{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to remove common systematics from Kepler light curves using the `KeplerCBVCorrector`?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cotrending Basis Vectors are used to remove long term trends in light curves. They are built from the most common trends observed in each channel. You can read more about CBVs in [Demystifying Kepler Data](https://arxiv.org/pdf/1207.3093.pdf). They can be used to clean lightcurves of common trends experience by all targets.\n", "\n", "Below is an example workflow to remove CBVs from an light curve in Kepler; [Tabby's star](https://en.wikipedia.org/wiki/KIC_8462852)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 745 } }, "output_type": "display_data" } ], "source": [ "from lightkurve import search_lightcurvefile\n", "lcf = search_lightcurvefile('KIC 8462852', quarter=8).download()\n", "lc = lcf.SAP_FLUX \n", "\n", "#Remove nans and outliers\n", "lc = lc.remove_nans()\n", "\n", "%matplotlib inline\n", "lc.plot(linestyle='-');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The light curve above has a significant dip due to the astrophysical variability from Tabby's star. However there are other long term trends and small ramps due to heating in the spacecraft, which we would like to remove. We can use CBV's to do this. Let's import the CBV corrector from `lightkurve`." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from lightkurve.correctors import KeplerCBVCorrector" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use the `plot_cbvs` function to take a look at the trends we are going to remove. Let's look at just the first 8 trends." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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JYdyo7927N1atWlVvRqA0pqam8Pb2ZhSPjx07hhcvXnDuK4FAoMNUF2b27NlyZ20KhULMnz+f1h4WFsZqHcbj8TB8+HBKG1vxmfB/EOG4mZCVlQUPDw8kJCRQ2nk8HpYuXYqJEyc2UM8IzZHw8HCEhITQ2mfMmKG032Lnzp2xZcsWStSoKmnXrh2jGJiYmCjzuJEjR9KEhJCQEKWkMzMJ0CNGjPighIv6uHXrFiWq28jIiLWndV0MGjSIIgy9fftW5kZAXUgXxXN1dSWZHQSCnLRp06bB7peKigqaf7qWlhZ++OEH6OjoNEif1IVYLMauXbtoVkcmJiZYt24dZ7sjPp8Pd3d3xmfz77//jqKiIk7nJRCaA2lpaTh27FjNa6FQiEWLFjVgj5RLSUkJ9u/fT2u3trZmDNCQFx0dHXh5eaFdu3aUdrFYjN9++02hYp8EAoHKq1evKK/5fD4GDRrE6hzdunWjRAsDVT7FbOtFSG9Up6WlIS4ujtU5CFUQj+NmQHp6OlatWkVLs9TS0oK7uztj2qCiZGRkICUlBQUFBcjPzwePx4OBgQFatWqFzp07q7wIilgsRlJSUk0fxGIxWrVqhdatW6Nz585KLZqlDCoqKhAfH4/s7Gzk5+ejuLgYenp6MDQ0RMeOHWFubq7yPpSUlCA+Ph7p6ekoLCyESCSCnp4eunfvrvTr//nnn7Q2W1tbTJ8+XanXMTQ0ZIzoVRW2trY0GxgmK47aVEcA184EKC4uRmhoKIYNG8a5L9XnqA3Tzqs8ZGRkIDk5GTk5OSgpKUFFRQW0tbWho6MDY2NjmJqawszMrEHuK+kCn/3791eayCQQCDBw4ECKAH/9+nV069ZN7nNkZmYiKiqK0jZy5Mg6i0EqSlpaGl69eoW8vDy8f/8eAoEALVu2ROvWrWFra1tvSj0XJBIJXrx4gTdv3iAnJwdisRj6+vro0KEDOnXq1OjG28aESCRCYmIiMjMzkZ+fj8LCQgiFQhgYGMDMzAyWlpZNaqPnQ+POnTu0auDjxo1TyzO5oQkODqZ5DALAwoULFU6J5/P5WLJkCZYuXUopXlVdvGbWrFkKnb+pkpKSguTkZOTm5kIkEsHIyAjGxsbo0qVLk9/IIFQ9L6QtKr755hu0atWqAXulXC5evEjzkq8eLxSdSwgEAixatAirV6+mtCcnJ+Pu3bsfZNR2RUUF0tPTa+Z9xcXF0NDQgL6+PvT09GBpack6M4QrEokEKSkpSE1NRW5uLsrLy9GiRQuYmZnB2dlZLX2oCyZdwtDQsEaXUMf4mZaWhtTUVGRlZaGsrAxaWlowNjZuctZ1lZWVtLo/rVq14pRJ3KFDB9ocLC8vT24bSwCwtLSEmZkZXr9+XdN28+ZN2NnZse5Pc4cIx02cpKQkxoIuAoEAnp6e9frMsCEnJwcXLlzAo0ePkJaWVufnNDU1YWdnh3HjxmHgwIGsFsXl5eWYMmUKpW3OnDmYOnUqAKCoqAhnz57FtWvXGCufA1W78wMGDMDMmTM5F7pSFqGhoQgKCsKTJ09ohRtqY2xsjP79++Ozzz6jeeLWxx9//IEzZ87UvNbS0sLZs2drXsfExODcuXOIiIigVR8Gqr5fZS6So6KiGBejCxYsUImopU6YNkTkiWIYOXIkzUImKChIIeE4JCSE9pti8lSui4yMDFy+fBnBwcG0hzYTWlpasLKygpOTEwYNGkTzplIFycnJtLFG2ZPTESNGUITj0NBQLFiwQO4JUFBQECViz97eHu3bt1eqcJyRkYEzZ84gLCxM5t9KKBSiR48emDhxolIi8YuKinD69Gncvn0b2dnZjJ8RCARwcXHBtGnTaJEDbCgpKcG0adMobV9//TUnf1s/Pz/KpkrHjh2xa9cuzn3jQlRUFAIDA/H48WOZEZaGhoZwdnbG1KlT1bb4I/wf0kUtNTQ0MHr06AbqjXphSufs3bs3+vTpo5Tzm5ubY/z48Th37hyl/d9//8XUqVNlikQHDx6keNvr6Ojg9OnTrPuQmpqKxYsXU9o8PDwYrTR++uknWtZeNaWlpRg/fny916vr3LNmzaLYGX3yySdYsGABgKp5b0BAAC5fvlzn+K6jowNnZ2fMnDmT9Xzt0qVL2LdvH6Xt6NGjrBbmALsxWnoMlmb27Nn1Xo/r+P8hc+bMGYqtQs+ePRUuBNyYEIlEuHz5Mq199OjRrApiycLR0REDBw6kWZxduHChXuFYWXOHsLAwrF+/ntK2ZcsW2NraynX8ixcvEBYWhujoaMTHxzOu3WrTsmVL9O3bF5MnT+Y0j6hvnMzNzcW5c+dw8+ZN5Ofn047v2LEjnJ2d1X7fZ2dn4/z58wgPD6dFwNZGU1MTnTt3xrhx4zBgwABWukR9415xcTECAgJw7do1WgAfUDV2NzXhmM/ng8fjUdY+mprcJEem47hsIDk7O1OE45CQEMyfP59kf7KECMdNmJiYGKxfv562KNXX14e3tzc6deqklOtUVFTg2LFjuHjxolzp9ZWVlYiJiUFMTAysrKzg5uaGjh07KtyP58+fw9/fHzk5OTI/V1RUhOvXr+Pu3bv46quvMHbsWIWvzZbnz59j//79dS5CpMnOzsalS5dw7do1TJkyBTNnzlQ4Cq2iogL79u3D1atXFToPW5jsE2xtbZX2e2xImNJn5Fl8DRgwAPv27aPcq0+ePMG7d+/Qpk0bTn1h+p7l9f49e/Ysjh07xsouo6KiAnFxcYiLi8OpU6dw4cIFuY/lyqNHjyiveTye0mwqqnFwcKDsVJeVlSE4OFgu8UgikdB8+pTlvwxUjaVHjhzBxYsXUVFRUe/ni4qKEBoaitDQUPTv3x8LFy5k7RVYzaNHj/Dbb7/VO96WlJQgMDAQt2/fxpIlSz7IiB5lkpqaiv379yM6Olquz+fn5yMoKAg3b97EmDFjMG/ePLVGcDMtGLmKdB8a2dnZtEKl1Rs/TZ2XL18y+n4qe740ZswYnD9/nrLBmp+fj/DwcJVkw31opKWlYcOGDUhPT5f5udLSUoSEhOD+/fuYNm0aZsyYQTIVFEB6YwKgivkNQWpqKo4fP17zWiAQ4Pvvv2+w/qiC//77j3FOMWbMGKVeZ8yYMTThOC4uDmlpaY06myQpKQn+/v6sAw/y8vJw9epVXL9+HWPHjsW8efM4C3nS3Lt3Dzt37mxUFkPl5eX4+++/cenSJUp0fl1UVlbi6dOnePr0KaysrLBs2TKl/A6ePn2KTZs21TtPVgUNOXfT0NCAqakp3r59W9NWnSXDNkBMerNUU1OTUxBKt27dKGP6+/fvERcXpzY7y6YCkdmbKOHh4VizZg1tIDcxMcHGjRuVJtJVF9z7559/OHmyJiUlwd3dnVZ4hi3Pnz/HqlWrWA3OJSUl2LNnD2PhF1USFBSElStXyi0a16a8vBzHjx+Hn5+fzAjl+qisrMSGDRvULhqLRCJERETQ2ptKBNezZ89obZaWlvUe16JFCwwZMoTSJpFIOBfJe/XqFU3wMDQ0lCtS7MCBAzh8+LBSPJZVjfRvycbGhnNRRVlI23vI+3eJjo7Gu3fval4LBALWHl91UVxcjLVr1+Ls2bNyicbS3L9/H8uWLZOZHVIXd+/ehY+PD+vxdtOmTc26+NWjR4/g7u4ut2hcG7FYjMuXL2P16tW0StUE1RAVFUXLGGFjU/MhExYWRmszNjZWelHPdu3aMX6n0puCzZG0tDQsX768XtG4NpWVlTh27Bj27NlDPFubENUWFbUjS7/88ku1FYBWF0zjjp2dndIz2Lp3707zOgYa/7iTlZWlULaaWCzGpUuXsGrVKqXM8a9fv46NGzc2KtE4Ly8PK1euxNmzZ+USjaWp1iUeP36sUD8iIyOxevXqBhGNGwPdu3envC4tLWVcI8siKysLqamplDZ7e3toa2uz7k/Xrl1p0cVMegRBNiTiuAkSHByMrVu30lJX2rdvj/Xr1yttolFQUAB3d3fGh5ilpSUcHBzQsWNH6OnpQSQSIS8vD3FxcYiIiEBJSUnNZ4uLi+Hj44PNmzfLJbJJ8/79e/j6+lIeEDY2NujTpw9at24NTU1NZGdn4/Hjx4iOjqYVevn7779hYGCglsjjCxcu4Pfff6e1CwQCODo6wtbWFkZGRhAIBCgqKkJ6ejoiIyORnJxM+fz9+/exa9cuuLm5cerHn3/+SRHrDQwM0KtXL9jY2KBly5YoLS1FdnY2Hj16pNSoleTkZEbRQ/oB8yESGxtLK5wmFArlFhpGjRqFwMBAStvNmzcxa9Ys1n8DJmFz2LBh9UYYPHr0CAEBAbR2PT09ODk5wdLSEsbGxmjRogUqKipQUlKCjIwMvHz5EnFxcYwpaqqioqKCFhFnY2OjkmsNHz4cR48erRk75I1Mkf47DBo0SCk+aiKRCN7e3nj+/DntPaFQiL59+8La2hpGRkYoLCxEeno6QkNDkZGRQflsRkYGPDw8sH37drl38KOiorB582ZKQUKgKsLA3t4evXr1qrFDycrKQmRkJJ4/fw6xWAyJRIKdO3c2S//SkJAQbN68mfb80dLSQo8ePdCpUyeYmJhAV1cXJSUlePv2LaKiomgbQDExMfD398e6des+eGufxg7T/VU7OqWiogKhoaF4+PAhEhISkJ2dDYlEAn19fRgaGsLW1haOjo7o1auXSja0VIm0dRIAODk5qeQ317NnT9pmCpfNFVVjZmZWM+7l5ORQnnc8Hk8ucUvegoLl5eXw8fGhzJfMzc3Rr18/tG3bFjo6OsjJycHTp08RGRlJ2zwMDAyEnp4e5syZI9f11E2bNm1q5vsFBQU0qyMLC4t6U4hbtmypsv41Nk6fPk0JNnFwcGiQbElVwzTu9OrVS+nX0dDQgKOjI239GhUV9UHZnxgYGMDGxgbm5uZo27YtdHV10aJFC5SVlaGgoAAvX75EZGQk7f6KiYnB3r178cMPP3C+dnx8PCVbhM/nw8HBAd27d4exsTG0tLSQnZ2NhISEmu9Z1fd9fn4+li1bRgnYqMbKygr29vY0XSI2NhYRERGUYKyioiJs2LABv/76K6dNi8zMTJw8ebJGh9HQ0ICdnR2cnJxgYmICgUCA7OxspKamKhw411gZO3Yszerr6NGj8PX1lXse8eeff9I2QMeNG8epP7q6ujAzM6MEyzCNNwTZEOG4iREYGIi9e/fSFqdWVlZYu3at0iZaEokEW7ZsoT10HRwc8M0338gUcN6/f49jx47h0qVLNW3l5eXw9/fH9u3bWQsrly9frhGNW7dujSVLlsDJyYn2uSlTpuDly5fYtm0b4uPjKe8dOnQIPXv2RNu2bVldmw0xMTE4fPgwpU1HRwezZs3C6NGj6ywY+NVXX+Hx48fYuXMnRfi5ffs2unbtio8//phVPyorK2vEQT6fjxkzZmDSpElo0aIF7bMzZ87ktGNbF4mJibQ2Q0NDlX7v6iA+Ph6+vr60B1xd3ysTNjY2sLS0pGwSZGRkICoqCo6OjnL3RSQS0QrGAfJZJJw8eZLyWkNDA9OmTcNnn31W730pkUgQHx+PO3fuMF5f2SQlJdE2xz766COVXKtVq1bo2bMnwsPDa9quX7+OuXPn1nlMtS1EbZTlRXjs2DFGUWvcuHGYM2cO41gyd+5cBAYG4o8//qBs3BUUFODXX3+Fj49PvRP2kpIS7NixgyYaW1hY4IcffmD055s2bRri4+Oxfft2pKamorKyUu1ZHg1NWloadu7cSfN7mzx5MiZOnAh9fX3G42bPno0XL15g586dFF/46OhonDhxAp9//rmqu96skY50AarmUkBVNNHOnTsZPWdzcnKQk5OD5ORkXLt2Dfr6+pg0aRLGjx//wRQwS0pKorXJ67/JFqb54rt371BYWKhwET5lsmzZspr/l7Yy0NbWxo4dO5R2rTt37tTMvQwMDLBgwQJGm5+JEyciIyMDO3fupEXInTlzBv369WuUNmC1n51MHss+Pj6sPZabKsnJyZS5mba2NpYuXdrkrEhKSkoYo+tVNe7Y2trSgjWY1iiNDWNjY4wYMQL9+vWDtbV1vb8DiUSCBw8e4Pfff6esIYOCgjBo0CDOwvy5c+dq5jROTk5YsGBBnTZO1WOZKu97sViMzZs300Tj7t27Y6+WCssAACAASURBVO7cuTI9sgsKCvD333/j33//rWkrKyuDn58ftm/fLvc6rpp///235ruxtbXFokWL6tRFlLnGbkxYW1tj7NixlO/02bNn2LJlC5YsWSJzLlRZWYk///wTt2/fprT37dtXIQsrS0tLinCcmJjIyT6jOUOsKpoQp06dwu7du2misYODA3x9fZW6O3/x4kVaiP/EiRPh5+dXb9Sfvr4+5s+fj0WLFlHa09PTabtT8lBbNPb392cUjavp2LEjfH19aZ42ZWVltAeYMiktLcWmTZsogkurVq2wZcsWTJo0qU7RuBpHR0ds27aNFuH4999/s37oSCQSiMVi8Pl8eHh4YMaMGTIfilxSQuqCqTiBsgpeqAuxWIzi4mK8evUKISEh8Pf3x7Jly5Cbm0v5nJOTE62QY30wibts7SoiIiJoqVF2dnb1+ojn5ubSIng/+eQTzJ49Wy6xQ0NDA506dcK3336LQ4cOseozF5isXlRZkE/6b3Pr1i2agFqb2gt/oCpaTRn+y2lpafjnn39o7d9++y3mz59f51iioaGBsWPHwsvLi3a/P336VC7bmhMnTtCilq2srODv7y9zcWdra4uNGzfWiG5NdaLMhEQiwaZNmyhiva6uLnx9ffHFF1/UKRpX06lTJ2zevJn22zl79qxaI/ybI7X9+YAqsd/Q0BAHDx6El5eXXEVDgarN8r/++gvLly+n3T+NkcLCQsbiwqrK6KjrvLUL2TQ3qsdIPT09+Pj4yPSGNzU1hbe3N/r160dpF4vF+O2331TaT4JqqayspFlUzJ49u0n6rKenp9PWr4B6N6zy8/Mb9XO1W7duOHjwIGbPng0bGxu5Ng80NDTQv39/bNmyhbaGlPbxZkP138rFxQVeXl4yf5PKXEfWRUBAAG3zbPLkyfDx8al3nWlgYICFCxdi/vz5lPbXr19zsgys/m569OgBX19fmc9OdXw3DcU333xDs0gMDg7GwoULcfLkSbx48QKFhYUQiUQoLi5GUlISzp8/j8WLF9N+mw4ODpyzrKuRXiOWlZVxsutrzhDhuIkQGxuLI0eO0Np79+6NtWvXyp0eJw8VFRU4c+YMpa1fv36YN28eqx3wMWPGwMXFhdJ27tw5mWJMXWhoaODnn3+Wy4ZDR0cHK1asoH0nERERrLzk2HD9+nVKSg6Px8OqVatYme/r6+tj5cqVlJ2x3NxcWvEteZkyZQptoaFqmBbaXItzqZI5c+Zg/PjxjP99+umnmD59OhYuXIhffvkF9+7dY4wkXL16NeviE8OGDaMVvrp//z4KCwvlPgfXonjv3r2jRUyPGjVK7uvWRh1RdUyigir9/vr06UOJhMjLy6NEIEtz/fp1ymtlRRsHBATQFleurq6YMGGCXMc7ODjgu+++o7VfuHBBpidmWVkZTVzW1tbGypUr5YoKFAqF8PT0/GAiLpXFgwcPaFZDbm5urApytGjRAitXrqTYHZSXl+PixYtK6yeBikgkogkIrVq1wvHjxxkX29VpkG3atKlzIZiUlAQ3N7dGLx7XJYhXW9AoG6FQyLjhJa8w35RZvHixXJk0fD4fbm5uaN26NaU9OTmZpON+wJw8eZIS/d+pUye5n/UfGtK2BcD/bdapgrrGM6Z+NBYEAgHn6EhDQ0OaNcXjx48Veh6ZmZlhyZIlDR6xWV5eTtMlBg4ciK+//prVecaNG0erN3P27FlOuoSBgQHc3d2b3Zy3NlpaWli5ciW++OILSsBKVlYWjh49Cjc3N8ycORMTJ07E9OnT8cMPP+DgwYOU9Z22tjamT5+ODRs21BtkVx9Ma8TmvEHNBWJV0USQTtkGqkL6V6xYofQB/ebNm5SIRh6PxyhEyMPMmTMpqQhZWVmIj49H586dWZ1n6NChrI4xMjLCtGnTKNYREokEgYGBmDdvHqtr14dIJKItNEeOHMlpF71Dhw4YPHgw5Tt78OAB64rD+vr6mD59OuvrKwqTAKrMTY2GxMjICBMnToSrqyvn6H49PT30798fwcHBNW3l5eUICQmR62+cn59PK+6ho6MjM1qpmuLiYlqbgYGBHL1uGKQnuzweT6WbEJqamnBxccGFCxdq2q5fv46+ffvSPpuamkqJiObxeHB1dVW4D8XFxTQbEB0dHZmWGUyMHDkSV65coVj2vH79Gv/991+dxa9CQkJoBVAmTZqENm3ayH1dU1NTTJ48GceOHWPV3w8Z6cVMr1695CpSKY2hoSHGjBlDOd/9+/cxe/ZshfsoCwsLi2YpUJeUlNA2aPLy8nD8+PGa1zweD8OHD8fYsWMpKcOVlZV48uQJ/vnnH5pXb15eHvz8/PDLL7/QNgkbC3UVX1Tls7ra27s2bDZMmyJdu3bFwIED5f68jo4OvvrqK2zatInSHhgY2GyKOiqLefPmKX0twJbExEScPn265rWmpiaWLl3a4CKdqmAad1TpDV/XeFZQUKCyazY0dnZ2MDMzo4hlz5494xx0MWfOnEYRMXvjxg1Klgyfz8e3337L6VwzZ86krMEyMjKQlJTEes0+derUBrXbaSxzNz6fj2nTpuHjjz9GUFAQrly5QsvmYkJfXx9TpkzBiBEjlPY9Mm0WNfaN/MYGiThuwsTFxTFaAyiKtG+nk5MTLcpBXtq3bw8zMzNKm3SBMXngEhk5YsQIWkSoKipsxsfH0wYmrpGcQFUUeW2eP3/Oejd06NChDfKwZ0pRbyrCcW5uLo4ePYp9+/Yx2ijIC1N0sHT0al3cunWLtok0aNAguSbfTCIx2wq46kQ6Gs3AwEDlCyrpv014eDjNogQAzXKnV69eaNWqlcLXf/bsGa0S9sCBA1lPqqptK6SRVUVaOrpaQ0OD0zg2atSoer2UmwpZWVmIi4ujtCky9js7O1Nep6WlNeq02g8Z6WJjAPX5paOjAy8vLyxdupSWMqypqQknJyf4+Pjgyy+/pJ0nISEB586dU03HlQDTc5rP56s0coppHiA91jU32NavAIABAwbQ7G8iIyNlZpMQGh8VFRXYtm0bZW4/Y8YMldpxNTTqXh/UNaY1dSutdu3aUV5Lz1HkxdDQkDFwoiG4d+8e5XXtIs1s6dChA63uDltdgs/nY9iwYZyu3xQpLS3F7du3cfv2bblEY6BqI+n06dM4cuSI0rLBmdZhJLOJHSTiuIkgEAhQWlpKmRzm5eXB09MTGzZsUFrRKJFIRCvKxCbllok2bdpQdj+ZirLIQl9fH127dmV9XQMDAzg4OCAqKqqm7dWrVygqKlLqZEX6gaOlpaWQr690hF91QQk2thcNFX3CtHhpjAU+OnbsKFOErKysRFFREfLy8ihRaRUVFbh79y5CQ0Px6aef4ssvv2QtZvbo0QOmpqaUzYb4+HikpqbWu2hgsi2R1yLBwsKiphpzNQcOHECbNm0aZXEd6QhptsUruGBhYQFbW9uaSF2RSITbt29j0qRJNZ+pqKigFXSQxypEHpgK4rGJSKvNgAEDaAXbmM5fjfTiwtramlOUirGxMezs7GReq6nAtNhQ5HkpPfZLJBIkJyezKp5JkI/6hLYff/yxzuj82nz22WfIzc2tKUhbTUBAACZMmNCs01hr0xjnAQ0Jj8fjlJmgqakJZ2dn3Lx5s6atqKgIr169YjVHJDQsx48fpxREtbS0ZF0zg1A/TOPOh7bJ8vr1a8TFxSElJQVv375FSUkJSkpKUFFRwfhvkQ5kyszM5HRde3v7RhH9XllZidjYWEob26xladq0aUMRONnqEhYWFqS45/8nPDwcO3fupNXeAaqecy1btoRQKERZWRny8vIoGzdFRUW4evUqbty4gRkzZmDq1KkKBZ4wrROlM50IsiHCcRPB2toaQ4YMwZ49eygPivz8/Brx2NLSUuHrJCcn026yK1eu0Hb72CD9EGObJmRlZcV50WFtbU0RjiUSCZKSkpQqrEoLJBKJBD/99BPn8zFFQrH9zhqqIB3ToN0Y01E3bNggl+1BaWkp4uPjcfv2bdy8ebMm2lcsFuPcuXPIyMiAu7s7q8mVhoYGRowYQUvnDwoKkpk6GR8fT1loAFX+Yw4ODnJdV0tLC0OHDqVEy+bm5mLZsmXo1asXhg4dil69etVbzEtdSEejqSuCfuTIkRSLh+vXr1OE47CwMMr9aGhoSIsU5QpTxW+uBauqPVmlKwwzkZ+fT9uVV6RQlrW1dbMQjpki9r28vDifj2kR2JTTahsSWWO2s7Mzqw2bL7/8EiEhIZTshPz8fDx48IBW56ExwDSWikQilJaWqkzolrbBAdSzGdhYadeuHec0fWtra4pwDFRFuRPh+MMgPj4eZ8+erXnN5/OxdOlS1jUzPjSYxh0mCzVlIRKJGEUjRX1U1YFIJMKVK1dw7do11qKmNExjrzw0lsLmSUlJtPVAYGAgQkJCOJ9TUV2isXw3Dc2VK1ewe/du2tzV0dER48ePR9euXSnPOZFIhISEBFy/fh03btyoWVNXVlbi6NGjSE9Pxw8//MBZPGYaY0pLSzmdq7nStJ9CzYwxY8aAx+Nh165dlJu0oKAAnp6e8PHxUVg8ZioakJWVpdRQ/7r89epC2uqCDR06dKC1MVUTVwTp76ayspJWLElR2H5nDbUTylREi+ukpTGgo6ODbt26oVu3bhg3bhy8vb0pu6r37t2DpaUlaz/pESNG4MSJE5Ro0Nu3b+PLL7+sc/HAZGfBNtJ19uzZiIiIoNznEokE4eHhCA8PB4/Hg4WFBTp37oxOnTrB3t6+wap7S/uPqivyYciQIfj9999rdsXT0tIQFxcHOzs7APS/w7Bhw5S24JOevOrp6Snk62xubk4RjisqKlBSUkJbODGNicoed5siTM/Lhh77CfIhSzwYN24cq3Npa2tj1KhROHnyJKU9Ojq6UQrHdRW7LCoqUqtwLE/RzaaKImMk07HE0ubDgMmiYvLkyQpt1H4oMAUlqHJ9UNe5VemrrAySkpKwZcsWpKamKuV8XMX5xhJRy6Q/ZGZmco6kZoKtcMy1zk1T4vHjxzTRWFNTE4sXL8bw4cMZj+Hz+bCzs4OdnR1Gjx4NX19fyt/x5s2b6NChA6ZOncqpT0zrRC6FD5szzcNosBnx8ccfY/HixbQI3Pfv38PT07POiDJ5Uccila2vnSK2EkwTBGVPVNTxnbHx5OLxeA2WHmtiYkJrU7ZQ31BYWlpi9erVtJ3QEydOsN5Yad26NS39PC8vj1b4rpry8nJKMQeg6gHJtiCbkZERfHx80LFjR8b3xWIxkpOTERgYiO3bt2P+/Pn46quvsHfvXrVHkErvHKvLl04oFGLAgAGUtmqxODs7G//99x/lPXmtQuRBOjpfUUsdJmGGabxiGhMVuXZT8TWvj8b4vCTIh7a2NmN0iqamJqeMJCcnJ1pbY/WQZ3pOA2BMNVUGxcXFjJF/XD0qmwKKiFdM42tjzOwi0Pn777/x8uXLmtfm5uaYOXNmA/ZIfTD5j1ZWVqps04OpPgUAlRZZVpSEhAR4enoqTTQGQKuLIi+NRWBvbGts4MOIWlcllZWV2LlzJy3SeNGiRXWKxtLY2Nhg7dq1tO/y2LFjnIMVmf6OzTmziQtEOG6CjBo1CkuXLqUJWO/fv8fq1asVKtzVGCefitz0TAKqsv1uGtt31pCeVExRiopuZjQmbGxs0K9fP0pbZWUlAgMDWZ+LKVqYycMYAO7fv08T93r37s1pAmxmZoZt27bhu+++oxXRYCI7OxuXL1/Gzz//DHd3d7UJyNL3rjoLmkiLwSEhISgrK8ONGzcokdCdOnVSajEb6bFJ0Q0gecc/pjZFrt1cJmqNbewnsINJyOjYsSO0tLRYn8vKyorWpiohVlH09fUZi6UqMneURV1zAEWyGj50FBlf1TGvJSif9PR0StFMHo+HpUuXchpvPkTMzMwYbQdVNe7UthyrRigUNtoNq/Lycvj7+zPOK7p164bZs2fDy8sLv/32G44ePYrTp0/jwoULuHjxIuU/6cAHrjQGf2Ogcc6zGst301Dcu3ePZvfRuXNn1lmw5ubmFCtAoGpN/e+//3LqF1OgBakzwQ5iVdFEGTFiBDQ0NLBjxw6KkFEtHq9btw62trasz8sUgbN27Vq5isSoCkUirpi8bZS9U9iiRQvKpN3Ozg6bN29W6jU+FJjS7fLy8vDu3Tta4acPFWdnZ4SGhlLaIiMj8cUXX7A6T9++fWFgYEBJkQoPD0dubi5NEA4KCqIdr0hBNi0tLYwfPx7jx49HXFwcIiMjERMTgxcvXshcgMbGxsLDwwNz587Fp59+yvn68tCyZUtKZI46U/a7d+9OKWBYXFyM0NBQ2t9BmdHGQNXYVDtCX1FvLnnHP6Y2Ra7dXKJkpZ+XJiYmOHz4cAP1hsCWtm3b0iqAc/V4FwgE0NLSotQoqC5g1BiFIWtra1r2RHx8PMaMGaP0azEJOKampo3GT78hUGR8Vce8lqB8cnNzKes1TU1N7N69m9U5ahcar8bT05MWSDR37txGV1RVIBCgffv2tH9DfHw8evXqpfTrMY07dWXbNQYCAgLw7t07Spu5uTnc3d1Z2VCqM8hCHTDpEhs2bECPHj0aoDcEoGqtKg3bDNjax0nX/ImMjMScOXNYn4tpk6GxWK58KBDhuAkzfPhwaGhoYPv27ZTJSGFhYY143KlTJ1bnZIpCkX6QqRtFrCWYvJ2UnUatr69PEXsa+vtqSCwtLaGnp0cbvKOjoxUSOhsTTJ6/0kXr5EFLSwsuLi4ICAioaROJRLh16xYmT55c05aRkYHo6GjKsUZGRujduzfrazJR7TdVff2XL18iJiYGUVFRiIqKognJYrEYv//+O9q0aUOLvlYmrVu3prwuKytDYWGhWnwxmQoY/vHHH5QIQm1tbQwZMkSp15X+tylqq8N0PJNYwzQmKnLthvY1V5enmfTzMicnp9EKhQQ6HTp0wOPHjyltivztpIVjAI3299CtWzeacPzff/9BLBYrVNWcicjISFpb9+7dlXqNuuCapq1qFCkK1lB+0cQrUrmUl5crxROfydagoZ/BddG9e3eacBwZGYkZM2Yo/VrS4xsAdO3aVenXYYLLvSJtR6evr48NGzYwZsbIoqnVRWDSJd6+fUuE4waEac3buXNnTudq06YNWrZsSdFRuFq1MFlcmJqacjpXc4VYVTRxXF1d8dNPP9Em+kVFRVizZg3i4uJYnY/J8F3ZxX7Ykp6ezvlYpt15ZZvaS0eH5uXlNRlfX7bw+XzGyIErV640QG9UA5PvV2VlJaeF4KhRo2ht0lGt0vYIQNV9r4pUKT6fD0tLS4wbNw6enp44cuQIfvrpJ8Zo8UOHDtH8rZRJ27ZtaW3KLNJZH8OHD6eMq9Jp5wMGDFD6JpT0znhhYWGdPn3yUDtiG6gSu5ki05jGRKaxU15evXrF+himAoNchQq2hU64Iv29icVipXoTElQLU1YWV8FFLBbTNtk0NTUbjU+kNH369KG1ZWVlMYq8ivD27VvaxidQlbkjC+nxgKsA3FhFFEXGV6ZjZUVVKatgkLrGVULThWncef78OaWIrzJ48uQJ3rx5Q2uvL9hBetxR1xwkLy+PttYeNWoUa9EYaHrBS0zzUy7BOgTlwfT7ZhL45UX6+cV1Tc1UsLqpZDurCyIcNwNcXFxkisexsbFyn8va2pr24FT2QoItiYmJnAUqae8sDQ0NRi9CRWBafEZERCj1Gh8STJHFL168UJmPmbqpS1jgEqVlYWFBywpIS0ur2fCRSCSMvsfqit5u0aIFXF1dsX37dpibm1Pee/PmjUo3lT766CNamyKLbbaYmprKjIpTtk0FUDX+SsP1vikpKaF9X0znB6ombdIFsxS5X7n4mmtpadGePVyj8qTtB1QFU0ZPcx77PzSYos+4LrozMjJo8xRFFlKqxsLCgtFaiotfvyyuXLlC+14MDQ3rFY6lBffKykpaNLc8MIlHjYH09HTO4xvT2Mz0t6yGafOCy7Ub63dJ+HBwcnJiFEO5eprWBdM4ZmpqWq+Fo/TGOtd7lO29whQU4eDgwPq6b9++bXKBSzY2NrT1FZlnNSxM9iGKWKRI29tpaGhwqpXCFLTCxuaFQITjZoOLiwuWLVtGG1yLi4uxZs0auQtaCQQC2mL43bt3DVod/P3794iJiWF9XEFBAe24Dh06KD1KkKma+u3bt5V6jQ+J7t27M4p+e/fubRKpjkwPJoFAwNmAn0kEvn79OoAqiw9pIcPe3l7tRYWEQiGmTZtGa1flrj/TBF/dUQZ1icNt2rRRSao1U6rXvXv3OJ0rNDSUFqkuK5Ws2q6kmsTERFrxC3nIyclhnelSjXS6NRcB+NWrVwpFabOByUPyzp07tO+d0DgxNTWlFbfMycnh9Ltn2qBX9ia1shk/fjytLSwsjNG/kAuvXr2iWDFVM3r06HrtO5jmaVzGg6dPn7I+BqBH6Sr7nhaLxQgLC2N9XGVlJe3vIxQK0aFDhzqPaWzfJaD87/NDwMHBgVbIjO1/TBsER48epX1u4MCBDfAvrB8+n4+xY8fS2gMDA5UWiBAdHY2QkBBa+6RJkxiL89VGeg6Sn5/PyY+c7b3CFMHJxQOe6d/dUCjrvhcKhbT1wJs3bzjPMwmKw5ThwnXTvaKigpbRKRQKOWXVSo8hbdu2bda1FLhAhONmxODBg7Fs2TLazVZSUgIvLy+5xd++ffvS2qSNy9XN1atXWR9z48YNWnqjKgow2Nvb0wamx48fcxK7mwIaGhqMpvZxcXE4ffq0Uq+Vn5+PmzdvKvWc9fHo0SNam6xFW30MGTKEtrMaEhKCsrIypRfFUwSmf6MqffSMjY1pUbDqts3p378/o3dktb+8srG3t6f9FkJDQzmlCDNF3DBtclUj7ZktkUhqNjDYcP36dc6igPSGyIsXL1ifg8uzgisdOnSg9TktLQ13795VWx8IijF06FBa261bt1ifh+k51Ng9GIcOHUrLJAGA3bt3Kzy2i0Qi/Pbbb7QoYX19fVoVdSaYNkfZjgf5+fl48OABq2OqkY48LC8vV/rG97Vr11gfc//+fdrzoGfPnjKfR0zPbqbCYbKoqKjgPNdSdvFVwofNhAkTaPYDIpEIO3bsUNiTvLS0FLt27aK1t2zZUq65s/S4IxaLWd8rKSkprEVNpsATtvO+8vJypUduK4Iy7/vGqEs0Z9q1a0dr47rhHBUVRYtW5hIcJZFIaFZxbOt8EYhw3OwYPHgw3N3dGcVjb29vucTMMWPG0FIso6KiGCNH1MWdO3dYPYjz8/Nx8uRJSpuGhgZGjx6t7K5BS0uLcSG0bds2xgqfzQFnZ2cMGjSI1n78+HGl/Y6eP3+O//3vf3JH0yuDuLg4xighpkmNvOjq6tKiQ4qLixEUFITQ0FBKu0AgYPxe1YH0jjCg+mq10kLn8+fPVeqrLI22tjb279+Pv/76i/LfZ599ppLr6erq0ioTl5SU4PDhw6zOExQURBsvO3ToILPK+qBBg2iRaefOnWMVfZmVlYUzZ86w6mttpK00MjIyWFktpaenq91PnSkSf9++fZyiVgnqZ+TIkbTNmkuXLiE/P1/uc8TExNCK7PH5fJUWD1UGfD4f33//PU10zMzMhJeXF+c0bZFIhC1btjDON7/55hu5sr5sbGxo/bpz5w6rfhw5coRz+izThqGyvUOfPHmC+/fvy/35srIy/PHHH7T2MWPGyDyOKeoqODiY1bP03LlzjHMAeWD6LtVlJ0RofAgEAnz33Xe09oSEBPj7+3MWj0tLS7Fu3TrGujjfffedXKnvTBHdbMYdiUTCer4GgNG+g6m4nyz+/PNPtdYBqQ9l3veffPIJ7XyRkZG4fPkyp/MRFKNnz560tmvXrrG2SZFIJDh16hStXVaQS12kpqbSNBemfhJkQ4TjZsjAgQPx888/0/wiq8Xj+lJoBAIBpkyZQms/dOgQ50W5RCJBWFgY9u3bx/n4X375Ra6HYllZGfz8/GgRMz179lRZiv+4ceNoO+hv376Ft7c358l2bm4u/vjjDzx58kQZXVQ7ixYtou1KisViHDhwAAcOHKAVEpKXwsJC7N+/Hx4eHmoVZxITE+Hj40NbbGlra2PYsGEKnZupSN6hQ4doi94hQ4ZwtsS4e/cubt26xWlSLpFIcOnSJVo7kyWJMpGOgi0oKFC7XYW+vj6MjIwo/9WXZq0I48ePp1kOBQUFyR1JEhsbi/3799PaJ06cKDMqTUdHBx9//DGlraysDL6+vnIJSMXFxfDx8eF8XwPMGSGHDx+WK9IvLy8Pfn5+ao9kc3FxoUVtFhQUwMvLi7Mnd2FhIU6ePMnZpoQNqampGD9+POW/qVOnqvy6jYWWLVvik08+obTl5eVh69atcnnqZmdnY+vWrbTngouLC2OBTyZmzZpF+xuwjXLjioODA+PmR1xcHFavXs16oV9YWIhNmzYhODiY9t6QIUNoG2N1IRQKafY5//33n9w1NwIDAxXKPmB6tinLwqM2O3fulKugZrUYLz3n+eijj9CtW7d6j5deiL969Uru+XxYWJhC0X3SdjCAar5LNhw8eJB2z+3du7dB+6ROSkpKaP/+8ePHs9owU4TBgwdj+PDhtPaHDx/Cx8eHtQCVlZWFtWvXMq6XBg8ejMGDB8t1HgsLC1qm240bN+QuevvXX39xqgvUtm1bGBsbU9quXbsmd6Hhy5cv4+LFi6yvq0qUed/r6upi8uTJtPbff/+dU2YcULWuefjwIQ4cOMDp+IamIeduvXv3pkWUl5SUwN/fn+ZXLItDhw7Rgr94PB6nACnpIrwaGhpEOOYAEY6bKQMGDGAUj0tLS+t8uNbm008/pd1wIpEIu3btgr+/v9wP0fT0dJw6dQrff/891q9fzyp6rJpqE/aMjAwsX74cUVFRdX42LS0Nnp6etEiXFi1aYMGCBayvLS8CgYDx+46Li8OPP/6IwMBAuRahFRUVePDgATZv3ox58+bhJLSJUAAAIABJREFUzJkzCgkxDYm+vj68vb1hZGREey8gIADfffcdAgIC5E7HSk1NxcGDBzF37lxcvHhRLR55paWlePLkCXbs2AE3NzdG79Rp06bB1NRUoes4ODjQNjWYIqUUKcj2+vVrbNmyBfPmzcPhw4cRGxsrV8RRbm4ufvnlF1r0g7W1NTp27Mi5P/Lg5OREK8Ig6/5vCpibmzNO/vbu3YuDBw/WKYxKJBJcuXIFa9asoY0ZXbt2lStNc8aMGbTfcmJiIpYvXy6zWF5CQgI8PDxqPsNUOEMeHB0dadd/9uwZNm3aJDN1PjIyEsuWLavZVOB6fS7weDwsX76cNol+9eoV3NzccPbsWbmEd5FIhMjISOzYsQNz587F0aNHOVmUENgzY8YMtG7dmtIWEREBb29vmUWOnjx5gp9//pkWiSoUCjFr1iyV9FUVfP7554zCyosXL/D999/j5MmT9QpKpaWlCAoKwsKFCxk3PLp06YKlS5ey6hfThurGjRtlFkYqKCjAvn37sHv3bgDcxwIrKyvasceOHcOdO3cUKgJUTfW5379/D09PT5mbRJmZmVi3bh0tA4nH42Hx4sVyXY/pu9y/fz9j8d1qSktLcfz4cfj4+EAkEnH+Llu3bk0T4/79919cvnyZc1Q74cPn+++/Z9z0CA8Px8KFC+X6fRQWFuL8+fNYtGgRY1BUp06d5L5HgKp7SlrQrqysxJo1a2Ru5mVmZmLjxo34559/AHAbd6QzD8vLy7F69WqZ6+b8/Hz89ttv2Lt3b818nqkYZkOg7Pt+8uTJtKy5yspK7NixA7/88gtevnwp13nS09Nx8uRJLFq0CBs2bCBeyRyoy3IqJiYGy5Ytq/c7zcjIgK+vL86fP097z8XFhXHToT6k14Z2dnaM+gNBNpr1f4TQVOnfvz88PDxoqT/V4vHq1avr9ODj8/n4+eef4e7ujrS0NMp79+7dQ2hoKCwtLdGtWze0a9euJg2uqKgI+fn5SElJQUJCglJS+8aOHYvbt28jLy8PGRkZWLVqFWxtbdGnTx+YmpqCx+MhJycHjx8/RnR0NGN02ty5c+WO/uFKt27dsGDBAuzatYsiyOXm5mL37t04cuQIunbtik6dOqFly5YQCAQoKSlBYWEh3r17h8TERCQlJbHarWvstG/fHv7+/owL8Ly8PBw4cAAHDx6EtbU1HBwcYGRkBAMDAwgEApSVlSE7OxuvXr3Cs2fPlJrauGrVKpnG+5WVlSguLkZubq5MgXro0KFKsy0YMWIE/vzzzzrfNzc3l1ncTF5ycnJw9uxZnD17FoaGhrC2toalpSVMTEygp6cHLS0tlJWVISMjA3FxcYiOjqYtlHk8HmOqobIRCATo168fJXotNDQUEydOVPm1G5KZM2ciOjqashMvkUhw/vx5BAUFoV+/frCxsYGBgQGKi4vx+vVrhIaGMo63+vr6+N///keLYmZCIBBg6dKl8PLyooyjKSkpcHNzg729PXr27FmzGMjKykJkZCSePXtWc59oampi+vTpOHLkCOt/N4/HwxdffIFff/2V0n7v3j1ER0dj4MCBsLGxgVAoRFFREd68eYOIiAhKFLqjoyMEAgGrFHBFsbCwwLJly+Dr60v53oqKinD48GGcOHECDg4O6Ny5M4yMjCAUClFWVobCwkJkZmYiMTERiYmJzVZEefPmDfz8/Op8n0moe/bsmUwhsl27dlixYoVc1xcIBFi+fDlWrFhB2eCNjo7GokWL4OTkhO7du8PIyAgikQiZmZmIiIhgtEni8Xhwd3dXeDNRnWhoaMDNzQ18Pp9W2Le8vBxHjx7FsWPH0LVrV3Tp0qXmOV1cXIycnBwkJycjMjKyzrlL9+7dsWrVKtZV0l1cXHD+/HmKIFBcXAxvb284ODigd+/eaN26NSQSCfLy8vD8+XP8999/NRtnPB4Pc+fO5RRJWm0LVdvXt6ioCJs3bwafz4eJiQkEAgEti2Pu3LkyLYGqGTp0KJ49e4bXr18jPz8f/v7+sLCwQL9+/dC2bVtoa2sjJycHMTExiIiIYAw8mDJlCi0quy569OgBR0dHiqVKZWUltm3bhosXL6Jv375o27Yt+Hw+8vPz8eLFC0REROD9+/c1n//mm29qBHm2jBgxAidOnKBce+/evdi/fz+MjY2hq6tLe0ZNnDhR7gh1woeHlpYW1qxZA19fX1pgQmFhYc1muaOjI2xsbGBkZAR9fX28f/8eOTk5ePHiBaKjo+vMorOyssLatWtZC6kTJkzA1atXKVHPOTk5cHNzQ69evdCjRw8YGxujsrISOTk5ePr0KaKiomruUYFAgBkzZrC2rPjss89w7do1SnBAVlYW3N3da+7f2uPds2fPaONu3759wefzaZtMDYUy73s+n4/ly5fD3d2dFokdEhKCu3fvwsrKCt26daPY8xQWFqKgoADJyclISEggNmJKYtKkSQgPD6fVHkhJScGyZctgY2ODHj16oH379jVz3szMTDx79gxRUVGMWk3btm3x1Vdfse5LcXExzS6MPDu4QYTjZk7fvn2xYsUK+Pn5UR6uZWVlWLduHdasWVOneCwUCrFp0yZs3boVDx8+pLwnkUiQlJSEpKQklfYfAAwMDLBixQqsXr26ZgEZHx8vdyrnrFmzGKv4qoKPP/4YBgYG2LZtG00EeP/+Pe7fv69WQaMx0L59e2zduhW7d+9mTF+tLj7BJTXXzs6OU7E4eXem64LH42HChAn46quvOFV+ZWL48OE4evRonWn5TBFDipKfn4/IyEhWqXU8Hg8LFy6Evb290vvDhKurK+V3Exsbi+zsbFpaX1OCz+fD29sbfn5+tMlQYWEhgoKCGAsnSmNqagpvb29aNKUsevToATc3N2zevJmyaSIWi/H06VOZVkcaGhpYsmQJo7edvLi4uODhw4e0AnPv37+vN7XaysoKHh4e2LFjB+frc6VPnz7w8fHBxo0baZkJJSUlCA8Pb/D07MZKeXk568KXxcXFMo9hW8jMzs4OK1euhJ+fH0WorqysxKNHjxiLokqjra2NJUuWqKQIr6rh8/lwc3ODtbU1/vrrL5pQKRaLER0dTUsHlYWGhgbGjx+PuXPncnpOamlp4ccff8SKFStoonRMTIzMmh3VY5GtrS3r61bz+eef49GjRxTxFKj6bdUVFCFvUUFtbW14enri559/rvFlTE1NlTub7+OPP8YXX3wh12erWbJkCX766SdaJkP1xpUsZs2aBRcXF87C8cSJE3Hnzh1aAIFYLEZmZibjMWztCggfHjo6OvDy8sKRI0dw7tw5WqBGRUWF3ONvbYYPH44FCxZwsnYzMDDAkiVL4OPjQ+mPRCKp9zmupaUFDw8PTpZwRkZG+PHHH7Fx40ZaNmBUVFS92XY2Njb43//+h+3bt7O+tqpQ9n2vp6eHTZs24ddff6X9HSQSiVxjGUE56OjowNvbG56enoxzsYSEBJmZitKYmJhg3bp1nKKEw8PDKfM2LS0tue1pCFSIVQUBffr0wcqVK2m+nOXl5Vi3bp1MA36hUAhPT0989913jOb9bGjTpg1nL1h7e3vWA4pAIMCCBQswc+ZMTtfkSv/+/bF161b06dNHpqdofWhqaqJv374qtwNQB0KhEO7u7tiwYYNSomZtbGzg4eGBzZs3q7VqKp/PR9++fWssH5QlGgNVk0ZpT99qNDU1FfZRNjAwkCvqVBbt2rWDl5eXSopM1oWTkxMlW0AikTBuQDQ1dHV14eXlhUmTJnHyVO7bty82bdpE89+Vh8GDB8PT05PVmC8QCLBs2TKl7PK7ubnBxcWF1TF9+vSBn5+fXIW3VIWDgwO2bdsGFxcXhe41Ho8HR0dHuaMJCcqhd+/e2LRpE6dnrrm5Ofz8/Fj/bsvLy2nWMjo6Og0WsTxx4kTs3LkTffv2VWj+0qVLF/zyyy/49ttvFXpO2traYt26dbTibrIQCoVYsWKFQtZOQNXGm4+Pj8q8/M3NzeHv789Yob4uNDU1MWvWLMaihvVhamoKf39/VhuJ2traWLRokcLzaKFQiPXr18PBwUGh8xCUA5P1jImJSYM8P/l8Pr766its3rxZLr9uWbRr1w4eHh748ccfOdcDAarmEx4eHqwsJ1q1aoUNGzYo5Ks6cOBAuLm5sc7OGDhwIHx9fRuNTUU1qrjv9fT0sGbNGnz77be02kJsadu2rcJrq+aMvr4+fv31V0yePFmhOa+rqyt27tzJ6llYG+kCloMGDVIogKU5QyKOCQAAZ2dnrFy5Er6+vpRIkvLycmzYsAGenp51Puyqo0ZGjx6NoKAg3L17F7GxsfX6vPF4PFhZWaFHjx5wdnaGvb29QgsRBwcH7N69G//88w+uXbtGiwKpRigUYsCAAYx+neqiffv2WL16NVJTU3Hx4kU8fvxYLtsOAwMDdOvWDU5OTujXrx8MDQ3V0Fv10aNHD/To0QPx8fEIDg7Go0eP5CogpampCQsLCzg5OcHV1ZWTGMYGHo8HgUAAXV1dtGrVClZWVrCxsUGfPn0UnqjIYuTIkbTofqDq/lX0tzBmzBgMGjQI4eHhiIqKQmxsrFzfPY/HQ9euXeHi4gIXFxeVFoar6/oTJkygFHy7evUqo79WU0NTUxNz587FuHHjcObMGYSFhcksEKqrqwtHR0d8+umnCkeE9+nTBw4ODjh16hRu375dZ5FPHR0dDBkyBNOnT1faeKupqQk3NzcMGTIEx48fR0JCQp1+3DY2NpgyZQqnYhqqoFWrVnBzc8Pnn3+OixcvIjIyUq4CN0KhEF27doWjoyP69etH8wYkqAcrKyvs2LEDt27dwr///ivzt8fn89GpUyeMHTsWQ4YM4bRwev78OS067ZNPPmnQZ7+ZmRlWrVqFtLQ03LhxAw8ePJDrWWFsbAxnZ2e4urqiS5cuSuuPvb099uzZg1OnTuHGjRt1RvUKBAK4urpi2rRpCgc6VGNpaYnt27fjyZMnePjwIZKTk/HmzRsUFxejrKxM4VoLFhYW2LFjBy5cuIDAwEBkZ2czfq5Fixbo06cPZsyYoVAwgbm5OXbt2oVz584hMDCwzug+bW1tDBgwADNnzkT79u05X682bdq0gb+/P+Li4hAaGoqkpCS8fv0axcXFKC0tZZ0lQOAOU52badOm0eq0qBNbW1v4+vrixYsXuHnzJsLCwuqMSmWiX79+8PDwUFpAR//+/bFnzx78/fffuHfvXp1WPAYGBvj4448xZcoUpQjvQ4cORadOnXDq1CncuXOnzvo4PB4P3bt3x8SJExt1losq7nsNDQ1MmDChRpe4d+8eK13C0dERvXv3VliXIFRF93799df45JNPcO3aNQQHB8usDVGNiYkJ+vfvjzFjxii0ps/OzqZFnzd1O0NVoiGRp/oRgcCSiooKJCQkICsrC+/fv0dhYSH4fD50dXVhYGCA9u3bw8zMjHWBgPLyckyZMoXSNmfOHFqxKLFYjISEBLx8+RJ5eXmQSCQwMjKCqakpunTponZxSx4yMjKQkpKCgoKC/8fenQfUlL9/AH/f9qYouzAY+mYZskxjyT5CtslORtkGIWPLNhqTbcaeGBJZhpoQsmTfwjAixjSyjilERZQ2t/X+/ri/+5l7urdkScn79dc955577udyO/ec5zyf50FycjIyMjJEcLJChQqoVq1aiZ5+n5fk5GTcv38fT548QVJSEtLT06GjowNTU1OYmpqiYsWKqFWrVrH8P/3QpaSk4PHjx4iNjcWLFy8gl8uRk5MDY2NjmJqaolq1aqhRo8ZrZz+8a3K5HMOHDxdTegHgp59+euvslA/R/fv3ER0dLY4jRkZGMDMzQ8WKFWFlZfVOs+BVcnJycOfOHcTExCAhIQHZ2dkoVaoUPv30U1hZWRX632ZCQgJu3LiBxMREpKSkwMDAABUqVICVldUHUUs2ISEB9+7dQ1JSkjjGGRkZwdjYGOXLl0e1atVQoUIFXsAUQwkJCbh79y7i4uKQlpYGfX19lC5dGmXLlkXdunXfOsNr27Zt2Llzp1g2NjaGr68vSpcu/bZDf6dUvSvi4uKQkpKCjIwM6OnpwcTEBBUqVMCnn36KSpUqFfo4srOzcefOHTx69AhJSUnIyspCqVKlUL169fdyLHpTgwcPliQ7dO/eXaNhs0KhQFRUFCIjI8Vx1tzcHOXLl0f9+vXfKoNSG9XU7gcPHojjkup3v06dOu/8/aj4WL58uaSeecWKFeHj41OkgWNt4uPj8eDBA3H8zcjIgEKhQFxcnKT+OKAMCs6aNQstWrR45+PIzMzEjRs3EBcXh6SkJCgUCpiZmaFmzZqoXbt2oZx3Acpr4lu3buHx48fi+GFiYgILCwtYWVkV6Qyr4iYzMxN3797Fs2fPRFxCT08PxsbGbxWXoNeXnJyMu3fv4vnz50hNTYVcLoehoSFMTExgZmYGS0vLd3Zzd/v27fD39xfL1tbWWLhw4TvZ98eIgWP6oBQ0cExEH5cdO3bAz89PLDdv3hzu7u5FOCIiorczffp0SZO9gQMHYsiQIUU4IioMBQkcE70vQ4cOlcwimjBhQqH00ShMa9euxeHDhyXr9PX14eHhAWtr6yIaFRG9L5mZmfj2228lx7KPNanoXWGNYyIi+uA5ODhIyoRcunSpwI2EiIiKG7lcLmkKa2JiwimWRFSooqOjJYEWCwsLdOzYsQhH9GZcXFzQsmVLybrMzEwsWLDgjZptE9GH5cSJE5JjWZMmTRg0fksMHBMR0QfPyMgIAwYMEMsKhQK7du0qwhEREb25iIgISX1jBwcHNnQhokKVu77xoEGDCq3UQmHS0dGBm5ubRj+Hly9fwsPDAw8fPiyikRFRYcvOzkZQUJBYlslkcHJyKsIRlQwMHBMRUYnQrVs31KhRQyyfPXsWkZGRRTgiIqI3Ex4eLh6XKlUKDg4ORTgaIvoY/PXXX+Jx1apV0a5duyIczdsxMDDADz/8oNFcKykpCXPmzMGTJ0+KaGREVJiOHTsmacJnZ2eH//3vf0U4opKBgWMiIioRdHV1JXUhc3JysGXLlqIbEBHRG1IPHPfu3futG+0REeVHoVDg+vXrYtnR0fGDzDZWZ2pqirlz52o0F4+Pj8ecOXPw4sWLIhoZERUGuVyO7du3i2UTExMMHTq0CEdUchSv9qhERERvoUGDBnB1dcWzZ88AKKcnpaSkcIo3EX1QPD09i3oIRPQRkclkkibDJUWFChUwb948/P777xrP3bhxQ6MWMhF9uOLi4tClSxexbGVlBTMzsyIcUcnBwDEREZUo6icMRERERPTxql69OgYPHlzUwyCiQlajRg1J2UJ6d1iqgoiIiIiIiIiIiIgkGDgmIiIiIiIiIiIiIgmZQqFQFPUgiIiIiIiIiIiIiKj4YMYxEREREREREREREUkwcExEREREREREREREEgwcExEREREREREREZEEA8dEREREREREREREJMHAMRERERERERERERFJMHBMRERERERERERERBIMHBMRERERERERERGRBAPHRERERERERERERCTBwDERERERERERERERSTBwTEREREREREREREQSDBwTERERERERERERkQQDx0REREREREREREQkwcAxEREREREREREREUkwcExEREREREREREREEnpFPYDiJiMjA1FRUQAAMzMz6OrqFu2AiIiIiIiIiIiIqMTKzs7GixcvAAA1a9aEgYFBEY9IiYHjXKKiojB16tSiHgYRERERERERERF9ZJYvXw4rK6uiHgYAlqogIiIiIiIiIiIiolyYcZyLmZmZeLxkyRIoFAoAQLly5Vi2gkqE7OxsPHv2DAC/11Sy8LtNJRG/11QS8XtNJRW/21QS8XtNJVVx+24/f/5cVEBQj00WNQaOc1H/opQtW1YEjsuXL1/kXyKidyE7O5vfayqR+N2mkojfayqJ+L2mkorfbSqJ+L2mkqo4f7eL01hYqoKIiIiIiIiIiIiIJBg4JiIiIiIiIiIiIiIJBo6JiIiIiIiIiIiISIKBYyIiIiIiIiIiIiKSYOCYiIiIiIiIiIiIiCQYOCYiIiIiIiIiIiIiCQaOiYiIiIiIiIiIiEiCgWMiIiIiIiIiIiIikmDgmIiIiIiIiIiIiIgkGDgmIiIiIiIiIiIiIgkGjomIiIiIiIiIiIhIgoFjIiIiIiIiIiIiIpJg4JiIiIiIiIiIiIiIJBg4JiIiIiIiIiIiIiIJBo6JiIiIiIiIiIiISIKBYyIiIiIiIiIiIiKSYOCYiIiIiIiIiIiIiCQYOCYiIiIiIiIiIiIiCQaOiYiIiIiIiIiIiEiCgWMiIiIiIiIiIiIikmDgmIiIiIiIiIiIiIgkGDgmIiIiIiIiIiIiIgkGjomIiIiIiIiIiIhIgoFjIiIiolfIzs4u6iEQERERERG9VwwcExEREeUjKysLXbp0QXBwcFEPhYiIiIiI6L1h4JiIiIgoH2lpaUhMTMTKlSuRlJRU1MMhIiIiIiJ6Lxg4JiIiIspHRkYGACAxMRHr168v4tEQERERERG9HwwcExEREeVDFThu0aIFAgMD8c8//xTxiIiIiIiIiAofA8dERERE+VAFjp2dnVGtWjUsXboUCoWiiEdFRERERERUuBg4JiIiIsqHKnBsYmICNzc3XLlyBSdOnCjiURERERERERUuBo6JiIiI8qEKHBsYGKBly5Zo164dVq5ciZcvXxbxyIiIiIiIiAoPA8dERERE+VAPHAPA5MmTkZCQgM2bNxflsIiIiIiIiAoVA8dERERE+cgdOK5WrRqcnZ2xbds2REdHF+XQiIiIiIiICg0Dx0RERFRi5eTkICgoCNnZ2W+8j9yBYwAYNmwYypUrh+XLl7/1GImIiIiIiIojBo6JiIioxDp9+jQWLlyIw4cPv/E+tAWOjYyMMGnSJJw7dw7nz59/63ESEREREREVNwwcExERUYmVlpYGAHjx4gXCwsK0bnP//n1s27Ytz31oCxwDQMeOHWFjY4Ply5cjMzPzHY2YiIiIiIioeGDgmIiIiEqM1NRUSVkK1WNPT0+4uLggJSVFsn1WVhYmT54MLy8v5OTkaN1nXoFjmUyGadOm4dGjR/jtt9/e5ccgIiIiIiIqcgwcExERUbGWk5MDhUJRoG3btWuH5s2b4+XLlwgNDcXx48clz8fHx4vHYWFhaNGiBR48eABAGXQGgLNnz+Lvv/8W28XExKBs2bKQyWQa71e7dm0MGDAAGzduxNOnT1/7sxERERERERVXDBwTERFRsdasWTO4ublpfS45ORmtW7eGu7u7pI5xmzZtMH78eISGhkq2Vw8cX7t2TfLc6dOnAQBTpkzB8OHDAQByuRwHDhxAw4YN8xzf6NGjYWhoiFWrVr3eByMiIiIiIirGGDgmIiKiYumPP/5Aeno6AODMmTNo1qwZxo0bh8jISERHRwMAhgwZArlcjiNHjuCHH3545T7d3d3h7+8Pb29vrFu3TvLcvHnzJJnNSUlJCAkJwZMnTzBo0KA891mqVCm4urri8OHDGsFoIiIiIiKiD5VeUQ+AiIiISoY1a9agUqVK6Nevn8ZzqampePToEfbs2YNz585h9+7dMDIyws2bN/HixQu0aNFCbBseHo6QkBBs3boV3bt3F+tzcnJw6dIl9O/fHwBgbm6OxMTE1xpjfHw8PD0983w+PDxcPO7RowfS0tKgr6+PJk2a5Lvfnj17Ys+ePViyZAm2bdsGXV3d1xoXERERERFRccOMYyIiInonNm/ejEWLFknWjR8/Hl9//TWmTZuGwYMHY9euXYiLi8OCBQsAAE5OTnB1dUVYWBhycnJw5coVjBgxAlu3bgUAHDx4MM/30xY0/vLLLyXLvr6++Y65Z8+eOHPmjFjeuXOneJyWlgYAsLCwgJ5e/vfadXR0MG3aNNy5cwdBQUH5bktERERERPQhYMYxERERvbXMzEzxuEePHoiLi8Ply5dFjeHHjx9Ltr927RoePnwoll1cXDBx4kR4eXm91vsaGxtj+/btuHnzJkxNTdGiRQu0b98eHTt2FKUrhg0bBktLSzx+/Bhr164Vr3V2dsZ3330HALhw4QIGDx6Mo0eParyHqalpgcbSoEEDfP311/D29oadnR3Mzc1f67MQEREREREVJ8w4JiIiorf2559/isexsbGSWsHaxMbGonfv3pJ12oLGq1ev1lhXqVIl8fjYsWOoWrUq7OzsRLmLkJAQSb1jV1dX2Nvbw9HRUazbuHEjxo0bJ5YNDAxQvnx5AECVKlVgbW0tnlNlHhfE+PHjkZWVpVE/mYiIiIiIlLKzs2FjYyOZXfjgwQNkZWUV4ahIGwaOiYiI6I2lp6fjxIkTuHz5ssZzT548eeP9jhw5ErVq1ULLli3FOlUwtlKlSvDz88OePXtgbGxc4H0aGRmJx40aNdIoP6Hal7u7O6ZPny7KXhgaGhb4PcqVK4cxY8Zgz549uH37doFfR0RERET0sUhOTgagTOYAlLMX+/Tp89qzD6nwsVQFERERvZGsrCy0atUKAFCmTBmN57t16/bG+x47dizGjh0LABg+fDg2b94MGxsbLFmyBNbW1iI7+HXIZDIAQJ06dbQ+/91336F58+b44osvoKurC29vb4SGhuLTTz99rfcZMGAA9u7di6VLl2LDhg3ifYmIiIiICHjx4gUAZZZxdHS0SOi4ePEiACAwMBCLFy/GwoUL0aVLlyIbJzHjmIiIiN5ARkYG9u7dK5YTEhLy3X7z5s3YtWsXAEgyfXv37o0jR45Its29PH78eISFhQEAvvrqqzcKGqts374dPj4+Wp/77LPPMGjQIOjq6op1zZs3R5UqVV7rPfT09DBt2jRcu3ZN47MQEVHJJ5fLMWHCBERHRxf1UIRXlZAiInrXkpOT4e/vr/X4k5SUJB736tUL33//vXhNSEgIFi9eDADYv3//+xks5YmBY6K3pFAoEBERgR9//BHcfuOrAAAgAElEQVQpKSlFPRwiovfC1tYWixYtyvP5Ro0aoW3btuJxgwYNUKNGDYwePRq7du3CzJkzASiPoeXLl5cEa98mMPwqlpaWBW529za+/PJLdOzYEV5eXkhNTS309yMiouIjOjoaly5dwtWrV5GdnY2goCBkZ2e/8nUhISHYuXPnW723QqGAv78/0tLSkJaWhpycHGRlZeHrr7+Gj48PtmzZgh07diA+Pl6MdceOHW/1nkREuaWkpOCbb76Bp6cnNm/ejJycHPFcdHQ0Hj16JNk+PDwcABAfHw83NzexPjQ0FLdu3Xo/gyatGDimj57qADZlyhQEBQUV6DVRUVE4f/48AGDfvn0YOnQoDh48iKNHj+Ls2bOSu2dyuRy7du2SHCiJiD5kT58+1brew8MDAGBvb4+5c+eiatWqAICePXtCJpNBJpNh9OjRqFatGho1agTgv2Ow6phakkyePBnJycmidhsREX3YTpw4UaCGqaoa/1evXsWWLVuwcOFCnDhxQrKNQqFASkoKnj59ip49e+LOnTtwc3PDkiVL3nh8N27cwPbt2+Hp6YmZM2eibdu2aNasGezs7BATE4MNGzbgl19+wdKlS2Fvb4+AgAD06tULS5cuRWpqKgIDA5GamoqIiAiNsT548ABTpkwRAWciInVXrlzBnDlzxPKiRYvw+PFjAMDatWvRrFkz3LhxA4Ayw9jd3f2V++zatSuA/4LKVDQYOKZi548//hAHlDd18eJFHD58WGO9qgC76vH27dvRrFkzeHl54ezZs1i4cKHW/WVmZkqWnZ2dMXHiRACQND9KS0vDlClTMH/+fLEuJCQEixYtQmRkpFh3+/ZtXLt2jVPGiOiDkpWVhadPn+LAgQMaz7m4uKBHjx4ICwvDggULUK1aNVH/uE2bNhrb6+vrA/iv7nDuRnUlQeXKlTF8+HD89ttviIqKKurhEBHRa7h165bkXP3Zs2eYOXMmVq9erXV79esFVeA4ODgY3t7eAIDff/8dHh4eeP78OWxsbPDll1+iffv2CA4ORkxMDAYPHqx1v//88w9evnyZ71jnzJmDPn36wNnZGcuXLwcAXLhwQTyf16xI1bYAsGzZMixevBiDBw/G0KFDkZWVJQLRx44dQ58+fXD27FmsX78+37EQ0cdpzJgxOHToEF6+fAm5XK61XJuzs7NG82g/Pz/xeO3ateKxr68v5s6diz179mDAgAGFN3B6pZJ3lUYfvAkTJgCAqGeZk5ODpKQkmJubi20UCgUePXqEatWqad2Hq6srgP/uUOXk5MDe3h7Pnz9HmTJl8O2332Lp0qUoV64cAGDbtm1a9/P9998jNTUV58+fR7169TBmzBjY2NiITIO9e/ciMDBQbK/qAPrs2TOx7s8//wTwXw2fgIAAcZI2b968t2oeRUT0pjIzM6GrqwsdHek95JiYGFSuXFmjoVt2djYcHBwQFxeHzz//HPr6+uIiWXW8zq1Fixa4fPmy1uZw1atXh5OTE4YMGSLWOTk5iYBySeHk5IQDBw5gxYoV8PLy+mga5dna2qJ169ZvlTlHRFQUUlJSMGzYMERFRWHdunUwNTXFhAkTxO9TYmKixmtiYmLQs2dPeHl5oUqVKiJwrE6V1BIcHCxZv337do1ts7KysHfvXqSnp8PT0xO9evXCrFmzEBkZidjYWAQEBODnn39G6dKlAQCHDh16rc/Ypk0bnDt3TrLu7NmzACCmj8fFxcHZ2RkAMHLkSLFdXrOO8nP37l1Ur14dhoaGr/1aIir+rl+/Lh4/efJE4/iiztPTUzy2t7dH3bp1xbKNjQ02bdqEe/fuoXHjxgCU1wxUtBg4piLVs2dPDBkyBAMHDsxzG29vb2zevBmXLl0SAY4DBw5g3rx5cHd3x+LFi2FkZITjx49DT08Pf//9t3htdnY2Vq9eDZlMhufPnwNQNnBaunQpAGmAN7fTp0/j2LFjYvnmzZuYNGkSAMDQ0BDp6elYsGCB1teGh4cjODgY6enp2L17NwDlVDWFQiG5s79z50507dr1owkkEFHxkJKSgvbt26Nfv36i1jAAHD9+HLNmzYKtrS3q1auHsWPHAgB8fHywYcMGsV1ERASGDRuG0qVLS27qaZPX8U1HR0fM3FDJvVwSGBoaYvLkyXBzc8O5c+dE3eeSLiMjA6dOnSrqYRARvTZ/f38xS0Qul8Pd3V3SAFZ9hkxwcDDatWuHnj17Aniz3zFt1yM3btyQ9BE4deoUqlevjlWrVol1q1evxqRJk2BiYlKg92nUqBH++usvfP7555gxY4ZGYOfFixeSZfUp5wcPHhSPz507h1OnTuGrr74q0PtGR0fD0dERHTp0ENdgKuHh4dizZ48odUVEH6YffvhBPH769Cni4uLy3FaVcLJixQpxXvzbb78hNDQUOjo6sLa2hrW1deEOmF4LS1VQkYmNjUVMTIyk9uOWLVvEYxsbGwQHB4t6YImJifD19UVGRoY4mVuwYAEyMzORnJyM06dPA1Bm9Ko4OzvDz88vz4xibbp06QIbGxtMmzYtz23S09NfuR8PDw/8/PPPYtnb2xujR48WywYGBrh+/bpkagYR0bsSGRkJGxsb3Lt3T9LVPTY2Fu3btwcASckJLy8vzJo1C4ByeuvGjRuxe/du5OTkSILGKrVr14azszO+/vrrwv0gJUC7du3QokULLF++vEC/HyWJQqHAw4cPRYMmGxsb9OnTBzY2NpKMvOzsbEkWX2ZmpjgPICIqDA8ePMDevXuxYsUKfPfddwCUMwTVf/MmTZqkUdNXV1cX27dvx5EjR+Dh4YEOHTq887H99NNP4nGpUqWQlJQkCRoDQFBQEBwcHBASEiLW9e7dW+v+li1bhpUrVwIAzMzMULlyZaxZswaANECs7q+//hKPY2NjJc+pZlzevn0b06dPl1zDAf/VbwaAS5cuAVAm5djY2EjK982ZM0ck2xBR8adQKEQJn6ioKMTHx+PBgwfIysoS27i4uEhiMuq6d+8OAKhbt64kmcLKygpOTk6FOHJ6G8w4pvcuJSUFQ4cOFWUkZDIZkpKSUKpUKfzyyy+SbdevXy/KQkydOhV///03KlasiE8++URjv7NmzcKZM2ckWcK56+cURF5ZyF5eXu8kG65Pnz4YN24cjIyM0Lp1a3h5eaFt27aYO3cu6tati+nTp2PWrFlo06aN1jIW6enpnOZFRK+kuimlmtHh5+eHunXr4syZM2Kb9PR03L59G3Xq1NF6g+3nn3/WqPGuUrNmzXc/6BJKJpPBzc0NAwcOhJ+fn2TKb0ly6NAhPH78WMzwAYBhw4YhIiICzZs3x/Tp0wEogzUA0K1bN5F1smHDBvj6+uLixYvQ09MT5Z2OHDmCHj16AFBOg1yzZg08PT1hZGT0Pj8aEZVAffr0kSzPmjULtWvXfuXrgoODC3RTa+HChZg9e/ZrjcnFxQW3b98WCTGAMtCirZwFoEyscXNzE8sVK1bE3LlzsWPHDjg7O+P48eM4efKkuGHs6+srpn03b94cFy5cgIGBAZ4/f47s7GxRj9nFxQXr1q3T+p79+/fH4cOHsXTpUuzYsQMAxAwTPT09WFpa4uLFi/Dz84Orq6vk5jWgbKD12WefAVAm0gDKDMW8ShASUdHasGEDnjx5gtmzZ4tz2E2bNqFfv34wMTGBvr4+EhMTYWtrK6mtDgCdOnXC8ePHxfIPP/yAr7/+Gl988cV7/Qz0dhg4pvfm2rVr0NHRgY+PD+7fvy9ORp49ewYnJydx90mdqgsnAFGCYt68eRg+fLjW99BWgF1lyZIl4qJV3apVq9CkSRNERESgatWq2L9/P86cOYM7d+5ItmvVqhX8/f2xdetWHD16FN7e3pg5cyZSUlJgZ2eH27dvi0zoJk2aiNrGTk5OuHPnDkJDQwEAU6ZMERe8/fv3R2BgIPr27QtAOV1r3LhxOH78OI4fP64ROA4JCYGbmxsOHz6MChUq5PlZiejjlpWVhX379knWDRkyBPv27ZNk+gDK48r9+/fFcp8+fRAbGytO/JYtWybZ3tHREcnJyfjf//5XSKMvmWrWrInBgwdj8+bN6N69OypXrlzUQ3onrl69ipSUFFSvXl1r1lpERAQAIDQ0VPzWqcvOzoaurq646RsSEoI2bdpg1KhRACCyWhITE+Hu7o7o6GhERUWJeng2NjYYPXo0OnfuLJqo6Orqan2fqKgorUGhK1euoFSpUrCysnrDfwUi+lCcPHkS//77r0hMUac6/7ayskLv3r2xePFi8Vznzp0lySnarF+/Hl5eXjAzM8OQIUNQp04d8dz3338PW1tbpKWlIS0tDbVq1cLhw4dRr149hIWFoU2bNujfvz8aNmwIZ2dnLFiwADExMZg4cSLq1q0rAsehoaE4fvw4jh07hsTERISHh4v3WLlyJZo2bYpPPvlEXFd99dVXyMnJEduoaoaqqAK3w4YNA6CcIWllZYVmzZqJa7WOHTvi5MmTsLW1hb29PXR0dBAYGCiCxirqCUBVqlTRWKdy9OhRdOvWDZ988oko+xEXF8fAMVExEx8fj/DwcPj4+AAAZs+eLY45qgzj1NRUsb22+uc///yzCBw3a9YMenp6DBp/gBg4pkKlUChw8eJFXLhwIc/pCoCyCcPrdOjdvHlzvs9/8sknOHv2LLKzs3H06FGYmJigXbt2GtsNHz4ctra2AJQXn4CyG+iYMWNw48YNXLp0SXLCU6dOHfzwww/o3bs3bGxscPLkScn+5HI5ZDIZDA0NERcXh0qVKonnUlJS8M8//0iypNSndKioMgLMzMxw/fp1yOVyMbY//vgDgPLkqkKFCvj777+hr6+PIUOGSGoEEdHHKz09XXJnX11QUJBG3dlTp07h3r17YrlcuXKwsLDQyBgAlNPIpk6d+m4H/BEZOXIkDh06BC8vL0kpow9NVlYWdu7ciQEDBogSTFu3bn2jfZ0+fRrp6ekiC3nmzJlYuXKlWA4NDcWoUaPEzVhA2YRKLpfj22+/BQBs3LgR0dHROHLkCIYNGwZLS0uN99m2bRt++eUXHDt2DGXLlpU8N2bMGADAvn37ULVq1Tf6HERUdBQKBR4/foyqVatCoVBgw4YNcHBwkJyHA8rz9BkzZuS5n0qVKqFy5cro2LEj+vfvLwkcL1y4EJMnTxYzJgGgb9++uHz5sjheNWnSBJs2bRLBE1NTU6xbtw6ff/45jI2NNd5PdTOtfv36ACBmXADKRBl1Hh4eMDc3h66uLuzt7WFvbw8AOH/+PHx8fNCxY0e0bt1a4z10dHQ0muDmZ+fOnahQoQJKlSol1i1evBgpKSkwNTUFoPz3joyMlJQbzE09+Se3P//8E1u2bBEzMAFgx44deP78OTp16qT1NXK5HBs3bsTo0aNLXBNdouIoPDwcI0aM0Finsn//fo3XxMTEoGbNmoiKikKrVq3EcWrZsmVo0KABypcvX7iDpkLDwDEVqtDQUEyYMEFjfdeuXUVn4TfVsGFDkYW8aNEiSYMnVRaBrq6u1nIPAGBhYYHx48fnuf/69eujfv366NatmyTAa2RkJAK5uakHhXOfrJqammrc5c9rCjgAlC1bVtz9NzQ0xPjx48U4Ll68iKCgIMlF7pQpU7Bv3z4sWrQIixYtKnCjDCIqfDExMThw4ABGjRqFR48e4dq1a+jRowdu376NKlWqSC7QUlJSoK+v/8Ylafbs2SNpwqkudw1CAJKgMaA8Vmmb0bBt2zZYWFi80ZhIydTUFN999x1+/PFH9O3bN8/fkuLu8OHDWLFiheQCIPf3SKVNmzawtLTM84av+m93XuvUg8YANHoQZGdni2DwrVu3YGlpCYVCgdTUVBHoePjwIQBlp2/1bdWzYxwcHETpDCL6cOzYsQPLli3DkSNHYGBggPXr1yMiIgJeXl6S7fILZgLKxBNtwdDg4GDIZDKN30ZnZ2fMnDkTX375JQYNGqS1GezrHOfVm+7lpirZk1urVq3QqlWrAr/Hq9SqVUvretWxFFCWXxo7diz69++P1NRUjdkkbm5uWLZsmWgmrk1GRgbatWsnshVPnTqFU6dO5Rk43r9/PzZv3ow6derAzs7uTT4aUYmWlZWFkJAQdOzYMc/G1Onp6Thy5Ahq166NjIwMPHz4EA4ODpJt/vnnH1SrVk1rUp96IFm9DrvK0KFD0alTJ+Tk5IiSOMB/iXH04WLgmApVXlnEAwcOFIFjS0tL/PPPPwCAwYMH47fffkOrVq1w/vx5AMCxY8fQuXNn8dqwsDCkpKTAyMgIe/fuhaWlJRo3bgxfX1/o6+tj6NChrxyXsbGxyDB6lYoVKxZouzfxxRdfSGqkWVlZiRIZ6tPJ09PTsWLFCjHtTL3m2KNHj8Rj1YE/PDwcLVu2LLRxE71r8+bNQ6dOnYrF9zYtLQ2JiYmwsLBAUlISDA0N8dNPP+HPP//E0qVLxRR5lUePHsHMzExyUaUuKysLkyZNwr1791CnTh3Mnj0bcrkccrlcdEx3c3ODnZ0dzM3NxcnVli1b0KBBg1eOd+/evViwYAF69uyJ2bNnS+rL5sXMzEyjezqgvDDt27cvDA0NUatWLVy7dg2LFi1CvXr1UK9evVful16tW7du2L17N5YuXQp/f/98AwXFTUZGBh48eCAaHh05ckQEBtauXSu2Uw8WzJ8/H/Hx8a+cKaROLpe/9thUNb1VgeBdu3Zh8eLFOHv2LG7fvi3+LmJjY8Xf8JAhQwq0b4VCgfT0dNZVJiqmbt26BUB541WV2astYKnt93H27NlYuHAhAMDd3V3jeX19fUlpIdV5u/q6kJAQrRnFH7q9e/eKevPalC9fHuXLl8fu3buho6OD3r17o27duhg0aBDatm0LPT09dOvWDbVq1cK///4rea16c3AdHR1RTiMuLg7JyckaM0eys7MBaJ+tSfQxy8jIwKhRo1C/fn0EBgaiTZs2cHBwgKmpKVxcXDB27Fh8+umnMDAwwM6dO0WzShUHBwfEx8fD19cXZmZm2LhxY743fVxdXXHhwgVcvXpVsn7hwoXo0qVLoX1OKlofztUKfVBUJRvUpzOojBo1Cg0aNMC6desQHx+P2NhYUQ5ClQVkbW2NS5cuITMzE2XLlsXvv/+O1NRUcfKiCtD069dP7Ldx48b5ZvACQPXq1WFtbQ0PD4938THfWo8ePTB37lwAyiwHPz8/NGvWLM/tExISCrTf69evi0zvzZs3Y9u2bXByckLDhg3fftBEhWD//v04cuSI1vII2igUCoSGhqJGjRooU6YMjIyMNAKhd+/ehaWlZZ533dU9efIEn3zyCUxNTdGlSxdkZGRg8uTJWLZsGZYuXYpDhw4BUN4MW7FihXhdRkYGHBwc0LFjRyxevBhRUVEIDg5G06ZNkZqaiqdPn0q2Vy/zoAoaq/abu5bwzp07UbNmTWzevBlWVlYIDw+HqakpBg8ejMuXL0NPTw/t27fH6tWrAQAHDhzAgQMHCvTvt2vXLo2snnXr1kkyoywtLWFpaYm+ffsW6N+QCkYmk2H69OlwcnLCrl27MGjQoKIeUoGtXr0aAQEBcHFxAQCcPXtWPKeeuVuzZk3RnPaTTz5BzZo1sWrVKnz33XeS/almHzVq1Ajt27dH3bp1MXbsWK3vPXPmTJibm4ts5OHDh+PatWsa2chr1qxBXFycKNdy48YNMV5A2cAvPj7+tW6EBAQEYMWKFdi+fTuePn1aLG5wEX3oIiIiMHToUJw4cQL3799HgwYNtNYnV/fgwQP8888/+OqrryTrVbXQc3JyxKxDVaDxzp07mDlzJtzc3CTHIDs7O5w4cQKGhobYsmULLC0tNW4O7dq1S+OmsLb69HndOP7QFbTmcI0aNQAozyNUdeRVNY5Vszhu3Lghyl04OztLXm9ra4vff/8dAESSzMSJE+Hl5YX9+/fDyMhIBP1V/9dEHzO5XA4jIyOMGDECjRs3RkREhOgpce7cOZw7d05sq2p4mRcbGxtJ8hqg/cabSuPGjWFnZ4fx48eLBLZLly69Vkkc+vAwcExv7MWLF/Dz84OLi4s40YuPjxe1bPKaavTpp58C+G/q1q1btzQCxzk5OQgMDBSBUiMjIxgZGaFcuXL5julVNa/27NlTkI/23shkMmzbtg1xcXEiy3DJkiV4+PChCAapCw0NzTNTUKVSpUqigD0ATJgwASkpKYiMjERgYOA7/wxE+QkLC8PUqVMxd+5cPHz4EI6OjiLD8t9//0WZMmVEmQbVRV5BBAUFSaZIbd26Fc7Ozpg9ezZatmyJf//9F46OjnB3d0evXr0kr3369KlG4EhV0iYwMBAvX74EAFHDXP1v8ezZs9iwYQP69u2LmzdvimPfyZMn4e7uLhp0aisJkR9tGT0ymUzr1C71abRjx47N93igp6eHrKwsrFu3DkePHoWtrS2aNGkCc3NzXLhwAX/++SfGjx+PTp065TmdlkHjd69u3bro1asX1q1bhy5duqBMmTJFPaQCUTWAVZ/1AihviISHh4tgraphLABxIdG0aVOUK1cOy5cvR/ny5RESEoJ+/fph/vz5kn3t3btX/M0GBASgdu3ayMnJEceNxo0b49q1axg/fjx++OEHrePctWuXeKweNAb+mw6dVzmn+Ph4mJiYwNjYGEuWLIGenp64Ca4K8quXs0hJSUH79u3h4+Mjmr3Ex8cDAGv5EamJj4/Hr7/+iokTJ0JPT080Vrt8+TJmzZoFR0dHpKeno0qVKhg6dKj47YmOjoaJiQnKlCmDgQMHIjMzU/I3OGzYMFy/fh0A4OXlJRpo//nnn5Lftdw3rlRlJzIyMvKc3VOzZs138+E/EvmV5VDVcQaU13vPnz9H7969ERQUhM8++0wEjlVUZUaWL1+OM2fOiPVZWVnIysoSvwk5OTlISEh45TUiUUmRkJCATp06wd3dHeHh4VoT9V6XetD4VT777DOYmZlhwoQJmDlzJr755hsGjT8CDBzTG9u2bRu2bNmC5s2bY8eOHbCzs5P86Ks3Z9LR0YGNjQ0uXbokqXcDKC+gL168iFu3bonpr4DyLvebdNddsWLFBzWdNPcUcFUWha2tLRwdHSXbZmdno1OnTrC3t8eECRNEgAsAfvzxR3z22Wfw9fVFXFycWK/6N42MjISNjQ3KlSuHkSNHwtzcHB07dizMj0YfgUOHDmHZsmWShmtZWVm4desWMjIyRNDGzc0NgDJTp23btlixYgV2794N4L96ptnZ2bhz5w6WL1+OkSNHiuz7Fy9eYN26dZg0aZKo+6u6SFRRnfBcuXIFjRo1Ek1lHjx4gDlz5qBZs2YoXbo02rZti169eiE9PR1hYWGIjo6WTC/t37+/xj5VTW9UfHx8JDdnVFRB49yaNm2qMZ3rTalP5wRenUXQqFEjXLlyBTY2NhoXdAYGBuLY07Nnz3cyPiq48ePH4+TJk1izZo3W6dHF0SeffKJ1vaOjIxwdHTFgwAAsW7YMTk5OqFatmiQr0MjICEePHhXLeWVaV6tWTXzP//e//wGA5ILkl19+Eb99bzM1XL0LuDp7e3s0adIEy5cvx86dO7VuExMTAwsLCxw5ckT8340ZMwa9e/dGz549RQ1A1ksmUlIoFOjfvz+Sk5PRv39/VKlSRczkUWWsqTfRvn//PmxsbNC9e3dxI2nv3r2SmYVnzpxBw4YNJecD58+fz7fEXOfOnXHs2DEAytrAAQEBGuWnqPDt3LkTMpkMJiYmmDRpEtLS0mBgYIDu3bujT58+km3Vg8aAMpA8d+5cXLp0CTKZDA4ODoiJiYGjo6O4KQEob8jPmjULCxcuhLm5uXh9VlYWZDLZK7PbiYqDhIQEJCQkiB4jU6dOFaUmFixY8MrXu7u7w9LSEjExMahQoQIyMzMhk8k0bqq/DjMzMwDKusUuLi4FLvtFHzYGjumNGRgYAFBOTTh9+jROnz6tdbuVK1fCysoKMpkMgYGBWk/Q9PT00KBBA2RlZcHJyUkjYPo62rZt+8avLU5UB+XcmjdvjsaNG+PkyZOIjY3Fvn37kJiYKAI/eV3Yqzx79gxLliwBAIwePRqjR49+twOnj0JSUhI2bNiA4OBgJCcn4/79+1izZg1mzJiBvn37IiUlBZ9//rnG6w4ePIhZs2ZJ1qmXbBg8eDAAZQB448aNaNSoEfbv34/AwEB88cUXaNmyJc6cOaMxVfHKlSsAlMHbsLAwkfG3detWABAXqKGhoWL6VUZGhkY2srq8Akuvq2rVqiJwPGLECGzatKlAr8svk/hVevbsicTERMyfPx8xMTF5ble6dGkGt4qIubk5XFxcsHTpUvTp00eSjVVcvarpapMmTeDv7w8g71lHBbFlyxZcvnxZ63OqGUiAstzTnj17cODAATg4OEhuqqhYWFho/A307dtX3LjS5s8//9SYCq/OyckJvr6+GgH/oKAgBAUFieUhQ4Zg0KBBeTa1IvpY/PXXX0hOTgagPH9QP1dVzTpUpyq9pD4bR/33+unTp5g6dapGI2oAkr/B3Hr16oWaNWti/fr1aNq0KadXFxH1QK6enh5MTEwwduzYApWhUCXEpKam4sGDB+L4HhAQgBYtWiA5ORkdOnTA2bNnERoaimPHjmHAgAEAlP//0dHRaNCgwWvPDCMqCoMGDcKzZ8+gr6//ypKc2jRr1gxVqlSRzKpQXV/Y29trJL00aNBAIzlHxc/PT9KDQk9PD99+++1rj4k+TPylpDemOulTNbbTZv/+/WjdujUqVqyIChUqYNy4cfk2AtLT08PEiRNLbK2w16EKHDdt2hTHjh1D69at0b9/f3To0AGAMnBfvXp1TJgwQTJdd+DAgRpZ3XnJq3khUX6OHDmCr776CgEBAeJCsG/fvjh16hRcXFzESb2q1pa63FMR87NmzRrs3LlTXEjMnDkT7dq1w5w5czRq+aqabQL/TRPX5u7du+Jx7969NZ4vjNqlpUuXFo/Hjh2LbV0b1LEAACAASURBVNu2SZ738/MTWdfqtP1baQuMqahuys2bNw8//vgjPD09YWpqKrI2qfjp06cPLC0tsWTJknz/b4vS1atXcfHiRcTGxiI2Nva9vGf9+vUL1OjW2toaYWFhsLCwwNmzZzVqpFetWhUzZszQeJ16w90pU6a89vgSExMlPRbycuvWLdFTQTW9+lXkcvk7mXZKVFgUCgWCg4Pz/D7L5XKN0lPq3+nExMQC37Bcvny51vVdu3YFAMkMu/yUKlUKnTp1grW1NUaOHIlDhw7BwMCAQeNiRiaTaSQXWFtba932yZMnWLx4sWTd+fPn4e7ujlatWol1K1euxF9//YX169cjOjoawH+z1jIyMthsrxhLTk4WZa8+ZNeuXdNIGsnMzISdnZ1khjagLKlz4MABESR+9uyZ2F6bhg0bYunSpVpv1ru5uYlMZXVmZmbw8/PT+FsDNEuRAf81Da1duzYaN26sdRxU8jHjmN7I3bt3RcBYvTkOAOzbtw83b96Evr6+aIxAr8/Q0BCHDh1CuXLloKuri5UrVxbodY0aNRK1nF++fImIiAhcv35da0YHoPyBUigUWmsqE/n7+6N69epo06YNAgMD8fnnn0tqC+cWGRlZ4H2bmZlh2rRp4oRk6tSpWLlyJWrUqIGGDRti3759uHr16ms1sXoV9TvruS84p06dKmostm3bVnLhe/nyZchkMiQkJCAgIAA7duyAoaGh1g7tuVWtWhW7du2CoaEhZDKZRs3gunXrom7duiLzevv27di4caM4mZw6darWi+fmzZujadOm8Pb2xo8//ohOnTphy5Ytb5XpSe+Xnp4epk2bhtGjR+PgwYPFsmTIhzIrRZWF7OzsDFtbW1SsWBF6enqoXLky3N3dcePGDQwbNgxlypSBsbEx5s2bh7Zt24q6za6urjh06BD+/fffAr9nrVq1MGDAAJw7dw7nz5/Pc7uAgADxN7x8+XJs27YNEydORN26dfHLL7/g22+/hUwmg7GxMZYvX46goCD8/vvv76XsVlRUFKpVq5bvTX0idZcvX4aHhwfkcrnWGyhdunQRM3b8/Pxgbm6OmzdvokaNGrh//z4mTZoktp08eTI8PT0lr88v462gVO8FKP+2hw0bJnk+v3IWVLQ6duyIn3/+GQBQp04djBs3DqtWrcKNGzdgbW0NNzc3ODs7Y+DAgRqvVT8HVfXJycjIwMiRIzW2VSgUaN26NaytreHr61tIn4bexK1bt1CjRg3069cPz5490zoz4MGDB+jTpw+6du2KGTNm5Jl0piqFU7Vq1Ve+b3Z2NqZPnw4XF5d3mnQxatQoKBQKXL58GX379kXr1q0RHR2NxMREzJo1Cw0bNsShQ4fQqVMnXLhwARcuXMCmTZu0BnZzMzU1RYcOHdChQwdJEPpVN+dyzwDfvn07MjIyYGRkhNKlS8PIyAgODg6wtbVFw4YN852hSR8HniXSG9FWSsLY2BiTJ09G1apVC3Rwpld72xNbY2NjUdv0yZMnWus1qmdo7dq1C5UrV0br1q3f6n2p5FBd0IWFhWlkduRWrlw5pKWlSWpvu7u7o3LlynB1ddX6GvVyFgMHDhTHluDgYOzbtw8AcPPmTTg4OKBJkyYie09dvXr1cPPmTQDKoMyiRYvw9OlTre/n5+cnWe7WrRtu3ryJoUOHiunkhoaGaNWqFc6ePQtLS0v8888/IthbpkwZjBs3DuPGjcOTJ0/w4sULDB8+HHK5XHRoB5RZxn369EG/fv1QqVIlSbD4VQ2zLC0tkZGRAUB5Ile7dm18+umnSElJgbu7O0qXLo2kpCRUqVIFI0eORPv27VGrVq23rllGRaNp06bo0qULVq9ejQ4dOhSrGTcFyYJWb0RXHORugAUopyfnvuhRNcRs0KAB1q1bh6ZNm2Lo0KH4/vvvJRdfquZNKuqdxwMCAqCrq4t+/frhyZMnkv2qU7/xM3XqVADA8OHDsWTJEvj7+6NChQpYuXIlBg4cKLK627RpgzNnzkim9MvlcowYMQKdO3fGo0ePEBQUhAEDBmDixIkwNDSEQqHA4cOHMWfOHLi6usLU1BQXL15Eu3bt0KNHD42bVi9fvkS/fv0wYsQIjBs3TmPc6enpuHv3bp6Nw+jjpJppdPHiRfTq1UvjpoN6mSf12pctW7YUwVyVPn36iPOMVatW4bvvvkPz5s1x/fp1fP7554iIiMCSJUvg5eUlAkAF4ePjI5p15w4aU/Fmbm4OR0dHBAQEwMfHB6ampti6dSuuX7+OWrVqie+fNuo9KVTN9fLi7u6OnJwcXLt2DQEBAUhNTeW0+2IgMTERQ4YMQb169US27ePHj1G5cmVxrJHL5bhx4wYA5YzDSpUqab3O+Pvvv0WzTFUCSH6OHz+OM2fOQC6XY82aNe/k80RGRoqZk5cvXxZluFSzJgBlv5KDBw9i7dq1Yt3Dhw+1/i6rmzlzptYSna9zI+Trr7+GiYkJLC0txTpVeb8PqWcUFT4Gjum1acuwY42w4q9s2bIa6+rWrYtbt24BAFq0aCGma/n4+MDExIQNQz5isbGxkgBn7uYkgDJQ7O/vj8ePH2PEiBHQ19fHyZMnRb1hCwsL1KhRAzKZDIaGhqK28L59++Dg4IDevXujTJkyAJQ1uNSPIbkbY7Zv3x5t2rTRCBzv378faWlpotGWlZUVzM3N8wwc56ZqopfbwoUL8fDhQ3z66ad5TmOsWLEiKlasiHXr1iEsLAx16tTBiRMnMGnSJAwZMgQKhULrSWr58uVx7tw53Lt3T9IQ1N/fX1wQjRs3DgqFAjVr1oRMJkPr1q3x6NEjlC1bFsOGDcOKFStEcLl27doF+qxUfE2cOBF9+/bF+vXr36h0QmHRFqhxdXVFYGAgNmzYgJiYGNSsWfP9D+wdU28cOXv2bADKRp49e/ZErVq14OTkhBs3bmD+/PkYN24cfvzxR3h7e0uaK6lu9Do5OWmUo8mLKrtZNaNox44dqFWrFgBlNty///6LBg0a4MSJE+JYcOfOHUn38507d+L8+fPYt28ffHx8xAWj+iyjkJAQPH78GOfPn4epqSmmTJkCS0tLcT63adMmmJubixrzKsuWLUNQUBDOnz8vGpNSyXHp0iUYGxujYcOGGs8lJCTg9u3baNGihWR9TEyMCNiEhIRg8eLFmD17Nl68eIGffvoJlStXzvP9WrRogXHjxsHJyUmsMzY2hp6eHlq2bAlbW1uEhYUhPDwcGzduRIcOHeDh4YHPPvsMLVu2RJs2bcTr2rdvD5lMJvqrLFu2TDThBZRZeKtWrcK9e/fe7B+HitTUqVMxadIkyTFWdQNLtU4mk0GhUODbb78Vx728Spdoqw+r3qxVdXNv6NCh0NfXf3cfpBCobugWx+vuvM5787Jt2zY0bNhQlD9ISUkRJeVUCSGA8hrE09MTnTt3xk8//YRRo0ZJns/OzhbB3jFjxogb8KqgMQD89NNPmDFjBkJDQ/Hw4UO0bdtWMjM6JiZGzIAsSK1tFVUZrxo1aqBMmTJISkpCeno6KlSoACDvcliHDx9GrVq18OLFC9GwMz+1a9eWHM86deqkMeNj06ZNSEhIeK1yEnPmzNFYx4AxaSNTvM5fxkcgPj5eHGR8fX3FgaNChQrsvvr/bty4AWdnZ7E8atQojBkzpghHRAWRkJCAsWPHSmpSjxw5Ehs3bszzNe7u7hpZWomJiZKmFlTyZGZmomXLlhg6dCh+/fVXAMoSKH/99Zdkuy+++AI+Pj4AgJ9//hk9e/bMMzMtPT0d8fHx0NXVReXKlZGTkyNOLn19fdG9e3fJCVxWVhZ2794NKysreHp6Yv369TAyMpIEeHbv3o0aNWoA+C/wExwcDC8vLxw/fhxeXl6YOHGixlhUWcTAq6dyFUcKhQLr169H3759X5m9TB+OLVu2wNvbGwEBASJ4CCgviFQ3Qt73uYj63xugDHB+zDNSCnpRPG3aNBHQ6tWrF/bu3at1O23HVXXffPMN9PX1RRMn9WNybt7e3hg7duwrxwYoa0j37dsX8+fPl6z//fffER8fL27cOTo64u7duzhy5Mg7P9YU5fealA3qVA0gVb+D8fHxOHz4MGxtbbF9+3aRab9q1SrY2toiJycHzZo109hX06ZNRQPYvOzduxdVq1aFTCZDcHAwli9fjhYtWuDnn39GRkYGdHR0RDahQqHAwYMH0bFjRxgbG4t9LFy4EI0aNYKHhwc8PT3Rpk0bcYz6448/oK+vL5YLkl1YWPjdLnwxMTGoXLmy+D/+448/MGHCBPG8eqmSHj16IC0tDadOnQKgvKmgftNenbW1Nb766isMGTIEV69exdGjRzF27FiN656NGzeiTZs2sLKyAqA8Z83Ozta4wRYbG4vAwEC4urpCJpPh0aNH2Lp1K0aMGAEzM7M3CtBNmTIFZ8+efe/nr/l9r0NCQhAcHIybN2/i4MGDAJTXnXK5HBYWFvjmm29gaGgoqfOblZWFFi1awMTEBGfOnMG9e/e0lh8xMTGRzGLo2rWrpK9JbuXKlcPEiRMRERGBHTt2SJ7r378/AgMDxfK2bdtEObyIiAjRW0H9+kab06dP4+rVqxg/frzknMjDwwNr167FkydP8M0334hmwXkZM2YMwsLCRMJNfgYNGoTIyEiEhobCyMgI586dK7JjXElT3I7Z6vHIzZs3F5trveJ3q4qKPfXGU/b29gwafyDKlCkDf39//PTTT/jss88AKGtBqt8EyG3BggXicVxcHAYMGAA7OzvxA5eUlAQXF5cC1XmlwrFlyxZ07979te6O5+XFixfIysoSU67Vm9nkDm506tRJUut41qxZ+U5nNjQ0RNWqVUU2ko6Ojqj3O2rUKI166Hp6ehg4cCCaNGmCrVu3ipPrvXv3YtKkSTh+/LgIGgPSkhdjxozBxIkT0bx5c8k+VQ3oXF1d0bJlS0mdxQ+JTCbDmDFjis2JBL0bgwcPRpUqVbBs2bJ38vf8NhQKBU6ePKmxviRkF7+Ngl6kTZgwAV27dkVoaCi+//57uLm5YejQoejfvz8AYMWKFQA0j6u5+fv7i6AxgDyDxgA0OqMD0HrjDIDIns5t8ODB6NWrF7KysnDixAmR+ZU7yHL06NFXli6i4k09O1fFw8MDXl5eGDhwoGTK//bt2wEog3XavCpoDChnEan+fnr06IHTp0+LOrYGBgaSchcymQw9evSQBI0B5WyAHj164MSJEyL7WDW9WpUlWqlSJbEPKrksLCwk/8ctW7YUMzdkMhl27NiB+fPnY+fOnfDw8JBkYOZVOg1QnveuXLkS3bt3x+jRo7F7926sWbMGgwcPFjPCFAoFvL29JcfXKVOmoFWrVuJvSGXRokX49ddfcf78edjY2MDR0RG7d+9G9+7dtZ6DZmVl5fm7EB0djadPn2r0FsqPXC7Hb7/9JrKUMzIysGvXLqSlpRV4HyqxsbF4/PixxvrIyEi4ubkhJCQEcXFx4prQ0dERPXv2hFwux+3btxEeHi6C3d7e3uLGlampKWbNmiUJGqtuADVs2FDj2iJ30FgVvFd59uwZ5syZoxE0BiAJGgPAlStXcOHCBZw7d05S6i335/T398exY8eQmpqKly9fYtq0aQgICMD+/fsl23l4eIhrqNxBY22/3+XLl0epUqXE8oIFC8RxMbeyZctKymfwGEfvGwPH9FpOnz4tplxMmzYNkydPLuIR0evQ1dVFx44d4eDgAEA5FeVVjbRsbGxw7949dO/eXUyrVZ3UqO545+4IS+/PL7/8gri4OEyfPv2t99WxY0dMmTJFTIXK3RUdUF7gAcpphOXKlXvr93xd1apVw5AhQ0SJC5U1a9YgICAAgPJ7PXjwYMmFaOfOnWFvb4+wsDC0bt0aq1evltReJCpqBgYGmDp1Ki5duiSyVYvK9OnTMWPGDLE8btw4HDx4UKOEDGlXvXp1zJ8/H7q6utDR0cGgQYMwYcIETJ8+HZcuXYKtre0r95FXlrI69ZqEqprwuceRlzFjxmh0W1cFC1NTU8WNNkA500h9mvfs2bMlF+AKhQJJSUmSfe3fvx8XL1585WegoqHeBFLV2FE9WKKeAXfhwgVERkaKc8eC8PPzQ2hoKHx9fTF37tx3MOL/qGd/+vj4SHoX+Pr6YtmyZe/0/ejD0Lp1axw8eBAnTpyAnp4eunbtKmbvDBo0SAQgK1asCENDw3ybfamXvAgKCsKdO3dw9OhRKBQK8X1WPyaq+sUEBweLUkXx8fH4/fffAUAEidUDttoyhn/99VeMHDlSlBFUlSQDlLNX1OviZmVlSZK5tNm5cydWrFgh/p4PHjyIRYsWSeriOjo6YsOGDVpff+HCBREAdXBwwOjRo3Hs2DG0atVKHC9y15zu2rUrDh06JMamXhLOxcUFN2/exMaNG8W/RVxcnMZ1ZMuWLREWFoYNGzZI+v34+flhxIgRkhIUK1euRKtWrfL9d8jLypUr8d1332Hy5MmiP8uPP/6ImJgYLFy4EBkZGQgNDYWnpye+//57tGvXTtROB4AlS5YU+L3UE1xUypcvj2HDhsHV1RWhoaGwt7eHnZ2dpNax6kaHeqme3L/dRO8DaxxTgammxgDKbEFt00now2BnZwc7OzsAyq7wnTp1wldffYWQkBAcPXpUoxaYauqOytq1a9G2bVuxjSqYSO/O9evXYWBgIO6kh4WFwcjICBkZGYiIiBA1AlU13t4m0PTy5UtxB1/VzRf4L+N42LBhIutt6dKlyMzMLHbZrqampqhVq5ZGbeP169fj5cuXb3xSSfQ+tW7dGq1bt4anpydsbW2LrM5c7uOJej1yenOqWRY6OjqYOnUq6tWrB29vbzx79gxRUVHYu3cvBgwYgPr162sE6YcPH47NmzcDAH777TeUKlUKFhYWyMjIgLe3N2JjYyUX37q6uvjiiy9Qt25dpKenIzIyEoByKraHhweqV68uqauoakQGQGyr4urqChMTE0lNUBX16cU+Pj744osvAPwXLPgQywGVVKpSK9u3b0diYqJYP3HiRISFheU7e0yVLa9iZGQEuVyO6tWro1u3bjAwMEBCQgISExPRtWtX0SOjcePGr1Vv83WZmZnBzMxMLFtYWDCo8hFTZZznpqOjg65du+L69etITk7Gpk2bULNmTYwZMwZdu3ZFqVKltDbd69y5szhOXr58GcHBwbh+/ToA5Q21uLg4jcx4lYLMarty5Qpq1KgBb29vVKtWDVFRUQCUTSVdXFywZcsWyOVyyQw/lXHjxuHq1au4ePEisrKy4ObmhlmzZqFq1aq4efMmTpw4IWr9qpd6ULdv3z7cvXsXd+/ehb29Pe7fv4/69euLvjiqZrPt27cXr1m1ahUAZVO1S5cuaWQvZ2dnS+rm5q7fq6qRnpepU6eKoL6enh6+/vprREVFwcvLC6VLlxbHllOnTqFMmTKoWLEinJ2dcf78ecyYMeOtZ8NYW1sDUN4wsLW1/T/27js8inJ74Ph3tmY3vVJCMBQDSJEOIog0kSaKgA1F70VFQcWC9fqzgiiIDZCrqKBexCsqF7mCykUFlKaCINIhdAghpG/f+f0x2cludpcmSPF8nsfHzezs7CQkO/Oe97znMHr06JDno/0ss7Oz9X+/gKq116tq1aoVdrs9JKtaURTatm3LK6+8gt1up1WrViENPidPnhxSzkyIP4sEjsVx8Xq9etC4bt26zJw58wyfkThVrFarvizmwgsv5KuvvuK9997j559/1jtdO51ORowYEbJEZs2aNfpMeKTMVHFivF4v+/bt0zPEAjcJV199NbfeeivDhw8PaTAXCBxnZWXpWWLBNX19Ph/r1q0jNzeX7du3hzRnUFWVsWPH0qVLF1q3bh0yix1Jhw4dKCsr45NPPqFevXpHbX5ztmnZsuWZPgUhTsiDDz7I4MGDmTFjxllTCiow+BSnzg033AAQVkdx8eLF+hLU9PR0fTLs9ttv56677sLr9YZM1losFv1zPxA4/uabb/RA/4cffhhSm/bll1/Wn+vfvz+vvvoqEyZMYNmyZXrgeNiwYSHn5HQ6cTqd5Ofnh0waut3ukL4Je/bsoVWrVixcuPCkfy4OhwOLxXLGawyebbxeLy6Xi9jY2BN+7T333EPPnj15+umnefHFFyNm5Pbv3z9q3ddgLVu2ZOrUqQwYMIA9e/bw73//O2R1jxBnq379+rFlyxY6d+6sX9PS09OZMGEC7du3p0+fPlxzzTX07NkTt9tNnTp1KCsr0wOfkco39enTJ+J7OZ3OkKz+aO68886QvhvBpk6dqj9+/PHHw54PlIhxOBxs2rSJ5cuXM2vWLO68886QBpSglaZp0KBByP3+xx9/zPjx4/WvH3jgAXbs2MEll1xCr169GDNmjP5ctNUGkWqeH0u0Ugw5OTk8/PDDYRNNLVq00CdNg82ePVsvwdGqVSt9knLVqlV6PWvguGoNB8vMzNQfR/p3iaROnToRx8LBJfUA/dpYXl5OUlISdrs96jGjjc2qluET4s8iV3oR1a5du3jppZd45ZVXuP766/Xtjz/+uNwknqeys7P1C2/Dhg3p0aMHvXv3BrQbLrvdTosWLbj//vvJy8vTl/W88cYbHDp0iP79+4fVqhXH580339TroAU315gzZ46+3CsQNAYt6zvQZKJBgwZs2rSJDz74gP3790cctG/bto077riDf/7zn3Tt2pXPP/9cn02PJLixSIMGDWjevDlXX331ORU0FuJclJWVxZAhQ3j//ffp169f1Ayq08Hv94d8fjRp0oTOnTuf9V3mzyfB91effPIJubm5xMXF6cHi41nhUzU73GAwRHzupptu4qabbkJRFLKzs1m9evVRgx3r169n9+7d+tddu3alS5cu+tdGo5GNGzeGlLmYMmUK+fn5egbawYMHSUlJCTmnYJ06dWLQoEEhpVL+6gINa+HEMrhnzJhBeno6y5YtY9myZQBRf6579+6NuL1qY6rx48djMBi46667ePnll2U8IM4Zdrudf/zjH2HbA9m0kQLD0bKJj6VqE9l//vOfUSeCjzc4Gc1XX32ll2r76KOPWLNmTcT9Nm3aFFKCIzhoXKNGDX2lyeHDhxk7dmzImOOPSklJoaCggNq1a4fUT2/SpImewZ2ZmXlCqxMURYk4wfjoo4/SvHlzunXrxr59+2jRogVDhw7F4XBw4MABWrZsyd/+9jfWrVsHaCX/0tLSyM3NJSsrC5PJpCfiRApYB6tduzZjx46lYcOGEYPr2dnZzJkzh6KiIqCyzI40mRfnIqlxLKJ67733WL58OS+88IIeQFqwYMFpXXImzi4ZGRmMGTOGZs2akZaWxnXXXUdOTg41a9ZkxowZ+o1KWVkZ77zzDiNGjNBrIosTE7hxysvLC1suV3XZMBDSmTh49j5apteKFSv4+9//zsqVKxk3bpy+PVCWIiDQXGTkyJEsX76cVatWERsbi8FgoEGDBif4XQkhTsZtt91GYmKivurjz/LGG2+EZDZ17do1pJag+HPFxcXRpEmTU9aUsF+/fiFfB0pngDbArZr9/Nxzz3Hbbbfpy2IffPBB/RoBWlZdcKOip59+Oqx2/Lvvvqs3EFJVlT59+nD11VezatWqsLrMXq8XIKzh0F/dF198EfW5oqIiZs2apTfUXLlypR7weeONN0KWjJ+IQJ3SL7/8MmSpdUJCAgA9e/YMW4IuxPkmWgOyaNmgkZJn/vGPf9CqVStGjRpFRkaG/trgGvRPPPGEXhv5RI0bN04fpwNs2LAhbJ+EhASsVmtIiZqAWbNm6eULATZv3ozT6Tzm+/bq1SusyWqjRo0ArdZ4sEceeYTZs2frpS9AiykE1ws+VU2BU1JSuPHGG6lWrRotWrTQt2VmZtKqVSsUReGtt97SJwzat29P/fr16d69uz7OCZS3C64xPW7cOL1MRrt27fjqq6/48MMP9W3B5SMuvPBCvv/+exRFoVatWhHrGwtxrpFpYhFVIMNo7ty5JCYmMmTIkLOurqk4/Xr27EnPnj1DtrVr147Vq1eH7RvIRFq4cCH16tULec7r9WI0Gv9SXWDnzJnD3LlzmTp1asQsscLCQhISEjAYDPqs+apVq8JqmQVnAhkMBn1p1uDBg2nTpg21a9fmgQceYOLEiSd9rg0aNGDatGnYbDZWrlwZNRtMCHH62e127rvvPp544glWrFjxp9WzC0wGgpa1c+211/4p7ytOjalTp0ZtWrpixYpjfq4HuruPHDkSi8VCjx49MJlM3H333bRp0ybq6y655BI9ozWaa6+9Vm/yc/DgQf1xnz598Pl8uN1ufRWTy+Vi8ODBjBkzhgsvvPCox/0rCA72LFy4kDfeeIPZs2djNpuZOnUqn3zyCa1bt2bs2LGsXbuWa6+9Vi9fcjxycnLYvHkzLVq0YPXq1Tz++ONcc801+v3a9ddfz+LFi8nMzPxL3cMJAVqpF1VVadmyJYqi6P0/lixZErZvcnKy3jTOZDKxYMECPbt0yJAhDBkyhA8++IAlS5bw1FNPkZmZyerVq+nevXvEv63PP/8cs9nMjBkz9Iakgb/XE7Fo0SI++ugjXn75ZX0VQevWrRk1ahT169fnzjvvpFu3biG1dEErwXDJJZeElajMzMzk/vvvJyUlhezsbL00xpQpUygsLAxb9dKkSROqVaum922YMGECaWlp1KlTR9/noosuOqHv6Y8wm82MGzdOv+YcTb9+/ejatSudOnXi0KFDbNy4kfHjx4eVmXjuuefYuXMn3333Hb179z6pskJCnM0kcCwiCgT5AoqKiqQxjtD17t07pPZWVYWFhXi9Xn0Jo9PppGPHjgwbNozhw4f/Wad5Rnz99de0bNmStLQ0nn/+eUAbJGdlZYXst3v3bq655hoefPBBqlWrxsqVKwFCgsbDhw9n3rx57NmzR9+Wk5NDYmIi6enpjB49Wr/RvOGGG/TA8fz589m5cycHDhzg4x5TrQAAIABJREFU6aefjnqu7dq1o2bNmtx3330hNUwlaCzEmXfFFVfw6aefMnHiRF555ZXTXi4iPz9fz/hs27YtAwcOPK3vJ0691q1bR33ueGoGm0wmfvjhBywWS0gQ41jBwksvvTRq4HjgwIHMnj2bnTt3hjUZAigpKdEbIX388cf69u3bt3PDDTec08318vLyyM3NPak6oEVFRcTGxqIoSsjkcaAMyIgRI7jlllv0v9mJEyfqAa1PP/2UTz/9NOyYTz/9NDNnzmTz5s3UrVuXUaNG0aFDBxYvXswDDzxAZmYmb7/9dsTzmTJlygl/D0KcD6o2CG/atCmHDx/ms88+495772XDhg16hm2dOnX0WvEGgyFiSYIbbriBlJQUmjVrhqIo9OjRQ38uOAv3ww8/1McODz30EPfeey82m42FCxfy6KOPMmDAAD777DP9tXa7PaRRndFoDKm7O2jQINatW0etWrV499139eapoDW7DG7QBtr1YNKkSXq94M6dO/P9998D2mdMYIzXqFEjPvzwQ0wmE/Hx8cTHx6OqKrGxsbRr146ysjK95Fb16tVZvny5/tq2bdsyZswYGjZsGDZOOt0C5xvNe++9R3p6ekiJvuuuu47evXtHrE0cFxdH48aNJbtYnLckcCwi6t69e1iTDKnHIwJq1qzJ1KlTGT58OFdddRWpqakhdaA+++wzPvnkE5KTk/nyyy/1m6Jp06ZRv3590tLSwkqeFBQUUFxcTF5eHnPmzGHMmDHnXGaL3+/n8ccfp3bt2iG1zPLz8/nhhx/44IMPeO211zh48KCeDbRp0yZefvllQJttD+423LdvX66++mq+/vprGjRowOOPP86wYcNCuhsHKIrC9OnTyc/PJz09nfT0dLxeL4qi8NRTT4Xtv2rVqnPu5yvEX4miKDz00EMMGTKEefPmcc0115zW9wseHEdrhCPOf8E19oPdfPPN+lLqVatW0bNnTwoKCgC47LLLIjZcmzhxIhaLhdmzZ0d9v+AyCJHq7DocDsrKyrDZbLz66qvs3buXKVOmsHHjRl599VUmT54cMSheVlbGwoULz+jv8rBhw9i3b1/U4Hdubm7UMiTdunWjbdu2+qRy1SDQL7/8ojfHAvT9gtlstpCMut69e9O3b9+w/QKrmGrUqHHsb0oIQWpqqj458/PPP+vbO3bsyLx58wAi/q2BFrCM1lQvLS1Nr/sbCOqC9vcfqLccKCNRNaGre/fuepmfZ555htatW3Po0CG9vq7JZGLs2LGUl5ezYcOGiPcUMTEx+vFvueUWqlWrpr9PIIBao0aNsPFD8LmCdv8SCDJH+v6D96u6qvVs0bRp07BtBoOBxMTEM3A2Qpx5EjgWEVUNGptMprCZSPHX1rp165DB0IgRI9i6dSs//PADb7zxBgBHjhzh+++/Dxm4BDfNGTFiBLfddhsjRoxgxYoVIcd//PHHQ7JgzwWB2sS7du3iiSee0LePGTOG3NxcgJBGkwDffvut/vjZZ5/F4XDoS77S09MxGo3ceOONgNYA42giZQv06dOH7OxsZs2axfz58zEYDIwfP16CxkKcA3JychgwYAAzZ87k8ssvJz09/bS9V6Bpzl133XXWDuTEmXPffffpgePg2shTp06lZs2aWCwWWrduzejRo8nNzcXpdNKhQwc8Hg+dOnWKuKwbCGnW9MADD4Q9X1ZWxpVXXkmdOnX0ev95eXm88MILrF+/nqKiIlJSUsJeFyjnkJOTg8/nO+Y97IYNGygqKqJ9+/bH9wM5DoEl66NHj8blcvH666+jqipvvvkmVquVN998k6lTp9K6dWu2bt1K9erVQ+57goPBrVq1Ij8//6jNCwGmT5+uLzf/9ttv6dy5My6XiwEDBkRdTdS8eXNycnL0zG8hxPEbNGgQv/76K6NGjaJFixZ89tlnpKSknHRjvbfeeitkkqiqwOddTk5OyPbAxE/79u31wHSk5rp2u10fp1X10Ucf8d133/Haa6/pn0WB7NqjZecKIc5/EjgWYTZu3Bi27aabbpL6xuKY6tevT/369TEajXoDneBAcVUfffQRLVq0CAsag7ZMMy4ujrKyMlasWEHbtm0jBpKLiopISEg4o4HQ2bNn06RJk6iZWoGgcUBMTAwzZ85kwIABId3K09PTiY2NZd68eaxbt+64lhYfj8aNG/Pss88yf/58br/9djp37nxKjiuEOP3uuOMOvv76a6ZPnx5W//x0CM4GEqKqwLU2MzOTw4cP6+UxfvjhB/354CXHJpOJV155hZtvvpkNGzbwxBNPoCiKXsrpWJYuXQqENont3bu3/rikpCRi4PjIkSOAlnm3detWFi1apDd28/l83HzzzTz88MP66qd77rmHwsJCFi5cSExMDBs2bOC7775j4cKF9O3bl549e/Lhhx/y6KOPRuxZAFqpqiVLloQ1jApMED/88MN07do1pLntO++8Q3l5OQ888ACXXnopr732ml5+IpjZbObf//4369evZ+jQoSEZyC+99BIPP/wwEBooMplM1K9fn/Xr1zN48OCI5wzaisKqNUyFEMcnKyuLGTNm6F8HN707GdE+XwI6dOjA+++/T6NGjejevTupqal8/PHH1KhRg+eff/4PTX5lZWUxZMgQ4uPj9c/ZwOem0Wjk73//u95wTgjx1yKjAxHm9ttv1x8nJCRQXFwc1olbiKMZMmRISOf1aAoKChg2bFjE595++21uvvlmZs+erTeE6NOnD08++aQe2Dhy5Ag9evTg//7v/7jqqqtO3TdwgsaNGxdx+9ChQxk4cCCvv/4633zzDQD//e9/I2YAAHojherVq4fU1DoVFEVh+fLlpywYLYT4cyQmJnLLLbcwadIk1q1bF1bm51QI7qAeWLYuRFULFizQr78TJkwISTQ41uRtIMjZo0cP4uLiKC0tjXqfEBwUPVaAee/evXzzzTfMnTuXYcOGYbPZ+Pzzz/Vs3UA5jfXr13PJJZcA2oTz5s2bmTRpEtOmTcPpdOoN6P75z38C6PcdoAV333nnHUBrGDxixAhAC2oHmj2BtlIKtP4ENWvWDDvXRYsW6fVCA1atWsWqVasALfi+bNkyvv7667DXut1uQJsIHj58ON27d2fQoEG0adOGrl276vvFxMRQv359tm7dCqAvqw4+TyHEuS3QSG7cuHH4fD5ycnLo1avXKbnHVxQlZPVBs2bNuP/+++nfv3/YimQhxF+HdEASYYLLCtx999389NNPUWuwCRFNoLP7pEmTTur18+bN47rrrgupjfjf//6XBQsWAFqgI1C799dffwWguLhYD4Ds37+f/Pz8kz7/aJYuXUpxcbH+taqqUfeNjY2lRo0aeqkJIGLH+0WLFoVkK5wuJpNJSlQIcQ7q0aMH9erVY8KECUddwnqygpe/n47ji/NDWlqa3u8iJSWFDh06HPdrA80WAxOkvXr1ArTl1UuWLKFnz57861//YsGCBTz44IPHfdx7772XqVOnsm/fPp599lkee+yxkBIPHo8HQL9ur1mzhpdeegmA8vJynnnmGb0ZFWgB40i1lgOCVxDl5+czZ84cvF5vSNmp/v3769/fibrnnnv44osv9K8Dq7ZcLpe+bdiwYWRnZ7N06VJef/31kNfHxMTw7rvvsnDhQqAy+1FWEghxfjIajfTv3/+0JYYYDAZuuummky69IYQ4P8hdhAgRvDzu9ttvl67q4qR9/PHHOJ1OqlevzpdffsnAgQMpLy9n7NixLFu2jC+++IJBgwbxySefkJmZSdeuXfnggw944oknGDNmjH6cqoHZNWvWsGTJEpo2bcqPP/4IoNftC2TdfP755wwdOpTi4uKQOswbNmzg/fffZ+zYsSccQJ02bRrJycm88MILdO3alfz8fJo0acL8+fOjviaQude0aVMWLlzI1q1bQwZv/fr14+DBgyQkJEgXXiFEVEajkeHDhzN69Gjmzp17yhvlBQeqZHAoTocBAwYwYMAA/etA6amhQ4disVhCrvuDBw/miiuuoHv37lGPF9zE6WgCvQcC/w9e5bR582Y2b94MaNfjwN9BtLJTALNmzdIfB7LyImVFn4qJ6759+zJgwADGjRvHpZdeGvZ8pPM0mUyYzWa9LunIkSNp0qTJKV/FJIQQQoi/DgkcixDBWR433XTTGTwTca4LZCUBZGRksHDhQj799FO6devGFVdcwVNPPUVxcTG5ubk89dRTVK9enX79+lG3bl2+/PJLVq9eHfG4c+bMAWD58uX6tqqz7LfeequeXZSXl8e8efO49dZbee6559i8eTMPPvhg1Jrde/fuZfz48bz00kt6nTG/38/UqVP1fVasWEFZWRlr164NeW2tWrW44447+L//+7+IP49ALciAQMa0EEIcS6NGjejduzeTJ0+mW7duet3BP8rr9fLjjz8yYMAAGjVqFLUTvBCnkslkYt68eVGfDwQ+oxk5ciQTJkyI+nxOTo4eFAZCVgpVdc011/D444/rgeNA74HghnwBu3fvPup5RZOamkqnTp2YM2cOXbp0CclQjmbIkCEYDAYWL1583KUmqk6Kx8TEhGRUCyGEEEKcKClVIQCtc/Ndd92lNzcZN25cxEZkQpwsi8XCDTfcEBLkTUhI4M0339QzYerWrQtoHYVfeOGFkNdPnjxZX+IKhDSVmz17tl7HELT6hQEPPfQQU6ZMoXfv3vogMrDUdMeOHYwfPx6/38/WrVuZNWsW7733HkuXLmXevHm0bt2aoUOHhjTiqfrewV555RV69eqlLy2tV6/e8f1whBDiOIwYMQKPxxMykfVHffvtt+zdu5eePXtyzTXXYDabT9mxhThZFouFF154gUWLFrFy5Uq6dOkCVPYUyMjIYO7cuWGv69q1Ky+88EJYs7cpU6bwzDPPRHyvzp07hwRcV65cSU5ODvfff7++rWHDhsd97n369AEIKfM2ffp0/vGPfzB58mTGjRvHoEGDePLJJ496nMB9uN1u11dWCSGEEEL82STjWABaR+bgum2tWrU6cycj/vIURaFHjx50796dNm3aANCuXTu+//77sKzdgKp1/gJ+//13IHTZ6PDhw+nVqxcbN25kx44duN1ufv31V7Zv307Lli0BGDt2LKA11Dkeb775JnXq1AG0Wo4dO3aUpaFCiFMqLS2NYcOG8cYbbzBgwADq16//h47n9Xp57LHHALnui7NPjx499MdPPfWUfl/w3nvv0aRJExRFYfDgwfz73/8GtMnaQP1igFtuuYX3339f/zqQUdypUyeaN2/O3Llz2blzp36t/uKLL/Rm0BdeeCHt27fn6aef5sorr8RgMNC2bVsAmjdvzvbt2yNmMc+ZM4fMzEwaNWpEkyZNuPXWWwH0FQLt2rUD4