cf0wMFQwnhBCeUDBGiKGSX0nJsbUFypZVvJ8QQohGUTBGiKHKa5hS/joFY4QQwgsKxggxRHFxQGwsu1ytmuJ9tKKSEEJ4RcEYIYaI6/UqX56ltpBHKyoJIYRXOhmMvX//HtOmTYOPjw+8vLzg7++Pe/fuCd0sQnSHfBmknGiYkhBCeGUidANUlZCQgIEDB8LHxwdbtmxBiRIlEBUVBXt7e6GbRojuyGvyPoe77elTlhTWROc+JgghRKfo3Kfsli1bULp0aSxdulR2W/ny5QVsESE6KL/J+0B2wfC0NFYwvGpVXptGCCGGRueCsX/++Qe+vr6YOHEirl+/jlKlSmHQoEHo16+f0E0jRHfklWOMwxUMDwtj2+lTMLZoEfD5M7BwodAtIbro7l1g0iQgOZnf49rbA7/+ClSpwu9xCW8ECcaSk5Nx5coVVKpUCVVUfHO9evUK+/btw4gRIzB27Fjcu3cPixYtgqmpKXr27KmhFhOiR+QLhOcVjHG3h4WxHrSuXflrmybFxABz57LLI0cCbm6CNofooI0bgfPnhTn2zp30JUKP8RKMTZo0CQ0bNsSQIUOQlpaG3r174/Xr15BKpVi1ahU6dOig9L6kUik8PT0xZcoUAICHhweePn2K/fv3UzBGiDKeP89dIDwnfZzEHxameJmCMaIq7j00ezbQrBk/xzxxAli3TvH9S/QOL8HYjRs38M033wAA/v77b0ilUly/fh2HDx/Gxo0bVQrGXFxccvWmVa5cGadOnVJrmwnRW9wQZfXqbEgyL/qYayxnMNatm3BtIbpHIgG4VfuDBgEeHvwc18qKgjEDwEtqi6SkJNlqx9DQULRv3x6WlpZo1aoVoqKiVNpXvXr18Pz5c4XbXrx4Adf8vuETQhQVtJKSo4+5xnIGY4So4sULNlfMzCy7hisfatfOPn5CAn/HJbziJRgrU6YMbt++DbFYjNDQUDT70r2bmJgIMzMzlfY1bNgw3L17F5s2bUJUVBSOHj2KAwcOYNCgQZpoOiH6p6AcYxwuGNOnguEUjJHi4N4ztWrxm+7F0REoV45dvn+fv+MSXvESjAUEBGD69Olo2bIlSpYsCR8fHwDA9evXUV3FbxheXl5Yv349jh07hq5du+KXX37BrFmz0I2GHAhRjjI9Y/pWMDwzEwgPz77+9CmQmipce4ju4YYovbz4PzZ3TEpurrd4Ce8HDx6MOnXq4O3bt2jatCmMvsxTKV++PCZPnqzy/lq3bo3WrVuru5mEGAZlgjHu/jdv2PaNG2u+XZr09ClLaWFtDVhasrqc4eFA/fpCt4zoCq5nTKhg7Phx6tHVY7z0jK1fvx5VqlRBu3btYC1XB69x48a4dOkSH00ghACKBcIL65XWpxWV3Emsdm2gTh3F2whRhtDBmHwbiN7hJRjbsGEDxGJxrttTU1OxYcMGPppACAEKLhCekz6tqJQ/kdKJjahKLGa9q4DwwZhUyv/xicbxMkwplUohEoly3f7o0SOqKUkInwoqg5STPvaMeXllB6EUjBFlPXjAgqBSpYCSJfk/fvXqbBVnUhIQFUU58vSQRoOxhg0bQiQSQSQSoUOHDgoBWVZWFsRiMQYMGKDJJhBC5BVUBiknfSoYLj9MyQVjd++yE2weXxQJUSDkECUAmJqyvGZ37lDCYj2l0U/XWbNmQSqVYtasWfj2229ha2sru8/U1BSurq7w9vbWZBMIIfKUnbwP6E/B8E+fgJcv2eXatdlzMjJi8+fevQPKlBG0eUQHCB2MccfmgjHKHqB3NBqMceWJypUrh3r16sFEl79ZE6IPVBmmlC8Y/vix7gZjXDqA8uWBEiXY5erVWS9hWBgFY6Rw8j2rQuGOTcPreomXCfypqam4fPlyrttDQ0NxXqiiq4QYmowM4NkzdlmZnjH57XR5En9evRo0iZ8oSyrVnp4xgN6zeoqXYGzFihWQSCS5bpdKpVi5ciUfTSCEcAXCrazyLxCekz6URaJgjBTHmzdAfDxgbAzUrClcO7j37NOnbHUn0Su8BGNRUVG5insDrMD3S24uByFEs+Qn7+dXIDwnfVhRScEYKQ7uPeLuzuYbCqVUKcDFhRUsl68mQfQCL8GYra0tXr16lev2ly9fwtLSko8mEEJUmbzP0fVhSokk7zI23OWHD4H0dP7bRXSHNgxRAmzVL32J0Fu8BGNt2rTBkiVLFHrBoqKisGzZMvj5+fHRBEJIUYIxLkt/TAxblahrnj8HUlJYjib5igMVKgB2dmwenS73+hHN05ZgTL4NFIzpHV6CsenTp8PKygqdOnWCn58f/Pz80LlzZzg4OCAwMJCPJhBCuN4tZVZScuzsdLtgONcrVquWYp406mUgyqJgjPCAl1wTtra22L9/Py5evIhHjx7BwsIC7u7uaNiwIR+HJ4QAResZ47Z/84YFcz4+6m+XJhV0IvXyAi5cyA7YCMkpPT37S4y2BWOUsFiv8Jb4SyQSwdfXF76+vnwdkhDCUaVAeE41agDnzulmz1hhwZj8NoTk9OgRW4Hs4ACUKyd0a1gWfkpYrJc0Fozt2rUL/fv3h7m5OXbt2lXgtgEBAZpqBiEEUK1AeE66PImfgjFSHPLvH23ohbKwYP+PDx9SwmI9o7FgbOfOnfD394e5uTl27tyZ73YikYiCMUI0rahDlPKP0bWesZSU7CS3eQVjnp7s9+vXrKfByYm/thHdoE3zxTheXtnBWIcOQreGqInGgrF//vknz8uEEAEUZfI+h3vMs2e6VTD8wQM2r6ZUKaBkydz329oClSsDkZFs3lirVrw3kWg5bQ3Gfv+denT1DC+rKQkhAitOzxhXMDw9nRUM1xXK1BOken+kINoajAH0ntUzGvuKu3TpUqW3nTlzpqaaQQgBiheMGRkB1aqx3iNdKhiuzInUywv43//oxEZy+/ABePuWXa5VS9i2yOO