JFHHgHgueee01/boUMHvQQXRO6JEM17773HL7/8ctz7CyGEEEIcL5m+FkDoUv/JkyeTnJx8Bs9GCI2iKFx00UV6phFo5SCysrJYuXIlKSkp+vaqS147dux41GPPnz9fX4L6+eef682hog28MjMzQ76++uqr+emnn+jRowfZ2dk0bdo05HkJGgshTofrr7+erKwsXnrppaM25zweBw8eBCo7tAtxtoqLi+OKK64AtL4BgQzhhx9+mHnz5jFp0iRefPHFkNfce++9NGjQgL59+/LZZ5/p21944QWGDh3K008/zaOPPqqvDqpRo4ZeDqt58+YYDAb69u2LyWQKyfidNm0aixYtolOnTgAhq5Jq1aqFoihcf/31NGnSRC9dFa30xt13382tt97KvHnzeP3110OyqE8k+79p06YMHTr0uPcXQgghhDheknEsgNDAcbNmzc7gmQgRKjhbCLQgL2hB5RkzZujZQcEeffRRrr32WgYOHMjOnTv17ampqRw+fPikzuPDDz/khx9+4Nlnn8XtduvvW7WkhhBCnE5ms5nRo0czcuRIvvnmGz2YdjLy8vIAoi7hF+JcUL169aiTtf/617/0x9OnT2f//v16veCmTZuGTfrWqlVLzxqu6sknn2TVqlX61y+++CJOp5OEhAS+/PLLiO9/1VVXcdVVV0U997/97W8hX9esWTPqvkIIIYQQZ4JkHAsgNHAsHdXF2UxRFD3TqEaNGjz//PMhwdtRo0YxcOBAFEWhf//+Ia9dsGABy5YtA7TBYbAbb7yRSZMmRXzP+vXrEx8fz5VXXsn7779Pdna21C8WQpwx7du35/LLL+e1117D4XCc9HECJaoyMjJO0ZkJcfZq0qRJSPmLaAJZw1X179+f559/Xv/aYrHoJSjGjh3L8OHDT8l5TpkyRSalhRBCCHHWkIxjAVQuh7vhhhvO8JkIcWIC3cJnzpzJunXrGDJkiP7cjTfeSHFxMdOnT6dGjRooioLZbGbkyJF06tSJvXv3EhcXx/bt2+nYsSOpqalkZGSQlZXF1VdfrTeueeutt/Rj1q9fn9mzZ/+536QQQlRx//33M3jwYN59911GjBhxwq8/cOAAY8aMoVq1aiGNR4UQJ+6PZP5XFailLIQQQghxNpDAsQDA5/PRqlUrHnjggTN9KkKclMmTJ4c1qjGZTIwcOZLp06eH1P4LNKsJZA0HGuIBIctNFUXBZDLpGUVCCHG2yMzM5JZbbmH69OlcddVVZGVlndDrN27cCMDEiRNPx+kJIYQQQgghzgNSqkIAcOjQIVq0aBFxaZ4Q5wK73R61xuFPP/3EwIEDT/iYV155Jd27d/+jpyaEEKfF0KFDSU1NPang7+bNm4mPjycnJ+c0nJkQQgghhBDifCCBY4HX6yU/P19qHAohhBDnkJiYGO6//36WLFnC0qVLj/t1s2bNYsaMGXTs2FEmjIUQQgghhBBRSeBY8P777+P3+yVwLIQQQpxjunbtSps2bZg4cSJut/uY+6uqyoQJE3C5XFx00UV/whkKIYQQQgghzlUSOBbUqVOH6667jhYtWpzpUxFCCCHECVAUhYceeoi9e/cyc+bMY+7vcrn0x8nJyafz1IQQQgghhBDnOAkcC7p06cLo0aOlq7oQQghxDqpXrx6DBw/mnXfeIS8v76j7lpeX649TUlJO96kJIYQQQgghzmESOBZCCCGEOMfdeeed2Gw2Xn/99aPuFxw4tlqtp/u0hBBCCCGEEOcwCRwLIYQQQpzj4uLiGDlyJAsWLGD16tVR93M6nQAMGjSIZs2a/VmnJ4QQQgghhDgHSeBYCCGEEOI80LdvX5o0acL48ePx+XwR9wlkHF977bUoivJnnp4QQgghhBDiHCOBYyGEEEKI84DBYGD06NFs2bKFzz77LOI+DocDAJvN9meemhBCCCGEEOIcJIFjIYQQQojzROPGjbnqqqt48803KSwsDHnO5/PxxBNPAGC328/E6QkhhBBCCCHOIRI4FkIIIYQ4j4wYMQK/38+bb74Zsv3AgQMUFhZis9mIj48/Q2cnhBBCCCGEOFdI4FgIIYQQ4jySkpLCnXfeyWeffcbGjRv17Xl5eQC8//77mEymM3V6QgghhBBCiHOEBI6FEEIIIc4zgwYNok6dOowfPx5VVQFYvHgxABkZGWfy1IQQQgghhBDnCAkcCyGEEEKcZ0wmEw8//DC//vor8+fPB2DhwoUAxMbGnslTE0IIIYQQQpwjJHAshBBCCHEeat26Nd27d+f111+nrKwMl8vFHXfccaZPSwhxlvn9sJu31xWf6dMQQgghxFlIAsdCCCGEEOepUaNGUVJSwttvv01hYSGpqaln+pSEEGeZiT8XsXCX80yfhhBCCCHOQhI4FkIIIYQ4T1WvXp3bbruNDz/8EL/fT0pKypk+JSHEWUat+L9fVY+6nxBCCCH+eiRwLIQQQghxHrv55psxm80AVKtW7QyfjRDibOX0hgaOvX6Vt9YW8/nWMgByiz38lu/Wn1dVle1FHpxef9ixVFWlyBW+XQghhBDnFtOZPgEhhBBCCHH6WK1Wpk2bxtq1a2nUqNGZPh0hxJ8o3+Hj6WVHsBoV6iaaGdE8Ieq+xW4/3+52sqPYS7+6dsatKqTAqQV/e9ex88iSIwA0T7fwWNskthR6efLHI3TNiuHOZqHHXbTbyVvrSnirexqJVslVEkIIIc5VEjgWQgghhDjPNW7cmMaNG5/p0xBCnCJrDrn47/ZynmiXHPH5FfudbC30ogKHHFrwd0+pj2X7nXSuFcPtTbVA7we/l1Dq0TKNl+13MWuTll28ZG9ozeOHvj8c9N5uDpX72FXiBeDXQ26qCmwr9fglcCyEEEKcwyRwLIQQQgghhBDnkMlriil2q6w95KZmnJF/bSxl6EXxJFkN7CrxMvGX4oiv8/hh4S4n6TYjWwu9rDro0p8LBI0jyXOElp0Y+e1hmqdbACh0+Snz+Fm238WHG0rpXcdGeUX5Coc3vG7yTwddTPy5iA+uTMdoUE74exdCCCHEn0cCx0IIIYQQQghxlvP5VXaWeKmbaKbYrQVkx6ws1J9PtBjId/hYdTA8A7iqj44SJG6ZYSHdZuSrnY6jHmNNRVaxT4W/fZ2vb//PtnLizVqW8SebyxjdOhGTQWHauhI61LTyxbZyfCrkOXzUiI08HFVVFUWRoLIQQghxpsm6ISGEEEIIIYQ4Q5bsdXKgzBvxuRX7nczfUQ7A9N9LeWzpEUrckZvOzc916EHjOLPCQ60SAQgk9Y69NJnedWzHPJ9H2iRxW+M4Lkwy0buOjT4Vr+mWFUOazUCv7KMfw+uHIxWN8dYccvPxpjJ+PeTim10OJv5chNuvBb2X7nXhV1Wmry9hztYy3vmthDV5Llbnubj+y0P8fvjYAXAhhBBCnF6ScSyEEEIIIYQQf5Cqqnj8YDEePVN21QEXC3LLOez0U+r2U1JRY/idK9K4d5FWS/i+lgmk2Yx6yYkrLrDxdUUG8LBv8iMfuMLkrqnEGBVizQrjL0uhZqwRp1clzmKg3Kvy5Q4HdpNCeUUZieHN4rm8Vgyr89yUerSAr6IoPH9pCgAen8qV2XYy7EYAnF4/83O1c7n74nim/FoSdg4Nks1sOuIBYO72cuZu17aXeFRKirQg+ewtZSza7dAb8AF8vdNBv7p2AJ5ZXsj4TinUTjj6kHV/mZdqdiMGyVAWQgghTjkJHAshhBBCCCHEcVJVlU1HPDRMsYRs/2RLGZ9uKefjPhlhr9lX6uWIy0+jFDMTfi6KeNy/B5V7GLsydJ93fgsPzgJUsxs4WB6agZxmM+qPa8drw704i6J/3TDFzOCcWJ5dXkiDZDNdsrQM4pbVrBHfw2xU9KAxQIzJwMxelfWJ3/mtBJdPy2jOc/hIshq4IN7EbV9HD3CPbJ7ApDXFIUHjAIe3cluB0xcWOPb4VMwVwflyj59R3xWQGmOgfpKZuy9OIMYkAWQhhBDiVJHAsRBCCCGEEEIcp+/2OJm6toSbG8XRNSsGm0lh8V4nn27RSkpMW1dCgxQzLp9KosXAlkIP/9mmPfdgRfmIE/W/3U4AhjWJZ1pQEPnvTeIZu7IIgwL+8D50YRKtBp65JBlVVWlX3co19e0ndT7BTe0mdUljX5mXeklm6iWZ9e3vXZGGV4W7/5ePxw9pNgP96tpRgE6ZMTRJNTP8f4fDjv1bvkd/vDbfzf4yH0kxBi6pEUO5x89tX+dz98XxdK5lY1+ZD4DDTj+HD7jokuWmRUZ4AHxDgZvMOBMJFqnUKIQQQpwICRwLIYQQQgghRBXrD7tJthqoGWei0OUnyaoFHQ85tGDlBxtK+fmgC4dXZUdxZY3ib3Y5+GZX5MZygXrFdzSN5611lQHgnGQzmytKO9zcKI4PNpQC0DzdQprNwMJdWuC4e+0YAKb9VsLwZvFcnG7lhgaxNEgx88NeF4bjTLZVFIUHTjKIXVWC1UCC1RK23V7RIG9Gz3QeWlzA7U3juSi1cr9Yc+Qg7oFyH83TLaw55Oa/Oyp/jrHtDOQWaT+j5ftdfLG9nL2l2r+F1ajg8qmMW1XEx30y+Gangz2lXm5rHI/Xr/L0Mq2J4KQuqSTHGDAqSPM9IYQQ4jhI4FgIIYQQQgjxl+f2qRxx+alWUZbh2eWFIc/3q2vniNPH0n0ufdvvBR5OxO8FHmrHm+hW28YFCSY2FXj4Mrecx9ok8tJPRWwo8NApM4a21a3c8+1hLq8VQ/saVtpVj6FJmhlFUbBWVI1wVtQovrp+LACNUsKDt2cDo0HhlctTw7ZXrQXdoaaVHyt+tqNbJzJ/h4MPN5bqz3+0sZTtFfWRyzwqu0t8+nMzeqbx6upilu93sWSPU8/K7pVtY/Fep77fj/udzNxYxtX17NzQMC7i+W4v8vDY0iNM7ZZKcowx4j5CCHEsfr+frVu3smLFCg4cOEB5eTmqehxLQ04hp1eV8j1HoaoqbrfWiNVisZzwhKKiKNjtdqpXr067du2oX78+BsP5t7JFAsdCiPOK26fyW747ap0+cXpsLfSQGWfEbFDId/ioHht+efFX3ChJ8xohhBBno9dWF/HTQTd1E010r20Le/6L7eXHdZwYo4LTFz04MPBCrTxE/SQz9ZPM9KloBjc4J5a315UQb1FIVAy80yONuIrSCs3SK4PCtSrqFlePPX+Cmo1TzYy8OIFLarhJsxkwGRS61Y5hfkUTQUAPGgN6470ARVHoUdvG8v0uJv1arG+/77uCkP1mbiwDYM62ctrVsFIrzoRBAVNQqva0ikzw99aXsjbfzXtXpDF2ZSFr8z282CmZ1Bgj8VLyQghxFLt372b69OkUFBQce+dTpMzjx+FV9Tr3Pr9KgdOPzaRgMykhJYYCVFVFpXJ85vapKAr4/GA2VJYl8qsqBkVBBUpcfmxmBfNRlrioKigKFLv9qKpWJulspKoqfr92jXE4HCe1EqWwsJB9+/bxyy+/kJKSwm233UatWrVO9ameURI4FkKc01w+ld8PV9azm72ljP9sK2dy19SQ5jB/hKqqbCjw0CjFrF9MSj1+dhV7uSjVQm6Rh1Rb5SDC6fUTYzqU7d9wAAAgAElEQVQ7L46ng6qqPPHDEVpmWGhb3crUtSU81T4pZDkqwA1fHuKSGlZGtTw1S2OFEEKIU6XY7WfNIS3raHuRN6SMRCQ1Y42YDLCrIus1J8nEnc0SeHBxASkxBm5tHEc1u5HXVhfjU2FUiwQOVNTqrZtojnjMi1ItIZm5cVGCk3UTzUzpmkrqKbrPOdPSbQb+r30yAG2rV078280GXu+SypRfi0mzGfnPtnJuvSiOxmkWRi/WgjG14000TtV+nlnxoUPbi1LMePwqWwq1gLPNpODwVgb0H1t6RH/8QMsE5mwrDwlOrzigZT//sM/F2oq6y48s0V7zzCVJ5CSbMSgKhS4/71aUDgnERvKckP7HfzRCiHNQYWEh06ZNo7i4chLLaDRit9tPaTaqXyWkPJHZo5IE2M3aRp8KMUGfeVaTglEBj18LAru8WpBYVStfU+4JnfS0mRWcXhVV1T5DVcDiVTEZtMapapVzCLyvy6tiNoK5YmFIIOvZp6qYDApnUxpRIAv8ZILGfr+f8vJyfD7tGy0oKODtt9/m/vvvJykp6ZSe55kkgWMh/kI+21LG9iIPfo9CDZvKjefIHe3GAjcHynzsLvFyeZaNzDgjGwo8ZMYambfDwRfby3mzWyrJVoPefOZAmY/v9jipZjfSKTPmD73/lkIvzwQtV32lcwr/3lzGsv0u3r8ynUcqBh7N0y3EmhV+2OdiwmUpIQMYn19b/nqqgtlnE1dFVtWWQg8XVHQ+f/WXIgZcGIvdpNCqmpU1edpgfNl+F9eXefnPtnL+3iQ+JMNHiLOZ26diNkhNTCHOF/kOH0lWAwpw4/xDUfe74gIbX+90kJ1g4m+N45m7vYyfDrqJMSk0TrWwq6ScWxrF0auOjSKXlrWUaDVwcboWAB1zqRYQNSgKNeNO3dDrfAkav9ElFftRllGbDAr3tkjE4fVjNSp0r20j8DHcrro1pE5zotXArN7pDFlwCK8fbrkojjqJWu1or1/l5Z+Lor7PxF+KqR1vIs6sUFolcPLGmuKw/Z+qqJncPN1CcoyBFQdcXFrTSusMM5uKYcoWA0/GemiSrv07uX1qWGmOaHYWe0m1GYiLUgNaCHH2UlWVd955Rw8a16xZkyuuuILGjRtjMp3YNcDrVzEokVdrlnn8HCjzkRmnfcYUOP36xJjNpFAj1kihy09BxYqNY0m0GvRrWDQ1Y414/Fqd/+QYA4WuymziOLOC2wcmA+wv8x31OPEWA6kxhpAMaJ9fjZgRfbqpqorXq00Ymkymk7rP93q9rF+/nq+//pp9+/ZRXFzMO++8wwMPPHDejBskcCzEOaLU42ddvptLakQOgqqqisOr8u1uJ1dcoN1Ubyn0hNS7+3hzWcUjBVC4senpP++jcXj92I6Smbu7xIvZUHlzDjBvhyOsoQzA9PWlelMZgE82l7Gx4uuqgWO3T2X9YTfN049dx0hVVfaWekO2Tf61WA94biusfM9AphLAliMeNh/xsLfUS4LFwEebtJ/9U+2TmLutnHtbJPDaau2G4rG2585spNunsr3Io2fZAPoAq8Stsqmi1mORW+W99YG6hKH/VoFloz2zbWQnRM66EuJs4vap3Lkwnwy7kavq2Wlf3XpGbm6FECfG6VV5Y00Rt1wUr9ctDhix6DDtqlvJTog8HGpdzULralYuy4yhYYqZpqkWEqwGHkpO5P0NpXSppU1kX1XPTkJFZnAg0NevovQESHmmY8mwH18A3GYycO2FsfrXYy9N1gMmwRRFYXBOLDM3lukrwXKStXuN+1omsniPk40Fbg45tADJpTWtXJhkZtMRD9c1iCXRYuBvX+cTqdDIyOYJTKoSRA6+91uX7+FgmRdvRQns51YW81gbhTiLgSd+0JIMRl6cwHd7HFyeZYua2PDwkgJqxBp5NUJdaCHE2W3//v3s2bMHgJSUFO666y7i4iLXUz8av6qys9hLotWgJx45vX7MBq3khL/iQ6rYrVLiDg34OryqvnrCYlRwH6V0UkDVoHG6zag3gg0odvv1cZ+qav8FXlvk4riVuP2oqNiMBmJMCgfLfbh9KjVijbh8KiUelXizQnKMEafXj9cffQXO2cBkMnHxxRdTr149XnnlFQoKCtizZw/79++nZs2aZ/r0TgkJHAtxjnh7XQnL97to0dOqL/X4KrecNtWtrDrg4t31pfSuY+PLHQ6MBm3W8T/bynm7exrzc8vDBkyn054SLzXjjEcdLG0+4uHJH4/wfIdkLkyOHDx8aHHkmlBV69pB5XLCgI1B+6w64OJfG0vZX+bjre5pfLChhCV7XYzrmExKjBGfqpJgMVDqUfWO6V6/SrlXZXWei6lrQwOfWwsrA8k/HYx8lfxnlCWugczln/PcIYMNv6pyoMxH9dij/9xOp7xyH/d8e5jXLk+heqyJb3Y6WHnAyaiWify4z8XBch8pMQZm/F7K3xrHkW4z8uJPRQxvFq8fI7hJUNUloVV9vdNBzwsULkgwsfaQm21FHq6pHxuyj9evsq3QS4MUCTCLMyev3Ee5V8Wvqry+upiPbAb61rXTJcuG9TgzyIQQf76dxV5+Oujmp4OHGXhhLP3r2UMG0SsOuPT7hzuaxrOv1Mu8HY6wTNZLa1YG+BRFYehFlde9BEvlZ4DZqPBxn4zT/W0JoF5S9PuCfnXtNE61hK3yapZmoVmaBafXz92LDlPmUWmaZqFLlo1edSr3e6t7GrcvzAe0jPEil5/v9zhpU83C2z3S+HJHOZ9vDa93/c0uR8WjygDHC6tCs5xn/F5CiUflt8NaE8RSj59Pt5RRP8lM++pWXvlF239/mY/9ZV6q2Y0s3+/ix31O6iWZ6VIrhiRp2CfEWev333/XH3fu3Pm4g8Yun4olaGVbYAzlqYgQ5zt8FLm0lRfVY416c9SqQWOTAbxBm6rZjSjArpLQRKhor4m3GEi3GVAUBYMCB8srg8fBqzGK3EfPTk6yGnD51KhjwVK3SimhgengTOUCnzY+P1Dm00pumJSzfqVqXFwcnTt35vPPPwdgw4YNEjgWQhyfQ+XaUo4/8kH36ZYylu/XBjbFbj955SppNgPvri9lyV6nPqP45Q7thvW99aUkVgxknl5+hL2lR18ucioVufw8uLiAGxvG0r9ebNT9NhRoQdOFuxyMWVmI06vy0mUp+PwqucXekItUVYGfxfGaELQ08fOtZeypqEe4o8jLa6uL2V/m49r6dj7dqtVGtpsU/r25jPm5jmiH1P13x9H3uSDBhNunhi3ZOVBWefEe/1MhCgqrDroYelEcvevYqx4m9Pv5qYjsRBPX1LOz8oCL9jWsp2QZzPrD2r/J2nw3GXaj3pH8b1/n6/tcXU87t3fXV3Y5rxpYb1fdyu1N47EYFR5bWsDeUh+da8Xw/R4n7apb9UH6/3Y5+d8uJ7dcFMf7v2vHqx5r1LPq/arKTRXLh6f1SJNGNOKMCWRcPNImiRK3n7nby5m+vpTZm8vomW2nZ7ZNzzgUQpwdHF4/ucWVk5mzt5Qxe4u2+qeaPfzvtU11KzZjDAfKfdzYMPr9izj7GRSF+kcJLMeYDDx7STIPLi6gXoR60wlWA69ensK+Up9+nFYVTZdjgOsbxNG2upUNBR7W57v5Oc8ddoxoSoICL+UeP48tKSDP4QccbLrAxqqDlcca9V0B/evZ9TJsqw66KXH7uSVo4kIIcXbZvHmz/rhRo0Zhz6uqyhGnn0SrIaTx3J4SL3FmhWoVDcYDpQDLPSo+v6pnBLt8WiZyNFajgtev1SC2GhUsRkWv4RtgVLSa8LnFXmLNCuk2I7nFXkyG0FUgcRYDh50+vH6tBnJw/eMqhyTDbsTjV3H5VMo9KvEWAxafisNbOQZOsmrlLY5XbtD36fSqxFnO7sAxQMOGDfXHmzZtolu3bmfwbE4dCRwLcZocKPNiNxkY+e1hutWO4Y6mCYAW+L39Gy0QZzMpvHtFGt/tdpIVb6JekknrVlrxSXzY6SfZauDfeokJuOfbwwDEV3xwbikMvXB0qGnlx30uitzaMaIFje1Gla2FHrISFOynsIaao2K6ckeRV+++GvD66iJ+2Oeibx2bnrX73R6n/vzoKBnGwWrEGsOCsDVijdzbIoFf8tx8srmMO5rGM+23Evyq1hglOAs23+HXO50HZwWvqsgcHrHocNT37lHbFpRNcnRmA3j80PMCG92COrNf9988AGZvqcxU+SlokDDj91K+3e1gV4mPB1omkBVvIiXGENJsb9VBF6sOuvik4vfimZgkGgaVJHF4/ewo8oY1p6vK7VNx+1ViTQrv/Faqf2/f7XYyP0pAvPgos8vV7Eae7ZBMokXRA9kjmyewINfBkEZxlHv8XN8gNiw7PBA0Blix30XbalY2HfHoXdRBC9zFWwwUOLV/+7v+d5he2TZubSyDJ3H6HXb6UYCUGG254H0tErmhgY9528uZu62MudvK6JJlo29d+3EvuxZCnB5bCz0kWQ289ksRmwsjD64Plodey9pUsxJv1q5do1ufO+WjxMmrFW86anZ4jVgTNWKjD5XrJpqpm2imd7aNWZvKmFMR3M1OMJJbXHmf2rqahZHNE7j1q/ywY/x80F0RNNZ8tTP83isQNA44lffsQohTr6hIS1iyWq2kp4c3FHJ4tb43BgV99YCv4mOg1KOS6teax7mCMnULg+rnVy0pcUFQuSWnV8VmUrAY/SRaKgPTiqIFhwMZxGajVu4ieOWG3axETIKIMSmUulUybEZ8MVopyaqMCnqCT6nbT7nHh8kAFqOBWLPCjiIvyVYDKTYjTp+qZ0sbFPSSG8Ey44xhMQx3pB3PQhkZGVgsFtxud0hzxHOdBI6FOE3u+65Az/r96YCLOyrqCS8JCpQ6vCovrirSSxY0S7PweNtEHl16BLdPZd9RCsuXuCN/eLappgWOj6Xcp/B/y7UPs9bVLHj88FCrxONu3BGNq+KUl+13sS4/n2svjCUn2Yxf1bpSg1anOFjLDAu/HEe2xvBm8VycbuGu/x2m5wU2bmscx5xt5XSsGUO63UjdRDMDK+rf1Us0sa3IS51EU0jX7FVRSksEuqIfzbCm8ZR6/CyryHjuX8/O/jIfKw+4uLNpPM3SLYxYdJhYk8K7PdMp9/ixVWn4cllmDIv3OiMdPuxcJv5SebEZ1zGZdLsxYo2qwLIhp9dPsVtl3KpC9pb6+Kh3OgqwaLeTjpkxODx+/Qal0OnjiR+PkO/w806PtJCA+LagjuJPtkviuRWVNaYX7a4891EtE7g4zYLFqOD0qRGbuNRNNHP3xdpNyUMVg/F7mydwsNwXVHO70i95LsatKmJtfujvwys/F9Elyxbymvm5Dm5tHM8Hv5fQMTOG2nGRB1OBxoR206mdJBF/HeUe7fcneCIsw27kb03iGZgTy1e5Dr7KLeebXQ4uqWGlX107dSJksQkhTr21h9zEmrXSSAlWrZZscKmkOgkmbmwUx5iga1mw5zok6zVwhThRiqJwQ8M4OmXGsPmIh86ZFm5coCUhTOyURGaCNok/qkUCaTYjY1YW4vBqk/aTfj16UOHly1J4c21xSIk0h0cLGqmqype5DuolmkKSB4QQZ5bLpY0TrVZrxOcDQ7nALWWZJ7SBncun6iUTAwKB4ySrgXiLQplHy1oGQlY1BzJyUyKUs0mwGvCrKnazQmqE56NNlKXbjMSbtcZ1RqB2vEkve1HNbqRqu6I4iyGkHrFBUaibWHnsmrFGSj0q5V4/SRYDeyIkuQWXgbMYtUZ/51JlOKvVitvtxuk8+pj/XCKBYyFOkVHfHWZ/mY8xlybrjVYCWb9FbpXFexxcVsum9aULElzndm2+m+u/jN7ZO5LedWwkBjVfa1Mt8kUq4MIkU1iWciDjdcV+F22qW7EatYtWzFEa10WzP6gEQ6lHZUZQNmmwdJuBWLOB3GIvD7dODPu+q2YKt8rQatABvHp5Chk2I4qihNXEDchONJOdaCYvqORFi3QLO4q9XJhkolGqhf9uLw/Jag24pr5dr133Ue909pX69NIZo1omMgrt52MA/fvLijeRZjPqwVqInBUyonkCHr/Ksv0uxl6aTN1EEwtyHUz/vZR4sxKyhDHYo0HB76oOVkwwPPnjkZAA+P92OZmfW87eUh9vrytBRavbl2g1cOf/KjOrH14SPdO7caqZWxrF8f6G8H/HGnaj/j3GnUAplkszY/D6Vbyqyo/7XFSzG1lzyE2TVDO/HfaEBY0B8hz+iIFmr19l3g4H/9vtZHSreBL94PJDYH7/p4Muxv+kzfxnxRuZcFnkRjOHyn2kS6aoiMLpVfXa8lUlWAwMyonlqnp2vt3tYN72ch5deoRmaWb61Yulaar5vOmoLMTZaMzK8IBwcGf5WxvH0TDFQkqMQR+cd8qM4caGscSaDVKnXJwSteJN1Io34fP5eKChn8MurfxWwCUVdbIndU3F59eaK7/4U1HYcZqlmVmb7+Ef7ZKoFW+icaolJHC8+YiHb3c7QsqETe6aGlbPWQhxZkW79/NWZM4GRnwHqiSKHXb49brGilJZEsJiVDAqYDIYsBq18pAnmoRrUJSjrqSI9hq7ObSWf5rNgNt3/A3rgn8WiqIQb1H0DOW6iQrbi7wkxxgwKtr7KYpCzTgj+0p9JFjO/trGVRkM51+ikgSOhTgOszaVsi7fzZhLUwCtFMCM9aUMbRyHrSK4GiifMHdbObXiw2/eJv9awhGXn6XHyDaN5OM+GXj9Kt/udtKmupVvdzuYVREoDjRoaVnNilHRPszvaZ7Au7+VMKxpPEUurYZSidtPvSQzmXaF1bvyeW1T+AfapF+L4dfKrz+8Mh1zlQGV26eGZSVvKHDz9LJCOmVaWbI3PKP32gvtfLfbGRKkfalTCgZFodjtR1EUHm2TyLiKBiKzeqdT6lGZvKaY1RWB9YfbVC4dPZELXmzQha5nto0WGZWB9Q41rAz/32F92Y/dpFDuVWmWZuHzreVYDNrFKzAYCBYYaDZNM/PNLoc+w3s8je0CweeAHhfY8KqQZDEw6ddi7mmewBtBXbt7Zds4WO6LmpU9P7ecLlkxYVnTgRrFUHlzcsfC/JAlTYD+7xJorhhMURT61LVjNyskWw18sb2cUo9Wh7r6Cd54BDMZFAbnxDE4J47dJV72lBbSprqV3w6HNj7slGnl4jRr1KycwAy8w6vy7IpiAg1pJiX7SLEZ+C0oCL27xMeBMu28vX6VmRtLubpeLAfKfTz54xEeb5vIxemRJ16KXX7MRvS/d/HX4vRFDxwHWI0KV2bb6VHbxvIDLuZuK2fMikLqJJi4qp6ddtWt+pJBIcTJ8fpV5mwrp1e2jVhz+JJdgObpFn1S/tlLkqldcc17sWMKhS4/H28uZXBObMSMLCFOhQtitf8iCazOalnNqtcv/uDKdJ5ZfoSthV6apFlYm+8hkHvQJNXCf7aVkxpjwOlT2VzoxekLLV/x0cZSembbJXNeiLNcsasyu7jUrWJUQq9hyTEGPZPYYlTIjDPi82tlGuwmJSQAWzvexJkq3pBoPXXXTyUoIzn4+7OZDGTGIZO7ZwkJHAtxHALZp6qqsiDXQblX5ds9Wnfj2vEm0myVwaQit58VWyKXQ5i5UQv2dq4Vw+1N4vlsaxmfRejKHInJoNDjAi3j9pr6sbRIt4TMvtUOCmx2zIyhY2ZM2DEAfD4fdeNgYJYfqz2Of22K/v57S71kVyy3XnvITZxF4bGlRxiUE8s19eysOeSmVTUr31WUL4gUNAa4qm4sCgqzt5QxrEk8BU6fnqkaY9IuPC0yrDzeNpEMu1GfiXy0bRLDF+aTajv5YF1wqYjgzA/Qlvvc3jSettW12oZevzYBUDvBxBPtkkiLOfb7tqsRwz+7W0iynvw5mgwK/epqTefa1rDqs8wBgTq+/9lWpv8OXXuhnU8r6iQfcvi5Y2F47bxoIjVUaFKRWXxLozhUtFns4HLGgWzv5hWB90gTCCcrK97E5K5p/HpI+/3JsBl4sVMKWwu9NE3TsjWjBY4/jJAJDfDID0VYDAqX1wr9O5jxeymPtEni9wIP/93hCGluuL3IGzVwfPvCfDLjjEzsHDljWZzfHBU1446H0aBwac0YOtSwsi7fw9ztZby2upgMm4G+de1cnmWTm2AhToLTqzLtt2KW7HWxp8RLdoJJX20VrF9dO83SLVgMCllBE/kJVgMJVoPUMBZnjRsaxNK3rh2LUeGhVolsPuKhdTUr1exGGlQEgZummXnmkiTqJpop9/i583+HwxIFlu5z8XOem+k9w+upCiFOv3KPnz2lPnKSzWFlBd0+lXyHD49fxRs0tnL51JCVsYlWA5agsX11uxGDomAwEpbIBZxXyQjRsrNPZvWzOD0kcCwE2ge3xx+5RmuwudvL9cAdQInbz/8tOxJSc2fLEU+EV8K19e18WhEkvvbCWMxGhesaxNGvrp0thR5sJgMbCtzM3FhGjVgjEy5LYW+pLyyIGJD9B+tndsqA9HTbUQPHjyw9Qq9sG/NzQ7NQfz/sxmzQAuFPtksKaXAXSYxJC4wqCnTJiom63CRS0G5Kt9Sq1T1OiEFRuKaenfY1rWGZyoqi0D2ocZ3ZiJ6Z1Czt+OvF/ZGgcVVWo4LVqPBxnwy9kV7Aldl2TIpCrzo2DIrCYYefbrVtfLyplN8Oe+hX185NDWMp9agM+yZfz6CuasTF8Rxx+UN+l//RLkm/aCtA8jEysU5V0DhYYMlS03QLdrOBZumV/wbjL0vhiNPH2JWhyzoD9aarKvOolKHyeZWmMr/kuXl+ReSyH7tLvKiqyp5SH7XitOYNhxx+suK0n8XeUh+qqtUez4yTy+dficOrEnOCv/OKotAs3UKzdAvbizx8sb2c99aX8smWMq7MttPzApv+Oy+EOLZfD7n0Cepf8twcdoQGz25vGo/Lq3JRqpkmJ3ANF+JMURSFhIoVa8kxRtrV0O432teICdknUMPYYjSSk2xmc4SxhsWo8PCSAu5oGk/9JMk8FuLP9PpqbZXsQ60SWX/YQ02jitWn4vL52VNloifRasBs0Bq2gzZODjSL0+oPa5Ocx7OKVYg/i4x8hQCe+KGA3SW+o3ZXBkICbYBeczV4YjHwOLjcwPUNYrmqrh2jQaFbbVtIoNFuNugB05xkM/FmA43TtGziqiUFTofRrRNZdcDF3lIveQ4/T7dPYneJV2/MVjVoDFpWbpxZy1r9dEt4tg/Aa5ensHCXkwW5WuAuxqTojetOxKm4aF7fMO4PH+NMmNw1NWTW2mrUykYE3HVxAgCxFRMeHWpa9Wzt+1ok0CLDEtbF26jAZbVszNyoZep2rhXD8GbxZ0UN1uSKv4sGEZZa1o43UTvexEe907nhy0O0zLCQYTeyIMLvZzSXZcbgVVXyHf6Ig64f9rmINZfy9U4HXbNicHi1WtRxQeVOfjroZsLPRdJM6Tzz7W4HqTZjxAmjUrfWEDPecvJ/I3UTzdzXIpHrG/j47/Zy/rO1jLnbyuiSZaNPHTsZUl9biKNal+8OaW7rqliyD/Bom0RSY4zUijfKQFuc94ZeFMcTPxzh/9m77wCpyuvh499bppftC0vv0hFQERQBS6zRmGiaiaaYoomxJRpNfFM0iSXGElu6if5STNOosUdRUVEREEQE6QssbJ+dPre8f9yZuzO7Q1NkAc/nH3ZmZ+48s+zOvc95znPO3EF+N3HjkCoP77Tn6MxY/GdNkgumRPCqyj7JSGxJmYQ8ipTyEgeETH5etaudX2s7cyzZnuXjZeauG2IGL2xOM77aw9hqDwFdcRva/3yRk+DSlbWIWE7SSU+FZt0KCs0pk6hXJW2Y+DWnCXOllFES+yEJHIsPhVXtOYZEtB1ud9jU1ftDfVV7jle2pku2su+Jowf6mTXAR1vachtWfGI3AqfHFmXA7guH9fNxWD8flm1j2U7ZhAFhnX7BhNsQrqd41mJhkzOBW9GWY3Slzg9nVnHeE80YVneTjs+NC/O5cQdm0HZ/sLuNTs4ZF2ZstYcRRVnos/JNWM4aHeQfq7uzbj99iPM7OK7aw0NrnG2S+8tEu8qv8Zvja3caoFMVhZ8eVcXAsI5fVzh6gJ+2tMkv3ojx01kVPLyqg5dbSp8/IKQxKKLzxQlhgh4Vw7I557HuZoxjqjxMr/fyl3cSPLnB+Xt/YXPa3YEQL2pYeMsbzgXhNS+1c/dxNdzwWicfHxVkRkP50jBi/5Q1bdrSJv1DOvGs5TYZKiwetqZMlrdm2Rw3eXit8/fTlX3/leT6BTW+NDHCWaNDPLEhyePrUzy5IcXMBh+njwi+750kQhysrlvYuwEeOGUpinsXCHGwG1Xp4eZjqukf0vjiBKe82AOrEryTXxBf2JRhYVOGuoDKHcfW7vXX39hluOXx1nTkuHpBO6MqdbcPTEHOtLHp3qG2vCVLV85iplwviX2oOWny0tY0p48IoigK33imBU1V+NXxzt/GC41pXtuWIWPaXHVEJa0pk6Rhc1W+KfnaToNvH1ZRcsxCU/HH10Oud5n9EnbRpWOVX8WvKW65xohXwa/reDWFoL5vFnqEeK8kcCwOepZtc81L7Yys0Pl/R1bi11Vs2+a3y7sYVelxa7cWrGzLct/b8ZIOxj2dOTLIQ2uTVPlUt7HYyAqdc8eHWbI9SzSfOakqygHT5VhVFIrPV58dG+KWN3rXlfWo8L0Zldz6Roz2fFOaKw6vRFcVbptbw/akecC854NFv6DGKcODZb939phwPkiVYlaD3/3dnFrv4y+n1O03QeOC6G6U/RhZtAVzdJUH8HDPcR6iHvjYINsNHEc8Cl05mwqfyuXTuy/6nMZ8IR7I7xi4dFqUar/Gc41pt8llzoL2jMXEGg9+XeFrk6N85amWkt0FFzzTCsAf3orTlnbKhnwQJTzE+/etZ1uY3s/nNhP96ztxHl2X4oLJEe4u6kxfcPWCdrfxYsEVPSYO70fUp1ucvskAACAASURBVHL2mDAfHRHiucYUj6xNcuWL7Uyu9XL6yCATazz7xS4AIfalzXGDO5fEGBbVmVjrZdYAPz9/vYPjdrKgPjAs1xviw6fQsLlQ+m1avY+mhMnS5qx7ndKcsrhraYxPHxJifadBfVBDV6F/SGdFa5ZKn8qAPSi7tWR7hte2ZXh6Y5ofzqxkXLWXqxc4wbV3OwwufKYFy4Zb59Zg2TaXzW8jadj86SSn7vK1+cWfGaf49rtrT3Hw+tEr7TSnLI4a4Kc2oNGVswGbzozFyrZsrx4qF/6vteT2a9sydGUtNMXZJfzo2u5knB0FjSNeBbVHFcf6oEbYU9rcTlEUvPlTmASNP3imadLY2Mjq1atZs2YNq1evZt26dWSzTjPdefPmcemll/bxKPdfEjgWB71Cjdc1nQYXPtPKL+ZU8057jqc3pnl6Y5qqogZov1zcyYtbytdMLZhW7+XTY8Ml5Q9WtefoH9KIelW3DtmB7sgGPz89SmNL3GRQRMOjKjy8NsnMAT7GVnu5+7gaPv3fZoZEnPcNToasBI33P4qicNKw3oHlg+nCvcqvYZomxSVjb5hdzYX/a6VcLPcTo0P5rGKF6vyWsCsOq2BTl0GVX+N3y7vImjbfPqxil9sv2zMW966IY9i4TQ7FnrNsm/vejnPa8CA1e+lzpCVlkjZstiUt/rsuxXnjI1i27e4k6Rk0/sITzVwwOdIraAwwoWbvf7b7dedv84QhAV7ZmuE/a5Nct7CDERU6p48IckR/yaQUB75V7Tm2xA0GR/SShb+eHl6bZE2nwZpOg2c2pXkkf/u1bVn3Md87opJfL4vRnLL47Qm1hDwHz3lMiPdqUq2XSbVeLvpfC9tT3eev+Y1p5ufLWSjA1HovY6s9bum9XZXoe74xxbakydljwvzste4eE1vjJuNKE4zdRJrznmguud+2bV5p6p5bXflCO9cfXSWBMvGByJk2qztyjM9fsxV2i7WkTBJFOwgvfq6VVI8+MD96uXwPlPOfcsr+ja/2sKKtfC+jgo+OCPJOhYdthvP7PSyqoyo7bv4m9p0bbriBl19+ua+HccCSwLE46MWz3RdQCcPma8+UriTesqh7pbFn0Ph3J9Ty5IYUf1uV4HNjw5w6IlA22Haw1jodWekpmeQVauqCcwK8dlYV/UMSKBb7j8I85PThfrfx2KE72MZ869wa7KI9ZAPCupt989OjqlCU0uC6pjg1zL9zWAU3vd7Z63iJnIVp2aQMm21JkxEVeq8LxUTOIqA7NczuW9FFzoIvTYy8r/e8r9m2TXvGcgPuBe1pc5dNFXemJeUEd7cnTb5zWOVuPSeWtQh7FPf/6Z+rE2zqMpg90M/0fj4un99GuihN/NG1SbcBZjkpw3bru/fk+wA/6jRV4ah8eaNlLTkeWpPg1sUx+gVVThkWYLwPpI+eOFBd81L3ZPxvp9bzvQVtHN3gY2oQXtgOC95u55xxERq7Snd6reksvf2r42up9Kl8f0Yly1py0lxSiB5+MLOKrqzFo+tSvLC5NOXRxqnN+sb27oWYtGGzeHuGGQ3ls4DvXOosrh49sLS8xPLWrFuyblc2xU1uLTqvbuwyuHR+K7fOdfp4dGZt+pWp82/ZNou2ZakLqDy9Mc35kw6sayWx73VmLK5e0EZLyuJz48Lc/3bc/d72pMkb27vLT/YMGgO9gsKFnYs7+n7BgJDm1jj+7NgQP1ac/jNBj5Sf2J9YVmlSSCQSIRKJsGXLlj4a0YFFAsfioPXAqjj/XJ3cYQZg4UM+bdolDSbAaRj2tUkRNFXhY6OCHFrvLakfKxwHa8BcHNh+Mc2iX10QXVP4/UdqCeo7vmjbUQZAuQu9X+froYV3EKz497tJXtycpjmf7XNYPy/fmlqBT1OwbZu7lnbxfH4i96OZlTySz3p9YkOKG2dX73YzTMOy6chYey27f2PMKGkqZVo262IGA0Iaf3grzoQaD3MHB3ihMc2zjSlmNvj57fIufnV8LfMbUwyL6lg2XP9aJ0f097llQdKGhQ0lGdumZbOm0+CN7RnOHh0q+TnH83v+tictmhIGUa/q1oEDJ2Adz9lEvCptaZOXt2T409txPjkmRMij0C+oueVHXt6aYVBYKwkaA/zp7ThHDdh1Fu+cQX43S2tstYeVbbl9ki2iKAqT67xMrvOytjPHf9YkuXdFgpCucEy9zRkVFpWyq0McIOY3pji8X+nfWzxn8W6HwbsdBodOg5Uxha1Jy20otCOHVHncxsL9Qzr9QzKFEaKnws6/bx7q4dThAb77YmkGZSEruKCQHTyl0cuZo4LoikLYq9AQ0nmjqBnlJc+1lTxvwS52ZxZb39k72LYtabG20+CWNzppSVlu5rNh2XRlLar8GvMb027/AXCaAnr2oBzYj15uZ95gP8cM2re9Y8S+Yds2ty6O4dMUvKrC1oTB8tbu37XioDF0L4Ic3s/L+pjhXqufMjzA7IF+t6ZxwaXTohxa5+P5zSl+t9w5lgL8+ZQ6Lnym1S3XCPCTo6qY35hmZKXnoNrNebAZM2YMgwcPZtSoUYwcOZL+/fvz9NNPc9ttt/X10A4IctUlDippw+LC/7VyydQK/plvCPZwUS2igil1Xr4+OUJjl0l7xuSYgX6m1nu55Y0YYyp1LizKrFUVRYLGQhxAtKItYSHP3stIKw4YX3lYBX5dIWvZtKe7m6s1F20RfX1blnMfb+ajI4I0JUxeK5qE3bGkNKv1qhfb+NbUKJ0ZixPLlBUpdv/bcR5bn9orNaoXbElz++IYp48Ics64MFnT5v634zyxoTsrY2FThgqf6taBeyt/Yb6sOetudy2M4tWmDIZlE89aXDK/jZRhE/Uq3HNcLQubMty5NIaR/xEdWudlbLWX5xtTtKYtFuezoDZ2GVz8XBtjKnWuLWq288slMRZsyfB/J9dx55KYO0EoBIsLKn0qHRmLxnwn64Cu8M1Do26WeGHC+8kxITbHjbIT4MP6+diaMFnVnuO7h1eg98FEYESFh0umVbClK8u/3m7nqa0Kz2xr59jBAU4dHqSuTIaWEPvK/W/HGV6hc9QAP4ZlkzHtks/btrTJXUu7OLIhW/K8d4oyth7ZorC8s/tvy6fBKcODjKzwMK7aQ3PK5OZFnTSnLL4/Y/d2IQghHIMjOgNCGrMG+EqaJJeztDnL0ubuv9UfzazkhjI7q4p957AKptd7SZs2K1pzBHSFH73S3cSyIaSxNeF8DhT7/Lgwf14ZZ01Hjpb8NVMyZxH0qNz0eidLmks/MwquWtDGueMiTK7bvbJRK9pyrGjLSeD4IPXp/zbv+kFlTKjx8u3DKrFsm6c2pJg7OIBPU7hmRiXXv9bB1yZF+duqOFPqvPh1hTmDAvxueZyhUZ3Lp1egKgo/n1NNV9aixq+5vU1O3kGvGbH/+OQnP9nXQzigSeBYHFQa4079op+8Wr779k3HVKPiNFNRFKVkq/WRDX5unavTXybjQohdmNYji+7vqxK9MnkKyi1eFQeYASp8qtuM8q3WHEcP9Lv1bbcnTfya4jYOLGyVi+ecoKxt28xvTHNYP98Os6HB2fZpWpRk7Ny+2HnNhU0ZThwW6FXaASBj2lz/Wu8J5F/e6c7mKH5GU8Jka8J0twHGsjZvtmS5bXFpsLw1ZbG2M+dmgfS0qsPgTyu6ODff0K4Q4D3nMWeycGidt+wE86dHVXH7khgr8z+nb0+vYGJt6UTztOEBPjE6BMCYqiQLtmS4eKqzYPjkhhSH1nkZU+XBsOxd1rj+oPULapw1xOakBliUCPLkxnS+2aWPj44MMiwqC5ti34plLPdzzasqzG9M8dq2LPMG+/n65CgbYwbPbHIWnzbHS8tN3FgUjHq6qXRB5ssTI8wpCvKEvSrXzaqiI2tJ41Eh9pCuKtwytwYgv0ibdnc97coPXi4/j4LuHZtTar0oikJAV5ievybya4p7DZHJ/9uzIMChdV6e3aSVlKJ5pz3Hv99N8k77juvHbuoy+cmrHdwyp5oBYZ3mpMnFz7Vyw+xqBuebBb68NU0yZzNvsH+HxxH7D8u2sezuJo//WJ1gTKVnl4sDlt27zESxuoDK58eFeW1bBtOGzxwSZkPM4OeLOhmY/11RFaUkUWNirZf7TqpDURRmD+r+/fFpCrfNrabKr+HLn4fCHpXwXkxMEeJAIIFjccCzbZubF8U4fWSQv/fIPCusdhf0D2o7nXw0yNZHIcR78JOjqtiWNN3J1v0n1fFKU4bH1yd5t8PYxbOhrSjovLApw8KmDDcdU82QiM5Fz7ZS5VP58awq4jnLbfbXmbHwqvDMpjR/WhHn3PE2p/bIeDAsm98u62JqvZdXmjK8tCVTsiW0YFvS5Bs9Oknvyo4C5Zc/39brvnKB59uX9K4lHNIVjh8a4KE1TlDq0XUpt5FdTxdPjfLFJ1t63V/lV/nBkZXc8JqTuTQg7CwG+jTImFDjVzm1qITRScOCJc0jP5tvfLq/BarCHjhrdJAzRoV5dlOKR9clefGFdqbUeTl9RJAJNR5pviI+EB0Zi86M5ZbT+crT3X93xSUmnt2UxrKdOqrrY87n3qYuk52ZWWvTZXtZ3ppjSKT3NVilX6PyfdROF0J0N88bWanzh7ecRd9zxoaYOzjA0u1Zd0dRT7fMqebS+d3n9PHVHq44vIL2tFW2bMTPj6nm+c1pHliV4JAqDy9vdRZ8a/wqrWmLa2dVMSiic2id1y3XBeWvEXbkuoUd3HVcLe925DBteGx9kq9OipIxbbeWcjJXGlh8vjHFlDofFT4J9vWVjGnjUUt7h9z7lrPD7auTIhw1wO/O4/92aj2JnMVf30mgAGeNCbmN2MFJSNiRs0YHOXuMcx03o6E7AFwf1PjN8bVuEkY5O7qGktJIQkjgWBwE0qbNa9sy7jbwQiH7z48Lc2SDj2/8rxVVcS5a9rdAgBDi4FDl16jya5w8LMCsAX48msLsfNZwxrD5ytMtBHUFy6ZXRu/YKg8ry2TZfOf5Nn5yVBUA7RmLi551ArujKp1Td2fG4t63utySDX9aEUdTKAmCrmzL8WxjmvUxg3X5QE7GtNEVeHDNjreuDgprNMZNxlZ7qA9obpbS7IF+tiYMLp1WsctAc11ALcms/vb0irJ1TI/o7+PVpgweFX5/Yh1/eyfe6zEA1X61JMAe9Kh8b0YlGcPm54s6mTXAx8VTK9zvf2VShOcb01TlJwm/OaEOhf0vILyn/LrCycODfGRogFe2ZnhobZJrF3YwokLn9JFBZvQv3+RIiPfqZ692sD5m8JdT6kiXaShUbH7jrjMabzqmmu/kF5gmV9oMqw+yrM1guJQFE+IDddKwIIu2ZXmzJcvpI51dNzMH+FjW6tT1n1bv5VtTo3zhCWdxqNKncuexNfxiUSdrOg1OHh4koKsEwuWDb3VBjROGBnhgVYJThwdZ1Z6jNW3xzUOjeDWFUfmG258YHSoJHO+J1rTFD19u5+38rqJnNqbRFaWkxNb9K7uvI+JZizvzZXMunVbR63jig2fbNuc+3sxZo4NM7+cj5FHpF9Tc/7NfL+vipS3d544Lnmkpud57YkOKeYP8pE2bM0YGad9B4gLAvME7Lk2ys6CxEGLnJHAsDkhvNmd5YkOSfkGNY3ucIH51fC0pwyboUVAVhbuPq6HKp0omlhDiA/eFCaVdv32agk9T+OW8Gjwq5CxoTZusaM1xZIOPl7ZkGFOl89NXO5lQ4yGRs91MPYDvLWjv+RLuBfO/302UNAIB+MNbcbYlTc7Ll3coTKzWFR3z3MebqQ+obM8HdU8cGuCJDSkCusJnDgnx+7fijK7ycPOcGvc5Z44K0pW1OaS6O7AzPKq7xw17FGoCGicNDbC0JUtLyuSaGVVsiBksa3W6oh/e38dl06L8oqi7+rCozsVTo5zzWLNb+1gv05jwC+PDnDw8yKce3Q5A1Os8ZnK+BMWfT66j50d8bUDj4/lyFIX/i4OJpiocNdDPrAE+3mzJ8p81SW59I0a/oMZpIwLMHRQ44IPkB7u/rozz7zVJdxdAX5vfmKIhpDOmysPDa5MMi+pMqvXSlN+59ZmimpJXH1HBf9YkSz6D5gzys64zx8Yus9eOr4KrjqhgSER3dwDU+2FoVGdE1a6bVgoh3r9vH1bhlpIC55z79ckR/JrC6SOdwPC8wX6e3ZQmoCsEPSo/Pboay7Z3a1Ey6lXdz7Q5g/z8+90kY6tLm4YFPSo/mlnJD17u4FtTo6jAoIjOq00Zwh6F2oBWUtbmqAG+kn4Eb7eVXvsUB417KlxTZXax6CXem6xpc/ebMc4ZG+7VtHlrwiCgKW4j5Bc3Z/jH6iTVfpULJkdLHlt8LmkrExh+Nr8oWchiLyhci944u5q6QGlTZSHE3iOBY7Ff2hw3aAhpqIpTv3NJc5bxNV40xTlBFdcwLt7GrCnOZDrs7b44qZYtjkKIPlZfVDu9PqgxrtoJeJ49Rmd70gmujKr0cHg/H99/qXewuFihRETPoHHBf9elWNGa45yxYTZ1lS+TUQgaf2VShJkNPkZV6swe6CeRs/n9W3Gm9KgJPCDc+3LhZ0dX0Rg3WbA5zafz5R0Ajh3SvZh3SLWnJNg8IX/cSp/KsKjOWaND6KpCpU/llOHO804aFihpeHfZtKi73XBSrcfpxF4U1AbcScmHkaIoTKnzMaXOx9rOHP9Zk+T3y+P8fVWCk4YFOXFoYKe1r0Xf+Xc+678lZfaacO9rK1qz3LW0i0OqPAyN6jyZD8RcPr2i1y4JcBoM+TSF5fnyPF4VLpwSZX1njmsXdnDZ9ArShs01L7VT4VXozG8tnpD/7PvEqCB/fidJ1e71uRJC7CWFBe1iqqLwpYndC9/nT4zwiVGhkqSb97KT5VOHhDl7TKjsc8dWe3stmg0uKlczd5CfxdszXD2jkmFRD8tbW+jMWNx9XA2tKYtF2zP4NIXF27M7rY28otXphbC4OctLW9LMbPD1SiZ6cXOa8TUemTPuQFva5OXNKabn1+K3JU2WtmQ4eXiQd9pzvLQlg19T+NrkKE0Jg2UtOeYN9nPJc87Oko/my4M15a9329IWj63v3vVWWEjsuVNtd1wwJSoBYyH2AQkci/1OMmdxWb6eVkNII6ArrC1qoDCuesdbGS+bLluQhBAHlvqgxpWHVTC5zouuKtw6t5oKr+rW7z15WIDH1qf41XE1fO2Z0vIQUa9Sttbb+pjBHUs6d5lxenw+yFvoOh72KvzfyXVls357UhSFwRG9JGi8K0HdOe6kWi/fPLQ72+RXx9e6X4c8KrfMqWZDl8Hh/XwlY/n+jKrdfq0PoxEVHi6ZVkFTwuDRdSn+/W6Ch9YkOXawn1OHB6mT5q/7pW/8r5Vb5lQT0BW2JkyiXhXDthkU1lGV9xawKVjRmmVMlafs3/SbzVkyps2rTRm3HM36WK4kCHNzj/IyFx0a5fD+zt/l2GovPz+mmm8/38bX89ljwyo8/O4jdYCzPRnguCEBPnVIGNu23YDNqcP8HBaKI0nxQux/dFXZa+eL9/r5dcGU0ozU64+uIp61qfZrVPs1Rlc588EzR4VY35njyhfLL7r/893uAOVti2Pcthj+ekqd+1mUM21+uSSGV4U/nVTHgi0ZptV70dTeAfYPq1+/2cXi5ix/QuXysRY3L3IWDOcNDrA14czR/7cpzXnjw1z/WidbEya/Xd7d+Lhck+g3tjsB/asOr2BoVOeVrRmOGxIga9qoCu41sKaAacPt82q4fH4ruaK4cvH/48EunU6zfv36vh7GHhk2bBh+vzSqPFhI4FjskX+uTnBYP5/bIOWD0JntPiOU2+bYc3tSsYisNgohDkDT+nVv0y406bxlTjV1AQ1VgY+NClHpU7lkWpTXmzK8mN+yeeextXz+8eZexxtRoecX3GzOHBUka9o8ui5FtV/l7uNqWd+ZK5tFCOVLRewtqqJw3awqhuziHDIgrJfNcha7p39I58sTI5w9OsTjG5I8sT7FExtSfHxUiLPHhHZ9ALFXGZbNux05bl8c48bZ1SiKcz1VrLgBVbF5g/18fXKUlGHh05ReQZjiYGxPsYzFj15xJvh/PrkOTVV4oTGNYduMrPSU7N4Cp4FwISOspwsmR1jYlOHogaWTwMERfYelNhRF4U8n1VG4NCsep6IoEjQWQuw2J2Bc/nvDKjycMCTAK1vTeDSlbKmDYoWdW7UBjda085mXteBLT7aQNGy31M5pwwMc0d/PiAq9bDPAg9UDq+JEPCqrO3Is2JJhYLh7EeHmld1z7Qv/10KiqBHh2k6jZO4+e6CPoRFPSc3pgnPGhvjI0AB+3TneyfnmzoWEhyERnY+NDNKZtfjjiji1fpVPjgnxXGOazXHnNT4sQWOA9evX87nPfa6vh7FH7r//fsaOHdvXwxB7iczKBABpw6IxbrpNCwqWNGdoTlocN8SPZcMDqxK8uDnNFYc79bGGR/W99qGdzXdb7cz0Ptkf2eBjRWvWzaw7drCf2QP97oSoIOL98JxAhBAHt+LAaaXP+Wyb2eBnZoOfZa0tZAwbr6bwxQlht0t6wTUzKnl0XZJ/rE5yRH8fIyo8LG3OcvpI58J8WB82oSpkCYkPXtSn8skxYU4fEeTXy7p4ZmNKAsd94FvPtrqBis1xk2sXtpdkTe3Ms5vSpA2bl7dmOGFIgPMndW8nX7AlzT1LY9x5XG1Jx/mCWNFCfGPcxK8r3LE01utxBR8bFeSeN50ssTNGBqkPaoyo0BmR/7yYu5OmQzsiGXtCiH3h/EkRzp8UoTNj8dWnW0q+V9i5VfCtZ1sx7d6lEZL5OsiF4Ocj61I8si7FiUMDDAhrvLE9y5cmhFnZlqM5ZR3w51PDstFVBcu2ea0pwxvbs3xxQoR/ri7NEC4EansqDhoD3F10fvnqpIibQVwucPyRoUH8+o7PDzcdUw04i6MfGRpAUxVOHxnioyOCfO2Z1rLxgoPZsGHDuP/++/t6GHtk2LBhfT0EsRdJ4FgAcM+bXby8NcNfTqnj1aYMt7xROrFY2pxxa3L6dYXvL2gnnrNLak+CcwIyLOcxhUDwrgLLhmWzttPgmp3U9Ty0zsslU6N8Ot+Y5Wv5LZGXT6+gPqgyNOIUxpcMNSHEh8Ev59WQ3wXOScOCHNHfh2XDta900JQ0CegKZ48JM2uAn4H5z8Wbe9QFFh8efl1lVKWHV5tKm8pkTZvvv9TOhZMj9A9p/PWdBGeNDpXURF6wOc3Ueq/UD9wDPbOAW4uy337wcjt72qKp0AzoqY0pmlMmVx5egQLc+1YXWQuWNmeZPbB3Kl5XUXT6ihfKZzQXK64vOqnWy6RaKUAshDiwRL0Kxw32c2i9zy21c974cEnguLDhqlw93YCulDQPhNLmexc/1/1ZeiAHjl/cnOaXS2JcPr2CX78ZoysfBH4u34RuT3zmkBDPb3YygYdFdb43o9JdzCwumXbGyCAPrUk6zRh3EjQupigKxQ9VFIVb51Rjfch6Hfr9fsneFX1KomwCgHX5GsI/WdhRtuHSa9uyvLbNqUW0qctwM2UWbc/ym+VdXH90NboCd7/ZxZLmLD+eWcX/e9kJBP/+I7WEekw4X96a5qF3k1x3VBU3L+p06xztyNQ6L4qiMLHGw6H13Vu6j+jf/fWIPsygE0KIfalnFl+hocvVMypZ25Fzg1YDZTFN5IU8CjkLMqbt/v6s7sixIWbw5MYUYY/KY+tTjK32cGR+QbgjY3H7klivTNf3Kp61CHmUPtleauRnme+3FEvWtNnYZeDXFAZFev99dWQsvvZ0C1cdUcGQiM4vF5cuxBfmurMH+phU6+WupV1UeBWOHxIoqcW5I0uas7zalKHSp7q7sO5YEuPpjSmuOKyCzozlLqLHdiMj66gBPip9Kkc2+BlS9H4aQlIPWwhx4FEUha/mE4z+ckodWdNZyPvN8bV8JZ+JXOFT0ZXuRT2/pnD5YRXYts2kWi+f+W/vEmDlfOWpZk4bEaQzY3HMQH+f7ubaU29sdxYke9axLzYkovGJ0SE3oezGQy3as9CqRvj18u5yS2eMDHJkg48rX2jn+CGBsjtgAD47Nsxn96Avxo7IQrYQ+57MKEWJckHjnoq3V87Pr0q+vi1TslW6EDQGp17UbXOr3a63U+q87lbIv6yMlw0a3zC7iqhXRVcUWtMmlfmgyDVHSmMkIYTYkX5BjX7SAE2UEc5PtM59vJkrDqvgvrfjbimDZzamOTxfZ/uFzWlueSPGHz5SS2vK2Z6a283UnmTOYnFzlqMG9M5+jecsvvxUC+dPjHDC0D0vefB+feN/rSjAPUWNGN+L4pri5Wr7vtnsTMZXt+f41+pkSaO5YjMb/G4Af+7gAJ88JMwpI4Ikczb/XZfksfUpjhno5/nNaWY2+NysY6DXrjCAlW05vpRvJnTmqCDvtOVKSlUAbtPJt1pyPLUxxWcOCXH6yGBJ3eT/O7mOlGET2cHEXwghDhSqoriZrVGfSo1fZWq9ly9P7F4ITRo2CpQkOV07q4o1HTnuXRF3m7OVE8va/HmlE0Bd02nwnekVbEmY/OiVds6fGGHeeyjv80GxbJvGuEl9QCNt2izatvOkLXBqQB/Z4KchlGB4VMOnpekfgAm1Ph5am2ZbsrvWcP+Qzh9PqnObohb72dFVSNEiIQ5sEjgWAJhlPuQL7j2xFp+m7HT19blNO9/W8vTGtNtRtXjy88i6VNnHD410106O+mTyIoQQQrwfIU/3tO1Xb8bozJae91e2OZPI1/OTyY6MRXM+cNwYN3brNe55s4uFTRmm1nlZsCXDgLDGom0ZlrXkmFTrZGK9tCW9R4HjLXGDtrTFxHzZhLa0ScSjuo2KCrUZD+/v69U4rlhHj+zbtrSJbUNNYOcLLVvi3WWwCj+jgljG4tnGFFGvypoOg8+PD7Mu5vys2jNW2aDxlyeGOX5IAFVRaMs3ZZqe30kV9qiEPfCFCRG+HeL5OAAAIABJREFUMMEJbJw3IUzYo3J+zqIpYbIhZvDrZd3d6k8cGijZRg3w76LM5Rn9fYys1BlZ4XGbTh5W72NcjYdZDb5e2d+6qki/CCHEQemu43ovHIY9vT/vxlR5GFPl4eThQW59o5OXt2b4wZGVvXrrFFvZluPLT3XXVn6rNce8wQHe2JahM2vt9SByxrRRYbeb9j28NukGucdXe8o2SB5TqbOqwzmHnTEyyAlDnDHfOrcG0zRpbnbm+6qicPu8GtKG3es45XYUya5gIQ58EjgWvNqUoTlluY0DPCrcc1wtb7VmMWwI6L0Dt9PqvaQMm7fbnElRYaK0Iz0nWz1dO6uK+96Os6o9x/dnVH6ouqQKIYQQH7Sa/M6dKXVelrf0Pid39WhykzJsmpNOsPXdDoMtcQNdVfCoUOUvH2zd1OVcC3zxyZZe39uY/966mMGbLVme3ZTiC+MjRLwKLSmLu5fGuGBKlNeaMrzTnuPSaVEeXJPkr+84E90/nlgLKFzwTCtHD/Bx0dQKAJ7emOJ3y+NcdGiUyXXeHW6R7emCZ1oBuHBKhP+uS3H90c6OpmWtOcZU6uiqwl9WxnlkXYoJNR4O7+fj3hU9mlC+1E5Tsrtp0FMbuwO4z2xM49eUkkn1z46uKplAV/u1slnLxQqZ4mGPyqhKlcER3Q0c33dSHV5N6RU4LrhkWpTp9b6SGpPgBBrKZYULIYQoVfj4LD633HtiLW9sz2JaNscMCvCpR7f3el7KsFiwJc3t+XJFswf6iWUtt7TY5rhBUFd2eD7dlfOfbKYuqPGLOTWs68xR4VPdY5fT2NV9rnq7LcfgiMam/H3XzKhkUESn0qfSkTbZkjAZX7PrGvd+XdntWsVCiAObBI4FLSmnkP1pI4IMr9CZUOMl7FVLmt4B3HB0FVe+6JSguPLwSu5cEuNtcpw4NMArTRm+OCHM1Dov5z3RPWGcM8jP/MY0q/Orl4XtPjP6+1iYb9Lj05yV3R8cWek21hNCCCHE3lMX1LjnuBoqfSr/ejfJA6ucgOxl06L8Il/6oDh7tSVluhnHAFsSJje97tRCLA52WrbN9qRJZ8berS7nKcPmJwudrK3x1V5+u7w7e/aVrWn+L58R1Z6x3KAxUHJtsbQ5y8Yug8FhzW3498slMTQF/nzKzgOxPd211Hn97y1op39IY8GWDPMG+RlWobu7ot5qzfFWmVJexUHjcr41Ncq0ei8vbslwWD9v2YX4PeXTFP50Uh3eHTQfnlLnJZmvKTazQYLDQgjxfnxsVIhtSZP6oMbJwwLUBTQCurrLxbdV7Tl3Bw/AP1Yn+Pe7Sar9KrfPreGy+W3v6ZxVkLVgc9w5B333xXaiXoXfnFBX8pjbF3eypsPgtBFB1nZ2n8Ns4IrDKrlzaYyVbTl3Rw9ApV9zS0QKIUSBBI4FpwwPcsrwIABzBu14G82wCg8XTI6wMp9lPGuAj+c3pzlrdIgvTezdNOeKwyqYWu9lZoOP61/rZGSFzqfHhvnJwg4GhTVa8xk9545ziuTrqsJemFMJIYQQooxCZtMnRofQFPjLOwkmFU0YTx0RdAPHv3gjxuSi720s2ln03KYU42qczOXisgk99QtqbEuazBvs59kyJa2Kg8YeFTdoDN1Ne8vpytl85/k2JtR4SgK6pu1s3318fZLZA/1ls6++/nQLnzok1Ov+NZ0Ga/Kv+Wxjmknp3dtaW+NXaU1b9AuqbMtnaH/6kBBT6rxudvHsgXs3gNuzOeZtc6uZ35hmziA//UNyaS+EEHvL4IjOdUdVA7glhHoqV8Yi1qMc1IubnXNgW9ri8fXOebawIeW+FV1MrvMypa676fuS5gyTa72sas/xxIYU6zoNThwawKMp/O2d7t0v7fmSR4XXMy2bf6xO8OSGFPH8TqLic21BbUDle0dU7nYPAyEOdE1NTTz11FMl961fv979eu3atdx///0l3x85ciSzZs3aF8Pb78nVpdgjcwcHmJuv0TS13ld2i+VFh0bpF9QYXeVMmA6t8/LVSRFGVuoMDOl8dESQ00YE+eQh77+rqhBCCCH23BkjnXOxrircfEw18ZxFv6DGVUdU8LNXncziN4tKWjy7qbscwt1vdqHgZC3tzI9nVfF8Y4qPjggyrd5HV9bZulsue/es0SH+UpRhfOPrO+70XlDuOI+sdbKp/7wywbnjwoyo1Kko2mLcnrHcBr07s6wlxyFVHs4bH+bOpTE+NSaER1VYFzM4c1SQVe057loa4+OjQtz9ZhdHNvg5vJ+PpzamOGFIgPA+bC7XP6TzKbmmEkKIPjG+xsunDwkxIKTx1MYUy1p6n5uaUxZhj0I8Z3P/yu7A75qOHI+sS/HIupQ7r94SN/jZq52cMCRQUgLpT2/H6Rnn/VvReXNDzOCnr3b0qulf0BDSOH5IgC0JA1VR8Gr0KmUkxMGqubmZBx54YIff37BhAxs2bCi579hjj5XAcZ4EjsVed3SPzBpFUThuSHcm8+fGyeRGCCGE6EuKolCoDDUo0n05eGidj3PGhtzsX48KOQu2p0onosVz1+Javj84spLVHTmWNmep9KmcPtLJ7j2iv5NJddyQAKvbc1zzUnvJMSbWeqFoAvxeFUpwgDPJ3h3T670s2p5leFTnR7OqOPdxpxlwUFcYWenhF3Nq3MdO6+e8j7HVXm6fV0s8Z6Et6+KI/j5GVXrcRXMhhBAfHmeOcs51Mxr8LNya5hdvxDhpWIDH16cYGtXZHDc4f2KEW/M1jwuuXtDufn3P0hhfmhihM+ucb4uDxkCvoPGsAT6ebezezXPFC20ADIvqrC/aJfTJMSHWdRqcNTrIMGlUJ4R4DyRwLIQQQgghXKePDDEs6qE+qFLpU1m0Pcvti2N8eWKY3y13grEDQhpbEs4W2RkNPo4d7GdTl9NQZ3yNlzNG9i4HUTC6ysP9J9exscvgrdYcm7sMBueD1x4VDu/v46UtGffxAV1hfLWHRduzXDOjkmsXlm4JnlLnZWnzzpvwAkyu9TJnkJ9fLolxxsggVT4Vw4KPDAtw7uPNzB7oLykDUabpfC9hj/qea1QKIYQ4+BSCs/MG+zl1eJBqv4quOueW4sBxYWG24NnGNPM3p3sFiHuq8atcOCWKR1V4vSlDQ1hnQ1Gg+MsTIzy+PsmCLRk+NjLImaOCqNJ4XnzITZo0iYcffrjX/bZtYxjO34+u62X7RwgJHAshhBBCiB4m13XXN57V4GNgqIqhUd0NHFf4VLYkTC6cEmFGfx9+XWVs9e4fX1cVRlR43DrAUNp0L6DFqA1oPL4+yWfHhhlb7WFwJM2EGg+/PaGWxrhBjV8ja9rUBTVWtefY1GUwudbLTa93lm1cNyCscWSDj/Z0mOOH+kua1f3uI7WEejTnPW+87JASQgixZ/oFtbLlHIvNbPAxvsbjnlMLygWNG0IaWxPd57Szx4Tchnb3nVyff57NW605/rsuydCo7h7nhKEBCRoLId43CRwLIYQQQogdUhTFzaAaFNZIGTZfnxzhnfbcTpvqvh9fnRwF4OOjuzOXPzPWCeRGvArjqr0lj59U63Ub/X1vRiXLW7IkDZv73o7zlUkRfrOsC9NyAtYfHRns9XphT3cQ+ROjg1R41ZISHkIIIcT7dcPRVcRyNpNrvaQMi98tjzOjv4+jBvhYtD3L/MbejWR/OLOK5zaleG1bhhOHBnqVhQRQFaXkPPj5cWEaQho1fuk8L4R4/+SKWAghhBBC7JYbZjtpxbqq0D+0f15G1gc1jh0SwLJthkZ1JtZ46MpaHD9k94LcnxwjmcZCCCH2vuIawwFd5Y55NVTlS1ms6ewuN3H3cTU0JUwMCyp9Kh8bFeJjo3ZcAqqnmoAmTVOFEHvN/nnFL4QQQggh9juFOo0HgkIGFnQ3LhJCCCH2F3VBzf36rNEhavwqE2u9VPs1qv3aTp4phBD7jgSOhRBCCCGEEEIIIfqIV1M4cVjvUkpCCNHXpOiNEEIIIYQQQgghhBBCiBISOBZCCCGEEEIIIYQQQghRQgLHQgghhBBCCCGEEEIIIUpI4FgIIYQQQgghhBBCCCFECQkcCyGEEEIIIYQQQgghhCghgWOBmVtPLv06tm319VCEEEIIIYQQQgghhBD7AQkcC7KJR0i2XomZXd7XQxFCCCGEEEIIIYQQQuwHJHAs8EU+D4CRXdbHIxFCCCGEEEIIIYQQQuwPJHAsULUKADKx32PbZh+PRgghhBBCCCGEEEII0dckcCxKWMYmMvEHMbJv9/VQhBBCCCGEEEIIIYQQfUTv6wGI/UOo5kYSrVcQ3/5l976Kgc/04YiEEEIIIYQQQgghhBB9RTKOBQCab0qv+yyzrQ9GIoQQQgghhBBCCCGE6GsSOBYAKIpOpP9fS+4zs8v7aDRCCCGEEEIIIYQQQoi+JIFj4VLU2pLb2cTDfTQSIYQQQgghhBBCCCFEX5LAsXApilJy28i8QVfT57CtdB+NSAghhBBCCCGEEEII0RckcCxKqPpgADyBuQBY5laM7JtYZnsfjkoIIYQQQgghhBBCCLEv6X09ALF/CdVcj23F0LxjSMeGkun6I8nWqwDwV1yEN3gSiurv41EKIYTYE5bZAraBqvfv66EIIYQQQgghhDhASOBYlHCCCk5gwR89FzO3BiP9IgDpzl9iGY0EKr/ZhyMUQgixp7qaPg3YVAx8pq+HIoQQQgghhBD7TDKZZPHixSxbtow1a9awZcsWEokEXq+X6upqRo0axdy5c5k+fXqvEq5CAsdiFzR9EEbR7VzqWfwVF6IoUuVECCH2F7Ztg51CUYPufZbZiW13oemDANu5z2gqm3VsmZ0oahhF0fbVkIUQQgghhBDiA/Xggw9y3333kc1me30vlUqxefNmNm/ezPz585kwYQKXXXYZ9fX1fTDS/ZcEjsVOeYLHk4n/1b1tWx1YuXfRvGP6cFRCCCGKGemXSbZdg6oNxBc9D0/gWOLbv4JttYLSXV6oa9s5eALHEqz+nnufbVt0NX0cX+Qc/NEvlRzXMraj6nLhJIQQQgghhDjwbN682Q0a19bWMnnyZEaPHk1FRQWZTIaVK1cyf/580uk0b731FldffTU///nPqays7OOR7z8kcCx2SvMMp2LgM3RuOQ1NH4xpbCDefAG+yOfxR79A17bz8UU+hTd4Ql8PVQghdsrMrScT/yeByst2uQUpl34VVatB84zcJ2Oz7QxG5k08/sN36/Hxlm8DCr7QaaRj96H7pgBgmZtJtf8URQk4QWMAO13y3FzqfyTbTPwV30TVqrGtDgCM9CIoChybubXEt3+FYPUPSbb9mEDl5XhDJ73/NyuEEEIIIYQQ+4CiKEydOpUzzzyTKVOmoKrdu+dt22bOnDmceeaZXHvttWzevJlt27bxxz/+kYsvvrgPR71/kXoDYrdEGx4kVHcH2BkAMl33YZmdWMY6Uh139PHohBBi11Idt5JL/hfsxC4fm2y9ivj2r36g47GM7SRar8GyYqQ6bifZ+l1sq3Rs2eQzZBIPO6UogGzyKczcBszMYszMGyTbfoxlrMPILit5Xi6181rGudR8uprOxkgvwsgsBsDMrSSXXohltpCJP0g6dh8AybYfAhaZ+D/c55u5dRjZle/zJyCEEEIIIYQQH5zPf/7z/PjHP2bq1KklQeNi9fX1XHHFFe7tF154gXQ6XfaxH0aScSx2i6L0/lXpavq484WdwbbiTrZcYNY+HpkQQvRgWxjpF1CDc0ozixUPAGZuA6mOGwnV3AiKh3Ts9+jecWSTTxCuu90N0r7nl7dNsLMoasC9z8ytR9GqAUi130Cg6kqMzOsY6ZfIxh/EzK5wH5douZhA5XfIxP+MZTQCoGr1gEqq/fqyr2nl1uCsBVsA5FLPOW9Zq0f3TiGXesp9bKDqSlLtNwCQaL2i5DjJ1qt38s4MbDtHLvkUqY6bAYgOeHqn2dvOzzKLoviK7jMwMovQfUeAnQSUktrMPeVSL2KZTfjCZ+1kbEIIIYQQQghRKhKJ7Nbjhg8fzqBBg2hsbCSTybB161aGDx/+AY/uwCCBY7FHvKEzySYfBztVdG+O2NYzAIg2PFISLNlTltmOZWxB9014nyMVQnwYadZTgEm64z5U1VuymKXgNH7LpeZjGY1kk/8l03W/c1/yMQAy8QdR9YZex7XMZsCLqlXs8LVtK00u9TSpjlsACNXegqoPIpd8knTsN3gCJ6B5x2KkXyGbeJRCuDXT9Uf3GGb2TcAm1XGj8348h2DmVu0ioOvwhk4jm/hPyX2R+l+DEkJRvNh2AjO3Bk/gWDdwvLt033SMzCJiW0pLVXRtPZNw/a9Q9X7YVgrbzqJqFWS6/o6RXQq2iZFdRqTf/xHfdh6KVoc/+iWSbd/HX3ER6c47AJtQ3R1o+jAUNUC66894/EejeYYAkGz7AYAEjoUQQgghhBAfmECgO5ZVrpneh5UEjsUeCVR+k0DlN7GtFInWK9wsuYLY1tPcr/0VF+ILf2KPjh/f/nVsq4WKgTvfZi2EED3ZVide+173tmW2YJkd2GYzqc7b3c8ry9gI4AaNi6U7f1ly2zKbse0c8W2fByBQeTm6bypGZimewBxAIRP/O77IZ+ja9llsq7P7WLF7sXJrse0uAMzscjfzNxP7bdn3kC66X9UGEqq7g1T7T9wM4p48wY+QSz6ZH9vF6L6pKGoViZZL8ASOQ1GdFfZA1WUlz4s2PASKl9iWk53X0odjGesI1d6GolaQbL8OK/eu+3hv+CyMzKJer2/bXSRav4fmGUUu9RSKVk+g8hLSsXtKHpeNP4Btd2EbXSTbvu/8bI1GwMnuTjR/03md4Klkk4+Sif0Ob/A0sslH3GMkWq8hUHkpaj5zW+wZ2zbJxP+KL3w2iuLt6+EIIYQQQgix38jlcmzZssW9XV8vDcILJHAs3hNFDRCqvQWw3MBDT9n4Q3scOLatlr0wOiHEh5FltpXcTnfeRrrztl6PMzKv7fYx0533lARtUx03u8HaVOddgAJ2HDO3uiRorGj9MLNLi47kxTK37vbrAmje8SiKSqDqKjzBj5RkHfsrvoFtJfAEjwNUVLUKAE/gGAAng3cnjf0UNVxyO1x3B2CiqKH87V+CnaFr2xewrQ5UrR7dPxMj/XKvY1nGOixjHQC2ub1sdnQm/tde92UT/+59X/LRoq8fKfmekX4JIzMPK7cGPTAb3Tt2h+9P9GZkXiMT+z1WbhPB6u/29XCEEEIIIYTYbzz//PMkEk6/mZEjR1JVVdXHI9p/SOBYvGeFuse6bzqW2exm8YEHyIGiYlspFDWAmVuLkX4dRavGE5iLbbWjanUlx7Ot7vIXtm2iKNo+eidCiANV4TPG+bpjt54TrP4hihol0XLZTh6l4g2dSjbxcK/vFDJ8i5vsGekF7teBykvRfNO6s5SrrsLMrSEbf6DkOJp3Cpa5FdvcTrj+D6Q773CzegNVV+PxO2U2FEVH900tea4v/PHu91P1nV5j1L3jdvLeunkCx6N5x6Ko/pL7FcULihdFjWBbHShqlGD1tUCObPxfqPoAzNyaslnbRUfBG/4k2fjfSu5VPaNKspmB/OO6fz6qPsit71ws1f4TwAlERxv+4wa6i9l2jmz833jDH8PKbUT1DJEMW4B8cZRc6ils+8qd1qYWQuxbtm0B9h5f++ZSC0i2/T8iDf9GwbPTcnG2lcbMrdllOTjbtjCzy1DUajTP4D0ajxBCiL0vmTVYuT3e18PYI2PrwwS9B064sbOzk3vvvde9/alPfarvBrMfOnD+J8V+K1R7I7Ztk2r/Gb7wWWjeMaRj95Lpuo+ubefhj57r1vwEMLNvkU38h+iAxzAyi9G9E0HxYBYFEmyzBUXv1xdvRwhxgLCtFLGtp+GvvARf6KPYVtsun6P7DscTmA2AL/olMrHfAxCovIxc+hX8kXOJN38dVR+EovXenqT7j8ZIv4g39AnAKps1q+qD0PQBBGuuJ9n6XXTf4ahaA0b6NXT/EXgCx6B5xuTfQyuW2YzmGUKo9kaM7Eqs3Fq8weNKjqkoXvwVF+Hxzyhbg/m9ClZftYtHOKUkFDWaDzR68UU+DTjZzYXAcajuTixjK9n4PzFzbwMQ6f9PVK0CT+BocsnnyCb+6dxf/yviLd/BzLzhvoov/HF8odPJJp/E45+FbWfJJv9LLvn4DkeWaL2acF25jPKlpGO/Ih37FQDe4GkEqi7drZ/HQc22ir5Og/Le+xEIIfauZNsPMDJLqRjwn50+zjJbcBqKVpKJP0A24ezMSDRfjmWs3Wmpt2T7zzDSLwLgi5yHkVlKoPIiNM+wfODaQFG8ZLr+WLIo6K+4CF/4Y+/7PQohhHhvVm6PM/2WF/p6GHtk0aWzmTaosq+HsVtyuRw33XQTnZ3O7tEjjzySmTNn9vGo9i8SOBZ7haIoBKuLtifbOecfq7UkaAy4zZtS7TeSSz0LOA2gbCvmPqZr2+fwV1yE7p+Opg/Eti0URf2A34UQYn9l2za51P/wBOY6zTmVUL5hHaQ7bsU2O8l0/QGAjHoJPutWAILVPyKTeAgrtwHbaiVUe717TH/kHDdw7A2dijd0KgChmhtRPUOwjK1kAH/0fCyjiWzyEYJV3yabnII3dBqK4iWbfLIk8xhA1Z2mbh7/4e4kXtUqiPTrXddY0epKdl/o3rGwgxIMfTFxD1RdTS7xX3eHSU+ewAmoer07bm9wHp2bnaB3oZGg7h2P7h1PNvFPNO94AELVP8Q0NpFq+wmK3h9FrUFRVPzR89xj674JpJSQG3Duycwux8yuItH2YzR9CKo+EF/kU2Tj/yp5nJF9K//vShQ0NO/o9/dDOUDZdrL7a6vzfTWyFULsPbZtYqRfAiDVcRuewLHovknYVgrLbELVasl0/RVf9Dy6mpwMqFDNTSW18i1jrfP8zrsxMksI192OkX6FZPvNBCovxRuch5FZ7D6+0JQ13XkPodrrScd+Qzb+ANGGBzGzb5eMLx37A97QGb12KVhmJ7bZjOYdtfd/KEIIIVxj68MsunR2Xw9jj4ytD+/6QfsBy7K48847WbHC6YXT0NDAxRdf3Mej2v9I4Fh8IDyBOWQSD5cEVFRtAJbZXWy8EDQGMHPv9DiCRbrzNpSuGmyrFXCCObp/+gc6biHE/sfMbSKXepZM1x+xrQTpztvwBOahqN11pwpBY0M5Gks5HE/os+QSf8YTOBpP4Ggss72onE63cN3dJQE1wP2cUbU6ogOeRlEUbDuHL/JZFDVSUiYi0u9ebCuBokYxs0vR/UceVGURdO8h6N5Ddvj9crVyw/X3Ar27EEcbHoT8z0ZRQ+jesUT637fT1/dHv4DmGUGq4yZUfQT+ivMxc++6Af948wUAGOZWyEA28a/eB7EzZLr+7jbsC1R9F2/whJ2+7sGo+Pe8a9s5RAc8dlD9rgqxv0nH/kCm6/6yWcC2lSDVeRfe4Cmk2m9w788m/uPuyku2XYuRWYi/8hIy8b+W7DbJJh8r+5rZ+D/y/z5INvk02AlS7deRar8u/4h8OTl3HHFyqfluqaDY1jILlHac2Jbj3d09ALadJdn6Pczc2wSr/1++Wayjc8vp+EJn4K/48m79nIQQQuxc0KsfMNm7BxLbtrnrrrt4/vnnAairq+Paa68lHD4wgt77kgSOxQdC846hYsB/SMf+QDb5FL7QGXhDp5BLvUA6dq8bDAYPqt6AP/pFzNx6zOyKksZV3Y8D09iIznRs20ZRFJLtv8AbmCPBZCEOAIW/W9tKYeZWo/sm7+BxJgBWbi2q3h/bNohv/4L7/Vzqmfy/z5Z7Ojnl6wD4Il8gWNk9aVW1KlStd4MDzTtmp+MuZFgpiqds+RxVqwat2vk635juw25HNTEVNbLHx1LUIN7QSWjeMShqjVP6wj8DX+jjxLaetlvHsMwtbtAYIBP7U0ng2LZNsomH8YZOObgDqVZpZryZW7fTRQEhxJ6xrTiW2YLmGQbglnuwbRvLWIuqDcDMrSSbeBRVH0Au+fgOy/GkO3+NkVnoHCfmHKd4B18u9T90/2yMdPmty+nYrwHwBOaWNHj1V36DdMet7m0z9zbJth/v1vtLd9wKVhIjuxwjswTyi1HJth8T6f93jMwibCsJdoJM/M8Y2SX4K76B5hlFpus+fOGzUdQwRvadvfLZYxnbULRqFMXzvo8lhBDiw8W2be6++26efNLpXVNTU8N1111Hv35SLrUcCRyLD5Q/+kX80S+6t72hU/CGTiETf4h05+1EG/4BSghFUfAEjsGyYnRtPbPssdKdd/x/9s47TpKi7v/v6jg9aePtJbgjiWREUER4BEUQQUBElCBB8FFQBIEfJsCAggqIEsSMpAcVRUAJBjCgoqCgSM6SLu3t3u7EzvX7o2d6Z3Zm747j8tX79eJFd3VVddXczm73p771+eKOX5702/NRgtptBLXf0jN7ag9MhUKx+oijxcThy2jmpshoBM3YmNB7gNpI4qObn35tS8K4szHs17WJuc3vv6bPJI7mYzp7p0Jxk8h/GKENtC0qNbHyH6ReVwm/1kd0c7O2c6E5ZHo+ijt+BQD5oR9QWfSh9LqdPxKvcn1HP82dL27parzyNVi5d2NkdsUdvwyI0fQhdGvbrosM6zJR8ByB+zeEPoSMFgEkCQqVcKxQrDDJQqeGEII4Gqey6ARkvISe2Xch4/JEvXicyqIPT2rd/gpm5d+bRgsDbf75Ml7cVrf5e8zOH5YKx7mBC6iOfBIAoU9H02di2K/Dyr2zTTi2cwdiZQ9AxmPURr9M5D/YdW65wUuoLj4V03k7Qf3OtLwpSE/Gr96MV/6/trLIf5Tq8Mdazp/Ayr2L2ujn0YxNU/smKSOkrIL00fTBrv13o7zwSDRjDrnBi9D0gbQvZNCR8FWhUCgUiiZN0fiOO5LdO/39/Zx77rnMnLny8sisbyjhWLFGsPMHY2XfjtBybeWaVqQw/TqQsGjNAAAgAElEQVTc0tWE/sPoxpw04qKVplgAAXE0iqb3E0eLGwmc1uOIMYViLaY6fFrDjibZCmtk9iAOJ+xpmqIxkG6bNbP7IkQBK38wlYXHABBH8wE6ROMmduFwTGdP4nA+kf9omgRNMzbrWl+xfmLl3o1ubkHoPYhmzCU/7dupdUWm5wSs/KHIeIzK8CkY9usI3b9i5vbDr/wcr3wNkIgdzUjoOFyAO/4tDHtncoMXrLF5rUyi4Fnc0rWE7t0IfQin52Po1laUFxyNV/5J6uutUGwoxNEYcfgyhr1tS9k4oXcfhv064mgEw9qKKHgGGbtt9QBC7xHqYxcl7cIXsHIHYeUOalu48qu3ErgTz67lBYd2GUkIgGZsip1/D0ZmdyLvEZzeU6kMn9hRW+gz0PRBIv9hjMwbsHKHoJsbo5uvBZHByOxMpvgRhFbEyu3X1tbKHYqZfSu6mfjnC6Eh9H7s/HupjT5IbvBidGsHouAxhMiD9BCNxTPdeg1W/t1E3sNtOzcmM1k07kbo/SPdVRiHzxFHowTuX9sioIszb0VoDjKuEtT/iNAHiPxHyRSPpzZ6PlbuwMT/WfqNfl6guviMxDZKSupj3ySo3d5hn6FQKBQKBSjReEVRwrFijTFZNG6iGTM7fDObyZaE1gMii2wISwDlBYehm1sRBY8jtAEKM37akcBDoVC8ekL/CfzKDWR6T0XTih3XJzzME//EZvb2pRHUku1BUyVAa2Ll349f+SkApvPWhvXEALq1DUZmVyL/MTT7DVDujERWrJ8IoWPYO2LYOwKJ7Uhhxg0gG4KM3gt6Lz2zkoSsofsAur0Dkf84oXsPTu/peJWf45UTn+Xmz2Az6eK6TBQ80xCM/4zQZ+D0nt5YpEm2dOvm5kTBY0TBi1NaiygU6yO1kc8QBU+SH/oh9SUX4fSeglf5eWOhUgMMdOu1RP5DQGNxU+vF6fkIbumaNKlck6YncSuTk0K3kun5GFHwFEHtt2j6zLakqfmhy1O7psnYuQOxcgdRmn8QpvO29HubH7piok7hfV3bOr0f7VpuZHajOOt2hLCT80by0onx/AjN2AghNAxra4zM63HHf0Do3Yduv57IewAj8xZC9+4p5wuQHfgatZFPdZTXRr9E5P+nraw6chZxNA856few6exJUL+L0HuA4syft0V0x+GLxNE45QUT+Qdqo+dSnPnLKd81ouBZNH3maksSKqUkdP+Gkdmt6zuKjGsgbITQV8t4FAqFYkOkm2h83nnnKXuK5UAJx4p1hCSCsTgzSXzkV39NfezC9GoUPA4knsiV4Y9QGOq+lU6hULxypJTIeIz62DeIg6cI6n/ELhyDlXs39bFvYDp7Yjp7vbJORR5kpeul7MBXUnuL3OA3CN17sYvHIYSNpg+22QgIoaGbc9HNuURR9xduxYZDc7tyN4zM6wFwek9HRseiW1sgZR13/Ntt9eLwBWRcJ/QfBiRm5o2rcsgrlch/Crd8LaH7V4Q+E6f3jIZg3P64l+k9merwx3BL3yfbf1YqHCkU6ztR8DQAlUWJB75fuwMZN/8WxYCfisbQsrjZSB4HoFvbIeMycfj8Mu6mNfqcQGh9GNaOBLXfkhu8sKOFEDqFGTciRAYpXWRcTuwbRAYhBD2z7+xos6IkAubU333dnDPpfHNyg19Bxi5xtIDKohMQwsLKHYJfvQmhz2wL7GhiZnbp2n+raCy0HmQ8PqV1RtPqQ8ZL8Co3IaORSdeP62hTH7sYu3B06jndRMZ1Kov+F82YS7bvs+jWFl3vuTIIvX8i9SxB/c/p4qTp7IldOBa/9ht0c1OC2u8IvfuBxLLE6TkJv/Y7dPM1HWNXrJtE/lNoxoy2XA/JIpFACG2F+ozDeSBMNH3actWXMiIOX0A3N12h+ykU6wPf+c53UtG4r6+P8847j9mzZxOG4Roe2dqPEo4V6wSFGdfT+vBt5fbDyOxGbfRcIv/fbXXj4BlkXF6hREwKxYZMHM6nvPADCH0a+Wnfxav8hEzxg3ilq/EqP2mr65WvSbf7h96/iMP/LrN/I7M7prMXmjETw9oar3IzujkXKSPqSy7Eyh+EYe+MYW1FbtrlRP4TGPYOaSK9TPHYlT5nxYaHpvdBY/HBdN5K6D2ElTuwLSKuNfGekdmdbN9nVltk2ooQ+U82BON70PRZOL1nYmbf3iEYN9H0ZDte6P6VysITKMy4bnUOV6F41UgZtUVn+rXfAaSJL5tWBjIaReh9RP7T6NY2TBZyJ0cLLw/Zvs+CMHHHL8fI7EZ9yVcnrvV/jih4Aa98FZmeE/ErtxBHL2NmDyCo3QZIzOw7MOyd0LokXIXGbglAkIHG8dqE0DIImew60owZ2IVjG4nvslQXf4YoeKxxbWOc3jMByPZ/AYST/p7NT/suUnpEwdMY1rZoxnRqS74+ZbK/Vpr5TgAyPR/HHb8MGZc66gX1PxL6j1GcMeF3L6VMf7/H4fNUhj8CQHHWb9p+Xwbu35PdJ3EFK/8eQu/fxNEi7NyBAJQXHINdOAor945Gv3EqANaXnIMVVfC1T+Mu+WyXcf2JoP6nrnPzKz9HiDxe+SoQeYozf0Fl+KM4xY+ki5+KdQspAyrDJ6KbW5IfmlioLs3bD91+HfkuC0jd+wkJvfvR9JlUhk8GWQWRoWfWbQTuP3FL3yPX/wU0Y1Zbu9B/jND9BxDhla+jOPMWhJafcqyJb7uKfFesf3z3u9/l9ttvByZE44022ggp5Roe2bqBEo4V6wSa3t+lrAen50QC9+8Y9na4pWux8wdTGz2X0vx3k+3/HEH9bjI9H+vaXqFQJMTROHH4LNXF/w8AGQ2nWz5ltJig/vuldyArafb4JoUZPyNJNjZIHC4Eoo6HWTv/7vTYnPnTtmuGtTWGtfWKTUihWE40fYDcwBeRMsLM7o9dOJygdlfbdvTQ/Stu+VqcnsnJrdY8iWB8DaH7NzR9Nk7vJxuC8dJf+lpfGuNoPjKuTPkiqVCsLci4ile5ESv/bsrz34OVPxRiFyPzxlS89co3kBs8n8rwKWkiyCbNBZMmQp+OjBYCkO3/MrXRs9NrZnY/glr35MtCn4YQGtn+zyV1nbc0AhZ6EcLAyPjo5iYYmd3Q9OnUxy7Dzh9CULsNw9oaIQRiCtF4XUHT+8kNXoJubZV4Jjfmk5t2MXE4j8qiE3B6z0w9ok3nfwCwC8cRevenUb6tHtJ2/pCJZH+D3yBw78Gv/AzNmJtEd4tcIpa1YDq7Yzr/Q23k88TRcEciQRktJA7nIYnR9NlEwZNd5+OOX96wrshhZg+gNnLWxEVhpblVLOdtIGzi6GXqYxdgZN5EZdEHkfE4Tu8ZhN4/ibx70QEnPrrrvZaFV76qMfgKofdP4uBpvOovOoTjOFxAUL8bK38YQghC/1GEcFRE6WpCSp84Wow+6dl2MpVFSe6Fzp+9mMh7ID3zKjfjjl9GceYtIEzqY5eQKX44XUhyx6/Ar96C0IcmvgfSJfT+ky7I+NXbyfR8qO0u7vj32yL5Q+8BQu+hhtXXzniVn2HlDkZoRcoLjkLGI+QGLyGOhrGyb12Rj0ahWOu49tprufXWW4Fkt82BBx7ISy+9xEsvvQSQ7lrV9fbn580335yhoaHVO9i1FCUcK9ZpdOs16NZrAMhP2wkpJVbuIPzqL6mNngtA6D+KmdmNoPZ78tOvbBOR42iY0L0fM7tvw3vszcofWbHe4tfuwrC2Q8o6fvVmMj2nIuNSmy/gZCaLxmb2HQS13wCgW9uSG/gKtSUXErp/Rrd2xC68H6EV275nU0VVKRRrC0LoZPvOACA2N++43hSX1hZC/3G80jWE3r1oxkY4fZ/GdN623FFCk+tFwXMY9varYqgKxSsmjobT7dfVkbOxsvsR1P8CQk/EXOkDEr/ycwD82q0TbcNnKS84fIp+ExsFK3cgfvVXaMZs7J6T0IzZ6OZmZIofwcjs3BAQswTOW9G0Il7lBoL6HzCdvQn9/3RsLRfCRuh2y7mVCqWmswemswcAPbO7J3xdVzHs7TrKhLDQzU2mnGumeDTQXVA17B0pzroTiBIB3t4Bp+dEvMotuOOXUph+FULrBekS1P9MFD6L0AYQQiM/lEQhy9gFIiCmuvjTRMHjlBcuW8D1q79Kj6OWpL5A8rPXoLbkKzi9Z0xcq/0GGY8DUB/7+jLvszQ0Y1Pi8Lm2stpIErGsaf1tUfZS+pQXHtVotxG6tRXV4Y8DkO3/IkbmjVRHzsLpOUX52K8iqsOfIAqeSAIlpI/QBxHCQMYuof8QMl6Cld237d/Uq9ycLJyYnfYoXuVnAJTmH4zQ+pHxKJqxEVb2ANzxb6UJNycviFUXn9bSx4/xKj/GLh6PjBajGRt12L/URr8IgF/9BQgbpNfh3V5dfCqQPL83vc+ljEHWMOQdyPgY0JOdvTKu4JV/ile5Pnke6f0kcbQQw94RTR8gDhcSev/Cyu3XiOyMptwNpVCsKh599NH0WErJNddcs1ztTj31VN7+9revqmGtU6hvrWK9QgiB03sqhr0TbulHiVdltAi/egsAQe0u7MJheJVfYGbeRG3sYiLvX0gC3LFvkhu4ACOz8xqehUKx8pEypr7kfIQ+E93cNNnSbmyCO37ZK+rH6T0Dp+ckSvPfjW5sitByZPvPobzwGOz8ezEzu66iGSgUqwfd2hKA/LTvUBk+EUg8MdcGIv8x3Or/EXr3JdvA+z6D6bx1hbaVOr2no5mbUxs5i/qSr5Gb9i00vWcVjFqhWD6klITe/dRGPkW2/3No+kxC92+E7t/a6nmVH6/wPTI9J2PlDiQOF5ApHp9+36EzuVzTmzfT83F0e8fUpkCx6kiCN9pfT63cQVjZfSfsgkQ2tYjoaK9l0uPc4FcpLzwOGY+11dGMuYkNhawBSXS5mdmN2ujnQWTSRLxNWr2YQ/dvVBZNRHS6pe92HUco3onEIGMtJPLua5lL4gednuffh2nvknhY6z1UFna35PJrt+HXbiPb/0VMZw/i8KX0Wm30nLa6tdHPkx/6PpH3AO74tzEyuzR2ohRWW3CMlBK39D2s3LvQjdkr0D5Ik7m+EkLvoSQXhjFz2ZWXaxwR1ZFPkykcndqmAcTRKFHwBACVRSci48Rz23TeSlD/w8R43L+39dd85g7de1rq3I8kRkYLJu4bjyb/j5a0BXcIrQ8ZL0nPjcz/gPQIvfuwC8emArBXunI5J+gt9bJXug5j8HykDKiPnIwTP90oL6H3nQZElOYfnNaPw5eoLj4FAM3cnPy071Je9EGQHkIrUBtt7tLYGylrOD0f7wguiYIXk5wmxquP8kyE6gAhrFfdl0KxoaOEY8V6iem8BdN5C1Hw3zQBCoBb+g5u6TuN46vSrT6R30iuN0WyLoViXUDGdaT0u4o/cfBsUieaT9iIuuoUjQUgky3vfWeCsAi9f2JY21FdfHpSQ+ggCuSmXYFuzEnLijP+b5XNS6FYnWj6tI5oudC7lyh4cY1FbmnyKYz4F9RH/4NmzMHpOwvT2fNV+RBauQMAMOydCep3UV54NGbmDWR6Pp5ujVUoVikyiQwFCNx70+hKIN01trzkh67qmiANkgVPzZgL+Bj2TkAiKi4vmt6jROM1iBACxCv3mBdaAaf3FGqj55KbdhmR/wTu+OVkisdiOntSXngccfgi2b7Eh7k46w7AoLzwqI6ozlaaQrRh70ro3dt2TTPmEIcvEIj3gbBw+qahaRFx+DIyHsOwd8LKvgMpa+jWDh1Cbn7oh9RGPofp7EkUPE3YIjpDIgoXZtxIbfQrS517vWGtEXr3Enr34o5/C7vwQTLFD0zZpjKcCH75aZcute9lIWWMX7kBv3IDkf8kucELXtHfKhnXKc1/F07vmVi5/TquR8GLCC3TNSlcdfEnAJ2e2b9tGU+S4Lk1sfLyj2WUyHuAqv84uYHzCep3I2UdM/OmljoTiRpbRePkfMLLWrd27Jr80aveMmWCO7/6i7Zz3dqG0P0rprMXduE4dHNjpAzwK7/Ayr+nYeNzSFsb09mLoP7Hjr6t3CFIWU0TgAJo5hbkBr5KHC0gqP2e0LuP2ui5HZ7coft7KsPPEofPdh230IeIg2eSd+6GON0UjZPPJXnG8s0tyRSPARIPZ792B+7YN0HYFKZfP+WzSByNAUH6uYXeI0hZ6Qhe8cpX4ZWva3umk3E56SNcSBg8pn63byB85StT/86UUqbJ8QzDULvPp0AJx4r1Gs2Yi26+lih4ovMBr8Unreljl2S4Tf4f1P/UsnIcYmX3XZ1DVyheMZXhjxGHz9Mz+y5C79/URs8jO3Aumj4jTQCzNAz79Ti9ZyC0bJpc0rBeC0B24GttyWea5QrFhoJXvpZsf2eio1VJ6D2MW7oaO36AmNnYPZ/Fzu21UhPXCNGI0JNVgvoficN5bQl8FIoVJYn2ioEYr3Q1Vv49aHo/Mq4Rhwux47ORFJDy8kbypqVhACFCK+L0noFubU95wWFARG7wEjR9AEi2+xem/4Ao+C9xOI84WoSV23/VTlSx1mI6e1Kc9WuEMDGsbTCsbSd2lQx9t203STMq0ek5mfrYRci4RG7aFVSHP5r0lX0nyJCgniRidPpOS21RrPxhRMEz5PrPxXcfoV6y2vpt9R1uWux1Qzc3oTBjYgt1kjz4q222YeUFhy5z3pH3r46y0LuXOD4IITJ45eux84e3RWhH/iNT9ueW/4/Q+xe5gQuXKaqE7j24pe83+vw3pXn7NkR5iV/9DVbuwKX20bT+8Ot3YTp7Uhv9IqbzFkL/UZzeT6QLRFNbv0TpkV+9jaD+F0LvPoqzbkeIxFImCudRWXg0pvN2nL5PJ2XBk+jmlvjVmzGdt6HpPUTBfxuDqjVE6YSgdsfE7bp4bwM4vWdSH7sQ0HH6zsR03oY7dmmbtU7yef11ys8CmhHxexD6/0HTpxO6f8UuHp9GcgthYhfenx5nB76Weh7nBr+Bbm2LZm6Gps9Gt7bAHbuC0LsXp/dkAOLCMZQXJgsKhaEkgl7T+4j8R4mrL7VFt0e8Hl87ASf+2JSiMYCdOxi39P3UTmgqgvpdGPaORP6jCK2QiMYA0qO84NBEPDamE3oPNn4udNzSDxPPc6A4606EEGmUc3HWb6mPXYxdOApNK+I3rPVkXAdhkURIHwYE6RhkNEKmeBzlhcdj5Q7Ayr0HkB2WRArFho4SjhXrNUIIsv1fSPyeCsdRGf5o21agych4lOrIF9LkHPUl56XXlHCsWJuJo9H0QQqgtuSryc/z8MlLbSf0IXIDFxC4d2M5b5/Sj7i5ZVeh2JBwev8fUfhf4uBFZLz6dqSE3n9wy9cSeQ+gGZvgaacQ8waKzvSVnu3cLn4QYUxPt7ZGwZPIuD6xLVyheIWE3n8IvQfxa7dhWNtjZvfBq/yYwLuPwtD3qI6cQ+T/m+S1fAHVhd1tB1opTL8av3YHduHY9IXe6T2D+tgFCK2QLHjq08kUk63+urkJurnJKpujYt2h1fKg1Zpksjd1kyTh3u7IuJrYcQ18ldrIp8kU/xdN7yGOTiKo/w6hDaKbW6NbW+P0nJi2T6Lah1fS2HWc3tPIFE+gPn7FlCJjM5rVzh9J4P6twysZII6WtEWjCpHBLiTCd7LIk1AZPp3cwJcRWhaA+pJvpGKnV76KTPGDSx1zt+hWv3ob7njiQ62bm7clRZxMGqQQVwjcvxJ6/yD0koUlO3dQW59mdv9UhG4G/wC4pSvRzS2pj12cltVGv4Jhb4+V3R+/cnNjrHcS1O9M6+jWNkT+o0TB09i5Q6iNfDq9pplboGlF4mgJQpiJ/3DuADRjLkKYbZYNAJoxi8KMnwB6mvfD6TsNu+cEgtpduOOX4/SeThwtwitfh9CK6dwN+/WEjcR5Tu9pCGFgOrshZZwsfizF/qP1eV23tkUInUzhqLQsO/Clhk98c5wzyQ/9ACGyk8a/UZfeQxDdo4B1azsi/2Gs3CFY+UPTxYNs/+fSHSRW/v2pFYyReTOhe0+6o7Eb9fFLsbLvTGxkuhB5D0DLs4pfvZWg9uuOxKb18UuJg+dTe5FWvPK1WNl3EIfP445fgTt+BZqxGYXp3yf0/kVtyYWJv3qL3UXo3o9mbpIuWCoUGwJKOFas92jGEE5vYvIvhI0EnL5Ppxm4W7c3eqXrkLK8hkaqUCw/cTQKRITuP/GrtxEFj6XXKsOnIaOpX1rswnHYhSMpzdsXTRtANzdGN4+asr5CsaFi5d4JQG3J14jDl1f5/ULvQdzSNYmoZmxGtv/zCHM3qotHlt14BdH0PjKFo9o8EaPweQxrq1V2T8X6RSLYaKmA05qsKaj/Po2WjINniKMlRP6/u/bT3ObfpDDjF6m/p2bM6BCszOy+6NZW6OZcAIozrl9pc1IohJYDwMy8oS26VdN7sPPvBUiT8q3acWQRWpbcwLnE4QK88o/x639oi3Jtbr83nf8h03MCpQVHIKNFOH3nUF/ypaROw6asSdwIpImj8TZrjsh/kND7B4b9erzKjW0Rsl75OnRre7zytcThvNSL13T2QuhD6OaWBC3+vU2aojGQRofmh36EEDZxNA/d2oEoeIrIfwyvlPj0RsGT1Je0by+vDJ+UHtfHLqY+djGmsyeZ4oeojZ7fMs5O+7TQ/TOh+2ci/8lUiJ5M5CcJtLqJj2Zm99RWoRuasTGaPgPN2Ai/ehNCdLfT0LQiVu4gQMfM7ttITnddY8G2F6fvTAx7V+LgadBybYnkhNCWGrHexC58gDha3HWhObGca18Ybo2Ib2LYb8B03kocjaCbc/GrvyISSaLP3NBNVBcdgp0/HBmXsQtHIaVHbfQLZIrHI4TZiDI3EUK0fX9C9z7i8Dmc3tOoLHxoqe/dofv3Dp/oVqojn2w7d8e726y02nF0oz7Wbt0Xh89SGz0/tdQozXsn+aErE4sZY1OqI59Et7YjP+2SpfYLK+7XvSHSXMBSVhFrJ0o4VmxQZPs/T1C/Gyu7Tyoct3pWSlnGdPYiU/ww5YVHtrQUBO69CK2AYW2TbnlZ2ZFfCkUTKWNkvCRdza4sPhNNK2IXjiQKnut4mG6lNZGL6eyFbm2DO34FTt85QIyVfRsA2YHz0M1lP4AqFBs6QhRWWcSxlJLI/zdu6Voi/0E0cwuy/V/EyLwZITSiKFp2JyuB3OAl+NWbCep/IPIfUcKxYrkpzdsXK3coTu9HCRs5I1JEHmQF0ICYcNIW+lDsjiGTKMrswJfR9GmU5iULNkIrYjp7py/vkxFCpKKxQrEhoBkzkqjV4geIgufxyj9GygpW7l24499HazzT5addShQ8g5l5E6bzZoL6n9L3niah9zB+7Xcd5QBu+XooX5+Il5No2iC00i3KeFn41V81EgVKzOx+HULt8hLU/9TmwZtEsv6dpn96Z/07u5Z3Q7e2x8y8GcN+Pdoychzkh35IkiskQre2Tv8tuiGEjp1vRE8LE9CwC+9vWxxbHoF4KpYVFb48CKGR7T8bKSVCCKzCxxkeToJShJZLbSJaKUy/sqV994R0ujmXOHwOofWSm/ZNouBJQu/Bjn9/p++stp2/SdlniMN5Xb2cXw2TvcqBjr87lUXHt53LuEToPUJt9FwKM65N5xvU7waZWGFI6RIFz6KbWzS8nrXUHkZKHzCBMBWWZVwjCl9EN7foqjFIGSOENqUYnfQpiMMX0YyN2v4NlpUoMI7GEcJIF8w6+o7rSCKEyBKHL6Pp0xGa1eg7BPRXLfjGwTOg5dBXUnJLxcpFCceKDQrdnItuHg1AbtoVRP5jjePLicP56MYcNGN66u8KkOk5CXf822nSFiOzW5rh27B3xS4cjmHvQByNEQVPqy39ipWCX7kRt/QdijNvIQqeJfIeIKLz4dzI7D7l1sVM8SNJVIMwMZ23plvlmrQm91AoFFMjtPxKF46llETev3DL1xD5DzUE43MbgvHqj7Yw7O0w7O2oLq4Q1O9BiByauYkSkBVdkTLCr/4SoSXJWP3qjRj2Tril77XVK878GcgIKeuUF34Qr/KT9FrE6wjEh1PhePL2ayEETt9nUg9ShUKRoOnT0PRpbe8crUm+mteh6bG8WUcfcfhch2jcFOu6CcZCn9kWtWwXPoBXvq7r+PLTvt0WHdyNKHgKSCIMu4nGQhtoSzxnF0/AK/1wqX0COL2n4JX68Gu3IbR+7MJRuOOXYdi7YDp7UR+7CE2fRRzNS9s0bRMmYzpvxc4f3FHejQmhT8PK7r1cbZr0zP7dK6q/OpnqeWRFn1Oc3jOw8u9NoqcblkJWdl9crZ8oeBojsyvu+GWYzp6E3gMEtTvQzM2Jg2cx7F3QsiuWvNfp+xT1JV9rKyvO+h2l+e8GWUU3tyQKngTAzh+BX711qdHQmj6D2ug5yHic2uhXyPafQxwtoDb6RaJgGnGogUz+psXh88iGmKwbGyNlSNzyXdLNzQGNKHwxKZABtAjHiegbEgfPI7QicbykoVVINK0fRAZknSh8EYGBJETGZUSLlYaMx4mjhenvAiHMJHGkrLX4WGvo5uaNspfRzS2BECld4nBeY/xzk+vxKLo2AylDouAZBDqaOQcwUjupOBpBCCe1vVkWkgjiElLOQMoaSBeh9ZEsAkkVub2GUcKxYoPFsF6bJvgyrK3B2rrtumZsRBy+hGHt0FbeFI1hIltxz+y7qC4+jTh8oesKrEKxNAL3n2jGzPSlOfKfTLf6TfZMm4yVOwAhMgh9MPUNa2Jkdk5XtsUk0VihUCw/iXC8cmyMEsH4gYZg/DC6uSXZ/i9hZHZbK/52GM7uuGPfpN6wE5icgCgKnkNKXyXI3EAJ/cfRzU0Jan9o234OUBs9GwAjswe6ORehT0uimwQIHDS9nzh4Bs2YQ6bvq4yMlEF0vooY9s7ojWey5Dux5r8XCsW6jGZsgl04Git3SGr/kgizozTFWyDZkSZr1Me+0da+Z/ZdROFLVBYeCyJDtv9zGGxKaAkAACAASURBVPYbJoRjkQHpTtyvxfogN3gpCK0t54bQeoj8h6Ycr9CKFGfeQByNIKMlBPU/YeffS1C7izj8L7nBryPjClHwNHE4j6B+F6azFzKuJYJ5Q3TL9n8Bw962YQ0hiILHG5/HbAozriUKXiT0/oGdTz4TKSVB7dfUxy5CaANYuXe98g9bsVSElk3euyeR6TkhPbZyBydRzrn9CWp3YFjb4gy1L0o2/ZI1YxNkPIaMx8hP+zZR8FTD21rDLhyNYW0HSIzMzmj6LISWpzJ8Msg6QmgUZ95MHD6Hbm6OX70tSa5X/CB28Xhqo5/HsLZLF0RT6xeRJfTuS8cSundTGf4ocSOZYuJVPSFwN0VjIBF3J/lJR8EzgNZS5wV0YzZxXIa4iiREiGwqrCb3SJ5Jo0lBDZKwcU+POBpDaEUA4mhh4/+LkHEFTZ8J+MRRqxVa3FjQaXbmEYcvJfdN+0+ORfPvcjO6mogoSLzVDeu1SCmJo8Ut52FDEDeRso7WEqSXjHdih4CMFhHHY40PY3FarpubKfF4DaKEY4ViCvLTvkMcLUQzlr41CSB0H0h9+eLwJbzKT3B6T0mz9yo2XLzKTRiZNyBI/tAJvbft50LGtZbsx5cQun9ri8haFoa1PWZmV4BGUiBBZdFHiMMXENrgypuIQrEBI4QD+EgZrbBFkZSS0Lsfr3wNkf8IuvlasgPnYdi7rhWCcRMzsxsu30zPJ2+JrCz6ELC0jPaK9QUpJW7p+1i5/REig1/7DV7pSqzcoUy1DdzOH4FdPGaK7bDJd8fp/QRCHwQxIVjp9uvT49zgBStzGgrFBo8QOpnicW1lxZk34Jauwyv/CCPzFrJ9ZwJgOm/Hq9zckWBP02cAYFg7ps+dQp+GjIbJFD6AW/pBy/1MrOwBxNHCNBFeYcZPkNJHCIc4GqY6/FGgmeTy62jGxkjpkikcjens1bjnAOgD6NYWAGT7z0mslOzXNca6R+OOn22fb0Msa/7takZAaloi5mlGMpckx8fEe54QAiOzC2b2Hdj5w5Ul4Rqi+Uyk6UlAjem8vaOO0/NhnJ4Pd5Q3E2AamTd2eEwb9nYAFKZfg4yrjXtpjYjfJBjHyh2Q1s8NJP7gur0jcfgSprMnZmYX3PHv4ddua+s7bgiumrEZ8HKj7+62EFLWupTGCGE0bB8kURoF3NpGtIm4S0PGZSRlaAjGE+WJ0BxP8jzvRtSSdH2ig0QojuMxRFxAtiwYTYw1gBYhOI5K6f0EemJ5YWwCxEjipM8WcX2qQA0ZuwhdCcdrCiUcKxRTIDQHXdsEaDzsRGNo5hbUxy4mqN3eVter3JAeNxPtmZk9MJ3dVtdwFauZ0HuwkQhjIpJXxsmDgNCyBO7fEcJJIrLGWxqKDMWZN+NXb8cdvxSn7+z0UnXxqW33sHIH4ld/BUBu8CKE1k915FPoxsaE3gMUZ93eJkI3j638e3DHvpk+OCsUildJ83sm/Y6kMssiEYz/gVe6hih4DN3cmuzA+Rj2G9cqwbiJpg9i2G9Mo2nqY5cR1u/GLh6HnX/3Gh6dYlUTBf9teCMayLiEX/lpkswomp9GFPrVGzvaCX2IbN9n0K1tpxRbsv1nE9T/gm5tR9yiO+eGbkQ3lm8rq0KheHXkh35A3NgSbxeOwnTe3GZlIbQMhek/IPKfIqj/KbXvE8IgN3gRWkNkA8hP+y5SltH02Vj5Q/ErtxB6DwDg9J3edt9WEa/12Vlr+Jka9k5pMvOpaFobLAs7fwRC6+vwGRb6DDK9n8By3jZlW02fRrbvk1NeV6w+NL1nhRapW8Xf7v32wyvYiWlYW0HTtkvkEY2Fh456md3I9p+Lbp0O1UWAQGhFZFxC06cDemqRkvgeh8TRMEJzABOh5dsjfgFNn04cLUQIG6EV0iheSBZIhLDaylYU3ZjbXSiehGy5V2qtMYkoeLbtvFWkbgrfUfgC3RaghbAaXs3dmKpcsTpQwrFCsRxo+jRoPPA4vSejGxsjtDz1sa8DdM3OG4fP41UWYGb3RtOKROG85CWselsSbaNWsdcJ6uPfJQ5fws6/n6B+J6azDwDVxadjOm8jDl8m0/O/GPZOlBceDRgUpl9FbeSs7h1KF690NV7lxwB4pSu71wOs/HvRrR3RrdeiG7MAKM74SbI9L3xhyoh2O3dgm9edQqF4dTSjRqT0ECyfcJwIxvc1BOPH0a1tyA58FcPeZa0UjFvJDpxP6N1PbeRTBI2oGnf8MpgU6SJlRBzNRzc2WgOjVKxsZFyjsugE7PyRZHpOoDL8MYCOyMMmdvF4vNKVZHo+vlyLCu2iz8TPktAK6plIoVhN6Oam6A0riSTBZKf/MSTJ2SYnaDPsndrONb0H6GmcWdiFw7ALh72i8SQepnSNXFxRhJbp+jtJCKGejxWvGr1l8QSgOPNmEA6iYb0ktF6E5oEwGoneJpK9ydhuRN7rIHR0rfvzk25sDCKTRMsLE4EBwkLXCkTB80CMpk9DCCMVjpv+xk2xednz2Iw4GgYZp9aGUyMAiSRC02cgo+Hljn7u6Elku0Zda8ZsZDwO0kfTB9psNDStL00Yr1gzKOFYoXiFCGFjF94HgG5tjRBZyguP7Kjnlr6f/H/88g5D/jh4jtzghdTHL8ewtsF09kRo+dUzAcVyIWUECPxGNHkzaUYzAhggqP8eSLJPW9ESZMOPqT7J97GJXTiO0P17KhoDbck5hD6EmfmfNJpL02ehZzsfKISWx7C2eRWzUygUrwjReKCW3jKrSimT73n5WqLgCXRrO7IDX8Owd17rBeMmQgjMzC4IrSd5iG/gjl+RHvvVW4nCl/ErN1CceVvbS0fi56en24MVay9xNJq85AotTX4T+g8RBf9tS4QFye6roP5X3PHLsIvHkykcpbZzKxSKFcLI7EYcPI9mzEI3X4udf2WCs0KxpjDsN5Lt/xJxNB8hcmlUfitTCbGaMYdWX/GpaE0op2m5livNZJcifcbSjbmpr7eUHkJkEfEomj4j8TRueXbV9IHErkJYCGGmgUnJtUFkXEPKejpGgY4wZiKE07C58NH0HqSWJQ4XImUVIUw0Y1NkXG6LLhYih5TVLnMrIKMJ4VjTBxPxWmSBGpJEfNdEhjh8OfmMJ9mOKFY/SjhWKF4FzRX7TPF/061ZoXc/iDzICbP6yVlco+Ax/PqdBLVfJ//V/0xusD2zsZQBpXn74fR9Bivb6e2kWLVUhz9OFDyxXHUFgvqSCU/GoPZrdGt7Iv8hdGu7RgKRH6HpA+jW1kTB4whtkEzPScThC4T+f4i8f5EfvDgVauzisUp0USjWElojjqciEYz/1hCMn0S3tic3cCG6vdM6IxhPxuk9ldrouQBY+felC2lAW/Kk0vwDyBRPbESLlKiPXYiVOwSn9+SOPhVrD3G4kPLCI8n0nISUHloj8i/yH6Ky6ISO+kLrxcodiG7MwcgknsRKNFYoFCtCbuDL6XF+6Iql1FQo1i6EEJjOm1ew7dLf7XRjLpJgqXUm/91tFambvt7NnQS6tglSSpB1QEdoNujdc+A0PcWbiepkPNoQxpOddkKfsEAUwkQ3N2oECmgIIRB6YsshZa2RyM4gCl5Mo4t1czOQEQgLTRhJ1LL0EaKA0Bt+0PogulZoRG/n0LRehD6wzj5Hr08o4VihWAnYhcOxC4cTBc/hlq5GCIugfldHtFYrMlqSHnfzFJLRKABB/Y9KOF6NJJHGcqmicabn4wT1u4n8BzHsnRuLBTbZ/q9NJLob+ArVkbPI9HwYpI9XBoSDkdkVv3oTmZ4PYWX3AkiyOvv/Tn3esv2fWcWzVCgUr4jU47hTOE4E47/ilq8lDp5Gt3YkN3gRuvW6df5B13T2pDjrt0T+o2jG7DbheDJu6Ttt5371JqzsfoDs2O6sWLNIGRHU7kyT+rrj356ybnMRFCZeSJuisUKhUCgUipWH0DIIlmUb8Qr7FALE8ucRaIrbYgqBub1ue7I6zZhNkuhPb5zPQso6QmQSMThNWJknCht2Gi19JNYcTjpuYUxf7nErVi1KOFYoViK6uSm5gS8Q+o8jtAJ24Ugi/2EC916C2m/a6nrlq9NjGS0i9P6Dbm2fCg1+IwGfECv3j8eGjJQSkAih4ZauQre2wcy8MbkWVwi9h6iNnj1l+/zQ90GG6NaWWNn9iKOFBLXfEnr3Y2bekiRPoJGsQHPIT7s4bZub9i10c0tAkB/6Xps/1uSszgqFYu2i6SfeGnEsZdwiGD/TEIy/nmZ7X18QQsewtwcg2/9FaqNfINv/BWqjX8TKvQu/ejsQdm1bGf4IAHbhWOzCB9KXERm7yHhJuljWpJntW1k3rTriaIzKog8j45FlVyZZPIjDF6ZcBFcoFAqFQqGAhkiN3nKuI0T3ZzrNmN2wuli3gyw2FJRwrFCsAgxrq1RE1Jw90YzNOoTjyVQXn4Zd+CC6uQlCOHjl65ILYiIRk5QhofdPzMyb8Co3I7QcVnYf4micOHgaI7PzKpvTuoiUEe74Fdj5w9CMGfjVX+COX4HTdxZe+VoAzOz+xOELRP7DU/YjtB6c3k90ZJ3WtbmI3EFEwbPY+feASDyo7MJxHX00fx6gM6mCQqFYuxEtEceJYPxn3NK1xOFz6PZO5Aa/gWHvsGYHuRownT3omX0nAD2zfwckdhYAUfBfNH06pfnv6mjnla9GxpUk2ZK5FbXRLxKHz5EbvBTdei1B7beY2XdQWvB+kF56D8XKIfKfQjM2xi19H796c9s1zdi0LfmdlTuEOJxH6N0LgIzL5Ie+n+6CUigUCoVCoXi1rIroasWqQwnHCsVqQDc3Jjd4KdXFp2AXT8C0d6EyfBIAdv5wvMpPAPDKP+rSWhBHY8Th84kVxvhl6NaORP6DAGj6EPWxy4jD5zoSFG1o+LU/4Ja+R3FGknwuDp7Br96MjKvYxaPxa78FoL7kvLRN0IjsXhqaMQfTecsU16aTG/xKet4z+65XMwWFQrE20hCOA/cv1Me/TRw+h2G/Hqf31DQad0NHNzdZ6nW/eiNMypFSXfz/yPSciDt+aZKMRbqrboDrEVKGJFtBra7X42ikkfBOJw4XURk+ccq+jMwb8SsTwnHTl3p83gEgXXRry9T3UKFQKBQKhUKx4aGEY4ViNWHY2zZ8L7dFCAu7cCxC68HOH5wKx92Q0TDlBYe2lTVFY4Dq4tMnyoMnMewdkHGdOHwRYcwA6aGtw5lIpZR45Wuxsvt0bGuejFv6ITJahJQ+1cVnIOM6AEH9dwT136URwd0Q2gBSutCS/dUunoBX+iGGvdPKmYxCoVgnaUYc+9VfYti74PSehmFvu4ZHtXaSHTgPGY0hpYtmzKa+5CJkvHiK2j7u+KXJUfXXXWtE4Uu4Y98i2//ZrpnLNzSkjCjNewdAErFtzkFoBWpLvo5hbUvg3kPo/hUr/14Maztqo19oa58pnohh75TaiJiZ3fErP02Os/um9Xpm3dZIWtNdnFYoFAqFQqFQbBgo4VihWI20CpCZ4jEd101nb0L/UTS9H8PeBa98NaF333L371dvBcArX0/o/QPN2Jg4fBGA7MD5hN6/iMOFIP8XK74Ad6yfbP85xOFLBLXfkOn50KucYYKUMvGv1PvTsjgapb7kApz+z6JpxaW0ntRXvLjxOfyT/LRLJ12rgTCIgxfwqjcho/lAsi038h/t0ll7uJuVOxS/eiOZnpOx84ckInXph4n3cSNbrpXdH/EKxqtQKNY/hJbD6T0dzdwUw9pmTQ9nrcbMvKnt3Jj+A6ojZxP5D2MXPpDaMLXutgGIw2fT4/rYZWSKH6I2+sUk+SgxofcAprPnapnDmiBw/4FuvgZN711qvVav4eriU9D02Th9pxPUbm/bQeNXfo7Pz9Pz3OA30IzZSfQwkOk5iaB2F3rj59nM7ovT+8m2eynRWKFQKBQKhUKhhGOFYi0i2//ZtvM4Gl4uK4UmQf0ugvqEVUJTNAaojUz0bYgCOg8RuiDjk6iPfZPI/zdW/j1oej9R8AJC2GgrmMm06SVcmHkToftPzMwbCep/IfT+QVD7I3b+oOXqJ47GKS84HJh4WQ79J5DRMEZmd0rzD0Y3t0RouYa40Jjrki83jix0cxOi4Mn0mma+hmzfWUCEZmyMlXsHmrEJkBj6TxbPl/USr1AoNgys3AFregjrJEIrkBu8ECldhChMCMfFE9Dt7amNnNXRxq/ejF/7dZt1RW30XEznrZjZfTCsbdf5BHpe5RcYmV3RjdkA1EY+jW5uTX7ockLvEaqLT6E485aOecbhvPbz6GWqi89Y6r00Yw66tVWbEGzn34udfy8AhenXI/Q+laBGoVAoFAqFQtGBEo4VirUAu/gh/MrPOsozxWMQCOJ4CaF7T1penHkLMq5RXnhEWjY5wc3SMOVt6bFbuobI/zcAtZGzyQ9dQWXRB4HErzfyn0Tog23Rw371NrzKz9CtHcj2nd7Wt4xrBPU/JfUqt+CVryLIvCmNtpbRwinHFQXPEHr/ws6/F3f8h3iViWgpGdeJghepDn90UpvHO/qR0SKc3tOwcu9qRD+P4ZZ+hGFvj5Xdp62uSlSnUCgUqxYhrI7oVSG0tujk1mhkoKvfcVD/A0H9DwitH8PekTicRxwtRsYjFKZfi9BnIIRGUP8Tmj4T3doSgMh/Gs3cfJUJo1KGxMF/0a0tpqwThS8jo1H82h1oWh9e5ScY7t/IDV5I6P0LgDiaT2XxmUTeA8l5OB/N3AwZjYAwqI2cTRQ88YrG1vxbuDRWdJFYoVAoFAqFQrH+o4RjhWItIFM4gkzhiI5yTZ+G03c6UkqC2h3Ux74OgNDyCC2PXfwQXukHgIHTe/Iyo4660RrRHAVPJPYP6fmLVIZPQmgDFKZfTVD/PUKfRn3sYiCJaJa9n0AILanvP5km/QPwylcBELp/J3T/nhz7/8Gv3oaZfScgEEIQhwtxSz8kqN8NBFi59+BVrm8bp4xHCNy/TDkPoU9DRsMTn52ZvMALIRB6X4fArVAoFIrVT2H6tch4wjYoO/A1ZLQAM3sAdv5waAjMpXnvAvyufch4lKD+h7ay6ui5xMFT2MXj8UpXgshTmH4lcTRMdfhjgEl++pXoxqzO/qTEr96E6bxthXaZuKUf4lduoDjzVwgt27VOdfEnkdGCtrLQe4DxeQelNkoyHktFY4DK8ImYzl4E9T8u91iKM2+lNP9gICI78DXMzC6veD4KhUKhUCgUCkUTJRwrFOsAQgis3P4IfaBN2G0KzlLKxGah9xO4Y9/ELhyNV74WgPzQVcThCyBsaiOfQugbIaOX2vrXrdeh6f0E9d9Tmn9gWl5ZdByQiLZ+7Te445d1jC0Onyeo3QWIDrE3wQDC9CzyH6XuP0p97GLswjFkiscS1P80yWLj5a6fQyKSg5k9gKCWRE0356xp/WjWjoT+Q8hoIbqx8ZSfp0KhUCjWDNok4bZN2BROeliceSMQEbj3gQypj12w1H7j4CmARDQGkBXKC96HlTukUSOgNvIZCtOvbm8XjSLjEu74t3DHv0Vh+o/RjKGkC+khpdfhyx/U/4KR2RUhTAAiP9n5IuMx/Oqv0IyNMJ3d0/r1sUs6ROOUSd77k+kmGmeKH8YtfW9S2UfQjNkIzSE//UrqSy7CsLZaat8KhUKhUCgUCsWyUMKxQrEOYWZ27Vqebr+VHgBai2iqmxujmxsjZZycW9tS9j6JYJxMfA4AucELQNaJgqdSX2TDfj1S+oAk8h/pEI2FKCBlmcqipSfUy/Z/FreUiNemsw9B/XfpNa98DV75mo42XuUGAJy+c6gv+RIAmeKHcEs/wMjsjtN7MkHtNnRrO6zsAXilK7ELR2I6eyDjCjKuIrTcUselUCgUirWXZuSuld0bSKKM3cbi4WTy06+msvDYpJ0+vc0Sya/elB7H4Ut4lZ9jOnsjtCJB/U/Ul5yHlX9fWqdpAZUpfgS/dgdx+ALFWXcAorFzRlAb/TyZ4oewmzuFZABAFPw3FXSz/Z/Dq9yCYb8Ov/rLV/15GPYuhP5jIKuY2b3RrS0R+nSqw58gO3Bum0isGxuRn/bNV31PhUKhUCgUivWBJ598kqeeeoonn3ySF154gVKpRKlUIgxDcrkcG220ETvuuCN77703Q0NDa3q4ax1KOFYo1iOENgiAbswhN+0KBNrENaGRH7oKKQYpLx5HMkB22vUY5gBC6I1tvVchpY+MFqdRYVH4MpWFx3Tcy8zuTeDeg4wWAeD0fQqwUqE3O3A+tZHPo1s7kBv4Gl7lhqRNi3A8Gc3cgjh4OrXPMOxtKcz4CX7tTqz84WjGxmjmJghhkRu4AM2cixAaxZkTwkDTxkOhUCgU6w924QjiaFGbCGsXjycO56MbG6Fb26Ebc8n0noZXuR6vdCW6tR2R/3BbP+74t3HHv52ciAwAfmOxsq1e6bvpcW3kC4TevW3XZVwlcP8Jso4kEY5ro+dMtBk9F4DIfzAts/LvxcruT2XR8W19afps4mhip43p7IPTeyoQEtTvQegDGPZO+NWbccevQGgDGHby9744s3PsCoVCoVAoFIoJzjrrLFy3M38GwPj4OOPj4zzyyCP87Gc/44gjjuCwww5bzSNcu1HCsUKxHmE6e6Kbm6Gbc7pe182NiaIoPdf0wUQ0bkEIC9GylVjTZ+H0nYNmzCQOnqM+dmFSbm5Coeck/OqtWLl3IoQ90afWg25uTM/sX6f9OL0nI2WM0HqQ8XjbPe3CsRiZN2JYW+FXb0+9nDV9GkDq/2w6e6RtjMzOr+zDUSgUCsU6jV04FjDJ9HyExCN/YnE0P+2S9NjKvoPQ/QdO78eJoyVE/kN45evI9HwMd/xbEx12ScDXjcmiMYBXvQkqP26cTSTd08zNMawdCd17UzHY6fs0uvlaNGM6Qtg4vacTeveniWRzgxfglq/FsLbDdPZAaIWJueTeMTH//KHY+UOXa8wKhUKhUCgUigl6e3t5zWtew5w5c+jr66Ovr484jlmwYAH3338/jz/+OEEQcM011xCGIUcc0ZmDakNFCccKxXqEEGJK0fjV9Gll90pOrNdi5fYjCl9G02chhMDOv7utvmFvt5S+NAozfk4cPENtyflk+89FN9u9iK3c/pjOnkC8UuehUCgUinUbTe/F6f3octQbTK0adBMMe2fswlGpUGtkdiN0/5ZEHKfisYFubYnpvB0zs1tqWTElbaKzTI+c3k9gWNsAH2P85b3RrR2wsvu0NbVyB2DlDiAOFxGFz6MZM8j2nbnMeSkUCoVCoVAoXjkXXXQRc+bMmbD4bCClJAxDDj30UO6++24uueQSpJT89Kc/Zd9992VgYGANjXjtQgnHCoXiFaMbs1e4rRAauvUaCtN/NHUd5U+sUCgUipVE8pJgYTp7IuMaVm5/3PErsHIHEocvoRlz0c25bW2y/V9Cxkuoj10MmNiFI4mCpwjde7rewy4chdD60c0Jr+HCjBtTr+ZuaMZQmohPoVAoFAqFQrFqmDt37jLrvO1tb+Oee+7hvvvuI4oiHnjgAfbZZ59lttsQUMKxQqFQKBQKhWK9RwgLO38wQMNDGHRzs651TefNAMTRMLq1NWZmV6QM8au/JA5fxK/+kvzQlQhhErh/x8q+o2PRU9N7V+FsFAqFQqFQKBQrkzlz5nDfffcBMDY2toZHs/aghGOFQqFQKBQKhaILmeJx6bEQBnb+PUgZYGb3S6OU7fx71tDoFAqFQqFQKBQri/nz56fHfX19a3AkaxfasqsoFIr/z959h8dxXof+/872RVv03gmikARIgBSLRIkqFNVFdcly7BT7xrqxnfjm5xvHjmJHsSzH147jEjtx4iTutnoX1QslSqLYQQBEI3rv2/vu74/BDrAE2NTAcj7Po+fZnZ3yDghhZ86c9xwhhBBCCABFMWIwVS31MIQQQgghxIfk3Xff5Z133gHAZDKxbt26JR7RmUMyjoUQQgghhBBCCCGEEOe0pqYmnE4nAKFQiNHRUQ4ePMihQ4cAMBgMfOELXyA1VUqOxUjgWAghhBBCCCGEEEIIcU77xS9+QVtb24LliqJQW1vLJz/5SVasWLEEIztzSeBYCCGEEEIIIYQQQogzjCcUoHVmbKmHcVqqU7NJMJiWehinJSMjg7q6OnJycpZ6KGccCRwLIYQQQgghhBBCCHGGaZ0ZY+3TP1jqYZyWfTd8iYbMwqUexqK+973vaa+9Xi/9/f289957PPXUU/zmN7/hySef5Mtf/jINDQ1LOMoziwSOhRBCCCGEEEIIIYQ4w1SnZrPvhi8t9TBOS3Vq9lIP4ZRYLBbKysooKyvj8ssv56tf/SpTU1N885vf5Pvf/z5lZWVLPcQzggSOhRBCCCGEEEIIIYQ4wyQYTGds9u65JC8vj09/+tP84Ac/IBQK8dBDD/GVr3xlqYd1RtAt9QCEEEIIIYQQQgghhBBiqaxbt0573dTUtIQjObNI4FgIIYQQQgghhBBCCHHeSkhI0F67XK4lHMmZRQLHQgghhBBCCCGEEEKI89bQ0JD22mazLeFIziwSOBZCCCGEEEIIIYQQQpy3duzYob2uqalZwpGcWSRwLIQQQgghhBBCCCGEOKfs2LGDxsZGotHocdcJh8M88sgjPPfcc9qya6+99uMY3lnBsNQDEEIIIYQQQgghhBBCiA9Ta2srP/3pT8nMzKS+vp6SkhJsNhtGoxGXy0V3dzd79uxhbGxM2+b222+ntrZ2CUd9ZpHAsRBCCCGEEEIIIYQQ4pw0MTHBSy+9dMJ1EhMT+fSnPy3ZxseQwLEQQgghhBBCCCHieAanMNoSMCZZlnooQgjxvtxzzz1s2bKFpqYm2tramJycxG634/V6sVgs2Gw2SkpKWLt2LZs3byYxMXGph3zGkcCxEEIIIYQQQgghiIYjBJ1e+p7ah711CEt2Ciu+eDU9j71H2Bdk2R9tZnRnK5FQmPwrVhGNRBl47gBJJVmkGZky4AAAIABJREFU1RbR+8QevCMz5FxUjSHBhNFmxZKZclpjmDrUS3JZNsYU60d0lkKI84XVaqWhoYGGhoYFn0WjUUKhEAAGgwFFUT7u4Z0VJHAshBBCCCGEEEKc54ZePszwq81xy3xjDgaeP8TUgR4AOn+5E0f7MAD5V6zC2TXK2NvtTB3qJXVlARPvHQWgq28XptQEDIkWrDk2Sm65AEWnIxIM0/PobtJWFmGryafrd7vI31qLOTOZvsf34Bt34BmaJmV5Lsv/9FIAwoEQwy8fJn9bHTqDftGxh30B/FNuEvLTFnwWjUQhGkXR6z6kn5QQQpw/JHAshBBCCCGEEEKcxaLhCI6jo9gq805/22iUiD+0IGgcM7arTXsdCxoDHPr2E0RDEQBCbj/7v/5w3HYBu4fAjAfP4BS2qnySl2Uz/Foz0419TDf2Ubx9HfbWIeytQwuOGQmEmDrUizHZgntgitG32rC3j1B9z1b0FiMBu4fD33mKmi9cRSQUZuC5A7j7Jim4qo6cS2riMge7H3qH6cY+1j5w12n/bIQQ4nwngWMhhBBCCCGEEOIsNvp2O4M7DrLiL6/Gkm1D0c0FTiOhMO7+SXwTTjLqSwlMu3H1TmCrzEMx6Dh0/+PH3a+tpgD7kcFFPws5fQAklmTi7p2ASDR+hXlvu36/S3udc0k1k/u66Xty73GP6+qdwNU7EbfMN2Zn8kAPtup8Bl84BMB0cz8jr7Vo6wy+0MjgC43kXrqCgm116jqNfQv2P/TyYSxZKaSvLjnuGIQQQkjgWAghhBBCCCGEOKtFfEEA+p7ci6t3gob770DR6XD1jDP8eouWKTy2qw3fmEPbLndLTdx+ksqySC7LJn1NKSZbAjqjnpYfP493eGbR41pzUynZvo6WHz1P1oYK8q+sPWEgGiBtVRG+MYdaQznHhm/UDoDeaqLqz6+g+8F38I4sfrz+p/fR//Q+7f1i2coAI6+34J904ZuYO1fvqB1zehKKQadlV59K4DgcCKHT6+JKXUQj0bjgvBBCnKskcCyEEEIIIYQQQpyBQt4ABqtJex8JhQn7ghiTLPinXTT/yw5WfukadGb11j6WpXvo/scpvLae3sfei9vf/KAxwMgbRwDI31aHolPI2VyFoouvBVzz+atAAd+onZAngN5iJOT2459ykbWhAoBVX74eY7IFndFA/X23c+Abc2UrMhrKmG4eIOJXg9smWwIJBenYW4fIvaSGnoffJXN9BUXX16Mz6Mm+cDm9j+0BnbIwi/kYiwW0a754NWO72phu7ifiD2nLW364AwBL9uLN+rwjM0QjUa1Ocu9j7zGxtwuA1FVFlH/iQhRFwTfhoPn7z1H1ua0klWQSDUcIeQMYkywnHKsQQpyNJHAshBBCCCGEEEJ8zIIOL5FgCHNGctzyaDSKoijY24bo/OVOVn7pWizZKQSdXjp/9SaewSnK7thI2BckGgrT8T+vozPF39qHfcEFQePFKEY9y/9kC8ll2cdfZzaz1pqbetx1zOlJ2mudUU/5Jy7C1a+Wr8jdsoLcS2po/sFzABgSLeRuqcGSlULaykJsVXnoLUYtYJ25bhmZ65YBMPxqM0MvH15wPJ3ZqAWirbk2vCNq1nLGunIS8lIpvW0DRTc0MPhCI+PvdsRtOz94PvJmK8ll2XT9YReBKTcApXdsJL22WAsaA8w09bP/7x6k4Zt3MHWgF4C2n71M/T/eTt+Te5nc182Kv7oGR+cIqSsKMKclIYQQ5wIJHAshhBBCCCGEEB+zxn96EoC1D9zF8GvNOI+OEnT68I07yL6oksCMB4D+5w6QvWk5Qy834RmcAqD7oXe1/fgnXXH7zWgoxZyejLNnDGfnKMnLcnAeHcWSbSPzgnKmG/tw908CUP8Pt8U1kvuwpNUWkVZbpL03Jluo+9pNeIenUXQKik5Pel0xAIYE83H3k3Nx9YLAccmt60mpyOXwd54CoPovtjHd2IclK4XEogxtPb3ZSPGNa8m7dAXGFCvdD7/L1IGeuH0N7ji44Jg9D71Lz7yf73wdv3wjLsv5wLyGgLGMZt+4k5Kb1h33nIQQ4mwigWMhhFhCIW+AsC+IOS1xqYcihBBCCCGWgLNrlKGX4oOjY7vatdeO9mGtRvGpKLl5PYpeR250BdFwBJ1Bj3/KhSk1AUWnI3tTJa7eccK+4EcSND4eY5IF4/K809pGZ9TT8K075xZE5zKga79yI4peh86gJ6Oh7PjHTbECUHrLerIvrKT1Jy8uWKf8Excy+GIj1txUZpoHjrsvZ+foScc88V4nlowkMtaWEQmGMSSamW7sw5BkwZhsxZKRtCBD/KMyfbif4debWfHFqz+W4wkhzj0SOBZCiI+Ad2SGyf3dFFy9ekGduPna/v1lfOMO1j5wF66ecRIK0tEZ9R/jSIUQQgghxMfF0TGCNcemBTMB2n/+2ilvn7ulhom9XYTcfm1Z0Q1rSSzOoO/JvQSm3VoTN0VRUAzqdeX8UhKKTjlhaYozTVxwe95Lky3h9Paj15FYkK69X/FX1xD2BTAkmNWyGbXFODpHtMBx5gXlOI6OEphys/aBuxjfc5SIP0jA7mVsVxsAhdfWo+gU+p/ZH3esgR0HGVgkmxkgc/0ySm66QHsfDoTwjdlJLMxYdP2Y/mcPkFpTQHK5+m8XCYYJ+wIYk+d+lyKhMJ2/2knx9WsB6Pr9LvUY/iB6s/GUfk5CCDGfBI6FEGcFe/sw1txUTPMuss8UsY7QsazhoNPH+O5Oxnd3EglHyKgvJbEwA8/QtNqMIwozLQNY81Lxjas11iLBEG3/8Qrpa0oou2PTUp6OEEIIIYT4EPmnXegtJqYP9dL31D4AKj97Wdw6tpoC7EcG45aZM5LxT7sgEmX5n27B0TFC+ppS0leXMLGvi+wLqwi5fVrAseYvtn08J3SWy99WCxGw5tgWfJZSkUvdV7drwdigy0d4tpZy1gXLtPW8IzMYU6zkbK4CIPvCSg7c9wgRf4i6r26n8TtPHbex38R7RwlMuzFnJDPTMkDQ4QWg6p6ttP37y6TXl1J2+0ZC3gCRQAiTLYGgUw1Wj+1qI3VlYVxWdMkt64mGwnhGZpg+3E/YG2Do5cOYM+YeFoztaiO5PIfBlw5TeO0aLYAe8vhR9DoJKgshjksCx0KIs0LnL97AkmNj5V9d87Eed6qxj5DbT9aGCm1a3HzeUTudv9pJWm0xpbetp/NXb+I8OkpCoXoxNv5OB+PvdKAzGYgEQiSVZeOfcBB0+rQMEAD3gFqvzt42TDgQQv8xTV8TQgghhBAfrmgogqtnHFOyFWu2jabvPrNgnflZxnqLkdJb13Po/sfj1jGlJlDx6YvxjthJWZ5HyrwyD0XXNQBIubP3Ie/SlSf8fH4GrzHJgjHJsmCdys9ctmBZ7ZdvIBKOYEy2svb+O4kEQjT/aIfWdK/gqtVEoxGGXjyMo2MEOkbitm/795cBmDrQQ/H2dbT/56t4R2ZouP9OGr/9pLbesaU0FmuCON3UH/d+6OUmoAmA1p+8SNENa8netJxD9z+O3mKk7qvbmdzfw8TeLjLqS8lYW6YFk4NOH0M/3YntkgqyLss67s9NCHFuksiEEOKMFw6EAAhMuU6y5oev+w9vA9D/9D6q//eV6hN5q0m7SI9lDLsHJjnwjUe07TyzgeCYyOw5uLrHtGXRUFh73f6frwIQ9gY4+A+PUPW5rSSVZKrHmHQytqudsDdA6e0bCcy4cXSMkLWh4sM+XUDN7k5ZlqNNcxRCCCGEEKcmNONh9Ld7IKxmmyYWn7j8AEDNF69CbzEBalO5gm11NP3zsyQvy8aSlYIlK+UjHbP4cBgS45v86UwGVv2f6+h5ZDcJhenkXKRmJ6euKKTlBztOuK+2f38Z74jahG//vQ8uuo4pNUFroHg8RTc0MNXYh7t3Im55/9P76H9azX4P+4Lx9zGDU4zv7iT/ylqmDvYy06IGqmdebYfLVp/weEKIc49EBYQQZ6xYsDXoVKdv8T6bdzi7xgh5Ax94PNPNAxz51xdo+u7TBGbchP1Bun6n1g0LTLsXrF9w9WrK774Ia37ags9sNQUnPFbbz17m6G/U7OXmf36W8Xc7mDrUS9DhoefR9+h7ci9hX/C0xh8OhIhGokSjUYZeaSIws3DM/ikXnb94g+HXmk9r30IIIYQQ56tIIISrd4Ku37zF2O/2akFjAHffZNy66fWlABhn6/Ou/vtbMKcloegUar5wFaW3bsCckcyKL11D7iUrPrZzEB8NRa+j7M5NWtAYwJKZsmgzP32CSXsdCxqfSPUplCbJ3lSpZaefDt+4g67f7dKCxscae7v9lMYohDj7ScaxEOJjF7B7GH6theIbG7TGcf4pF0Gnj6SSTIIOL87uMboffIei6xuIzqsPFnB4GXu7jYz6MnQmAwPP7kcx6Cm6tl5rMuIbc9Dy4+ep/ZsbMSSZaf+5ms2bUpnH8j/ZQiQUZuztdpLLsvGNOzCmWPEMz5BzYSWKXodvwsHwq83MtMTXmRvdeUR7ffj/Pb3gvNJqi5g+PDctzJptw1adT9qqIhq/8yQJeWlkX1SFf8JJckXOgjp2lqwULYMZYKZlcMEY5h93qrGXrPULs44HXziEMSUBS1YyCflphP0hdEY9jQ88Qc7F1eRuqWH4lSY8Q9OUf+JCeh/fQ8FVqzGlWAl51AC7d8ROwOEl6PCctFEHqDWaFYP+Y+3MLYQQQgixVKLhCJ2/fpOUZTnHbYK2mKJr6ym9bQORYBh37zgG61ywMGFesoE1e2H9XXFuUHQKpbdtIHP9Mq08BQqsufcWXH0TEIky3dTP2NvtcdvVfe0mxt5uJ+TxE/YGMSSaqfiTLdiPDFK8fR1Bpw9HxzCKXod/0ol/NrHFmqv+LuVetoKsC5Yteh8zX/ndF2nJMfEDh/F3OzAlWbVmgDmX1JB36QrC/uBpNysUQpwdJHAshPjYDb5wiKmDveRsrsSSqU69a/qeWvut4Vt30vHLN/AOq0+w53cojgRCHP4ntb7X1KFegnav9lk0HGHZJzcTdPkY291BNBzBPTBJ8rIcbR1H+zBhf5DJAz0MPn9owbicR0dZdvdFNH//uROO/9gAL0DmBcsouKqO1BWFdD/4DhA/NbHuK9vnVl6WQ9g3lwFd9edXYG8bIn9bHd1/eAfFoGPqQM8JxwAwvruT9LoSBl9sJKUih9QVhQCMvDEX4E4qy8LVPa69H32zlUhwrkSG8+goUwd6mDrQQ2JxJnmXqZktYV+A1p++SNDhZe0Dd51wHNFIhAPfeIT8bXXkXTqXGXP0d7tIrckno35hRoUQQgghxNkoGokw0zKIMdmCo30YR/vwouvV3nszEbcf34ST/qf3UfnZywnYPVo5A73JEFezWJx/koozWfvAXXhH7ejNBm0ZQGJxJlnrK3AcHWVgx0F0Rj2GBDMF2+ri9mGrzMNWqf4eGZMti2Yy6wx6Vt97M3qLCUWnUHbnJqy5qYzuamNybxdld25iYl8Xzs5Rqu7Zqo0BYMVfXcPYe51E0kxMPdfM4LPxD0lGdx7RkmtW/d/rMaUm0vjtJym8dg0p5TlaYo8Q4uwlgWMhzkHRaJSR11rI2lChXZzGugFjWPoKNdHZ6XuRQHjBZ/v/bvEaXseaHzQGtMzlxgee0JaFvYEFWb2Hv/MUesviXYMd7cMc+Ie5+l55l69EMegZerFRW2ZOT2LFl64haPfQ8qPnCfuCZG+uoujaegDSV5dgSkvE1TOOIcG84BgxeouJ4u3rSF1ZiDHJQlKp2mii/BMXAlB2+0ZmWgYY391J2R2bOPStxxfswzs8w8F/fBRQn/6v+vL1C+qczQ8ax4y/2wGA/chg3M/H3TdB5692AuCfcWsdnvd97Q+k1RWTWJBOyBcg9+JqdEYDh771ODmXVJNarZbdcHaOaIHjsD/ITFM/M039DL/WQumtG0gqycTdP4nOZFi0i7UQQgghxMdt7J12bNUFp9RkzjM8zZEfv3Dcz6s+fyUjjV2YSzPQmw2YEsxYslJInS1RZk5P+tDGLc4di10XKzoFS3YKluwUsjct/8DHmH9fkr66BIDSW9ZTest6bVnA7tGyhlOW5+LoGMGaY6Pw2jUMd/aBAkQX7FrT9N1n0JkNRPwheh56F4C1D9zF0CtN+CedlN2x6QOfhxDi4yeBYyHOQYEpF0MvH8Y/7aL01g0ANH77SaLRKHV/dxPRaPQjLykwsOMggWk35XdfpC2bbh6g67dvae+P/OsLJBZnkF5XctL9rfzr6zBnJC0ILJfevpGeh9/FPTjJyLxSEgA9j+xesJ+wL3hKtYETCtPJ2rgcY5JFC4Z6BqfQmQ0oioIpNZHKz15O/zP7KbwqvklEUnFm3JP64zlZc7vUFYVaFrElOwXfmOOE68eytj+Q2YvBWPfnmOnGPqYb+wAYea0FnclAJBBi6MXDhFx+QK0lPbLzCLmX1ND8/We1bf0TTnoeeZfsTZX0P7MfQ4KZ1ffeTNgXpPHbT1D52ctJLFKzs0PeQNyUTSGEEEKID4tnaJqgw0vK8lyCLh/+KRf9T++n/+n9VHz6Eqx5qSiKQiQcoet3b5G1cTlpK4sYfr2FvMtWLAgax66HYixZKSTVF33cpyXEh2J+qYmKT19CNBzR3htsVvLuuZjMjAxGX2thbJdaRqPhW3cy/Gozw680ARDxh+L2GfYFtc8kcCzE2UkCx0KcgyKzX/KewSn6nz1AwVV12kXtofseJbE2n+QNpQRdPnTJCUQCoeNm4R6Pb8yBOSMJRR+fwRwNRxh8sZHRN1vnlkWioEDX7xfWynL3TS5oGlL7NzcQCYU5+pu38I05yN5UiSUzGQBrbiqGBBPOrjGSyrLIqC9lYs9RXD3ji5afOJm8K1aRua6cwecPMXWoF1A7WyfkLWxol1CQHv8+P42qP7/itI/5fqz80rVM7u8mqTSL0TdbSVmey9HfvHXyDU9TxR9fgt5ipOeR3VhzbAtqLMfMv0maX39t8PlDeAanCTp9cev7J11a2RHFqAcgMOMmElTrTZfduYmAw8vhf3qSsjs3aZkQix5XAZ3x+F9f0XCEcCCE3qo/tZMWQgghxDltpmUAR8cI47s7j7vO6K42nEdH45b1Pvqe+tnOIwuahDV88w56n9jD5L5uSm5ZT8gbWHBdLMTZStHrFvw+64x69GYjBdtWY0pNxFaZh6Io5F+xSgsOH8s7ZtdeH/nJCxRevYbEkkxt39ONffinXaStKtbu94QQZxYJHAtxDnB0qhfCOpMBR9swKZW5gNrgzDtijw/CRcHdOIT36AQj7gCpKwuZaRmk/r7btC/waDiCzqAG3eytQ/Q+sYdIMEzaqkKKrle78jb/4DnSaospufkCgi4viqJgzkhm8kBPXNDY2T1G+3++etyxr/q/N9D03fgGDUZbAoqisOIvryEamRsLwIq/vBpQm+TFMlODTrWkQkJhOp6BKUBt1JBUksnMkUEm93ax8kvXYkpNAJ1CNBzh4H1qiYf8K1YBUHbnJkpuXY+iKGfsRX+sZlnx9nUAVPzJFsbeacd5dJRoSH1YkLG2jLA3SCQUxpyehDXXRt8Te4+7z5ovXo17YJLAlIvRXe0kFmVgSDCz6v+7HlCD/pFgiJAnsODfadmnLsbVOxHXNBBg+nDfCc9DUaDz129qZTKCbjXI7B2e1rZPLM7EnJZIJBim6w9vk71xOZ6hKYZebiIajlD1ua0klWTi7BolGo6SsjyXaDhCNBpl4vFDDA3ZafjWndKsTwghhDgPBGbcBN1+/BNOfOMOZloGiUaj+EbtmFITFpTyOlbulpq4HhHzxYLH/gmnuu6lKwi5fSh6HemrS5jc103aqkL0FhPh8MIybEKca3RGPTkXVcUtq/iTLRiTLQw8ewBn15i2XGv+B3gGp2n/r9ew5tqIRqIE7B4tQ3libxeWTLU0R6wE4OmIRtVpk3LtL8SHTwLHQpxhfJNODFaTVocqEgoTDUfQmxdmBNtbhxh+rRl3f3zG7tTB3rj3o2+1cqyIW23ONtOsZk8c+PrDcZ83fOtOvEPTHP3dLqIh9SJ4Yk+XelHsVbedPtyHvX2YyGz95Pytqxh6Of5p8/ygsWLQU373hRz91ZsA1Hx+G+a0RFbfe7PaLCTBjHdkRvvCV3QKim7xrFHTvEYLOZurcXaNkXNxNa0/fZH8rbXkXb4SAFtVHtmblmPJTpnb2KCn7K4LsWTFP9WeH6A+G8SaYQy90sTwK03U/s0NmFLj6/P5JuLLW1R97gqcR8dIX1OCzqjHmGwlIS8VgIJjSm6A+m+gNxvRm40UXd+Ad3SG4u0XoOjUf6PUmgJSq/Pp/PWbhL0BrLk2vCNqZkHlZy+n/ecLHxoEZjxxN3DOzlGGX2/RairPtAwy0zJIRkMpgRkPzq6xBbWqO3+9k9ov30D7z18DoOH+O2n5/nMY8lIIDKnH73tiDyU3rz/1H6gQQgghzniBGTcjbxyh6IYG3H2TDL3ahLNz9ATrnzhobEi2kHfFKtLqSogEQ3GBrmMt+9TFWr1igJSK3JM2ERbifBBr0BdLwEkszsTdN7HourF7hfkCU24CU24c7cMUXrNm0QDw4e8+jTkjico/uwzP4BSGJAshjx9LZgojO48w/EoTDd+6E/+4E+/oDKkrC7U+OEKI908Cx0KcQXzjDpr/5TlADcJmX1RFy4+eJzDtpvS2DVrGadgfpP/p/Uzu7z6l/cZq0wIklmRCqhl30xCKomiZqsfyT7o48pMXFyyfn00MaEFjIC5ovOyPNmulFGKZHkU3NGBbnkdiUQZF1zdopR8MCWYtUD6/ttapytpQQdaGCqLRKGV3bMQ274Je0ekWLTuRXld82sc5U+VdtlJtWGda+CfdkpnC6ntvZvzdTsL+IEklWSSVZL2v42RfWLno8qTSLKr/4ko8A1MYEsx0/M/rZK5fRnJ5Nss+dTFHf/2mtm6sYcax5jcgjJnc3zO7kQKR+E4cYU+Aw/MyoB3twwQdXi34DOqDjok9XdhqCvCNOyi+cS2JhemMvd1B0OklqSQTY4qV5PKcBceOhMKzDy7iLzYjgRCKUS/ZDEIIIcQSGXzpMFMHenD2jOMbXRiAmq/6L7bR9+QePIPTVH7mMkZ2HsHRMQKoQeBoKIwhyYLOoNcepNd99SYav/0Etqp8sjdXEfEH8U26MKcnxQWNhRALKbOJOMv+aDO+cQcRf4igy0fI7WfwhVMrKxjraWOrzmfZpy7WrrsD024C02ofliM/eRGdUU8kGCa9vpSpAz0ATO7rovexPQAU33wBWRcs+zBPT4jzkgSOhVhi/kknHb/cSclN67TsSVCDsPMDsT2P7MZxdJS02iItY/d0pVTmkX1xFd5ESLmwnBSdleC0m6DDy3RzPzqDXruY7vif10+6v/lf0olFGdhqCjClWDGlJpJcnk3157cRmHKTVJrF5P5uMhvKUPQ6qv/3le9r/CejKArpa0o/kn2fyRSdgrJI0DjGkGDWMrA/KpaMZCwZyYR9ajZ6LBibWlNAzsXVhLwBMteWY7JZiUaiREMRjvzbS0T8QfTWuSz25PLsuOltAEXXNdD/9D5AbUJjzkjCOzyjbQMwfUzdwfli2cod//163PJYncNYSYtoJAKKwtjb7Qw8ewBDkoVld1/ExP5uzGmJZKwt5/A/PUnRDQ1kb6ok5PHT9+ResjdVklicSdgflMZ+4owXCYQWfcgkhBBni1gQ6XhB48wLljGx5ygAiYXpFF5TT/vPX8Wal8ryP72UiX1dhFy+4waBjckWVt97MzqT4aybjSbEUiu+cS3jOTYMiWaSk7LjPht/r1ML/AIYbVaMiRY8Q2q5usx15Uzs7dI+t7cOMfDsAQqvq4/7//3APzwCQCSozoqN3Y8CODrmZh+EnHMJJUIcz49+9CNef/117f0nPvEJ7r777qUb0BlI7hyE+BhFo1HC3gCGBDNhXxC9xYi9bRj/hJPBFxZmXB5r6kBP3BdjTGJxBpFQhNSqfNLXlBB0eGn/r9cwpSVSeG095vQkwh4/yctyCIfDeMfH0Rn1WLNsJM1m/c7PJrW3DdH5y50nHU/Z7RvJWFOKf9JJ5gXLFtQGTixIJ3F2/7lbak66P3H201tMNNx/R1ymbuE1axZdt/qerTiPjpJ9YSXDrzUz9EoT+VfW0fYzdYpo/pW1JBSkk1ScSdDhIa22GFNaIjqjnqlDvVrNQYDJeReZJ1N+90V0/W6uUePg84fIu2IVLT/cQdDp00qzhFw+2v7jFW29oZcOA2jd12OmD/eTe+kKRl5vof6+29EZT3yT6e6fxJBkgWiUSCCENTdV+8w/6cQ36cJWmYe7fxJLdkpcmRrH0VGcnSMUXLWaoMOLIdGMvW2IlMo8dAY99vZh7EcGtTrYQsT4Jpw0f/9ZAEpv30BGfdkSj0gIIeYEXT519lk0SsgTwJhs0T7zjtpny4spTB7oxt4+vOg+qu7ZijXHht5sJH11Cf4ptSZxcnl2XDmJzLXlJx1PbCacEOL0mGwJFGyrW/Sz2EOfwmvWEHB4KbquHs/gFF0PvsOKL16Nzqgnf1sdIzuPMPZWG6A24Z7fiBvim3Qfa36vlVjDeO/IDDOtgxisZrI2VHyg8xPnln379sUFjcXiJHAsxEcsGolq9WAn93bR+/geqv78Ctr+4xWW/+mluHrHAbQ6xYZEMyG3f9F92arzsbcOAVD5mcto/y81Q7n4xnUk5M+VY7BkpXygemu2qnwy1pYxuU8thZFQmE5g2k3JzReQXJ5DyOPXzilleS4sz33fxxLnnlOtJWbNsWHNsQFquY28y1ZqjS1AzWJPqVB/t46tv5y5thzfmAN76xDF29fR/vNXMWcm459yQSRKzf+5hiP/sgNQS6XkXbaSvqf3EQ1FSCrJpOyuC+n+w9uAWn5luqk/LgPidI3MNgh0do3i7p8kEgpjSklYtLxeZdGRAAAgAElEQVRH67+9FJdlrTMZqPn8NgyJZpr+WQ3srfmH22j9t5fIWFtGyS3rmdjdSVpdMR2z/887u8dx902QVJqFq2ccW3U+eZevpPMXbwBQeO0aopEoE3u7sOamkrIsB3f/JL5xBxkNZYR9QZzdY9iq8xnf3UnGmlL0FiMBu4eZ5gGyNlScsEmko2OEhPw0DIlyY322cPWMa6+nmwYkcCyEOCNEIxGGXmli5LUWQH1oPPTSYcrvvgj/lIvB59Wp7UXXN2BKTdAeGhuSLaz4wtXozAaGXmgk6PSSWJCufXcll2eTXJ69+EGFEEvCkGjGP+Ui+6Iq7V4yoSCdVX99nbaOMcmilY05tuRdYlHGgt4+JzLyWgthT0CbZQhqs3GdUY9vwonOZIjrmyPOLx6Ph5/85CcAWCwWfD7fEo/ozCWBYyHeh6DDS9DliwvWRqNR+p7cy8R7R6n/x9tR9Dptynv9fbeBomhfdJMHewBw9Y7j6p0gdUUBMy3qdPpVX76ewRcaGX+3A1Azgcfeblenzf/RZvbf+xAAyctyaPjmHdg7huPG8WEp2FaHzmgg95Jq9FZTXNaj3rKwUZ8QHwZFUSi5ZT29j72HMclywnULr1mjZTPX33c7oWCI8dFRiII5PYkVf3k1I2+2knfZCiyZKSQvy2FyfzeGJAu2ylwSCtLwDKpT444NGhdctVqrwxYLzgIUXlfPwLMHAPUmtv+Z2czj2RrMR38710wSIGvjcu3CGNTayUBcmY1IIKTVNo85ODsFL1bLre+pffQ9tU/7PNZsJDYue+uQ9lAJYOT1Iwy/1qy9X/vAXbT+20sATB7owXlUncZX/snN9D+1j/6n9lF/3+2Mvd3O6JutGJIscXXAgy4ffU/sITDjIejyEXR4SS7PpvKzly/yLzPHP+VCMejlovw0RSMRIsEwkUCIoC9AcMJFJBjGaY9AOEI4ECISCBEJqOtEgqF5y9Tl4dnlsWUhz9zvnKt3HEfHiPrgTwghPmbRSJSD//goqSsKmG4aiPveHNulZhYOPHcgrqmd9n07q+5vbtSCxEU3NHwMoxZCfFDld1+Eo2Mk7tp4MemrS0BRsFXlq4khE06W/+kWQp4A3Q++Q+X/uhxLVgqDzx/EkmUjEgiRsjyXoNNL1+/fjtvX/KAxqH9LEgrT6Xt8D8YUK3V/u/1DP09xdvjv//5vJiYmyMjI4MILL+Tpp58++UbnKQkcC3Eawv4g9tYh+p7aR9gbiMvqdXWPMfGeWk8t5PIxsa+b4VfUGsW9T+xl6kAPabVFAEwdUqfQTDX2EXR4yVhbTuG19djbhtCbjRRd38DUoV5MqQkUXlfP2NvtJBSkoeh0rPn6rVodWUWvI7X6o2nSYUy2Unzj2o9k30KcSMbaMhLyUuNKOJyMzqhHrwP9vBrD1txUym7fqL03pyeRv7UWUEtq1Hz+KnwTTlr//SXC84JqoDZcnGkZoODq1SQWZRCYcqO3GDGmWMnetBwUBUVRSC7PpuVHz2vbzb/5Beh+6B1yNleTWKiWbPFPuU79BwE4u8a0WQmnY37QGIgLTMeCxgBdv31Le936s5e1Gs1jb7eTXleMf9KJzmTE1TOmPdyK8U+7CTi86Aw6/JMu/FMu9UJ/VjQcoel7zwBQ+5Ub31fjy5hIMEzYp5b5OV4mdHS29Mf8h1zHCrrUUiSm1ER8k04UwJyR/L7GFI1EtMBtODg/kBskHAvozgvehucFeeeCu8FFgr/hBb9HMXG9yRXQGQ3ojHp0JgN6s0F9b1L/MyZb0Jvm3utMeoZeVMuthD0BOv7n9Q80M0UIIQDs7cM4u8YovHpuZlAkFObA1x+m5Nb1C8pCODpG1Ea5gRBTB3sX7C/kUWfdxYLGyRU5ODvnvrd0JgOZ68pPOCtGCHFmMtkSyFx38lIxik5HxmzfmpovXAXRqHZ9N/9as/S2jQu2XabXaQ3a87fWkliUQWJROm3/8SrekRm1/vlsDfSgw0vT954hb+sq7Xji/NDY2MiLL74IwOc+9zk6OztPssX5TQLHQhyHvXUIc2YSlswUbVn3Q+9qjbYAAjNuTKmJDL/ewtCLczWKD/+/+KdVsbrE04f7AYj4gwD4J9Taa0nFmRgSzWRvUqe1KzqFuq9uR5kNTtX97XZ0ZvV/V73FKBm/4pymKAoJs7WxP2qWzGT0JgNhT4D8bbVMHexVg9AWY1wTR0v23N+B+aU4Thbcnm7sw3l0lNV/dzOOjhHG34u/KDGnJ500mNzz8G5AbeI38loz9rZhQp4ACXmpJBSk4R21U3TDWg5987Hj7sM37og/76yUBcu8s41JQM1oHn2rjYHn1OzqwuvqF+5UgcP/9GTcovTVJYy+1Yq7fwr/9Nx5Hf7OUzR88w4UvQ7/lAuTLeG0bvqP/vYtHO3DoKglTnIvqWHqcD/2I4Os+catRIJh7K1D9D72HkXXN5CyPJeQJ0BSSSbRaFSrqdf8L89pD/2O/Oh5IsEwDfffedLMl2g4Qsf/vI5v0qUFeaOhyMkHHgvuzgZu9ab44K4pJQGdSQ38xpbrZ9eNvcegw+F2ohj1ZORkYbSY0JsMKEa9dl6nKvvCKoZeatQy+uaXUhJCiMUc+3ciGokSjUQYfLERg8XE0MvqA6n5geOpQ2pAeHx3J3qLidSaAm0fxzZfTqstxphiRW82MPyq+tAzZXmu1qx5+Z9eiqNjhKkDPZTcul6a1QlxntGfZkPf1BWF6nZWU1xz8JrPb2P/3z+0YH3/lIueh97FMzRN0bX1RCORUy67J85OPp+PH//4x0SjUS6++GLWrVsngeOTkMCxEIsIefx0/monOrOBxKKMuEyH+Y4NEB8r1jBrMfNrrC5WJ3T+hbFRpnkL8ZEpvukCXD3j5F26krxLV558g2OkrykhIS+NgR0HAaj+i220/vRF7fOQ20/HL9/A0aY281H0OswZySSVZlFy0zoCdg9Hf/sWnoEpSm/bQM8juxcco+yOjSiKQt7lq8i7fNVxx5J3+Ur8ky7tpl2jQPENawkHQgw+f4jUVYVkb1hO42zgd/Xf36IFnqs+t5W2n72sBY0BrTzHfIGphTWhJ/d3M/DcwUXH1vnrNwm5fHiGpsm5uBpbVT7GZAuWrLmgfNinPlQLOryYUhM4/L1nCLnm1RuLgnfETvdD72qLDt73KADW2ZI986czF924lv6n9lF6+wbSaou1EiFq8DesnVt6QykTe7pw90+Qu2WFFuRQ9DrC/iBBpw9n1xjp9aVYs1Pigr86kx79se9NRnQmPYrh9IO7xwqHw/jG1X2Y0xLR699/0ERvMpC1oUILHO+/90F0JgMFV9VpDy7nC9g96Ax6qWUtxFku7A+i6HWnHXQNuf0c+tbj5F2+kqTSLBIK0hl66bBWTm2+aCTC2Nsd2CrztDrEnoEpun77FqkrC0kuy15QbgIgc/0yUpblAGiB48Lr6mn5wQ6MKVYURcFWmYetMu90T1sIcZ6q/vw2zGmJccsUvQ5TWiKBaTcZDaXorWbGdrVpn4+91YZvzIGjfZjUlYUU37BW7sHPUb/61a8YGRkhKSmJz372s0s9nLOCBI7FeS0aidD/9H5yLq7GnJ6kLXd2q1PDI/7QcYPGikEfN504+6JK7WY8xphkIbkiB++onZzN1QzOBpYs2TbS64q1wLEQYul80BvSsjs2AWDOSibiD5FYmM7aB+5i39f+oK0TCxqD2uSy/O6LYLYPoMmWQMWnLmbqUC/p9aWkLM/FOzJDcnkOPY+9R8ryXNJPYfpcw/13aCU0UirzmDzQjc5owJhoJn9rLcYUKyFvgNGdraStKtIuhvVWk1aiAiCxOCOuEefpWCzorf0M2ud+BqNvtjL6ZisA2RdVUbCtDnvrEF2/36Wtk3fFqvig8azk8mycXWMLls/PmI7pn60L3fPwboZeOqwtPzBbQxpg7J127B3D2gyQ3sf3MPpWK0G7h5JbN2gNBwGtXvbZzJKZQuntG+l5WA2+RwIh+p/ej7t/kqmDvSRX5LD8j7eg6HUc/s5T6K0m1vz9LUs8aiHEB3HwvkdJqcpj+R9vIeQNoDPqiYYiaumcUARzWiJhf5CWH+6g4Oo1pNcVE41EOPStx4G5gO6JNH3vGQIznriHjjEzzQPMNA8sup01a+HfVEumWkJo/pR0IYQ4VYnHmblYfc9WnN3jWh8P/4QTe9sQNV+4iiP/+oJ2rTrTPEAkEKL0to2MvtVKwbY6FL2OaDRK2BOYnSkmsx/ORkeOHOHZZ9Vm5J/5zGdIS0sjFAot8ajOfBI4FoCa5RX2B7Un++eq6aZ+BnYcpOyOTQSdXixZKYzv7mR8dyfld1/E5P5uMtcvO2631vnTu8tu34gpLYHWn6oNp3I2V5OzuRrn0VEteKLoFCr/7DJte5MtAVtVnlajqeSWC4hGP8ozFkJ8XI6tN663GAn7gqz++1vQmwy4B6fQ6XWYM5PVv7Pz/tQak63kbK7WXhuT1aDu/BrNJzN/Wl1GfSkZ9aUL1jFYTay+92bt/cq/vk4rfbPs0xcTdHhRFIWKT19CJBhC0enUhoLJFqLBCNPN/eRfvoqRN48wua9bPe9VRZTcfAGdv9qJu1etwhubUXEqAeixXW1xGR8xsRrxx0pdUbho4BgAnULVZy9numUAT/8kUdDGpNXLXJaj1XnWmY1E/EEtaAzq323PwBRAXNAYwJQan71ytlrsaz5Wa9TZOUrPo7vJu0LNbJ/fyDHkDTD0YiNZG5djzbFpy4Mun9bM0jfmIBwIaXW95/MMq8F9Q6IFg9WIziiXoUJ8mMK+AJMHe8naUIGiKEQjUa00hKNtmJDHz6H7H9fW1xn1RIJh7W8hQPcf3sYzOLVw5soxrLk2sjZVMv5OO94Re1wju5jk8mwKr1nDkZ/MzcLRJ5i0vgKxEkYxlZ+5DPfgFIpOR93XbsKQYFqwTyGEeL+Myda45s+JJZnY24YwJlu0WWoAGQ2lTO7vofHbT6jrFWUQ9gXofWyPtm3JLetPqV6zOHMEAgF++MMfEolEWL16NVu3biUqwZhTIlfsAoCD/6hO9S3evo6sDRVxNSHPVpFgCEWvx946CIpCak0Bw682E5h20/azlxes3/U7NdMtFuSwZNvwjdm1z7M3VVJ4XT1t//EKhdesIakkk6DDC0BCQZrW+Cm9vhRrXhozLQNkrC2LO8b8LyqAzHXLPrwTFkKcUVb+n2uJRqJaNm9SceYSj2ihWFYXLAx8x4J6mRfM/Z2KNfgsvXUDJTddwPh7nWSuLUdnMlB2+0bc/ZNahlhqdT6KXofj6KgagNUpmGwJBGbcWrb18dhqCrAfGST30hXaRXnT956h8No1Wp3M4u3ryLygHEfHCJ2/3ImtpoDsjRUklWaRVJoVtz/P0DRH/vUFAPKvWEXbbOB45V9djX/KjXtgktQVBdhbhxfNlgM1GH6u1NZMqy3GcXRUC/5nbVweN/V86mDvgqZVE3uPajdMAYeX9NUlpK0qYqZ5gK7f72LVl69HbzbS/AO1EePaB+5SGxb6g+gt6v8DR378grY/U1oiQaeXij/eQlJJJkMvHcaSlSzfi0IcR9gXQNHrtSy3cCCEf9yBMcVK2BfEkpXCwHMHmdjbha0yj0gojLtvIq4h6vygMaCV7IkFjWNiM0LmK7tzE/b2YSL+IMU3rlPL8lhMWLNTaPvZK9p6BVevxtUzTtkdm7QHk7FySAVXr2ZibxdhT4Dav92+oNZ98rIckmfLVsQeRgkhxEcl95IabFV5GJOtZG9cTkZDGUSjRIJhJvf3aOvF4gTz9T72HulrSs6Za8PzwW9/+1sGBwcxmUx8/vOfX+rhnFUkcCxwD05pr2daBogEQww8d5Cqe7ZqgY5oNMrQS4fJWr/sjMy4Crn9jOw8Qv6VtUTDEdx9kwuab5TffRGRRTrVz8+yiEldWUjpbRu02pm1X7kRY7IFRadQfc9WbT1Dklr3MXN9hbZMURS1aVXeiZtmCSHObbGs4XOVotfF1cU1pyfFlfzRzTYzsVXmUXR9A8nl2VozwemmfkypCVhzUxl49gATe7uIhtVmc+bMZLLWL8N+ZBBTWqK2z/r7bkdn1GtZcCZbAopOh60qn7q/3X7COnQJ+WlU/PElhNx+kkqzSF1ZyEzzAMYUK6bURJLLs9Ux1xqY2HMU/7SbnM1VTB/uJ2D3UHBV3YIHf2czRa+j9NYNlN66QVu2WM3SmKnGvrgsG/uRQbVR7J2bmJ6dfj6w42DcVHTvqJ2OX7xO0O4lY22Z9u8bE5hWa2T3PPyu9hAW5IGqOL9M7Oui99H3aPjmHUTCEdr/81XKbt8Y15A15uA/PkZCQRo1n78KgL4n9zJ1oAdrXire4RnWfONWfJPq7In+Z/afUrkhvcVIzuZqZloGqP6LK3F0ji6YaZF3+UqGX20mrbZo0dIRiYUZ5F66gtxLauaaN19SE7eOwWqi9m9uwJhiJXVlIe7eCUxSO1QIscQUnUJCXpr2PtaIT282krWhgvHdJ26Y1vKj51n119cRjUYZeeMImQ1lJ1z//Yr4PfiHFz7QO5OZ86rRmROWehiajo4OnnhCzSD/5Cc/SV6e1M0/HRI4Fkwf7tNeOzpGtC7Gg88fovKzl6HodEw39jHyegu+cQfLPrl5qYa6gH/Khd5qYvQttV6mvXVIKyVxrMWeFAKs+fotBKbduHrGmTzYQ9YFy0irVQMEK//6WnRGg5ZNfCxFp2PtA3d9OCcjhBDnqOwL4xuvpa0q0l4Xb19H8fZ1cZ9Ho1HK7rqQtJWF2rJYll1abTGKQU9K1dwF36k0L7FV5WuvS2/bgP/ylQu6ZptsCWqm+Oysm4JtdadwdueGWJb3YmL1+LM2VODqm8A7PAOoDwBiweJj65e2/HCH9jqW2byY+UHjmL4n95JYkknGKdT2FuJsEnuAouh1hDx+rYlcYMZN0OXHMzjF2LsdFN3QgL11CFtVvjbLAsAzqJZ7mWkZYOpAD4D2/2Ms2QHmZs+Z0hJJKslcMIOg9I6NzDQNkLVhGSnL88i7XG0Ma6vMo+yOjYy+3Y45LZGyuy5UG7Neseq4MxEVve6U/lbGEk8sGclYMpJPsrYQQiyt8Gxi2Yq/vBpnzzj9T+0j55JqRnfOBXD9E07C/iAhj5+hFxuZ3H/8650Pwj/cSvc31n4k+/6olN23D2tpw1IPA4BgMKiVqCgvL2f79u1LPaSzjgSOBflba8ndsoLhV5vj6ky6esbZf+9DJFfkaA3ilqp8RWDGzfDrLRTfsDZuWlvT957BlJqgZYsdL2i8mIo/2UI0FEZRFC1TLuOYp4RnexMkIYQ4GymKctwMX0WnxAWU3w+92RiXYbLY8c835Z+4kEgghKtnnEgogqtnPC4LOe+KVeRfsYqRN1oYnA1UHRssXv5nl9Lx369r72O1rgF0ZgMR/8mbj3Q/9A5TB3sZ391JanUBjo5hEvLTmGlRy05l1JeitxgXTHE/VsjjB0XBYDXR/8x+zJnJZG9cfoo/jROLRiJMHuih99H3qPvaTQum1EejUcK+YFzTyQ/buVBS7HwSjUSxtw7S88huLNkpVN9zJb55tdX9Uy5CXjVIoRh0uPsmOPrrN7HVFJBzURXzG2J4x+wc/c1bJz1m0fUNZKwrR1EUtRleJKo9xMlYU3rcBzPpa0oXNGSV3zUhxPkm/4pVmFITseTYsOTYsC3PxZSeRGp1AebMZMZ2tTHyxhG1+ehsk23/hBPX0DhBUxRsJznAaTDnVVN2374Pb4cfA3Ne9VIPQfPggw/S29uLTqfji1/8Inq9lBc5XRI4FugMenQGPYXXrGZsVxvp9aVaFgOgBY0BdKbZumr+IMOvNmOryiepJPOkN3AfVM9j7+HsHMXdN0HVn28l5PbRN1u8PjDjiatBFFP5vy5n8MVG3L0TFF6zhunmftx9k5gzkshcX4GtUqYnCCGEEDB3LZC6Qg3Kp60qovDaNdhbh0ipyNWmoIcXCf6a05PI2VJDcnmOtqzszk1x37Or/+5m7K1D2uyfmi9cRUJ+Gvu+9gdAzVqMhiNxmZGx/gvzHVuDOtZcyz/twpSaqAW4Dt3/OMYUK3V/u52xt9vVcaYmErB7tF4OseBu2B/EOzJDUkkWnuEZjMkWLRgcmHFz9Le7KLtjI5Ys9WHy4AuNWg3YwLSbkNuPotdpNcMn93bR+/geVv/9LacdPI4FhN0Dk4T9IVJm670GnT61UZgC++99CFAfgMu1zMcj5PajTzAdN4Aa+3cLOr1EAiH6nz1A7pYakkrUeuszLQPa7767b1L7vY8Z2HFIayjpGZhiulGdDaiVhZmn5Qc7OJ6ksiyWfXIzYX8Qc9pc6aCSm9cD4OweIzDlPp1TF0KI85I5IzluNoV5dqZErI+GZV6TYEf7sPY67A8RIUokFCZg92BMsaIoCpFQGEWve18P4nTmhDMme/ds093dzaOPqteTN910ExUVFSfZQixGAsdCo+h0rPnGreiMBpLLs7G3DmnZRIpRTzQYZvpwP+7+KS2zN3bjFLs5OvTAE+RdtpLsTR88q8fePkznL9/AVpWvTcPzjtiZPNBN/9P7j7tdwdWrSa8rxpSaiDFRvfFLXpZD9kVVTO7rIr2+VIrYCyGEECeg6BQUnT6urAiAIVGt7V94XT0jr7eQtaGC/K212udrvn4ro2+1qtvpFGw1BeReUq0GpWczxQ1JFqyzfQCKt68jYPdgq8rTGmzlb61l6OXDpzTO8d2dpK0qoum7z2BMtpC5voLhV5oAtQzGkZ+8qK3b+audgFpyY6ZZDeSt+vL1DL/axOT+Htb8w20c+fHzWHJsrPyra3B2j9H+n68CMHmgh/yttURC4bjGYf5pt5ZVvebrt+IemKT3cbUe9PBrzRisJjVjlLm634sZ3dWGf9LF5IFuKj51Me0/fw2Ahm/dSTQUpvHbT5BYkknpLevnzucXb7Dqy9fH1RYX708kGGKqsY+MhrIFN/XRSIRD33qc7IuqKLquPu6zmSODRMMRun63i4KrVzP4/CHtM0WvQ2c00PWHt/HPyy5ejHdkBu+Ieq3r6hk/pTHrjHqq7tkKURh9q5Wpg73YqgswJJgxJJgX3WblX14jHeSFEOJDkF5XQkpFLiM7jzD2VtuCz6OhCEGnD6JgSDThHXVgslnP+R4oZ5qXX36ZUCiETqdDr9fz4IMPxn0ejUaJRCK0tLRoy5qbm7X1CgoK2Lz5zCnVulQkcCzi6M1qRlHm2nIy15ZrGREN991Oxy/ewNE+vGg5iO4/vE3ZnZsIuXwMvdT4gQPH0WhUa85xbHOP4wWNC66qQ28xkbVh7ilS/tZVWHNtJOSrU5IzL5CmO0IIIcT7lb1xOQm5qSQvy9ECovPpLca4QHLFpy7WXiuKQt1Xt2NINGvBudh3tn96LgsydWWhFjjWW4yEffENbOfrf2Y/zq4xQM3KjQWNYzzzGgDHOI6O4htTr2W6fv82QYcHgNGdRwDwjdoXZISOvN6C3mxk7N32uOWxoDEszJCO3UgOvXSYhPw08rauwpKZgqLA4EuHKbt9I4peh2domoFn5zKpY0FjgKbvPk1gRh2fu3eC5n95Lu4YfU/tw5RiJaEgncx15R/5DLBzhX/ahcmWQNDlR282MPLGEUZebyGxIB2jLQGD1cTwa82kLM/VavOO7Wqj6Lp6nF2joCgkl2Vz9NdvavucHzQGtZTLseVcTkRn1JN/ZS0Dzx087jrL/mgzxmQrrf/2EpZsm1Zyp/TWDViyU+KugRc9xgkeXgghhDh1ik7BmGSh4Mpapg/3E7R7WPGlazB8dRchfVhbL+jyEXT5AAh5g+gtJq1vh/j4RCIRHn744VNat7GxkcbGRgA2bNgggWMkcCxOwlaVj71NDdxqnZJnrb73ZvRWE/v/7kEcHSN0P/wuwKI3Lfa2IQwJZiLBEMnlOUzu78YzMkPBlXWE3D6Mtv+fvfsMjKJaGzj+n+09vSckIaTRi1gRBCzYe9cr1mu7ttfrVbFg713sivXasFwrgqiIggqo9B5KQnpPdjdb5/2wycCSUAUC+Py+sDNzZubMZtnyzHOeY0MNhqj5dRVx/bJY+/FvnY7hKkyjeVlkGEj2KftjS4/DmhqLGgzhKW/Qho1szJoaizU19i8/D0IIIYSIfMY781K23nAzNpdpY4qxkjAkl9QRvbEkOim68gjUUBhHdhK/3/khaiCE0Wmh8PIjWP3+LNzrarV9GxeXgaJE1YE1OCwE23+obWrFq99rQ043DixXfLeo604rgArrv5nX9fbNSNivJ3VzSiLnKW9g1ZszorYn7Z9H88oqKn9Y3NXuAFrQeFNpo/pQ8d2iDcNj55SghsMkHdBLm/Qx0NLG4qe/Ju/8Q3H0SNyuvu+rGhaUUvXTUtylddo6S7Ir8voBamavombWCmKK0mlaWk7t3JKo2tiqqkZlg2+OzmQg7O+6pveAcSez+oNZNK+oxGAzk3vmQYTaAsT1i2T3O3umsOzl7wj7NtwwSRiSS86pB2jLxVcdqQW0IfL/Mu2wPtvzVAghhNgJdEYD/f9zgrZsz0rAX9eAou9ckiLsD+KtasKeGY+qqqihMGpYRb+Fm3pqWNVudm7rqOmg1w+wS+daEH8vEjgWW5R3/jBo/x2WNDSPhvnrsGXEkXxQQadhcB1B3aDbR+3sVSQOzaNxcRl6i5GVb/yotet/60msmfQrsCEbJ2VYIVXtjzetX2hNjcVb2UjOKfsz/4H/AZHaix2BbMVk6DJoLIQQQoi9g6LTRQXG7JkJ2uPBd50e1bbXPw6lrbaFZS98q63LOn4w3ooGameXED8wG1OMjcrpkQzinuccQtWM6GChr64FR04SMYVprP9mvlZjeWOZxw6iacl6ep59CGWT/6Ru7mrsWQlkHjNQK6sBkUkB/Y1uqmYs00ZlpR/el5RDizHYTMT1zWLpc1M7XfPaT2bjq2vVlmWpLAwAACAASURBVB05SSQd0IvV78/q8jkyJzjJO/cQPOUNJAzO7RTorvllJaWf/07msYNw9Ehk6fORcy574VsG3X06Je/OxBzviCq3oIbCtK6rxZkbmWS4o4zBttZgDPmDVM9cTurwIi1gvadSQ2FK3v250/qO7HOAmlmRCSE7Rrv5691RGcAd9aUBfh+3YbjrppnxscUZpBxaRMuqKsq+/pOMo/pjTYujYf46DHYzeecfihpW0el1nRIubOlxDLztZPzNHny1rRgcFq1+ttYmI35HngIhhBC7gc4QKVVkcJgJtQVQg9HfL0L+IIEWL6H2SVHN8XZ0JoMWGA60tKHoFAx2M0Gvn5A3QMjkJxAMY7Ca0JkNoKra564aVgGVtrpWjHYzvvZa9obMeAJuX+RYf9Mg8qWXXsqll1662e2qqhIMBnnvvff44IPIZ/zZZ5/NOeecs7u6uFeQwLHYoo1/BDjzUhhy/1md2hRcPJLlr32vBZgh8mOoft5abfjoxjae5MMYYyPQ5NGCxpvqNXYEjpwkvJWNGJ1WLMkxBN1tnbKfhRBCCPH3YLCZcfQwEz8wm9Y1NThyk4kfkI2/RyJ1f67FmZdC/IBsnD2TaV1XR0xROpZkV6dJxZx5KVhTIqOSEgbnEvL6MbqsOHsmY7CbcWQnaeU49KbI9470I/rhyE6i/80nooYj9QvtWZEgd/yAbNZPWUD66D7oLZEfaJljBgIQ2zszkhm9EV9dK678VJpXVAKQc/qBmOPsmOLsWlC8ozSB0WnRMkw7RlLlnHaAdiMe0ILWZV/+QfygnKhz1c4p0b5/Vf8c+c7V76bjqZ+/jvWT55F6WG/SR/dl8TPfANDnuqPxVjXha2jFmZtMqC2A3mzUvn/Vz1tL0OtHDYYonzIfW1osMYXp2/NnjKKGVUo/n0vywQUEvX7Kv12AOc5B9slDu26vqvw+7n2yTx66xTJkgZY2Fjz6OWogpNXV3prYvlk0LizdTEe7rg+cf/FIqmYs1Sa1SxvVB0uSC1t6HLF9szDF2FB0ijaZ4dayxhS9DnOcI2qCOyGEEHsXc/vndjgQwt/s0QLFG9+wBLRArznBgc6gx98UGW2ktxoJutu0YwQ9foJuHwaHmWCrD53ZgMllpa2mBYPdTNgXJLDRTXBVVfG3lwLTZ8Tt0MR8QoAEjsVO4MxLof8tJzH//k/RmQyR4ZPfL+4yaAxok8ZkHjuIlEMKtTqC1vQ40g/vGzWUs+MLdscQy+KrjpRJPYQQQghB7hkHRS0brCYGjT9N+2Hkyk/DlR/5HmFNjmHgHadQPnUhGWP64y6rx56VoJW8MDotmw1SAsT2zaR61nItaGt0RUpubFwuQGc0dJo8rUPeecO0YGcHS5KL3LMORmfU07yiEnNc5FiOHokMuf8sPOUN2hwNXUkYnEtcvx6EfAHUUJgFD32mbav/Y01U29LP5nbav3llpXbjvvKHxdT8upJQ+/DW9VPmayU0nD2Tte90RVccgT0rQcuKzjw6Ehjv+NFb+uUfxBSm4eqVCqANw9UZ9ZEfsI0e7TqhfVKaQIjlr07Ds76eml9XattaqCJ+YDbeikaSDy6I6ntHZnD5dwvxN3loWV1Dr/OH4atrpXbuatRgCKPTSnNJFWogUmuyY6Llrck9/UA8wwqpnb2KurmrAbCmxXba35LkInVEMfGDclAUhdwzDyJhYA6ugtSoxIuNr1cIIcTfj86ox5LgJNDaFl2Cqr0UVoeNRyEBeMo3fO4EPf4Nj1t9AIR9QW2OiKC7fd1G2c2e9Q3aY295g4xWETtMAsdipzDYzWSMGUB8/x6YYu3ED8yh9PO5W5wUJHG/ngA4e6XQuraWossPRw2GceQmkXFkf4wuW6d9pJC8EEIIITZnS9k0eouJrOMHA2ilGRzZSaQe1puUYZ0n+tuYMze5y1FX29u3Pjccg95kRDHo0FtMKLpIf2OLMzq131LQuIPOqO/yu5EjN5m0w4pZMXH6Zvdd+/HsqOWOoDEQVXd540SApS9+i32jH56NSyNZzKWfz6V1TTUNC0qp/nkZva8Zg7/Jw/op8wm6fRRdfjhLJkwh6PaROrI3KAo1v5cQavLSNji3y0kMAZa//B0QqVmtNxuwpsVhdFgo/SIyUXKguU0r2VE5fYlWnmRTMcUZWsa1LTMeT1nkfLF9Msk+aSiNi8uwZcQTDobQGfU4eiRiz0wg44j+eKubMLlsLHt5GkG3D73FSPYp++PIScLosGjnUBSFmKIdz7oWQgixbzPYzSg6ZUMpCZtZC/juqE3LYGy2nUrkM24b6yQLsTEJHIudQlEUUocXa8smlxVTe+A367jBWJJdeKuacK+rw9/oxl1ap83s3Ov84aC0D9sz6Cm8dHS3XIMQQggh/l4UvY6MI/vvtvNZEl277Ni9xo7A6LBgdFm1gGZHtvCA205GZzKgKAq+hlaallZQ9tUfZIwZQOJ+PfHVR76bOXOTWPz05M2fJKxG1YpuXV2jPW5YsKG8w9LnpxIObJhVfvlrP2g/jiu/j54MsL49q3djSQfmU/PLCm159Xszu+7PRqPQGtvrEm8qpiidXucfyvJXvqOlpJriK4+krbYZNRjWMsi7Kneh6JTIc9meXT5g3Ml4yhsw2ExRmeZCCCHEtlAUBYPNjN5ioq26KVLD2O1DZzJgjrMRcPtQQ2EURSHo8aMz6ECvQ28yEGhpw2A3EXT7I/WQ9brIiKOwitFpiWy3maIykzflrWzC4DBrJTQ6dEzUp+h1Us5CdEkCx2KX6RjWGdcvC6PTGhm2eEhk2KK/2aO9KUkWsRBCCCHEX9NR3mtjBZeM6rTOkujCMswVlWVtsJmxZ255COvA8aex8o3pUcHizdk4aAzgq23ZYntLSgyFl41mxcQfSBzSU1ufOLQnQY9/iyPYOrRVNaG3GMk5/UDWfPgLobYAsX0yyT0zUtIk/8LDUMORzKwdDeBvSxa4EEIIsSWKTtFuXNrS40CJBJXNsRvCc3qzD53FiE6vQ1VVjA4Lil6HKSaslUMKB0MEvX6MdgsGmwnFoEdnMkTKYShgtJsJB8NRk7cGW30oikI4EMJgMxFoaSMcDIEameh108lYw8EQQbcPo8u6TweVzzrrLM4777x9+hr/Cgkci11mc8M6Oyb8EEIIIYQQe5a4flk0LCil93VHU/XTMjzlDaiBEHqTgcJLR1P35xrWfPBL1D555w1D0euwZcQz//5PAUgZXkxc30yWPjc1cty+WTS0TzrnKkrHekAWOpuJeFcsZmdk8rjiK48EIOiJZF0lDMllzYeRCQALLxtN4+IyEob0ZOVbP+JvH+oLkHN6ZKLAnmcfjCs/jdwzDmLlmz+ScdQAbViuoteh6DfUHhZCCCG6W0fJqk0Z7OYNbRQF9Ep7+w2fYzqDHpPT2r7eoO0XDoYwOiza59+mtZUDLZEJ9zYOKHcs+5s8GOxmQl4/OrMRX20LaljF4LCg6JX2G7DKZvst9k0SOBZCCCGEEEIAkHvmweSeoaLodeScsn+n7XF9s2iraaZh3jp89a1Ykl3E9s7s1C7jqP4oisLg+86kdXUN9qwEkocV4q9vJaZfFjU1kcxlo8PS6QeowWbWJsTLOm4Qcf2ycOQk4chJAqD4qqNoXFSKKz8Nf6MHR3YiCYNytf1dhWkMuus0dEb5qSOEEOLvI5K5HF2KwuiwoIbCWsB4czpKXkRu3qqAV9vmrWjEnhmPt7oZNRQp9aSTm7F/G/JtSgghhBBCCAF0ZD9tPpNIZ9CTcUR/Mo7oT9VPy4jtEz2xX8Elo2hZXa0N91QUBWfP9skIeyRCj0RCoVCn426OKdZO/CY/gg1WE4n7ReoSm2I6T6asKAqKBI2FEEIIAHRmA7QQqZtMZBSOzmQAJTLRrCnGitFpRQ2FN1snOdQW0Cbj81Y0Yk2NIej1o9PrMNjMXe7TFTWsbjVjWVVVgh4/BqtJspv3APKNSlA/7Xkaf3gJf91arNmDybz6Q/R2qeEmhBBCCCE2b+M6yR2cPZO1QLEQQgghup/BYkKXFqvVTAa0G7wGm1kr5dTxrynWRsjrJ+QLasdo22S+An+Th5A3Uu4i0OzFkuQCJVLGIuQPEvIFIKxGAtRE5rYK+4L4GtzY0mIJ+QLoLV0HhsOBEP4GN2oohMnV+Qax2L0kcCwwxKbRVjof1DDuxdNonPE6CWOu7+5uCSGEEEIIIYQQQoi/qKO0xKYTwHXUQgYwOq3oLUb0ZiMGuxl/oyeSpaxT8DdE6iQbXRYIR2ondwgHw3gqGgEw2EybzVruCCJ3tAU3ik5BbzGi6HWEfAF07ZP8AYT9IcKhMIpOkYnrupEEjgWuISeR/9hqANY+dDiBhvXd3CMhhBBCCCGEEEIIsbsoOgW92Rh5rCiY4zaUitIZ9ASavRisZnRGPegiZS4gkqmshiJlLDYXNAYI+4Od1qlhNWqfsD8E7cuhtgBtVY0YHBbJPO5GEjgWABgTegCR7ONgU0U390YIIYQQQgghhBBC7An0ZiP6JKO2bHS210Vur1kc8gbw1bfutPMpBh1qMIwaRia77WYyDaKIYnCl0Dzrv9RNeYqwz9Pd3RFCCCGEEEIIIYQQexBFiZSP0Ol1KIqC3mqMZCIDtvRYrZ0tPQ6jy4I1NQZLsgtLohNLskvbbrBHT6zXcYyNM4z1JgkcdycJHIsojkEnAFD1znXUffNEN/dGCCGEEEIIIYQQQuzJFEXBkuzCmhaLotOhNxswOMwoOgWTy4bOoEdvMkRqKJsMGKwmAEwxNvTmSGDYkuTE6LCg6BR0Jj3mRAfmeLs2aZ/oHvLsiyixh5xH3OFXA+BePK2beyOEEEIIIYQQQggh9nQdGcgAliQX5lj7Ztua4myYEx0oOgVzghNraow2KZ8tPQ6dQY/BYsJgM2/2GGL3kHxv0Una+c9gjMug+sNb8FUux5xa0N1dEkIIIYQQQgghhBD7AEWnw2AxtT9WUHT6bu6R2BzJOBZdiht1BQB1Xz3SzT0RQgghhBBCCCGEEELsbhI4Fl3S22IAaJz+Cs2zJ3Vzb4QQQgghhBBCCCGEELuTBI7FZtn7jQGg7NnTCfvcqKrazT0SQgghhBBCCCGEEELsDhI4FpuVfePXKCYrAEsvc7BkrI7GHyd2c6+EEEIIIYQQQgghhBC7mgSOxRalnT8harn81Yvwrvldso+FEEIIIYQQQgghhNiHSeBYbJG9z2iMidno7HHautV3DqHyjSu7sVdCCCGEEEIIIYQQQohdSQLHYouMCT3If2wNefcvIu3iV4kbHQkYN3z/AsGmqm7unRBCCCGEEEIIIYQQYlcwdHcHxN7BGJtG3PCLCO13Kg3TngOgetI41FAAS4+BJIy5vpt7KIQQQgghhBBCCCGE2Fkk41hsF70tBud+pwDQ+OOrNP38JlXv3gCAe/F3tC6c2p3dE0IIIYQQQgghhBBC7ASScSy2W/olr1Of2Z+aT8dr61aN64evbCEAefcvwpzRu5t6J4QQQgghhBBCCCGE+KskcCy2m97qJH7MDdR8Op6Eo2+k7utHtaAxwKpb+5B7529Yew7txl4KIYQQQgghhBBCiL+zW265hYULF269YbtXXnmFlJSUXdijvYsEjsUO0VudFE8Moeh0JB4/jrDfgxoKsP6Fc/Gu+JnVd+1P3MjLSRv7fHd3VQghhBBCCCGEEEIIsZ0kcCx2mKKLlMjW22PR22MByL3tJ1oXTWPdw4fT8P0LBFtrsRePpPm3D0FRcO13Ko6Bx6G3xmj7CCGEEEIIIYQQQgixK916661Ry6FQCAC9Xq+ti4mJ2a192tNJ4FjsdI4+o0m/7C3KXzqfltmTaJk9SdvmWfI9vHU1AL3fUDvtG3I3EKhdiyV74G7rrxBCCCGEEEIIIYTYtx100EHaY1VVCQaDABgMBhRF6a5u7dF03d0BsW+KOfhcet635Roy4bbWTuuqP7yVdU8ev6u6JYQQQgghhBBCCCGE2AaScSx2CUVRsGT2oehlD40zXidQX4p35Uw8S6drbRp/fguDKwnnfqeiBnwoBiPNcz4i5K5HDYcJuesxOBO78SqEEEIIIYQQQgghhPh7ksCx2KV0Jivxo6/QlhdfsCH1v/LNKwGw9zkC96KpUfvVTX6c6vf/TcFTFRhiU3dPZ4UQQgghhBBCCCGEEIAEjsVuZojLINiwPmrdpkFjgOZf3gVg+bVppJz7FIregGvo6RhcSbuln0IIIYQQQgghhBBi33HXXXdRUlJCc3MzZrOZ+Ph4CgsLOeywwxgwYEB3d2+PJDWOxW5V8GQZOeNmQHvR8V6PrCJu9JXa9rSxLwDQtvZ3bV3VO9dS+eZVLP9XMk2z3o0UMG+pxVe5AjUcQg0GaCvbcj1lIYQQQgghhBBCCPH3NWfOHOrr6wkGg7jdbkpLS/n222+57bbbGDduHPX19d3dxT2OZByL3c5WMIyCZ2tQUNA74kn7xwQapj0HQNzIfxJoKKf2f3cDoBgt2ItH0jr/awDWv3AO6184RztW/FHXowb9NEybQNFLrejM9t1/QUIIIYQQQgghhBBij+RwOBg4cCD5+fnEx8ej1+upra1l3rx5/PHHH4TDYebPn8+///1vHn30UeLi4rq7y3sMCRyLbmFwJEQt59w+E8IhAJJPuQvX/qdTMq4fqec+SeyIS1j/wnkY4tKpn/x41H713zyhPQ7UrcOcXrzrOy+EEEIIIYQQQgixi4X9Qdpqmru7G9vFkuRCZ9pzwo0XXHABeXl5GI3GqPWqqnLcccexatUqHnnkEaqrq6muruapp55i/Pjx3dPZPdCe85cUf2u2XgdFLVsy+9L7DVVbzrwyUvO4acbrhNyRoQN6ZxKhlhqtTe2XD6OzOLD23B9zaiGKyYopKRedxbEbrkAIIYQQQgghhBBi52mraWbJhCnd3Y3tUnzVkdgy4ru7G5qioqItbs/Ly+Ouu+7immuuIRAIMHfuXJYvX05BQcFu6uGeTQLHYq/S48bJ1H31CIrZTvolr+ErW0jJbf0BaPrpdQAaNtkn/ZKJuBd/R+v8r0g+4yGafnqD1Auex5LZZ/d2XgghhBBCCCGEEGIbWZJcFF91ZHd3Y7tYklzd3YXtlpGRwahRo/jmm28AmD17tgSO20ngWOxVrD2Hknn1B9qyJasfRS+2oIYC1HwynvqpT3fap/yVC7XHFa9dAkDpk8eTfPqDxBxwxq7vtBBCCNGNgs01eJbPQG+Pw148sru7I4TYRYKNlahqGGNcend3ZZsEW2oJtdRiTt9yJliHsN9LyN2w11yfEELsDDqTYY/K3t2X9evXTwscl5aWdnNv9hy67u6AEH+VzuJAb48j9bynSDzxDgDyH19L3KgrSP3Hc13uE6hZzfrnziTQWEGgTt4QhBBC7DuCjZU0/fo+FW9cyapb+rD8X8mUPXMq6184t7u7JoRop6oqajhMyNNEsLl6pxxz+bVprLgug0D9egBC7gaCrXXa+eqnPbfTzgUQ8rYQbK7ZesONqEE/5RP/ia9iGcuvTmLVLcWEfR5aF02j9JnTWH33gbSVLaTqvX+jts9/4qtczvqXx7LusaNZcV3GNp0n7POgqurWG+4Fmmd/hK986Q7v71n1K2F/G57lP+3EXgkhxL7H5dqQKe12u7uxJ3sWyTgW+5Skk+4gYcwN6G0xpF0QCRrrjBYCTRXUTBrXqf2KayMZC0UvudGZbUDkS7aqhjE4Egh5mmj88VViDj4fgyspal/3shkY4zIwJffcxVclhBBCbF6gvgzP0um4l07Hs2w6/srlAJhS8rEVjSDhuFsINpZT/cF/CPs82uedEH9HajBAoG4tppRe27Vfy7yvsGT2xZjQg5Z5X9MwbQLGpFzSzn8Gf9VKdNYYwt5mjEm5EA6hGIyEfW50ZnvUcdrW/knJHYO0ZUv2YNrW/k78kdeRcMy/IRxEMVo7fe/clHvZDGz5h9D65xf4KpdjLxyubVtxfSbG5DwC1asAyLnjF4xxmVS+eRWVb15F9i3TMbiSKBk/lKQT78DR/2jMGb0hHEYxGFGDftY9eSKp5z6JISYVndmOr2IpNZ/eha3gUJpmvkXCUTdQ+/l9+NYvovD5Rryr51A/9WlCLbVkXfspBlcSYZ+HsN+DwZmo9c2z4mcaf3iJxh9e0tatufcQ2tb9qS2XjOsHgDXvQAJ162ia+TZta3/XtgebazC4kgjUr0dntrH2odGg6Ei/ZCKWrH40z55E2bOnAxB72GWk/WMCin7Dz95AQzkrrssg6ZR7SDrxtkiQORRAb4vR2qjhMCgKiqJs8e/QVTvV70H1eyBpy3/DyPMxE3NmX/TWSLCiaeY72HuPxhCbqrUpe/Y0dBYHGVe8S+kTxxN/1PXUf/MERS+1EnI3EmqtxdJjQNRxW/78Ap05Ms/L2gdHYohJJdhUSeGEOvSOeHzlS1D0xu3+fyCEEPuypqYm7bHdbt9Cy78XCRyLfYqi00d96QOIHX4hajikBY7zHlpG5dvX4l4wWWuz9LLIm0Li8bdS+/n9ABS97GHZFbEAVL37fwCkjX0Be58jKH3qRHxlC9Hb48m5YxaBmjVUvXsDrqGnoxhMJBx381a/aAohhBA7wl+zBs+y6VqwOFBTAoApvRh78SiSTr4LW+HwqOHcHZlm/prVUuNf7LWa53yMJXsQpqTcbWqvBgOEPI3oHQn4yhdjSupJzf/upu7Lhyh6qZVgUxV6RwJ6Wwz+2rUEatdiL9oQgFVVlZY5H+Et+Y26rx7BEJ+JNWcILb//T2vjXf5TVNDTmNADS84QUs58hJU39aLHjZNx9DuK1gVTqJ/6NK3zvozqY0dAtH7Kk9RPeVJbb+89Gufgkwh5m6j56DYsPfdHZzCTfMaD1HwyHveiqVu89o6gMcCauw+M2rb2gRHa4+oP/kP1B/8BvRFCAcyZ/TBn9sW9YDKrbo6UkIgf83/41v2Je/E0WmZPAmD9C+dox+j4vtxh+b+SATD3GIBv3TyKXvaiGIwEalaz9sFRnfq68fPnHHIyLXM/ASIB064s/1cyOlsMYU9T1PqOeU821vjDS7gXTCbhmJuo++phAnXrtG01H99O7IiLKbl9IKHmaopfDxOoXkXtV49ogW1zRh8Sjx9HzEFnRx037PNQP+05mmd/iMGZSI8bIn9X94LJNL11LeHaVcTdv5im6S9jiE2jcfor5Iz7CW/Jr1S8dimKyUrWtf9jzb2HAJB59Yf4q1dR/cHN2AoOJfs/06j++HYMrpTI+dpaKX3ieADqv3kCgKWXbZgAvPcbKv6aNax//mySz3hQa9sh2FQJQOXb19A06x1tfebVH9I8+yPUkJ+My/+LzmjWtvlr1uBeNJWWPz6nx/Wfdfm32Fa+yhV4V87COegE9PbYre8ghBDdYMGCBdrjzMzMbuzJnkVR95UxPDtJbW0tF14YqYn7yiuvaEOckpKS0Ov13dk18RfVf/cCtrwDsWQPRA0FWXP/cLwrZ+2ScxVMqMXgSEANBiJZCBtlOaiqiqIoqOEQIU8jBkfCLunD5oRCIWpqIsMK5XUt9iXy2hb7omAwSNXS2QRLZqEv/wPv8h+1wIc5qz+2wuHYi0ZgKxyOwZW82eN0ZNglHHszKWc8sLu6L0SXduT9WlVVlozVYUzOI/+RlQAE6tdjjN986YLqSeOo/fx+dBYn4bYW7P3GEKhdg79iKa79z6D5tw8wpfSi18MrWHFjHoGaEnJun4l31a94lk7HkjOYmo/v+MvXG3f41TR8+6y2HHvohXhWzsRfsQzHgGNIOvVeVt8xeIeObUovJvOqDykZ1xcAx4BjUQNtuBdPi2pnLRiGd5NSBbHDL6bxx1e3+VzW/EPwrvi5y2PtDD3+PQVbwaEsvdTa5faEY2+mbvKjEAru9HNDZBLuyreuxl+1MnqDoiPlzIdpXTQVS1Z/TMm9qHjraggFtCap/5iA64AzWX7VhuxqY0o+gaoVG46jN0T1XTGaUQO+ndJ3W9FheJb+8JeOYc7qj6IzYMkeRNPMt1CDfm1b8cQQrfO+RA204V09m+QzHtKSZNRQkEDtWkwpeZHl9t86G1t8gdLezxFkXPYmxoQef6mvYveS79jbbvz48TQ1NRETE8P48eO7uztiK1RVJRiMvC9XVlZy7bXXEghE3tsfffRRCgsLt/uYf+U1sHE8cuLEiSQmJm5lj91DMo7F30b8qMu1x4reQM5tPwOgBtpYeunWh+1mXj1ps5kPm6r+8FYsPQbQ8O0EdLYYcm+fCYB76Y+sfXAkyWc8RKilhrqvHqZ4YghFJ+XGhRBCRL7A+iuWtped+BHP0ukEG8tB0WHuMRDnfqdGAsUFh6J3bPtEKYaYyLDnui8fJPn0+2VUjNirhH1uGn96E4BQSyR40Tz7I8qePY28BxYT8jRR8+l4sq79H8HGCvzVK7EXHaaNIgu3tQBEjTZr/i0y2bK/aiVlL5yrZe6vuedgrU3L759qj537nUrLnI+w9x6tBWXTL36N8lcvQjFZseYdiGfJ91h7HYx35cyo/jd8+yzGhB6oQT+mtELSL3kNiGREo9Oj6HQY4jIINqzX9sm4/B1qv3gAX9lCDPGZBOvLtG2O/kcTqC/DV7YAR98jsWT2IePy/1L13o1kXf955HlqrqbsuTPxLJ1OwTNVGFzJeFfPZfX4/bTjpF34EigKhtg0wj4PoabKqGzUTaX94zkUvQFTagFLLjICkHzmIzgHn0iouRoUBUtWf6o/uo36KU91eQxzem8yLn+HcKANNejDnF6MojPARqMGjYk5qKEASSffRfOv7+Fe9C3pF79G7PALcfQ7ktovH476W5oz++Eri2SJ6V3JJIy5Ac+yGVHZ3fFjbiDUWocxLoPaz+/v9JzqbDGse/xYaK+r3LGPOa2Iyreupuq9GwFwL/gm6nocA48n2FhO5ZtX0fDthKhtUUFj6BTw3tagsd6ZSKilCPkcIQAAIABJREFUdsOyI4GkU+6m5tO7sOYdSOsfn21T0DjptPu0EZhFL3souXMI/vIlQGTOGF/pfICosiAdll+bFvkbt7MVjcReNJywz03FG1fQMudjet4zj/ppE7Rs7bjRV5F8yt3obBsyjD1Lp7PihmzyH1+He+kPtMz5mLSxL2CISemyz2G/F0VnoPqj23AdcCbWnK3fYPGunsvqu/an8NmaTp+TLb9/hr3vkehMlq0eRwixb/jss8/Iz8+nuLh4s21KSkp4+OGHtaDxoEGDdihovK+SwLH42+r40ayYrOSMm0GgrhRzRm/UgA9zjwGsf+7MqKGI1rwDyBn3E4rRTKB27RaDyBvXbQNo/Pkt3AunYIhNBzUcGRKohgGo+u/1xI26HHN6MWowgHvZj9h7j5If9UII8TeghsP41i+KlJ1YFgkWh5qrQafHkjME54FnE0gdiCFnf1J65O1wls/GNyjD3uZOZZ2E2FM1z/mEsmdO2bBCVQk2VeFpD86uuqW3tmn13QfgWzcvav+kk+8i1FpL028fkHzKPVRMvKzzOWb9F+g6AzTtwpdRQwFcB5xB+iUT0VudUdudg08EQO+Ix71sBtae+9M4/RUq37o6ql3uXXPR26KH6CsGo/Y4dvhF1P7vHgpfaCZQtxZLZl9sRYe1D+8/nsaZb2NwpdC2Zi6JJ9yGotPRumAKtqJI2YmYg86OKqdgiEkh55YfCAd8WvkBa+4QMq+ehHvRVOKPvA5FpyP9opej+uTa/wxKn4pcU/HrYdyLv6P5tw9wDjgWS48NpSDynyoHVd1QEic1X9uWcs4T7bWRHVS+/S/yHlqOOTWfQH0Zit642SBhh16PrAQUFJ2OuBEX46tcjik5ks1qLx6JvXgkajBAsKmCtrV/4hh4LE0z36Z1/mTSL3kNnckKx/6HtnXzWf/yP8i86kPM7f1TVRV0BmKHXYDOZKP02dNIG/siYU8DzXM/wdJjIO6FU3AdcBbOgccCUPX+v1GDflLPf5ZAfSmeZT+i+r2knv8stoJDaJn3FaWPH4uvfHHkuc8ZSnDN7E3+1qaoDN60C1/SXouuA8+m+Zd3STzpTmo/vQuIlM+LH3MDqs+NIS6DJRcaUIzmyLWk98aUkkfcqCsA8JUuoOT2Ae3HfRlTWiHBxgpcQ07GveQ7bIXDCbXUYkzIIvHoGwkH2tCZrPR6YDHrHj8WR7+j8VevjAr2G+Iz6XH9F3iW/Ujl29dEBY0BSh8/ptPfraMPHRqmTaBh2oRO7QBW3LAh47jl908pnhgJ2G/8WaUG/Sy9PEbL7K776mEKnqmi5PaBpJ7/LM5BJ1A3+THsxaOw9hyq7df085ughmlbvwh74aGE/V4avn8RS84QSp86EUv2YHLH/4YaDKAzWQh5W1ADbVutKy6E2DvNnz+fl19+mbS0NAYMGEB2djZOpxOdTkddXR3z5s3j999/JxyOxGeSk5O59tpru7nXexYpVbEJKVUhNqaGgqAoBOrWdaqn1zEZ0foXz0MxWuhx42SCDeujZq235h2Ad9Wv23SumIPPo2nm29py4YQ61j58BKnnP4Mt/+At7Ll9ZKiR2FfJa1vsDdRwiLbS+XiWRmoUe5bPINRaB3oj1tyh2IpGYC8agbXXweitzp36uq6b/ARV796ANf8Qsv89haZf3yP24PNQDKaddXlCdElVVfxVK9Db4gj7WtHH96CmpgbPNw+Rcug52DcK+kDk/4m/cjlqMEDtlw/S/Mu7O3zu3m9E/9RRVZXWPz6j9KmTyLr2UwL1ZTT88BK+0vkUTKilbfUc/NWrqJv8OD3v/l2btGx7hP1tNHz3HPbiUdpEeJv2Y1NqOETY5+kUmO4OweZqvKvn4hxwdHd3ZY/QUWYh//F1GBOyOm1Xw+FIXWY1jDGzP026GIKlf5CYU8zau4aSfsnrOAa0B1pVVQuOhgM+gvVl7RMqBrf4XhxyN6IYTJud3LRp1n/R2WJxDugc0N0W3lW/Uf7KhWRc+R56ezx6eyw6sx01FKTms3tx9D+a6km34ln83Q4d35RWSNrYF1n7wGFbbJd6/rPEDr8YAF/pfFbffcBm25oz++IrWwhAylmPEg76Ok2GvvEkkVH9SS3AX7mcuNFX0jTrHcKeJtLGvogxoYc2kaCj/5jtvMp9l3zH3nZSqmLPc++99/Lrr9sWkxk8eDDXXHMNCQk7Xk50XyxVIYHjTUjgWGyvsM+NYrJF6hYHAyy52IStaAQ9bvwGNehj2eU7ltWls7oIe5sBKHyhCZ3ZjqL7669B+eAX+yp5bYs9kRoK0rb2j/bSE5FAcdjThGI0Y+15ALaiEdgKR2DrdVCXAYGd+bpuK1tIybh+Uesyr/oA1/6n7/AxhdiYGgrSMvcTnENPw1e6AFUNUfflQzT/+n5Uu7wnylh1fWTSGZ09jswr38fe53Aq3/oXjgHHRjJe27MMLT0GRiZP0+nJu3c+q26NntxRZ4ul4Mn1KEYzSy6MDKZMv+wtLNmDCLVUYy8euRuufPM6go5bCxyLPVfd5CdwL/mOHu1lQLZkX/8uUj/teaw5Q7SAbsbl72DtuT/G5DzthkzGle/jHHQCK2/qpZVf6fHvKdj7HE7TjNfx163F2f8YUBTCgTbW3j886hzmrP6RgHD76Ex7n8NxL/p2914okf+zbevmoQZ8WPP23+3n35Ps66/rnUkCx3ueiooKFixYwLJly1i9ejVNTU20tLQQCASw2WwkJSVRWFjIYYcdtsVyFttqXwwcS6kKIf4indmuPVYMRrKu+wxbwbDIsECjmR43fYslow8tf35BxcRLST7jIUwpvXAOPoklF27+Q7cjaAxowee8BxZjTv/rb2ZCCCF2DTUYwLtmTqT0xNLpeFf8TLitJVIDtddBJBx1A7aiEVh7HrDbayx21DneWMdEe0J0CPvc1Hx2H0kn3Eb9t88Sc+DZqEEfnmUziB0e+THTumAK4bYWdLZYjAlZrLnnYBKOvhH3ku9xL5xC9s3fUfrkCYTbWrs8R0fQGCDsbmDdI0dqy5sObW9b9ydpY1/EMeBYjPEZ9HpkFXWTH6Nh2nMUPFWBIXbD6zrn9pl4V84i9pDz2tdEB5m7Q8FTFagb1c0Ve5+EMdeTMOb67u7GHiF+dKQ8Rs/7FkIogCV7oLbNMegEetz0rVZyL2fcTwTq1mEv2hAY7ngP6aCqKqkXPI/eFkvrn1/QNOsdrdYygCkln+ybprLylt74y5fgOugcAKzZgwl5Gmn4/oWo+s9RfT3iGoJNlVo988LnG/GtX4R70beYs/qjt8Xgry4BRaHi1Ys77V/x+hU0fP9CpN+HXkj6Ja/hXfsHwYb1OAcep7Vr/PltbAWHYIzPQtEbCPu9hNtatjhhrRBi90lLSyMtLY0jjzyy07aNJ8czGCQ8ujnyzAixkzkHHR+17OgzGoC4wy7B0X8MhrgMrX5xr0dLIBxGMdtYcW06hphUrPkHQziEqqrEHnI+Zc9uyARbdUtvHAOOoXXeV/S46Vu8K2fhr15J+sWvdspG9q75HUuPATslS1kIIUTXwgEf3pLfImUnlk3Hs2Imqt+DYrZjyz+EhONuxl44AmvPod1eEsLgTCT75u8Ie5spfeokAKreuxFzVn/svSOfVTJZ69+bv3YtjdNfoe6LB1B9buqnPk3TzLcJe5siZbtS8zEm5rDu0aM67Vv94S3a48YZr0cFjW1FI/AsnQ46PTqzPerm+NYoRjNxIzfUJTYl9yT1vGeIP/LaqKAxgK3XQdh6HbQ9l7zLbdpHIfYFlszON2UURdF+9wCYknIwJeVs8TiKomgTmMcceBZpF77EqnH9QA2Re+dvKMbIDdbc22cRbmvFGJ8Rtb9rv1Op/fJB0i54Hm/JbIxJOfgrl0cmkG2v5e8/46FIiRxbDLb8g6NKAHaMSIg58Gzqpz5N9Qc3a9s6gsYAjTMmYkotoPGnN/BXLCV2+EWknvcM/upVlL90vtYu4dibqfvyQQCybviKqvf+j553/6HVGd8cVVUJexrR2+Oi1vtr1mCITdvq/kIIsStJ4FiI3cgYnxm1vHHd5PynytEZLZ2+MKSe9zSVb1+jLbfO+wqAdQ8frq3zlS8h9bynUXR6Gme8DopCw7fPEnPIP8i47A0gMnxU0W/5v3zFm1cTc+DZ2AoO2aHrE0KIfV3Y78W76pdI6Yml0/Gu+gU10IbO6sJWcChJJ90ZySjOHhw18dWeouNHsq3oMMLeZtrW/k75qxeht7jwlS/GlF5M3j1/dnuQW+waqqoSaqlBDfrROxJRQ370VhfB1jqaZr5D1TsbJoOpn/o0AL6yBdq6um+epGXOR1s9T9PPbwKRDMSkE+/AmjsENRiIDE33uWn6bRKVEy/R2ve4cTIhdwPekt+o/+YJ0i9+jZiDz2PJxSaMST07HV/R6TCnFuzw8yCE2DPpzDbyH+1ck1hvi+lyUldL9kAyr3wPAEe/SDbhpu8NWwteA+hMVhKOuh7vql9xDT2duilPYi8agSVnP2o/uxdf2YLom2M/vkbjj6+BEn2ztSNoDBsmEKyf+jTxo6/EX7MandmOe/F3BGrXEDtsLGooQLClhpY5H1E/5SltIsm6rx/DEJvO+hfOIWbYBWRc+voW+6+qKpVv/Yu4UVd0GdQXQoi/QgLHQuwhjLFpXa6PP+JfxA6/iMq3r6Xxx1ejtilGCwljbqD28/tZc/eBnfZt+vlNkk+7j+Zf36fqvRuJOfh8Usa+CECw7E+W33E6efctwJSUE5lxeNoEmma9Q9HzDTv/AoUQYi9W+9UjtPzxGW0lv6EG/ejscdgLh5N82v3YikbsdSM8cm75HlVVqfrv9dRPeYpg+3p/+RJW3pRP2tgXaSudj3flLNIvea3TTU2xfYIttagBH/7qVVhzBuNeOp1gYwVxh12iBXM7hjUHGsqp/d/dpJ73zDbdfPBXlxBua8WUWsD6588m2FyNrWgEwbp1GFN6YUrKpXrSOHLHz6Zh2nPUfnYvAMbEHAK1a4gbeTmNM15DDfq1Y8aOuITG6a+gj0kh1FQFgLVgmBY0dg09nebZH0b1w5IzBF/ZAtRQEHNWPzL++Q7m9CLt/0XHtehtMcQcOhZf/pEQDpGUnILBbG1vY6b+myfQu5JQDEYyr/4QS85+f+WpF0KIbaIYTGRd8zEAMQedra2POeAMGr5/iYrX/wlA/JgbUIN+Gr59VqvDbIhNI9hYAUDu+NnUfvGg9n5Z/f5NVL9/U6fzdbwXb2zVfwo6vb82/fQGvtL59Lz7d/w1q6n7+jHUgJe0C1/S3l/9FctomDaBhmkTSDzhNkLuehKPvVmbzLF14VQUvQFDXAaGmLQ9YhJOIcTeQwLHQuwFdGY7aRe9jGPAMdR+dh/odNjyhxE77ALMGb1pXTiFttVzovexxxF2N7Di+g2zPzfNfIummW/hvOR9Wl45E4CVN+bS8+4/cC/5HgA10EbY56GtbAHWnvsTbmshWF+GKb1YK7EhhBB/JyF3A9Xv34St6DBSznoUW+EIzJl99/qyDoqioLZPQJZx5Xusf+4sIFL3eN1jR2vt1j6ynsyrP8SUmN0t/exKx2S0mdd8gmtIpOxGoKGcsufOxLv8J/IeWrbFjNSOSQstOUMiNwK2UG9aVVVa//yCsLeZmIPPBcC95AesPYdGzXPgWfUrrX98RsLRN0YF2sN+L8uvTury2M2/voetcDg1n9xJ0knjcQw8jsYfX6Xh+xdx7ncqjr5HdLlf3dePYSscTssfn3UZfPCunNlp3Ypr06OWA7VrgA3DsU3pxfjLl1D0khvFZCXl7MfQWZy0rZmLv2oljn5HsfruA3Hudyopp9+PGg7R8vtnVL79L9IufBnngA2vGVVVt/qdQdEbQW+Mym53DjlJm0QLwDX0tC0eQwghdoe4kZdh73cUxth07SaYtecBBGrX4Og/Bmvufvgql6PoTZiScnD0O4qWOR+hmGyofk+n4xmTcgnUrO7yXJvelANoW/sHzXM+oeyZU7R1IU8jrv1Ow9H/aJpnT9LWd3wmNEx7jpSzHyPYWEHd149q23VWF4XP1e/Um911kx8nULeO1HOf3GnHFELsOSRwLMReQlEUXPudgmu/UzptS7/kdZpmvUPSiXfQOu9LWv78gvSLX6VkXD985Ys7te8IGncouWOQ9lgNtLHmwZG0lfyGObOfNkQ1fsz/kXLmQ3tVRp0QQuwMwfaJd5JOukMr9bCviDnoXJp+fgtH/2OwFgzDlncgcaOuoOqD/9DS/kO0bfVsVv5fDsWvh2n+5T0c/ceghkMYnJ1neg772zoFYVVVBVUl7G1Gb48l7PeiGEw7/HkSaKzAt24eEKk76RpyEoG6dZQ9dxbelbMi6394mZSzHtHOX/3+TfjKl5Dxz7domvkOlW//CwDHwONp/fNzer+hEmyu0cp32AoOpf77FzCnF2sBdQBr3gHUff2YFmzV2WJIv+hVWud9SeOMiQC0zPuS+FFXYiseiTE+i/LXNpRk2JR78TTci6cBUPPpeGo+Ha9tW/fIkWRc/l/8NSU0z/4Q56ATaPjueZJPvY+q927coecOIOmUe6j5+HYALNmDST79Aex9j4BwCH/1KnRmGwB6qytyzbn7Yc2NZP32emiZdhxFp8e138m49ju50zl29EazoiibDZYLIUR32vTm6YZJOCM2vlkZO2wsweZqnAOPo/yVi2hb+zsAWdd+SvUnd5J94zcsvyZS/9xWOJzYYWMJtbVo5YLix9xA0ol3EHI3sPLGSGnDjqCx3plEqKWGljkf0zLn484d1RswxqYTqFtH1bv/12lz2NuMe9E0rbQHtJcxaq7GEJMSaeP30vrnFziHnoZn2Qx0ziTQb37kUcd5ugocb8uNRCHEnk0Cx0LsAyyZfbCcfj8ArqGn4hp6KgA97/mTsN/DukfH4F31C6bUAvyVy7d4LFvvUXgWfwdE1zWsn/wY9VOepOc9f1L55lWknvcMlh79d9EVCSHEniPUWgeA3p7QzT3Z+Wz5B1P0YmSistxxM7T1WVd/iBoMUD9tAlX/vR6A1eOH0rZmrtYmbvSVGOIyCLe1knzqvdR8Op7aLx4k/7E1GOPS8az6lUDNatY/v2HIrymtCH/FUgDij7yO1HOfACJZ3Z6Vs3AOiNSEDAd8LL3EQuoFzxNz4NnoLE4UnY5Qaz0rb8pH9bkBaP3jM9xLfmDtg9EB/bqvHwVFAUWPKTlPy7aqePMqmn95V2vX+ufnAKx95CjcC6ds9flaeVN+1HLY00TZs9FZsb5187QhzZvKuOJd3Iu+7VR6anPWv3BO1HGBTsfumDTX1nsU9sIR1HxyJwUTavEsnY7O4sRftYK4UVcQrC+l6df3iR12AXWTHyPsaST3jl82lMPQGzCnFW5Tv4QQQmyeYjCSdMI4AHrePZdA3Tp0Fid6exzOwScCkHTafYRa60k9e0M2sDmtkLrJj5N47M1RdZ2dg08idsQl6O1x2PIPZuUtvfGXLyH1vGe0G6HmjD44BhxL8qn3gKJj/fPndJm9DLDu0aNIOfsx4o+6ntb5X1P/zRO4F31LwjE34V7yHcbEHO3mMUTmRdCP+j/0Sb2ArkfQdKX2y4ep/uA/FL8e3ubgceuCbwj7vdpoIiFE91NUVVW7uxN7ktraWi688EIAXnnlFTqenqSkJPR6ybQUe7+WJT9Q+8c3hFtqsJqN2AuH410zl/rJjwGQ+a+PKHvmVK19yrlPoQb9VL//707HyrrhKxz9jsRfvYr6qc+Qeu5Te/3QbbH3CoVC1NTUAPKeLXaulj+/pPSJ48h/cj3GuPSt77ATdffrOlBfFlXyaGeLHXEpKWc8SNmEM3Avnkavh1eCTkfz7ElRNSHNGX1I/ccE1j5w2BaPl3ji7dT+754ut9mKRuBZOh2AuJGX07rwm80OFd4Sc2ZfEo+9GX/VyqgM4ZRzn8K9YDKt87+OrNDpIRyKPFZ0GGJSyH+ilOpJ46j78iEAMq58H2NcBmrIT/23z9Iy52NMqQVkXPkeq+8YvE39Sb/sTSzZgzHGZ6KzOPCVL8GS2XeL+/hr1uArW4Bz0PHbff07Q3e/roXYVeS1LXa2kKcJnckaVdbHvXQ61ZPGkXPrdDzLfqTqg5vJ+OdbUVnPIU8TatBHy9xPqHjjClBVjEm5KEYL/vIlf6lPislG2tgXKX/pfJyDT6Ll90+1bT1umkqgugTvmrm4F05pr6X/T9LGvkDbuvno7XFa7eWwvw1/1QosWf20/RdfEAkw935j7wxTjR8/nqamJmJiYhg/fnx3d0dshaqqBIORmT4MBsNOyY7/K6+BjeOREydOJDGx8+i+7iAZx0L8zdgKDsUaVwRs+EIbc9DZKHoDYW8ztsLh6OxxZF71Id5VvxA/+koUvQFTcs+ogDJAy5xJlL98AaGWyBdk76pfSLvgeSw5Q0BVJYgshNhjhbwtqCE/elscKAphT+NmJ4ALtUZKVegd+17G8dYY4zMpmFCLzmih9JnTcC+YvMX2OosDe9+jtEmBOsQfcQ31U5/u1L5x+ssEmyq1cg0rb+rV5XF96xd1ChqnnP04Ve/eAERKbphS8kk86Q5iD70IvdVF3eTHqf38PgD0zkTij7wOz9Lp2HuPJm3s84S8LZQ9cypq0EfMIf/ANeRkll214W+cfslEFIOZmk/uJHbExVhzh7L2odGknPMEjvYavAnH/oeV/+5JsKWG+FGXYy86TAscZ133GaWPH0vMsLFkXDpRG66beOx/0Nti0VmcuIaeqpXs2LQMSsbl79BWOh978Uh8FUvxLPsRNeCjdd6XZF7zCXp7PCgKtoJhUT90thY0BjAl5WBKytlqOyGEEN2rI+t4Y/aiEeTe9lPkcfFIet7562b3ixv5T+JG/hN/7VqMsemg04GqUjbhDFrmfhK1T+bVk/BXLqd60q0bVio6bRLADqrfQ/lL5wNEBY0B1j3cudxQw/cv4qtYhmfpDwCkX/YW9j6jtdr7KWc9StyoK6LO6109NzLxsF5CVkJ0N8k43oRkHIt93V/JhAg2V+Nd9StNv7yL3h5Hw7TnumxnyRmCGgqQc+uPoCjojJaou+RC7AqS5SM2x7NyFk0/vUHi8bdiTOhBsKVWm6wsbtQVNHz3PADFE0MoOh3BllpCLbXUT5tA6jlPUPnW1bQunEr+o6t2e9/3tNd166JpeFf8TM0ndwJQ9Eob3pLfUIM+Gqe/Sso5j2OMTWPlzUVY8w7CmJhN7LCxmJJyWHyREUJBsm+ZztoHRgAQd/jVkZnpIVJaov17V8IxN2HtOZTWhVNx9D0CU3Ivav53N4rBjBpoI+vayI/dQN06Qt4WzOlFXdZMDrkbaZ3/NabkPCzZg6j++Hacg0/E1uugLq9vxQ3ZBOrWUTwx2OXxfJXLtzjpHkRqYjf/9gFxo64g7GlCb4/dtid3GwQaK2j+5V3ij7p+r64Zuae9roXYWeS1LfYWqqqi+r2E3PUY4zOj1td9/ShhbzO1n92L3pVMqLka23Hj8S+ZiiNnII3TJnQ6niE2HXvv0bTO+5KQu367+6OzOAm3tXRan33z99iLD9OW66c+S6i1DsVkIf6Ia/BXl2BK6YXOaN7uc+4KknG8d5GM420jt2+EENvM4ErGOeh4nIOOp3n2JC1wHD/m/7RSF4BWA3PZFRt+LHcEZDpUTxqHJWcI4bYWYg75x179A1gIsecI+9xUTxpH7LCxWLIHUv3R7RtmGP/+RXLHz8bdXscd0ILGAN6S37D1+n/27ju8iip94Ph3bs+9N70X0kgIoVcFaQKCoLJ27ChW7O6q68+yrnV17YhlVRTL2kXXXgAFRFB6bwkQ0nu7uTe3z++PSy5cE6p038/z+DBz5syZM8MQJ++cec+gYFAZCAY1Y8beepjO4Ohm7T4aa/fR6OOzqPv2KTR6I5a8YTu2nRKsl/P4xnb75k0LBFO0lihynihAMZjRGC1ozVFow+OJHnE1jk3zMWUNCE68FzFwZ/7gTre0nwRIH5uOfg/91VqiiBy8M8dy4sTH93h+Gf/3E87ty3c7cd/egsYAuvA4YkbfEDz+waSPSiZ23N8OaptCCCH+fBRFQTGagxOi7loed9qdeBrKsa38kk63fIardjv26K6Yhl1HfHw8KZNewNfajMZowd9qo/K924g99a+Y0nujej1suGrngKHwfmeRPPkVar94hLgz7sG26msqdpk0NuGCJ6j+8O8dBo0BHAW/YM49icaF/6Xu26dC0mwoWn1wYr4uL9SETNr7+xe9qs+Lz1aLLirpj104If6EJHAshDgg4f3PQR+fjbepksQLn6R58Ud460uC25MmvUTl2zcE14ufOR1XySrM+SPx1BXTunlBcJs+LpOwzP4oBrOktxBC7Be/uxWNIQy/x4WiKDg2/0L9D1Op/2EqnW79XzBo3GbbAwN321bRw4MJ6zK0w21RwyYf1H4f66KGXEbUkMv2a59dg6iGxJ0pKRLO3ZmT2Npr3B/v3B9gSMjGkJB9RPsghBBCHGn66BQ6P7wSAG1MOvYdI+nbaMMiAn9aoki95s1guaLTk/diHRpLNH6nDUVnRKM3knRpIF1V9IiriBx0IY7CX7Gvm03caXcSNWwytV89Rv13z7TrR83M+6iZeV+Hfdw1BVbbS/+Uq2dQPj3wzJZ286dEDDgbv8tOxYzraFr0LnkvN9JauAhLz1Nl4JIQ+0gCx0KIA6JoNOQ8UQBqYJbcLs8W47M3UvrCeSRe8hzG1O6Yuwxl6329AIJ5MZsXvdeurba8lUmTXiRq2JVoDCYAGua/gS4yCb/Thq+5BlNmP+q+eRJFbyS8/9n4HU1Yup+CNjyOxrmvEXPqbbsdJSaEOPapqoqrdC2qz4MpvQ9b7+2Jq3w9hqQuuCs3t6tfMrXjGbnDB5yLRm9CY4mmYfYLxJ5xN+7KTdiWfhryUgsARSHpkucxpfc+FKckhBAHnRSVAAAgAElEQVRCCHFc0VpjAn/uCC7/nsZoCX7BBIEvdZIueprwfmehDYtA0Rnw1JXgs9dT9vJFHbdhjsJTu71deVvQGKB02jmkTnmPslcuDeZpbvsiNu3mmUQMOAcA1euh5n8PEDv+DvzOFlyVmzDE73yR7Kkvw1m8gvA+Z+zXdVBVFb+rBa0pfL/2E+JoI4FjIcQBC4wO3jlCWGuJIuOu2cF1U6ee6OMy8dQWEXv6/2FMyaf8tct3bs8aiHPbkuB65ds3Uvn2jSSc/xim9D5UvH7Vbo/d/NuH7cpMmYEZ6H8/wZAQ4thh3zgPb30p1j5n4Ny+gtZtSwjvM4G6b57AvuHHDn9JaBc01mjB7wMCOfe8jeUAmLuejCmjL0kXB0a0qH4f1l7jsfY8FUWjZfNfO+GtLw02Y+46gsy75x6aExVCCCGEEEFtqa8AjCn5ANR8/hDu8g2kXh+YY6d16xJqPv0HiRc9vcffFduU/efiDsvbJn1XDGZ0EQl4aosC+Z2/eixYJ/2O7ymfPjn4HJlw/mO0bltK8uRX8NQUYUzOw9tcTdMv72BIyUd12VE9LrzN1ahmIz57A56arehj0tBaA2k0PHXF+N0ODPFZaIyWA7tQQhxmEjgWQhxSuU9vC1lXPU4q372V9Nu/xZJ/Musvb/+JUPXHd4esa62x+Frq9nqs7Y+PAiD/dTeg4nfZ0Vqi29XztdrQhsmbXyEOF1VVcWycS8OP/yFh4uMU3pFN/HmPEj/hnuD2poX/pfzVScF9Ik68kObfPgCg+sO/77H9vJfqcZVvICxnMKrLjt/rwrbkEyrenELOk4U0L5mJMTmPsOzQNBWKRkt479OC69kPLsOxaT5eWy1RwybLJ4xCCCGEEEdQ9oPLQPUHg6xtuZDNuUPIe6keFA31s6bhLF6BKa0Xxk69KJ12TnB/S/cx2NfNAiDxwqdAqycssz9FjwZSk6luB57aIoCQoDFA8VOnhqy3/Y5qWzpzt/21207Ab0lF9brw1GwFwFNfirepCsUQhr+1OVBWux1jarcDuiZCHG4SOBZCHFbRI68leuS17cpzniik8O6u4AvMamrpfgr2dYHRy7Hj70D1eaj59P5g/YhBF9H86/sARI24msZ504PbNt0Yg9/ZAkDnf63DkNwV29KZ2DfOA7+Xhp9eIfmKV2jdupiUq3buJ4Roz10deOj9fd5XZ/FqHAW/EDP6evweF6rXhTYsAk992Y6JRxRsyz+n7vtn0BitwXQ1bf+uaz69H0v+KGwrvgC/j7pvnghpvy1ovCtDYi5pt3yGz1YDqHhqijDnn4zWEo059yQAFJMVDVaiTr6WyCGXozGYiBpy6T6dqy4iIWQyNiGEEEIIceRoDGEh6+EDziX3uTL00SnBsvgzQ3Mga8Ii8Lc2k/3QCkwZffDZGwK5lneZCLDzY+vZcncgcBuWOwR9VArNSz7G2KkX+pg0WlZ902F/LD3H4akuxF1VGCxTDGZUt2OP56H6PKitnp3rO1JntPG77Kh+P4pWh6+1CV1EYsgABlVV8TtbUHT6QGpGRQuKIoMcxGEhgWMhxBGV83QRGkMYuogEur3hwddqo7VwIZb8UVR9+Hfqf3gOfUwnIk+6hPgz/4GzeBXGtB4oGi1Nff9Czf8eIOXK10ICx21BY4At93TH3G0UjvU/hhy34s3rAEi6bFq7B5LdUX1eFK2O5sUfY1vxJXET7sGY0vUgXAUhjl6Fd3YGoNtbKhB4cC157kxaVn4JQM3/HsBnbwCfh/B+Z2Jb/jkJE/+Np2YbDT/9p117Pnt9YMHvo+jhwcFyXXRq4FNAVQ2WheUOIXLwJUSPuBpH4ULMecNDH5Dzd99vRVFQduRLF0IIIYQQxz5FUUKCxh3JemAp7oqNmDL6AHT4BaoxJZ/Oj62n5n8PkXrtW4BC9KgpmDL6obVE4ShcROPPb+KuLsSx/kcUvQnV4yTujP/D0nUEFW9OoeGnV8h7sQ6tNYbtT43DvuZ7NEYL+qgkFKMFfXw2ikYTEmRuo3qcgTzOjga01li8jRWBvpqj8DkaUd2taK1x+Frq0BgtqF4X3qbKdu0YEnPQGCx4W+rQRQaCzT57Y+BaGUwoWr3MAST+MAkcCyGOKENcRsi6Niwca8/AZ0FJlzxL9OjrMSTmBrfvOkFV5KALiRx0IQA5T26hYsa12NfPCWlv18+TOrLxGjPhA88jdtzfMKX1xFWxEW9TFXXfPEHSJVMxZfTBVVmAq3glpS9OJOXadyh/9TIAmha+Q6db/4ezZDUao4X6Wc+T89S2kMCWq3wj+riMfQ5OC3G4eOpL8dSXYs4ZFFKuej2g1VH0r+G4yzcEy91VW3Bsmk/L6m+DQWMAX3N1cNm2/HMAqj+6a6/HjzzpUuwbfsLbUAZA4gVPEDHoIirfuZmo4VfibazAnDcsOLGKpeuIAz9ZIYQQQgjxp2BMysWYlLv3ein5pN3wfnDd0m1UcNmcMxhzTmCAQ+u2ZQBUz7wXc07gC7eky14g+pSbghMBpt/+Ld6GMszPT8fT1ISi0aHbsc2QkI2nvhTV50VjMON3BQY5eZurAn/uCBoD+ByBoK+vpS6YqtHXUrvbc9g1KK0NiwCdAXf1zjKN0YwxpRt+lwNfSyDI7bPXozFFoDGaUbR6fE4b+P1ozZF7vWZtVL8PT+129LGdULT6nf3fkYpjdxMj/r4Nv8uOxmjdMXfS77b7PICCopWw5ZEmfwNCiKOaManLPtUzJGQHJ+Zz12yjYe5rRA29HEVvovbzh4kZczOGxFzqZ09DdTuJGfc3Nk0J/A/NtuQTbEs+adfm1vv7kv3oGooeHhwcxdwWNG5TMvWskPUNV+rRx2XS6db/oXpcbHtgABGDLkJ1O7At/5yMu+dKAEwcMg0/vULtV48RN+E+mhd/hMZkJXb8HbjK1uNzNBJ32h078gm/G7yX89/007LiS/QJnSl+cizexnK0EQkhAWGAwr/n7PX4lm6jQ17eJF74FK3bl2Nb8gk5TxfRtPBdqj+8k87/3hx8oFdVFU9dcfAlUvKkFw7W5RBCCCGEEOIPCcvqD0DGHd8FyxStDlNaj53rioI+Jq3D/bWWGLSWQBBZ3fFlnd9pw9tQhsYciepyoPq9IV/NBtJqaPB7WoMTPu+Nq3x9uzK/y0HrtqXB9bZgNU1VO/oWHfhyENDHdEIXmYinvjQQ0A2LQHW3ootKxu9qQdFo0ZijURQFv9OGz16Pz16PMa0HgQCvPjhhtSmjL6rXDRotGp2hXb9UVcVVunZHcDgQxPfZG0CrQx+ZhKehLBhQ18dnB4Pw4siQwLEQ4rhjiM8i8fx/Bdd3zWMcd/rOkZBdXqxl841xe2xr67099+/gfh+e6i0h+7XlYgaofOdmkq/4D2E5g1EUhbofpmJf8z3pt3ecR+v3PI0V4Pe1ezCp/eZJVI+T+DP/sX/9FYec391K+fTJJF7wJPrYTvu0T/PST2nd8isJ5z/e7g28qqoho9odBQuxb5xL3TdPoLpbUb1uKmZcE9xuW/ZZcDl23F8DQePXLg+W1f8wlar3/hpyjN8HjRMvfjakTvToG4g86TI8NdtwFC6kYfYLmPOGk3bzTBrmvET1J/egtcYSOfRyYsffDlPeDRx//O1En3xNyIgGRVHafXkghBBCCCHE8abtGV4bFtFuVK6q+nEWLUdjjsSYuHOABaof5/YV6CIS0YbHgaIERiZ7PWgjEnCVrwO/v92x9kVb0BjAU1+Cp6EMduRfbpuIMJhmboffp/5wla5t165z+4rgsiGpC+7qQvRRKYG0HM3V+Gy1waAxgKtiU/C4+H0ho7A9NVtRFKXDlCPi8JDAsRDiT0tnjQ1ZN2UNJGbMzZS/OonwAediWzqT6JHXoQmLoGHua/gdjcSe/n/o4zII73cmOmscG64yEHfWP3FsnIdj49y9HtNVuoaiR4YQM+ZmwvufTdW7twGBkcsp17yF32mj7tunCR9wDpa8YQC0rPmB6pn3Ejv2Nspe2TnJV8o1b1L33TO4ytYF30T/2QPHqseJp2A+jLhkj/X8Ljue+lKMyXkH79iqis9eH3JfqaqKfcNcmn/7EF1UCgnnPkLt148TM+aWwEuGhjJaCxYSNfxKmn77AGv3MdR+9RgNP74MBNJJKBod4f3PpmXVVyRf/jJFj51Ma+EiIk68AFfZetxVBageZ/CYis4QeMPfgdIXJ2Jb+ikoSjCX8O+DxrvKeaKA5mWfETP2VrxNlZhzh2Ds1GtnoDdnEJGDLyLpoqdRdowmiJtwN3ET7u6wPUVR9uszOCGEEEIIIf4MFEWDKb0PKJpdyhRQtIFyjTYYeNZEJgXrhGX0w+91oXo9uCs2hrRpTOmGt7EcTVjEjlzJbjRhkXgbygKDUXT6YNo4YGfwdoe2iQZ3tWuweV+0jUJuS5PXoV2O2xY01kUlg+rH77QHR2qLI0MCx0KIP7XMfyxC9TgxJOaiNUeiGMIwJuUR1vmEkHqRgy/FtvJL4v9yb0h53kv1aMIiUc7WoHrdbLjKuHOjVk/s+Duo++oxABRDGKq7FYD6WdOonzUtWNW2/HM2XR8VXK//4blAbmeNNvgAsGvQGKD8tSvanU/j/Bk4S9cQf+Y/gm9lPXXFNC/9lJixt6K67DT9+gFVH95J3rSqYLAPAjmp/I5G9LHpeOrLqPvm3yRe+BSKzoDf3UrL6m8J73/2UT17r3PBq7R+9xgNfhtxp9y423qlL19My4ov6PpqS2AmZJcdxWDG11KLLiKB8hnXoWi0KFodiRc+jaLTt2vDXbUFVfUHUy60pX/IfbYUXVQSNZ/+k7rvnw3Oslz//bM4Ns7FuX0FtZ8/HNJWzWf/bPc2H3aOVm9a+A4AjfPf2Lnttw8BCOt8Iq1bfguWh+UMxrFxHlpLDIkXP0PkkEmUvXgBzUs+DgSNgfQ7Z1H8xCkAJF3+MtWf3IPf3kCXadU4i1dS8vzZJJz3KIbEHOJOuxOAxImP7/Z6Kh18giaEEEIIIYTYd7vL57u3PL8anRF0RkwZffHZG9Cao4L7GBJ3STdntAAEv4JUfV68DWXo4zLRhcfhd7ficzSiNUej6I2BtBReN+6y9ah+L4aEbHyOZnwttejjs8DnxdtYgSElH299CWh0+Fpqd0zs13FuZl1EAorOiNYSg7NkFYpGh+r37jxXnQFjSjfJbXwUkb8JIcSf2u8nBgPaBY0BTOm9MKX3ale+6yczis5A2o0fYc4bjsZoAY0OjcFExIBzcZWvx9rzVNzVWzCmdse5fQWV796Kr6kKtDq8Hbx9dVcV7Pf5lL9+JRAIUpqyBuIqWxsIJK7/Eb/bQc0nOwPfNV88gi4yGWNqNyxdR7D1/n54qrfQ5YUaSqaeibNoGfWzphE+4Bz8jibs6+dgzhuOLjqViIHnY+05lrJXAnly48/6J9rw+L3OcnwwOItXYUjqgsYQhre5mqr3bydqxDWYcocER9pWv3MTMSOuRqM30vDTq9R+/Ti6yGSSJ7+C6nHSsuILADZea0UXlYK3sZyoEdfQOO81okffSOPcV4PHq581jfQ7vsPSY2wwaO4sXcfWewN5zRIueAJXyRog8Ca8ZNo5WPJHUvf1v9v3fZfPtnb1+6BxztNFVLx5HfY137erm3D+YzQv+wzn1sWB9fP+hS46Fb/Thj4+C19LPY3z3yDh/H8F+5t200e4yjdS9cHtJF78XDDYHX/Ow8SMmkLMqCnBFBjWHmPIf7Wl3XGFEEIIIYQQRy9Fo0UXvudUjCH1tTpMGX2Do5w1hrB2k7prdAaMnXqi+jxo9CY05mi04XFoTVYAdJGJwM4AtRqTBhotuogEVL8Xd+VmFEMYGoMlMEgnOhVFow2MIlY06OMz8budaIxmNKbwo3qQ0p+VosqY7xC1tbVMnjwZgOnTpweHxMfHx6PVao9k14Q4KHw+HzU1NYDc10cLv8dF5Ts34Xfa0BitNM5/PTg6ue1PrTWW+HMexpw3HG9DKfWzptGy6uuQdqy9T29XticacxT+HTP3Ro++gYY5Lx2U8zEkdSHxgicJ7/cXPA3ltKz8CmuvcWx/ahxhWQNJumwa3qYqjEm5qH4/PlsN2vA4HAUL0UenBvI3a/Xg8+Kp244+Pht/azNaSxSq18OGqwKjW5Ovep2K168KHjf2zPup+/yhkL6kXvffdiO195W568nt0o+YsgaQdOnzFD180j63k/tsCbroVHy2GrxNVejjMvA2VbHlrtCJH2PG3kr9D1OBwIR1iqLgczShMVlRve5gUFxrjsRVWYCvpRaNwdLhCw1x/JCf2eJ4JPe1OF7JvS2OR3Jf77sHHniApqYmIiMjeeCBB450d444VVVxFi1DH5uONjwefN4Ov+Q83LZs2cK8efNYuXIldXV1OBwOIiIiiImJIS8vj549ezJo0KADutf/yD2wazxyxowZxMXt+0uAQ0lGHAshxBGm0RtJufI1AFSvG0NyHrFjb8VdW4Q+phPOouXoIpMwJHYO7JDWHWvPU2ndugSvrQZr9zF46rajtcay6YbAjLOK3oTWGkvEgHOpn/V86AG1etJu/IjS588OFjXMeQljSjciBl9M4/w30EWn0Lp5AQC66NTQ3Fd74a7cTMnUM7H2Po2WVYFJ/8L7n427fEPgv8pNtG75jaRLp+GuKgjpnz4+G0/NVsIHnIPGFEHTgjdDr9UuI7x3DRoD7YLGEJrew9prPC2rvyXxkqlUvXtrSL2IgefjLF5J9MjrqJ/1PImXTCWi/1mofh9b7umOu2ITAM5tS3cbNI4ZcwsacxS1nz+Eudsoki6Zit/RFJzIUBeRgC4iAQhMiJFy9QxcZetwFC4idcq7GOIy8Lc20/jzjJ0TZ+zIB6wYwmCXt/+BEcO5HfZDCCGEEEIIIY40RVEIyxqws+AIB40dDgevvvoqP/74Y7u8yfX19dTX11NYWMjXX3/N+++/j9VqPUI9PbpI4FgIIY4iis4QzClrTAqMSDV3GdJh3bDsgcHltk+D8l6qx1NXgj4mDRUVjT4Mv7sVfUwaNZ/9E4DsB5dhTO4a3Ddh4r/Rx6YTOehCgGAe55LnzyHixAuIOGEivqYq/K4WdJFJ1HzxCE2L3m2XXsOQ3DVkQoa2oDGAbdlnRA6ZhGPzgmA+3sr/3tzunDw1WwP1d+Ti/T3/jskYUm/4kLKXLgAg9vS7QtJCGIdcRcpf/o9tdwUCqzFjbyP+nIdQfW7sa74nYtBF4PPgqtiIff0cPDXbSLvpo+D+seNvDy4rGi1Z/1zMpimBAG7chHvQGK1Uf3IPAKbsE3BuXUz2o2sxpXVH9XkxJHQm8qRLUDR7fkMdNeyKdmXJV71O8o6XCEIIIYQQQggh/jibzcb9999PYWEhAFFRUQwePJjMzEzMZjM2m426ujrWrFlDQcH+p4w8nkngWAghjiNaS3RI3mWAlCtfRfX7iThhIvr4LDT6wAR+WQ8uQ2uNxRCX0WFbnW7ZGbzVRe2cuTdx4uMkTnyc9ZcHRsVm3vszRY8OQx+XgTlvOI1zXyVi8MV4qreiqv5gLt7IQRehNUeGTArYpvNjG2hZ/S1V7/8tpDz7oRU0zH+dhtkv7OzX377G2ms8zu0rCMsaQMTAc0k452HctjoaXIE6hvh4ur5qR2M0h7QXOfhiYGdw2O9yoPp9u7maAdqwCKJOvhZjajdixwZGKlt7jUdjjgrk7vI40Vp3jPTW6ogaOmmP7e1J28zJQgghhBBCCCEOjqeeeioYNB47dixXX301JpMJrzcwMZ9Opwt+9VlfX09YWNhu2/qzkcCxEEL8CSgaDcaUriFlYZn9/lCbKde8hW3FF5iyAiOfTZ16EX/WA0SPmkJYRt9gvbofnqfq3VsxpnbDnDcMS89xGOKz8DSUU/zEKUQMughjSleMKV2JHfdXvLZaWrf8ire5GlNGH5Ivm0byZdOwrfwKXVRKsN+JEx/beX46PbqIeNiRfw1oFzTuyL7UAUiZ/ErIuimjz86VfWxDCCGEEEIIIcThNXv2bJYvXw7AkCFDuPnmwJevu5vyLSYm5rD17VgggWMhhBAHJGropODo2tznytCFx6Po9CFBY4CYMTdj7TEWfWw6AOG9TwNAuyPfb9TwK0Pq68LjCO9zRrvjdVQmhBBCCCGEEELszqefBr6k1el0XHvttUe4N8ceCRwLIYT4w/TRKbvdpihKu9HOADprLN3e6vgtrxBCCCGEEEII8UesX7+ekpISAAYOHCijiQ+ABI6FEEIIIYQQQgghhBDHlbVr1waXe/fujaqqzJs3j9mzZ1NUVITD4SA8PJycnByGDh3K8OHD0WplzpldSeBYCCGEEEIIIYQQQghxXGmbEA8gNjaW++67j9WrV4fUqa+vZ/HixSxevJjPP/+ce++9l/j4+MPd1aOWBI6FEEIIIYQQQgghhDjKqH4nfm/xke7GftHo0lE0piPdDSAQFG4zY8YMysvL0ev1jBo1ivz8fACKioqYM2cONpuNLVu2cO+99/Lss89isViOVLePKhI4FkIIIYQQQgghhBDiKOP3FtNSc/2R7sZ+sca/jNbQ5Uh3A4CWlpbgcnl5OeHh4Tz66KNkZWWhqiper5fhw4dz9tln849//IPi4mIqKip45513mDJlyhHs+dFDAsdCCCGEEEIIIYQQQhxlNLp0rPEvH+lu7BeNLv1IdyFIVUMnY7/66qvJyspqVy86Opo77riDW2+9FVVVmTVrFpMmTcJsNh+urh61JHAshBBCCCGEEEIIIcRRRtGYjprRu8eisLCw4LLFYmHEiBG7rZuVlUVeXh4bN27E7XazYcMG+vfvfzi6eVTTHOkOCCGEEEIIIYQQQgghxMFktVqDy5mZmWi12j3Wz8nJCS5XVFQcsn4dSyRwLIQQQgghhBBCCCGEOK6kpaUFl3cdfbw7u6amcDgch6RPxxoJHAshhBBCCCGEEEIIIY4ru+Yz3pdAsN1uDy5bLJZD0qdjjQSOhRBCCCGEEEIIIYQQx5X+/fujKAoARUVFeL3ePdYvLCwMLqemph7Svh0rJHAshBBCCCGEEEIIIYQ4rsTFxdGjRw8gMOJ4/vz5u627detWNm3aBATSWuTn5x+WPh7tJHAshBBCCCGEEEIIIYQ47kyaNCm4PH36dLZt29auTkNDA08//XRwfcKECRiNxsPSv6Od7kh3QAghhBBCCCGEEEIIIQ62rl27cu655zJz5kxsNhu33347o0aNolu3bgBs27aNOXPmYLPZAMjJyeGCCy44kl0+qkjgWAghhBBCCCGEEEIIcVy64oor0Gg0zJw5E4/Hw/fff8/333/frl6/fv248847MRgMR6CXRycJHAshhBBCCCGEEEIIIY5bkyZNYtiwYfzwww+sXLmSuro6fD4fERER5OfnM2rUKAYMGHCku3nUkcCxEEIIIYQQQgghhBDiuJaVlcV1110HgKqqeL1eAHQ6HYqiHMmuHbVkcjwhhBBCCCGEEEIIIYQQISRwLIQQQgghhBBCCCGEECKEBI6FEEIIIYQQQgghhBBChJDAsRBCCCGEEEIIIYQQQogQEjgWQgghhBBCCCGEEEIIEUICx0IIIYQQQgghhBBCCCFCSOBYCCGEEEIIIYQQQgghRAgJHAshhBBCCCGEEEIIIYQIIYFjIYQQQgghhBBCCCGEECEkcCyEEEIIIYQQQgghhBAihASOhRBCCCGEEEIIIYQQQoSQwLEQQgghhBBCCCGEEEKIEBI4Fn9Kja5W/Kr/SHdDCCGEEEIIIYQQQoijku5Id0CIw21ZbSkDvnyOTGs034y5mnRLFLPKC3izcAmxRgsnxHXiks79sOqNOL0eNIrChqZqimz1nJnRI9hOs9tJvctBZnhMu2OoqoqiKIfztIQQQgghhBBCCCGEOGgkcCyOOqqqAgQDr1uaaylzNBFnstAtKimkbovHxfaWBrpHJ9HgcvDEmrn8Z9MimtxObus+jGa3k9kVBeRHJvBd2aaQfYtaGuj22ZPtjv9GwWKmLJpJhN5Es8e5