+QHAJi83MhG0PUQuNBWPhSpZrEGnDpEhC9Jl8gfCiDFNyj+OCsS5d1Nc2TVI2GJPflhAOl/KkShXAxkbYtsjjEhYnJrL/x4J6fonO0FgwNnv2bFSrVg3GxsaaOgQhRBlFKRCek66tqJRKVQvG7t8HsrJYMWhCAO0cogSyExZfuMDaSMGYXtDYnLGePXsiISEBACuH9PHjR00dihBSEG6Isnp15QuE56RrKypfvwY+fmTBVc2a+W9XpQpgaQmkpgIREfy1j2g/bQ3GAOrR1UMaC8bs7OxkxcFfv34NqVSqqUMRQgpSnJWUHO6xuhKMcScpd3e2+CA/xsbZKS7oxEbkUTBGeKSxYcr27dtjyJAhcHFxgUgkQu/evWGUz7fys2fPaqoZhJDiTN7ncFn7379nBcMdHIrbKs1S5UTq5QVcv84e06ePZttFdENmJkuNAlAwRnihsWBs4cKFaNeuHV6+fIlFixahb9++sFY18zchpPi4YKw4PWNcwfA3b9j+tL1GJTf5WtlgDKATG8n27BmQlsbmWVauLHRrcuN6c9+8YWXOnJ2FbQ8pNo1mb2zRogUA4MGDBwgICICNNq1IIcRQcMOUxekZ4x6vKwXDVe0Zk38MIfI56oo6z1KTciYsbt1a6BaRYuLlXbZ06VIKxAgRQnEKhOekK5P4P3/ODkCVCca41WjPnwNJSZprF9EdqvSsCoVrG9dWotN4qWsiFovx66+/4sqVK4iLi4NEIlG4n+aMEaIhxSkQnpOuTOJ/9IjN+XFwAMqVK3x7JyeW8uP1a5biokkTjTeRaDltnrzP8fICQkKoR1dP8BKMzZkzB9euXUP37t1lE/oJITxQx+R9jq7kGpM/kSr7WePlxYKxsDAKxojuBGMABWN6gpdg7L///sPmzZtRv359Pg5HCOFoIhh79ky7E6QW5UTq5QWcOEEnNgIkJGTXYNXmhKqUsFiv8DJnzM7ODg7avhSeEH2kjhxjHF0pGK5MgfCcqGA44dy/z36XLw+UKCFsWwpSuTJb7UkJi/UCL8HYpEmTsGbNGqSmpvJxOEIIR509Y8bGrGA4oN1DlUXtGeMeSwmqDZsuDFEClLBYz/AyTLljxw68fPkSTZs2Rbly5WBionjYw4cP89EMQgxLRkb2N2Z1BGPcfrS5YHhMDPDuHbvMnaiU4e4OmJqy4ssvXwIVK2qmfUT7FaVnVSi1awPXrlHCYj3ASzDWtm1bPg5DCJH3/DkLyKyslFtVqAxtX1HJLfOvUgVQJZ2OmRmrYRkWxn4oGDNcutIzBtAkfj3CSzA2YcIEPg5DCJGnjgLhOWn7isrinEi9vLKDMX9/9baL6AaJRDdyjHEoGNMbvARjnPv37yPiy7BJtWrV4OHhwefhCTEs6py8z9H2nrHiBmPy+yCGJyqKJf41Myt+kmQ+yCcsTkxkZcuITuIlGIuLi8PkyZNx7do12H15syQmJsLHxwerV6+Go6MjH80gxLCoc/I+R9sLhlMwRoqD+9t7eLA5hNouZ8Lipk2FbhEpIl5WUy5cuBApKSk4duwYrl27hmvXruGvv/5CcnIyFi1axEcTCDE8mgjG7OyAMmUU968tMjOBBw/Y5eIEY0+esHQBxPDo0nwxDn2J0Au8BGOhoaGYP38+qlSpIrutatWqmD9/Pv777z8+mkCI4dHEMKX8/rQtGHv2jNWltLJiOZhUVbo04OzM5g2Fh6u/fUT7UTBGBMJLMCaRSGCaR5eviYlJrjqVhBA1iI9XX4HwnLR1Er98SoKiLFgQiaj4sqHTpcn7HArG9AIvwVjjxo2xePFivH//Xnbb+/fvsXTpUjShOnCEqB/Xa1WuXPELhOfEBWPa1jOmjl4NOrEZLrEYePqUXdbFYOzePUpYrMN4mcA/b948fPPNN2jTpg1Kly4NAHj37h2qVauG5cuX89EEQgyLpoYo5fdJwRjRJ+HhbIi6ZEmgVCmhW6M8SlisF3gJxsqUKYPDhw/j0qVLiIyMBABUqVIFTWnlByGaoYnJ+xxun0+faleBYnUGY3fvsl4Gkaj47SK6QRfniwEsEPPwYO9ZSliss3gZpgQAkUiEZs2aYejQoRg6dKhaArFff/0V7u7uWLx4sRpaSIge0WQwVqECYG6uXQXDExJYjiigeGVsPDzYfLPYWJa+gxgOXQ3GAOrR1QMaDcYuX76Mzp07Izk5Odd9SUlJ6NKlC27cuFGkfYeFhWH//v1w18TJhhBdp8lhSmPj7EUB2jJUyU28LlcOKFGi6PuxtMwuhk4nNsNCwRgRkEaDsd9++w39+vWDTR414mxtbdG/f3/s2LFD5f2mpKRg+vTpWLRoEezt7dXRVEL0hyYKhOekbSsq1XkipROb4ZFKdatAeE5cm+k9q7M0Gow9fvwYzZs3z/f+Zs2a4QGXpFEFQUFBaNmyJc05IyQvmigQnpO2TeKnYIwUx9u3QFwcG6LWxTJ9lLBY52k0GIuNjYWJSf5rBExMTBAfH6/SPo8dO4bw8HBMnTq1uM0jRD9pokB4TtqW3oKCMVIc3N/a3R2wsBC2LUVBCYt1nkaDsVKlSuEpl7clD48fP4aLi4vS+3v79i0WL16M5cuXw9zcXB1NJET/aHLyPkebhiklEvUm6+T2ER7OehiJ/tPl+WKAYsJi+hKhkzQajLVs2RJr1qzB58+fc92XlpaGdevWoXXr1krv78GDB4iLi0OvXr3g4eEBDw8PXLt2DcHBwfDw8EBWVpY6m0+IbtLk5H0OF4xxBcOF9OIFkJwMmJmpp9pAxYqArS0LxLSl549olq4HYwAFYzpOo3nGvvnmG5w+fRodOnTA4MGDUalSJQBAZGQk9u7di6ysLIwdO1bp/TVu3BhHjx5VuG3mzJmoXLkyRo8eDWNtyXdEiJD46BnjCoa/fcuO5+OjuWMVhjv5eHiwnEvFxfUyXLzI9u3pWfx