z/3uF5vK6voKekQnsbK+nP+NuoK8yASK7Q28XbiMaYPOwqjVYdYZ9veSCCGEEEIIIYQQQghxWEngWBwxDS4HkQYTZ815k76xqTzY91RUVWXkdy8TrjfyYJ9TeWbdfN7dujy4zyXZ/TgnoycD4zrxRck6bvr1s922/+y6+cHl7S0N+9wvnaLBq/r3K2gMsLyuDICV9eUAnPXjmyHb287jP4PPJc5koUd0EnmRCft1DCGEEEIIIYQQQgghDgcJHIsj4ovidZw5ZwZmnR6H18OXJesJ1xmpdrYwr3IrAF+VbGi337tbl4cEkvfmqtwT+F/xWh7uN47ksAjeLFzC58XreKTfOCbnDqTCYaNrZDxflWzg9E75uP0+yh1NTFk4k4f6norb7+O1zb+xqHo7Fa3NPNpvPDfmn8T1iz4lyxpDVngMdy39mnqXA42iEGe00OJ1YdLqyY9M4JfqIgAyrNHB4PWURTOD/Vt71h1UtDaTFBZOUUsDY1K6YNTu/Gfp8nlRVRWTTn8gl1kIIYQQQgghhBBCiAMigWNx2KiqyqLq7dy59CsW7gioOrye4PY7l34VXH6k3zg2NdXQMzqJvy/9erdtTskbzF+7D6eopZ5Wr4fKVhu9Y1IYlJARrDOdicHls3bJUQyQYo4E4ILsPsGyGKOZBaffFFwfl9YVVVX5raaYE+PTURSF90ZcEtx+Ve4JAB3mNP6udCOKopAfmcBf5sxg1Y7RyG16/O+pkPUBcWk8M/AvlDmaaHI7mbJoJjpFwxenTGZ7SwOp5ki6RMbTJSKeWpedj7etIiHMSrjexJiUXOZVbqVHdBI6RUO00Yxf9aNRds6Bqaoqje5WPH4feo12t9dVCCGEEEIIIYQQQvy5SeBYHFKbmqo558e3uCl/CLcv/pJW385Acb/YVJrcTj44+VI+L15HuaOZNwoWA8u3hSUAACAASURBVHBp535kWAOTzo1J6UKaJYpYo5n1jVX8WrOdcaldcfu9JIVFEKbT0yUy/pCeh6IoIcHo32/bnXFpXYPLyybcxvWLZvLa5t+IMoTR6G5tV39pbSnDv30ppMyr+jlt1usH2HO4t9do/le8lnWNVcGy3pGJZJqjMBiMPDHwDF4vWEwnSxRdI+MZntQZgIKmGlx+Lz2ikw/42EIIIYQQQgghhBDi2CSBY3FI2DxOHl45myfXzgXghkWfhmx/b8QlXJTdN7g+IK4TXr8vGDiOMoQFt/WJTQ0ud49Oont06AR5xwqtRoNCIMj8+egrGBSfQbG9kQxrNAuqtlHhaOaS+e8d9OM+unpOu7JVTVWsagoEkj/evjpkm0ZRGJPShe93TCZ4U/4QHu47jjcLl/DQylkUnnc3MUZzsL6qqnsMngshhBBCCCGEEEKIY48EjsVB4/Z5eX/rCq5Y8GG7bXmR8cwffwMAJfYm+seltauj2yV1QrjeeOg6egRdk3cisysKGBDXCYNWR05EHAAjk3MAuLhzP5bVljLgy+cAmHPqdYxI6ky5o5l/rPiOB/qMpbLVRrmjmZ7RSaSYIzDrDFz9y8esqCujxeuioLmWnPA4Xh1yHt2iEvl42ype3fwbaxoq6BqZQM+oJDL0Vp4qXNhhH/2qGgwaA7yw4Rde2PBLcD32vfu5MvcE7F438yq3UNlq466eI3m033i0Gk1HTQohhBBCCCGEEEKIY4wEjsVBUe5oIv/TJ2n2OEPKRyXn8NfuwzklOTc4wVtCWPhe29s1L+/xZEBcJ7acd/ce6/SPS8M16XEMu0yS18kaxZvDLgQgMzym3T6vD53YrqzNTd2Gcn3Xk2h0txJrsuDz+aipqeH23JOIio2hsKWOT4pW0z0qiVnlm3lv6wrsXjc6RYNX9XfYZtvI8Db/XvMT/17zE7fkD+XpEyaEvAQQQgghhBBCCCGEONzee+893n///f3eLyEhgddfP/CUoccTCRyLP6ze5eCU714JCRo/OeAMzs/qFcxTvK/+1X880zcv3nvF49yuQeODQavREGuytCvXa7T0iE4O5jE+P6s3rw45P7h9bkUh3aOTCNcZ8ap+qp0tvLRhIU+vmwfA28MuYtLPO38IP79hAa8XLGZy7kCyw2PRKRpGJed0mF6kxeNCr9Fi1Oqwe1yogHXHSHOH102r10O9y0HuIc5fLYQQQghxpLh9Xq755WMm5Qyg3NHMlyXr+HvPkfSPTUNRFLY019LscWHRGfho2ypGJnfmhPh0meRYtLO79HEunxetosjADiGE2A9JScdmitRDQQLH4g9ZWFXEkG9eCK7/e8Dp3Jw/lLAdo4v31929RnN3r9EHq3viDzp5RwqNNla9kadOmMDwpGyMWh2npuZxQVZvKlttvLt1Ofcs+xa71x2S2gLgnl6j+dfqOZyf2YtogxmL3sCz6+a3O16/2FSW15WFlD018AzWNVbxTelG1p99J8YdD71FLQ3YvW4MGi2xRguN7laSzRHEdRAgF0IIIcSxTVVVAMb98BpOn5cnB55BdngsZY4mesekoKoqy+pKeW/rClw+LzaPizeGTgwJlpXaG4kyhGHVG7F5nJi1hkOWZsvhdVPZauO/W5bxzxU/cEJcJx7oOxaDRsewxCyaPE6+LF7PVb98BMDbW5YF9/24aDXJYRG8N+JiJv38ASX2xp0Nrwj8cV/vU7gq9wQ6WaLQajRUOJpJNkcA4Ff9vLLpVyw6A2el9yDCYDok53j/8u+INVqIM1noE5NC9+gk5lYUkhUeg9vn49HVc1hQtY0ttjrGp3ZlUEI6o5JzGZKQudf5MTx+H35VxajVsbCqCBUVu9fNR9tWMTa1CxOz+ux239X15Xj9fuxeN7kRcSTtuC570uJxUeNsIdMaQ0VrMynmyN3W3dRUTYYlOvg15e74VT8NTucffjb1+f24/F5MWh1rGyrpFZMSbH9dQxU9Y5KpdDST/OFDfHnKlZyelk+xvYG3C5dh87h4cu1cJnTqxlvDLqTZ48SsMxBvsrK+sZImt5PBCZm77f+uX4F+VbKe7PAYsq2xmHR6fq3ezvaWBi7Ibv93sbimmNc3L+bW7kMptTcxJqXLQZkTxeP3UWJvJDs89g+3JYT4cxg2bBhZWVm73e7z+QDQarVMmzYNm80GwJgxYw5L/44Fitr2FCYAqK2tZfLkyQBMnz49+JAaHx+PVitvaXc1u3wzY75/Nbg+MK4TiyfcegR7JPZFW6oKOPj3dYWjmbuXfcOH21YSa7RQ5mg6aG3vq1NScpldXhBc/1v34fSNTSXdEkWs0cIXJevoHpVEpMFEj6gkoo1hx21qlD+bQ3lvC3GkyH197Hp67VyGJmZxYnzGYTumX/WzuamWrlEJwTJVVVlYXcRJCZlM3/wbQxIzKWyuY21DJTkRsZyf2TskoPPcuvksrC7io5GTgmVev48mt5NYkyU4qrHU3sivNds5OSlnvwNjxbZ63ly7iCxLFBd3HxS8r8+Z8yaXdu7P42t+5K1hF/LSxoWMSMrmvMzenDHrdb4u3dBhexdn9+W9rSs63DYwrhMD4tI4O70nY38IPLcum3Ab/b98Do2icHfPUSSGhXN6p3z0ihZFgQi9ab+Cref++BY35Q9hfWMVz6ybz0kJGcwuL6Cy1bZf1+VAaBUN1+adyMsbF+22zrqz78Cg0ZFhjd6nkcpOr4dal500SxR1TjvRxjB+qynGp6o8u24+Nc4Wfq7a1m6/HlFJrG2s3Oe+P9b/NLa3NBBjNHNNlxNZWV9OjbOFZHMEdy39mhJ7I/PG30C/L55tt+/k3IH8VFHIxdn9ODO9O7PKNzMxsze1Ljsnff1CSN1fz7iZy+a/j9vv440hEwOTcqt+CppreHnjIvIjE/ixopC5lVsYlpjNnIoCHugzln+v+Yke0Um8MOhsXt+8mC6RcZyV3oOcmY8DgS/vxqZ2IcFk5e3Cpdy2+As+G3k59qZmVjZVct+GHwH4+pSr+KZ0AzqNlnC9kdPSujI4IZNttjreLlzG/X3G8Oy6+XxVsp5r8gaxuamGtY2VDE/M5ul189je0gDAmend+bx4HQC35A/l+Q0LAPh01OWc8+Nb+3zdAaYPOZ+rf/kYgH/0PoVyRzM2j4sJ6d342+IvqHHaAegfm8Zt3YfxyKrZbGqq6bCt8aldyYmIY1NTNVXOFj46+TLyPv13h3VPTc3j3eEXo9doeXrdPO7tNRq9RouiKHxStIrPi9cxPrUrJ8an41dV9BotL21cyJNr5zIqOYfC5lqK7Y1c0+VErs0bxPdlm4jUm8iNjCc5LJwltSU0ultp9XqZlNOfdGs0n29fi9vvo29savDfgEzuvX/kWWTfPfDAAzQ1NREZGckDDzxwpLsj9kJVVbxeLwAFBQXcddddAFgsFt5++20MBsN+t/lH7oFd45EzZswgLi5uv49/KEjg+HckcLxvpm/+jWt2PGwAvDP8Ik5LyyfGaD6CvRL74nD9j19VVd7bugKv30e8ycptiz+noLmWfrGpxBjN3N1zFDVOO7kRcdS47Mwq28w7W5Zxb+/R3Prb54ekT7szOjmX27oPY3hiNlpFwXKcTs54vJOHWnE8kvv60PP4feg1Wuqcdr4oWcfIpBwyw2Owe1y0+rzBoKjX7+Pnqm2cnNSZlzcuJCksghPiO9HgauWxNT8yIjGbB1fOYt7468kMj8HwVuCXjyxrDHf1HMnI5BxijOY9BllbPK5g2iaARlcr35ZtxOv3c3JSZzpZo1hWW8oXJeswa/VckzeIguYa8iMT+ahoVfDZ7NsxVzN+1vR9vgYD4tIoszfzzAkTuGjeu8HyC7L6BCfCBbi9+wieXjePQfEZ/FqzPVjv+q6DOT+zN0MTs0ICk03uVhxeT3AkbJsx373C7IrAS97O4bGkWSKpcdpZ31jVYf8STFaqnS37fD4Hw6ejLufsjJ4dbvP5/TR7nDy/fgFe1c8jq2YflGN2Do9lcu5AEsPCGZnUmY+LVjOnooCC5tpg8PCPGpPShbEpXYgyhvFt6UY2NVXjU1U0isLg+AwWVG/bbYBQHDynpuYFJ6PuHpXIut3c+8e7wfEZLKrZTtfIBDY2VR/Utkcn5zIwrhOPr/mxw+0RehOKAr2jU3j5pHPoFrXzs/R6lyP4e63D68asM6CqKs+vX8CwxCziTVaijWE0e5y4fT7SrVEhA1HcPi86jSZY5lf9VLba+KZ0I1flnoCiKPhVPxUOG6mWSLba6lCADGt0SDvKjDt4YdDZ3Jg/5KBem/0lzyL7TgLHx5ZdA8cvvvgic+bMAeD0009nypQpB9SmBI7/BCRwvHcfbVvJBXP/CwTetJ+Z3v2QfQInDr4j+T/+Oqe9w1zLv1fhaCYpLJxalx2v38/kBR+yvK6UGqedZ0/4C39J7w6A1+8nzmTht5rt/HvNT8yr3IpO0TAkMZPs8FhmFCw5oH6OTs7ljh4j+KZ0I7kRcYxM7syq+gouyOq9z/nhJs1/n66RCdzTezR+1c/KunJmlW/mpvwhbGqqYWNTNSnmCM796W2+H3sNA+I6sdVWx3ULP+HVk87jvuXfcWXuCYxOyeWZtfPQa7SMTsmhwmGj2N5A35hU+sSmHtD5Ha/koVYcj+S+PrhUVWXm9tWcld6DpbWl/Fqznb8u/oJPR13O5AUf0uQOzNfw9x4n8/62lZTYG1lw2o08tvrH3Y523V+P9hvPHT1GsLGpmsW1JWhQ6BwRSydLFJ0/eYzhidkMSczk9u4jiHv/nyH7XpTdl/d3M7L2aHBf71NocjspczSRao5k2o4RkUsm3ErP6GT0Gg3fl23itFl/fLIZg0bLjKEXcGJ8OnMrt3BeZi8iDWEoM+4AYFB8Bu+NuJgWj5vn1v9Mq8/T4bV7qO+p5EXGB59tf++RfuO4KLsvJq2OFo97tyMp98U3Y64i1RxJk9tJz+hkvihZR4LJSt/YVKpbW+gZk7zH/UtaGkmzRLLFVkdxSwPZ4bGkWiLZ1FRNQXMtbxUuDY5IPZzMOj0un4+3hl3Ifcu/5ctTruTb0o3kRMSxuKaEb8s20iUijv6xafzfsm/22NaYlC7UOFtYWV/e4fYoQxi3dRvGiKRsRn73HwB6x6Swajf198VF2X2x6gxc3eVEPi5axVNr5x1wW0fKJdn9+HDbSryqnzPTu/P0wAnctfRrZm5fc1Daf7jvOC7M7sNfF3+OWWtgaV0pfWNS9tp+35hUVtSX7bHO0WRS5/6srC9ndUMFLw46mxt//QyA4YnZzK/auk9t5EcmsGFHEHxiZm9W1Jfh9vuCL3+mnngmdy/7hlRzJAXNtbw7/GIumf8eEPhS8oKsPkQaTLy0YWFwVPldPUeyuamGFfVlWHVGHhtwGr2ikylqqWdDYzXX5g1CURTWNlRw77LveOaECXSOOHgBJ3kW2XcSOD62tAWOW1tbueqqq3A6A8+BU6dOJTs7+4DalMDxn4AEjvdsUXVR8POvd4dfzMWd+x3hHon99Wf5H7+qqvxYUch3ZRs5O70ngxMy+GDbSkYn55D4wYPBeivP/BstHhdDv3lxv9rfeM7f+bpkA8OTsilsrqWopQGFwCexWeExZH/yGADZ4bFstdXttb3ruw7mv1uWY/O49rkP41Lz+Et6d6w6I/lRCXy6fQ1flWzA7nXj9Hm4r/cp5EcmMCwxG7vXzWfb12DS6jk/q9dxmZ7jz3Jviz8Xua8PjM/vZ7u9gTRzJA+unMUt3YbyW00xF837Lw6v57D2pW1E3ZE2OjmXYYlZnJ3Rgwvn/henz0usyczS2tIO62sVDedm9OSjolUh5a+cdB5JYeH8ULaJFzcuPGj9++/wi5m6/meW1JbwaL/xzNy+mmu7DOKavBOpd7USazSzqamG1Q3luP0+zsnoiVnX/hPSFo8LnaLpMP/s4ppiTvzqeSBwPa7IHcClnfsDUGZv4tHVs/eY8mFPbsofwv19xuDz+6l3O6h12hnx7cu8PPgcXtjwC//sM5bzs3ofUNv7Y1F1ET9VbCHDGk23qES22epZ01DB5TkD+KhoFbPLC5hVvnmPbfylU3e+Kd3AyOQcJucOpNXroVtUIvct/47HB5zGwC+nBuvWXPQgcbukMNmbZbWlVLXa6BwRS1WrjWfX/YxFZ+DR/uNCJtVudju5ZP67fFUSeGGTFBbO60Mmclqn/GCdTU3VJJrCiTKG4Vf91LtaqXbasOgMtHq9vLBhQfAevTi7L/f3GcNvNcW8t3UFEXojrw+dSIXDRm5EXEjfKx3NKIrCktoSJsx+o9053Nj1JF4YfA6qqlLjbOHr0g2cl9mLVq+HxA8e5NrM/pS2NvNNVUG7fTOs0cEA4k/jplDmaEav0TAiqTOJYeFA4Bn246JVPLxyNuF6I6OSc3h09RwGxnViSW1JyN/TP/oEnvUseiONrla8qj/4VYPL5+Wz7Wu4IKsPiqJQ0tLIDb/O5P7eYzjhq+e5JX8oDe5W3tmyjPGpXckKj+GljQsZl5rHzFGXU9lqo85pZ2B8eod/ly6fl4dXzmJJbQl39DiZkcmd2dxcw/K6MkxaHWNT8ogwmPD6fWyz1dNlNy9dpg85nzcKljAmJZdRyTnMKFjCbd2HkxMei0mrZ2NTNZubaxgUn0FSWDh2r5urf/kYBfhg28qQtsK0elp9h/ZnfKY1mmaPi2a3E6/qP6TH+iPu6DGCT7ev5etTrqJrVMJu/41WtdowanREGIxoFA1unxfNjskUXT4vNc4WtKqC0tIK7PlZZE8/B+pdDmqcLeRFBlIp+fx+WrwuIg1hHdb3+H0070iRdCyRwPGxpS1wPGvWLF5++WUAcnJyePbZ9imS9pUEjv8EJHC8e81uJ5Hv3gfA3b1G8a/+px3hHokDIUGIwIOITtGEPNhsbqpBqygkhFkxaHS8VbiU6xZ+cgR7eehckt2P6UPO3+ukLscaubfF8Uju6/33a/V2Bn897aC11zsmhRaPiy07XgKelJDJwuoiIBC4uTC7D5ubajglJZdGdyuLa0s4L6MXm5qrOTejF4qi8EXxOn6sKGTq+p8PuB/DE7MZnZLDeZm9KHc0s6y2lP9b9g2jk3MZmpiJ0+clxRzBVyUbuKvnSHpEJ/Fz1Va6RyVR42xheFLnPbZf7mjiy+L1nJ3Rg8LmOgYnZKAoCsUtDZi0Ogqaa7HoDCFfu2xvqef0Wa+zrrGK27oNo9Zl579blu/T+ZwU04lHuo3iN0c1J8SnMyollyZ3K81uF52sUQd8nfam7Tyv6zq43TaXz8sFc98JjtrtGplAi8eFzesKjkbfVfeoRBacdhNNntaQoGebhVVFwet4tGibRLDF4+KLkvWU2hsxafUsrS1h+pCJnBifvtcJA+0eFxuaqtGg0C8u7ZD2t8LRjFZRiDdZ9/s6+lU/LR435Y7mkLzf+2NNfQWVrTbiTRYiDaZ2qQR+r8TWgLbFiUZRgj+zt9rqSDRZMesMKIrCVyXr6RWdTLo1ep/70ZbGptLRTKzJ0u45dn+tbaigW1QiCgofbVvFuZk99/mrugO1oq6MTGs0Dq8HjaIQptVT7WyhS2T8H27b7nFh87hIMkfg8/upddmpc9nRK1oWVG9jSEIWMUYzsUYzBc21/GP5d/hUP1a9kS22OgbGdUJVVWKMZp5cOxebx4VRq2PaiWcxMas3c8oDP7+vyxsUMnCqsLmWJ9fMJScilr8v/foPn8eh0jYK+pb8oTx1wgTO+fFNHu03nvuWf8eXJevb1ddrtNycP4RndpnM3KLVE6U3oWg0XJs3iJyIOE5O6kxlq41yRxO1TjtXLPgQCE310+RuZfrm37hjyVdAII5wU/4QLp33Hj9VbiHBZGV0Si4VjmaW15XxxtCJlNqbKLE38vS6edRf/BBVrS10jUrA4/fx/tYVnJKSS1JYONtbGsi0xrT7t+D1+7B5XNS7HMF5d7yqnxRzBPEma7vzrXG2dFh+ICRwfGxpCxzfddddFBQEXvZdf/31nHbagce6JHD8JyCB446pqsqTa+dy19KveaTfOO7tfcqR7pI4QBKEODD3LfuWR1fP2a99+sWmMig+gwxrNGnmSH6u2sb6xir+3vNkVKDJ7eTjolWYdQZ6RycHP9/89YybMWp0bLHVsc1Wz+LaYj4uWs2Z6d15uO84ZlcUEG+yMHX9z7sdKbYvhiRkMjghA7+q8sy6+Zh1egbFZxBrNHNWeg9W1JcxPrUro1JyqXcFRk9lhccE84HqFA0fbFvJ5AUfMjGzN1NPPBOnz8t3ZRvpG5PKnUu/YkHVNoYlZpMTEUt+ZCLnZ/bi5U2LaHC1kmCyclJCBknmcFbWldM7JoV1jZVE6E0khoWzvrGKS3Y8nG+11bGxsZrxaV13+4uS3NvieCT39b6bVbaZguaa4KfFezL1xDOpdzl4cOUsAH474xYsOgPdo5No9Xro9NHD1LkcZFijWX/2nZh1Bj7YuoIT49PJCo9lc1MNdq+bvgeYMui23z5n6vqfyQmP4/Wh5zPi25dDtl/WuT/Xdx1MgslKVWsLPaKTjtq0YB6/D6fPQ7h+Z/8aXa1MWTSTD7etJMZo5ufTbqBzeBw/VhRg97rpGh5PnCcQfDsa7+ufK7fSPy4tZERzYXMtBTtGPRY016KiHtaJD8WxQX5mH/sOdOK8rbY6sna8QGr2OGl0t5L58b9ICgvn6YETqHM5uDxnAA+u/CEkIHtyUme6RyWSYY0m0xrD7PICNjVX0zs6ha0tdSgoeP1+vi3bCAReWH5REni5dVnn/nSNTODe5d8ehDM/+CL0Jpo97V+67Q8FBRUVk1aH0+ftsE6M0czo5ByGJWZj0Rl4fsOCYPqasSld+GGXryz+2n04A2LT+LZsI/1i0/jb4i8AuLPHydg8Lv7WfTgN7lb8qkqEwcjPldt4eNVsxqXm8feeI/f6ouP+f/4TW3PzPgUNXT4vWkVBuw8vgnx+P37UkHkE3D4vBq1uj/t1ZNcQoE9VqXPZsXvdZFpj0Ozoh6qqNLhbiTaEHVUvPw82VVXZunUrt912GwAGg4G3334bi+XAR7pL4Pj/2bvv8DjKa/Hj39neV7ta9S7LRe4NF4wNtsEGhxYChBYCoSYhhSQkN9z8AmmXhNzcNJJAaIGQACEO1YBxxQZcMLaxLfeiavW6krbP/P5Ya7EsuWJ7ZXw+z8PD7OzszFlpvJo9877nnAUkcdy/uz/4N4/tWM0oTxYbr7j3MznN/WwhF7Qn7k/b3qc7GuamQRNItzjQ0GgPB/npxkXMzRnKQ5uXct/ICzDp9MzNGXrcf2RDsSiaph3XSGBVU/nbrnXcNGg8ekXH2zXbGeT0Ufryw0C8NuP9o2ejKAqPbV/F3avmH1dM0Ltz9+kW/vKv+H3ZSu5b90ZiXduNP2N57R4e2f4+qWY7DQE/b825AwOKnNviM+ds+8zuGQ050Zd32G1quztwGs0s2r+TdU3VlLhS+cp7/+qz3e1DJvPkzrVoxK/l/Df9gmAsSns4cFJrP56ovf5mUs023CYrXZEQ3bEIFr0BvaLrtwTDmUbTNLqi4V7N/nqcbee1OHvIuS0OtqaxglGerD6f6YFohO3tDRh1OkZ6jlzbvEc4FmVhzQ4uyx/Byrq97Ots4ZLcYfjMdp7ZvY5L84bzvQ9fR6/oeGrX2sTrpmcUMTkt/4Rrd+sVHX+bdi2v79vMlVnDWNFRw6M7V/fZLtPqpC7g5+ZBE3h2z0e9nvv95CuY5Mvnd1tXsqBqG53REA+OncODG99JbPPHyVcyLCWdb6x+JdEo8eDSLgNFnj2Foe40GgKdzMgs5pKcYZj0etY31/CDdQuY9H41BXobeb4MfvzAjwnGonRGw1h0BhqDXUS1GCkmKz6Lnd0dTUC8dnuxMxWdoiTyTxoQjEWwGUx0RkJsb28ENHwWO26jJTELqtiZSorJSlSNoVN0GHQ6AtEIqqYRjEUw6Q3Y9Eb8kRCKEk/m7+xoPGJ5RJvB2KesV47NjcdkJRCLYNDpMCh6FCCoxpPfNr2JrmiYkBolzeJA0zQiaoyQGu11Y/lgoViUQDS+P7vBRFs4SExTMSg6GoKdWA1GDIqO1nCADIvjlJQt0TSNxx9/nNdffx2AWbNmce+9936qfUri+CwgieO+GoOdpD//IAC/nDCPH4yeldyAxKciF7RnB38kiMMQ/7J+cAJb0zTqAn4W799FZVcr79btPWqtwzPBD0bN5M7Bk2luaSbH4iIjPV3ObfGZ8Fn5zO65nuop2/DCvo08OHYO8xY9wd1Dp3Lfuje4dfA5iaaml+UNZ1VDBdcXj+MHo2by9z0f8W7dHm4pOYfr3u2/idnBBjlT2X31DwlGIzy0eSmTffm9aqOK5PqsnNdCHErObTEQRNQYQK/RqQDv1e/jgrf+Quyg2sw7r/pBPBlpsrCsdg+zskrY0FzD/IrNXFUwivGpOaiq2ue8jqgxuqNhXti7kVy7m7k5Q+mKhnGbrIRjUTTiTUyBIw6meadmB9MzirEeMnCmZ+T3I1vfY3VjJQ+f8zkiaoyarg46oyFcRgtmvYHn925gekYROTY3VV1tPLxlOUNcPga70nhgw8JEHep7SqfxyLb3E/t3GS2kWezs8Tdz55ApLNq/k32dLQDoFIVvDZ+OpmmsrN/HR83HPsNz0vvV5CgWCtIyufE7Xz/m1wFY9EaCh9To1is6glGVluCZM+pXpyikmFWMB06/FJOViBojEIti0RtwHrihXB/wH3E/BkWX+P0VObynJHEcDoe59dZb6ejoAOChhx5i5MiRn2qfkjg+C0jiuK8L336MJbW7+M6IGTw88dKj1j0TA5tc0IpDhWNRdnY0Uujw8lb1dt7Zv5OvDzs3Udvy8iVPMyIlg3tHzMCsN/DllS+gahpX5o/kgbEXUexM5aFNSxnhyeCXm5ZyUfYQvj9qJq3hbuoDnSys2cGPxlxIVzRMpXr+mAAAIABJREFUhtVJOBZled0e5uQMRdVUdrQ38lplGc/sXsdzM26gOxahyOEl918/O6H387PSWcwuGs6OjkZKU9KZnFbArvZGdnQ0cmnecMIH7vx7zbbEa4LRCPsDHRQ7U4H4xWpbOMCb1du5oXgcwVi0zwVtj9+WrWCSL49pGUUnFK8QR3Kmf2Zvb2vgn3vX0xjs4tEdq/hCwSjmV2w+Jcea6MvlHzNuRAFSzNaTVq9QnHxn+nktxOHIuS0GOlVTaQh08l7DPubllh7TDJcz9bw+XNmRcn8LqRZbn5GwL+37mM5oiJsGTeiVdNc0jaim8mFjFfMrNvF/ZSt4bsYNtIcDLN6/i/pgJ9cVjWVnRyPB/6ygu6OTrFQfX/+v+9ApoFN0WPQGXEYL/kiI8gMJ6kO5TZZ+6+nXdyk8u+XMmol088gwGfZjSzV6TFZaw/HmiwUODy2hAIOc3kSDxv3d7eTbPackD7Vy5Uoefjg+UzcnJ4dHH330U+/zs5g4Pv6CKOKsUtnZypLaeJHwbw+fIUljIT6DTHpDYprcNUVjenV9H+PNZvklX2Viai72A3eHezrQH+yhifP6PJdlczE8BWZmlQAkpiub9Abm5AwF4hdSpSkZlKZkHHY2Q5HDy7Mzrue8jCJCsSiWZ/8LgO+PvCDenGP+L3ttv6RxL/9v29LE44OnwtVd9wBfXP532sNBNlzxHV6rLKM51MXi/bv4594NNFz/INcv/weBWCTR/Or5vRtYUL2NJ6ddS0Owk6npBXz1g/lcljecH429MFEbrfaLPybT5jrqz1uIz7Jltbs5x5fHq5VldESCfG3Vf3o9f7Sk8bHWQ4xP/TXiMJhZcNFtmE+gxp8QQghxttEpOjJtLq4uHHP0jc9whxvpXOjs28wU6PUd6ND9GBU952YUcm5GIb+ZdHniua+VTuu17YNvf0x7JP69p6if45j1BnwHRs72DFJUNS1RvzimqZT7W8myOVGIl6wY4lJwGtvwme0YFD06RUGnU4ipGnolXi7CHwnhMdnQK/H1MVT8kRCpZlu8pEQsyr7OFgod3l6J6yGuNPQ6HY2BTppCXQD4LHbsehMGnY7yzlYUSIz8PVZey9GTxkUOL06jGZPeQFckRHskSJrF0evGv1lvoOjAwJ5TYdGiRYnlCy+UPl6HI1fZ4oh+vGEhAL+ddPkp7XAthBi4zs8clJTj7vrCfyVqgPUw6w3su/p+cuzuPtPvyq74Hn8r+4Bf7/6g1/qD66dlvvATID7ta21jJVcsebrXtl9e8ULiZlmPBdXbALjt/d41VLe1N/DwluWJx1kv/pRcm5u7h03l68Om8avNy4hpKg+fcykQb2ohN9/EZ1kwGmHW28c+UkO95dd878PX+VxuKf5IiAm+XDKsTqKqyurGCl6v2kqm1ckQVxrvN+zj5kETGeHJ4LXKrVyeP1z6LQghhBDijNWT2NYrCj3favSKjkGuvonSGdlHaspnAmz9rLf22qbUG290N9xrJaapvZryFbs9dEXsGHW6Xg33hnnj+4hpKqqqEVZjVHa1YtTpKXJ4aQx14TPb0Ck6omqMhmAX6RY7DcEuImoUVdNwGs24jBYMOh36A9duKlpiGcBuNCcGKZ0uDQ0NfPzxxwDo9XpmzZKSrIcjiWNxWL/ctJRndq/j3hEz+Nbw6ckORwhxlik5TPOqQ0cJXJE/gnfr9jLUncZV2cP59e4PyLO52XvN/RT/+yGqutp4ZMrneaVyC4v37+KuoVN4bMdqJr/xhz777ulYfaKqu9v50fq3+dH6txPrqrraaAh2srR2N/6bfkFtdwces43XKsu4dfA57OtsodiZmqg/7TXbiKgxHEbzCXf2FuJ0iqkq/9i7njs/+Pdhtym/5n7u/+gtpqQV8M01r5BvT0FRlF6jdnoYdXpmZpUkZisAXFkwst9lIYQQQghxdD3fKRRFwaD0LTdiNx6+HIZe0aHXg1GvpzQlI7E+0+pMLJv0BnLtboDE/w+7P5L//WbJkiWoanwk9YQJE/B4PEmOaOCSxLE4rOf3bgDgvpEXSOJCCDFgvTzrFgBUVaXQnsLmWV/D7fVg0Ol5ZdYtzK/YzF1Dp/D5gpG8WlnGl0sm8tiOvt2gX7zgJr64/Dm+P/KCxEjiz+WW8lbNduwGE/5IiJ1X/YB36/fyUVM1MzKLeWDDQnYd6Ihs1hsIxaJ99vvCvo2J5bGv/l+iCzLAdz58jfZwsFfzhx49JTa+O+J8/nfSZZ/2x3RUgWiEtnCALCm3IY5DVWcbly5+kk2ttX2eu7pwND8cNYthKenYDCb+cf6NAAx2+RjmTj/doQohhBBCCIGmaSxevDjxWMpUHJkkjkW/VjWUs6m1lp+OmytJBCHEgHbojS2f2Ubagc+t8b5cxvtyAci2ufnqsHMB+M6IGSys2cGKeV8n9Z8/5qEJ87i2aCwXZQ8hxWTl4S3LmZZeyOsXfgUNjS2tdTy/dyOD3WkMdqdx+5DJAFxfPI736vcxv3wTdoOJX2xawi0lE/nb7nV8ZfAkntq1llybm+rudoBeSWMg0QCjv7phD22O12n+Tdm7nOPLY3JaPplWJxaDkcrOVhqCneTY3KxtrMRmMOExW2kMdnJ+5iBsBhNRNcaujiZKUzJQNZXNrXWMSMlAr+h4atdayjtbUTWNuTlDmJE5iGkLHmFDSw3arf8LkOiW7TZZ+8QmBEBzsIv8l37eZ/1Xh03l8rwRzM0Z2u+N54tzh52O8IQQQgghhOhjw4YNNDQ0AOD1ehk3blySIxrYJHEs+nXXB/MBGH2gYZYQQnyW/GbS5fzmwHJPohTAY47XB2u8/idY9QYURUFBYbQ3m9He7H73dV5GEedlFNEa6ibFZOU7I2fww9GzGezyMSUtn9HeLKa88UeeP/9Grn/3H1yUPYQtrXXUBjoS+3AazfgjIQCuKRzNS+Wbeo1evu7d54D4qOZvlZ7Hs3s+oi7gP+z7m+TLY21TVb/PfT5/JC9Xbkk8/p9NS7hzyBQ2tNTEfzYHRlt/78M3+vx8DvVe/T6+teYVri4czX0jL8CgOzO6bItPr667g9x/9U4at9/4cxbW7DhscxkhhBBCCCGS7eCmeLNmzUKvl+8wRyKJY9FHQ8DP5tZavj18Opfnj0h2OEIIcdod3JDvWHnMNr436gIAhrjjDSzuGDoF+CT56jXbGO3JItViRwEUFCJqDH80RPrzDwLwr5k3s6qhnEsXP0VrKIDGJ12JQ7For4Z8h3O4pDHQK2nc4687Pynd0ZMw7jHp9d9z/+jZ7O5oYnndHhZUb8NtsjAlrYCFNTsAWN9cw/0fvcVPx83lntJp2A0mgrEom1praQ8H6IqGmZCay6DD1K0+UVWd8frRHrOVIke89vWi/TsJxqKM9Wbzu60rSbPY+f7Imfy7fBN3r5rPJF8eKSYrOzsaeWjCPNrDQa4pGt2n0Vp7OAAgI677sbWtjhEvf3JD4Z7SaVxVMAqXySJJYyGEEEIIMWB1dHSwZs0aID5zVZriHZ0kjkUfly5+CoCx3mypbSyEECfRnJyhfdbpdTosBiPvzLmThmAnAFPTC2m+4ae0hrr5xupXuK54LJcd+Gzuz7eHT+dHYy7E9/wDfZ774ehZPLRpaeLx+NQc/nXBl3hx38f89/q3+M6IGfxf2YrD7vvDpio+v/Rvvda1h4OJpPHBfrxhIT/esPCw+/rx2Iv47ojz+fbaV7mlZCKtoQAGnY5p6UX8fc9H/HPvBl6ZfQvb2xuwG0y0hQPk2lJItzrojob5594N/GDdAn46bi7VXe29Et7FzlQqO1v7Lftx/0dvJZbf2b8zsXzJoicAuO5dKHH62O1vIsPqpCHQmUjY3zxoAikmK5fnj2B29uDDvrezRTgW5d41ryUen64a3EIIIYQQQnxay5YtIxKJADBq1CgyMzOTHNHAJ4lj0Uf9genP/SU4hBBCnBoX5Qzps85jtvHc+TcAsOsL/8WUN/7Ausu+DUAgFqHQ4cVyoKQGwJPTrmVVYwVzsodQmpJOkcOL3WjmR2MuZMn+XVR2tfH10mkA/GDUTEZ6Mrk0r5TfTLqc1Q0VTF0QL6lxbdEY/rJ9FfesfhmAFJOVUZ5MVtbv6xVfusWRSHYfi59uXMRPN8anhj2968N+t8l84SdH3U9/yem9h9SPPl67/fEmh/WHlAB5ds9HAPxh23tHLNtxNvhd2QruXRtPGg91p7Hlyu9JeRIhhBBCCHHGOLhMxUUXXZTESM4ckjgWvbxXv4/KrjaePu+L0hRPCCEGkBKXj6YbfnrEbb4yZBJfGTKpz3qbwcRlh5Qe0ut0vcoRTUkvYO2l32SiLw9FUfjasHNxmyzMyy3Fe6D285L9u5hfsQmjoufi3KFcklvKiro9vFm9nV9tXgbAM9Ov4/K8EbSEu1lWu5vb338pcYzRniw2tdae0PsfkZKBPxLCY7ZR7PBy17CpLK/dQ33Qz43F49ErCudnDqIjEmTGm38mEItg0RvZ3M/x3CYL/5hxA06jmc5ImGJnKha9ge3tDUzLKOTXm5fjMlq4b90b/URydtrWVp9IGs/LHcbz598kSWMhhBBCCHHG2LlzJxUVFQA4nU7OPffcJEd0ZpDEsejl+wdqW14o03GFEOKsc05afmJZURRuGjSh1/Ozswf3KdcwI3MQMzIH8fPxF9MVDSdqAqccqDs8zJ3OeW/+iYbrH8RjsqJXdGxs2c/413571HguzxvBLyZcTJ49pd9aw3P7mRnjNln5+Mrv9lr3zz3rWVa3h5mZg7iueGyfesY9Cp3xOsk/HX8xAMNTMvjc4icTz7eEuhNJ9LPNwSO6F1x0exIjEUIIIYQQ4vgNGTKE119/PfFY0zSi0egRXiFAEsfiIN3RMGuaKvnL1KvItackOxwhhBBnEINO3ye5qygK0zKK+pR4GJeag3rLr9njb+a9+n2UuHysbqigrK2OS3KHcW3R2JMa2w2DxnPDoPHH/bp5eaVUXvMjTHo9BS/9gq+89yIvXvAlzPqz6/LpD1tX8q01rwLwxoVfSXI0QgghhBBCiNPl7PrmI47ontUvo2oak3z5R99YCCGE+BQURaHE5aPE5QPgvIyiJEfUvzxH/Ebq/Jk384Vlz3Llkqf5z6xbsBqMSY7s9JhfvimRNH582jV8Lm94kiMSQgghhBBCnC79z9UUZ6W3q3cAMNIjXSWFEEKIg30ubzgLLryNFfV7+dyiJ+iMhJId0mnxwIFGhINdPm4fMjnJ0QghhBBCCCFOJ0kcCwBiqkpruJvfTboC01k2BVcIIYQ4FrOzB7Nwzp2sa65mzsK/0h4OJDukU+q9+n2UtdUDMDlNZiMJIYQQQghxtpHEsQDgJxvfIRiLyhdDIYQQ4gjOyyhiydy72N7ewOy3H6M52JXskE6JcCzKb8tWUOL0sf2q7/PXc69JdkhCCCGEEEKI00wSxwKA5/asB2BSWl6SIxFCCCEGtnPS8ll2yVep6Gzlgrf+Qn3An+yQTrpvrnmF/1RsZk7OEIa608+ams5CCCGEEEKIT0jiWKBpGnUBP7+ddDk6RU4JIYQQ4mjGeLNZMe9rNIe6mfHmn6nuakt2SCfNo9s/4LEdqwG4unB0kqMRQgghhBBCJItkCQXP7F5HIBahwOFJdihCCCHEGaM0JYMV875GMBZhxpt/ptzfkuyQTor/Xv82AAsuvI2ZWSVJjkYIIYQQQgiRLJI4FnRGQkxJK2CST+obCyGEEMejxOVjxbyvoVMUpr/5J3a1NyY7pE8t3eLghuJxzMsrTXYoQgghhBBCiCSSxLHgnuHnserSb5Bjdyc7FCGEEOKMU+DwsmLe13Aazcx468+UtdYlO6QTtqBqK9vbG8i0OpMdihBCCCGEECLJJHEshBBCCPEpZdvcLL/kq2RYnZz/1p/Z0FyT7JBOyPyKzQDcMWRKkiMRQgghhBBCJJskjoUQQgghToJ0q5OlF99NsTOVmW//hdUNFckO6bj84MM3eHrXhzw4dg7DUtKTHY4QQgghhBAiySRxLIQQQghxknjNNhbPvYtRniwuWvhXVtTtSXZIx+zhLcsB+ELhqOQGIoQQQgghhBgQJHEshBBCCHESuUwW3r7odian5XPxO0/wTs2OZId0VOubqhPLw9wy2lgIIYQQQgghiWMhhBBCiJPObjTzxoVfYVZWCZctforXK8uSHdIRnf/WXwD4y9SrMOj0SY5GCCGEEEIIMRBI4lgIIYQQ4hSwGIz8Z9aXuSxvOFctfYaX9n2c7JCOaqIvL9khCCGEEEIIIQYISRwLIYQQQpwiJr2BFy64iS8WjeW6d5/j2d3rkh1SH/8u/5jOaIhHpnxeEsdCCCGEEEKIBEOyAxBCCCGE+Cwz6PQ8M/06rAYjX175AoFohLuGTU12WAnXLPs7AGO92UmORAghhBBCCDGQSOJYCCGEEOIU0+t0PHbuF7Dqjdy9aj6BWIRvj5iR7LAAyLQ6segNnJtemOxQhBBCCCGEEAOIJI6FEEIIIU4DnaLj95OvwGYwcu/a1wjEIvxw9OykxrSmsYK6gJ+XZn4JRVGSGosQQgghhBBiYJHEsRBCCCHEaaIoCg9NmIfNYOT+j96iOxrhp+PmJi1p+98fvQ3AzMySpBxfCCGEEEIIMXBJ4lgIIYQQ4jRSFIUfj52DVW/k++sW0B0N87/nXJaU5PFefzN3DplCqsV+2o8thBBCCCHE6VJfX8+iRYvYtGkT1dXVdHd3YzQacbvdFBUVce655zJ9+nQMBkmVHkx+GkIIIYQQSXDfqJlY9Ua+seYVArEIj0z5PDpFd9qOH4pFqehqZYIv97QdUwghhBBCiNPtlVde4dlnnyUSifRaH4vFCAaD1NfXs3r1al588UV++MMfUlBQkKRIBx5JHAshhBBCJMk9w8/DZjBx+/svEYhGeGLateh1pyd5/I3VL6NqGqM8mafleEIIIYQQQpxub7zxBk8++WTicWlpKZMmTcLn89HZ2UllZSXLly8nEAhQU1PD/fffzyOPPILH40li1AOHJI6FEEIIIZLoK0MmYTUY+dKK5wnEovx9xvUYdfpTftzHd64BYIw3+5QfSwghhBBCiNMtFArx7LPPJh7fc889zJ07FwBN04hGowDccMMN/OhHP6KiooKOjg7mz5/P7bffnpSYB5rTNx9SCCGEEEL06/ricfzrgi/xn4rNXLPsWUKx6Gk57iU5w7AZTKflWEIIIYQQQpxO27ZtIxAIAFBSUpJIGh/K7XZz8803Jx6XlZWdlvjOBJI4FkIIIYQYAK4qHMUrs25hYc0OrljyNN3R8Ck7ViAar+92ffG4U3YMIYQQQgghkqmtrS2xnJOTc8RtD36+J9ksJHEshBBCCDFgzMsrZcGFt7Gyfi+fW/Qk/kjolBzn1cotAGRanadk/0IIIYQQQiTbwXWK9+/ff8RtD35emuN9QhLHQgghhBADyKzswbwz504+aq7mksVP0B4JnvRjPLFzLUPdaZyXUXTS9y2EEEIIIcRAUFpaitvtBmDXrl0sXry43+06Ojr4+9//DoBOp+PKK688bTEOdNIcTwghhBBigJmWUcSSuXcx953HuWbtS7xwztWknaR9x1SVDxrK+dn4uVgNxpO0VyGEEEIIIQYWk8nE17/+dR5++GGi0Si///3vWbx4MZMmTcLr9dLV1UVVVRXLli2ju7sbq9XKN77xDUpLS5Md+oAhiWMhhBBCiAHonLR8lsy9i4sWPsYX1rzIkkvuJtuR8qn3u9ffTCAWYbQn+yREKYQQQgghxMA1depUfv7zn/Poo49SXl5OWVlZn+Z3BoOBa6+9losvvpi0tJM1XOOzQRLHQgghhBAD1GhPFi9Pvo5r177EzIWPsuTiu8m1f7rk8dO7P8RhMDPRl3uSohRCCCGEEKdCMBikvLw82WEcl8LCQiwWS7LD6GX48OHceeedPPXUU+zevbvP89FolAULFhAMBrn55psxm81JiHJgksSxEEIIIcQANtiRysuTr+OLH/2bGW/+mSUX30WRM/WE97egahvXFI3GY7adxCiFEEIIIcTJVl5ezk033ZTsMI7Lc889x7Bhw5IdRkJHRwe/+tWv2LRpEw6Hg9tuu40pU6aQmppKV1cXe/fu5fXXX2fdunW89tprbN++nQceeACXy5Xs0AcESRwLIYQQQgxwhfYUls+9mzmLnjiQPL6bIe7jn0YXjkXZ3FrHPaXTTkGUQgghhBDiZCosLOS5555LdhjHpbCwMNkhJASDQX7wgx9QXV2Nw+HgN7/5DdnZ8XJtmqZht9sZNWoU48aN47HHHmPBggXs3LmTxx57jPvuuy/J0Q8MkjgWQgghhDgD5Ds8rJj3NS5c+Bgz3vozi+feyUhP1nHto6qrDQ2N4k8xYlkIIYQQQpweFotlQI3ePdO8+eabVFdXA3DVVVclksb9ueWWW1i+fDldXV2899573HbbbXi93tMV6oClS3YAQgghhBDi2GTZXCy/5KtkWp1c8NZfWN9UfVyvL+9sBaDQ4TkV4QkhhBBCCDFgrF27NrE8bty4I25rsVgoLS0FQFXVfmshn40kcSyEEEIIcQZJszhYdvHdDHKmMmvho6xuqDjm1y6s2YHTaCZfEsdomoaqagDEVI3GzhAbqtsJR1VausPsa+5mX3P3YV/fFogQjqrsbw8SU+P7aukOE42pxFSNlXubWb67icrWbj6sbGPl3mY27e84pe9JVTU0TTulxxBCCCGEOFO0tLQklm22o/f3sNvtieVAIHBKYjrTSKkKIYQQQogzjMdsY9Hcu7h08ZNctPCvvHHRVzg/c9ARX9MWCvC7rSu5edAEjDr9aYr02HSFotjN8cvScFTFZDj+sQ3BSIyYqlHrD+EPRtlU20Gq3cTC7Q2kWI1EVY1n1lVR2xFiVomPpbubjmm/hV4rrd0R2oNRAKxGHYGIetzx9Rjss7O7uYue/O7YbBczBqXS2BmmrM5PptNMjttCaYaD+Ztq0esUVA0sBh2FXhst3WHe3NZAVNXQKfCF0VnM31SLelC++LwiL5lOM9XtQRo6Q9T5Q1w5IpMZg7xoGmyoaUenKJgNOs7JS2H2YB8Os4HW7ggaGpGYhqppDEq10xGK4rbEfzeKoqBpGoqinPD7F0IIIYQ4XQ5OFjc2Nh6xVAVAQ0NDYtnpdJ6yuM4kkjgWQgghhDgDuUwW3rrodq5c+jcueecJXp59C3Nzhh52+5rudiJqjFsHn3PaYmzwh/h4fwejs128sqWWQal2XiurZ0NNOx6rkde31lPis7O7qavX6z4/KpOXN9eR4TRzbqEHTYuP8B2V5eLFjTWU+OysrWwjqmpMzHOzrqr9uOJasbf5sM8N9tnZdVA8WU4LDpOB9jo/XpuRlu5I4rnzirwUeKz8Y30NADaTnuvH5vBhVRub6zqYXeLjnPwUPqxso9YfoqzO32vfABv3d7DxoJHIm2qPEPie3nGrGrz0cd8XvLevBZtJT3c4llj3zw01/HNDzRF2fnSXDs/gg/IWJud7aOwKYTHoGZ/rZnSWiykFHoak2THolERiWdM0usMxbCZ9r3VNXWHe3NlKjsvEBd5UGroi+ENRHCYDFqOO9/a20BmOMjLTRZHXhk6ByrYAwYhKMBqjqi2IzaTHazUyLMOB22JEr1MIReM3D4JRldqOEEPS7OgUBb1OEt1CCCHE2aigoIA9e/YA8O677zJmzJjDbrt//3527twJgE6no6Sk5LTEONBJ4lgIIYQQ4gxlN5p5ffZXuHrZs1y++Clemnkzl+eP6Hfbmu54cjXDempGT9S0B5j9l1UMz3Ty8ua6Y37doUljIPH6en+o176WH0icNnSGE+sOThpPK/RQ3R7EZTFwx+QCRmQ6aQ2EmVboxWLUE4mp6BQFt8WAQa9LJDZ7Rjsf7NCRtaqqodMp+INR2oMR9DqFLJcFgOduHH9M77WuI0imy0K9P8S7e5pJsRqYmJdCTXuQ5q4we5q7cVsMTMhNIaKqbKn1E1U1xmS7yHKZCUdVvDYTDZ0httT5GZ/rxmszAfDuniY8VhPZLjNemwlV06huD7KzsZONNR1MKfBQmuGgPRhl6a4mdjZ2ElE1vFYjFqOeTfs7eLWsDr1OoSMYZXyum6FpDp4/KNn8xtb6xO+sJwH+3r6WXu/RatSR6bTQ0Bmi66DE9eFtPaaf3aeR6TQzs8THu3uaSXOYGJRqozUQYbDPzlWjsvDZTTR3h3FZjDhMeoq8tn7PCSGEEEKcWc4//3yWLl0KwOLFixk2bBhz5szps11rayu/+tWviMXi1y4TJ07E5XKd1lgHKrkiEkIIIYQ4g1kMRv4z68vcuOKffGHpM/zj/Bu4tmhsn+3mvvM4ABlWx0k5bjSm8tLHtTy8bHevEbM7GvsmgkdkOjHqFC4pTWf+plouGJTKHVMKWFXeyg3jc/DajCiKQjiqEo6pmPQ6NtV2kOu2EIyq1LQH8dqMBCIx9jR3k2ozkeYwYTPqGeSL16I7kRIKiqIcNkF46L50B0atOi0GnJYTu4TOPJBoznCauXbsJ1Mle5K/FxwysGVIWv+/q0yXJbGvHucP8vWOF4VCr41Cr405Q9MT69McZkp8do7V/142nNqOeDI+3WHGbTUCEImpvLy5jg+r2thW76fWH6I9EGFPczfhmNonaVycaiMUVYmqGvX+UK/nRmU5mTMkjaW7m2jpjtARjBKKqbjMBrw2IwUeGzaTnqq2ALsau2gNRMh2WRiR6cCk12E16nGYDby9vYG6Q/YNkOUyJxLg+zuCfHzgfF22u5m/rq7s9333xGQz6Tm/OJU8j5V0h5mqtgAN/hA1HUEABqXaCUVVxua4qG4L0hWO4rWZaA9GWFfVzphsF/5QlHSHibwUK2kOMzFVwx+KYjPq6QxH8Vjj538kpmLUSwsaIYQQ4mQZP34806ZN4/3330fTNP74xz+ybNkyJk+eTGpqKoH+r9hFAAAgAElEQVRAgD179vDuu+/S1RW/hnU4HNx2221JjnzgkMSxEEIIIcQZzqQ38Pz5N3Lrey9y/bv/IBiLcnPJxH63dRjMJ3wcTdNYX93OT97ZyesHRp/28NqMOM0GFtw+mZ2NnQxNczAs3cH75S1ML05NbPc/80oTyxPzUnq/D4MuUd/44OcKvZ/Upxuf2/s1PaTu7qmR7baQ7bb0WW/U67h2bHavBPjBVFVjX0s36Q5zn0R7NBqlobGRnU0Bxpfk4LKe+Dl5qMPdQIjGVOo7Qyza0cTzG2oYleXEYzOiVxQsRj17mrp4Y1s95S3xRjiba/1srvUD8DN2nbT4Di0h0p9LhqUzNN1ORWuA0VkuwjGVQCRGsddOWzBCeyDCzBIfE/NSyHCaE+87HFMxGwZW/XIhhBAi2b773e9is9lYtGgRAFu2bGHLli39bpudnc1999131FrIZxNJHAshhBDiMyMai49Y9YdirK9uS0yZd5oN2M16luxqojMUIxCJUei1sr2hk6q2IFMLPAxLd5DmMGE16lmxp5l11e1kOs0Mz3AwtdB7XKM0k8Gg0/PM9Ouw6o18eeULBKIR7ho2FYBQLN7Y7cdjLzqhBKuqajywcAd/eG8fHQeaxAH8cHYJUws8lGY4e/18RmR+Ug7j4KSxOHvodEpiNPihFEVBpygMS7NhN53cryOHO78Neh05biu3TMrjlkl5/W7zR0ahaRqvldXjshgYnuFkfXUbOkXhufXV7GjoYlNtB4N9dtIcJuwmAyMy4uVQxue6AXh1Sz35HiuRmMrqilZsJj31/hB2k4Fsl4Ux2S4W7WxkW0MnsYM7Gh7kre0NvLU9vny4si+/eXcvEC/D0RmOEoioif2dk5dCMBpjc62fIWl2vjg2m9mDfZyTl4LVqCeqajKyWQghxFnDaDTyzW9+k0svvZQlS5awdetW6uvr6e7uxmAw4Ha7GTRoEFOmTGH69OkYjcZkhzygSOJYCCGESKKYqqHXKSc0zf54tQciuCwGglGVen+I9ANJ0vf2tRCMqLQHIwxLdzA4zc7qilZWV7RR6LFyQYmPVeUt/M+S3eS4LUzMiydIUixG3trewJhsFzEVUqwGfHYT+R4rb21voKU7wsaaDjbVdjCrxMedU/IZnGZH1eINyOLvG1q6w1S3B9EpEIlpDEmzU1bnx201YtLr6AxFyXZb2LS/gxc37mdinhudotDQGcKg0xGIxNjZ2MmiXU1HHcl3OPOP2JEs7olrx/DFsdk4BnDtU52i47Fzr8aqN3L3qvkEYhG+PWJGor7x9Iyi49pfKBrj18v28MSaSipa4yMxh6bZeeqLYzm3yHvS4xci2RRF4YqRmYnHl5RmADB3WPrhXtLLXVMLj/uYmqYRU7UDCfV4DKFojGhMo7ItwPI9zayuaGVnYxf7O+Kfld3hGA2dYeaVprOmso2yOn9ifx9WtSWWdzZ28bNFu/jZovioaZNeRzim9jp+usPEYJ+d3QdqbA9Nc+C2Gijw2Kj3x+tpp1jjiW/tQK5bA/JTrOxr6SbNYeLq0VlMzEtBf+DvmK6fhoTd4Si2k3yjQAghhDhWxcXFFBcXJx5rmkY0Gh8QYTAYZPbaYchfbiGEEGekaCxeK9NiPLnTcqMxlfZglDp/iPmbarltch7XP7eeB+cMZeGOBj4/Kos/vb+PLbV+bhifw6+W7mZCbgoxTSM/xcqHVW18flQmayvbiKkao7Jc1LQHqWwLcNP4HB5bXcEXRmWxbE8zeSkWnvuohkynOVGX89szilA1uHhoGq+V1TMm28WVIzPZ2diF22og1WZi0c5GdjV1MWdIGuGYyp7mbho7w3xQ3kJDZ4h5pRlsqGmnzh/CazXSEoiwvjqeOMz3WKk8kAA8ER9WwStbeo+AW7Ct4aivW7q7iaW7m074uAf750HNuiCe9MhxWzgnL4XtDZ196qceqsRnx27Sk+u2MCnfQ67bwuhsF6qmUdka4PWt9Rh0Cl3hGP/ZXMvNE/LY09zFHS99zL2vlnH9uGzumFLAhFz3gLzAVBSF302+ApvBxL1rX6M7GmFaRiEAubb+yzz0JxpTueG59fznwIjHmSWpPH7NmMOOIhVCnBhFUTDoe3+WmA16zAYozXBSmuHkq+cWHnU/mqaxrb6TD6vayHFb8NlNuC1G6jtDbK3zs3F/B9XtARbvbMIf+mTmQENnONFwst4fYmc/dcqP5v8OjICGeHI6w2mi0Gtj5d7ezRMVBabke7CZ9Az22cn3WBmX48ZpNuAw6ynw2DDqFHrGYpsNOowHGlkCqBro+0lKCyGEEOLUkMSxEEKIU6pnJG0kpqJqGhWtATbt78BjNVLotVHTHuTdvc18WNlGmsOExaDHH4rithj41oxiZj+6KpHoPLfQwy8uGcbMv6xK7D/FauQb5xVS3tJNi7+br52TSbA+xgcVbcws8TE+182jH1RQ4rMxe3AaP357BwBzh6Vx7bMfMbXAQ7bbQkVrN+cXpyam//Z4YGF8+9mPxo/58LI9ied6GoK9s7Ox12u2HDTya/GuT5KlqytaARJ1M3sc3Mzpdyv2AfCHlfsS6746f3O/P9uHluzud/2Gmo5+10N8lHAlnySOCzxWKloDlPjs7G7qIs1hothrY01lfMTaxDw3/mCUi4ak0dQVxmMzsr89iMNs4MbxOVS1BXlybSVb6vxcPjyDa8ZkU+CxElU10hwm/u/dvdT5Q1wzOoviVDud4SgPL9tNdzg+jbo1EOk3ziFp8RHJbouRUVlOxuW4ObfQw/b6Tgan2Um1mdDrFFq6I4zMdPY7uq3HzsZOPFYjaY6j11GdlO/h6jH91zQrb+nm6bVVPLW2kr+urmRMtos7Judz44RcUqwDa0qboij8z4RLsBmM/Pf6t5jki0/Nz7O7j+n1aytbmfz79xKP/3TVKL42rfBUhCqEOEkURWF4ppPhB5WKAShKtTGlwNNrXU+S2WLUkeu28sbW+njdZ6sRj82EqmkYdAqKoqCqGuWt3Xy8v4MCj5VQVOWP75WT4TSRn2Klqi1IZzhKjstCVNUwGXSs2NNMtJ9SHJoGqw78LVyy6/huJvb8vRqX4yLbFb/hV5JqJ9NlZli6A6/NRCSm4rEa0R24qacoUv9cCCGE+DQkcSyEEOKEhKIx9jV3s7elG7Neh8tiZMmuRt7Z2YhJr6M41cab2xoS09tPxCPvl/d6/EF5a6+kcXGqjb3N3YkpuAALdrYmlg9NAh/sybWVwCdfYAHWVbX3u+1dUwvYWu/n6+cW8uxH1QQiMa4dk826qnZmlqTyfnkLlw7P4IGFO7hxfC5Pr63i91eO4N5Xy/jm9CKe31DDLz9XyvxNtZw/KJUPylvR6xQcJj3Xj8tha30nbouBpq4weSlWlu5uoj0YYW1lG6sqWjknL4Ulu5oIRePTi6cVetjXEmB8rptdjZ3MK80g3WGiOxKj0GNjTLaLTbUdpNpMuK0GJud7qO0I0RWOMjLLhapq/X6ZjsTUE6p7eefUgsM+98hVo/qsm1ni6/VY0zTaAhHag1FsRj3pzsMneMdk90585qZYjxrfkDTHUbc5FoVeGz+5eCg/njOEhTsaeHx1Jd96tYzvvb6Va8Zkc8eUfM4r8g6YJIWiKPy/sRdh1Ru5b90beExW7MajJ8//31vb+fni+L+pZ64fy80T+68HK4Q4c/UkmXtcNTqr1/N6Pvkc0+kUilPtFKd+MttgauFRStVcFP+fpmkEIjFiKsQ0jWW7m9je0MnoLFfihqVep+A0G9hS14FBp2NVeSsvbKyh65DSQz3XExtqOthQ03FMs10AhqU7cFkMFHtt5HusjM12M2OQlwyHmZimYdLrBsznthBCCDHQSOJYCCHOEqqqHXFUZk/9W0VR2FjTnviCNjbbRXV7kGfXVbG+pp11Ve24LIZeDbKOh0GncPmIDFwWIyU+G3pFoakrjNWoZ9ZgH0VeGx3B+KjU98tbePyaMUwr8mIx6KhpD3Lz8xtYtruZhy8t5b6ZJfzvsj28vrWOu6bkk2mMMPuZMqYXefn9lSNZuKOBv6yq4P7ZJegVhdfK6nnqi2N4Yk0lzd0RvjW9iAcW7uDq0VkUeW0oisLQdAdvbqsnx20hxWLEH4onW3t8cVxOn/d044RcAOYdqIX57Rnx2lkbvns+ALdOygdgfG68TMCcob1rZWa6LL0eHzparEdrdxiPzXRMP+cJeb1LEhSl2hLLhzsPktUsSVEUPDbTMb+3ZNPrFOaVZjCvNIO6jiB/+7CKJ9ZU8vePqhmaZuf2yQV8+ZzcYxrhfDp8b9QFpFpsVHf1f2Okh6ZpvLBhPz9fvAuXxcCu/5p1xCS+EEIcjaIoveoaf35U7wT10PRPbuxNO1A3/bbJ+TzxxTHEVI3qtgBZLgtd4Sgui5HK1gDZbjOVrQHq/CFCUZU6f4hXttTx5rZ6LAZ9n5ks2xs6AVhb2UZ/DDqFLJeZ4lQ7BR4rRp2OcTkuAhGVbLeZbJcFo15HkdeGSa/gGyCf7UIIIcTpoGg9BaMEAE1NTdx6660APPHEE4l6Wmlpaej1J7eOphDJEIvFaGyMT6uX83pgC0dVTIbeibyekZnBqEptR5DdTd3saOykqStMkTfexKaiNcCCbfV0BKNcPiKDxs4w+1q6qfOHcFkMZDrNJ1S/8FCpNiMpViOlGfGprZlOM4VeG+NyXPjsJjRAAdIcZlxmwxGT1ieDnNsimVRV4929zTy+upL5m2rR0LhiRCZ3TMnnwsFpJ3z+n67zOqZqnPfI+6yuaGVQqo137prSa3ShECeTfF6L0yGmamyr9/NaWT2D0+ws3tmIXqdgNxlYVd6Cx2bCYtAxItPJ6opWVE1j0c5jK59h1CtEYhpzhqTRGY7is5t4raye6UVeJmZaCEVVVIOJqArnD0rlnLwU0hwmvGfIDVIhDiaf2cfuwQcfpL29HbfbzYMPPpjscMRRnIrmeJ/mHDg4H/n000/j8/mO8orTQ0YcCyHEaaBpGqoGVW0BqtoC1PtD5Lgt7GjoIqLGR8usrmhlfXU7WS4z+SlWXi2rB+KNYXpKFByv18rqyXVbEjV0LQbdUWux5qVY6A7HaO6O8PVphaiaRqrNhMti4NxCL1Zj/EuW2SAXjUL00OkUZpb4mFnio7krzHMfVfP4mkrm/nUNBR4rt03O59Zz8o6ptEYy3PLChkQN7rLvXyD/voUQZzy9TmFklisxa+iaw9SvP9j7+1rYVu9HpyjU+UP8/aNqKlq7GZ3lIttt4eXNdUwv9lLVFqC8JcCqitZejQZX7mvhoBYFADyxprLPcc4t9FDosfFeeQv/PXswIzOdZDjNbNzfTmVrgAuHpFHktfVqDijlNIQQQiSDJI6FEOIQqqoR0zSMeh2haOyoCZTucPwLQ0yFsno/q8pb+NfHtVS3BahuDx738ev8oURzs7wUC1VtvfdhNeqYUZzK0HRHYlRxusPM0t1NFHqsBCIqw9IdlLd2M3OQjyyXGZ2i9BrxqKoaqhZ/n93hGA6zIWllCoT4rEm1m/jWjGK+Ob2INZVtPL66gl8u3c2DC3dwybB07phSwOdK0zEMkH9zz3xYxXMf1QBQ9f8ulKSxEOKsNa3ImyiZAXD/hYOPuL2maVS1Bcj32PAHo+xs9PPBzhqsBh2bmmOs2NdChsPcp4nuB+WtfFAev1l31783HVNsPruJ0