9Eu1GwRgRmEaDMWdnZ+zfvx8//PADVq1aBemXUg0ikQi+vr6YN28enJ2dld6fjY0Nquf45mtlZQUHB4dctxNisPgIxrj9a0Mwpol6gvLB2KBB6tsv0T7p6cDDh+yyPgRjlLBYJ2k8A7+rqyu2bNmChIQERH1JylixYkVKSUGIJsTHAx8+sMua/oJSowbw77/CD+VpoleDehkMx6NHQGYmYG8PlC8vdGuKjktYHBcHvHvHeq6JzuClHBIA2Nvbw0sD3zqCg4PVvk9CdJZ8gfA88vuplbZM4tdkMMb1uhH9Jd+zqsu9SZaW7AvYo0fsf4KCMZ3CWzkkQggPuMCIj8oU2pDeQixmNTIB9QZj3Dyx6GjW20j0lz7MF+PQlwidRcEYIfqEC4w0uZKSwx2DKxguhAcP2PyYkiWBUqXUt187O+DLgiM6sek5fQzGaHhd51AwRog+4WvyPqAdBcM1WcKGSswYBgrGiBbQWDDWs2dPJCQkAADWr1+PVCrRQIjm8ZFjjKMNBcM1eSKlE5v+i40F3rxhl/UhhQklLNZZGgvGIiIiZAHYhg0bIBaLNXUoQgjAVoRpukB4TkLPG6NgjBQHNwRdubLmF7zwoUIFNsROCYt1jsZWU9asWRMzZ85E/fr1IZVKsW3bNlhZWeW57YQJEzTVDEIMB1cg3NJScwXCcxJyRaVUyk8wdv8+mxNHSaX1jz4NUQJsNWjt2pSwWAdpLBhbunQp1q1bh3PnzkEkEiE0NDTPDPkikYiCMULUQX4lpaYKhOfEDYcK8S38zRu20tHIiOVYUreqVVnRaLEYiIwEqlVT/zGIsPQtGAMoYbGO0lgwVrlyZaxevRoAUKNGDezcuRNOTk6aOhwhhM/J+xwhe8a4E6m7Owua1M3YmPUs3LjBjkXBmP7R12AMoOF1HcPL1+dHjx5RIEaIpgkZjL1/D3xZsMMbPk6kdGLTX1lZbAgaoGCMCI63DPwvX77Eb7/9hogvE4yrVq2KgIAAVKhQga8mEKLf+FxJyclZMLxRI/6OTcEYKY5nz4C0NMDKik3g1xfcPLHXr1lpJOoI0Qm89IyFhoaic+fOCAsLg7u7O9zd3XH37l106dIFFy9e5KMJhOg/IXrG5I/H91ClJgqE50TBmP7i/qaenvq1OIMSFuskXnrGVq5cieHDh2PatGkKt69YsQIrVqxAs2bN+GgGIfqLzwLhObm7818wPD0dePiQXdZkMMYlfo2MBJKSAFtbzR2L8Esf54txvLzY6uqwMKBVK6FbQ5TAS89YREQE+vTpk+v23r1749mzZ3w0gRD9xmeB8JyEWFH56BHLq2ZvD5Qvr7njODsDZcuyy9z8IqIf9D0YA6hHV4fwEow5OjriIfctVs7Dhw9pYj8h6iDUEKX8MfkcppQ/kYpEmj0WFV/WT3wMcwuFgjGdw8swZd++fTFv3jy8evUK9erVAwDcunULW7ZswfDhw/loAiH6TYjJ+xzumM+e8Zcclc9eDS8v4ORJOrHpk8RENowHaKauqdC4/4sHDyhhsY7gJRgbP348bGxssH37dqxatQoAULJkSUyYMAEBAQF8NIEQ/SZkzxhXMPzzZyAqip+VaXwHY/LHJLqPG3IuVw5wdBS2LZpQpQqrxEEJi3UGL8GYSCTC8OHDMXz4cCQnJwMAbPShDhgh2kLIYMzYmH3Y37/Peuj4DMb46NXgjhEWxkowaXpYlGiePs8XA7ITFl+/TgmLdQRPNVOy2djYUCBGiDplZrIhQkCYYUr54/Ixif/DB5bXDOCn9l6NGoCJCUtq++qV5o9HNI/PYF4o8l8iiNbjLekrIURDhCgQnhOfk/i5ideVK/OTasLMDKhZkx03LIwNy2q7J0+A6Gh+j2lsDDRsyJKoajt97xkDaHhdx1AwRoiu4wKg6tX5KxCeExeM8dEzJsSJ1MsrOxjr2pW/4xbFgwdAnTps4jbfevQADh/m/7iqkEopGCNah4IxQnQdFwAJNUQpf2x9Dsb27NGNE9uOHSwQc3YGSpXi55hSKRAeDhw5Arx7B5Quzc9xiyIqiiXwNTUVZo4lXyhhsU7ReDCWkZGBUaNGYcGCBXBzc9P04QgxPEJO3udwx373js2tsrfX3LGECsbkj62tsrKAffvY5a1bge7d+Tt2kybAlSvA778Dkybxd1xVcX9DDw8WkOkrLmHxmzdscU2TJkK3iBRA42MapqameMxnZm5CDA03TClkMGZnl90bosn/98xMNgwHCBOMPX7Miktrq3//ZSdfR0egUyd+jz1kCPu9eze/x1WVIQxRcnTlSwThZzVlt27d8Oeff/JxKEIMjzYMU8ofX5PB2LNnLBiysuInhQanTBnAyQmQSNhwnLbiAqF+/djCAz7168dWnd64wX/ReFVQMEa0EC9zxrKysrBv3z5cunQJnp6esLS0VLh/5syZfDSDEP0jZIHwnLiC4Zo8EXMrKT09+c0qLhKxE9u5c+zE9qWSiFYRi4GDB9llrpeKTy4uQMeOwF9/sfl1Cxfy3wZlUDBGtBAvPWNPnjyBh4cHrK2t8fz5c4SHh8t+8qpZSQhRkpAFwnPio2dMyBOptp/Yjh5lE7Xd3ICmTYVpg/xQpVQqTBsKIhYDT5+yy4YWjGnj34PI8NIzFhwczMdhCDE82jB5n8NHegsKxvLHDVEOHixclQB/f/al4MUL4NIloFkzYdqRn/BwNtTs4sLfSlMhubuzRQqJicDLl0DFikK3iOSD16REUVFRCA0NRdqXCbBSitQJKR5tDMaePtVcjittCMa4oVJtEhvLipkDLBgTipUV0Ls3u6yNE/m5v52Xl2GUteISFgPa+yWCAOApGPv48SOGDRuGDh064Ouvv8aHL3NcZs2ahWXLlvHRBEL0Ezc/S+jJ+wD71i1fMFzdEhJYjwsgTBkbDw+WVDcmBnj/nv/jF+TAAbbStH797JOvULihygMHgPR0YduSkyHNF+No85cIIsNLMLZ06VKYmJjg33//hYWFhez2zp07IzQ0lI8mEKKftKlnjCsYDmhmEv/9++y3qytL3cA3KyugalV2Wdt6GbheKCEm7ufUujVbfRofn91bpy0MORjTtvcsUcBLMHbx4kVMnz4dpXNkZXZzc8ObN2/4aAIh+ke+QLg2BGOAZueNacOJVBtPbBERwOXLrNduwAChW8OC8kGD2GVtGqqUSoG7d9llfS4QnhMVDNcJvARjYrFYoUeM8+nTJ5jxnQuHEH0hXyC8fHmhW8NockUlBWN527OH/W7XTnvKEHE9dEeOsOFlbfDuHRAXx4JWDw+hW8MfXUlYbOB4CcYaNGiAkJAQhdskEgm2bt0KHx8fPppAiP7hAh4hC4TnxPWMaWKYkoKx3KRSxVWU2qJOHRbwfP6cnftMaNzfrHp19gXGUOhKwmIDx8sn+PTp03HgwAGMGjUKGRkZWL58Obp27YobN25g2rRpfDSBEP2jDWWQctLUMKVEorgSTijcscPDWa+k0K5fZ6tXrayAnj2Fbk02kUj7yiNpQzAvBC5hMaA9XyJILrwEY9WrV8epU6dQv359tGnTBqmpqWjXrh0OHz6MChUq8NEEQvSPtpRBkpezYLi6REWxhKampsIGnxUrAra2bJXgkyfCtYPDDVH26CF80t+cuHlj//4LREcL2hQAhhuMARSM6QBekr4CgK2tLb755hu+DkeI/tOmlZQce3s2b+ndO9a+Ro3Us1/uJOLhwQIyoRgZsQnRly6xNtWqJVxbMjKAffvYZW1YRZlTxYpAixbAf/+xdk6fLmx7KBijYEyL8TbRJCEhAdu2bcOsWbMwa9YsbN++HZ8+feLr8IToH23KMSZPE5P4telEqi0ntjNnWF1SFxc2eV8bactQZXo6wJXe04b3EN+453z3LpVF0lK8BGPXr1+Hn58fgoODkZiYiMTERAQHB6NNmza4fv06H00gRL98/Kg9BcJz0sS8MW2YL8bRlmCMC3AGDgRMeBvkUE2fPiwLfFiYsK/X48esJ9HODjDEqTFcwuLYWO1LWEwA8BSMBQUFoXPnzjh79izWr1+P9evX48yZM+jSpQuCgoL4aAIh+oULdFxdtW+ukCZWVFLPmKKkJODwYXZZG4coOSVKAF27ssvc/DYhyL9/DKEMUk5WVtkJmYX+EkHyxEswFhUVhREjRsDY2Fh2m7GxMYYPH44oTZRNIUTfaesQJaD+YUqxmK0YBLQjGPP0ZL+jo1mWeSGEhACpqewE26CBMG1QFpdyY88etipWCNoUzAtFG75EkHzxEox5eHggMjIy1+2RkZGooY0nE0K0nTZO3ueou2B4eDg7ibu4AKVKFX9/xWVvD7i5sctC1fuTL3+k7T09nTsDDg7A69fA+fPCtIGCMQrGtJzGJho8khuiCAgIwOLFixEVFYU6deoAAO7evYs9e/ZQnjFCikIbc4xxchYMr1y5ePvTxiEmLy9WtPzePaBlS36P/e4dm7wPaFei1/xYWAB9+wJbtrDesdat+W+DNs05FAoFY1pNY8FYjx49IBKJIJVbubF8+fJc202dOhWdO3fWVDMI0U/amGOMwxUMv3+ftVNdwZg21ROsXZuV+hHixLZ/P+spbNIEqFKF/+MXxZAhLBj74w9g/XoWoPElLo71ygHZQ8yGiAvGHj5kixmETBFDctFYMHb27FmN7Hfz5s04ffo0IiMjYWFhAW9vb0ybNg2Vi/uBT4iu0MYC4Tm5u7Ng7NEjoFOn4u1LG4eYhOxlkB+i1BW+vmwV48uXwF9/sVWWfOF6xSpVYgl7DRWXsDgpiSUsFjJHHslFY8GYq6urRvZ77do1DB48GLVr10ZWVhZWrVqFkSNH4tixY7CystLIMQnRKtpYIDwndaW3kEq1Oxi7d4/1UvFVG/ThQ+DmTZbKol8/fo6pDkZGbEh16VIWTPIZjGnj+0cIIpH2JCwmufCWnOb9+/e4efMm4uPjIcmxoiYgIEDp/Wzbtk3h+rJly9CkSRM8ePAADRs2VEtbi+38eaBcOd0ZQiC6RRsLhOekrhWVb9+yYSYjI5YrSVtUrcqG2sRiIDKSXecDlx6iUyfA2ZmfY6rLkCEsGDt+nP1NnZz4OS4FY9m8vLKDsYEDhW4NkcNLMHbo0CHMmzcPpqamKFGihMJ9IpFIpWAsp6SkJACAvb19sdqoNm/eAK1asZIwT59qXw4oovu0eSUlR125xrgTafXqrCdQW5iYsJ6FmzdZG/kIxiSS7GBMFybu5+ThAdStC9y5w+aOjR3Lz3EpGMtGk/i1Fi9fq9esWYPx48fj5s2b+OeffxR+ijO3TCKRYMmSJahXrx6qa0sWchcX1iP27h2werXQrSH6SJtzjHHkC4YnJhZ9P9p8IuX7xHbpElvBaWsL+Pvzc0x147s8UlYWm7sIaOd7iG8UjGktXoKxtLQ0dOnSBUZqHlJZsGABnj59itXaFPSYmgKLF7PLP/2UXbKGEHXRhZ4xrmA4ULyhSgrGsnG9Yr17s4zqumjgQDZ36eJFNvdR0yIiWHJcS0uaNgJoR8JikidegrHevXvj5MmTat1nUFAQ/v33X/z2228ozX3oa4u+fYH69YHkZGDRIqFbQ/SNNucYk6eOoUoKxpj0dOD339llXVpFmVPZskCbNuzy3r2aPx73t/H0ZClXDJ02JCwmeeJlztjUqVMxZswYhIaGonr16jDJUdR25syZSu9LKpVi4cKF+PvvvxEcHIzy2riazMgIWLYMaNcO2LgRmDSp+LmWCAEUC4RrezBWowZbzFLUnrH0dLZ6ENDOYIzLexYRwb54aXJ+6IkT7G9ftiybk6rLhgxhSWt37wZmzdJsIl9tDuaFwiUsDgvjP2ExyRcvPWObN2/GhQsXEBsbiydPniA8PFz285D7sFXSggULcOTIEaxcuRLW1tb48OEDPnz4gLS0NA21vojatmXBWEYGMG+e0K0h+kKbC4TnVNyescePWU41OzuWo0rbuLgAZcqwy9y8JE3h5lgNGqT7PTw9e7Jhw0ePgFu3NHssCsZyo3ljWomXnrEdO3ZgyZIl6NWrV7H3tW/fPgDA0KFDFW5funSpWvavVsuWAX//zeZ6TJ0KeHsL3SKi63RliBIofq4xbSyDlJOXF0u/ERYGNG6smWN8+gQcPcou6+Iqypzs7IBu3diw6+7dbEqHplAwlhsFY1qJl54xMzMz1KtXTy37evz4cZ4/WheIAUC9etm5XFQYiiUkX9pcBiknro1FLRiuCydSPk5sBw+yOp+1agFfavvqPG7e2759rPdTExITsxcJaFMpLaFx79n794v2f0k0gpdgLCAgALv5WsqsbRYuZDmJTp0CNFQiihgQXVhJyclZMFxVFIwx8uWPtLWHUFUdOrCkr+/fa+5zkRs6dnXlL8GsLsiZsJhoBV6GKcPCwnDlyhWcO3cO1apVyzWBf/369Xw0QxhVqrDkhuvXAzNmANeu6c8HKuGfLg1TGhuzD/4HD4pWMFwbC4TnxLXt3j1Wuknd/9uvXrFFEACbL6YvTE2BAQOADRvYNI4OHdR/DG61oDYH80IwNmarS2/cYP9j1aoJ3SICnnrG7Ozs0L59ezRq1AglSpSAra2two/emzuXTba+cQP480+hW0N0lXyBcF0YpgSKXhYpNpZVswCycyNpoxo1WM/3p08sd5O67dvHgryWLbVzEUNxcEOVhw4BKSnq378uBPNCkf8SQbQCLz1jS5cu5eMw2qtkSWDaNOCHH9hS7h492DdDQlTx4oX2FwjPqagrKrmTRKVKbMK3tjI3ZwHZ/fvs5K/uv4v8EKW+8fFhIwcREcD//qf+nj9dGOYWCk3i1zpaWmVYD02ZwoKyZ8+ArVuFbg3RRVxAo80FwnMqas+YLp1INXViCwtjQamZGdCnj3r3rQ1EIs2VR5JKdes9xDcKxrQOLz1jfn5+EBUwl6I49Sl1hq0tG6789ltgwQJg6FDtzxNFtIsuTd7nFDW9hS6dSL28WDZ5dZ/YuACla1fAwUG9+9YWgwezz8PTp9lk/lKl1LPfly/ZakpTU936f+ELnwmLiVJ4CcaGDRumcD0zMxPh4eG4cOECRo4cyUcTtMPXX7Pi4ZGRwM8/A3PmCN0iokt0afI+h2vr27fs5KjskKOuBWOAeoOxrKzsckH6OETJqVYNaNSILWz6/Xdg4kT17Jf7W9SsyXoWiSIuYfHbt2yIXVM58ojSBAnGOHv27MF9TWeu1iZmZqyI+MCBrIj4mDHsn4IQZehSjjEOVzD83TvW/oYNC39MVlZ2WgJdCsYePwbS0ljagOI6fx54/Zr1iHXuXPz9abMhQ1gwtnu3+oMxXXj/CIWPhMVEaYJOPGnRogVOnTolZBP4168fSwablMQCM0KUpYvDlIDqk/ifPWNBjaUlm+Ct7cqWBRwdWRCpYnm3fO3Zw37368cWCeiz/v1ZuoXr14EnT9SzTwrGCkfzxrSKoMHYyZMn4aCvcyHywxURB4BffsnOEE1IQT5+BGJi2OXq1YVti6pUnTfGnRw8PXWjDqNIpN4TW2pqdgocfR6i5JQsmZ1njAtCi4uCscJRMKZVeBmm7NGjh8IEfqlUitjYWMTHx2P+/Pl8NEG7tGvHComfOcOKiAcHC90iou3kC4TrWm4+VVdU6mKyTi8v4N9/1XNi++svNr+uYkWgWbPi708XDBkCHD/Ohip/+KF4yXNTU7N72HTpPcQ3+WBMEwmLiUp4Ccbatm2rcF0kEsHR0RGNGjVCFV0YhtCEZcuABg2yi4jXrSt0i4g209UhSkD1YUpd7NVQZy8Dt4py8GDdSWFSXN27sxV9kZHAlStAkyZF31d4OCCRAM7ObL4iyRuXsDghgVV60LekwjqGl2BswoQJfBxGt9Svz8qB7N/PioifOCF0i4g208WVlByuzVzB8MKGHg05GIuNZT1EAAvGDIWVFdCzJxsl2L27eMGY/PuHenvyZ2bGVpveu8deMwrGBGUgX7u01KJF7JvJyZPAuXNCt4ZoM11cSclxc2Mf/J8/s/xPBUlMzJ5HqUtlbGrVYif+mBiWL6uo/viDlb3y9gY8PNTXPl3AzY/7/XcgPb3o+9HFYF4oNG9Ma2g0GKtRowZq1qxZ4I+HoX3gyKtShaW3AIDAQDZuT0hedLlnzNg4uxhxYUOVXEoLV1fAyUmz7VInK6vs51icE5s+lz8qjJ8fG1aMiwOKs8qegjHlUTCmNTQ6TLl+/fp877tz5w6Cg4MhkUg02QTtN3cusHMnW9Z98KB+lj0hxaOLBcJzqlEDePCA9fB16pT/drpc3Ll2bTZx/N49tkhHVZGRwKVLbJ7YgAHqb5+2MzFhORhXr2Zzaf39Vd+HfBkkXXwP8Y17jSgYE5xGe8batm2b66dy5co4fPgwtm/fjo4dO+LkyZOabIL2K1WKFREHWBHxjAxh20O0jy4WCM9J2fQWutyrUdxeBi7jfps2LHeZIeJ6BP/3PzZkrar379m8OyMjwxvmLQruPfvkCcvtRwTD25yx9+/fY86cOejWrRuysrIQEhKCH3/8Ea6urnw1QXtNncoy8T99CmzbJnRriLbhhvaqVdPd1XXKrqg01GBMKjXsIUqOtzebVJ6WBhw6pPrjude+WjU2dEwKpomExaRINL6aMikpCZs2bcLu3btRs2ZN7Ny5Ew0aNND0YXULV0R84sTsIuLW1kK3Svu8eQNs2lS0b8zFYW8PjBunviLGqtLlyfscZXKNyQ8x6XIw9uABG1o2UeHj9eZN9tpYWrJVhYZKJGKrSOfMYcHp8OGqPV6X3z9C4BIWcznyvL2FbpHB0mgwtmXLFmzduhXOzs5YuXJlrnxjRM6YMWyuxPPnrIj47NlCt0i7PHnC5uEUthpPU/bsAf7+G6hUif9j63KOMY4yBcOjoliZMFNT3Xyubm4sV1ZyMnu/qjJMxvWKde+ue0l91W3QIBaM/fMPq8+pyugJBWOqU2fCYlJkGg3GVq5cCQsLC1SoUAEhISEICQnJc7uCJvobDK6I+KBBwI8/suDM2VnoVmmH27dZuZQPH9jwQ9++/B5/3z4gIoJlQ//7b5bGgE+6vJKSY2/Pehbfv8+/YDh3MqhZk/0/6BojIzYh+vJl9lyUDcYyM9l7DDDsIUpOpUqAry9w4QJ7Xbg5tcqgYEx1tKJSK2g0GMtZBokUon9/YPlyFnwsXsx6ygxdaCjQtSvrTfH2ZjnZSpbktw3jx7Ng8P59oEULlpTTx4e/4+vDMCXA2q9MMKbLJ1Ivr+xgTNkVkWfOsPxkzs5A+/aabZ+uGDKEBWO7dysfjGVksOz7gG6/h/hGwZhW0GgwtowriE2UY2TEesXat2dFxCdNYkMfhurYMZbqIy0NaN4cOHqU9bDwrWxZ4Px5oEsXVqqlTRsgJITVF9U0XS4QnpO7O3sd85vEry/BGKDaiY0rjj1gABuiJaz3+9tvgbt32ZcgT8/CH/P4MQvIbG1ZXU+inJwJi4WaG2vgdHRplh5r146d7NPTWRFxQ7V3L9CjBwvEunZlSSCFCMQ4jo5siLJdOyAlhQVmRVntpSquV6xsWd2fS1RYegtdLBCek6rBWHJy9vuIhiizOTqy/zEgO1gtDJVBKhp1JSwmxULBmDbiehR372bfDA3NL7+wE1NmJltZdegQW2UmNBsb1jvXuzcLlvv2BbZv1+wx9WWIEih4RWVqKpv0Duh2MMYl0Xz1ivVqFuZ//wPEYqBqVaBRI822TddwwemePazwd2H0oWdVKDRUKTgKxrRRgwZs/phUyoqIGwqplNXrHD+eXZ4wAdi1S7uGbszNWe28kSPZCWLkSGDlSs0dTx8m73O45/DkCctrJC88nL2ezs6sJI6usrfPHiLjevoKwq2iHDyYenNy6tKFvZ6vXrG5o4WhYKzoKBgTHAVj2oorIn7iBFt2rO8kEpb8du5cdn3ePGDtWu1McmpsDGzZAkyfzq5Pm8ZSkWiitqg+9YwVVDBcn4aYlD2xvX8PnD7NLg8erNk26SILi+zycFzQWhAKxoqOgjHBaeGZjgBgwxZff80u63sR8cxM1sPErR5dvZolv9Xmk7JIBPz0U/aQ8pIlLDFszh6f4tKHHGMc+YLhOYcq9elEquyJbf9+9iXExyf7dSGKuKHKP/4ouFxPXBzLSQYoN9mfKOLes+HhVJJPIBSMabO5c1km/mvX+JksLoS0NDb3audOdrLeuRP47juBG6WCwEBg82YWnG3axE4e6enq2XdmJiuRBehHMAbkXxZJn4o7K1t8mcofFa5FC6BcOSAhga2uzg83JOzmlndCYVKwihXZnNj09Oy5m4RXFIxps9Kl2dAdoJ9FxJOS2LyQkBA2F+vgQWDYMKFbpbqvv2bJKU1NWW9Hjx5sUnZxcQXCLSyAChWKvz9tkNckfqk0e6GKPvWM3b+f/8Tzx4+BGzfYF5D+/flrm64xMsoewi1oVaU+rMQVEpewGKChSoFQMKbtuCLiT55ofuUen+LiWAqPf/5h38hOnGClYHRV//7AkSNs1eeJEyxX3KdPxdsnF7BUr66dc+eKIq/0Fu/esfeDkZFqJYS0VbVq7MtFSgorb5YXLrDo2JH9f5P8cT2Hx44B8fF5b6NPw9xC4V47ZRaeELXTk094PWZnlz2p/Ycf2Ae8rouOZklcr18HnJyAc+eA1q2FblXxdezIcpE5OAAXLwKtWrFJ2kWlTyspOXkNU3In0mrVWM4jXWdikl0yK69eBqmUhihV4ekJ1KnDhtD+/DPvbSgYKz6axC8oCsZ0wZgxrF7bu3fAmjVCt6Z4nj5ldecePmQFgENDWSoPfdGsGcsyX6oUG3rz9WXDjUWhTyspOTkLhgP6eSIt6MR2+TLrMbOxAbp147dduoobqsxrVWVWFhsSBvTrPcQ3CsYERcGYLjAzY6kuAFYuKTZW2PYU1Z07LDiJimK9IBcvsqLQ+sbLi9XVc3MDnj1jz5mrmacKfewZc3DILrfCBZuGFoxxAUWvXvrRE8iHgQPZIpnQ0NxfbiIj2RxNCwu2Cp0UjaoJi4laUTCmKwYMAOrWZb0JS5YI3RrVXbjAhu1iYtjzCA3V7/pxVauy5+zhwZbcc8OyqtCntBbycs4bM6RgLD2dJQ0GaIhSFeXKZU9l2LtX8T7uNfb0ZAsiSNGomrCYqBUFY7qCKyIOABs2sN4lXXH8OJvQnpDAeon+/dcwitG6ugL//cfK3MTHA35+bMGCMuQLhOtbMCa/ojI9nQ1ZA/oZjEVEsPqTnJMn2XuhdGn2fiDK44LX3bsV8y7qYzAvFBqqFAwFY7qkXTv2Aa5LRcT37WOrJFNTgc6dhS/4zTcnJ+DsWbZyNDkZ6NSJpfIojD4VCM9JfhL/48csfYetrX71lLq4sIBLKgUePMi+nVtFOWgQ9eKoqlcvNhT58CGb8sChYEx9KBgTDAVjukQkys74Hhys/f8wGzeyibeZmezkExJimHNkbGzYsvxevVgg3bs3S25bEH2cvM+R7xmTzw+lzRUXiiLniS0hgaU/AWiIsijs7bMXPMhP5KdgTH0oGBMMBWO6pmFDoF8/7S4iLpVmlweSStnv4GDtKvjNN67A+IgRLBHoiBHAzz/nv72+zhcDsp/T06fA7dvssj6eSHOe2A4dYhUnatZk8yaJ6rhVlXv3slWUSUlsAj+gH9UbhCafayy/hMVEIygY00VcEfHjx1kaBW0ilbIC2rNns+tz5gDr1+tP0tLiMDEBtm3LrqoweTLLIZdX3VF9XEnJ4QqGp6UBf/3FbjOEYEw+t5i+9QLypWNHwNGRpfn555/slBZlywLOzsK2TR9UrcqGgsXi7CCX8ILOkLqoWjXtLCKemQmMGgWsXMmur1oFLFxIJx55IhGwfHn2ithFi4AJE3J/C9XnYUr5guFc0KnvwVh0NEtuDLAhe1I0ZmbZ5aN276YhSnUrLGEx0RgKxnTV3Lls/tXVq8Dhw0K3Bvj8mX1Ibt/OesF27GA9PyQ3kYgNMW/cyC7/8gswdGh27dHMTJafDNDPnjEg9/Py9BSmHZpUowYLPD99An76iX1pat6c9QySouPm2x06xBLoAjREqU5Uo1IQOhuM7dmzB35+fqhduzb69u2LMEN748gXEZ85k53AhcIV/D50iH1zPXgQGD5cuPboirFj2dwXExP2u2dPNjzw4gWb6K9PBcJzkg/G3NxY2S99Y26e3bO5aRP7TRP3i69JE1aRJDk5O+cY9YypD03iF4ROBmPHjx/H0qVLMX78eBw+fBg1atTAyJEjERcXJ3TT+DVtGpsnIWQR8bg4oG1blr7BxobNY+vRQ5i26KIBA7ILjB87xubEXLvG7tOnAuE5yQ+/6vOJlHtuGRnsi0rfvsK2Rx+IRNlBLdebrM/vIb5RMCYInfyk37FjB/r164fevXujatWqWLBgASwsLHDw4EGhm8avnEXExWJ+j//6NdCiBQsenJzYhNo2bfhtgz7o1Ak4fZot3Q8NBb76it2ur0OUgOJz0+cTqfxz69IFKFFCuLboE25VJcB6lvVxbqVQuPdsZKRiwmKiUSZCN0BV6enpePDgAcaMGSO7zcjICE2bNsVtbpm8IRkzBli9mg1ttWjBkk3yJSwMePOGZZo/fZqV/iFF4+vLVsa2b6+/mfflGWIwJh9AkOJxdwcaNABu3GCpQszMhG6R/uASFr97x74o2tgI3SLN8vYGFi8WfKGZzgVjHz9+RFZWFpycnBRud3JyQqQhLsU1N2cr8wYNAm7e5P/4VasCf/9Nk5LVoU4dVs+yXTtW7qphQ6FbpDkODuy98/w5Kxelrxo0YEPQdnasZ4yoz6hRLBhr0ULoluifpk3ZHOALF4RuieadOcPmXQtc6UTngjGShwEDWO6d9+/5Pa6ZGfvmZEjljTStWjXg1i32o+9DvqdPs15AfSqDlFPJkmwY39qaLcgg6vP116yHrH59oVuif379lVUKEXJhGF9q1RI8EAN0MBgrUaIEjI2Nc03Wj4uLg7OhJv0TiYAOHYRuBVEXR0e2KELfVarEfvSdPqbt0AYiEdCqldCt0E9OTpQPj2c6N4HfzMwMtWrVwmUuvwwAiUSCy5cvw9vbW8CWEUIIIYSoTud6xgBgxIgRCAwMhKenJ7y8vPDbb78hNTUVvXr1ErpphBBCCCEq0clgrHPnzoiPj8fatWvx4cMH1KxZE1u3bjXcYUpCCCGE6CyRVKothQ35kZycjPr16+PmzZuw0fclu4QQQgjRejo3Z4wQQgghRJ9QMEYIIYQQIiCdnDNWHNyobDKVeSCEEEIID6ytrSEqIMu/wQVjKSkpAICWLVsK3BJCCCGEGILC5qkb3AR+iUSCmJiYQqNUQgghhBB1KCzmMLhgjBBCCCFEm9AEfkIIIYQQAVEwRgghhBAiIArGCCGEEEIERMEYIYQQQoiAKBgjhBBCCBEQBWOEEEIIIQKiYIwQQgghREAUjBFCCCGECIiCMUIIIYQQAVEwRgghhBAiIArGCCGEEEIERMEYIYQQQoiAKBgjhBBCCBEQBWOEEEIIIQIyEboBhBCiSe7u7gXeP2HCBHz77bc8tYYQQnITSaVSqdCNIIQQTfnw4YPs8vHjx7F27VqcPHlSdpuVlRWsra2V3l96ejrMzMzU2kZCiGGjYUpCiF5zcXGR/dja2kIkEsmu79+/H4MGDVLYfufOnfDz85NdnzFjBsaNG4eNGzfC19cXHTt2RHR0NNzd3XH69GkMHToUderUQbdu3XD79m3Z416/fo2xY8eiYcOGqFu3Lrp06YLz58/z9rwJIbqDhikJIaQQly9fho2NDXbs2KFw++rVqxEYGIiKFSti9erVmDp1Kk6fPg0TExMEBQUhIyMDu3fvhpWVFZ49ewYrKyuBngEhRJtRMEYIIYWwsrLCokWLZMOT0dHRAICvvvoKrVq1AgBMnDgRXbp0QVRUFKpUqYI3b96gQ4cOsjlr5cuXF6TthBDtR8OUhBBSiOrVq+c5T0x+cYCLiwsAID4+HgAQEBCAjRs3YsCAAVi7di0ePXrET2MJITqHgjFCiMESiUTIuYYpMzMz13aWlpZ5Pt7U1FRhXwAgkUgAAH379sWZM2fQvXt3PHnyBH369EFwcLC6mk4I0SMUjBFCDJajoyNiY2MVArKHDx+qbf9lypTBwIEDsX79eowYMQIHDhxQ274JIfqDgjFCiMHy8fFBfHw8tmzZgpcvX2LPnj0IDQ1Vy74XL16M0NBQvHr1Cg8ePMDVq1dRpUoVteybEKJfKBgjhBisKlWqYP78+di7dy+6d++OsLAwfPXVV2rZt0QiQVBQEDp37oxRo0bBzc0N8+fPV8u+CSH6hZK+EkIIIYQIiHrGCCGEEEIERMEYIYQQQoiAKBgjhBBCCBEQBWOEEEIIIQKiYIwQQgghREAUjBFCCCGECIiCMUIIIYQQAVEwRgghhBAiIArGCCGEEEIERMEYIYQQQoiAKBgjhBBCCBHQ/wGcHvN651A1iAAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 600x800 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import json\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"# Set Seaborn style to \"white\"\n",
"sns.set_style(\"white\")\n",
"\n",
"# Load game data (adjust the filename as needed)\n",
"with open(path + 'lmvsgame.json', \"r\") as f:\n",
" game_data = json.load(f)\n",
"\n",
"# Define the list of countries\n",
"countries = [\"AUSTRIA\", \"ENGLAND\", \"FRANCE\", \"GERMANY\", \"ITALY\", \"RUSSIA\", \"TURKEY\"]\n",
"\n",
"# load jsonl\n",
"with open(path + 'overview.jsonl', \"r\") as f:\n",
" overview = [json.loads(line) for line in f]\n",
"\n",
"model_map = overview[1]\n",
"\n",
"# Prepare containers for our statistics over turns\n",
"turns = [] # List of phase names\n",
"unit_counts = {country: [] for country in countries}\n",
"center_counts = {country: [] for country in countries}\n",
"conflict_counts = [] # Global statistic per turn\n",
"\n",
"# Iterate over each phase (turn) in the game\n",
"for phase in game_data.get(\"phases\", []):\n",
" turn_name = phase.get(\"name\", \"Unknown\")\n",
" turns.append(turn_name)\n",
"\n",
" state = phase.get(\"state\", {})\n",
"\n",
" # Extract unit and center counts per country\n",
" for country in countries:\n",
" units = state.get(\"units\", {}).get(country, [])\n",
" centers = state.get(\"centers\", {}).get(country, [])\n",
" unit_counts[country].append(len(units))\n",
" center_counts[country].append(len(centers))\n",
"\n",
" # Count conflicts: orders that resulted in a 'bounce'\n",
" results = phase.get(\"results\", {})\n",
" conflicts = sum(1 for outcome in results.values() if \"bounce\" in outcome)\n",
" conflict_counts.append(conflicts)\n",
"\n",
"# Create subplots for the three statistics\n",
"fig, axs = plt.subplots(3, 1, figsize=(6, 8), constrained_layout=True)\n",
"\n",
"# Plot unit counts per country\n",
"for country in countries:\n",
" axs[0].plot(turns, unit_counts[country], label=model_map[country])\n",
"axs[0].set_title(\"Unit Counts per Country Over Turns\")\n",
"axs[0].set_ylabel(\"Number of Units\")\n",
"axs[0].set_xlabel(\"Turns\")\n",
"axs[0].legend()\n",
"sns.despine(ax=axs[0], top=True, right=True)\n",
"axs[0].set_xticklabels([]) # Hide x-axis labels\n",
"\n",
"# Plot center counts per country\n",
"for country in countries:\n",
" axs[1].plot(turns, center_counts[country], label=model_map[country])\n",
"axs[1].set_title(\"Center Counts per Country Over Turns\")\n",
"axs[1].set_ylabel(\"Number of Centers\")\n",
"axs[1].set_xlabel(\"Turns\")\n",
"axs[1].legend()\n",
"sns.despine(ax=axs[1], top=True, right=True)\n",
"axs[1].set_xticklabels([]) # Hide x-axis labels\n",
"\n",
"# Plot global conflict counts\n",
"axs[2].plot(turns, conflict_counts, color=\"red\")\n",
"axs[2].set_title(\"Global Bounces Over Turns\")\n",
"axs[2].set_ylabel(\"Number of Conflicts\")\n",
"axs[2].set_xlabel(\"Turns\")\n",
"sns.despine(ax=axs[2], top=True, right=True)\n",
"axs[2].set_xticklabels([]) # Hide x-axis labels\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "diplomo",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.11"
}
},
"nbformat": 4,
"nbformat_minor": 2
}