gwHNqOe7kiMaYVe7p1RTJrDlGhieKpndwkhhDj7SOJYCHHGC0dV6v3xxl8FXhudoShrK9to6goTVTU21rTjs5sIx1Qau8J0hWKs3NdMVVuQy0dksGJvC22BCBlOM0ad0m+ytzTDgc9uoqotQEVrgE9T5KfAY+XyEZmU1fm5fEQGxak2Rma6UBRo7gpjN+kZ5LOjUxT0OgVN0+gIRnGYDeiP8IXg4C86ADNIPey2Op2CDgUDSJJIiFNEURSmFHiYUuDht1eM4IUN+3l8TQVXPv0hWS4zt5yTx22T8hnkS15JiK11fr79ahk5bgtb7rvgqDMShBBCfEJRFPI98R4CTouBsdkucozxWV639jOlvyMY4eP9HWga5HusZLssbKrtYHdTF22BCONz3by8uY61lW0s3d27bEZTV5iVe1sSj1fubeGXS3cD4DDrUTVIs5sIRGI0dIYZlu6gMxQl221hRIYTh9lAjtvC7ME+vDYjDpOBiKqS4x6YM2GEEEIMDJI4FkIMON3hKB3BKF3hGFvq/LxWVke2y8L2hk4WbKsnHNOIqRpjs100doWpOYFRvT221PnRH8jF1h8o5+A0G3pNOwTYVt951H05zQbun13C6GwXZXV+ZpX4GJruwG6Kf2k4limGhV5bn3WKouCWZI4QZzSXxcidUwu4c2oBG2vaeWJNJX9+v5yHluxmVomPO6bk8/lRmaf1Rk69P8SFj60i22Vm5T3TJGkshBCnmMtiZHpx7xv7E/NSmHhQQ9tJ+Z7Ecnc4itWop6zOz+tb64mpGg6zga5wlPXV7Wxr6OSiIWkEI/Fr5kAkRjhmoKEznGgKWN0ePGxjwB45bgv+UJRh6Q5SbSYsRh2zSnz47CZCUZUUq5H9HUH0B26IDk23o1eUATNzRgghxKkjiWMhxKcSU7U+o2A1TSOqxv+zGHREYhot3WHWVbdj0CkEIjHWVLSxaFcjJr2OYCTGtoZOXBYDzV1h1GMczbu9oROPzYhRr3DBoFRGZDrZ19yN3WRA1TRKM5xku8ykOczsburCZTFQ5LXR1BVmaJqD4lRbIiEbisYw6OIXv3qdQmcois2oJ6pqRGIqVqOeUEylOxwjHFPJclmOOCVwXmnGif9QhRCfaWNz3Dxy1SgevrSU+ZtqeXxNJdc/tx6vzcjNE3O5fXIBIzKdpzyOzAffAeDVWydJwyYhhBiAbKb41/WDazUfq2hMpbItQHc4xgflrQQiMdbXtPPOjsZE74sePYMwDk4wv7y57riONzzDgdti5L8vHMy/N9ViN+m5cLCPFKuREp8dj9WIqsVHZgshhDhzyKe2EIJAJBbv/qxpfFDeSmVrgEhMZU9zN/s7gjR3hVEUyHZZ2NbQiUGnkOk089b2BiKxT1Gz4RCNnWFcFgMdwSjnFXkp9FoZneVifI6b3BQr/lCUdIcJpzn+0WXQ6U7axeeho/wcB45h0imYDPGEslWnx2r8ZDupIyeE+DRsJgNfmpjHlybmsb3ez5Nrq3hmXRW/W7GPqQUe7piSzxdGnZqbUJtrOxLLE/Pcp+QYQgghkseg11GcGi+FdLikcySmUtMexKhXiMY0IqrG/vYg6Q4TZoOeXU2ddIVjDElzUNHazcq9LZj0OrojMV7YUNOrvNvWA7PzLn1ybWLdn94v7/e4/zNvGArxch3jctw0dIbIS7GS67YmrruFEEIMDJI4FuIzqD0QoakrzL6W+AVeRWs3VW1BvDYjTV1h2ruDbKzt4uSlfA/PbtLTFY4lHo/KcjKt0MvnhmegU+LlHZxmA26LkbwUi0x5E0KclYZlOPn1ZcP5xSXDeK2sjsdXV3Lbvz7mW68YuHKYhxtHp3FhWtpJOZamaVz77EdYDDrKvn/BMZXREUII8dlj1Ov6lEkrOajuflHqJ8+NyHT2mlH368uGU+8P4bUZ0TQwGXSsr27juY9qsJn0+Owm6jpCrK1qZcXeFmIHTSm8/83th40py2VmRIaT/R1BDDodDrOeEp+dYq8Nn93EyCwnbYEo43Pc5HmkPrMYmFRVTXYIIkk+i797SRwLcQZqD0T4qLqdRTsbGZrmoKzez4aadpbsajr6i4+gp7HGPdMKGZ/jxm014jIbyE2xkOYwE4mpBCMq+1q6Mel1jMuNj1JTD1wIqpqGQa/rt3xFf+uEEEL0ZjLouHpMNlePyaa8pZsnVlfw1JoK/v5xI+Oyq7l9SgE3jM/5VPWI//ZhFdsbOnnrjsmJ0WhCCCHE8cpwmns9Hp+bwvjclMNsHdfaHW/yV9UWoCjVRiiqsqepm2V7mtApCq3dYbY1dPbqYfJBeesxxTM228WFQ9KYlJ/C0DQHg1JtiRJ0bqsRowxQEaeYxWKhvb2dQCBALBbr0yBTfLbFYjECgQAQPxc+KyRxLMQp0BaI4DQbEonSYCRGezDK4p2NzB2ahqIouCwGjHodmqahavGLqM5wDH8oistsoCscY111G6oKb+9o4MWN+48rBq/NyBUjMpmYl4KigNtioKkrzNT8FHJMISIxja1+HecP8mE26I8pqWs16nFZIP2Qi8Sekg064v/vb1+SNBZCiONT6LXxk7n/n707D5Prru89/z6170vvq9Rya7eEZIEFtjECL0AIJLkkgUxITDyJE8aEhHkgz5D7kLmG3AuXYHInyYQnDzZ3EshDyM0QuCZhgmMWY7PYeAVZtnZZavXeXV37qapz6swfTR13aXO3rFZXSZ/X8/hRddWp3/lV1bePuz71q+/ZzPt2p/jO8Sz/78Ecf/C1/Xz468/xq7sGuOu167hpQ8eKVgyXazYfeuAAb9/ey22bulZx9iIiImdLRwL8wo6+s67/8JtGz7quYtmMLZg8dTrLoZkCnZEAPz61wH9//NQ5x35mPMcz47lz3gZgGPCO7b2MdkaZK1V5z55BbhzpoGrXifi9hPxeqlZd7TLkovX29jI1NYVlWRw9epTNmzev9ZTkMjp69CiWZQGLtXClUHAssgJmzebUQpn5Uo2JnMmPXlzA5zX42v5JnpvML2uMVNjPQrl20XPoigboiweZLVZ5VX+CP7h5AzW7znAqzPp0mFjQR8h//k82bdtmZmaGoM/gzZu79SmoiEiL83kMbh9N8euv28RUocbfPXGK+x87yReeGGNrT4zfee067njNEN2x4AXHcRyHDz9wgEy5xp//wna1BhIRkZYW9HkZ7YoyuqR9xvuAz797N7D4YajvZ4tTsuUaxarNF58c45sHZ3jsZOasc7E4Djzw3JT78xeeGDvnfjd0ROhPBIn4vWzvi/MfdvTh8xhYdYfrh1NEAl61eZJz2rVrFz/5yU8AePjhh9m4cSMej/7euhrU63Uefvhh9+ddu3at4WwuLQXHclUzazYTuQoeA3IViydPZTk2X2QqX+Efnh4nX7HcbQNeD1V7Zf1qeuNB3jTayUAyxAvTBf790MxZoXE86KMnFiBTrhHxexf/EAFuGOlgOBWiKxrgV3cNEPB66Ij49UeKiMhVbCAZ4o9v3cT/8aaNfOfILPc/dpL/+I0X+ONvPM8v7ejjrteu59ZNXec8eefRuRKf/cEJ/te9w2zqjq3B7EVERC6dpSet7ooF6QI+evtmPnp78yrPml3HAI7Pl/jxqQUqVp3npwp85+gsBgYhvwe/x0OxavHYyQWmCxWOz5cAeOjwLH/5yPGm8danw4T9Xqy6Q8Br0BUNsG+0kw0dEYI+D6mwn10DCRJB/yU7kbe0h+3bt+P3+6nVahw4cIDPf/7z7Nu3j9HRUS3YukLZts3Ro0d5+OGHOXDgAAB+v5/t27ev8cwuHR3F5KrgOA4vTBdYKNf46USeP/7G88yXVrbqtxEaDyZDnM6a3Hn9MO98VT+9sSAVy6YzGiAV9hPxe4kHfed80/6xbx7kngcP8Y3f2cvPbevFcRwFwSIismIej8Gtm7u5dXM3s4UKf//Uae770Yu8+XM/YqQjzG/vXcede4cZTL504qBf++KTAHzybdvWatoiIiKXXaO38abu2LI+OHUcB6vuMJWv8GKmzKmFMuM5k8dPLrC5O8pPxnN88+AMpvXSoqLvHZu/4JhDyRB7hpJcP5xiMBliU1cUr8eg7sCNI2m9J7xChEIh7rjjDv72b/8W27Y5cOAABw4cwOfzEQ6Htfq4BTnO4jcTLuZ3sF6vUy6X3fYUAF6vlzvuuEM9jkValeM4VKw6Y1mTrz83yQvTBe5/7CR15+XvO5QM8VvXD7O5O0qharOtJ8bGrijdsQB+j+ecQfBK/f7rN5CO+HnLlh7g4g5OIiIiS3XFgnzwDdfwhzdv4IcnMtz/2Ek++e0j/KdvHuRt23q567XruGVTF0+OZYkGvGf1qRcREZGXGIaB32swlAozlAqfdzvLrvP06Ry241C16jwzniVrWnzpqdO8MF1o2nYsazKWNZtaZZxppCPM7oEk8aCPSMBLbyzI9t4YHZEAG7uibOiMaOFRG9ixYwe/9Vu/xRe+8AVqtcXFapZlkc8vr7WlXD6O41CvL34A5PF4XvHvlt/v54477mDHjh2XYnotQ8GxtIVCxaLuOIR8Xp6bzHNwpsD1wym+e3SOr+2f5KmxLOM582XHecM1HYx0RPj16wbZN9pJ0OehVLWJBi/Pr0JnNMAf3HzNZdmXiIhcXQzD4MYNHdy4oYP/9ovX8uVnTnPfj07yi//Pj91tfvzBm9dwhiIiIlcOn9fD9etS7s9vGO0E4E9+1irDcRxOzJcJ+T2MLZjMl6ocmS3y1OkspxbKPDueY7pQde9/Yr7Mifnyy+53Q0eEe96ymUTQh8/rYUNHhMmcSSrs59XDqZe9v6y+HTt28PGPf5wDBw7w7LPPMjU1hWm+fF4hl5fjOFSri7+DgUDgooLjUChEb28vu3btYvv27VfUSuMGBcfScv7+yTH2TyyGwwGvh0eOzzGRq6x4nOFUiE+8bRtv2dJNZyQAcM5Vw5crNBYREblckmE/v3fDCL93wwhPj2W5/7GTBHwG23rjaz01ERGRq4JhGGzojADQn1gMk95ynm3Nmk3OtHjsZIbnJvP0J0L8X987Biz2cv7hixl32+PzJd77D89ccN97hpK8ZUs323vjdEb8DKXCbOmO4fcaWrF8mYRCIfbs2cOePXvWeipyHrZtMzMzA0B3d7f6UJ+HEjNZM2bNxusxOLVQpu7ARM7kXw5M8WffOfqy9+392dds3zTayS2burh5QwebumMYgGGoBYSIiEjDdUNJ/npo51pPQ0RERM4j5PcS8nt5x5VjFT4AACAASURBVLV9vOPaPgDee/1w0zaZUpV40MfjJxd4ZjzHa4aTfO/oPI+dzPDseI7Ds0V326fGsjw1lj3nvoI+D3/0xlH+67ePsLEryjt39vGmjV30xoMslGts7YkR8nmp1et0/GwBlohcvRQcy2Vj1x0OThf48jOn+fOHj1Gs2ufd9g9u3sCW7hjXdEZIBH3sGkjg9RgEfa+874yIiIiIiIhIO0n/LMRttKUC2Lsu7d5esWyq1uLJfZ6fzvP06SyOA//zuUmePp1jKl/52XZ1/vNDhwF4YbrAJ751hE9868g593nD+jQODrN5k3fv6GKoq8wbRrvY0BkhpPfmIlcFBceyqkpViw89cID7HzuJdYEz1MWDPv741o38x2+8AMBn3rEdn1dnHBURERERERF5OUGfl0YXxr3r0m6o/L4bR9xtHMdhrljl2HyJiN/LZL7CZL7CD09k+OwPTpw15tIWGf/le2PAmPtzwOuhOxZgrlilMxpgR1+c6waTvHVrN68ZSuEAIZ9H7+tF2pyCY7nkMqUqn3/sFP/pwYOUzlhVfPvmLm7d1M179gwylApj2XUWyjW6YoutJ3YPJHjw0Iz+5yIiIiIiIiJyCRmGQVcs6L7/3tG/eP1vvHqIv/7lxbZWjuNgGIb7r23bPHVkjETQSz0U52vPTVOx6hyaKfL9E/OYVp3TWZPTWZNvHpzhv377pdXLQZ+HrmiA0c4IkYCXk5ky79o1wPp0hK5YgI2dEQzDYHN3lIpVJ+RXj1mRVqPgWC6Jml3nKz+Z4E///RAHpgpNt9194wgfe8tm939OS/m8nqbrf25bLz+3rXfV5ysiIiIiIiIizRrtJ5a2oRhOLr5n7+6O8ce3Jt3rHceh7iy2pTy1UOb56QKnFspUrDrH50uMZ01mi1UMA358coG5Uo17Hjx03n3v7I/jNQzes2eIzqif7liQfdd0EvAZBH0KlUXWgoJjeUVKVYuP/n8H+W8/O+NrwyfetpXf3ruOsN9LPKQyExEREREREbmSGIaB1wCvx2C0K8poV/SC249nTRbKNTwGZE2LUwtl9k/mmcpX+Nfnp/jpRB6AZ8YPnHXfnf1xrh9OsS4VZkd/nGLVJuz38voNHfTEgng96rcsshqU6MlFKVUtPvXto3z831/6tPCmkTRf/s1XM5QKr+HMRERERERERKTVDCRDDCRD7s+vXZ/mV3Y1b1OxbOy6w2yxyld+MsHprMkPTmQoVm3+4enTlGv1c479muEkA4kQDzw3BcBbtnSzZyjJG67p5JrOCCPpCAGfWmKKrJSCY1mxx09meO1fPOr+/K5dA/zpz21hU1dUZ1UVERERERERkYvSaEmxLuDjf9832nSbWbMZy5rMl6qLq5Un8ng8BqWqzb8fmuGF6QI+j4FVd/jmwRm+eXCGT37rpZ7LG7uizBarvHG0k/+ws49UyM+m7ihbe2I4Dni0alnkLAqOZdkcx+H//LeD/OeHDgPw4TeO8qdv3aIG9iIiIiIiIiKyqkJ+Lxu7okCUvevS/PKrXrrtkz+/DVjMLRwHxrJl8hWbZ05n+ebBGb745Bg7++N898gcX9s/ydf2T541/taeGNcPp9jQEWGkI8zr1qdJh/04QF88qIVyclVScCzLMluo8Pr/+/scnCkC8MQHb+bVw6k1npWIiIiIiIiIyCLDMDAMWJeOAHBtX5z3vHqIL/z6dcDiifysep0fnshQqtnMFas8O57j0ePzHJkt8v0T83z5mdPUbKdp3J5YgL54iJ9M5Hj1UJI3b+lmZ1+CkY4wHZEA69JhanadnGmpfadcURQcy8t6djzL7s98D4A9Q0n+7a7X0h0LrvGsRERERERERESWz+sx8Hq8vHFjl3vdb55ju5xZ47EXF3j42BxhvwezVufp01lmihWeHMvy5Fi2aXvDAGdJ1uz1GIykw9y2uZsdfXH64kF6YkG298YI+71EAl6tYJa2oOBYLujLT5/mf/n7pwD40L5r+OTPb8PvVUN5EREREREREbkyJUJ+bt/Sze1bus+6zXEcTKtO1apzbK7Ekbkic8Uqk/kKX376NAdnitQdh6NzJU49foqqfe4T+nVG/PTGg9y0oYPbNnUT8nnoiQfZ0h0lHQms9kMUWRYFx3Jejxybc0Pj/3nn9fzCjr41npGIiIiIiIiIyNoxDIOw30vY7+W6oSTXDSXd2+55y5ambS27TrFqc3y+xHeOzLJ/Ms/h2cWg+cBUgblSjQNTBe770cmm+/XEFttf9MVDzBQqWHWHdekwm7qi9MWDrE9HeNVAgtHOiFYuy6pScCznNLZQ5g1//QMAfvCBm7hhpGONZyQiIiIiIiIi0j58Xg/JsIfdg0l2DyabbnMch8l8hapV5+BMgeFUmJOZMn/9/ROUazYAR+eKHJsrUbHqZ7XHOFMi5MNrGPzCtb3Egz58XoPXrUuzoz9BXzxIza6TCvupOw6RgA/HcShUbOIhRYNyfqoOOYtdd3jz534EwHf+txsUGouIiIiIiIiIXEKGYdCfCAGwvmPxZH7beuO8ZWtP03bOz5onZ02L+VKVE/NlogEvB6byfPvILD6Ph8Mzi6uX8xWLv3tibMm9j59z37sHEjwzngPg02/fzvqOMCPpCAPJIJ2RADXbUaAsgIJjOYPjOPz63z/F81MFvvSePU0N40VERERERERE5PJptKJIhf2kwn6u6YwC8Nr1ae7cu+6s7QsVi396dpzeeJDvH59nQ0eEQtVm/0Sezz++2BKjERoD/NG/HDjvvjd2RYkFvLx1aw/X9sXZ2BVlR1+cWNBHuWZjACG/9xI+Wmk1Co6lyccePMT/eHac992wnnftHljr6YiIiIiIiIiIyDLFgj43UH7btt6m2+5/9y5qdp2js0WCPi8nF0p85SeTVCyb/ZN5fnAi07T9kdki0Bw0n2m0M8JQKkyhYvG2bT1EAz52DSRYlwoT9nsZSAYJ+hQutysFx+L61wNTfOzBQ/z+TSP81Tt3rvV0RERERERERETkEvJ7PWztjQOwoTPCvtFzf9N8tlDhn386yWyxSrlmc2Aqz08n8pzIlKjZjrvd0bkSR+dKAC/bh/lNGzvZ2Z/g+FyJn9/eQ92BN2/upjsWIBrw4fXoRH+tRsGxAIstKt7/zz8F4KO3b17j2YiIiIiIiIiIyFrpigX53RvWn/f2qlVnrlRlplBlPGcynjU5MlfkkWPzRANeUmE/s8Uqjx6fp2LV8XsNvnNkju8cmQPg6wemzhqzM+In5PeyuTvKtp44FavO792wnuvXpVbtccqFKTgWAH7nfzzLi5kyD999I73x4FpPR0REREREREREWlTA56E/EaI/EeJVA4kLbts4wV/dWbxsWnWK1cVVzI8enyce9DGZq3AiU8LnMZgtVvnKTyeYLVZ59XBSwfEaUnAs/OPTp/nvj5/iTRs7ecNo51pPR0RERERERERErhCNE/x5DQCDmNdDLOijNx7kTRvP3SoDwK47al+xxjxrPQFZe1nT4paNXfz9r+9Z66mIiIiIiIiIiIgoNG4BWnEs/O4N6y/Yt0ZERERERERERESuLlpxLCIiIiIiIiIiIiJNFByLiIiIiIiIiIiISBMFxyIiIiIiIiIiIiLSRMGxiIiIiIiIiIiIiDRRcCwiIiIiIiIiIiIiTRQci4iIiIiIiIiIiEgTBcciIiIiIiIiIiIi0kTBsYiIiIiIiIiIiIg0UXAsIiIiIiIiIiIiIk0UHIuIiIiIiIiIiIhIEwXHIiIiIiIiIiIiItJEwbGIiIiIiIiIiIiINFFwLCIiIiIiIiIiIiJNFByLiIiIiIiIiIiISBMFxyIiIiIiIiIiIiLSRMGxiIiIiIiIiIiIiDRRcCwiIiIiIiIiIiIiTRQci4iIiIiIiIiIiEgTBcciIiIiIiIiIiIi0kTBsYiIiIiIiIiIiIg0UXAsIiIiIiIiIiIiIk0UHIuIiIiIiIhI23Ic55zX1+v1897W6srlMo7jYFkW9Xr9rNsdx3FvX3qdiMil5FvrCYiIiIiIiIi0knq9jsezuM7Ktm08Hg+GYVCr1ajX69RqNWq1Gn6/n0KhgGmaeL1eJiYmMAyDUqlEqVQiFApRKBSIxWIAlEol9z6ZTIaOjg48Hg/FYpFKpcLc3By2bePz+bAsi3g8zvj4OH6/n3w+TzKZxOdbfBsfCoWIxWLk83ny+Twejwev14tlWVSrVSqVCvV6nXq9jmEYWJbFwsICXq8Xj8eDz+ejXC4TDocpFAo4jkMwGATAMAzq9TqWZREKhTBNk2KxCEAul8OyLDKZDJ2dnTiOg9/vx+PxkE6nOXLkCIVCgUgkAoDX66VarRIMBgkGg8RiMTKZDJFIhHA4TLVapVaruf9WKhV3HsVikXq9jm3bGIbhztm2ber1Ol6vF6/Xi2maxGIxSqUStVrN3a9t2/j9fnw+H47jUKvViMVi2LZNKBTCcRz3+VgawlqWRTgcJhKJUC6XyeVybgjdeP69Xi/FYtEdu3G9ZVlUKhW3lkKhEIlEgkql0jQ/gEAg4N7f6/W6YXEjKDYMA7/fT7VadR8PQF9fH+VymXK5TLVadeulIRgM4vf7CYfDANRqNfd5siyLTZs2cezYMcLhMD6fD8Mw8Hq9LCws4PF43Npq1H25XHbryOPxuNcv/dfr9br79/l8mKbpjt14Xnw+H36/360Jj8dDvV7H7/e786/X6wQCAQCi0SiWZbmv89L/fD6f+5xVKhUikQi1Wg3TNN3foUAg4NZeo178fj+2bbvPjWmahEIht04ac2qM7/P5sG27aZ/VahW/30+9XicYDFIqldzXv1KpuLXTeL49Hg/BYLDpdWzUjN/vd2vbtm23ZhvzMQzD/d0DCIfDhEIhstmsO99gMEg4HKZcLmMYBoFAgEAggGVZmKbp1mujrkzTdD94sG2bWCxGrVbD5/O5r3PjQ4hwOOy+5o06bdRmJBJxn8vG72Xj9sbvWOPxNl4Hj8dDNBqlVCq591taO436dxyHWCxGsViks7OTvr6+Mw/TcpkoOBYREREREZFzchwH0zQplUpuIFOv16lWq+RyOcLhMLVaDcuy3KAhm81SLpfJZrOYpkkgEKBUKrlhRCM8aYQRPp+PQqEALIZLlmVRKpXIZDJUq1WGh4fJZDLMz8+7wY9hGG6Q2xgjm80CuIFpPp+nVqsRCoXweDzu5UbQ1ngctm27j60R5iwN/lqdz+dzgzHLstxAqxEUNYKyRjh7pkaAlkgkME2TeDwOQDKZdAOdRsgaDAZZt26dG0BHo1E3+LRtm0wmw/DwsBu6G4bhvi6pVMoNL4eHh/H5fG645/f73bAzEAiwsLDght2NcNM0zaYgvBE4NeqncV+Px0O1WnUfq2VZpFIp93E0aqwxttfrdQOwRjgWDAap1WpuINgIwJau/m0E9I3w0Ov1YhgGpmk2hdyWZZ0VZMLi71YjOIvFYlQqFQzDoFKpUK1WyWazdHZ2ArivaSNQ83q9dHd3UywWyWQyxGIxyuUywWDQDekawWW1WnX36/f7mZ6eJh6Pc8011xAIBNwgtlAouL9XjccBi+HtwsIC0WiUdDoNvLSSuzEn27axLItyuezOt/GBQyO0bryejdoIBALu7/3S4LQxPiwG3pFIxN1Ho44bz2njNQuHw8zOzrqBczKZxDRNcrmc+9wu/SAlEAgwNTUF4IbPjfEaIXrjMTXmtPT416iTQCCAaZqEw2E3jI1Go9RqNfdDhUaAW6vV3BDdcRwMw3DHbnyoARCJRNztz1xpfuYHBFeLO++8k/e///1rPY2rloJjERERERGRS6QRoBUKBXf1ZCNMyefzwOKqU8uy3JWis7OzGIZBNBp1V945jkOlUnHDzxdffBHbtkmn08RiMTdQqFarbgjWWPlaKBSwLItoNOqu6mwEpZZlUSwWKZVK7mpBy7KYmpoilUq54crSkKYRblwqjQC5sUquEdZ6PB43vG0EJ/F4nOPHjzM4OOjet7HSrTFO4zHFYrGm1X2pVArTNN1Vi+l0mmg0itfrdVf6Au4KuEKh0LTishHINUKtWq1Gf3+/u+KvERqlUik3fG4Efx6Ph1KpRCwWI5fLua9DPp+no6ODgYEBEomEu5IwHo+7+1j6/JTLZTewCgaDhEIhADckrdfrhMNh9z6NYOp8GnPz+/2X9DWVK5dt28zMzADQ3d3dtDpULp1GqN1YuQy4QXXj97rxYVC5XHZD8qUr9cPhsPshQSNgb3yws3S8xjF+6QrqYrHovraN/380/v/TuN+Zx6fGh4CN1eWN+5fLZfcY0/j/WeNY2vhgp7F9OBxu+nCl8SEDLH67we/3s3379svzIsg5KTgWEREREZGW11gdmslk3JVg8NIKVdM0mZ6eplgsYhgGwWCQdDpNLpdzV3/Nzs4yMzOD1+ulr68PwzCoVqvuyrqpqSmy2Sx9fX2kUilCoZAbBDZWO46NjVEoFNw32Y2wbn5+nmKx6Aa+F8vr9bqrJhsrMhtBcCgUclffJRIJEomE+0a98VV6v99PNBoFFlcKRqNRN1xtvJFv3K8RwsbjcYaGhtxgNRQKuQFE4w18pVKhu7vbDRwcx6Gjo8MNvDs6OtzWBMlk0l3x2VgNG4lEKBQKhEIhtw0B8LJBZztZjYAtkUgse9vlPJdLn3sRaR2Nb2As1VgNfuZ1jdY3gBsgL9X4FoHIpaDgWEREREREmlYkLe1RCC+tGJqcnCQUCrnXL+0FGYlE3J6fc3NzFAoFt29qY6Wr4zgcO3bMDV+j0ag7Ri6XY3Z2lmKxSLFYJBgMul/JNk3TXa17KUUiETdMbXydHnD7TtZqNYLBoLtKqhFQ9/T0kEql6OjoIJFIEIvF3FVTjZWohmG44avf7yedTjM4OOiuKq3Vau6q13q97vZBbTyv53p92j1kbbQLEBERkfag4FhEREREpAU1esFms1n3K/H5fJ5MJkMmkyEYDGJZFhMTE4yPj7t9GhOJBI7juC0Q5ufniUQiJBIJZmZm3L6zmUyG7u5u/H4/c3NzblhbqVQIBALUajU3TIaXTjR1KfX39xOPx92TMPX19bl9Ivv7++ns7HR7jzZ6atq27fba7OrqIhAIkEgk3HA6GAwSjUbdr/E3Who0+lY2+vI22kIs1VjFvPSrwq2i3UNjERERaT+t9xeRiIiIiMgaa6ySbYSl2WzWPSFOqVQil8tRrVYpl8ssLCxQrVaZn5+nu7ub+fl5jh8/7gaehUIB27Ypl8v09/dTq9V47rnnCIfDxGIx/H4/2WyWiYkJ92RfgUCA6enpiwpqBwYG8Pl87kmdGmGr3+93V8g29Pb2Eg6HKZVKlEolHMchlUrR2dlJIpEgk8lgmiZ+v5/e3l56e3vdk101Wjc0+tCGQiE33PX7/e6q2aGhIRKJBNFolEqlQjweZ25uDsdx6Onpuez9MhttHM6lFQNjERERkbWiv4xERERE5IrS6OdaqVQYGxtz+9tOTU0xNjZGd3c3p06dcnvfhsNhxsfHOXr0KL29vU19cAOBgHtis5UKhUIMDw+Ty+XcE7ycOHECx3HIZrP4fD6Gh4fdlaTBYJD169fT09PjnkSmUCi4/WdTqZTb79AwDHp7e0mlUm6LhGAw2PInvIpGo24YrhW0IiIiIq1NwbGIiIiIrCnLsqjX6+5K3lgsxvj4OLFYDMuyqFarzMzMEAwGeeKJJ+jv73f75MZiMarVKqdPn8bn83Hw4EF31ev5eDweDMOgXq8zMDCA1+vF5/ORSqUYGhpidHQU0zSxbZvt27fj8/k4ceIEe/fuJRQKua0f0uk0PT097onYfD4f0WiUYDB41pnRz3Ql9KsVERERkSubgmMRERERuSQsy8KyLMbGxiiVSkxPT/PEE0+wbt06/uVf/oVt27Zx6NAh/H4/tm3z3HPPkU6nyWQyF73P6667jkqlgtfrpbOzk1tuuQXbttmzZw+JRILJyUn27NlDJBIhGo0SCoVIp9PnPPnYpfRy4ys0FhEREZFWp+BYRERERFYkm81y4MABTp06xcGDBzl8+DC1Wo3Dhw9f8H5TU1NuH9zt27ezdetWrr/+eubn59mwYQOxWIypqSk2b97MyZMnGRkZcfvRJhIJIpEI9XrdPSGa3++/7P1xRURERESuFgqORUREROS8LMvi+eef58EHH2RmZoajR49y/Pjxpm02btzI0NAQHR0d3HjjjZRKJbZu3crQ0BAej4d169Zh27ZOPCYiIiIi0kb017uIiIiINCkUCjz++OM89NBDPPjgg+71vb297N27l3e+852Mjo6ybds29yRuL0ehsYiIiIhIe9Ff8CIiInLVKpfL7onNarUaHo+HSqXC2NgY+Xwe0zQxDIN0Os3IyAiRSGStp7xqqtUqzz77LPfffz9PPvkkAMPDw2zbto13v/vdvPWtb8Xr9ao3r4iIiIjIVULBsYiIiLSlcrnMwsICpmmSy+XIZDKcPn0ax3EoFAosLCwwNzfH0aNHMU2Ter0OwPz8vHu5wTAMHMd52X0mk0n6+/vp7+9nYGDAvdz4ORaLrcpjXU2WZfHVr36VT33qUwD09PTw3ve+l1tuuYXt27crKBYRERERuUopOBYREZFXxHEcHMfB4/G41xUKBTKZDAsLC2QyGQKBAKFQCJ/PR61Ww7IsTNPENE2KxSKzs7PkcjnK5TK1Wo1YLEY+n6dSqZDL5SgUCpimydzcHLVarSkIvhCPx0O9XqezsxOAhYUFOjo6GBkZIZlMUigUGBkZYWhoiFgshuM41Go1otEohmFQLpcZGRmhXq8zNTXF+Pg4k5OTjI+P88gjjzA5OUm1WnX3F4vFGBgYoK+vr+nfxuVkMtlSQeyjjz7Kn//5n3Py5EkGBgb43d/9Xd72trc1vZYiIiIiInJ1UnAsIiJylbEsi8nJSQKBAIZhcOLECUqlEtPT03R3d5PL5Th16hSzs7P09PS4AeqRI0col8vU63Wq1SqxWIzDhw+Tz+fdsX0+H36/n3K5/Irm6PV66erqIplMukFvMBgkmUySSqUIh8MEg0FisRjRaJR0Ok0oFCIWixEKhQgEAm746TjOqoW19Xqd+fl5JiYmGB8fZ2Jiwv3vscceY2JiAtM03e0jkYgbJi9drdxYsZxOpy9LsDw5OckHP/hBjhw5wt69e/mTP/kTrrvuulXfr4iIiIiItA8FxyIiImuoEWoubZNQKpUIhUJks1ni8Ther5dSqYTP56NarZLP55mYmCAQCDAzM0OtVqNYLDIxMcHMzAw+n49sNotpmliWRalU4sUXX6RYLNLZ2cnc3NyK5hiNRjFNE9u2CQQCpNNp0uk00WiUDRs2kEwmqVQq9PT0MDQ0RCgUIhQKkU6nmZ2dxev1kkwm6erqIhqNYts2tVoNr9cLgG3bRCIRN/iNRqP4/f5L9hyvZhDr8Xjo6uqiq6uLnTt3nnW74zgsLCycM1h++umn+cY3vkGxWHS3DwaDTWFyb28vsViMnp4eYLGNxCtdDfzAAw9w7733UqlUuOuuu7jrrru0wlhERERERM6i4FhERGSZTNMkEAiQzWbJ5/MEg0GOHDlCIpEgk8ngOA7T09N4vV7m5uYwTROPx0M2m6VSqRCNRpmYmCAYDHLy5EnC4TBHjhwhEAiQyWSAxRW7lmURCATcFgh+v59arbbseXZ1dREMBgFIp9MMDg7S2dlJvV5ncHCQ7u5upqen3VWusLgStlQqsXnzZnp6erAsi2w2S29vLz6f/ly4WI0T66XTabZv337W7Y7jkM/nzwqVJyYm2L9/Pw899BC5XM7d3u/309fXd87Vyv39/XR3d7uB/Jksy+JTn/oUX/3qV3nHO97Bhz70obbsySwiIiIiIpeH3gmKiMgVr1wuY9s2sViM06dPY1kW4XCY/fv34/f7KRaLzMzMEAqFeOaZZ9z+u88//7y7Ota2bSzLIhQKNa0QfTnxeJx8Ps/AwACZTIaRkREqlQqhUIharUYoFGL79u309fVRLpcZHBwkn8/j9XqZnp4mFosxPDzM1NQUjuMwNDSE1+vFMAw2btxIuVxmaGiIcDiMz+cjFou5t79SChVXn2EYJBIJEokEW7duPet227Z58cUXmZ6exjRNJicn3R7Lhw8f5uGHH2ZhYcHd3uv10tfXd1aP5d7eXj796U9z/Phx7r77bu68886W6rUsIiIiIiKtR8GxiIhcdvV6Hdu2sW2bTCbD/Pw8c3NzZLNZDMPAsixgMbjcv38/MzMzlEolDMNgy5YtfOUrXyEajVKtVt2VvIZhUCqVGBoaolKpMDk5STgcxnEcpqam3PEKhcIF55ZMJslms6xbt45EIkG9XudVr3oVxWKR3bt3Uy6XiUQi7qrd9evXMzc3x5YtW5iamuLVr341R44cYevWrWSzWTo7O905rmavXblyRSIRRkZGzruauFwuN61UbqxePn78OD/4wQ/c1iThcJh77rmHt7/97Zf7IYiIiIiISBtScCwiIhdlaeiby+XcfwuFAoVCgXK5TC6XI5/Pk8/nKZfLlEolZmZmsCwL27aXva9169YBEAgEePzxxzFNk0QiwWte8xrGxsYoFAru6tv5+XmSySTXXXcdPp+Pubk5Nm3aREdHB9PT01xzzTXuiuItW7Zw+vRpRkZG6Ovro1arEYvFsG3bbc+wkrC3sWJ09+7dAIRCIQB3LIXGshrC4TDXXHMN11xzzTlvb3yQkkgkSKfTl3l2IiIiIiLSrhQci4hcZSzLwnEct/WCaZpks1lKpRLZbJZcLsf09DTFYpFisej23x0fH2dycpJsNovf76darVIul8+5D6/X67ZMSKVS9Pb2kkgkCIfDJJNJgsEgsViMzs5O+vr68Pv9+P1+4vE4gUCAWCzGzMwMhUKBnTt3ntVjt3HyuKUn9LJtm5mZGYAL9nk906ZNm9zLZwa9oLBX2l8wGGT9+vVrPQ0REREREWkzCo5FRFpYvV6nRzep5AAAIABJREFUUCiQz+cplUqUSiVM0ySfz2OaJgsLC5RKJcrlMrVazd0un89TKBSwbZtcLodpmpimSaVSWdH+g8Gg2381mUyyY8cOEokE3d3dGIZBZ2cnfr+fwcFBNwiORqMEAoFX/NhTqdR5b4tEIq94fBERERERERE5PwXHIiKryLZtt1VDJpNhbm7ObeOQz+eZnp52e/M2Wj00Qt9KpUKpVFrWfnw+H/F4nHg8js/nIxKJkEwmGRgYIBwOYxiGu5o2kUi494HFVbZer5eOjg46OztJpVLEYjHC4XDTil4RERERERERuXooOBYRWcJxHBzHoVar4fF4yGazbjsHy7LI5/Nks1kKhQK5XI5isUi1WsU0TTKZDMVikampKSYnJ6lUKsta4ZtMJkmn06TTacLhMH19faRSKaLRKPF4nHQ67a7i9fl8pFIpd6VvIpHAMAz8fv9leHZERERERERE5Gqh4FhE2t7SE7HV63VmZmYolUoUi0UAyuUyU1NTVKtVdxWvaZrMz89TqVTIZrPU63VM06RQKFzUHOLxOKlUinA4TH9/P4ODg6RSKbq7u0kkEqRSKZLJJLFYjI6ODjckBvXQFREREREREZHWo+BYRNacZVksLCy4K3nz+TxTU1OUy2XK5TKlUolcLkcul2Nubo75+XnK5TLVapVSqYRt28vaT6ONQzQaJRKJkE6n2bp1K47jUKlU8Hg81Go11q1bh8/nIxAIEAqFiEajAITDYRKJBPF4nFgsRjQaJRgM4vf7Ff6KiIiIiIiIyBVFwbGIrJht29RqNWZnZ8nlcti2Tb1eJ5fLUalUCIVCVKtV5ufnqdVqzMzMUK/X3aB3enqaqakpZmdn3VXBF+Lz+UgkEvT29hKNRtm+fTvhcJh0Ok0wGCSZTBIKhUilUvh8PsLhMN3d3YRCIUKhkBvuioiIiIiIiIjI8ig4FrlKOI5DtVqlUCgwPj5OLpfjwIEDLCwsUCwWqVQqlMtlLMtifn7e7eFbKpXcFg+2bZPJZLAsa8X7DwaDeDwet4fvpk2b2Lt3L+FwmGAwSFdXl9vuIZlMkkwmicfjOkGbiIiIiIiIiMgaUHAs0kYa4W8mkyGXy5HP55mdneXUqVPk83lyuRy1Ws3t2zs/P0+1WmV8fHzZ+2i0cejs7CQQCNDV1eX+6/f7CYVCRCIRd4VvJBIhFosBEAqF3BYPgUCAWCyGz+dzrxcRERERERERkfagJEdklZVKJRYWFqhWq5imycjICJOTk9i2zdzcHMVi0T1Zm23b5PN5t89vIwwuFotMTU0xNzd33v14vV5isRher5dUKkUoFGL9+vVEIhH27dtHJBLB4/EQiUTw+XzE43HS6TSDg4MYhkFfXx/BYPAyPjMiIiIiIiIiItKqFByLXIDjONRqNYrFIpOTk2SzWWZnZ5mdncUwDBYWFpidncU0TYrFIplMBsMwKJVKlEol9+RuKxUIBEgmkwQCAVKpFLFYjKGhIfr6+ujq6nJ7+kajUYaGhtygeDmrem3bZmZmBoDu7m68Xu+K5yciIiIiIiIiIlc2Bcdy1bAsC9M0KRQKTE9PMzExweTkJNPT05TLZbeP79zcHBMTE+TzeUzTvOCYHo8Hn89Hd3e325MXYHR0lFAoRCwWY3BwkJ6eHqrVKgcOHOCJJ57gHe94BwMDA/j9fmKxGIlEgkQigWEYRKNR9fQVEREREREREZE1peBY2prjOOTzeWZmZhgbG2NiYoJsNks2m2VqaoqFhQUqlQrz8/NMT0+fdxyv10symSSVSpFOp9m4cSNDQ0Mkk0l8Ph/BYJBUKkVPTw9dXV0Eg0E6OjoIh8MYhrHs+d52222X4mGLiIiIiIiIiIisKgXH0lLq9TpHjx7l2LFjHD9+nFKpxMTEBD6fj0qlwtTUFI7jMDU1RTabveBYwWCQ3t5e+vr6GB0dZWBgAK/XS0dHBz09PQwODtLZ2YnP51txACwiIiIiIiIiInIlU3Asq65er1MoFBgbG2NsbIxTp04xOzvL9PQ0mUzGPQFcpVKhUCg03bfRfzcajbqrgjs6Oli/fj2hUIhUKsXAwADxeJyBgQHC4TC9vb3E43EFwSIiIiIiIiIiIhdJwbFcMo7jMDY2xqFDh3jhhRc4ePCgGxQ7juNuZxiG29O3t7eXrq4uRkZG6O7uJh6PMzMzw3vf+156e3sJBoM4jqOevyIiIiIiIiIiIpeRgmO5KJZlsX//fp5++mmee+45jh07xsmTJ5u22bBhA4ODg2zbto3R0VFGR0cZHBykv7+faDS67H1p5bCIiIiIiIiIiMjlpeBYlm12dpYHH3yQF154gccff5zZ2VlgsY3Eli1b2LdvH+vXr+faa69l3bp1BIPBNZ6xiIiIiIiIiIiIXAwFx3JBs7OzPPDAA3z3u9/lwIEDAPT29vK6172Obdu2cfvtt9PR0bHGsxQREREREREREZFLScGxnMVxHJ566in+8R//ke9+97vU63WuvfZaPvCBD3DbbbcxMDCg9hEiIiIiIiIiIiJXMAXH4qrX63zrW9/ii1/8IgcOHCAcDnPHHXfwS7/0SwwNDa319EREREREREREROQyUXAsADzxxBP85V/+JQcOHGDz5s3cc889vPWtb8XnU4mIiIiIiIiIiIhcbZQKCn/zN3/D/fffz+DgIPfeey/79u1TKwoREREREREREZGrmIJj4fWvfz3r16/ntttuw+/3r/V0REREREREREREZI0pOBZ27NjBjh071noaIiIiIiIiIiIi0iI8az0BEREREREREREREWktCo5FREREREREREREpImCYxERERERERERERFpouD4Aubn57nrrru46667mJ2dXevpiFwSs7Ozqmu5Iqm25UqkupYrkeparlSqbbkSqa7lSqXaXh4FxyIiIiIiIiIiIiLSRMGxiIiIiIiIiIiIiDRRcCwiIiIiIiIiIiIiTRQci4iIiIiIiIiIiEgTBcciIiIiIiIiIiIi0kTBsYiIiIiIiIiIiIg0UXAsIiIiIiIiIiIiIk0UHIuIiIiIiIiIiIhIEwXHIiIiIiIiIiIiItJEwbGIiIiIiIiIiIiINFFw3Gbuvvtu7r777rWeRpNWm1OrzQdac06tptWeo1abD7TenFptPq2oFZ+jVptTq80HWnNOraQVn59Wm1OrzQdac06tptWeo1abD7TenFptPq2oFZ+jVptTq80HWnNOrabVnqNWmw+03pxabT6yPAqORURERERERERERKSJgmMRERERERERERERaaLgWERERERERERERESaKDgWERERERERERERkSYKjkVERERERERERESkiYJjEREREREREREREWmi4FhEREREREREREREmig4FhEREREREREREZEmvrWeQKuxbdu9vLCw4F6en5/H6/WuxZSaWJYFwOzs7BrP5CWtNqdWmw+01pzm5+ebLrdCXUNrPUfQevOB1ptTq82nFWu71Z4jaL05tdp8oLXmpLpenlabU6vNB1prTq1Y19BazxG03nyg9ebUavNpxdputecIWm9OrTYfaK05tWJdQ2s9R9B684HWm1OrzafVanvpfJZmk2vNcBzHWetJtJJDhw7xoQ99aK2nISIiIiIiIiIiIleZz3zmM2zevHmtpwGoVYWIiIiIiIiIiIiInEErjs9QrVY5ceIEAMlkcs2XqouIiIiIiIiIiMiVy7ZtstksACMjIwQCgTWe0SIFxyIiIiIiIiIiIiLSRK0qRERERERERERERKSJgmMRERERERERERERaaLgWERERERERERERESaKDgWERERERERERERkSYKjkVERERERERERESkiYJjEREREREREREREWmi4FhEREREREREREREmig4FhEREREREREREZEmCo5FREREREREREREpIlvtXeQz+c5fPgwhw8f5siRI0xPT5PL5cjlcgDEYjHWr1/Pzp07ueWWW+js7FzR+LVajUceeYTvfe97nDx5koWFBWKxGL29vdxwww3ceuutJJPJlx3noYce4i/+4i9WtO/f+I3f4N3vfvdlnedqjynLs1p1bds2J0+edMc9fPgwJ06cwLIsAHbs2MEnP/nJi5pzu9Sg6npttUtt65gtK7FadT01NcUzzzzD/v37OXHiBDMzM5imSTgcpquriy1btrBv3z527ty54jm3Sw2qrtdOu9S1jteyUqtR2+3ynrQdx5TlaZe61jFbVmq1j6/nct999/HAAw+4P/f09PD5z39+2fdvlzpsldo2HMdxVnMHH/vYx3jiiSeWta3P5+NXf/VX+bVf+zU8npdfDH3q1Cnuvfdejh07dt5tUqkUf/iHf8hrXvOaC461mgfISznP1RxTlm816vqHP/whn/nMZ6hUKufd5mKD43apQdX12muX2tYxW1biUtf10aNH+exnP8uhQ4eWNebOnTv54Ac/SE9Pz7K2b5caVF2vrXapax2vZaVW42+RdnlP2m5jyvK1S13rmC0rtZrH13M5dOgQf/RHf0S9XnevW0lw3C512Eq17b3nnnvuWc0dPPzww4yPjwOLD2rjxo1ce+21bNu2jXXr1hEMBslkMjiOQ71eZ//+/UxPT3PDDTdccNzZ2Vk+8pGPuGMbhsGOHTvYtWsXXV1dzMzMYNs2pmny/e9/n23bttHX13fe8Y4dO8Zjjz0GwNDQEDfffDObN2++4H+vetWr6O/vv6zzXK0xZWVWo64PHjzI97///Qvut6enh9tuu21Fc22XGlRdt4Z2qW0ds2UlLnVd79+/n69//etN1w0ODrJjxw6uvfZa+vv7KZVKlEolAKanp3n00Ue54YYbiMViF5xru9Sg6nrttUtd63gtK7Uaf4u0y3vSdhpTVqZd6lrHbFmp1Tq+notlWXz84x8nk8k0XR+NRvnFX/zFl71/u9Rhq9X2qreq2LlzJ6973evYtWvXeR9IJpPhc5/7HI8++igA3/72t9m7dy833XTTece99957mZ+fBxYDh49+9KNs2LDBvT2bzfLpT3+aZ599Fsuy+NSnPsXnPve5l33DBrB582be9773reRhXtZ5ruZjl+VZrbqGxYPtpk2b3P+efvrppq9hrFS71KDqujW0U2036JgtL2e16rq/v583v/nNvOlNbzrra3f1ep2HHnqIz33uc1QqFebn57n33nv59Kc/jWEY5x2zXWpQdb322qmuG3S8luVYjdpup/ek7TKmrEw71XWDjtmyHKtdh0t95Stf4cSJEwDs27ePhx9+eEX3b5c6bLXaXvUVx9u2bWPjxo0XfADhcJibbrrJ/eQBoFAocMstt5xz+yeeeIJ/+qd/AhaXun/iE59oehIBQqEQN954I4888giFQoFqtYrH42HXrl3nHHPpJ2sbNmy4qE8/Lsc8V2NMWbnVqOt0Os3b3/52fvM3f9PtHTgwMMDBgwfZv38/sPJVme1Sg6rr1tEuta1jtqzEpa7rXC7Hjh07+P3f/3127NhBJBI5axvDMBgdHWV4eJhHHnkEgLm5ObZu3XreVTntUoOq69bQLnWt47Ws1Gr8LdIu70nbZUxZuXapax2zZaVWow7PpdG6oV6v88Y3vpHdu3e7tbqcFcftUoetWNsX11RkFRiG0RQaHD169Lzb/uu//qt7+dZbb2VkZOSc24VCId7znve4P//bv/0btm2/8sku02rMs10euyxaSV2n0+ll979crnapQdV1+1nr2l4Nqm1Zbl3v3LmT2267Da/X+7Jj3nDDDWzevNn9+cc//vF5t22XGlRdt5e1ruvVoLoWWNnfIqsxZrvUoWq7vax1Xa8G1bXAK6tDx3H4q7/6K2q1GrFYjN/+7d9e8f7bpQ5bsbZbJjiGxa8xN5TL5XNuUy6XefbZZ92fX26F2k033UQ4HAYWz/bYWN222lZjnu3y2KXZcup6NbRLDaqu29da1fZqUG1Lw2rU9bZt29zLjVUWZ2qXGlRdt6e1quvVoLqWpVajttfqPWm7jCmrb63qejWormWpi63Db3zjGzz//PMA3HnnnU3jLEe71GGr1nZLBcenTp1yL59vddrzzz9PrVYDFhP2TZs2XXBMv9/Pli1b3J9/8pOfXIKZvrzVmGe7PHZptpy6Xg3tUoOq6/a1VrW9GlTb0rAadb209+vSM0Av1S41qLpuT2tV16tBdS1LrUZtr9V70nYZU1bfWtX1alBdy1IXU4ezs7P83d/9HQDXXnstt99++4r32y512Kq13TLB8dzcHF/96lfdn2+88cZzbjc2NuZeXr9+/bK+Tjc6OupeXlqo51MsFnnkkUf40pe+xH333ceXvvQlvvnNby7rvqs5z8vx2OXSWm5dr4Z2qUHVdXtay9o+k47ZcqmsVl03TuIB0NXVdc5t2qUGVdftZy3r+kw6XsultBq1vZbvSdtlTFlda1nXZ9IxWy6li63Dz372s5TLZXw+H+9///uXdTLeM7VLHbZqbftWZdRlqlQqTE1N8eSTT/LP//zPLCwsADA4OMiv/MqvnPM+S5/I5X5C0d3dfc77n89jjz3mNtk+08jICO9617u4+eabLzjGaszzcjx2eeUupq5XQ7vUoOq6fbRKbZ9Jx2x5JVa7rmdmZpo+/d+9e/c5t2uXGlRdt4dWqesz6Xgtr9Rq1HarvCdtlzHl0muVuj6TjtnySr3SOvze977nnkfhl3/5lxkeHr6oebRLHbZqbV/W4Pi5557jIx/5yAW32bNnDx/+8IeJRqPnvD2fz7uXl9vXJJ1Ou5cLhcKy7nM+J06c4M/+7M948skn+cAHPnDeTwBWY55r/djl3C5FXa+GdqlB1XXratXaXgkds+VMl7uu77//fvdr/N3d3ezdu/ec27VLDaquW1Or1vVK6Hgt57Iatd2q70nbZUx55Vq1rldCx2w5l0tZh7lcjvvuuw+AgYEB3v3ud1/0vNqlDlu1ttd0xfFS0WiU973vfbzxjW+84HamabqXA4HAssZeut3S+5+pt7eXm2++md27dzM8PEw8Hse2baanp3nqqad44IEHmJmZAeBb3/oWgUCAu++++7LNczUfu6yO5db1amiXGlRdt6f/v717D46qvP84/knIhVyWSBISQwiIwAAmoUgJCP5QCFGhGakDtdZ6HaW1U9siIlJbEdBRrAVb7XhjQKuMtt6YqlVUCIg0IBU1xoKJQbmENBAkJCH36+8PJqd7kiXZk+zJ7onv14wz+2zOec6z2Y/P7H558hx/ZrsdczZ8zde5zsnJ0a5du4z2jTfeqNDQUI/HOiWD5Np5/JnrdszXsIMdn0X8+Z3UKX3CXv7MdTvmbNjBag7Xr19vrFC+/fbbu/2s0RWn5DBQs92nheO4uDhlZ2dLktra2lRXV6eSkhJ9/fXXqqmp0dq1a7Vlyxb98pe/VHJyssc+GhsbjcchId4N3z1gDQ0NHo+56KKLlJmZqeBg87bPoaGhGj58uIYPH67LL79ca9asMZbKb968WZdeeqlSU1P7ZJx2vXb0ji9ybQenZJBcB65AzbbEnI2e66tcFxUV6cknnzTaM2bM6PKDslMySK4DU6DmWmK+Ru/Yke1A/U7qlD7Re4Gaa4k5G73jqxx++umn2r59uyQpMzNTEyZM6NW4nJLDQM12nxaOzz33XP3iF7/o9PzJkye1ceNG5eTkKD8/X3fddZceeughjRw5stOx7tX05uZmr67bfldCSQoPD/d4THR0dLf9REZGatmyZVq0aJFKSkokSa+99prHCdKOcdr12tE7vsi1HZySQXIduAI12xJzNnquL3J97NgxPfDAA8aHv/POO0+33357l+c4JYPkOjAFaq4l5mv0jh3ZDtTvpE7pE70XqLmWmLPRO77IYX19vZ544glJksvl0i233NLrcTklh4Ga7eDuD7FfXFyc7rjjDl155ZWSzuzL8cc//lEtLS2djh04cKDx2L0a3xX349zP74nw8HAtWLDAaH/xxRemN8rTdXw1Tn+/dlhjJdd2cEoGybXz+DvbVjBnw1u+ynV5ebnuu+8+nTp1StKZD9CrVq3qdh83p2SQXDuLv3NtBfM1rLDjs4i/v5M6pU/Yx9+5toI5G1ZYyeHGjRtVVlYmSbr11lsVExPT6+s7JYeBmu2AKBy3u/HGGxUZGSlJKi4u1ieffNLpGJfLZTxu3++kO+0fciXv/gWtO9/73veMxw0NDUao3dkxzkB47bDOm1zbwSkZJNfO5a9sW8WcDSt6k+uqqiotX75cpaWlkqTY2Fg98MADio2N7fZcp2SQXDuTv3JtFfM1rLLjs4i/vpM6pU/Yz1+5too5G1Z1l8MDBw7on//8pyRpwoQJmj17tk+u65QcBmq2A6pwPHDgQI0bN85of/nll52OGTZsmPHY08TkSfvG7R3P7yn3uxZK5jsferqOr8YZCK8d1nmTazs4JYPk2rn8lW2rmLNhRU9zXVtbqxUrVujIkSOSznzwu//++3Xuued6db5TMkiunclfubaK+RpW2fFZxF/fSZ3SJ+znr1xbxZwNq7rL4aFDh9Ta2irpzHt21113nfW/l19+2TivvLzc9LP2/bfbOSWHgZrtPt3j2BvuFfLuJp7Dhw+rpaVFAwYM6LLPr7/+2nickpLS6zF23HDa0z4idowzEF47eqa7XNvBKRkk187mj2xbxZwNq6zmur6+XitXrtSBAwckndn77/7779eIESO8vqZTMkiuncsfubaK+Ro9YcdnEX98J3VKn+gb/si1VczZ6Alvc1haWmr8tVN3mpubVVhYaLQrKytNP3dKDgM12wG14ljqfpn1+PHjjbsG1tfXq6ioqMv+mpqaTAHq7d0YJfMbI8njn+rZMc5AeO3oGX/8aYxTMkiunc0Jf/bFnA2rrOS6sbFRDzzwgLFiIjw8XCtWrNDo0aMtXdMpGSTXzuWPXFvFfI2esOOziD++kzqlT/QNf+TaKuZs9AS1kb7t0xcCqnBcVVWlgoICo+2pWh4REWHaSycnJ6fLPnft2qW6ujpJZ0KZlpbW63Fu3brVNEZPm3XbMc5AeO2wzptc28EpGSTXzuWvbFvFnA0rrOS6ublZq1evVn5+viQpNDRU9957ry644ALL13VKBsm1M/kr11YxX8MqOz6L+Os7qVP6hP38lWurmLNhVXc5zMrK0ltvveXVf4sWLTLOS0hIMP0sKyvL1K9Tchio2ba1cGzlzx/a2tr0zDPPGHfiDA0NVUZGhsdjf/CDHxiPt27dqsOHD3s8rr6+Xi+++KLRnjNnjsdl3u2/aG/s3r1bO3bsMNozZ84867G+HqddfcIau3JtB6dkkFwHBqdkmzkbVtiV65aWFq1Zs0Z79+6VJA0YMEDLli3TxIkTezxWp2SQXPufU3LNfA2r7Mi2U76TOqlPWOOUXDNnwyqnfH+UnJPDQMy2rYXjbdu2afHixdq2bZtqa2vPetzBgwe1cuVKffjhh8Zz8+fP16BBgzwen5GRodTUVElnVkXcf//9OnTokOmYqqoqPfjgg8aeKC6XSwsWLPDYX25urpYsWaLt27efdZy1tbX6+9//rj/84Q9qa2uTJMXHx2vevHlnfV2+HqddfcIau3JtB6dkkFwHBqdkmzkbVtiR67a2Nv3lL39Rbm6uJCk4OFh33nmnpk6d2quxOiWD5Nr/nJJr5mtYZUe2nfKd1El9whqn5Jo5G1Y55fuj5JwcBmK2g9ra/2+3wRtvvKH169dLOrNiYdiwYUpOTlZ0dLSCgoJUVVWlQ4cOddrwevr06br77ru7rJZ/++23WrJkicrLyyWd+XCblpamxMREVVVVKS8vz9isfcCAAVq1apVpybe7rVu36rHHHpMkhYSEmMbZ0tKiEydOqKCgwLT5e3R0tB5++OFubxDiy3Ha2Se8Z2euV65cabyv7U6dOqWKigpJZ+5CmpSU1Om8FStWKC4uzmOfTskgufY/p2SbORtW2JHrt99+W08//bTRHjp0qC688EKvxuNyuXTddded9edOySC59i+n5Jr5GlbZkW2nfCd1Wp/wnlNyzZwNq+ycX7vjnteEhARt2LCh23OcksNAy7atheN33nlHTz31lNfHR0RE6Kc//amuvPJKrwJUXFysNWvW6JtvvjnrMTExMVq0aFGXS+DdA+eNCRMmaNGiRUpISPDqeF+N0+4+4R07c33rrbeqrKzM8pjWr1+vxMTEs/7cKRkk1/7llGwzZ8MKO3L90ksv6W9/+1uPxuPNB1unZJBc+49Tcs18DavsyLZTvpM6sU94xym5Zs6GVXbPr13pSeFYck4OAynbthaOJamkpER5eXn66quvdOTIEZ04cUI1NTWSzoQmNjZWI0eO1MSJEzV9+nRFRERY6r+pqUk7d+7Ujh07dOTIEVVUVCg6OlqJiYmaNm2asrKyPG7S3rGPoqIiFRQUqKCgQMeOHdPp06dVVVWltrY2RUVFKSkpSWPHjtUll1yiMWPGWP49+GKcfdEnvGNXru0qHEvOySC59i8nZJs5G1b5Otd2F44l52SQXPuPE3LNfI2esOOziBO+kzq1T3jHCblmzkZP2D2/nk1PC8eSc3IYKNm2vXAMAAAAAAAAAHAWW2+OBwAAAAAAAABwHgrHAAAAAAAAAAATCscAAAAAAAAAABMKxwAAAAAAAAAAEwrHAAAAAAAAAAATCscAAAAAAAAAABMKxwAAAAAAAAAAEwrHAAAAAAAAAAATCscAAAAAAAAAABMKxwAAAAAAAAAAEwrHAAAAAAAAAAATCscAAAAAAAAAABMKxwAAAAAAAAAAEwrHAAAAAAAAAAATCscAAAAAAAAAABMKxwAAAAAAAAAAEwrHAAAAAAAAAACTEH8PAAAAAP6xdu1affDBB0b7ueeeU3x8vP8G9B3z+eef695775UkRUVF6ZlnnlFMTIyfR9U//ec//9E999wjSYqIiNBTTz2luLg4P48KAAAgsFE4BgAACADHjx/XwoULbb9OZmamFi9ebPt10LUi0DjrAAASVUlEQVSmpiY99dRTRvvqq6/usmicl5en5cuXd3o+PDxcL7zwgiIjI3s0jqVLl6qgoKDT89dff72uueYar8eTlJSkdevWdXmtm2+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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 401, "width": 711 } }, "output_type": "display_data" } ], "source": [ "KeplerCBVCorrector(lcf).plot_cbvs([1,2,3,4,5,6,7,8]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We probably don't want to correct all these trends out of Tabby's star. Let's pick just the first 5." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "corr_lc = KeplerCBVCorrector(lcf).correct(cbvs=[1,2,3,4,5])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KeplerLightCurve(ID: 8462852)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "corr_lc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot the two light curves on the same plot window to see the difference." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 368, "width": 745 } }, "output_type": "display_data" } ], "source": [ "ax = lc.plot(color='C3', label='SAP Flux', linestyle='-')\n", "corr_lc.plot(ax=ax, color='C2', label='CBV Corrected SAP Flux', linestyle='-');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now the CBVs have been corrected only the astrophysical variability is left, the variability from spacecraft heating has been removed." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }