{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Time-lagged conversion rates and cure models\n", "\n", "Suppose in our population we have a subpopulation that will never experience the event of interest. Or, for some subjects the event will occur so far in the future that it's essentially at time infinity. The survival function should not asymptically approach zero, but _some positive value_. Models that describe this are sometimes called cure models or time-lagged conversion models. \n", "\n", "There's a serious fault in using parametric models for these types of problems that non-parametric models don't have. The most common parametric models like Weibull, Log-Normal, etc. all have strictly increasing cumulative hazard functions, which means the corresponding survival function will always converge to 0. \n", "\n", "Let's look at an example of this problem. Below I generated some data that has individuals who _will not experience the event_, not matter how long we wait." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "%config InlineBackend.figure_format = 'retina'\n", "\n", "from matplotlib import pyplot as plt\n", "import autograd.numpy as np\n", "from autograd.scipy.special import expit, logit\n", "import pandas as pd\n", "plt.style.use('bmh')\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "N = 200\n", "U = np.random.rand(N)\n", "T = -(logit(-np.log(U) / 0.5) - np.random.exponential(2, N) - 6.00) / 0.50\n", "\n", "E = ~np.isnan(T)\n", "T[np.isnan(T)] = 50" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 264, "width": 486 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from lifelines import KaplanMeierFitter\n", "kmf = KaplanMeierFitter().fit(T, E)\n", "kmf.plot(figsize=(8,4))\n", "plt.ylim(0, 1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It should be clear that there is an asymptote at around 0.6. The non-parametric model will always show this. If this is true, then the cumulative hazard function should have a horizontal asymptote as well. Let's use the Nelson-Aalen model to see this. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 260, "width": 486 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from lifelines import NelsonAalenFitter\n", "\n", "naf = NelsonAalenFitter().fit(T, E)\n", "naf.plot(figsize=(8,4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "_However_, when we try a parametric model, we will see that it won't extrapolate very well. Let's use the flexible two parameter LogLogisticFitter model. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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B/QFs2bKFhISEwM+zzz4L1F7TpLy8nIULFzJ69GjS09NJS0tj6NChzJ07l7NnzzboWLndbhYvXsxNN91Eeno6nTt3ZuTIkbz66qshU6jWrl3LTTfdRJ8+fUhJSeHSSy9lwoQJLF68OKj9W7ZsAQj6jBMnTqz1GFY+3h9//DHjx48nLS2NzMxMZs6cSXFxMQB79uxh6tSpZGRkkJaWxvTp0zl+/Hi1tu7atYu5c+dy9dVX0717d1JTU7n88st59NFHKSoqCtp24sSJzJrl+1Jk1qxZQe2uvG//8RozZkxYx0u0P+Fcg4mGq+948tVXX3HnnXfKeBJB44n//NirVy8ZT1pgPFG9Xkr2Hqrxx18fCyBTMYe9X9FypF9EKJG0amGTcTqrpwjWJNGix2rQYtJpOVfm5LTNQaxJx4zBKZwqdbLh8Hm+OV29jtCpUidv7DxF13gT4y9JpHtC6P/BNIpCtFFHtFGHx6tic3oosrs5a3NiNWiJMenQFzrQOTyYPV70tdTTaqimTk2sTBdtDXu21rFjx+jatWuTt0E0nPRJ81uyZAkPP/wwVquVSZMm0bFjR3Jycli4cCHZ2dlkZ2cTGxsb2P7zzz/nlltuwePxMGHCBDIyMti3bx833ngjV199daPbs27dOn7+85+jqiqTJk0iLS2NXbt28frrr7N27VrWrFkT9Ddx6NAhxo0bR1FREddffz19+/bl6NGj3HnnnYwZMybs9505cybvvfceffr04bbbbsNsNnP69Gm2bdvGxo0bGTVqFP3792fOnDnMnz+ftLQ0pk2bFnj9iBEjat1/UVERkyZNYu/evWRmZjJ9+nQMBgNHjx4lKyuLCRMmkJSUVK9j5XK5mDZtGps2baJHjx5MmTIFo9FITk4Ov/vd79i5cyeLFi0KbL9kyRJ++9vfkpyczNixY0lMTCQ/P599+/aRlZXF3XffTWxsLHPmzGH58uXk5uYyZ86cwOvDrUeTnZ3NunXrGDt2LL/4xS/Yvn17YH+PPfYYkydP5sorr+SOO+5g3759ZGdnc/ToUXJycoJmACxdupSPPvqIYcOGMXLkSLxeL7t37+af//wnGzZsYP369URHRwMwbdo0YmNjWbNmDePHj6dfv36B/fj/fisfr8zMzDqPl2if6nMNJupHxhOftj6e+M+POp2OrVu3ynjSQuNJOBkk+aqTjopkK0Qa6RcRSrsMZLlcrnptb9Jp6NnBTJRRi0GnId/mpNzlJNlqYMbgVE6VONhwuJBvTtuqzZ06VmjnpW0n6N3Rwg2XJNIppublQbUahViTL63Q7VEpdfoCWppSOwabk7LzFUQZtUQbdVgNWjRNND2/rtTEcFMPQ/EXRwzFH+DyT+fNVctJKHdLPa0Ikpub2ySBrOtfa1urH/7nVz9pkffJzc1l7ty5WK1WNmzYEJTCMHv2bF5//XUef/xx/vrXvwK+Ism/+c1vcDgc/Pvf/w66sH/jjTd4+OGHG9Uem83G//zP/+B2u1m1ahVXXXVV4LmFCxcyb948HnroIVauXBl4fM6cORQVFfHcc8/xy1/+MvD4+vXrue2228J635KSElauXMmgQYNYv349Wq026Hl/gdr+/fvTv39/5s+fT3p6OnPnzg37sz3yyCPs3buXu+66iwULFgRdYNtstgbNBnr++efZtGkT99xzD7///e+Ji4sDfAV6H3zwQZYtW8akSZMYP348AG+++SYGg4HNmzfTsWPHoH0VFPi+SIiNjWXu3Lls2bIl8PdRX2vXruWDDz5g+PDhgO/v5pZbbuHTTz/ltttu44UXXuDWW28NbP/rX/+aZcuWkZ2dHWgrwEMPPcSCBQuq9cdbb73FAw88wOuvv84DDzwAECjG67/xCFWct/LxevrppwP7rel4ifapvtdgVcl4ElpjxpMlS5YwadKkwPYyntSuuccT//mxtLQUi8Ui40kEjSfncNMRCZhEGukXEUq7TC1sCI2i0CnGSK8OFtLiTFj0WvJK7JQ7PaTGGLlzcAq/vTqNgalRIbN0D+SX89ecXLJ2naagvO6LOJ1WId6sJz3ORIxRh9erkl/m5ESxg+OFdo4WVpBvc+Jwt91UDP9sLf8P+Ja5FeLH4p133sHpdHLPPfdUq8Px6KOPEhUVxTvvvIPD4QBg+/btHDlyhKuuuqrat9M///nP6dmzZ6Pas3btWgoLC5k8eXLQTQf4vuFOT0/nk08+IS8vD4C8vDw2b95M9+7d+cUvfhG0/ZgxYxg5cmTY762qKgaDIWRNEH/6R0Pl5+fz/vvvk5KSwp///Odq7xEVFVXvYr5er5dXX32V5ORknnrqqaCLc61Wy5NPPomiKLz77rtBr9PpdOj1+mr7S0wMP8W7LrfcckvgpgN8dVb8N4F9+vQJuukAmDp1KgDffPNN0ONpaWnVbjoA7rjjDqKjo9m0aVPYbWro8RJChKeh48nVV1/NtddeG7S9jCc1k/Gk/Ywnngo7bpuszi1Ee9UuZ2Q1RoxJxyUdLVj0DvLLNJwudRLt9pJg1pESbeSOn6RwqoeD7EMF7DsbXBReBb4+aWP3KRtXpsdyXc94Yox1H2KjToPGqCUuykCFy0up002RXaVY78ZSoSXqQgpilFGL0gLF7kLN0DImJdL1vqnEDuwT9n6qztY6ofqOl3+Glqx2KNq73bt3A4RM4YiLi2PAgAF8/vnnfPfdd/Tr1489e/YAcMUVV1TbXqPRcMUVV3D48OFmaY9Op2PYsGEcP36cPXv20KVLF/bu3RtoT6gbhiuvvJJPP/20zveNiYlh3LhxZGdnc8011zBx4kSuuuoqLrvssiapp/P111/j9Xq56qqrsFpD1zesr8OHD1NYWEiPHj147rnncDqd1RZHMJvNHDp0MbV6ypQpPPbYY1x11VVMnjyZ4cOHM3ToUDp06NAkbfIbNGhQtcdSUlIAqtVBAd/KXAAnT54MetzlcrFkyRJWrlzJwYMHKSkpCZppcOrUqbDbVPV4hVL1eImmoyhKFy6u+JyIb8XnD2jAis+KogzGt9L0NUBHoAg4ACxWVXVpU7ZbhK+h48nQoUOrbS/jSc1aYjzxqzyuyHhyUVONJ6rHg6fCgdflDqqDJYRoH9plIMtsblxBOL1WQ0aCCatBi0Gr4XSpg5MlTpKjDOi0CqkxRu66vBM/nK9g7cECfii0B73eq8Lnx4r5Mq+EUd3jGdk9DkMYta8URcFi0GIxaHF7VcqcHs6VOSmxayiqcAdqasUYteiaoZZWbRxnCzi26O1GrZ6YcqqEkvN5gX+Hu9qhaD6hLmBE0yktLQUgOTk55PP+x/1FVf3Fejt16hRy+/rW5KjKv3//RWq47ama1tCQ9ixevJiFCxfy3nvvBQrtmkwmJk2axJ///OdGfTZ/e/0X2E3Bn57y/fffM3/+/Bq3Kyu7+G3vzJkzSUxMZPHixbzyyissWrQIRVEYPnw48+bN4yc/aZoUpFCzAXQ6XZ3Pud3uoMfvvvtuVq9eTbdu3bjhhhtITk4O3FQtWrQoMLMjHA05XqJpKIrSA/gcSAI+xBd0GgI8AIxTFGW4qqphFclUFGUWsBAoBD4CTgAJQD9gPFBnIKux12AitIaOJ0lJSSEDPDKehCbjSfsbTzR6Xa2lUCrrhims7UTLkn4RobTLQFZTUBSF5GgDVoMGg04h3+Yir8ROktWAxeCb4pqRYOb+KztzIL+cNQcLOF0aXODU6VH5z3fn+SK3mHG9EhncOTrsule6C/W0YozawCytYoebIrsbq0FDtFFHjFGHxaCBRs7SMiYlhlUIvrHF4k2pSZg7+S54qtbPCkVmbLUdLVUjpK3xFzY9e/YsffpUn8145swZ4OLFon/7/Pz8kPtr6EpJfv738b9vS7bHbDYzd+5c5s6dS15eHlu3biUrK4t33nmH48ePs2bNmrD3VZW/OGx9vvGti/8YTJgwgaVLl+LxeEKmTVQ1depUpk6dSnFxMdu3b2f16tUsW7aMKVOm8MUXXzT5t+kN9fXXX7N69WpGjhzJu+++G7g5AV9ax4svvliv/VU9XqJF/RNfEOs3qqoGOk5RlP8HPAQ8BdxX104URbke+BuwHpiiqmppleer5zg1AxlPQmvoeFLTeVrGk9BaYjzxq2tckfFExhMhRM3aZY2sioqKJttXlFFHrw4W0uNMpEQbOVvmoqDchar6yr4rikKfJCsPjUhj6sBk4s3VY4PFdg//3nOWhVtyOXyuvNrztfHP0upoNRBv0uPxqpwpdZFX7OBYkZ3jRQ6K7S68atUy9OHret9UjEnh5dvvuGVWtZ899z9O8e79db72KBdnrlWtnxXqR+ppNb9du3a1dhPatQEDBgCEXN68uLiYb775BpPJFKh34t/+888/r7a91+tlx44dTdIe/1LdlbndbrZu3QpcTCfo378/ADt27AhZ3Hbbtm0NakeXLl249dZbee+99+jevTvbtm0LfAMLvrQXj8cT9v4GDx6MRqNh69atTTbjp1evXsTGxvLll1/icrkoL6/fuTs2NpYxY8awcOFCpk2bRmFhYVC/Vi5c2xqOHDkCwA033BB00wGwc+fOkONobW2uerxEy7gwG+t64CjwjypPPw6UAXcqihJOXs0CoAKYXjWIBaCqalgd25TXYOKiho4nX3zxRbXzl4wnNWuJ8cQv3HHlxzSeeCrsdO/UmdiYWHZs305FYRFuW1mDfhqi8r2KiBzSLyKUdhnIamr+VMNu8WbS40w43F5Oljhxey4GjzSKwmWdo5kzsis3XtoBi776oT1Z4uTl7Sd5/cuTnLHVf3lqg04hzqwjOUqPTgOF5S5Oljg4XmTnWGEFBeUu3J76F4f3r2p4xXt/r/YTDn/aYX1YunYmpl+vGn/8CrZ8RcGWryjd/3299i9EJPjZz36GXq/n1VdfDVzo+T399NOUlpZy6623YjT6VjsdOnQoGRkZbN26lfXr1wdt/+abbzaqngnA+PHjiY+P57333qt2E/PSSy9x7NgxRo4cSZcuXQDfDcKIESM4cuQIS5YsCdp+w4YNYdUzATh37hz79u2r9nhZWRllZWXVCtomJCRw4sSJsD9Xhw4duPnmmzl9+jR//OMfq90k2Wy2QFpLuHQ6Hffccw+nT59m7ty52O3VL6JOnz7NgQMHAv/+7LPPAl9yVHbu3DkgOOUqPj4eIFAIuaX5l2avelOcn58ftIR7Zf4iyqHaXPV4hbpxqXq8RJPwV/H+j6qqQX/4F4JRWwALcGVtO1EUpR8wAPgPcF5RlGsVRZmtKMrDiqJcpyiKXC+2soaOJ5999hkff/xx0PYyntSsJcaTcM6PP9bxRPV4UFwefnnHnZw5e5bf/+FRbIXFeCocQT8nj+Wy75u91R6v+qOEqMcmhGgfJLUwTJVTDY06DWdtTl+qYZQBi/7itGCdRmFEtzgu6xzNxu8LyTlaRNXY0v6z5RzMP87QtBiuz0ykvnP1NRqFaKOOKIOK3e2rpVXq8FBs91Bo0BJl0hJn0mPSNf7k3VJph1X5Z2z5ST0tEYlmzpxZ43MLFiwgPT2dp59+mkceeYRRo0Zx00030aFDB7Zs2cKOHTvIzMzkT3/6U+A1Go2GhQsXcuutt3L77bczceJEMjIy+Pbbb/nkk0/46U9/yoYNG0IWygV47LHHiIqKCvnc73//e7p06cKLL77IXXfdxcSJE7nxxhvp0qULu3bt4uOPPyY5OZkXXngh6HXz58/nhhtuYPbs2axfv56+ffty9OhRVq1axfjx41mzZk2N7fE7deoUI0eO5NJLL6Vv37507tyZ0tJS1q1bx5kzZ7j33nsDaScA11xzDStXrmTatGkMGDAAvV7PsGHDGDZsWI3vMX/+fPbv388bb7xBTk4Oo0ePxmAwcOzYMTZt2kRWVhYjRoyotZ1VPfLII3z77be88cYbrF27lpEjR5Kamkp+fj5Hjhzhiy++4NFHH6V3794A3HnnnVitVi6//HLS09NRVZVt27bx1VdfMWjQIEaNGhXY98iRI/nwww+ZMWMGY8aMwWQykZaWFvYS9I01ePBghg4dyurVqxk7dixXXnkl+fn5bNiwgZ49e4asD3PFFVdgsVhYtGgRhYWFgTo09957LzExMUHHy1+IubbjJZrEJcsdwlcAACAASURBVBd+11T1+Dt8M7Z6ARtr2Y9/hYmzwCf4Cr1X9o2iKDerqtq46IeoUXOOJ7/61a9kPImg8cR/fkxMTKS4uFjGk0rjyS+n345Vb2T2w79l/3cHWfp2Fus/2cSIYcNJTUnhXME5jvzwA9u//JL/fWQOl/bv1yKfUQgRedplICvUUrVNJcqoo1dHLSadhrM2hTM2JzFGHfFmHUql+ldmvZYJvTswLD2WtQcL2HXKFrQfrwpbj5fw9Ukbo006BkO9A1qKomDWK5j1GpweX0DrjM1BiUNL8YXi8HFmHVEGLQ2to9X1vqkcW/R2WIGqulY77FCPP7fKRRnDqacFUlOrIdLS0lq7CW3a8uXLa3zu6aefBnwFUDMyMvj73//OqlWrqKiooHPnzvz617/mt7/9baAeh9+IESNYuXIl8+fPD8zKuuyyy/jwww9ZsWIFQNBFemWrVq2qsT333XcfXbp0Yfz48axdu5YXXniBTZs2UVJSQlJSEnfddRezZ8+udsHZu3dv1q1bx5NPPsnmzZv57LPPuPTSS3nrrbc4ePAga9asqbE9funp6cydO5ctW7aQk5NDQUEB8fHx9OzZk8cff5ybb745aPtnnnkGRVHYvHkz69evx+v1MmfOnFpvPOLi4sjOzmbRokW8//77LF26FK1WS6dOnbj99tu55JJLanxtTfR6Pf/617945513WLZsGevWraOsrIwOHTqQnp7O//7v/zJlypTA9o8//jibNm1iz549bNiwAaPRSFpaGn/605+46667gsamO++8k9zcXFauXMnf/vY33G43w4cPb7EbD61WS1ZWFk899RTr16/nlVdeITU1lTvvvJOHH36Yq666qtpr4uLiWLJkCfPnz2f58uWBtJuf/exnxMTEBB2v5cuX13m8RJPwn0BqysX3Px5Xx3781bHvxlfg/b+AHCAZ+CNwB/CRoij9VVWtdUp5Xl4ejzzySMjnqs4MEhc113iyatUqnnzySRlPImg8Cef82NbGk7cWv87Tf3mWjR9/zCuvvEJKcjK333YbD/3mAa6+bjSoalC6X5ROz+uLFrHgr38lKysrkGZ5839NwNohCb1ez5uvLebdlSv597vvsn7jBsrKy0lMSCA9LZ25s2dzy+TJTf5Z6nOvIlqO9IsIRQk1bbUt27hx406z2Tw4VCHMpqSqKmdsTk4UOzh7IU0wOcqAVhM6YHS8yM6q/ec4Whg6x7eDx8715afIdFcrSxGgWC3outS+iorHq1Lu9FDm8mDQarAatEQZdcSatEQbdWEXmw9HqMBVKMakxEatdlh+7ATu0rpz3WP69SJx+OAGv4+oW15eXiBNQLS8cePGsXPnTo4ePdpky4I3xr333suKFSv44osvyMzMbO3miHYknHPN/v37qaio+Oq66667rIWaFXEURXkFuAe4R1XV10I8/xTwv8D/qqr6TC37+T3w9IV/DlNVdWul5xRgO3A5vvpZNUZcNm7cuPP48eODn3rqqcBj/hSoioqKwAydtLQ0tFot8fHxgdQtrVaLxWLBbrcH1RGyWq14vd6gdCyTyYRerw+s5Ae+9C2z2UxFRUXQimrR0dG4XK6g9GCz2YxGowmqgaTX6zGZTJSXlwfq9mg0GqxWKw6HA6fzYvzOvwpg5RpHBoMBo9FIWVlZm/hMY8eO5auvvmLv3r1YLJZW/0wPP/wwK1asYNOmTfTo0UP6qY19JrXCgZ2LKSgajxedy4PLqEO9cO+hqKB3uPDotHgqZY3oHb79u4wXgxU6FPSKgl1VUfHdq2pQMCoKLlXFzcX7VxMavICz0vvr0aBToEL1cvbsWU6dOkUUGtIUE7mqHVulbfsoFgpVN6e5eJy7YMCEhsOVajPFoSVVMfKDWoH9wvvrUMhUzOSrTs5x8Tj5V9mrXNupAzo6Kga+UysC7TehkKGYOaU6KOJivbCemLDjJa9Sm1IwEK/o2K9e7Hv5TPKZWuMzmUwmqHAcGjNpQv2j+k2oXQayVFUdfNllLXNdW+pwc6ywgrNlLkrtbpKjDJj1oVcgUVWVb06XseZgAQXloWum9jK4uSHKSUdd9X5xHfwe/SXhzThSVZVyl5cypwdFUYgy+IJasWY9sSYd2iYIaO25//F6pxRWnqHVlEr2HiKmXy+ZlVVP27dvZ8iQIWFvL4Gs5ldeXk5RURGdOnUKejwrK4tZs2bx05/+lHfeeafF2uP1esnPz6+25Punn37KlClT6NmzZ6Cob3tWVlYWEcHDHwsJZIVHUZQFwGxgtqqqz4d4/u/ATOB/VFV9qZb93I9v9cPTqqpW+8ZMUZRHgSeAv6qq+lBN+6nPNZiMJ82vvLwcl8uFTqcLOn/JeBIZ2tO44raV4alwoDUbW7sp1Zw8cwbr6aKwtv1OrSBTMde9oWhR0i+RJc9rx4Xa6oGsdjlPryWDc9FGHb06WjHp7JzVOjljcxJn0hFnrp4oqCgKA1KjuDTJSs6xIjYeLsTuDi6gdcip43ChjuFdYxmTmRAIijm+3A34glnhMgB6VcXlUbG5PZSYLdi6dabQoCXWpCPWpEOvbXgdrfqkHfr5C8M3ZoZWKP6aWlJLq34qf8snIkNeXh4jR47k2muvJSMjA4/Hw549e9i2bRuxsbE88cQTLdoep9NJ//79GTFiBL169UKr1XLgwAE++eQTDAYDCxYsaNH2tJZQq2wJEQEOXvhd0+DnnypZUw2tqvup6W6v8MLvOu8k2tsXpG1ZXl4eo0aNYsSIEWRmZsp4EmFkXIk8lWd6icgh/SJCaZeBrJZm0GrokWjGYtBi0Go4Y3NidzvoaA2daqjTKozqHs9lnaPJPnSeHbklQf97elX47GgxX50sZVyvRIakxaCJjQl7Nla19gFWoHzfd9hdXkocbkodHooq3ESbtMSb9RgaENDyr3YYSm2ztZq6MDz4ampVLg4vRFuVlJTETTfdxI4dO8jJycHhcJCUlMT06dN5+OGHycjIaNH26PV67rrrLjZv3hxYRjsxMZEbb7yRBx98MLAEe1vw0Ucf8c0339S5XXp6OtOnT2+BFgnRaP6iU9criqKpvHKhoijRwHCgHNhWx362AWVAN0VRrKqqVs3n91dU/qEJ2ixaSFJSElOmTCEnJ4dt27bJeNKE2ut44qmwo3o8dW8ohBCtrF0Gsupa8aQ5KIpCpxgjVoMWg04h3+Ykr9hBcrShxtUDo406bu2fxLD0WD7cl88PVepnlTm9vLc3n23HS7ipbwrdMht+weH4cjd6rQaLVY/bo2KrVBi+qMLtK1hvaZqVDqHu2Vo7bpnVbGmGpfu/l/TCMLWXKe3tSVxcHM8//3ygDkZr02q1/OUvf2ntZjSJNWvW1FpQ2W/48OHVbjy02tAp40K0JlVVv1cU5T/4ViacCbxY6el5+L7HerlyYEpRlN4XXnug0n7KFUVZDPwGeFJRlN+qF6ZWKYrSH/gF4AZW1NWm1rgGE6HFxcXxt7/9jfLy8ogYU2Q8CRaJ44rq8eCpcDTotUo7+H/f1MDFsURzUjGqSkPXLRPtWLuskdUSxd5r43B7OVZk56zNwbkyN4lmHTGm2mOGqqqy53QZq/efo8juDrnNZZ2jGd87kRhj/eOPji93V6ux5fH6AloVLi8mnYYoo5Yog2+GlsXQtINrTYXhG1sIvjJ/UXgp+t58pKaJEKIlSI2s8CmK0gP4HN/Kgx8C+4GhwLX4UgqHqapaUGl7FUBVVaXKfmKAT4FBwBfAFnyrFt6ML6XwQVVVF9bWlvpcg8l4IkTkieRaVw1VnxpZIrKUOz2cK3fh9HhJizVhbKIJF6JxpEZWM3I4GvZNQlMx6jT0TDRj0Wswap2csTmwu710sOprXDVQURQGpkZxaZKFT38oYtP3hbg8wUHGnSdK2XvGxpieCQzvFoeuhhUSa1O1xpYFMHlV7G4vBUYjpWmdKXV6iDJoiTPriDJoaYoQuDEpMeTsrKZMM6ycXiizssLz3XffyWpzEchut/tWBBERQ/pERKoLs7IuB/4MjAPGA6eAhcA8VVULa3t9pf2UKIpyNfB74FZgFlAB5ADPqar6n3D209rXYKI6OX9FJumXyHNKdZCqtJ8gXlvl9ng5V+6i2O6mxO7GkqDF5fViRAJZ4qJ2GciqvExsa9EoCl1iTVj1WvRahbM2JycupBrWVo9Kr9Xw054JXN45mtUHCth9yhb0vMOtsvpAAdtzS5h0aUcu6RjeVPG6amwZAdP+wzg1UFDmpNSuodThwWrQkmDWEWVsXECr631T+W7RctSz56s9V9tsrfqmHkrR9/o5c+aMBLIikMvlkovbCCN9IiKZqqq5wF1hblvjYK6qqg34w4WfBomEazARTM5fkSkS+kVqYgUrwkO1ZVtFi1FRKaxwc77cRanDTbnTC6hEWfTgau3WiUjTLgNZkSTeosek12DSaci3OTlR4qSjRX8hMFSzOLOeO36SwpXp5Xz47TlO24JXlztb5uK1HSfpl2xl0qUdiA+xSmJl+jrqazm+3I1GoxBt9M3CKnd5KSx3UWp3Y3O4iTLqiDfriG5gQCt2YB+s/5xLH8VSY+CqWpsasMKhzMoSQgghhBCibqFqYrWHWlei7Slzeigod1Fid1Hi8GDQaOho1VNcQ8kdISSQ1QLMei2ZHSyY9BoMOueFVQ09JFr0KDWkGvr1TLTw4Ig0th4vZt2h89jdwUv17j1TxsH8cq7rGc/IjHh02sanASqKgtWgxaLXUOH2Umx3Y3N4AgGtuAsBLaWBM7RqSjMMpSGphzIrSwghhBBCiPC0p5pYom1xebycK3NR4nBTXOHGq6rEmXRSD0vUqV3+hUTCyixVaTUK3eLNdE80kxZrwuVVOVnixO2pu9i+VqMwolscvxuZzpAuMdXCRy6vSvah8zz/2XEO5FddMbvhFEXBotfS0arHbNBQbHdzqsRBbqGd44UOSuxuVMJfLKAnvunTXe+bijEpMezX7bhlFnvuf5zi3fvD2t7StXPY+/6xu+KKK1q7CSIEWU0y8kifCBGeSLwG+7GT81dkkn6JPP57FdH8vKrK+QoXx4rsnCp1cK7MiVGnoYNVXy2I5cmX9FdRXbuckeX1euveqJV0tBqw6LUYdRrO2pzkldhJivI9Vpcoo45bByRxZXoM73+bT25x8FTgc+UuFu84FXa6Ybj8AS2zToPd7aXU4abUWXmGlpYYk67OGVp2vOjREDuwT63pgqFSDxuSZijqZrPZMBrlW7hI4/V6ZQn7CCN9IkR4Ivka7MdKzl+RqbX7xVNhb7X3jlT+exXRvGxONwVlbkocLkrsHkw6DR2tBrQ1LWTWLiMWorHa5f+pdntkn5itBi29OlpIizOSHGXgrM1JYYULVQ1vdlNanIlZw7pwa/8kLPrqXbj3TBkLPj3OxsPnw5rxFS5FUTDrtXSw6okyaCl1uDlV6iCvyMHxQgfFdletM7TycNb4XGU1zdZqyhUOhc/+/eHNchMtq6KiorWbIKqQPhEiPJF+DfZjJOevyNTa/eKvjyU1sS4K915FNIzT4+VkiZ28YgdnSh2UOT0kmPXEmXU1B7EAbXzdEz7Ej4/EN1uJTqPQPcGM1aBFr9VwptRJhctJclQt0ehKNIrCkLQY+iVbWXuogC+OlwSFkPzphl/mlXJT3/BXN3Qd/D7k44rVgq6Lbx0PX0BLwaTT43CrlWZoaYkyesKeoVWTrvdN5diit0MGrmorFN+QVQ6FEEIIIYT4sdIYmyaDQ4iaeFXfaoSF5b5aWBUuD9FGHRa9ps560ULURAJZrUhRFFKijRdSDRXO2FzkFttJiTJiCjHTKhSLQcst/ZIY0qXmdMPXdpxkQIqViX06EmcO3eWa2Bj0l9S8wl+oAJeiKJj0CsYaAlrxZh3RpvoXha+cehjuCocg6YdCCCGEEEIIESmC0wjdmHRakqwGNGFM3BCiNu0ykNXWav7EmHT06mjFqLOTb3NyyuYgwawn1hR+9/jTDb/MK+WjA+codwXXqNhzuowD+eWMyUzg6m5x1WZ96TMzaty348vdtb535YCWPSig5auh5Q9opWAI+/P41WeFQ6iefliw5SsMCbFE96k5SPdj1rNnz9ZuggjBZGq7xUYHDhwIwO7dtZ832pq23CdCtKS2dg32Y9DWzl8TJ05ky5YtnD9/vrWb0qxas1+kPlZoDblXEaE5PV7OlTkpcXgoqnADKgkWAwZt/QNY3hIvmJu+jaJta5dJ0Tpd24vPGbQaeiSa6RpvpkuMiRKHhzOlTrxh1s2Ci+mGvxvZlSvTq69u6PSofHSggBdycjlyvunz8n0ph5pqNbRyi+zkFjnQOoF6rHII9V/hEKB493500VZK9h6iZO8hnOeL6/X6H5OUlJTWbkKblJCQQEJCQsjnjhw5wuDBg0lISOCJJ54IPD5w4MDA6zZv3lzjvmfOnElycjIJCQk8++yzTd72xpo4cWKNnz1SZWVlkZCQQFZWVoP3oddL6oUQ4WiL12CtyT8uDBgwoMb6Yv7xw+1217if559/PrCv7777Lui5SDt/zZw5k4SEBI4fP97aTQlbTk5Ok4/LrdkvUh8rtHhFzl+N5VVVzpW5OF5o51Spk4IyJ1a9hg4WfYOCWABqRdPVfBbtR7v8v7WsrKy1m9AgGkWhc6wRi0GDQadwptRJXrGDlCgDBl34A03ldMOVe/PJKwlONzxjc/LSthNc1jma/+qdSLQxvD+DcOpnQXANLbvbS4nDjc3poSzWS1GRhgSzjiijFsJIOaxrhUOonn5YOb2wZO8hQGZm1SQnJ4cRI0a0djPajV27dnHbbbdRUFDAX/7yF+65555q2+h0Ot566y2uueaaas+VlJTw4YcfotPpar1hiWQffPBBazehWZSWlhIdHd3azRAi4rXVa7DWlpeXx6JFi3jwwQfr/VpVVXnrrbdQFAVVVVm6dGnQFylt7fz10ksvUV5e3trNaHaR0C9SHyvYfrWcPkp4dYVFdTaHm3PlLkodbl8aob5p0gi1yVpwNVEjRbshYfgIFG/W06ujlfR4E3FmHSdLnZQ66n9TmxZn4tfDuzC5b0fMIQJhO0+UMv/T43x+rLjWmV/++lk1/ahloS82/KscdrTqsRh873+6xEFusYPjRQ5sTt8008aqOmPLcbaA4t2+1fhkZpZoKR9//DGTJk2iuLiY1157LWQQC2Ds2LGsXr06ZMrEihUrKC8v57rrrmvu5jabjIwMMjJqTlUWQggRLC4ujvj4eP76179SUFD/FZo3bdrE8ePHmTp1KsnJybz99ts4nW139bUuXbrQq1ev1m5GuyVphaKpOT1eThTbyS12cLrUSZnTQ6LFQJxJJ7WwRLORQFaEMuk09Ey00DXOTGqMgcIKN/m2+qUagm+W17CuscwZmc7lnat/62N3e3n/23z+/nkeecWhBzZ9ZgbGyweG/AmHoihY9L5lU80GDYXlLl9Aq8hBXrFv6dXG6Hrf1GqPHVv0NgCWrp2J6XfxYqhgy1cUbPmK0v2hZ5cJ0RDvvfce06ZNQ1EU3n33XW666aYat50xYwYOh4N///vf1Z5bunQpnTt3ZtSoUY1uk9vtZvHixYwZM4b09HQ6d+7MyJEjefXVV/F6vdW2X7t2LTfddBN9+vQhJSWFSy+9lAkTJrB48WIAjh8/TkJCAlu2bAEupsMkJCQwceLEwH4GDhwYqJPlVzm17+OPP2b8+PGkpaWRmZnJzJkzKS72BZn37NnD1KlTycjIIC0tjenTp4dMPdm1axdz587l6quvpnv37qSmpnL55Zfz6KOPUlRUFLTtxIkTmTXLN2tz1qxZQe2uvO/6Hi8hhGgqZrOZ2bNnU1JSwvz58+v9+qVLlwK+8WXKlCkUFBSwevXqJmnbe++9x6RJk+jWrRupqakMHTqU5557DofDUW3brVu3Mm3aNPr27UtKSgq9e/dmzJgx/OUvfwlsk5CQwPLlywEYNGhQ4HxcedwIlcJeObXv66+/ZsqUKXTt2pWMjAxmzJhBXl4eAEePHuXuu+8mMzOTTp06MWnSJPbu3VutrYcPH2bevHmMHj2azMxMUlJSGDBgAA8++CAnTpwI2nbmzJlMmjQJgPnz5weNIzk5OQ0+Xq1F0gpFU/GlETo5XmjntM1JYbkTq8GXRqhvYBqhEOFql6mFWq22tZvQJLQahfR4E1ajFoNWw1mbg5MlDpKjDOi19Rt8oow6bhuYzJA0X7rhaVvwN3W5xQ7+tiWPYV1jGdsrAbO+fscwnLRDxQkWvRazTkO5y8v5cic2hwab00OUQUuCWY/FUP++ix3Yp1pR+KpF3/0zs/wqB7d+zOLj41u7CW3eokWL+MMf/kBSUhLvvPMO/fv3r3X7UaNGkZ6ezltvvcX9998feHzXrl3s2bOHOXPmNLrGjMvlYtq0aWzatInMzEymTJmC0WgkJyeH3/3ud+zcuZNFixYFtl+yZAm//e1vSU5OZuzYsSQmJpKfn8++ffvIysri7rvvJjY2ljlz5rB8+XJyc3OZM2dO4PXp6elhtSs7O5t169YxduxYfvGLX7B9+/bA/h577DEmT57MlVdeyR133MG+ffvIzs7m6NGj5OTkoKl0wb106VI++ugjhg0bxsiRI/F6vezevZt//vOfbNiwgfXr1wfSNaZNm0ZsbCxr1qxh/Pjx9OvXL7Cf2NjYsI/XCy+80Kg+EeLHor1cg7W0X/3qV7z22mssWbKEe++9lx49wiuFcPbsWbKzs+nZsydDhw4lOjqaf/zjHyxdupSbb74ZaHjdslmzZpGVlUWnTp2YOHEisbGxfPnllzz99NNs3ryZlStXBva9YcMGpk6dSnR0NDfccAOpqakUFhZy6NAhXn/9dX73u98BMGfOHNasWcPevXv57//+78B52P+7Ll9//TV/+9vfGDZsGDNmzGDfvn2sXr2aAwcO8K9//Yvx48eTmZnJbbfdRm5uLqtXr+bmm2/mq6++IioqKrCf1atX88Ybb3D11VczZMgQ9Ho9Bw4c4K233mLdunVs3LiRTp06ATB+/HgAli9fzvDhwxk+fHhgP5XHv/ocL2j9enKSVlhdlMzxCJNKqcPDuTInNoeHEof7QhZO86xGqDpUmX4jqmmXgay2tjpLXRIteix6DUadhnybkxMlTjpa9VgbEPTJSDDz4Ig0co4Wsf678zg8F2d4qcCWY8XsPmVjUp8ODOoUhaLUfjLypx3WpHKAS2/z/VYUBatBi0XvC2gVlDkpdWgouxDQSrQaMNWjJhj4ZmUd+vM/gh4r3r2f2IF9AN/MLL/KAa0fu759+zbJfrJThjXJflrKuNOfN8l+5s2bx8KFC+nRowcrVqyga9eudb5GURTuuOMOnn76abZv386QIUMAX3BGo9Fwxx13sGnTpka16/nnn2fTpk3cc889PP3004EbS4/Hw4MPPsiyZcuYNGlS4OL8zTffxGAwsHnzZjp27Bi0L3+aS2xsLHPnzmXLli3k5uYyd+7cerdr7dq1fPDBB4GbAK/Xyy233MKnn37KbbfdxgsvvMCtt94a2P7Xv/41y5YtIzs7O9BWgIceeogFCxZUu2F+6623eOCBB3j99dd54IEHAJg+fTpAIJDl/3djjpcQomaNvQb7sY4ner2eP/7xj9x1113MmzcvMMuqLllZWYFgPMCll17KoEGD+Oyzzzhy5Ajdu3fHbK7/cl9ZWVlkZWUxYcIEXn755aB9PPvss8yfP5/XXnuN++67D/CNYV6vl1WrVgV9YQAEpUvOnTuX3Nxc9u7dy/333x/2FyF+69ev5+WXXw45VowbN46ZM2fy8MMPB55bsGABzzzzDP/6178CbQX42c9+xv33319tlc1Nmzbxs5/9jOeff57nn38egP/6r/8iNjY2EMgKNf7V93gBDeoX0bzSlPZ1D9kcnB4v+TbfaoTFdjcKkGgxNOsMLG+RF9rWOkOiBbTL2GZNq760ZWa9ll4dLKTFmUiJNnCu3EVBuQu1nqmG4JvpNbJ7PLOv6cqAFGu1521OD1m7z/DK9pOctdVeY6E+aYeuqOB/+wNayVEGDBqFc2VOTpU6OVZYwakSBw53+Ok8/oBVZf70wppIeiF8++23rd2ENm3hwoXo9XrefffdsIJYftOnT0er1QZuVMrKylixYgWjR4+mS5cuuFwNr2jp9Xp59dVXSU5O5qmnngoK9mi1Wp588slACmRlOp0u5ApKiYn1WzW0NrfcckvQN9kajYbbbrsNgD59+gTdmABMnepLG/7mm2+CHk9LSws56+OOO+4gOjq6XoHAcI/X22/Xfj4RQvi0x2uwlnLjjTdyxRVXsHr1arZt21bn9v4i75XPpeCbieov+g5QUVH/lapffvlldDodL774YrWAyyOPPEJCQgIrVqyo9rpQgcymHEeuvPLKamOFP4gXExNTrVh+TeNIp06dqgWxAEaPHk3v3r3r/YVSQ45XQ/qlITwVdty2ssCPqFmuKuevmgSlEZY6Oe9PI7Q2fxqhJq5dhixEI7XLGVkeT+NqLkUqrUYhI8GM1eBLNTxd6uBkiZPkKAO6BpxA4sw67hycyoGzZby/L5/z5cEF5Q8XVPD/co4zqns81/WIr3c6Y1WqIfTjiqIQZdRh0Wspc16Ypur0TVONNelIsOgxhPHedaUX+vnTDCW9EAoLC1u7CW3a6NGjAzN5VqxYEXZqRKdOnRgzZgwffvghzzzzDB988AE2m40ZM2YAjTuHHT58mMLCQnr06MFzzz0Xchuz2cyhQxdnJk6ZMoXHHnuMq666ismTJzN8+HCGDh1Khw4dGtyOUAYNGlTtsZSUFIBqdbUAUlN9acknT54MetzlcrFkyRJWrlzJwYMHKSkpCapjderUqbDbFO7xqrqcvRAitPZ6DdZSnnjiCcaNG8djjz3G+vXra9128+bN/PDDD4wePTqQBgcXz+nLly/nD3/4Q71XwS0vL2fv3r0kJiby+8SFmAAAIABJREFU0ksvhdzGaDQGjSO33norq1evZsyYMUyePJkRI0YwdOhQOnfuHPL1DVXbONK/f/9qX3LUNI6oqsq7777L8uXL2bt3L0VFRUF/uwZDDRetITTkeAEttjqxvyZWZVIfKzQbUhOzutBphE2xGmG4FKMiqxaKatplIKu9S4oyYDVoMeo0nLU5ySuxkxRlCBRUr6/eSVZmJ5rZ9H0hHx8pxFPpHO7xwsbDhXx9spTJfTvSu2P1GVx1CaQXXtUDd96pQM2sqjQahWiTDqtBi83pId/moszpodThJtakJ96sqzWYVld6oZ+la+dAemHp/u+J7hNeHQohqlq2bBm//OUvWbt2LTfeeCMrV66sVqC2JjNmzCA7O5v33nuPZcuWkZyczLhx4xrdJv9qiN9//32tRYPLyi5+Kztz5kwSExNZvHgxr7zyCosWLUJRFIYPH868efP4yU9+0uh2ge/b8qr8NUJqe67qxf7dd9/N6tWr6datGzfccAPJycmBm45FixbVq6huQ46XEEI0lyFDhjBp0iT+7//+j5UrVwbqXIXy5ptvAhdnJPnFx8czduxYVq1axZo1axg9enS92lBUVISqqpw7dy7s4vMTJ07k7bff5h//+AfLli1jyZIlgC/w9Nhjj3HttdfWqw01aapx5A9/+AOLFi0iJSWF0aNHk5qaGphN5q/dGK6GHK/WoDVXn4EmRG1CpRF2sDRsAoUQTU0CWW2U1aAls4MZo07BZFM4Y3MSY9QRb9bVWdcqFL1Ww9heiQzuFM3Kb/M5XBA83fl8uZvFO04xICWKSZd2INZU959O1fpZTkAtK6/7dRqFGJMOq0Gl1OnhrM3lm6Fl1xFr9n1GXYhvkmpKLxzw0rxqj8usrKbVVDVC2hqj0cibb77JvffeywcffMDEiRN5//33SUpKqvO1Y8aMITU1leeee46TJ0/y0EMPNUnhV/+F/IQJE8KusQK+9IupU6dSXFzM9u3bWb16NcuWLWPKlCl88cUXTT47q6G+/vprVq9ezciRI3n33XeDjpnX6+XFF1+s1/7CPV6lpaUNa7AQol5+rONJZX/84x9Zu3YtTzzxBBMmTAi5zblz51izZg0A99xzD/fcc0/I7d588816B7L858UBAwbwySefhP2666+/nuuvv56ysjJ27tzJunXreOONN5g2bRqffPIJvXv3rlc7mkt+fj6vvPIKffr0ITs7O7A4iN/KlSvrtb+GHi8hIpVXVTlf7qKowk2x3Y3d7SHGpGvwpAkhmkO7DGRZrfWfNdQW6bUaul9INdRrfbOzTpX6Ug21DZzq2THKwL1DOrH7lI3/23+OUkdwisCe0zYOnitjXK9ErkqPrfV99JkZwQ98ubtes0K1GoU4kw63QcXm8HDG5sDm9H0jEG/WE2fWoa0StAs3vVBmZfmMGDGitZvQ5ul0Ol599VVMJhNvv/02EyZM4P33368znUKr1XL77bfz3HPPoSgKd955Z+C5xhRL7tWrV2ClJJfLFbLuVW1iY2MZM2YMY8aMwev1smzZMj7//PPA0uOVC6G3xupkR44cAeCGG26oFvjbuXNnyJojldtcVbjHq+qNjhAitB/LNVhz6t69O7/85S95+eWXeeWVV0Jus3z5cpxOJ4MGDapWXN0vOzubTz/9lPPnz9frHBYVFUXv3r05cOAAhYWF9V7h2Gq1cs0113DNNdcQFxfHM888w4YNGwKBLP8qtK2Vhnr06FG8Xi/XXnttteNy4sQJjh49Wu01tY0jDT1eTT2ueCrsqJLa2yh9FEtrN6GVXUwjLHX4smJaOo0wFM8ZjxR7F9W0ywTplso5jwSKopASbSSzg4W0OCNGnYbcYjsVroYPZIqiMKhTNI9ck87wrrFUPW053P+fvTuPk6yqD7//OXervfdtmO5ZmM1ZEGZgWMIERNRARGMwLjEQY55HRI1R4gMvQvy9XPJC/ZlfeCIGfzwu0USe6GN0FCOKCgI6LLLO4EDDbMzSM9N7dVXXeu+tOs8f1dVrVXd1d3VXdfd5v17zarj31q1Tfbpunfre8/0eyf0v9/OVJ7o4OVR6UcTMHGc0G5qgzmfQFLBwM5Ke4TSnIylOhJMMJh2y4wrer735vaWfd2RWlj0YmVvDloHu7u5KN2FZ0HWde+65h7/6q7/iyJEjXHfddZw8eXLGx33oQx/iO9/5Dj/4wQ9Yt27d6Pb5DO4Nw+CDH/wg3d3d3H777QUDO93d3bzyyiuj///b3/624MIR/f39wMSVlfID9K6urjm3cT7yK1zt27dvwva+vj5uu+22go/Jp3sWanOpv6+DBw/Ot+mKsiKspDHYQrrtttuora3lrrvuKpja/J3vfAfIrcp39913F/z3/ve/HynlaJrfbHzkIx/Btm0+9rGPEYlMHScNDQ1x4MCB0f9/4oknCvZ9X18fAH7/WIBgumvyYsh/jjz11FMTPm9jsRif+MQnCr6O/Gff6dOnC55ztr8vYF4LuxSSr4VV6J+qiVWasFy516+0m+V0JE1XJE1PzCHpZGnyW9R6jYoGsQCET6UyKlMtyxlZs6mPslzUeA02NwfwGil6YzY9MZs6r0Gdb3azMcbzmTrv2N7MhatD7D3YR1d04u/1dDTNvz7RxaVrarh2SyO+GaabZgIgGKuZJQL+ovWyCjE0Qb3fwMnoDKdcYnaGuJ0hktSp95nUeI2C6YXFjJ+VtVIdOXJktEiqMj9CCO666y68Xi/33nsvb33rW/nxj3/Mhg3FZ/s1Njby1re+dcr2+Q5ub731Vl566SW+9a1v8eCDD3LFFVewatUq+vr6OHbsGL/73e/41Kc+NXp3/MYbbyQQCHDRRRexZs0apJQ89dRTPP/881xwwQW84Q1vGD33lVdeyf33389f/uVf8uY3vxmv10tHR8eEFbMW0q5du7jkkkv46U9/yh/90R9x6aWX0tfXx0MPPcTGjRtHC/uOt3v3bvx+P/feey/hcHg09fOmm26ipqampN/XrbfeWnTWg6IoY1biGGwh1NfXc8stt/CZz3xmyr59+/Zx5MgRtm3bxoUXXlj0HDfeeCN33XXXaNH32aSv33DDDRw4cIBvfvOb7Nq1a3RV3XA4zIkTJ3jyySd53/vex1133QXA7bffztmzZ7nkkkvo6OjAsiwOHDjAb37zGzo6OibU+rriiiv4yle+wic+8Qne9ra3EQwGqa2tLZoeWW6tra1cf/317N27lyuuuIKrrrqKaDTKo48+itfr5bzzzpuyyuGmTZtYtWoVe/fuxTAMOjo6EELwnve8h46Ojln/viC3wudsZ02XQtXCmrtubOqX59fjopZCGqFWo6li78oUK+udusxZusaGRh/+kVUNe2I2KTdNc2DuqYYAHXVePnZ5O0+eiPDgoUFS7lg1eAk8eTLK77vjvH1bExesCk5bo2t8zazRIvCzZOqChoBJ2s0ynM4QS+cCWqFUriD8XAw8/jwAVkPtik0zVMrj85//PH6/n7vuuovrrruOvXv3snVr6QHWcjBNk/vuu4/vf//7fPe73+UXv/gF8XicpqYm1qxZwx133MGf/dmfjR7/6U9/ml//+te8+OKLPPTQQ3g8Hjo6OvjMZz7DBz7wgQkD7RtvvJFTp06xd+9e7r77blzX5fLLL1+0QJau6/znf/4nd955J7/61a/42te+xqpVq7jxxhv55Cc/yWWXXTblMXV1dXz729/mS1/6Et/97ndHZze8+93vpqampqTfV6GAo6IoykL60Ic+xL/9279NmeGbr+c3PiW9kDVr1nDllVfy6KOP8uCDDxatt1XMP/3TP/GmN72Jb33rWzz22GNEIhHq6+tpb2/nYx/7GO9617tGj73lllt44IEH2L9/P4899hhCCNrb2/m7v/s7br75Zurq6kaPvfrqq/nHf/xH/uM//oN7770X27bp6OhYtEAWwN133826dev40Y9+xDe/+U0aGxu59tpr+fu//3ve//73Tzle13W+853v8LnPfY7777+fWCyGlJJLL72Ujo4OYHa/r/lSaYTK/FVnGqGilEoUSidZyh5++OHnstnsrosuuqjSTamoSMrlZDhJ78jKf60hC68x/2nF0ZTLf3f2s/9srOD+TY0+/nRHM82BqcsWDx87QOjc8wFIP3sA59WjEwJbc5V2skRtFxCELJ3ER2+fsH/3D/+16GMTJ07jDo9N2a/ZsZnGy3fNu01Lxb59+2ZVJ6urq4v29vYFbJECucLiqiZTdVF9srhKudZ0dnaSTCafv/rqq4tPSVEW1WzGYOrzZPGo61d1mk+/uLE4meTU2Y9C09A85Z/ltZSd6ekh0D1U0rGdMrEi6mQVWo2wzmtU5WqEgwmHYLtJh2MRtNQcnGrQlU3hIA+9+e3XbalkO8r21yCEaAc+B1wDNAJngR8Dn5VShmdxnncCHwN2AhZwDLgP+GcppV3KOeZTKHm5qPUabGkO4DFT9Mdszg6nqffmCqTPR43X4C92trG7PcGPXuqjPzFxnufhgSR3/fYUV22o56pz6zD1seCZr3XdlPNNNyur1NRDj6nRZJikXEk07c7qj9q/dqwgdz7NcCXNzlrsmUJKacbXpFKqg+oTRSmNGoNVH3X9qk7l6BeVRlhe7Uy9Eb+cLIU0wkIy4QwEK90KpdqUJZAlhNgAPAG0APcDrwAXAx8HrhFCXC6lLLx83MTzfB74eyAG/BAYBP4Q+DxwtRDiWinljBmymipoCIBlaGxs9BEwNSxdoztmk3Iz8041BNjc7Ofv/rCDR46G+fWxMJmxbEPcrORXhwd54fQwf7qjmc1NuTsbmmfsDodWWzPjbKzZpB4KIfCZAq9hMjlqejqSosFvzljDK1/8Pa9mx+aSn3+pCgbVp0I1Utew6qP6RFFKo94r1Uf1SXVS/VJ5kQOdnLj3e0VXOV/uLCA18q+aJYHOSjdCGVX/5dvQz2mudDPKNiPrq+SCWH8rpfxKfqMQ4i7gFuBO4ObpTiCE2EUuiDUEXCilPDayXYyc/2ZyM7XuKnqSEYlEYm6vYhnShGB1rZeApWMZgr6Yzelompbg/FMNTV3jLZsb2XlOiL0v9XFkYOJqX/0Jh68/fYad5wS5bmsT4vTLo6mF5qb10547/eyBafcXU6g+15lb72ToL66nYec2GvwmniKvu9DsrOHOo8t6VtYzzzwzq9RCZXHE4/EJ6QYPPPDAlMKzhaxZs4b3ve99C9m0FWtynyiKUpgag1WfeDzOgQMHpqz2WkhtbS0f/vCHF6FVymw+V1RNrIWxkoNYirLUzTuQNTIb6y3AceCeSbs/DdwE3CiE+KSUcur6wWPeMfLzG/kgFoCUUgoh7iAXyPooJQSylKnqfLkZSV5Dpy+epnvYpt5nUOudfyyzOWhx08XnsP9MjJ909hOzJ37QvnAmRmdvgjc2GlwpJdo0xeAXxECY+H17SW/cwHDapdZnUO8zsfTigbz87KyVMCtLqX4/+9nP+O53vzvjcZdffrkKZCmKoihT7Nu3jy996UszHtfR0aECWVVIZjJTamIJNaNr3lQQS1GWrnLMyLpq5OcvpZTZ8TuklMNCiMfJBbouBR6e5jxtIz+PTd4hpQwLIcLAuUKI9VLK18rQ7hXHY2hsbPLhtzQ8up1LNXSyNAXMeacaCiHYuTrElhY/P391gN+djDJ+GYGUm+VnPR4OPtnF9TtaWF1TWk5/Pr2w1HpZAFpTA9n+wYntGwyT+ew/0f/OPyG+YzPDqQy1XoN6v4FRYCDgX7t6QpqholTSPffcwz33TL5PoCiKoiiluf3227n99ttnPlCpaqomlqIoSk45Aln5avXFvvUfJhfI2sz0gaz+kZ9Tcs6EEHVA/bjnmzaQ1dXVxa233lpw3yOPPDLdQ5c9TQjax6Ua9o6kGrYGraIpd7PhN3XeuaOF3e01/PBgL2eiE+vznxxK8+V9p9izrpa3bG4smt44uYbWbOplBW64nvh9e6cEsxgIY+39Cdnt/xc9sTQxO0Mk7VLvyxXB14vMFFvO6YWtra2VboJSgGmqFYeqjeoTRSmNYahVpaqNun5VJ9UvlRU5MLXqUvsP/plVYukGC+1Mlv64TSQ1thphrdfArMLVCEs1mHDwN+isNb1q1cIqMbJqYaWbUZZAVu3Iz0iR/fntdTOc5wFyNbI+KIT4qpTyOIzWyLpz3HH1BR47RSwWG/3v/KogyWRytD5AR0cHa9eu5emnn8a2c8GWQCDAzp07OXz4MD09PaOP3717N7FYjM7OsQvexo0baWtrm1BvoL6+nu3bt/PSSy8RDo+VHN+zZw/d3d0cOXJkdNvWrVsJBoM888wzo9taW1vZtGkTL7zwAvF4LgvTsiwuvvhiTpw4walTp0aPveCCCwDYv3//6LbZvqYWI0205xW8gD0IqdpV1Da2MHxsrD6V7q/B37aeRPdrZBLR0e2hc8/Hjg6Q7u8a+z23rkPz+ImffJl64K9XwXO1NTx8JoudGftjl8Bvj0c4cCbKNc1JtgQzCAH+1ZsASJw+DDrQAFZdKxzrQV64FntkIRHhghkF1w/ZcYsjmWGQBsg9m/HvuZ34R76I7J0YzJL9gwSbDYJRHTsgcXzQi0MvDm1JE+mFHkbWE9jeTvL4SRpkOwfG9fNi99NC/+319PSU/JpWrVpFZqRGw/g6KJZl4fF4iMfjZLO5iZm6ruP3+0mlUjjO2BoNgUCAbDZLMjlWU83r9WKaJsPDw6PbDMPA5/ORTCZxXXd0eygUwnEcUqmx0pQ+nw9N00bbDrkBotfrJZFIjLZZ0zQCgQDpdHr0dw/g9/ur7jUZhrHsXtNS7yev17vsXlM199P4a1yh614gEECpPh7P0v0SuFyplSSrk+qXyjpx7/embFuqQayslISTLuGEQyTtknJyqxH6DK1g/eClRg5LaKh0K5RqI6ScXzRNCPE14IPAB6WU3yiw/07gDuAOKeUXZjjXN4D/Axhm4qqFryc3C+t1wHullP9fsXM8/PDDzwG7du3aNbcXtMJkpeRMNE13NJdqaGqUZVXD8YaSDve/3M/BnsIl0ra2+HnHtmYa/IXvTKWfPVDSjKzJ6YfOy4cKz8wil34YuOF65JZNDKdcXCkJeXRCHoN6n0GN10AgRutkNV6+PP+eXnjhBXbu3Fny8V1dXbS3ty9gixTIBQDywQClOqg+WVylXGs6OztJJpPPX3311RcuUrOUGcxmDKY+TxaPun5Vp9n0ixuLk0mmVWrhHJzp6SHQPTRl+zPv/JsJ/+9paST01dtZL3yL1bSyiNkuA3GXaNohmnLxmjo1lo5Wxu9ylTSYcAi0GqzBo2ZkVYmRGVmH3vz267bMfPTCKcdfQ37GVW2R/fntU68gU30QeHrk57vJTd55CngD8ClygazemU6Sv9urzGxyqmE5VzXMq/OZvP/CVTz34kF+MRAknHQn7O/sTXCk/yRv3tTAFevrpgTRJqcZFjM52GVu20zd529n8Kbbphyb7R8kft9e6j5/O40Bk7SbJZp2idtZ4ukMIW+Get/yv1iOn3FRKinlsri7U80yamWiqqP6ZPHM9wabUlmzGYOpz5PFoa5f1Un1y8Jz40nsgSFenhS0KmTtze/lTBWkS5Uqn0YYTWeIJF0kkga/hbWE0wiLEaYAZ+bjlJWlHN/UXx35WWx5t00jP2esnC1zo9evjfybQAhxHpAFnp9DG5UZ1PtM/KaO19Tpi6U5O5ym3purHVUum4MZztu2hoeODPLYa0Nkx31WOFnJz14d4LnTw7xzRzPrG8buhpibppRNmyL97IGi+woVfwcmbPMYGs2GRcrJMpx2idkZ4nYGM26j2xkaS3yNy52u62QyGVUDRVGUBZPJZNB1vdLNUBaY+jxRlKkyyRRSBbjKJtkfJhOJzXwgUHv+Vs7IxMwHVlhWSoaSLoMJh2jaJelkqPEY+MzlkUaoKKUqx5SbfPX0twghJpxPCBECLgcS5GZWzYkQ4g3AGuABKWWxWlzjj5/rU61oHkNjY6OPdfU+2mu8DNsZuofTZLLluTshdAPL0Pjj1zVxy54O1tVPrQ3QE7P56lOn+f6LPcTt8nyQB264Hq2pcGK18/LE+KrX1GgKmPgtjXDCIRx3OBVJcfCJg8TSbsFzLGWWZc3q+HyNHGVhaWpJ7aqj+mTxJBIJVTtmCSt1DKY+TxaPun5Vp0L9IjMZMsl0wX9C9eOs2TJL7IkXZjzO05K7ZW1Q3d8hY7bLqaE0p6MpemJppISWgIXf0pf191+ZWToz5ZTFM+8ropTyKPBLYB3w0Um7PwsEgO9IKUdzmIQQrxNCvG7yuYQQNQW2rQW+Adjk0gtnpOoAzJ0mBKtrvWxs8rGmzoOhaXRF0qSc+adrBtduH/3vtpCHD1+6mned14LfnPpn+EzXMF967ATPnIrOKs3E7To7ZVs+xbDha1+asi9+394p24QQ+E2dlqCJURNkcP+rnD7Vzyu9CY4NJEmUKcBWDS6++OJZHR8MBonH40SjUVzXVSlAC0QVsa4+qk8WlpQS13WJRqPE43GCwWClm6TMUaljMPV5snjU9as6Tdcvus8z5Z/mUasclkJKiR1LMHjqDENnugn/6OFpj/e0NLL25vcCsKlK62M5mSxno2m6Iml6htPE7QwNPos6n7FsamFNJ9uvygYpU5VrPvdHgCeAu4UQVwOdwCXAVeRSCv9h0vH5Jdgmv/O+ORK4ep5coff1wNsBE7hRSvliKY0Zv3qSMjd1PhOfqeM1U/THbM7G0tR7DWq9xpwj/unBbjwNbaP/rwnBxR01bG8N8NPOfp49PTzh+IST5fu/7+WZrijX72imLVS8wGW+jtZMReEnpxkWSjnME0JQs3413vQR0hqc+c0zDJo6PZZO/aoG1l24tWx1xCrlxIkTrF27tuTjTdOkqamJWCxGX1+fqu+wQFRqVfVRfbLwdF3H6/XS1NSklqVfwkodg6nPk8Wjrl/VqVC/ZNM2WcdFM1XK7XykT54l+ptnCf/oYdzu/tHtu3/4r9M+rk/aNIvZZSsspKyUDKVG0ghTuTTCkMfAv8LSCEVg5bxWpXRluUpKKY8KIS4CPgdcA/wxcBb4MvBZKWW4xFP9FLgJeBcQAnqAHwBflFJ2TvfA8cYv463MXT7VMGjpWLpGT8wm4di0Bue2qqE91DMhkJUXsHTec34rF7XXsPelXnpjE/vvtXCK/3vfKa5cX8ebNjVg6VODR+am9dPWyRp9rhuuZ/hfJi6u6bx8CHNbsRJvoAUDeI+fwMpKkm6WfjdL3N5Isn0NTQGT1pBVsE1LwalTp2YVyILcl4/6+voFapECsG/fPvbs2VPpZijjqD5RlNLMZgymPk8Wh7p+VafJ/TLceRR7MEL04CECO4qPS5WZvfznt07Zlk8fnE4/Ls1URyArYWfoTzhEUg7RVAavodESsFbEDKzJtKCmir0rU5Qt3C+lPAV8oMRjC74DpZT/Dvx7udqkzJ8mBOfUeAhaOl5T0BvL1YxqDVr4zPLe3dvQ6OOWPWv4zWtDPHR4EGdcba6shEeODbH/bIx3bGtmW2vx6dhu11mM9lUF9xUKWOVXLyxm/Lk8QLrzCEkJJ4aSRFIuAwmHlqBFS9DCWIEfLoqiKIqiKMr85INYRkilgpbb+PTBaudmsiMBLJdI0iUrJfU+A88SzwJRlHJT81aVktR4DTY3B/AaKXpjNj0xmxqPQb1v7qmGhRia4I0b6rlgVZAfvdTHK30TC8GGky7feu4s21sD/Mm2Jup9Y+knC5FeWPDxmqDOZ1Bf42Ew4XAinJvu2x+3aQ16aAqYc5qxpiiKoiiKoqxs/rWrK92Eiogc6OTEvd8j3TtQ9nO//n9/tuznLDdJbjXCgYTDcMol4WQJWjoBa2WlERaiSigqhSzL0K7PV52F+pY6S9fY0OhjfaOP9lovKTfLmWEbt8SVJPyrN5X8XA1+k7++aBU37myj1jt15tdLPXH+129O8uix8Oiqiuam9SWdO3DD9VO2TV69sBSWrtEW8tAW8hC3MxwPpzjcH6ezN0Zf3Ca7BK66F1xwQaWboBSg+qX6qD5RlNKoMVj1Udev6qT6ZaKFCmLNxjoqs2Juws5waijNmUia3phNRkJzwCToWd6rEc4knYWnbQ9fOewjrsooKpOoGVnKrAghWBXKpRp6DI3+uENXNEVzwCJglTfVUAjB61cF2dzs55eHBnj8RIRx2YbYGckDrwzw3Olh3rmjmXX1Y4PncqcXFpKvyaXX1nDOpvUknQwDCYehlEs0laHfb9IatMo+a01RFEVRFEVRlpOFCmKVUhurUtzsSBphMpdGmJGSOq9KI0xm4amkyRMJk+RIRaKHIpK/UPdJlHGWZSArmUxWugnLXshjsKXZj89M4YtrdA/bJJ0sDX4DrUjQJnH6MKFzz5/1c3kNjbdva+bC9hr2Huzl5FB6wv7uYZt7njzNxe01vCUYwjvH9MLBm25Da2ogcMP10xZ/FwH/hPObWzYA4DN12mt14naGwYTDUNIlknSo85m0hSzqfNW3Ctf+/ftVAdgqpPql+qg+UZTSqDFY9VHXr+q0XPplIVMC52u2tbGOk2Ir/gVsUV4ujXAwmStPErezBCyNoLWyb34nsvBkwuTJpElqUknthyMa72iGgFqAVRmxLANZyuIwdY1zG3yEPMbIqoZpzkTTtAYtzAVYxW91jYePXtbO705F+fkrAyTd7IT9T3dFOWhq/JHX4LwZzlVo9ULIBbRmU/w9H9BKP3sgV6Nr03oClo7f1IjZGXpjDuGkSzTtUuczWRWyCHnU205RFEVRFEVZ+hYqiLX7h/9a9nNWg6STW40wmnSJpF1MTdC8wuvrxrPweMLkd0mTdOE14QA4noLtai0EZYT6Rq3MixCClmAurdBravTFbLqiNk1+Y0ECNpoQXLamlh2tAX76ygDPnx6esD/hZPmR4+HZ0Ab+xBW0GYXrVJkVz/2KAAAgAElEQVTbNk+ZlZU3m+Lv42dn5WdmQe73EvIYBCyd4XSGs9E0Q8nc1OEGv0FbyFP2VExFURRFURSlug13HsUejAAw8PjzFW7N/C1EEKua0wHnKpPNMpBwCY/MwnKzkjqPgcdcuWmEsSzsS5g8nTSxiwSwPGS5tMnl+qCgxadCF8qYZfnXYJrVl8K13AUsnc1Nfnymhte06RlJNWwKmKOphlZda9meL+Qx+PPzW9ndHuJHB/vojTsT9p8yAtwzILk84HCV38FT4DMicMP1xO/bWzBwVWqaYX52VrFURk0Iar0GIY9OJOVyJppiKKkTTro0+nMphz6zcgGtjo6Oij23Upzql+qj+kRRSqPGYNVHXb+qiz0YIXrwEKHmGqJ9XRP2GSE13WS26YDl1LQgX40lkZTLYMIhksoQtzMELG1F19Adzgh+mzB5JmngUPh34BOSy/0OW0hQ79Xx65UpxK9Ur2UZyLIsq9JNWJF0TbCufizVsC9m0xXJpRp6DA1PQ1vZn3Njo59b/nANjx0L89CRMO64avBSCPYlLH6fMnhryGarlWH854W5bfNoCuHgTbdNOXcpaYaTOYdfK7h6oiYE9T6TGo/BUMqlK5ImkszdlWnyW7SGrIoUdly7du2iP6cyM9Uv1Uf1iaKURo3Bqo+6flWn9tY2aC3/2HiuylXraimnBDaL8l6/Um6W/rhNNOUSSbkYQtAUMDFWaBphdFwAyy0SwAoIyR6/w8W+3ESEwQTIuATPIjdWqXrLci5jIpGodBNWtEa/yZZmP2vqvdT7Dc4O2wwlXWInXlqQ5zM0wdUbG7j1ijVsbZ5aoDGS1fjPiJf7Ih4GM4UvmlpTQ8HtpaYZ5lMMs5HotMfpmqDRb9JR60EiOTmU4uhggpd74nRFUjiZ7LSPL7enn356UZ9PKY3ql+qj+kRRSqPGYNVHXb+qx3Dn2Az+w7K6Fkao1oLti6lcfZKRkr6Yzclwku6R70E1HoOGFRrEGsoI/nvY4p8HfDyZNAsGsYJalmuDaT7ZlOAPAxOzabSmZRmyUOZpWc7IkrJwXSRl8fhMnU1N/lztLN2mJ2ZTm3HJZOWCFTNs8Jt84KJVHOyJ8+P9Z4hmJ170XrUNjg7oXBlw+EO/gzGuGdOlGTovH5o2vRByKYaFCr8XPV4TNAcs6rxZwkmXk+EkkZTLQNyhJWjRHLQW5YPOtu0Ffw5l9lS/VB/VJ4pSGjUGqz7q+lU98mmFRiiAS3W9V8oRxFrqta3m3yeSaDrDQNwmms4QS7v4TZ2WoLki0wjDGcFv4ibPpwwyRWZghbQsV/gdLvK5mEV+RUIXsLj3+pUlYFkGspTqoAlBe62XoKXjMQSRAeiKpGgOWvgXqC6UEILz2oKsbUjyUFeC33mbyI67cLoIHo5bHEgZXBdKs9HKXRWnSzMsNb2wWOH36Zi6RkvQwnazDCYdjoddoimX/rhNS9BD0wpfxURRFEVRFGW58a9dDbKysxfLlUqYV8naVtXAzmTpi+UCWJFUbs5RU2BxbkxXm8GM4LG4yQspY8L3sPFqtCxX+h12TRPAUpTpLMtAlqap6YfVpM5n4rd0nj/tozlo0RtzCHmy1PuM0ULw5ebR4C3Js1x4ToCfDHs46UwMnPVnNL495OM8j8u1QZsafewOzOTVDEtNL5yp8Pt0LEOjLeQh5WYZTDiER3Lp++IGrSEPjX5zQX5XgYAqKlqNVL9UH9UnilIaNQarPur6VZ28Rb7gL5aZglhLudbVXM2lT7JSMphwc6uTp1xSboZar1HRxZwqZTAjeDRusn+aAFatluXKgMMurzshO2Y60qmu2YtKdViWgSyfz1fpJiiTWLrGJRfuojfm4DXS9MTSnInmCsGb+sINetsMyf9Zl2J/yuDBmEVi0tKuv08bHLJ1rg7YXOJz0UUuzXD4X74x4bhS0gsnK1b4fTpeQ+OcGg9JJ5P7UEy5RFMZ+nwmrSGLhjKvcLJz586ynUspH9Uv1Uf1iaKURo3Bqo+6flXOcOdR7MFIwX3rRWXfK9MFsZZ6iuBczbZPYrZLf9xhOJ3LqPCZOi0BC22FzcIacAWPJkwOTBPAqh8JYF0wiwBWXnYwC4XLGSsr2LK8bZZOpyvdBKWAI0eO0Bqy2NzsZ+3I6oZdUZvhtLugz6sJ2OVz+URjgou8DmJS/ntaCn4W83Bv2MtJRysYsIrft7fk5yu18Pt0fKbO6loPDT6TwYTDa4NJDvXFeaUvQTjhlK0GyeHDh8tyHqW8VL9UH9UnilIaNQarPur6VTn5mljj/xmh3Ay5s7Jy75XIgc6i+1ZyimCpfWJnspyJpuiKpOketonbGRr9FrVeY0UFsfpdwQ+iFl8e9PFCyiwYxGrQs/xpKM0nGpNc5Jt9EAtAhFbO71Qp3bKckeW6CxsYUeamp6eHTZs2EbB0Njf58ZkaXtOmN2aTcLI0+Re2HpRfg3fU2Fzoc/nJsMVZd+KU37OuztfCPnZ5Hd7Q1ABzSC+EiYXf5ytg6fhNjbidoT/uMJTM3fGp8xm0hTzUeuf3Fs73iVJdVL9UH9UnilIaNQarPur6VXk1O6beJB0iw6oKtAVyaYWTrcRUwslm6pOslAwlXQYTDtG0S9LJUOMx8Jnaiirm3j9uBpYsMgOrUc/yBr/D6725jJf50PwaOPM7h7L8LMtAllL9dE2wbmRWltfQ6I3ZdEXStATNBc8p7zCz3Fyf4umkwUNxi/SkdMPnUybDb/tz3vatexa0HaUSQhD0GAQsneF0hp5hm/BIHn6dz6QtaFEzz4CWoiiKoiiKMn/TpRNWi8lphSs1lXA24naGgYRDJOUQTbl4jZWXRtjnCh6NW7yY1osGsJr0LG8I2Jznycw7gKUo01HffpWKavSbBCwdr6nTH7PpidnUeAzqy1QLynn1KCLgHy3EnqcLuMzvssOT4ecxixfTE98Khzdsm/dzl5sQghqvQdCTC2idjaZzAa2kS4M/N0MrYK28wpKKoiiKoijVIp9OmJdPJawWhdIKV2oqYSncTJb+RO4GciTpkpWSBp+FNZccuSWqzxU8Erf4/TQBrOZxAawVFNtTKmhZBrL8fn+lm6AUsHv37oLbvYbGxkYfQUvHMzI760zUpiVozrkQvFZbg7llAzD9KoIhXfLu2jQX2Q7/PeyhL1P8+ZJZ8M2yOXMp+D4TTQhqvQYhj04k5XImmiKc1AknXBr8Jm0hC3+JAa1ifaJUluqX6qP6RFFKo8Zg1UddvyqjUDrheBvxLlJLJiqUVlh7/tYKtKT6jO8TSS6NcCDhMJxySThZQp5cyY+VkkbYOzIDa6YA1lUBmx0LGMDK9GWgbmHOrSxdyzKQlc1mK90EpYBYLIbH4ym4TxOCc2o8hDw6XlOjL+ZwOmrT5DcIemb/Z5oPHqWfPVDS8edaWT7akOSJhMkjcROnwMX6v353gh0XbGCn12Wmz698wfd8MG0haEJQ7zOp8RhEUi5d0RRDKYfBpEPjSEBrpjTN6fpEqRzVL9VH9YmilEaNwaqPun4tjtmmFKbIYlZg3S2VVlhcvk+SToa+eC6AFUm7WLpGc2Bha/lWk1ICWC0jAaztizEDa1lGLJT5WparFqZSqUo3QSmgs7P4Cil5IY/BluYAa+u9rKqxGEy69MZssvNcpc959Shu19lpjzEEXBFw+Hhjkm2eqcVq9/z4e+wd9vCNIS/d7vRX7MmpjAtJ1wQNfpM1tV4EglNDaY4NJOnsjXMinCTlFv9SUUqfKItP9Uv1UX2iKKVRY7Dqo65fi2P8CoWlpBN2YS9Cq2am0grHdGHTE0tzcihFz3CaaNqlzpsrebISgli9ruD7EQ9fGfTxYrpwIfcWPct7a1L8TUOS87yLk0ao16vSKcpUKr6pVB1DE6xv8FHjMbB0jf74SCH4gIXXnF3stdQUw/HqdMn7atP0NTagD4ytVlgXHuDvPvVRACL1jex717u5aNd6vFUSDtY1QVPApM5nEE46nBxKj6ys4tIYyBWFt4wqaayiKIqiKMoyNFNKYSUVqo+l0goBJJGUCx44G7WJ2xkClla2mr3VrpQZWK0jM7C2qRpYSpVQgSylajUGTAIenZNhnf64TXcsPetC8LNNMRyv7sbrGf6XbxTcVxseQP7X9/mXdZ/hmqDN+Z7MjOmGi8XQBM0BizpvlnDS5cRQkqGUw0DcoTlo0hK0sOZYe0xRFEVRFEVZmgrVx1rpUm6W/rhNNOUiWjScTJamgImxAqI1pQaw3hiw2aoCWEqVWZaBLFUHoDpt3Lhx1o/xGhobm3wEPWOF4E9H07QGrTkVgs/Pyiq0kuFk5rbNaE0NZPsHC+6vCw8Qy2r8IOrlWTPD20JpWo35pUCWk6lrtAQtnEyWwaTLyXCSSMqlP+7QHLBoCZpz6hNl4al+qT6qTxSlNGoMVn3U9WvhDXeWNut/vDasBWjJ9FR9rDEZKRmMO4STDtG0i+1KaqMGDX6z0k1bcKWsQlhNAaxsNAu+yrZBqT7LMpBlGMvyZS15bW1tc3pcvhB8jUfHZ+r0xW26ojaNfoOaEgvBj08xhNLTDAM3XE/8vr1Fg1l5xx2dewZ9XOpzeWPArpp0Q8gFtFqDFrabZTDpcCLsjAS0DJqD9bhZuSLuOi0lc32vKAtH9YmilEaNwaqPun4tvHx9rFJqY+XVi4V/r0QOdHLi3u9NCWDlrcz6WJJoOsNA3CaazhBLuwRMnbqggZihBu5St9QCWHkyKVUgS5liWY424vF4pZugFLBv3z727Nkz58cHPQZbmnX8lobPtOmN2STsDM0Ba8YCjPkUQ5hdmqG5bTN1n7999P8Hb7qt6LFZBE8kTV5M61wTtNlW4Pm02poJbVlMlqHRFvKQdrOEkw7Hky7Dxw7Qv+F8moMWLSX8HpXFMd/3ilJ+qk8UpTRqDFZ91PVr8fjXri752E6ZYKvwL2BrmDaIBSuvPpadydIXywWwIikXATQFrNEbunYDWNPfu16S+kcCWC8usQBWnt6qg1PpVijVZlkGspTlS9cE6+pzheC9hkZfzOFUJEVL0MJvLv6KFpstl0P2xLdRPt1wTe0m/vjIKVozYys4jZ8VVimekYBWys3ihOF4OJWboRWzaQ5aJQUGFUVRFEVRlOo2XRBrJaUVZqUknHQJJxwiaZe0kyHkNSry3WEx9buCRxMmB1KFVyAEVcRdWbpUIEtZkhr8JgFLx2em6I/b9MYcglaGBr+JVmLVdbfr7Ix1smZy3W0fx21s4KG3/zkvb9g2Yd9JzcfXajZxyUi6oXF49vUTFpLX0HCA1oDFYNIhnHQZSrn0xWxagh6aAqYKaCmKoiiKolS5mVIIJ/O0NK6YtMKY7TIQd4mmHaIpF6+p0xyw0JbxGHfAFTwyQwCrZWQGlgpgKUvVsgxk6fryjq4vVfX19WU9n8fQ2NjoI+TR8Ro6vfE0pyNpWoIWHqN4kap8vaxS62TNxBgY5Nr//i4td/wP9iVM3HEfGFkETyZNXkwZvMmq50I5NbWxkumGur8Gr6lxjukh6WQYTLoMJV0iKZe+uEFL0EOjXwW0Flu53yvK/Kk+UZTSqDFY9VHXr+oUpHwFVUsNYu3+4b+W7TmrnZPJ0h/PzcCKJF0kkga/haUXH9MKexEbuAAGM4JH4rkAVnaaANZVAZvtSyiAJdOSMr5dlGViWQayvF5vpZugFLB9+/ayn1MIQVvIQ8hj4DU1+uM2Z4dt6rw6tV4DUWB2lrlp/azqZI1XbBVD2T/Im4IOO70uP4tZvDop3TAuBfcHOnjubJw/TpxhVSY51p4Kphv628YCaD5TZ7Wpk3AyhBPu6Ayteq9Jc9BSAa1FtBDvFWV+VJ8oSmnUGKz6qOtXdeoQ5XuvlBLEWimphJJcGuFgIjcDK+lkCHkM/KZW8HvBeGZskRpZZuGM4NG4yQvTBLCaR2ZgLaUAVl52KAsNlW6FUm2WZSArlUrNfJCy6F566aUFG0wFLJ3NTX5CHh2fkSsEH3dsWgImpl48hD/b9MLpVjEcuuOL1NxwPTdu28wraZcHhi3C2YnP3WUE+HrNRi7yurw5aGOOpBvmA2uLPTsr0f3ahGAWgN/U8dfqJOwMg0mHoaTLUMqhz2fSMhLQKjV9U5mbhXyvKHOj+kRRSqPGYNVHXb8W1nDn3Gb4n5KpOQWzZptGCCsnlTBhZ+hPOERTDpFUBq+hzar2qxNcWsGscEbwWNzk+RkCWFcFbHYswQBWnlanpmMpUy3LQFYmk6l0E5QCwuHwgp5f1wTttd5cIXhToz/ucDqaptFvEvJM/FOfa3rh+FUMJ69gmO0fJH7fXuo+fzuv82TYYCX5bcLkN/GJ6YYSwTMpk4NpgzeG2tj16tHR2bKLPTsrk4gW3ee3dPzWWEArnMwQSbr0+gwV0FpgC/1eUWZP9YmilEaNwaqPun4tLHswQvTgIYxQYFaPi5Gd0/OVEsRaSSmEAG42S3/CIZLMpRFmpaTeZ0xbamT0sV1nkfEEAPKy8pUeWUgRYfJbXwsvWPVkReHX2JhJcWWyl+3OEFo/ZMj9W3JSLqJ9C/EDh8kaKnW9KmxbU+kWAMs0kKWsbDVegy3NfgJWmr64Rs+wTcLOTihePp/0wrxCaYbj/98U8MaAwwVel58PW3ROSjdMSsEDRgvPNzdyXdDmnNcOz6s9CyUf0IrbGcJJh8GRQYIKaCmKolQHIUQ78DngGqAROAv8GPislHJOUQwhxBXAI+Qqk9wppfxUmZqrKMuSf+3qRXmemYJYKyWFMEcSSbkMjKQRxu0sAUsjaBUuL1LwDPHE6I1km+pYYbyYaEbwWMLk2aRBpsgMrMaRGViv92TQRCO5j4QlLOEAENi2iaClQhfVIO4B1067lW6H+mtQliVT11jf4KPGa+A1NPpiDqciKVoCFn5rYjR/rqsXFkszdF4+hLlt8+j/N+iSv6hLcyjt8kDMYiAz8c7JWVfn60M+Xu/v4NqMgHEBtkoWgp8sYOkERgJag4mxgFYu5dCc1YqRiqIoSnkIITYATwAtwP3AK8DFwMeBa4QQl0spS89Byp0zBPw7kACC5W2xoiwfc00rnI3ZpBKulBRCgJSbpT9uE03lFikyNEFTwMSYY/6c56LzsY8dwHPR+WVu6fxFUy6PHAvz1MkoblYWPKbRb/KmjfXsPCe0rGraiuE09L1C7aU7qfOZlW6OAvR2diI0Kl5HYFkGsgKB2U3tVRbHnj17Fv05G/0mQUvHZ6boj9v0xhwCTiY3i2ieqxfm0wwnpxjm0wsn2+zJcK6V5ImEyaMJE1tO/JB50VPPK/0Zrkz2cEl6AB254HeFQufO/sO6UEBrKOlQpwJaZVOJ94oyPdUnShX7Krkg1t9KKb+S3yiEuAu4BbgTuHmW5/wyUAt8YeTxJVNjsOqjrl8LZ65phQBbhb+k42YKYq20NMKMlAzGHcJJh2jaxXYltd5cWZHZcrvOTvj/uYyLF9Jw2uWRo2GenCaA1eAzeNPGBnatXl4BrPFEu6rxp0y1LCunuW7FZ7opBXR3d1fkeT2GxsZGH+c2+FlT5yUroSuSJrN+bVnOrzVNXEajUCH4PEPAFQGHjzckOc8z9e/UFjq/8p/DvU3bOWLkboI7h18rSzsLsaOzukk/QcDS6ajz0uAzGEw4HBtMcqgvwSu9CfrjNllZ+ANXmVml3itKcapPlGo0MhvrLcBx4J5Juz8NxIEbhRAlf8sWQvwJ8AHgb4Ezs22TGoNVH3X9WnhzSSsMy9LeK9MFsVZaGmE07XIynOTMcJq+uI0hBC1Bc05BLBhLK9Rqa4D5jYvLKZbO8NNX+vnCIyf47fFIwSBWvc/gz85r5rYr17K7o2bZBrEAZKz4dytl5VqWgax0Ol3pJigFHDlypGLPLYSgNWTxuhY/a+u9NPgNuofTDKdcpJQ4rx7FefXolDszpQjccP2UbUN3fBHn5UNFH1OrS95Tm+av65K06lOLffZnNP7f0Ll8p8ulb2B41m0qVbq/a97nCFg67bWeKQGtzt44fSqgNSeVfK8ohak+UarUVSM/fymlnPBhIqUcBh4H/MClpZxMCNECfB34sZTyvrk0SI3Bqo+6fi2M+aYVdmPP6/ErKY3QzmQ5HUlzOpKmJ+aQcrI0BSxC3tJrYU0nX8ajHOPi+YjbGX7+6gBfePQ4jx0bwikQwKrzGrxzRy6AdUlH7bIOYI0amv33M2X5W5aphYpSjM/U2dTkJ+Qx8BppeoNBUh1rqPflcurnkmY4vh5W3vgVDKdzrpXlIw1Jnk4aPBy3SE1KN3zVquXIoOTKVwd444b6klZfqQQhBAFLx29qJJzshBpa+aLwDT5zZXzYKoqiLJ4tIz+L3Tk5TG7G1mbg4RLO93VyNzlnm4o46tSpU9x6660F9z3yyCNzPa2iVJ35pBXOx0pKJcxKSTjpEk44RNIuaSdDyGvgN0tfvW78qoTVKulk+M1rQ/z2+BBpt/AN4Fqvzhs3NHBxew2GrsbTiqICWcqKownBOTUeajw6/ou20h+z6U261Lz8MtYcZw8VW8FwcuH3QnQBl/ldXu91+VXM4rmUgRy3EkkGwa+PhnnudJS3vq6JC1YFy3L3aSHkA1rFamg1B3KrHKqAlqIoSlnUjvyMFNmf314304mEEH8NvB14j5SyZz6NisVio//t8/kASCaT7Nu3D4COjg7Wrl3L008/jW3nZqUEAgF27tzJ4cOH6ekZe/rdu3cTi8Xo7Owc3bZx40ba2tpGzwdQX1/P9u3beemllwiHxxZq3LNnD93d3RNmJW3dupVgMMgzzzwzuq21tZVNmzbxwgsvEI/HAbAsi4svvpgTJ05w6tSp0WMvuOACAPbv3z+6rZpfEzB63uXymqqmn7a3E0TDD5ySKWKMTYzcKvyEpTth5lU7Fl40jozUSe6UCerQWSU8vCaTpMiNQw0Em4SPPjl11lZSZjk+rs5yEwbNwuKwTOKOPN6LYL3wcVamGSIz1n68pMjSNa5NbVjUC4NOORbsCaLRIbxzek3AjK+pn7G0ynV4Aaa8Jp+j0aXbSB/gA6+tUxPVyQYFtnfs92GGQRrghsa26XHQ02A3AA25BZ2EDWYMnCBIa+xYLVODHR0YnY01fOwAvtZ1aB4/8ZMvjz1PqAFvcwfxrkNk7WTunLpBcO120oPd2ENjfzv+1bn3XeL02IrkVl0rnoY2YideQmZyr9/WfTxvN/GbY4OkxrppgqCeZU+jw6UbWwnU1TJ8bGxRKN1fg79tPYnu18gkoqPbQ+eeP+E1AYv2mjTLR6B9M6m+UzjDY9+NAmu2kU0nSPYcH93maWrHqmmc9jWNDxMvyWsEy++65/V60bTKT64Qcpml/Tz88MPPWZa1a8eOHZVuijLJwMAAjY3VlcufyUpOR9P0Dtv07nsOjhwjaOnomkAE/CWvZui8fKjgCoZaU8OMs7ImO+1o/HTY4pRb+G7T+novf7KtmdW1nlmdtxA3HsEI1M584DzE7QzhpIMkl8+vAlozq8b3ykqn+qT6dHZ2kkwmn7/66qsvrHRbKkUI8TXgg8AHpZTfKLD/TuAO4A4p5RemOc864EXgQSnlu8dt/yvgW8CdUspPzdQeNQarTur6tTAGHn+e6MFD1OyY/oZlMcPSJSRmnlPwzDv/ZsL/L/cZWU4mS388NwMrknSRSGq9JtYcZyE5rx7F3LKhpNUIF2NcDJB2szx+IsJjx8IknKklRgCCls5VG+q5bE0Npl75oEGldA+nCWQT7Fi3Sq1aWCWqZfy1LGdkVUOEUJkqGKy+Fbx1TbCmzkut10Bvb2LQ0BiyM9R4dMzXjpd8nvwKhkN3fHFCMGu6wu/FrDaz3FSf4kBa58EhnZg28aL9WjjFlx8/xcUdNVyzuZGgp/Tp1ZNpntJWzJmP8TO0wkknN0U86VDnNWgOeGgKqIDWZNX4XlnpVJ8oVSo/46rYN6/89qEZzvNvQBL4yHwbpMZg1Uddv6qTd1Kp4siBzhlXKFzOJJKhpMtAwmE45ZJwMoQ8Bn5Tm1MmwlxSChd6XGxnsjxxIsKjx8LE7cIBLL+pcdWGev5gTS1WlZYUWXSWd+ZjlBVnWb47EonqzoNeqcZPkaw2tV6D8y7fwYY3XUzbFRcSd7IMp1wyRZa6LaZQ4fe5EAIu8Gb4mHuSy1O9aBNr+CKB352K8j8fO8FvXxuadTvzxk8vXmi5ovBeGn0mkaTLa4MpDvfHebknRvdwes6vYTmq5vfKSqX6RKlSr478LDYlZNPIz+Krj+TsAlqAPiGEzP8jNxsL4B9Gtv14pgapMVj1Udev6jQ+FQ9Y0UGspJPh1FCaM5E0vTGbjITmgEXA0udcTiO/IuH4VQlnslDjYieTZd/xIb746AkeeGWgYBDLZ2pcu7mBv79qHW84t14FscY7O9NHmLISLcsZWYoyF4YmWFfvo9ZjoAVNBnVBX9ym1mviK3FZ35nqYc1WoL2Na4HdbooHul0OWxM/iFNulp909vPUyQhv39bElubFLTg6F35Lx2/pJJwM4aSbq6GVcumL2TQFLZoDFoaaoaUoilKKfPX0twghtPErFwohQsDlQAJ4aobz/Ae51Q0n2wRcAewHngNemHeLFUUpqJQglqdleaWIZrJZ+hMOQ0mXaMrFzUrqvEZZFzcqJaVwobhZydOnovz66CCRIkWwvIbGFevr2LOuFt8sitgrykpXtkCWEKId+BxwDdAInAV+DHxWShme7rGTzrMHuBU4H2gDeoGDwN1SygfL1V5FKabeb9JR5wWfQTw8wHBDEylHo9aro1UowNJkSN4XP85rzZv5uRuiL+5M2N8bd/jGM2fZ1uLnbVubaApYRc5UPfymjt/USY4EtMJJl6FkLqDVHLBoCpgruiaAoijKTKSUR4UQvyS3MuFHga+M2/1ZIAD8P1LKeH6jEOJ1I499Zdx5/rbQ+UdqZF0BPFBKjSxFWe6GO49iDxZbW2HuIgc6ZyEqI8EAACAASURBVDzG09LI2pvfW/bnrgxJJOUymHCIpDLE7QwBS6NmsA8ZT+LMfIKqlslKnj0d5aHDYYZSbsFjPIZgz7o6rlhfN6tVGBVFySlLIEsIsQF4gty09PuBV4CLgY8D1wghLpdSznibQQjxYeCrQBz4EdAFtAPXA9cKIT4lpbxzpvMYhppoVo1aW1sr3YSS+ZvqWX/xDrqf78QfshhKuvTGbeq8Jt4SZ2fllbJyYak2ezJsvWwNjx8f4qEjYVLuxKnJL/cmeLXvJHvW1/GmDQ0zttUMNZSlXfPhM3V84wJagyMBrd6YQVPAojloYq2wgNZSeq+sFKpPlCr2EXJjsLuFEFcDncAlwFXkUgr/YdLx+W/MC3JnRo3Bqo+6fpWPPRghenAszckIzX0mfB1jwYsT935vyv7lWtQ97Wbpi9tEUy6RlIshBE0BE0MTOPEk5pYNZXuuUlMK8+Y7Ls5KyfOnh3noSJiBROFwnKkL9qyt5cpz6wlYKoBVkkB9pVugVKFyjTa+Si6I9bdSytG7gUKIu4BbgDuBm6c7gRDCBL4ApIALpZSvjtv3eXLT2f9BCPG/pJTp6c7l8cx/NTel/PJLQC8Foa0bGHj8efyWTmOtF49uE0nlUuBSrkaNp/TZWfH79s565cLpZJ5/kT+orWHXlWt48NVBnumKMr66VEbCY8eGeK5rmGu2NLC7vQatSH0Bb3NH2do1X/mAVsrNMpR0RgvD98YMmoO5lQ7LOdW8mi2l98pKofpEqVYjs7IuYmxW/B+TmxX/ZWY5K74c1Bis+qjrV/nNdaXC8VaJsffK5LTC5ZZCCLkgz0DCIZxwiKYzpN1M0RvElUoHnOu4OCslL56N8cvDg1OyJvIMTfAHa2t5w7l1hDwq4D8bov6cSjdBqULzfheNzMZ6C3AcuGfS7k8DNwE3CiE+OX5qewEN5FbXeXF8EAtAStkphDgEnAcEgWkDWclkclavQVkcL7zwAjt37qx0M2bN6TrL6rXnELB0LEMjksrNzqr3mngKfPhqTQ3zXrmwEBHw47x6FABzywZCHoN3vb6Fy9bW8OOX+zkRnlg0NGZn+MHv+3jyRJS3b2vi3AbflHPGuw4RaC9vXa/58hoabSEPaTfLUNLlZDhJJOXSF3NoDJi0BC28yzygtVTfK8uZ6hOlmkkpTwEfKPHYkmdiSSm/DXx7Nm1RY7Dqo65f87cQKYWvySTrxdSxGbDkUggTJ07jDhf/mpd0MgylMiTtDAkng8fQaBhZjbCa0ghnOy6WUnKwJ84vDw/SPWwXPEbX4NKOWq7aUE+tVwWw5kL2HIXWytU6U6pTOd5NV438/OX4IqMAUsphIcTj5AJdlwIPT3OeXqAP2CyE2CSlPJzfIYTYTK7g6P5SUhSz2cLLmSqVFY9PF8esPlZDLTU7No9MIRfU+Uz8lk5vLDcdOpx08bq52lnjV1QJ3HA9w//yjbK3x2hfBTAazMprr/Xy0UtXs/9MjAdeHSAyKRf/dDTN/37qNK9vC3Ld1kbqfebovqxdvV84PIZGa8jCzuQCWieGkoRTDv1xmwa/SWvQWrZFMZfae2UlUH2iKKVRY7Dqo65f8zc+pXA+6YTjpSi+WnPt+VvL8hyLxR2OF5ylZmey9MdtoukMQ0kXATR6DQy9eDx9tumA5VTquFhKySt9CX5xaJDT0cLzKzQBu9truHpj/YSxtzIHTmrmY5QVpxyBrC0jP4uti3mYXCBrM9MEsqSUUgjxUeA+4DkhxI+AM8Bq4E+Bl4CSbk+cOnWKW2+9teC+Rx55pOB2RZksn144nqVrtNd6CFs6lq4xlHLpjTnU+cZWWCn3yoXFpJ89AOQ+8M1N69m5OsT21gCPHgvz6LEhnOzEAdKL3TFe7o1z5fo6rtpQv2TS9CxdoyVo4YwEtE4OpQknXQbiDg3+3AwtVWNAURRFUZSFVo6Uwmo208yqmTRevgvIpdr1xGy6ozaDCYeY7dLgNwlZE2/+LjVSSg4PJPnFoQFODhUOYAngwtUh3rSpgUa/CmDNR1ZKMureiFJEOQJZtSM/i823zW+vm+lEUsr/EkKcAb4L/OW4XT3At4BjpTYqFouN/rfPl5u2m0wm2bdvHwAdHR2sXbuWp59+GtvOTQUNBALs3LmTw4cP09PTM/r43bt3E4vF6OwcW1Fk48aNtLW1jZ4PoL6+nu3bt/PSSy8RDo+VpNizZw/d3d0cOXJkdNvWrVsJBoM888wzo9taW1vZtGkTL7zwwujdM8uyuPjiizlx4gSnTp0aPfaCCy4AYP/+/aPbqv01Aezbt29JvaZ2LDKGRqdMjG6rQ2eVz8OgxyUgDAJA1pVEel0CdTpZ/9QPaHtc7UgtCUYS7DpgJJYkXDCj4Poh6x071gyDNMANjW0THY04rx5FXpYvhhnF6X4Nf9t63P4TXGZE2bZe8HCfxcHoxLe4m5U8fDTM011RrqpPcH4tDB87gBlqwNvcQbzr0OjdKKEbBNduJz3YjT009nv2r87V2kicHp00iVXXiqehjdiJl5CZ3IwwzfIRaN9Mqu8UzvBYemVgzTay6QTJnuOj2zxN7Vg1jQwfOzC6TffX4G9bT6L7NTKJKABeoH7t64kO9pLs7uY0cBqobz+XVY11vHxgLPC41N9PAwMDK+4aUe2vCVh2r2kp91MgUJ5ZEUp5LeUvqcuVZVX/SsYrReRAJyfu/d5oTaxnZjh+sRWbWVUKqyH3lTCacjkdTTOQsBmIO/hNnY5aL3qFVv6eDaEX/2p8bDAXwDo2WHh2kAAuOCfImzc20BxU77n5SLlZhlMu8ZE0VHRjSfz9KItLSFl8WmtJJxDia8AHgQ9KKafkUwkh7gTuAO6QUn5hhnPdAHwd2Av8I3ACWAv8D+B9wH9JKd893Tkefvjh53w+366tW5fWlFylOg08/jzRg4eKfqhLZG6lvbjDUMrFyWSp9RrEPzKxuHvD1760IO1zXj2KuWVD0aKYrw0m+cnL/XQVmfa8usZTtH5Wtctkc0s3R9MuPlOnzmdQ58ulHNZ4lvYdP0VRZtbZ2UkymXz+6quvvrDSbVFy1BhMWa5mGg+W6sUPf3pKYfdCKrViYf415mdWzYadyXImmqY/5tAXt8lkJU0Bc8mXgTg5lOIXhwY41F887fD1bQHevKmBtpBa7GKuMllJzM4QTblkgRqPQdCjU+s1aPSbNKjZbVWjWsZf5ZiRlZ9xVVtkf3770HQnGamD9W/Ai8CN4+ptvSKEuJFcCuO7hPj/2Xv34MjO8z7zOfe+XwEMhoMZzA2YGfFOkSOJpESREm+2N+tI2V0la6+TbOKlbMUpV1JJKqktr1xlZ5NKUk4cybKdTdaOHXs3FcdZJ6JE8SJSJEUP7xLJ4QBzw8xgBhigu9H3Pn3O6bN/NBqDy2mgATTQF3xP1RTI0183vp4z5zvveb/3/f2kz7uu+/31Pqux2yvoLqamphgdHe30NNqKhETCrxHUFIxilVzZJlO22O19GGvyEtrYkTXHjyT8/K2HRnh7Os+z51LkTWfF67f0s4L85MmBnrpJKLJEIqAR9ankTJvrWZP0ohtOzK8yFNSJ+dWeTGj147XS64hzIhC0hojBug+xfnUPrSSxdtOxcLuthFBvt5srWszkTVIli2zFIe5T12jI9gJmegYjMQzUY+TnJlJ8dLPUdPwnhgI8MZ7kQEQksLaC67pU7Bo506FYrRHUJZJBjYhR35xOBFT8msLU1BQJsYYJVtGORFbDYbDZFkXD87eZhlaDJwANeNlDNL4mSdIrwCcX/3x/vQ+yrG7yvxA0uHr1as8GUqWpaQKjB5q+bqi3tLMMVWa3vM4bTobaiWNNx8iSxAMjEe4cDvH9CxlevrSAvUY/q8iHN4t87nCMx44lPK2QuxVFloj7FxNaFYeZ/K2EVtSvMRis7+LIPRRM9fK10q+IcyIQtIaIwboPsX5tjXY7FWbfP7vhGGMouauOhV6thI0WwVYoVh2uZSukihbzJQtDkTgYMdYVc+9mqguzLOgJnptI86OZQtNx4wN+nhxPcijmazpG0By75pI3bfKmgyRJRAyFgWA9lm9sUi+P28UaJvCiHYmshnr6E5IkycuTUJIkhYGHgBLwxgaf00hlDzZ5vXFcbPUJdo2VzoXrs7w6a3UiK/3zfw8AeSBB8Ge+1DZBeHVk/xoXw2b4VJmnTiQ5fTDCt8+leP/Gyhu0U4OXLi7w5rU8T44neGAk0lP96LIkEfOrRHwKBdNhrmiRKtmLCS2VwaBOMqD11HcSCAQCgUDQGZY7FcL23QqnvvXHa451qoVwNZttJbRrLjdyJrOFKulSlYrlMhisu3v3KvNFi2ev6/z44ytN/SSPJnw8OZ7sSUmOTuO6LiWrRt60Kds1gprCUEgnbKjEAypJv4beI0ZUgu5g24ks13UvSJL0HPWKql8EfnPZy18HgsBvu667VLcqSdLJxfd+vGzsDxZ//iVJkv6Z67o/Wjb+HuAvAS7w4nbnLBC0ipdz4Uas5wZYm09T/IM/Ifbr/6DpmJ0mEdD4mXuHeWi0zJ++d4XrlZVBR6Hq8J8+mOO1y1l+6tQAJwYDHZrp1pAliYhPJWwoFKs1MmWLdHmxQsunMhDUGQhqaIq4WQoEAoFAIFifdjkVrm4rlIYSTUbuDqWp6U2/x3Xr2rDXc5X6ZmHZImqoDMbUnqp8X06mbPHC+QxvXstRc70lNg7FDJ4cTzKW9Pdcu2SnsZwaedMhZ9qoskzEpzAUMogHVBJ+jbDQtRVskXZUZAH8AvA68K8kSfoCcBb4FPAo9ZbCf7RqfKO2dulfreu6ZyRJ+nfAXwPelCTpP1MXez8M/DSgA7/huu6HG02m4VIo6C4aTla9yupduXVbDYeSTXUQavPppQotaH+VVqscSfj52oMjvD/v8Oy5FLlV+lkzhSr/5s3rnBwM8FMnB9gX7i0HFkmSCBkKIUOhVHXIVGzSZZtM2eZmQWUgqDEY1Lty96fXr5V+RJwTgaA1RAzWfYj1qzOsdihczej/tnsthF402gpbbSUsWw7T2boO1lzRQpbqpkF6j24M5kybF89neONqFqfmPea2iM5T40lODgZEsmUT1FyXUrVGzrSp2jVChsr+iEHYqAu3x/3qpjaUxRom8KItiazFqqz7gV8FngJ+ArgB/Evg667rtioZ9L8CrwB/FXgSCAM54FXgd13XXVuTKxDsMI32wuVs1Go4+sxX1g1eltOuKq1mgu/rIUsS949EuGs4xEsXM7x8cQFrlX7Wx3MlJuav8KmDEZ4YSxIyeq9sPKArBHSFilVjoWKRKVuLCS2LREBlKKT3vKuOQCAQCASC7mGjODB098ldnE1zwqea66xC3U1utlBlNl8lVapSqjokAhpho131ELtLserw/YsZXrucXRPzNtgX0nliLMEdw8GerTTrBFWnRq7ikDdtDFUm7FMI6wbxReH2UI/+mxF0J2371+S67lXq1VStjPVcEVzXdYH/e/HPlimXm9ujCjrHe++9x8MPP9zpaWya1Tf4VloNo3ef4q7f+vrS/29kt1ybT295fq0IvjejND1J+Ojd6KrMk+NJPnUwyrMTKd6Zzq+cnws/vJLj3esFHjsW5+HD0Z5szfNpMsOaQdWusVCxmVooky6rzBUtEn6NoZDWFTfZXr1W+hlxTgSC1hAxWPch1q/OsF7cZwwluUyFU3RGvqHVtsJsxeZ6ziRVrJIqWQR1hZGoryf1RsuWww8uLfDK5QVM2zuBFddqPPWJ/dxzW0gksFqk5roUqw65ioNVqxE2VEaiPiI+lURAJe7fvj6tWMMEXnT+iU0g2AO0UqGV/vm/t6U2w+WC71upylpOzK/yl+/ex8OjUf7s7DyXMpUVr1fsGt8+l+KHV7L8xIkkd+8P9WSpta7KDIV0LKdGtmJzLWuSKVmkShoxv8rgonNKL343gUAgEAgEnWGjdkK45Ux4fRfntZqN2gqrdo3pnMl80WK+WKXmugyHjJ5ytW5QtWu8NpXlpYsZypZ3D2HMp/L4WILx6iViB8K7PMPepGrXyJo2xaqDrsjE/CohQ1msvtII9rDwv6A3EIksgWAXWF2hVXVqvP8//tKacVttM9xOVZYXB2M+vvrpA3wwW+S/fZwiVVppp54p2/zhe7O8cmmB/+7UAEd61L1FU2QGgjpxv7u461ghVZJJl+qJrMGQTtzfuwKmAoFAIBAINk/+bGuO0KtZL4m12qHwulva0u9oJ6u7Dmquy3zR4kbOJFW2yFUcEn6VSA8KctuOyxtXs7xwPkOh6niOCRsKXzgW51MHo6iKRP7iLk+yx6i5LoWqQ65iY9cg4lM4EPER8de1r2I+tSer9QS9SV8msjTN23FC0FkOHjzY6Sl0DboiNxWE30qb4fKqrE3NI7av6WuSJHHncIhTg0Fem1rg+fMZKvbKnayrWZNvvjHNHfuC/OTJJAPB3hKEb6DIEolAvRorbzrM5qukSxbpkkXUrzIY1EkGtl8a3SriWuk+xDkRCFpDxGDdh1i/Nk81nSX3wQRqOLip9zVLYhlDyTXHBjr0GNasrbBg2kznTFJFi/mShU+RORgxUJXeSkw4NZe3pnM8P5lhoWJ7jgloMo8ei/PgaHSFWP16cfFexrRr5Co2RcvBUGXii26DiUC9+mqndWbFGibwoi8TWbremw/T/c7o6Ginp9BVrNdu2HA13GlHQyMxvOEYVZF45Gic+0ciPH8+zetTWVZrY34wW+TszSIPjkb54vEEgR4tJ5YliaivvvNYqDr1ZFZ5MaHlUxkI6gwEtR136BHXSvchzolA0BoiBus+xPq1ddZzqF5Oo6XQi0Yr4WoGpc5cK6vbCu2ay/Wcyc1CXcy9arsMBjUCPWaCU3Nd3rte4HuTaeZXdRI08KkynzsS47OHY55tkq3ExXuFmutSMB1ypo3j1qvXDgR8RH316qvoLlZfiTVM4EVfJrJKpc6X6grWcubMGU6fPt3pabSNhnOhGg62HOgsZ3m74Ztf/prnmHY5GjajMPUhodHbWxob1BX++08M8uChKN8+l+KD2eKK1x0XfnA5y1vX8jx2PM5Do70pCA/1arSwoRI2VEqWw0LZJl2q/5nN12/gg6Gd24Hqt2ulHxDnRCBoDRGDdR9i/dqY/NkLVNPZLb+/2cbk6nbC5Uy6ZcakzkkzhE4eJVWyuJ6tkCrZLFRsoobCULS3JBVc1+WD2SLfnUgzW6h6jtEUiYdHo3z+aHzdzdbNxMX9SqP6qmA5+DpQfeWFWMMEXvRlIqtufijoNqpV75tLr6EnokTuuFUh1UhobYdmbYawPUfDjXAd75Lr9RgM6fzcJ/dzMV3mz87Ocy1rrni9bNf4bx+neH0qy9PjSe7uceeXgKYQ0BQqdo1sue50mClbzBXrTiyDofZbUPfLtdJPiHMiELSGiMG6D7F+bUyjlXA5m2kr9IrhvNoJl2OzO9dKaWoaO79y87Hq1DifKpMuWcwVLRQJRiJ6T21Auq7LxHyJ70yk18SiDVRZ4jOHIjx6LN5SrLaVuLgfWF19FTFURhY1rxK7XH3lhVjDBF70ZSJLINhJlgtjpl57py2fuZGrYf79jwnffbKlzzLfeh85GtmWe2ErHE34+VsPjvD+9QLfPpdao0OQKdv8h/dneeXyAj91MsmxZGcsptuFT5XxhetOhwsVm6tZk1TJYr6kEvNpDAbrGlu9JoYqEAgEAoGgzvKNylbJvn92zbFm7YSdoNFKCPWERaZsM1fTyabLlCyHgYBGqM0bcjvNxXSZ75xLrXHXbiBL8MBIhC8ejxPzC92+ZjSvvtJJBNSOVF8JBK3SW6tWi8hy7+wm7CWCwc0JZvYSDUHQrbQYwlpXw9WthtU/+s+kjv9don4VtcmOSMO5EGjZvVDWt1fSLksS9x4Ic8dwkFcvZ3nxwlpB+GtZk2/9+XVODQX4yRMD7Av3tn6KpsgMBnUSfpecadedfYoWqZJK1KcxENS2LQzfz9dKryLOiUDQGiIG6z7E+uXNdtsJG3hpYy2P6Zrho70bX16VV8tR7ruT2VxdBytdsghKcDDq6ymXuWvZCs+eSzMx793CLAH3Hgjz+PEEA8HNJ7C2Gxf3AsurrxrOgyMBX9dUX3kh1jCBF32ZyPL7+38R6kXuvffeTk+h7SxvM2xHi2GD1a2GUjqDpsrMFSzChkxQX2uDrI7sB1hKZlmTlzasygqOtEdEXlPq7i+nDzYXhD97s8THN69w+mCEJ8YSRHy9vfwoskTcX7/hF0yH+aJFqmSTLlXrQpjbEIbvx2ul1xHnRCBoDRGDdR9i/fJmdTvhZh0KG6yupt+opbDBkTbrYy2vvFpx3Kkxpxjk58vMF6vUXJfhsIFP7Z2k80ze5LsT6TX6rMu5Y1+QJ8cTDIeNLf+edsXF3UjVrpE1bYrVzjgPbgexhgm86O0nySaYpneftKCzTE5OMjY21ulptJVGm2G7WgwbjD7zFSZ+9Rsrjt0WMciULbJlm7JtEfNpaB6WyI3KrFaqsipzV/ENts/StiEI/9BolGfPpfjRzMqAwwX+/GqOd67neeRIjEeOxnsqkPJCliQiPpWwoVCy6m2H6bJNapkw/EBQ25STYz9eK72OOCcCQWuIGKz7EOvX+mylnXA9Wm0pvOGa7Je2nnRpRvKh+4B65c180WImV5dCyOcqxP0aEWPtZmi3kipZPDeZ5t3pfFNFsRODAZ4aTzAS9W3797U7Lu40NdelUHXIVxysmkvEp3Ag2hnnwe0g1jCBF32ZyLLtvSnU1+3Mzs72/SJUmprecnvhcqJ3n1pzbCikE9IVfKpFzrRIlaoENYXQqoBEHdm/VJW1EVY+vSM37IGgzs/et5/LmTL/9eMUU6s0DCzH5fnzGX54Jcfjx+N8+lC0J26k6yFJEkFdIaivFIZPly1uFlXifpXBoE64hQByL1wrvYY4JwJBa4gYrPsQ61f72ghbwSuG82IBh/1b/B0btREWTJtrWZN0yWK+ZOFTZEaivqbyFN1GtmLz/GSaM9dyayr8GxxN+HhqPMmRRPsq23YqLt5tqs6i9lXVQVdkYn6V0GL1VbLLq6+8EGuYwIu+TGQJBLtNo8Wwne2FXgR0hYOaTLokYygyWdNmrmgR9akYHpVN5lvvA+yK+LsXh+N+fvHTB/hgtsi3P04xX7JWvF6sOvzpR/O8ejnLUyeS3DUc7JldwvVYLgyfrThcy1ZIl2TmF8/VYFAn5u+NXTCBQCAQCHodL1dC2Ho7YQMvoffdoFkboRKLcGWhws1ClfliFctxGQxqBHokcVEwHV66mOH1qSx2kwzWSNTgqfEk4wP+vogZ20XNdSlVHbKmg+XUCBsqByI+Iv569VWsR6qvBIJWEYksgaANhE8da3t74Wre/PLXllxwBu4+RchQuVmokq/YZMoWPlUhYijIsrRC+B1aF3/fCSRJ4s7hEJ8YCvLnV3N8bzJNoeqsGDNfsviDd2c4GDX4yZMDHEv2h8aKpsgMBGXifpW86TCbr5IqWqRLFhGfUtfRCmg9ZXctEAgEAkGv0u42Qi+h992k0Uboui7pss3VbIVUqsxCxSZqKOwLqcg9kOwpWw6vXFrgB5cWMB3vBNa+kM6T4wnu2Ncfm57twnJq5EyHvGmjKzIRn0LEMIj769VXm5G2EAh6ib5MZAUCgU5PQeDBAw880Okp7ArbdTBcD/Nmiqlv/TF3/dbX8akyB2MGmbKCocpkKzY3i1ViPg3fyK1i9UZCq1GdBbcqtIKHPtH2OTZDkSUeHI1y34EwL1/M8MqlBaqrgpWrWZNv/fk0pwYDPH0iyf5I+7UjOoEiS8T8KlGfQrHqkCnXS/3TJZsZo75TNhi6Veq9V66VXkKcE4GgNUQM1n3sxfVrt1oJtyr0DnCc1jWd1mslLFvOUhvhXNFCkWAkovfEJlnVqfHa5SwvXcxQtmqeYxIBlSfGktx7W2jHk3K7GRdvB9d1KVk1shUb065XX90W8dU3SQMacf/23LO7jb24hgk2pi8TWbWa90Io6CyFQgHD6I/EhBftdjBc7VzYYIWbIRIJv0ZIV5grVMlWbLIVm5IlLQk4rq7OglsVWjWzhKxGtz3XzeBTZZ4cT/KZ0Sjfm0xz5upa/YOzcyU+nitx34EwT44niPs3b6HcjUiSRMhQCRkqZcshW7FJly0yy3S0BoI6drG/r5VepN/XL4GgXYgYrPvYi+uXVyvhdtsIV+PVVtiq0DtAhRoarSWbvFoJlViE6zmT2Xy9jbBkOQwENEJG9z/e2TWXM1dzPH8+Td50PMdEfQpfPJ7ggZHIriVlOhEXbwbbcclX67G+Kterr26LLFZfBTWCfVp9tRfXMMHGdP9KtwUqlcrGgwS7ztmzZ3n44Yc7PY0do90OhqPPfIWpb/2xZzJrNboicyBqEDIUfFq9OmuuWCVsqAQODK8owV6e1CrPXiZ89O62zHezRAyVL98xxGcPx3j2XGqNpbILvD2d570beR48FOULxxN9dYP2awp+TVnU0bJX6GhZV85y8t7Tfbej1sv0+/olELQLEYN1H3t5/Wp3K+FyvNoKWxV6B7hGlVObfBRrtBIulC2u56qkUiXSJYugrnAw6uv6mKHmurwznee5yTSZsrcxRFCXefRonAdHo7teVdbJuHg9SpZDrmJTtmuEdIX9EYPwYkV/IqD1jIj/VtnLa5igOX2ZyBIIuoHtOhhG7z7FXb/1daCuj7UxElGfRlBTmNcsFio2C2WbslUj5lfX3OSsyUvQBXmhoZDOz32y7nD47Y9TXFrlcOjU4AeXs7x5Lc/nj8b47OEYuoewfa9S19HSifvdJR2tBHBurkjEUJd0tPrpOwsEAoFA0Otsp61wq1TtGtM5k7liXXOz5roMhw18XR4juK7Lj2eKfHcyxc2C5TnGp8o8cjTGw4djXf99dgOn5pI3bXKmgyRB1FAZChnEA/UEVkjfqTnLhQAAIABJREFU2AVbIOhnRCJLIGgzu+Fg+KOv/gqjz3zFc+dPVWSGw/XqLEORyZs280WLoCYTMpSlVkPtxDFI7NgUN83huJ+vfvoAZ2+W+Pa5FLOF6orXK3aN70ykeW0qy+PHE5w+uHul5rvBch2tQgayZYdUySZVspn1qcT8KoPB3mgZEAgEAoGgn9luW+FmcYFM2eLqzSLpkkXetIn7NSJGdyczXNdlYr7Md86luJYzPcdossTDh6N8/mhcCJMDFatGzrQpVGsEdZmhkE7YUEkEVBIBDb0HtM8Egt2gL5+IRA9td3L8+PFOT2FX2A0Hw+Wi780I6SqBuEKqaGGoFrmKzVzRIjq8D/nCJQCMgZEdnedmkSSJT+wLcnIowNvTeZ6bSLNQWVl6njcd/uTDOV65tMCT4wnu2r/z4p+7iSRJGAMjHIgYVOx62+HUQplUSWG+qBH1qQwENWL+3nAi6hf2yvolEGwXEYN1H2L9aj/bbSsEGEZfc8xL1N1cjAXMrMnCQgWfKjMS9XV9O9mldJnvTKS4mPZuN1Yk+PShKI8dixPxdccjaafi4prrUjAdcqaN49blN0bjGjFfXfuq2xOWO41YwwRedMeq0WZUtS+/Vs8zPDzc6Sn0LF7C761oZ8mSxGBIJ2QozBUtchWLTNnGMB2iNRd54hom11a+Z9HRsJPIksQDIxHu2R/i9aksL1xY62YzX7L4w/dmeelihqdPJDkxEOibm7weqbcn+FQZX0jHrrnkKjbXcxXmizLzRZWoTyUR1BgIaD3hTNTriPVLIGgNEYN1H2L9aj/taCuMS2uvleWi7k6tRqpkkynXNyMtw89gUCOgdXfV0nTO5LvnUpydK3m+LgGfPBDm8bEEiUB3mfk04q/dourUyFVsClUHQ5WJ++sblvGARjKgYYgWS0CsYQJv+jLaKBa97WkFneXVV18VQn1bpJnw+5tf/hrGULJpm2EDv6ZwMCaTKSv4VItsKMD8++eIfeEk0g+9HQ27AU2ReeRonNMHI3z/4gI/uLSAtcri8Hquyv/15g2OJnw8fSLJ4bi/Q7NtH/mL768QG1VliUSgXoVVqDqkSxapxT8zi+XmA0G9r8Twuw2xfgkErSFisO5DrF87z1baCs+6JU5JAY9XXLjnLmZzFVIlm4WKTcynsM/X3ZXYc4Uqz02mee9GoemYu4aDPDGeZF9obTVaN7A6/toJXNelWK23D1adGmGfyoGIj6i/rn0lKu7XItYwgRd9mcgSCPqNhvC7l+h7K22GABISCX9dHHJOO0Ru0e44N3KI6KIY/HJHw27Cryk8fSLJg6NRnp9Mc+ZajlX5LC6mK3zjh9N8YijI0ycSDIf7r71FliQihkrEUClbDtmKTbpskS6pzBUsIn6VwYBGVARBAoFAIBDsGpttK/SiNDWNXXOZzpqUUyXmilUUSWIkond15fVC2eJ75zO85RGbNRgfCPD0iQQjUd/uTq6LsB2XnGmTM200WSbiV4gYBnG/xkBQw9/llXYCQbchElkCwQ6yXefC1Xi1GEJrbYYNdEXmQNQgbDpMU0VX5boYvC5juE0ikC4h6lP58p1DfO5ojOcmvHf9PrpZ5OzNIvfeVi9bHwh2V9l6u/BrCn5NwXJq5EyH6VyF+ZJMqqgS8dV39ZKi7VAgEAgEgq6n5rqk53NURkfJSgblvMlAoLsNXgqmw4sX0vzwSg67SQbrcNzHU+NJjiV7v1p+qzQ2Hst2jZCusD9iEDHqeqdxv9ZXxkUCwW7SvavjNlAUkdHuRuLxeKensGvslHNhsxZDqDvotL4jWK/sWajZJCMqmbJFtmxTqdhEbZdur2UaDOr8z/cO8/mjJs9OpDi3SofBBd65nue9G3lOH4zwxeMJol0iJNoKSiDS8lhNkUkGZOJ+lYLpkCpazBctUkVryeVGtB1un720fgkE20HEYN3HXlu/8md3pro8+/7ZpjHYVghR32gqVG1SRZtMsUqxYBI4fYqDXZzgKFsOr1yqyz2YjncCa39Y5+kTSU4O9pZ+6Wbir/Vwai6Faj2BJUl18fahkEE8oHZ9grIb2WtrmKA1+vIq8vn2btlqN3P77bd3egq7xk45FzZaDIE1bYattBeu5pDsgxCEdAW/ZpHWFNLlKqUfvE1sXxxj/Gjb5r4THIga/I0HbuNCqsyz51JMLax0xqm58MaVHG9dy/PQaJRHj8V7IqETGN682L4sSUR89WqsZm2HA0J7YcvspfVLINgOIgbrPvba+lVNZ8l9MIEaDrb1c9uZxALYX9OZKZksVGxyZZua7ZAI6ISD3akfZTk1XpvK8tKFDKVVBjwNBgJaTztKbyX+Wk510WGyYDkENJnBoEZ4sUo+EdDQRZX8lthra5igNfoykVWpeNu8CjrLhx9+KBaiNrK6zXArwdVVt8JByUdAVxjRZLR9MRamr1GyHGbtUeKjhwj3wK7RsaSfX/zMAT66WeLZcylmC9UVr9s1l5cvLfDG1SyfOxLnc4dj+LTuDSZKM5e2FUytbju8lq1gFGXmfYtuh4tth7pww2kZsX4JBK0hYrDuY6+uX+2SdtioEmuzjoUuLtmyzYxsUc7ZlCyHsKGiGSq60n3JH6fmcuZajucn00v6qquJ+lQeH4tz/4FI11aStcJW4q+a61KqOmQrDlbNJeJTOBjwEVsUb4/61J6qSutG9uoaJlif7n9C3QKO473ICjpLJpPp9BT6itFnvsLEr35jW59R4NaOmixJ7D8xSvJ4jWtvfYQZ0FmoOORNh8Fg92stSZLE7fuCnBoK8N71At+dTJEu2SvGmLbL9ybTvHZ5gUePxXlwNNqVu2NOKdeWz1nRdlh1yJQt5ksWc0WLqE8l5q9rNPRCsrLTiPVLIGgNEYN1H3tp/dqJtsKNklibcSwsWw7Xz12hmM6hfXYMe+IicU1GliXosmRHzXV5/0aB5ybSzJcszzFBXeaxYwk+cyjS9XFiK2wm/lou3q4rMlG/Qti4VX0lxNvbx15awwStI55eBIIepR0OOV7oisxAUIeoge/8x+RMh+umQ1CTCQ91f7uhLEncdyDM3ftDTXcQS1aN//Zxih9cWuCxY3E+dTCK2oW7oO1iudthxaqRNW2mFsrMFxXmivXjyaBGoos1OQQCgUAg2IidaCv0SmIZQ8lNyTk4rkuqaJEpW+RuLmAfO0IMSNw1vmKcHG2PRtN2cF2XszdLfGcixY181XOMoUo8ciTOZ4/E8O2x6u7l4u3hRfH26GL7oBBvFwh2D5HIEggEa1DDQezJi8RdUCo2qmlTqjrctI+QPDJKoAd2mRRZ4jOHotx/IMzrU1le9NB0yJkOf/rRPN+/uMDjYwk+eSDc9wGIT5PxaTp2zSVv2tzImczLFvOlKhFDFTbQAoFAIOh52ukYvZrNVWG55EyHVLFKtuJQrDr4ZYl4UMMCjPvv3rF5boWL6brm6OWMd4uwKks8OBrlsR7RHG0XNdclbzrkKjYu9VZKId4uEHSWvrzqgsH2ijsK2sPDDz/c6Sn0PZtzLoRTUsDz+PIAMEZ992n67bOYhspc0cKnOiQDGmoPJH00ReaRo/Wqq1cuL/DKpQymvdJlZ6Fi8x9/fJOXLmR4YizB3bd1VqQ0fHTnA1tVloj7NWI+lZJVFydNFS3mfRazBZXY4u5iVIjDA2L9EghaRcRg3YdYv9pLq5VYVafGXKFKzqxX8MhAfGEeWVeQJGlX7vWtMp31doFuIEvwwEjdBTrm78vHR2Bt/FV16vFRserg02SSQY3Icq3RPmin7AXEGibwoi9XItu2Nx4k2HVmZmYYHh7u9DT6ms06F2Zcm7i08TLg1xQGQzq1qEEk5iNdsriWrRD3a0QMpSdELH2azBNjCR4ajfLSxQyvX85i1VYmtOZLFv/h/VlevJDhifEEd+wLduS7VXMp9MjmxGO3iiRJBHWFoK5QdWrkKjbT2QrzRXmp7VCIw4v1SyBoFRGDdR9i/dpdaq5LpmyTKVlkKzYV2yHqU+smLNfKaCeOIUcju3qvb8bNQpXnJtO8f6PQdMw9+0M8MZ5gsEvdFNtJNZdCCyeWNviqTo2wT+VA1Fff4AvWxdvFBt/uItYwgRd9mcgyTbPTUxB4cP78+T25COU+mFj6bzUcbGu5u5dz4WaqsmaoEm9xGZCAuF/j4FCQ6zmTuWKVVNEib9oMBPWe0UgI6go/dXKAzx2O8eKFDG9czeKscpGeKVT5/XdmOBAxeGIswamhwK4mtMz5ax0Jbhv6aIlAvYQ+VbSYL9YF4iOGQsxfT2iFeyR52U726volEGwWEYN1H2L92jwbORU2o1h1mC9a5EyLXNnGmJ8jblaQZYnlcuna2BHyF9/vWCJroWzxvckMb03nWLWnt8SpwQBPnUhyW8TY3cl1CKfmYs5f44YTRJEloj6FsGGQCAjJhU4j1jCBF32ZyBIIugE9ESVyx0oRz+VJrXbg5Vy42aqszVL48/eIAErVQdf85A8cYCZnEjSUnhILj/hUfvr2QR45GuP58xneurY2mJvOmfy7t29wMGrw5HiC8YHdTWh1ClmSiPpUoj6VsuWQMx0ul2yCRYubPpXIkqip2hcuRQKBQCDobfJnL1BNZ9v2eZtNYtlOjfnFCqxs2aaGSyKoI90w0U4dXzG2k4LuxarDixcyvD6VxW6SwToS9/H0iSRHEv5dnl1nMO169VWhWmMQ2BfWl+KcZKB34lqBYK8hElkCwQ4RPnVsxf+nXnun7b8jevcpz6qsnUANB9ck4g7cPoaVDBDSq6RKVa5lKyQCGuEeEr2M+zX+hzuHePRojO9NZnj3ep7Vod3VrMm/efMGh+M+nhxLcHzAW1usH/FrCn5NwanVbaZvFqrMFS3mi1VCukoiUA/2hNCpQCAQCDpFw60QaItjYbNYyhhaXUHlslC2SZfrSaxStUbYUAhoMpJ0qwqr06LuFbvGK5e8dUIb3BbReXo8yYnB/t+0q7kupapDtuJguy4RQ2U0rlFagFNDwT1ZeS4Q9Bp9+eTh8/k6PQWBB6dOtS5C3s+sTgZtt93QqyqrVUZoXe9g9RxzH0wgSxK3RQzifpXprEKqZDFXtMiZDoM9pqk0ENT5y/fs49FjMb43meZHM8U1Yy5nKvz2mescS/h5cjyxY7uV/n2Hd+Rzt4OyTBy+bNXImTapkkW6pDDrq2tpJYNaT1XlbQaxfgkErSFisO5jL61fqyvh28lqt8KKXWOuWCVXtsmaNrosMxjUcK/PYBe9RdOXsxv3esup8cMrOV68kKZYrXmOGQhoPDme4K79nTW62Q3smkuuYpMzbXRFJuZXCRsKiYDOQFCj4DtFxNeXj8c9zV5awwSt05dXqiz3zsPzXiIUCnV6Ch3Fq9UQtt9uuBmXwtX42P610qg0i+Oimg665iN/4CDTeZPwYsVOLwVGw2GDn71vP9dzJs9Npvlwdm1C60K6zDffmGYs6eeJ8QSH4+1NaMlG91Z8SZJEQFcI6AqWUyNvOtzImczL9SqtsKESXyzH7ydr7r2+fgkErSJisO6j39ev/NkLO/47HvhP/3rpvx3XJVW0yJQtcqaN7bjEDBVDq//bt4oltBO3qvKbtRLu5L3eqbm8PZ3ne5NpFireBgxRn8LjxxPcPxLpyw2o5VQWxdtLtkNIV9gfMYj6VAYCOjG/euv79/m10qv0+xom2Bp9mcgqlTbeBRHsPm+++eaetk9d3WoIO9NuuBnOU+EUWwukvFoNod5uWE36CebrFVpXFioMBHRCRm8lNW6LGPzVT+7nWrbCcxNpznpYUk+mykz+cJrxAT9PjCUZjbenEqF45aOusuVuhqbIJAIycb9KsbpYpbUoDn/TUBctqlXifVCltdfXL4GgVUQM1n30+/rVaCtsR0sh1IXevXHJmQ6pYpWc6VAwHYKaTDyoIkkS9rUbuMsqsTZqJ9yJe73ruvx4psh3JlLMFS3PMQFN5rFjcR4cjfa1zmXNdSlUHXIVG8eFqE9lMKQTD6gMNJFE6PdrpVcR50XgRV8msgSCXmO5rkM7XA1/9NVfYfSZr2yrWmsjvOaZ+2ACRZLwf/AR++0aarFK3nRYqFjkohEG7hxD77GgaSTq468/cBtTmQrPTaaYmC+vGTMxX2Zi/honBgM8MZbgUGxvtdZIkkTIUAgZ9SqtnOlwLVvBKMrMFZV6lZZfI9FnVVoCgUAg6B7a5Qo99a0/XnOs6tSYK9QTWNmKjQwMBDXUZZs07rJKrN0WdHddl4n5Mt85l+Jazts51FAkPnskxiNH4vi03orFNoPtuGRNm1zFxlBl4n6NqE8lsVgt3kuyFwKBoDkikSUQdJDV7YbtcjU0b6Z23L3Qi9VVWhFArTrIpk1FO8x0rkrUUIj5e6vdEGA07uNvnj7AxXSZ5ybTXEitTWidmytxbq7EycEAj+/BhBbUq7SSi1VaDSHV+aLFvGER6bMqLYFAIBB0jnY7FTZYLfSuDia4kqmQNW1MyyHsUwlozTdldlvY/cpChW+fS3nGJQCKDA8eivLYsUTPVcdvhrJVTzKW7RphXWUk6iPiUxkIaj0ZdwoEgvXpy0SWqvbl1+p59u3b1+kpdB3L2w2302a42rkQWnMvjNHegMZrNzQC+H48gRU2iEQN0qUqVxdMBoK9WZ1zNOHnmU8d4EKqzHOTKS6mK2vGfDxX4uNtJLS0cKJd0+0YsiQRMlRChkrVqZGr3KrSullUCOu9paUl1i+BoDVEDNZ99Ov61S6nwuz7Z5n61h83jZuk/+mnmS2Y+FSFwaCO7LEJY1+7senfu917/Uze5DsT3lqeABJw/0iYx8cSxP3atn5Xt1JzXQqLVXIu9fbBoZBBIqAyENQ3HV/067XS64jzIvCiL6MNwzA6PQWBB2NjY52eQk+wvKKp1VbD0We+4hmEZd8/u2574X5pd64VWYLBkE74wgRasUquYpM2/GSPHWEgqPVcuyHAsaSfryZHOJ8q8dxEmkuZ5gmtE4MBHj+eaFlDyzd4sN3T7Si6IjMQlEkE6lVauYpDqnBLSyvsU0gENOL+lW0a3YRYvwSC1hAxWPfR7+vXdp0K10tiAVSOHiXh09DV5venRlvhZloKt3qvT5csnptM8850HrfJmDuHgzw5nmRfqHV36l6iIWOQq9j4NJlEYLF9MLjYPrjFuLLfr5VeRZwXgRdte3qUJGlEkqR/K0nSdUmSTEmSLkuS9BuSJMVbfP/nJUlyW/iz4apfLnuX1go6y7vvvtvpKXQ1jTbD5X/svPcu22qid5/ybCP00nlYziV3d66VRsth9ePzRK5eIT59leGaiV9TmM6ZpEoWNbdZONbdHE8G+OqnD/Dzp2/jcJNE1bm5Ev/6h9f43TPTXM5s/HdevNaeFtNuo1GldVvE4EDUQAKmcxUupsqcu1nkw5kCVzIVCqa3w1InEeuXQNAaIgbrPvpp/cqfvUDqtXfaapazbgV7Ml7fcFsnibUcbexIy793s/f6vGnzpx/O8U9fnuLtJkmssaSfX3pwhP/lvv19mcQqWw4zeZNrORPXreuYHk0GODkU5NS+IPvDxrY2R/vpWuknxHkReNGWiixJko4BrwNDwH8BPgZOA38beEqSpIdc192oz+ky0EzQ507gS8AHrute3Wg+tVqtxZkLdpNisbWkzF5ltavhVoK01S2GG7UXVpru5bWXNVVlH0wwFPdjJv3cLPS2uyHUxc7HBgIcT/qZTNU1tKY8KrTqovDTjCX9PD6W4EjC7/l5tWr/Pwiu1NJa5nhoVAn7VMKGSjKgEferXeGqJNYvgaA1RAzWffTT+rW8nRC23lK4UTshgDSQIPQzX0LaIW2lVu/1Zcvh5UsL/ODSAlXHO247GDX4iRNJjg9szYm6m2l3++B69NO10k+I8yLwol2thd+knsT6Jdd1f7NxUJKkfwH8MvBrwDPrfYDrupeB/8PrNUmS/mjxP3+3DXMVCPqW0We+wsSvfmPFsTe//DWMoeSOuxhuFkWSiN2YJnHsMNM5k0zJYq5okTPtnm03lCSJ8YEAY4sJrecnvVsOJ1NlJlPTHE/6+eLxBMeS3gmtvYC8yvEwbzrcyJnMyRbzxSohXSXmrye1woayYw8UAoFAIOgddrKdMPiN/xOjC1z9LKfGa1NZXrqQoWR5J4j3hXSeHE9wx75g390fbcclZ9pk29w+KBAI+oNtJ7IWq7GeoF5R9Y1VL/8K8PPAz0qS9Hdc1910OlWSpAHgLwJl4PdbfM9mf41gF9D1/itx3g1KU9MtW0o3S1Q1czFU6cy10mg1jNwxTvKUwljST9qvEdAqpMs20zmzLgbuV3vS2W55QutCqsz3zqc9ReHPp8qcT01zJO7ji2MJxpJ+JElCUvpSvnBDNEUm0ajSsmrkTZtUyWK+qHBzsUorHlBJ+DWMXbbPFuuXQNAaIgbrPvb6+tVK9VUDeSCx6STWVoTegab3eqfm8ta1HN87nyZbcTzHxP0qT4wluO9AuO/c+MpWXUuzZDuEdaXuPuhXGQjsvPvgXr9WuhVxXgRetONp6dHFn8+5rrtiu8B13bwkSa9RT3R9GnhhC5//c4AB/L7rugutvCEQ6L+y2n7g9OnTnZ5CT9HQzFpeQt8KXg6GUE9mvfnlry2NGX3mK4x1qEIrMHpg6Xvlz14gfOoYyaBG1K8ykzeZzSukSxZXsxUSAY2w3puVOJIkcXwgwPGBABdSJZ6b9E5oXcpU+N0z1zkUM/ji8QQnD32iA7PtHiRJIqgrBHUFu+aSN21uFqrMFauEiyphQ6nvyvrr/2Z2I4gX65dA0BoiBus+9vr6tZkkVvBnvrTpz9+K0DtAaPT2Ff9fc11+PFPguxNp5oqW53uCusIXj8f59MEoqtJ7cVEzaq5LsVpvH3TcevvgYEjfkfbB9djr10q3Is6LwIt2JLJOLP5s9rQ9ST2RNc7WEll/c/Hnb7f6hnPnzvELv/ALnq+99NJLW5iCoB1MTU0xOjra6Wn0DOFTx7akk9XMwXA5jQqt/d/8RwxKndnlWF6VtXRMlhiJ+kj4NaZzJumSxXzRIlexGQjq+Ha5CqedHEsG+GoysFShdSG1VhvjyoLJv33rBrcFZR4/OcTtQ/3XKrBZVFki7q87GpYth5zpkC7ZBPQqYb2e1Go4HgZ2MNAV65dA0BrVarXTUxCsolfXr/zZC1TT2W1/zkZJLHkgQezX/8GWPnt5NdZmhN4BzPQMRmIY13WZmC/x7Lk00znTc6xPlfnckRifPRLr6VhoNXbNJVexyZk2uiIT9y+2DwY0kh2QmejVa6XfEedF4EU7ElnRxZ/N7jSN47HNfrAkSY9QT5R94Lru662+z3VdCoXC0v/7/XX9mXK5zKuvvgrAwYMHGR0d5cyZM0tBVzAY5N5772VycpLZ2dml9z/wwAMUCgXOnj27dOz48eMMDw8vfR5APB7n9ttv58MPPySTySwdf/jhh5mZmeH8+fNLx06dOkUoFOLNN99cOrZv3z7GxsZ49913l0TtdF3n9OnTTE1NcfXqLZ37e+65B4D33ntv6VgvfKerV6/23XfayfN0HB/lkI9pt7R0bBiduKRydtmxEDIHJR9X3QqFu0bRvvn30QDrF/5J0wDOvJliHpt51yaGwn7J4JJbXhKAV5EYk/zMuVXmueUid5i6M99lblUWDaAyKOlMumXsxff7kDgi+bnhmixwqzT+OD4q1Lh2KA7EmXZLHJ+Z8TxPY0fGIXUWq5jDSoEFBA7fhVNIY85fWxrr33cY2QhQvPLR0jEtnMA3eJDitYklQVVJUQmN3o6ZnqG6cOvvOXCgbutbmp5cOqbH9mEkhilMfYjr1L+/rPsJjoxTmbuKlU8vjQ0e+gQ1s0R59vLSMWNgBD2SJH/x/aVjSiDCseEj7LeqXAqW+UFK40Jx7TJ8vVjj996eYX9Y46FwnpNhB1nq3u8UGD5CaeYSTim3dDx89G6quVTbz9OABoGb9e9UA274kszH96HdnIDF77RTa8To6GjXrRH9uO61+p2Cwa2JPAt2FsvyriQRdI6rV6/25EPgamH3BhsJvG+2lXArVVgNtlqNBVBdmGVGivHsuRQX0t7C76os8eBolMeOxXetKmk3qNg1shWbkuUQ0hVui/iI+lSSwbrJS6faJXv1Wul3xHkReCG527S8lyTpd6hXTf1N13X/jcfrvwb8Q+Afuq77jzf52X8I/BVWicivxwsvvPB2rVa77/7779/MrxLsAq+++ioPP/xwp6fRU6Ree2dN1dJm2CiY8/3vf4M7Fx86O0Hju+mJ6BrXxgZOzWW2UGU2XyVdsihUbeJ+jUifCH9fWajw/Pk0Z2+Wmo4ZDGo8dizOvbeFe1IzbCcx7bqWVt50MFSZsKEQMuoC8Ql/+wTixfrVfZw9e5ZyufzOF77whU92ei6COiIG6056df3aagz0o6/+yrpJrNA3/wm6uv37gn3txlIiy7j/7k29dyZv8l/fvcS5gndNgSzB/SMRHj8eJ+bXtj3XbsBdah90sF2XiKES9dXv14NBjZDReX3QXr1W+h1xXrqLbom/2rFiNCquok1ebxxvSd+qgSRJCeDL1EXe//3WpiYQ7G2id59aIfDe0MhqYP72n8BvdS6R5dVeuBpFlrgtYpAIaExnK6RKFqnFdsNkUCOg9fYO5aGYj79+/21cy1Z44XyGD2bXemLMFS3+nx/d5HuTaT5/LM4DByJ9pY2xHQxVxlB1EgGXUrVGzrSZL1mEigphY1Eg3l9vU9htgXiBQCAQ7D7rJbHkgURbkliwtWqsdMniuck070zncZs8ht01HOLJ8QRDof4QuHZqt9wHdUUm6leIGCrJoM5AQEMX92aBQLAF2pHIOrf4s9mT6Njiz80pVt8Sef+9VkXeGzRaCQXdxT0drPzpdRql9Wo42LKDoRerheDdm+l1Ru88y0XfN8KnyhxLBhgI2lw3TNKlKnNFC0OxSQY0tB63YR6Ncw4ZAAAgAElEQVSJ+vi5T+7nRs7k+Yk5fnyz0eR5i3TZ5k8+mOOF82keORLnU4ciwn56EVmSCBkKIUPBdlzy1VsC8SH9lkB8PKAR823eDVOsXwJBa4gYrPsQ61ed7bYRNqMVbayCafPChQw/nMriNGmGGR/w8/SJJCNRX5tn2Bmqi+2D+WqNoC6zP2IQMVQGgnVdy26sMBfXSncizovAi3Ykshrq6U9IkiQvdy6UJCkMPASUgDc2+bkNkfff2f4UBYLepOFc2GCzDoarGX3mK0z86jdWHFtdpdVwNIzusqPhamH7Zu2GUV89KTFX0AgbJumSzbVclaih7Lgt826wP2LwV+5MkLJUXryQ4d3reWqrgt5sxeH/OzvPCxcyfO5wlM+MRvH3eGVaO1GVlQLxedPhatZirigTLiiEdZWYXyMeUAn1qCOmQCAQCFbiuC5pD7e/xO/80w7Mpk7FqvHypQyvXFqg2iSDdShm8PSJJMeTve/46bouJauewKo6NSI+lUMxg7hfYyDYvnZ/gUAg2PZWvuu6F4DngMPAL656+etAEPj3rusu9ctIknRSkqSTzT5TkqTPAqfYpMh7g3LZWzBR0FmWC/8KWiN86hjJh+4j+dB9bfm8VpJTDUfD3aLRXrj6z3pORbIksS+sc3IoyNGEn5GogVWrcWWhQsG0m76vVyhNTzIU0vnK3fv4+4+M8ulDEbwKr4pVh2cn0vz6S1M8ey7VF9+93fg1haGQzmjMR1BXyFYcLqXLTM4X+Wi2yMdzJW7kTUy7tu7niPVLIGgNEYN1H3th/cqbNlcyZW7kvV3/dhvLqfHyxQz/+PuXef58xjOJNajX+Ln7hvnaZ0Z6PolVc12yFZurWZN02SZkKBxJ+BkbCHD7cIijST8Rn9r1Say9cK30IuK8CLxol6reLwCvA/9KkqQvAGeBTwGPUm8p/EerxjesiJqtZj+/+FNUYwkEbWZ1e6EXrTj9tAuvVslG5dnqKi0vgsB+u4ZWrJI3HTK6n+zRwwwE+0MTKRHQ+PIdQ3zxeIKXL2Z440oOa1WJVsWu8eKFDD+4tMCnDkV45Eisb8Rh24UsSUQMlYihYjk18qbDbL7enhrSlW23HgoEAoFg96k6NeaLVbIVh2zFRqINu/Tr0BB4b4ZTc3l7Os9zk2myFe/NpZhP5cnxBGPmJaLDoZ2a6q5gOTWyFYdC1canyQyFdMKL7YPJQHe2DwoEgv6gLYks13UvSJJ0P/CrwFPATwA3gH8JfN113cx671+OJElx4C8hRN4Fgh1h9JmvtGxL3SkaVVqbIQKoloNvdJSyT+FG3iSgKSQCGmofBFJRn8pf+MQgjx2L84PLWV6bWsC0Vya0rJrLq5ez/HAqy30Hwjx6NM5gn4jFthNNkUkEZOJ+lYpdW9N6GNLrLkrxNroeCgQCgaB91FyXhYpNumiRM23KlkPEpxLQFHZS/bMh8N6gIfTuui4/ninynYkUcx7tjQBBXeYLxxJ85lAUVZHIX9zBie4wZaueOCzbNcKGyoGIj5i/nsCK9kDllUAg6H3a5nPquu5V4K+1OLbp6raY9NqWUqimiUqEbuTgwYOdnoKAlU6Gc26VQame6FitldVJtixo/8EEQ3E/1USAkF4lXba4mq0Q89UtnntFP0uP7Wv6WshQefpEks8fjfH6VJZXLi1Qsla2xTkuvHktz1vX8tw5HOLRY7G+EY9tJ5Ik4dcU/JpCzXUpLNqCzxesReF4lZChEPdr7D8w0unpCgQ9gYjBuo9ejL/yZy80fa1UdZgvWWQrdQdjn6owFNSRZQnro+1pibaKcf/dQD2BNTFX4tlzKa7lvNsaDVXikSNxPnskhm9Zpfh69/pupOa6FKv1BFbNrW+wDYUMkoG6/lVA732tzl68VvYC4rwIvGhbIqub0HVRgdCNjI6OdnoKfUHug4ltuxc2aCSx+glZkvB98CHDTg29ZOGv2OQqNoWaS8RQ8WkbNx3I0UhLLkQ7hZEY3nCMX1P4wvEEnz0c48+v5nj5UoZsxVkxxgV+NFPgRzMFxgf8PHoszrGEX+yUerC69bBQdbhZqHKzAGHDImQkSJUskgHxkC4QrIeIwbqPXoy/qunsUrzTwK7V6gmssk22bFNzXeL+lTICxT/4kx2Zj1dL4ZWFCs+eS3E+5a0Lp8oSD45GeexYnKBHkqeVe3034NRccqZNtmKjKzJxf73qKrHYPthP7sm9eK3sBcR5EXjRl4msUql577qgc5w5c4bTp093eho9y3IHw+26FzaYdMuMSd4FkD/66q90xL1wO6xuSQwAil1DqdTbDvKWQxGJoK6sq9uwvG2gExSmPiQ0entLY3VV5rNHYnzmUJS3r+d46cICqdLatoaJ+TIT82UORg0eOxbnE/uCPVOhtttoikzcXw/WK1aNdNlCmT1HOXwPIBJZgu5DkqQRbsk7JKnLO/wpLco7SJIUBH4a+EngPuAgUAPOAX8E/KbrutVW5iJisO6jl+Ov+qZdXUg8VapXYBWrNUK6TFBf2cJmfTRBbX5lY6E8kGjLPJa3FM75wrzw9g0+mC16jpWA+0fCPD6WIL6OXuVm7vWdoGrXWKjYFBb/vvdHDKI+lYGgTrwPXKK96OVrpZ8R50XgRV8mslzX295W0Fmq1ZZiYEETwqfqAVQrAuitYtP8Wmm4FzbaEHuBZlVqg4tBcLpkkTcdFsx6K0LEUJBXJbSsc83bGXYL19m8+6CqSHzqYJT7D0T48UyBFy9kuJFfe81dzZr83jszDAU1Pn8szr23hftCQ2yn8GkyQUdBqglHSEF3IknSMeqGO0PAfwE+Bk4Dfxt4SpKkh1zX3UgU8bPAHwBp4CXqSbA48BeAfwZ8SZKkL7iuW9loPiIG6z56Lf5a3lZYseti7rlKvSJIlSUGg94i4l7VWMGf+VLb5pVxJF727ePtK3lcvJNYdw4HeXI8yb4W9Cm3cq/faVzXpWTVyFZsqk6NqE9jNK4R99fbB8NGXz46LtFr18peQZwXgRf9vRoJBH1Mo/KoXW2GXm6G3SwIvzkkoj6NkKGSKVkslBVyps3NYpWQrhDU1wp6m2+935bfvNttiooscc9tYe7eH+LjuRIvXchwKbP22fNm0eL//dFNvjuR5nNHYnzqYKQvXB4Fgj3IN6knsX7Jdd3fbByUJOlfAL8M/BrwzAafMQP8DPAfl1deSZL0d4HvAw8Cvwj887bOXCDwoJrOkv3xBAVNp5gpkzMdqnaNqG99eQCvaiztE+Pbnk+hBi/59/NWyo9D3nPMWNLP0yeSHIz1ph5lzXXJm4vOj5JEzKcQ8dX1r5JBfYW2l0AgEHQDfZnIkmWx2HYjwWBw40GCDVneYgjbazP0cSt508zNcLkIvDGU7Ll2w+UoksRAUCfiU0ktOh3lKjalorWknyUFA22tytpKm6Ksb8vvAqgLmZ8aCnJqKMildJmXLmY4e3Nty0+2YvNnZ+d5/nyaBw9FefhwlFCf77huhZramw8ngv5msRrrCeAy8I1VL/8K8PPAz0qS9Hdc1/UuIQFc130PeM/jeF6SpH8O/CHweVpIZIkYrPvotfirYNrMFKqYh/eTL1YJaApDIW3T+o7brcYqXJvhdSfEG74Bqj7vv8ODUYOnTyQZGwhs+vPbca/fLrbjkjVt8qaNocoMheoxUjJQ179aT4ahH+m1a2WvIM6LwIu+fFrx+zt/YxCs5d577+30FPqCRoshbL/N8MgyfayGm+F67oW92G7oha4saj1UVeY1i4JpkzNtClWJ6P5hNKU9gVsjIWa+9f6mKrOCI9vfQV7OkYSfIwk/N3Im37+4wHs38tRWdf+UrRovXMjw8qUFHhgJ87kjcQaCQg+qQTXZOfF/gWAdHl38+ZzruivsSxeTUK9RT3R9Gnhhi7+jIbrXUh+UiMG6j16Iv/JnL1CYy9TbCE2HhbKFZNUYCOioW7wnb7Uay3LhTFnl++ooZd37UWkopPHUeJI79gW3bKDS7nv9Zqgstg+WbIewrnIg4iPqVxkM1oXc96opTC9cK3sRcV4EXvRlIss0ve1vBZ1lcnKSsbGxTk+jLylNTW+pvfCGa7JfMlYc82oxXE7/tBtCQFc4pMtkKwr+kkzBdEiVqvhUhbCxviB8Kyyv7tpMZVZl7iq+wfZbDe+PGPzle/bx5HiCly8tcOZqDntVRsuuufzwSo43ruS4a3+Izx+NMRIV1Uhq7gYMHe/0NASC1ZxY/NmsNHeSeiJrnK0nsv764s/vtDJYxGDdR7fHXzXXZWZ6ntl3P6ZUdTDtGsF4mNAub6Y4LrxbUXmxqJGryeBRXBjzqTwxluC+A+Ftxwg7da9vhuu6FKv1BJbtukR9KoMhnUSgLuDu5ay41+j2a2WvIs6LwIu+TGTZdveJJwpgdnZWLEJtptFmuNX2wgUc9q861qzFsH+p62eFDZVM2cZfssibNnNFi6AuE/LQz2oVdaT+t7vZVkUrn97R4DYR0PiLtw/y+PEEr00t8PpUlpK1opgDF3j/RoH3bxQ4nvTzyNEYJwYCe3aXVi0vdHoKAoEX0cWf2SavN47HtvLhkiR9jboT4nvAv23lPZcuXeKXf/mXPV976aWXtjINwTbp5vgrV7GZzpnczFbIlSyMk8cZ9DBiWQ/rowlPofdWcV340FR4vqgz73i3xgZ1mceOJfjMoQia0p722Z2+1zdwai550yZbcVBliahfIWLUk1fJoIbepu/TD3TztbKXEedF4EVfJrIEgr1C+NSxtroYwq0Ww+Ws127YL8iSRDKgETEUUiWLbKWuGTFbqBLxqfhVedtJnGYC8rstCN8gZCg8OZ7k80fjnLma45VLCyxU1m4EnE+VOZ8qMxzWeeRIjHuE06FA0PdIkvQl4DeoC8F/2XVda4O3LFEoFJb+u9FqWC6XefXVVwE4ePAgo6OjnDlzZsmNKhgMcu+99zI5Ocns7OzS+x944AEKhQJnz55dOnb8+HGGh4eXPg8gHo9z++238+GHH5LJZJaOP/zww8zMzHD+/PmlY6dOnSIUCvHmm28uHdu3bx9jY2O8++67FIt1OTFd1zl9+jRTU1NcvXp1aew999wDwHvv3ZIV6+bvBCx9brd8p/feOEPBvuVEVjAdIofiKAfUpR5WNQ+SDVZ8aRhyBdQS/P/s3XmQnPd52Pnv7z37nBsXcZEEQBKkJN4gJUKyKIqKYidrlxNXVElciXdXWcVx7NiOcyi7VqSN7JS95bV8W+VUsonXq9pNtFYq3sS0qMMGKYqQeIgiQQIgwCGuATBn3/1ev/2juweDnrene85+0fN8qlgQu9955zd8hO5fP/M8z88fAt38FFP+oy+j2wa9A0TNAqNgeMnXV8GqgjcCWsG5isHXrzlcrsdXI7lK8/i4z+OjPq4uosv7YGic4rkb7+dmZojM7juoTJ0nrBQWH8/feT9eYYb69MXFx9K7bsdwM5TffQOA4rlXsfNjpHbsp3zxNJFXBUCZFrmD91GfncKbv/HfObO3Ec/KpTOLjzkju3DHdlOafH3xJETDSePsOUz52gXM6jwmMAaM3vkeMtS59PbrLABvd4nTdvz7dOLEiYH7mQYhTsDA/Uy3apxSqVQi5mGqQTsm+dlnn/1uFEUPPfLII/1eimhz4sQJjh8/3u9lDJyZ516i8P3TNw2A79UpXeGo6j6gtFMi61Yf/r6Sqh8yU/EXT/EBzZBrrelkv+DiFXR5+aD1FvvuQ7iP3L/478Vzr5K/8/6O12+WMNK8cqXEN87NMVXsfNTxcMrk+O2Nkw7T9uC3IizUAozLr3P7ex+RNssEOXXqFNVq9aWnnnrq4X6vpV+UUr8K/GPgH2utlw1iV0r9Fo3TBn9Sa/27q7jvjwD/NzANPKm1fquXr5M9WDIlaf+ltWa64vPO115k/rUz1PyQtG2QsgyMXHaxkrlX/hunKf76Hyx73JgYY+SX/lnHr7vgGzxTcjjvx7+HmVrzaH2aJ/dlGDu2Oe/Hm/VeX/Ub+5aaH5FPWQylLEbTFjuyDnl37VXm20GS/q6IGyQuyZKU/ddAVmRlMqs/OURsvkcffbTfSxBtDrO+D+WDMvw9Tto22TdsUKyHZGyTQt1nvhZgG4qhlLWqiqSVNuZxbYfZA/euac3rZRqKh/fmeei2HG9er/CNc3Ocm60tu26hFvInb87w7Nk5Hts/xPHbRxhJD+TbyaLahMzHEonUSjB1+k1Gqxej5/5zpdSPAX9EoxLrI1rrM12+5CayB0uepOy/yl7IpYU6sxWP6aKHFUaM33/3uip841oKjYmxjicWXg0UXy05nPLi37MUmgdTAR+aOsvEXQcwhofWvLZuNvK9PtKastdIYEW6MctrV95lLGOzI2tvi186bYSk/F0RN5O4iDgD+ckjiqLuF4ktVyqVcF23+4Viy9SIsOOmmbZZaQD8YM/SUuRdi6xjslAzmav6FGoh02WPtG2Sd1Y3x2Ml/pnzi+2FUb2CYQ13+YrNo5Ti6M4sR3dmuTBf4xvn5nltqkR7/W4tiPjm+Xn+4p15HtiT50N3jrB3aDD/jhvB8oSeEAnQGjr1MaWUsfTkQqVUHngCqAAv9HIzpdTfAv4P4BKNSqxzq12Q7MGSp9/7rzDSXCnWuVr0mKn41N86x7BrYa7yl0JxoraWwk6VWHOh4tmyzas1C0389zzqzfNk9So75m4cWLCZbf8b8V4fRppCPWChFuCYBqPpxqmD41mb8Yy9YfO8tot+/10R8SQuIs5AvrrVavKBI4mW9tqKjVeZvLTqr7lI5/axpQ5+6hO4O8c7Pn/yr/3U4j/f+/ufYeHVwYq1oRSjaZuDIyn2DrnszDkAXCt7lOoB62nRbp1sGC3cmKtRvfrOepe8YfaPpPjxh3bzTz98kA8cHMaO+dARaXjpcpFfP3GB3//2Jd68Vl7Xf5MkcuYvdr9IiC2mtX4beAa4nUYL4VKfBbLAf9Bal1sPKqXuUUrd034vpdTfAf498C7wobUksUD2YEnUz/3XXMXn1LUy52eqXFioYRmKnVEN89x5VHbt1Xv+G6eZ//S/XvZ4eyVWKYL/UnT49Zk0r9Ts2CTWITvkfyyc4W/ts7ntyD7suw9h331oU6uxYH3v9V4Ycb3kMTlfxws1e4Zc7hxPc/fOLEd3ZdmddyWJtQbyWSWZJC4izkBWZAmxnaz35MJetA+AX2n4+yC3G5qGwY6cw3DaYrrsUayHFGoB5ZLPUMoktYaB8Na+Pas+1bAfxpsnHX7syBjPTy7w3OQCZS9cdl1rMPyunMOH7hjhodvyWKbM4xBiE/0k8DzwG0qpp4BTwGPAkzRaCv9F2/WtTwSLfzGVUk/SOJXQoFHl9RMxr2XzWutf3/DVi4FUCyIuLdSYqfhcL/koYG/exbEM6s3/b612HtZS5T/88rJqLAD73kaXbTWCExWbb1VtPB3/HrQ3qvFU+RJ3BIt53pvmVSZRxQ9ZqAbUg4ihtMWBEZfRtM1E1mYoJR/rhBDbh7ziCXGL24yTC7tZqdUQBr3dEBzT4LahFBUvZMbxKdYCCvWQkheueSA8LDnVcKzzCYf9ZgEfAt4/DC/XLJ6v2LHHlV8tefw/r13jv74+xWPpgGNpn+wt+svh0AsxdpuUvv0KM1mn38sRTaEL2qtv++n7Wuu3lVKPAJ8DPg78IHAF+ALwWa313Epf33SQG1X6/32HayZpnGIoREeR1lwreUwVPWbKPiUvYCxtb8iQcf+N0x0TWNBoK/Q0fLti8+cVm2qHBNYOM+LpnMfhd07j3H3oxtdvcgXWWkVaU/IaCSwUDKcs9gw15l9NyPwrIcQ2NZCJLOmhTabDh2VY8marTF4ic3Bvz9fvZm0fyg9+6hNM/t6XVkxYtVdtDeIJhxnHJOMYFFIWsxWfYj1Y00D4Vnvhop15/GvFTVr1xnkQeAA4bef5lruDSTu37JpSZPBs2eGbJYv7vTker00zEdWXXZdkkR9RLwxRLVYpyG+8EyO89wAaLQEBtNYXgJ/o8dplL0xa638H/LuNWIvswZJnq/ZfhVrApUJzmHs5IGMb7B9OYW7QLMmVklhqYowLP/Zj/H8zaYpR/G9Nho2Ip7I+D6QCDAV+8/F+VWG5E/tWfL59/tVYxmY4bTGRcRjP2uueLyaWk88qySRxEXEGcgNoWQP5Y93ydu/e3e8lDKy1theOqrX9XWlvNYSV2w1hkFsOFUOuRc4xWagFNw2ET1kmedfsuomPba8Y3blJ691472n+c8mvcqJi83rdJGqbQxIog++643zXHecuJ+CJjM+ddsStcAq454X4kSa9L8WQVGQlRiGSWUxJJHuw5Nns/ZcXRlwp1Lle8rle9ggjza7cxlcKdUpiBeNj/OHPf5bZ0ICYswaySvNBf5qHi1NYM5oQWN4Yv/WcofjZo14YsVANKHoROcdgz5DLSKpRfTWStjBuhTfOW5R8VkkmiYuIc4s2eqysXC53v0hsuRMnTvR7CQMrf/RQ94tinNKVDVvDSsPgWwa55fCmgfDDLrtyLkrB9XKj9XA1w8+9sU1c6Cbaa0f8jeE6Pzte5QNpH0fF/8ynPYt/O5/mt+dSvFS1CG6BufCZ2+TDuRC9kD1Y8mzW/ktrzXTZ481rZc7P1riwUCdtG+wbdjsmsfwz5zd0DaWxcf74r/7NRhKrjas0T2U9fm68wmPFK6TvvnNxkPtWDXRfSfHczSMEKn7I5UKdy4U6pqk4OOpyeCLD0Z1Z7tqRYSxjSxJrk8lnlWSSuIg4sjMXQmyIXtoN4Ubl1iC2GkJzIHzWYbjZbrhQCyjWQ66WPPKuRcZe/UD4W82oqfnBvMdHsh7fqVl8q2KzENPqMRWYfLlo8kzZ5lhzjlZuIH+9IoQQg6XihVws1Jkte1wv+9iGYv+w0/WkvGihgP/W2+s6sbDl1/7Vb8c+bqE5Fs7zRPEymdmba6+SNsw90ppSPWShdmP+1ZDrMp61mcg6pNY4c1MIIQadJLKEEBsirt0QOrccDm6rYYNjGuzOu4ykbWbKHoV6SLEWUG4OhE/Zg785TRlwPBPw/nTAG3WT5yo2F4Plv6UvRQZfKzt8s2xzf6px/R47pj9ECCFEX4WRZqpYbwxzr/hU/ZAdWYes07mN0D9znmihcNNj3U4s7DbYPY6B5uFUwJNZn/TZC9h331ytnqRh7kHUKEV+d76GYxqMN08dlPlXQgjRm4FMZJmmnN6RRKOjo/1ewrZQ+P5prHy2p6HvuS3oLl7phMNBbjVsSVkGe4dTDHsBsxWTYi2g6DVOOMy7ZuwJh8rrw0I3kangvamQ97ghFwKD5yo2b9RNdNscrRDFSzWbl2o2d9ghT2R87nJCkrCfD2uSWBOiF7IHS56N2n/NVX0uF+rMln1mqj55x+LASKpru1urCqull2qs1Sax3ucGPJX1GLcaCaJ+D3LvxAsi5msBJS9izMlx21CK4ZTFjmxjkLu0DvaXfFZJJomLiDOQiaxUatufxp1I9913X7+XMNBaA9+Bnoe+71eb/3elW8vhwqunBq69ME7Oscg6JoWayWzFp+SFzFUDHHP5CYd2qY8L3URKwQE74sBwndlQ8a2KzXdrFl7MEennfZPzCybjZsTjaZ+HUgFuH4vY6rMRjPTv+wtxq5A9WPKsd/9VCyIuLdSYqfhcL/koYG/exVll21t7hdRKuiWx5kcbcznvdgI+mvUTX8Vb8ULmawFeGDGcsjk4ajN6293syNrk3IH8OHZLks8qySRxEXEGsrelVpOTjJLo9ddf7/cSBlr+6CHGn3hoVV9zQW/+35VWy+Gj/+m3ePQ//day5yd/70ubvoakUKjmBjbN3uEUe4Ya80Smyx7z1YCw2Wrg5/q80C0wZmp+KO/xT8Yr/GCuzqgR/yFkJjT4k5LLr8xk+JOiw0zQn99Wu2MD+XYpxIaTPVjyrHX/FelGG+Gb18q8M1vjSqHOkGty25DTNYnlnzlP/TuvUv/OqyteF6fUJSc1PzrO93/0b/DJkSo/PlJPbBIr0ppCLeDCfI2ZakDONbljLM2RiTT37cpRuXJOklgJI59VkkniIuIM5KtnGCbhUF3Rbm5urt9L2FYqk5e6theW4s6p3mTtrYb1azPbpiqrxVCKsbTNsGsyWw1YqJoU6wHXSj5ZxyA1NpAvzbFSBnwgE/B4OuBNz+T5is07/vLWpLpWfKtq80LV4i4n5P0Zn0N2xFZ1YZgpAzbukE8hBpbswZJnLfuvQi3gUqHObMVjuhyQsQ32D6cwe+z1Xks7YTWC5yo2z1dt2qdrtga732aFPJ31+atOiFLJTGAFUSOBtVALSNmN+VfDKZuJrM1Y5sb8K9kXJ4/EJJkkLiLO9vm0JMQ20Wox7LW9cKsd/NQnOP25m08aGuSh7yu56YTDqs9CNaBUb3wILNUDso458CccthgK7nVD7nVDLvsGz1ctXqtZhG1ztDSKtzyLtzyLnWbE4xmfB1IBzvb4zySEEJvKCyOuFOpcL/lcL3uEkWZXziZtr232WS/thJ6GFyo2f1Gxqca0mgNMmBEfzXrc63afmxhcvLKWpa5ba/5V2Y/IOc35mGmLHRmZfyWEEBtNEllCDJj80UPMPPdSv5fR0fD9R2OrsrYzxzTYnXMZSdnMVjwWiPBCTankMeRapG1j2yS0AG6zI/667fGXsj4vVi1erNqUYz7cXAsN/nPR5c9KDg+nfY6lA8ZM3YcVCyHErU1rzUylOcy9EjBXDRhNmwynVp+A8c+c7+m6QMN3qxZfr9iUopVbFf/hWBWzx2XocgX77kNbckqh1pqqH900/+pA1mY0bcv8KyGE2EQD+eqazWb7vQQR4/jx4/1ewrbTqsrqdIrhUdW91H8zxFVlbbf2wjgpy+C2oRQjXsjskEGxHlKsBZS8kCHXImVvrzlNeVPzVM7nB7I+r9UsvlW1uBwsrwqoasWJisNzFZu7nZDHN6HtsHI5gJGBfMsUYjcgRpQAACAASURBVEPJHix5uu2/Kl7IxUKd2bLH9bKPYyr2DzdmOK5Fq62wUzthpOGVmsXXyjbzMQmsA2dPLXus1yTW0mos+8gdvX3RGkRaU6yHLNQClFIMp0yGUy7jGZuJrBN7InE72Rcnj8QkmSQuIs5A7sqDIOj3EkSMqakpdu/e3e9lbAtLTzCEzqcYzumAUbX1LwNxCavt2l4Yp25r9jkupXrIrGNSrAUUvZCiFzDkWj1tkAeJpeDBdMADqYALgcHzFZs36iZRTNvhm57Fm57FDjPisbTPgxt02qGZ2T4VcUKsh+zBkqfT/iuMGsPcp4oeMxWfqh+yI+uQddbWRtjO2rfnpn+PNLxRN3m27HA9jH9hTinNX/3Pf7Tm77nZ1Vjt8692ZG2GmvOvxjN2zzPEQPbFSSQxSSaJi4gzkImser3e7yWIGGfPnpUXoS2SP3pjJsVKbYZTeIz26WVA2gs7a8QlQ861yLomhZrJXDWgWA+YrwVYSpFPWTi9/op6QCgFB+yIA8N1FkLFt6sW36naVGLaDq+HBv+l5PJnZYeHUgGPpX0mrLW3Hbojpgx7F6IHsgdLnrj911zF53KxzmzZZ6bqk3csDoykNmWOk9ZwxjP5atmOraoFsNG8P+NzPONTm5296TljYmzV33Ojq7HqQcRCLaDsh+Qd88b8q6zNSMpaU/u/7IuTR2KSTBIXEWcgE1lCiOWWVmV1ajXcSnHthSf/2o1zityd4xz81Ce2fbuhQjGcssm7Fgu1gPmq36jUqni4pkk+ZS6egLSdDJuaj+V8nsz6fK9m8ULV4krMB6TWaYffqtocdhqnI97ldB8WLIQQg6gWRFxaqDFT8ble8lHA3ryLs0mVvuc9g6+WHSZjTqMFMNE8kg74cMYnb2r8N05Ta7sm+7d/dFPW1o3WmorfSGB5oWY4ZXEwazOasTe0ck0IIcTqSSJLiAHX3mYInVsNt1K3BFX92oy0Gy5hKMVo2mYoZTFfDUg3E1rTZY+UZZJ3zVW1NAwKW8HD6YCHUgGTvsEL1fi2Q4CznsVZz2LEiHgsHfBw2iezvbo0hRDbVKQ1V0seV4seM2WfkhcwlrbJu5tzOu5lM8035l3OePEfNRSaB1MBT2Z9Rpcc0lH+wy8vu9a+965lj22m9vlXIymToZTFeMZhImtvu/Z+IYRIooFMZKVSqX4vQcQ4enR7V9b0y9I2Q7i51XAfzlYv5ybt7YXttmu74UpxMZViPGMznDKZqwQs1EyKXsD1sk/aNsg52zOhpRTc7kTc7tQphIoXqxYnO5x2OB8Z/GnZ4dmyzXtTjSqtvXa04v3rMyGkB/ItU4gNJXuw5Ln98N28db3CbMVjuhyQsQ32D6c25b3iwvfP8dUFlzeGjoAXf8173ICnsh47mu3e/hunKf/hl4mmZ5dd22tbYXDxCrq8vv7vINQs1Btt/K5lsDPnNBNYq59/1QvZFyePxCSZJC4izkDuyg1DflOSRLlcrt9LEEtUJi+ROrCn+4Wb6OCnPsHk731pxYTV0nbDXgxCS2KK7q9hlmGwI+cwkraYrfosVBunG14v+2Rtg6xjYmzDhBbAkKn5aM7nw83TDr9dtbgY03YYoHi5ZvNyzWafFfJYOuA9qQA75j9b5GtIb8HihbjFyR4sObww4nKhzvWqwXS9ShhpduVs0vbGt8RNlz2eOTPLK5dDdIePF3c5AR/N+tzW9ouDTkks6L2tsDXkHVj1oPdac/5VxQ/JOxZ7h27Mvxpe4/yrXsi+OHkkJskkcRFxBjKRVanIRN4kOnnypByfmgCtVsPC908zSY2jxB+PvRWG7z+6rHVwtYmrdoPQknh2FXGxTYNdOZfRtM1sxWehFlCsh1wre2Qdk5yzOW0jt4LWaYcPpgMu+QYvVC1eq1kEMW2HFwOTi0WT/1pyeCjt82gqYHzJcPj0bkuGvQvRA9mD9Z/WmumKz5VCndlKgHXlFJk9925KUma+6vPVs3OcvFgg0kDM6+tBO+TprMftTnzla6ckljEx1lNbYXDxyuL/dh+5v6d1a60pe40EVqA1Q67FjqzDWMZiYovmX8m+OHkkJskkcRFxBjKRJYToLH/00IonGfZbt3bDXmzHlkTHNNiddxlJ28xWPIr1kEI94GrJI+9aZGxj2ya0APbaEX/N9vh4zuOlqs23qxbz0fLKkYpWnKg4PFexOew0qrT2EvZhxUIIsXplL+TSQp2Zisd02ccxFRYwkrY39PsU6wFfe3uOb727QNihM3uvFfLRrM9hJ2Tp289KrYQtxsTYqquxeqnECqMb869MQzGSNhlyLcazDhMZe9OG3gshhNhYksgSYptrH/ze7xMNe2k37MV6Krtu5fbElGVw21CKihcyW/UpeSHFWkCpHpJ3TdLbPKGVNeCDWZ8nMj6nPZNvV63YYcQaxRmv8dywcnjYCXjK0ezow5qFEKKbINJMFeuNYe4Vn5ofMZG1yTomxesb933KXsg3z81xYnIBP9Sx1+wMq3x0THG0LYG1eI8uSayxL/5KT2tpn4tlH7mj47V+2Ki+KnohGdtgV74x/2oiazOW3vj5V0IIITbXQCayLGsgf6xb3q5du/q9BNHUai8s63riTjSMazfsxXpbEpfqd3viCOtvacg4JhnHpOyFzDqNEw6LtcYcrZxrkra2d0LLUHCPG3KPGzIdeJys2rxUs6jGDIdf0AZfu+7wTTR/K4C/3NvsYSG2JdmDbb3Zis/lQo3ZSsBs1WfItdg/4mI0X+Pt/PpftKp+yF+cn+fP35mnHsQnsMZt+Ei6xj2TZ3D3HIq9xn/jdNdKrF71Mher6jeqr6pBxJBrsW84xWi60T44tEknNvZK9sXJIzFJJomLiDOQuw3Xdfu9BBHjyJEj/V6CaGqdZDje9niSWw672YiWxKX62Z64R23ca1jWMck6BiUvZLZiUqoHFOoh5XpI3rVI2dJGMWFp/nLe46M5b3E4/KWY4fAhin1u/Ac4IUSD7MG2TtUPuVyoM132uV72MRTszbvL2uNSO/av+Xt4QcRzkwt849wcFT++h3AkZfHRI6O8d+odotNvo7KdZzyW//DLHZ/rpZ0w7nTC9rlYkdaUvUYCK9IwnLLYmXMZz9hMZG0yWzD/qheyL04eiUkySVxEnIFMZFWr1X4vQcR4+eWXefDBB/u9DLHEIMVko1oSl9qIKq+1tCme11XuUBt5RJ4i51jkHJNC3WK+GlBstlgUvYC8IwktAFvBQ+mAh9IBF32DF6sW31syHH6nFXFfZvtWsQnRC9mDbb4w0lwreUwVPWYrHiUvZCxjM+TGb+vLF0+T3dd9aPpSfhjxwrsFvvb2HCUvfk5gzjF56vAoj+0fwjYN6lchAqx9nU9Ebq/GMibGGPmlf9bzupZWYcHNlVhhpCnUAxZqAY5pMJpunDo4lrUZz9g4ZrLe5wZpDzYoJCbJJHERcQYykRVFHaZOir4ql8v9XoJoM0gxWWtL4lIb2Z7YspY2xRqbVfWjGHIt8q5JoWYyVw0o1QOKXkDRgyHXwpVBtwDssyP2NYfDf7tk8nLo8EQ2wlDJ+E2+EEkle7DNVagFXCrUmSk3ZmFlbZP9w6kVZzxFXu/JxSDSnLxQ4Nm3Z1moxSewMrbBk4dG+cDB4cXkkH/m/Op+kKZeB7q3W1qF5QUR87WAkheRcwz2DLkMpxrtg6Npa7HFMmkGaQ82KCQmySRxEXEGMpElhBBrsdHtiS31azN87+9/JjED5BWK4ZRN3rUo1ALmmkPhF2oBhlLkXVMSWk0ZA46lPD6wK2S0YsEGzC8TQojV8oKIS802wumyRxhpdufcDaumDSPNdy8V+erZWeaqQew1KcvgQ3eM8MHbR5Z932ihgP/Wym2Fcex7V1cp1qK1puI3Brh7YcRwyubgqM1outE+mO9QnSaEEGIwDOSr/HYeYJxkjuP0ewmiTaeYFL5/uu+nF/bDZrQntqymMstia17DDKUYSdsMpW5OaM3XAiylyElCa5GONJa8tQjRlezBNpbWmutln6linemKT6EWMpqyGE71PqhcmZ23+5HWvHy5xFfPzDJd8WOvcUzF8dtH+IE7RrrOl1qprdB/Y3WHycTNw9LN+VdXF+oopRhJmQylXMYyNhNZh9Qt9J4l++LkkZgkk8RFxNmwRJZSah/wOeDjNGZIXwH+GPis1npulfd6CPjHwIeAHcA88Cbwb7TW/77b12cyq/ttkNgax44d6/cSRJv2mLROM4T+n17YDxvRntjyvb//mWUJsV4TZEc2dD5Wd0sTWgu1gPm2hFbetXC2eRandjWEEbvfyxAi8WQPtnFK9VYboc90xSdlGuwfcrHM1b0e5w7et+yxSGtemyrzzJkZrpXiE1iWoXj/gSE+cmiU3AoVTr22Fa406D3O0nlYQdRIYFX9ECebZWfOIe9aTDTnX63UWplUsi9OHolJMklcRJwNSWQppQ4BzwM7ga/QSDodA34G+LhS6gmtdU+f4JRSPwV8AZgD/gS4BIwB7wF+EOiayPI8bw0/hdhsk5OTHDx4sN/LEEu0x6R1muGtfHphUnSq7oqbw9U+EP669tihtv63T4ZSi8Nx55sJrXI9ZLbq4xiKXMrCWeUHqEFh52+d3/IL0U+yB1u/INJcLtS5VvKYqXh4gWZHZu2n7dVnp3DHdgONiqbXr5Z55swsV4rxsTIVPHZgmI8cGmU41f2jwkpthf4bpyn/4ZeXDXmHxqD3rmsPIir33Us1iMi7Fre5FiPpRgJrOGXd0hWAsi9OHolJMklcRJyNqsj6HRpJrJ/WWv9m60Gl1K8BPwt8HvhUt5sopT4G/AbwZ8Bf11oX257v6dfhvh//myXRXxcuXJAXoYTpFpP2qqzt2G64Vq3qrl4GyLe3HU4TsIP+lVEbSjHWTGgtVAOytWZCq7J9E1p23oBK9+uE2O5kD7Z2WmtmKwGXCzVmKgHztYBh12Tn8PoGlnvzV3FGd3HqWoVnzsxyqVCPvc5Q8Oi+IZ46PMpoevUVqHFthZ2SWNB50LvWmmoQUa766FrAkG2yM+cynmnMv1prQi9pZF+cPBKTZJK4iDjrTmQ1q7E+BrwD/Hbb058B/h7w40qpn9dadzty4FeBKvA325NYAFpr2R0JsQWWthgutR3bDder1wHymzGXa71MpRjL2AynbyS0Sq2ElqnIudsvoSWEEJuh6odcXKgzW/G5XvYwlWLfkINtrq8aVGvNmZLJiecvcmEhPoGlgIf25nn6yBjjmZsTWP6Z80QLhVV9z5WqsFqMibFlg97DSFPxQspeiG0aZGyTobzLbTsyjGfsxRMShRBCiI2oyHqy+eczWuubzlzWWheVUs/RSHQ9Djzb6SZKqfcA76MxV2tWKfUk8DCggVeAr7ffXwixOVothktJu+HarGaA/MKrpxJxqmG7xYRWymS+FjZaDr2Q2YqHYxrkXQtbElpCCLFqYaSZKta5VmoksKp+yETGIeeur+pIa82Z6Sp/emaGd+dTwPIklgLu35Pj6SNj7MzFVwG32ga7WdpW2EsSa2k1lhdoyn5IPQhJ2yYTOYesY2LlHXaNpZjIu12/vxBCiO1lIxJZdzf/7FSqcYZGIusuVkhkAY82/7wGfIPGoPelXlNK/ajW+my3BV26dIlf+IVfiH3u61//ercvF5vkgQce6PcSRBuJyeZbaYB8e9thq73wdlJbsbRVMw2D8YzByJKEVskLmWkmtAa5Qqt6PYDsQB70K8SGSqe39rCKW9lc1edyoc5s2We26pNzTA6MpNbVRqi15u2ZKs+cmeX8XK3jde/bnePpI6Ps7jFJ1Bq63otOSSxjYoyRX/pni+us+I3qq0hDxjYZybnkUiYjKZvo0hUC20Rt0Sm+/SB7sOSRmCSTxEXE2Yhd+XDzz4UOz7ceH+lyn53NP/8HGgPefwg4AewCfhH428CfKKXeq7VecZKo1ppSqbT4761NVbVa5cSJEwDs37+fgwcP8uKLLy4OJs1mszz44IOcOXOGq1evLn79o48+SqlU4tSpU4uPHT58mN27dy/eD2B0dJT77ruP119/nbm5Gwc1Hj9+nKmpKc6evZGDO3r0KLlcjpMnTy4+tmvXLo4cOcLLL79MudzownQch2PHjjE5OcmFCxcWr239hX7llVcWH5OfSX6mTf+Z7tuH3SyMfIcbG+QJLHYohzO6SoAGIIXiDpXmiq4zT3hj/aSoEXGRG3+Nd+MwqixO6RtDiHIY7FcpLugaJW4UYx5VGeZ0wNSSr9+HQwqDs0vWNILJHuVyXlepNddkoTii0lzXHtMEi9e2Ekdb/TOpnWPoazc2/PVrM4vX79PJ/ZlOqxqkgTTkQovcgkktoyGlFq92ZiF0IcwufjlWEVQA/uiNx4waWBXwh0C33pEicOYhSEO05DOx1Xw3CYaXfH0VrCp4I0Cz60QFYBcgyEC0JCdozzW+R5C/8ZhZBrMO3pKZw8oDuwR+DrQDNiY2QIWB+f9ey6389yntOODJxAFx66kFEZcWasxUfK6XfECzJ+/iWutrnTs7U+GZ0ysnsN6zK8vTR8a4bahzAmst7YSLX/tG/O+1W1VYi+2DfohtGOQdi4xjMJyyGXJNrGb7YKFYZug9d+GMDcfeTwghxPamtNbru4FSXwQ+CXxSa/0HMc9/Hvg08Gmt9S+vcJ9/DvxS818/oLX+1pLnFPAi8AiN+Vn/V6f7PPvss9+NouihRx55ZE0/j9g8J06c4Pjx4/1ehlhiNTGZee4lCt8/HTs7S6zNwqunOP259tGCQohejH7hn2DetuP00//dX7m7+9ViK8gebGVhpLlW9pgqeMxWfEpewFjaJu+a6zp97+2ZxhD3c7OdE1j37szw9JEx9g13r/itf+fVm9oJVTYTO8g9zvyn//WyiqyxL/7KTe2DKdsk6zT+GU5Z5Bzzpiq0yuQlgmYia/yJh3r6vrci2Rcnj8QkmSQuyXLq1Cmq1epLTz311MP9XMdGVGS1Kq46/cqk9fh8l/u0np9amsQC0FprpdRXaCSyjgEdE1lCiM21dOC7nGK4PkmchyWEEGLjFWoBlwp1ZioeM+WAjG2wfziFaawngVXlz87M8vZsteM1d+/IcDwzwz33HV71/VfTTtjSnsRS46NcL3s3tw+6jQRW2o6fAxZINZYQQoguNiKR9Vbzz05lGkeaf3Y77qx1n04Jr1a/lAxfEKIP4k4ylFMM16/XUw2FEELcerwg4lKhznTZZ7rsEUaaXTm7YxKnF2/PVPmzs7O8PbNyAuvpw2McHE1RPHf9pufW0zq4WtGP/chi++BQymZ4SfvgUq0qrKXiDp4RQgghYGMSWa3p6R9TShlLTxZUSuWBJ4AK8EKX+7wAlIHblVJZrXW57fn3NP88321Btm13u0T0wf79+/u9BNFmNTFp31DKKYYbYzWnGgohRNLJHqwh0prpss+VQp2Zqk+hFjKashhOra2NUGvN27ONCqyVWgjvmsjw9JFRbh+98XtfZ2TXzWvr4STCpacQ9qry2lvLHttz7D6GXYuca644xL5VhdWyHaqxZF+cPBKTZJK4iDjrTmRprd9WSj1D42TCfwD85pKnPwtkgd9fmphSSt3T/No3l9ynopT6N8BPA/9KKfVzujnASyn1XuDvAgHwH7utyXHijxAW/XXw4MF+L0G02YiYtFdlSbvh6qx0quGgCLVmoRaw0DzlsFQPMZQi75i49vqGG2+FshfiR5oDIyl2ZOX9JSkuRjV81jfnU2w82YNBqR5wcaHObMVnuuKTMg32D7lYazjVVWvN2WYL4UpD3O+aSPP0kbGbElgt7tju2CqstbQOxq2v6keUvRDj//zysjMG93eYyRVXgQUM9EysdrIvTh6JSTJJXEScjTpL/CeB54HfUEo9BZwCHgOepNFS+C/arm8dwdb+fve/AB8C/hHwfqXUczROLfxRIAX8I631yr9CAiqVSrdLRB+8+OKLHDt2rN/LEEusJyZxrYYg7YYb4YyuckQNThe1qRRjaZuRlMVCLWC+mdAqeAF4kHcsUglPaKV2mVDv9yqESL7tvAfzw4grBY9rJY/piocfanZkbTJraCPUWnNmutFC+M4KCawj440E1h1jnd8zSpOvYy8Eywa4r0cQacpeSNUPcUyDoZRFeXbupmvcneOdv76tAgu2RxXWUrIvTh6JSTJJXEScDUlkNauyHgE+B3wc+EHgCvAF4LNa67mVvn7JfQpKqQ8C/xz4MeCngCpwAvjftNbP9Hif1f8QYtN5ntf9IrGl1hOTuNkV0m64MYIBrTIxlGI0bTOcsijUAuarASUvoOiFFOsBOdciZal1nd61WYw1VFIIsR1txz2Y1prpis9Uoc5MJWC+FjCSMtmVs1Zsp+t0r7emK3z1zByT8ysksCbSPH145QTW4j3DYPF/r6cKS2tNPWgksPwwIuOYTGQdcs3TB0+1XX/wU5+IvU9l8tLi/95OFVjtZF+cPBKTZJK4iDgbVZGF1voC8BM9XtvxXV1rXaJRwdVexSWEuEXEVWVJy6FoMZRiJG0zlLIo1gPmqgHlethMaGlyrknaMhKZ0BJCiKXKXsilhcZphNNlH9tQ7BtysGMGmq9Ea80b1yp89ewsFxc6l3/GzcCKc1Mr4diqlrJMFGnKfkjFizAMRdYxGLdt8q7FcMrCteJ/1k4n88qphEIIIdZrwxJZSWIYyW5R2a6y2Wy/lyDabHRMOrUbgrQcrkZqWdf1YDKUYjjVTGjVQuZrAaV6QKnemKOVdUwydjISWpG3/apMhFiL7bIHCyLNlUKdayWPmYpHzddMZG2yzuraCCOteW2qzLNnZ7lS7Fx1cM+ODB9tnkLY032XDnR/7z78ty6uup3QCxoJrJofkbYNRjONn2/INcmnLMwlr80Lr7bXY3W33U8llH1x8khMkkniIuIMZCIrnR6c2TKD5MEHH+z3EkSbjY5Jp02ptByuzh0DNB+rFwrFUMpiKGVSrFuNCi0vpFgLGi2HjkXW6W9CqzYdwoicxiZEN4O+B9NaM1sJuFKsMVMJmKv6DLsWO0ZW10YYac2rl0s8+/YcV0udE1hHd2T46JExDoz0lsBqZ999CDygx5ZCrTUVP6LihURAxjbZlW9UXw25FhnHYPmIW5j8vS/1dP+lbYXbneyLk0dikkwSFxFnIBNZ9bpM5E2iM2fOcOTIkX4vQyyx1TFZWpUlrYadXdF19ii338voA0Xetci7JiUvZK5qNqqzvIBSMSDrmmRtE8PY+oSWM7w9qkyEWK9B3oNVvJCLhTpzFZ/rZR9Twd4hF2cVbYRhpHnpcpGvnZ1juuJ3vO6+XVmeOjTK/hUSWHEnEcYJMmB1mcEfhJqSF1ILQhyrMbw9Y5uNXzK4JtYKP+PCq6eoX5u56bFOg96lrfAG2Rcnj8QkmSQuIs5AJrKCIOh+kdhyV69elRehhNmqmMS1HEqrYWfzhOzp9yL6SpFzLHKOSdmLmGuecliqh1wre2Rsk6xjYm5hQsvKGrB9D2MTomeDuAcLIs1UsdFGOF32qfohExmbnNv7NtoPI168UOAb5+aZr8X/N1LA+/bk+MihUW4b6v7LjJvaB+Pu12wljFLEvn5prakGERUvIog0Wce4aXh71jVRPbS6x1VjLR30Xpm8RFAs3/T8dm8rBNkXJ5HEJJkkLiLOQCayhBDJ0r5hlVZD0RtF1mkkrap+yFzVp1gPKXkh10o+accg55hYfajQEkIMPq01c9WAy4Uas5WA2apP3rE4MJLquY2wFkS88O4C3zw3T8kLY69RwAO35Xjq8Bi7cs6q17nakwiDqHHyYNULsc3G62jaMRhyLYZS1qoqzDpVYy0d9N6qwmqRaiwhhBDrJYksIUTfVCYvSXuh6EnaNknbJrUgYr7qU6gFlLyQ6bJHyjLJuZLQEkJsnKrfOo2w0UZoKNibd3E6nNDXruKFnHhnnhOTC1T9KPYaQ8HDe/M8eWiUHdn4BFav7YPdaK2pBRFlLyKIIjK2yUTOaQ5vt8i55qpmfLV0qsaKq8Iaf+KhNa9fCCGEWGogE1mZzOpOZRFb49FHH+33EkSbfsWk1Woo7YXxDrO2ob7bQcoy2J13GcvYjQqtWqNCa7rk4VgGOdfCMTc+oVWdCmBoIN8yhdhQt/oeLFxsI/SZLntU/JDxTGPYeS8KtYA/f2eeFyYXqIfxp51ahuLRfUN8+M4RxjIrHyLRa/tgJ0GkqU6FzNYa1VdZxyDj2OSdRvWV22NirpNO1ViF75+WKqwuZF+cPBKTZJK4iDgDuSuPovjffIn+KpVKuO52HGCdXP2KSf7oocX2QqnKWq5GhI0MF1+JYxrsyrmMpSPmqwELdZOyFzJb8bENRc411/0BbSnDlmovIXpxq+7BbrQRNoa5z1Z9co7J/uFUT/P4psse3zg3z3cuFQg7/CdwTMX7DwzzoTtGGEqtbgu+mvbBm2dfReRyFhPW6quvFl49xeTvfWlZsmolrWqsFqnC6kz2xckjMUkmiYuIM5CJrFqt1u8liBinTp3i+PHj/V6GWKKfMZGqrM4u4nF0MF+eN5xtGuzIOYxlLOZrIQs1n7IXUqgHUIecY5GyFGoNLTNLueOmDHsXoge34h5sWRshsCfv9pQMv7hQ4xvn5vnelRLx9VeQtg2OHxzmidtHyDrmsuc3qn3QDzVlP6Tmh9jGjeqr+igcDFOkVpncX20SC7ipGkuqsFYm++LkkZgkk8RFxJFPSkKIvlhalSXEepmGwXjGYDRtsVALWKgGlL2QohdSrOvGMGPbWHdCSwgxONbaRqi15u3ZKl9/e47T09WO1+Uckw/dMcL7Dw6vmERaT/tgFDWrr/yQMGLx5MGl1VdvUe05ibWWKqwWd+f4Tf8uJxMKIYTYLJLIEkL0nbQXio1iKMVo2mYkbVGoBSzUQkr1gFK9UaWVdUyytokhg+GF2LaWnkY41zyNsJc2wkhrvj9V5pvndrbs2AAAIABJREFU53h3vt7xutG0xYfvHOXRfXnsVZwAuJr2wXoQUfUjakGIYxnkHYuMY5CPO3mwU6lYjPUksdrbCoUQQojNMpCJLOmhTabDhw/3ewmiTb9jIu2F8Xaz+uPXxc0UiuGUzXDKolS3mKs1KrRK9ZBrZY+MbZJ1zJ5m3wDU50NwBvItU4gNlfQ9WMULuVSoM7vkNMLbupxG6IcRJy8W+Yvz80xX/I7X7c47fOTOUd63J9fza4t/5nzPaw8jTcUPqfoRSkHKMtmRdci5jeqrrGuiWP59l76nrLXiyt05zvt+97Ndr5O2wt71ew8mlpOYJJPERcQZyF25ZQ3kj3XL2717d7+XINr0OybSXhhvVMlr2MZR5FyLnGtR8ULmaz7FekjZC7le9klZBjnXxOryoTOsaCS/KER3Sd2DBc02wqtFj9mK31MbYdkLeW5ygecn5yl7nYfY3zGa4slDo9yzI7Pq9uVWW2Gn9kGtNbXm4HY/jEg5JiNpm4xtkndNcq55c/VVjKXvKWtNYh381CdW9TXSVthdv/dgYjmJSTJJXEScZO421qlcLvd7CSLGiRMnZFBfwiQpJu1VWVY+u23bDU/pCkfVrX2EfRJlHJOMY1ILokZCq1mlNV3ycCyDrNP5pMPMbZYMexeiB0nbg2mtman4XCnUma0GzFV98o61YhvhTMXnz8/Pc/JCAT/q3Jd3784MH75zlDvG0utep7Vvz03/7gWN6qta0BjcnnYMxm2brGsy1GwjJKb6Ks5rr7yC/v3/d9OqsMTaJGkPJhokJskkcRFxBjKRJYS4dbTaC9tJu6HYLCnLYHfOZTxtM18LWKgFzWqtAFMpco6JuwEnHQoh+qvsNU4jnK14TFd8TKXYO+TGVjBprZmcr/Hn5+f5/lS541gpU8GDt+X5gTtH2J3vrY2y11MJg0hTbbYOaiBjm4uD2xvVVxbmGl6X6r//ZfS12VV9zVqqsGQ+lhBCiK0iiSwhRF/FtR9Iu6HYCrZpsCPrMJa2WKiHLFT9xZMOC3VN1jHJ2Ks7rl4I0X9+GHGl4HGt7DFb8aj5momsTdYxl10bRprXpkr8+fl5Lix0HuCesgwePzDE8dtHGE6tbvu80qmEUaTxU2kWyj5BGJFutg6mbYOcYzGU6t462K7XOVgbWXFVmbxEUCzLfCwhhBBbYiATWaa5fKMi+m90dLTfSxBtkh6TtVRlDUJLYg5Jnmwl0zAYSxuMpCyK9RsnHZa9kGI9wDIMjJpUZwnRi37uwSKtmS77TBXrzFYC5msBw67JjhELo62SqeKHfPvdAs9NLrBQCzreczhl8cHbh3ls/zCpdSa2W6cSaq2pB7p56mCEaylytknKtsm55uIJhL22DrbrNYm12oqrlSxNYsl8rN4kfQ+2HUlMkkniIuIMZCIrlUr1ewkixn333dfvJYg2SY1Jp3bDXgxCS+J+Ja9h/WCoJScdehbz1YCSF1Kuh3izEYz0e4VCJF+/9mCFWsClQp25is90xcc1FfuGHOy2aqbpsseJdxY4ebGAF3aef7U77/DhO0e4f08e/fY7RK++S+d6re4ayauokbzyQyzTIGMbDKftZuugRdYxlyXcOtns0wdXY2lLoSSxepfUPdh2JjFJJomLiDOQiaxardbvJYgYr7/+urwQJUxSY7LWjfCgtCRe0DVJZvWVIudY5ByLqh8yXw1YcAMcLVVZQnSz1XuwWhBxeaHOTMVnuuwRRJodGZvMkjbCSGtOX6/w3OQCb15f+dSGu5yAD2R8Dtll1JU5wiuNxzu1BnbjRxoviKi7LkY9JGUZTOQcMo5JzjHJOybWKlsHYetOH+yFtBSuTVL3YNuZxCSZJC4izkAmssIw7PcSRIy5ubl+L0G0GdSYrLcqq9/tiSU6H/MutlbaNknbJvM6ZFjZ/V6OEIm3VXuwMNJMFT2ulTxmKz4lL2AkZTOcMhcPaqj6Id+5WOT5yQWmK37He1k64n5vjsdr00xEjbqr9mZDlc0sO1mwkyDSVL2QatAY2p62DcZsk4zdSF7l3NXPvWrXaxLL3TmO/Tv/dM0n4bZmX/VCqrFWZ1D3YLcyiUkySVxEnIFMZAkhtqf1tCQuNQjtiUIIMYi01sxWA64UasxVA2bLPhnHZP9wCtNoJLCuFj2em5znu5eKK7YPDrkmx6wqD146w/BdtwP71ryuIGycOFgLIkLdSF6NpG3SlkGueeJgylKsZu7VWtsHW1oVWJdX+XXtyate3lelGksIIcRWkkSWEGJgbMRvgwelPVEIIQZNqR5wueAxV/W5XvYxgN1DLinLIIg0r14p8cK7C5ydqa54n33DLsdvH+b+PXnCl76Hr9dWRRaXvBpO26Qsg2yzdXCzh7a3PPqffqvjc5f1yu2U7Vqtgi0ywF0IIUTSDGQiK5vN9nsJIsbx48f7vQTRRmLS2UZVZa2lTXGtLSBi80hMhOjNZuzB6kHE5UKdmbLPbNWj6kdMZGxyrsVMxedrZ2c5ebFIyeuckDIVvG9PjuO3j3Bg5MYMwtWksLTW+BHU/RttgynrRvIq55hkHZO0Y6B6TF6tt+oKGpVXK2l//eq1XXD8iYfWvCbRnezBkkdikkwSFxFnIBNZQdD5GGXRP1NTU+zevbvfyxBLSEyW26j2xJa1JMTmdMCoGsiX51uWxESI3mzkHiyMNFdLHleLjSqsQj1kJGUylrY5da3Cty8scHp65eqrIdfk8QPDPHZgiCF39X+HtdZ4gaYaRNSCEEMpUtaNtsFsM3m11sqrjUhidRvgPqcD3HevrqpdUFoFN5/swZJHYpJMEhcRZyB35fX6eg5IFpvl7Nmz8iKUMBKT5TayfWKtbYpTeIwO5svzLUtiIkRvNmIPprVmpuIzVawzVwmYrfpkbJOMZfDCuwVOXixQrK9cS3X7aIonDg7z3t25xdlZvYoiTT2MqPmaehhiGQauZTCRdUhZJlmnkcBK22tvG4RGNdZqhra/73c/u6bvM4XHXmkXTBzZgyWPxCSZJC4ijuzKhRBikxW+f7rvJyEKIcStoFALuFyoM1f1man4+KHmcqHO966UOD9XW/FrU5bBg7flefzAELcNuav6vn6oqQUh9UDjhxGuZZCyDYZSDulm1VXWNnGt9Z02uNTk732pp+t6qbpqd1P74H03hthLu6AQQohBIIksIYTYJEvbFOUkRCGE6KzshUwV68xWAq6X65yfrXFutsqpaxWCqPPJgwD7h10ePzDMA3tyOD0mmsJIU/UjytWAesWHqr8458q1bTJ2o+oqY5vY5tqTV6uZgbXaqqtus65a7z+XdIWh99wl7YJCCCEGxkAmslKpVPeLxJY7evRov5cg2khMNlerbWO1LYb7cDZjOWIdJCZC9Ga1e7BaEDFVrHO95HFmusL3rpQ4M1Pt2jromooH9+Z5fP8we4e7V19FWlMPIqp+4596GJGyDFKmIpWyyA65ZO3GoPaMbWKotbcMLrWaGVirrbpqP12wXat98OjMDOPjKw+EF1tP9mDJIzFJJomLiDOQiSzD2Liyb7Fxcrlcv5cg2khMtlanqqz2tsMU8hqWNBITkVRKqX3A54CPA+PAFeCPgc9qredWcZ8x4BeBHwH2ADPAfwN+UWt9sdf79LoH88NGAut7V8qcvFjgjatl5mvdB8XfPprikX15HtiTX7HNT2tNPdBUg5CqH1ELImzTIGMbjKQtMo5JzjFRIymiIZex0XTsfTbiVMFeuDvHGb5/+Ye1Xk4Y7NYuKO/1ySRxSR6JSTJJXEScgUxkVSqVfi9BxDh58qQcn5owEpOt0e0kxPYE11lqHCXT4WrRDxITkURKqUPA88BO4CvAm8Ax4GeAjyulntBad83AKKXGm/e5C/ga8CXgHuAngB9SSr1fa32ulzV124MFYcTJiwW+eW6eVy4Xma12T16Npi0e3pvn4b15JrLx1ZGtiqtaEFFrJq4sU5G2TIZTFrtto5m8ssi5jSSWaShm0jaFFYbBb0USyx4bYcfHP9jxlx3dqq66kff6ZJK4JI/EJJkkLiLOQCayhBAiSVY6GarVdliZvCTD4IUQq/U7NJJYP621/s3Wg0qpXwN+Fvg88Kke7vNLNJJYv6a1/vkl9/lp4AvN7/PxtS5yoRbw6uUiJy8W+M7FAjOV7skrx1S8d3eOR/bluXMsvazVzw+bSatm4sqPNI7ZGNCeT5nstB3StknebQxqzznLZ11Nf/NFXvuH/+umJ6pa4mZgtSquemkRFEIIIUSDJLKEEKKPWtVaMgxeCLEazWqsjwHvAL/d9vRngL8H/LhS6ue11h1705RSOeDHgTLwL9ue/i3g54C/pJS6s9eqrGslj+9PlXhtqsT3pkpcmK/38mWYCo5MZLh/T4737s7hWgaR1vihxgsbJwp6YUQ9iFBKkbIVKcsk71q4VqPiKms3ZlxlXROny5D213/hV7YsiWWPDnWsumoNYpdklRBCCNGbgUxkWdZA/li3vF27dvV7CaKNxKT/8kcPLRsGP4LZp9WITiQmIoGebP75jNY6WvqE1rqolHqORqLrceDZFe7zOJBu3qfYdp9IKfWnNJJiTwJdE1nh2xd56a/8NAB3N/9Zi9kOjyugNU5eA9XmP1vBHh3izn/0d9f0tf2suJL3+mSSuCSPxCSZJC4izkBmfFy3++k1YusdOXKk30sQbSQmydL6TX0WKPR3KaKNxCSB7j3Q7xX0WytH1Kmc8wyNRNZdrJzI6uU+NO+zbbk7xzn4qU+smJBaST8rruS9PpkkLskjMUkmiYuIM5CJrGp1q343J1bj5Zdf5sEHH+z3MsQSEpNkaB8Gf15XuUPFn6Al+kNikjxlFwKv3n3Y0uBqTfle6PB86/GRLbrPLc3cOcZDv/s5zusqNTQAFoojKs117TFNwGXgsq7wwAMPAPDKK68sfv3+/fs5ePAgL774Ip7nAZDNZnnwwQc5c+YMV69egRNXAHj00UcplUqcOnVq8esPHz7M7t27OXHixOJjo6Oj3Hfffbz++uvMzd04gPL48eNMTU1x9uzZxceOHj1KLpfj5MmTi4/t2rWLI0eO8PzzzxNFjaI9x3E4duwYk5OTXLhwYfHatf1MVxev3eqf6eWXX6ZcLsvPJD+T/EzyM8nPtMU/UyqV6vmE4s2ktNb9XsOGevbZZ78bRdFDjzzySL+XItqcOHFCTpxIGIlJMklckkdikjynTp2iWq2+9NRTTz3c77X0g1Lqi8AngU9qrf8g5vnPA58GPq21/uUV7vNpGkPhP6+1/p9jnv8k8EXgi1rr/2mlNT377LPf9c+8+9Dcz/zK6n6YPksfuI37fvWfMPEDx/q9lE0hr1/JJHFJHolJMklckiUp+6+BrMgSQgghhBhwrUqp4Q7Ptx6f36L7ABDcvo8nL57Atfr/21ohhBBCDKaB3GWotiOaRTI4jtPvJYg2EpNkkrgkj8REJNBbzT87DW1qDRXpdiTqRt0HgJSlJImVMPL6lUwSl+SRmCSTxEXEGcidRiaT6fcSRIxjxwazZP9WJjFJJolL8khMRAJ9vfnnx5RSN+3nlFJ54AmgArzQ5T4v0Dj474nm1y29j0FjYPzS77ci2YMlj7x+JZPEJXkkJskkcRFxBjKR1RpiJpJlcnKy30sQbSQmySRxSR6JiUgarfXbwDPA7cA/aHv6szQO2/wPWuty60Gl1D1KqXva7lMC/kPz+n/Zdp+fat7/T7XW53pZl+zBkkdev5JJ4pI8EpNkkriIOAOZyPJ9v99LEDGWnqggkkFikkwSl+SRmIiE+kngGvAbSqk/Vkr9slLqa8DP0mgF/Bdt159q/tPu083rf04p9WzzPn8MfKF5//ZEWUeyB0seef1KJolL8khMkkniIuJs2LB3pdQ+4HPAx4Fx4Arwx8BntdZzK33tknt8A/iBFS5Ja61rK93jnXfeuUcphZxamCxPPvkkpVLppqNERX9JTJJJ4pI8EpNkOn36NGEY3tP9ysGltX5bKfUIN/ZfP0hj//UFVrH/0lrPKKXeD3wG+BHgg8AM8G+BX9RaX+zlPrIHSx55/UomiUvySEySSeKSPEnZf21IIkspdQh4HtgJfAV4EzgG/AzwcaXUE1rrmVXc8rMdHg/WtVAhhBBCiAGitb4A/ESP13Y8DUdrPUtj3/YzG7Q0IYQQQohNsVEVWb9DI4n101rr32w9qJT6NRrl7Z8HPtXrzbTW/3I9izGMgeyYvOWl0+l+L0G0kZgkk8QleSQmQvRG9mDJI69fySRxSR6JSTJJXEScde82mtVYHwPeAX677enPAGXgx5VS2fV+LyGEEEIIIYQQQgixfW1ERdaTzT+f0VpHS5/QWheVUs/RSHQ9Djzbyw2VUn8DuAPwaAwl/ZrWut7rgqIo6n6R2HLVarXfSxBtJCbJJHFJHomJEL2RPVjyyOtXMklckkdikkwSFxFnIxJZdzf/PN3h+TM0Ell30WMiC/hS279fU0r9A631f1zD+oQQQgghhBBCCCHEAFBa6/XdQKkvAp8EPqm1/oOY5z9P41jnT2utf7nLvX6WRuLrZRqn5RwE/g7w8zSSbj+ktf5vK93jK1/5SmBZlnn9+vXY5++6666uP5PYeKdPnyaKIu65p+8HHIgmiUkySVySR2KSTAsLC3ieF/7wD//whp3ALNbnK1/5SmDbtjkyMtLvpYgmef1KJolL8khMkknikjxJ2X8lavOntf7f2x56C/i0Uuoy8JvALwMrJrJy/z97dx4fVXU3fvxzMmv2kLAESMImKKKACyqC4lKr8ogrVlBxqcvPFq36iD60T61LrbUuVdRWWqvihtW6PlpEERcMirghishalggBErJOMvv5/XFnhplkJgkhmbkTvu/Xa16T3G3Ovd+Ze86cOUtOzlaXy1UaCATidkVsbm7+oUsSK/ZKaWkpIE1DzURiYk4SF/ORmJiT3W4fbLfb61OdDrFHTk7OViCvubl5U6rTIgxy/zIniYv5SEzMSeJiPmYpf3VFRVZd6Dk/wfrw8tp9eI1/AA8CY5VSuVrrhkQbnnzyyUP24XWEEEIIIUQnSBlMCCGEEMnQFXMkrwk9J+qzNzz0nGgMrXZprd1AuPJKZj8UQgghhBBCCCGE2A91xRhZw4D1wCZgWPTMhUqpXGA7oIC+WmtXJ1/jQOAHjMqsQq21f58SLYQQQgghhBBCCCHSzj63yNJabwDeBQYDM1usvgOjBdWz0ZVYSqmDlFIxI7YppYYopQpbHl8p1Qd4KvTvP6USSwghhBBCCCGEEGL/tM8tsiDSKusToC/wBrAaOBo4EaNL4bFa6+qo7TWA1lpFLbsMmAuUAxuB3UAZMBljnK0vgFO01vsy1pYQQgghhBBCCCGESFNdUpEFoJQqBe4ETgOKMLoUvgbcobWuabFtvIqsQ4GbgCOAAUAeRlfCVcBLwN+01t4uSawQQgghhBBCCCGESDtdVpElhBBCCCGEEEIIIUR36opZC01BKVWilHpSKbVNKeVRSm1SSj2klOqV6rT1ZEqpqUqpR5RSHyul6pVSWin1XDv7HKuUWqCU2q2UalZKrVRK3aCUsiQr3T2ZUqpIKXWlUuo1pdT60DWuU0qVK6WuUErF/dxLXLqXUupPSqnFSqmtoeu7Wyn1tVLqNqVUUYJ9JCZJppS6OHQf00qpKxNsc4ZS6sPQ56pRKfWZUurSZKe1pwrl3zrBozLBPvJZSSEpg6WGlMHMR8pg5iRlsPQgZbDUS6cyWI9okaVaj9H1A3AUxhhda4AJ0WN0ia6jlFoBjAEagQrgIOB5rfXFCbY/C3gFcAMvYoyFNgU4EHhZa31+MtLdkymlrgEew+je+wGwBegHnIsx3twrwPk66sMvcel+Sikv8BXwPbATYyKMY4AjgW3AMVrrrVHbS0ySTBld5L8FLEAOcJXW+h8ttrkWeASoxoiLF5gKlAAPaK1nJTXRPZBSahNQADwUZ3Wj1vr+FtvLZyWFpAyWOlIGMx8pg5mTlMHMT8pg5pBWZTCtddo/gHcADVzXYvmfQ8vnpjqNPfWBUVAdDijghND1fi7BtnkYmYcHODJquROjEKyBaak+p3R/ACeFbiAZLZYXYxSoNHCexCXpcXEmWP6H0DX+q8QkpfFRwHvABuC+0DW+ssU2gzEy6mpgcNTyXsD60D7jU30u6f4ANgGbOritfFZSHy8pg6Xu2ksZzGQPKYOZ8yFlMHM/pAxmnkc6lcHSvmth6JfAn2Jc9L+0WH0b4AJmKKWyk5y0/YLW+gOt9Todete2YyrQB/in1vqLqGO4gd+G/v1FNyRzv6K1fl9r/abWOthieSXGzKBgFHjDJC5JELqe8bwUeh4etUxikny/wvgCcjlGvhHPzwEH8KjWelN4oTYmNLk79O813ZhG0Zp8VlJIymCpJWUw85EymDlJGcz0pAyWnlL6WUn7iiyMX6MA3o2TaTQAS4EsjOajIrVOCj0vjLNuCdAEHKuUciQvSfsdX+jZH7VM4pJaU0LPK6OWSUySSCk1ErgHmKO1XtLGpm3F5e0W24h94wiNlfEbpdT1SqkTE4y1IJ+V1JIyWPqQz0rqSRnMfKQMlmJSBjOltCiDWbvjoEl2YOh5bYL16zB+LRwBLE5KikQiCWOltfYrpf4DjAKGAquTmbD9gVLKClwS+jf6hiNxSSKl1CyMvv/5GGMzTMQoQN0TtZnEJElCn4tnMbp8/KadzduKy3allAsoUUplaa2bujal+51ijLhE+49S6nKt9UdRy+SzklpSBksf8llJISmDmYOUwcxFymCmlRZlsJ5QkZUfeq5LsD68vCAJaRFtk1il1j3AIcACrfU7UcslLsk1C2Pg17CFwGVa611RyyQmyfM74DBgota6uZ1tOxKX7NB2UojqvKeAj4FVQANGAeha4GrgbaXUeK31N6Ft5bOSWnL904fEKrWkDGYOUgYzFymDmU/alMF6QtdCIUQ7lFK/Am7CmE1qRoqTs1/TWhdrrRXGrx3nYmQQXyulDk9tyvY/SqmjMX4BfEBr/Wmq0yMMWus7QuPM7NBaN2mtv9NaX4MxeHgmcHtqUyiEEB0nZTDzkDKYeUgZzJzSqQzWEyqywjV9+QnWh5fXJiEtom0SqxQITVU7B2PK4RO11rtbbCJxSYFQBvEaRrebIuCZqNUSk24Was7+DEZz6Fs7uFtH45Lolymxb8IDJR8ftUw+K6kl1z99SKxSQMpg5iRlsNSSMlhaMl0ZrCdUZK0JPY9IsD48C0Wi8RtE8iSMVeiGNgRjAMyNyUxUT6aUugF4BPgOowBVGWcziUsKaa03YxRwRymleocWS0y6Xw7G9R0JuJVSOvzAmG0N4PHQsodC/7cVl/4YTdorZGyGbhPu+hE9A558VlJLymDpQz4rSSZlMPOTMljKSBks/ZiuDNYTKrI+CD3/VCkVcz5KqVxgAkY/2WXJTpho5f3Q82lx1h2PMbPRJ1prT/KS1HMppf4HeBBYgVGA2plgU4lL6g0IPQdCzxKT7ucBnkjw+Dq0TXno/3CT97bicnqLbUTXC898F10gks9KakkZLH3IZyWJpAyWVqQMlnxSBks/5iuDaa3T/gG8A2jguhbL/xxaPjfVadwfHsAJoev9XIL1eRi1uR7gyKjlTuCT0L7TUn0ePeGB0UxXA18Ahe1sK3Hp/niMAPLjLM8A/hC6xkslJuZ4YPT/18CVLZYPAdxANTA4ankvYH1on/GpTn86PzB+nc2Os3wwxgx4GvhN1HL5rKQ+ZlIGM8FDymDmeUgZzFwPKYOl10PKYCm99mlVBlOhF0trSqlhGBerL/AGxvSORwMnYjRnP1ZrXZ26FPZcSqmzgbND/xYDp2LU1H4cWlaltZ7VYvuXMW5E/wR2A2diTN/5MvAz3RPelCmklLoUmIfxy9IjxO8rvklrPS9qH4lLNwp1L/gjxq9L/8HIhPsBkzAGGq0ETtZafx+1j8QkRZRSt2M0bb9Ka/2PFuuuAx7GiOGLgBeYCpRgDFg6C9FpoWt/E7AE2IwxY84w4L8wCkYLgHO01t6ofeSzkkJSBksdKYOZj5TBzEfKYOlFymCpk3ZlsFTX/HVhDWIpxnSR2zHe1JuBh4BeqU5bT36wp9Y80WNTnH0mhD4INUAz8C1wI2BJ9fn0hEcHYqKBDyUuSY3JIcCjGF0MqjD6i9cBn4fiFfcXW4lJyuIV/gxdmWD9FOAjjAzeFYrjpalOd094YHyxeAFjdq9awIfxa98i4BIwfoCLs598VlIbNymDpea6SxnMZA8pg5nvIWWw9HpIGSyl1z6tymA9okWWEEIIIYQQQgghhOj5esJg70IIIYQQQgghhBBiPyAVWUIIIYQQQgghhBAiLUhFlhBCCCGEEEIIIYRIC1KRJYQQQgghhBBCCCHSglRkCSGEEEIIIYQQQoi0IBVZQgghhBBCCCGEECItSEWWEEIIIYQQQgghhEgLUpElhBBCCCGEEEIIIdKCVGQJIYQQQgghhBBCiLQgFVlCCCGEEEIIIYQQIi1IRZYQQgghhBBCCCGESAtSkSWE2CtKqROUUloptSnVaekopdS8UJpvj7NOhx6Dk54wIYQQQogOkjKYEEIYrKlOgBDCXJRSlwGDgde11itSmxohhBBCiP2DlMGEEKJjpCJLCNHSZcAkYBMQrxDVBKwBfkxekrrVmtCzL6WpEEIIIcT+7jKkDCaEEO2SiiwhxF7RWi8HDkp1OrqK1rrHnIsQQgghei4pgwkhhEHGyBJCCCGEEEIIIYQQaUEqsoQQgDEug1JKYzRpB3gqahDOyMCibQ00qpT6MLTuMqVUnlLqXqXUBqVUs1Jqo1LqTqWUM2r7k5VS7yilqpRSLqXUEqXUce2kM0cp9Rul1OdKqTqllFsptU4p9bBSqrQT5x13oFGl1O2h5fNC/1+qlPpMKdWglKpXSn2glDqlnWPblVLXKqU+VkrtVkp5lFKblVJPKqVG7m1d6waBAAAgAElEQVRahRBCCNHzSBlMDW6xXMpgQog2SUWWECKsGdjBnnEK6kP/hx+79uJYvYDlwM1AP8ACDAFuBV4CUEr9ElgE/ASwAVnAccB7SqkJ8Q4aKnh8B/wBODK0jx84ALgO+CbRvvtCKfUPYB5wBBAEcoETgIVKqfMS7NMf4xo8AkwE8gEPUAZcDnyllDq3q9MqhBBCiLQjZbAEpAwmhIhHKrKEEABorV/UWhcDn4QWXa+1Lo56jNuLw90Wej5Oa50D5ABXYRR4piilbgUeAu4BirTW+Riz9HwK2IEHWx5QKZUPLAAGAf8CxgDO0PGHAfMxCm+vKKUK9iKt7TkLuAj4BZAXSutQYAnGPfQRpVTMeINKKRvwRiiNi4FjQ2nNAwaEzt0JPKuUGtaFaRVCCCFEmpEyWEJSBhNCxCUVWUKI7pANnKG1LgfQWnu11v8AngmtvxN4Tmv9G611bWibzcB0QAPjlFJlLY55M0ZB6wWt9c+01iu11oHQvhu11hcBCzF+fbyyC8+lALhSaz1Xa90Uer3/hNLqBfpjFJKiXQqMAz4GTtdaf6q19oX23a61vhH4G8avmTd2YVqFEEIIsX+TMpiUwYTo8aQiSwjRHf6ltV4fZ/l7UX//seXKUEEqvN8hLVZfGnp+oI3XnR96bnPchL20Jeq4EVrrbRjN1iFxWueEC09xPB967sq0CiGEEGL/JmUwg5TBhOjBrO1vIoQQe+3bBMt3hp7d7CkstbQDGI7RRB2A0ACiJaF/F4QGRI3HHnre6wFH2/CF1jrR6/0Yeo5OqxU4KvTv35RSf0mwryX03JVpFUIIIcT+TcpgBimDCdGDSUWWEKI7bE+wPBB63tFGwSS8jS1qWf+ov/t24PWzOrBNRzW0sc4deo5OayF7CnNFHTh+ZmcSJYQQQggRh5TBDFIGE6IHk4osIUQ6iO4G3Ss8poNJRaf1MK31ipSlRAghhBBi30gZTAhhOjJGlhAiHeyI+rvlAKRmU82eXzTNnlYhhBBCiLZIGUwIYTpSkSWEaCkYelYpTUWU0Aw14YLU6alMS3tCA4t+EfrX1GkVQgghhKlIGWwfSBlMiP2HVGQJIVqqDz0XpDQVrc0LPc9SSg1MtJEypDrt80LPlymlxrS1oVKqV1vrhRBCCLHfkDLYvpsXepYymBA9mFRkCSFaWhV6PlcplZ/SlMS6B9gI9AY+UUr9TCkVGaRTKVWmlLoa+Ao4O0VpDHsCWAY4gfeVUlcppfLCK5VSxUqpi5RSHwHXpyqRQgghhDAVKYPtOymDCbEfkIosIURLzwJeYCJQpZT6USm1SSlVnspEhQYXPRVYjTHuwYtAg1KqSinVBGwG/gaMBRLNxpMUoabtZwFLMWbQ+TtQo5SqVko1Yswo9BxwPClOqxBCCCFMQ8pg+0jKYELsH2TWQiFEDK31D0qpU4BfA+OAYkxS6a21Xq+UOgz4OXA+cChG8/tmYCXGL3BvAO+kLJEhWuudSqlJwAXARcARGAUqL/ADsBx4C/i/lCVSCCGEEKYhZbCuIWUwIXo+pbVURAshhBBCCCGEEEII8zNFDb8QQgghhBBCCCGEEO2RiiwhhBBCCCGEEEIIkRakIksIIYQQQgghhBBCpAWpyBJCCCGEEEIIIYQQaaHHzVq4ePHi/wB5wKYUJ0UIIYQQ3WcwUH/yyScPSXVChEHKYEIIIUSPNxgTlL96XEUWkKeUKnQ6nYWpToiIFQwGyciQRoBmIjExJ4mL+UhMzMftdiMzL5uOlMFMSO5f5iRxMR+JiTlJXMzFLOWvnliRtcnpdBaOHDky1ekQQgghRDdZvXo1zc3Nm1KdDhFDymBCCCFED2aW8lePrNp0u92pToKIY9WqValOgmhBYmJOEhfzkZgI0TFSBjMfuX+Zk8TFfCQm5iRxEfH0yIqsQCCQ6iSIOGpqalKdBNGCxMScJC7mIzERomOkDGY+cv8yJ4mL+UhMzEniIuLpkRVZQgghhBBCCCGEEKLnkYosIYQQQgghhBBCCJEWemRFVnZ2dqqTIOKYOHFiqpMgWpCYmJPExXwkJkJ0jJTBzEfuX+YkcTEfiYk5SVxEPF1SkaWUmqqUekQp9bFSql4ppZVSz3XyWCVKqSeVUtuUUh6l1Cal1ENKqV4dPYbf7+/MS4tuVllZmeokiBYkJuYkcTEfiYkQHSNlMPOR+5c5SVzMR2JiThIXEU9Xtcj6LXAtMBb4sbMHUUoNA74ELgeWAw8CG4HrgU+VUkUdOY7H4+lsEkQ3Wr9+faqTIFqQmJiTxMV8JCZCdIyUwcxH7l/mJHExH4mJOUlcRDxdVZF1IzACyAN+sQ/H+SvQF/iV1vpsrfVsrfVJGBVaBwJ/2OeUCiGEEEIIIYQQQoi0ZO2Kg2itPwj/rZTq1DFCrbF+CmwC/tJi9W3A1cAMpdRNWmtX51IqhNhXPp+PxsZG3G63TLPeTfr3709FRUWqkyGiSEy6n8Viwel0kpOTg81mS3VyRBJIfpIccv8yJ4lL95H8RIier0sqsrrIiaHnd7XWwegVWusGpdRSjIquY4DFbR3Ipa3sbvJRmCU3LjMZOXJkqpMgWtjbmPh8PqqqqsjOzqZPnz5YLJZOV16LxPx+P1armW7PQmLSvbTWBAIBmpqaqKqqonfv3vLlI005nc4ObSf5SfLI/cucJC7dY1/yE/muYk4SFxGPme6eB4ae1yZYvw6jImsE7VRkOTduYvmUX3Zh0vbILBvAqPtuofeko7rl+D1ZTk5OqpMgWtjbmDQ2NpKdnU1eXl43pUgAZGT0yAll05rEpHsppbBarZF7S2NjI716dXiOF2EiHf2sSH6SPHL/MieJS/fYl/xEvquYk8RFxGOmiqz80HNdgvXh5QVJSEtCzVu28cUFN0T+d/QtYtA108gfE7+m2F6YT+7IYclKnql9/vnnMn2qyextTNxuN3369OnGFAkAl8tFbm5uqpMhokhMkicrK4tdu3alOhmik5qamjq0neQnySP3L3OSuHS/vc1P5LuKOUlczMMXCOIPajwBslKdFjNVZKUlz85q1s19gey/zsbZ0EzRlmqqy4pw52YaG1Q3MXJpHTXaTyXeyH4jR44kJyeHzz//PLKsX79+DB8+nK+//hqXyxgGzG63c9RRR7F582a2bt0a2Xbs2LEArFixIrKstLSUQYMGsXz5crxe47Wys7M57LDDWLduHTt27IhsO27cOBobG1m9enVk2QEHHEBxcTHl5eWRZb169WLUqFGsWrWKmpqayPKJEydSWVkZM4tEe+cEUF5e3qPOqSfEqby8vMPn1L9/f4BIk+0wu92Ow+HA5XIRDBo9gy0WC1lZWbjdbnw+X2Tb7OxsgsEgzc3NkWVOpxObzUZDQ0NkmdVqJTMzk+bm5pjp3HNzc/H5fLjd7siyzMxMMjIyImkHsNlsOJ1OmpqaImOvZGRkkJ2djcfjiVx7MAo6gKnOye/397hzSvc4AT3unMwYp6ysLHw+X8w9Lt59Lzs7G5G+AoEAFosl1ckQQvRgFotFxt8Togu4vAGqXF52N/nx+4P4gnRsHIFupLTWXXtApU4APgCe11pfvBf73QfMAmZprR+Is/5RYCbwS631Y4mOs3jx4i9967YcXnP9vXud9u5g65VHvyknkT2sDIC8Q0ZQNOHwFKcqNcrLy6U23WT2NiYVFRWUlJR0Y4oEQENDg/xKazISk+TqyL1m9erVNDc3f3XyyScfkaRkiXYsXrz4y2AwePiRRx7Z7raSnySP3L/MSeKSHHtzr5HvKuYkcUmNQFBT6/ZT7fJR5/ZT7/bT4PXT37sDt9e35ezTTh6UyvSZqUXWmtDziATrh4eeE42hFWEfMZjaha/y4soduLzBuNvkOiwcU5rHsKJMMm0Wch0Wch1WemXZKMqykW2P/ZWw6qPlfHvd7/HsrO7g6Rh8NfXsWvgx/R+7g/rvjKRXL/1qT1r3o66H/fr1S3USRAsSE3OSQa7NR2IiRMfI4NXmI/cvc5K4mI+Ui81J4pJcHn+QKpeP3U1eGjwB6tx+PP4g+U4rJXkO2G2OiVnMVNr4IPT8U6VURvTMhUqpXGAC0AQsa+9ATqeDaSOLmTyyN09/sZ1311Xj8ce2PGvwBFi0voavtjVy5sjeAFS7fFS5fOxwWsl1WCjKttEr04Y1Q9F70lGMDlVG5R0ygpW/uK3DlVqendV8ft61QPwWWuGKrZ5eqTV8+PD2NxJJJTExp47O+iWSR2IiRMc4HI5UJ0G0IPcvc5K4mI+Ui81J4tL9tNY0eAJUuXzUun3UuwPUe/xYFOQ7rRTn2skIzSzsa+dYyZL06TKUUjal1EFKqZgaG631BuBdYDBGF8JodwDZwLNaaxftCI8VkuewMvPYEv50+gEcP6QAa0br2sPqJh/zvtzO19sa6JdrRynYVu9mY3Uza3a6WFXZyJYaN42e2HFSBl0zDUffoo6feEi4hVbeISOw5mZT/93ayMO7O9E49z1DeJwsYR4SE3Pq6GDJZjVmzBjGjBnTLcfesmULhYWFzJzZMpvoXsmOSXdeQyG6U/R4bcIc0jlP6Yn5SViy4iL5ScdJudicJC7dxx/U7Gz08sOuJlbvdLG+uonNNR58gSD9cuyU5DvJdVgjlVhm0iUVWUqps5VS85RS84DZocXjw8uUUvdHbT4QWA0sjnOoXwI7gYeVUq8rpf6olHofuBGjS+H/diQ94YFkATKUYmTfbK4YN4Cbjy9jbP8cLC3ioIEPN9by109/xO0PMqjASb7TSoMnwKbdzayramL1ziZ+rHPj8RvHzh8zktGP3cG4Vx6N+2irkivckitr0EDyDhlB3iF7elNWL/0q8mhYvaEjp5s2ogcOFuYgMemcwsJCCgsLu+34ezsw6ZgxYygsLGTLli3dlKLkKiwsZMqUKalORoyuHix2ypQp3foe6g7z58+nsLCQ+fPnpzopwsSiy2Cifd2dn8De3b8kP0merspXJD/pOlIuNieJS9dr9gXYWutmVWUja3a52FDdzI4GLw6LYlCBg745dpzWpLd52itd1bVwLHBpi2VDQw+AzRgDubdJa71BKXUkcCdwGjAZ2A7MAe7QWte0tX8iSin65zmwWzLIz7Ry+K5cvqioZ2Vl7IeistHLI0u3csrwQk4Y2oschwNfIEiDJ8C2ejfOBi+ZjV589W4Ks9oO7qBrprF57j873P0w3DorWrjbYU/vciiE6Flef/31bjt2//79WbZsGXl5ed32GmbQnddQCCHSheQn+07yEyEEGN0Hw4O317r91Hv8NDT7sVszKMy0kmXLQJmw5VUiXVKRpbW+Hbi9g9tuAhJeIa31VuDyfUlPogAUZduwWRQWpSjItDK8dxbvrd9NnXvPLyIBDQvX7ub7nS6mje5Hnxw7hVkZFGRa2Z0BdW4/7npj4LN8p5XCLBt2S+sKrXCLrbDwGFkt/3f0LWLQNdPIHzMyZn3T5h8jFVt5h4ygYfWGtK/MstvtqU6CaEFiYk4ZGeb+BaQ9Q4YM6bZj22w2RoxINCdI90l2TLrzGgrRndKpELy/SOc8pSfmJ2HJiovkJx0n5WJzkrjsG18gyO4mP9VNPurdPuo8fpp9QXLtFgbkO+LWZaSD9Ex1O7KyshKuy3MaFVgl+U4OKMpk2uh+HDYgp9V2W2o9PFi+laWbaglqTYZS5DqsFDitZCiocvnYVu9h0+5mdjR68AY615Tes7OatXf+hc/Pu5aVv7iNum9WG+cQ6nYYbqnl3V2X9t0OjzrqqFQnQbQgMUmOjz76iKlTpzJ06FCKi4sZN24cd9xxB/X19XG3X7NmDeeeey5lZWWUlZVxzjnnsHz5cu655x4KCwspLy/fp/SsWLGCSy65hBEjRlBcXMzo0aOZNWsWlZWVcbdfv349l1xyCUOGDKGkpIRTTz2Vd999N2HXgHjjcXi9Xv72t79xwgknMGTIEAYOHMiYMWO46KKL+PDDD4E9XQ0Ali5dGulyU1hYyD333AO0PaZJU1MTc+bM4aSTTqKsrIzS0lKOPvpoZs+ezc6dOzt1rfx+P0888QRnn302ZWVlDBw4kEmTJvH444/H7UL19ttvc/bZZzNy5EiKi4s5+OCDOeOMM3jiiSdi0r906VKAmHOM7v4S7xpGX+8PPviAyZMnU1payvDhw5k5cyZ1dcY4iytXrmTatGkMGTKE0tJSLrzwwrjdhFasWMHs2bM57rjjGDp0KP379+fII4/kt7/9LbW1tTHbTpkyhWuvNX6Aufbaa2PSHX3s8PU65ZRTOnS9RM/TVhlM7Lu9zU+++uorZsyYIfmJifKT8P1xxIgRkp+YLD+RcrE5SVw6p8kbYEuNm1U7XKzd5WLj7iZ2uXxkWi0MKnDSO9uetpVYYK5ZC7uM1+ttc32W3cKI3llYMxQZGR4mDi5gVN9sXvt+Fy7vnhujL6h5/fsqVu1w8bPRfckEMjIUeU4r2XZNozfALpcPlzdAgztAntNKYaYVa5w3hKNvUbvdDD07q9k8958xLbmyBg2MaZ0VFj2uVrrYvHkzgwYNSnUyRBSJSfebN28eN910E9nZ2Zx55pn06dOH8vJy5syZw8KFC1m4cCH5+fmR7T/55BPOO+88AoEAZ5xxBkOGDOH777/nrLPO4rjjjtvn9LzzzjtceumlaK0588wzKS0tZcWKFTz55JO8/fbbLFiwIOY9sXbtWk477TRqa2v56U9/yqhRo9i0aRMzZszglFNO6fDrzpw5k1deeYWRI0dywQUXkJmZSWVlJcuWLWPx4sWccMIJHHroodxyyy3ce++9lJaWMn369Mj+EydObPP4tbW1nHnmmXz33XcMHz6cCy+8ELvdzqZNm5g/fz5nnHEGffv23atr5fP5mD59Ou+//z7Dhg1j6tSpOBwOysvL+Z//+R++/PJL5s6dG9l+3rx5/Pd//zf9+vXj1FNPpaioiF27dvH9998zf/58rrjiCvLz87nlllt44YUX2Lp1K7fccktk/7Kysg6la+HChbzzzjuceuqpXHbZZSxfvjxyvFtvvZVzzjmHY445hosvvpjvv/+ehQsXsmnTJsrLy2NaADzzzDP8+9//5thjj2XSpEkEg0G++eYb/vrXv/Lee++xaNEicnNzAZg+fTr5+fksWLCAyZMnc8ghh0SOE37/Rl+v4cOHt3u9RM/UXhlMdJ7kJ4Z0z0/C90er1cqnn34q+YmJ8hMpF5uTxKXjglpT1+ynqslHXbOfOo+fBo+fTGsGRVk2smyWVCexy/TIiiyfr/1JIe3WDIYVZaIUbK83Cl3XH1vKG6uNiqto66qbeeDjrZyVZeGg0DJLhiLfaSXHbkxVuaPRQ6M3QL3bT0GmjcKs2NH9OzpmlmdndbvdDsOVWuk2ftbWrVvlJmQyXRWTn/4jvWYTeffKw5LyOlu3bmX27NlkZ2fz3nvvxXRhmDVrFk8++SS33XYbDz30EGAMkvyrX/0Kj8fDiy++GFOwf+qpp7jpppv2KT2NjY388pe/xO/38+abbzJ+/PjIujlz5nDHHXdw44038uqrr0aW33LLLdTW1nL//ffz85//PLJ80aJFXHDBBR163fr6el599VXGjh3LokWLsFhiM9Hdu3cDcOihh3LooYdy7733UlZWxuzZs+MdLq6bb76Z7777jssvv5z77rsvpoDd2NjYqV9vH3jgAd5//32uuuoqfv3rX1NQUAAYA/TecMMNPP/885x55plMnjwZgKeffhq73c6SJUvo06dPzLGqq417f35+PrNnz2bp0qWR98feevvtt3n99deZMGECYLxvzjvvPD766CMuuOACHnzwQc4///zI9tdddx3PP/88CxcujKQV4MYbb+S+++5rFY9nn32W66+/nieffJLrr78egAsvvBAg8sUj/H+i63X33XdHjpvoeonWlFJTgUkYY4+OAXKB57XWF+/FMYqAc4D/Ag7FmGTHC3wLPAU8pbUOtthnMPCfNg77otZ6WkdevyNlsLZIfhLfvuQn8+bN48wzz4xsL/lJ27o7PwnfHxsaGsjKypL8xET5iXxXMSeJS/t8gSDVTb5Q90E/dW4/Hn+QHLuVkjwHtjRueZVIzzujvWCzZDCsKIsB+Q7ynFbqPQEuHNOXn43ui8MaO8aD2x/kxXonb2UNpGnNRnxrNuBbswG9rZKCTCu9s+34g5odDR6217vZXOOmwePHmBOx9SyHI343s82ZDWFPC62Wwt0Ne0qXQyF6qpdeegmv18tVV13VahyO3/72t+Tk5PDSSy/h8XgAWL58ORs3bmT8+PGtfp2+9NJLOeCAA/YpPW+//TY1NTWcc845MV86wPiFu6ysjA8//JCKigoAKioqWLJkCUOHDuWyyy6L2f6UU05h0qRJHX5trTV2uz3umCD7OtvSrl27eO211yguLubOO+9s9Ro5OTl7PZhvMBjk8ccfp1+/fvzhD3+IKZxbLBbuuusulFL861//itnParVis9laHa+oqO37/d4477zzIl86wBhnJfwlcOTIkTFfOgCmTTPqH7799tuY5aWlpa2+dABcfPHF5Obm8v7773c4TZ29XqKV3wLXYlRk/djJY5wPPA4cDXwGPAS8AhwC/AN4SSUeyOob4I44j5c7mRbRRTqbnxx33HGceOKJMdtLfpKY5CeSnwiRTlyh7oPfVbpYt6uJ/+xuptrlI8tmoazASe9sW4+sxIIe2iJrb1gzFMMKM1EYI9Bva/Aytn8OBxRl8uLKnWyobo7Z/ktHET9mFzAtz0Nvq8a3ZkPkOL0yrfjsFurcflw+L25/kDyHhd7ZdhwtZjiMHgx+5S9uS9hSy7OzmpW/uC2mZVbWoIEACbsc9oSB4YXoCb755huAuF04CgoKGD16NJ988gnr1q3jkEMOYeXKlQCMGzeu1fYZGRmMGzeO9evXd0t6rFYrxx57LFu2bGHlypWUlJTw3XffRdIT7wvDMcccw0cffdTu6+bl5XHaaaexcOFCjj/+eKZMmcL48eM54ogjumQ8na+//ppgMMj48ePJzs7e5+OBMY5LTU0Nw4YN4/7778fr9bYabDQzM5O1a/fcg6dOncqtt97K+PHjOeecc5gwYQJHH300vXv37pI0hY0dO7bVsuLiYoBW46CAMTMXwLZt22KW+3w+5s2bx6uvvsqaNWuor6+PaWmwffv2Dqep5fWKp+X1EnHdCFQA6zFaZn3QiWOsBc4E/h3d8kop9RtgOXAecC5G5VZLK0IT+AiT6Wx+cvTRR7faXvKTxJKRn4RF5yuSn+wh+YkQbWur+2DvLBuZPaj7YFt6ZEVWZmbmXm1vyVAMDVdmKfix3sOAPAdXHzWApZvq+PeaKqLHcq/0W3isLpszs5s5GCKVWWH5GC24arwBGvNycA0ZSK8sG4VZNixxfgRtr9thvLGzYE+FVli4Ysus42fFyyxFaklMuldDQwMA/fr1i7s+vDw8qGp4sN4BAwbE3X5vx+RoKXz8cCG1o+lp2a2hM+l54oknmDNnDq+88kpkoF2n08mZZ57JnXfeuU/nFk5vuIDdFcLdUzZs2MC9996bcDuXa09X9JkzZ1JUVMQTTzzB3//+d+bOnYtSigkTJnDHHXdw2GFd0wUpXmsAq9Xa7jq/3x+z/IorruCtt95i8ODBnH766fTr1y/ypWru3LmRlh0d0ZnrJVrTWkcqrjo7+5/WOm7TB611pVJqLvAH4ATiV2Tts70tg4mO6Wx+0rdv37gVPJKfxCf5yf6dn0i52JwkLgZ/UFPt8lHV5N1vug+2pUdWZHWGJUMxpNAYMwtge72H/rkOjhtSwNDCTJ77upKqpj3jPngCmn/VOzmy/0j+K9eLrUV50wZkBzX1q9axy+Wl2R+k0eOnKMtOntOC0f7LEN06C+K30PLsrKbum9WtxsuKljVoYKsWWkIkQ7LGCEk34YFNd+7cyciRrT+7O3bsAPYUFsPb79q1K+7xOjtTUlj4dcKvm8z0ZGZmMnv2bGbPnk1FRQWffvop8+fP56WXXmLLli0sWLCgw8dqKTw47N784tue8DU444wzeOaZZwgEAnG7TbQ0bdo0pk2bRl1dHcuXL+ett97i+eefZ+rUqXz22Wdd/mt6Z3399de89dZbTJo0iX/961+RLydgdOt45JFH9up4La+XMK1wQcafYP0ApdT/A4qAauBTrfXKpKQsRPKT+DqbnyS6T0t+El8y8pOw9vIVyU8kPxECoNlnTDBX0+Sj3mNUYKEhz2mlX449Zlzu/UmPrLZrbm5uf6M4LBmKwb0yGZDnoDDbxrYGDx5/kIH5Dq6fUMqY/jmt9vnCbePv7l7UHTQSx5FjYh4ZGYpsu4WCiq14Vq9nx4of2PL9JirqPLj9iQeKHHTNtLjjZ8UbLysRM46VtWLFilQnQbQgMeleo0ePBog7vXldXR3ffvstTqczMt5JePtPPvmk1fbBYJDPP/+8S9ITnqo7mt/v59NPPwX2dCc49NBDAfj888/jDm67bNmyTqWjpKSE888/n1deeYWhQ4eybNmyyC+wYHR7CQQCHT7e4YcfTkZGBp9++mmX/UI7YsQI8vPz+eKLL/D5fDQ1Ne3V/vn5+ZxyyinMmTOH6dOnU1NTExPX6IFrU2Hjxo0AnH766TFfOgC+/PLLuPloW2lueb2E+SilrMAloX8XJtjsFCDcamsu8I1S6gOlVMemQMOYme7EE0+M+xCd19n85LPPPmt1/5L8JLFk5CdhHc1XJD9JHikXm9P+GBetNbXNPjZUN7Fqh4v1VU1s2t2MyxOgKMtGaYGTfKd1v63EAmmR1UqkZRYKBWxv8FCc68Bpy+Cisf0YVpjJ/62uwh/UkX22N3iZs3Qr5x3Sl8MH5kaWZ+TnYTtwGDbACTT7gtR/txZ3Xw8ub4BemTaKslt3Nwy30GrZMqsjMxqGB4I3a/dCIfYnP/vZz7jvvvt4/PHHmT59OkOHDo2su/vuu2loaBlcNJwAACAASURBVGDGjBk4HA7AGMtkyJAhfPrppyxatChmwPenn356n8YzAZg8eTK9evXilVde4YorrogZi+uxxx5j8+bNTJo0iZKSEsD4gjBx4kTKy8uZN29ezCxT7733XofGMwGoqqpi586dHHzwwTHLXS4XLper1YC2hYWF/Phjx8e57t27N+eeey4vv/wyv/vd7xLOMrU3A/RarVauuuoq7r///sgv/+EWBWGVlZXU1tZy0EHGfLYff/wxEydObNUlrKqqCojtctWrVy/AGAA5FTPxhKdmLy8v5+qrr44s37VrV8wU7tHCgyiHB2+O1vJ63XXXXa26mLW8XiLp7sEY8H2B1vqdFuuagN8DrwMbQ8tGA7cDJwKLlVJjtdYd+mbf2NgY+Tv8Pmhubo5UwoQHhna5XJFKDYvFQlZWFm63O+bLa3Z2NsFgMObLsNPpxGazRbrbgfEezMzMpLm5OabbU25uLj6fD7fbHZOmjIyMmIoKm82G0+mkqakp8uU6IyOD7OxsPB4PXq83sm24q150RYTdbsfhcHT6nHw+X5vnNHny5Jj8pLS0NHJOt99+Ow0NDVx88cV4vV68Xi8HH3wwgwcP5uOPP+aDDz6IVCRmZGTw0ksvRfKTpqamyOx5YHx5CsfQ4/EkPKeTTz6ZgoICXnnlFaZPn85xxx0XOae//e1vbN68meOPP56SkhIaGhrIz8/nmGOOYdmyZcybN4/p06dH4vThhx9G8hO32x25BuH3jtY6sqy+vp66ujoGDx4cE6dgMEhjYyNWqxWPxxM5p8LCQioqKiL7R8cp/D4Np8PtduNwOJgyZQpvvPEGt956K/fcc09Mt7hAIEBGRkbMfb4j771LL72Uhx9+mFtuuYW77rorcj0bGhqw2WzU1tZSWVnJsGHGGLfLli3jJz/5SSSeYdEt2sLnFG5Ftnbt2kj+Hf3eC8e0oaEh8t4Lv3fC783o9170+7rlOYX5fL7I9gMHDozEcfr06QCR482aNSsSQ5fLFfk8OZ1OwKgEC8cx+nV//vOf8+CDD3LTTTdx66234nQ6Y86poqKCuro6RowY0e49wuPxUF5eTq9evRg1ahSrVq2ipqYmsu3EiROprKyMfCbKy8sZOXIkOTk5MRW+/fr1Y/jw4Xz99deRe4fdbueoo45i8+bNbN26NbJtuCtcdAVMaWkpgwYNYvny5ZGYZmdnc9hhh7Fu3bqY1o3jxo2jsbGR1atXR5YdcMABFBcXx1Rmd/ScgLQ/J6DHnVO8OB140Eh8FgcbV+1Jk9uej+o1gN5NW9BeNwGg0WIlZ9AoPLsr8dbuSVPWwOEANP24LrLMXtAPR2ExjZtXoQPG5znDnkl2yQjcu7bia9hT+Z9ddjBBTxPNOzZFljl6l2DPK6JhozE2ovH5TX17KKnIiiNDKQYXOlEKFIrKBi/FOXactgzGD8qnrJeT576K7WroDWhe+GYHG3Y3c/bBvbFZMrANHxJ74C++wZJpxaMUVS4fzb4gLq+fPtl2chytQzHommmsvfMvcdPo2VnN2jv/0qpCS7oXCpE8M2fOTLjuvvvuo6ysjLvvvpubb76ZE044gbPPPpvevXuzdOlSPv/8c4YPH87tt98e2ScjI4M5c+Zw/vnnc9FFFzFlyhSGDBnCqlWr+PDDD/nJT37Ce++9F3egXIBbb72VnJzWLUcBfv3rX1NSUsIjjzzC5ZdfzpQpUzjrrLMoKSlhxYoVfPDBB/Tr148HH3wwZr97772X008/nVmzZrFo0SJGjRrFpk2bePPNN5k8eTILFixImJ6w7du3M2nSJA4++GBGjRrFwIEDaWho4J133mHHjh1cffXVMZVExx9/PK+++irTp09n9OjR2Gw2jj32WI499tiEr3HvvfeyevVqnnrqKcrLyznppJOw2+1s3ryZ999/n/nz5zNx4sQ209nSzTffzKpVq3jqqad4++23mTRpEv3792fXrl1s3LiRzz77jN/+9reRipkZM2aQnZ3NkUceSVlZGVprli1bxldffcXYsWM54YQTIseeNGkSb7zxBpdccgmnnHIKTqeT0tLSDk9Bv68OP/xwjj76aN566y1OPfVUjjnmGHbt2sV7773HAQccEHd8mHHjxpGVlcXcuXOpqamJjENz9dVXk5eXF3O9wgMxt3W9RPIopX4F3AT8AMxouV5rvRP4XYvFS5RSPwXKMWZAvBKY095rlZaWdqi1T0VFRdzBtJ1OZ+RLblhGRkarimQg7rJ4Y3TZbLa4s7/F2z/eeFIOhyPyg0N7+3f2nG644YZW+4Xdd999HHzwwe3mJ3fccUfMMR9++GHOP/98rrzyyoT5SU5OTsw+4QqaP/3pT+3mJ48++iiXX345F1xwQdz85KGHHoq5Tn/+85/bzU+ysrJaXVelVGTZpk2bEuYnO3fu5Oqrr465f4Xzk6uvvrpVfhI+v3AronCcHnzwQdavX8+8efNYunRph/OTtt57//u//8u6det4+umneffddzn++OMpKiqirq4u5v4Y/mJ91VVXtZmfnH766ZH39Iknnsibb77JNddc0yo/cTqdkZiGr2FGRkbk/Riu8IleH/0ZaHlO4S/hNpstsv24ceM4+uijWbhwIVOnTo2bnyilIp8Nh8PBpEmTyMrK4sknn8TlcrXKT2bPns0PP/zAc889x+LFixPmJ0cccUTknBLdI+rq6mLiNWrUqFbbFRcXRyoforeNF+d445MNGjQo7o9S8fY/6qijWi0bPnw4w4cPj1nmcDji7h9vWVvn1JH9zX5O4UqhnnROYeFz8viDVLm8bG/yUd/go7boILTW5DmsFDosWDIUZB/Yan9HYTGOwtbXJHdo68kacga1fn1nn1KcfUpjlmVY8+PuH17m27UZAt5W65OtR1ZkxSus7K0MpRjUy7lnzKxGL8U5xiwAA/OMroavfLeTFdsbY/ZbvrWeLbVuLjm8mD7Z9lbHVUqR67SSaTdmG9jRGMQT0OQ7AvTJtmGNGqQtf8xIHH2LEg4CD4kHgjej0tLS9jcSSSUx2TcvvPBCwnV33303YAyAOmTIEB599FHefPNNmpubGThwINdddx3//d//HfklNWzixIm8+uqr3HvvvSxatAiAI444gjfeeIOXX34ZiP/lCeDNN99MmJ5rrrmGkpISJk+ezNtvv82DDz7I+++/T319PX379uXyyy9n1qxZrSowDjroIN555x3uuusulixZwscff8zBBx/Ms88+y5o1a1iwYEHC9ISVlZUxe/Zsli5dSnl5OdXV1fTq1YsDDjiA2267jXPPPTdm+z/+8Y8opViyZAmLFi0iGAxyyy23tFmRVVBQwMKFC5k7dy6vvfYazzzzDBaLhQEDBnDRRRdx4IGtM//22Gw2nnvuOV566SWef/553nnnHVwuF71796asrIzf/OY3TJ06NbL9bbfdxvvvv8/KlSt57733cDgclJaWcvvtt3P55ZfH5E0zZsxg69atvPrqqzz88MP4/X4mTJiQtIosi8XC/Pnz+cMf/sCiRYv4+9//Tv/+/ZkxYwY33XQT48ePb7VPQUEB8+bN49577+WFF16I/NL5s5/9jLy8vJjr9cILL7R7vURyKKWuxaiA+h44WWu9u51dIrTWfqXUPzAqso6nAxVZXVEG2x91V37y5ptvctddd0l+YqL8pCP3R8lPUpOfSLnYnHpyXBo8fqpcPmqafdS7A9S5fdgtGRRmWsmyZXR64pf9gQo3N+0pFi9e/GVmZubh8QbC7AytNVtq3Wyr97Cj0RepzAqv+2xrPW98H9vVEMBpzeCCMX05pN+eX7M8X3yDb80GbAcOiyxr8gWod/vJslnIz7RSmGmjINNKeDD4um9WtzmjYUuOvkX0Oe04+p/1E4omHL6PZy9ErIqKikizdZF8p512Gl9++SWbNm3qsmnB98XVV1/Nyy+/zGeffdbqFyoh9kVH7jWrV6+mubn5q5NPPvmIJCUrqZRSJwAfAM9rrS/u5DFuAB4EvsOoxNrrEb6VUmdhdDl8R2t9Wlvb7k0ZTPKT1JL8ROwv5F4jzCaoNTXNfqpcXurcfuqa/TR6g+TYMyhwWrFbU99try2+XZtxub1bzj7t5OSPjRHF3Fepk/Z2UN62KKUoK3AyMN9JcY6NykYfTb5AZN0xZflcd2wJfbJjf4F0+4M8/WUlC36oItCiksu3ZkPkYd+xkz7ZdgJBqGzwsq3eQ0WdB2/A6DsfHi9r3CuPMu6VRxnxu5lxB4IP8+ysZsebcWfeTrnly5enOgmiBYmJ+TQ1NbFt27ZWy+fPn8/y5cs58cQTk/qlIxgMxp2V6qOPPuK1117jwAMP3C++dHTHNN9CdCel1P9gVGKtAE7sTCVWyDGh541tbhXSlWUwsW+ampqoq6trdf+S/MQcJF8xHykXm1NPiYsvEGR7g4fVO1ys2eliY3Uz2+s92CyKQQUO+ubYTV+JZSY9smthV7cyU0pRmu9Ahf7e3uClXzZk2Y2WWQPyHPxqQikvf7uTb1p0NfxgYy1b6zxcNLYfjtDg79F8azZgzVD0yrLi9gWpafbR5Avi9gUpzLLRK8saGnbekGgg+Jhj1tRT981q7IX55I4cFnebVIgerFKYg8TEfCoqKpg0aRInnngiQ4YMIRAIsHLlSpYtW0Z+fj6///3vk5oer9fLoYceysSJExkxYgQWi4UffviBDz/8ELvdzn333ZfU9KRKvFm2hEglpZQNGAb4tNYbWqy7FbgT+BL4aXvdCZVShwMrtNbBFstPBm4M/ftcR9LV01r6p7OKigpOOOEEJk6cyPDhwyU/MRnJV8xHysXmlO5xafYF2OXyUe3y0eDxU+f2o4CCTCvZdvt+PfPgvuiRFVndQSlFSb4jMmZWZYOXPkB2qDLLaTVmNRxU4OStH6qIboS1vrqZh5ZuZcZh/RkUNQC85wtj5H/fGqP8ac3Oot/AYuo9AXY0emj2B2j02uiTvac7Y9iga6a12eXwP488S/6YkTSs3mCqyiwhRNv69u3L2Wefzeeff055eTkej4e+ffty4YUXctNNNzFkyJD2D9KFbDYbl19+OUuWLIlMo11UVMRZZ53FDTfcEJmCPR38+9//5ttvv213u7KyMi688MIkpEiIWEqps4GzQ/+GR28dr5SaF/q7Sms9K/T3QGA1sBkYHHWMSzEqsQLAx8Cv4oyxsUlrPS/q/z8Dw5VSnwDhaSlHAyeF/r5Va/1Jp09MpETfvn2ZOnUq5eXlLFu2TPKTLiT5iRCiLVprGjwBdrm81DT7qXcbj0xbRtzv9mLv9ciKrPZm0OosozLLGWkhtb3BQx9tJ8dhiaw/bkgBJfkOnvu6knpPILJvnTvAY8sqmDKyN8cOykcpRUaLFlq+NRtQSpHvtJJptVDn9uH2BWn2BSjMtFGUbYvU2IZbZoW1bKHlq6mn/ru15B0yoluuRWeYYQwGEUtiYj4FBQU88MADcWfOSgWLxcKf/vSnVCejSyxYsKDNAZXDJkyY0OqLh8UiBQ6RFGOBS1ssGxp6gFFpNYu2hWsnLECiqfA+AuZF/f8scA4wDjgdsAE7gJeAR7XWH3cg7UD3lcHE3isoKODhhx+mqanJFHmK5CexJF8xHykXm1M6xSUQ1NQ2+9kVHv/K7afJFyDXbqEk34HNInlkV5HB3jvJGMvKzfZ6D72zbOQ4YusE6z1+nv+6ko273a32PWxADlMP6RvTBzbeQPBaaxq9AVzeIHkOC3lOo3VWuEtjtLpvVrP2zr/ELDvwjl9FKrLM1s1QpCcZMFMIkQwy2Ht6ksHehRBmI/cakQzeQJBql4/qJi/17gC1zX78QU2+00Kuw4olo+d0H5TB3ruRx+Pp9tcYkOegtMBJ/zwHVU1Gf9doeQ4rVx81kElDClrt+/W2Rh75pIJdja37+0YPBB/4sZJch5XeWTZcvgA7GjxsrXOzq9FLsEUFZP6Y1oVG97ad1H+3lvrv1uLdXbePZ7zv1q1bl+okiBYkJubkdreuABepJTERomOSUQYTe0fuX+YkcTEfKRebk5nj0uwLsKXGzapKF+uqmti4201Ns498p4WyAgcFmbYeVYllJj2yIsvv97e/URfon+ugrMDJgDwn1U0+6ltUZlkyFGeM7M2Mw4pxWGPfwJWNXh7+pILvKo3B4cPdDKMf2mXM/GO1KHpn2bBbFVUuH9sbPGyt9dDkDdCWytcWmaprYbyZakRqSUzMyefzpToJogWJiRAdk6wymOg4uX+Zk8TFfKRcbE5mi4vWmnq3nw3VTaza4WJddROba5tp9gXol22nJN9JjsNKnPEpRRfqkWNkJVNxriMyZta2eg9aQ74z9rKO7p9Dca6dZ76qZEdUKyy3P8jTX1Vy8rBe/HTEYGxRb/bogeBVdhbWkv7kOqxk2jQ1zcbYWW5/gF6ZNnqHxs5y9C2KGScr0UDwQgghhBBCCCGE6Jig1tQ0JRj/Kk/Gv0o2udpdoF+unUG9nAzMc1AbelO31DfHznXHljC2f06rdYs31PDE59txRbWwim6hFW6ZBWDNMFpnOUKtsyqjWmcNumZam+lsWL2hzfVCCCGEEEIIIYQw+AJBKhs8rN7hYs0uF//Z3UxlgweHRVGW76R3tl0qsVKgR7bISsXMLH1z7IQbVG1r8KC1piDTFrONw5rBhWP7MaiXkzdXVxGMGuZqbVUTc5Zu5dLD+zMw34FtuDHpULhllr9iO9aS/oAxO2KOw4qzZeusYfEHc7fmZptiBsNx48al9PVFaxITc0qn2Vn2FxITITrGDLPjiVhy/zIniYv5SLnYnFIVF7c/yK5GL7ubfNS7/dS6/WQoKHBaybbbpetgivXIqsNgMJiS1+2TbWdIYSYD8hzUewLsbmrd910pxcTBBfy/oweS02L2wZpmP49+WsGXP9ZHloVbZkW3ygpr2Tpre0P8AVazBg2M/F299KuUtcxqbGxMyeuKxCQm5pSqe5hITGIiRMfIZ8V8JCbmJHExHykXm1Oy49Lo8fOf3c18v6OR9dVNbNrdjMsboE+2Tca/MpEeWZGVyllAirJtDC3MZGC+A5cvSHWcyiyAoYWZ3DCxlEEFzpjl/qDmn9/s5PVVu/AHdaRlFsTOaOiv2A7saZ3VO9uG25c4Qwy3ygrPYJiKyqzVq1cn/TVF2yQm5tTc3JzqJIgWJCZCdIzMxGY+cv8yJ4mL+Ui52JySERetjZ5Oa6uaWL2zifVVTWyu8RAIaAbkO+if5yDTZmn/QCJpemTXwlQrzLKRoUCh+LHeQ9DlpXeWrVXNbb7TyjXHDOT/vq/i0y11MeuWbq6jot7DjMOKyQq1yormWxNbEWXNUBRlWalpkZadX6yi75GjIq2ymjb/aIpuhkIIIYQQQgghRKoEgprdzT6qXD7qmn3Uuv24fUHynVYGFTiwZEjLK7PqkS2yzKAg08bQokxK8h14/ZpdLh9a61bbWTMU5x7ShwtG98Xa4oOyucbNnKVbqSgqxnHkmMgjkXhNHLc8/iK7XF6CodeO7mYog78LIYQQQgghhNif+AJBttd7+H5HI2t3udhY3cwul48sm4VBvZwUZtmkEsvkemRFlsPhSHUSAKPF1dDCTAbkO/AHNTsTVGYBHFmSx7XjS+iVGdtIrsETYO5nP1K+qbbVvtFdDMMyehfG/K+rdvPj8u+oqPPQ7DNmRQx3M/Tujm0F1t0OOOCApL6eaJ/ExJycTmf7G5nUmDFjGDMmcYV7ukrnmAiRTGYpg4k90u3+NWXKFAoLC9vfMM2lW1z2B1IuNqeujEuzL8CWWjffVbpYV9XEf2rc1DUH6JVppTTfQb7TSoaMf5UWemRFltVqnh6TeU4rBxQZY2YFgpodjXtaR7U0MN/B9RNKGdE7M2Z5UMMb31fxz5U78QaCkQHg4w0Cn33xua2O653/GjsaPGypdVPl8uIsG9B1J7gXiouLU/K6IjGJSecUFhYmLGRv3LiRww8/nMLCQn7/+99Hlo8ZMyay35IlSxIee+bMmfTr14/CwkLuueeeLk/7vkrHLxjz58+nsLCQ+fPnd/oYNput/Y2EEKYqg6WDcL4wevTohOOLhfMPv9+f8DgPPPBA5Fjr1q2LWWe2+9fMmTMpLCxky5YtqU5Kh5WXl3d5vmy2uAgpF5tVV8RlzwDuLtZXN7GlpplmX4B+2XYG5jvItltkAPc00yMrslwuV6qTECPHYWVYURYD8x1oYEdD4sqsbLuFK8YN4KRhvVqt++rHBh79pIL6gSUxXQyjB4FXebmtWmWp3TXw+/up/up7tjd4qKjz4A3Ef/3uVF5envTXFG2TmHStFStWcPrpp7Nlyxb+9Kc/ceutt7baxmq18uyzz8bdv76+njfeeCOtvwi+/vrrvP7666lORpdraGhIdRKESAtmK4Oli4qKCubOndupfbXWPPvss5EvYc8880zM+nS7fz322GMsW7Ys1cnodukWl/2BlIvNqbNx0VpT22IA9y21HoJBzcB8B8W5Dpy2/8/efce3VZ+LH/8cbWt6bzvTIQOyCGGEmTTMQBkBAjfQwYVCob9CW2jupbTQ3tJeCrSFy22gbAhJSwjQphAuGwK0ISGD7J3Y8bZla0tH0vn9IVuxbNmWbdmW5e/79eIVIp1z/JUe55yjR8/3+aZlOmRUEJEbIiadmok5RkptelQqqO0hmaWSJC46IYdvzS5Er4nNDNc4A/zxs0p2N7hjKrM6VmjFq8qiyY7utb/j9oeoc/qpd/pp8sjdjkEQhL758MMPueyyy2htbeXpp5/m5ptvjrvdBRdcwNq1a2lubu7y3OrVq/F4PCxYsGCwhztoxo0bx7hx43rfUBAEQQAgMzOTrKws/vCHP9DU1NTn/T/44AOOHj3KkiVLKCgoYNWqVQQCgUEY6dAoLS1l0iSxKJEgCP0TVhSa3DK7GzzsafBwsMnDsVYfGpXEmEw9eSYdWrVIg4x0IoJDyKhTMyHHSLHVgEYlUeMIEAp3n0g6sdDM/zujjHxzbOmxVw7z7Jc1fCzZ0J48vUsT+HhVWQBKUzO5Ji0alUSLL0i1w8feBg/uQCh5L1IQRqHXXnuN6667DkmSePXVV7n88su73fbGG2/E7/fzl7/8pctzL774IiUlJZx77rkDHlMwGOSZZ55h4cKFlJeXU1JSwjnnnMOf//xnwuFwl+3ffvttLr/8cqZMmUJhYSFTp05l0aJFPPPMMwAcPXqU7OxsPvvsM+D4dJjs7GwuvfTS6HHi9cjqOLXvww8/5OKLL6asrIyKigpuv/12Wlsj/fq2bdvGkiVLGDduHGVlZVx//fVxp55s2bKFZcuWcdZZZzF+/HiKioqYM2cOP/vZz2hpaYnZ9tJLL+WOO+4A4I477ogZd8dj9/X9EgRBSJaMjAx+8pOf4HA4eOihh/q8f3sF1o033sjixYtpampi7dq1SRnba6+9xmWXXcbYsWMpKiri1FNP5eGHH8bv93fZ9osvvuC6665j2rRpFBYWMnnyZBYuXMh///d/R7fJzs5m5cqVAMycOTN6Pu543Yg3hb3j1L7NmzezePFixowZw7hx47jxxhupqqoC4PDhw9x0001UVFRQXFzMZZddxvbt27uMdf/+/TzwwAPMnz+fiooKCgsLmT59OnfeeSfHjh2L2fb222/nsssuA+Chhx6KuY50rhTpy/slCEJyBcMKdc4Au+rc7Glwc6jJS70rIBq4p6mRO3+lB2q1eriH0K0MrZqJuUZUkkSNw0e1w0+xtfulPfPNOn5wRhmvbqtjW+3xcn0FeGdvM5UtfpbMyCdDq45WaMl7DmBaeiXul9cQboyt+pAkCatBg0avweUPceTDDbQatOSV5DD25MmD2twuK6vrdElheImYDNzy5cu59957yc/P569//SsnnXRSj9ufe+65lJeX89JLL3HbbbdFH9+yZQvbtm3jnnvuGfDUQlmWue666/jggw+oqKhg8eLF6PV61q9fz09/+lM2bdoUM4Xl+eef50c/+hEFBQVccMEF5OTk0NDQwM6dO3nllVe46aabsNls3HPPPaxcuZLKykruueee6P7l5eUJjWvdunW88847XHDBBXz7299mw4YN0ePdd999XHHFFZx22mksXbqUnTt3sm7dOg4fPsz69etRqY5/7/Liiy/yj3/8gzPOOINzzjmHcDjM1q1b+d///V/ee+893n33XSwWCwDXXXcdNpuNt956i4svvpgTTzwxehybzZbw+/X73/9+QDERhNEile/BUtm///u/8/TTT/P8889zyy23MGHChIT2q6+vZ926dUycOJFTTz0Vi8XCE088wYsvvsiVV0Yq9Pt7Tbnjjjt45ZVXKC4u5tJLL8Vms7Fx40YefPBBPvnkE9asWRM99nvvvceSJUuwWCxcdNFFFBUVYbfb2bt3L88++yw//elPAbjnnnt466232L59O9/73vei5+H2P3uzefNmHnvsMc444wxuvPFGdu7cydq1a9m9ezcvv/wyF198MRUVFVx77bVUVlaydu1arrzySr766ivMZnP0OGvXruW5557jrLPOYu7cuWi1Wnbv3s1LL73EO++8w/vvv09xcaSn7MUXXwzAypUrmTdvHvPmzYsep+P1ry/vF4h+cqlI3Benpt7iEgiGaXAHaPLItPqCtHiDqCTINGhE76s0lpZn0FRfBcSgUTExJwNJghqnn2MOP8UWPRp1/H9kBo2KpbMK+fhQC2/tbqJjDdfOejePfVbFt04upLBiHP6NWwHQTp1E5oPLaL7lnrjH1FlNZFYdxSOHqQ+G8QcnIY8ppzzTQIZ2cG5Cp02bNijHFfovWTFZV3hGUo4zVC6s/Twpx3nggQf44x//yIQJE1i9ejVjxozpdR9Jkli6dCkPPvggGzZsYO7cuUAkOaNSqVi6dCkffPDBgMb1yCOP8MEHH3DzzTfz4IMPRj9YhkIh7rzzTlasWMFll10WvTl/4YUX0Ol0fPLJw/zp0wAAIABJREFUJ+Tl5cUcq32ai81mY9myZXz22WdUVlaybNmyPo/r7bff5o033oh+CAiHw1x11VV8/PHHXHvttfz+97/n6quvjm7/gx/8gBUrVrBu3broWAHuuusufve733X5wPzSSy/xwx/+kGeffZYf/vCHAFx//fUA0URW+98H8n4JgtC9gd6DjdbriVar5ec//znf+c53eOCBB7r0uerOK6+8Ek3GA0ydOpWZM2fy6aefcvDgQcaPH09GRkYvR4l/3FdeeYVFixbx5JNPxhzjt7/9LQ899BBPP/00t956KxC5hoXDYf7+97/HfGEAxEyXXLZsGZWVlWzfvp3bbrst4S9C2r377rs8+eSTca8VF154Ibfffjs//vGPo8/97ne/4ze/+Q0vv/xydKwA11xzDbfddluXVTY/+OADrrnmGh555BEeeeQRAC655BJsNls0kRXv+tfX9wvoV1yEwSU+q6Sm7uLilUPUuwI0e4K0+oK0+mR0ahV5Ju2gfZ4VUkdaTi3sbtWXVKJrS2aVWPVY9BqOOfzIoe6nr0iSxLnjs7h5bjHGTk3pGj0yj39exdYaV68/V965FwBNaRG6yRPJPGkSFr0ahz/IEbuP3fUe6pwBlEHonbVjx46kH1MYGBGTgfnjH/+IVqvl1VdfTSiJ1e76669HrVZHP6i43W5Wr17N/PnzKS0tRZblfo8pHA7z5z//mYKCAn7961/HJHvUajX/9V//FZ0C2ZFGo4m7glJOTk6/x9LZVVddFfNNtkql4tprrwVgypQpMR9MAJYsWQLA119/HfN4WVlZ3KqPpUuXYrFY+pQITPT9WrVqVcLHFITRbCTcg6Wqb37zm5xyyimsXbs2oWbn7U3eO55LIVKJqihK9Brj9Xr7PJYnn3wSjUbD448/3iXhcvfdd5Odnc3q1au77BcvkZnM68hpp53W5VrRnsSzWq3ceeedMc91dx0pLi7uksQCmD9/PpMnT+7zF0r9eb/6ExdhcIn74tTUOS4uf5CDTV521LnZ3+TlSIuXQChMkUVPsVUvklijRFpWZIVCI6Pnk1atYkJOZJqhWgXVDj+FFj16Tff5xYpcI3eeWcaLm2qpchyfbx8IKby8uZYzjVrOA4JVNWhKi7rs7355DZkPxn6TpG3LXDsOHuZoWTleOUSrX0eZLbknArvdnrRjCckhYjIw8+fPj1byrF69OuGpEcXFxSxcuJA333yT3/zmN7zxxhu4XC5uvPFGYGDnsP3792O325kwYQIPP/xw3G0yMjLYu3dv9O+LFy/mvvvu4/TTT+eKK65g3rx5nHrqqeTm5vZ7HPHMnDmzy2PtSyp37qsFUFQUOYdVV1fHPC7LMs8//zxr1qxhz549OByOmD5WNTU1CY8p0fer83L2giDEN1LuwVLVr371Ky688ELuu+8+3n333R63/eSTTzh06BDz58+PToOD4+f0lStXcu+99xIMBvs0Bo/Hw/bt28nJyeFPf/pT3G30en3MdeTqq69m7dq1LFy4kCuuuIIzzzyTU089lZKSkj797N70dB056aSTunzJ0d11RFEUXn31VVauXMn27dtpaWmJ+d3V6XQJj6k/7xfQ57gIg0/cF6cmu92Ooii0+oI0uGVavEFavDJuOYxFp6LUqhfN20ehtExkjSQalcT47AxUEtGphoXmnpcCzcrQ8v3TS3h9RwNfVsUu3bveo+NY/jSubNhDFqDKzY7pkxVubKblP3+LaemVaKdGVoSRTEaCew9iO2ECZrOWBpeMOxDCEwhRbNWTZ9KKucWCEMeKFSv47ne/y9tvv803v/lN1qxZ06VBbXduvPFG1q1bx2uvvcaKFSsoKCjgwgsvHPCY2ldDPHDgQI9Ng93u4z33br/9dnJycnjmmWd46qmnWL58OZIkMW/ePB544AFmzZo14HFB5Nvyztp7hPT0XOeb/Ztuuom1a9cyduxYLrroIgoKCqIfOpYvX96nprr9eb8EQRAGy9y5c7nsssv429/+xpo1a6J9ruJ54YUXgOMVSe2ysrK44IIL+Pvf/85bb73F/Pnz+zSGlpYWFEWhsbEx4ebzl156KatWreKJJ55gxYoVPP/880Ak8XTfffdx3nnn9WkM3UnWdeTee+9l+fLlFBYWMn/+fIqKiqLVZO29GxPVn/dLEITEhNtmCe1p8NDqC2L3yviDYax6DeW27vtMC+lPJLJSgFolMS47A5UkoUKixhWgwKzF2EM1lFat4uqT8inPNPDGjgZCHWYCHpLVPGWdyHVyiKKlV+L8w9Mx+4Ybm2MqszSlRch7DkSOe/gopRPG0uSROdrii1Rn+XSUZRow9FApJoxuyeoRMtLo9XpeeOEFbrnlFt544w0uvfRSXn/9dfLz83vdd+HChRQVFfHwww9TXV3NXXfdlZTGr+038osWLUq4xwpEpl8sWbKE1tZWNmzYwNq1a1mxYgWLFy/mX//6V9Krs/pr8+bNrF27lnPOOYdXX3015j0Lh8M8/vjjfTpeou+X0+ns9jlBEJJntF5POvr5z3/O22+/za9+9SsWLVoUd5vGxkbeeustAG6++WZuvvnmuNu98MILfU5ktZ8Xp0+fzkcffZTwfueffz7nn38+brebTZs28c477/Dcc89x3XXX8dFHHzF58uQ+jWOwNDQ08NRTTzFlyhTWrVsXXRyk3Zo1a/p0vP6+X4IgdC8UVmjyyDS4AwAcavYihxQyMzQUmHWDukCZMDKkZSLLZDIN9xD6TCVJjM0yoJYk1CqJWmeAPBOYdN0nsyRJ4rRyG8VWPS9+VUOr73hJtFOl4xm7wkVjpzK5U1UWRJJZ8s69MVVZ8p4DaE+YAAcOk18xDk8g0kDPHQjhTkJ11plnntmv/YTBI2IycBqNhj//+c8YDAZWrVrFokWLeP3113udTqFWq/m3f/s3Hn74YSRJ4oYbbog+N5BmyZMmTYqulCTLcty+Vz2x2WwsXLiQhQsXEg6HWbFiBZ9//nl06fGOjdCHY3WygwcPAnDRRRd1Sfxt2rQpbs+RjmPuLNH3q/MHHUEQ4huJ92CpZvz48Xz3u9/lySef5Kmnnoq7zcqVKwkEAsycObNLc/V269at4+OPP6a5ublP5zCz2czkyZPZvXs3dru9zyu5mUwmzj77bM4++2wyMzP5zW9+w3vvvRdNZLWvQjtc01APHz5MOBzmvPPO6/K+HDt2jMOHD3fZp6frSH/fL3FdST3ivnj4yaEwjR6ZRlcgsgKhLwTZJ5CpV2MWKxAKHaRlic1InXMuSRJlmXpKbXoKLToa3AGc/t5fS3mmgTvnlTEhJ7a5ZAiJtS49m664Fim363Qn5x+ejmn+3p7MCrc6ADDq1JTZDCgKHG3xcbDJw4EmL75g903pe1JbW9uv/YTBI2KSHGq1mieeeIJvf/vb7N+/n0WLFnH06NFe9/ve977HSy+9xOrVqxk7dmz08YHc3Gs0Gm6++WZqa2tZtmxZ3MRObW0tu3fvjv79008/jbvAQ2NjIxC7slL7DXpVVVW/xzgQ7StcrV+/PubxhoYG7rkn/iqt7dM944050fdr+/btAx26IIwKI/UeLNXcc8892Gw2Hn300bhTm1966SUgsirfY489Fve/b33rWyiKEp3m1xff//73CQQC/OAHP6C1tbXL8y0tLWzdujX6988//zxu7BsaGgAwGo3Rx3o6Jw+F9uvIP//5z5jrrcvl4s4774z7OtqvfceOHYt7zL6+X8CAFnYRBoe4Lx4+gWCYY60+dta52d/g4ZDdh8MfIidDQ4HKjUWvEUksIUZaVmT1pT9KqpEkiRKbAZVKQiVJVDv8hBWwGXoOlVmv4eZTinlnbxMfHmyJee7DMSey6ydTuO539yM1xVZmdTfFUN53CG3FONQqiXyzDncgRF1bdZarn9VZ+/fvjzbkFFKDiEnySJLEo48+isFgYPny5VxyySW88cYbTJgwodt9cnJyuOSSS7o8PtCb27vvvpsdO3bw3HPPsW7dOs4++2yKiopoaGjg4MGD/Otf/+JnP/tZ9NvxG264AZPJxJw5cygvL0dRFP75z3/y1VdfMXPmTM4999zosc855xzefPNNbrzxRhYuXIjBYKCsrCxmxazBNHv2bE499VTWrl3LBRdcwGmnnUZDQwPvvfceEydOjDb27eiUU07BaDSyfPly7HZ7dOrnLbfcgtVqTej9uvvuu7utehAE4biRfA+WSrKysrjrrru4//77uzy3fv169u/fz9SpUzn55JO7PcYNN9zAo48+Gm363pfp60uXLmXr1q0888wzzJ49O7qqrt1u58iRI3zxxRdcf/31PProowAsW7aMmpoaTj31VMrKytDpdGzdupVPPvmEsrKymF5fZ599No8//jh33nknl156KWazGZvN1u30yGQrKCjgyiuvZM2aNZx99tmcd955OBwOPvroIwwGAyeddFKXVQ4rKiooKipizZo1aDQaysrKkCSJa6+9lrKysj6/XxBZ4bOvVdPC4BL3xUPPK4docMk0eWRafUFafTIGjYoCky7aM9pZVYXOmrzVT4X0kJaJrHRQZNGjliQkoNrpJ6woZGX0fLFTqyQunpxLYWMtr7VqCUjHp/3UBtX8/bLruOy5J2L26TzlMGaKYQcmnRqDxhDtneWTQzjaemf1tMqiIIw2Dz74IEajkUcffZRFixaxZs0apkyZMqRj0Gq1vPzyy/z1r39l5cqVvPPOO7jdbnJzcykvL+c///M/Wbx4cXT7X/ziF3zwwQds27aN9957D71eT1lZGffffz/f+c53Ym60b7jhBiorK1mzZg2PPfYYwWCQefPmDVkiS61W88orr/DrX/+ad999l6eeeoqioiJuuOEGfvzjH3P66ad32SczM5Pnn3+ehx56iJUrV0arG6655hqsVmtC71e8hKMgCMJg+t73vsezzz7bpcK3vZ9fxynp8ZSXl3POOefw0UcfsW7dum77bXXnd7/7Hd/4xjd47rnn+Pjjj2ltbSUrK4vS0lJ+8IMfcPXVV0e3veuuu/jHP/7Bli1b+Pjjj5EkidLSUn70ox9x6623kpmZGd12wYIF/OpXv+LFF19k+fLlBAIBysrKhiyRBfDYY48xduxYXn/9dZ555hlycnK46KKL+I//+A++9a1vddlerVbz0ksv8ctf/pI333wTl8uFoiicdtpplJWVAX17vwRhtHO3tbBpbktgOfxBjFo1xRY9OvHZUkiAFG86yUj2/vvvbwqHw7PnzJkz3ENJiiaPzBG7l2pHAINGItfYexWUf+NWavZV8Wp2BfWh2BNB+f5dLH7+f2Iey34qdoWV9kSWfs6MuMd3B0I0uAOYdWpyTDpKbPqExrV+/Xox9zzF9DUmVVVVlJaWDuKIBIg0Fhe9M1KLiMnQSuRcs2vXLrxe71cLFizoviRFGFJ9uQcT15OhI85fqUnEZWj05VwjPqsMPocvSIM7gN0TpMUn4/SHsehVZBo0aNXxE1jOg1uxjI//uVQYOnXOAFtrXZyobcaoVo5efuGCMcM5nrSsyBpIo+RUk2PUopYizeBrHH7qXTJ5Zm2vKzXkhv18L8vLG049X/uPh/noxIFXhrRXZzW2VWf5g2FavcFeq7OGuipF6J2ISWrq2JNKSA0iJoKQmHS6B0sX4vyVmkRcUo+4Lx4ciqLQ6gtS75Jp8cm0eIN45RBWvYbyTD0aVc+fazMKxg7NQIUYiqJQ5wqwtcbFtloX9a5I65MTJisw9Os9dZGWiaz21VDSRWaGlokqCZUE1Q4/tc4AhZbelx1VV9dwTUkRZd4Q61w6wiSvQZ5aJVHQ3jvL6cflj/TO6qk6y2w2J+3nC8khYpKa0u0clg5ETAQhMeLfSuoRMUlNIi6pR9wXJ5eiKNi9QerbViC0e2X8wTA2g4ZcowF1Lwmsdiq9sfeNhKRQFIUaZ4BttS621bhocKfuohRpmcjyeDzDPYSkM+s1VOQao5VZ1Q5/pI9WnBOAymZFe8IE5D0HkCQ4wxikWBNmlUOPK9z1ovmFR8NpGUE6557aG773pHN1lk8O0WKK9M4ydKrO+vLLL0W5booRMUlNbrc7ZrrBP/7xjy6NZ+MpLy/n+uuvH8yhjVqdYyIIQnzpeA820rndbrZu3dpltdd4bDYbt9122xCMShDXldQj7ouTI6woNHtkGtwyLd5IBZYcUsjM0FBg7r0YozP30Z1iauEgUhSFameAbTWR5FWjJ3WTVx2lZSIrXWVo1VTkGlGrJGqcfo45/BRZdF3mE2srxuHfGFniN1hVg6a0iLG6MLdn+Vjl0Hc57j9ceo7Kai63+NGrum/43p2Y6ixXAFcghLufKxsKgtDVW2+9xcqVK3vdbt68eSKRJQiCIHSxfv16HnrooV63KysrE4ksQRD6JRRWaPLINLgDtHqD2L3BtgXLNJh1avGZMIW0V15t7UPySiXBxBwjmQY/Sig4BKPsmUhkjTB6jYqJORmoJYnatmRWvNUdOlZltbOoFb6b6aO10zF/9LPbacnK4Y0rlnDunLEUlBbF7JeozisbeuUQLT4dZTY9GdoUmEgrCCPUE088wRNPPNH7hoIgCIIQx7Jly1i2bNlwD0MQhDQUDCs0uAM0tk0hbPEFkYCsDC1GrUoksFJEdNpgjYutCSav1BJU5BqZXmhmWoEJo06N3HAEd2gIBtyLtExkaTRp+bKitGoVE3IyUKtApYJqp58Csy4mWdSxKkvecwDJZERTWoS6m/NIpr2JU15fxfLxD/BNq59p/RybWiWRb9bhCYRocMm4/CHc/hBFVh0FBQX9PKowWERMUpNWqx3uIQidiJgIQmLS/R5sJBLnr9Qk4pJ6xH1x3wRCYRpcMk2etgosXxCNSiLHqMWYxCIGrSU7accabfrT80otwaRcI9OLzEwtMCU1lsmUlncben3X6XPpRq2SGJedgUqSUCFR65LJN0Wqotq1V2UBMRVWqtxswo3NXY6ZaW9CRmK1w8AhYwmXKsDGrZHj9NIrqzOjTk2ZVkWT+3h1Vm5mCZ5ACKMuNf8xjEYVFRXDPQQhDrHqV+oRMRGExIyGe7CRRpy/UpOIS+oR98WJCQTD1LsDNLrlSAWWN4heLVFg0mHQJn8RA0NeWdKPme7qnAG21DjZVuOiPtHkVd7xyquRMJsqLRNZXq93uIcwJFSSxNgsAxqVhFoVmWoYUrRY9ZGwtief2iuz2pmWXon75TVxk1nl+3dxdOIUNulzqKnxcLX7CHkV5f0eX55Zh1kO0eCWCdbux112AoUWHQUJrLooDL7Nmzcza9as4R6G0InH48FoFCu0pBIRE0FIzGi5BxtJxPkrNYm4pB5xX9wzXzBMvStAU1sCq9UrY9CqKLLo0GsGbxVOd9VeTKWTBu346aLBFWBLW8+rWleg1+07Vl6NlORVR2mZyAqHw8M9hCEjSRJlmQY0aimyoqHTTyiskJXRfbmyduokMh+M9ElovuWemOe+8eZKnv3xLwGo1hh50lLB1f4gJ/SzMgsiTepLbSrczT6OtnjxyEFafUFKbXrM+rT8FRwx3G53n/dRFEXMdR9koVAKTDwXYoiYDB1FUYZ7CMIA9OUeTFxPhoY4f6UmEZfB19frSX/ui0cDrxxZ0KvZI9PiC+LwBTFp1RTb9OjUg5fAahcOiC9IutPkkdla7WRrrYtqR2LJq4pcIzNGaPKqI5FFSBNFFj1alYRKghpngGAoQG4CKwZ2nmaYaW+KVmUB+FQaXmrVcIavngvKoL+z+durrwrMOhrcMk5/CFcgRKFFR5FFj1olbmRHArVaTSgUEj1QBEEYNKFQCLV65N5YCYkR1xNBEAabuJ4MjDsQor5DAsvpD2HWqii16tEOQQJLiM/uldna1rC9qtXf6/aqTpVXqdrzqq/S8u5htH67l2vSRacZ1jj81DoDFFh0Pe5jWnolzj88HfPYxX9byfIf/TLmsc8N+VS1hLjmX9vIzrb0qzJLUmui1Vkt3iBVrT68gRAOX4gSmx6bIS1/HVOaTtfz70dnBoMBj8eD1WodpBEJACqVuDlINSImQ8fj8YzK3jGSJC0GzgFmAjMAC7BCUZSl/ThWKfBL4EIgB6gB3gAeUBTF3s0+U4H7gXMBK3AEWAX8VlGUhL8OT/QeTFxPho44f6UmEZfB19frSV/vi9OVOxCi1unH7gnS6pNx+MNY9SrKrHo03a0cNogktfiM6PAH2VbjYkuNiyN2X6/bqySYmJPBjCILJ7atNphu0vK3YjTPN8/M0FKhVqFuq8yqdvjJCUfKaoNVNWhKi2K2106d1KUqy9jcxJVVX/NG6YmEOX6yOiqreaJBx+KgmxNa+z7V0DwmshaiSpLINmox69TUuwO4AiHcgRB5Zi0lIsM/pObOndun7c1mM42NjUDk35larR61iePBZDKZhnsIQiciJoNLURRCoRAejwe3201ubu5wD2k4/IxIAssFVAGT+3MQSZImAJ8D+cCbwG5gLvBD4EJJkuYpitLUaZ9TgQ+IFF6vBiqB+cDPgQWSJC1QFKX3r31J/B5MXE+Gjjh/pSYRl8ExkOtJX++L043TH6TeFcDuCWL3yrjlEFa9hvJMPZphnD3T/hlytHEHQnxdG6m8OtDkpbeJshIwISeDGUVmTiwwY9anX/Kqo7RMZAUCvc8PTWcmnZqKPBMatYoap58GjYGcivEo+w7G3z5OVdb41X/lpvsn8heHHkf4eGLJ2zbVcJ6vnvP7ONXQ31yLPrsw+nedRkWJVU+rL8Qxhx93IITTF6TYZiDHKJYkHgpHjhxhzJgxCW+v1WrJzc3F5XLR0NAg+jsMElEKn3pETAafWq3GYDCQm5s7Wpelv4tIAms/kcqsD/t5nP8lksT6f4qiPN7+oCRJj7b9jF8Dt3Z4XA08BxiBbyqK8re2x1XAX4Gr2vb7bSI/PNF7MHE9GTri/JWaRFwGT3+vJ329L04XDl+QOleAFm8kgeVtT2DZDCnR/qXzZ8h05pVD7Khzs7XGxd5GD+FeslcSMC7bEKm8KjRFF30bDdLylcpy70tMpjuDRsXEnAzUkkTd1Ik0fvEV1rACew4gmYwxlVnxqrLCjc0U79/N7ZMnsdqhZ18g9lflM0M+lS0hbvAGycxI7Nco0FLX5SQkSRKZGRpMOhUNbpkjLSE8cpgWk5ZSm2FQV8AQoLKyss8XbK1WS1ZW1iCNSABYv349Z5555nAPQ+hAxEQYbIqiRBNX/a1MaqvGOh84DDzR6elfALcAN0iS9GNFUdq7Gp8DTAE+aU9itY0nLEnSPUQSWbdKkvTfSgKdk/tyDyauJ0NDnL9Sk4hL6unPffFIpSgKDn+oLYEl0+KV8cphbAYNucbUSGC1i/cZMp0EQmF21bvZUu1id4OHYG/ZK2BMpoEZRWamF5lHbXue0fmqRwmtWsWEnIxIKWhBNnYkMg0a1AcPddk2XlWW++U1ZD64jBtsfj71hHnfre0y1fD3649y3YwCJucPrDxaq1ZRbNXj9AepdfpxBUI4/SGKrXryEmhaLwiCIAgC57X9+X+KosQsH6goilOSpM+IJLpOA95ve2p+25/rOh9MUZSDkiTtBSYB44EDgzJqQRAEYUgoikKrL0i9S8bujfznD4bJNGjIM+miC3QJgysYVtjb4GFLjZOddW78od6TVyVWPTOKzMwoMpMtZi8lL5HVn8ai3RznTOBuIn0iCoF6YDvwmKIoXW6yhJ6pVRLjsg1o5kxB5/BT9+lGTHIYqVO/rO6qsiDSLO4ck8wYbYi/OPQ4O0w19MhhntlYw3njM7lgUs6As/cWvQajVk2jR+Zoiw9PIITdG6nOMqVhkzpBEARBSKIT2v7c283z+4gksiZxPJGVyD6T2v4TiSxBEIQRSFEUWnyRHljtUwgjCSwtBWaRwBoKYUXhYJOXLTUuvq514ZHDve5TYNYxo8jMzCIzeWaxGEFHSUlk9aexaDfHuY1Ibwc38DqRXhGlwJXARZIk/UxRlF/3dpyMjIz+vpS0JEkS5ZkGtGoJpTiXBkkifOgwtk6N3+NVZXU0Vhfmjmxv3KmGHx5s4bDdx/UzC8jMiJ8hNpZUJDRetUqiwKzDEwjR4JZxBYK4/CEKLDqKLPqUKnUd6WbOnDncQxDiEHFJPSImwghha/uztZvn2x/PHOA+3Tp27Bh333133Oc+/LC/bb+EgRDnr9Qk4pJ60jEmiqLQ4o30wGr1BWn2yMghhcwMzYhJYCX6GTIVKYpCZaufzdVOttW4cPh77weZY9Qys8jMzGIzhRb9EIxyZEpWRVafGovGI0mSFvgN4ANOVhRlT4fnHgQ2A/dKkvRwoivnCLGKLHp0c6fCe/+kKazQfKCKrPEl0Wl72qmTej2GSQU32Px8VNPKh+pslA4nv0N2H4+ur+Sa6fmcWGAe8HiNOjVlWhV2b5DK1kh1VqsvSLFVT1Y3yTJBEARBEIaPoii4XK7o39u/XPR6vaxfvx6AsrIyxowZw4YNG6LN4U0mE7NmzWLfvn3U1dVF9z/llFNwuVzs2rUr+tjEiRMpLCyMHg8gKyuLadOmsWPHDuz24xMBzjzzTGpra9m/f3/0sSlTpmA2m/nyyy+jjxUUFFBRUcHmzZtxuyPtw3Q6HXPnzuXIkSNUVlZGt23/sLtly5boY6n8mvbs2YPX602r15SOcRKvSbymZL6mmpoaDhw4XkTrsZTgVxnIam17zA4BSzaGvDLcVXsJByLnCEmtwTxmGv7mWgItx8fUnkzyHNsXfUyXWYA+uxDXkR0ooSAAKl0GptJJ+BoqkZ3HZ/qYyqcS9nvw1h2OPqbPLUVnzcF5cGv0MbXRirFwHJ7aQ4Q8jujjlvEzCDia8DdWRR/LKBiLSm/EfXRn9DFtirymg7u2sd2hYbtDg13uveezRRNmqiXEyWPzKM+14qncBQ3gbEid19QeJ4PBAAx/H2spgb6dPR8gUo21n0hj0QkdezJIkmQhMsV8VkBEAAAgAElEQVRQAvI7NBaNd5wCoBbYpijKjDjPbwNOAnJ7qu56//33N4XD4dlz5szp5ytKfzVb9lBV2UDT1j2EJ4wnO0ODqq3KqfmWe2K2tdz5790muA4FVPylWYNL1TWpNG+MjUsm56BVH/8ldx7cimV8l9AmJBAM0+CWUYA8s5Zco45Smx6daAY/IKLRaGoScUk9IiapZ9euXXi93q8WLFhw8nCPJdkkSTqXyKqFKxRFWdqH/X4H/AT4iaIoj8R5/n+A24HvK4ryp7bHXgUWA4sVRXktzj5rgUuAixVFebunny/uwVKTOH+lJhGX1JMOMVEUhWZvZAphq1fG7g0SDEcqsCw69YjsOzyQz5BDye6V2VLtYnO1kxpn7yv4GrUqpheamVlsYVy2YURUxwHIDUdw+wJHL79wwbCujJCMiqz+NBaNpx5oACZJklShKEo0jShJ0iSgAtiSyBRFoWdFM09AaXUiG7S41RKNHplsozbSFL6T9obv8YzThbnVsZc38k9gf+dVDY+0crDZy9JZheQnYT6vTqOi2KrD6Q9R4/Dj8odw+IOiGbwgCIIgHNdezd5diXX7/IyO/bD6s48gCIKQQsKKgt0TpN4dWYXQ7gkSUkZ2AmskcAdCbKuJJK8O2X29bq9XS0wrNDOryExFrlG0zBmAZCSy+tNYtAtFURRJkm4HXgY2SZL0OlANlABXADuAJUkYrwDoNSryzVrcZh12j0yjO0BWhrbbhu/dMRv1XF+3k3+VTuZdj46Oq4XWOAP88bNKrpiWx8kllgGPWZIkrAYNRp2aJtEMXhAEQRA6a29Cdb4kSao4VfLzAA/wzw77fADcS2Sxnt90PJgkSeOJ3L8dAQ4O4rgFQRCEfuiYwLJ7ZFq8kQRWVoYGs0hgDYpAMMyOOjebq53safTEfP6NR6OSmJxnZFaxhSn5xpgZS0L/JSORlbQmoYqivCpJUjWwErixw1N1wHMkeBNVVVUlGo0mQC1JFFv1qCUJlSRh9wYxL7mcwP88m/AxNKVFyHsOcJZJZny2gVWNkZ5W7QIhhb9sq2dfo5dLSvKTMm5Nh2bwjZ7jzeDzzTqKrPq4lWVCfGVlZcM9BCEOEZfUI2IipJK2vqITAFlRlGgTFEVRDkiS9H9EvkC8HXi8w24PACbgyU6tHj4GdgFnS5J0maIof2v7GSrgv9u2Wa4k2ItCqxU9LFONOH+lJhGX1DOSYtI5gWX3BgkrCtkZGkxplsDSZRYM9xAIhRX2NXr4qtrJjjo3gVDPl0QJmJibwaxiCycWmMjQioKLZEtWs/ekkCRpKfBnYA3wKyLfAI4B7gP+BzgHuCaRY4lGoz2/pokY8JoNHMMLFlBZVGQ7tTQznngTAWUzKB2e0DVDSA8hE3D6BAJAkdPJD0+bzF83HmKnM/ZX66tqJ4cbwlxZ0kiJSZWU5nSq1mqy2prTeYGDBZNobArgrjl8/HWO8DgNxe9eZWVl2r2mdIiT2WxOu9c00uM0ZsyYtHtNIzlOJpOJdCJJ0uXA5W1/LWz783RJkp5v+/9GRVF+0vb/JUSST0eAsZ0O9X0iK0k/JknSgrbtTiXSCmIvkeqrKEVRQpIkfYdIZdZqSZJWA0eBBcAc4DPg94m+Dp1OLA+easaMGdY2JkI3RFxSz0iISbwEltJWgZVuCax2+uzC3jcaBIqicLQlsuLglhoX7kDvKw6WZ+qZVWxhepEZqz6lUi1pJxnN3vvcWLSb40wCtgPbgLmdyuFVwAbgZOA8RVE+6u4477///iZFUWaffHLa9X5NqqbPvsKxfS/WE4+3xGjxytS5Ajhu/WnMtqrcbExLr+xxVUN5zwG0J0xAP2cGiqKwodLBmzsbkTvVWqoluGRyLmeOtSX1RBsIhWl0y4QUyDNpyTZqKbHqMYrphj3asGEDc+fOHe5hCJ2IuKQeEZPUk27N3iVJuh/4RQ+bHFEUZWzbtmOBQx0f63SsMuCXRKYL5hBZeOd14AFFUeydt2/bZyqRqq3zAAuRJNlK4LeKongTeQ3iHiw1ifNXahJxST2pHJPRmMBq5zqyA/OYaUP28+pdATZXO9lc7aLJI/e6fb5Jy6wSCzOLLOSa0r8qOZ2avSerSej5gBb4OE7T+LAkSZ8QSWSdDHzU04EGmpwbrTIztGjVKnZ2ejzc2Nxj0/eO5H2H0FaM49RyG2OyDLy8uY461/FVG0IK/G1XI3saPVw7PR9LkjLVOrWKYqselz9IrdNPqy+I0x+MTDe06EUjvW60V0YIqUXEJfWImAiDTVGU+4H7E9z2MJGZC909Xwl8p48/fydwdV/26eY4Az2EkGTi/JWaRFxSTyrGZDQnsNq1z8oZTE5/kK01LjYdc1LV6u91e5tBzcwiC7OKLRRbdaMiDqkmGVmE/jQWjUff9mdeN8+3P556Z5g0YtKp0eXnEKiPXRwy3NhMy3/+ttvKLMlkjFZltSu06PnhvFL+tquRfx51xGy/p8HDI59Wcu30fKbkJ296iFkfaQbf7AlytMWH2x+ixStTbDWQlaERJxlBEARBEARBEFKaoig0e4PUu0ZvAmuwtTdt/6rayd4EmrYbNCqmF5qZVWJmfHYGKhGDYTXgRFZ/GotKkjS5bd/dHbb9tO3PxZIkPawoyrYO288EFgMKkR4OPVKpxEoAiXJsjxTKaSwmjGNKABh76xIOL18VN5nVXWVWe9P3zrRqFVedmE9FjpG/bq3BHz7+D94dCPHsxhrOGGNj0eScpK3goJIkck1arHo1DR6ZVn8IdyBMjlFLiU0vmu11kG49ZtKFiEvqETERhMSIe7DUI85fqUnEJfWkQkxEAqsrlS4jaccKhRX2N3n5qtrJ9lpXr03b1SqYkmdidomFyXlixcFUMuAeWQCSJE0g0lg0H3iTro1Fz1AUpanD9gqAoihSp+M8S6QUPkCkl0N7E9PLAR3wB0VR7uppLO+///6mjIyM2VOmTBnw60pnzl0HCDQfX2iyc78sgK23/aJLMgu675nVsU9WPM0emVVb6zhk93V5rsCs4/qZBRRb9XH2HBinP0izR8aoU5Nj1JFv1lIophsKgiCMaOnWIysdiHswQRCE/lEUBbs3SJ0rQItXxu4JEkrTVQiHmqIoVDsCbDrmYEuNC6e/56btEjA+O4PZJRZOKhQrDnaWKj2ykpJSbFv6eQ7wPJEE1o+JLAv9R+C0jkmsXtxEJJH1BXBB23EWAuuB63pLYrXz+3uf1zraWaZMIGfebHLmze52m7G3LkGfn9Pl8fbKrO7I+w7FfdzoruV7p5ZwfkU2nXNIda4Aj39exaeHWggnub+GRa+h1GYA4GiLl4NNXnbVu2hyy6O+l8e+fft630gYciIuqUfERBASI+7BUo84f6UmEZfUMxwxURQFu0dmd4OHvQ1uDjV5aXTLWA1qymx6zHrRGsXXUNn7RnG0eIN8eMDOI59W8ofPKvn0cGuPSaxCs46LT8jhP88bw62nlTC3zCqSWCksaWtC9qWxaOdKrA6PK0SSYc8PZCzB4OA3hBsNbDOmMP1PD7Dttl/gT6BnVrw+WR3JzmYMeWUsrMhmUq6RV7bW0uw5HqtgWOFvuxrZ3eDh2hn5SV2yVK2SyDPpsOrDNHaYbpjliUw3NI3S1Q3r6uqoqKjofUNhSIm4pB4RE0FIjLgHSz3i/JWaRFxSz1DGRFEUWjpWYHmDBMORKYRmUYEVo/0zZCJ8wTDbayNN2w80eemtZMGqVzOrxMLsYsugzAwSBk/yMgXCiOc5cizaJ6ujMbcu4cjyVXGTWR17ZnXXJyueMVkG7ppXzhs7G9h0zBnz3N5GD49+epRrTipgakFy56rrNSpKYlY3lHH4g+SbdBRadejEvGdBEARBEARBEAaBoii0+ILUOQO0+iLtT4JhhcwMDRaRwOqXUFhhX5OHr4452V7rRu6la7teI3FSgZnZJRYm5Iim7SOVSGQJ6LJtWE+cFG383llvlVnxyPsOoa0Y1+PPNWhVLJlRwOQ8I69tb8AXjC54iTsQ5rlNNZxebmXR5Fx0muQmmNpXN2zxBqlq9ePyh2jxyRRa9OSatOKEJgiCIAiCIAhC0rT6Il+kt3gjCSw5FKnAsuhFAqs/qh1+Nh1zsrna2WvfK5UEJ+QamV1iYWqBSRQvpIG0TGQZjcbhHsKIYpkygabPvgK6r8qC7iuzPHIIY9v84Z6mF5rKp8Y97sxiC2OyDKzc0rUR/BdHHexr9LJkRgFjsgx9fm09UUkS2UYtFr2aJo/MYXsQlz9Ek0dLiVWP1ZCW/zxinHLKKcM9BCEOEZfUI2IiCIkR92CpR5y/UpOIS+oZrJg4fEFqo6sQyviDYbIyIp9BxJfnvev4GdLhD7L5mJNNx5zUOAO97ltq1TO7xMKsYjPmJLatEYZfWkYzHA73vpEQo7eqLDhemfXlVXfEPO70hwiGFCx6dY/TC8N+DyqNLe5zWRlabj2thA8P2Pm/fc10rAht9Mg88UUVCyZm8Y2J2UlfbVCrVlFo0eORQzS6ZVp9kYRWjlFLkVWX1k3+XC4Xer2YD55qRFxSj4iJICRG3IOlHnH+Sk0iLqkn2TFx+oPUOgPYvTLNnuMJrAKzTiSw+sDvdbPHqWbTMSd7Gz30MnOQTIOG2SUWZpdYKDDrhmaQwpBLy5o6n8/X+0ZCDMuU4xVUniPH+rSv/sFHkXfuw+4JEu5wZvFv3BqzgqG37nCPx1FJEgsmZnP76aXkGrUxzynAe/vt/M/nVdS5es++94dRG1kdxKhVU+3wcajZw+56D1WtPoK9nTFHqF27dg33EIQ4RFxSj4iJICRG3IOlHnH+Sk0iLqknWTFx+YPsb4x8jjjU7KG61U+GRkV5pgGbQSOSWAlQFIVDzV5Wf13Prz9rYMWWOnY3dJ/E0mskTim1cOupxfzHeWO46IQckcRKc2lZkSX0TyJVWfGEG5tRr34Tfv4TGj0yNmNGtCqruxUMe1KeaeCuM8tYu7uRL446Yp6rcvj5w/pKLj4hh3ljbUm/EEiSFGm2qFfT7JU50uLF4Q9i98gUiP5ZgiAIgiAIgiDE4Q6EqHX6sXuCNHtlvHIIm0FDXpaowEpUs0dmU9vUwSaP3PZo/PdOAk7Ii/S9mib6Xo06IpElRCXaK0ufnxO36XuhWRdZPjYzl6xCDaqDkWos/8atqGxW6MMMPZ1GxZUn5jM138Rfv66PaeAXDCv8bVcjO+vdXDs9n8wMbQ9H6h+1SiLPpMOmD9PokXH4gjjb+mcVWXSD8jMFQRAEQRAEQRhZvHKIWmeAJnekB5ZHDmHVa8i1GZLeEiUd+YNhvq51sbHKyYFmb6/bF1p0zCmxMKvYMip6GgvxpWXkxXzz/kukKqu7pu8lVj1alYRGFaTZE8Co00OHyiz9pNI+j2dyvokfn1XOmu0NbKt1xTy3v8nLI59Wcvm0PGYXmwdltQ+dRkWxVY8nEKLJE+mf5fQHyc7QUmzVY9SN7P5ZEydOHO4hCHGIuKQeERNBSIy4B0s94vyVmkRcUk9fY+KVQ9S5IgmsFq+MMxDGpldTJhJYvQq3TR3cWOVkW62LQKjnNi5mnZpZxWZOLrVSbNGJVR6F9ExkaTRp+bKGRMeqrO502/R9224KZ0xGp1GhksCuKiAkSZiOHgZAZ83p15hMOjVLZxWwudrE6zsa8AWPN5L1BcOs2lrHzjo3V56Yh2mQEktGnZoMrQqHP0SNw0+rN0irL0ieWUehRTdiS1kLCwuHewhCHCIuqUfERBASI+7BUo84f6UmEZfUk2hM/MEwdc4AjZ4Adm8Qhy+EVa+m3KYXCaxeNHlkNlU52HjMid0b7HFbtQqm5ZuZU2phUq5RvLdCjJH56bsXbrd7uIcwKh1ZvgqQyM7QUmozkG/WggStviDBsILz4NYuDeATJUkSs0ss/PisMibmZHR5fluti4c/OcrXnaq2kkmSJGwGDWU2AypJorLVz8EmL7vq3NQ4/YRGYEP49evXD/cQhDhEXFKPiIkgJEbcg6Uecf5KTSIuqae3mARCYSpbfOysc7O/2cPRFh+KolBui/TRFYmW+PzBMF9WOfjTP6v47UdHeHe/vcckVnmmniun5fHzBeO4YXYhpa794r0VuhBfmwn91rlXlr++idatu7DNmIJJp6bUZkCjCtBks9C0dQ9ZCyYj7znQrwbw7TIztNw8t5jPDrfy1p6mmNUEXYEQL35Vy8wiM5dPG7zqLLVKItekxWZQ0+SROWwP4vAHaXIHKLToyTaKhvCCIAiCIAiCkA7kUJh6l0yDO0CLN0iLT8akVVNq1aMdobMyBpuiKByy+/iy0pHQ1EGrXs3JJRbmlFrJF6sNCgkQiSyhWz01fIdIr6y9v3wi5rEjy1cx/U8PAKBTqyi16dFOKsfujaw64ZPDDLRNukqSOGtcJpNyjazaWkeVwx/z/JYaF/ubvFx1Uh4nFpgH+NO6p1WrKLTo8cnhaP8shy9EllFLoUVHlmgILwiCIAiCIAgjUiisUO8K0OCOTCFs8cpkaNSUWPUjtq3IYGvxymw85mRjVcdVB+PTqCROLDAxp9RKRW6GKAQQ+iQtE1lq9chuwD3cEmn4DpFeWfGqsjpSSRJFVh06jYr6QABfKETIGyRPUQZ8siqw6LjjjFI+PGjnvX3NdEz0uwIhXthUy+wSC9+cmotRO3i/EwatihKbHneHhvAOX5BsY2SFQ7M+df+ZZWVlDfcQhDhEXFKPiIkgJEbcg6Uecf5KTSIuqac9JqGwQqNbpt7lp8UbpNkbxKCRKLLo0WtEAqszORRme52bL6sc7G/00luzlTGZBuaUWphRZCYjgc9oaqM1OQMV0krqfsIeAIPBMNxDGNESafjeLl5VVvv0wuMkcoxa9H4JDFpcKFRv2UPh9BPQqAeWzFKrJL4xMZup+SZWba2jxhmIef6rY072N3q46sR8phaYBvSzemPSqTG2NYSvdfpp9cm0eoPkmCIVWomcqIfatGnThnsIQhwiLqlHxEQQEiPuwVKPOH+lJhGX1DNl6lQa3AHqnQHsXplmbxCtSqLQrMOgFQmsjhRFoarVz5dVDjZXu2IW44pnIFMHjYXjBjJUIU2l5b9In8833EMYNWITVhGRpu9d2XVBigqzyKqqxODxcOyTL3H8c3O/mr93VmzV8//mlbFwYhadewE6/CGe21TDX7bW4ZVDA/5ZPWlvCF+eaUCnVlHliDSE313vobLFRyDU80l+qO3YsWO4hyDEIeKSekRMBCEx4h4s9YjzV2oScUkdiqLQ5JH5csvX7GvwcMjui6xObtJSbNWLJFYHLn+ITw+18Oj6Sh77vIovjjq6TWKpVTC90MxNc4q4d/5YLp6c26/+V57agX9WFNJPWlZkhUKDm6wQYvU2vbCdizBl40vRqCQaqo6g9odo8YcITJ1IbsXAM+0alcT5k3KYWmDiL9vqqe1UnbXxmJN9TZHqrCn5g1udpZIksjK0WPQa7F6ZIy1eWn1Bmjwy+WYd+WYdmhRYfcNutw/3EIQ4RFxSj4iJICRG3IOlHnH+Sk0iLsNPURRafEFqnQFavTJBt4MWvUy2UTtoi0aNRKGwwt5GD19WOdhZ56aXvu2UWvXMKbUwq9iCMQnvY8jjGPAxhPSTloksYWjFm17YE/PYEsxji2n2BqnZtAtnUKHW6SfPpEvK0qqlNgM/PKOM9/Y38+FBOx0WNqTVF+LZjTXMKjbzzamDt7JhO41KIs+kw2YIY/cEOWL34vAFaXQHyDfrkvaaBUEQBEEQBEFIjKMtgWX3yjR7ZIJhhSyg1KZHEk3HAWh0B/iyysnGKgcOf89fUph0amYXmzml1EqRVT9EIxRGM5HIEnrk2L4XjcXU4+qF8aYXdu2T1ZlEdoaWoFlHhllLq0rimMNPoUWXlFVANGqJC0/IYVpbdVadK7Y6a3O1i72NHi6fmseMIvOgX7B0ahUFFh2+YJhmj0xLW0P4RneAAoueHKNWrNQhCIIgCIIgCIPIHQhR4/DT3JbA8gfDZGdosejVuJoZ9UmsQCjMthoXX1Y5ONjc81RxCZicb+SUUitT8k0pMdtEGD3SMpFlMg3utLHRoH3lQqDX1QvjObJ8FdP/9EDMY1MkY5ftDBoVmTYD2n17aNVmcKy4lDyjFrM+OZVSZZkGfjivlHf3NfPRwZaYVTTcgTArttSxudrFlSfmYTMM/j8Hg0ZFsVWPVw7R7Am2JbRCNGRoKbDoyM7QDOkF9MwzzxyynyUkTsQl9YiYCEJixD1Y6hHnr9Qk4jK0vHKIWmeAJrdMs1fGK4fINGgoMOuiXyZbxs8Y5lEOj/bG7RuqHGxJoHF7nknLKaVWZpdYhuTz02iNi9CztExkBYPB4R7CiGeZMgEgunphb5VZifTJsitBsqTYXzmNxYRv136sCujGjUG9dzfNWgO+EyaQY0xOUkerVnHx5FxOKjTz6tf1XVY23Fnv5uAnXhZNzmFumXVIEkkZWjUlNjXuQIhmj4zdG6TVJ5PVltDKNAxNQqu2tpbCwsJB/zlC34i4pB4RE0FIjLgHSz3i/JWaRFyGhj8Yptbpp9Et0+KVcQbC2PRqcm2GLu09Ao4mdNacYRrp0PMEQnxV7WRDpaPL56PO9GqJGUUWTimzMCbTMKRfvI+2uAiJSctElt/vH+4hpI1EK7MS6ZNVS4CsTr9y7Ykxz5FjSIePkBkIoS0fQ3MoTLUzQEESm6JHqrPK+OignXf3N9NxAUFfMMzq7Q1srnGx+MR8ck3apPzM3ph0aoxaFe5AqO0CG6TVF4wmtAb7W479+/eLm6gUJOKSekRMBCEx4h4s9YjzV2oScRlcgVCYeleABpeM3Sfj8IWw6FSU2/Td9qf1N1alfcIkrCgcaPKyodLB9jo3wXDPndvHZhmYW2plepEZvWZ4Vm8cDXER+i4tE1lC8iRamdW/PlnHRY+3fS+ZNj3qfXto8ckcMxjJnz6JDG1yphqqVRILJmZzYqGZV7fVc6Qldu73gSYvj356lAsmZXPWuMwh6VslSRJmvQaTTo3DH6LW6cfulWnxyWRmaCk067AOQdmuIAiCIAiCIIxkwbBCgytAvSsQnfFg1KopterQJqEP70jV6guyscrBhkoHzd6eK2fNOjUnl1qYW2ol36wbohEKQt+IT8dCQvrTMyten6zeaCwm5D0HyFQUFI+MbsxY6lwBMg0aMjOSVyVVYNbx/dNL+PxIK2/taULusI6sHFZYu7uJrTUurjopn5IhWnlDkiRsBg0WvRqHr60RpSdSBp2VoaVAJLQEQRAEQRAEoYtQWKHJI1Pn9NPiDdLsDWLQSBRb9UlZSGokCoUV9jR4+FdlK7vqPfRUeyUBk/OMzC2LNG4Xq6oLHYUVBX8wjFcOY4xU8fVcyjcE0vJTscFgGO4hpJ1EKrN665NVSu8Z/Y7HU2/fi2zVo9m3B7s2A9/EseSZdEk7saokiTPHZjI138Tq7fXsa/TGPF/Z6uexzyo5a2wm51dkoxuiclqVJJGZocFqOJ7Qsntl7G0JrUKLDos+Of90p0xJrGJOGFoiLqlHxEQQEiPuwVKPOH+lJhGX5FAUhWZPkDpXALs3QLMniEYlUWjRYejjvXtGwdjBGeQQa/bIbKh08GWVA4c/1OO22UYNc0utzCm1Dknj9v5Il7iMJKFwW+IqGMYnh/GHwujUKjK0KtQqCY1Ez03VhkBq/rYOkEo1OrPuQ6Gnyqx4fbK23fYLxty6BNuMKRjoW1w0FhMcPERWMIyuvJyWQ0epKiujoB8Xpp5kG7XcfEoxG485+fvORrwdVuoIK/DxoRa21bq4YloeU/KHbjWm2IRWkBqHnxZvpI9WVoaGQosO8wATWmazOUmjFZJJxCX1iJgIQmLEPVjqEeev1CTiMnAtXplaZwC7V6bJE0RCIdekxdjPliQqfdcV1keKYEhhR72Lf1U6unw535lGJXFSoYm5ZVbGZ2cMSSuVgRjJcRkpQmEFX1vFlS8YIhBSMGhUGLQqsowaDBoVJl2kFY49oEIK/n/23j1Kjuu+7/zceva7ZwYYYEBgMAQJgARBkQRJgKQIUpZpyzpOHGctZVfJxifJZp3QkeLYibM5cc5akbLeJJus83Bsy3aczWaTY+1GceSc1cpSTFMPgC/wLYID4kFy8CAG8+6e7q7uet39o7rnhZ53T3dNz/2cg9MzVdVVt3Cnb93+3t/v+6PU6TZ3pZBVqVQ63YSuZWlk1kKa+WHVxibnUgwvU+UYax+IGtFZxsgNzOvXMIeGKKUNRmddepNGS1cNhBCcPJDjnt0p/uDdcd4eLS/aP+34/JtXb/LAQIafvG93W1P8IkHLJJcwKFR9PipWmXb0SNBKRWWDNyponTt3TpV/jiGqX+KH6hOFYm2oOVj8UONXPFH9snFmaz43Z12mKx5TFQ8/lPQloy/Zm6mmV776Ltm7HmxhS7ee8ZLLy9eKvHqjSNkNVzx2IGvx2GCOh/dnNyz2dYLt2C9xxw8lVS/E8QOqXogXRsJV0tTZnbawDY20pZOxdNL1f42sqOJHAiFUaqGiy1iaXgiRmPX2z34R8Vf/G3jooXWfMzW0H/+di+zP29R6k9i6y2jJpeqF9GfMlq4i5BIGP/3wPt69VeY/nx9nprrYDPHt0RIXJyr8+D27eOxgrq0rGJoQ9CZNcrZBseZzo1hlytGZqkQRWnuUh5ZCoVAoFAqFokupuAE3Z2tMV3ymHBfHC+tz480JWNsNLwh551aZl68WuTK1cvSVpQseuiPLY4M5BvP2jvp/UswTCVcBjhelCwahJGFqJAyd/oxB0tBI2zqpuniVMvXY+6Spb72KljL07OcY+cpXm4pZ4rd+H35z/UJWA4Fgfz5BytKxDMGtWZfrhRoDGavl/lX37U1z964k37o4yZkPC4sk56of8vvnx3nto1k+e38/A9n2mME30LXFglYUoaUxpUzhFQqFQqFQKBRdRs0PGZ2tMShDOOEAACAASURBVFGOPGPLbkA+YdCftmKfFtdKxhrRV9eLVLyVo68G8zaPDeZ48I5sSy1ZFNsDP5A4flBPFQwJQ4ltRhFX2cS8cJWxDNKWRsrSt91nqSu/7RpGV97WtiD/4DEe+M0v8fbPfvE2MUuOTW36/LPDV+g9djdJU8c2NMZKLjdmXXalDHItMkBvYBsaf+q+fh7en+VrPxjnRrG2aP/IdJV/duYaP3RXL88c7m17RZSGoJVvpBwW5k3hexIme7PWqitUe/fubWOLFWtF9Uv8UH2iUKwNNQeLH2r8iieqX1bHC0LGSi5jJY/pqkexGpC1dAbziS2JFjGzfS0/52bxgpC3R8u8fLXAB9PVFY9NGhoP789yajDHHW2qut4O4tgvcWMl4SqfNEiaOmlTJ2NHaYJJU9t2wtVSunK2Ydvd88GNO82qF8LykVkbxcimKb5zcc5oPmFoHN6VqgtaNW7NRuHF/enWphoCHMgn+OsfP8ALIwX+8OIkbjAfnxVK+OMr07zx0Sw/eV8/x/e2zwy+QSPlMJ8w5kzhpyp1QauectiTMJoKWkeOHGl7exWro/olfqg+USjWhpqDxQ81fsUT1S/LE4SS8bLLWMll2vGZqXikLJ0DOQtzCxeOE/2DW3bu9XKr5PLS1QKv3ZjFWSX66lBvgscO5nhgILOl/z+dIk79EheaCVcJSyNpNBeuUqbWdWmlXSlkOc7KucKKzbNS9UKYj8w695kvLNp+7jNfwN6za66S4VpJDe2fu87k2dex+vJkj93NwZ4EaUvH0jXGS1Gq4d5MZFDXSnRN8NShHu4fSPP18+O8O7bYzHba8fm3r93k2J4Uf/q+fvpSZkuvvxYWmsLP1gJGZyNBa8bxySciQas3uVjQeuONNzhx4kTb26pYGdUv8UP1iUKxNtQcLH6o8SueqH65HSklkxWPW6W6kbvjY2mCO3J2y21EmlG+fpH0gaNbfp3l8APJD0ZLvHStwPtTq0RfmRqP7s/y2GCevVmrTS3sDJ3ulziwmnCVMudN2TP1iKtuE66W0pVCVhiurForNs9K1QtXY2Elw/XQiMoCyN1/dNG19wYhlFxmHI+bVore44dbWtWwQW/S5C8+so93bpX5+vlxirVg0f7hsQqXJq7yzOFefuhQL4be/gFEE4J8wiBr68zWAm7NugsitEz60ya9SRNdE5TL5dVPqGg7ql/ih+oTRbsQQhwAvgx8GtgF3AS+DnxJSjm9hvf/EPD8Gi51UEp5bcH7VqpA9LKU8vE1nFPNwWKIGr/iieqXxcw43nwlQsdHINmTNkm2sbpe6HZGiB8vu7x8dW2VB+/qS/DYYJ6PDaS7MvqqGZ3ql06y1JxdCVe305VCliI+NKtiCGwo5bCRvlgZudE0CiwHyKqPNTTEVC3A8QL601bLc+iFEHxsIMORXSm+fWmSsyMFwgXTfz+UfOviFK9dn+VPH+/nnv5US6+/VhqCVs7WmXUDJsoeUxWf6YpHPmGwO93dqzcKhUKx3RBC3A28AOwB/gC4AJwC/gbwaSHEk1LK1R6gHwLLrRR9DPgp4J2FItYCRoB/22T79VUbr1AoFBugVPP5qCFgVTz8UNKXNMnY7ROwOkEQSs7fKvPi1QKXJ1cWalKmxqMHcjw2mGNPRs3fu5EglJFo5QWLqgomTZ1cPVUws8OFq6V0pZC10zu1E1RGbtzmkwUre2UV3hpeV3phg2bXaSDeuUhf3sa8fIEZx+eGF9KTNG5LNdTyOcwjh9Z97YUkzMgM/tEDOf7z+XE+XGLAOFHx+NfnPuKBgQw/cWw3PcnOfNyEEORsg6ylU/FCph2PyYrHlOOh6QYfFWv0p80ds6qzHbAsNUmJG6pPFG3iN4hErJ+TUv5aY6MQ4leBXwB+BXh2pRNIKT8E/n6zfUKI36v/+DvLvP1DKWXT964VNQeLH2r8iic7vV8cL2B01mWy7DHlRF63UVXulQsVbSVC3/q5+lTF4+VrRV65VqTkBisee6g3weMHd1b0VTPa0S/tJgglVb8uXHkh/hLhKmFoZCyjqz2uNouQcqVI8u3Hc88991oymXz42LH1CySK9TM7fAV3qrDIiH05lvpl2Xt2rTu9cDUqIzfwZ8sEoWTa8SjVAkpuEA0MxvwAYN5zN/ajD7bsuqGUvHZjlm9cmGgaEmzpgh890sdTd/ZsSZWV9VLxAmYcHy+U5BNGPULLpD/den8xhUKh2AqGh4dxHOf1Z5555pFOt6UV1KOxLhNFVN0tpQwX7MsSpRgKYI+Uct05SUKI3USRVSFwh5RyZsl+CXxXSvlDG70HNQdTKBSr4QYho7MuE+UoCmvWDeipz0W3exW15Qil5MJYhZeuFrgwXmGlb99JQ+ORA1ke3wHeVzuJeeEqEq+8UJIwIuEqWf+emrb1OfEqzsJVXOZf3SdvAq7rdroJO4bssbvnvKqWi8pqYOzpwx+bmvu9Nja5YfP35Vh4/R4kUxWfibJLwfGZBXqSBuGl96Prv/rWiudaT9SWJgQnD+Q4vifNN9+b5OVrxUUPKTeQfOPCJOeuF/nJY/0c7VC6YYOUqZMydcoTN5n1+pipm8KPlzz6Ugb9aYuU1d0h3XFmZGSEoaGhTjdDsQDVJ4o28Mn667cXilgAUspZIcRZ4FPA48BzGzj/XwBs4N8tFbEW0COE+B+AAaAAvCalfGk9F1FzsPihxq94stP6JQglY6UFlQirHhlL52A+EYtFXoDa1Ch230DLzles+Zy7VuSlq0Vmqv6Kxw71JHj8YI4H93Vn5cHN0Op+aQehjISrqhdS8QLcYF646s9Yc8JVI1UwZeldK+RuFV0pZHme1+km7CgaFQyb+VYtxPirP4X/D/71bds3av6+GgLBrpRJ0tCw9BqFaiRq5ewkvHdl1feb99y97mumLJ3PfGwPpwZz/P4741wv1hbtHyt5/M65jzi+N81PHNvNrg5UN1xIWBxj4K59uEHIjOMzMuMwVTEYL3n01gWtbAdDvHcq165d21GT2+2A6hNFG7in/rrcw/QSkZB1lI0JWT9Tf/2tFY55EPjdhRuEEG8BPy2l/MFaLvL+++/z8z//8033Pf/8WjzoFa1GjV/xZKf0S9ioRDhbY9rxmar4JA2NAzk7doKNO3Nr04KJlJIrUw4vXS3yg9HSIh/dpSQMjYf3Z3l8MMe+nL2p63YzreiXrUY2hCs/pOKF1PwQW9dIWBq7UiaJujl7xq4LV6YeGwF3u9KVQpaivSyMyloJ48GjLTV/XyspS2ewJ4FdcplxfKZ37SZpaivm4Ht1ocu79MGGvLQGexL89ScP8NLVIn/43iSOvzjd8PytMu+NV/jEXT388F29bSkpvBKWrrEnY+EHkpmqz/VilSlHZ7JuDN+ftuhJdm/It0KhUMSAfP21sMz+xvae9Z5YCPEJIqHsHSnlC8sc9qvAfyIS0qrAvcDfAT4L/LEQ4iEp5Y21XK9UKs39nEwmAXAchzNnzgAwODjI0NAQr7zyylwEVzqd5sSJE1y6dIlbt27Nvf/kyZOUSiWGh4fnth0+fJiBgYG58wH09vZy/Phxzp8/z/T0fHHH06dPMzo6yuXLl+e2HTt2jEwmw7lz5+a27d27lyNHjvDGG2/MVZOzLItTp04xMjLCtWvz3vgPPfQQAG+++ebctjjfEzB33m65p27ppzNnznTdPTX66fDhw7z2xhtUKxUAQqFT6jtCfzBNOD1GlWigSe2P/kYrNy7Nvd/q2YvdN0Bp5DwyiCKZNCtJ+sBRquPX8GbnMzzSB+8jrFVwbn04t83efQArt4vZ9+ezL/RUjtTAISqjHxBUinPbs3c9iFucpDYR1bSYff8tknvvRLNTlK++O3ecme0j0T9I+frFuSp6QjfIDB2nNjVKYfIWbxUMXpsxmXRXntfvswMe6fV5YLdJ78F+quPXmH1/6+4J2NA9uTPzfzud7icgdvdk3nEvVaeMPj3/GZW5ffTkdhFef2e+nfke7j9+nAvD73KlC8a9RCKBpnVehO5Kj6wwDB9+9NFHO92UHcXk2ddX9ckalhXueHtkWfP3k//pX21lEwHJjOMzUfaYrnoEgaQ3aWLot4sz/vWbyHLltqisjZjEl2o+33xvinPXi01z4vMJgz957y4e3Jdpe+TT7Ptvkb3rdq+wIJTM1nxmqj6WrkU+WslI0NqVMtUKwhZz5swZTp8+3elmKBag+iR+xMWjoVUIIX6bKGrqZ6SUt4UvCyF+Bfgl4JeklP9wnef+D8CfY4mJ/Brf+zXgM8A/l1L+wkrHqjlYPFHjVzzp5n5pVolwV8okHXPbiuXmxStxvVDlxZEib3w0i7dC+JWpCR66I8MTB/MM9iQ229QdxUb6ZSvwgijaqmHQrmuClKnNmbSnTJ1sI13QNjC69PtSXOZfXRmR1Vj9U7SflXyy7iRB8sFjcymES83f3/7ZL7bMK6s5gp6kSdLUsUoaharHRMWbG3AWYhzYh3/95lxkVoONpBtmbIM/88AeHj+Y4+vvjnN1ZnG6YaHq8x/evMWLVwv85H393NHG0OLGSsRSdC36v8olDMpuwFS9yuFUPUJrV8qiP212PJKsW2mspijig+oTRRtoRFzll9nf2L6cv1VThBB9REKUA/xfG2jXV+rvf3otB6s5WPxQ41c86cZ+aVaJsC9pbhubiuXmxUvxgpC3bpZ48Wrhtnn9UvakTR4/mOeRA1lSZryFvLiy1n5pNX4gcfxItKp4ASBImhppS2dX2iJtRd8hs/WUwbilynY7XSlkKdrPWn2yVqI2NsnFL/96S83fm2EbGgfydt07y2Pa8al5IfmksSjSyDiwb9H7lopa62WwJ8HnnzjA6zdm+caFydtK7r4/VeWfn7nG4wfz/NjRvlisWmlCkLUNsrZBxQ2YqUbeBlMVn7GSMeejFYe2KhQKxTbnvfrrcqHNjZn8eh+0DZP3/3MFk/eVGK+/pjfwXoVCsQPwgpBbJZfxUrToGVUi1OlPW11lSzFZ8XjxaoFz14pUvNurlDfQBHxsIMMTB3Pc1ZfcFiKeYr6yYKUecRWGkoSlkTJ0epImKTMyaM/WKwuqSu+dpSv/9x3H6XQTdhzZY6tHKn1IddHv9p5dTY9rmL9vJZoQ9Gcs9udt9mZMDEMwUXaprvBQatV1Hz2Q4+98YohP3NXD0qxGCbx4tcA//u4I3/9gBn8lh8gWsDAnfDVSls4dOZt9WQs3CBmZcbgy4TB8q8yliQrTjke3pSp3ioV57Yp4oPpE0QYaTuifEkIsmp8JIbLAk0AFWFcVQeZN3n97g+16vP76/loOVnOw+KHGr3jSDf0ShJLR2RrDY2UuTziMzDhIKRnM2/QmzW0nYjWbF4dS8u6tMr977iP+8XdG+O77M8uKWD0Jgx872sff++E7+fMnBrh7V0qJWC1gPd9X1kMoJY4XZZ5cL1QZmalSqPoYWuQdfGhXkiO70tyzJ839A2nu25vmzt4ku9KmErFigIrIUrScldILFzL07OeW9cuqjU1y7jNf2PLorIxlkOjR5ozgZ6o+1UAjv0IIdO3Vt5puXw8C+FHgoV7B/1eyuOQu/ig6Xsh/GZ7g7MUxPp1xudcK2JLnYN/G7qcHyIaSshvwkRcwoWuMWjppyyCf0MkmDPQ2P7itvvyaBFWFQqGII1LKK0KIbxNVJvw8sNDL6ktEEVG/JaUsNzYKIe6tv/dCs3MKIZ4CjrGyyTtCiAeAYSml12T7r9R//ffrvimFQtGVSCmZcnxGZ2uRD5bjY+uC/Tkbq0vSq8puwCvXirx4tcC046947NHdKZ4YynGsP618ZGOMlBI3iMSrihdSC0IMTSNlavSlIvuZTD1NMGsbJE1t24mxOwklZClaxnrTC/N1v6zCW8MrClojX/nqnK/WVmBoGnfkbFKmjqVrzFQ9JsoePUkTc0HIlEinNp1euJQe4M8Cl8wsf5i8g2l9sT/WZKDxHwoJDnmzfMq5yUBQbXqeDfPE3Zu6pySQkJKaLyn6AUUhmDY0knXTw4ylt83ocKVCAwqFQrFN+GvAC8C/FEI8AwwDjwGfJEop/HtLjm+UFVpuoP0r9dfVorH+JvATQojvA9eAGlHVwk8DOvA7wO+t/TYUCkW3Uqz63KwLWBMVH4FkTzoSAbqBazNVzo4UeOtmacXMiKSpcfJAjscP5uhPW21soWI9+IGcSxWseMGcQXs+EQlVKUsnYxlznslKiNw+dKWQZZpmp5uwI8keu5vJs68vu3/3Mn9uDUHr7Z/94rJiVieM4CcrHmlLI2NF0VlLPbNayXHgHunzQkXw3YpJTS4eRD8ws/y2meHhhM+PpD2yemtS+HwHjA0Y2C/FAjJS4vqSkhtQDkPSlk6t/nDIJwxSlsby37U2x2a82eLI4OBgp5ugWILqE0U7qEdlPQp8mUhE+nHgJvAvgC9JKadXev9ChBC9wGdZm8n714Ec8ADww0ACmAS+CfyOlPK/rPW6ag4WP9T4FU+2W784XsBHxRpTFZ/JiovrS3alDNLW9jByX4mGefvZa1muX7i+4rGDeZsnhvI8tC+jzL3bhNWzd83HNvO5SloaSUunL2VGwpWtDNq7ga4UsixLqeJxpF+s3C+rpRpudWQWLDCCNyMj+ILjM+n79CS3voSqIeDptMfDSY8/Klm8VjWQC4QfieC1qskPagZPpzyeTHmYm2yS0UIrEyEEtimwTQ0/iAStW7MeBTOgUPNJmXqUdmgbKkx3FYaGhjrdBMUSVJ8o2oWU8hrwl9Z47LKDaV30WlMJQSnl14nErE2j5mDxQ41f8WS79IsbhIzOuoyXXKYdj7Ib0JMw2JvZ/vO5acfjxZECr1wvUnaX98k1NMFD+zJ8fCjPYE+ijS1UANh9A8vukzISrhoRV24gSRhRZsjerEHKrFcWtHUytkFCeVt1DV0pZFUqlU43YcfTzCfrknQ4IpafUzcis4Cm0Vm1sUkKbw1vYVRWhCZEVInP1LGNyDtrouyRs3VSbajOl9HgT+dcHk95fHPW5oq3+JquFPxR2eKcY/CpjMvH7ICNamxuD1gbqWG1CoYu6Eka5GxJ2QuYLLsUNI1CNSpZm7MNcgmja3wUWs0rr7zCqVOnOt0MxQJUnygUa0PNweKHGr/iSdz7JQglY2WXsVmXacdnpuqRtQwG84ltnX4lpeTypMPZkQLv3iqzUo5DX9LgiaE8Jw/kVIXuDlIaOU9m6Pjc714QUvHCOa8rU1/e5yplats+YlDRnK4UslTltM6xkk+Wv+KjYjHLRWe1IyqrQcrSGTQTJMy6EbzjU/VC8kmjLQ/wAUPyF3uqXHR1vlmymAgWiz6FUOM/FhO8YAT8WMblLmsDFRe3WEfSNEHWNshYOlU/MocvVgOKlk+qEj1k8gmT9BamHW5HXNftdBMUS1B9olCsDTUHix9q/Ionce0XKSVTFZ/RUo2pisdUxSdhCA7k7G2dhlXzQ167McvZkRnGSt6Kx97Tn+LjB/Pcuye17aPOugEZ+JRqwVy6oCTyKEvbOv0Zi5QZRVxlbUP5XO0gulLIUnSO1Xyy1spyvlnN0g63El0IBjI2GVPH1gUzVZ/xsktPwiRhbv3DXAi4xw44bDmccwyeK1s4SzJJbvg6/2YmyVHL58cyLnuN+H2JEEKQNAXJBWmH42WPYi2gUA3qUVqdqXaoUCgUCoVCoWhu5L43s72N3MfLLi+MFHj1+ixVf/lF36Sh8UC2xiceuFuZt3eYpemCeaBY80lZOvmkQdqMFsMzdmTSrjI8diZdKWRpmvpjjiOJDUTcDD37OS5++dcXbWtHeuFSMrZBwtSwSy6FasC041H1NXK2jtYG1V8X8HjK58GEz/Nli5cdg2DJ/+dF1+DSlM6JhM8zaY/8GgzhxcrVhLeERtphGEoqXsiM41Go+hQsjVQlWk3JJXZ2Dns6ne50ExRLUH2iUKwNNQeLH2r8iidx6pfmRu4mGXt7ClihlLw3XuHsSIH3xldOd96XtXhyKM+JO7J4o5dJKxGrIyxMF3S8EKOeLrgrZRLOJjnan5rL8kiqdEEFXSpkJZNr8jZVbDHFdy5iZNNzXlmHVvDHWo5mglU70wsXYmgad+Rs0paPqQsKVZ/xskdP0sBuk+iS1ODHsy6nkh7/tWxxvrb4IywRvF41ebtq8PGUx9Mpj8QKTTOLW9zgFdA0QcbWSVsatUbaoeNTsHzSjj7npZWx9R0X1n3ixIlON0GxBNUnCsXaUHOw+KHGr3gSh35xg5Bbsy7jZZfpikdpmxu5O17Aq9dneWGkwERl+fRBTcD9ezM8eWeeQ72JOVHEOnC0XU3d8YRSzkVcOV5IKCXJujH77rQ1Z9CetQ3Sgw+rdEHFbXSlkFWr1TrdhB1NwycLWOSVdVPW2CfsdZ/P3rPrtvTCt3/2iww9+7m2R2aBIJ+IQqzHSi4Fx2fa8UmYGnm7feWHdxuSP5uvcc3z+MOSxcgSQ3gfwfcqFq86Jp9Mu5xM+hhNmuanwOiwL68QgoQpSJgafiipuAETJZeCrjFjeaR2oDn8pUuXOHLkSKeboViA6hOFYm2oOVj8UONXPOlkvwShZLzsMlZymao0jNz1bWvkPlZyOTtS4NXrRdxg+YyEtKXz+MEcTxzMk0/c/jW4On6NRP/gVjZ1xyKlxA0klbpBe80Pb6su2DBoz1o61oIgATWGKZrRlUKW73cgX0oxR/bY3QBzXlmNyKyZg73s28D5mqUX1sYmOxaZBWDpGgfyNilLxza0uneWRz7RvugsgEEz5H/sqXLB1fl2yWJ8iSF8RQq+UbJ5oWLyI00qHIYJIEYFpgxNkEtE+e6OH1J2Qwp1c/hkJapCkk8YpG0d0cXm8Ldu3VIP7Jih+kShWBtqDhY/1PgVTzrRL1JKph2f0VmXKScSsWx9exq5h1JycbzCmTWkDw7mbZ68M8+DA1kMffn5ozc7pYSsFhKE88KV4wVoQpAydXoSRlRd0J6PulqpuqAawxTN6EohSxEPbo/M6t3QefIPHrstKgsiMevcZ75w2/H2nl1titYS9CVNMpZOYi46yyNh6m2NzhICjtkBRy2H16sGz5VNSuHiych0vcLh9/SQH8243GMFxDliXNQfdClTj8zhvYCJskuxqlGo+lF1koQyeFQoFAqFQqFYC6Waz0ezUQrhRNkDJHvS28/IveqHvHq9yNkPV04f1AU8uC/Lk3fmOdiTaGMLdy5LTdrdQEbVBU2dvqRJai5dMBKvtmP0nyI+KCFLsWUsjczaDEPPfo6Rr3x1TVUL2x2tZeka+2MQnaULOJmMDOHPVky+XzFxl1Q4vBVo/PtCgoNmwI+mXfazfPWWuGDogh7dQNo6FS+kWPWZqfqkqj4pUyNj6+heQJb4VWtUKBQKhUKh6CQ1P+SjYo3JsseU4+J4YWTkbrVv0bUVTJSj9MFz14vU/OXnfFlb54mDeR4/mCNrq6+6W40/ly54u0l7ytRJN9IFbX3biaaKeNOVn+5UKtXpJiiacJiNr4bkHzzGA7/5Jd7+2S+uWcxqFq3VoNVRW2KZ6KykqZNrY3QWgCXgk2mPk0mP58sW5xyDcEka3lVP53dnkhyu+Pxo2mO/GX9BSwhB2opMIF0/emiOl10KNQ171qUy5VAr1OhLGdv+QXny5MlON0GxBNUnCsXaUHOw+KHGr3iy1f3ih5Jbs5EP1rTjUawF9CR0+tPWtjFyl1JyadLhzIczXBirrLhkebDH5vSdPXxsIIOxwUif9MH7NtbQHUQoJbW6/YfjBQShJGlppBaZtEfCVdrSWxJ1pcYwRTO6UsgKw/h/Kd+JTI1cJ1mqLqpkuF7WE5m1ElsVtRWX6CyAjAY/kXX5eNLjubLFD2o6comgddk1uOwaHLd9fiTt0m9sj6gmyxBYhoGUUZRWxQ8ozbqUJipk7MhHa1fKJJ/YnmHLpVIJ215/YQTF1qH6RKFYG2oOFj/U+BVPtqpfpJRMVDxGizVmHJ+pSlQ4ZzBnr+gPFSe8IOT1G7N8/8MCt0russfpAh7Yl+H0nT0tSR8MaxU0I7/p83QbXhDO+VxVvBBT10hbGv0Zi6SpkbUNcnXxytqC7ztqDFM0oyuFrGq12ukmKBbQ8Mq6ISscE6lFlQzXSyMyqxlrjdZqsFVRW3GKzgLYZUj+23yNp33BH5UsLri3f+zP1wzeremcSPh8Mu3Rq28PQasRpWUlTEiaOEHIjYLHRFljvBQ9UHtT5lxe/nZheHiY06dPd7oZigWoPlEo1oaag8WPbhi/Zoev4E4VOt2MljJcnxe3koobMFHxmK36zLo+AsHuhIGpCwIgaOnV5tHyOcwjhzZ9nkLV54WRAi9dLVDxlhfFMwuqD+aaVB/cKM6tD8ne9WDLzrddCeteV5VFUVdRhFV/5vaoq62O8OuGMUzRelr2yRdCHAC+DHwa2AXcBL4OfElKOb3Ocz0M/CLwNNAPzAAXgN+VUv67VrVZ0R4aXlmcObOl12lVtFaDzUZtNYvOGit59CTbH50FMGBI/nxPjauex7dLFh96i4UdieD1qslbVYNHkj6fSHnkt4mgBWDqgkzGYpeUlNyAacdjvOyRrXjkLINsQqcvZdKbNDcccq5QKBQKhaL9uFOFTS2ExpLjB1p2T34oKVQ9Km5I2Q0IpSRlzkfHLG+J3hrMe+7e1PuvzlT5/gczvD1aIlxh6nkgZ3P60OrVBxXrZ5HXlR9iahqpNkZdKRTrpSVClhDibuAFYA/wB0Si0yngbwCfFkI8KaVck7oghPgC8C+AaeAbwA2gD7gf+HFACVldQGXkxobTC5djpWitBhuJ2iq8NbxhL61GdFba1EmUo+ismaqPrWvkbB2tA4LKQTPkL/dUuezqfLtqcrO2WNAKELzimLzmGJysC1rZbSRoaUKQqz9sXT+kWAu4XqhilzXGSi4Zy6A3ZdCXNMl2IEJOoVAoFArF2pkdvjL3c6MadjdwQ1Y2fT9BaMlIMQAAIABJREFUGDLl+BQcn2LNx/ECMpZB2tLaNr/x3ruy+kFNCELJD0ZLfP/DGa7O1JY9TgAfG8hw+s48d/Ym1LytRTQqDFa8kIo773W1NOoqZ+uk2hB1pVCsl1ZFZP0GkYj1c1LKX2tsFEL8KvALwK8Az652EiHEp4B/CfxX4LNSytkl+821NEbl0MaTw4cPY02Xyd1/tGOrahuJ2rr45V+f+3mj6Ya2oXEgb5OxdOyKRrHqM152ySVMkmb7VzWEgCN2wKFswIWizh+VLSaCxe0IELzkmLzqGJxK+jyddslsswUYy9DYbWj0pQycesXDyYrHRFknlzDI2FE54N6USSJGq0uHDx/udBMUS1B9olCsDTUHix/bffxqRGMZ2XSnm9JSBrA2/F6JpOD4TDkexWpA2fVJmDp70lZHFknXg+MFvHytyNkPC8xU/WWPSxoajx3M8fGhPL3JNX0F3DT27gNtuU6n8MMo6spxQypeEFUY3AZRV9t9DFNsDZsWsurRWJ8CPgR+fcnuLwJ/BfhpIcTfklKWVzndPwEc4M8tFbEApJRriow1jK60/tr2DAwMwABMnn0dYE7M2oz5+3rZbNTW5tINBT11r6bxkkuxFjDjeDie6JgpueHC/YmAY7bDm1WD58smM+HiB5eP4AXH5Jxj8FjK46mURzo+z7Y1oS2oeOgHklnXZ6zkMlaCcdsjWzeI702Z9MTAIH5gYKCj11fcjuoThWJtqDlY/NiO41czT6x2zRXbRa/Y2Gel5PpMVXxmqz6Fmo8pBLvTVuxtEybKLmc+LHDuehE3WD7Svz9tcvrOHh7dn227mGLldrX1eluNlJJaIKm4UcqgF8xXGNyVNuejrhLt8braKNtxDFNsPa2YbXyy/vptKeUiVz4p5awQ4iyR0PU48NxyJxFC3A88QOSrNSWE+CTwCCCBN4Hnl55/Ocrl1fQyRSc4c+YMp0+fnjN/bxA3z4OhZz+3KAprKZv14Gp4Z2WrAbYhKDSis2yj7Ybkbh9YU1HVl0eSPg8mfN6oGnynbFJYImh5CM5ULF5xTB5PepxOeaS2maAFYOiC3mTkleV4AbO1gGsFj/GyRrakk7EMepIGvR1MPWx8VhTxQfWJQrE21BwsfmzH8WupJ1a3RWPB+s3ea37IRNll1g0oOj6hlPR0oCr2epBS8v6Uw/c+KDA8VmYlo4qju1M8dSjP0d2pjgkqs++/te3N3oNQ4njhnN+VJkQkXKVMUqZOpi5cZe14/+0sZDuOYYqtpxVC1j311+XUiEtEQtZRVhCygJP11zHgO0RG7wv5gRDip6SUl1dr0LVr1/jbf/tvN933/PPPr/Z2xRYzZ/7OfHRWnMg/eIyjv/z5lhrH344glzBIWRoTZY+Zqs+M41PxQnqSRsdW1QwBJ5M+JxI+rzkG362YFJcIWq4UfK9i8bJj8ljS48ltGKHVIGnqJE2dsG4QX6gGjJc8Mnb0gM/Yel30Mkia26fqoUKhUCgU25Vu9cTaKEEYMlnxmXE8ZmsBVT8gaxukzPb5YK0XP5S8dXOW739Q4EZxef8rUxM8sj/L6UM97M1sPNVyp+MFIeV6umDVD0kYkddVbz0TJJfQydkGaUvveNaBQtEqWiFk5euvy9XEbWzvWeU8e+qvf5nI4P1PAGeAvcAvA38e+IYQ4mNSSne1RpVKpbmfk8kkAI7jcKZeOW9wcJChoSFeeeUVXDc6XTqd5sSJE1y6dIlbt27Nvf/kyZOUSiWGh4fnth0+fJiBgYG58wH09vZy/Phxzp8/z/T0fKHG06dPMzo6yuXL8xrcsWPHyGQynDt3bm7b3r17OXLkCG+88cbciqZlWZw6dYqRkRGuXbs2d+xDDz0EwJtvvjm3Le73BJGivuieZAWOH+CGrHAnCQA+ZL50924M+oXFJeng19dxEggOiSQ3ZY2ZBYWED5OgSsh15v88BrDoFQbDsjK3LYPGoEhwTVYpMR/kd0ykmJY+o7jwwBDmb/wdDmGRQOPNz/4cCzn3mS/QahoySbHlZ94YR+r/VqNW/xcXMl/73wAws30k+gcpX79I6DoACN0gM3Sc2tQo7sz85yG1/whpQExcmttWTOxiLLWbnpl3EGHk4WAnU5w4cYIPrlze8s/T5OTkjhsj4n5PQNfd03bup3S6+yI0FApF93pirReJZMbxmV7gg5WMuQ9W2Q146WqBF0YKFGvBssflbJ2PD+V5/GCedJuzEbqBhlF7Q7wKJaRMjXzCYMDUydqRF2zW1tVCrKJrEVJurhqZEOK3gZ8BfkZK+a+b7P8V4JeAX5JS/sMVzvN3gf+1/uvHpZQvLtgngFeAR4n8s35vufM899xzrwkhHj5x4sSG7kexdZw/f57jx48v2jZ59vWOeGWtl60QrhRbw77Xv9Wyc1W9kNmaT9kLsHSNrK2Trqce9iQjQ8ytWNlq9llRdBbVJ/FjeHgYx3Fef+aZZx7pdFsUEWoOFk/iMn41871ajuI7F7s+GuuarDIoEk33NXywilWPYi3A1KJI/jj6YHnvXaFw92Fezuzj1etFvHD575b7czZPHcrz4L5sLO+lMvoBqYFDnW5GU4K6UXtlgVF72tJImZG/VcOkPRvTv5PNEJcxTBERl/lXKyKyGk+k/DL7G9tnVjlPY//oQhELQEophRB/QCRknQKWFbIAEonmDwVFZ2k2AC30y4qbV9ZC7D27tjDNUBFXEqZGwrTYJSUVNxK1Jioe42WdjKWTsXV66qmHGat1flrqYR0/VJ8oFGtDzcHiR1zGr6W+VyuxE6KxmolY28kHS0r40NM4kx7i4lQSuYxIKYD79qZ56s4e7upLxDYdEoidiOX6IeW6eFULQpJmlDK4K22SsSPxKpeId5ppK4jLGKaIF60Qst6rvy63bNLITlrtydU4z3KCVyMXIrlag6rV6mqHKDpAMzW94Ze1sJJhHCOzhp793BZ7ZinijCYEGTsSrvxQUnYDph2P8bJLxvLm9rXKT0utPMUP1ScKxdpQc7D40a7xa60RV90eabVWFkZkbScfrEDCOzWdFyomN3wdrOZfzSxdcPJAjtN35tmd3h7+V52OyArrKYMVN6DshiAgbWr0JKOCULltaNTeCtQcTNGMVghZDff0TwkhtIWVBYUQWeBJoAK8tMp5XgLKwJ1CiLSUcmnZm/vrrx+s1qAgWD4nW9E5lnrNLCTukVn5B4/xwG9+qe3XdYOQ8ZJLsRZQqHpoCPItNINvVC3cKJ6E1xyD7zUxhW+gIfmYHfB02mWvsblU5mXb8d4VzHvuxn506yvNGJognzDIJwy8IGS2FjBWchkrQdb2yFg62UQkavUkjA2Vjl7ps6LoDKpPFIq1oeZg8aNd49daIq52QqTVWikRIpEUHJ+pbeCDVQ3h1arBi5XbK1svJJ/QeXKoh8cP5radP1NQab9TbSNlsOwGOF6IqUdRVwM5g7QZpQrm6kWIdqpRu5qDKZqxaSFLSnlFCPFtosqEnwd+bcHuLwFp4LcWClNCiHvr772w4DwVIcTvAj8H/C9CiL8p6wZeQoiPAX8R8IGvbbbNivjRLDIL4u2b1Q4sXWN/3iZbC0gYgkI1YKLskba0lqaybRRTwOMpn0eTPq9XDb5XNplZMrkJEbxVM3irZnCv5fOJtMegGS5zxu2FqWv0pTT6Umbkp+X6XC94WCWNrO2Srk88epOR8GXqO2f1TKFQKBTdx1qirlTE1dq5NlNjtupTqPmYmmB32oqdv9FMIHixYvJq1aAml2/b/pzN04d6eGBfJnb3EDfcYD7qyg3nqwzuTls7KmVQodgMrYjIAvhrwAvAvxRCPAMMA48BnyRKKfx7S45vlCJa+sn8n4GngZ8HnhBCnCWqWvhTQAL4eSnlFRRdy8LILIhndFb7EVHJXFNjshJVryk4PhOeRy4mvgmGgFNJn0cSPm9WDb5bMZkKbm/XBdfggmtwyAx4OuVx2Aroludzw09rd0pS8UJKtYBJx8NeYBKfS0SeWj2JnbuqplAoFIrty2pRVyrianXcIPLBIgujxVpsfbA+8jTOVkx+UNMJb/vKNs9Rt8jpPSb3PnG3El2WoVFlsOKFlN2oymDamk8ZbFQZzNsbi+RXKHYiLRGy6lFZjwJfBj4N/DhwE/gXwJeklGuKB5RSFoUQTwF/F/gzwBcABzgD/FMp5bfXch5VkjuenD59etVjGpFZEH/frHajaxp7MhZZW2fc9ChWPaYdn4ShkbP1DYWgbyatsGkbBTyS9Hko4fN2NUo5HG8iaH3g6XxQ0LnDiASt++yAbtF1hBCkraiCTCglFTdgthYwXvZI1SPpMla00rZc5cO1fFYU7UX1iUKxNtQcLH5sdvxqFoWloq7WTyAlU5VoMbJQ86lOxc8HS0q45OqcqZi87y2fFmggOZHw+XjKo+fKh5hWd4hY2btaZ1ERSolTF67KblRlMGVFc/n0Er8rtbi5MmoOpmhGqyKykFJeA/7SGo9d9tMqpSwRRXAtjeJaM77vb/Stii1kdHSUgYGBNR+/1DerMnJjx4tZAElTZ7BHY9rRSZgexarPWNnd0GQosEGvtb6NuoATSZ8HEz7DNZ3vNQxBl/CRr/PVos5uPeSplMeDCR+ji57lkUm8QcY2COom8cVqwHjJI2XNVz7MJwx6kiZZW0cTYt2fFcXWo/pEoVgbag4WPzY7fi2NwlJRV+uj4YM17XgUawGlWuSDtbvPwvDiMenxJbxdNThbMbnVZAGyQVpIHkt5PJb0SNcP89rUxnbgFiexcrs2/H4/lPWUwQDHn08Z7E2apOspg/lEtNjZDcJfu1BzMEUzWiZkxYlabQu+mSs2zeXLl9c1CDWis2aHr5C7/6hKM1yAQNCXNMlYOpNlj0LNp+j4VLyAvG1irVENCtJbI2Q10AQcTwTcZwdc8TS+V7aarvBNBBr/edbmubLJE0mfk0mPRJdFVuuaIJeIIrH8UFKq1SsfliIvrUYUV0/C5Orly+zZuxdNTXJiw3rHL4Vip6LmYPGjVeOXisJaPxU3YKLiMVv1KdZ8dDHvg+VmgRZHxq8XJ4RXHJOXHIPZFQzcd+shT6Y8Hkr4mF08NalNXF+3kOUG81FXXiCj6PuEzl7TImNHHqlZW992xvdxQs3BFM3oSiFL0V1kj909l2aoWIyla+zL2WRdnUlDp1jzmHJcEoa+4XTDrUAIOGyFHLaqXPM0vlc2GXZvH36Koca3yhbfqZicTHo8kfTJ61tT6bCTGJqgJxmlFnpBSMkNmKp4jJVcMpaLDZwfLZGv+2ll6pFaCoVCoVC0k9lhZU27EdwgZLLsUaz5FByfQEpytkHCjMcq3UwgeKFu4O6uYOB+pxlwOuVx1OoeC4jNIqWk5kvK9UqDoYSMpdFbX2DO1hctc7auivwoFFuIErIUii4gYxmkTJ0ZRydpRBOnjaYbbjWDZsh/31NjzHf5XsXk7apxm4loTQrOVCxeqJg8kPA5nfIYMLpP0IKo8mFvMpoANUQtgPenHDKWS8Y2Ii+FhKFELYVCoVC0lUZaoUonXBuhlExVfGacaC7meAEZyyBtxWMuNuoLvl+2VjRwF0iO25GAdaBLqkxvllBKqg2/Ky9A1wQpS1d+VwpFB+lKISuRSHS6CYomHDt2bNPnUD5Zy6MJQV/KJGPrTJRdirWAQiPdMGFi6bc/WI3ZDjS0zh5D8tmcyzNpj7MVk9ccA2/JpCpE8GbV5M2qyRHL58mUx91m2DWVDpfSELX8vXdyR8Km7AaMl1xGJXN+Wg1RqxGqrkSt9tCK8Uuh2AmoOVj8aMX4peZeqyEpVgMmKy6lWkCx6pMwdfakrWWj49s1B5MS3vc0zlRMLjWJhm9gCckjCZ8nUh59XRgNvxaSe++c+zkIJY4XUHZDKn6ApWmkLJ39yu+q7ag5mKIZXSlkaZoK44wjmUxmw+9tGL8rn6zVsXSNO3IJcq5PspFuWInSDbO2vmilSMTAk7dXl/zJrMsPp11edkxeqpiUm4S5X3INLrkG+4xolfB+O6CJNtcVaHYKQ9ew6pFaDf+FeVErMg9NWZFRfCRqqVXArWQz45dCsZNQc7D4ocavrcXxAiYrUfGdYi1AALvSFuYqk5StnoMFEs7XogqEHzUpuNMgo4U8nvQ5lfRI7fCPrzSTFKs+JTeg6kuSZlSJelfaJFuPusonDOV31WbUGKZoRlcKWZVKpdNNUDTh3LlzGy6futAnqxHirlYHV6aRbji9IN1wvOySseZXj7xesDpsNNogpcEn0x6nUx5v1CvnTDapnHPT1/mPRZ1vaSGP1Y3hzQ60dyspX313UQloq4moNVnxuFVy50ziF0Zq5ZSo1XI2M34pFDsJNQeLHxsZv2aHr+BOFbaoRd2BH4RMOh4zjs9szafmh+sSObZqDuZKeN0xOFMxmVnFwP10vWJ0Nxu4r4Y3Z9Yekpu8gLPnXrIJnQEzShXMJw3ytoFl7HCVr4OoOZiiGV0pZCm6k0ZUFqAis9aIJgS7UiZZW19kOlrxPPK2gSB+D2VTwKmkz6MJnwtutJJ4tUmlw2Ko8V/LFt8pmzyQ2s9pX3CgA+1tNwtFrcbka6riMTbrkrT0OaGyUSExnzAwlKilUCgUinXQ8MYClD/WEkIpman6TFU8SjWfUi0kY2n0ZKyOpphVQnipHtleWcHA/aAZ8FTK454dbODu+pEnadkNCKQkZer0JA1C4MjutDJrVyi2AUrIUmwbssfuBlgUmdUMFa11O43qhnnXIGlGZaBnaj69WPihjKXQoQm4zw64zw646ml8v2xywdWRS3y0PASv2bt4bQruPfcRT93Zw5HdyR3hV2DqGj1JjZ6kiR9ISm7AjOMzVnJJWTppSyNlRqHwuYRaUVQoFArF8jSLwmosICoiSq7PZNmnWPMoVgNsXaM/Y3Z0HjUTCM5WTF5t4jXaQCC51wp4Ku1xcIcauFf9RuRVgATSpk5/xiJpalE0e8Lg/HU41JfsdFMVCsUa6EohyzC68ra2PXv37m3JeRZGZjVDRWstT8rSGbQ0Co5O0tGoVEKmyh4pM4rkWc6QtNMcrFc6nPAFLzgmbywzWbswXuHCeIW9GYunDuV5+I7stlxNM7N9636PoQt6kgY9SQM/lJTdgGI1YKzkkTS1ufTDjB0JWrmErjwe1kGrxi+FYjWEEAeALwOfBnYBN4GvA1+SUk6v8RzfAT6xwiFJKWW1yfvuA/4+8ENADhgBvgr8Iymls5ZrqzlY/Fjr+LUwCgtUJNZC3CCcK6RTdHxCKelNGtibWBzSbvsEro9bvuD7y1R/bqAjOZGIiuX0d2n15+WQUs6JVyU3QBOR39WejEVmgR3DwmrQ6lkfT1S/KJrRlbMN27Y73QRFE44cOdKS8zQis5qxWrRWg50ctSUQ9CTr6YYVHystKNYCxsouuYRB0ohHiehm7DYkfyrr8iNpl1cdk5ccg2IT/4dbJZev/WCcb743yWODeZ44mKcnuX2Gu0T/4Kbeb2hizgQ+CCUVL5jz1bJ1rR6tFf3rqa9Cpsz49nscaNX4pVCshBDibuAFYA/wB8AF4BTwN4BPCyGelFJOruOUX1pm+20200KIx4A/Bkzga8A14IeBXwaeEUI8I6WsrXZBNQeLHyuNX9shCqvw1jAjX/kqtbH1/OlvHQLQgXL9X6cwiT6gP7zG49thibrv9W+14SrLI6XE8ebTBg1dI2Pp7MsZZKyoymA+YSxbaVA96+OJ6hdFM7bPN7t14DhrWjRUtJk33niDEydObOk1VovWalB85+KOF7t0TaOcDhhKJOdWGQtVn7IbkLM3t8q41aQ0eDrt8WTK43xN5+xUyA0jddtxZTfkj69M8533p7l/b5on7+zhUG8i9oJN+fpF0gda80VC1wRZO6pqGNYneGU3YLrizU3wUvUqiDk7ErUylq7M4pfQjvFLoQB+g0jE+jkp5a81NgohfhX4BeBXgGfXejIp5d9fy3FCCB34P4AU8JNSyv9S364B/w/wmfr1/9Fq51JzsPix3PjVELHiHoUVJxFLET8Wzm3KboCpR3OaA3mTtL2+BTv1rI8nql8UzehKISsMd2bud9wpl7d+3WqlaK0Gs8NX1ix2dTtVJLahsT+fIF/zSZk6xZrHTNXH1AS5mBuF6wIeSATcO3uF0buO8JLdzw9GSywNng8lvD1a5u3RMvuyFk8O5TmxP4sV07TD0N2aL4KNsPq0pS8KuR8t+iAiv4iUpZE2dbL1iZ8yO41ox/il2NnUo7E+BXwI/PqS3V8E/grw00KIvyWlbPUf5CeAY8D3GiIWgJQyFEL8T0RC1rNCiH8spVwxP0nNweLHcuNXQ8SK88Jd4a1hJWIpbiNcEHnleAFWXbzqrRc4akSlr9dCQT3r44nqF0UzulLIUihWYi1iVyNFsTJyI7aTu1aTsQ1Sls5MVWfGiUxMJ8ouSVMnG2P/LIjC/A+aIUceHmDa8TjzYYFXrhWp+rd/obo56/K1d8b5xnuTnDqQ4+NDefpSZvsb3WGEECTNyCdrdzqq4FP2ogqIt4LILH5O1KpHamVt5aulUGwhn6y/fltKuWjwklLOCiHOEgldjwPPreWEQoj/DjgEuMAw8MfLpAc2spP+cOkOKeX7QoiLwFHgLuDKWq6tiDezw/PdGOd5zshXvtrpJihiQigllbrfleOH2PWo8qg6dyRc5ZMGiRhnFCgUitbRlUJW3NOGdiqWZXW6CWumkaLY7VFZxhJzUE0I+pImOVtnquIz42jMupF/VsYySFvx91HqTZr8xLHdfOpIH6/fmOXsSIFbJfe24xwv5LsfzPC9D2Y4tifFx4eiaodaDO5P6O0fmi1DwzI0eusVEMtewGw1YLzkkzBc0pZOytRJ240UxCiyKw7/X+1gO41fim3LPfXX5R48l4iErKOsUcgiMmpfyJgQ4vNSyq9t4NpH6/9WFLLi/ozYiTQbvxZGY8WNlTyx7D27eOA3l7N+2xihlMxUfaYqHrM1n4obkrYikWQr/57dHrBmFm9zQnjJMXmxYlKRy1/7qOXzVMrjTjOk0x85770rmPfcjf3ogy0/90LxquKFJAyNjB1VG8zYBj31yKtW2WGoZ308Uf2iaEZXClmp1O1eOYrOc+rUqU43Yc1kj93d1Dg+zuH3G+GIaF5i2NA09mQsepLGoio9FS/yz0qY8V/tsg2NJ4byPH4wx5VJh7MjBc7fKt+WdiiBd8cqvDtWYVfK5PGDOU4eyJG2Ohd5lBk63rFrQ1QBMa9Hk8NoEhlSqUdrGbqIzOJNnaSp1dMPo2itbk5B3E7jl2Lbkq+/FpbZ39jes4Zz/QHwT4E3gElgCPgLwN8C/m8hxJ+QUi6MvmrZta9fv84v/uIvNt33/PPPr95yRctZOH4tNXeP25ym8NYwF7+8NLN2nqFnP9fS65Vcn6mKT6EaRaLbukZ/2myLT+RCEasYCF5wDF5xTNxlBCyB5GN2wNNpl4EurkAYSjnnd1XxwrnKy3syVhR5lYyqL1tbEHmlnvXxRPWLohldKWS57u3RF4rOMzIywtDQUKebsWaaGcd3W4TWuHTpF8uvcli6xh25BD1uwITpMVv1mXV9Sm7kn2Xp8V95F0JweHeKw7tTTDseL44UePlakYp3e9rhZMXjGxcm+dbFKR4YyPDEUI6hnvabw9emRrH7Btp6zeXQhCBj62TseV+tihcyXnIJQknS0klbGilTJ2Mbc9Fa3ZaCuN3GL8XORkr5z5Zseg/4JSHER8CvAf+QJmmELbo2pVJp7vdkMlowcRyHM2fOADA4OMjQ0BCvvPLK3JwtnU5z4sQJLl26xK1bt+bef/LkSUqlEsPDw3PbDh8+zMDAwNz5AHp7ezl+/Djnz59nenp6bvvp06cZHR3l8uXLc9uOHTtGJpPh3Llzc9v27t3LkSNHeOONN+b8WCzL4tSpU4yMjHDt2rW5Yx966CEA3nzzzbltcb6nl19+Gc/zgCgSe+/5axT7c8weP8ANWQHgThIAfEh17v27MegXFpekg19fBkogOCSS3JQ1Zgjm20+CKiHXmZ+DD2DRKwyG69cAyKAxKBJck1VKzD+Hj4kU09Lnyld+j+UQe/qoPHAXeeAD6VCtt8lAcEQkGZcuEwsKcq50TxfDCoEATAiSknIhoHePiUgKAiAAzGmQBvjZ+TboZdBr4PYtaJcLZgm8DMgFUyprCgIbggVBb8YsCB+83uj3KVfw4pjJmyWDgOZzDV1ITuR9nujz6Heie3bz8/s1BwwnivCiru0IH8wi+CkIE/PHbsU90ZtCCph9/63562T7SPQPUr5+cc73U+gGmaHj1KZGcWfmPw+p/UcIQ0n15vzfs5vaRap3gMzUZWQQ9alMpzlc/zy9p8YIdU/qnjp2T4lEAk3r/OK1WMWzc9vx3HPPvRaG4cOPPvpop5uiWMKZM2c4ffp0p5uxYSbPvk7xnYuxK0u9GYZlhWNirRGMkkI99L7kBhSrPrauk03oHTeEX29YuxeEvPlRibMjBW4UV64mvy9r8cTByBy+Xb4Ls++/Rfau1ofotxoviEStshtQ9SUJYz5aK2XpZG29a6ogbvfxqxsZHh7GcZzXn3nmmUc63ZZWIIT4J8AvAr8opfzfm+z/V8Dngb8mpfzNDV4jAcwSLWTmpJSz9e3/Efgs8Fkp5X9q8r7/F/gTwI9LKb+53PnVHCyeNMavxjymE9HlK6ULrgV7zy6Gnv0c+QePbaodoZRMVTxmHJ9izcfxArL22iratZJRX/Ad3+J8UUcuI2DZQvJY0uOJpE9Wj+/3tY2mFi6OvJIkzaggTcbS5yOvEkZbC/OoZ308Uf0SL+Iy/+rKiCyFQrEVCPKJyFBz2vFJmh6lmr9tDOEXYuoaJwdzPHogy4fTVV68WuDt0RJBk2JbN2ddfv/8ON94b4KH78jyxME8+3J2+xsdQ0xdI69rcymIjfLXM46HEGIu/bAhajVM45URq0IFYZ90AAAgAElEQVTRlPfqr8utlhypv244NFhKWRVCzAK9QJpI1GrLtRXxoRPphBsVsY7+8uc3LV5FSIrVgMmKS6kWUKz5JEydPWmrrXOXa57Gd8smF9zlv4KlheTjKY/Hkh6JLntcLvW8mk8bjOYIPUmjHvHfZTeuUChajhKyFIp10lXphccPbOh+TGBXKLFqAZbr43gh435IwtRIGvE3hG8ghOBQX5JDfUn+VC3g3PUiL10tMOX4tx1b8yUvXi3y4tUiB3tsHhvM89C+zJZ4NGxHNBGtpDa8xWp+5Ks14/iMlV0ShlYXthqG8dGkNd0F0VoKRYtoGEh9SgihLaxcKITIAk8CFeCljV5ACHEPkYg1C0ws2PXH/z97bx4k6Xnf933e++17uufa+55d7C5IAMRBSYRIUQRAyrFkhT7iVKSK5PiK5LItR5W4LJcdskqRU4ldsmxFlO3EckqJWI6syHZsWaQgUhTAAyAJgMBisPfO3nP19Pl2v+eTP97u2d6Z7t3Z3Z7pY59P1RawPd1vP72/3fd9+vv+vt8f8AvAZ4hth52vOUIscC0Alx72vSXjzaN2XHXDmpnsi4jVDCJW6h5VN6TcDFCAyaSJsUPxCELARV/lj+oml/3etvsJNeIHkz4fSQQYY3RZbGdt1rzgrsD2duaVFK8kEsnDMJZCVjuPQTJctD27o0q3zKxRxxARiUf4THnACyNW6z4VN6DqBhSDaCBt+mou+0ivT1sanzya5xNHJji34vCNhQrzS5vD4QGullyulpb4d/PLPLMnw0f3Z9mXs7s88+FI7p27/5OGHEtXsXSVfALCSNDwQ+p+xGorMD5haKQMdX0SYqYVGD+s2Vqjfv6SDD9CiIuKonyJeDLhzxJnWbX5HHEH1a8LIertBxVFeaL12g86HjsMlIUQxc7jK4oyDfzL1m+/KIToVOz/CJgHPq4oyo8JIf5d6zUq8D+3nvMFsYU8CrkHGy6q8xc5hL0+wOZR2A6xqhdtK+GjEEYRq07AWiOeRugGETlb37HrTCTgA0/jj+oGN4Le7zmjRXw85fEhK2QEoke3RLtLu+aGOEEcot+eNtgWr3baNrgV5LV+OJF1kXRjLIUsiWQ7yJw8Ougl9J1arUY6nX7k4+wGam7AzarHmuPHOVqRoJAwSFvDKUz0QlUUnphO8cR0irWGz7euVXjjWoWqG256rhsIvnm1wjevVtibtfjogSzP7M6MxFTHnURTFdKWTtqKg6DdQOD4IauOz63Qi60FrW6tOzbEWNyS3VqSx4yfAb4O/IqiKJ8iFpc+CnyS2Nb3Cxue305j7fyH8gngC4qivEbcQVUEDgB/gng64beB/77zIEKIUFGUnybuzPptRVF+G7gKfAp4Dngd2BggLxkBvGKZ+sUF/GYr7D2Tus8retMvEcuameTDv/a5Rz5OLwSCciOg2IgnEda9kJShMpE2d+QGWyjgXVfja3WTpbD3fmCvEfJDSZ8TZsg4XOpEW7zyQhw/xNRU0qbGZMogY+tMtH7JTnaJRNIPxlLIajQag16CpAtvv/22DOobMvpZk7Slc9zSKTV8brUFrUZAqekzmTSGttPmXuQTBp85PsnLxwq8t1jnm1fLXFjtfn65UXH5nfeW+ffzKzy9O833HcixP2c91KbZuXF+JMLeHwZFUbANBdtQKWAQRrGo5fgRxYaPqigkO7K12qGvcbfW4Gyr8vwl2QlaXVnPAZ8ntvn9CeAW8I+Bzwkh1u71+hbfAb4IPAs8A2SJrYTvAv+auKtr03hnIcS3FEV5nrj76xUgQ2wn/DzwD4QQ956M0ULuwYaH6vxFAJaPzj7AYJe76XcXVj86re6F44WsOPGU5bIbYKgKUyljR4bSBALeaup8rW6wFvUWa44YIZ9IeeybjbC28i96iBFC4IcR9UaAs9bEaHVeFZLGXZ1X1oiIV/JaP5zIuki6MZZClkQiGRwTCYOcrbPq+CzWYkFrqe5jqAGFpDGSQd+aqvDU7jRP7U6zUvd583rcpVXzNndp+aHgzetV3rxeZTZt8vy+DM/uzZC25Om2G5qqtISqVrdWGNsQS42AxVqcrZU0tfWurXSrUyttaUNnSZBI+oEQ4hrw01t87qZv50KId4Gfesj3fh/4sw/zWsnwUJ2/iFcsA61cz9P7HvpYDypi9Wu64IPih7F1vdwMqDQDgkgwYelYO9Ah7Qn4dkPnNcegcg8B66QZ8PGUz34jjr/zRrgLywsEjSCk4YdofoStKuzL2aQtjXzCIJeQg10kEsn2Ir9ZSSSSvqMoClMpk3zCYKXus1RzKTUCblc9bF2hkDBGtrV8KmXwIycmeWWuwPtLdd64VuHsstM1S2ux5vH/fbDKfzy7yqmZFM/vy3JiOintcj1QFAVbV7DvytaKQ+PLjQABrU6tVraWqZE2424tGRovkUgkMV6xvD7I5VGshEBPEWu77YFbJRKCUjOg2OrCcvyItKmST+jb3sHbjOBbDYOvOwb1zZoyAAqCD1lxB9asft+IuaHGb91oavgRihJfj6dSJlrSoDBhs29XaiS77yUSyWgylkKWYRiDXoKkC/v37x/0EiQb2O6aaKrCbMZkMmWwXPNYqnmUmgE3Ky4JU6OQ0DFGtKtGUxU+tCvNh3alWWv4vHGtwpvXK5Sbm7u0IgHvLdZ5b7FOxtJ4bm+G5/ZlmUmbXY9tTsxu9/JHgjhbS1vPWfPCKM7faIas1H10VSVptH/dCY1Pm/23Icrzl0SyNeQebLC07YTA+oCaqc1O0i1Rfme+6+PbbQ/cKjUvYLUeUHHjLCxLV5lOGdt+U8OJ4OuOwTcbBs0eApaG4Gk74ONJn8keApY6Ai7coDWspelHREBCVymkDBJ662aSpeGlTbIjGiGxEXmtH05kXSTdGEshyzS7fzmUDJaDBw8OegmSDexUTXRVYXfWYiplsFTzWLJ0ys2A6xWXlKFRSBjoIzyqJ58w+PTxSV46VuDsssO3rlX4YLlO1GXvWnVDvnKpxFculTiYt3lhX5YP707f1YJvFXbt4OpHB1NTMTWVnK0TCYEbxMJWZ2h8op2v1bYhmrEN8VHzOeT5SyLZGnIPNlja3VidnVjTysPVZOELX9z02PP/5p8+9Nr6hRdGrNQ9Km67W1eQT2x/DlM1VHi9ofNGw8DrIWDpCJ5PBHws6TOh3bsDSx9SIavdDd0IQsJIkDA0cgmDhK6SsrT1m0XtGRMPJ5MOJ/JaP5zIuki6MZZCluM4g16CpAtvvPEGL7zwwqCXIelgp2tiaCp7czbTKZPFmsdKXWet4XOt4pIxVSYSOxPIul1oqsKp2RSnZlNU3IDv3qjy5vUKSzW/6/MX1posrDX53TPLPLkrxXN7sxybSuBcfZ/0wdM7vPrRQlWUlmilrYfGN1qh8e0vNm1RK7FuQ7yTsfWgf8/k+Usi2RpyDzY4Oruxkgf3rv//edFgTkk88PE22gqtmcmHX1wfiISg6ASUGj4VN6Dhh2QsneQ2DwKphAp/7Bi82dAJ6P4+liL4aMLnB5I+6S3qad4EmKU+LvQRiCJBM4xoeBF+FGHp8Y2ghKmSNuNO56R5R7waV+S1fjiRdZF0YyyFLCFG24M+rnjeON2zGQ8GVRNTV9k/YTOdNlmsuqzUfUqNgGtll4ypkU/oI593lLV0fuhInk8cnuBqyeXN6xXevlXFDTafn/xI8NbNGm/drJGzNU4nFX6g4DGbkZ0NWyW2Ieqkrfj3fhjh+BGOF7Ja99FUhWRHx1aq1amVNreWryXPXxLJ1pB7sMHRrRsLIOia4tib9qTCjQzOTiiourGlvOYGVNwA29CYSZmo27hXWAsVvlY3+G5TJ+wh4CQUwfcnfb4/4ZN40IawAScrCCFoBvFNIDcQWLpC0lSxDWP9xk/S0FAHNC14EMhr/XAi6yLpxlgKWRKJZDSwdZWD+QQzaZPbVS+eONTwuVp2yVoaE/boC1qKonAwb3Mwb/NjJ6f43u0a375e5WKxu6eg3Az5etPk6398lX05i2f3ZnhmT4aUOfrZEzuJoankWjbEzmmI5WbAYi3C1FQSpkpC7+jY6hC2HqeNu0QiGS86u7Eehl6TCnd6EiGAG3TYCJtxP9Rk0sTYxjiClUDha47B202dqIeAlVYjPpYIeCHhY41Q1KcQAi+MrYPNIMRQ42thPhFPCE63ciblNVAikQw7YylkqeoIXVEeI1KpR5ucI+k/w1KThKFxuJBgNh1bDlcdn9KYCVoQd6I9ty/Lc/uyrNR9vn29wnduVCk1g67Pv152uV52+ffzK5ycSfHs3gwnp1MjnSc2CDZOQ+zM1yo6Pl7oYet3urXu5IDorTvS6tD8W5FIhh25BxsMnbbCjdhbsIO1u7DuNaVwJwmFoFj3WWv4VNwQNwjJ2jrJbQwUXwwU/qhu8q6rIXr8mWXViB9M+jyXCDAe8VKsdL/0bwt+KHD8kIYfoqkqth5PHOy03evy36681g8psi6SboylkJVIPHgOgGT7eeaZZwa9BMkGhq0mSfPxELQAplIGnzkxySvHC1wqNvj29Srv3q7hhZstIJGAM4t1zizWSegqH9qd5iN7Mhwu2PKu6UOwMV8rEq1gWz9iuebhR4KEoWLrcSaIravkDjzBUs0jZWrbnscikYwycg82GHrZCgEO98jHup941WZnpxQKys2AouNTbobUvYCEoTGbNrftvHvLV/mqY/D+PQSsCTXiEymfZ+wAvU/LMCr9OU4vNk0cNFQmU+b6MJS0qWGO6OTo7WLY9sWSGFkXSTfGUshyXXfQS5B04fz588zNzQ16GZIOhrUmbUFrJm2yWPUoOj6lps/VcpOcpZMbI0FLVRSOTSY5Npnks6eneXexxpuXl7lUEV1TTRpBxBvXKrxxrcKErfP0nljU2p21dnzt44KqKKRalkLWg+PjiU2L1YAwEuSai6iFfXfC4zu+CCSksCWRrCP3YIOlm63wlnDZrWy+RmxVxPrwr32ub+u7Fw0/ZMXxqTbjHCwVhamUia4qBNdvIer9HSRwU0vwNXuGs2au53MmQ5cXm0t8yFtDWwUBdB/f8uCII9Mol5b7dLSYKIqtg24YEYYC01BJ6SqWpmK3Jvqara7uZuuX5A7Dui9+3JF1kXRjLIWsINjBXl3JlllcXJQnoSFj2GuSMjWOTCaYzdwRtNYasaCVbQlaozzlcCOmrvLs3izH3cuEz57iuzeqfPtGleV6921zqRnw1UslvnqpxK6MyUf2ZHhmT5qJhLHDKx8v4uD4WKiC1l3tK2WawR4qzYAoElgdwfHJVsZW+5fs2JI8zsg92M5zL1shQImQ3RseK78zPzSdWEEUUXSClo0wwA8EOVvHNuJuobaIZZw42pf3u+6rfKVucNbr/TVoRov4oZTHk1aIqhSAQl/euxOvAIaRfeTjCCFwg3buVYRlKKR1DdtQ40m9remDyjZOHDQLvcXAUWLY98WPK7Iukm6MpZAlkUjGi26CVrnpc7XkkrVUJmxj7HKjJhIGP3yswCeP5rlWdvnOjSrv3KpS96Kuz79d9fiPZ1f5vbOrHC7YPLMnw4d2pWVIfB9oi6XT6XiKZBAKGkFIw4/WhS3bVEm0vji0O7baAfIJQ5UWUIlEsm3cy1bYjfI785z7/K92/VlbvNqJYHeBoNwIKDZ8Ks2QuheSMlTyaf2umwFtEUvNZTHmDj/0+11Za/Dl82ucW+vd2bUna/LSsQKnZ1Pbft72Lr2D9dxTD/36ph9R9QJqboipqWQsjRlLI2vr5BPGWHWvSyQSyUakkCWRSEaGTkFrqdayHDYCrlVc0obKRELHGLO8B0VRODBhc2Ainnp4bsXhrZtV3rtdx482mw8FcKnY5FKxyf97ZpnjU0me3pPm9Ex6/e625NHQNYWMppNpOXU6ha1yR8eWrd8dHt8O1U3KiVASiWQb2Oq0woUvfHHTYztpIQRwvDs2wrIbYKgKUylj/cZBNyvhw4pYl4oNvny+yIXV7tOCAfbnLF46VuDkTHKoO2r9MKLmhVTdEAFkLI19OZuMrZFPGEwkdJl7JZFIHgvGUshKJpODXoKkC88///yglyDZwKjWJNXK0NrVErRWHZ9SM+B6xSVlaCO/kUsdONX1cU1VODmT4uRMCjeIeG+xzndvVDm/4nTN04oEfLDs8MGyg64uc3ImydO7M5ycSY6d4Lfd9KoJdBe2mi1ha9kNCCKBvUHYSpp32xHlXXPJuCD3YMPHMWzg3uHuOxXmHoQRK45PuRlQacbnxwlLx+q40dLNSqjmHsyCJ4TgYkvAulTsnQR1cMLmpbk8J6Z2XsC613Wlk0iIdfHKDyJSlsZM2iRtaUzYBvmETlJ2X/eFUd0XjzuyLpJujKWQFUXdrTeSwVKr1bAsGUg9TIx6TRKGxsF8gtmMFQta9XhzfLPskmgJWpY+eoJN5Dqo+r3zJixd5dm9GZ7dm6HqBrxzq8Z3b1S5Vu4etBxEgndv13n3dh1LUzg1m+KZPRnmppJjlTO2XWylJm10TSGt6aRb/7Ta4fHNIGS5FuBHAltXW+JW/Ctl6qTMWOBKm5oUGiUji9yDDR9NIpx3zva0Ex7/ez+77VZCgWCtEU8jrLoBjheRMlXyCX2TgPQoVkIhBBdWYwHr8lpvAetw3ubluQLHJhMD68C613VFCEEjiKi6IY4fxtNzbY20aTGRiK2DGUsb6u6xUWTU98XjiqyLpBtjKWQ1m3IGxzAyPz/Piy++OOhlSDoYl5rYusqBCZvZtMly3WO5plNuBtyqulhabDlMGKNzt7KxeIXMka3nZmQsnRcPTfDioQmWax5v36rx9q0qS7XuIfFuKHjrZo23btZI6CpP7krx4V1pjklRqycPWpNONobHh5GgGcShvGtOgBtGmK2JUomWwJXYECBvj6AgK3k8kXuwnaM6fxGvWL7v867j4XexE0JsKdxuEavuhXHn9MVr1EtVdEUlb6qoqsK9RgM8iIglhOD8SoMvXyhy5R4C1rHJBC8dK3B0MvEAn2B76HZd8cJYvKq6AZoa515NpQyylk4+aTAhc6+2lXHZF48bsi6SboylkCWRSB5PLF1lX85mJm2yXPNZqXtUmgFLdR9dCZhI6GM/UW46bfLyXIGXjuW5VfV451aNt29WKTa6f11oBBFvXq/y5vWqFLV2CE1V1gUqiG0jbkvYKjcDFmsRhqasd2u1LYmddkQZIC+RSNoh78B9g9672Qn7PZXQWbhBUK2v/z6IBOVmgOPFQe6REOSePL6lTumtWgmFEJxbcfjy+TUWSr0FrLmpBC8fK3C4MHgBayNh1LYOBgQRpC2N3VmLjKWTb3VfjWJ3uUQikWwnUsiSSCRjh6mp7M1ZzKQNVhyflZpH2Q0oNgKKjiCX0MmY492SrygKe7IWe7IWnzle4FrZ5e2bVd65VaPihl1fI0WtwaAqCglDI2Fo5BOtUeqhoOlH650MoJAwFCw97s6SOVsSiaRN9snjXR+/VybWdtgJg2qd7JPHiYSg1IxthJVmQMMPSbfs09pE7pEmD7YRQnB22eHLF4pcLXW31AOcmE7y0rE8h/LDJWAJESdbLlY96n5EylTW7YITCYNC0pBThyUSieQejKWQJT20w8mxY8cGvQTJBsa9JoamsjtjMZMyWXV8Vuo+pUaco7XmBORsnaw9fBPkrKl9fT1e5+TDP3lyisvFJm/frPLuYo261z3PZqOodXo2xYd2pTk+lUTXhuvPayfod03uhaIo2LrSshPGl2k/jGgEUTxuvdk9ZytpaiRblsSktCNKBoTcg+0M1fmL931OLxELeGgRa2PX1UZqXkD91GmKjseqE5A0VPYmjb7dDGkLWF86X+yZCQnwxHSSl+cKHJiw+/K+/aLTOphI7SJhqEynDXKt0PZcQh+6PcnjxLjvi0cVWRdJN8ZSyNL1sfxYI8+uXbsGvQTJBh6XmmiqwkzaZCplUGoELNU8ys2AUtOnVPLJWjq5IcqdMLOT23ZsVVE4Opng6GSCHz89zcVig+/dqvHefUStb9+o8u0bVSxd4eR0LGo9MZ3EfEzEku2syVYwNBVDU8l2BMhvzNkyNHVdAOu0I8biVpy7NSx/xyXji9yD7QxtW2EvS2H5nfmeIpY182Dns43iVbcOMC+MWKl7VDEprzWIhGBX2sQ2+nON2KqAdXI6yUtDJmDdbR0UZCydPVmbtJWikDDIJ0d70vI48bjsi0cNWRdJN8Zyt1Gv975TJBkcr732mgzqGzIet5qoikIhGd/1rLghSzWPUiOg1PBZKLlkzDgYftAT46qX3nnoYPEHQVMVjk8lOT6V5D/foqjlBqIVJl9DVxVOTCf50K40p2aSIxWo/6DsVE22SrecLS+Ixa07dsQ4N64talltO6KhkjTiri2ZuyLpN3IPtv10dmMlD+6962f3shPCw+VitS2DbcxCjszJo0As0izWPBarHkXHo+aF5E2NbJ8m6m1VwDo1k+SlYwX2D4mAtT51sBlS9yOSLetg2tLIt6yDb73xDU4+RnuwUeBx2xePCrIukm6MpZAlkUgk90JRFHJ23IVVcwOWaj5rDZ+yG3Cj7GIbKjl7tCYdPiq9RK13b9dw/O6iVhAJzizWObNYR1Pg2FSSD82mODWbImPJy8tOoioKtqG0uh/u2BHdILYkrtQDvFCsT0e09ThvqzNrK2nIri2JZBS4VzdWLxHLmpnkw7/2uUd638mPfeSu3685PjerLkXHp+j4pAyN/Tm7L+cQIQRnVxy+fP7eGVinZ1O8dCzPvtxwCFj+unUwRFUVspbGVNogZ+sUEgbZIer+lkgkklFGftOQSCSPNWlLJ23pNHyTlbrPquNTbU061BSfCVsnNebB8BvpJmq9d7vGe4t1qj2C4kMBZ5cdzi47KO8tczBvc3o2xZOzKaZS5g5/AgncsSOmW3bEzumI1WbIcuDHeVyGgqV1dG0ZGkmzo2tLUx6rv/8SyajQrRurVyfWw04ndBZubHqs4YfcKLvr2ZMg2JWx+pLL9yAC1svHCuzNDT6TLRICxwupuCFeEJG2NHZlzfWpg4WE8djY8CUSiWSnGEshS9Meny6KUSKfzw96CZINyJrcIWFo7J/Q2JUxWXF8VuselWZIqRGwusPB8Fpya2PHd4JOUevHTwsW1pq82xK11hpB19cI4MpakytrTf7DB6vMpk2enE1xejbFvpw1kqLIMNXkYemcjkhrgJcfRutZW3d1bekqlqFgaxq2oa7nbaVa4pacYinphdyDbS+9Qt7L78xz7vO/uulxa2aS5F/50w8d7t62FZqFHGEkuF31WKp5rDoedS+kkDT6MgVYCMG5ldhCOCoCVjOIqLoBdS/E1FQytkbGtMi3cq/S9/lzkXuw4UPWZDiRdZF0YyyFLNsejvZiyd2cPn160EuQbEDWZDOdkw5LjYClukelGVBu+lwt+aRNnZytbWuOVnLXo48m3w5UReFwIcHhQoIfPTnFjYrLu7frvHu7xnLd7/m6xZrHYs3j1Ytr5GyNUzNpnpxNcWQyMTKCyLDW5FFpd21lunRt1d2Q1cAHAZYRZ21Z7TB5I7YitsPkE4YqJ21JALkH2y6q8xfximWArrbChS98cdNrHsVOeHfAu8A/eID5pRprTkCx4ZMy+2MjFEJwfqXBl84XWSg1ez5vWCyE7eD2SjMgArKWzt5cbBmcTBhMJLZuHZR7sOFD1mQ4kXWRdGMshaxms/eFUDI4zpw5I09EQ4asSW80VWEyZVBIxsHwK3WPNSeg7AZcr7gk9O3L0XJuXx564URRFPblbPblbD5zvMBSzed7t2ucWaxzo9L7bnq5GfKNq2W+cbWMraucmE5ycibFyekkSXN4OzlGoSb94K6urRZB2DEhsRHiBhG6qmDpKgldxdTjDq5EK2erLWzZujqS3XeSR0PuwbaHdi4WgJ5JbbIVdrMUtu2E10ST/cqDCUDtTiw3iLilWNRXHJbrPiqwO2M98qAIIQQXVmMB68pa778zp2ZSvDw3WAFrPbjdDal7ESkz3h9kLZ2JRLxPeJi9gNyDDR+yJsOJrIukG2MpZIVh9wwXyWBZW1sb9BIkG5A1uT+dwfBOJryTo+UGLNd9FHxyidhC0K+OlNCp9OU4O4WiKMxmTF7OFHh5rsBaw18Pgb9UbBCJ7q9rBhHv3Krxzq0aqgKH8jYnZ1Kcmkkxkx6uXK1Rq0k/0TWFtKaRtuIvakIIvA5xq9wM8CKB1bYktoLkbUNdD5BvC1wyJ2b8kXuw/tNpJ+ycHtim/M78pseO/72fXbcT1ug+sGMjnV1YkYDluodz+hQrdZ9G1WUyafRlkMfF1dhCeKk43AJWEAqqXkDVDVGUVnB7ymDCjsWrrK0/0nVf7sGGD1mT4UTWRdKNsRSyJBKJZDtImhoHzDjEddXxKdZ9ys2AcjOg6PhkrXhjOyp2ue0inzB48dAELx6awPFC5pcdzizWOLvs4IXdVa1IwKVik0vFOFdrOmWsi1qH8v2ZgiXpD4qitMSqO6JU25LoBhF1L6ToBERCYOlqbEvU4iB5W4+FrUQ7TN5Qt9WmK5GMKp1WQuhuJ2zTzVa41Uysuy2EkH1yjkozZM3xqCkWpVKTjKn3xUZ4qdjgS+eKXCw2ej7n5EySV+YKAxOwhBA4fkSlGdAMI9Kmxkw6Dm4vJGVwu0QikQwLUsiSSCSSB8Rs5WjNpuMcrZWWoFVp+lwrN0kaGjlb78sEp1EnaWo8uzfDs3sz+GHE+ZUGZ5bqvL9Yp+b17txYrvssXy7xtcslEobKiakkT8ykeGI6SWqILYiPK10tidEdcavcDHCDaF0Es3UNU1OwW9lbiQ5LogyTl0juthJCdzthm422Qmtmckvv0Rax2l1ezbaNcG4/y3UfTYG9yUcXbq6sNfj9c0UurPYWsJ6YTvLyXIEDE4MRsPwwouKGVN0AQ42D22dNi3xLvMpYj9f0YolEIhl2xlLIStgeVqMAACAASURBVKW637GSDJYXX3xx0EuQbEDW5NFQFYVC0qCQNKi1rIalRtyhtVjz0BTI2TqpB7QdZo48tY2rHhyGpnJqNsWp2RTRk4JrJZf3l+q8v1TndtXr+bqGH/H2rRpv36qhAAcmbE7OJHliOsWerLkjXy7GtSbbia4q6KZ2l/DohxFuIHDDiHIzZKkWoaqtDi/t7jD5trhl61LcGiXkHuzRuZ+VsJNutsJ2Nlabk0qy62vbIpY2kaW6d19rGmFsI5xKGqQf0UZ4tdTk988VObfi9HzO8am4A+tgfucFrEgIHC+i4gZ4QUTa1tmTtclYGoWkQT6hb2vHqNyDDR+yJsOJrIukG2MpZAVB95HwksFy+/Ztdu3aNehlSDqQNekfaUsnbel4QcSK47Na96i6IeVm3LGVtXWy1tamHXqVVczs1u6ojyqqonAwb3Mwb/MjJyYpOv66qHVptUEPByICWCg1WSg1+U/nimQtjSdaYfHHppLb1gX3ONRkJ4inJEKaO3lbfkfn1poTi1yaqmDrCqamYbdsjBvFLclwIvdgj067G6uXlbCTrdgK10RAXrl7y+8s3ACg3PSpF2ZZXW1QasYW+QMT9iNlP10vN/nSuSLzy70FrLnJBK8cL3Aon3jo93lY/JaQXnUDLD3uvsqYFvmEwWTK2LGuX7kHGz5kTYYTWRdJN8ZSyHLd3hOzJIPjwoUL8iQ0ZMia9B9TV9mTbdkOmwGrdZ9KK0fresXF1trTDntPdHNXrj92okkheSdXq+lHnF1xeH+pzgdLdRy/d1BxxQ1541qFN65V0FQ4nE9wYjrJE9NJZtP969Z6HGuyEyiKgqkpmJpKxoofE0Lgh4JmGItbxR7ilulHeCE7/y1Yck/kHqx/9LISdrIVW+FtPPKtLX/bTuiFguahg9QwWSs10RSFvVkL8xE6kG5WXL50vsiZxXrP5xybTPDKXIHDhZ39pxt3X4WU3RC/1X21L2eTsTUmkwb5hLHjWYxyDzZ8yJoMJ7Iukm6MpZAlkUgkg0ZTFSaTBpNJg7oXstqadljzAlYbAcIRZC2djKXJIPMN2IbKU7vTPLU7TSQEV0tN5pccPliuc7PS24IYRnBhtcGF1Qb/4YNVJmydE9NJTkwnmZtMYhuyi2cUUBQFU1fiXJ57iFv5ICISch8jGS86bYUPw0ZbYSfOwg28Sg3v8GHWGj5VxcTdtY+pxKN1Id2uunz5fJHv3e4tYB0p2LwyN8nRyZ0VsLwwotLRfZWzNTKWxUQivj7LzEWJRCIZTeQGUCKRSLaZVCsnaHfWpOgErDo+Vbc17bAUkDZVsjIcviuqonAon+BQPsGPnJik3Az4YKnO/LLD+ZXeUxABSs2Ab12r8K1rFVQFDuVtTkynODGdZE9mZ7K1JP2hm7jlNAe7JolkO9iqrbD8zvwDTisUlFcrNA8dpKJYVOaOkrM0ZhL6Q9sIl2oeXz5f5J1bNXqdiQ/mbT4zV+DoZGLHzrl3dV+FERkr7r7K2jqTSYOJhC5vIEkkEsmIM5ZClm0PZuKJ5N6cPLm1UdCSnUPWZGcxNJXZjMlM2qDihqzUPUqNgKobsljzUIGsrZOYPTTopQ4tOVvnowdyfPRAjiAUXCo2mF+u88GSw4rj93xdJOBSscmlYpPfO7tKxtKYm0pyfCrJ8akEmfuEGsuaSCRbQ+7B+sP9bIULX/jiJlthL2ZCnWt1l1Ldo1b10OeeYF/KeOgg85W6x5cvrPHWjWpPAWt/zuLTxyc5PrVzAlbn5EFTU8naGlmrlX2VNEgOWfeV3IMNH7Imw4msi6QbfROyFEXZB3we+AwwCdwCfhf4nBBi7SGP+XHgK4AK/KIQ4u9u5XWqKrsahpF0Oj3oJUg2IGsyGBRFIWfr5GydZhBRdHzWHJ9yM6DqBZRclYTwZJfWfdA1hePTSY5PJ/lTp+IvV2eXHT5Ydri42sCPendrVd2Q796o8t0bVQD2ZM2WqJXkUN7e9AVPtbpP/ZJIJHcj92DbT/md+a4i1sZ8rCCKuH32KuVqHafuEYSxpT2XtR7qfYuOzx9cKPKdG1V6nV73Zi0+fbzAE9PJHRGwhBDUu0wezA4w+2qryD3Y8CFrMpzIuki60RchS1GUo8DXgRng3wIfAC8AfwP4jKIoHxNCbO220Z1jZoB/BTjAA/3tdZzeU1Ikg+PNN9+U41OHDFmTwWO3wuF3ZUzKjYBiw+fW/AcEu0+zWPPQFMhaOmlLe6QpUo8DUymTqZTJxw5N4IcRl4pNzi7XObvssFTv3a0FcLPicbPi8dVLJQxV4chkYr1bazZtUr/6PpkjT+3QJ5FIRhe5B9t+ulkKrZnJjnwsQakRsHT+KrW1GomPz2HcDMhbGtpE7oHfr9TwefXiGm9eq/ScKLs7Y/LK8QKnZ1I7ImAFoaDiBlTcAEONu68yWYt8cnSyr+QebPiQNRlOZF0k3ehXR9b/Rixi/XUhxD9pP6goyj8Cfg74ReCvPuAx/zGQA36p9XqJRCIZW1RFIZ80yCcNbgFzU0mKjkfVDam4AasNn7ShkZFdWlvC0NT1oHeIOwnOrjicXXa4sOLg3iNby48EZ5fj5wJkLY1DlslJs8LcVJKcPZaufMmQ8Kgd7oqipIAfB/4z4CPAfiACzgK/BfwTIcSmqQmKovT+RwHfEkJ83wN+FMk20K0by5qZ5MO/9jkAGn7IrXNXqa1WqPsh+vGjAEy9+OwDv1elGfCHF9f45rUyYY/hsbNpk1fmCjy5K7XtN1uEEDT8uPuqEURkTI3dWYuspTOZiruv9CHtvpJIJBJJf3nk3XirG+sV4Arwqxt+/PeBvwz8pKIo/50Qovc4k7uP+aeAnwZ+sh9rlEgkklFjb85idzbu0lp1fErNgNqGLK20KScebpVC0uD7D+T4/gM5giiehHhu2eHcisP1stsz5wWg4oZ8zzX43veWAJhJG8xNJpmbSnKkYJMwhv/Ov2Q06FOH+w8CvwkUieMZfhfIAz8G/K/AZxVF+ZQQoltc/gLwG10ev/7gn0byIFTnL+IVy/d9XrdurIN/9c8TRBGrjs/qhWvUi1WCo4fJWTqJqQmaVB5oLTU34CuXSnx9oUzQw0M4nTJ4ea7AU7vT2y5ghVHcfVV1w5Y1X2MmbVFIxuHt6ftkHEokEolk/OjHmf+Trf9+SQhx1/0aIURVUZTXiYWu7wNevd/BFEWZAf458LtCiN9UFOWnHnRBui4vaMPI7OzsoJcg2YCsyXDSrktnl1bDDyk6AaWG39rQB6w6ASlDJWNrJHRVTuHbIrqqcKSQ4EghwWdOTFL3Qs6vxKLWuZUG5WZwz9cv1XyWamVeXyijKrA/Z3NsKsHcZIIDE5vztSSSB6AfHe63gZ8A/p/OzitFUX4e+CrwA8DPAv+wy2uvCCH+x0dYv9yDPSTtaYVAz4mF3bqxzJlJxPFjXC01qTQD6ssVUqePUZjOYx0/AkC4fG1La3C8kK9eWuP1hXLPibCFpM7Lxwo8syez7TdSGn5IxQ2pexEpU2Umba5PHswn9JE/18o92PAhazKcyLpIutGP3caJ1n/P9fj5eWIh6zhbELKIRSyVB7cirrOwsMDP/dzPdf3ZV77ylYc9rOQRmZubG/QSJBuQNRlOutUlYWjszWlxl1YzYM0JKDd9qm7IqhMQRSLOCDF1dE0KWg9CytR4ek+Gp/dkEEKwVPfXu7UuFRs9v9BBPA1xodRkodTk1Qtr6KrCobzNsckExyaT7MtZsmtOsiX61eEuhHgbeLvL41VFUf4h8H8BP0R3IeuRsayHCxJ/nKnOX1z//+yTx3s+r1s3VvIn/jQ3yi5lN8C4vchEQse29HURC8Ce3n/P92/4IX98ucQfXynTDLp7CCdsnZeO5XluX3Zbz2mRELGlvhkgiLuPp1MGE63JgxlLG5ubNnIPNnzImgwnsi6SbvRDyGqnRvbqh24/PnG/AymK8heIW9//CyHE4sMuKIoiarXa+u8TiQQAjUaD1157DYD9+/dz8OBB3njjDTwvvmGZSqV45plnOH/+PIuLd97++eefp1arMT8/v/7YsWPH2LVr1/rxAPL5PKdPn+bMmTOsrd2JsXjxxRe5ffs2Fy5cWH/s5MmTpNNp3nzzzfXHZmdnmZub46233qJej/eopmnywgsvsLCwwLVrd+6oPf300wC8/fadvar8TPIzyc/0eHymKx+8t/6ZDN3g6JEnWbt9g+jWEo32k6ePYhsKzZt3jmlOzGIVdlFbOIMI464j1UyQ2nec5vI1/Gpx/bmpA6eIXIfG4pX1x6ypfZjZSaqX3ll/TEtmSe46jHP7MqFzx76SOfIUXmUVd+WOIykxewjVSlK/+v76Y0amgD29n/r1c0RevHpF00kfPI1bvI1XuvPnnNwbb2ScG+e39TNlkll+8PBhnk2s4RVqXG+oXK5rLERZrq016REVA0AQCS6sNriw2gCKmKrgYCLkUBpOHztMISgSlJd2/DONY51MO3nPWowgfe1w70F76kGvtsOJ1l5sF/H+7TtCiG8+yBs0Go37P0lyF+1urHt1Yi184YuburGUqQKlAwcJ3IAJS0cNPYyTx1Bz2bueV79+jtS+zQKZG0S8fqXEVy+XaPjd/zVlLY1PHSvwwr7stt4k8YKIshtQ80IShspkyiBr6xRaApY5htmQb731Fs8888yglyHpQNZkOJF1kXRDEeJeySBbOICi/DPgLwF/SQjxL7r8/BeBvwP8HSHEL93jOIeA7wH/SQjx5zoe/yngXwK/KIT4u/dbz6uvvvqdKIo+8txzzz3gJ5FsN6+99pqcODFkyJoMJw9aF9G6g73W8Ck1Ytth1Q1xg4i0qZGxdGxj/L4E7CTVS++QOfIUTT/iUrHB+VWH8ysNFmubMrPvSdJQOVJIcHQytjbuyphyGuVD4ixeIfL983/y05/q3cIyQiiK8r8APw/8vBBiU7eUoij/lNgS+DNCiF97yPf4PeIQ+b8qhPj1DT/rtSF8B/hJIcS79zv+q6+++p2FhYWP/Mqv/ErXn8uu+M20s7Eq753r2o1Vfmeec5/f2KAX4//lnyL5oeOkTY3wxm1E3cE4cRTrubsnrLbPX+uvCyO+vlDmK5dK1L2w67HTpsYPH83zfQey22bhE0JQ92IByw8jMrZO1tKZsOPw9pytj/X5Ue7Bhg9Zk+FE1mW4mJ+fp9FofPdTn/rUg08R6SP96Mhqd1z1mufbfrx0n+P8H0AD+Jk+rEkikUgeGxRFIWvrZG2dvTnBWsNnzQmoNOO724t1DwXIWNJ6+KjYhsqp2RSnZuPOiXIz4MKqw4WVuAurdJ98LcePeG+xznuLcUedFLYkHfStw70biqL8NWIR623iPddG/hHwb4ijIprAE8D/APwZ4A8VRXlaCHFjK+8lu+If/DMVduXJAvPCIXjnHO6v/w5i6U6n4iam8uRfOQW02uyWwdh/FC8PXqtzsd1JCbGYFUTwVsXk9TWbittdwEqogh+Y9Hk+75POJTC0ib53h5ozh6jfuoTqxn9PskD26FMYzRKrVxa4TRz0Nox16vffvddee23sPtOo1+m1114bu880DnUCxu4zjWqdbNtGVQd/g7wfHVl/kTjX6p8JIf5Kl5//PnEr/EtCiJ6t8IqilOgthnXyb4UQP97rh6+++up3hBAfefbZgQqEki688cYbvPDCC4NehqQDWZPhpF91afgha42AtYZPrZU5UvdDLE0la2kkTU2KJluktnCG9MHT93yOEIJVJ+DiqrNuL6z16HboRdJQOVxIcLSQ4Mhkgt1S2OrJGHZk9aXDvcexPwv8a2AZ+JgQ4tIDvPa3gT8N/LIQonsAaQu5B3swVl//7rqlMHlw7/rj3/tv//4mG2EnymSB9E9+FuNU/Fc/uH6rZzcWQPnKGT5Q9/EHF9Z6iu22rvLxwxP84KGJbevgbfghlWaIE4SkTS2+AWPpTKUM8gnjscsTlHuw4UPWZDiRdRkuxqkjq90n/oqiKGpnroOiKBngY4AD3C9j4f8Ekl0enwM+TnwH8TvAW/dbUDLZ7TCSQSNPQMOHrMlw0q+6JAyNhKGxO2NSdUOKDZ9yI6DqBVSaISuOT9LQyFgatpx6eE/uJ2JB3Bk3lTKYSuX46IEcQggWax4XW6LWxdUGjR5Bym0cP+LMYp0zrY6thK5yqGCvT1ncm5Xh8WNMvzrc70JRlB8HvggsAZ98EBGrxReIhayPb+XJcg92f9p2wjadIla3yYSdpP/Gf4N5+sRdj7VFrI3ZWJEQfPdGlS9fSVF0lrsez9IUXjw0wcePTJA0tIf5OPdkY3h7ztaZTpvkk3orvP3xnXIp92DDh6zJcCLrIunGI189hBAXFUX5EnHX1c8C/6Tjx58DUsCvd07YURTlidZrP+g4zl/vdvxWRtbHgf+wlYwsYL1lTjJcLCwscPDgwUEvQ9KBrMlw0u+6dFoPg5yg1PApNlrWQzcWtKIoth6mLQ1zxEeabwdu8TZWYdcDvUZRFHZlLHZlLD52aIJICG5WXC6uNrhUbHCp2Ow5IaxNI4iYX3KYX3IAMDSFQxM2h1vC1oEJa+RH0EvWOdv6b68Os/bYpl5TojehKMqfBf5vYqfWDwshzt/nJd1oKyDdk8g3IPdg96ediQVsCnjvNpkQ4mD39E/c6cLqhjF3GIjFo+/dqvGl80WW637356oKP3AoxyeP5EmZ/Rew/DCi3LK3W3pHeHuyFd4uz1tyDzaEyJoMJ7Iukm706zbIzwBfB35FUZRPAfPAR4kn8JwDfmHD89umy225rez73S/aksFy7do1eRIaMmRNhpPtrIuuKkylTKZSJg0/pNQIWGsE1Lw4IP5mxUNXIW3qpC0NXXb/AOCVFh9YyNqIqijsy9nsy9l84kieSAhuVTwuFhvr4tb9hC0/FJxfbXB+NZ4Mp6lwIBcLW4fyNofyNolt6KqQ7Aj96nBvv+a/Av4VcIOH68Rq832t/27p9XIPtnU2hrsX33p/82TCyQL5X/rbWzqeEIIzi3V+/3yR29XugqKmwvcfyPHJo3myfe6GEkLg+LGA5QVxePverM1E4vEIb39Q5B5s+JA1GU5kXSTd6MsVrNWV9RzweeIg0T8B3AL+MfA5IcTavV4vkUgkkp2nbT3clTGpe3GeVqnhU/PCeApi2cfSVDKWRkrmafUdVVHYm7PYm7P4+OGJDcKWw+W1Jg3/3sJWGMHltSaX15pAfHdoNmNyOG9zOJ/gUMEmnzB24NNIHpV+dbi3Hv+viQPdF4hFrIV7vbeiKB8G5oUQfpfHf7H12998mM8luT+REJSaAZe7dGOlf/KzPV/XzsYSwDlX4w9fv871itv1uaoCL+zL8qljeSb6fE4II0HVDSg3Q1RVIWdrZLMWhaTBVMqQ4rpEIpFI+k7fbsUIIa4BP73F527525AQ4jeA33i4VUkkEonkfiiKQtrSSVs6e3MWlWbcpRXbQu7YD5N6bD1MGKoUtbaBbsLWYtXjUrHB5bUml4oNqj0mjbURwO2qx+2qxzeuVgCYsHUO5e90bcnJiEPNI3e4K4rySWIRSyXu8vrpLvl3JSHEL3f8/m8BP6ooyh8D1wCXeGrhZwCNeKjPbz3qh5Nspu6FrDo+5aZPtHL3lEJ1qnBPK6GoO1w9PMcf1EyulTXist2NAjyV8/mRZ45RSPZXwHKDtn0wImWqzGZMsnacfVVIGrKjVyKRSCTbxlgmLLZHPUuGi/Y4UMnwIGsynAyyLqqiMJEwmEgYBJGg3Jp6WHED6m5IuRmwXI9IGi1R6zEJiU/unbv/k/qMqijszlrszlp87FBs21lxfC4Xm62MrQZrje4TyDopNQPevlXj7VvxqHtbVzkwYXEwn+DQhM2BCXvbppRJHow+dbgfJBaxAP5Cj+csAJ1C1u8CWeDDwA8DNrAK/B7wz4UQ/26rn0Huwe5Ndf4iAEEkuFVxKbsBlUZAJAQb+5ZSP9G7G+vijTW+kj7ClVL3P28FeHpPmpePFSgYAZrVHxFLCEHdiwUsPxLkbJ2DeYMJO+6+yljaY3FN6AdyDzZ8yJoMJ7Iukm6MpZAlkUgkkkdHVxUmUwaTKQMviCg1A0qNgIobd2mtOgFhFJEyNdKmJu0j24yiKEynTKZTJi/sj6eTrTV8rhSbXF6Lu7YWqx7iPsdpBhHnVhqcW4lzthRgV8bkUN7mYD7B4bxNPqHLL6MD4lE73B+mk10I8bvEYpZkm2mulrj13Q+o6Sb1qkvDD8lYOklDZaNK2a0b67qv8uVVwUVjX8/3+NCuFK/MFdiVsQAI3fsL3vcjjAQVN+7UNVSVXEIjY8XdV5MpE1uXYrhEIpFIdo6xFLIajcaglyDpwttvv82LL7446GVIOpA1GU6GsS6mrjKTNplJt0LiW6JW3Q2pee3Jhz5pKxa1rDH7UuPcOE/myFODXsYm8gmD/F6DZ/ZmAHD8kIW1JlfWmlwuNrhWdgmie0tbArhV9bjVYUfMWBoHW91aB/M2+3NyOqJka8g9WHeq8xcp3l5ltR6wVveoH9iFLWA6ZRJ9cJ7yb/7OPV9/01d5tW5w1tPv9Ntt4ORMkk/PTbI3Z931+KOcv5pBFE+49SLSpsrurEXW0plKGeQTBpq0Dz40w3itf9yRNRlOZF0k3RhLIUsikUgk20c7JH53xsLx7oha7Tyt2zUPBdY7tcZN1BpmkobGyZkUJ2dSAASh4HqlyeVW19bCWhPnPgHyAFU35L3FOu8txrniqgJ7MhYH83YscOVtCrJrSyLZEivvnufW9WWK3zuH44VEiQSFhImpx/9+qr/5O5vysdosBgp/WDc54/bess9NJfj03CQH83Zf1hsJsX5uDwVkrdg+mE8YTCalfVAikUgkg0cKWRKJRCJ5aJKmRtLU2N2afFhqtkLi3ZC6d0fUSpvx5EMpau0suqZwKJ/gUD7BJ8kjhGC57q93bV0pNViq+fc9TiTgesXlesXl9YUyENf0YN7mQM7iwITNvglb2oskkg7CSLBY87h2aZHye+dwLYv0ycMkjTvZgv7757qKWGKywL8uW7zragi6i0ZHCjafPj7JkUJ/csmC9emDAaamkk/EotVkymQyacjzt0QikUiGhrEUsgxDjhofRvbv3z/oJUg2IGsynIxiXe6afJgV1Lw4GL7cCKh5oy9qmROzg15CX1AUZd0i+nwrZ6vuhVwttYSttQbXSi7+feyIADUv5MxinTOtri0FmEmbHJiIha0DEzazaVNajx4z5B4sZq3hc6visfy9c5RrLpaA6WMHUDf8e6h3sRQ2CpP8xx/98yz06MLar4e8PGvwxIf3bqkz6n7nr7Z9sO5HpIzYPpizdaaSJhMJXf4b3iZG8Vo/7siaDCeyLpJujKWQZZrmoJcg6cLBgwcHvQTJBmRNhpNRr4uiKGQsnUwPUavm3W0/TJna0HfyWIVdg17CtpEy77YjhpHgVtVlYa3JQin+VXTuHxYtgMWax2LN483rVQAMTWF/zmJ/Lha29k9YTNjSkjjOPO57sIYfcrPisur4rNR8xMoa2WvXMAuZTSJWt26scn6S//1vfb7rsffoIZ9K+TwxncQ8fmTLa+p2/oqnD95tHzzQyr2Kpw+O5VeEoWLUr/XjiKzJcCLrIunGWF6lHMcZ9BIkXXjjjTd44YUXBr0MSQeyJsPJONXlfqJW3QtZqnkIASlTXRe1hk3oqC2cIX3w9KCXsSNoqsK+nM2+nM3HWo/V3ICFksvCWoOrJZer5SZ+eP+uLT8UXCo2uVRsrj+WNjX2T8TiVvu/KVNOvBwXHtc9WNtGuFj1KDoeNS9k4uYN7KRBoCno+3bf9Xz//XNUf/lfbDrOl//Uf7npsZmwwUsFhdPTSczjJx54bZ3nL2kfHB7G6Vo/LsiaDCeyLpJujKWQJcT9N9eSncfzvEEvQbIBWZPhZFzr0k3UqjQDSs2AekvUWnECwigiZWikLI3EkIhaInz08fWjTNrSOT2rc3r2TtfW7ZrH1bUmV0tNrpabW8ragtiSOL/kML90R/AoJPVY2MpZ7J+w2Zu15BfqEeVx3IOtOT43qy5Fx6dY90mZGvtzNsHFOv65Syip5Ppz/ffPUe8R7l7KT3L12Mn1309pEZ9KeZy2IvSJLMbc4YdanwiDrtMHpX1wsIzrtX6UkTUZTmRdJN0YSyFLIpFIJMNNp6i1Jytw/Cju1GoG1N3Yflh0AvwwWrcfJgwVdQhELUnctbU3a7E3a/H9B3NAbKm6Vna5VmqJWyWXmhdu6XhFJ6Do1HjnVg24k7e1L2et/9qTtTA1KW5JhoeGH3Kj3LIR1n1AsCtrYesq/vnL68/r7Maq/ubvQI8JhX/Q6sbKhy4/PAHPzCawjh9/6PW17YMQ2347pw9K+6BEIpFIRpmxvIKpqtzoDiOpVGrQS5BsQNZkOHnc6qIoyrpYtSdr0fBb0w9b9kOnZUdcrEUkDZWkqZEytB3tIFDN/kwFG2cShsbxqSTHp+LuEyEEa42gJWo1uV6Opx5uxZLYmbf1nRtx3paqxOLW/pzFvpzNk4ZAXu2Hj8dhDxZGgttVl6Waz6rjUfdCCkmDjKmhKAr++ctE5Qr+2Yvr3VhOBK87Bs/2ELF++6f+GpXjJ/gxb5GnqotYu49iPUAO1sb1VTrsgxnD5nDelvbBIeNxu9aPArImw4msi6QbYylkJRLyC8cw8swzzwx6CZINyJoMJ497XRKGRsLQ2J2xaAYR5UZAxQ2ouS0Loh+y6viYmkrKiHO1jG3u1Ente/iuiMcVRVEoJA0KSYOn92SAOzlC18vuurh1q+qyhSGJRAJuVz1uV+Mw+b1PCCYf71zxoWSc92BtcfZmpcmaE1Bs3LERdgrrnSKWv2c3X60ZfKNh4AqFZzccs5Sf5Bs//ud5+ukjfMRuIM4tYpw4iprLPvD63CDubO20D2Ytnen9T0n74BDyuF/rhxFZk+FE1kXSjbEUslzXeuKPkgAAIABJREFUHfQSJF04f/48c3Nzg16GpANZk+FE1uUOtq5iZ0xmMyZeGFFtxt1ZFTfAaeVqlSouWqurK2lqWJrS91yt5vI17Gk5/vlR0VSFPdnYJvjC/viLuh9G3Ki4XCu5XCvH4tZyfWt5W5LhY1z3YI4XcqMS52At131UYHdmc5Zb21LYROXN/AG+vmrQFL3PR0t//xf4c4kAQ4lz+Np/87eahxXbB2MBy48EOXuzffD8+fNMymvK0CGv9cOHrMlwIusi6cZYCllB8HiH8g4ri4uL8iQ0ZMiaDCeyLt0xNZXJlMpkyli3zlSa8S/Hj9YnIEZCkDT6m6vlV4tSyNomDE3lUD7BofydTp6GH3Kz4nKt7MaWxFYOkWT4Gbc9WLBuI/RYrfs4fshksne+lLNW4bVrVb45cZJm/e5pnAcuzG96/vclH+7Pq9M+aKgq2YRG1tKZTJpMpe62D8prynAi6zJ8yJoMJ7Iukm6MpZAlkUgkkvFGUxXyibjrIBKCmhu2hK04U6vu38nVSuh3crV0TVprRoGEoXF0MsnRyTvT3pxWsHYsbDXRlNoAVygZd4QQFBsBtyrNeBhBwydj6ptshG2aQcTrV0r80WqSRuLuPJcDF+Z56d/+FhNrqz3fL7h+C1F3ev68Tad9MNVhH5xKxedDaR+USCQSyeOAFLIkEolEMtKoikLW1snaOuTibp5KM7yTq+WHOF7EmuOjqdtrQZRsH0lDY24qyVwrTN5ZvELkyy4tSf+pt2yEa20boQJ7MxZml5B0N4j4+kKZr15aw/Ej4pmbdzhwYZ4/8xv/tOv7qFOF9f8XdQfjxNH48Q35WOv2QTfAD++2D8bdYZo8l0kkEonksWIshaxkMnn/J0l2nOeff37QS5BsQNZkOJF1eTTaYfGzGRM/jKi4IZVmQNUNaPgRtQ0WxKShkrjPFMTUgVM7+AkkktFllPdgQSS4VWnZCB2fhh8ylTRId7ERNlsC1tcur1H3oq7Hm7v4Pj/6G7/a8/1SP/HZ+H2v31p/zHruqfX/32gfzCU0Mi374GTKwN7i9EF5TRlOZF2GD1mT4UTWRdKNsRSyoqj7hkIyWGq1GpZlDXoZkg5kTYYTWZf+YWgqk0mVyWR3C6Ljh1S9kGXHx1RVkqZK0tA2BThHroOq5wb0KSSS0WEU92BCCFYdn1sVl1UnoNT0yVo6BybsTRl7zSDi61dK/NHlUqsDazOWCPlYOuSZf/9bdBvIqU4VSP3EZzFOHV+3FHZOKuy3fVBeU4YTWZfhQ9ZkOJF1kXRje+eVD4hmsznoJUi6MD+/OeRUMlhkTYYTWZftoW1B3JezOTWb4vSuFE/MpJibSnIon2AioRNGgts1jytrDZZqHnUvJBKCxuKVQS9fIhkJRm0PVvdCzq80OL/isFBq0vBD9mYtJpPGXSJW04949UKRX/rKFX7vXLGriGUpgk80Fvn56SY/nPIRK8VNz8n8zb/IxP/0tzeJWGQzuAf2c6PscrvmYWgqB/MWc1NJnphOcWI6yVTKfKgMLHlNGU5kXYYPWZPhRNZF0o2x7MiSSCQSieR+tC2IM2mTMBJU3YCKG1J1AxwvwukIjJ8G1ho+SUPDlNlaEsnI44cRtyoeS3WPVcfD9QVTKYOUefekwYYf8vpCma9dLtHo0YFl6yovHsrxQuk6RnERQ03jv39u0/Myf/Mv3iVgAahzR6hayf+/vTuPkuMs7z3+fXqdTbNItiQbybItb8IkxrEtjBewcDCQQMwlwOUeQmxyMSEJYJZAbnwTIJxDIMkJGJzcEK5JfALksmTBuVyCCcIswhjbQV4wslaPvGjzjEaapafXeu8fVT1qtbpntMx0vd3z+5xTp9RV1dVv1zNd/ejpt95i8vQzyBQqDHanWJJNsrTB3QdFREQkpEKWiIgsesmEMdidZrA7jXOO6VLARKE6YHyFqUNQCWB/NLZWdzS2Vs8cY2uJiF+cczw3VWLfRIGDuTKH8mUGskmWD6aO6oE1XaqwafgwP3zyENPl2QtY154zSHr4KYIElIDSz7cxcfudx2yffv4FYRumcgRrzyFXDMgns/Seu4YzulIMdKU4rSfDYHdK5xUREZFZdGQhS9fQ+um8886LuwlSRzHxk+ISLzOjJ7qz4YolYW+t3ZVzSPf3MFEIx9aaLlWYLFZ4bqpEJmn0pJN0pxN0pRLqrSWLms852EShzLOHCxzMlRjJlcgmjVX9GdLJI72epooVfjh8iB8NHyY/SwHr6n7HlYkJuscn4JFnCIDS1p1U9j1H7kv/csxzEqctnSmST02XCPJl+q+8lOXZFEM9qaaDys8Hfaf4SXHxj2LiJ8VFGunIQlYq1ZFvq+2tXLky7iZIHcXET4qLX5IJ49yznjfzeLpUYSK6BHGqEA4YnysFjOTKlCoB3anwLog9mQSZpC4LksXFxxysWA7YM1FgZLLESK5IqeI4vSdNT81lhOOFMj/YdYgfP3WYYqXREO3QnUpwVbWAlQgLV6Wa9c2KWAC88Ub2TxbJJMOenP1Lspx5eg/LutNkFvjyQX2n+Elx8Y9i4ifFRRrpyAx7amoq7iZIA5s2bYq7CVJHMfGT4uKf2phUx9Vau6yHi1f28fwVfVx4ei/nLetmzVAXfV1JipWAvRNHBo2fKJQpB43/cyzSSXzKwQLn2DdRYMuBKXYdnOaZ8QJdqQSrBrIzRaxD0yW+/vhzfPze3Xz/yUMNi1jdqQQ3nL+UP9ywhg2pSVLbd1LauhPr7SF94dqZKX/P9xq2o/T2m0hcdD6n9WY4ffwgy5dkWLO0izOWZBe8iAX6TvGV4uIfxcRPios04t/PZiIiIm0imQjvhNjflQKyFCsBk4UKk4UKE8Vw0PjqZYgjUyVSCZsZX6srnThqTB4RmT+H82X2jBc4mCsymivTlUywuj9LKhl+5kZzJe7dOcZDz4zTpAMWPemoB5ZN0HV4Ah55emZd+sK1x2wfNLhLYfqdv8XSX7yIrgMH6CoWSCeN/kvXkVk6MD9vVEREZBFSIUtERGSeZJIJlvYkWNoTDhqfLwdHXYY4XQ7vhngoXyY/GZBNJuhOh1M2pcKWyKnKlwP2HC4wkisyOlWiEjiW96bpToc9sA5MFtm4c4yH90zQrJNkXybJdecOcllpjPTE5DGXEFpvzzHPyT229Zhlg+97O8svW0dq3wEqlSL9l1wIQGbpAEvWHVsIExERkePTkYWsZDI590bSckNDQ3E3QeooJn5SXPxzMjExC3tfVS9FDJxjqljtrVUJC1ulCvlyOL5WOQgLW2FvrSTZpGngeGk7ceVglcBxYLLIvokiB3MlJotlhrrT9GeTmBlPHcpz784xHt8/RbOLfAe6Umw4d5D1q/tJJxMUHnpq5hLC1Kozjtk+CNzMGHnJL/0L9Z/W86/+BXK791CenKL/BRfEVsDSd4qfFBf/KCZ+UlykkY4sZHV1dcXdBGng4osvjrsJUkcx8ZPi4p/5iEnCjCXZFEuyKc4g/I/3ZLHCZKHMZLF6N8TwUsQDk0UqgYvuhBjeETGjwpa0gVbnYM45xqbL7J0I70Z4MFeiJ51k9UAXCYNtIznu3XmInQenm+5jaU+Kl60d4rLn9eN2DhNs3k2hZn19EatQDsgVA/LlgK50gsHuNJMHx47aJrt8GWCUJ+ItYoG+U3yluPhHMfGT4iKNdGQhK5/Px90EaeDxxx/XicgziomfFBf/LERMkgljoCvFQFf4VVyqjq9VrBwpbJUrTBcDDhfKBFFhqzudpDuVIK3ClniolTlYrljh2fGwgDUyVQIcK/uypJPGY/smuXfXGHvGi02fv7w3zcvOG+LiqRFs/zCV/eHy0tadM9tULyOs7X1lFt70YbA7TV9UnP553b7XvONN5HY/O/M4zksJ9Z3iJ8XFP4qJnxQXaaQjC1mVSiXuJkgDY2Njc28kLaWY+Elx8U8rYpJOJhjqSTDUkwbCXh+T0SWIk8UKuVKFfCnstXUor8KW+KkVOVipErBvosiBySKjuRLTpQpLe9J0JY2Hnp3g+0+OcTBXbvr8M7NwbTbPxdkpEnsPhfusK15Ve2EVygETuTL5coWuqHjVk06ypCtJfyZJKpng8CNbjnkNSyaP6o0VJ32n+Elx8Y9i4ifFRRrpyEKWiIhIu8umwgHgl51gYasrlaQrndAYW9JxAucYmSqxf6LAaK7MoXyJ/myK03rS/OTpcTYNH2ay2LyQdt6ybjacO8RZw9spb9tJBahuXVu8KgeOiXyZ6XLY+6onnWSwO0tfNkl/NkVpyzZ2f/bLFA6MNn2t/hdcAGhgdxERkYWgQpaIiEgbaFbYmiyUmSqGd0PMlyvkSwHjk2UqgSObiu6KmEqSSZnuiihtazxfZk90GeForkQ6YWQSxvd2jfGfz0xQanILQgNesLKXa9PTnFkYgd0jVEdlT194pMDkXHTpYDGgXAnoztT1vsommXpsKzvmKGBBOD6WClgiIiILpyMLWb29vXE3QRq45ppr4m6C1FFM/KS4+MfHmDQqbE1F42tNFcM7Ik6XKuRLjudyJUqVgK5UIpzS4VyFLZlv852DFcoBe8YLjE6VGMkVKZbDHogPPTPBE8/lmj4vmYDLntfPdecMcnpfhsJDjzQc+6pQDpguBeTLFTLJBL2ZBN3pNEuyKWzrdvbe+VUOzFG4qrfmHW/yqojl4/lLFBcfKSZ+UlykkY4sZJXLzcdFkPjs27ePlStXxt0MqaGY+Elx8U87xKRa2FoaFbaKlYCpQoWpUoXJQrWwFd5pbSxXplAJyCQtKm6FlyOmEipsyamZrxysEjj2TxbZP1FkbLrEwVyZZw5P89CzExyYLDV9XjZlXHnWANeePThzI4Va6QvXUg5c+HmYLGIGXakkp/dm6M0kWdKVoi+TZOLRJ9j2p39zQm1OLx1kxauvY+CSdSf8fhdSO5y/FiPFxT+KiZ8UF2mkIwtZhUJh7o2k5Xbs2KGTkGcUEz8pLv5px5hkkgkyPQmGCAtbpUrYY2uqGDBVCu+KWO2NMlEsMzIVkEjYUb220gmNsyUn5lRzMOcco7kS+yYKjOXKPH04zxMHcjy6b5JcKWj6vIGuFFevGeDKs/rpTicpbX+SwuHxmfWVwIXjyU0VqVTc0ZcOZpP0ZZNM/2wrw8dx6WBVdvky1rzjTTOFq/GfbfNicPd67Xj+WgwUF/8oJn5SXKSRjixkiYiIyNHSyQSD3QkGu8PHlSAcE2gquhQxVwqYLlUolAKmywFj0QDytZciZnU5oiyg6jhYo7kij+yd5PH9U+wcnabJ8FcArEpVuLqnxPOzFZJjh2EMqqW0wpYdFCuOQiWgUnGkB/pYkknRnU7Qm02yJHN8A7fXqy9gAeR2Pzvzb58uKxQREelEKmSJiIgsQsmEsSSbYkk2TAWcC3usTNUUt/LR2EH5smM0V6YYXY6YTSXojgpb6WQi5nci7W66VGHPeIHhsTybnjzEY/smGS80v/tgAsfF2QrrnxtmVSUcJyuoToGjGDiK5YBydxeZs8+kL7p0tjeThK072P/5rzJ6guNeXfCh3zumcDX+s21HbeNjbywREZFO1JGFrK6urribIA2sW+fXmBGimPhKcfHPYoiJmdGTSdKTSXJ6NF53sXzkMsSpUlB3OWKFkVw4VlH1csSsem0teieSg5UqAXsnCmx68jA/Gj7EjtFpZul8RVdQ5peKB1mfH2XAlbDeHlKr1lIJHIVyOP5boezIpmzmbp29mSS2LSxeHTzB4hUc2/sqt/tZyhNTQFi4quXrnQoXw/mrHSku/lFM/KS4SCMdWchKJPTrsI/6+vriboLUUUz8pLj4Z7HGJJNKkEklGOoOx9mqRINkTxWD6HLEI722CuWAiVyZUk2vrWqBS722jp+ZrQI+CrwSWAbsBb4O/IlzbuwE9rMU+BDwWuAMYBT4FvAh59wzC/Xax5ODVQLH1uem+H9PjHD/U+NMzNL7CuC0ZMAVE3u5/KxBsolenOuhFEC+VCEfjXmVTYeXwA51J+jJJOnLpOjNJkma8ejnv0rxJC4dTA/2zxStantfVQtYvhau6i3W85fvFBf/KCZ+UlykkY4sZOVyzW/HLPF58MEHdftUzygmflJc/KOYhJIJoy+boi8bPnbOUag4clFRK1cMyJWO9NqaKlUYzZVx7shYW9lUgmwyQVJ3SDyGma0F7gOWA3cDTwDrgVuBV5rZ1c65OSsyZrYs2s8FwHeBLwMXAW8FftXMXuyc27UQr90sB3PO8dShPPfuHOOBp8fZMTo9635SCeMXVvbyotX9PG/XdkrPjRBU+jlUCAunCQuLpf3ZFF2psHjVnU7Ql0ky+diJDdoOjYtX5YmpY3pdQfsUsKp0/vKT4uIfxcRPios00pGFLBEREVl4ZkZXKrzT4VKO7bWViy5LnC4HFKKxtg5Nl8mXA1KJI722sqkEmaTpkkT4X4SFpHc75+6oLjSzTwLvBT4GvOM49vOnhEWsTzrn3l+zn3cDn45e55UL9NoziuWAR/dNcv9Th7n/qXEOTBbnfM6KvgwvWt3PC8/sI5Uw8uWAg7kSpVyZdLFCNp1gcOcw+X/8VyojB5kCpgi7m52I9FA/K17zMnrXnnXU8vriVbsVrURERBYDFbJERERk3tT32gIolIOo11ZY3JouVshXgnBco1LAeKFyzCWJ2VSCdMKwRVLcinpE3QAMA39dt/rDwNuBt5jZ+51zU7Pspw94C2F95yN1q/8KeB/wCjM7t9ora75eG6Di4BtbRnjg6cNs3jNJoRzMtjkA6aj31SVn9HFab5pixfHcVIlMMkFm8yMkPvYpMqMHAShG08lKD/Vz7ntubtjTqkrFKxEREb91ZCErlerIt9X2VqxYEXcTpI5i4ifFxT+KyampDgI/FD0OnCNfOnL5Ya5YYbpUoVgJ75yYK1U4OF2mEriZSxG7Utbpd0ncEM2/7Zw7qvrjnJswsx8RFpuuBDbOsp8rge5oPxN1+wnM7B7CwtQGoHp54Xy9Nux6htSt7+Yq4KpZN2ysAiSjN1B9PF+qlw9W7y64WIpVOn/5SXHxj2LiJ8VFGunIik82m517I2m5888/P+4mSB3FxE+Ki38Uk/mVqLlD4rKaSxJzpUpY3CqG83w5HEy+WHHRXRLD8bayqQSDs93erj1dGM23NVm/nbCYdAGzF5OOZz9E+5nv1/ZK/R0HF1PxqpbOX35SXPyjmPhJcZFGOrKQNT09+wCiEo/Nmzdz6aWXxt0MqaGY+Elx8Y9isvCSCWNJNsWSmt+iSpVgpofWdCm8PDFfDi9JTOYNZ3RSOWsgmh9usr66fHAB9jNfr91Stnwp2d9+HalLLqCPBKuti6ddnkmOdCo795pr2LdvHzt27IDRHGzay7p16+jr6+PBBx+c2W7FihWcf/75bN68mamp8OrJTCbD+vXr2b17N08//fTMti984QsBePjhh2eWrV69mjVr1vDAAw9QLIYXP/b29nLppZeyfft29u/fP7PtFVdcweTkJFu2bJlZdt5557Fy5Uo2bdo0s2xoaIiLL76Yxx9/nLGxIzeNvKb2PUVme0/33XcfQRB01HvqxDjpPek96T3pPbXDe+rq6jquOxQvNHOuk3JA2Lhx438GQfBLl19+edxNkTqbNm3SHSc8o5j4SXHxj2Lij2I5LGw9tWs7+en8o694+fWXxN2m+WBmnwNuAW5xzt3ZYP3HgNuA25xzH59lP7cRDsz+MefcHzVYfwvwOeBzzrnfns/X3rhx43+Wtj/1S2O3/vnsb/YkdJ91Jhf/xQc57aXr533fnU7nLz8pLv5RTPykuPhly5YtTE9P//T666+/LM52dGSPLBEREelMmVSCTCrB3oRRTlCOuz3zqNrraaDJ+uryQwuwn/l6bezcVbxy331zbSYiIiJy0uLvE7YAFssdjtpNJpOJuwlSRzHxk+LiH8VEWmBrNG92O73qICHNxrE6lf3M12uTTCgH843OX35SXPyjmPhJcZFGOrKQ1dPTE3cTpIH163U5gG8UEz8pLv5RTKQF7o3mN5jZUfmZmS0BrgZywP1z7Od+YBq4Onpe7X4ShIO2177efL62cjAP6fzlJ8XFP4qJnxQXaaQjC1nVQczEL7t37467CVJHMfGT4uIfxUQWmnNuJ/Bt4Gzg9+pW/wnQC3zBOTdVXWhmF5nZRXX7mQS+EG3/kbr9vDPa/z3OuV2n8trNKAfzj85fflJc/KOY+ElxkUY6spBVKpXiboI0UHtHBfGDYuInxcU/iom0yO8CB4DPmNnXzezjZvZd4L2El/X9z7rtt0RTvdui7d9nZhuj/Xwd+HS0//pi1cm8dkPKwfyj85efFBf/KCZ+UlykkY4b7H14ePgiM0N3LfTLhg0bmJycPOpWohIvxcRPiot/FBM/bdu2jUqlctHcW7YP59xOM7sc+CjwSuBXgL2EBag/cc6Nzfb8mv2MmtmLgQ8DrwWuBUaBvwc+5Jx7ZiFeWzmYf3T+8pPi4h/FxE+Ki398yb86rpAlIiIi0q6cc08Dbz3ObZuOrO6cOwjcGk3z/toiIiIicenISwsTiY58W22vu7s77iZIHcXET4qLfxQTkeOjHMw/On/5SXHxj2LiJ8VFGlG2ISIiIiIiIiIibaEjC1lBEMTdBGlgeno67iZIHcXET4qLfxQTkeOjHMw/On/5SXHxj2LiJ8VFGunIQpaIiIiIiIiIiHQec87F3YZ5dffdd5fT6XRycHAw7qZIjW3bthEEARddFPsNDiSimPhJcfGPYuKnw4cPUywWKzfeeKNuXOMJ5WD+0fnLT4qLfxQTPyku/vEl/+q4QtbGjRufBPqB4ZibIiIiIgvnbGD8+uuvPyfuhkhIOZiIiEjHOxsP8q+OK2SJiIiIiIiIiEhn0hhZIiIiIiIiIiLSFlTIEhERERERERGRtqBCloiIiIiIiIiItAUVskREREREREREpC2okCUiIiIiIiIiIm1BhSwREREREREREWkLHVPIMrNVZvZ3ZrbHzApmNmxmt5vZUNxt61RmtszM3mZm/2pmO8xs2swOm9kmM/vvZtbw78vMrjKzb5rZweg5j5rZe8ws2er3sFiY2W+YmYumtzXZ5tVm9r0ohpNm9hMzu6nVbe10ZnZ99JnZF52r9pjZPWb2Kw221WelBczsV83s22b2THScd5nZ18zsxU22V1xOkZm93szuMLMfmtl4dG764hzPOeHjrvNaaygHaz3lYO1DOZg/lIP5RflXPDolBzPn3HztKzZmtha4D1gO3A08AawHNgBbgaudc6PxtbAzmdk7gL8B9gL3Ak8BK4DXAQPAPwNvcDV/ZGZ2Y7Q8D3wFOAi8BrgQ+Cfn3Bta+R4WAzNbDTwGJIE+4Bbn3J1127wTuAMYJYxLEXg9sAr4S+fc77e00R3KzP4c+ADwDPDvwAhwOnAZ8B3n3AdrttVnpQXM7M+ADxL+7X+dMCbnAb8GpIDfdM59sWZ7xWUemNnDwCXAJOHn4SLgS86532iy/Qkfd53XWkM5WDyUg7UH5WD+UA7mF+Vf8emYHMw51/YTcA/ggHfVLf9ktPyzcbexEyfgZdEfcaJu+UrChMoBv16zvB84ABSAy2uWdxEmwQ54U9zvq5MmwIDvADuBv4iO8dvqtjk7OjGNAmfXLB8CdkTPeXHc76XdJ+CW6FjeBWQarE/X/FufldbEZCVQAfYBy+vWbYiO8y7FZUGO/Qbg/OgcdV107L7YZNsTPu46r7U0lsrB4jnuysE8n5SD+TMpB/NrUv4V+/HviBys7S8tjH4JvAEYBv66bvWHgSngLWbW2+KmdTzn3Hedc//XORfULd8HfDZ6eF3NqtcT/vLxZefcQzXb54E/ih7+zsK1eFF6N2Gy+1bCz0IjvwVkgb9yzg1XFzrnxoA/jR6+YwHb2PHMLAt8jPA/F293zhXrt3HOlWoe6rPSGmsIL7H/iXPuQO0K59y9wARhHKoUl3ninLvXObfdRZnNHE7muOu81gLKweKjHKwtKAfzgHIwLyn/ilGn5GBtX8girCgCfLvBl/kE8COgB7iy1Q1b5KpfCOWaZS+L5t9qsP0PgBxwVfSFI6fIzNYBnwA+7Zz7wSybzhaXf6/bRk7Oywm/BP4FCKIxAf7AzG5tMg6APiutsZ2wq/N6MzutdoWZvQRYQvhrepXiEo+TOe46r7WGcjA/KQeLmXIwrygH84/yr/bhbQ7WCYWsC6P5tibrt0fzC1rQFgHMLAX8ZvSw9g+4aaycc2XgScJros9d0AYuAlEMvkD469Ntc2w+W1z2Ev6KuMrMeua1kYvLFdE8D2wGvkGY4N4O3Gdm3zez2l+e9FlpAefcQeAPCMeV+bmZfc7MPm5mXwW+DfwH8Ns1T1Fc4nEyx13ntdZQDuYZ5WDxUw7mHeVgnlH+1Va8zcE6oZA1EM0PN1lfXT7YgrZI6BPAC4BvOufuqVmuWLXOh4BLgZudc9NzbHu8cRlosl7mtjyaf4DwuvBrCX9t+kXCL+yXAF+r2V6flRZxzt1OODhyinAMjf8BvAF4Grirrsu74hKPkznuOq+1hj4T/lEOFj/lYH5RDuYh5V9tw9scrBMKWeIRM3s38H7Cuxa9JebmLEpm9iLCXwD/0jn347jbI8CRc20Z+DXn3Cbn3KRz7jHgvxDeMeSlzW43LAvHzD4I/BPhALBrgV7COxjtAr4U3eVIRMR7ysHipxzMS8rBPKT8S05VJxSy5qroVZcfakFbFrXoNpufBn4ObIi6jdZSrBZY1J39Hwi7cv7xcT7teOPSrKouc6v+TW+uHfQQwDmXI7zrF4S3rAd9VlrCzK4D/gz4N+fc+5xzu5xzOefcTwmT22eB95tZtbu04hKPkznuOq+1hj4TnlAOFj/lYN5SDuYZ5V9txdscrBMKWVujebPxF86P5s3Gb5B5YGbvAe4AfkaYQO1rsFnTWEVf/ucQ/lqya6HauQgY91cWAAAKE0lEQVT0ER7fdUDezFx1IryDFMD/jpbdHj2eLS5nEP5C8kz0ZS8np3qMm33BjkXz7rrt9VlZWK+O5vfWr4j+3h8g/J68NFqsuMTjZI67zmutoRzMA8rBvKEczE/Kwfyj/Kt9eJuDdUIhq/oBuMHMjno/ZrYEuJpwNP37W92wxcLM/gD4FPAwYQJ1oMmm343mr2yw7iWEdza6zzlXmP9WLhoF4PNNps3RNpuix9Uu77PF5VV128jJ2Ug4LsPz689TkRdE8yejuT4rrVG9w8rpTdZXl1dv1a24xONkjrvOa62hHCxmysG8ohzMT8rB/KP8q334m4M559p+IuwS6oB31S3/ZLT8s3G3sVMnwq7TDngIWDrHtv3Ac4Rf9JfXLO8C7ov286a431OnTsBHomP8trrl5xDeyWUUOLtm+RCwI3rOi+Nuf7tPwN3RsXxv3fIbgIDwF8GBaJk+K62JyRujY7kPeF7duldFcZkGlikuCxqH66Jj98Um60/4uOu81tL4KQeL79grB2uTSTlY7MdfOZhHk/Ivf6Z2zsEs2mlbM7O1hAdyOeGJagvwImADYXf2q5xzo/G1sDOZ2U2EA/RVCLu0N7rOddg5d1fNc15LOLBfHvgycBD4NcLbdP4T8EbXCX+UHjKzjxB2bb/FOXdn3bp3AZ8hPOF8hfAXkNcDqwgHLP391ra285jZKsLz1GrCXwc3E57oX8uRL4F/rtlen5UFFv0yew/wy8AE8K+ESdU6wm7vBrzHOffpmucoLvMgOo6vjR6uBF5B2C39h9Gykdrzzskcd53XWkM5WDyUg7UX5WDxUg7mF+Vf8eqYHCzuKuA8VhNXA38P7I0O1G7gdmAo7rZ16sSRX5dmm77X4HlXA98k/PVjGngMeC+QjPs9dfJEk18Da9a/Bvg+4RfKFPAgcFPc7e6kibCr9B3R+akIjBB+ea9vsr0+KwsfkzTwHsJLn8YJr/M/AHwDuEFxWbDjPtf3x/B8HHed11oWT+VgrT/mysHaaFIOFv+kHMyvSflXrMe+I3KwjuiRJSIiIiIiIiIina8TBnsXEREREREREZFFQIUsERERERERERFpCypkiYiIiIiIiIhIW1AhS0RERERERERE2oIKWSIiIiIiIiIi0hZUyBIRERERERERkbagQpaIiIiIiIiIiLQFFbJERERERERERKQtqJAlIiIiIiIiIiJtQYUsERERERERERFpCypkiYiIiIiIiIhIW1AhS0ROiJldZ2bOzIbjbsvxMrO7ojZ/pME6F01nt7xhIiIiIsdJOZiISCgVdwNExC9mdjNwNvB159zD8bZGREREZHFQDiYicnxUyBKRejcDLwWGgUZJVA7YCjzbuiYtqK3RvBRrK0RERGSxuxnlYCIic1IhS0ROiHPuAeCiuNsxX5xzHfNeREREpHMpBxMRCWmMLBERERERERERaQsqZIkIEI7LYGaOsEs7wN/XDMI5M7DobAONmtn3onU3m1m/mf25me00s2kz22VmHzWzrprtrzeze8xsxMymzOwHZnbtHO3sM7PbzOxBMztsZnkz225mnzGz1SfxvhsONGpmH4mW3xU9vsnMfmJmE2Y2bmb3mtnL59h3xszeaWY/NLODZlYws91m9ndmtu5E2yoiIiKdRzmYnV23XDmYiMxKhSwRqZoG9nNknILx6HF1eu4E9jUEPAB8AFgBJIFzgD8GvgpgZr8L/Afwy0Aa6AGuBb5jZlc32mmUePwM+BhwefScMnAe8C7gkWbPPRVmdidwF3AZEABLgOuAb5nZrzd5zhmEx+AO4BpgACgAZwFvBX5qZq+b77aKiIhI21EO1oRyMBFpRIUsEQHAOfcV59xK4L5o0a3OuZU10xUnsLsPR/NrnXN9QB9wC2HC8xoz+2PgduATwDLn3ADhXXp+DGSAT9Xv0MwGgG8Ca4CvAZcAXdH+1wL/SJi8/bOZDZ5AW+dyI/Bm4HeA/qit5wI/IDyH3mFmR403aGZp4O6ojRuBq6K29gNnRu+9C/iCma2dx7aKiIhIm1EO1pRyMBFpSIUsEVkIvcCrnXObAJxzRefcncA/ROs/CnzROXebc+5QtM1u4L8BDrjCzM6q2+cHCBOt/+Oce6Nz7lHnXCV67i7n3JuBbxH++vi2eXwvg8DbnHOfdc7lotd7MmprETiDMEmqdRNwBfBD4FXOuR8750rRc/c6594L/C3hr5nvnce2ioiIyOKmHEw5mEjHUyFLRBbC15xzOxos/07Nvz9evzJKpKrPe0Hd6pui+V/O8rr/GM1nHTfhBD1Vs98Zzrk9hN3WoXlbP11Nnhr4UjSfz7aKiIjI4qYcLKQcTKSDpebeRETkhD3WZPmBaJ7nSLJUbz9wPmEXdQCiAURXRQ+/GQ2I2kgmmp/wgKOzeMg51+z1no3mtW1NAeujh39rZn/d5LnJaD6fbRUREZHFTTlYSDmYSAdTIUtEFsLeJssr0Xz/LIlJdZt0zbIzav69/Dhev+c4tjleE7Osy0fz2rYu5Ugyt+w49t99Mo0SERERaUA5WEg5mEgHUyFLRNpB7WXQQ9UxHTxV29ZLnXMPx9YSERERkVOjHExEvKMxskSkHeyv+Xf9AKS+GeXIL5q+t1VERERkNsrBRMQ7KmSJSL0gmlusragR3aGmmki9Ks62zCUaWPSh6KHXbRURERGvKAc7BcrBRBYPFbJEpN54NB+MtRXHuiua/76ZPa/ZRhaKu+13RfObzeyS2TY0s6HZ1ouIiMiioRzs1N0VzZWDiXQwFbJEpN7j0fx1ZjYQa0uO9glgF3AacJ+ZvdHMZgbpNLOzzOztwE+B18bUxqrPA/cDXcB3zewWM+uvrjSzlWb2ZjP7PnBrXI0UERERrygHO3XKwUQWARWyRKTeF4AicA0wYmbPmtmwmW2Ks1HR4KKvALYQjnvwFWDCzEbMLAfsBv4WeCHQ7G48LRF1bb8R+BHhHXQ+B4yZ2aiZTRLeUeiLwEuIua0iIiLiDeVgp0g5mMjioLsWishRnHNPmNnLgT8ErgBW4knR2zm3w8wuBX4LeAPwC4Td76eBRwl/gbsbuCe2RkaccwfM7KXAfwXeDFxGmFAVgSeAB4BvAP8WWyNFRETEG8rB5odyMJHOZ86pEC0iIiIiIiIiIv7zosIvIiIiIiIiIiIyFxWyRERERERERESkLaiQJSIiIiIiIiIibUGFLBERERERERERaQsqZImIiIiIiIiISFtQIUtERERERERERNqCClkiIiIiIiIiItIWVMgSEREREREREZG2oEKWiIiIiIiIiIi0BRWyRERERERERESkLaiQJSIiIiIiIiIibUGFLBERERERERERaQsqZImIiIiIiIiISFtQIUtERERERERERNqCClkiIiIiIiIiItIWVMgSEREREREREZG2oEKWiIiIiIiIiIi0BRWyRERERERERESkLfx/v8SDNVVvdvUAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "image/png": { "height": 369, "width": 601 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from lifelines import LogLogisticFitter\n", "\n", "fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(10, 6))\n", "\n", "t = np.linspace(0, 40)\n", "llf = LogLogisticFitter().fit(T, E, timeline=t)\n", "\n", "\n", "llf.plot_survival_function(ax=ax[0][0])\n", "kmf.plot(ax=ax[0][0])\n", "\n", "llf.plot_cumulative_hazard(ax=ax[0][1])\n", "naf.plot(ax=ax[0][1])\n", "\n", "t = np.linspace(0, 100)\n", "llf = LogLogisticFitter().fit(T, E, timeline=t)\n", "\n", "llf.plot_survival_function(ax=ax[1][0])\n", "kmf.plot(ax=ax[1][0])\n", "\n", "llf.plot_cumulative_hazard(ax=ax[1][1])\n", "naf.plot(ax=ax[1][1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The LogLogistic model does a quite terrible job of capturing the not only the asymptotes, but also the intermediate values as well. If we extended the survival function out further, we would see that it eventually nears 0. \n", "\n", "### Custom parametric models to handle asymptotes\n", "\n", "Focusing on modeling the cumulative hazard function, what we would like is a function that increases up to a limit and then tapers off to an asymptote. We can think long and hard about these (I did), but there's a family of functions that have this property that we are very familiar with: cumulative distribution functions! By their nature, they will asympotically approach 1. And, they are readily available in the SciPy and autograd libraries. So our new model of the cumulative hazard function is:\n", "\n", "$$H(t; c, \\theta) = c F(t; \\theta)$$\n", "\n", "where $c$ is the (unknown) horizontal asymptote, and $\\theta$ is a vector of (unknown) parameters for the CDF, $F$. \n", "\n", "We can create a custom cumulative hazard model using `ParametericUnivariateFitter` (for a tutorial on how to create custom models, see [this here](Piecewise Exponential Models and Creating Custom Models.ipynb)). Let's choose the Normal CDF for our model. \n", "\n", "Remember we **must** use the imports from `autograd` for this, i.e. `from autograd.scipy.stats import norm`." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "from autograd.scipy.stats import norm\n", "from lifelines.fitters import ParametericUnivariateFitter\n", "\n", "\n", "class UpperAsymptoteFitter(ParametericUnivariateFitter):\n", "\n", " _fitted_parameter_names = [\"c_\", \"mu_\", \"sigma_\"]\n", "\n", " _bounds = ((0, None), (None, None), (0, None))\n", "\n", " def _cumulative_hazard(self, params, times):\n", " c, mu, sigma = params\n", " return c * norm.cdf((times - mu) / sigma, loc=0, scale=1)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "number of subjects = 200\n", " number of events = 81\n", " log-likelihood = -386.053\n", " hypothesis = c_ != 1, mu_ != 0, sigma_ != 1\n", "\n", "---\n", " coef se(coef) lower 0.95 upper 0.95 p -log2(p)\n", "c_ 0.521 0.059 0.406 0.636 <0.0005 51.753\n", "mu_ 17.514 0.608 16.322 18.705 <0.0005 603.894\n", "sigma_ 5.398 0.425 4.564 6.232 <0.0005 80.823\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 244, "width": 486 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "uaf = UpperAsymptoteFitter().fit(T, E)\n", "uaf.print_summary(3)\n", "uaf.plot(figsize=(8,4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We get a lovely asympotical cumulative hazard. The summary table suggests that the best value of $c$ is 0.586. This can be translated into the survival function asymptote by $\\exp(-0.586) \\approx 0.56$.\n", "\n", "Let's compare this fit to the non-parametric models. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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o0TEnsiQusaczY9KvX79Oeywh2ltX6oOdKKT/FZskLp2jsmA3NUVldaVedNw+P25fYPEuvw7uSg96WSB5ZU8wcbDCg0EFVnw3KoXBEKjRZDEaQivEGyUZ1an041xcTcSndumZ67p+v67rqoVb33r77m28rdG5CnVd/4Wu65m6rlt0Xe+j6/rtkSaxgC5fW8aoAqOdnHYzvVNsDBx1JoOeuo+sFx4j/Zl5JP7jYcxPzcX/+Bw8jz2I8cm5JP/jYZwL5oVu9vnz+P7Jx1j36F8jflytuJSSxStwNZoVEBytFbz5duxB7d5DwnffkXagkBR3DdVuP3tLa9lZUsO2H6rZXVJDucuHXm/i9YgRI9rrEol24nA4ot0EAB566CGcTid5eXksW7aM0aNH07NnTwYNGsStt97KDz/80OSYCRMm4HQ6cbvdzJkzh6FDh9KjRw+GDRvGww8/jMfjCftYO3bsYMaMGZx++ulkZGRwyimnMH36dHbu3Nlk3xkzZuB0Otm7dy8LFixg1KhR9OzZkwkTJjTZd9GiRRgMBm655RbGjRvHtm3b+Pzzz8O24fDhw9xzzz2MGDGC3r1707dvX0aMGMGMGTPYu3cvDoeDtWvX4nQ6mTEjfE08t9vNgAEDGDBgAG53IB29dOlSnE4nS5cu5YMPPuCyyy4jKyuLgQMHMmPGDMrLA4vDbt26lcmTJ9OvXz+ysrK49tpr2bdv33Fd4+BjA+Tn5+N0OkO3hx56qMF5X3/9dS6//HL69OlDz549yc3N5fHHHw89DwhMU3U6nRQWFlJYWNjgfI2vSVti2hY+n4/nnnuOsWPHkpOTQ69evRg9ejTPPPNM2OlT77zzDldccQU5OTn06NGDwYMHM378eJ577jkgMK3W6XSSn58P0OA51f+dOvPMM0NTKoPaO7Zbtmxh9uzZnH/++Zx88slkZmYyfPhw7r77bo4cabg48IQJE7j11sAHILfeemuDdtc/d/3rlZ2d3er1EvGpq/fB4pH0v2KTxKVj+DSdcpeP7yvd7CmpZceuQ3zzyVfsWb+NvZ9tY//nBXy/sYDiLd9Q/tU3+GwJKAUJZiPGUshMstAjyUo3h5k0u4kUm4lEq5EEswGryYDJoCSJ1cm0YulDiKZiqdh7u2nuDWxXZTIYSLYaSLaa0NFxeTVqvBrVHn9gSKzHT3GNF6MB7ObAaoM2g+I0m5/TbH7KujnRiyOrxWIpKeXhYjtn2HyMTPDR06xh6p3Z7P7eb3ZjNRmw7vgan6ZT5fFz0OunxGTge4uJpO5p9DxrEOl2M4X79tGnT5/2uiyiHbjd7phaYeof//gHH3zwAVdeeSUXXXQR69evZ+nSpeTn5/P+++/TrVu3JsfceOONbN68mYkTJ2IymXjnnXd4+OGH2bJlC0uXLm3Q2VizZg3XX389Xq+XSy65hH79+nHw4EFWrVrFe++9x7///e8mCQSA//u//+OTTz7h4osvZuzYsRiNDUccbt26lS1btjBmzBh69+7Ntddey5tvvskLL7zA8OHDG+xbU1PDpZdeyrfffsuYMWMYN24cuq5TWFjI22+/zcSJE8nMzOTCCy+kX79+vPHGG/z5z38mOTm5wXnefPNNSktLmTFjRpMYrl69mnfffZdx48Zxww03sGHDBpYtW0ZhYSH33HMPV155Jeeccw5Tp05l+/btrF69mr1795KXlxd25FEk13jIkCHMmjWLefPmkZWVxZQpU0LHjxo1KvT9gw8+yOOPP056ejqTJk3C4XCwZs0aHnzwQdatW8fy5cuxWCxkZ2cza9Ys5s+fD8Att9wSOseQIUOOO6at8Xq9TJkyhXXr1jFw4ECuvPJK7HY7eXl5/P73v2fjxo2htgEsXLiQO+64g4yMDMaNG0d6ejpFRUVs376dpUuXctNNN5GSksKsWbNCsZg1a1bo+Ozs7Ija1V6xXbRoEW+99RbnnXceo0ePRtM0vvjiC/7+97+zZs0a3n//fZKSkgCYMmUKKSkpvP3221x22WWcfvrpofME68A1vl6TJk3CarU2e71E/Iq3Plg8+O6776T/FYMkLu1D13VqvBoVdSvIV7l91HqP1iT2VLhQtT7Mp/THbFTYjAbMRoUxzJw1XwIoWa8i5iiHJA5FU3GZyPJ6vdFuQodRKBLMRhLMRtLtZlw+jUq3jyq3jxqPRo3PT4XLj81kwG4xYDEqEqcGpiZqESazvCg2usxsdJnpbfIz2uHlVIufcB8+NK6t5QASNB23X6fc56d8YH+qe/em2G6mpLDwhPyDffGzm6PdhDZ57/9FbwWd4BvoM844I7TtrrvuYv78+TzwwAM89dRTTY7ZsWMHH3/8MampqQDcfffdTJw4kXfffZdXXnmFa665BoAjR44wffp0EhISWLt2LaeeemroHNu3b2fcuHHMnDmT//znP00eY+vWrfz3v/9t9vd34cKFAPz85z8H4KKLLiIjI4OVK1cyZ86cBkmoDz/8kG+//ZZbbrmFuXPnNjiPx+PB7Xbj8XiwWq3ccMMN3Hfffbz88stNpim+8MILAFx/feNZ3YGRQStXriQ3NxcIFF+++uqr+e9//8s111zD448/zk9/+tPQ/rfddhtLlixh9erVXHbZZcd0jYcMGcKQIUOYN28e2dnZzJ49u8l5NmzYwOOPP06vXr1Ys2YNGRkZANx7771MmzaNd999l7/97W/ccccdoXMsW7YMIOz5jiemrXnsscdYt24d06dPZ+7cudTU1JCUlITf7+f2229nyZIlTJw4MXS9XnjhBSwWCx9++CHdu3dvcK6SkhIgkPSZPXs2+fn5FBYWhn1OrWmv2P7mN7/hkUceaZKUXbx4MTNnzuT5559n5syZAKHi7sFEVrhi742vV/C8zV0vEb/iuQ/WVRWeoP2vWCdxOXYen0al20+F20e1x1/34X6g5pXLp2M1KWwmA0kWE8phQXeYMTvMrZ5XSwAkkRVzDIkGkD8tohEpxNLF2UwGujss9ElLoE+ajV7JVjKSzFhMigq3n6JqL94B/UmZ8/sGUw+dC+aR9s95HPnboy2ef7/PyJJyGwvKbHzrafrrYuqdGfiEo97NmjOA5NMHkmIzkWQxUvrxJvau3QDA9k++otbbdVdkEx3rZz/7WYMkFgQSGMnJySxfvrzB1LOg3/72t6EEC4DNZuPee+8FYMmSJaHtL730EuXl5cyePbtBwgNg8ODBTJs2ja1bt/L11183eYzbbrut2c5mdXU1r732GsnJyVx++eUAmEwmJk2aFLovnISEpss7WyyW0CgYCCTGbDZbKFEWtHPnTvLz8zn//PMZMGBAk/NcffXVoUQHBOo7BRN6OTk5DRIdAJMnTwbgyy+/DNvWSK9xa4L73nnnnaEkFgSu14MPPojBYGDx4sURn+94YtoSTdN45plnyMjIYM6cOQ2SPUajkT/96U8opXj11VcbHGcymTCbm3aU09PT2/T4LWmv2GZlZTVJYgFMnTqVpKQk1q1bF3GbjvV6CSGEEJHy+DUOV3n4pqiaLw9Vsf1wFTuLa9hdUsPhKg9+TSPFZqJvmpVeyVaSD+zH/OVXshCVEHEqLkdknYgMSpFoNZFoNeHza1R4/FS5A59QVLp8VLh9JFlN2M2G0FQrpeBki0bjcVp33N20Js+RtHTe/8kUbIMHMtbhJdPc+lxlQ6IDtedbUnUdt0+HrIEcKCym8vAnpCaYyOjVjdTTmr4JFyeu+m/Qg5KTkxkyZAj5+fns2LGjwbSy5o4555xzMBqNbN26NbTts88+A+Crr75qUrMJYPfuwMjCHTt2NEmKDBs2rNk2r1ixgqqqKm644QZsNlto+5QpU3j66adZtGgRN954Y2j7eeedR2ZmJn/961/54osvGDt2LCNHjmTIkCFNEgtOp5MrrriCl156iU8//ZSRI0cCR0dj3XDDDWHbNHTo0CbbevQILCgbbppdZmZg+vDBgwfDni/Sa9ya4L4XXHBBk/sGDBhAz549+e6776ioqGgylTKc44lpS3bt2kVZWRn9+/fn0UcDyX6Px9OgMG9CQgI7duwI/Txp0iTuuecezj33XK688kpyc3MZOXJk2Omwx6O9Yuv1elm4cCErVqzgm2++oaKiokEdq++//z7iNoW7Xo01vl6ifSmlenN0oZx0AgvlrKQNC+XUO9cwAgv0XAB0B44AXwPP6bq+qD3bLYQQLfHX1bsqq/VS4QpMHax0+/H4NRLMBuxmI84EE2Zj0w/btfKK0KwR5ZDafULEm7hMZIUb6XAiMRkNOBMMOBNMVHn8lNUaQ3PGK90+Ei1GHBZjmwoVppaV8OM3lvH8gD+yw2PiDKuPixwe0k3NryJRv7aWBfDsKEL7vozDPo0qs5FK90D69s0m3W6WoolxIliDp6XCzsH7wtViajwlK+ikk04CoKKiIqJjTCZTqEZRUGlpIGW7aFHL78Oqq6ubbKs/eqixYFKpfk0oCIwIGjp0KFu2bGHz5s2cdVZgymZycjLvvfceDz30EKtXrw6NfElPT+fGG2/kt7/9bYNiyTfeeCMvvfQSL7zwAiNHjsTtdvPSSy/RvXt3xo8fH7ZN4ZJAJpOp1ft8Pl/Y80V6jVsTjF9z1zMjI4P9+/dTXl4eUSLreGIayXl3797NvHnzIjrvjBkzSE9P57nnnmPBggXMnz8fpRS5ubk88MADofgfr/aK7U033cSqVavo27cvl156KRkZGaFE3fz588OOfmzOsVwv0X6UUv2Bj4GTgDcIJJ1GADOBS5RSubqul0R4rlsJrBRdBrwFHACcwOkEVpJuNZF1ovfBYlG4BLiIPolLeLquU+n2U1br5UhtYOpgpcdHjUfHblakJjT8YL415lP6R/zYpvJjbbXoSP4SP7TeLRQnmLhMZIkgRaLFRKLFSJXHz5HawNdKt4+qSg8OqxGH2YihmzOi+lmpZUf7wVvdJr5yGxme4ONHdi9JxtaXRTVldCetW3d8fp3yr3bwQ5WH2nfXk2Qz0d1hwWZqmNiwOFNIyon8j0+simbNqdb4/f6w04uOVfCNdPCNbTj16wU11lxS5PDhww3O3/iY3r17N9jm8/koKSlpME0veOxHH33Eaaed1tLTaKK5ztK2bdvYtGkTAOPGjWv2+BdeeKFBIqNXr1489dRT6LrO119/zUcffcRzzz3HI488gqZpDWonDR8+nDPOOIOVK1cyd+5c1qxZQ2lpKTNnzgw7ja0jRHqNWxOMweHDh+nXr1+T+4OrU0aSxKq/37HENJLzjh8/PpQki+T/yuTJk5k8eTLl5eVs2LCBVatWsWTJEiZNmsSnn37a7qOzjtXmzZtZtWoVo0eP5tVXXw0luyCQaA5Xi64l4a6X6FR/J5DE+rWu66HgKaX+AvwGmAPc0syxIUqpi4EngfeBSbquVza6v3NecIQQJyS/plNS46Wo2hP6AL7K7cdsMpBkMdLdbgxboF0IcWKKy0RWba1U6WsomNAyUeMJfMJRWTf18HC1B8c1V8DLKyNKZoWbdlicls6+yZMYPLR/2ILwQb4UsJSCyahISU/Gvfc7Krx+qg2KKsvR5W2Dkk8fdEzPVkQuWMC6vQwYMACr1cru3bspLS3F6XQ22Sc4HSxc4iE/Pz9U0yeooqKCL7/8EpvNxqBBTX8n8vPzQzWCgtavX4/f729Qb2v48OG8+eabfPLJJ+2W9AiOxho1ahR9+/YNu8/y5ctZsWIFf/rTn0hMTGxwn1KKnJwccnJyuOyyyzjjjDN4++23+fWvf90gLjfeeCO33347L730Em+99RZKqbBF3jtKpNcYAiPt/P7wdfCGDBnCF198QV5eXpNE1p49ezh48CB9+vRpkOQ0Go3NroLWETEFGDRoECkpKXz++ed4vV7MZnOb/q+kpKQwduxYxo4di6ZpLFmyhI8//piJEyeGnhO0fyI5Unv27AHg0ksvbZDEAti4cWPYv6H129xYuOslOkfdaKyLgb3A043uvg+4GZimlLpT1/XWhsQ9QqDM8bWNk1gAuq5HVGpX+mCxZ8uWLQ1WjxWxQeIS4PVrFFd7Ka72UPrVLqqKy9B1SDAb6G42hmpc+epuHSn4XkXEFmO6UYq9iyak2PsJxm4x0ivFRp9UG5lJFtIdFtwD+uP9w/sIfvkAACAASURBVB0k/uPhJgXhI5FSVkLCS6+xuNxKhT+yT0pMvTNxnDaQbmeegnFQf8p6Z1GelU11dh8cg6VuVldls9m46qqr8Pl83Hvvveh6w5F6Bw4cCI32CLfy2SuvvNKk5tJDDz1ERUUFV111FVartckxjz76KEeOHAn97HK5+OMf/9jkMX7+85+TkpLCvHnz2LhxY5PzaJpGXl5exM+1traWV199FaPRyD//+U+efPLJsLcJEyZQVVXF8uXLASgoKAiNMKsvOBot3LScSZMmkZyczFNPPUV+fj5jxoxpNnHWESK9xhCo63XgwIGw5wmu6vjYY49RXFwc2u73+7n33nvRNI2pU6c2OV9JSUnYN8ftHdMgk8nE9OnTOXToELNnzw772IcOHWpQRP6jjz5q8vsOhJ5n/bimpaUBsH///ja3rT1kZ2cDNLk2RUVFzJo1K+wxwaR0uDYfy/US7eZHdV/f03W9wZzuumRUPmAHzmnpJEqp04EzgPeAUqXUj5RSv1VK3amUukgpJf1FIUS7cvs09pe72P5DNTuLa/i2zEV18REce78j7UAhtr3foe/cg/eb3cd8k9pYQsSvuByRJVqXYDbSK8VIlcdHgslIhdtLaY0Hm9lIssWIoe7Tj7ZMO9zhMfFkqZHLEj2cZfO1ODorSClFis2E1atRWuPB7dNw+TQSfYH+eEl+YNpWvEwzPBE8+OCDbNq0iaVLl/LZZ5/xox/9iKSkJAoLC3n77bepqqpi5syZYQuI//jHP+bSSy/liiuuICMjg/Xr17N+/Xqys7O57777wj7eoEGDOO+885g4cSImk4l33nmHb7/9losvvrjBKCKn08nChQuZNm0aF198MRdccAGnnnoqSikOHDjA559/TmlpacRFrl9//XXKy8u55JJLQgW1w5k2bRqvvPIKixYt4vrrr+c///kP9913H2effTb9+/ene/fuHDx4kLfffhuDwcBtt93W5Bx2u53JkyezYMECoPki7x0l0msMgULuK1asYMqUKZxxxhmYzWbOO+88zjvvPEaOHMmvf/1rnnzySXJzc5k4cSJ2u501a9ZQUFDAOeec0+T5X3DBBWzatImf/vSnnHvuuVitVk4//XQuueSSdo9pfb/73e/Ytm0b//rXv1i9ejXnnnsu2dnZFBUVsWfPHj799FPuvvvuUBH5adOm4XA4GD58ONnZ2ei6zvr169m0aRNDhw5lzJgxoXOPHj2aN954g+uuu46xY8dis9nIyspqci07yrBhwxg5ciSrVq1i3LhxnHPOORQVFbFmzRoGDBgQ9vf57LPPxm63M3/+fMrKykJ1626++WaSk5ObXK8LLriAzMzMZq+XaDen1H1trpL+TgIjtgYBa1s4z9l1Xw8D/yFQ6L2+L5VSV+m6vusY2ymEEADUev0crvJQWuOj3OWjvNaLzWwgw2FBOcx4TYY21bUSQpyY4jKRJdMaIpdoMWE3GymrNZJg8lLu9nG42kOyLbDdMfUqql9c0eZph8ElkgzdnDimXoV58CAMLcw2sJkNdDdaKKv1UVTlwYUJz8YCkuqmGso0w45RfxW29uJ0Onn//fdZsGABb731FkuXLsXlcuF0OsnNzeXGG29k7NixYY/95S9/yeWXX878+fN5/fXXcTgcTJkyhXvuuafZQvDPP/88jz76KK+++iqHDh0iMzOT3//+99x+++1NaluNHj2avLw8/va3v7Fu3TrWr1+P2WwmMzOT888/nwkTJkT8PIO1gKZNm9bifrm5uQwYMIDNmzfz5ZdfcuGFF7J//34++eQT3nnnHSorK8nIyGDMmDH86le/ChV0b2zq1KksWLCAHj16cOmll0bczvbQlmv85z//GaUUH374Ie+//z6apjFr1izOO+88AO6//36GDBnCs88+y8svv4zX66Vv37784Q9/YMaMGU1+J++8807Ky8tZvXo1n376KX6/nylTpnDJJZcA7RvT+sxmMy+++CKvvPIKy5YtY926dVRXV9OtWzeys7O56667mDRpUmj/++67j3Xr1rF161bWrFmD1WolKyuL+++/n1/84hcN/i5NmzaNwsJCVqxYwZNPPonP5yM3N7fTEllGo5GlS5cyZ86c0P/VzMxMpk2bxp133sm5557b5JjU1FQWLlzIvHnzWLZsWahw+89+9jOSk5ObXK933323xesl2k1wHm5zJYqD21NbOc9JdV9vIlDg/XIgD8gA7gWmAm8ppYbouh5+rm+d/fv387vf/S7sfR988EErzRAdISsrK9pNEGHEU1wqC3bjKW25UrpP0yipOVrAvdbrx2Yy0t16dPpgtLX0XkVEj1alQdNJGeIEp8JNhejK1q5duzEhIWFYTk5OtJsSsZL8TVR81fqy5KYkB/Y+vTqsHR6/RlGVhwq3n3KXDwWkJpia/eNSenP4KSiNGbo5SZ07u/UdCaxUUuX2U+31k2ozB1Ym+e470s44pdVjoz1qa//+/U0KYovIPPTQQ8ybN49///vfEdeLmDBhAvn5+S0Wlo8nS5cu5dZbb+XOO+/kD3/4Q6c85ol2jUXsiOT1tKCggNra2k0XXXTR/3RSs2KOUmoBMB2Yruv6s2HunwPcBdyl6/qfWzjP/wFz6348T9f1T+rdp4ANwHAC9bOWNXeetWvXbty3b9+wOXPmhLYFp9XW1tby+OOPA4E38H369GHDhg2hGngOh4OzzjqLnTt3hhZ+gMBowKqqKgoKCkLbBgwYQI8ePRpMj01LS+O0005j27ZtlJWVhbaPGjWKQ4cOsWvX0cFkOTk5JCYmhmo2QmDV1IEDB7J58+ZQotZisTBixAi+++47CgsLQ/sGV5vbsmVLaJs8J3lOJ/Jz8hZ8yy5coW320irSvj/C4ZNPwptQ9wGVx0ft+m+hdxoJJ9db/GRr3fM742hiz1ALplrwpBIqhKN8YK4Anx0029HDzWWgm8BXr4ylsRqMbvDUK9WqPGCuAm8i6PU+M7OUgt8KfsfRbabKwON5045uM7jAVAPe5MDjAaCB5Qj4EkCrVxkiuPqhr966RvKcju85ZXkteM1wiKOfpfTGgg1Dg9+9VIxkKivf6rW4COQ5TCgGqgSKdA/F9Sqt9SXQwL31ju+Gie7Kwk69Fl/d8TYU/VQC3+tujnC0VugAbLjQ2F+vTT2wkKZMFOg1oW2JGMhSNgp1F1UcrQKQo+yU6b4u95xsNhvUuneMnTi+9TfoHSguE1m6rg/7n//pOv3aSD7FAKj4akcnjEzSqXD7KakOJLSq3D4cFiOJFmOTkRdH7nooopFaALb58zA5Ay+MkXD7NMpqvSSYjSSVFJGqebGaWi7RkXz6INJzh0X2AB2gKyayqqurcTgcre/YwSSR1VDjuPh8PsaMGcOOHTvYvHkzvXp1XEK7vni+xm0VK/9XThSSyIqMUuoR4LfAb3VdfyzM/X8DZgC/0nX9Hy2c55cEVj88pOt6k7mlSqm7gQeBv+q6/pvmztMV+2Angg0bNjBixIhoN0M0Ek9xCX4o3/h9So3HT3GNl0qXj3K3D7NBkWxr/kPyaPOkRv5eRXSO0hovjkwT2ZqVREtcTibrcvZrLrzoUU9kxeVvQ1dLzkUyiihYKyqSkVvNiWxElyLZasJhMVJa7aXUZOBIrQ+Pz0dagilUOwto07RD1y2B0Vv1pxq2xGoycJLDwpFaHyWp3VB2MyclWUi2hv+VDV6XyoLdUkurDTRNa30n0emCcVm/fj35+fnk5eWxfft2pk+f3mlJLNGQ/F8RMeqbuq/N/VEdWPe1tc5D8DzNvYULDslouhpFI12tD3YiaG7lVxFd8RwXrz8wjTBQA8uHX9dJtZla/VA66mK8eScqZVQg3TDRSFwmsuKRxZly3KOx2pIEMypF90QLDosRi9HNkdpA7ay0BHPoj5B58KAmUwY1HdbXmjj19jvCnlcrLqX6xRURTTU0GBROh5lKV+Cx/bqOP1EnLaFpDTRTkqOTRqwJ0Xn+85//MG/ePNLS0rjuuuu4//77o92kLuutt97iyy+/bHW/7OzssCtqChGjgkWnLlZKGeqvXKiUSgJygRpgfSvnWQ9UA32VUg5d16sb3X963ddv26HNQogYFekskeZous4Rl4/SulFYNV6NRIsBh8XUZGaHEEIcj7hMZBkM8ZdOP95RRsERXW1ltxjJSrVhMXo4UuujrNbb7FRDAIOC8+w+StKdqJLwI7W04lJ0nYhWNQRIspkwePwUV3vQAb+m081hBo6ewN6nl4zKOgZGozHaTQBg9uzZzJ4dWR21oDfffLODWhN9wbgcy3VpT/F0jd9++22WLWu2tE9Ibm5u2ERWrPxfEaI+Xdd3K6XeI7Ay4QzgqXp3PwA4gH/WT0wppU6tO/breuepUUo9B/wa+JNS6g69bmiVUmoIcAPgA15rrU3x2Afr6mRadGyKxbh4SsuPefaHZrezv9xNuctLhcuPzWSgu8OMMUanEYajfK3vIzqf7pWRvqKpuExkBQuLivZhMhjolWIlwWzEZFTNTjWsL3naVVS9uAK9mWmHZf87C9XNSWIE0wwBHBYjBqUoqfaiaTo+XScj0YKql8ySUVltZ7fbo90EEYbEpf09/fTTPP3008d8vMRExLBfAR8DTyqlLgIKgJHAjwhMKWy8OkSwynPjP+D3ABcAtwPnKqXyCaxaeBVgA27XdX13a42RPljsOeuss6LdBBFGLMelrX3pcpeX4iovR6rc+Pw6zgQzFlPXSWAFmSui3QIRjlaqgbP1/cSJJS4/Ngu3dL0IqPhqR7O3mu8OtHCkwmk3k5Vi46REM2aj4nC1B7cv/IRl8+BBpM2dTdo/57Hzr38Ju49eXErl4hURtz3BbCAtwURZrY+iKg/fV7jR6tXiqF//q7Kg1b62AFwuV+s7iU4ncYk9EhMRq+qSS8OBhQQSWHcC/YEngHN0XS+J8DwVwPkEVi90ArcC44E8YJyu609Ech7pg8WenTt3RrsJIox4iItf1zlU6eZghYfD1R6UUnRzdM0kFgRW2hOxRyV1zd8n0bHickSWzyfjQhuLpMZWJEOJw001TLQYSWymCLtSMNLuoyjdiTHcVMOSUkpvnhX22HCF4a0mA93sZoprPGg6+HXITLJgqpvKIKOy2sbr9QaWUBUxReISeyQmIpbpul4I/CLCfZt9R6DrehWBEVyNR3FFTPpgseeHH35g4MCBre8oOlUsxOV4amLVev38UBV4P1Dt8ZFqM2Mzd+0xEpqNQFVBEVMMdgN4o90KEWviMpElmmqtZlRbamg1nmpYVuvDr/tItoavmwWQOu0qKpasQBW1vsJhUHOF4U1GRTeHhdKawDRDXYceSRYsRoPUyhJCCCGEECIC4WpimZJaq92lU1rro7guiaUD3R2WLlULSwjR9UkiSxyjwFRDi0lhNChKq70cqfWTmhA+mWUePIikf8xGL4aiux7GXhrRTAe0ZmpsmQyKbnYzJbVeDld58GsavVJsWIwGGZUlhBBCCCFEhCLtM/v8WmgU1hGXF4fZSGILH2QLIURH6drjP5shRXk7T6LFRK9kK90SzehKp7TGh6aFX1nCXAZWA3SfdiVuZ+QV+0pvnsWRux7Cu73hJ0aGumSWpumU1Pj4vsKDz681qJUlWhaLK+YIiUsskpgIERnpg8Wes88+O9pNEGF0tbi4fBqF5a5AIsvlJS3BTJLNFFdJLHNZtFsgwvEX+aPdBBGD4nJElqaFL0AuOkaC2UjvFBsKRVmtl5IaL0570+V2dRMoL1hPG0TmQ7P5wmVkeYUVrdHCSXfcPaPJYzQ3zVAphdNuoqTGR0mNB6WgV7Kl/Z9knNI0TZZKj0ESl9gjMREiMtIHiz1VVVVYrdZoN0M0Eu24tGVhpCqPj0OVHkqrA4WKTnJYml25vCsLvlcRMSYuMxbieMVlr1xWl+p8FqOBrBQr3RwWbGYjxdVefI1GZvmSGh5zps3P5BQ3RhrudyQtPexjNDfNUCmFM8GEx69RUuPhYGWgELxoXW1tbbSbIMKQuMQeiYkQkZE+WOwpKCiIdhNEGNGOS7A+Vms1scpdXg6Wuymu9mI0BD5AjsckFjR9ryJigzHNGO0miBgk+U3RQHMrF5qSHK1O2TMZA0XgDQrKDFBc7cFpt2AxNv/HbrDVz5QUN8vKrfjrRmat+ckUfvzGMlLLmtbRam6FQwBzNyfuqydScvopeGo8JOuSzRJCCCGEEKI5zffvA6U7iqs9lNR4sZsNJDWzSrkQQnQ2eTUSAFicKS0WemwuwdWYUSl6JlsxKoUBRWmNlzSbCWsLy/GeavXz8xQ3S8ut+FDsG5DD83f+EQg/zbA5WnEppuX/pmbQHeDyc6jSTbquY4ijuftCCCGEEEJ0JB2dw1UeSmt8lNZ4SLaZsJtlVIwQInbEZSJL6gC0XVJO/2bvK8nf1KZzGZQiMzmwDK/BoCit8ZCKGXN188msQVY/U1NdvHjEhq9ezawjaelhR2Y1Ry8uJd1hptTrp6TGS8G76+md3Z2UwQPa9BxOFDabLdpNOKGceeaZAHzxxRct7idxiT0SEyEiI32w2DNggPSBYlE049JSfSxN1zlU6aa0xku5y09aghmrKS6r0TRhrI52C0Q4WoUGCdFuhYg1cfmqZDLFZX6ui1GclGihu8OC027hiMuHr7rlArADLBrXpbow16uZteYnU5qtmdUc/eudpKQnU/nVTg5v/poDhUXoMs0wLLPZ3O7ndDqdOJtZlXLPnj0MGzYMp9PJgw8+GNp+5plnho778MMPmz33jBkzQvs99NBD7d724zVhwoRmn3tbdERcmrN06VKcTidLly7ttMfsijozJkJ0ZdIHiz09evSIdhNEGNGMS3P1sXyaxoEKN0XVXspdPtLtJ04SC8DojnYLRDh6rbyPE03FZW+julrS6R3hWOpndXOY0dHRdR11kgFPkd5izayT65JZi8ttePSG0wwnJrkZkeBrckzjulnB1Q3TemVStvUbTNVevnnvU3pld29x5NmJqLKykqSkzqlsuWXLFq655hpKSkp4+OGHmT59epN9TCYTixcv5oILLmhyX0VFBW+88QYmkwmfr+nvQVewcuXKiPbrzLiIyEhMhIiM9MFiT15eHqNGjYp2M0QjsRCX+v13j1/j+woPJTUePD6Nbg4Lpjgt6t4cjxMs4deWElFkzDCCrCYpGonLRJZoX8dbP6u7w4ym65Tip7TGQze7BVMLyax+Fo0bUl28cMSGWz+635uVFpINOqda/Q32N3RzNljRMPi9xahIdiZz5Msd+G0mTEYliawo+eCDD7j++uvxeDw8++yzXHHFFWH3GzduHKtWraK0tLTJyKbXXnuNmpoaxo8fz6pVqzqj2e2uX79+0W6CEEIIIU5g4aYV+uqSWEXVHvyaTrrdHLcrEwoh4sOJM1ZUHLOknP6k5w4Le4uMIiPRAkCyzURJjQef1vIQ0WxzIJlVf5qhjuLlcisHvA1/bR1Tr2pyvHd7ILmW0KcnKacPotLl43CVh3JX1xzJ05UtX76cKVOmoJTi1VdfbTaJBXDdddfhdrt5+eWXm9y3aNEievXqxYUXXnjcbfL5fDz33HOMHTuW7OxsevXqxejRo3nmmWfQtKZTYN955x2uuOIKcnJy6NGjB4MHD2b8+PE899xzAOzbtw+n00l+fj5wdHql0+lkwoQJofOceeaZoTpZQfWn9n3wwQdcdtll5OTkMHDgQGbMmEF5eTkAW7duZfLkyfTr14+srCyuvfZa9u3b16StW7ZsYfbs2Zx//vmcfPLJZGZmMnz4cO6++26OHDnSYN8JEyZw6623AnDrrbc2aHf9c7f1egkhhBAiNjWeVujTNA5WBkZiBZJYJkliCSFiXlyOyDIaZVWN2KNwYMBkN4AOJdVeujnMGFv4Q5ll1rgmxc2Scit6XQF4L4pFR2z8r7MWpzGQ5DIPbjpaLDi9EMBmNuA2Gyir9bHj/fX0TrGR2D1NRmfR8bVM5s+fzx/+8AdOOukkXnnlFYYMGdLi/mPGjCE7O5vFixfzy1/+MrR9y5YtbN26lVmzZmEwHF/+3ev1MmXKFNatW8fAgQOZNGkSVquVvLw8fv/737Nx40bmz58f2n/hwoXccccdZGRkMG7cONLT0ykqKmL79u0sXbqUm266iZSUFGbNmsWyZcsoLCxk1qyj012zs7Mjatfq1at59913GTduHNOmTWPTpk2h891zzz1ceeWVnHPOOUydOpXt27ezevVq9u7dS15eXoNrsmjRIt566y3OO+88Ro8ejaZpfPHFF/z9739nzZo1vP/++6EpclOmTCElJYW3336byy67jNNPPz10npSUlGO6XvFK6v4IERnpg8WetLS0aDdBhBHtuNj79MKvaRys8FBc7cHj10hPMKNO4NW+lSfaLRDh6G5dht+IJuKyZy6rS3W+SOpnZSsbWpKOroNfh5IaL91aGbp8qtXP+EQPb1YdXQWpWlcsPmJjelot9roXtXDTC73bd4SSXI7UJPy7v6UEHS3BTL8Rg+msajere5zXSY/UPi459HG7nOeBBx7giSeeoH///rz22mv06dOn1WOUUkydOpW5c+eyYcMGRowYAQSSMwaDgalTp7Ju3brjatdjjz3GunXrmD59OnPnzg296fL7/dx+++0sWbKEiRMnctlllwHwwgsvYLFY+PDDD+nevXuDc5WUBFbUTElJYfbs2eTn51NYWMjs2bPb3K533nmHlStXkpubC4CmaVx99dX897//5ZprruHxxx/npz/9aWj/2267jSVLlrB69epQWwF+85vf8MgjjzR5M7l48WJmzpzJ888/z8yZMwG49tprAUKJrODPx3O94lVCgiyXI0QkpA8We0477bRoN0GEEe24aLrO95UeSutqYsl0QjBXRbsFIhztiAbHv5aSiDNxmdt0uVzRbsIJI1g/q7mbr/Jo0ddC3YVBKXokW0l3mLGZDZTUetFamWY40u7jfHvDj0iK/AaWltvw1R0abnph9YsrQt+bemeSNmQg/v79qHD7OVTpoXz7ruN45qI1TzzxBGazmVdffTWiJFbQtddei9FoZNGiRUCgcPBrr73GhRdeSO/evY+rTZqm8cwzz5CRkcGcOXMaJHuMRiN/+tOfQlMg6zOZTGFXrUtPb9uKmi25+uqrQ0ms2tpaDAYD11xzDQA5OTkNklgAkydPBuDLL79ssD0rKyvsiIipU6eSlJTUpkTgsV6veFRbWxvtJgjRJUgfLPZs27Yt2k0QYXRWXCoLdlOSvyl0A9B1+L7CTXG1l1qvhlOSWAB4E6PdAhGOITUuUxbiOMXliCy/39/6TqJdtDQ9L/jHMqiKQC0do1L0TLKg61Bc7aG01ke63dTiUOaxDi9H/Aa+dB/9ld3rNbK8wspPk92YBw9qtuh7kFIKZ4KZYouFki++wWw0kDJ4QJuer4jchRdeGBrJ89prr4WmqrWmZ8+ejB07ljfeeIM///nPrFy5kqqqKq677rrjbtOuXbsoKyujf//+PProo2H3SUhIYMeOoyMMJ02axD333MO5557LlVdeSW5uLiNHjqRbt27H3Z76hg4dGvo+uCpjcGnuxnW1ADIzMwE4ePBgg+1er5eFCxeyYsUKvvnmGyoqKhrUsfr+++8jbtOxXK941VVXyhSis0kfLPaUlZVFuwkijM6KS7AmVpCuwxGDmYoaLzUef6ulPk4kuiXaLRDhKKuSVQtFE3GZyBKxJfTH87Te1Hx3AHufXhgNhlAyq6jaQ1mtD6e96YiXIIOCq5LdVBxRfOc9OirkS7eJ1GqNcYleHFOvovKvzzY4rv70QgCjQZHWP5uyrd9QWutl36avyR52avs+YQHAkiVLuPHGG3nnnXf4yU9+wooVK5qsRNic6667jtWrV7N8+XKWLFlCRkYGl1xyyXG3qbQ0kNzcvXs38+bNa3a/+svHz5gxg/T0dJ577jkWLFjA/PnzUUqRm5vLAw88wFlnnXXc7QJITk5usi1Yl6ml+xonWG666SZWrVpF3759ufTSS8nIyMBiCfTM5s+fj9vtjrhNx3K9hBBCCBF7kk8fhI7OoQoPFTUeKl0+0h0WSWIJIbokSWSJDhOcdhh0QK9pMNXQZDSQmWzBr2scrvJS6faRZG3+V9Ks4OcpLhaUJVDsPzrE9KMaC6kGnZGtFH0PtcuoSExLomzrNxgVpA4eQLKt4/4rtFfNqY5QWVkZKvzd3qxWKy+88AI333wzK1euZMKECbz++uucdNJJrR47duxYMjMzefTRRzl48CC/+c1v2qXYdjAhNH78+NDUxUhMnjyZyZMnU15ezoYNG1i1ahVLlixh0qRJfPrpp+0+OutYbd68mVWrVjF69GheffXVBtdM0zSeeuqpNp3vWK+XEEIIIWKNzg9VgdUJK1w+utktmCSJJYToouJywqnD4Yh2EwSBaYfpucNCtxxlb7KPxWigR6IVZ4KJao+Gy6uFOdNRdgNcl+rCoRrW1VpVZWGXx4ChW8MRP42nFwY5+vbCajRQWuNj54btuHwtP2686qgkVpDJZOKZZ55h8uTJFBQUMH78eA4cONDqcUajkZ///OccPHgQpRTTpk1rl/YMGjSIlJQUPv/8c7zeto9RTklJYezYsTzxxBNMmTKFsrIyPv74aKKyfiH043GscdmzZw8Al156aZPE38aNG8PWeWqpzcd7veJJR/9fESJeSB8s9owaNSraTRBhtHdcGtfCql8TC6Co2ktJlZdyl590uwWTUZJYjVnCv20QUeb/Qaasi6biMpEltUxiU5kePi52i5GTEi047WaOuHz4/C0Xf3cada5LdWHm6H46ilfKbejXXh1xexxpiRh27aH4+1K+La3F10rR+XjUGckJo9HI008/zQ033MCuXbsYP348+/bta/W4//3f/2Xx4sW89tpr9O3bt13aYjKZmD59OocOHWL27NlhEzuHDh3i66+/O9KwPAAAIABJREFUDv380UcfoetNfzeKi4uBhqvZBZfS3r9//3G181jjkp2dDUBeXl6D7UVFRcyaNSvsMcHpnuHafCzXK16d6Ik8ISIlfbDYc+jQoWg3QYTR3nEJ1sIKd3NZrJTUeDni8pGWYMIsSayw/NbW9xGdTyXI76toKi6nFralBozoPIfw0IujNbNMSQ7sfXoBkJpgxu3X8GkapbVeurWyekovs8Y1KW6WlFvRCexXoyte7jmEn0XYHlPvniRW7aLcr3G4yoPNZKBvmq3FovPxxuVyhV2Nr70ppfjLX/6CzWZj/vz5XH755axcuZL+/ZtfLCA9PZ3LL7+83dvyu9/9jm3btvGvf/2L1atXc8EFF5CZmUlRURF79uzh008/5e677+bUUwO106ZNm4bD4WD48OFkZ2ej6zrr169n06ZNDB06lDFjxoTOPXr0aN544w2uu+46xo4di81mIysrK7T6YKSONS7Dhg1j5MiRrFq1inHjxnHOOedQVFTEmjVrGDBgQKhAfH1nn302drud+fPnU1ZWFpr6efPNN5OcnNzm6xWvOuv/ihBdnfTBYs+uXbtCi4eI2NFRcalf1gOg1uvncLmb0moPyTYjVlNcjmNoF34HGOUlLOYYkg1S7F00EZeJLBG76v9xrb+CCkB3hwWvX8fr1+uKv7e8kuGpVj8XOrysrT66xMh+n7HZ/cNRSpFmN1P8ySYO2C0YsrvT53/i+w15NM2dOxe73c5f/vIXxo8fz4oVK8jJyenUNpjNZl588UVeeeUVli1bxrvvvkt1dTXdunUjOzubu+66i0mTJoX2v++++1i3bh1bt25lzZo1WK1WsrKyuP/++/nFL37RILkxbdo0CgsLWbFiBU8++SQ+n4/c3Nw2J7KOldFoZOnSpcyZM4f333+fBQsWkJmZybRp07jzzjs599xzmxyTmprKwoULmTdvHsuWLQsVbv/Zz35GcnJym6+XEEIIITpWZcFuPKXlre7n9WscqnRTWuMlwWTAbm5bP1kIIWKVCjdlpitbu3btRk3Thg0fPjzaTRGN5OXlheoBlORvouKrHU0+NfJpGoVH3BRVeTAZFSmtFGHXdHix3MoOz9H97rh7RoN9nAuaX23Nt/979OoaPD6NKo+fk4aeyumXnovD0vY/9Pv376d3795tPi6aOrLYuzh2EpfYIzHpXJG8nhYUFFBbW7vpoosu+p9OapZohfTBYlP9/peIHccTl2A/urH6sx00XedAhZvDVR40v05aKx8QC/A4o1snS9PBB/h18AOaruq+gkbdTVf1vg981etumq5C3ze46Ue/p+5YQvep0Pfhvrb4fQRphNZ2ae3+Go8fa6qR3hi5KF0SsbFgv+bCi75j7MTxp0SzHe02Iksp9f/Zu/PoSK77sPffW1vvDaCB2TgzHJKzcUhK5FAkxTwyjhQ6siIvksab6EPl2MmT4oh5XmRLUSi95EmxJB4l1rHs0H6WFceO+CLlWaGkRLITWYwSZ+incCfFITgbyeHMaDbsvVZ1Vd33R6OBBtDoBQOgC43f55wmgKru6tu8U4WLX93f7+4CPgW8ExgGLgDfAD6ptZ7s4jg/DfwfwGHAAV4FHgV+W2vtdXKMeDzeXePFumg286bZL+FMoKkUPKYMm9J1O0m2CCoZCn4m6/L7EwZTYfdTpa1dtVQrG6j+4AST5SrHv/O/2DUYIzE8SObQ8qlv/aCxvpOIDumX6JE+EaIzMgaLnvWe+Sw6sxr9sviG8DzN5YLHVKmK54eMJG0JYnXAyrd/TqihrKESKlytqGhqX8OG7zVUtcKb/Vpt/Mr898FsoMqfDVzVy6WIRS7DTkdz33CvGyKiZFUCWUqpvcBfA1uBbwKvAHcBvwq8Uyl1j9Z6vIPjfAb4p0AB+I/ABPA3gc8A9yml/q7Wum2GrGFI7ncUpdPpue+d3ECLX77guD7hUy8z5fqYhmqZz5804P4Bly9Oxgmu4hdAeijN5MnTjJsmOmFx3V03rfhYG4WcK9Ek/RI90idCdEbOlehpHH+J6FjLfpko+UyUqsy4PiMpp2Xd2c2s+vIJio8+tuwq560oID77EOvjqV43QAAw9IWPYl6zpdfNWLUZWb9PLYj1K1rr36tvVEp9Hvh14NPAL7c6gFLqdmpBrCngLVrrV2e3q9nj/zK1mVqfb9eYUqm0sk8h1tRTTz01N4W67UynJ54lG7cgbjNVrjKScjDbFH//8YzHf8ovXW5k6qGHST1wBPum5QNnUCv+PnTNDsaKHvlzZ5kq+/R74L9YLG74dKlvf/vb/OAHP2j7vGuvvZZf+IVfWIcWXb1+6Jd+I30iRGdkDBY9jeMvER3d9EunNbEACp7PlaLHZLnKUMLGkiAWUEvXmwgUl32DicBgKlQc/ndfJznRw1xCIcSKXXUga3Y21juA14FHFu3+58AHgfcrpX5Da11scaj3zH79Uj2IBaC11kqph6gFsh6kg0CW6A8DcQszaVEN9dxKhq2mRd8Z93mjuvROcDg2QfHRxxj8zMfavqdlKAbjNtMVn7FilcyLJ9j65tYBMNFbf/7nf85XvvKVts+75557NkwgSwghhBCizpuYXlKOw8qkljzP9UMu5mtBrEzM2pQrFDYGrC4FBld8g8u+wViglmRu3DPRNmFICBFRqzEj6+2zX7+jtQ4bd2it80qpJ6gFuu4GHm9xnPr6s68u3qG1nlRKTQI3KKWu11q/tgrtFhtA8swbpAoenrIp7N5BpkXxd6XgpzIeF4aGyUwu/MXUzZThuG1QGUgz+eJxbNMgd8t+uZsVYY888giPPLI4hi6EEEII0V9aleUIwtkgVqmKbRgrWrhoIyqEcLZq8kbV4I2qyfmqgd9BqZFrT42uQ+uEEGtlNQJZ9Wr1S6t215ykFsg6QOtA1tjs1+sX71BKDQJDDe/XMpBlWatWw16som3btnX83MYaWrFqQPXJY0xWAxzLaHl3yVGQeuAI048+xsCiYNbEQw+T6SDFEGDg+p2MvXicyXKVU0++zMG33tSXRTJt2+51E0QT0i/RI30iRGdkDBY93Yy/xPpZ3X7RszOxPEINQ4n+DGKFGi4HijdmA1dnqybjwcpmnf3oN5fO5v+Th3+PQaUZNEPShiZVfyhIGZq0oUkaGqv//iSIrIlSlWTOZI8dJ+3I75comF21sNfNWJVA1sDs1+USt+vbB9sc59vUamR9QCn1+1rr12GuRtanG5431OS1C5w5c4Zf//Vfb7rve9/7XruXizWyf//+jp/bWENr/IlnGYjb6LjNZLnK1jZFK0fetJ9Ln3yIgV/5jYU7ukgxVEqRzWWZevkkY5ZBrlhla9rpuP0bhawuFU3SL9EjfSJEZ2KxpbUqRW91M/4S62c1+2Wi7DNV9il6AVtSTl/dfPU0nPZMXnFNjnsmhRWsUl6XNkK2mpqtVsjgohvexkiOD+fKV9tcsQZ0XkOu160QUROZsKbW+gml1L8B/gHwolKqcdXCN1NbCfFGIFz+KDVhGFIoFOZ+ri+bXi6XOXr0KAC7d+9mz549PPnkk3ieB0AqleLw4cOcPHmSS5cuzb3+zjvvpFAoMDo6PwV13759bN++fe54AENDQ9x8880cO3aMycnJue333nsvFy9e5NSpU3PbDh06RDqd5qmn5tdf2LZtG/v37+e5556jWKyVE3Mch7vuuoszZ85w9uzZuefedtttADz//PNz2/r1M6WBwpt2YdgGOWK4+QrWS+fRN2yBbdm556qXL2Hu3oafgf0EjA0PEx9fmmI48cGPYozkiH3gCOZb5mdnORMQxCCYLTmgcteQOQaTbpUTzz85N+Vwuc90zTXX4Lru3P97gGQyCSwsfus4DrFYjGKxSBjW/jmbpkkymaRSqVCtzi/MmUqlCMOQcnn+F2s8Hse2bfL5+TWCLcsikUhQLpfxfX9ueyaToVqtUqlU5rYlEgkMw5hrO9Rmm8TjcUqlEkEQALWVp1KplHwm+UzymeQz9eQzNf4uavb7KZVaWh9G9F7jv0URDc899xyHDx/udTPEIqvVL+VqwFjBY6pSK+7eanGkjSIfKF6ZDV6d9syOUgUb1QNW26yQLVbIVjNkqxWSbIiBLS46knrgCNUs2DNX336xuozc5qv1JtpTWl/dtDCl1L8EfhP4Ta31bzfZ/6+pFWn/kNb6D9ocSwEfmH3cBGjg+8AnZh8/DvxtrfWy06oef/zxZ8IwvP2OO+5Y4ScSa+Xo0aMrWjWnvlKLH4S8MV3hcqFK0l6a+189fhr74PxMrsqxE1z+8tdJL1PI0RjJtZ2dVT1+mvKePfi33sK1gwkObkkuO0A4d+4cO3fu3FB3wfL5vKzEFkHSL9EjfbJ+tNacP3+eXbt2tXze6Ogo5XL52fvuu+8t69Q00YaMwaJppeMvsba66ZfxJ55l5qUTS2pkBVpzbsrlUt7FMVXLWrJRlw8Uz1YsXnZNzvudp0YaaHZYIdfaIdfaAbvtkEGz9vdt9eUTFB99rKNaubkvfg4vV7uxLaJjolQlvctmd9WR1MKImE0tPPF3fuonDrZ/9tpZjX8Nx2e/Lld4qD5vdrkaWnN0Lar2xdnHAkqpN1GbjfXsCtooNrDGNEOnXIWxMudnXNIZB2e2Xpb79AtLXhe/+QCp3/oY0x9/eEm9LOi8AHwmZjIWasaKHinHYM9QounzTNMkCAKpDyKEEFchCAJMsz/ruwghRCv1m7edujI7EytEk45tvPFnoOGkZ/J02eKEZxJ2MPPKUZrr7WAucLXTDnGWeVmnQSwhxMazGle8+uyodyiljMaVC5VSGeAeoERtZtWKKKXeBlwL/Getddur+0aaEbOZOM7V15gaSthsywRU/IBLBY+dAzGMFv09bGkuvO9n0F/92pJceKjdqWlX/F0pxfDF81zcupO47ZGNWQwllxZ+rqfdZLPZJkeJJsOQqbpRJP0SPdIn66dUKklNsg1MxmDRsxrjL7H6mvWLNzHNzEvN7/1bmYXp1DMVn6mKT8ENGEnZG+rcmwwUz5Qtnq1YzHRQ82rACLkxFnCjE3C9E3RcbL3TIJYxMluAqW0BG9ELOuh9YXERPVcdyNJan1ZKfYfayoQPAr/XsPuTQAr4Q631XLENpdSNs699pfFYSqms1npm0bY9wJcAj1p6YVv1+hwiWu66665VOc7ObIySF1CuBoyXqmxJzQ8E/HMXsHbtWPD8m2/by6PX/zOOexYf/sSDC/a1K/6uUsm5lMXhPRaXC1XiVoWUY87NBqtLp9OMjdUW30wmk5imGflBhdSYiSbpl+iRPllbWmuCIKBUKlEsFhkZGel1k8QKyRgselZr/CVWV6t+WZxCuJgXhFwuekyWqgzETawNUBcr1PCya/J0xeK0Z6LbzL7aZQUcjAUcivlsMzXdDKnrKYWdMEZypB44AoAz1fl7iPUTjoVS7F0ssVpzUD8E/DXwu0qp+4BR4K3A26mlFH580fPrFcYXX5L+zWzg6llqNfiuB34KsIH3a61f7KQxjUVnRXScOXOGPXv2XPVxTENx7WCccjXk7HSFohfgDGSxD+6levz0kucrBe/NuvzeuMnU0PCCmVnt7tRYu3bMHTP20jGsUpXLhsLaPcKhu29eEKiybZuRkREKhQJXrlyZK4gcZZLCE03SL9EjfbL2TNMkHo8zMjKCbS+d9So2BhmDRc9qjb/E6lppv2g0lwoe02UfxzRI2NH+3RRqeNE1+e9Fh7Gg9eyrbWbIWxJV3hQLyJgrn4WzXEph7oufa/k6PwGWrFcROSoV/UCtWH+rEsianZV1B/Ap4J3Au4ALwBeAT2qtJ1u9vsG3gA8CPwtkgEvA14CHtdajrV7YqHH1IxEdZ8+eXbWBVNIx2TkQwwtCLuZddt1wHTy3fJwzbcB7si7ffff9/Myf/OsF+9qlF9ZnZQGkQs10xWfcMrhSrLI1vXBauG3bDA0NrfyDrTMpABtN0i/RI30iRGdkDBY9qzn+Eqtncb/kR5fejG1mvOgzXa7iBSFbUtEN+ncawHKU5k0xnzsSPrussKuZV8u+d5Mg1lz6YKvXJQAJZEWOkTZAfrWIRVatKqDW+izwSx0+t+klSmv9p8CfrlabRH/bkrIpuAHlam16dW52Bc5m6YUAh2IBr9yyb8n2qS8/xpbPLp9euPhY6WMnmar4nJ92ycTMyN8JE0IIIYQQ0Vavj7W4FlajkhcwXvKYrvjkkk4kS1h0GsDaaQXckfB5U8wnvsZlKBvTB4UQ/WHjLW8hxCylFLsHY5SqPmcmA8rJNMll0gvr3pX2uDg0TKYhvdAcn6AUQrLDX6K2ZRCzDK4UPRKTBge2JFsWnBdCCCGEEKITyT07m24PwpBLBZepsl+r1WpGa+zZSQDLQHNb3OdvJHx22Asrq9frWq3FKoOt6uEKITamvlyGKZFI9LoJoonbbrtt1Y9pmwY7B+JsSdtMXbOLIGydTx8zwPyFn16y/YlnXuvqfQdiJq4fMlbyuDDjdvXaKFmLPhFXT/oleqRPhOiMjMGiR65f0dRdv8zWxar4KCDtRCsb4FzV4A8m43xtJt40iGWguT1e5deGyxzJekuCWLB8Xav1ZE339O3FMoLx6NcdFutPZmSJDW8oYbMl5VDyQqbLPpk2z9916z4W/5rc+7X/lxfe9BC3xju7UCqlGDr+ChMlD2vnCJm7byYbl9NJCCGEEEKsrplKwHQloOgFbElFJ6WwEsJfFh2eLFtNVyGsz8B6W6pKrk3x9rUKYnVSG0sIsfH05V/e5bJU6Yui559/fs2KJe8aiFFwfd4AKn6IWqZOVp0ayaEbfmEOTo7z7/MxbrDLbVdJqRd/V0CiGjBpGLwxVeHGrakNsfxxo7XsE7Fy0i/RI30iRGdkDBY9cv2Kpk77xQ9rGQDTlSoDcRszAmNNreEl1+TbBYfcieP80je/smBV8GZ6Mdeq29pY/gA4vZ0UJpowh00p9i6W6MtAlth86imG+W1DjIUhzrmzLf9xpx84Qv53vrRg24c+/o+Zzg0T/3vvbbmKYWOALPHKKWaAsWKVs1MVrs9JSoUQQgghhFgdVwpVpis+plIk7N5XhZkIFP8573DSq420f66DINZK5L74uVU/phCif0ggS/SNXNJm+60HKY39L4peQKzFc5cLVCUnxpn88mNsbbGKYSOlFIMJi7HvP8eFa3IMvPVmcsnoLoUshBBCCCF6Jz96Gm+iVoxp/IlnWz634PpMuz6l2ZTCXgo0HC3ZfK9o4zekEa5FEEvSAYUQ7fRlIMu2JZAQRbt3717z99g1EGM8YXFZa4qv/5DUddcs+1xjJNc0H98an6AcQqKDm14qlUSffJWUHzJpKM5PV0jHTByz93fMOrEefSK6J/0SPdInQnRGxmDRI9evaPEmppl56QSZLVlmrpxbsM/KpOa+D8KQK0WPqbJPNmateUphJ6sGvmn2sZa6TQdc1feWzOhICgshLWcoiE2pLwNZjtPbOxaiuT179qz5eziWwbadI7j+QSZfPE7i2h0Yy/ziTz1wZNlf2OVf/iju7C/SjtIMj5+mquDSD06SfMuN7B1OrsrnWWvr0Seie9Iv0SN9IkRnZAwWPXL9iqZd27bDtu3L7h8rVZmuBBhAch1WKVytVQM3ckqgJYGsSNJFLYEsscTGmDbSpVKp1OsmiCaefPLJdXmf3YcPko2ZxCyDGXf5VQjtmw4w+JmPLfsLNxyboPjoYx29p0olSZ05Q+nKJGPFKuPFjVGRcL36RHRH+iV6pE+E6IyMwaJHrl/RkR89Pff9Sb181KToBUyVfYpewEBifeYdrEYQa6OnBHqDvW6BaMYY6cuQhbhKffmvQuvWq86J3vA8b13eRynFlrRD0jFxgxC3GrZ/zTK/eMOxCaovn2j7emtXbebXQNziytFneP2ZUVy//fv22nr1ieiO9Ev0SJ8I0RkZg0WPXL+io55WaGVS+DQ/V0KtGStWmS77pB1zw6yI3cuUwFXTl38Zb3zK3BjngFhffZlaKIRjGgzELHTcYqrss9WyUWr5i2D6gSNMf/kxjPGld6OKjz7G4GfaF39XqSTWq69jVQImLIOzUxX2Didavq8QQgghhNhcknt2gm4+e3G8WGWmUiVEk3LWLrLSribW53/rkQU/W2h+IuPxlriPDG2FEL3Wl3Fnw+jLj7XhpVKp9k9aRemYSTZu4VgG0y1SDKGWZjjy2Y9x9Ld/h6mh4QX7Op1qbe3agX1wLynHoFINGC9VGStFO8VwvftEdEb6JXqkT4TojIzBokeuX9EUZ2k0qFwNmChXmXEDhuKtb8JerW5qYg2bIf9wqMIdif4OYim/1y0QzeiqzPQVS/XlaCORSPS6CaKJw4cPr/t7bk07DMYtKtWgo1S/d6Q8/r/3vG/J9sqx9umFdbUUQ5vLL57g/LRLJcIphr3oE9Ge9Ev0SJ8I0RkZg0WPXL96Jz96mvEnnp17NLpeLTxXQq25UqwyU/FJOQbWGqdTtQpiNd7UfVPM5x8NldlhR3c8u1rsmV63QDQTTvT/vz3Rvb4MZLmu2+smiCZOnjy57u/pmAa5lE02bjFT8dvW7ogb8Jbbb1iyferLnRV9h1qKofnqa8SKRcaKHmenKpGtGdKLPhHtSb9Ej/SJEJ2RMVj0yPWrd+o1sRofVqY2Q+6CXniuTJZ9pitVglCTXuNVClvVf50aGua7774fE81Ppl1+LusS78u/GJfyN8ai45uOyvTxNECxYn1ZI8v3ZV5oFF26dIn9+/ev+/sOxi0Krk3ZCylVQ1JtBgc3xgLO5YZJTozPbXMmJhjzFSNW+4CUtWsH1eOnycZMLnkBY0WPgbjF1nT0liTvVZ+I1qRfokf6RIjOyBgseuT61XvZWw4s2TZFwI7Z7yt+yGSpNhsrl3TWvL5qs1W5G2tiDRkhHxyosHMTzMJqFMYBWXg1coykAdGu1iJ6YJPE18VmZijFcNImm7DIuz5B2D4YlX3gvUu2fSMfo4OXzr+vodiadrhcqHJ+2qVcbV2nSwghhBBCbGyN6YSd0YwVPaYqPgnbxFmHFdoWpxU2phIecnw+lCtvuiCWEGJj6csZWULU1adwp/bsZCBmUfIC8m7AYKL1P/3sLQdYXDng9arJcxWLtyQ6v9uctE1SdsCVokdqymTfSAKjn6tkCiGEEEJsYvV0wrp6KuFyZiq1sanrB2xbh9n7zdIKv/vu+wG4O1HlXWkPQ4aqQoiI68sZWcmkJDhH0Z133rlu7+XkBsjecoDsLQfw80UARmZrZVX8sKPC783814JDqYuXVk++xnDKxvVDxooelwreit53raxnn4jOSb9Ej/SJEJ2RMVj0yPWrN+rj0OSenU337yNOoDXjJY/pis/AGq9SCKA1jP27pWmFb+w7xN9Jefz4Jg9i2ZO9boFoJrgiWS1iqb4MZIWhTIWNokKhsG7vlTm0l+F7bl+wzTYNckmbbNzsqPD7YteeGqWkFf+10P5umUolqR4/TTg9g6EUW1I2V4oeF2c8Sl50Lsbr2Seic9Iv0SN9IkRnZAwWPXL9Wh/1lMJOVQiZKFWZcQMMIGGv7Z9lgYav5x1iEwtzDqaHhjmScflbqSqbPWlAS65SNEm/iCb6MpBVqVR63QTRxOjoaM/ee+alE5TOnGcwbjEQtzGUolTtbrD9o9/8CgDPVGzeqLY+daxdOxb8nLBN0o7JlaLH2ekKYURWMexln4jlSb9Ej/SJEJ2RMVj0yPVrfTSuUNgunRDgHB6TpSoF12egTcmLq26bhv9nOsazFXvpzl/4aW7vomxGP/MzvW6BaMYcWttVPMXG1JeBLCHqFqcY1gu/D3RQ+N0YyS34eXByfhXD/5R3CLqMReWStRTD8WI1cimGQgghhBDi6rVKJ5xXG0TOuAEJ28Raw3w+T8OfTsU54Vlce2ppUPP6W/et2XsLIcRakYl6oq9lDu0FWDDVO+WYZGMWxTaF31MPHCH/O19asO3Dn3gQqK3u8oP3/Qy3Hd7bcVvqKYaXCh4J22QgZpF05A6DEEIIIcRmMuMG4LDmBd6rGh6dinOmWhtv1rMLhBBio+vLGVmxWKzXTRBN7NsXnTs+nRR+t286sOzrByfHGfjq15gJuruDVksxtLhSdHljqvcphlHqEzFP+iV6pE+E6IyMwaJHrl9rLz96uuPnBlozXvQoTfgMxK01K/Dua/jqdIxXq/M3TRuzC2Bp9sFmZxZ73QLRTDgjtRfFUn05I8uy+vJjbXjbt2/vdRPmlkO2MilyW7dSrgbMVHxGUs1XijFGcoRjE0u2AwxMjvPnBYf3DbhdtSGXtDg37TJe8riUt9iR7d2gPwp9IpaSfoke6RMhOiNjsOiR69faq9fH6qQ21kSpSt4N8KuawdTanC+Bhj+biVF++SR//5tfWRLAqks9cGRN3n+jMrsb0ot1ossaEr1uhYiavpyRVSxKOD2Kjh492rP3bqyVVa+X1Vj4veg1j/SnHjjS8m7VS67FSbd1eqD79Atzj+rJ1zCUYmvKYaxY5ULepdjDVQx72SdiedIv0SN9IkRnZAwWPXL9Wj/tamO5fshUuUre9cnublJ4fRWEGh6biXHMtfjRFkEsaJ19sBl5MkEtksxtUopFLCW3zcSmUK+VBfP1suqF38vVgLGiR8I2MBcV27RvOsDgZz429/PEBz+65NjfKjj8Y6eMvWhCl0olqR5fONXcPlhrR9w2yMQsrhRr9bIOjCSXvLcQQgghhOgXmrGix0ylVuB9Td5B1xYkesGt/YnXKoglaYVCiI1MAlli0yqdOU9qz04G4halNoXfl/PhTzzI1NAwz/38z3LX7Tcs2Gft2rHg58VBraGExfnZFMOLeYudA1JXRAghhBCiH+XdgBk3oOIHbE05+Kt47OrLJyg++hjh2AQ/AvxIm+cbIzlJKxRCbGh9GcgyTZl+GEVDQ0O9bgIwn2ZYr5c1nLQpuAGXCi5eYOIPUMTpAAAgAElEQVSY3c2MGpwcR/2HP2P8zR9j2GpfvN19+oX51waaCStG4vCNDCYsUuu8imFU+kQsJP0SPdInQnRGxmDRI9ev3gt1bTbWdMUnG7cwDIXyVu/49SBWO7kvfm713rQPrWafiNWjXd2nBZHE1ejLfxLxeLzXTRBN3Hzzzb1uArAwzRDANg0GEzbZmMVMpfX9seWmYQ9MjvOtgkOrRQjrqYaND3XqVVLlEleKHm9MVQjC9V3FMCp9IhaSfoke6RMhOiNjsOiR69fa6mTFwolSlYIboIDkbFqhXVi9NnQSxJJUwvZWs0/E6gmnZNVCsVRfBrIqlUqvmyCaOHbsWK+bsETpzHmgtpJgOmai0VSqy18sWxV//5uf/RSnXji17GutXTuwD+5d8ABIx0yCZ17k0v98mtefHr2KT9O9KPaJkH6JIukTITojY7DokevX2mq3YqEXhEyVfWZcn4H4fDJMNb2y96u+fIKphx5m4oMfnXu0I6mEnVlpn4i1ZQz2ZchCXKW+TC0Mgt6tAieWNzk52esmzFmcXmgoRS5pU66GTFd8YpaNUktTDBuLvy8eOAxOjjPzlf+Id+s/wekwO1GlkvgnXiUdamYqPpdMg62uTya2PqdmlPpEzJN+iR7pEyE6I2Ow6JHr1/pYbsXCiVKVGdcnbpnYDeUrtLOy9+kkjbD0yL9ily2zWDrhn7uALpYA0H9j75KatqLHKj5q10GKL5wktCR1PRJuurbXLQD6NJAlRDuZQ3vnVi+sG4hbTFcCCm5A0QtJx1pfLI2R3JKBRHZynP9etHlHutpRO+oF4W3Ae+kE02Wfc9MuB0ZMWcVQCCFER5RSu4BPAe8EhoELwDeAT2qtVxTFUEr9CPA9arP3P621/sQqNVeITaNcDZiu+JSrIVtS9qocs10QKxzOSRCrC7pYmsuS8JhfYVxERKn2N1Xqpv2kHQldREExBr7nruZ6FSsi/xrEplc6c372LppiJGlTrgaMFT2StoHRIpiUeuBI07tiZ188xdhd1zHSQeH3RgnLYBrNpb96GjIxtqYdnNzAkppeQgghRJ1Sai/w18BW4JvAK8BdwK8C71RK3aO1Hu/ymBngT4ESIMk2QiyjdX0szXipykzFJ+UYK75B2bgiYTv+cI6h90sK4UrE7rgV79UXiN1xa6+bIhqovAtXXmHg7sMMJlYnGCyuzuXRUZRBz+sI9GUgK5VqnqMueuvee+/tdRMWWJxeCJB0TDIxk6JnkveCBbUMFqunGS5OMXz7N7/Kt2/6Z/y9AZcm2YnLMtIpMm+8wXTFx4hbqLTDlttu7PpzdSNqfSJqpF+iR/pERNjvUwti/YrW+vfqG5VSnwd+Hfg08MtdHvMLwADw2dnXd0zGYNEj16+106o+1owbMFPxqQaaocTS8aTTPi4FtE8l/PxvPQLAfSmPt6c6ywgQNf65Cwt+ztywOYNYusVqVeu7DFWT99egdsmCFWKpvgxk+X7PZ7qJJi5evMj27dt73Yw5zdILAUZSDkUv4HLBI+WYWG3uoC1OMRycHOekZ/GK53Mo1nmtEGvXDizAd30KvsY6f5ac1uRHT6/ZrKyo9YmokX6JHukTEUWzs7HeAbwOPLJo9z8HPgi8Xyn1G1rrYofHfDfwS8D7WcE4UcZg0SPXr7W3uD5WqPVsbayAbNxsWnc1iIHptj92qyDW1NAwAG+O+bwtKUGsbtXTCo2BLADezDhOdrj1a7Qm1LU+1kCoa9u0rn0fUvtez+7Xmtmvev575oNHjdvQoJnfDgsDSbphf+NzFrRvSXvbPaNByz95VjajcDUKpWQKM7BNJgeLhfoykOW6HfxWEOvu1KlTkR1I1WdlWZkUyT07GYzbFL2QmbJPrk1Ng9QDR8j/zpcWbPv7v/3P+P573se+u/dgd3kFTzkmFd+nZMc49/TL7Llz7e5CRLlPNjPpl+iRPhER9fbZr9/RWi8oiqO1ziulnqAW6LobeLzdwZRSW4E/Ar6htX5UKfWL3TZIxmDRI9evtdEqrXCq4pN3fUCTsJvXXA1SnQWyln2PoWG+++77udYOeG+2uywAUaO1Jgg1+vo9eF5AOHaOop0lCOeDVYGGsOHnUGsMpVBKYShqXwGlwDBAMb9dqdntKJShULPPm/8632nz29XczzD/nAXdq+Z/nn/eIqrptwuO2Uzrf0crDGZd5b/N6VMnSDrXXd1BRN/py0CWEJ2qpxfW1QNauaRF3vO5mA9w/ZCYtfyyr/ZNB5ZsG5wc5+5vfJW/etMnuK/Dwu91SikGExZjI1uwz71BwfNpfW9ICCHEJnVw9uuJZfafpBbIOkAHgSxqQSyD7lMR55w9e5aPfOQjTfd973vfW+lhhYic5dIK/SCszcaqBOTWoKZPPZUQYNAI+eWBctc3TTeLMNS45y4Q5IuLglKaMJydm1SsYhSrmAoy1GZVmYaBY4A5G6wyDIWBwjRqQRnLMDAW7KutgG4YtaDVwoAWs4Gv+UBVPfCllFoQkKrvrwe6mNvX8LzZ/6iGfXPbF1GtglkbKPJ59BQ45vJ/i4nNSQJZYlNrTNlrTDM0DYOhhE3Jq9U3GEnZLS/4zVYwHJwc53+WbA4nfHJmdxnmlqHIxEwKXsCVgsc1QYgtF3AhhBALDcx+nV5mf337YLsDKaX+PvBTwM9rrS9dTaMKhcLc94lEAoByuczRo0cB2L17N3v27OHJJ5/E8zygVlvr8OHDnDx5kkuX5t/+zjvvpFAoMDo6Ordt3759bN++fe54AENDQ9x8880cO3aMycn5hRrvvfdeLl68yKlTp+a2HTp0iHQ6zVNPPTW3bdu2bezfv5/nnnuOYrGWhek4DnfddRdnzpzh7Nmzc8+97bbbAHj++efntkX5MwFzx+2XzxSZfrp5F2kMksBZXaFAWAsF5yBWMjBTCq8hzmXlQflQHar97OXAqIBVgmoWdP0vsxCcKfATLMsxNO/bUyEeAmXwBqm9N7X3sGfAT0IYn3+NPVl7Dz8zv80s1maGebn5bcoDuwDVNGin4T0naimRQYvPBO0/U9jwuazZq5Q/0PD6MlhdfKbA1ITZ+XF6adynkg/IXRfDHLkGEwgqIcaUxh4yULH556YYwLBK5C+9UfuMF1/mmuv3k0qlOfnSc9Snum7Zuo19+/bx4gvPM7Ue//bym/B8avGZgL77TBu1n+LxOIbR+79LVavibhvR448//ozjOLffcsstvW6KWGR8fJzh4ejOLRp/4llmXjoxN0NLozk75XJhxiVpGySd5lPDYfkVZb72i/+Y5E37eWBwZXPHx184jnPjXm64761cn2sxmlmhqPfJZiX9Ej3SJ9EzOjpKuVx+9r777ntLr9vSK0qpLwIfAD6gtf5Sk/2fBh4CHtJaf7bFca4DXgT+i9b65xq2/yLwb4FPa60/0a49MgaLJrl+rY3F40aAih9yZrLMWLHKSMpuWWc1tMFomLTf6eqEn/+tR1Bo3j/gcqCLWqz9QGtNNYRqEFINNX6g8YMQFNiGgWUqbFNhGQaWUZs5FZw8Tfqm/Qz+jdtxLIVjGjimwjYNTLVwZpKcK9Ek/RItURl/9eWMrChECMVS6fTGKNLXWC8rt2MbRS9gouSRsI1lZ2Utt4Lhj37zK/zxvk9x3PU5uILBRtoxmZwtPJ+NWwwnV3eK+kbpk81G+iV6pE9ERNVnXA0ss7++farNcf4YKAMfutoGyRgseuT6tX7Gix55NyBpG20XC1KL1kXoJIhV9+Npb1MEsbTWeIHGC0I8v/bVmg1U2aYiYRnYpoVtGLNBKnMuWOWfu0BYKELKIZuJMTwQa/t+cq5Ek/SLaKYvRxulUqnXTRBNNE6RjKJ6vaz6w88XSTsW2ZhJzDIpuO0HDMZIbsHPg5PjAPx5wcFfweRHw1Bk4xZjTzzDq4//LyZ+cLL7g7QQ9T7ZrKRfokf6RETU8dmvS4s11uyf/bpcDa2624GtwBWllK4/qM3GAvj47LZvtGuQjMGiR65f66Pg+eS9ANcPSLeYxV/XmIoHrVcnrJsaGubuRJW7k/25OqjWGtcPyVd8xopVLuY9ZtyAUNcWQ9qWcbgmG+fawTh7BuNcN5TghlyC63IJrsnGGUnZZGMWccsgLBTnxvRObrlY/0JyrkST9Itopi9nZAmxEsvVyxpOObO1qqokHY3Z4g5bsxUMAcYDg6Mlm7eluiz8nkpiv/o6ZsVn0lCctwyGbtm3oQo0CiGEWDP16unvUEoZjSsXKqUywD1ACfh+m+P8OyDZZPt+4EeA54FngOeuusVC9CGNZqLkM1P2ycQsjDazsVZiamiYY0d+nnelvVU/di/Vgleash/iVgNM0yBmKdKOScyyiNkmCcsgbhvELQOry1mfw/fcvkYtF0L00qoFspRSu4BPAe8EhoELwDeAT2qtJ1u9dtFx7gU+AtwKbAcuAy8Bv6u1/i+r1V4hOlE6c57knp0MJCxKXkDeDRhMLH/aNFvBsO5/FG1ui/sMdlH43dq1A4DBUDP2wnGmyj5XilW2pp02rxRCCNHvtNanlVLfobYy4YPA7zXs/iSQAv5Qa12sb1RK3Tj72lcajvMrzY4/WyPrR4Bvd1IjS4h+lx89jTexdG2F6bJPvuITak3S7j7hpfry0kmTf/Dpf01ZzwfEMkbIg7kyZh/cywxDTSUIqVRDXD/EMWuBquTYOE6lQtw2ccxaimA9JhhSi8oLIQSsUiBLKbUX+Gtq09K/CbwC3AX8KvBOpdQ9WuvxDo7zj4DfB4rA14FzwC7gCPB3lVKf0Fp/ut1xLEsmmkXRtm3bet2EjtXTDOv1snIJm0Il4FLBxQ9MrC5GEdeeGuWNfYeooviLgsP9A90XfjcMRcoxmar4nJ92ycRMEnb7aevtbKQ+2UykX6JH+kRE2IeojcF+Vyl1HzAKvBV4O7WUwo8ven59KaI1+XNYxmDRI9ev1eNNTM+NDaFWTzXQmslylRnXZyBmdTxr3qjMf1989LEl+xuDWAaan8+6pDdwURitNRU/pOSFeEFIbHaW1WDCImGbpB2T8EpA7u7VWyyi05TCOjlXokn6RTSzWqON36cWxPoVrfXc3UCl1OeBXwc+DfxyqwMopWzgs0AFeIvW+njDvs9Qm87+caXUv9Jat4wExGLti/mJ9VdfAnojyBzauyC90DENBhIWBS9gxvXJdVF0/Ue/+RX++Dc+BcAx1+KUV2WfE7Z51VKOZRCzDK4UPRKTBvtHki3THDuxkfpkM5F+iR7pExFVs7Oy7mB+Vvy7qM2K/wJdzopfDTIGix65fq2+xpUKx4pV8m6AqRSxLmZjWQ3TixbXx5oaWrhC299JVbluBWPH9eKfu4AuNp8vFYS1AJbrh1iGwrEMMqZB3FbELZO4bWDOBv/qKZm9SgeUcyWapF9EM1cdyJqdjfUO4HXgkUW7/znwQeD9SqnfaJza3kSO2uo6LzYGsQC01qNKqRPAm4A00DKQVS6Xu/oMYn0899xzHD58uNfN6Fo9vTCXsMi7PhfzAa5fu5PUjDGSWzAgqRd8r/t2PsaDuTLWCmJQAzGTK0+/wKUtQ2TuOsTOgXj3B2mwUfuk30m/RI/0iYgyrfVZ4Jc6fG7Hv3201n8C/Ek3bZExWPTI9evqLZdSWA1CpspV8q7PcLK7sg/VLNgzzfd99933z31/o+NzT7K7GqvrTRdL2Afna83W616VvAAvCEk4JsOOSdIxycZM0jFrLni1WLezqFaTnCvRJP0imlmNGVlvn/36ncYiowBa67xS6glqga67gcdbHOcycAU4oJTar7WeW55NKXWAWsHR5ztJUQzD6N6x2MyKxVZxzOhZnF5oGgaDCZvi7KysLVbzAUuzgu8KjZ7N4rgSGHy/bHFvlyvOqFQS/8SrZELNtNZcmPHIxCyy8ZWfxhutTzYL6ZfokT4RojMyBoseuX5dvcaUQiuTmts+WfYpeD4xy8TusniVbjF8e2PfIQAGjZCfzrqsQe34NWHd/mZmXJ+ZSoBhKAbiJjtiFkMJm+GUTaqD1Rx7Sc6VaJJ+Ec2sRiDr4OzX5ZZ2PkktkHWAFoEsrbVWSj0IPAo8o5T6OvBDYCfwXuAY8L5OGnT27Fk+8pGPNN33ve99r+l2IRZbnF4IMBi3mC6bFL1agcp4kynkzQq+3x73eaYyn47434oOt8YCMiso/M7x06Qck8tHn4G0w97rtzJ0i0y5FUIIIYRYS40pha5fm41V9EJGUp2XnOiUieb+AZfEOtbFapUi2EoYavIVn/y0S8o22JZxyMYthpM2QwkL29zAxb2EEJG0GoGs+vzPpfNtF24fbHcgrfWfKaV+CHwF+HsNuy4B/xZ4tdNGFQqFue8TiQRQm+5+9OhRAHbv3s2ePXt48skn8bzaMrapVIrDhw9z8uRJLl26NPf6O++8k0KhwOjo6Ny2ffv2sX379rnjAQwNDXHzzTdz7NgxJifnS1Lce++9XLx4kVOnTs1tO3ToEOl0mqeeempu27Zt29i/fz/PPffcXOTZcRzuuusuzpw5w9mzZ+eee9tttwHw/PPPz22L+mcCOHr06Ib6TLtwCCyDUT3/Sz2ZVWQ8k3AIvPqkrBCcKfATECZY4m27PI69alEJa7fUPK34c8/hvTtrWbLKr00v95MQNmQL2pO1O3Z+Zn6b2j1M7LXXif1v+6igOTZ1iaFj3or76ejRo33/b28jfqbx8fG++0wbvZ+AvvtMG7mfUqn5WREiOjotdC3Wj+PISsdrYbzkkfcCEraB1eGUqerLJyg++tiSmljNvCvtsdNe3xmOi1ME2z5fawpeQNELiGcy7MrGyCVtRlI2mZi54a4Hcq5Ek/SLaEZp3fmMkKYHUOqLwAeAD2itv9Rk/6eBh4CHtNafbXOsB4A/Ah4D/gVwBtgD/J/ALwB/prX+uVbHePzxx59JJBK3Hzp0aCUfR4gFxp94lpmXTiy4A6fRnJ1yuTjjEreNptOkJz740QU/5774Ob5fsvhWYWER3P99sLzi4p1BqBl74ThDbz7IoXfczfAa3A0UQoioGh0dpVwuP3vfffe9pddtETUyBhP9avF4sOQFnJ2uMFb02Jpy5oqUtzP10MMdBbH+8l9+gZ/Luqx3HKh6/DT2wb3E7ri15fNCrZmp+ExVfBK2SS5hM5S02J6JRT59UAhxdaIy/lqNeZ71GVfLVearb59qdZDZOlh/TC2F8P1a61e01mWt9SvA+4FngJ9VSr2tXYPqd3tFtJw5c6bXTVgVCkUuaZGJ14q/dxoMvjPhs90KFmz7VsEhWGEs2TQUKcdkqlzl1adHqfjdB8T6pU/6jfRL9EifCNEZGYNFj1y/VptmolxlxvVJOWbHQSxYujphM/mhYd6TWZ8gln/uAtXjp+ce7YRaM1X2eWOqQiUI2ZGNcUMuwY1bk+wdTm74IJacK9Ek/SKaWY1AVn2FwaWFgWrqxXuWq6FV9w7ABv5Hk6LxIfBXsz+2jfxVq9Fe2WOzakw92WhKZ84v+DntmGRiJjHLoOAFy7xqIVPBT6QXDvAv+iZPlVee4RsfSGO/+jqTlyZ4Y7JC2OUMy43cJ/1M+iV6pE+E6IyMwaJHrl8rkx89zfgTzy6pl1pwA/JugOeHpLsI3FRfbvenEEwPDZN44AixdSopVU8lbHwYA9mmzy16AWenXMp+wI5sjOtzSW7ckmLfSJJ0bDWq1fSenCvRJP0imlmNq069evo7lFJGYxBKKZUB7gFKwPfbHKeec7Vlmf317XKrT6ybxSsXzlMMJ2srGI4VPVJ26zty9VTDwZEcb3/vz/O9PbfM7ftu0eGWuE96BYMWa9cOkvkiU9WQsaJHJmayIxtr/0IhhBBCCLGsxpUKobZaoUYzUfaZqfhk41ZXNaCKjz62ZNvnf+uRBT+/O+NyfaK7Va1XQ6tUQj/UjBU93ECzJW2TS9psz8QYuIpVs4UQ4mpddbxfa30a+A5wHfDgot2fBFLAl7XWc+tmKqVuVErduOi5/3P2688opd7cuEMpdRvwM4AG/tvVtlmITmUOLV/wMmGbZGMWCdsk3+GsrHBsgsOP/QccNT9zqqIVf1lYeRFDw1AMJiyuFD1+OOOSd9d/ACSEEEII0Y+ytxwge8sBknt2Ml32yVdqZSUSVnd/Ri1OK5weGl7w8yHH5474+o3h/HMXWu7XWjNd8Tk3XcG2DK4birNvJMmBkaQEsYQQPbdaV6EPAX8N/K5S6j5gFHgr8HZqKYUfX/T8+lJEc7cxtNZPKqX+LfBLwFNKqa9TK/Z+HfAewAF+R2t9rF1j6qsUimipr2S1US2+K5fcs5PhlE3B87lc8Eg55tyqNcZIbvk6COMT/O2Ux39pKPz+TMXmzoTPrhWuThOzDLIxi8sFj5hlcHBLsqOljjd6n/Qr6ZfokT4RojMyBoseuX6tjlBrJmdrY2Vj7WdjtVuh8C/fff/c92kj5D3rXNy9nlbYLJXQ80MuFz0Uih3ZGFtSDjuzMZwug3cbjZwr0ST9IppZlUCW1vq0UuoO4FPAO4F3AReALwCf1FpPtnp9g39ArRbWLwI/BmSAGeAo8Eda66+uRnuF6EY9vbBRPajlmAYD8VqKYb4SMJSsnVKpB460HLzc9Gsf5qbZ76eGhvnuu+/nP994gH84VKGLmqELpM+dpbx9J1eKHgnb4IZcYsMteyyEEEIIEUVTZZ+CF2AoRdxuH9BpNQ4EeGPf/Oqe7814pHoUI7L3Xz/3fS1Y5zPj+gwnbHIpm53ZGIMJWRlbCBEtq3bJ1Fqf1Vr/ktZ6h9ba0Vrv0Vr/WrMgltZaaa2X/IWta/5Ea/02rfWQ1trSWue01vd1E8Qql8tX+3HEGnj++ed73YQVyRzay/A9t889FsslLNIxCzcIqM4uQWjfdIDBz3yM3Bc/R+6Ln2t5/MHJcX70m1/hvG/ybKX72LJKJakeP42eybMt7ZCv1GaIXSq0Lye3Ufuk30m/RI/0iRCdkTFY9Mj16+r5YVhbqbASkO0wra5VEGuqIa3wrYkqB2OdlahYLc3SCivVkHPTLn4Ysnsgzg3DCW7cktpUQSw5V6JJ+kU0IwnOQlwlyzQYjNuUvICZis9waukv/JaphtSCWR/+xIPMDA2Tf/97ydyy3CKgTd5/1465JZMtQ7El7XC54OGYBinHJNMnK8kIIYQQQvTCRMmn4AbETAPHXH62e7t0QpifiQ8wYob8WHr917FqTCus18KarPhsTTkMp2x2DcRJdbEioxBCrDf5C1eIVTCUtJhxTQpegOuHxBbVEGiXaliXnRxn5tGvk3n4n6yoHdWTr5Hcf/2K6mUJIYQQQgjIj56e+94LQmYqPkXPZyTVenGeVmO9b33uC5zw5v/0MtD8bNbF6WEVCGPvdVzMewQadmXj7MjG2JF1MKQ0hRAi4voykGXbm2cK7Eaye/fuXjdhzZhKMZio1cqacX22WAsHOvVUw0ZTDz3cdLCTmBjnXNXoqvB7Pb3QPlhbZXEoYfHDvNe2XlY/98lGJv0SPdInQnRGxmDRI9ev7nkT08y8dAIrk2KiVCvwHrfnF/VZrN1MrOpwbkEQC+Dtg1V2rnCRn6tRTyt0/ZAL0xXSMYudKZtrhxKbfjVCOVeiSfpFNNOX0zQcp/XdEtEbe/bs6XUT1tRg3CLtmICiUm0/MEk9cARjJNd0X/LB32Tigx9l6qGHqb58oulzGlm7diz4WSnVUb2sfu+TjUr6JXqkT4TojIzBokeuXytn7NzBdMWnXA3JtEi1axXE0sM5vvWT9y/YtscO+Ft2dVXb2qmwUKRy3R4m7ThbUg7XDsY5uCW16YNYIOdKVEm/iGb6MpBVKpV63QTRxJNPPtnrJqyqmZdOMPPSCUpnzgNgKEUuaZNxTPKuj9a65esbC8IvJxyboPjoYytqX2O9rPPTLnnXX/KcfuuTfiH9Ej3SJ0J0RsZg0SPXr/byo6cZf+LZuUfdeNEj7wakbAOzxbLSzYJYxkiOgT/8HP/hI/8Xr+27aW57TGl+OuviD63uZ1iOf+4C1eOnqR4/jTt6irwb4Pqaaw7fyHW5BHuHEzhWX/5J2DU5V6JJ+kU005eh93YBBNEbnrf+xSzXgpMbINtQjH3mpfkZU9m4RSYeUPACyn5I0u6sUGarYvDt6mq1krTNlvWy+qVP+o30S/RInwjRGRmDRY9cv9qrpxI2qsYT5L0A1w8YTC8/07DZzHljJEfqgSP8Vcnmh/7CseBPpD1ypsZbp9hRvbC752smyx5J22R4R469I8mOV2DcLORciSbpF9GMXL2E6FLm0N657xvv2gEoFEMJi6IXMFmqkrCMprWpFks9cIT8lx+D8WVqK7x8AvumzlYydJ9+AWMgi73/eqDzellCCCGEEJvZ/I1Kzdlpl/yMS9qxWo6bms2cH/zMx7joK/77xMKacTfHfG6LL50hv9bK1ZDJGw+xNWWzNe1w7VAcRxYCEkJsYH0ZyDIMuTBHUSqV6nUT1ky9IGhyz04yMZN0zKTg+hS9kHSs/aws+6YD5D77MZ4oWfxFIcaHP/Hggv3FRx9bUix+sXrBd2Cu6DvM18s6P13hcsEj6ZjsyMSA/u6TjUz6JXqkT4TojIzBokeuX83lR0/jTUw33+cG5Cs+1UAzlGj9b3rxzHljJEeg4bGZGAHzAbCU0vxUxqUeE1OrHM/yz11AF5em9parAaWKzzVZh2uyMXZmY3JDcxlyrkST9Itopi8DWYlEotdNEE0cPny4101YdY1phvNT0hW52RUMx4seKaezWVkAdyd8ni3bTA0NMzg5Pre9k/TCesH3ejCrevK1uVlZjfWybMMgbhkMJey+7JN+IP0SPdInQnRGxmDRI9ev5hanE1qZ2h/LGs1EyWfGDcjEza6DPqkHjnC0SUrhT2VcUg0xMXtm5W1vpp5COPez1kxXAqqhZuuOHNcNJdjaIkVSyLkSVdIvopm+vG3mum6vmyCaOHnyZK+bsHREvB4AACAASURBVOoyh/YyfM/tS7anHJOMYxKzTApu0PHxTAU/mXH57rvvb//kZdRnZoXTC0dISdtkMG5zseDxxmSFcjXoyz7pB9Iv0SN9IkRnZAwWPXL9ai17ywGytxwguWcnANNln4Lrg9YkVlAEfeLAQf5bcWFK4S0xn5vjC8eDfnLlbW4ldset2G95M5MHDxHcegs7/9YdHHzrTRLE6oCcK9Ek/SKa6ctAlu+vf+65aO/SpUu9bsKaq69gCNRWMIyZFKsBYdh58dvrnJDhW/Yt2T4ddHZHsD4zq5nBhEXMVFwquLw+WdkUfbIRSb9Ej/SJEJ2RMVj0yPVr6aqEi2uc1oVaM1muMuP6ZGOta2MtZ3FKYVJpfiKzNMAbxrs+9JzGlQjrj7l9geb8tItpKHYPxtg/kmQoYbc4mqiTcyWapF9EM32ZWijEequnGDZOUU/MrhhY9ALyXsBAFyvD/FjaY/H6HH9RcHjfQHd3ut2nXwBYUPx9JGXzwxmXS3kPi9rUc6mVIIQQQoh+1WxVQphPJ6ybKvsUvABDKWJ2+/v9zVYsPL8opfAnMy7pVZ46sDiNsC5Ip7kwU2EgbrMt43BDLkFsBbPKhBAi6iSQJcQqyBza2/Tu3nDKJu/6XClWSTkay+gsYJQ2YHFVrHd85Fe5Mpxj8P1H2q5g2Fj4HRYWfzeUYns6xvmZCjnghzMuOweu4ragEEIIIcQGML8q4VJ+GNZmY1UCch3OYGq2YmGjm2I+t8Q6LzHRrdgdt859X6oGXCpUGUlZbEvHuD6X6HjcKYQQG01fBrKSyTVKOhdX5c477+x1E9ZF4wqGjmkwkLAoVgMKbsBg4upOOXN8gsKjjzHUZgXDxvTCxoDW3H5TsS0d41K4l9iMR9w2GU7KtPOo2CznykYifSJEZ2QMFj2b8frVakXC5UyWffJugGMqHKuzANDixXimhobnvk8sWqVwMXuy87YttyJhXdELuFKssiPjsC3jcO1gHENm23dtM54rG4H0i2imLwNZYRj2ugmiiUKhQCwW63Uz1kzzFQwhl7DJVwIuFVz80Oz47pgxkmu6WqHuYAXDZupphlBLNYzvv54hs8rFvItlKOKWQcoxWxxBrJd+P1c2IukTITojY7Do2YzXr2aphIvTCBc8PwiZLvsUPZ+RVGdF0ZulFTYu1vMTbVIKtQWq2tFbNU0lNAayQC2IdbnosSMTY9dAjGuyMSkZsUKb8VzZCKRfRDN9mTRdqVR63QTRxOjoaK+bsKaWW8HQnp2VlXIsZiqdF8FNPXAEYyTXdN9lv/MBSj3NsPFRX9FQTbxB0ja4mHd5baKMF8gfIFHQ7+fKRiR9IkRnZAwWPZv5+lVfkbBxVcJmJspV8q5P3Or8hmOztMI39h0C4JDj8+Y2KYV+pqO3WSB2x61zD3v/9RTcgCtFj2uyMXYPxtk5EJcg1lXYzOdKlEm/iGb6MpAlRBQ0rmA4lLDIxEy8QOP5na1gaN90gMHPfIzE//25Jfu+mY/R6UKI1q4d2Af3zj3qqidfA5hLKbxc8Hh9skKoO19hUQghhBBiI6v49dlYIZlY5zPTl0srrKUUesumFK6WguszVvLYkY2xeyDONVmZsSKE2DwkkCXEKqunGPr54tw2yzAYSthk4yYzbndLkyeanKX3PfxJXn5+ae2rTtRnaM3NylKKbWmHghtwueBydqqClmCWEEIIITaBiZJHwQ1IOQZmh7OxWqUVvivtkTHXdhyVd33GStVaEGswzg4JYgkhNpm+DGRJDm007du3r9dNWBeZQ0uXQwYYTFikHZNQa9zq1aXwDU6Ok/rq18gH3d/uaywEHxvZBYBpKHZkHMaKPhfzHhfy3lW1T1ydzXKubCTSJ0J0RsZg0SPXr+WVvIC8G1DxA9Jd1AldLq3woONzW7yzG5Zmcek2/9yFJeUgFi/aM+P6jJeqXJONc+1gnB0ZOedWi5wr0ST9Iprpy2LvltWXH2vD2759e6+b0FOGUgwlbIpewIznM2LZHdcxaFb4fWBynG8XHN434K64TfrEOVzOzf087IdctOMYt92IbSq2dFjwVKyuzX6uRJH0iRCdkTFY9Mj1azma8XKVmYpP2jExOpyNBc3TCmNK8+4uUgrNJsO3ZkXd64yBLDMVn4myPxfE2paRcdpqknMlmqRfRDN9OSOrWGxyi0P03NGjR3vdhJ7Lxi0yMRtQVPzOZ2UtV/j9HR/5Va7804ebTnFvpZ5e6OVYcMfPOP0aA16ZC3mXM5MVJssdLqcjVpWcK9EjfSJEZ2QMFj1y/Wou7wYU3IBqoK961ebvvvt+fiztke0ipdBrvp4PsLCoe/1R2r2bibLPzmyMPUMSxFoLcq5Ek/SLaKYvA1lCRJWhFENJi2zMJO8GHdeiqhd+b8Ycn6DQZIp7K/UC8MCSQvBJ22QgZnIx7/L6RIV8lzW9hBBCCCGiTKOZKPnMVHwycbOrlf6KTe5DqkMHuKPDlMLl+OcuLLtvxvWZnA1iXTsUZ2taglhCiM1NAllCrKHGlQvrsjGTdMzCVIpSl7Wyms3KAtCLprhfrcGETcIyuJh3eW2iTLnaeglpIYQQQogoyI+2XwxnuuxTcH201iSs7v4c+ovC0iDSezIuXWQmNlVPKzQGsgu2F72AiVKVaySIJYQQc/oykGWaVzc9WKyNoaGhXjdh3TRbuXCeIpe0yMQt8rODqE4tl2II8MMXT3XdTtWipvtw0sZUigt5l9PjZbwuUiHF1dlM58pGIX0iRGdkDBY9m+365U1MM/PSCaxMqun+UGsmy1VmXJ9szOp4Nlb15RNc+acP87d/89eW7Ntidb9K4XJjMHv/9XPfl6sBl4tVtmdi7BqMSRBrjW22c2WjkH4RzfRlICsej/e6CaKJm2++uddNWDfLrVxYl3YsMjETxzIoeJ3PdqqnGKb/8HNL9vn//j8SdDmOsgvNt7tPv4B/6nW2pG3CEC7lXU5PlPHDtV1OWtRspnNlo5A+EaIzMgaLns16/Uru2dl0+2TZp+AFGEoRszv/U6jw6GOY46s3A365MVid64dcKlTZlrbZORCT1QnXwWY9V6JO+kU005eBrEql0usmiCaOHTvW6yZEynDSJhuzKHoBYZcBIkdBMLxwZlZ6YpwnSnZXx6mmF/5cLwJfPX6acHoGQym2pR3K1ZBLeY9XJ8oEEsxac3KuRI/0iRCdkTFY9Gym61e7tEI/DGuzsSo+2XhnK2xWXz7B1P/P3pvHyVVW+f/v5261dfVS3Ul31k4gAUKILIagJg4iIoqCgDCChp8MfnGYCYrbMIyDOqgoo+PAjBujg8MOLgQYnRGRxXESR4KSgJCQDQgJkK3X2usuz++P6uqu7q7qru50d92uft6v9Kuqn7vUc+vk3j733HM+5/M3lZVxKJcpP+p+60ZY5nrsj2dpiRjMqQ8wr14FsaaCmXSuTCeUXRSlqMlAlusqPR8/0tXVVe0p+IqQqRMN6AQNfUxZWQUaL7tw2NgTSZMOp3KRBjkkQ71YBL6Argnm1AfozTgc6Otm6I2hHFIxdtS54j+UTRSKylA+mP+YSdev0coKO1MOiaxLQNex9Mr8peTd6/FGCGJF1g73x0bC2fcG9vbdSGtw5+j+5a7k9d4cTWGTtmiAhY3BMYnRK8bPTDpXphPKLopSVPYoQqFQTArNYYt41uVQwiZiSfQxKIWaxx8zbMxB8GA8wBWNmSMWHYV8iWGBFk9yWA+grViKENDeFERTjpVCoVAoFAqfUaqsMOd69GRskjmHlkjlWlOlgli9Tc3M+frfEhhHSkBB1D0Hwx4eUh/ljXiW+qBBazTAoqaQ8rUUCoWiBCqQpVBUkYCh0RAySOVc4lmXxtCRn5Kv2DpPpQ3eGh5/G+hCieFQmpccxeGkDYCUsCimglkKhUKhUCj8T2fKJp51CZo6xhE87etuakZ8+IPjCmI5+94Y9Htg5Yn97z0peaM3R8jUaItaHBULjekBp0KhUMwkajKQFYmUTidWVJc1a9ZUewq+JBYySWRcDiSyON6ROVcLd23j1SXLeDRhsdRyaRmli45VRrPUmD9n2Ji9fTemLpgTDfBGPEthzyqYNfGoc8V/KJsoFJWhfDD/oa5f+e5/PRmHtO0xK1K5nuhhRwzTYfnD57/InzdkxzWPQjaW1lBP9KiB7oRSSvbHcxh9ftZRzaEj8gcV40OdK/5E2UVRiprUyHKc8WeiKCaP/fv3V3sKvsTSNRqCBhHLoDdzZP933/XwfQDYCB7oDTCaLrs7Du3QgKExNxqgI2nzem+Gl5UA/ISjzhX/oWyiUFSG8sH8h7p+FbKxHCKmVnGWk5TwcHy4o/S+6PiCWMWYSxeT6+3o//1Q0kYImFtvcVRzCEuvyVs036POFX+i7KIoRU1eJbPZI/8Do5h4du3aVe0p+JamsEE0oJNzJTmn8qDQ0E45jV0dLNy1DYC9jj5qF0N3nA/Orb5gVmfK5o3eLK90qWDWRKLOFf+hbKJQVIbywfzHTLh+xbftpmPjMyWXJXIOvVmXrONRF9Ar2p+9dQcHP38TF/ztJ4cti4zh7qkg7D5U0B0ge3gfAF1pm6wraYsGWBwLEzRq8vZsWjATzpXpiLKLohQ1WVqoUPiJ3ud39L83opGSAqSGptEUMknZLr1ZhxajsrT3yNoLid/y74PG3vXwffzos18G4LGkyTEBh9ZRSgzHQrEA/KxoHYdmzx0oM2xSeg4KhUKhUCimlkK3QmBQx0KJpDPlEM84RANGxd3/4nevx+woo78wBgqlhMVoDfX97xNZl56My7yGAIuagkSsygJtCoVCMdNRgSyFYpKwYg3UnzC4s2BxUGsojSGDnoxOMueSsT2C5uhP5Mzjj0FriQ3qqNPYNZCq7vaVGP5lU4YKu0yXpZQAvHns0cxZEuD13vwTeClhsRInVSgUCoVCUQWG+V2ZfBDLlZJwBX5VPyU6FcLwTPhSOPveQCZTg8aKRd2LOZSymVtvsbAxSGOocu0uhUKhmOnUZCArGAxWewqKEixbtqzaU5hSossGP4Erl/JeQBOCWNgklfPozToEDLOiJ4elsrKKed3R+W3K5IyIPWyZER919wPrDhGALwS1LF1jXn2A13qzFFKzVDDryJhp58p0QNlEoagM5YP5j1q/fsW3De+yDOBKmdfGyjnUjyEba2dWp7nEuNYSI7L2wlG3H5qFVZyBVcB2PeKRucyOmMyJBphdZ1U0N8XkUuvnynRF2UVRipoMZGmaqi33I3V1ddWegi8YmpVVXG5YHzSIBl2SOZeU7VWUYm4ef8ywsRMCDs9nB07vJ5Mmx1ouc01v0HpiAjR5C6WGszzJ4WQOZ3YM96RjWNwUwlI6D+NCnSv+Q9lEoagM5YP5j1q/fhXKCotLCgG6Ug6JrItAVJTlDpCT8J9xi78YMt7wb98Yc2Z7uSws18t3KIzW1dEatZjfMI7OO4pJodbPlemKsouiFDXpbaRSqdFXUkw5Tz/9dLWnUFUKpYZDf5x4sn8dgSAWNogGDeJZBynHp211bjRLRAxs6/WVGA7VkbebxrX7/Fz7Sg0LP3LnSzTu20vyUBf7ujPsOJwimXPH/wEzmJl+rvgRZROFojKUD+Y/Zsr1q1iD1HY9utM2vVmHhmDlz+2fTJpEd2wfNl5JEKsg7D4SUkoOJHIETQ39wA4WNYUqzhRTTD4z5VyZbii7KEpRkxlZCoUfGVpqCKXLDessg2jAIZnTSGRdomNwwArY19/ExR+6iNvnDDwNPOBqPJk0OatueInheBhaagjA9t20hE26/vAc+wQkwyZtUYs6y8CKNZT8DhQKhUKhUCjGSnzbbnKdPSWXdaRt4lmHoKFjVphK9YatsTFlcvnD941rPsUlhaXKCQEOp/I+WFvUovsASoZBoVAoxokKZCkUPqC40064fR7NYZNkzuVw0iZsyTE7Ot7hTlp+/DNOuu54tmQGxEN/mzI5LuCyYEiJ4UQhImHcnS8RlZJkzuOwlGQtnaaQydw3q/p2hUKhUCgUE0O5ToUZx6Mn7ZCyPWZFKhNQ9yQ8FLfwEIOa5kDlAu8FypUU9mQcMo7H/IYgi2NhNlc0M4VCoVCUoiYDWYZRk4c17Wltba32FHzH0M6GBYcsZOo0BA2SOZd41qUxNPL/6aGdCyEfzHpfXY7dOZ24l68iln0lhn/VlCaggZaZ2OMpztKygHjWoTvnIfe9ipnIEZNSpdBXgDpX/IeyiUJRGcoH8x+1fv0a3Kkwr9cZz7pETK2iB4H21h103LWeD3WU7lQ4FoH3cplYyZxLV9pmXn2Q9sYgEUuvebtMR5RN/Imyi6IUNeltBAJKNNGPLF26tNpT8B3FpXZDywxjYZNE1uVAIovj6RgjOGORtReSvHv9sGCW8eIOLjh6GXf2DHSROuxq/DxhcVF9DmOSpUyiAQND8+jNOIhEDvuR/6MtGkATQpUajoA6V/yHsolCURnKB/MftXT9GqmcECCRzT8AzDoujRV2AozftR6rTBALSjfVKbvu0sXDxnKux8GkzZxogPmNAZrC+SyxWrJLraBs4k+UXRSlmDCxdyHEfCHEj4QQrwshskKIV4QQtwghKpKTFkK8QwghK/hZMNq+0un0kR+QYsLZvFklUVdC7/M76H1+B5ltuwgdOkjEMujNjNxe0Dz+GBq/dt2w8eTd6zkm4LIyOFgXa0vGZHPawC794HBCCZka9bF6ep/fwYHN23npqRfofG77iI7oTEedK/5D2UShqAzlg/mPWrp+FcoJCz/FJYUSSUfKoTfjUB8wKsoAlxIYIYhVSVnhSBQ6FDaHDVqjFm3RgUBvLdmlVlA28SfKLopSTEhGlhDiaOB3wGzgYeBFYBVwDfAeIcRqKWXHCLsAeAW4ocyyFcCFwPNSyr2jzcfzJkf/R3FkJJPJ0VeawQwtMwRw/7SdaEDnQMIl63gEjJFjz0NLDAvvz4nmeNXWOegObP/zhEVri8tcxtcZcSyE2udiLphDV8rGMzTcV/dg5RyaJ/2TpyfqXPEfyiYKRWUoH8x/1OL1a6i/BNCTdohnbaSUhMyR/SV7646SmezFaC2xisoKyyGl5GAiR9jUmF1nsaAhOGh5LdpluqNs4k+UXRSlmKjSwu+RD2J9Ukr57cKgEOKfgU8DNwJXjbQDKeUrwD+UWiaEKLQP+eEEzFWh8CVDy+w6Nj6DLgRNYZOUnU+VHy2QFVl7IfFb/n3QWOfHr0VriXHJpR/k+60nYpN/QpmTggdeD3BVfQZzCmSrDE3QHDbpzjh0pR3oyZJ9aitHn7pMde1RKBQKhUIxblzPozNt05t1aQyOno01UhCr8d++wVjckmKh92K60g4SaI1aLGoKKV9HoVAoJpAjDmT1ZWO9m3xG1XeHLP4S8HHgMiHEZ6WUYw6nCiFagAuANHBnhduM9WMUU4BlVaZVoBhM4MBB6uqbSOY8MrZHcISnjOV0HLzDnVj3PcD7vrCMh+IDae0Hsjq/TFicF81N+LxLoWmCWNgkXl9Hx7PbyblL8Ra3s7AxSNjSp2QO0wF1rvgPZROFojKUD+Y/ZsL1qzPtEM+6mEIMe+hXSfZVAdkcG1MQC0oLvSeyLr1Zl4WNQdqbQiUfRM4Eu0w3lE38ibKLohQToZF1Rt/ro1LKQfnkUso4sBEIA28Z5/4/CgSAn0opuyvZIBwOj/OjFJPJqlWrqj2FaUWh1NBNJImFTaKWTm/WQcqRSwHL6Tl4hzt5c9BhRWCw3tamtMkLmakNIkUXz8t3Zcy67PnjNrYfSnEomRv12GYK6lzxH8omCkVlKB/Mf9T69SvnevSkHRJZh/oSXZ4rDWJlYzHqLxt/KWFB6D3neBxK2bRFLeY1BIgGSucN1LpdpiPKJv5E2UVRiokIZB3b97qjzPKdfa+Vt/wYzJV9r/9W6Qa53NRklyjGxp49e6o9hWlFcalhQ9AgGjTQhSCZG1l/JLL2wrLBrK6/vJaz/uYarvzWF1m4a1v/+IPxAJ3u1D5FN6IRGva9iogn2NuT4aWONC93ZrBdpa+izhX/oWyiUFSG8sH8x3S9fsW37aZj4zODfkrRkbTpzToEzdIdnkcLYnU3NXPn179Ny9evG1OHQhheVuh6kv2JHC1hgznRALNH6Jw4Xe1Syyib+BNlF0UpJkIjq6HvtVwLssJ441h3LIQ4nXyg7Hkp5e8q3e6ll17iU5/6VMllTz755FinoZgg9u7dS3t7e7WnMU0RtIRN0rbL4WReOFQrk/te3MGw8+PXllwn2tXBWQ/fx22f/TIAGSn4SU+AK5sy6FMUzzLmz8HevpvGoIETNtkfz5K2PVJ2PhW/PjhREn7TD3Wu+A9lE4WiMmzbHn0lxZQyXa9fhQ6FQynuVJjKufRmHdK2y+xIPmg0llLC7qZmHvvApXwgmh2XXmhxWaGUkgOJHGFLZ3Y0wPzGwIjbTle71DLKJv5E2UVRCr/fKX687/UHY90wkUj0vw+FQkC+JfSGDRsAWLBgAe3t7WzatKn/6WEkEuHkk09m586dHDhwoH/7U089lUQiwbZtAxksS5Ysoa2trX9/AE1NTSxfvpwXXniBrq6u/vE1a9awf/9+du3a1T+2bNky6urqePrpp/vHWltbWbp0KZs3b+7vzmBZFqtWrWLPnj3s3TvQsPGkk04CYMuWLf1jfj8mgA0bNtTUMU22nZYQJF0X5DWZAhNoEdQZBr1Jl/C8gdNX5MBMgF0Hsujh39AuhsU0dHWwcNc2Xl2yDIB9js6vbJN3tfXdhHhgdYMTAi80sJ3RF5p2GgbGtDQYacg10p/nKRwwe8EJg1fUqMfsAmmAEwXeejQ5wHh1F/MXH0N6z3N0A91AsK6BN61Yzs4Xt/neTpPxf6+jo6Pmjmm62wmouWOaznaKRAZuZhUKRe1SqkMhgERyOGXTk3aos/T+B3yjBbFu+ep38BiIWq0M2iy2xp5JWJyNZS5dzOFk3n9qrTNZ1BhEU3pxCoVCMWmII9WkEUJ8E/gc8Dkp5bdKLP8OsA74aynl98ew3xjwOuABcyvVx3r88cf/6HneKStXrqz0oxRTxIYNG1izZk21pzGt6Nj4DL3P7+h34nKux6tdGQ4ksrSELYxR0qdGeyqZbG7m3z795UFj/19DhmMC7sQcwCg4+97of5oZWHkiUkq6Mw7dGZeGoE5z2KQtGqAlYs4oh1CdK/5D2cR/bNu2jXQ6/cyZZ5755mrPRZFH+WD+ZLpev4b6QEPpTtu81pOlN+swK2L2Nxool40OkIg184PPDPg9Uc3jk7E0oXGIrdjbd/dnY2UXLqAj7bCgIcjSlhB1ZXSxipmudqlllE38ibKLv/CL/zURGVnb+17LFZUv7Xstp6FVjoLI+x2VBrEKFDKwFP6i8JReMXYKqfVGNEJjyyxStktPxqE5Yo64XXGZIUD3528aFNSKdHRQr3n0egMe3M96A/x1LE2jPvnC64XywgJCCJpCJnWWTkfK5pWuDImsS2fKHFEwtdZQ54r/UDZRKCpD+WD+oxavX47n0Zm26ck6NAaNirpl5ppjPHLupYPG3l+XG1cQqxhvcTuH4jnm1lssaAxUFMSC2rTLdEfZxJ8ouyhKMRF3hQXRqXcLIbTizoVCiCiwGkgBvx/jfgsi72MuK1QoaoVC58ICvc/voGnhXOJZh5TtkrE9gmblHlhk7YXEb/n3QWP/7/OfGPR7d1Mzj1/4Ic5dtQhrCpOgsn94dtDvzQ312O0LOZzKi7gmsi6z6kzm1Aew9InoU6FQKBQKhWI60pGy6c24mJogYIzsE8R+8A26XcEPOkPk5IBjs8xyWB48sgx0z5Mc6hN3z2eQlxd3VygUCsXEccR3g1LK3cCjwCLyJYTF3ABEgLuklMnCoBDiOCHEceX2KYR4O7CMMYq8F0in02PdRDEFFOulKCojuuxomlefQvPqU/rHdCGIhU3qAwa9WYexlAdX0o2nsauDk9f/mAd6A3iTn5SFiISxt+8e9uP19BK2dOY3BAgaGnt7srzcmeHFg0kOJnJ4R1gW7WfUueI/lE0UispQPpj/qLXrV9p26U47JHNuRY1hpIT/jFuDglgBITk3emQdNgtyCGFTY3ZdgPkNI4u7D6XW7FILKJv4E2UXRSkmqk7nr4HfAf8qhDgT2AacBpxBvqTw74esX1BwLZfvMW6Rd4ViJtAQNOjJuCRz+Z9K09hhZAH4Ao1dHbyQNfhNyuOdkcntQGXMnzNsrFBuWMjSCgOWJ+nNOOzxJN0Bg0hApzFoUB80BulnWbEGosuOntQ5KxQKhUKhqAYyn42VdYiYGkaZDs7F/CmrsyM32E86uy5H/TgkFArangBpx8OVMK/Oor1JibsrFArFVDIhgSwp5W4hxErgy8B7gHOAN4B/AW6QUnaNtH0xQogm4CIgDdw1EfNTKGoPQUvYJG27HE7ahEyJXoEzB/nywkrbUj+RtGjVvSNOvR8rhSytoUQB2/GIOy5xoNvQCZkadZZBnaUjRPnuRgqFQqFQKKY3PRmH3oyD7Uia6iq7jfmv+OBMqXbTZWXQGdfnFxrUZB2PdNpm9pwY7U2hUcsbFQqFQjGxTJhyspRyL/AXFa5b9o67L+h1REqhpjmyALaiOixYsKDaU6gpwpZOQ9AgmXOJZ10aQ5WdzsUC8E4IjL4qkHJdfn7WGyCmZ5hjeiWXTwalsrQKmOQztLK2R2/OIS0hF9DJWTrWy3uI1EDJoTpX/IeyiUJRGcoH8x/T8foV3zb8YZYrJZ192VgNZQTe7a3De0sli247dCQfiGap8NlfP8WZWK4n6Tz2OFrrLNpjoYrKG0sxHe1S6yib+BNlF0UparIFmGUpoUU/0t7eXu0p1AS9z+/AiEYIt88jFjZJZF0OxLPYlo6pj80zMyqQMrER3N0T4K9iaep89MAxYGrMMi2yjkc8mw/mhZM5sl1pen79FPVBHUMb34SrXZ6ozhX/PXx0WwAAIABJREFUoWyiUFSG8sH8x3S8fuU6e/r9nQL5IJaLhijb6CZ59/oR93t6xGa2MfYHXoVMLCklh40gDUGT2XUB2urG//99Otql1lE28SfKLopS+Oi2dOJIpVLVnoKiBJs2bar2FKY1hQ6G9SccgxPP906wdI3GkEl90KAnM/Y0+Vxj+WVXfOuLLNyVl7Pr8TTu6wni+DDZKWBotERMGoMGOSvI/mdeZM/TW9n5f8/z8qYXOLBlGz3P76B3DD+5zp6qHpM6V/yHsonCzwgh5gshfiSEeF0IkRVCvCKEuKVPrqGS7SNCiI8IIe4VQrwohEgKIeJCiD8IIT4rhKj4bl35YP5jOl+/wu3zAMg6Hl0pm0TWoaFMBrq9dccw2YTupub+97N1jz8LH5nuZ3zZ8ehLFtMatVjYFCyZFVYp09kutYqyiT9RdlGUoiYzssbSxU0xdeRyR9YdZqZTyBDq2PjMoPFY2CCe1UnaHmnbI1TmKWVJRli1sauDdz18Hz/67JcB2GPr/DxucX40hx/1TAOGRmDpAnKOJJlz6XA8gqZG2tQImzp1AYP6oI6lj/z99D4/vCxhqlHniv9QNlH4FSHE0eQb7swGHgZeBFYB1wDvEUKsllJ2jLKbtwN3A53Ak8BDQBNwHvBPwIVCiDOllJnR5qN8MP8x3a5fw8sKJYeTOeJZl5CplxV4L5WN9dgHLgVAIDm/PotxBP5LynZJOx4LGoO0NwYrEpofielml5mAsok/UXZRlKImA1kKxUygEHAxohGaW1tJ2x7daYegYY7rCWGpboaNXYPvff6YMWkzPN4aHp9I6lRgGQLLMPA8Sdrx6M04+fbYGYdQSiNi6dT3dT3UR/iehgYMxz0f1UVRoVBMLt8jH8T6pJTy24VBIcQ/A58GbgSuGmUf+4G1wE+llP13DEKIzwG/Ad4GrAO+NaEzVyhKMLSsMJ516c26ZByX2ZHyyYGlsrFeXbIMgLeFHBYegdan40l6My5tUYsFjUHClj7ufSkUCoXiyKnJQJY2Tl0cxeQSiURGX0kxKoUSwwK9z++gvl0nmjVI2i6JrEu0QuFRURSPKtfN8DPXr+t/393UzOMfuISmNx/FcYGp7WQ4VjRNELF0IpZOzpWkbJfDyRw9aY1uyyZo6IStfLZW2BrI1DKikQnNyhpPF0V1rvgPZROFH+nLxno38Arw3SGLvwR8HLhMCPFZKWWy3H6klFuALSXG40KIbwH3AO+ggkCW8sH8x3S9foXb5+FJSUfKpifjUB800MaQBVXIxmrWPc6sG3tGR0Hg3fMkiaxDfVBnTjRAc3hiGhpMV7vUMsom/kTZRVGKmgxkhUJH1PRQMUmcfPLJ1Z5CTVCc3TOQNSRoCZukci6HkzYhS1aU8m72Fr3v62ZYrnsh5DO0znz4fu5ccgMfbcyw2Jq6ToZHgqULLN1ABnTSjkcql89es3SNkKlhGRohUyds6kTmthE1NQRHXj9ZCIh1bHxmTJlZ6lzxH8omCp9yRt/ro1LKQRfkviDURvKBrrcAj4/zMwqiQhWl4iofzH9Mh+tXfNvukvqUnSmbeNZBAGFzbFlQry5ZhkByQTSLNY4/6QWB986UjaUJWtqamdcQGPuOyjAd7DLTUDbxJ8ouilLU5GOzbDZb7SkoSrBz585qT6FmSe15jZCp0xQyiVg6PenKSv+c8PAxrSU24jaNXR04CO7uCfKaPb0uIUIIwqZOc8Sktc4i3JetdTiR4/XeLHt70rzSleHlzjT741m60zYZx0MyPs2XQnbXWAXk1bniP5RNFD7l2L7Xcmmkhf+4Y08NHeCKvtdHKllZ+WD+YzpcvwrlhIUfIxoh43j5ToUZh4YRMs3trTvo/vxNJZedFnJYdAQP3eJZB/fEFbS9/c0cc9rxaBMoEjod7DLTUDbxJ8ouilJMr7vQCnEc/+r3zGQOHDhQ7SnUHIUyw0IXw+aISUNQxwPS9uilf15w+Fhk7YWjBrMAslJwR3eQg44Pld8rQNMEIVOjMWTQGrWoD+ggoSdt80ZPln09GfZ054NaL3Wkea0nw+GkTSLn4HiVOcXh9nnjKi1U54r/UDZR+JSGvtdykfLC+Ag9assjhLgaeA/5ssMfVbLNyy+/zBlnnFHyR1EdptP1q9CdOdw+l0PJHL1Zh7CpY+rlfY1SsggATZrHu8dRUljAdj2SOZfWqEV7UwjLmNjbpulkl5mCsok/UXZRlKImSwsViplCdNnRg0TJdSFojlhkHElnKkdA18akJwEDJYbFlCs3TEnBf3QHubIpQ0yfvp2qhBAEDEGgz0l1PEnO9cg5knTOxvYklq71lShqmLogYOj5343874XlIz2tLScgrwThFQqF3xBCXAjcQl4I/oNSSnuUTfpJJBL97wulhul0mg0bNgCwYMEC2tvb2bRpU383qkgkwsknn8zOnTsH3bSceuqpJBIJtm3b1j+2ZMkS2tra+vcH0NTUxPLly3nhhRfo6urqH1+zZg379+9n165d/WPLli2jrq6Op59+un+stbWVpUuXsnnzZpLJ/MMhy7JYtWoVe/bsYe/evf3rnnTSSQBs2TIgK+bnYwL69+uXY3ruqafptQey95aJMMmmCK/JVP+Y53o4SCJzTQrhKC0DRgrsepB9dzGlgljdTc18oDGLYUCuYWBcS4ORhlwj/Y/zhZOXWnDCgx/wJaWgsd4k88pzPPfK6Mc0Hjtt2LChpv/vTcdj2rBhQ80dUy3YCai5Y5qudgoGg77QwxS11ib58ccf/6PneaesXLmy2lNRDGHDhg2sWbOm2tOoOTo2PpMXfO/P/JG81pNlfyJ/oWocIR0/FwNruP83jHKBrO6mZh77wKUkjj2WKxszRKdxMGskPE9ie5Kc45FzJbbrITSBqQl0TWDqAkPTMDUw9XyAy9Q1TB0MTcN57Q1kIkW5mGL9CcfQvPqU/t/VueI/lE38x7Zt20in08+ceeaZb672XKqFEOKbwOeAz0kphwmxCyG+Q77b4F9LKb8/hv2eD/wEOAycIaXcXsl2ygfzJ368fhV8l2KMaIRw+zxyrser3RkOJnI0Bo3+h0ylsLfuIH7Lvw8a625qZt/Ff86frVw8rrlJKenYtQ8zm6bt5OM44T1vHVc36NHwo11mOsom/kTZxV/4xf+qyYyscLiE8I+i6px66qnVnsIMQTCrziJtexxIZMmZ+cBKKcyuksMV09jVwbsevo8fffbL3N4d5GNNacLVD9BPOJomCGgDGVtSSlwJjiuxPY+sI0m6No4n0TSBIQSGLjA0gS4Eel0TRrQJXdPy433LdU2Q27YLLecQzLnoWn4bdRPoP9T1S+FTCgGmcjXMS/teK27FKoS4GLiXfCbWO6WUYxInUT6Y//Dz9atU+f3hZI7ejENA10YMYgEk7l4/bOyBv/kHPhlLj3tOvVkXkUrRdNJxzF8wa1KCWOBvu8xUlE38ibKLohQ1GcjyKtSvUUwtiUSCQGDiur0oymPpGk1hk7Tj0pOxaQmbJR0xaYCooFhEa4mVTN2HfDAL4ICrcWd3kL9ozBCowWBWMUIIDAGGJggWSQ0ODXDZriTrebhS4ngSAeh6X3BL6ytDjOcwOzO8tuFPmEuPwtDAS/cSjDb2B8I0IdA1+rfR+37XhEATg1+FyJeYiqLfJ1Kcdqairl8Kn/Jk3+u7hRBacedCIUQUWA2kgN9XsjMhxEeAO4DXyGdivTTWCSkfzH/47foV37a77LLerENPxiVtu8yOWGXXs7fuIHn3euQQ36S7qZnzo7kx+yHOvjeQyRQ5xyNruzQGTebUB2g6YenoG48Tv9lFoWziV5RdFKWoyUBWJpOp9hQUJdi2bZtKC51EUnteI9w+r//3ppBBMmeSznmkbI+INbxttROtrLQwsvbCsmKqAJ+5fl3/+4OxZlouu4DQ8iNpkjU9KRfgKuB5+UCX60lcKfE8iRMKYW/dibfkKNy2LK4nael+hX3ZY/KBKwSaRlHAShQFrkAIEIi+932BKwoBrIHlA8uAQpCLgeV9/waNFce/RN/y/OYDv4ii5f3rlnpXIpY2bGiEeNtYQ3FizFuMzM5t2zjtrW/D1Gs8SquYVkgpdwshHgXeTb6E8NtFi28AIsC/SSmThUEhxHF9275YvC8hxEfJC7rvIR/E2jOeOSkfzH/4zf8qdCg0opFB467n0ZHM0ZNxqA8aI2p8lvNJ9lz855wRGL3ZzVBkMoVYehTxpE0sbDInalE/u2nM+xkLfrOLQtnEryi7KEpRk4EshWImUehcOFRrQhOC5rBJ2nY5nLQJGhr6GIXfCwwVgC+nmQUQ6ezg8F0P0vr1v8VSiUCD0DSBBoO7Lx09H3v7bsyISaAxrzIb74b59cF8sEtKPMmQ13yGlyfzWWCeBEn+vZT0/V5YDiChL3CVD2SJ/sBUPsCUn09xIAsoG8gq9U6IoUuKfpvmQSzI/7E8lLSZW6+eCCp8x18DvwP+VQhxJrANOA04g3xJ4d8PWb+g4Np/ogghziAfxNLIZ3n9RYks3m4p5S0TPnvFjKX44RvA4ZRNT8ZFA8Lm8IdvxZQKYvU2NfOWUyrXxSpkYUH+72d3yqbxrSczvynIoqZQxftRKBQKxdSjAlkKxTRnaOfCYiKWTkPQIGW79GZcmsITc8qPVGoI+WDWf3QFuawxU5OaWZNF9g/P5t/EwN38HJC/q5yIr7AQ5IK+oFf/eN/7vuDXwAZF6xQNDpLzl0OXF3/ekJWGbFZRW4AR9j+V5FxJdIFJ7+83Exih1EUxtbgBkLlscPQ1a5u+rKyVwJeB9wDnAG8A/wLcIKWsRA2xnYFLzRVl1tlDvouhQjHhpHIu3WmHZM6lJWKWXKdQTliuSyEf/iChMfzBlMkU5rH5jsHdaQejvo5ZdRYLGmb8ZUWhUCh8T00GslQNrT9ZsmRJtadQ8wwtLwRoCZukbJf98RxZ2yNgDnh5enLoHipjtFJDgIuv+yQZoFBkorXEiKy9EPP4mVdyOBoiEsbeXqQZMjuKfTA+dZ8/5FUxBNsjm64nHU/TO0IXUMXU4h6/EIlUBgGklHuBv6hw3WGnupTyduD2iZiL8sH8h9/9L0/KfDZW2qHO0jDKZI+P5Hc8+/df4IL6XNnPKM6+Gkr2hOVkMw4LGoMsagqOO3t9rPjdLjMRZRN/ouyiKEVNOoCGUZOHNe1pa2ur9hRqlnLlhQCGrhEL5bWyerIOs4wB4Xc9O77PG1pqCCOXG0K+DCB59/ph2ynAmD9n+GDT7KmfiKIkuZyL7UlC84PUq4ws39DrKS0mP6J8MP/hJ/+rlNB7Z8qhJ2PjIYlY5f//lAtixZuaOaeufBALBmdfFePU1dGRdphXH2BhY5DQKCWNE4mf7KLIo2ziT5RdFKWoyaKfZHKcaSaKSWXDhg3VnkLNEl023DkrpjFkUB8yMHVBPDsggpqLTdwctJbRdzZSBpdigIm0i2JiCM9VN+cKRSUoH8x/+Mn/Gir0nnU8utM2vRmHxmDpDssj0dPUjPGRD1bcpTCw8sT+H+OUN3G4dR6zIgZz6i1i4dIljZOFn+yiyKNs4k+UXRSlUJ65QjEjEMyKWKRzLoeSOYKGjmVMbOp8JeWGMJC5pUoNFQqFQqGYmYTb5yGRHEzm6M7YhEx9cCOUCvjnr36X08M5zqqzhy0bqZQQ8rqRBxM5IpbOrLqAauShUCgU0wwVyFIoZghBQ6M5YpFzPbozNrMiJhOpilRcbuhKeChusTlj8pnr15VcX5UaKhQKhUJR+8S37SbX2TNsvCPp0J22sV3JrMjgW5KRhN0LzDVc3hkZHsSC0qWEWkN9//vujIMnoTVqsqgxiDbGTDCFQqFQVJeaDGTp+tTVtysqp6mpqdpTmPHEwgbJnEnG8ejNuoRzk3MJ0AVcGM0RFvlOQo1dHSXXU6WGpREjS30oqoCb8ao9BYViWqB8MP9Rbf+rUE5YwIhGSNsuHakcvRmHWNgaVlJYSYb3xfVZRkviCqw8cdhYKufSk3GY3xBkYWMIy6iO0kq17aIYjrKJP1F2UZSiJjWygkHVNtePLF++vNpTmBH0Pr+D1J7XSi4TCFrrLBqDJmnbxeuevJtzIeA9dTm6PnRxvi12GeytwwXqZzpmotozUAwl26kCWQpFJSgfzH/4xf+qP+EY6k84huDCuRxM5LsURiwdq0Q0arQgVq45xixDjnkOtutxMJmjLRpgXkOA+ip2ovWLXRQDKJv4E2UXRSlqMpCVyahORn7khRdeqPYUappC58L6E47BiZcX2w0YGrGISWPQxInmdSImCyHgzaccRcc//D03f/U7/PNXvztsnfhd6yft86crdl21Z6AYSiBWk38uFYoJR/lg/qMa/ld82246Nj5Dx8Znhi07nLT7uxTWWWPP4EvGmomtvXDM23lSciCRoyFoMrvOorWuul1olV/sP5RN/Imyi6IUNVla6Lru6Cspppyurq5qT6GmKXQuLOU0DqUpZJDKucRDHj1dDo2T/ETy1JBDWEh+1hsYXmrY0cmunMYSS2W8FJDV9a0VJdCDGpTXDVYoFH0oH8x/VMP/KlVOCJDIOXSlbeJZl5ZI5V0KCw/CQkLyiVgaSx/7Q7iOpI2hC1qjFgsag2PukDjRKL/Yfyib+BNlF0Up1CNmhaJGKVdeCPkSw9l9TyIztkfWmfwg0vKgy1/G0jx1wSXDlj35h5f5TdLEm7zkMIVCoVAoFFNMIVM83D4Px/M4lMjRlXaIBnQMbeyBpPOjWepHCWI5+94YNtabdUg7Hq11Adobg+P6bIVCoVD4BxXIUihqjEKJ4UjlhQCWnj/9G4MGXWkbbwqiSG2G5PxV7cPGz3z4fh5LWtzbEyCtErMUCoVCoZi2xLftLjEqOZjI0Z1x0IHIOEoKTwraLA+OnvFX6FhY6FKYdTw6Ug5t0QALGoOEx/HZCoVCofAXNRnIikQi1Z6CogRr1qyp9hRmBIUSQ8gLv48k/r5MhGgIGQRNnd7s1JSDhDTQWmKDxhq7Oli4axsv5gy+1xniDbsmL00VY6lmjr4j9bpT7SkoFNMC5YP5j6n2vwplhYVyQoCejENPxiWVc2kIjSxn0Pn8zmFjjZrH++tGb+lbnI1lLl2M60n2x3O0RAzaohbNYXMMRzK5KL/Yfyib+BNlF0UpavJu0XHUDYcf2b9/f7WnMGMoFn4fKTurS7rMrrNoCBpkXY+MPTXpUJESIq3vevi+/Jw8jVu7gjyZNHFmaKmhG6j2DBRD0cOqDEWhqATlg/mPavlf4fZ5AORcj0NJm660TWPQRB+hrM+RkLh7eBOYDzVkCVZw11KcjSX7xN0jAZ3ZdfkuhX5C+cX+Q9nEnyi7KEpRk4GsbDZb7SkoSrBr165qT2HGEF12NM2rT6F59SkjrrefHJau0RI2aQwadGempsTQPP6YkllZBVwEjyctvt8ZYt8MzM5yVUKD7wg0qlIUhaISlA/mP6rpf8m+ksKetENA1wiaI/9NfyRhUdfZMWgs1xxjgTm2B23m0sV0pPJB1dY6i0VNQbQqi7sPRfnF/kPZxJ8ouyhKUZNdCxUKxXCGdg8qPCkFaAwZJHMuGcejJ+PSFJ78S0Nk7YXEb/n3QWOfuX5d//vupmYe+8Cl/NuS43hryOFddTksf/mgCoVCoVAoRqAr5dCTdsg6HrPrRi7r+1NG5/U/Db9hjZXI4h6KZuqEmiME2leihYPIXBdhA3RLYDoZDr7RPe5jmCzmzJnDvn37qj0NRRHKJv5E2WVy0XWdYDBIXV0dpumf8uvRUIEshaLGKZQZFlMc1MqT72KYdT0OJmySOXdcQqxjwTz+mBGXN3Z18K6H7+NHn/0yv0ubbMvqfKA+yxJLqcErFAqFQuF3UjmXw8kc3RmbppCJGCEj6rAjeCge4CN9MgPFWMtH9hc0U6dxXgP1TY0EdAMRDOKGQli6IKBrGLo/M7vj8TjRaLTa01AUoWziT5RdJg8pJa7rkkqlOHz4MC0tLdMmmFWTgaxgMFjtKShKsGzZsmpPYUZSLP4O0LHxmf7387H635u6xuyIhe1KDidtTF3D0ic3BUprieEdLq9sXlxu2OVp3N4d4uSgzXvrcoT96ZdOCEa82jNQDCXb4cIoAsUKhUL5YH5kKv2vQsdC15N0JLJ0pR0ipk7AKP9HO/3CDlJ3Pci6ISWFMLw5TClCzRHqmxqJRKNICY7QMDWBqfk3iAUQCoWqPQXFEJRN/Imyy+QhhMAwDOrr811eE4kETU1NVZ5VZdSkV65p/v2jNZOpq6ur9hQURaT2vEZw4ZxBY3UBg1jYw3Y9utM2LWETbQRR1iMlsvZCknevHzGYVVxuWCDT91MKrSVGZO2Fo2Z8+RmhtJJ9h2dLUH6UQjEqygfzH1Ppf+U6e+h5fgfdukVX2kED6gIjZ3h33vXgMF2sAqWawwwlUB8ioBtIwA3mtbAMTWBO8sO4I0WdK/5D2cSfKLtMDeFwmEOHDlV7GhVTk4GsVCpV7SkoSvD000+r9qk+oFBq2Pv8DvaQYRnhQctbIiZZxyPnSrozDrFJbFVtHn8MjV+7btBY58evPaJ9eoc7Sd69fth+pxN2E1jlY3uKKhBqM0D9aVEoRkX5YP5jqv2vnrRDcsEcMhmXWZHhJYX21h2DHmKVe0agtcQqeiglpEQTAs8DBJi6wDK0EUsZ/UAymVTlUj5D2cSfKLtMDbqu47putadRMSq8qVDMMIaWGg5FIGits2gMGbgSEtmpvaBVUkYwGiNleCkUCoVCoZgc4lmHeNbpaxxTOqt7tExsGMiurggpIRjE0zRMTcPSNd91KFQoFAq/4/fg/1BqMiNLoVBUzlDh90JHw9a6QJ9eVg5L17CMqbm4VVJuWAlHktlVC+WJCoVCoVBMJWnb5UAiRzzrUB/Qy+psjvT3XTbHaP56ZRnVzr43kMkUcsksXE9iRoNYukCfREkEhUKhUPiDmgxkGUZNHta0p7W1tdpTUPRRKC9MymzZjoYRS6clYuG4ks50jtkRa1L1sgqUKjcsJu4Kfpsy2ZQ2cBmYTyktrfFS7fJErZwAmKJqOEkP1L2RQjEqygfzH1Phf7meZMdT2+hO2xiaRrhM52N769CuyUXLmmPELqswCwuQyRTa0qOQuo5uGpia8LW4+1CmS2ewmYSyiT9RdlGUoia9jUAgUO0pKEqwdOnSak9B0UehvLB5yHhxR0OA5rBBxnbJuh5daYdY2Kh62mlUl7wvmuNtYZsnkyabMwYSQXdT86Auh0dKNcsTDSUx4ztyPR40VnsWCoX/UT6Y/5hs/0tKyavdGTr2d+Ds2E1Tc33ZdZN3rx829s9f/S5vCjhcXJ9lNBejkIVV+NzOtM2sgIUZCvhe3H0oqsOn/1A28SdTaZcTTzwRgGeffXbKPlMxPmoykJVOp6s9BUUJNm/ezMknn1ztaSiKGN0mgtaoRc71OJiwSeRcogF/XDaadMmF9TneHrZ5PGnx2Acu5V0P3zehwawjFZ6H8ZUp2vVg9h7xRysmkGCLDqqbpEIxKsoH8x+T7X8dTNgcTORIZB0aLQNj/tyy6w59SNTd1Mxcw+X8CoJYkM/CMo89GiklXWkHo6EeXRMEpoG4+1BSqRThcHj0FStkw4YNnHfeeaxevZqf//znJdd59dVXOemkk1iwYEHN3ahfc8013HXXXYRCIbZu3UpDQ8OY9zHRNplqYrHYiPYfK34J6kykXc4991w2btxIZ+f00dO99957ufrqq/nOd77Dhz/84WpPxzf44450gvE8r9pTUJQgmUxWewqKIVRiE0PTaK0LkCvSywoY/kndn2VILmnI8vqpi3j8+C+yPTfyZa3NcDkt5LAi4BAcchgTEbgaynjKFGVNXpmnN5olVCBLoagA5YP5j8n0v3ozDvt6Mhx4djtNwdLi7gVezmkMDS387vxLWNuQxRpjDCpx/HKk6zGvIYDh9ky7IBYwrbqD+Z14PM6DDz6IEIJ0Os1PfvITrrzyyjHvR9nEn0ylXR566KEp+yzFkeGfu1GFQuFbwpbOrDqLppBJd9rG8WS1pzSMuabHZY1Z/ropzZuDNial57jf0Xk4HuDrh8Pc1R3gj2mDVN9910R0TCyFd7iT7s/fNKI2iEKhUCgU04mc4/Fqd5qDiRyRdArtpZcRkdJZE52u4L6e4eVBZ6xcTL0+Np8imXNJ2S5t0QCLYiElX6jggQceIJFI8Fd/9VdYlsWdd95Z7SkppimLFy9m8eLF1Z6GogJqMpA1HZ/KzAQsy6r2FBRDKGeT3ud3kNrz2qCxWMigMWQQtgy6UjaeD4NZkA9oXVCf49qWFO+ty9Ksl84OcBFszxk8GA9w0+Ew/9EVZO/FF0Pz5AWzSmmDlF55UqagOAI815//3xUKv6F8MP8xGf6X40le6kxzIJ4DoC6QF3c35s8Ztm7Gg7u7g7TsfHHYsnlm+T94zr43sLfvHvzjesSzDnOiAdqbgr6ROxgPmuaP27CbbrqJWCzGhg0buO+++zj99NOZO3cuxxxzDFdffTUHDhwYts25555LLBYjm81y4403ctJJJ9HW1sYpp5zCP/7jP5LL5Up+1o4dO1i3bh0nnHACra2tHHvssVx55ZXs3Llz2Lrr1q0jFovxyiuv8IMf/IA1a9Ywd+5czj333GHr3nnnnWiaxlVXXcXZZ5/NCy+8wB/+8IeSczh48CBf+MIXWLVqFfPnz2fRokWsWrWKdevWsXfvXgAef/xxYrEY69aVbiSUzWZZsmQJS5YsIZvNAvnyr1gsxr333suTTz7JOeecw4IFC1i6dCnr1q2jp6cHgOeee45LLrmExYsXs2DBAj784Q/z6quvHtF3XPhsgI0bNxKLxfp/brrppkH7ffDBB3nf+95He3s7c+fOZfXq1dx88839xwH5MtVYLMbevXvZu3fvoP0N/U7GYtOx4DgOt912G2eddRbLly9n3rx5nH766fzwhz9rY7vKAAAgAElEQVQsmfn7y1/+kvPPP59ly5bR1tbG8ccfz/vf/35uu+02IF9WG4vF2LhxI8CgYyr+P3XiiSf2l1QWmGjbbtmyheuuu463v/3tHHXUUcyZM4eVK1dy/fXX093dPWjdc889l6uvvhqAq6++etC8i/dd/H0tXLhw1O+rFpiwq78QYj7wZeA95DWk3wAeAm6QUnaNcV+nAJ8D/gyYBXQDLwK3SSlHDbFP59rmWmbVqlXVnoJiCENtUuhmCAPdCwcQtEUDOB4cTkrfiL+XI6TB6rDDW0MOu3M6T6UNtud0ZIlntx6C3bbO7nlvQnx6BQtNj+Msl0WWy1zDYzz6sd2fv2mYFkilAvJW9+jrKKaWzAEXGlXXHIViNJQP5j8m2v/ypOSVzjT74znStsfsg69TTuDKlfDj3gAHXY0rHr5vTJ9T0MMq4LiS3pRNy5wY8xoCxMLT+5ociUSqPYVBfP/73+fJJ5/kggsu4Mwzz+T3v/899957Lxs3buTXv/41LS0tw7a54oor2Lx5M+eddx6GYfDLX/6Sf/zHf2TLli3ce++9g3zExx57jI9+9KPYts173vMeFi9ezOuvv84vfvELHn30Uf7zP/9zWAAB4O/+7u/4v//7P9797ndz1llnoeuDO2I+99xzbNmyhXe84x3Mnz+fD3/4w/z85z/njjvuYOXKlYPWTaVSvPe97+Xll1/mHe94B2effTZSSvbu3ct///d/c95553H88cfzzne+k8WLF/Pwww/z9a9/nfr6wQ0Mfv7zn9PZ2cm6deuGNbh45JFH+NWvfsXZZ5/N5ZdfzqZNm7jvvvvYu3cvX/jCF7jgggt4y1vewtq1a9m6dSuPPPIIr7zyChs2bCgZ3KzkO16xYgXXXnst3/jGN1iwYAGXXnpp//Zr1qzpf/+Vr3yFm2++mebmZi666CIikQiPPfYYX/nKV3jiiSd44IEHsCyLhQsXcu2113LrrbcCcNVVV/XvY8WKFUds09GwbZtLL72UJ554gqVLl3LRRRcRCATYsGEDf/u3f8sf//jH/rkB3H777XzmM5+htbWVs88+m+bmZg4dOsTWrVu59957+djHPkZDQwPXXnttvy2uvXZATmThwoUVzWuibHvnnXfyX//1X7ztbW/j9NNPx/M8nn32Wb73ve/x2GOP8etf/5poNArApZdeSkNDA//93//NOeecwwknnNC/n4IO3Fi/r1phQgJZQoijgd8Bs4GHyQedVgHXAO8RQqyWUlakwCyEuBr4F6AL+C/gNSAGnACcA4wayCr3FEBRXfbs2UN7e3u1p6EoYqhNCt0Mh3YvLKAJwdyohevl9bJ6Mi6NIX8/DdUELA24LA24dLmCP6QNns8adLiln4RKBHtsnT22DkmwhKTddFlkeizuC2wZFQS2ImsvJHn3+mHBq1I6XEMF4Z0QGEov2VeYUX88OVco/I7ywfzHRPpfUkr2dGXYH8/Sk7GZXx/E3RXH3r67ZFnh7//4Mm//6U84t0QjlkrL+QMrT8TxJPt7ssTCBnMbg7RFR88ye/e/b65o/37h0f9X3YZIhRvoN73pTf1jn//857n11lu54YYb+Pa3vz1smx07dvC73/2OxsZ8W9/rr7+e8847j1/96lf85Cc/4UMf+hAA3d3dXHnllYRCIR5//HGOO+64/n1s3bqVs88+m2uuuYbf/OY3wz7jueee43/+53/K/h++/fbbAfjIRz4CwJlnnklraysPPfQQN95446Ag1G9/+1tefvllrrrqKr72ta8N2k8ulyMejwP5zNLLL7+cL33pS/z4xz8eprd1xx13APDRj3502Hx++ctf8tBDD7F69Wogrxv4wQ9+kP/5n//hQx/6EDfffDMXX3xx//qf+MQnuOeee3jkkUc455xzhu2vku94xYoVrFixgm984xssXLiQ664brsu6adMmbr75ZubNm8djjz1Ga2srAF/84he57LLL+NWvfsV3vvMdPvOZz/Tv47778sHnUvs7EpuOxre+9S2eeOIJrrzySr72ta/hOA6BQADXdfnUpz7FPffcw3nnndf/fd1xxx1YlsVvf/tbZs2aNWhfHR35a09DQwPXXXcdGzduZO/evSWPaTQmyraf/vSn+eY3vzksKHvXXXdxzTXX8KMf/YhrrrkGoF/cvRDIKiX2PvT7Kuy33PdVK0yUZ/498kGsT0opz5dSXielfCdwM3AscGMlOxFCvBv4V+AxYLGU8qNSys9LKa+SUq4BLqtkP7Ztj+sgFJNLIV1X4R9Gs0nv8zsG/aT2vIaha8ytzz8JtT1JPDt9FLCbdMlZdTafiqW5OpbijHCO2WVKDwvkpGBnzuDXSYsfdIW48VCYH3UFeTxhsjWr0+kKZImqM/P4YyoWeB9aduiFxnRYiilABbIUispQPpj/mEj/6/XeHAfiWTpSDnOjAYyilOWhZYVPpw3m/PQnZbsJR9ZeWNFnelKyP54lGtRpjQZY2Bj0bTb4dObP//zPBwWxIB/AqK+v54EHHhhUelbgc5/7XH+ABSAYDPLFL34RgHvuuad//P7776enp4frrrtuUMAD4Pjjj+eyyy7jueee48UXh5effuITnygbxEomk/zsZz+jvr6e973vfQAYhsFFF13Uv6wUodBwR8uyrEFluB/5yEcIBoP9gbICO3fuZOPGjbz97W9nyZIlw/bzwQ9+sD/QAfkS0kJAb9myZYMCHQCXXHIJAH/6059KzrXS73g0Cut+9rOf7Q9iQf77+spXvoKmadx1110V7+9IbDoSnufxwx/+kNbWVm688UZ0Xe9/QKLrOl/96lcRQvDTn/500HaGYWCaw7M0m5ubx/T5IzFRtl2wYMGwIBbA2rVriUajPPHEExXPqdT3VWCk76sWOOJUir5srHcDrwDfHbL4S8DHgcuEEJ+VUo7WNuWbQBr4sJQyPnShlFJ5RwrFFFBcYlhModwwYGi0RQN4UnIoaaNrLmFz+AXZrwgBbYakrc7mzDqbQ47ghazB1qzO687Ix2EjeMnWeckeWC8gJG2GxxzD63+dbXiYIv/EuZKSwkrLDhUKhUKhmCri23aT68zrv3SnbfYncnQkbWIhA2loDA9tgL11B913refojvJ/17SWWH8W8khIKTmUsDH1vN+xqCmIpoJYk0LxDXqB+vp6VqxYwcaNG9mxY8egsrJy27zlLW9B13Wee+65/rGnn34agOeff36YZhPA7t27gXz20dCgyCmnnFJ2zuvXryeRSHD55ZcTDA40E7j00kv57ne/y5133skVV1zRP/62t72NOXPmcMstt/Dss89y1llncdppp7FixYphgYVYLMb555/P/fffz1NPPcVpp50GDGRjXX755SXndNJJJw0ba2trAyhZZjdnTj4A/Prrr5fcX6Xf8WgU1v2zP/uzYcuWLFnC3Llz2bNnD729vcNKKUtxJDYdiV27dtHV1cXRRx/NP/3TPwH5bLniIGMoFGLHjgEJlIsuuogvfOELvPWtb+WCCy5g9erVnHbaaSXLYY+EibKtbdvcfvvtrF+/nu3bt9Pb2ztIx+qNN96oeE6lvq+hDP2+aoWJqAk6o+/1USnloNQGKWVcCLGRfKDrLcDj5XYihDgBeBN5Xa1OIcQZwJsBCWwBnhy6f4VCMTkUSgyLGVpuGLF0ZtdZuBI6kjl0IQgY0zNrZZYheYdh846ITacr2JnVednWecXWSHijH1NWFpUj9iGQRDXJcR+4hDc/+GNCnaNXV9tbd1Tk2CsUCoVCMRXkOnvofX4HacflcMKmJ+NQZ+lohkbx0+XissLuu9ajjxLEqjQbqzfr4niS+Y35IJapT08/YyooaPCMJOxcWFZKi2loSVaB2bNnA9Db21vRNoZh9GsUFejszP9/GK2bYDI5POehOHtoKIWgUrEmFOQzgk466SS2bNnC5s2bOfnkfNlmfX09jz76KDfddBOPPPJIf+ZLc3MzV1xxBX/5l385aD9XXHEF999/P3fccQennXYa2WyW+++/n1mzZvH+97+/5JxKBYEMwxh1meOUrnCo9DsejYL9yn2fra2t7Nu3j56enooCWUdi00r2u3v3br7xjW9UtN9169bR3NzMbbfdxg9+8ANuvfVWhBCsXr2aG264od/+R8pE2fZjH/sYv/jFL1i0aBHvfe97aW1t7Q/U3XrrrSWzH8sxnu+rVpiIQNaxfa/lwnw7yQeyjmGEQBZwat/rQeA35IXei/mTEOJCKeWu0Sb02muv8Td/8zcllz355JOjba6YJEpFsRXV5Uht0hA0sV3wvLz4e0vYHFRmMB2J6ZLTwg6n4SAlHHZFPqiV03nZ1ohXENiCvNZWryfYtHg5mz7z5WHLA0Ky7u+vHjTWcdd69n/p74kclDQgCWuSkGBcYvOKiSV9yIGIv/XgFAo/UKpkR1FdjvRvfdbxiC9oJ560iRiCuhE6Bb7+3C6CZYJYWkus4pJ7Z98bpGyXnOsxtz7AoqYQoTFmfldbc2o0XNctWV40Xgo30oUb21IU6wUNpVxQ5ODBg4P2P3Sb+fPnDxpzHIeOjo5+seribf/3f/+X5cuXj3QYwyhXRvrCCy/wzDP5h6xnn3122e3vuOOOQYGMefPm8e1vfxspJS+++CL/+7//y2233cY3v/lNXNfl+uuv71935cqVvOlNb+Khhx7ia1/7Go899hidnZ1cc801JcvYJoNKv+PRKNjg4MGDLF68eNjyQnfKSoJYxeuNx6aV7Pf9739/f5CsknPlkksu4ZJLLqGnp4dNmzbxi1/8gnvuuYeLLrqIp556asKzs8bL5s2b+cUvfsHpp5/OT3/60/5gF+QDzaW06Eai1Pc1U5gIr7xwJewps7ww3lhmeYHZfa8fIy/w/j5gA9AKfBFYC/yXEGKFlHJEJVEpJYlEov/3glOVTqfZsGEDkK9NbW9vZ9OmTf11t5FIhJNPPpmdO3cOajV76qmnkkgk2LZtW//YkiVLaGtr698fQFNTE8uXL+eFF16gq2ugUeOaNWvYv38/u3YNxOCWLVtGXV1df1om5CPhS5cuZfPmzf1RU8uyWLVqFXv27BmkcVBwSrZs2dI/po5JHdOkH9Py+Zh9iZGvkMmPhSFk6LhS4jSB13dVEQ6YveCEwRvI9sbsAmmAU/S3V0+CnoVcke6ryIGZALsOZJGmq9UJbgDcomY/Rjz/eXbTwJiWASMFdn3+8wDw8h0BndBgHSqj7yrlFPl1WjovuN7QIjlJczgJB2yIdwl2C539nsb+jMaBrEbWG3ukKSsF3U3Ng7RDrI5OftYbHLaupUmC/z97dx4nRXUufPx3ep99Y5lBhkUBwX1HxSVoVDQBc71qJBGNucG4RKMxMUTjHqMh6k00JuprlKABYiLGuGEUr5pBcQlqXFBEBVkVhll7eq067x9VPfT0dM/0wDBd3fN8/fSn7KrqmtN16K7TT53zHJemSGmKAb9PU+TR+F1WMvqiCHj8Gq/f2tfrgqIOjU8BZRqPCzxK44tAIAxGJSi7PVAo9RStpDPrY3+/Jy9uvAAd0KTjbGb7JWgkPgK4WJ34PACVuKlTfj7TIcJYCdQ8KMarIrboKFvZfmduDFYB1yS9fggehiofH+sQcfv1ARRjVRGbdIRmjM59xxEgjMn6pDLV4qNKeVipOzrXleKiXgVYp8O0s/1u/SRVnLfvqcjng6hkHBCivyUPJ4waJttCMVqCMbzunoNYm+OK6J8fpftVrG+9sABCze2Ex4xhWF0NY6oDlAfkRkJvxo0bh9/v55NPPmHbtm1UV3dPpp9o+6ULPCxbtqwzp09Ca2sr7777LoFAgAkTuvcYX7ZsWWeOoITly5djGEaXfFuHHHIITzzxBK+++mq/BT0SvbGOOuooxowZk3afRx99lMWLF/OLX/yC0tLSLtuUUkyaNIlJkyZxyimnsN9++/HMM890CWSB1SvrsssuY9GiRTz11FMopdImed9Vsj3HYPW0MwyDdPbdd1/eeecdGhoaugWyPv30UzZu3Mjo0aO7BDmT81Ol2hV1CjBhwgQqKip48803icVifQ4YVlRUcMIJJ3DCCSdgmiZ//vOfeeWVV5gxYwZAl0To/RlIztann34KwMknn9wliAXw73//m1Co+2xPyWVOtbPnK5856aqQ6ObgBs7SWr9qP29VSp0DTAQOAf4b6HH+3pEjR3b5kd6TdFMSjx8/nvHjx3dZ5/f7u0xfmpBuXboPc21tbecY2t5en6774+jRo9MmOkz3eqe+p4aGhi7bCuE9pcq395RaJz29p8ZlK2h9bxVFdu6sSWwfRmD6NJuKImzZEiUcNxlS7O28g+bpADq6HlPFrEBHqnTrvO3d17kj1iOr13fvCW/NCJhmVsC0ZWru+rzGo6khbn1TeUGXQrOp2Bx3sSnuspYxF82mQtNzgOv5U2dy+rzfdVn3o59f3ONrdkbUfogdk+afIulSmLYD69OsT3dVei/D69ekWbc1zb5vp1mXrttyO7A5yzLly3vy/vZK3CPSD4URuZOuES5y6+23307bZsgkMZzQ0JrGYIxWtx+loMKf+Uff1rhiXnOA81MSu0erq6m9tW+zgwXXbKAjZlBT7GXcYXtRVVSYP8w6Ojr61KOmN4FAgNNOO42FCxdy7bXXctddd3XpzbRhw4bO3h7pZj575JFHmD17dpfgyK233kprayvf+ta38Pv93V5z2223cdJJJ3UmIw+Hw9x4443d/sa3v/1t7rjjDubOncuBBx7IwQcf3OU4pmnyyiuvZP3vNBQK8de//hW32829997bmYsoVTQa5ZFHHuHRRx/l3HPPZeXKldTU1HQOl0xI9EZL9x5PP/30zvO5adMmpk6dmjFwtitke47Byuu1YcOGtMf59re/zcMPP8ztt9/OySef3NlDyTAMrr32WkzT5Oyzz+52vPfff59QKNStt21/12mCx+Nh9uzZ3HbbbcyZM4df/OIXxOPxLp+VzZs309zc3Jl761//+hdHHXVUt957W7darYzksldVWXdT169f32+zufbFqFGjAGhoaOD888/vXL9lyxauvLL7zOZAZ1B6/fruLbF05yu1rlLPV6Hoj0BWosdV9z6qXdc3Z9hOyvbNSUEsALTWWin1OFYg6zB6CWQJIXadRMJ3AE9ZCcWjd8OlFLVlVr6sLe1RGjvi1BR7BsWsQkpZsyFWuQ0m+bffKYlraDIUTYaLbYZim71MPI+h+HzcpByWXAghxGCU3OMqE0NrezhhFMMwGVKU+ZrebCgebA6kzSlZc072vbAAwjGT9qY2qvffk93qh1JTXJhBrF3lpptuYsWKFSxYsIA33niDqVOnUlZWxrp163j66adpb2/nhz/8YdoE4l/96lc5+eST+cY3vsHw4cNZvnw5y5cvZ9SoUVx33XVp/96ECRM48sgjmTFjBh6Ph2eeeYbPPvuME088sUsvourqaubNm8esWbM48cQTOeaYY5g4cSJKKTZs2MCbb77Jtm3bsk5y/dhjj9HS0sK0adMyBrEAZs2axSOPPML8+fM599xzefHFF7nuuus49NBD2WOPPRg6dCgbN27k6aefxuVydQksJBQXF3PWWWdx3333AZmTvO8q2Z5jsBK5L168mJkzZ7Lffvvh9Xo58sgjOfLII5k8eTKXXnopd955J1OmTGHGjBkUFxfz/PPPs3LlSg4//HAuueSSbsdbsWIFZ5xxBkcccQR+v5999tmHadOm9XudJvvJT37C+++/z4MPPsiSJUs44ogjGDVqFFu2bOHTTz/ltdde4+c//3lnYGbWrFmUlJRwyCGHMGrUKLTWLF++nBUrVnDAAQfwla98pfPYxx57LI8//jjnnHMOJ5xwAoFAgPr6+m7nclc56KCDmDx5Mk8++SQnnXQShx9+OFu2bOH5559n3Lhxaf89H3rooRQXF3PPPffQ1NTUGYg9//zzKS8v73a+jjnmGOrq6jKer0LRH4Gsj+xlpgzFie4lvaXKTxwnU8ArMV5Kki8IkQPpZjJMDmq5XS7qynxWXqng4ApmpeNRVhL5oZ7u3YC1hg4NbabCqKnuMSmuEEII0Z8SPa4yMbRmm/LRGowSiZvUJPWyTtVmB7FaMuSPzHYCk/j6TURb22mLGJQFPAwr8TH64ML60TUQqquree6557jvvvt46qmnWLBgAeFwmOrqaqZMmcJ3v/tdTjjhhLSvvfDCC/na177GPffcw2OPPUZJSQkzZ87kmmuuyZgI/oEHHuC2227jr3/9K5s3b6auro6f/vSnXHbZZd3+zRx77LE0NDTwu9/9jhdeeIHly5fj9Xqpq6vj6KOPZvr06Vm/z0QuoFmzZvW435QpUxg3bhxvvfUW7777Lscddxzr16/n1Vdf5ZlnnqGtrY3hw4fzla98hYsuuoi99tor7XHOPvts7rvvPmprazn55JOzLmd/6Ms5vuWWW1BK8fLLL/Pcc89hmiZXXnklRx55JADXX389++67L/fffz9/+ctfiMVijBkzhquvvpqLL764y8yAAFdccQUtLS0sWbKE1157DcMwmDlzJtOmTQP6t06Teb1eHn74YR555BEWLlzI0qVL6ejoYMiQIYwaNYqrrrqK008/vXP/6667jhdeeIH//Oc/PP/88/j9furr67n++us577zzugy3mzVrFuvWrWPx4sXceeedxONxpkyZMmCBLLfbzYIFC7j55ps7P6t1dXXMmjWLK664giOOOKLbayorK5k3bx5z585l4cKFnWlgzjzzTMrLy7udr2effZZgMJjxfBUKpbXeuQMotQdWr/81wB7JMwsqpcqATYAChmmtM6bLV0oVYyV6dwNDUvdVSv0BuACYo7X+VabjLF269N9ut/ugdFNgitxau3ZtTrpwisx2pk4SQw1Tg1sxw2Rja5StHVFihklNkReXa3AGs7IR+2AVwYcXY26VYJYQfVFlDS1cdcKMr+/Z+95iIEgbzJlSr/WZrt8AccNkY1uUrcEoUTuIleka3mHCH5uK+MKwglijVq/sNly++r70s2jF129CB7fnHYibmpaRo6gq8jC0xMduo4amnUE5nfXr13dLhp0PIpFI2qFsA+3WW29l7ty5/OMf/8h6GNj06dNZtmxZj4nl81GmOlmwYAE/+MEPuOKKK7j66qsHpCyFeo53hFM+K4NBNt+nK1euJBQKrTj++OMP7nHHXWyne2RprT9RSv0Ta2bCi4HkVPs3ACXAvcmBKaXURPu1HyYdp0Mp9UfgUuAXSqkfaTvKppTaF/gOEAf+1luZUqPJwhkkiOU8/VEnqXd1PWUljBhZh1J2z6xQTIJZPfDuNSHrWZz6i6mtL9O4BhMwtMIAjKTnZtJzEzC1Qtv/r+1jmEnPtb2920ND4nZJYh3pllqlX5+m/Knrersds5P3a4gaGlNrKgIezqx1UzTwuUFFGuvNMLFea18MNGmDOc/o0aOzGk7YJYhl9BzECpvwp+ZAZxAL4KuPZ5/5Qwc78O5pBaripqYlGKVqeBWjDp7IqMrAoOjNLT/MnSddncTjcX7/+9/j8XgGfFihsMhnRaTTX8neLwJeAe5USh0PrAQmA1OxhhSmhq4TU7ClXqWuAY4BLgOOUEotw5q18DQgAFymtf6kt8J0dHT0tovIgddffz1tgnOROztTJ+mGGoIV2Cp2uxhRZv2YkWBW30UruyeZ708uBT6wZjUE+h4aGlyCUQP3UBfDIoqiHMxwI0Q+kTaY87z++uvsEfN0y3GZLGaYbEoOYvVwzW43YX5zgI3xrt+HlSmJ3l1Dus+aB1ZvrAT3gfuxuTVCVbGH3coD1A+SIBZAMBikpKSk9x3FgEmuk+XLl7Ns2TIaGhr44IMPmD17NrvttluOSzg4yWdFpNMvgSy7V9YhwI3ANOAUrCGFvwVu0Fo39fT6pOO0KqWOBn4GnAH8AGtusQbgNq31P7M8Tt/fhNjlMk3fKnJnZ+okXZf/xmUrOv/fI8GsHZc+1YjIIZdb/t0KkQ1pgzlPNBoFZTX5092ASk4JEDd0j9fqbYbiT80BGo2uF6qx3u75IEvOTp/oPdEbyywr5Yu2CBVFHurK/IyuCuAaJEEssGZ1E86SXCcvvvgic+fOpaqqinPOOYfrr78+dwXLc0899RTvvvtur/uNGjUq7Yya8lkR6fRXjyy01uuA87LcN+NVSmvdjtWDa2AGIAsh+l3yXd8yrYkGY7S4fTQOG9bjUAUhhBBC7LxshhICRA2TDS0RtnXEiJu6x0laNscV89LMTljvMTi7IkxqItyeEr3HTc2WYSOoCnioLfcztroIt7QNcmLOnDnMmdO3FAdPPPHELiqNc+zIeelPhXSOn376aRYu7H3o8ZQpU9IGsoRIp98CWU7ickl3BieSLqHO0991kmm4YZlpsub1D2jzuGjsiEkwqxcqnusSiFRmVHqZCJENaYM5Q/LMhN7dh9H66fpuwwkTQazGjhhGL0Gsz6Iu/twSIJxyL3q8L87MighqZW+Tk29n2Dmxqou91JUN3iCWW4aqO47Uya5x9913c/fdd+/w66VeRDoFGcgqKirKdRFEGgceeGCuiyBS9HedZJphqHHZCmpKvPhKfDR2RNnaEaO62ItnEDZcs+FtzXUJRKrwVgMqvb3vKMQgJ20wZynfZwLlAPtUdlkfihlsbovQ2BHH7CWItTLi5i8tfuIpqW3388c5rTyCR0Hzw4uzKk/o8420huOUBTyMKPczpmpwBrEAiouLc10EkULqxJmkXkQ6BRnIikQiuS6CSOPjjz9m/PjxuS6GSDKQdeJWivJ1a4l1xFARg0avn8qxI/F75e59qngxeCRfsqP4KuTfqRDZkDbYwMl2+OAmHaFObZ/1qzUc58v2KNs6YigF1T0Esd4MeXi8zYdOCWIdURTj5NIoLgWxD1Zhbt3WZXu6RO+RuElrYysV+0xg2G41jK0uGlQ5sVKFw2ECgUCuiyGSSJ04k9SLSKcgA9iQB4UAACAASURBVFnxuIzLcaIvvvhCAlkOM1B1kjzksFxrvgxG2fL2RzSFY5SaHkr90mU4mRkAJJDlKJ4Sl9SJEFmQNtjASR4+mE5iKGEzBnUAaLYG4zR2RGnsiFHkcVHmd6cNYmkNL3d4eS7o67bthJIoxxRbQTCAYJreWMmJ3uPrNxFtbactYlDqczOk1Muek/caNLMTZhKLxeTHucNInTiT1ItIpyADWUIIZ0kdcuha9m+MImuoYVPISjBbEUjfmBZCCCFEZulyU6YyteaLNqsXVnM4RnnAQ7E3/U2kuIan2ny8Ee46nFqhObUsyiFF24OVmXpjJSd6j7S00zZqNNXFXmqKvexWP0Su90IIIXaKBLKEEDmgKPO78bc04q4aQlNHjMaOONVFHkkCL4QQQtiyHT7Ymw2tEZo6YrRF4lQVefF70g+XbjIUi1r8bIh3DXJ50JxZEWEvv9FlfabeWPH1m9DBDiJxk2DUoLrYy5jjDmW3cr8EsYQQQuy0ggxkSUI4Zzr00ENzXQSRIld1khhq2PreKkZWBHArRXMoZiWBL/LicQ/uRq63KdclEKlCm+NQXpCXTCH6lbTB+le2wwczCcUM/O2wpSNKNG4ypMSXcaKVjyJu/tbqJ2TPTDhq9Uq++vhCKpsaO/fZlvaV2yV6Y8U++oTwmNEEowY1JT5qdxvCyAoZGpRMZvN2HqkTZ5J6EekUZKvcNM1cF0Gk0d7ejt/v731HMWByVSdlk/agcdkKAMwNm6ivr8PrVjTZwazKgIfAIE4Crz2gYrkuhUjm8g7u4KoQ2ZI22K6RzfDBVK2ROF+2RWkx45iGpqbYm7bXs6nhhaCXFzu65sNKDWJlw+qNtZG2iIER14w49lBGVQYYVto919ZgZ5omLtfgbes4kdSJM0m9iHQKMpAVDodzXQSRxsqVKznqqKNyXQyRJJd1ktwrq9jlYkS5H49b4XHF2dYRI2C4qMiQhLbQxcvA19ttbzGg/DVuSfYuRBakDdZ3/TV8MMHUmi3BKM0h63paOcqHt1GnvZ4GTXikJcAnMWsoYbpeWNlyDanGNXE82979CM+EPaitq2HckGIqAgX5c2OnhUIhysrKcl0MkUTqxJmkXkQ6cmURQuREcq8sAJdS1Jb6CbhdeF2K5nCcLcEYlQEvPs/gC2YJIYQYHHZ2+GCyUMzgy/YYLeEYbRGD8oAVoEoXxPo85mJRi59Wc3tPh50JYvm+9V9sCUYpcrsZUupn4hF7U5QhobwQQgixMySQJYTIuY61GygevRsAlUVein1u/O1RWkIxtoWilHjdlA7S3llCCCEGhx0ZPpig0WzriNNo98Qy0Qwp8eJxKaIp+5oaXgl5+Ge7D5Ou19VMQSzXkGoqfzkn498PxQxawgbljVspCbjZrcIvQSyRc9OnT2fZsmVs2ybd3IUoNAUZyJI8TM40bty4XBdBpMh1nSQPL+yy3u1iZIWfEq8bnztKSzjO1mCMqkGSCN4dzHUJRKpIswG+grxkCtGvpA3WN20rP9npY0QNky/smz8t4bh988fTefMn+Zqy+T+riS54lL22NbJXlsd3Damm5OzT0m7TWtMeMeiIm9SUeCneEqV+8t74qyt38l0VvkCgf5PfV1dXAzBy5Ehef/31tMfff//9WbduHV9++SUeT/pr2u23387NN98MwGuvvcb48eP7tZz96eKLL2bhwoW8/fbbjBo1aqeP1991kk5DQwMzZszgyiuvZM6czMFhsd1A1IvIPwWZNS3TF7PIrdra2lwXQaTIdZ2UTdoj4zaForrYy6iqIoaX+Snxu9naEaM9EkdrPYClHHjuSK5LIFIZHYX9b06I/iJtsL5JDCvsy/DB7TTNoRifN4f5oi1KW8SgushHWcDTpQezOwJRDc+2ewn9+VFKt2U/dLD6vrlU/nIO3r269xYzTU1TKE7U0Awr8VFX5qOyyINC9Xh9Fxav17tLjrt+/XruueeeHXqt1pqHHnqo89/P/Pnz+7NoA+4Pf/gDy5cvz3r/XVUnYudIvYh0CjKQFQxKdwYnamhoyHURRAon1Unre6u6PDrWbgAg4LF6Z9WW+RlS4iUS1zR2xIkZhRtYiFbnugQiVfEI+XEuRDakDbZjEsPrsxUzTDa2RtjUFuXL9igKGFqSPqfkJx+vZtOcX3Hojy6nog/5r1xDMl+MInGTL4NR3C7F0FIvu1X48X7xZZ/ew2DX1tbW78esrKykqqqK3/zmNzQ29j3X2QsvvMDnn3/OWWedxfDhw1m0aBHRaOrg1PwxcuRIJkzIfsjurqgTsfOkXkQ6BRnIEkLkj8TwwtRHvG37jyGXUgwt8VFfEWBYmY9ir6szD4hhFm5ASwghRP5rW/kJjctWpH30lak1jR0x1jaF2dwWZVtHlAq/x+oJlZJHMmjC31p9qPsfpayPCdwzDSfUWtMcjtMUilNV5GV4qY+RFQGKvG7ibUHK95mAr7qiz+9L9I+ioiJ+/OMf09rayty5c/v8+kQPrHPOOYfTTz+dxsZGnnzyyX4p26OPPsqMGTMYM2YMdXV1TJ48mdtuu41IpHs39FdffZWZM2ey9957U1tby8SJEznhhBP41a9+1blPdXU1CxcuBOCAAw6gurqa6upq9t9//859pk+f3jnkMqGhoYHq6mpuvfVW3nrrLU4//XRGjx7N2LFj+f73v8/69esBWLNmDf/zP//D+PHjGTFiBDNmzOC9997rVtbVq1dzww03cNxxxzF+/Hhqa2vZb7/9uOyyy9iwYUOXfS+++GJmzJgBwNy5czvLXF1d3e3mcl/OlxCDkdxiFkLkVLrhB5ka98U+N/XeAE0dcYq8Mdoi1syGJV6XJIMXQgjhSP0zK6GmNWLQGIzRHo3TGo4T8LgZWuLD7ep67Yu8v4rmhxfjbdzGcT0csbcE7qmicU1zOIbX7WJ4qY+aEi9VRR5Adfaihp7TBohd73vf+x73338/8+bN4/zzz2ePPbKrjy+//JIlS5Ywbtw4Jk+eTFlZGXfffTfz58/ntNPS50jL1g9+8AMWLFjAiBEjmD59OhUVFbz55pv88pe/5OWXX2bx4sWdw5Kff/55zjrrLMrKyjj55JOpq6ujqamJVatW8cADD/DTn/4UgCuvvJKnn36a9957j+9///tUVFgB1MSyN2+99RZ33nknRx55JOeccw4ffPABS5YsYfXq1Tz88MOccsopjB8/nm9+85usW7eOJ598ktNOO40VK1ZQWlraeZwnn3ySBx98kKOPPprDDjsMr9fLhx9+yEMPPcSzzz7L0qVLGTFiBACnnHIKAAsXLmTKlClMmTKl8zjJOb76cr6EGKwK8hPgdsssKU5UVVWV6yKIFE6vk0wNfx9QbWo8kTi+iEFHzOBLQ1PsdVNUWYJn5IiBLWg/U/nbi79gGWEz10UQIi8UYhusbeUnRLe17PRxdnRWwnDcZGvQyoHVEo6jgOpiH76UyU9MDR9E3JTNf4yypp5naespgXuqREL3YMygIuChwu6J5XNvH9jhxN5YS2qPzHUR+mTa5lf65Ther5drr72W8847jxtuuCHrPFcLFiwgFosxc+ZMAPbaay8OOOAA/vWvf/Hpp5+y++6771B5FixYwIIFC/j617/OvffeS1FRUee2W2+9lblz53L//fdzwQUXAFavMNM0eeKJJ9hnn326HCt5uOScOXNYt24d7733HhdeeGGfk70/99xz3HvvvZxxxhmd6y666CIWLVrEtGnTuPjii7niiis6t/3617/mlltu4eGHH+4sK8CZZ57JhRde2G2iixdeeIEzzzyT22+/ndtvvx2Ar33ta1RUVHQGstIle+/r+RoMJGgn0inIfxUys4Ez7b333rkugkjh1DpJDDfsTTVdG/it4Tjhjz+hvLYWvyd/R05723NdApEqss0EmYRLiF4VYhustx5V2diRZO5xw6QxFKM5FKctEicSN6kIeCjyuol9YPW6Mrd2DVj1dhunr72w4oamKRzDbQ/xrynxUV1sJXRPkN5YznPqqady6KGH8uSTT7J8+XIOP/zwHvdPJHl3uVx885vf7Fw/c+ZM3n77bebPn8/111+/Q2W599578Xg83HXXXV2CMgA/+clPuP/++/nb3/7WLTCT7rukpqZmh8qQzuGHH94liAVw9tlns2jRIsrLy7nsssu6bDvrrLO45ZZbePfdd7usT/S2SnXccccxceJEXnjhhT6Va0fPVyFLPQ9CQIEGssLhcK6LINJ4//33HRs4GaycWid9bQiP0JrmUJzPXniDZq+b5nAct1KU+tz4PSrvhhzGSiWY5TT+ahdIpywhepVvbbC+9Lba0R5VfRU3TVrCBk0ha6be9ohJqc9FZamv83oWTBPE6s2O9MLq+HwjxbEIpT43FQEPXo+LdGmXndYbS8BNN93EtGnTuOaaa3juued63Pfll1/ms88+47jjjusSmDn99NO55pprWLhwIVdffXWfZ4/r6Ojgvffeo6amhj/84Q9p9/H7/axatT1QfMYZZ/Dkk09ywgkn8F//9V8cddRRTJ48md1269uECL054IADuq2rrLTuWO27777depfW1dUBsHHjxi7rtdb89a9/ZeHChbz33ns0NzdjGEbndp/Pl3WZduR8DQahUEiCWaKbggxkJX95COdoamrKdRFEikKpE6UUVcVejCo/3hIfgY3rCMdM2uImbVoT8PQtoKVKivGMrNvFpc5MZ9/mEQPEHXBBR65LIYTz5VsbLNveVjvSo6rPZTFMmkNW/qtgzCD4n4/wPvo4/sYmYsAOXbFrqim9dw6+LGNeWmtCMZPWSBy/x02FEWXYQZOoKfHi6uEa6quukN5YDnPYYYcxY8YM/vGPf7B48eIe81z96U9/AugcVphQVVXFSSedxBNPPMHTTz/Nqaee2qcyNDc3o7Vm69atWSefnz59OosWLeLuu+/mz3/+M/PmzQOswNM111zD1KlT+1SGTMrLy/u0LTG8LR6Pd1l/9dVXc88991BbW8txxx1HXV1dZ2+yhQsXsm7duqzLtCPnazBIPedCQIEGsoQQg5O/upIRB0/C1Jq2SJyWsEEwatAejROMmxR73ZT43N0S46aKffTJAJVYCCGEEwxUb6t0wnGT5lCsM4DVETXwu934Hv0HunHHbzglemBlO7dvxA5guTZ9QXk8QonXRXmZnyGlPmqmHLTD5ciV/so5tau0tbVRVla2S//GtddeyzPPPMNNN93E17/+9bT7bN26laeffhqA2bNnM3v27LT7/elPf+pzICsRENpvv/148cUXs37diSeeyIknnkgwGOTf//43zz77LA8++CAzZ87kxRdfZOLEiX0qx66yZcsW7rvvPiZNmsSSJUu61efixYv7dLwdPV9CDEYSyBJCFIzku8FDse4st4TjbA1aOUZawnG+iMYp9rop97sp8nZPShx5850BLLEQQojBSdMRNa3hg1GD9qhBKGpS5HUxpMSHx6XY1phdN6rmqhoeuOJG9vbHOa4kynBP19BVb/OHxAxNaziOoTXlfg9+YtQethelPutnggwZzF+777473/3ud7n33nu577770u6zcOFCotEoBxxwQLfk6glLlizhpZdeYu3atYwePTrrv19aWsrEiRP58MMPaWpq6vMkQyUlJRxzzDEcc8wxVFZWcsstt/D88893BrJcLisfaq56gq5ZswbTNJk6dWq3INaGDRtYs2ZNt9ckhiymK/POni8hBpOCDGSVlOz67t+i74466qhcF0GkKPQ6UUpRWeSlsshLMGqwNRhlW4cV0NoSjKF1jFK/mzKfG19Kcvj+6pW1I8MUsx0CIgZOx8Y4VBbkJVOIfiVtsJ7FDZO2qEFbxO4x/J8P0X/5O2pbE36sVHytfThec1UNq/77TC6qCjHCmz6RX+o1Jb5+EzrYgWlqOmIm0bhJsc9Nkc9Fmc9DSamPUp8nL3th5ZNd3Rsr4corr2TRokXccccdnYGfZA899BBgzcp38MEHpz3GzTffzO23385DDz3Ez3/+8z79/YsuuohLL72USy65hLvvvpuKiq6B0ebmZtauXcv+++8PwCuvvMJhhx3Wbaa6LVu2AFBcXNy5rrq6GoD169czduzYPpUrndLS0j7tn5gpcfny5RiG0Rmkam9v57LLLks7JC4RnNqwYUO3bdD38zUYDNRnReSXgmyVyzhaZ9q8eTO1tbW5LoZIMpjqpMTnpsRXRF2ZydYOq4dWezROW8RgY1sUt4JSv5tAWSnePfsvz8eOBMQMP7gj/VYE0Q/cxfk1YYAQuSJtsO5MrQlGDdoicYJRg1DMpCNmYpgmvkesIFY27vjF3Z3/70IzyW9wdHGMaV6TnmajMPygP7GCVwAxwyQyZiwRw6DY62aY30NlkZeqYg9uOw+W9MLa9WKxWJ+Tp++IqqoqLr/88rSzDjY0NLB69Wr22muvjEEsgFmzZnHHHXewYMEC5syZ0y3I1JOzzz6bd955hz/+8Y8cdNBBHHfccYwcOZKmpibWrl3Lq6++yre+9S3uuOMOAObMmcOmTZuYPHky9fX1+Hw+3nnnHV5++WXq6+u75Po65phjuOuuu7jsssuYPn06paWlVFRUZBwe2ZtYLNan/YcPH85pp53G4sWLOeaYY5g6dSqtra28+OKLBAIB9t13326zHI4fP566ujoWL16Mx+Ohvr4epRTf/OY3qa+v7/P5GgwG6rMi8ktBBrIiEfkF6ESrV68eNEGTfDEY68TncTGi3E9dmY9g1KA5HKc5FO/8kfHF0BF4a12U+NwU+1z43N3vXmZrR4cpGiUSyHIaf6Vbkr0LkQVpgyVYQwfbowbtkbgdvDKIxDUBj4tynxu16lPas8yB1VxVA0CVy+SQojgHBeKUubPLfmWUAO1B4nuMJRg1MDWU1lQwbK9xVBd7qC3z4/fs+LVO7JhwODxgP86///3v88ADD/D55593WT9//nzAClT1ZNSoURx77LG8+OKLLFmyJGO+rUx+/etf89WvfpUHH3yQl156iZaWFqqqqhg5ciSXXHIJZ5xxRue+l19+OU899RRvv/02L730EkopRo4cyY9+9CMuuOCCzpkFAY4//nhuuukm5s+fzz333EM0GqW+vn6HA1k78v115513MmbMGB577DH++Mc/UlNTw8knn8zPfvYzzj333G77u91uHnroIW688UYef/xx2tvb0Vpz+OGHU19fD/TtfA0GA/lZEflDaZ1tCsj8sHTp0n+bpnnQIYcckuuiiBQNDQ0FP5Qt30idWEx7mvGmUIyWcJx2e8hHKG6itabY66bI66LI68bTS6L4ZJE33+nskdWXIYbRahle6CTBqIG31s2QDg9DS2RKSadYb4aJoVedMOPre+a6LMKSj22wxmUraH1vVb8keze0JhQz6IhaQatQzCQUMwhFDTxuF8VeF263i42Gm0+ibsbf9AvKmhp7PW5LVQ2rTj+T3fcbxx4+g2wuQ8nDB9WUcTQt/RDPhD2oOOJAKgIeqku81BR7d+pmjVOsX7+ekSNH5roYfTYQyd5F30idOJPUy8DJ5vt05cqVhEKhFccff3zmbpwDoCB7ZAkhRF+4lKI84KE84MEwNa2ROG1hg7ZonJD9g6Q9arA1GMPjUhR53RR7Xfg9rh5nQHRVlHcOU5SZEIUQotBoInFNhz3TYChmEombRAyTcNxEAXz8Ka5H/o6rcRth+1UVQLrsU4mk7QmVLpODi+IcHIhzklsDXZNDJ4JV3UqlNVFDExtrDR+sBmr235PyoVWMGFZCZZEHl5Lh0kIIIfJXQQayAoFArosg0pg0aVKuiyBSSJ1053Ypqoq8VBV50VoTjpu0RQzaI/bwkLgV2GoOxwnHTTwuhd/twu9R+D1WcCvxA8E73ko82tchhp62fn9bYidFGg0oKshLphD9qrDbYFaAKByzAlXWUEHr/yMxk7a4plV5aMHHl9rDuribGYsep7Ipuy62z586k1qPwUSfwV5+gzqPibHBClZlytyTuFlimpqwYRK2g2k+t4tie/hgwGin/tChlPrlO8xJioqKcl0EkULqxJmkXkQ6BXlFSzcjh8i9vs4EInY9qZOeKWX1viryuhlWuj1hb3skMVW6QdiwfjRE4ybtHXEihonXZQW1fG5lDdswNFrrjL2yUocdKsmV7DhmTIO0o4QDKaVGAjcC04AaYBPwd+AGrXV2CZis41QD1wLfAOqARmAJcK3Wen22xymkNljcNNm6YiWb7v8L8S09B6MUUG4/RgJ79/FvRWuqOX3yaKrd4S7rdbAj4wQkhqnpKCohVF9POG5S5LXyOw73uSn1e6gIeKgMeNCGD78EsRwnXz8rDQ0NNDQ09LpfRUUFF1544QCUqP/ka50UOqkXkU5BXtU6OiQjrxO98cYbko/JYaRO+salFGV+D2X2D4JEj60OOw9KR8wkFDWIJIJbhjVMMeYNYI6ox+1SuJXC41Z4XAqPUrhdCmPVJ12+jGNVkiPLaYpqPZLsXTiOUmoP4BVgGPA48CFwGPBDYJpSaorWutckTEqpGvs4E4AXgEXAROA84GtKqSO01p9mU6Z8bINpDeG4SdQwicY17XGTLyKwJaapuvcv+Lbt2i9kVVlOxVeOwLN6dcaeV/5D9idqD1lM9AgzTE2xz0ocX+v1Ux5wU2EPk0/OfdWwXK71ThQMBvMy709DQwNz587tdb/6+vq8C2Tla50UOqkXkU5BBrKEEGIgJPfYAms2FVNbw05C9g+NSNwkUrUXUTuwFTO2L8OmxljxH8xQHD5ai2u3OtxKUVbtpS0cx+VSuJTCpcCtFEqBS1l/VwghgN9jBbEu1VrflViplLoDuBy4Gbggi+P8EiuIdYfW+oqk41wK/Nb+O9P6sdwDwtSaUMwkGDVoCcdpCcVpjcRpCcdpCsWILF9B7R/uo2hb91ifCxjez+WJ11QT+MXPKE+abTCR5yq115VpamKmJmqYtHkChLeFcLkUAY8i4HFTUeQh4HZRZgeuKgKePk1GIsSOmjNnDnPmzMl1MYQQg5wEsoQQoh+5lKLY56bY5+6y3tS6s5dWIqdKzDAJjhpGpMxPZOXHqGIvhmH/wFEQMzWmNtEmmGgMU2Nq6weWy2UHtkgEuBLPrdduf66shMN2ACyxXWE/JDAmRF6ye2OdCKwB7k7ZfB1wPjBLKXWF1jrYw3FKgVlAELg+ZfPvgB8BJymlds+mV5apoakjhqmtWfy0tr7/TK0x7P83TOv/DVNvf2iNYULc1MRMk7hhBXJiduA/+f+jhrZvFCRmBjS356qKW88Tswb2NDf3d39/H0VZzBrYH1RFGWUpva60tr7T1bjdCQZKMMaMImpa79HU4HW7KPK4KPUqhnjcnUMHi71uSnzWc0naLoQQYjAqyECWx1OQbyvvDR/e3/c2xc6SOhk4rs7eWykbjtqHxmUraCkPUFRdRNzQbDFiDK8qwjASP+7sH4CmxkRjJp7b66z/rOeJH43WD0jrR6TWoLEfWm9f2usTEsEtK9BlBcJU8kZIhMU616duT94H1WV1d6rHp9m8ZIf36YuYoVHB3t6MEANuqr38p9baTN6gtW5TSi3DCnQdDizt4TiHY2WA+6fWustUE1prUyn1LFZQbCrQayBLf7qe16Zfmv276IXHfjghRV1iVkGlNZVmlGFGmKFGmGFGhGFGmBozgsf+Vk0EqUx7ybjdiWlNOPFdrjVxU6OUwltUjG/sKHxuFyVuhdflwudxEfC4KPa5KPFaN0f8nh3LEyPXemfyelMbBCLXpE6cSepFpFOQER+/35/rIog0xo8fn+siiBRSJ86hFIRXrgagyl6X6Qta2z0drMCVFdzSnUEs7KBWUiCL7UErbUeuzM4g1vZ9SKxLCnClLjsLkHQsetq3W+GzW53pGD0euw/79OWVbkCvUURKfLT63Wn3ETmw16hclyDX9rSXqzJs/xgrkDWBngNZ2RwH+ziDVrS6GvPMb3BBaSslSqOUfZPA9GPiR+syWju/k624t8vOi+hygaesDM/4sfhd4HFZ+RG9LtUZsErMeut3W8+9btVvvWXlWu9MhT3DZ36SOnEmqReRTkEGskKhUK6LINJ46623OPDAA3NdDJFE6sQZfNUVlO+z/TfiZzrEWDWQ/Q90Z5DLCmTZw4GS90gObqUEsnSXo9BlpSY1CJZm39TS9DESteOBq+yP0eiLUacCuGXmHMcI+iEejQzmOT4r7GVLhu2J9ZUDdJy8ZgyppvVnP6FmuIsiv9Uj1TQ04c0G3nIXpWUuqu1940N2t4Z4b93eQc1VMQxfZS2R9R+gDeufpdtfxJCxk2j/4nOCTVth0/sATNjvIKLhIJ+s+ojEmM9x48YxtLa2y2xwVVVV7L333rz//vs0NW2fgPKoo45i8+bNrF69unPdpEmTKC0t5Y033uhcN3z4cMaPH88rr7yCaVrf6D6fj8MOO4y1a9eybt26zn0POOAAAN5+++3OdfX19YwePZrXX3+daDQKQElJCQceeCAff/wxX3zxRee+hx56KO3t7axcubJz3bhx46jdRe/prbfeIhi0zt6IESPQWhONRjvLCVBcXAx0nYDA5/Ph9/sJBoOd58TtdlNcXEw4HCYW255uv6SkBNM0u/yuCAQCeL1e2tq2d170eDwUFRURCoWIx7d/JZWVlRGLxQiHt89EWVRUhMvl6iw7WL1NAoEAHR0dGIYBWLO0lZSUEIlE5D3Je5L3JO9pQN6Ttm+CNzY29vhdHggEHDGTpNJ9/cXgcEuXLv23aZoHHXLIIbkuikjR0NAgs+Y4jNSJM0m9OI/UifOsXLmSUCi04vjjjz8412XJBaXUfcBsYLbW+v40228GrgKu0lrf0sNxrsJKCn+z1vrnabbPBu4D7tNaf7+nMi1duvTfsY8/P6jph73PaOYknpG1DLvuckqPPIREJ6iuOQitXIKp61z2zLPu5P+3nzsp92Chf39t2rSJHj8VZQAAIABJREFUoUOH5l1qkba2NpmJzWGkTpxJ6mVgxONxtmzZQl1dXY/7OaX9lV/f+EIIIYQQArb3lKrIsD2xvnmAjgOAe4+RTNv8Sja7CtEvEj0VysvLc10UIYTIWx0dHXk1jDP3fcJ2ASfdBRPb+Xy+XBdBpJA6cSapF+eROhEO9JG9zJS7KpEYKVPuq/4+DiBtMCcq9O+v0tJSgsEgra2txONx8mW0iROG5oiupE6cSepl19FaE4/HaW1tJRgMUlpamusiZa0ge2QlxoYKZznssMNyXQSRQurEmaRenEfqRDjQ/9nLE5VSruSZC5VSZcAUoANY3stxlgMhYIpSqix55kKllAsrYXzy3+uRtMGcp9C/v7xeL0OGDKG9vZ0tW7Z05pDJB8l5woQzSJ04k9TLruN2uwkEAgwZMiSvZogsyEBWcsIz4Rxr165l9OjRuS6GSCJ14kxSL84jdSKcRmv9iVLqn1iBpouBu5I23wCUAPdqrTszxiqlJtqv/TDpOO1KqYeA84HrgSuSjvMDYAzwrNb6U7IgbTDnGQzfX16vl6qqqt53dJDBUC/5RurEmaReRDoF2U8veTYB4RzJs+MIZ5A6cSapF+eROhEOdRHwJXCnUurvSqlblFIvAJdjDQW8OmX/lfYj1VX2/j9SSi21j/N34Lf28S/OtkDSBnMe+f5yJqkX55E6cSapF5FOv/XIUkqNBG4EpgE1wCbg78ANWuus+gIqpV4Eju1hlyKtdbiH7axZs2aiUgqZtdBZpk6dSnt7e5cplEVuSZ04k9SL80idONOqVaswDGNirsuRS3avrEPY3v46Bav99Vv60P7SWjcqpY4ArgO+ARwNNAIPAtdqrddncxxpgzmPfH85k9SL80idOJPUi/M4pf3VL4EspdQewCvAMOBx4EPgMOCHwDSl1BStdWMfDnlDhvXxnSqoEEIIIUQB0VqvA87Lct+Mmdi11tuw2m0/7KeiCSGEEELsEv3VI+v3WEGsS7XWnTkalFJ3YHVvvxm4INuDaa2v35nCyMwGzlRUVJTrIogUUifOJPXiPFInQmRH2mDOI99fziT14jxSJ84k9SLS2enWht0b60RgDXB3yubrgCAwSylVsrN/SwghhBBCCCGEEEIMXv3RI2uqvfxn8tTPAFrrNqXUMqxA1+HA0mwOqJT6JjAWiGIlJX1Bax3JtkCmafa+kxhwoVAo10UQKaROnEnqxXmkToTIjrTBnEe+v5xJ6sV5pE6cSepFpNMfgaw97eWqDNs/xgpkTSDLQBawKOX5l0qpi7XWf9uB8gkhhBBCCCGEEEKIAqC01jt3AKXuA2YDs7XW96fZfjPWtM5Xaa1v6eVYl2MFvt7Cmi1nNHAucAVW0O1rWuslPR3j8ccfj3s8HveWLVvSbp8wYUKv70n0v1WrVmGaJhMn5nyCA2GTOnEmqRfnkTpxppaWFqLRqHHqqaf22wzMYuc8/vjjca/X666srMx1UYRNvr+cSerFeaROnEnqxXmc0v5yVONPa/2/Kas+Aq5SSm0E7gJuAXoMZJWWlq4LBoP1hmGkHYoYCoU+7JfCij6pr68HpGuok0idOJPUi/NInTiTz+cb4/P5WnNdDrFdaWnpOqA8FAqtyXVZhEW+v5xJ6sV5pE6cSerFeZzS/uqPQFaLvazIsD2xvnkn/sb9wP8CByilyrTWbZl2PP7448fuxN8RQgghhBA7QNpgQgghhBgI/TFH8kf2MtOYvfH2MlMOrV5prcNAInglsx8KIYQQQgghhBBCDEL9kSNrD2A1sAbYI3nmQqVUGbAJUMAwrXVwB//GnsCHWMGsaq11fKcKLYQQQgghhBBCCCHyzk73yNJafwL8ExgDXJyy+QasHlQPJQexlFITlVJdMrYppcYqpapTj6+UGgo8aD9dJEEsIYQQQgghhBBCiMFpp3tkQWevrFeAYcDjwEpgMjAVa0jhkVrrxqT9NYDWWiWt+w5wD9AAfApsA0YBp2Dl2XoTOEFrvTO5toQQQgghhBBCCCFEnuqXQBaAUqoeuBGYBtRgDSl8DLhBa92Usm+6QNa+wBXAwcAIoBxrKOH7wCPAvVrraL8UVgghhBBCCCGEEELknX4LZAkhhBBCCCGEEEIIsSv1x6yFjqCUGqmUekAptVEpFVFKrVFK/UYpVZXrshUypdTpSqm7lFL/Ukq1KqW0UurhXl5zpFLqaaXUNqVUSCn1H6XUZUop90CVu5AppWqUUt9TSj2mlFptn+MWpVSDUup/lFJpP/dSL7uWUupXSqmlSql19vndppR6Syl1nVKqJsNrpE4GmFLqbPt7TCulvpdhn68rpV60P1ftSqnXlFLnDnRZC5V9/dYZHpszvEY+KzkkbbDckDaY80gbzJmkDZYfpA2We/nUBiuIHlmqe46uD4HDsHJ0fQRMSc7RJfqPUuptYH+gHVgPTAT+rLU+O8P+pwKPAmHgL1i50KYDewJ/01qfMRDlLmRKqQuAP2AN7/0/4HNgOHAaVr65R4EzdNKHX+pl11NKRYEVwAfAl1gTYRwOHAJsBA7XWq9L2l/qZIApa4j8u4AbKAVma63vT9nnB8BdQCNWvUSB04GRwO1a6x8PaKELkFJqDVAJ/CbN5nat9W0p+8tnJYekDZY70gZzHmmDOZO0wZxP2mDOkFdtMK113j+AZwENXJKy/g57/T25LmOhPrAaquMBBXzFPt8PZ9i3HOviEQEOSVofwGoEa+CsXL+nfH8Ax9lfIK6U9bVYDSoN/LfUy4DXSyDD+pvtc/x7qZOc1o8Cngc+AX5tn+PvpewzButC3QiMSVpfBay2X3NErt9Lvj+ANcCaLPeVz0ru60vaYLk799IGc9hD2mDOfEgbzNkPaYM555FPbbC8H1po3wk8Eeuk352y+TogCMxSSpUMcNEGBa31/2mtP9b2v9penA4MBRZprd9MOkYY+Ln99MJdUMxBRWv9gtb6Ca21mbJ+M9bMoGA1eBOkXgaAfT7TecRejk9aJ3Uy8C7F+gFyHtZ1I53vAn7gd1rrNYmV2prQ5Jf20wt2YRlFd/JZySFpg+WWtMGcR9pgziRtMMeTNlh+yulnJe8DWVh3owD+meai0QYsA4qxuo+K3DrOXi5Js+1loAM4UinlH7giDToxexlPWif1klvT7eV/ktZJnQwgpdQk4Fbgt1rrl3vYtad6eSZlH7Fz/HaujKuUUj9USk3NkGtBPiu5JW2w/CGfldyTNpjzSBssx6QN5kh50Qbz7IqDDrA97eWqDNs/xrpbOAFYOiAlEplkrCutdVwp9RmwN7A7sHIgCzYYKKU8wDn20+QvHKmXAaSU+jHW2P8KrNwMR2E1oG5N2k3qZIDYn4uHsIZ8XNXL7j3VyyalVBAYqZQq1lp39G9JB51arHpJ9plS6jyt9UtJ6+SzklvSBssf8lnJIWmDOYO0wZxF2mCOlRdtsEIIZFXYy5YM2xPrKwegLKJnUle5dSuwD/C01vrZpPVSLwPrx1iJXxOWAN/RWm9JWid1MnCuBQ4EjtJah3rZN5t6KbH3k0bUjnsQ+BfwPtCG1QD6AXA+8IxS6git9Tv2vvJZyS05//lD6iq3pA3mDNIGcxZpgzlP3rTBCmFooRCiF0qpS4ErsGaTmpXj4gxqWutarbXCuttxGtYF4i2l1EG5Ldngo5SajHUH8Hat9au5Lo+waK1vsPPMfKG17tBav6e1vgAreXgRcH1uSyiEENmTNphzSBvMOaQN5kz51AYrhEBWItJXkWF7Yn3zAJRF9EzqKgfsqWp/izXl8FSt9baUXaRecsC+QDyGNeymBpiftFnqZBezu7PPx+oOfU2WL8u2XjLdmRI7J5Eo+ZikdfJZyS05//lD6ioHpA3mTNIGyy1pg+Ulx7XBCiGQ9ZG9nJBhe2IWikz5G8TAyVhX9hfaWKwEmJ8OZKEKmVLqMuAu4D2sBtTmNLtJveSQ1notVgN3b6XUEHu11MmuV4p1ficBYaWUTjywZlsD+H/2ut/Yz3uqlzqsLu3rJTfDLpMY+pE8A558VnJL2mD5Qz4rA0zaYM4nbbCckTZY/nFcG6wQAln/Zy9PVEp1eT9KqTJgCtY42eUDXTDRzQv2clqabcdgzWz0itY6MnBFKlxKqZ8C/wu8jdWA+jLDrlIvuTfCXhr2Uupk14sAf8zweMvep8F+nujy3lO9nJyyj+h/iZnvkhtE8lnJLWmD5Q/5rAwgaYPlFWmDDTxpg+Uf57XBtNZ5/wCeBTRwScr6O+z19+S6jIPhAXzFPt8PZ9hejhXNjQCHJK0PAK/Yrz0r1++jEB5Y3XQ18CZQ3cu+Ui+7vj4mABVp1ruAm+1zvEzqxBkPrPH/GvheyvqxQBhoBMYkra8CVtuvOSLX5c/nB9bd2ZI068dgzYCngauS1stnJfd1Jm0wBzykDeach7TBnPWQNlh+PaQNltNzn1dtMGX/sbymlNoD62QNAx7Hmt5xMjAVqzv7kVrrxtyVsHAppb4BfMN+WguchBWp/Ze9bqvW+scp+/8N64toEbANmIE1feffgDN1IfyjzCGl1LnAPKw7S3eRfqz4Gq31vKTXSL3sQvbwgluw7i59hnURHg4ci5VodDNwvNb6g6TXSJ3kiFLqeqyu7bO11venbLsEuBOrDv8CRIHTgZFYCUt/jNhh9rm/AngZWIs1Y84ewNewGkZPA/+ltY4mvUY+KzkkbbDckTaY80gbzHmkDZZfpA2WO3nXBst15K8fI4j1WNNFbsL6R70W+A1QleuyFfKD7VHzTI81aV4zxf4gNAEh4F3gcsCd6/dTCI8s6kQDL0q9DGid7AP8DmuIwVas8eItwBt2faW9Yyt1krP6SnyGvpdh+3TgJawLfNCux3NzXe5CeGD9sFiINbtXMxDDutv3HHAOWDfg0rxOPiu5rTdpg+XmvEsbzGEPaYM57yFtsPx6SBssp+c+r9pgBdEjSwghhBBCCCGEEEIUvkJI9i6EEEIIIYQQQgghBgEJZAkhhBBCCCGEEEKIvCCBLCGEEEIIIYQQQgiRFySQJYQQQgghhBBCCCHyggSyhBBCCCGEEEIIIURekECWEEIIIYQQQgghhMgLEsgSQgghhBBCCCGEEHlBAllCCCGEEEIIIYQQIi9IIEsIIYQQQgghhBBC5AUJZAkhhBBCCCGEEEKIvCCBLCGEEEIIIYQQQgiRFySQJYToE6XUV5RSWim1JtdlyZZSap5d5uvTbNP2Y8yAF0wIIYQQIkvSBhNCCIsn1wUQQjiLUuo7wBjg71rrt3NbGiGEEEKIwUHaYEIIkR0JZAkhUn0HOBZYA6RrRHUAHwEbBq5Iu9RH9jKW01IIIYQQYrD7DtIGE0KIXkkgSwjRJ1rr14GJuS5Hf9FaF8x7EUIIIUThkjaYEEJYJEeWEEIIIYQQQgghhMgLEsgSQgBWXgallMbq0g7wYFISzs7Eoj0lGlVKvWhv+45SqlwpNVcp9YlSKqSU+lQpdaNSKpC0//FKqWeVUluVUkGl1MtKqaN7KWepUuoqpdQbSqkWpVRYKfWxUupOpVT9DrzvtIlGlVLX2+vn2c/PVUq9ppRqU0q1KqX+Tyl1Qi/H9imlfqCU+pdSaptSKqKUWquUekApNamvZRVCCCFE4ZE2mBqTsl7aYEKIHkkgSwiREAK+YHueglb7eeKxpQ/HqgJeB34CDAfcwFjgGuARAKXURcBzwFcBL1AMHA08r5Saku6gdsPjPeBm4BD7NXFgHHAJ8E6m1+4MpdT9wDzgYMAEyoCvAEuUUv+d4TV1WOfgLuAooAKIAKOA84AVSqnT+rusQgghhMg70gbLQNpgQoh0JJAlhABAa/0XrXUt8Iq96oda69qkx6F9ONx19vJorXUpUArMxmrwTFdKXQP8BrgVqNFaV2DN0vMq4AP+N/WASqkK4GlgNPBXYH8gYB9/D2ABVuPtUaVUZR/K2ptTgW8DFwLldll3B17G+g69SynVJd+gUsoLPG6XcSlwpF3WcmCE/d4DwENKqT36saxCCCGEyDPSBstI2mBCiLQkkCWE2BVKgK9rrRsAtNZRrfX9wHx7+43Aw1rrq7TWzfY+a4GZgAYOVUqNSjnmT7AaWgu11mdqrf+jtTbs136qtf42sATr7uP3+vG9VALf01rfo7XusP/eZ3ZZo0AdViMp2bnAocC/gJO11q9qrWP2azdprS8H7sW6m3l5P5ZVCCGEEIObtMGkDSZEwZNAlhBiV/ir1np1mvXPJ/3/Lakb7YZU4nX7pGw+117e3sPfXWAve8yb0EefJx23k9Z6I1a3dchc1t8mGk9p/Nle9mdZhRBCCDG4SRvMIm0wIQqYp/ddhBCiz97NsP5Lexlme2Mp1RfAeKwu6gDYCURH2k+fthOipuOzl31OONqDN7XWmf7eBnuZXFYPcJj99F6l1N0ZXuu2l/1ZViGEEEIMbtIGs0gbTIgCJoEsIcSusCnDesNeftFDwySxjzdpXV3S/w/L4u8XZ7FPttp62Ba2l8llrWZ7Y64mi+MX7UihhBBCCCHSkDaYRdpgQhQwCWQJIfJB8jDoqkROB4dKLuuBWuu3c1YSIYQQQoidI20wIYTjSI4sIUQ++CLp/1MTkDpNI9vvaDq9rEIIIYQQPZE2mBDCcSSQJYRIZdpLldNSJLFnqEk0pE7OZVl6YycWfdN+6uiyCiGEEMJRpA22E6QNJsTgIYEsIUSqVntZmdNSdDfPXv5YKbVbpp2UJddln2cvv6OU2r+nHZVSVT1tF0IIIcSgIW2wnTfPXkobTIgCJoEsIUSq9+3laUqpipyWpKtbgU+BIcArSqkzlVKdSTqVUqOUUucDK4Bv5KiMCX8ElgMB4AWl1GylVHlio1KqVin1baXUS8APc1VIIYQQQjiKtMF2nrTBhBgEJJAlhEj1EBAF/j979x7fdHU/fvx1cm/Spm1KaQu0gBQEBQW+XNSiqAwRBaYTJzBwXn44N3Do3Bhf787hHPMydfplqBvgAOcFcaKiAjoFRVRAFIrcBMqlUGjpJc09n98faUPTprRAadLwfj6soZ98PifvfE7TnrxzPu8zBDislNqnlNqllFoVy6BqiouOAAoJ1T34N1CplDqslKoGdgN/B/oCja3G0ypqprb/GFhNaAWdOUCZUuqIUqqK0IpC/wIuIcaxCiGEECJuyBjsFMkYTIgzg6xaKISIoGnaFqXUcOB/gYFANnGS9NY0bbtSqh9wC3A90IfQ9HsXsJHQJ3BvAe/HLMgamqYdUkoNBW4Afgb8D6EBlRfYAqwFlgL/iVmQQgghhIgbMgZrGTIGEyLxKU2TRLQQQgghhBBCCCGEiH9xkeEXQgghhBBCCCGEEKIpksgSQgghhBBCCCGEEG2CJLKEEEIIIYQQQgghRJsgiSwhhBBCCCGEEEII0SYk3KqFK1as+AGwA7tiHIoQQgghTp8uQMWwYcO6xjoQESJjMCGEECLhdSEOxl8Jl8gC7Eoph8ViccQ6EBEpGAyi08kkwHgifRKfpF/ij/RJ/HG73cjKy3FHxmBxSH5/xSfpl/gjfRKfpF/iS7yMvxIxkbXLYrE4evXqFes4hBBCCHGaFBYW4nK5dsU6DhFBxmBCCCFEAouX8VdCpjbdbnesQxBRbNq0KdYhiHqkT+KT9Ev8kT4RonlkDBZ/5PdXfJJ+iT/SJ/FJ+kVEk5CJrEAgEOsQRBRlZWWxDkHUI30Sn6Rf4o/0iRDNI2Ow+CO/v+KT9Ev8kT6JT9IvIpqETGQJIYQQQgghhBBCiMQjiSwhhBBCCCGEEEII0SYkZCLLZrPFOgQRxZAhQ2IdgqhH+iQ+Sb/EH+kTIZpHxmDxR35/xSfpl/gjfRKfpF9ENAmZyPL7/bEOQURRXFwc6xBEPdIn8Un6Jf5InwjRPDIGiz/y+ys+Sb/EH+mT+CT9IqJpkUSWUmqsUupZpdSnSqkKpZSmlPrXSbbVSSn1D6XUfqWURym1Syn1V6VUenPb8Hg8J/PQ4jTbvn17rEMQ9UifxCfpl/gjfSJE88gYLP7I76/4JP0Sf6RP4pP0i4jG0ELt3AecD1QBe4GeJ9OIUqob8BnQHngL2AIMAqYBVyqlCjRNO9IiEQshhBBCCCGEEEKINqWlEll3EUpgbQeGAh+dZDvPE0pi/VrTtGdrNyqlnqx5jJnA7acWqhCnj8/no6qqCrfb3SaWIM/JyWHv3r2xDkPUI/0Sf6RPTj+9Xo/FYiE5ORmj0RjrcIQQQgghRJxqkUSWpmnhxJVS6qTaqJmNdQWwC3iu3t0PArcBk5RSd2ua5jxeWya9AS0YROkSsgRYm9WrV69Yh3Ba+Xw+Dh8+jM1mIzMzE71ef9Kvh9bi9/sxGFoqny1aivRL/JE+Ob00TSMQCFBdXc3hw4dp166dJLPaKIvFEusQRD2JPv5qq6Rf4o/0SXySfhHRxNOo/LKa2w80TQvWvUPTtEql1GpCia4LgBXHa8i1dRfvjvo1TkcG7ox2eDIz8bXPJJDVHi27PapDFsaMdJJMBhxJBrJSTGQlm2ifbCLJqD89z06QnJwc6xBOq6qqKmw2G3a7PdahNJtOkr1xSfol/kifnF5KKQwGQ/j3Z1VVFenpzS6NKeKIvFbiT6KPv9oq6Zf4I30Sn6RfRDTxlMg6u+Z2ayP3byOUyOpBE4ksAH3Aj73kIPaSg6FKW/X4jEYq0jLYm+5gU3o7KtIclKdn4M1sj6FjFsnt0ki3GnEkGUm3GshKNpGVYsagUxh0Cn3trar9nvB2s0GHLs5n4sTCl19+mdDLp7rdbjIzM2MdxglxOp2kpKTEOgxRj/RL/JE+aT1Wq5WSkpJYhyFOUnV1daxDEPUkwvirsnAH3tLyWIfRogq1anopa6zDaBEmRyopvbrFOoxTlgivlUQk/SKiiadEVmrNbWN/pWq3p7XEgxl9PjJKiskoib6cp8dsoSLNQUV6BjvSM1iflkEwM52UPl3Iz7aQmZmJSs7AXLw5fIyypGDK6kqgZBf+6orw9iFDhlBcXByx4kKvXr1ITk7myy+/DG/Lysqie/furF+/HqczdPWkyWRi0KBB7N69m6KiovC+ffv2BWDDhg3hbbm5uXTu3Jm1a9fi9XoBsNls9OvXj23btnHw4MHwvgMHDqSqqorCwsLwtvz8fLKzs1m1alV4W3p6Oueeey6bNm2irKzslJ4TwKpVqxLqOdXtpw4dOuD3+3G5XOF9rdbQAKXuwN5kMmE2m3E6nQSDocmHer0eq9WK2+3G5/OF97XZbASDwYg2LRYLRqORysrK8DaDwUBSUhIulyti6fOUlBR8Ph9utzu8LSkpCZ1OF469srISo9GIxWKhuro6XNtLp9Nhs9nweDzhc99WnhPQ5p+T3+9PuOfU1vsJSLjnFI/9ZLVa8fl8Eb+3o/0ut9lsCCHODN7Sciq+a+yz7jbq3E4J85zsvXvEOgQhxBlGaZrWsg0qdSmhYu8LNE2beALHzQEmA5M1TXsxyv0zgXuAezRN+1Nj7axYseJrz469/cvveOyEY28Ov8HI55ddxZbLryA/K5n8DCudUs3oFASCENA0gkENq0mPzaTHatJjNxtItRiwW/QY9WfulPtVq1YldDZ97969dOrUKdZhnJDKykqZZRKHpF/ij/RJ62rO79PCwkJcLte6YcOG/U8rhSWasGLFiq+DwWD/AQMGxDoUUUcijL+OrF5HxXdbEyphkigzsmr7JaOgf6xDOWWJ8FpJRNIv8SVexl/xNCOrdsZVaiP3124/2lRD5vw8+m54h/Jd+6jctZ/qPQfwFB3At/8g2oGDqAMH0dX59PpEGPw+Lv7wLXpu/JLl10xgfW5XzAZFz0wb52bZ6JlpxaBTOL1Bjrr9HHJ6STLqsJn02Ix6UswG7JZQYstsOLOSWllZWbEOQdQjxZTjk/RL/JE+EaJ5ZFGE+CPjr/iUhtTljTfyWolP0i8imngabXxfc9vYRy3da26bnIObZDGTnZ1OdnY6XNC7wf2apuE7Wolrz36ce/ZT8cM+KvccoHr3ftxFxQQPFKM83igtH5N5cD/j5jzBNwOH8MVlI/nGr/HNgSr0CgZ2snN1z3akJRkIBDWc3gBV7gAlVX4sBi/JZj1Wox67xUBumgXLGZLQ6t69e9M7iVYlq0vFJ+mX+CN9IkTzmM3mWIcg6mnr46/Kwh0nfWxQ0/AFNAJBjSAaQa1mlVQNNC10f+1t7b9rr1XRCO1TK3RfaIf617M0vL7l+Fe81La7g7ZfU85X4aHkSDV791c2vXO8s2XzTSI8j0Qj/RJXAr4g7gAxr8AfT4msj2pur1BK6equXKiUSgEKgGpgTVMNuZqYbaWUwpRux5RuJ/X8nnSoc18o8eTnaPERKnbuo3L3fjxFB3DtOUDg49UYqqqOtaNp9F37Ked9uYqirj3Ycv5Atp3blzVFsKWkmhvOa09+Oyt2S2gWVlDTqPYGcHqDHKn2kezS4/IF6JKehN0ST11xeqxfv55+/frFOgxRR3V1dbiejYgf0i/xpzX75Pzzzwfgm2++aZXHE6IlNTUGE62vrY+/autjGVKi1cXT8AdDySp/UMMX1PAFgqHvAxr+YBC/BoFAKJEF1CSzapJY1CSoahNa9dqOSGxpoW21G5pOZh1fWo6Rowd8Te8Y53ROH8EKD8EjbT8pl165h7KUvFiHIeqRfokvOf4gviAx/9Sq1bMnSikj0A3waZoW/ohF07QdSqkPCK1MOAV4ts5hDwM24O+apjlpQm0h2ZOh1ynsFiP2LtnQJZtAsD/VvgBl1X4O7j1E6eN/R3v/o4hjdJpG553f03nn9wx7+xV2nt2bLecN5MXKc7kgvx1X9czApA+tZJhsNpBsDv3xPFTlZe9RD/6gRqdUC+2TTScdd1tQt3CwiA+1RZtbyqpVqxgzZgwFBQW8/fbbUffZs2cPffv2JTc3N+HeqE+bNo2XX36ZpKQkNm/eTGpqY1dKH19L90tSUiljAAAgAElEQVRrcjgcx+3/ExUvSZ2W7JPRo0ezevVqSktLW6zN023hwoVMnTqVv/3tb0yYMCHW4Yg4dipjMHF6JMr4y9q5IwDeQBCnN4DTG8Ab0PAHggQ08AeDBIIa/iD4gxqBQCh1ZdApdCr0pRQoBTpApwhv06EL3Yei5j8Utf8LUfVuIdTWyfKZFTkpkWN/1QZXPffZjBjtZswZbf8DuMpyD90S4HkkGumX+OIrUXh9xPyXVYskspRS1wDX1HybXXN7oVJqbs2/D2ua9tuaf3cECoHdQJd6Tf0K+Ax4Rik1rGa/wcBlhC4pvLcl4j0Rep0ixWwgxWygna0jB568l4MfX0HFo8/AvgMN9jf4/fTYtIEemzbgtiSx7dx+vDh8JFcN70OX9KTwfjqlyEo2UebyU3TUgy+g4fYF6ZRmRtcG/4gJcaarrKzkzTffRCmFy+Xi1VdfZfLkybEOS7RBS5YsiXUIQggRV/xBjVKXD6c3QLU3gNsfxOML4g0EUYBerzDodBgUmA0Kq9Jh0BnQ6+J7TN0WE1dCCBEPWmpGVl/g5/W2nVXzBaGk1W9pQs2srAHAH4ArgauAA8DTwMOappU1J5jT9UfBatLTLcNK5tUF7BvUh4ML/oPrneWobTuj7m9xu+jz9Wf03PgVK7aNI+u6EVzRPQODXoXjdFiNmPQ6DlR68QWDuANBuqRbMCXg6oYmU2LPOGuLdLrE+zmLlTfeeIOqqip+9atf8eKLLzJ//vyTTmRJv8Sf1uyTrl27ttpjCdHS5I15/GmL46/Kwh1UlZRR5Q1Q5QlQWeHBV+bG7Q8SCASxGEOrg6frDejiPFnVKJm8GHeUPvFLvbRF0i8imhYZmWua9pCmaeo4X13q7Lur/rZ6bRVpmnazpmk5mqaZNE3rrGnanc1NYgGnvY6J3WKgZ6d0zvv1z+j8+t+xLvo/AhN/itYhO+r+Rp+XK9+Yj+GJ5/jbRzvYV+6JuD/ZrKdjiolSp5+9R91sLanG6W27lxY1ZtCgQbEOQdRjs0WrN9H6HnvsMRwOB6tWrWLRokUMHTqUDh060KNHD6ZOncrBgwcbHDN69GgcDgcej4eZM2fSt29fsrOz6d+/P3/+85/xeqMv2LB161amTJlC7969ycrK4uyzz2by5Mls27atwb5TpkzB4XCwa9cu5syZw5AhQ+jQoQOjR49usO/8+fPR6XTcfvvtjBgxgk2bNvHVV19FjeHQoUPcf//9DBo0iE6dOtGlSxcGDRrElClT2LVrFzabjRUrVuBwOJgyZUrUNjweD/n5+eTn5+PxhH6nLFy4EIfDwcKFC/noo4+46qqryM3NpXv37kyZMoXy8tDisBs3bmTcuHF07dqV3NxcJkyYwJ49e07pHNc+NsDq1atxOBzhr8ceeyyi3TfffJOrr76azp0706FDBwoKCnjqqafCzwNCl6k6HA6KioooKiqKaK/+OTmRPj0Rfr+fl156ieHDh9OrVy86duzI0KFDeeGFF6JePvXee+9xzTXX0KtXL7KzsznnnHMYNWoUL730EhC6rNbhcLB69WqAiOdU92fq/PPPD19SWaul+3bDhg3MmDGDiy++mLPOOoucnBwGDBjAfffdx9GjkYsDjx49mqlTpwIwderUiLjrtl33fOXl5TV5vkRikvp+8actjb98gSAHKjxs33mQbZ9/x661m9m/rpBynZFAUMNu0pOVYiItyYDFqGu7SSzA1OQ67KK1JXc+N9YhiCikX0Q0CZnebOwNbEuqnU2VajGQMaAXB3ueRekvb6Ri3SYsH3+KtvJTtLLyiGP6fP0Z2ft288+Jv2DwwO5c3i09POXZZNDRKdVMcZWXveVu/EGNvDQLDmviLPm+e/duOnfuHOswRB0ejyeuVpj6v//7Pz766COuvfZahg0bxpo1a1i4cCGrV6/mww8/pF27dg2OueWWW1i/fj1jxozBYDDw3nvv8ec//5kNGzawcOHCiNkBy5cv5+c//zk+n48rr7ySrl27sn//fpYuXcoHH3zAf/7znwYJBID//d//5fPPP+eKK65g+PDh6PWRS2Zv3LiRDRs2cOmll9KpUycmTJjA22+/zbx58xgwYEDEvtXV1YwcOZIffviBSy+9lBEjRqBpGkVFRbz77ruMGTOGnJwcLr/8crp27cpbb73Fn/70J+x2e0Q7b7/9NqWlpUyZMqVBHy5btoz333+fESNGcNNNN7F27VoWLVpEUVER999/P9deey0XXHABEydOZPPmzSxbtoxdu3axatWqqDOPmnOO+/Tpw/Tp05k1axa5ubmMHz8+fPyQIUPC/37kkUd46qmnyMjIYOzYsdhsNpYvX84jjzzCypUreeONNzCZTOTl5TF9+nRmz54NwO233x5uo0+fPqfcp03x+XyMHz+elStX0r17d6699lqsViurVq3i97//PV9//XU4NoC5c+fym9/8hqysLEaMGEFGRgYlJSVs3ryZhQsXcuutt5Kamsr06dPDfTF9+vTw8Xl5zSti2lJ9O3/+fN555x0uuugihg4dSjAY5JtvvuH5559n+fLlfPjhh6SkpAAwfvx4UlNTeffdd7nqqqvo3fvYasC1deDqn6+xY8diNpsbPV8icbXGGEycmLYy/ipz+dhX7uZItZ+qCg9Blx9zr3zsRh0mvUq42X7+JDDI2ghxxVNajNkRfWKCiB3pFxFNQiayfL7WWwFEr1NkpZjIsBk5WOnh0EV92de7F5apk7EtX8nRv/wfqs6gLrN4H1e8/jKvpd1J4SEnNw/IIcVsCLfVIcXE4WofRUfd+AIaLl+QDnZTQvzxLioqahMDqZZ2xYvrYx3CCfng/8VuZaPaN9DnnXdeeNs999zD7Nmzefjhh3n22WcbHLN161Y+++wz0tLSALjvvvsYM2YM77//Pq+++io33HADAEePHmXy5MkkJSWxYsUKevbsGW5j8+bNjBgxgmnTpvHxxx83eIyNGzfy3//+t9Gf37lz5wLws5/9DIBhw4aRlZXFkiVLmDlzZkQS6pNPPuGHH37g9ttv59FHH41ox+v14vF48Hq9mM1mbrrpJh588EH+/e9/N7hMcd68eQD8/Of1r+oOzQxasmQJBQUFQKj48nXXXcd///tfbrjhBp566imuv/768P533HEHCxYsYNmyZVx11VUndY779OlDnz59mDVrFnl5ecyYMaNBO2vXruWpp56iY8eOLF++nKysLAAeeOABJk2axPvvv8/f/vY3fvOb34TbWLRoEUDU9k6lT5vyxBNPsHLlSiZPnsyjjz5KdXU1KSkpBAIB7rzzThYsWMCYMWPC52vevHmYTCY++eQTMjMzI9o6cuQIEEr6zJgxg9WrV1NUVBT1OTWlpfr2rrvu4i9/+UuDpOzLL7/MtGnT+Mc//sG0adMAwsXdaxNZ0Yq91z9fte02dr5E4mrNMZhonngff/mDGvvK3Ryq8nGwyov+h13YzXqU1YApKSHfqgAQTAIkkRVXvEcPSsIkDkm/iGikEEsLMegUHVMtdMtIoqPdjBtwjxxO5vy/osvtELFvxz070AUCFJV7mL+uGH/w2IK9SikybSbSLAb2VbjZXeZiZ6mLQPBEF/UVou356U9/GpHEglACw26388Ybb0Rcelbrt7/9bTjBAmCxWHjggQcAWLBgQXj7K6+8Qnl5OTNmzIhIeACcc845TJo0iY0bN7Jly5YGj3HHHXc0+ibA6XTy+uuvY7fbufrqqwEwGAyMHTs2fF80SUlJDbaZTKbwLBgIJcYsFks4UVZr27ZtrF69mosvvpj8/PwG7Vx33XXhRAeE6jvVJvR69eoVkegAGDduHADffvtt1Fibe46bUrvv3XffHU5iQeh8PfLII+h0Ol5++eVmt3cqfXo8wWCQF154gaysLGbOnBmR7NHr9fzxj39EKcVrr70WcZzBYMBobDiLNiMj44Qe/3haqm9zc3MbJLEAJk6cSEpKCitXrmx2TCd7voQQosLtZ2tJNbvK3Oyr8GA368nwu9Ht+AFdcnyUPxBCCBF/EvdjjhixWwx0dVjQ0NhX7kGXm0fmgr9R8uObCdZcaqgLBrGXHeZouyx2lbl5Z8thfnxOZoN2jHrFoSovgaCGTim6Ohq+8RUikdR9g17LbrfTp08fVq9ezdatWyMuK2vsmAsuuAC9Xs/GjRvD27788ksAvvvuuwY1mwB27NgBhGYf1U+K9O/fv9GYFy9eTFVVFTfddBMWiyW8ffz48Tz33HPMnz+fW265Jbz9oosuIicnh7/+9a988803DB8+nMGDB9OnT58GiQWHw8E111zDK6+8whdffMHgwYOBY7Oxbrrppqgx9e3bt8G27OzQJ1nRLrPLyckBYP/+/VHba+45bkrtvpdcckmD+/Lz8+nQoQO7d++moqKiwaWU0ZxKnx7P9u3bKSsro1u3bjz++ONAaLZc3YLJSUlJbN26Nfz92LFjuf/++7nwwgu59tprKSgoYPDgwVEvhz0VLdW3Pp+PuXPnsnjxYr7//nsqKioi6lgdONBwVd7GRDtf9dU/X6JlKaU6cWyhnAxCC+Us4QQWyqnTVn9CC/RcAmQCR4EtwEuaps1vybjFmSsQ1DhQ6aG40ktJlZegptHJbsKo11H7kZWhU05MYxRCCBG/EjKRFW2mQ2tKSzLSJR2CGuyv8KAsZgxndcb79bE3fJe8/xbv/vQm/EYTq3aVk5dqoV/HlIh2kox6OtjN7K3wYjH6SE8ykJbUdmtmRXsDJhJLbQ2e4xV2rr0vWi2m+pdk1Wrfvj0AFRUVzTrGYDCEaxTVKi0tBUK1gY7H6XQ22FZ39lB9tUmlujWhIDQjqG/fvmzYsIH169fTr1/okk273c4HH3zAY489xrJly8IzXzIyMrjlllv47W9/G1Es+ZZbbuGVV15h3rx5DB48GI/HwyuvvEJmZiajRo2KGlO0JJDBYGjyPr/fH7W95p7jptT2X2PnMysri71791JeXt6sRNap9Glz2t2xYwezZs1qVrtTpkwhIyODl156iTlz5jB79myUUhQUFPDwww+H+/9UtVTf3nrrrSxdupQuXbowcuRIsrKywom62bNnR5392JiTOV+i5SilugGfAe2BtwglnQYB04ArlVIFmqYdaWZbUwmtFF0GvAPsAxxAb0IrSTeZyIr1GEw0FG/jL6c3wJ6jbg47vRyp9pFmMZBmMSREGY0TYShveh/Ruqwdu8c6BBGF9IuIJiETWfHAYTWiaYAG+yo82Lp1gTqJrPzCb7jun8/y1sRf4LYm89q3h8hKMdHBHlm02ajX4UgyUFLlxWrSkWI2hAvEi7YhljWnmhIIBKJeXnSyat9I176xjaZuvaD6GkuKHDp0KKL9+sd06tQpYpvf7+fIkSMRl+nVHvvpp59y7rkntvpJY4PrTZs2sW7dOgBGjBjR6PHz5s2LSGR07NiRZ599Fk3T2LJlC59++ikvvfQSf/nLXwgGgxG1kwYMGMB5553HkiVLePTRR1m+fDmlpaVMmzYt6mVsp0Nzz3FTavvg0KFDdO3atcH9tatTNieJVXe/k+nT5rQ7atSocJKsOa+VcePGMW7cOMrLy1m7di1Lly5lwYIFjB07li+++KLFZ2edrPXr17N06VKGDh3Ka6+9Fk52QSjRHK0W3fFEO1+iVT1PKIn1a03Twp2nlHoSuAuYCdzeyLFhSqkrgGeAD4GxmqZV1ru/7X6SJuJC+ebtHNp3hNJqH2UuH4GgRmaSEaNeIUsECCGEOBEJWSPL5YqPyokZNiN56RY62M04rxmNah/5Jqbjnp2Mm/MEGQf34wtqzF9XjMsXaNCO3axHQ6PU6eNAZfM/JY83GzZsiHUIop7q6uoWbS8/Px+z2cyOHTsaTWbVXg4WLfGwevXqBtsqKir49ttvsVgs9OjRo1nHrFmzhkAgEFFvq3b1wM8//7x5T6YZamdjDRkyhIkTJ0b9SkpKCl9+WJ9Sil69enHbbbfxxhtvAKGC2vX75ZZbbsHtdodnZimlohZ5P12ae44hNNMuEGj4ewyOrTa4atWqBvft3LmT/fv307lz54gkp16vb7S909GnAD169CA1NZWvvvoqXLj6RF4rqampDB8+nKeffprx48dTVlbGZ599Fr6/biH0WNi5cycAI0eOjEhiAXz99ddR/4YeL+Zo50u0jprZWFcAu4Dn6t39IOAEJimlmlNs6C+ESk9PqJ/EAtA0rVmdGy9jMHFMPIy/XL4Au3YdYu9Xmzm0YQu6HT+QuncPbN+J7/sdDb6Uzdp0o22cv+HneSLGqvdti3UIIgrpFxFNQiay4kn7ZBO5aWZyunfC/cxj6LpFFox2HD7EhNmzOPfrzzni9PLKNwcJapGF3ZVStLeZOOLyUVzppcoT/fIfIWLNYrHwk5/8BL/fzwMPPIBW72d537594dke0VY+e/XVVxvUXHrssceoqKjgJz/5CWazucExjz/+OEePHg1/73a7+cMf/tDgMX72s5+RmprKrFmz+Prrrxu0EwwGoyZYGuNyuXjttdfQ6/X8/e9/55lnnon6NXr0aKqqqsKJqsLCwvAMs7pqZ6NFuyxn7Nix2O12nn32WVavXs2ll15Kly5dmh3rqWruOYZQXa99+/ZFbad2VccnnniCw4cPh7cHAgEeeOABgsEgEydObNDekSNHor45buk+rWUwGJg8eTLFxcXMmDEj6mMXFxdHFJH/9NNPG/y8A+HnWbdf09PTAdi7d+8Jx9YS8vLygIYJxZKSEqZPnx71GIfDAUSP+WTOl2gxl9XcfqBpWsQ13TXJqNWAFbjgeI0opXoD5wEfAKVKqcuUUr9VSt2tlBqmlJLxojhpHn+Q7YerKa70Uu0LkNanB2l9emDqmY/x7G5Rv6Q+lhBCiOORSwtbQXaKmaAG2lkdKX7yUawP/5nAumNv1o0+HyPe/Be5O79nxZhxrEyz8KN8R0QbJoOOVLOBw04ve016emTq0Z1htQRE2/DII4+wbt06Fi5cyJdffslll11GSkoKRUVFvPvuu1RVVTFt2rSoBcR/9KMfMXLkSK655hqysrJYs2YNa9asIS8vjwcffDDq4/Xo0YOLLrqIMWPGYDAYeO+99/jhhx+44oorwqu5QeiN+Ny5c5k0aRJXXHEFl1xyCT179kQpxb59+/jqq68oLS1tdpHrN998k/Lycq688spwQe1oJk2axKuvvsr8+fP5+c9/zscff8yDDz7IwIED6datG5mZmezfv593330XnU7HHXfc0aANq9XKuHHjmDNnDtB4kffTpbnnGEKF3BcvXsz48eM577zzMBqNXHTRRVx00UUMHjyYX//61zzzzDMUFBQwZswYrFYry5cvp7CwkAsuuKDB87/kkktYt24d119/PRdeeCFms5nevXtz5ZVXtnif1vW73/2OTZs28c9//pNly5Zx4YUXkpeXR0lJCTt37uSLL77gvvvuCxeRnzRpEjabjQEDBpCXl4emaaxZs4Z169bRt29fLr300nDbQ4cO5a233uLGG29k+PDhWCwWcnNzG5zL06V///4MHjyYpUuXMmLECC644AJKSkpYvnw5+fn5UX+eBw4ciNVqZfbs2ZSVlYXr1t12223Y7fYG5+uSSy4hJyen0fMlWszZNbeNVdLfRmjGVg9gxXHaGVhzewj4mFCh97q+VUr9RNO07U0FVFRUxO9+97uo93300UdNHS4STCCosavMxaEqL1pQI9ViwGSQvKgQQohTk5CJrNaqG3MiOtjNNZ/WOyie+QDJf5uN753lEfuc882XZO3fw5JJvyI3tQ9nZ0ZeCZCWZGBvuYcj1V4OVhnISWk4OyWe5ebmxjoEUU/dVdhaisPh4MMPP2TOnDm88847LFy4ELfbjcPhoKCggFtuuYXhw4dHPfaXv/wlV199NbNnz+bNN9/EZrMxfvx47r///kYLwf/jH//g8ccf57XXXqO4uJicnBx+//vfc+eddzaobTV06FBWrVrF3/72N1auXMmaNWswGo3k5ORw8cUXM3r06GY/z9paQJMmTTrufgUFBeTn57N+/Xq+/fZbLr/8cvbu3cvnn3/Oe++9R2VlJVlZWVx66aX86le/Chd0r2/ixInMmTOH7OxsRo4c2ew4W8KJnOM//elPKKX45JNP+PDDDwkGg0yfPp2LLroIgIceeog+ffrw4osv8u9//xufz0eXLl249957mTJlSoOfybvvvpvy8nKWLVvGF198QSAQYPz48Vx55ZVAy/ZpXUajkX/961+8+uqrLFq0iJUrV+J0OmnXrh15eXncc889jB07Nrz/gw8+yMqVK9m4cSPLly/HbDaTm5vLQw89xM033xzxd2nSpEkUFRWxePFinnnmGfx+PwUFBa2WyNLr9SxcuJCZM2eGX6s5OTlMmjSJu+++mwsvvLDBMWlpacydO5dZs2axaNGicOH2n/70p9jt9gbn6/333z/u+RItpvbipMbKRtduT2uinfY1t7cSKvB+NbAKyAIeACYC7yil+miadtxyRkqpiEupa2cjulyu8CzA3NxcOnfuzNq1a/F6Q83ZbDb69evHtm3bwvXyIJREraqqorCwMLwtPz+f7OzsiFmF6enpnHvuuWzatImysmMLNQ4ZMoTi4mK2bz+Wg+vVqxfJycnhS90htNhE9+7dWb9+ffjn22QyMWjQIHbv3k1RUVF439ri6XUv2Yvn52Q0GsPtns7nVLJlO7sqj8WZjQmvM0CpLYAZMOcawRZKlPuSQavz695UCgEzBOoMfQ2VoPzgSz+2TecGQzX47KDVvosJguko+JMgWGdSc20x9bqX8OlcYHCBN43wdSnKD8YK8FsheGzxYYxlocfw1ykFqXeC3gPeOp83Ky8Yq07uOXkdbf85kW5FU1C585tjj5PiwJKZi3PvVoLe0CxdpTeQ3PlcPKXFeI8e+9mpLeRd9/IxU1oWZkc2Vbs3oQVCV6LoTEnYOvXAXVKEr/JY+Qpb3jkEPdW4Du4KbzO364TJnhERk95qx5rdleriHwhUH1s8KOWs8/FWHMFzODTjuHLnNyRldUFntuLcszkhnhPQ5p8TkHDPqa32U2iV9th/IKGiXQrRlq1YseLrpKSk/r169Yp1KA1omkZRuYd95W4OVvlw/Pe/uGY9h+aOfNPqTE7hvZun8LMbhuCwRiblXL4AB6u85KUl0bO9lSRjyxXqFqdm7969DQpii+Z57LHHmDVrFv/5z38YMmRIs44ZPXo0q1evPm5h+USycOFCpk6dyt133829997bKo95pp1jET+a8/u0sLAQl8u1btiwYf/TSmHFHaXUHGAyMFnTtBej3D8TuAe4R9O0Px2nnf8FHq359iJN0z6vc58C1gIDCNXPWtRYO/E8BhOn35HV66j47tjkwCpPgCMuH5VuP6mW0GJFymaVywYTjO/7HRjP7oZ5wPmxDkUI0Qp8Jbtxur17rrlyWOem9z59Yp9KOw1auoB1S1FKkZtqpoPdTHubkbKhl5A27xkM+V0i9rNVVTLm70/ywb8+xBeIKHlBklGPzaTnsNNLUbknak2WeLV27dpYhyDqqf3UWcSX+v3i9/t5/vnnMRgMrX5ZoQiR14qIU7UzrhorG127/Wgj91Pv/uK6SSwALTTQeKvm20FNBRSvY7AzWWuPv+y9e2A8uxvOznlUdMojtXcPLL3ypfZVPd6m5kmKVle1e1OsQxBRSL+IaBIykRXPyR2lFHlpFrJTzKRYDJTndKDdvKexXDE0Yj+T18vFc57lo1dWNHg+jiQj1b4ApU4vh6vbzgpRtdPSRfwIBoNN7yRaXW2/rFmzhieeeILrr7+ezZs3c/PNN9OxY8cYR3dmkteKiFPf19w2XNI1pHvNbWM1tOq301jCq/Z6sYarUdQTz2OwM1Vrj7/8gSDFlR7Kqv3YjDosxoR8u3Hq5LTEndrLrkR8kX4R0SRkjax4p5SiY6qZCo+f3WUuPGYzaY/OoDI7E+f818P76YJB8p//P748uyuDBuSHt+t1ikybiUNOH1aTh1SzFM4UIhF9/PHHzJo1i/T0dG688UYeeuihWIfUZr3zzjt8++23Te6Xl5cXdUVNIeJUbfX0K5RSurorFyqlUoACoBpY00Q7awAn0EUpZdM0rf4UxN41tz+0QMyiDass3IG3tLGSbKBpUFzlpczlRwHJZimBIYQQouUlZCJLp4v/pI7ZoCMr2USlx8/hai8d7Wbsd04m2D6T6idmo2o+0UxyOTH+YRZ7XnyCvPbHKjPaTHqqPAEOO33sNXk4K6PJD0ljzmazNb2TaFV6fXwMMGfMmMGMGTNO6Ji33377NEUTe7X9cjLnpSUl0jl+9913WbSo0dI+YQUFBVETWfHyWhGiLk3TdiilPiC0MuEU4Nk6dz8M2IC/101MKaV61hy7pU471Uqpl4BfA39USv2m5pJClFJ9gJsAP3Ds07ZGtIUx2JmmJcdf3tLyiDpY9VUaTJS5fHj8QdpZjQ0WBBHHKJlkEnd0pvh/P3Umkn4R0SRkIqt2hZx41z7ZRKnLR4U7QJU3QIrZQNqEa3CVV8ELL4f3y967m42P/4OOj/0ave7YgCDDZmRvuZvD1V7SkwykW+Nvtca6+vXrF+sQRD1WqzXWIYgopF9a3nPPPcdzzz130sdLn4g49ivgM+AZpdQwoBAYDFxG6JLC+qtD1C6VVz/DcD9wCXAncKFSajWhVQt/AliAOzVN29FUMG1lDHYmOR3jL3vvhlezlrt9VFV6qXD6aGc1otNJEut4jBVN7yNal61TY1dpi1iSfhHRJOTHZtGWro9Hep0iJ8VMO5uRI9U+gjWzsLJ/MQHPoAER+5796Uo2bD8Usc2gUzisRg5V+dhX4cYfjO+6FNu2bWt6J9Gq3G53rEMQUUi/xB/pExGvapJLA4C5hBJYdwPdgKeBCzRNO9LMdiqAiwmtXugApgKjgFXACE3Tnm5OO21lDHYmaY3xl8sXoIkiv+UAACAASURBVKTKR2m1j1SLAYNeklhN8cvnI3HHXVIU6xBEFNIvIpqETGT5/W1nrm7tTKoko56jrlDcSqcjb9YMvCnHLiU0e9zse2VpONlVy242oFdw2Olnf3l8Dx4PHjwY6xBEPT5f21ks4Ewi/RJ/pE9EPNM0rUjTtJs1TcvRNM2kaVpnTdPu1DStLMq+StO0qFkGTdOqNE27V9O0HpqmmTVNS9M07QpN0z5obixtaQx2pjjV8Vdl4Q6OrF7HkdXrot5fW9y9tNpHkkFHkhR3b5agJdYRiPp8laWxDkFEIf0iopG/NDGmlKKj3YzDaqTcE8AXCNVp1dlTSBo7KmLf/m+/wY6/zkPzByK2Z9qMHHX7OVTlpcItA0ghhBBCCNEyauti1X4ZUo7V3NLQwsXdAVKkuLsQQohWIImsOGAz6cm0GUm16CmtPpaIypjwY4KGY2XM9IEAyS8v4vBN0/Dt2BXebtTrSLfoKXF62VfhkaWvhRBCCCFEi7L37oG9dw+snTuGt5VU+Shz+XD7gqQnGaS4uxBCiFaRkImstliUNyfFjCPJiDsQxOULzbjSZ6RjuO3GBvv6N2/j8ISpOF9/J7wt1WLAF9CocPup9AQaHBMPBg4cGOsQRD2ykmR8kn6JP9InQjRPWxyDJbrTNf5yegPhRYscUtz9hBkbXPgrYs2Wd06sQxBRSL+IaBIykRUMBmMdwgkzGXRkpZhwWA0cdvrCs6qy/t8NfPvLqVRbkyMP8PmoePQZvN9sAkKXKKZa9JS7/Rx2xmctl6qqqliHIOppi6+VM4H0S/yRPhGieeS1En9O1/irzOWj0u0n2aTHKMXdT5iWkGvHt21BT3WsQxBRSL+IaBIykdVWV5fKtJlwJJnQKRUxq+q8cVcw79f3sfXchssnVzzxd7SaQWOK2YDTGwxN8fbH30CysLCw6Z1Eq3K5XLEOQUQh/RJ/pE+EaJ62OgZLZKdj/FXtDVDlDeANBLGZEvLtxGnnT2l6H9G6XAd3xToEEYX0i4hG/vLEEb1OkZNiIsNmpNTlIxAMzcrKTjGTn5/N0vH/j/eui7zU0Pfd9zhffgNN09DrFMkmHZWeAEec3lg8BSGEEEIIkeBKXT4qPX6STVIXSwghROuTRFacSbcacViNJBn1HK2zAuGwfAcAhf0Gs+2cvhHHVD79IqVT7sG/v5hUi4Fyt58j1ccSYUIIIYQQQpyoysIdDbaFZ2P5ZTaWEEKI2EjIvz5msznWIZySjnYzGVYjFZ4AvkAwvO2c9qECqp+MuAa/PvLCeu+adRy+/hf4X38bo9Ko9Pgpc8VXraz8/PxYhyDqsVgssQ7hjHL++edz/vnnN7mf9Ev8kT4Ronna+hgsEZ3K+MtbWk7Fd1sxpBxb8KIsPBtLL7OxToHeGesIRH3mdp1iHYKIQvpFRJOQiSyDoW1XT7Sa9GQmm0izGDhSfSwZVTsrqzwjk/eu/zk+ozHiOM3lpmLW85genkV5tT+iaHw8yM7OjnUIoh5jvZ+hluBwOHA4HFHv27lzJ/3798fhcPDII4+Et59//vnh4z755JNG254yZUp4v8cee6zFYz9Vo0ePbvS5n4jT0S+NWbhwIQ6Hg4ULF7baY7ZFrdknQrRlbX0MlohaYvxl7dwRCM3GqvQG8PqC2Ez6U273TKb3xDoCUZ/JnhHrEEQU0i8imoRMZDmdbf8jjuyaFQw9AY1qX6jwe16ahR7tkgDY1rs/86fey+EePRsc6//vZ/i/30aFxx9RND7WVq1aFesQRD2VlZWt9lgbNmxg5MiR7Nmzhz//+c/cf//9DfYxGAy8/PLLUY+vqKjgrbfeatNvkpYsWcKSJUua3K81+0U0j/SJEM2TCGOwRNOS468yl48qjx+bWWZjnSrvqX/uJVpY5c5vYh2CiEL6RUSTkImsRGDS68hKNtPOauRInZlVP8o/9levPCOT+ZOm4r/rVyibNeJ4646dlLv8ETO6hIiVjz76iDFjxlBeXs6LL77I5MmTo+43YsQIli5dSmlpaYP7Xn/9daqrq7nyyitPd7inTdeuXenatWuswxBCCCFOWG1tLI8/SLLMxhJCCBFDksiKY5nJRtKtRvQ6FZ5Z1dWRRDdH0rGdlOKDngNJvvmGiGMN23ZQ5Q1S5vLh8QdbM2whIrzxxhuMHz8epRSvvfYa11xzTaP73njjjXg8Hv797383uG/+/Pl07NiRyy+//JRj8vv9vPTSSwwfPpy8vDw6duzI0KFDeeGFFwgGG75e3nvvPa655hp69epFdnY255xzDqNGjeKll14CYM+ePTgcDlavXg0cu7zS4XAwevTocDvRamTVvbTvo48+4qqrrqJXr150796dKVOmUF5eDsDGjRsZN24cXbt2JTc3lwkTJrBnz54GsW7YsIEZM2Zw8cUXc9ZZZ5GTk8OAAQO47777OHr0aMS+o0ePZurUqQBMnTo1Iu66bZ/o+RJCCJF4amtj2aQ2lhBCiBhru9foHIdenxifEumUIjvZxFGXjyNOH3ZLqLt+lJ/OjrWu8H5bSqo5mteZus/av2U7ySYdFe4AR6p9dLDHvvhqenp6rEMQ9Zzuy/Rmz57NvffeS/v27Xn11Vfp06fPcfe/9NJLycvL4+WXX+aXv/xlePuGDRvYuHEj06dPR6c7tfy7z+dj/PjxrFy5ku7duzN27FjMZjOrVq3i97//PV9//TWzZ88O7z937lx+85vfkJWVxYgRI8jIyKCkpITNmzezcOFCbr31VlJTU5k+fTqLFi2iqKiI6dOnh4/Py8trVlzLli3j/fffZ8SIEUyaNIl169aF27v//vu59tprueCCC5g4cSKbN29m2bJl7Nq1i1WrVkWck/nz5/POO+9w0UUXMXToUILBIN988w3PP/88y5cv58MPPyQlJQWA8ePHk5qayrvvvstVV11F7969w+2kpqae1PlKVG35klYhWlOijMESSUuMv1y+Y7Ox0pJNLRCVUN5YRyDq01vtsQ5BRCH9IqJJyJF5Iq0ulZpkwG42UOL04fYHsRh0dMtIonOahd1H3eH9PjG247I6x/m3/0AaAQ55ghxxeslKNqHXxfbTs3PPPTemjx8ry7IvinUIJ+TK4s9apJ2HH36Yp59+mm7duvH666/TuXPnJo9RSjFx4kQeffRR1q5dy6BBg4BQckan0zFx4kRWrlx5SnE98cQTrFy5ksmTJ/Poo4+G33QFAgHuvPNOFixYwJgxY7jqqqsAmDdvHiaTiU8++YTMzMyIto4cOQKEkj4zZsxg9erVFBUVMWPGjBOO67333mPJkiUUFBQAEAwGue666/jvf//LDTfcwFNPPcX1118f3v+OO+5gwYIFLFu2LBwrwF133cVf/vKXBm8mX375ZaZNm8Y//vEPpk2bBsCECRMAwoms2u9P5XwlqqSkpKZ3EkIk1BgsUbTE+Ku02kelJyCzsVqQsSrWEYj6rNlS/iEeSb+IaBLy0kK32930Tm2ETinSrUbsZgMVbj8QerP/o/zIT9fWOxV0qLMqTSCIfsdO9AoqPQGOuvytGXZUmzZtinUIohU9/fTTGI1GXnvttWYlsWpNmDABvV7P/PnzgVDh4Ndff53LL7+cTp1ObfndYDDICy+8QFZWFjNnzoxI9uj1ev74xz+GL4Gsy2AwRF21LiOj5VZRue6668JJLJfLhU6n44YbQpcM9+rVKyKJBTBu3DgAvv3224jtubm5UWdETJw4kZSUlBNKBJ7s+UpELper6Z2EEAk1BksUJzP+qizcwZHV6wDw+IM1s7EC2Iwy466l+JJjHYGor7r4h1iHIKKQfhHRJOSMrEAgflbqawkOq5EUs56ich9BTUOnFGdnWumUamZv+bG1ew927EzW/uLw9/7tu0nteTblbj+Hq71k2GK7fHxZWVlMH1+0rssvvzw8k+f1118PX6rWlA4dOjB8+HDeeust/vSnP7FkyRKqqqq48cYbTzmm7du3U1ZWRrdu3Xj88cej7pOUlMTWrVvD348dO5b777+fCy+8kGuvvZaCggIGDx5Mu3btTjmeuvr27Rv+t98fSjzXLplev64WQE5ODgD79++P2O7z+Zg7dy6LFy/m+++/p6KiIqKO1YEDB5od08mcr0RV2ydCiONLtDFYIjiZ8Ze3tJyK70K/26uN5vBsLF2MZ/cnEk2u0Iw7geqKWIcgopB+EdEkZCIr0VgMOlItBkqcOqo8AewWA0ophuWnM+/rY4mr3UmpZNU5LlByBJtJz5FqHxXuAFUeP8lm6XLROhYsWMAtt9zCe++9x49//GMWL16Mw9G8taZvvPFGli1bxhtvvMGCBQvIyspqkdUKa1dD3LFjB7NmzWp0v7rLx0+ZMoWMjAxeeukl5syZw+zZs1FKUVBQwMMPP0y/fv1OOS4Au73h9f+1dZmOd1/9BMutt97K0qVL6dKlCyNHjiQrKwuTKTRanj17Nh6Pp0FbjTmZ8yWEECJxGM/uhvuoG4/TS6pNMi9CCCHig2Q12giH1Yi9ykCZ61jR93Pa28hJMXGgMlQtsiolcsZL8HApOqVqLkv0cbjaJ4msGGipmlOnQ2VlZbjwd0szm83MmzeP2267jSVLljB69GjefPNN2rdv3+Sxw4cPJycnh8cff5z9+/dz1113tUix7dqE0KhRo8KXLjbHuHHjGDduHOXl5axdu5alS5eyYMECxo4dyxdffNHis7NO1vr161m6dClDhw7ltddeizhnwWCQZ5999oTaO9nzJYQQou2pLNyBt7Q8YltopcLQJYUyG0sIIUS8SMgaWTabLdYhtLhUi4EUsx5/ELz+0GVCuppZWbWcKZGzNgKHQ7Mp7GYDld4AZdV+vIEgsTJkyJCYPbaI7nQlsWoZDAZeeOEFxo0bR2FhIaNGjWLfvn1NHqfX6/nZz37G/v37UUoxadKkFomnR48epKam8tVXX+Hz+U74+NTUVIYPH87TTz/N+PHjKSsr47PPjiUq6xZCPxUn2y87d+4EYOTIkQ0Sf19//XXUOk/Hi/lUz1ciOd2vFSESRSKOwdq65o6/ai8nrP0KWq1UempqY5mkNlZLM5XGOgJRX8pZDUs5iNiTfhHRJGQiKxFrmeh1NUXfLXrKPceeX5/sZNrX1L6qTo5MZAXLQp+qGfQKq0FPhcfPEWfs3owWFxc3vZNoVa2RnNDr9Tz33HPcdNNNbN++nVGjRrFnz54mj/vFL37Byy+/zOuvv06XLl1aJBaDwcDkyZMpLi5mxowZURM7xcXFbNmyJfz9p59+iqZpDfY7fPgwELmaXe0S53v37j2lOE+2X/Ly8gBYtWpVxPaSkhKmT58e9Zjayz2jxXwy5ytRnemJPCGaKxHHYG3diY6/7L17YO/dg+p27WQ21mkUMMc6AlGft+JIrEMQUUi/iGgS8jqzE6kB05ZkWI0Umwzsq3CTYQ0VfdcpxSVnpfH6tyU4kyNnDARLjxX3tFv0HHL6KK32kZViQheDpZO3b98eLl4t4oPb7Y66Gl9LU0rx5JNPYrFYmD17NldffTVLliyhW7dujR6TkZHB1Vdf3eKx/O53v2PTpk3885//ZNmyZVxyySXk5ORQUlLCzp07+eKLL7jvvvvo2bMnAJMmTcJmszFgwADy8vLQNI01a9awbt06+vbty6WXXhpue+jQobz11lvceOONDB8+HIvFQm5ubnj1weY62X7p378/gwcPZunSpYwYMYILLriAkpISli9fTn5+frhAfF0DBw7EarUye/ZsysrKwpd+3nbbbdjt9hM+X4mqtV4rQrR1iToGa8tOZvzl9gfDs7GkNtbpEbCBXl4uccVzeC8me8utSC1ahvSLiCYhE1mJKsmox54UKvru9AZIqal3dV52Mm9uKsFlq5fIOloRcaxe+Sh3+znq8uOwyhsy0foeffRRrFYrTz75JKNGjWLx4sX06tWrVWMwGo3861//4tVXX2XRokW8//77OJ1O2rVrR15eHvfccw9jx44N7//ggw+ycuVKNm7cyPLlyzGbzeTm5vLQQw9x8803RyQ3Jk2aRFFREYsXL+aZZ57B7/dTUFBwwomsk6XX61m4cCEzZ87kww8/ZM6cOeTk5DBp0iTuvvtuLrzwwgbHpKWlMXfuXGbNmsWiRYvChdt/+tOfYrfbT/h8CSGEaDui1cUCKKv2USWzsYQQQsQpFe2SmbZsxYoVXweDwf4DBgyIdSinxRGnjy0lVZS7A3S0H5uTPO/rA3x3oJI7H/w1ujp9mv3FOyhjKOFV4fFT5QnQrZ2VHu2srR77qlWrErpO1t69e+nUqVOswzghp7PYuzh50i/xR/qkdTXn92lhYSEul2vdsGHD/qeVwhJNSPQxWFt1vPHXkdXrqPhua/h7Q4oNXcccdpe5OOz00t5matOJLE0DjwY+TeHVwAf4a/+tKfwaeDVVsz10nwYEIXSrUe/70P21X+HHqfN4Ed8fJ7agGXR1ZmS11XdkwfJKdKkp6Ns1b2XqeOarLMWY0vafR6KRfokvl6VXYSS455orh3WOZRwtNiNLKdUJ+ANwJZABHACWAA9rmlZ2vGPrtXMdcAfQDzABO4F/AU9omuZtThsWi+XEgm9D0pIMpJgNHHb68AaCmPShMmf9O6bw3UEnHouVJJczvH+wohJ9RqhuT7JJzxGnjwqXH6e39Qt3tvbMG9G0uvWdRPyQfok/0idCNE8ij8HaquaMv+y9e4T/XVzlwekNYI3z2VhBDZxBRUVQUR5UVARC/64IKsoDOipr/u3V4vQ5uGMdQAsxO0LPZW9lrCNpAUYoT4TnkWikX+LJ4GSN1Di4uKtFEllKqW7AZ0B74C1gCzAImAZcqZQq0DStySptSqlHgf8FqoA3gFLgYuBRYJhSaqSmaU1W3NXpErKGPRAq+p6WZCTF7KPCHaCdLfRce2ZasRh0eJKSIhJZWmUV1CSydEphtxgod/s57PRiM7XuG7Pk5ORWfTzRtER+rbRl0i/xR/pEiOaR10r8OZHxV1DTcHoCuLwBMpPjozaWb/NWnP9aTPBw9GX+kmq+pApr7D35x+diHYIQ4gzRUjOynieUxPq1pmnP1m5USj0J3AXMBG4/XgNKqf6EklhHgf/RNG1nzXZV0/7thGZqPdlUMNXV1Sf3LNqIDKuRQ2YDe8vdOKwGdEph1Os4LzsZjyUyORWsckZ8bzfr2VvhobTaTwd7EKO+9QacX375ZUJfWtgWOZ3ONn+51DvvvMO3337b5H55eXlMmDChFSI6dYnQL4lG+kSI5kn0MVhb1Nj4q7JwR4NtTm8Aty+IQa9DH+PZWAEN9vl1GOcvxlwaPYklhBDizHTKiaya2VhXALuA+mn4B4HbgElKqbs1TXPSuGtqbl+sTWIBaJqmKaXuIZTImkIzElmJzmbSk2LRY3bqqPYGSTaHLhHs1zGZI+bIRJa3tJy6n6cZ9TqSDDqqvH6Ouv1kyko0oo179913WbRoUZP7FRQUtJlElhBCCHG6eUvLqfhuK4YUW3hblSeAyx8gyRibmXUlfsV2r54dXj0/+PR4NMVvJInVZlzfp32sQzgl7pIiLJm5sQ5D1CP9El/S9EfQAv5Yh9EiM7Iuq7n9QNO0YN07NE2rVEqtJpTougBYcZx2amcE76x/h6ZpZUqpMuAspVRXTdN+aIG42zSH1UhJlZcKjz+cyDrLkcS+du3gh2NFO/evK6THJYMjjk02Gajw+ClzSSJLtH3PPfcczz0nU9mFEEKIk2Ht3BGAQDAYnpGVam7dhc0P+xXLqkxs8UY+bt72wlaNQ5yaQbn2WIdwSip9flLa+HNIRNIv8cVXUoYzEOsoWiaRdXbN7dZG7t9GKJHVg+Mnsg7X3Hatf4dSKg1Ir/N4x01kGQyt+8c3FtKTjOGi775A6BJBnVKYz+sFX34W3q96Q8MBgNWko6Q6SKXbj8cfxGxonU/dsrKyWuVxRPMZjXFQqU80IP0Sf6RPhGieM2EM1tZEG39Fu6ywyhuajWXW61qtyLsrCB87TaxxGQjQ8DF/9FbDGdernvgr3YwBupoCWNtwSTa/FQwJcCWu7/sdGM/uhnnA+bEO5ZTJynjxSfpFRNMSo43UmtvyRu6v3Z7WRDvvEKqRNVkp9bymabsgXCNrZp390qMcG2H37t3cddddUe/76KOPmjq8TTDoVM0KhnoqPQEcNX/Jcy88D146tp+jcBMVxaXYs4/9AtAphdWox+kNcNTlJyuldWZlde/evVUeRzSfrC4Vn6Rf4o/0iRDNYzabYx2CqCfa+KvRywq9Qaym058dCmjwlcvACqeJ6uOsKphWFrlWlK6dgzEpzVrEPO4lQhIr0cjla/FJ+kVEEzcfm2matlop9RJwK7BRKVV31cLzCK2E2BMINt5KSDAYpKqqKvx97bLpLpeLVatWAZCbm0vnzp1Zu3YtXm/oD6LNZqNfv35s27aNgwcPho8fOHAgVVVVFBYem92Un59PdnZ2uD2A9PR0zj33XDZt2kRZWVl4+5AhQyguLv7/7N15mFzXXeD977lrrb1qs7V50WJZcmwlthImYsAxCZkJEAgM4JAMhBnyQsID5A3heQnbJCQThnnJMwHCvGxhiYEM8DoJEAbyxoRFDsFOLIVYaluLY1mytfZe693O+0d1VVd13e6u7q7uuir9Ps+jp7vuPff2Kf/kvke/Oud3OHv2bOPYgQMHyOVyPPnkk41jW7duZe/evRw/fpxisVZOzHEcjhw5wvnz57lw4UKj7X333UdaB7hXan2aBZyhrdzysj08NzhEdnoKANv3ufi7f8odb38D/ux8jYHsLfspzs5w5qWTnEnQewI4ceJE49iNFKdbb72VarXa6CdAJpMBWovfOo6D67oUi0WiqPbX2TRNMpkMlUoF35/fmDObzRJFEeVyuXEslUph2zazs/Pb0FqWRTqdplwuEwTza5bz+Ty+71OpzO/xnE6nMQyj0XeozTZJpVKUSiXCsDZX1DAMstmsvCd5T/Ke5D315D01/96O+12ezc7/A1wkR/PfRZEMx48f5/Dhw7Hn6ssK/TCi5If4UURqnWfVnfUM/nrW5WoYnzDbboW8LBVwh90+5M++5U3r2reN5A+APdPrXohmxYunye7Y1+tuiAUkLiKO0lqv7QZK/XfgJ4Gf1Fr/Ssz5X6dWpP0dWuv/ucy9FPBDc3/uBjTwReBn5/68AXiN1nrRaVWPPfbYl6Moevn999+/ynd0Yxm7WuS58TLDaYusU6uVdfwjj7DtDz7eaOOn0uz42z/CaPrUTWvN85MVdgymOLgtS9o2172vx44d6+tdCy9evMj27dup/TW+MczOzspObAkkcUkeicnG0Vrz4osvsmPHjiXbjY2NUS6Xn3rooYdesUFdE8u42cZgN4q48df4408x8/RpBg7V/nE4Wfa5MFXBCzXD6fVJZF2bq4P1rBd//0Ej4ptzHnedG6P0R48SXW8v8j7yW7+8Ln3rBW8EnD6oY99PSwtnn/sK+Ttu/PfRbyQuyeJfO0+x4r3w7a9/aHcv+9GNucPPzn1dLE1an8+8WA2tBl3zW1rrB7TWWa11Tmv9TVrrLwL3UJuN9dTau9w/RjM2AymT2er8J+y73vJGSplc47VdKXP9T/6i5TqlFDnHpDC3vFCsnWmajZkKQgghVicMQ0xz/T9cEeJmNDt2jvHH24fSBS+k7Eek16FuajmCv551+LWJdGwSy0bzUNbjJ0bLvCwVLprEEkIIIeq68bSqz456nVKq5X5KqTzwaqBEbWbVqiilvhHYBXxGa71YLa7m9qv9UTec4bRFzrEoBxFBVJtdNzqa52uv+aaWdpVPfApdba0pkHPnElmVjUlkOU5/75BYX3ZzIzGMG7hKah+TuCSPxGTjlEolqUl2A7uZxmA3iubxV702VnN9LC+MKHkhQRjhWt2N33ig+PWJNF8o20QxxdwPp3zeNVrmwayPPXd6sSSWsanPCj4vWyxFbDRlJqbqjmgicRFx1jwy11qfAz4L3EZtCWGz9wFZ4ONa60axDaXUXUqpuxbeSynVtq+mUmo38DuAR2154bLq9TluBrZpMJS2yNqts7Jy3/1teE0DF3tqitL//ruWa1OWQRhFFKohRW/9ZxIdOXJk3X9GL+VyOYrFIjMzMwRBwFqX7W4EqTGTTBKX5JGYrC+tNUEQMDMzQ7FYJJfLLX+RSKSbaQx2o4gbfw0c2teoj1Wo1mZjpWyzq4nImVDxe1MppqP2f27sskN+eLjMdw54DJjz4yX/VPwCDmPTSF/VxwJwpnrdA7FQbvfBXndBxJC4iDjdSm++A/gC8KtKqYeAMeCVwIPUlhT+zIL29WrcC5+WvzuXuHqKWqH324FvA2zgrVrrf+2kM81FZ28GoxmbqymLqwWPoZSFUop79m3j7x84yssfn09eTT/2BbLf/vrG69ryQotZL2Cq7DdqbK2X8+fPs3t3T5fSrivbttm0aROFQoFr167dEMsMZQlPMklckkdisv5M0ySVSrFp0yZs2+51d8Qq3WxjsBtBffw1O3Yu5qym4IVUgpABt3uzHooR/N5UiqkFSayhuTpYh9yQuJxZ8ZFH2471U12sZkEaLNkbIVGqE5dxR7b1uhtiAYmLiNOVJ5bW+pxS6n7g/cDrgX8PXAI+ArxPaz251PVN/gp4O/AfgDxwBfhz4Je01mNLXdisefejm0HeNRlIWVwr+pSDiIxtknVMSq/5BmhKZIXHv4oOQ1TTP8ZyrsmVgsdUJeDWAb2uSwIuXLjQ14ksqCWzhoeHe92NjvV7Af4blcQleSQmQnTmZhuD3Qjq46/6skKrafOfSqAp+SFhpHHM7owBKxH8wVSKawt2JbzXDfj2gWpjCWGchcsK+245YZMoDUgiK1G8qSuSMEkgiYuI07WPXrTWF4C3ddg29hGmtf4D4A+61aebhVKK4bTFgGsyWwnJzO1AuPeBA5QzWdKl2qpOq1TCe+Ys7sH9nP76jQAAIABJREFUjWtTloGiNq284IXku/hpnBBCCCGESJb6kkKA2WpA2auNHbvxYaan4ePTKV4KWmewHnAC3jRQZaW5sn5bTiiEEKI7JGvRJ0bSNnnXZLzkE2mNoRR335LnS7vv4PaxrzbavfTMC9zelMgCWnYvlESWEEIIIcTNQFOshpSDiJH02pfzBho+Me1y3m9NYt1ph3zni19l9pdXvhuhffdim6ILIYS4mfXlNkzpdLrXXdhwjmWQdS1SlkHZr22D4pgGqdGhlnYvXGpf5ZlzTQrVkKlyLQm2Xu677751u7dYHYlJMklckkdiIkRnbsYxWNIt9vur5EWUgwgDsNe4rDDS8OczLqe91g9Ed1ohbx6sUPmjlSex+p217D7sYqNltu/tdRdEDImLiNOXiayb1aBrkXHMlh0IR0dad366enUGP2zd79cxDUwFRS9ktpr8AuVCCCGEEGJtCl5I2Q9J2Wv754DW8OlZh6errUmsbVbIfxyq4Brtta860c/1sYQQQqxNX64jK5dvzsqJAymTrG0yVfbRula4ffjWTRSb2mSvX2XsaomX3dKa4Mq59eWFPoOp9flrceLECSmWnDASk2SSuCSPxESIztysY7Aki/v9FWlNwavVx9qUc1Z9b63hbwoO154+yw9++k8YmhxvOV9mdfXMjU0jfV8fKxgERyapJUrpxTPk77i3190QC0hcRJy+TGTdrNK2SdY1MQ1FNdCkbIWz946WRNamyy/x1Euz7Yksx+TF6SrT5YBwUGMa67d7oRBCCCGEWH+zY+cAGH/8qZbjJT+k7EWYpsJaw5jv70s2j5ft2CTWUkZ+65dX/TOFEEIIWVrYZwbqywv92hJBa89tLedvufg1Xnr2PCW/dQmhbRrYpkHBC5mpBBvVXSGEEEIIsU68iVohppmnTzPz9GmsfBao7VZdDqLGTter8c8li8eKtdlcK0liyZJBIYQQa9WXM7Jse+07r9yo6ssLrxU8RjM25vZtGFs3EV25DoAVBDz46U/w1VffxSt3txaCbywvrAQMZ7r/33Dnzp1dv6dYG4lJMklckkdiIkRnbuYxWFLlr84wcGh+979QawpeSDUIGXA7X1bonzpN8ZH5ou375/6sxM2wZLBThqzCTRxnaGuvuyBiSFxEnL5MZDnO6tf63+hyjknWMbmsNX4YYZsG+R/5fqb/y6802tx2Zown/urz8M7vaLk265hMlH2mKwFBpNc01TzO7t27u3o/sXYSk2SSuCSPxESIztzMY7CkGrg2A1u3NV4Xq7Ui77ZhrKiURHMSazmydHB5liSyEscd2bZ8I7HhJC4iTl8uLSyVSr3uQs8opci7JhnbpOjVdidMf+tr4b5DLe32fPqTTBarLccsQ+GaBgUvYLrc/eWFTzzxRNfvKdZGYpJMEpfkkZgI0ZmbeQyWNPX6WJf23dJyvOAFVPyItLOyfwZ0msSSpYOd8YaWbyM2VuH8yV53QcSQuIg4fZnI0lr3ugs9NZCyyDbVyVJKsfnnfpzImA/3yPUrnP2Lf2i7NueaFKohUxW/6/3yPK/r9xRrIzFJJolL8khMhOjMzT4GSxJvYpqZp08TNdXBCqKIkhfWNgUyu//PAFk6uAJ9+a+wG5sOpU5wEklcRJy+XFp4s6sXfL9a9Aij2g6E1u27KBx9NQP/+E+Ndqk/+yQ8/LqWa7O2yfViwEwlwAsjnHUY5AghhBBCiI1XL/LuWgqjg2WFC+tiNfvwBz5K3oj4iZEyrgwXhRBCbKC+fOwYRl++rY6ZRm15YcoyWnYn3PpD39vSbtPzzzH5/Ett12ZsRcELme7y7oXZbLar9xNrJzFJJolL8khMhOjMzT4GS4LZsXOMP/5U43WK+YRVwQspe53vVrhcXaxvznmSxFolJZNMEsdw0r3ugoghcRFx+vLRk07LX/bG8kJvPpE1dHAP1+/Y09Luxc+3133JORaFashkl+tkHT58uKv3E2snMUkmiUvySEyE6IyMwXqvvqRw5unTWPkst6taTLwwouiF+FFtRlYnFktiTQ2PstMKudcNY8+L5dkzve6BWCi7Y9/yjcSGk7iIOH2ZyKpWq8s36nODrkXGNikHEVFTvYro5fe2tKs8cbzt2oxjUA0jZisB1SDqWp/OnDnTtXuJ7pCYJJPEJXkkJkJ0RsZgyTFwaB+Z3du5pGsxKXghZT8iZZkotfqdqaeGR/ncGx/mDXmPNdzmphdket0DsVDl2oVed0HEkLiIOH2ZyAoCmavrWAZ518I2DCr+fDJq89e/oqWde/4FvLA1WWUoNbfrYchUF2dlXblypWv3Et0hMUkmiUvySEyE6IyMwZJnitqsqUI1pBJEpO3VD/8//IGP8rF3v5/RQ3vYYXfvw86bUZTqdQ/EQv5sZztzio0lcRFx+jKRJWryKbNl90KALft2tbRJz85y5nq57dqcs367FwohhBBCiO6bHTsXe9wLI8p+SBhGOObaplE5SvO6rIwPhRBC9I4ksvrYoNteJ8scGW5pkykVOPVS+yL9jG3ghRGzlZCyL/UPhBBCCCGSrl4fy8q3blBR8kK8IMK1O19W6J86HXv8wYxP3tSx54QQQoiN0JeJrExGFp0DpG2DjGOglGrUulK2hc7nGm2U1nzt+SstdbQAlFK1WVldXF74wAMPdOU+onskJskkcUkeiYkQnZExWDJkdm9vfL+HFCW/tqyw0yLvUNuxcKERM+LrMjIbqxvsyV73QCyU3XV3r7sgYkhcRJy+TGRFkazZh1oyajBm90Jr00hLOz0xxcXp9uKsOXcukVXpTiKrUCh05T6ieyQmySRxSR6JiRCdkTFY7yy2rLBMRNmPqAYRKbPzof/CHQunhkf5dzmPFeTCxBK01eseiIWiaqnXXRAxJC4iTl8msiqVSq+7kBgDrkXWNig1LQ80R4da2mQLs5y6Umy7NmUZhFFEoRpS8ta+vHBsbGzN9xDdJTFJJolL8khMhOiMjMF6Z7FlhS/iUQ0iLFNhGB0uK4xZOTj2nd/NXY6Um+iWIN/rHoiFylee73UXRAyJi4jTl4ksMS/nmmQckyDUBGFtVGIMDba0SZWLnLzanshSSjVmc3VrVpYQQgghhFg/zcsK6yornI31eMluO/bAy++gw/JaQgghxLqSRFafM5Qi71qkm3YvVLnWT+qcaoXLsx4TpfaaB7U6WQHTksgSQgghhLghVecKvXdiJlT8Q7E9kbXFkgLvQgghkqEvE1mu6/a6C4lSq5NlNOpkGdnWQqx7T55ARRGnYmZl1ZYXamarQUudrdXYs2fPmq4X3ScxSSaJS/JITITojIzBksULI9SsJtIau8NR/98WHHxk6tV6M9uH3aLH3E07et0FEUPiIuL0ZSLLsqR6YrOBlEXGNqkEcwOZQ/tbzt92doxXf+4vY+tk1XYvtGrLC9e4e+G2bdvWdL3oPolJMklckkdiIkRnZAyWLCUvxC9GuJaJ6mBd4Au+weTJM/zgr/z8BvTu5ma277MkeswZGO11F0QMiYuI05eJrGJRPuJoZhm15YUpS1HyIlKveTX2obta2hz5x88SfvFLlP32WVc5x6RQDZmuBGi9+mnlx44dW/W1Yn1ITJJJ4pI8EhMhOiNjsGQp+SHWNpNUB1sNag2fmXX4pk//CUOT4xvQu5ubN7J8G7GxZp/7Sq+7IGJIXEScvkxkiXYDKatWuN0PUbbN8K/8PMam1ifooSeOcfp6+/amKdtAayh4ASVfttUWQgghhEiS2bFzbccirRvjNreDQu/P+wYvBmZsEmvhmFEIIYToJUlk3SQGUhYZx6TkhWitMTePMvizP97SJj89yakr7YksqO1+WPBCpsrtBeGFEEIIIUTveBPTzDx9Gis/v6FP2Y/wgloiyzCWnpHlnzqN/fMf4v/82Xe2nTM2jZB9y5u622EhhBBiDfoykWWane3KcjNJWQY5x8QyDSpzgxpzxy0tbWzPY+xakTBqXz6YnVteOLWG5YXDw8Oruk6sH4lJMklckkdiIkRnZAzWW5nd2xvfl/yQShARVpafTT/78UfJTMQvJxz6r/8X9t37utZHUaO8XvdALGRmBnrdBRFD4iLi9GUiK5VK9boLiTTQ2L1w7tO5BbsXDk5ex7w2zvOTlbZrU5aBAgrVcNW7Fx48eHBV14n1IzFJJolL8khMhOiMjMGSo+RFVIMIc7aDHQjHJ2IPy5LC9WMXet0DsVBm2+297oKIIXERcfoykVWptCdiBAzO1ckqzRV0N7Zswtw+vxOXGYYc+afPcupqfKHWnGPWdi+srG73wpMnT67qOrF+JCbJJHFJHomJEJ2RMVgyeGFEJQiJtEYNxrfxT51m6r2/xMTbfyr2vCwpXF9+rtc9EAuVLn+t110QMSQuIk5f7pEchqubMdTvMrZB1jaJdG2A45gGubd9D9Mf+EijzaEvfYFPnv4WOLCp7fqsY3K54DFdDtg+oDvaxrnZ5OTkmt+D6C6JSTJJXJJHYiKSTCm1A3g/8HpgFLgEfAp4n9Z6VX95lVL/Fvg8tQ89P6i1/tlOrpMxWDKUvBAviEhZJtqJH68VH3mU6Hr8TKz0//PLpBP0cXdw8RK6GF/H9Ualv+5O/Gfbi/SL3glLM73ugoghcRFx+jKRJeIppcinLHKOQdELcdIG6W99LbO/+wmiS1cAsMKA0S89ydWHDrAl57Rc79aXF3ohs9WQgZT89RFCCCF6SSl1J/AFYAvwaeAZ4Ajw48DrlVKv1lrHFz9a/J554A+AEiDzRm5A9fpYaXvxbNRiSazyyCgjCUpiAehiCXv/nb3uRld50DfvyRiUGkZCiI0lmYibzIBrkrZNpsoBw2lQtk32u7+V2Y/8TqPNnrGvcOpqsS2RBbXlhYVqyHQlkESWEEII0Xu/QS2J9WNa61+rH1RKfRh4F/BB4IdXeM+PAIPAh+auFwk2O9Y6qyfSmpIf4YURQymLuIIQ/qnTsfeaGh4l/ebvXIdedod7/7297kLXeM99pa/ejxBCbKS+zERks9nlG92k8m6tTtaVgkcQaSxDkXrw37QksnY8f5a//tpVvvGO9l26co7JS7Me05WA7VpjrGB54dGjR7vyHkT3SEySSeKSPBITkURzs7FeBzwPfHTB6V8A3g68VSn1bq11fAHM9nu+EXgb8FZWMU6UMdjG8yammXn6NFa+9t++7Ed4QYRlGBiGwomZeFV85NG2Yx/+wEfZboX8yEiy6pwFFy+t272juZ24tZ77w/zO3HrBN3rh8bYX8fQijaydhyj7shQ3SSQmySRxSZak7E3cl4msIFhdMfKbgWko8q5FxjEo+yF518LatR21ewf6/EUAjCii9MxzFL9+D1mn9a+qYxmYCopeSGGFywsvX77Mtm3blm8oNozEJJkkLskjMREJ9eDc189qraPmE1rrWaXU49QSXa8CHlvuZkqpLcBvA5/SWj+ilPqBlXZIxmC9k9m9HajVx6oEEa5V+7AxdMGstrZduKxwangUgCPp5MWvvqxw4fK1SGuiCEKtCbUmijShhjCqv547F2miuSRVLVk1d1+tQYFC1Xa/UrTVf62/mj8c/wHuyqrG1tiVKfzU0CquFOtFYpJMEpdk2RRpFETLt1xffZnIqlaryze6ieVck4xlUvYj8m7tmLvvdipziSyAgclxxq4WuX9H+5r3nGtSqAZMrXB54dmzZ+UfggkjMUkmiUvySExEQu2f+xq/TgzOUEtk7aODRBa1JJbBypciNsgYrPdKfkQ1iBhK2wCE2dZEVtyyws+98WFSSnNPKnmJLKglncLbdlOqBFSD2vvzo9rKANNQmApMA0ylarPQDAPDrr02DYVRy1hhqLmkkwIDhZpLXtUTWQtXGixMZClU64mYtp268swzbN156wqvEutJYpJMEpdkKV4yiALKve5HXyayxNLyc3WyJsp+45i5/ZaWNqPXLi+ayMo6Ji/NVJku+0SD7oqWFwohhBCiawbnvk4vcr5+fNmPspVSPwh8G/A9Wusrq+3QhQsXeM973hN77vOf//xqbys65IURlSAk0prF6rzHLSt8Yc8B/k3KZ5ENDjeU1prKhUsEM0WCSBNEEcGsh1nycU1FyjIYSFm4loFjGliGqiWxDDX3fe2rpVTLMTWXqFLUElO1r717w1eAvZsyPfv5op3EJJkkLskyds0gMiWRJXogbZukHQOlFF4Q4VgG1u27WtocOPEEH//mbyMIt2GZrQ95xzQwlaI4t3vhoBR9F0IIIW5YSqnbgP8B/JnW+k/Xer9CodD4Pp1OA1Aulzl27BgAO3fuZPfu3TzxxBN4ngfUamsdPnyYM2fOcOXKfB7tgQceoFAoMDY21ji2Z88etm3b1rgfwPDwMAcPHuTkyZNMTk42jh89epTLly9z9uzZxrEDBw6Qy+V48sknG8e2bt3K3r17OX78OMVirZyY4zgcOXKE8+fPc+HChUbb++67D4ATJ040jvX6PY3kUqR1xDmjApsUI5tcwgpYpdp5b2SuYbT4ssL7c/58O8Aog1UGb4jaPD1ABWDPQJCBKDXf1p4EbUGQnz9mFmszwZrvqTywC+DnQDftKeRMgGdryCtAYY7eij8e4oSQ3TJX5mL8GbLDm9ix/Q5eePYkhVJ7nJ5fGKcInkpQnBb+3Tt27NgN/3ev3/5/OnbsWN+9p36IE9B37+lGjVMqlcIwer+1rdK6gyqFN5DHHnvsy47jvPzQoUO97kqivTBZ4dlrRRzTYChtEc0WuPLNb4bK/Nzzv/ze/8Q3vO0N7N/cXrh1suwTRJp9m7LsGk61nY8zPj7O6Oho196DWDuJSTJJXJJHYpI8Y2NjlMvlpx566KFX9LovvaKU+u/ATwI/qbX+lZjzvw68E3iH1vp/LnGfvwMOAge11tebjv8A8HvAB7XWP7tcf2QM1hvjjz/FzNOnGTi0j5dmKrw4XSVtG6TtWgIossHwa0sKi4882pbI+vMf+FGsA/v4weHeFHmv+hEFL8SPNFnHJH3tCma5wsChfWw6+nIytknKMjCNBEwX6yJ5riSPxCSZJC7JkpTxV+9TaesgCRnCpMu5ZqPgO4CRz5H5lm9qaXPgxBOculqKv94xKXohUxW/sePLsj8zl1tbp0XXSUySSeKSPBITkVDPzn3dt8j5vXNfF6uhVfdyYAtwTSml63+oJbEAfmbu2KeW65CMwXon0pqSH+GFEa45Hwc1V/YqLokFtWWFr0z7bcfXk9aakh9yreAx44WkHYNbBhx2DKbYokL2vOoQO3ZtZnPWIeuYfZfEAnmuJJHEJJkkLiJOX442SqX45IuYl5urk1UJo0YiKv2G1kTW0OQ4p64UiZu1Z8/VJCh6ITOVzgqDNk+RFMkgMUkmiUvySExEQtWLTr1OKdUyplNK5YFXAyXgi8vc5w+B3435849z50/Mvf7/luuQjMF6p+SHVP0IyzAwmhI//nDta1wSa2p4lLwRcZe7MVvbR5FmthpwpeBR9iLyrsW2vMPOwRS3DafZlLUbSav8gTs3pE+9Is+V5JGYJJPERcSR4kY3Kcc0yDomlmFQDSLStom5dVNLm3RxlqlKwKVZj1sH3LZ75ByTQjVkuhI0dsYRQgghxMbQWp9TSn2W2s6E7wR+ren0+4As8Jta62L9oFLqrrlrn2m6z4/F3X9uaeG/BT7TydJCsbFmx87hTczX+S97EdUwwrXaZy/F7VQ4NTzK5974MA+kA8x1nvAURprZ51+kOl3ANg0GbYOUbZBzah+sKqCw7F2EEEKImq4lspRSO4D3A68HRoFLwKeA92mtJ5e6dsF9jgLvAe4FtgFXgaeBX9Va/023+isg51hkbIOyX0tkGcOtmxqlS0WIIk5eKcYmsrKOydR0lelKQBjpvpz2LYQQQiTcO4AvAL+qlHoIGANeCTxIbUnhzyxoX6/gKg/tG5w3Mc3M07UElZXPMulHVIOI4ZgPF+N2KvzYu9+PgeZ7U+u7+VQ1iJgs+6SKJUbv3U/eNRlK2WQcc9FrnJHBRc8JIYQQXUlkKaXupDaI2gJ8GngGOAL8OPB6pdSrtdbjHdznR4DfAIrAJ4GLwA7gTcC/U0r9rNb6g8vdx7Jkolkn8q5J2jaYKPmMYKNcB5XNoIu1ZQFGFJGqlDh1tchr9460XW+bBpapKFRDZqpB7MCp2datW9flfYjVk5gkk8QleSQmIqnmZmXdz/yHif+e2oeJH2GFHyZ2g4zBNt7AoX14YURlokykNfaC6VVGZfGdCu9yQwbM9dv4qeyHTFdChtM26YzNrcNpbv2G+9ft591I5LmSPBKTZJK4iDjdGm38BrUk1o9prRvT2pVSHwbeBXwQ+OGlbqCUsoEPARXgFVrrZ5vO/VfgOLVio/+31rq6yG0AcN322UOiXXZuOrcXeo0ZVcbIEGFxvr5FplDg4nSO6UrAYKr9r0vOsSh4teWFyyWy9u7du+R5sfEkJskkcUkeiYlIMq31BeBtHbbteCaW1vr3gd9fSV9kDNYbJS+kGkSkrPZZTlZM2bLPvfFhgK4WeQ8uXmp8GAq1ml0VP2IwZZFPWQxmbFyrL8vzroo8V5JHYpJMEhcRZ81Pk7nZWK8Dngc+uuD0L1CbXfVWpVR2mVuNAIPA6eYkFoDWeoza9Pg0sOy2BeXy+k6R7hemocg5tS2NK0EEgDE63NImO1urvfDM1WLb9VCrk1XyQqbLteWFSzl+/HgXei26SWKSTBKX5JGYCNEZGYP1RsmvJbLiEkX+QHv7F/YcYJMZcYcdda0PuljC3n8n1r47KO7ajXf77Yzeu58drzjAzvvvZuDQPlky2ESeK8kjMUkmiYuI040ZWQ/Off2s1rrlaai1nlVKPU4t0fUq4LEl7nMVuAbsU0rt1VqfqZ9QSu2jtoX0iU6WKEZR9x7K/S7vWqRtk5If1rY33rqZ5s/mBqZqU9FPXS3yyl3tgw/LVDim0di9cDiz+KysYjE+GSZ6R2KSTBKX5JGYCNEZGYNtvEhrSnP1sYZiZs/rRUb7R9I+qsuV0rTWTO4/gAa2D7jcNpySDYEWIc+V5JGYJJPERcTpRiJr/9zX9u1Qas5QS2TtY4lEltZaK6XeCTwCfFkp9UngJWA78B3ASeB7O+nQhQsXeM973hN77vOf/3zs8ZtVzjXJOAZXZgMAzFtb1yAPTtbyhmeul/HCCMds/6Qv55oUvJCpZRJZQgghhBCiu0p+SNWPsE0Do2njHf/UaYqPPNpWHwvARnM4Faz4Zy1cPtgsijTXSz62obh1wOH2kQzZJQq6CyGEEKvVjURWfZrO9CLn68eHFjnfoLX+M6XUS8CfAP+x6dQV4PeA5zrtVKEwv4lvOp0GatPdjx07BsDOnTvZvXs3TzzxBJ7nAZDNZjl8+DBnzpzhypUrjesfeOABCoUCY2NjjWN79uxh27ZtjfsBDA8Pc/DgQU6ePMnk5Hxt1aNHj3L58mXOnj3bOHbgwAFyuRxPPvlk49jWrVvZu3cvx48fb2SeHcfhyJEjnD9/ngsXLjTa3nfffQCcOHGicWwt72kYKLMd85bWRFZuuvY+/Ejzr0+fYn8+BCB/x714M+NUr1/EADLAdXUbWzObeOpLX4p9TwDHjh3bsPfUj3Faj/d07NixvntP/RCn8fHxvntPN3qcgL57TzdynLLZ5SoWiF5Q3Z7iI2LNjp1rfF/2IqphhGu1/rdfLIkFcE8qIL2KAiP15YMLBZFmquiTGR3i1qEUt4+kSUk9rCU5jtPrLogFJCbJJHERcZTWa9upRCn1W8APAT+ktf6dmPMfBN4LvFdr/aFl7vUW4LeBR4FfBM4Du4GfA94M/JnW+ruXusdjjz325XQ6/fIDBw6s5u3clL42UebM9RJpy8D5wr8w+ZPvb5w7e9c9/MVbanX6X7lzgO+6Z0vsPS7NVMm5Jvu3ZNmclV82Qggh1tfY2Bjlcvmphx566BW97ouokTHYxhl//Clmnj6Nlc9ybWCUF2cqjKTtlh0LJ97+U7HXTg2P4n7gp9m+ivpY/rPnsPffiXv/vY1jZT/kSsFjJGOzNe9y+3AKO2YGvxBCiBtfUsZf3XjK1GdcLVa9sX58aqmbzNXB+hi1JYRv1Vo/o7Uua62fAd4KfBn4D0qpb1yuQ/VPe0Vn8q5J2jYo+xFqMN9yLl2aX5M8drVItEjiM+9azFZDJkuLT1M/f/58dzosukZikkwSl+SRmAjRGRmDbSxrxy1UghCtdUsSyz8VX/FjaniUE2/6nhUlsYKLl/CfPYf/7Lm2c4VqwJWCz5acw47BFHeOpCWJ1SF5riSPxCSZJC4iTjeeNPUdBvctcr6+X+ZiNbTqXgfYwD/EFI2PgH+ce7ls5s/3u7eV8M2gueC7ymZazrletfH9TDXkxenqwssByDgG1SBiphJQ9sPYNs1LT0QySEySSeKSPBITITojY7D117yssOTVditMWa21qIqPPNp23Yc/8FE+9u73s/Nle1b08+rLCet/jMHaNohFL+R6KeCWAYddQyluG05hGrK0tFPyXEkeiUkySVxEnG7UyKpXT3+dUspoTkIppfLAq4ES8MVl7uPOfd28yPn6cfmor8tcy6jtWGgofFoHIK7Z+vrU1SI7h1Jt9zCUIu+azHoBEyWf7YNS3FMIIYQQotu8ienGssIpv5bIStutn00vrI01NTwKgIHmoLvyIu9Ay3LCMNJcL3pszTnsHEpxS95d4kohhBCiu9Y8I0trfQ74LHAb8M4Fp98HZIGPa60ba9SUUncppe5a0Paf5r5+l1LqZc0nlFL3Ad8FaODv1tpn0S7nmGRsg0rYOtU8XS2jmrbSHrsav1MNzC8vnCj5iy5BFEIIIYQQa5fefSsVP8ILIty55Xz+qdNMvfeX2tp+7o0PA7DHCcl0YT3GtaJH1rXYnHPYlpPaqEIIITZWtxaxvwO4CvyqUupTSqkPKaX+DngXtSWFP7Og/djcnwat9RN5kAtnAAAgAElEQVTUdiZMA08qpT6hlPpvSqn/BfwLkAI+orU+uVxn6rsUis7lXJO0bVIdGAJj/q+FdX2cw1/8+8brF2eqTJXjP8lzLQNTQcELma60t6nvZCWSQ2KSTBKX5JGYCNEZGYNtnIofUQ01pqEw5pb0LbZT4Qt7agX4D7nx5R9WYqYa4EewOWuzczAlO1WukjxXkkdikkwSFxGnK4msuVlZ9wO/D7wSeDdwJ/AR4FVa6/EOb/WfgLcB/wx889x9XgscAx7WWr+rG/0V7Wp1sgwq2Rzua17dcu7o5/6SwYnrjddjV4sLL2+5z2w1WLLouxBCCCGEWJuSH1ENQlxrfjgfl8SqLys00RxY5bLCOj+MGC8FbMnZ7BhM4VhS2F0IIcTG69rTR2t9QWv9Nq31LVprR2u9W2v9E1rryZi2Smvd9vGNrvl9rfU3aq2HtdaW1npEa/2Q1voTnfalXC6v9e3cdCxDkXUtXNPAedf/gcpl5895Ht/xh79BqlgAanWyFpNzTIqeZrri4y1YpnjixIn16bxYNYlJMklckkdiIkRnZAy2ccp+SDXQjURW3E6FU8OjLcsK0ysc+QcXLzW+11pzteAzlLLYknMYydir77yQ50oCSUySSeIi4sjHKKIh75ikHYPKwBADP/6fW86NXL/Cm/7wN7CrFc6Ol/GC+G2bTUORtQ0K1VBmZQkhhBBCdFF9x8JIayp+iB9GOOb8ssKFPvbu969pWWF9x0JjcICpSoBSsHluNpYQQgjRK5LIEg051yRjm5T9kPR3vJ7Ua7++5fy2F8/zLZ/4XYIg5PT4UkXfTaarIRNl2YJbCCGEEKJb6jsWBuk01UDjmEajRtViOxUCWGtcVhjdvpupSsDmrMPOwRSWIXWxhBBC9E5fJrJsW6Y6r0bWMUlbBkGkiVAM/eJP4RxpLa53+5lT7B37CqeuLL68MG0bhFHEbDWgUJ0fNO3cuXPd+i5WR2KSTBKX5JGYCNEZGYNtjGjbNqphhGvVEkpxywrrSwoB9johqVWO+mtLCj02ZWxuGXAYSFmru5FoIc+V5JGYJJPERcTpy0SW48g2wKthKEXWNUnZBmU/RDkOw7/yC9h372tp93WPfYZnLheItI69j1KKAddithIy0bTD4e7du9e1/2LlJCbJJHFJHomJEJ2RMdjGKPsR1SDCtUwgfllhfUkhwKHU6mdjzVRDHEuxKeuwLe+u+j6ilTxXkkdikkwSFxGnLxNZpdLiy97E0vKuRcY2Kfm1GlhGNsPQL74HjPm/KpuuXmL7l/6Fi9PVJe5jUqgGTJV9wqiW8HriiSfWt/NixSQmySRxSR6JiRCdkTHY+pgdO8f4408BEESaShASRZr6poFLLitUmrucldXHCi5ewn/2HH4YUfYjNmdddg2lMGVJYdfIcyV5JCbJJHERcfoykaUXmSkklpd3TdK2ScmfH/BYt+8i/foHW9p9w/9+lGfPXFp4eYNtGthWrej7VKX2KaDneevTabFqEpNkkrgkj8REiM7IGGx91GtjzTx9miCVwgtrs7Hq9bEWal5WuCcb4q5wxK+LJcy9dzCzcxfDW4e5ZcAh45hreQtiAXmuJI/EJJkkLiJOXyayxOqlLIOMbQAKL5zfmTD39u9DW/MDmGxxlvxv/u6S98q7JjPVgMmSFH0XQgghhFirgUP7iG7ZVltWaC8+O6p5WeHBgdUtK5yuhmSP3Me2+/azNSdLRoUQQiRHXyayDKMv39aGUErN7V5oUPbnE1nWru2k3vZwS9vdTz3J9X98ctF75RyTShAxXQmoBBHZbHbd+i1WR2KSTBKX5JGYCNEZGYN13+zYuaZXulYfy49wzeX/W9to9qU6W1bYWE747DmqQYQfRmzOOewaSi0680usnjxXkkdikkwSFxGnL0cb6XS61124oeVci7RTK/jebPg/P8zUjtZdI8Y/8/lF72MoRdY2ma2GTJZ8Dh8+vC79FasnMUkmiUvySEyE6IyMwbqvvqzQymepBJpqGGEYqlGvKm7Hwrr9bki20NnP0cUS9v47MfbeQWHXLka2jbB9IIVr9eU/F3pOnivJIzFJJomLiNOXT6ZqdfEi5GJ5ecckY5uU/ail1oWyLQpv/p6Wtv7XLix9L9dkthowUfY5c+bMuvRXrJ7EJJkkLskjMRGiMzIGWz+Z3dsp+SEVP8JpSi7F7VhYd8gNCDIr+zmzB+4m/6rD3HLffkaz9mq7K5Yhz5XkkZgkk8RFxOnLRFYQrH6LYQGOZZCxTSzToBJELed2Ht7X8jr90kttbVrO27W6WoVqyJUrV7rfWbEmEpNkkrgkj8REiM7IGKw76rsU1ncqrCt7IV4QkWpaVrjYjoU2mn1uSJRa/Oc0LycECEJNOQgZTttsH3S79G5EHHmuJI/EJJkkLiKO1esOiGSq7V5Yq5NVT0YBbLlzO5cMAyOqJa8ypQJnLk1zz87hJe81UwmQxQZCCCGEEMurLyess/JZIq0pBxFeGDFiLT6Er+9YeJcb4ihYar+v+nLCukkrzWDKZnPWxumgBpcQQgjRC5LIErFyrkXaMpgqt36yalgW2nGgUmkce/bi1DKJLIsL0xXSQBBpLEMKhgohhBBCLGfg0PxM+OLcbCzbNJYsvl7fsfCe1NKz44KLlxrfu/ffixdEVGaqbE1bbJZdCoUQQiRYX37UksmssBiAaJNzTDKOSTWMiJrqZAEYTmu9hOcvTrS1aWYZipRpoLftY7Lsr0t/xeo88MADve6CiCFxSR6JiRCdkTHY2rXuUjiv7IdUggjXXP4DQUdp9jq1TXvsyfg2jeLugwMATJYDBtM2m2Q21oaQ50rySEySSeIi4vTlUyqKFq/ZJDpjGoqsY5KyassLm1mbR1te733873lhqsJS8q5FuVhkoiSJrCQpFDrcykhsKIlL8khMhOiMjMHWrnmXwmYlP8ILNa41X/JhsR0L73JC7Ll8l15m/YW993a8MKLshwymLLZkZTbWRpDnSvJITJJJ4iLi9GUiq1JZOqkiOlOrk2VS8sOW45k3vKbl9eF//ntOP/vikvfKOAaZ2ReZrYSUvHDJtmLjjI2N9boLIobEJXkkJkJ0RsZg3ZPZvb3xfRBGVPyQMIxoKl266I6FzcsKg3z7+eZlhTA/G2tzzm7ZEVGsH3muJI/EJJkkLiKOPKnEovKu1Sj43izzPW8kHBpqvLZ9j/Azn1vyXsZcLYcZL5DlhUIIIYQQK1AKIqphhGO11seK27HQVZo9ztIfGjYvK5TZWEIIIW40ksgSi8rYBhnHJIo0QThfA8tIp8i++Tta2lovXepo2eBsJWSi5C9ZU0sIIYQQQswr+yHVQOMuM1vqc298mANu0FhWuBx77+212VgpmY0lhBDixtGXTyvXdXvdhb6glCLnmKQdo215YfrOXa2vSwVOXS0ueT930w4sA2arIZPlpXfSERtjz549ve6CiCFxSR6JiRCdkTHYetCUvYhqEC2byHphzwEOua1jNrNpeBZcvIT/7HwxeZmN1TvyXEkeiUkySVxEnL5MZFnWMlUtRcfqdbIWLi80BlsLLuRmpjl1ZelEljMwymDKYroScLXgoWVWVs9t27at110QMSQuySMxEaIzMgZbm7gdC6uBphpGKGo7QS8lFbOs0KzOf19fUlhfVjg1NxtrU1ZmY200ea4kj8QkmSQuIk5fPrGKxaUTKqJzOddqFHxvTjyZu7a3tNt8+SIvXrxOxV98t6LZ575CzjEJIs102WdKZmX13LFjx3rdBRFD4pI8EhMhOiNjsLWJ27Gwtqxw+dlYAAfcAGtBrssbqX1tLvDu3n8v3LGb4txsrK05mY210eS5kjwSk2SSuIg4fZnIEt2TsgyyjolpKKpNdbLMTSNYe25vvDa0ZsfZZ3j2+tIDWKUUQymLyXLAFZmVJYQQQgjRpnnHwlIjkdWaoQpjhlD3uIsXeW8u8A5zOxWmLJmNJYQQ4oYjTy2xrJxjkrENygvqZLlf94qW1y978hhfuVRY9n5518QPNdOVgKmKzMoSQgghhIgTaU3Fn6uPZc4P2/1Tp5l47y+1tb9jmd0KoVbg3Q8jin7IUMpmi8zGEkIIcYPpy0SWaZq97kJfyS1SJyv10NGW17ueO83sPx9fdHmhmal9AqiUYihtMVn2pVZWjw0PD/e6CyKGxCV5JCZCdEbGYN1V8SOqocYyFUZTfaziI49ijk+0tV+4rBBAee3H6rOxRrN2R0sWRffJcyV5JCbJJHERcfryyZVKpXrdhb6Sdy3StkEliIiakk7Oyw7gvPLlLW2PfO6vOHk1flZWZtv8UsS8a1INIqbKATPV5T89FOvj4MGDve6CiCFxSR6JiRCdkTFYd5WDiGoQtszGAoiutyexwtGR2HvYC4ZlzbOxpDZW78hzJXkkJskkcRFx+jKRValUet2FvmIZiqxr4ZpG22yr/Du+v+X1jvPnePrs1dj7lC5/rfG9oRTDaZvJss+V2ZiPCsWGOHnyZK+7IGJIXJJHYiJEZ2QM1l1lP6QS6GVnTc0Mj5J/y5tiz/m51tcyGysZ5LmSPBKTZJK4iDh9+fQKQ5nh0215xyTjmJQWJLKce+5C72zdwfDamRcoeu0xCEszrfesz8qq+MxIrayemJyc7HUXRAyJS/JITITojIzBuieMIip+SBBGOGbMmsEmX/qZnyN1cF/b8eDiJbQD/rPnaq8jLbOxEkKeK8kjMUkmiYuI05eJLNF9edckHVPwHSC169aW1wMT13n68vJF343GDoY+VwoyK0sIIYQQoq7sR1QDjWMaKDWfyIorLXr3IrsV6mIJAHv/ndj776TgZhhIWYxmZDaWEEKIG5c8wURHMk4tkRVEmiBqHUGZt25reZ2fnuREB7sXAgykLCp+rVbWbFVmZQkhhBBCAJT8iGoY4S6o4H7pq2fb2u6J2a0wuHip8b17/70Yh++htGsnwymbLXmZjSWEEOLG1ZeJrGw22+su9B1DKXKORdppn5VlbGrdSSJTLHBuvNy2XDB/x72x9x2sz8qSWlkb7ujRo8s3EhtO4pI8EhMhOiNjsO4p+xGVIMK1WneCVH/8521tnZiVh7pYwt5/J6mwtmv0VDlozMZKyWysnpPnSvJITJJJ4iLi9OVTLAhkZs96yKdMMlZ7nSxjeLDldaYwiwb+dcHyQm9mPPa+A65F2Q+ZKgcUZFbWhrp8+XKvuyBiSFySR2IiRGdkDNYdXhhRCUK01izMObkTrTsWBovsVlintw4QRpqCHzGUsmQ2VkLIcyV5JCbJJHERcfoykVWtVnvdhb6Uc0zSttk2I8vcPNryemi8tmvhiZdaE1nV6xdj72saigHXYkJqZW24s2fblyeI3pO4JI/ERIjOyBhsdWbHzjH++FON12U/xAtrs7Ga62Nd++qZtmsz39e6W2Fw8VKjuDvUxl8z1YCsbTCcltlYSSHPleSRmCSTxEXEsXrdAXHjSNsmaadWcNQLIpy5gZC9786WdltfuoCKIs5PVZgo+Yxk7GXvPZiyuDBdYbIUUMyHZB1z2WuEEEIIIfqBNzHNzNOnAbDyWWb8iGoQtRVkD/7o/2XhCCl3qHW3wvqSQgBjcACYYaYSsjXvMNrBmEwIIYRIOvlIRqxI3rXI2AalpllZxrbNLcsLbd9j5FptCuhXOiz6Xp+VNVWRWllCCCGEuDkNHNpHevetlLyQqh/hmq1D9YXLCv0FywoXFni3994OgGEoBlIWeVc+KBRCCHHj68tEViqV6nUX+lZ+bvfC5jpZSims/a2zsoav15YXNiey0ltvW/LegymLghcxUfYpefHbSIvuOnDgQK+7IGJIXJJHYiJEZ2QMtnZlr1bk3TQVpjG/rHAqbK/onvq+72x5XZ+NVZuJVVMZ2M5gymQ0Y7csUxS9Jc+V5JGYJJPERcTpy0SWYfTl20qEnGuSsU0qQUSkdeO4tXN7S7uhiWsAvDhT5epc3SvDzSx5b9NQ5B2TaamVtWFyuVyvuyBiSFySR2IiRGdkDLZ2JT+kGkSkFszGGqu2z6YaPLQ39h71mVh+GFFSLjnHYjgtFUWSRJ4rySMxSSaJi4jTl6ONUqnU6y70Lds0yDoWjmlQCeZnZZk7b2lpNzh5vfH9iblZWcUXTi17/6G0xUw1YqLktxWVF9335JNP9roLIobEJXkkJkJ0RsZga1fyI6pzhd6bXfvq0gWPm5cV1s1WQ0amn2MkY2GbfTnsv2HJcyV5JCbJJHERceSJJlYs59aKvpeblheaWze3tMkUZhvff+WlWXTT7K2lWIZiwDWYqgQyK0sIIYQQfW92bH6HQS+MKPshYaixm/JYxQjuefR/LXmfhcsKtdbMVAMAKfIuhBCir0giS6xYzjHJ2mbLjKnmWgwA6dJ8bayrRZ9LKyjgPpSyma2GMitLCCGEEH2vvmOhlc9S8kK8ICJlmy31rJ6pWgxOjrdcZ2waWXgrYH5ZYdGLcOZmYeVcWVYohBCif/RlIsuy5GG9nnKuSdoy8EJNGNVmWhlDrYms4eJsy+sTL81i5+MHXAtZpiLnGEyVAy7NyKys9bR169Zed0HEkLgkj8REiM7IGGz1Mru3U/JDKkGEa80nsfxTp9n6vg+2tc++5U1L3m+mGpBPmQyObl6ynegNea4kj8QkmSQuIk5fJrJc1+11F/qaoRRZt7Z7YX3GlLnjFmiqvZC9dpV0UzLrxKUC7qYdHf+M4ZTNbDXgWtHjelGSWetl7974IrGityQuySMxEaIzMgZbmeZlhZHWtfpYQYTbNKYqPPIomYnxtmvtu/ctel8vjPDCiAHX4u79i7cTvSPPleSRmCSTxEXE6ctEVrlc7nUX+l7etcjYJqW5OllGJo21946WNjsvfK3x/WQ54NnTZzq+v2UqNmUcrhQ8Lk5XZYnhOjl+/HivuyBiSFySR2IiRGdkDLYyLcsK/ZCqH2GbBoZRm5HlnzqNvj7Rdt3CZYULC73PVALyrsVw2uZfv3Ji/d6AWDV5riSPxCSZJC4iTtcSWUqpHUqpjymlXlJKVZVSzyul/odSarjD679RKaU7+LNzuXtFUbRcE7FGedckbZuUmhJMzn0HW9ocuvZCy+unJ1aWjKovYbxa8HhhqkLUYcF40blisdjrLogYEpfkkZgI0RkZg61OZvd2Sl59t8L5ZYXFRx5ta1sZGW1bVthc6D3SmoIXMuBajGZs+f2VUBKX5JGYJJPERcTpSiEDpdSdwBeALcCngWeAI8CPA69XSr1aa90+J7rV88D7Fjl3D/Am4Gmt9YVu9FmsTcoyyNgGSim8sFZM1Ln3bkqf+HSjzfaLz7dcc3LW5E1aYzQVL13OpqzNxekq14oeOcdk+2CqW29BCCGEEKJnmpcVgm7UxxpNz+8wGC2YjTU1PIr5/p/GduIThvbe25mpBriWwWDaIuOYse2EEEKIG1m3KnL+BrUk1o9prX+tflAp9WHgXcAHgR9e6gZa6+eB/xJ3Tin1J3Pf/nYnnVErSJSI1VFKNWZMlf35RFYz+8xZMpFPyagNyAqBwdcmytw5mun45xhKsSXncGm2Sso0ybsWAykpJNstjuP0ugsihsQleSQmQnRGxmCda15WWA001SACDfrZM0w98mhbEgvg8W//Xr7PXnrW20wlYDhtM5qpjb/k91cySVySR2KSTBIXEWfNSwvnZmO9jtqMqo8uOP0LQBF4q1Iqu8r7bwK+AygDf9jJNZlM54kSsXp51yLtGJS8uYLv27ZgbN0038Dz+aZTT7Rcc+Klwop/TsoyGEpZXCvWlhj6oSxb6JYjR470ugsihsQleSQmQnRGxmArl9m9naIfUvYjXMuguEgSC2Dg4F6MJXKFlSAi1LUSEINzH/zJ769kkrgkj8QkmSQuIk43amQ9OPf1s1rrlgyD1noWeBzIAK9a5f2/H3CBP9NaT3VygefJLncbIeeaZGyTShih5+pXpb/5wZY2d/zNZ7C8auP1v14uEEYrr3U1lLLQwPWiz4Wp6rLtRWfOnz/f6y6IGBKX5JGYCNEZGYMtb3bsHOOPP9VyrOSFeEFEyjIWTWJNDY9yt9teb7S50PtMJWDAtRjJOJhzGS/5/ZVMEpfkkZgkk8RFxOlGImv/3NfTi5yvb1W32r1/f2ju6292esFzzz3Hgw8+GPtHdI9jGmRsE8swqAS1HGb2+78LlZ6vY2VMTXP0n/628brkR5y5Xlrxz1JKsTXrMF3xuVb0uFaUgXI3XLggJeeSSOKSPBITITrj+36vu5B49SWF9WWFYRRR8UO8MMJYZIfnqeFR/vHbv5fbnfZEVr3QOwN5in5I3jUZzc7X2ZLfX8kkcUkeiUkySVxEnG4UGxqc+zq9yPn68aGV3lgp9Q3UEmVPa62/sJJrC4X5JWzpdBqobQl97NgxAHbu3Mnu3bt54oknGp8eZrNZDh8+zJkzZ7hy5Urj+gceeIBCocDY2Fjj2J49e9i2bVvjfgDDw8McPHiQkydPMjk52Th+9OhRLl++zNmzZxvHDhw4QC6X48knn2wc27p1K3v37uX48eON3Rkcx+HIkSOcP3++5X/i++67D4ATJ+a3VO7Fe7p+9ixDQDAOwdbbMPJZrNd/Hf4nP99oe/jvP8uZO+/mxdv2APClMxe5a8t+qhOX8abm+5TZvheA0ovzgzhnaCvuyDYK50+iw4BRoDzj8qJ1F+MXn+f6tasSpzW+p2PHjvXde+qHOI2Pj/fde7rR4wT03Xu6keOUza6qYoEQiTFwqPYZ72w1oBLU6o2W/uiTbe0+/IFa5Y6XuQGWWnxWemXXLjJByFDaImV1bWNyIYQQInFUfUnYqm+g1G9RmzX1Q1rr34k5/0HgvcB7tdYfWuG9/wh4MwuKyC/lscce+3IURS+///77V/KjxCrNVAJOXikwUfLZMbejYDQzy7XvenvL1PjpoRE+/qPvxUulcS3FLzx0O7a5ukHW1YKHBnYPp9i7KbOiXRBFq2PHjnH06NFed0MsIHFJHolJ8oyNjVEul5966KGHXtHrvogaGYN1Zvzxp5h5+nQjkXW5UOXiVBXHVFR/9Kdb2k4Nj/Kxd78fgIcHKhxMtc/I8p89h73/Tq7u2c+mrM1dW7IMNe18KL+/kknikjwSk2SSuCRLUsZf3fi4pj7janCR8/XjHdW3qlNKjQDfSa3I+8dXcm19BpZYf1nHJG2b+JFu1L4yBvIMvf8nW9oNTk3wsidrn6RXA80z11a+vLBuU9amGkRcK3pcmpF6WWtRnzkhkkXikjwSEyE6I2OwldKUvYhqEOLGzKL63BsfBsBCszemPlZdNYjQQD5lNYq818nvr2SSuCSPxCSZJC4iTjcSWc/OfV2sBtbeua+L1dBaTL3I+592WuRdbDzTUORdE9c0KPvztf7dV72CzMPf3tL21vPnGt8/9eLsqn+moRRbcg7Xiz6XZjxmKsGq7yWEEEII0StlP6ISRBhKYcVsR/jCngMA7HFCnCUmoJe8iIGUxUjGRslMdSGEEH2uG4msejGk1ymlWu6nlMoDrwZKwBdXeN96kfffWmmHyuXySi8Ra5BzLNK2Sdlv/aQw/YaHWl6PXrvc+P7klSITpdUXhE1ZBsMpi6sFjxemyvhhtPxFok1zDRuRHBKX5JGYCNEZGYOtTMmfn43ln1r8M9+43QrrokhTDUMGXIvRpiWFdfL7K5kkLskjMUkmiYuIs+ZEltb6HPBZ4DbgnQtOvw/IAh/XWhfrB5VSdyml7lrsnkqprwcOsIoi72Lj5VyTjGNQDlqTSdZtO1teD49f4+v/5pOgNRr4p+fXNtFuMGWhFFwvBrwwVWksbRRCCCGEuBGU/JBKoElZBsVHHo1tY6C5y22ffR5cvIT/7DkqYUTKMhlKWzhS5F0IIcRNoFtPu3cAV4FfVUp9Sin1IaXU3wHvorak8GcWtB+b+7OYt899XfFsLLHxMrZB1jbRgNeUzDIyaeyXHWhp+8Cxz/HaT/0xKop44sIMJX/xTxiXo5RiS9ZhuuLz0kyVc+NlPJmZJYQQQogbQBBGlL2QMIxwTNWySQ7UCr0D3GZHZGJG7LpYwtp3B5Xdt5HbPMRopn02lhBCCNGPupLImpuVdT/w+8ArgXcDdwIfAV6ltR7v9F5KqWHgu1hFkfc625YH+UZSSpFPWWRtk+KCxNTAT70Dlc20HLvny1/gtZ/6Y7xQ8y8vzKzpZ1um4tYBl6lywIXpCqevlSh6q0+O3Wx27ty5fCOx4SQuySMxEaIzMgbrXNEPqYYRjmXE1rWqF3q/O2Y2Vp0XaNTLX8bwob3kXTO2jfz+SiaJS/JITJJJ4iLidG3+sdb6gtb6bVrrW7TWjtZ6t9b6J7TWkzFt/3/27jw+ivp+/Phr9j5yboJJOAIIQW7RKijgXQUP+KnFAxW1tloVW/3W1tJ613qUam21tmrVKipYrWgrKipiq6CICogcyn2EG3LvvTvz+2OzSzY7IUvYsJPk/Xw88kgyOzP57LyTzWff8/m8P4qmabqVKDVNq9Y0zalpmqutRd5tNltbDhOHoMBhwW0zpSSRbIMHUPT0dEyFyYtaDl3yGQ5vAws21RA5xCmBNrOJHnl2QhGVytoAa/f6qD6E+ltdSe/evbPdBKFD4mI8EhMh0iN9sPTFC707rPrd8Xih90EHqI/lDUfJt5vxOFsu8i6vX8YkcTEeiYkxSVyEnk45kd7n82W7CV1OrE6WmUhUIxJNTkxZB1VQ9OwjkJM8Miu3rpq6YJSvd7R9BcM4s0mhLNeGRVGorA2wfp+fHXVBNE3qZh3I4sWLs90EoUPiYjwSE2FkiqL0VBTlOUVRtiuKElQUZZOiKH9qHOWezvFuRVEuVxRlpqIo3yqK4lUUpV5RlC8VRblVUZS0s1PSB0uPpoEvFCUUVrGbW+6O97REyTfr92VUVSMUVcmxWyh0WVo8h7x+GZPExXgkJsYkcRF6OmUiS5IXh59JUchzWBJOzmcAACAASURBVHDaUqcXQqzwu6m8NGmb0xur//+/DTUZiZmiKHTLsZFnt7CtLsDmaj+bqqUI/IGEQqFsN0HokLgYj8REGJWiKP2Ar4AfAouBR4ENwM3AZ4qiFKVxmpOAl4BxwArgcWAm0AN4GPhIURRHOu2RPtiB1a9eD0AoGhuNZTYrmE36I6kAhjn0pxVGKncQjKrY40XeD5AMk9cvY5K4GI/ExJgkLkJPp0xkiezIt1vIsZlbrFGl5LmTvs+riRU13VEfYu2+zC3Xne+wcESOjV0NISprA6zb50sqQi+EEEJ0In8FjgB+pmna+ZqmTdM07XRiCa2jgPvTOMdO4AqgTNO0SY3n+AkwAFgCjCZ1ZWrRBqGqWupWrCHscMSmFR4gAaWgMbSFaYWa10ewTx9yivPxSJF3IYQQXUynTGSZTJ3yaRlensOCy2YmGFV1R0FZ+vZM+r5s68bE1x9vbFM5tBa5rGZ6NBaBr6wJsGavV4rA63C73a3vJA47iYvxSEyEETWOxjoL2AQ80ezhuwEvMEVRlAP+AmuatkzTtJc1TQs1214PPNL47anptEn6YOmJlJYSahxR1ZLeVlV3WmGkcgfhqIYKFAytIK+FIu9x8vplTBIX45GYGJPERejplL0Np9OZ7SZ0SWaTQq7djMNi0p1e6D7ppKTve69bjTUYAOC7PT521gcz2h5rvAh8VGNrTZA1e3zskyLwSY455phsN0HokLgYj8REGNRpjZ/f1zQtaehxYxJqIeACTjiEnxH/x9ny0nlNSB9MX/3q9exbuASAiKrhD0eJRjWsB8hBDWthtULN6yPUtw/u4kIKD1DkPU5ev4xJ4mI8EhNjkrgIPZ0ykRUMZjYhItKX74hNL/TpjH5SS3OhyZ3avNpqJr78NOZIrI+c6VFZsL8IvM0cLwLvY81eH1W+MKrU8WDt2rXZboLQIXExHomJMKijGj+vaeHx+C/ugEP4Gdc0fp6bzs7fffcdp512mu5HVxafUhifVhiMqDisZhRFIbxqDft+/VDKMUNaqI+laRqBSJT8wf3SmlYor1/GJHExHomJMUlchJ6WlzjpwCKRtG4ainaQ57DgtpnZ440likxN7hJGVD/Oc8/A/9YHiW29N3zH2a+9wNuXXMOS7fWMP6qIPHtmfy0VRaHYbaMuEGF7bZB93jB7HRbyHRY8LitFLis2S6fM6bZq165dVFRUZLsZohmJi/FITIRB5Td+rm3h8fj2gracXFGUm4DxwDLguXSO0TSNhoaGxPfxEVp+v58FCxYA0KtXL3r37s3ixYsTRXzdbjfHHHMMa9euZdeuXYnjjz/+eBoaGli9enViW//+/SktLU2cD6CwsJAhQ4awcuVKqqurE9vHjh3Lzp07WbduXWLboEGDyMnJ4YsvvkhsKykpoaKigqVLl+JtXIzGZrMxcuRINm/ezNatWxP7jhgxAoBly5YltrX6nDQfDImVWMhtUIgEwrhKLYQA78zZKPuqUq6lPQ9ogHAOaE3WjQxGNVx5ZvyblvPlptaf065duxLXNKPPqTPG6TA/p127dnW659TR47Rr165O95w6Q5wqKio63XPqqHFyOByGKCOgdLbVZT788MOvVFU99rjjjst2U7qstXt9rNvrI78xqRVXv+Fr3KUDqLr+V4RXfJd0zH8mX8u6ISM4o18h449KZ4GltlE1jYZQlLpAhKgWG0GW17hsdbHLSk6Gk2hGt2DBAsaOHZvtZohmJC7GIzExntWrV+P3+5ecccYZ38t2W7JFUZSngWuBazVNe0bn8fuB3wC/0TTtwYM894XAq8AeYIymaRtaO0b6YPrqV69PjMjKGVLBhio/O+uClOTYMJkUqq67LeWYcJGHkgenpWyPVO6gZl8dOYMrGHL2iRSlMSJLXr+MSeJiPBITY5K4GItR+l/ZT6WJTieewNIrrm5yOfH8+T7MfZILv/f7djkAn22pbdcVBk2KQp7dQs98B0e4rQTDKptr/Kzb62PVbi/f7fGyzxvWLVYvhBBCGEx8xFV+C4/Htx/U3H1FUc4HXgF2A6emk8QSLYsnsSy5bnzhKMGwitVswmTSr21VW1iE+/ILdR+L1HuJHNkHd7cCChxd6+abEEIIEdcpE1kulyvbTejS4qsXekNRmo74c5cPBsBUmE/ezT9OOsZdXweAL6zyRWXdYWmn02qmJNdGr3wHZkVhR12QDfv8fLfHy6pdDWyq9rOrPkRdIEIo2n7JtWw6/vjjs90EoUPiYjwSE2FQ8eHNLdXAis+HbamGVgpFUS4CXgN2AadomvZdK4ckkT5YsvrV6xNfu3r3wBdSCUZV7JaWC7R/+uu7yBmqH9JARMVlNXPE8AGYW0iENSevX8YkcTEeiYkxSVyEnk55K0dVO2fSoaNwWEzk2MxYzCYCERVn45I8atCHyRK7OWzuVpx0jGfPTkzRKKrZzCebajmxd35Sfa32ZDEpeFxWCpwWvKEo1f4we7xhnFYFm9mMzazgsJqwm004rWacVhMOa+xru1lpdbUgI2toaMBut2e7GaIZiYvxSEyEQX3U+PksRVFMTVcuVBQlFxgD+IBF6ZxMUZTLgReAbcBpbRmJJX2wZE1HY4GGLxwlEFEpcsamBAZXpuYYh+sUeY9U7kBt8BKMqBTZzGkVeY+T1y9jkrgYj8TEmCQuQk+nHJEVCASy3YQuL756YdPphf5dmxJfm3uVgTl5BcMRi/4LwD5fmJW7vIerqQkmRSG3cdph9zwbTquZqKpSE4iwpTrAun1+1uz1srpxxNaKHQ18szM2HXH9Ph+bqv1srQmwoy7I7oYQ+3xhagMRvKEo/nCUUFQlompEVc0wKyY2LeQnjEPiYjwSE2FEmqatB94H+gBTmz18L+AGXtQ0LfFPVVGUgYqiDGx+LkVRrgJmAFuAk9s6nVD6YPpcvXvgD6v4wyoKYDHHboLVvzQ7Zd+j7KmlGTSvD7XfkZgH9COnuDCpBmlr5PXLmCQuxiMxMSaJi9DTKUdkieyLTS80sbMuQrE79XFTbg7Oc5JXMBz94dusHXIM9QUePt5Yw7DSnMPY4mQ2swmb2QRNkv/hqEooqhGMqDQEo+yLRIhqGlazCbMCJhOYFQVT44e58XuzKb4NFAUU4p9jo7kUpTGjrMSSafHxXfGBXoktyZ9Svm4u3YFi6/f50ttRHFYSF+ORmBhLMKoSVrG1vmendyPwKfCYoihnAKuBUcBpxKYU3t5s//g7gsR/CUVRTiO2KqGJ2CivH+qMNq7RNO1PGW99F1IfjN3YcjZZKdnUbLVCn6cIT7NLH6ncEXssFCX3hBGUdtPpWAkhhBBdiCSyRLtwWU24bWYUJVbPwWFJHfyX+7MfEfjoU7SGxmVEQ0EumPEEr/74/9gEbK4O0LvQcXgbfgBWswmrmaS7oFFVi42y0jRUVSOqxVZGjKoa4Wh89BWxxzUNTQMNiA3I0qAxcRVPZCk6iazm6ap0ElnpJrFygTV75M250UhcjEdiYjyesEpEk0SWpmnrFUU5DvgtMB44B9gB/Bm4V9O06gMd36g3+0fpX9PCPpsBSWS1kYaGNxTBH45S7I792gZ0phUGJ/8g9VivD1PFkQTNdkpsFgqd0n0XQgjRtXXK/4Qyhzb7FEVJrF7oC0VxWEzYi5NXKjQXFZJ70w+pe+gviW3Fu3dy4Qt/5bVrfsbHG6uZUlh2uJt+UMwmJe1iq81pmtYkqUVjkiu2jfi2pvs3+0Lj0KcnqoXdkzrExpjwKNTC7hTIGxVDkZgYj+oHtAMOTO0yNE3bCvwwzX1Trpmmac8Dz2eiLdIH0xcrM6BiNilYTPunFTafINh7eH8gNgpL8+5PnvvCUVyD+1HgtGA1H1xlkP79+x9S20X7kLgYj8TEmCQuQk+n7JVbLJ3yaXU4efZYImtPQwiPy4otryhlH9ekcwl+voTgR58mtpVu28z5Lz3Jm1NuYN/AYooOoqBpR5IYfZX0luIwvycr7HZ4f55Ij8TFeCQmhiPj44xJ+mD7NV2xsCEYxRdWcVpiqavwqjWYm00r9DeZVqh5fViP6pd4rMpk5wiHpU19otLS0ja0XrQ3iYvxSEyMSeIi9HTKYu9e7+EvFC5S5djNuG1moppGOKpSv+HrlH0Uk4nCB36N7bijk7b32riWC154goWrdhyu5nZJejER2SdxMR6JiRDpkT7YfvEVC005bhqCUYKRKE5rrOvdoFPkPdw4rTBeEwvAftzRqEcPRenXh1y7hVx7+kXe4xYsWNDGZyDak8TFeCQmxiRxEXo6ZSJLGINJURKjspquXticYrdR+Og9WIcMSNrec/N6ev7uAfbtrmnvpgohhBBCtAu1tAR/JIrVZEqUI9D2Jo/GqissolfjtML4aCxTfh4QKxKfY7NQ6LKgU4RfCCGE6HIkkSXaVZ7DjMtqxhtSD7ifye3C8/j9WJoMowco27KRHVNvRw1H2rOZQgghhBAZ03RaYX0wQiCs4rSZCK9aQ81vHkrZf8tFF2NulqOyVvQlqmo0hKLkOcx4nJ2z1IIQQghxsDplIstsPvhh16J95DaOyApFVUzO3APuayrIo+ip3xOsSC7oV7R+Hd8+9mJ7NrPLMrvyst0EoUPiYjwSEyHSI32wmPi0QsXtwheOEoqqOC0mvC/NRm02GgugfHg/nbNAQyiKy2Yi32HBrrMCdDoKCwvbdJxoXxIX45GYGJPERejplIksh8OR7SaIRmaTQp7DgstmIlJY3ur+prxcej7ze6qOTE5m5b3yGntXrG2vZnZZrtK+2W6C0CFxMR6JiRDpkT5YskhpCf6wit1iRlEU3SRWXWER5Vb9kev1wQi5NsshjcYaMmRIm48V7UfiYjwSE2OSuAg9nTKRFQgEst0E0UQskWVG3bMprf0tuTmU/vke/O6cxDZzNMrOe/+Epmnt1MquybdzY7abIHRIXIxHYiJEeqQP1nxaYXy1Qv0ud01hEdsuupjG0llJhd5DEZWICrl2M/nOtq8GuXLlyjYfK9qPxMV4JCbGJHERejplIisabbmwuDj88uxm3FYLlrCXqJpeIqqoRzfqb/hx8rb16/jiy/UtHCHaIuqry3YThA6Ji/FITIRIj/TB9k8rVF0u/OEo0aiK3aJfpP25W39Ln6P3TytsWui9Lhgh12Gm0GXFdAhF3qurq9t8rGg/EhfjkZgYk8RF6OmUiSxhLFazKbFctD+cfgd32OTxKVMMv5v3OVW+cEbbJ4QQQgiRadHSEvzhKA6bucXVBj1mle6W1GmF5v59qA9GyTvEaYVCCCFEZySJLHFY5DliQ+JbW72wKZOi0O3k45K2la5fy2vf7JYphkIIIYQwnOarFfrDKi5LywXwh9sj6OW4fKEodospUZ5BCCGEEPt1ykSW2+3OdhNEM/kOC84+w/FFoqgHkYTKHzk86fvindtYt8/Poi0yzScTco88OttNEDokLsYjMREiPV29DxafVhh1OvGHYzfvbI3TCht07uUNc0R0z1MXjJLrMONxtb02VtzYsWMP+Rwi8yQuxiMxMSaJi9DTKRNZkYh+p0Bkj91iwuKvwWYyEQinPyrLcmTvpO8LqvaApvH2t3tlimEGhOr2ZbsJQofExXgkJkKkR/pgMeGS2LTCpkXeVwZSk1IlltSbexFVIxRVybNbKMzAtMKdO3ce8jlE5klcjEdiYkwSF6GnUyaygsFgtpsgdNTv2oLLZsYbSr9OlqnYA3Zb4ntHwI/D5yUY1WSKYQYE91ZmuwlCh8TFeCQmQqRH+mCgadAQisQSWU2mBe76Zl1axzeEouQ6LHhcVsymthd5j1u3Lr2fKw4viYvxSEyMSeIi9Bz6eGUhDkKOzcy2ujDFmtZi4dOmFJMJS6/uRNZtSmwr2r2DbX0rElMMT+yd344tFkIIIYRIXyAaxR9SMZsULI2JqNqowrDZ/2z1WFXVCISjdLdbKHJJkfd0hcNhGhoaCAQCHWblzLKyMior5SaJkUhMjEni0r7MZjMOh4OcnBys1o7zf0cSWeKwctvNmE0KgYiK05pe8VJLxZFJiawjdlayrW8FAG9/u5ejurnwSGdPCCGEEAbgD6n4IyquJv2crwMWhlYnT1E2FXsSX0cqd6B5fYSiGjaLiUKnJe1+UlcXDofZu3cvbrebbt26YTa3vEqkkdTX15Obm5vtZogmJCbGJHFpP5qmEY1G8fl87N27l+Li4g6TzOqUUwsdDke2myB0DBo0iAKHhRybhbpg+nfLrEcdmfT9sK8+wxIKAcgUw0PkLOmT7SYIHRIX45GYCJGert4Hi2oa/rBKMBLF0VgfK7ByDeW//V3Kvu4rLkx8rXl9WI/qh79Pb3KLCzI6GmvQoEEZO5cRNTQ04Ha7ycvLw2KxdIgkFoDT6cx2E0QzEhNjkri0H0VRsFgs5OXl4Xa7aWhoyHaT0tYpE1kmU6d8Wh1eTk4ORS4r+Q4z3pBKRE0v+WQ7dljS98U7t3HWmy/HilCArGJ4CEx2V7abIHRIXIxHYiJEerp6H6whGCEYVbGaTIn6VnUvzSavOnXBCOvgAUnfByMqHDOMwqEDyHdkbtJETk5Oxs5lRIFAAJer471Gd/W/FSOSmBiTxOXwcLlcBAKBbDcjbZ3yt8Ln82W7CULHF198gc1iosBpJcdmoj6Y3spGtqEDcZyRvOzqwOVfcsGMv9L3uxUoqsrb3+6lsrbj/OEZhXfLqmw3QeiQuBiPxESI9HTlPlj96vU0BKOEIipOW6yLHV61Bsu+qpR9m04rjPOGouTbLXhcmR1V9MUXX2TsXEYUjUYxmzveNEyv15vtJohmJCbGJHE5PMxmc4epMQhSI0tkQZHLym6HhV31IQoc6XXW8u+5lcimrUTWb05s67t2FX3XrqK2wMM3x41hRv1ofnDKQI7q1vHuygkhhBCiY/Puqab2mzVEnA6cjdMK616cTfNejlbkSZpWGKncQVTVCEVVSqTIe5t0lOmEQghhVB3tdbRTjsgSxpZrN5PnsGA2KfjCalrHmNwuCh+5GyU3dXh8fk0VY+e9xZUP3c7OW3/LN28vQOtA2WQhhBBCdHwNoWisWHuvHok3BEqz0VheTxFFD05LmlaoeX2E+vbBVVSIx2XBapbuuRBCCHEgnfI/pcUiA82MqKSkBIhle+O1smoD6U0vBLCU96Do6elYBvbXfdysqgxYsZTiO++j8vuTqbn/zwQ/X4IWTv9ndDXW3NSpDSL7JC7GIzERIj1duQ9WH4wSiKq4Gkdj1a9Yk7JPcPIPUrZpmoYvFKVgSH+K3baMtyve/xLG0lFWButKJCbGJHERejplb8Nut2e7CUJHRUVF4muPy0qu3cI+b5hQVMWW5t1H61H9KH75L4RXfofvX2/jf++/EAyl7GeprcX/+jv4X38HJT8Xx6mjcZwxFvuoY1DkxTDB0a1XtpsgdEhcjEdiIkR6umofzBeK4g9HUVUNmyU2Gsv70myap6WOHJ58My5SuYNgVMNqNpHnsOC2Zb7WU9P+lzCOrr7CpxFJTIzpcMbl6KOPBuDrr78+bD9TtE2nHJHl9/uz3QShY+nSpYmvLSYllsxyWKg7iFFZEBvRZRs6kIJ7bqXkvZnk/eJ6Ij17tLi/VluP/9/vUf2zO9l1xiXU3Dkd/4cLUL1dtyBtnLcy9W6xyD6Ji/FITIRIT1ftg1X7I/jDUewWE4qiENXAVpU8rTBU5MHUrASJ5vUR6NObnG4FFLnb50Zb0/6XMI5ML4ywYMECPB4PEyZMaHGfLVu24PF4Em/WO5Obb74Zj8dDjx49qK2tbdM5OvpiFa3F/2AdffTRhvhdyWRcJkyYgMfTsUbZz5w5E4/Hw8yZM7PdFEPplCOyVDW9ukvi8Gq+4kSRy8ouu4VtdQE8Lg1TGwrMmfJycV92Aa7J57Pxoy/Y8vIc+qz6GntQfwVDrcGL/+0P8b/9IVgs2I4din3sKBxjj8fcu2eHK3J3qNRQ13zDYXQSF+ORmAiRnq7YB9M0jZpAGF9YJbdxWuGqoJnmt9hyLr8w6ftI5Q7CUQ1Vg8Kh/Sl0tk+3XFb8MqaOtDqY0dXX1/PGG2+gKAp+v59XX32Va6+99qDPIzExpsMZlzfffPOw/SxxaDplIkt0DC6bmXynhb0+Ew3BKHmOtv86KorCkaePxHHc0fzjs80UrlpFxcpl9Fu9HKe/hQ5cJEJo8TJCi5dR/8enMPcsw37SKBxjjsf2veEo9szXqRBCCCFE51IfjNIQjKIA1sYhV+u/Xp+ayBo6IOn7eJF3d2E+HpetTTf0hBDw+uuv09DQwI033sgzzzzDjBkz2pTIEqJv377ZboJIU6ecWtjVRtV0FDZbamKo2GUlz245qKLvB9I9z86NJ/fF+71jeP/CK3hq2oP86+qb+Pr4sfjduQc8Nlq5A9+sN6m66XZ2nTaJqv+7m9CylRlpl1EpZsllG5HExXgkJkKkpyv2wXY3hKgNRHBaY93qbWETw2f/s8X9I5U7CH+3HlXV8IdVCob0o9jVfvU79fpfIvtMJmO8DXvooYfweDwsWLCAWbNmccopp9C9e3cGDBjATTfdxK5du1KOiU/PCgaD3H///YwYMYLS0lKOPfZYfv/73xMKpdavBVizZg1Tp05l6NChlJSUcNRRR3Httdeydu3alH2nTp2Kx+Nh06ZNPP3004wdO5bu3bvrTp2bMWMGJpOJ66+/nnHjxrFy5Uq+/PJL3Tbs3r2bO++8k5EjR9KzZ0/69OnDyJEjmTp1Klu3bgXgww8/xOPxMHXqVN1zBINB+vfvT//+/QkGg0Dy9K+PPvqIc845h169elFRUcHUqVMT0x2XL1/OpZdeSt++fenVqxeXXXYZW7ZsOaRrHP/ZAAsXLsTj8SQ+HnrooaTzvvHGG5x77rn07t2b7t27M2bMGB599NHE84D901S3bt3K1q1bk87X/JocTEwPRiQS4dlnn+XMM89kyJAh9OjRg1NOOYW///3vuiN/3333Xc4//3wGDRpEaWkpgwcP5rzzzuPZZ58F9k+rXbhwIUDSc2r6O6U3nTLTsV22bBnTpk3jpJNO4sgjj6SsrIzjjjuOO+64g5qamqR9J0yYwE033QTATTfdlNTupuduer3Ky8tbvV6dQafsmbtcrmw3QegYOXJkyrZ8p4V8h4W9vjD+cBSn9dCLnBY6rUw9oSf/+GoHm6oDbOk/iC39BzF/wiX0rdzAqdu/w/P116hbt7V4Di0QJPi/RQQ//Ypu/3oaS6/uh9wuI8rpPSTbTRA6JC7GIzERIj1drQ/WEIxQ448Q+G49R1jNRIHP/BZOr96XtJ+peH9NFs3rw3pUP+qDEZw5uRQ6rdgs7ZfU0Ot/iexzu93ZbkKSv/3tb3z00UdccMEFnHHGGSxatIiZM2eycOFCPvjgA4qLi1OOueaaa1i6dCkTJ07EYrHw7rvv8vvf/55ly5Yxc+bMpMT2vHnzuOqqqwiHw4wfP56+ffuyfft25syZw/vvv89//vMf3XpMv/71r/nss88466yzOPPMMzGbk98rLF++nGXLlnHqqafSs2dPLrvsMt566y1eeOEFjjvuuKR9fT4fZ599Nhs3buTUU09l3LhxaJrG1q1beeedd5g4cSKDBw/m9NNPp2/fvvz73//mwQcfJC8vL+k8b731FlVVVUydOjVlgYu5c+fy3nvvMW7cOK6++moWL17MrFmz2Lp1K3feeScXXHABJ5xwAldccQWrVq1i7ty5bNq0iQULFugmN9O5xsOGDeO2225j+vTp9OrVi8mTJyeOHzt2bOLr++67j0cffZSioiImTZqE2+1m3rx53HfffcyfP5/XX38dm81GeXk5t912G08++SQA119/feIcw4YNO+SYtiYcDjN58mTmz59PRUUFkyZNwm63s2DBAn71q1/x1VdfJdoG8Pzzz/Pzn/+ckpISxo0bR1FREXv27GHVqlXMnDmTH/3oR+Tn53PbbbclYnHbbbclji8vL0+rXZmK7YwZM3j77bcZPXo0p5xyCqqq8vXXX/PXv/6VefPm8cEHH5CbGxuAMXnyZPLz83nnnXc455xzGDp0aOI8+fn5bbpenUXGElmKovQEfguMB4qAHcCbwL2aplUf5LmOBX4BnAx0A2qAb4FnNU2b0drxLd0FENm1efNmevfunbTNpMSKvu/1hakLZiaRBbFpi9eN7M7MZbtYsSs2tVAzmdhQ3p8N5f1xnTSB0+x+hm/+Fu2zLwl99Q2Ew6knCofxvzOf3J9ckZF2GU2waid2T2m2myGakbgYj8REiPR0tT7YroYQVf4wbr+P6ObNeN251K5IHYngviK5PpamaTQMHkxZnp2idhyNBfr9r67grGc6VpH79398TFZ/fvwN9PDhwxPbfvOb3/Dkk09y77338vjjj6ccs2bNGj799FMKCgoAuOOOO5g4cSLvvfcer776KpdccgkANTU1XHvttTidTj788EMGDhyYOMeqVasYN24cN998M//9739Tfsby5cv53//+1+Lv8PPPPw/A5ZdfDsAZZ5xBSUkJb775Jvfff39SEurjjz9m48aNXH/99TzwwANJ5wmFQtTX1wOxkaVXX301d999N//85z9Tpim+8MILAFx11VUp7Xn33Xd58803GTNmDBCrG/iDH/yA//3vf1xyySU8+uijXHTRRYn9f/rTn/Lyyy8zd+5czjnnnJTzpXONhw0bxrBhw5g+fTrl5eVMmzYt5TyLFy/m0UcfpUePHsybN4+SkhIA7rrrLqZMmcJ7773HX/7yF37+858nzjFr1iwA3fMdSkxb88gjjzB//nyuvfZaHnjgASKRCHa7nWg0yi233MLLL7/MxIkTE9frhRdewGaz8fHHH9OtW7ekc+3bF7upkJ+fz7Rp01i4cCFbt27VfU6tyVRs/+///o8//OEPKUnZF198kZtvvpnnnnuOm2++GYDLLrsMIJHIin9/oOsVP29L16uzV+MB8AAAIABJREFUyMjtH0VR+gFfAT8EFgOPAhuAm4HPFEUpOohz3QR8AZwFfAg8ArwBmIG0rn5YLyEhsi4+XLe5osbphb6wSkTVMvbzrGYTU44t5cTy/JTHfGGVtxvsPHzECBbe9HMc78yk8I9347zgbEzdkn9dgws+z1ibjCZUkzpcXGSfxMV4JCZCpKcr9cG8oSjVvthqhW5b7I3DksIenPbvV1L2tQ5Oro8VjGhYTSZy7RZy7Zm5ideSlvpfQjR18cUXJyWxIJbAyMvL4/XXX0+aehb3i1/8IpFgAXA4HNx1110AvPzyy4ntr7zyCrW1tUybNi0p4QEwePBgpkyZwvLly/n2229TfsZPf/rTFpNYXq+Xf/3rX+Tl5XHuuecCYLFYmDRpUuIxPU6nM2WbzWZLmoZ7+eWX43A4EomyuLVr17Jw4UJOOukk+vfvn3KeH/zgB4lEB8SmkMYTeoMGDUpKdABceumlAHzzzTe6bU33Grcmvu+tt96aSGJB7Hrdd999mEwmXnzxxbTPdygxPRBVVfn73/9OSUkJ999/P2azOXGDxGw287vf/Q5FUXjttdeSjrNYLFitqTcFiorSTkO0KlOx7dWrV0oSC+CKK64gNzeX+fPnp90mvesVd6Dr1RlkakTWX4EjgJ9pmpZI1yuK8kfg/4D7getbODZBUZSzgMeAD4BJmqbVN3u8fW9ZiaywWUwUOC3s9ZqoD0YodGYuzCZF4YIhxRS5LMxdU5WSKAtHNT7ZVMunm+HYHv049f+Oo/iGK9l91v4hueGVa6h7/Dlyb7wKRedFRwghhBBdS/3q9WzetJuquiA5CpgcFkIobFu+jhEHmFYY5w1FyXOaKXZbu2RdMWE8Td+gx+Xl5TFs2DAWLlzImjVrkqaVtXTMCSecgNlsZvny5YltX3zxBQArVqxIqdkEsH79eiA2+qh5UuTYY49tsc2zZ8+moaGBq6++GofDkdg+efJknnjiCWbMmME111yT2D569GjKysr405/+xNdff82ZZ57JqFGjGDZsWEpiwePxcP755/PKK6/w+eefM2rUKGD/aKyrr75at00jRoxI2VZaGhvRrTfNrqysDIDt27frni/da9ya+L4nn3xyymP9+/ene/fubN68mbq6upSplHoOJaYHsm7dOqqrq+nXrx8PP/wwEBst1zTJ6HQ6WbNmTeL7SZMmceedd3LiiSdywQUXMGbMGEaNGqU7HfZQZCq24XCY559/ntmzZ/Pdd99RV1eXVMdqx44dabdJ73o11/x6dRaHnMhqHI11FrAJeKLZw3cD1wFTFEW5VdO01tb//QPgBy5rnsQC0DSt69zm62KKXFb2OC3sqAtS4LBktFOnKAqnHFnI93rksmBTLQs31xKIJBe9i2rwRWU9X1bWM6TEzfcHDcC0ev8fvPcf/ySyZgMFD0zDlJuTsbYJIYQQouOp211N1fLvCAYiFDgshE0Kq3KPYMxzf03Zt/m0wqiqEVZV8uwWPBm8eSe6tngNngMVdo4/pleLqfmUrLgjjjgCgLq6urSOsVgsiRpFcVVVVUCsNtCBeL2pbxWbjh5qLp5UaloTCmIjgkaMGMGyZctYunQpxxwTm7aZl5fH+++/z0MPPcTcuXMTI1+Kioq45ppr+MlPfpJ0nmuuuYZXXnmFF154gVGjRhEMBnnllVfo1q0b5513nm6b9JJAFoul1cciEf2Fr9K9xq2Jx6+l61lSUkJlZSW1tbVpJbIOJabpnHf9+vVMnz49rfNOnTqVoqIinn32WZ5++mmefPJJFEVhzJgx3HvvvYn4H6pMxfZHP/oRc+bMoU+fPpx99tmUlJQkEnVPPvmk7ujHlrTlenUWmRiRdVrj5/c1TUt65dQ0rV5RlIXEEl0nEJsqqEtRlKHAcGJ1taoURTkN+B6gAcuAj5qfvyV6w0VF9ullseNy7WZy7Rb2mML4wmpiiH4m5dgtjD+qiFOPLGTR1lo+2VhDXTCatI8GrNjlpWrseVy05s+Yo/sfDy78gr1X3kzxPx7FVND6C3xH4OpRke0mCB0SF+ORmAiRns7eB6tfvZ5QVS01/jCBiIpzUH/sjlh3evPnm+ijMxqr+bRCf0TFZTPjcVkxm9p/NNaB+l+dWbZrTrUmGo3qTi9qq/gb6fgbWz1N6wU111JSZPfu3Unnb35Mz549k7ZFIhH27duXKFbd9NhPPvmEIUMObvGUlm5ur1y5kiVLlgAwbty4Fo9/4YUXkhIZPXr04PHHH0fTNL799ls++eQTnn32Wf7whz8QjUa54447Evsed9xxDB8+nDfffJMHHniAefPmUVVVxc0336w7ja09pHuNWxOPwe7du+nbt2/K4/HVKdNJYjXdry0xTee85513XiJJls7fyqWXXsqll15KbW0tixcvZs6cObz88stMmjSJzz//POOjs9pq6dKlzJkzh1NOOYXXXnstkeyCWKJZrxbdgehdr64iEzWyjmr83NJ4tXjFywEtPB53fOPn3cB/gfnERmg9DMwDlimKkjoRWce6des47bTTdD+EMSmKQrHbSr7DTG1A/45EpjisJk49spBfn9qHScO66S55vb13P1790S005CS/mEc3V7L0d0/y+ZZattcFUbXM1fQSQgghhLGFqmqpWv4d+77+joDNkbjxtjVs4ujZ/0zZv/lorPDW7YQiKi6rud2LvIuupX///tjtdtavX99iMis+HUwv8bBw4cKUbXV1dXzzzTc4HA4GDEh9K6d3zKJFi4hGo0n1tuKrB3722WfpPZk0xEdjjR07liuuuEL3w+l0JqYfNqcoCoMGDeK6667j9ddfB2LFvJu75pprCAQCiZFZiqLoFnlvL+leY4iNtItGoyn7w/7VBhcsWJDy2IYNG9i+fTu9e/dOSnKazeYWz9ceMQUYMGAA+fn5fPnll22quZifn8+ZZ57Jn//8ZyZPnkx1dTWffvpp4vGmhdCzYcOGDQCcffbZSUksgK+++gq/359yzIHafKjXqyPLxIis+G97bQuPx7cXtPB43BGNn38EbAPOBRYAJcBdwBXA24qiDNM07YBL4qiqmvSCFb876Pf7E3+8vXr1onfv3ixevDhRQM7tdnPMMcewdu3aRFYa4Pjjj6ehoYHVq1cntvXv35/S0tKkF4PCwkKGDBnCypUrqa7ev1Dj2LFj2blzJ+vWrUtsGzRoEDk5OYl/KBAb0llRUcHSpUsTw/9sNhsjR45k8+bNScU643fXli1bltjW0Z/TsOFH4yIEe9dSvze2zVZQgt1TSsPmlWjRWILLZHPi7jmAwJ6thOv3/6N2lw9GDfrw79qU2GYv7oktr4j6DV8ntpldebhK+xLas4nB4ToG9oJv68181pDPtrr9Qzl3lB/JzBt/xYSZT1NWuTmxPeerJbz6cey6WRWNPKuG0wK5Obk4tBD2qA+XWcNl1ig4ogyXRcFcU4kFUBSw5hVjK+iGb9satMYXJJPVjrPsSIJV24k07P9TcnXvjxoKENhbmdhm85RizSnEu2V/7MzOHBzdehHYs5Wof//vvrt8EOGGakJVOxPbHMU9Mdkc+Lbvj50lJx+7pzv+HRtQw7FroJjNuHoMIFSzh3Dd3sS+ztI+APh37r/OhnlOO9dj6lYYa1OuB0e3Xngr16CG/I3PyUJO7yEEq3YmFe+Oj7bxbdu/0lR7/u75dm4k6ts/RD/3yKMJ1e0j2OSaOEv6YLK78G5Ztf86y3OS5yTPaf85HS7SGqYtDiu9TnhnUxeMEOzbByckRlR95rPy/TRGYwVqvVgH9qOgpDBjKzW3ZtmyZYwdO/aw/CyRPp/Pd1AjalrjcDi48MILmTVrFnfddRePP/540mimbdu2JUZ76K189uqrr3LttdcmJUceeugh6urquOyyy7Db7SnHPPzww4wbNy5RjDwQCPDb3/425Wdcfvnl/PGPf2T69Okcc8wxfO9730s6j6qqfPrpp2n/nvr9fl577TXMZjNPPfVUohZRc6FQiFdffZXXX3+dq666itWrV1NUVJSYLhkXH42m9xwnTZqUuJ47duzgtNNOo0+fPmm1MxPSvcYQq+u1bds23fNcfvnlvPTSSzzyyCOcffbZiRFK0WiUu+66C1VVueKK5FXaPR4PK1euxO/3p4y2zXRM4ywWC9deey0PP/ww06ZN43e/+x2RSCTpb2Xnzp3U1NQkam998sknjB07NmX03t69sfcvTdteWBh7n1BZWZmV1VzLy8uBWELxuuuuS2zfs2cPt912m+4xHk+szmJlZWXKY3rXq3msml+vziJTxd4zIT46zAxcqmlaPL1bpyjKlcBA4DjgB8CsA52oV69eScmUAxk5cmTKtoqKCioqkqeR2O123T9EvW16dzlKS0sTxeBaO15vHm/v3r11/9j0jjfqc1qwYEHSY3rPqZtqZW10MJqmUezeX9Qvp3fqz3d064WjW6+kbSZLPrlHphbb09vmKt0/rHYUMFLTWLvPzycba1hf5Scc1WjIK+C1a27mxvtvw9L45iuvtpof//HulPO1RG38aC1HnnqvCHxpbgNIKSp3kMfr0ZtNfTDHH+7nFM7LY9lfG+uTBIA9e4DCxo9Gq/YQe5npvn/b+vgzbbJtJ7BzD/tz7I3nXLUHcCTvu6Ym9fhKFdiTvC0AVO0Bcho/mrZp//Gh2r3YAiEglHp8B31OAGzuuM8pFpPO9Zz2t6ljPqcTLXU4TZLKEu0rPpUwLhRV8QWj+EIqR+TERlTVRRVWBM18v9mxTUdjRSp3oDZ4CUSi5FnNdB9xFEJk2n333ceSJUuYOXMmX3zxBaeddhq5ubls3bqVd955h4aGBm6++WbdAuLf//73Ofvsszn//PMpKSlh0aJFLFq0iPLycu6+W7/fO2DAAEaPHs3EiROxWCy8++67bNy4kbPOOiuxmhvE3og///zzTJkyhbPOOouTTz6ZgQMHoigK27Zt48svv6SqqirtItdvvPEGtbW1jB8/vsUkFsCUKVN49dVXmTFjBldddRX//e9/ufvuuzn++OPp168f3bp1Y/v27bzzzjuYTKakxEKcy+Xi0ksv5emnnwZaLvLeXtK9xhAr5D579mwmT57M8OHDsVqtjB49mtGjRzNq1Ch+9rOf8dhjjzFmzBgmTpyIy+Vi3rx5rF69mhNOOIGf/vSnKedbsmQJF110ESeeeCJ2u52hQ4cyfvz4jMe0qV/+8pesXLmSf/zjH8ydO5cTTzyR8vJy9uzZw4YNG/j888+54447EomZKVOm4Ha7Oe644ygvL0fTNBYtWsSSJUsYMWIEp556auLcp5xyCv/+97+58sorOfPMM3E4HPTq1SvlWraXY489llGjRjFnzhzGjRvHCSecwJ49e5g3bx79+/fX/X0+/vjjcblcPPnkk1RXVycSsddddx15eXkp1+vkk0+mrKysxevVWWQikRX/75462Tp5e00Lj9Ps8Z1NklgAaJqmKYryb2KJrJG0ksgSHVex28quegvb6gJ4XBqmw7iSj6IoDCh2MaDYRVTV2NkQYktNgK01Aap7ldNt04bD1hbRNqHGVSg7PitUd4bn0ZlITIzm6IEaTlvr+wlxKEJVtdSt2F89o9ofxm934LSZEqOxFvstqKT2V5qOxtK8PiL9+kJIJfcID/kOI91LFp2Fx+Phgw8+4Omnn+btt99m5syZBAIBPB4PY8aM4ZprruHMM8/UPfaGG27g3HPP5cknn+SNN97A7XYzefJk7rzzzhYLwT/33HM8/PDDvPbaa+zcuZOysjJ+9atfccstt6SMjjnllFNYsGABf/nLX5g/fz6LFi3CarVSVlbGSSedxIQJE9J+nvFaQFOmTDngfmPGjKF///4sXbqUb775htNPP53Kyko+++wz3n33Xerr6ykpKeHUU0/lxhtvZPDgwbrnueKKK3j66acpLS3l7LPPTrudmXAw1/jBBx9EURQ+/vhjPvjgA1RV5bbbbmP06NEA3HPPPQwbNoxnnnmGf/7zn4TDYfr06cPtt9/O1KlTk1YGBLj11lupra1l7ty5fP7550SjUSZPnsz48eOBzMa0KavVyksvvcSrr77KrFmz+PDDD/H5fBQXF1NeXs5vfvMbJk2alNj/7rvvZv78+Sxfvpx58+Zht9vp1asX99xzDz/84Q+T6plNmTKFrVu3Mnv2bB577DEikQhjxow5bIkss9nMzJkzuf/++xN/q2VlZUyZMoVbb72VE088MeWYgoICnn/+eaZPn86sWbMSs5wuvvhi8vLyUq7Xe++9h9frbfF6dRaKdog1fhRF+THwd+BpTdN+ovP4e8SKvX9f07QDFXs/nVgx+G81TRuk8/hU4C/AU5qmXd/SeT788MOvzGbzsXpLYIrs2rx5c1pDONfu9bF+nw+31UyeQTp6DTNeo/5Pz2S7GaIVXncuT/06dQlgIUTnc9NAjSIba88bd0ZrNTjFYdIZ+2D7Fi6hbsUa8oYOIBRV2VztZ3dDiG5uG2aTQkSDP+x14dUUfn7H1KRjPU/HVpCKj8aq7lHOESd9j4piF57DWB8r3f5XR1VZWZlSDLsjCAaDulPZDreHHnqI6dOn85///CftaWATJkxg4cKFByws3xG1FJOZM2dy0003ceutt3L77bcflrZ01mvcFkb5W+kK0nk9Xb16NX6/f8kZZ5zxvQPu2M4ykSX4qPHzWYqimJquLKgoSi4whtjMn0WtnGcRsZlMfRRFcWua1nxW09DGzxtba1DzbLIwhnQ7UcUuK3saLFT5woZJZLknX0B0116CC7+AJkuoqhqomoamxb7W0GKfNa3xscavIbYkomhXfrc7200QQogurTP1wepXr0/6vsYfoSEUxWExJ0ZjLQ9Y8GoHHj2ueX2E+vbB6s6hwGmh0Hl4+zadOYnVkckbc+PRi0kkEuGvf/0rFovlsE8rFDHytyL0HPJ/Uk3T1iuK8j6xUVdTgaZrRt4LuImNokokphRFGdh47LdNzuNTFOVZ4GfA7xRF+bnWOFxMUZRhwNVABPhXa23y+Q6mio84XBYvXqxbv6u5fKeFfIeFvb4w/nD0sBVDPRDFaiH/lzfAL29o8zmiqkakyUc4qhFR1f3bohrhxq81LZb30uJJsvjXEHusMVEGyfmxpiMstcS2ltsUrN6JvTC1zllrjJyTa9sgZmMJVu3E7jn4uIj2IzExnhxrFZCdVYdEyzpTHyw+rdCS6yYcVakLRPCFookanhENPvbFRlaVr1ute45I5Q5UVaMhFKXshAGU5dpTpgO1t3T7X+Lw8nq9uOUGnKE0jcmiRYtYuHAhCxYsYNWqVVx77bX06NEjyy3smuRvRejJ1C2hG4FPgccURTkDWE2sfvZpwBqg+RjM+H/75v/J7wROBm4BTlQUZSGxVQsvJFYN9hZN09bTikOdLinaR3wlxdaYFAWPy8peX5gaf8QQiaxMMJsUzCYFI91TqNc2k9u3tQVFxeEmcTEeiYnx+HbVoIYlkWU0nbEP5urdgz0NIRpCERwWM5bG0Vif+KzsjcbWKvr+v/XLt2peH8G+fXDk5uJxWbIy0jzd/pc4vFRVFqswmqYx+e9//8v06dMpLCzkyiuv5J577slewzq4t99+m2+++abV/crLy3VX1JS/FaEnI/9NG0dlHQf8FhgPnAPsAP4M3KtpWnWa56lTFOUk4NfARcBNgB9YADysadr7mWivML5it5U9Xgv1wQgNwSg59s6RzBJCCCGEcTVfpRAgElWpDUTwNhmNtS+i8D/v/jpXBdX7ko4xFceWS1dVDW9IpcewCkpzjXQrS4iYadOmMW3atIM65q233mqn1hhHW65LJnWma/zOO+8wa1bra7WNGTNGN5ElhJ6M3RbSNG0r8MM0921xTLWmaQ3ERnC1uZKeyWRq66GiHR3MkFCr2UT3PDv+sMrO+iBOqyNRj0JkjsnmzHYThA6Ji/FITIRIT0fvgzVfpdCS66Y6EKuNZW8cjaVp8J96OxGdlQrj3FdcCIAvrOK2mSh2W3HbsnNTTqbkGJPZLDdpjUZi0j6eeOIJnnjiiTYfL3EReoxRSTvDnE55w2FExxxzzEHtX+SyUu2PUBeIUO0PJ+6Cisxx95TFvoxI4mI8EhMh0tNZ+mB5Q2N/8xFVZXt1AG8wQnFOrB+yPGhmffjAb6ysgwcQ3LKdUFTlCLuFsiyOxjrY/pc4PFwuV7abIJqRmBiTxEXo6di3zVoQDAaz3QShY+3atQe1v6Io9My3U+y20RCMEojI/OhMC+zZmu0mCB0SF+ORmAiRno7YB6tfvZ59C5ewb+GSlMdq/LESB/HRWH4V3m1IvrHW16pfq81bXY97SAXFZR7slux1uQ+2/yUOj0AgkO0miGYkJsYkcRF6OmUiKxKJZLsJQseuXbsO+hin1UxJro0it5U9DaFOWUQ2m8L1VdlugtAhcTEeiYkQ6emIfbD4dML4hyU3NhUvqsZrY0XIbazV+YHXRoO6v/tsRmNibmryzr95OxFNI9dupvx7Aw/PE2lBW/pfov2Fw+FsN0E0IzExJomL0NMppxaKzqUkx0ZtIEJ9MEptIEqBU35thRBCCJFZ8emEcdX+WG0sm9mExaywNWziC39yH+RkV5iCNd9R3+xcDTV15AypoLisCKu5U943FkIIIbJGMgLC8MwmhR55drzBKJV1Qdw2k3QKhRBCCNEmeisTNucLRdnnC9MQjFDkshHV4N/1NrQmBd6LzConu8N4X5qtcwaFXLuF8mOzOxpLCCGE6Iw6ZSJLCsIZ0/HHH9/mY/McFopzrDSEouz1hinLkyWsM8FdPjjbTRA6JC7GIzERIj0doQ/WfGVCIDGdEGIF3nc1BKn1R3DbzFjNCgt8FnZGYtMLy9et5vv/nkVB9b6UkVgAWl4OeUMqOKJ7kSFWXD6U/pdoP7KapPFITIxJ4iL0dMpElqpKUXAjamhowG5vewKqe56dukCEzdURvKFo1pax7kzUoA+TJT/bzRDNSFyMR2IiRHo6Uh+s+VTCGI3dDSFqArFaXzk2MzVRhQ+bFHiPJ7FadNlF5B3hoecxR2W4xW1zqP0v0T5UVcVkkhkGRiIxMSaJi9DTKX8jZGUDY1q9evUhHW8zm+ieZ+eIHBt7vCFUKfx+yPy7NmW7CUKHxMV4JCZCpMeofbADrUzYVJU/Qo0/gj8Uq8mpKApz6m2EUShft5prHrnrgEksLTeH3KMH0vt7R6Eo2R+NBYfe/xLtw+/3Z7sJohmJiTFJXISeTjkiS3ReRS4r1f4IdYEIVb4wxW5b6wcJIYQQoktrPp2w6VTCOH84yt6GENX+MIVOK2aTwqqgmW9Dse5yqyOxigpRxowiz26mwGnN+HMQQgghRIwkskSHoigKPfPtNASjbKnxk2NXcVg65cBCIYQQQmSY/nRCiKoqO+tD1PgjuK1m7BYTQRXm1O+/YaaXxDIVeyh4YBpRVWOPN0xB5RY8LkliCWEEEyZMYOHChVRVVWW7KUKIDOuUGQCpA2BM/fv3z8h5nFYzJbk2PC4re70hNJli2Gb24p7ZboLQIXExHomJEOnpmH0wjV0NIWoDYTQgxx6rwfnlko1M+sM9/PyOqfz8jqkpR5mKPbivuBCA+lAUp9WE22bGaTVWDc9M9b9EZjkcjoyez+Px4PF4GD58eItTfI8++mg8Hg+RSKTF8zzyyCOJc61duzajbcy0qVOn4vF42LJlS0bOl+mY6FmwYAEej4eHHnqo3X9WZ3E44iI6nk6ZyLJYZKCZEZWWlmbsXCU5NordNkyKQm0gmrHzdjW2vKJsN0HokLgYj8REiPR0xD5YdWNdLG8oSmFjXaztYRPdX3v1gFMJCx6YhnXwACKqRiAcxb13D3kO4z3/TPa/ROZYre0zcq+yspInn3yyTcdqmsaLL76YqO82Y8aMTDbtsPvb3/7GokWL0t6/vWIiDo3ERejplIksr9eb7SYIHQsWLMjYucwmhR55drq5bVQHIkSiMiqrLeo3fJ3tJggdEhfjkZgIkR6j9MGaFnc/UIF3fzjKPm+Yan+EQkesLlZQhc+WbCD/AEksU7EHAFXVqPKFyXNYcIaCeIYfhc1jrBVOM9n/EplTX1+f8XMWFBRQWFjIn/70J/btO0A9txbMnz+fLVu2cOmll1JSUsIrr7xCKBTKeDsPl549ezJggP50Yj3tERNx6CQuQk+nTGSJriHPYaE4x0q+w8wemWIohBBCiEbx4u5NP5oXeI+qKrsaQlT5writJuxWEwEVXqh1cMzsf7Z47viUQk3TqPJHsFtMFDqt5DeOxsod1K9dn5sQLXE6nfziF7+grq6O6dOnH/Tx8RFYV155JZMmTWLfvn3MmTMnI217/fXXmThxIn369KGsrIxRo0bx8MMPEwwGU/b97LPPmDx5MkOGDKG0tJSBAwdy5pln8vvf/z6xj8fjYdasWQCMGDEiMR3y6KOPTuwzYcIEPB5P0rmbTu1bunQpkyZNonfv3vTt25ef/OQnVFZWArBp0yZ+9KMfUVFRQffu3Zk4cSIrVqxIaeu6deu49957Of3006moqKC0tJThw4dzyy23sG3btqR9p06dysSJEwGYPn16os0ejycl4Xww10uIrsh445+FOAjd8+zUBSJsqw2yuyHMETlWwyx3LYQQQojsaqm4O2jsbghT448k6mI1rFhD1UtvMKmq5aLuTdX4I5gUKHRaKc214ZPuhzCAH//4xzzzzDM8//zzXHfddfTrl15idffu3cydO5f+/fszatQocnNzeeKJJ5gxYwYXXnjhIbXppptuYubMmXTv3p0JEyaQn5/Pl19+yQMPPMDHH3/M7NmzE9OS582bx6WXXkpubi5nn302ZWVlVFdXs2bNGp577jl+9atfAXDbbbfxzjvvsGLFCn7yk5+Qnx8bCRn/3JqlS5fy2GOPMXr0aK688kpWrVrF3LlzWbduHS+99BLnnHMOFRUVXHLJJWzdupU5c+aOQve7AAAgAElEQVRw4YUXsmTJEnJychLnmTNnDv/4xz846aSTGDlyJFarlW+//ZYXX3yR9957jw8//JDu3bsDcM455wAwa9YsxowZw5gxYxLnKS8vb9P1EqKr6pR/AWazsYpsipjCwsKMn9NmNtGvyAXA9roguxpCHJETq50lWmd25WW7CUKHxMV4JCZCpOdw9cHqV68nVFXb5uNr/BFqAhG8oQjd3Db8mkLVS2+Qo5PEAhJF3eMaghHCqkax20r3PDsWk3EnObRH/6sjmFs6OttNOCjjd36akfNYrVbuuusufvjDH3LvvfemXedq5syZhMNhJk+eDMDgwYMZMWIEn3zyCRs2bODII49sU3tmzpzJzJkzOe+883jqqadwOp2Jxx566CGmT5/OM888w/XXXw/ERoWpqspbb73F0KFDk87VdLrktGnT2Lp1KytWrOCGG25ISgSl44MPPuCpp57ioosuSmy78cYbeeWVVxg/fjxTp07l1ltvTTz2hz/8gQcffJCXXnop0VaAiy++mBtuuCFloYv58+dz8cUX88gjj/DII48AcO6555Kfn59IZE2blpwcb8v16gokaSf0GPe/7iGQlQ2MaciQIe1yXrfNTL8iFz3y7KDAzvoQqkwzTIurtG+2myB0SFyMR2IiRHoOVx9Mb+pga1MJ4wIRlb3eMFW+MLkbN1F7x+8JXH9bi0ksU7EH6+D9I7sCYZWGkEqh00Jprg27xYRv8zbdY42gvfpfwrj+3//7fxx//PHMmTMnrWLn8SLvJpOJSy65JLF98uTJaJp2SEXfn3rqKSwWC48//nhSUgbgl7/8JR6Ph3/9618px+m9lhQVZW7hlRNOOCEpiQVwxRVXAJCXl8ctt9yS9Nill14KwDfffJO0vXv37rqrtZ5++ukMHDiQ+fPnH1S72nq9OrPm10EI6KQjslpaclZk18qVK9s1mdW/2IWiwPa6EDvqQ5Tlysis1vh2bpQ36AYkcTEeiYkQ6WmPPtiBRl+1PHVQXzCisrM+SLU/jNNqIjjrDdhX1eL+8XpYcaGoRk0gQn71XnL3hVHtZuqatMVohd6hfftfwrjuu+8+xo8fz5133skHH3xwwH0//vhjNm7cyOmnn56YBgcwadIk7rzzTmbNmsXtt99+0KvH+Xw+VqxYQVFREX/7299097Hb7axZsybx/UUXXcScOXM488wzueCCCxg7diyjRo2iR48eB/WzWzNixIiUbQUFBQAMGzYsZXRpWVkZANu3b0/armkar732GrNmzWLFihXU1NQQje5fUd1ms6XdprZcr67A7/dLMkuk6JSJrKYvHsI4qqur2/X8TquZ/sVuTIqJ7XUBttcFKcu1YzZJMqslUV9d6zuJw07iYjwSEyHS0x59sPjoq//f3p2HyVGWex//3j3Tsy+ZmUASyCSBEE1ckC0BBQMhGuAcFkXRo8JBfYk7srhFPCLCq3j0ModFzgscgQgqbgRxweAhGjBGBGRRZEuMEwgkJJlMMjM9S2/P+0fVTDqd7lnCTFd1z+9zXZWarnq65um6p6vv3F31VLZ8Z1zl09WfZPPDT9F9x13Q3sFQPbXJzTRljYmVSjt29sSZVBWlPhnnoPmv22t9RXNjKAd6H+/8S8JpwYIFnHnmmfziF79g5cqVQ45z9b3vfQ9g8LLCAU1NTZxyyin88pe/5N577+Wss84aVR927dqFc44dO3aMePD5M844gx/96EfccMMN/OAHP2DFihWAV3j68pe/zKJFi0bVh3waGvIPGZBr3cDlbclkcq/lX/rSl7jxxhuZOnUqJ598MtOmTRs8m+zOO+/kxRdfHHGf9md/TQTZ+1wESrSQJRNXVXmE2S3V3plZu/t5ubOfgxpUzBIRESl2oz37aoDDDV5K2HX7XdjOoQs7NrmZuqwxsZxz7OxJULNjBzXpfhprvLMsWo4/ar/6JONvrMacGi9dXV3U19eP6++4/PLL+c1vfsNVV13F6aefnrPNjh07uPfeewFYunQpS5cuzdnue9/73qgLWQMFocMPP5w1a9aM+HlLlixhyZIlxGIx/vKXv3Dfffdx22238b73vY81a9Ywd+7cUfVjvGzfvp2bb76ZefPmsWrVqn3iuXLlylFtb3/3l8hEpEKWlJzK8gizm73TT7d09Q+emVVepmKWiIjIRJJMp9n00FN0rPgZrn0nQ2UCPc0tTL36C5RnNEpu3kK6O0Z3f4pyM+qry5lx7OspMwvlZYQimQ499FA+/OEPc9NNN3HzzTfnbHPnnXcSj8c54ogj9hlcfcCqVat44IEH2LRpEzNnzhzx76+rq2Pu3Lk8++yzdHR0jPrGA7W1tSxcuJCFCxcyadIkrr76au6///7BQlbEv8lCUFfjtLW1kU6nWbRo0T5FrJdeeom2trZ9njNwyWKuPr/a/SUykZTkYO+1taM71VwK44QTTijY76ooj3BYSzUHN1RSV1nOy139JFLpgv3+YlF/6JuC7oLkoLiEj2IiMjJhysF6Eyle3NXPzhU/xQ0xDhZ4RazJ571zryIWgIv10DtrFu6wQ2l502uYMf91VLdMouX4o0J5GWEuhcy/ZOTG+2ysAZ///OdpbGxk+fLlxGKxfdbfcccdgHdXvuuuuy7ndP755w8OCD9an/jEJ4jH41x44YXs3r3vWHe7du3iySefHHy8bt26nJeSbd++HYCamprBZc3NzQBs3rx51P3Kpa6ublTtB+6U+NBDD+1VmOru7ubiiy/O+ToGilMvvZT7BhGj3V8TQaHeK1JcSvKMLF1HG05bt25l6tSpBft90bIIs1tqMDO2dMJLnf0c3FBJtKwk67f7Jd7ZTkXD2N0BRsaG4hI+ionIyIQlB9vdl2B7t3c5obXnvpRwV1MLt37mSg6vTPKuhn6yT9xObt5CXyJNfzLNwSfOZ87kauoqiy91LnT+JSOTSCRGPXj6/mhqauKSSy7hiiuu2Gfd2rVr2bBhA6973es4+uij827jvPPOY/ny5fzwhz9k2bJlg+NFjcS5557Lk08+yS233MJRRx3FySefzPTp0+no6GDTpk386U9/4v3vfz/Lly8HYNmyZWzZsoVjjz2W1tZWKioqePLJJ3nwwQdpbW3da6yvhQsXcv3113PxxRdzxhlnUFdXR2NjY97LI4eTSCRG1X7KlCmcffbZrFy5koULF7Jo0SI6OztZs2YNVVVVvPGNb9znLodz5sxh2rRprFy5kvLyclpbWzEz3vve99La2jrq/TURFOq9IsWl+D6NR6C/vz/oLkgOGzZsKHgiVR4xZjdXY0DE4OXOflpqKqitiGC6oyH9OzbrP+chpLiEj2IiMjJB52Bp59gei7OzJ0lHbyLvl1e7mlq4/6z3cWRVgnfWxxkYSjO5eQsu1gNAPJkmNnMGB05rYUZTVVEWsSCY/EuG19fXV7D/nH/0ox/l1ltv5YUXXthr+e233w54haqhzJgxgxNPPJE1a9awatWqvONt5fOtb32Lt73tbdx222088MAD7N69m6amJqZPn86FF17IOeecM9j2kksu4de//jVPPPEEDzzwAGbG9OnTufTSS/nYxz42eGdBgMWLF3PVVVdx++23c+ONNxKPx2ltbd3vQtb+HL+uu+46Zs2axd13380tt9xCS0sLp512Gl/84hc5//zz92lfVlbGHXfcwZVXXsk999xDd3c3zjmOO+44WltbgdHtr4mgkO8VKR7mnAu6D2Nq9erVf0mn00cdc8wxQXdFsqxduzaw09tTaUdbRy/buuO09yTBOZprotRWlA3/5BLWtfFJXTIVQopL+Cgm4dPzShvpRGL96acs3r8RwGXMjVcO1v7Hx+h86vlhB3tPpNJs7Y6zqzdBR2+Ktkg1f+yr4ILLLtyr3fL/ewMA86sSnJFRxAJIPPcPInMOpbMvRTydpmVqM4ccM49pDZVj+poKKcj8qxA2b97M9OnTg+7GqBVisHcZHcUknBSXwhnJ8fSZZ56ht7f3scWLF+c/jbMAivOrJZFRKosYhzRXM6kqyit+kruz1/u2trk6Ss0EL2iJiIgUq2Q6TWd/il29CXb0JNn4t40ccNfdzOtoZ16O9lEcJ9YmOLEmgdmes7Ccc/Ql0/TEEtQddwRTq6NMa6jkgFqdCSAiIhImJVnIqqqqCroLksO8ebnSycKJmNFSG6Wpppz2ngTb/ILWjp4EZb1JmmvKqY5OrIJW9ZRZQXdBclBcwkcxERmZwuVgjp54ms7+JN39KbrjKR7rLePhRB3vuutuGjra8z7zongbtR1dZI7mlZ59CLv7kpRHjAOnNDO1uZqD6iupKC/+cTWDzr8kt+rq6qC7IFkUk3BSXCSXkixkDdyKVcJltHcCGS8RMw6oraC5OuoXtPrZ1ZtkWyxBNJKkqXriFLQilTXDN5KCU1zCRzGRsDKz6cCVwKlAC7AF+DnwVedc7lHOc2+nGbgceAcwDWgHVgGXO+dGfEuw8c7BUuk0Wx99mq23/IT0jr3vRPhGfxqKNdZTG+si+trZ/vacdxlhRTUtR82hqSbKwQ2VNFSVTooclvxL9las/19Zu3Yta9euHbZdY2MjH//4xwvQo7FTrDEpdYqL5FI6n9IZenp6gu6C5PDII4+EaoyGsohxYF0FLTVRdsT8glbfnoJWQ2U51dEIZZHSHRQ+9sLTGvcnhBSX8FFMJIzMbDawDjgQuAd4FlgAXAScambHO+fyn5q0Zzst/nZeA/wO+BEwF/gQ8K9m9mbn3MaR9Gm8crCeZJpn2+M8G4OZ//NTanbuHP5JWSKTm6k992yir52NNdTT09pKR1+KhqoyplZHmVpfyQF1USIldjOYsOVf4onFYkU57s/atWv55je/OWy71tbWoitkFWtMSp3iIrmUZCFLZDTKIsaU+gom10bZFouzvTvO7t4knf1JtsfSlEeMqvII1dEIVeVllGffn1tERCQY/41XxPq0c+76gYVmthy4BPga8LERbOfreEWs5c65z2Rs59PAtf7vOXUM+51TbyJFR2+SnT2Jwc/jzrWP0nzDTdTubMcg55hXQ4lMbmbS15eReO4fRF87m+jRh9ObSLOzJ0FZIs30hkom10VL5jJCkfG2bNkyli1bFnQ3RGSCUyFLxFcWMabVV3JAbQXtsQTd8SSx/hS9yTR9yTRd8RQ7YgkifmGrKhqhujyS99beIiIi48U/G2sJ0AbckLX6K8BHgPPM7DPOudgQ26kDzgNiwBVZq78DXAqcYmaHjuSsrP4U/PmF3cRTjngqTTzlSKTSxJPpvZb1JdJ09CbY2ZtgZ0+SXX1J+pPpfbb34e/cRO0Q410NxRrrqVh4HN1/X08i7Uh2x4l39FFZFqG5JlqSlxGKiIhMBCX5yV1eXpIvq+hNmTIl6C6MSLl/htYUKkg7R28iTXd/ilg8RSyRojeRoi+RpjeRYmdPAue855RFjHJ/Gvi5zAYeg4XwUoVofXPQXZAcFJfwUUwkhBb589865/aqADnnuszsj3iFruOA1UNs5zig2t9OV9Z20mZ2H15RbBEwbCGrvG0zHWd9evCxARX+NB5ik5p5+pOfYkYyxsHJGOXpNKmUI5Fy9B86k36gosz70qm+pZGa5mpqK8porCpncm3pXUaYS7HkXxNNNKq7YYaNYhJOiovkUpIVn8rKyqC7IDnMmTMn6C6MWsSM2ooyaiu8wd/dQGEr7he24in6k2lSzpFMOVLOkUpDPJWmJ+FIpr2BZFMuTQQjYoaZl9jn+9kyfh6QmWdb5r/D5N/Dpuf104j3JfdeVvo5ffg1TCPenxy+nRSOYhI6JZnAjM5r/fnzedavxytkvYahC1kj2Q7+dkLFNTdR9Z4zObKlgrSLEnOTKC8zopEIVeXGpOZJ1M2bTW1FGTXRMmorIlRHy0p67MtcijH/mgh0l/XwUUzCSXGRXEoyD+zt7Q26C5LD448/zpFHHhl0N14VM6OmooyajMJWMu1NiZQjkfYuodjnccpr4xw4IO0c+HPnII2/zkHa7fl9Dr+d94DBVc6R8Sjjp4zn5lqYpXLnP+lrPmSUe0HGW5XiEjqKSfhMMsNZzsPfRNHoz3fnWT+wfFKBtjPu7MBmav97GanONPQ6yqbsucNwpLqe6qmHEN/WRiLWCUCSLl4/pZZXXnmF9U9vGGw7b9486urqeOSRRwaXTZkyhTlz5vD4448Ti3lXYlZUVLBgwQI2bdrEiy++ONj2iCOOAOCJJ54YXNba2srMmTN5+OGHicfjANTW1nLkkUeyfv16XnnllcG28+fPp7u7m2eeeWZw2WGHHcbUqVP3uhtcU1MTr3/96/n73/9OR8eeG1CecMIJbN26lQ0bRvaa1q1bRzqdLqnXlBmngw46COcc8Xh8sJ8ANTXe3WYzb0BQUVFBZWUlsVhscJ+UlZVRU1NDX18fiURisG1tbS3pdHqv/1dUVVURjUbp6tpz8mJ5eTnV1dX09vaSTO75wqO+vp5EIkFfX9/gsurqaiKRyGDfwTvbpKqqip6eHlKpFODdpa22tpb+/n69Jr0mvSa9poK8Jucczjna29uHPJZXVVWF4k6S5kbyv90isnr16r+k0+mjjjnmmKC7IlnWrl07Ye+aM1Dwcg5Sbk9BK5V2g4WttPPaDRSyvDYuo3i1p2DlvW0de/7N/n0j6BPwwlOPMuMNeq+EjeISPopJ+HRs3kh/X99fT3n74gl5O0kzuxlYCix1zn03x/qvAZcBlznnrh5iO5fhDQr/Nefcf+RYvxS4GbjZOffRofq0evXqvyTWv3BUx0XD39FstCqmT6P1qkuZtHA+ETPKzDubuSxiRMwb57LMfyx7K/X8a8uWLRxwwAFFN7RIV1eX7sQWMopJOCkuhZFMJtm+fTvTpk0bst0zzzxDb2/vY4sXLz66QF3LqbiO+CJFysyIhvBuhy8AMybpdN2wUVzCRzEJn9gWIxVhIl/vOXCmVGOe9QPLdxVoOwCUzZ7OqVvXjaSpyJgYOFOhoaEh6K6IiBStnp6eorqMM/hzwsZBGAfVFu+0RgkXxSScFJfwUUwkhJ7z5/nGrhoYGCnf2FdjvR1AOVgYlfrxq66ujlgsRmdnJ8lkkmK52iQMl+bI3hSTcFJcxo9zjmQySWdnJ7FYjLq6uqC7NGIleUbWwLWhEi4LFiwIuguSRTEJJ8UlfBQTCaHf+/MlZhbJvHOhmdUDxwM9wEPDbOchoBc43szqM+9caGYRvAHjM3/fkJSDhU+pH7+i0SiTJ0+mu7ub7du3D44hUwwyxwmTcFBMwklxGT9lZWVUVVUxefLkorpDZEkWsjIHPJPw2LRpEzNnzgy6G5JBMQknxSV8FBMJG+fcP8zst3iFpk8C12es/ipQC9zknBscMdbM5vrPfTZjO91mdgfwEeAK4DMZ2/kUMAu4zzm3cST9Ug4WPhPh+BWNRmlqagq6G6MyEeJSbBSTcFJcJJeSPE8v824CEh6Zd8eRcFBMwklxCR/FRELqE8A24Doz+7mZXW1mvwMuwbsU8EtZ7Z/xp2yX+e0vNbPV/nZ+Dlzrb/+TI+2QcrDw0fErnBSX8FFMwklxkVxK7oystra2uWaG7loYLosWLaK7u3uvWyhLsBSTcFJcwkcxCafnn3+eVCo1N+h+BMk/K+sY4ErgVOBfgC14BaivOudGdC2Gc67dzN4MfAV4B/BWoB24DbjcObd5JNtRDhY+On6Fk+ISPopJOCku4ROW/KvkClkiIiIiE4Vz7kXgQyNsm3ckdufcTuAifxIREREJrZK8tFB3Ngin6urqoLsgWRSTcFJcwkcxERkZ5WDho+NXOCku4aOYhJPiIrko2xARERERERERkaJQkoWsdDo9fCMpuN7e3qC7IFkUk3BSXMJHMREZGeVg4aPjVzgpLuGjmIST4iK5lGQhS0RERERERERESo8554Luw5i65557ktFotGzSpElBd0UyPP/886TTaebODfwGB+JTTMJJcQkfxSScdu/eTTweT5111lm6cU1IKAcLHx2/wklxCR/FJJwUl/AJS/5VcoWs1atX/xNoANoC7oqIiIiMn1lA5+LFiw8JuiPiUQ4mIiJS8mYRgvyr5ApZIiIiIiIiIiJSmjRGloiIiIiIiIiIFAUVskREREREREREpCiokCUiIiIiIiIiIkVBhSwRERERERERESkKKmSJiIiIiIiIiEhRUCFLRERERERERESKQskUssxsupndamYvm1m/mbWZ2TVm1hR030qVmbWY2QVmdreZbTCzXjPbbWZrzez/mFnOvy8ze4uZ3WtmO/3n/NXMLjazskK/honCzM41M+dPF+Rpc7qZrfFj2G1mfzaz8wvd11JnZov998xW/1j1spndZ2b/kqOt3isFYGb/ama/NbPN/n7eaGY/NbM352mvuLxKZvZuM7vezP5gZp3+sen7wzxn1Ptdx7XCUA5WeMrBiodysPBQDhYuyr+CUSo5mDnnxmpbgTGz2cA64EDgHuBZYAGwCHgOON451x5cD0uTmX0M+H/AFuD3wAvAFOBsoBG4CzjHZfyRmdlZ/vI+4MfATuAM4LXAz5xz5xTyNUwEZtYK/A0oA+qApc6572a1+RRwPdCOF5c48G5gOvBt59xnC9rpEmVm3wQ+B2wGfgPsAA4Ajgbud859PqOt3isFYGb/CXwe72//53gxOQw4EygH/t059/2M9orLGDCzJ4A3Ad1474e5wA+cc+fmaT/q/a7jWmEoBwuGcrDioBwsPJSDhYvyr+CUTA7mnCv6CbgPcMCFWcuX+8tvDLqPpTgBJ/t/xJGs5VPxEioHvCtjeQOwDegHjslYXoWXBDvg34J+XaU0AQbcD/wD+Ja/jy/IajPLPzC1A7MyljcBG/znvDno11LsE7DU35crgIoc66MZP+u9UpiYTAVSwFbgwKx1i/z9vFFxGZd9vwiY4x+jTvL33ffztB31ftdxraCxVA4WzH5XDhbySTlYeCblYOGalH8Fvv9LIgcr+ksL/W8ClwBtwA1Zq78CxIDzzKy2wF0rec653znnfumcS2ct3wrc6D88KWPVu/G++fiRc+7RjPZ9wH/4Dz8+fj2ekD6Nl+x+CO+9kMuHgUrgO865toGFzrkO4Ov+w4+NYx9LnplVAl/D+8/FR5xz8ew2zrlExkO9VwpjJt4l9n92zm3LXOGc+z3QhReHAYrLGHHO/d45t975mc0w9me/67hWAMrBgqMcrCgoBwsB5WChpPwrQKWSgxV9IQuvogjw2xwf5l3AH4Ea4LhCd2yCG/hASGYsO9mfr8rR/kGgB3iL/4Ejr5KZzQO+AVzrnHtwiKZDxeU3WW1k/7wd70NgJZD2xwT4gpldlGccAL1XCmM93qnOC8xscuYKM1sI1ON9mz5AcQnG/ux3HdcKQzlYOCkHC5hysFBRDhY+yr+KR2hzsFIoZL3Wnz+fZ/16f/6aAvRFADMrB/7df5j5B5w3Vs65JPBPvGuiDx3XDk4AfgzuwPv26bJhmg8Vly143yJON7OaMe3kxDLfn/cBjwO/wktwrwHWmdkDZpb5zZPeKwXgnNsJfAFvXJmnzexmM7vazH4C/Bb4X+CjGU9RXIKxP/tdx7XCUA4WMsrBgqccLHSUg4WM8q+iEtocrBQKWY3+fHee9QPLJxWgL+L5BvAG4F7n3H0ZyxWrwrkcOBL4oHOud5i2I41LY571MrwD/fnn8K4Lfyvet02H431gLwR+mtFe75UCcc5dgzc4cjneGBrLgHOAF4EVWae8Ky7B2J/9ruNaYeg9ET7KwYKnHCxclIOFkPKvohHaHKwUClkSImb2aeAzeHctOi/g7kxIZnYs3jeA33bO/Sno/giw51ibBM50zq11znU75/4GvBPvjiEn5rvdsIwfM/s88DO8AWBnA7V4dzDaCPzAv8uRiEjoKQcLnnKwUFIOFkLKv+TVKoVC1nAVvYHluwrQlwnNv83mtcDTwCL/tNFMitU4809nvx3vVM4vj/BpI41Lvqq6DG/gb/rxzEEPAZxzPXh3/QLvlvWg90pBmNlJwH8Cv3DOXeqc2+ic63HOPYaX3L4EfMbMBk6XVlyCsT/7Xce1wtB7IiSUgwVPOVhoKQcLGeVfRSW0OVgpFLKe8+f5xl+Y48/zjd8gY8DMLgauB57CS6C25miWN1b+h/8heN+WbByvfk4AdXj7dx7QZ2ZuYMK7gxTA//jLrvEfDxWXaXjfkGz2P+xl/wzs43wfsB3+vDqrvd4r4+t0f/777BX+3/vDeJ+TR/qLFZdg7M9+13GtMJSDhYBysNBQDhZOysHCR/lX8QhtDlYKhayBN8ASM9vr9ZhZPXA83mj6DxW6YxOFmX0B+C/gCbwEaluepr/z56fmWLcQ785G65xz/WPfywmjH7glz/S432at/3jglPeh4nJaVhvZP6vxxmV4XfZxyvcGf/5Pf673SmEM3GHlgDzrB5YP3KpbcQnG/ux3HdcKQzlYwJSDhYpysHBSDhY+yr+KR3hzMOdc0U94p4Q64MKs5cv95TcG3cdSnfBOnXbAo0DzMG0bgO14H/THZCyvAtb52/m3oF9TqU7AFf4+viBr+SF4d3JpB2ZlLG8CNvjPeXPQ/S/2CbjH35eXZC1fAqTxvhFs9JfpvVKYmLzH35dbgYOz1p3mx6UXaFFcxjUOJ/n77vt51o96v+u4VtD4KQcLbt8rByuSSTlY4PtfOViIJuVf4ZmKOQczf6NFzcxm4+3IA/EOVM8AxwKL8E5nf4tzrj24HpYmMzsfb4C+FN4p7bmuc21zzq3IeM478Ab26wN+BOwEzsS7TefPgPe4UvijDCEzuwLv1PalzrnvZq27ELgO74DzY7xvQN4NTMcbsPSzhe1t6TGz6XjHqVa8bwcfxzvQv4M9HwJ3ZbTXe2Wc+d/M3ge8DegC7sZLqubhnfZuwMXOuWsznqO4jAF/P77DfzgVOAXvtPQ/+Mt2ZB539me/67hWGMrBgqEcrLgoB+I8KW8AAAeuSURBVAuWcrBwUf4VrJLJwYKuAo5hNbEVuA3Y4u+oTcA1QFPQfSvViT3fLg01rcnxvOOBe/G+/egF/gZcApQF/ZpKeSLPt4EZ688AHsD7QIkBjwDnB93vUprwTpW+3j8+xYEdeB/eC/K013tl/GMSBS7Gu/SpE+86/23Ar4Alisu47ffhPj/axmK/67hWsHgqByv8PlcOVkSTcrDgJ+Vg4ZqUfwW670siByuJM7JERERERERERKT0lcJg7yIiIiIiIiIiMgGokCUiIiIiIiIiIkVBhSwRERERERERESkKKmSJiIiIiIiIiEhRUCFLRERERERERESKggpZIiIiIiIiIiJSFFTIEhERERERERGRoqBCloiIiIiIiIiIFAUVskREREREREREpCiokCUiIiIiIiIiIkVBhSwRERERERERESkKKmSJyKiY2Ulm5sysLei+jJSZrfD7fEWOdc6fZhW8YyIiIiIjpBxMRMRTHnQHRCRczOyDwCzg5865J4LtjYiIiMjEoBxMRGRkVMgSkWwfBE4E2oBcSVQP8BzwUuG6NK6e8+eJQHshIiIiE90HUQ4mIjIsFbJEZFSccw8Dc4Pux1hxzpXMaxEREZHSpRxMRMSjMbJERERERERERKQoqJAlIoA3LoOZObxT2gFuyxiEc3Bg0aEGGjWzNf66D5pZg5l908z+YWa9ZrbRzK40s6qM9ovN7D4z22FmMTN70MzeOkw/68zsMjN7xMx2m1mfma03s+vMrHU/XnfOgUbN7Ap/+Qr/8flm9mcz6zKzTjP7vZm9fZhtV5jZp8zsD2a208z6zWyTmd1qZvNG21cREREpPcrBbFbWcuVgIjIkFbJEZEAv8Ap7xino9B8PTNtHsa0m4GHgc8AUoAw4BPgy8BMAM/sE8L/A24AoUAO8FbjfzI7PtVE/8XgK+BpwjP+cJHAYcCHwZL7nvhpm9l1gBXA0kAbqgZOAVWb2rjzPmYa3D64HTgAagX5gBvAh4DEzO3us+yoiIiJFRzlYHsrBRCQXFbJEBADn3I+dc1OBdf6ii5xzUzOm+aPY3Ff8+Vudc3VAHbAUL+E5w8y+DFwDfANocc414t2l509ABfBf2Rs0s0bgXmAm8FPgTUCVv/3ZwA/xkre7zGzSKPo6nLOADwAfBxr8vh4KPIh3DL3ezPYab9DMosA9fh9XA2/x+9oAHOS/9irgDjObPYZ9FRERkSKjHCwv5WAikpMKWSIyHmqB051zawGcc3Hn3HeB2/31VwLfd85d5pzb5bfZBLwPcMB8M5uRtc3P4SVadzrn3uOc+6tzLuU/d6Nz7gPAKrxvHy8Yw9cyCbjAOXejc67H/33/9PsaB6bhJUmZzgfmA38ATnPO/ck5l/Cfu8U5dwlwE963mZeMYV9FRERkYlMOphxMpOSpkCUi4+GnzrkNOZbfn/Hz1dkr/URq4HlvyFp9vj//9hC/94f+fMhxE0bphYztDnLOvYx32jrk7+u1A8lTDj/w52PZVxEREZnYlIN5lIOJlLDy4ZuIiIza3/Is3+bP+9iTLGV7BZiDd4o6AP4AotP9h/f6A6LmUuHPRz3g6BAedc7l+30v+fPMvpYDC/yHN5nZDXmeW+bPx7KvIiIiMrEpB/MoBxMpYSpkich42JJnecqfvzJEYjLQJpqxbFrGzweO4PfXjKDNSHUNsa7Pn2f2tZk9yVzLCLZfvT+dEhEREclBOZhHOZhICVMhS0SKQeZl0E0DYzqEVGZfj3TOPRFYT0REREReHeVgIhI6GiNLRIrBKxk/Zw9AGjbt7PlGM+x9FRERERmKcjARCR0VskQkW9qfW6C9yODfoWYgkTotyL4Mxx9Y9FH/Yaj7KiIiIqGiHOxVUA4mMnGokCUi2Tr9+aRAe7GvFf78s2Z2cL5G5gm67yv8+QfN7E1DNTSzpqHWi4iIyIShHOzVW+HPlYOJlDAVskQk29/9+dlm1hhoT/b2DWAjMBlYZ2bvMbPBQTrNbIaZfQR4DHhHQH0ccAvwEFAF/M7MlppZw8BKM5tqZh8wsweAi4LqpIiIiISKcrBXTzmYyASgQpaIZLsDiAMnADvM7CUzazOztUF2yh9c9BTgGbxxD34MdJnZDjPrATYBNwFHAPnuxlMQ/qntZwF/xLuDzs1Ah5m1m1k33h2Fvg8sJOC+ioiISGgoB3uVlIOJTAy6a6GI7MU596yZvR34IjAfmEpIit7OuQ1mdiTwYeAc4I14p9/3An/F+wbuHuC+wDrpc85tM7MTgfcCHwCOxkuo4sCzwMPAr4BfBNZJERERCQ3lYGNDOZhI6TPnVIgWEREREREREZHwC0WFX0REREREREREZDgqZImIiIiIiIiISFFQIUtERERERERERIqCClkiIiIiIiIiIlIUVMgSEREREREREZGioEKWiIiIiIiIiIgUBRWyRERERERERESkKKiQJSIiIiIiIiIiRUGFLBERERERERERKQoqZImIiIiIiIiISFFQIUtERERERERERIqCClkiIiIiIiIiIlIUVMgSEREREREREZGioEKWiIiIiIiIiIgUBRWyRERERERERESkKKiQJSIiIiIiIiIiRUGFLBERERERERERKQoqZImIiIiIiIiISFH4/wkTdElJaG7DAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "image/png": { "height": 369, "width": 601 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(10, 6))\n", "\n", "t = np.linspace(0, 40)\n", "uaf = UpperAsymptoteFitter().fit(T, E, timeline=t)\n", "\n", "uaf.plot_survival_function(ax=ax[0][0])\n", "kmf.plot(ax=ax[0][0])\n", "\n", "uaf.plot_cumulative_hazard(ax=ax[0][1])\n", "naf.plot(ax=ax[0][1])\n", "\n", "t = np.linspace(0, 100)\n", "uaf = UpperAsymptoteFitter().fit(T, E, timeline=t)\n", "uaf.plot_survival_function(ax=ax[1][0])\n", "kmf.survival_function_.plot(ax=ax[1][0])\n", "\n", "uaf.plot_cumulative_hazard(ax=ax[1][1])\n", "naf.plot(ax=ax[1][1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I wasn't expect this good of a fit. But there it is. This was some artificial data, but let's try this technique on some real life data. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "number of subjects = 42\n", " number of events = 30\n", " log-likelihood = -118.60\n", " hypothesis = c_ != 1, mu_ != 0, sigma_ != 1\n", "\n", "---\n", " coef se(coef) lower 0.95 upper 0.95 p -log2(p)\n", "c_ 1.63 0.36 0.94 2.33 0.07 3.75\n", "mu_ 13.44 1.73 10.06 16.82 <0.005 47.07\n", "sigma_ 7.03 1.07 4.94 9.12 <0.005 25.91\n", "---\n", "Estimated lower bound: 0.20 (0.10, 0.39)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 260, "width": 486 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from lifelines.datasets import load_leukemia, load_kidney_transplant\n", "\n", "T, E = load_leukemia()['t'], load_leukemia()['status']\n", "uaf.fit(T, E)\n", "ax = uaf.plot_survival_function(figsize=(8,4))\n", "uaf.print_summary()\n", "\n", "kmf.fit(T, E).plot(ax=ax, ci_show=False)\n", "print(\"---\")\n", "print(\"Estimated lower bound: {:.2f} ({:.2f}, {:.2f})\".format(\n", " np.exp(-uaf.summary.loc['c_', 'coef']),\n", " np.exp(-uaf.summary.loc['c_', 'upper 0.95']),\n", " np.exp(-uaf.summary.loc['c_', 'lower 0.95']),\n", " )\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So we might expect that about 20% will not have the even in this population (but make note of the large CI bounds too!)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "number of subjects = 863\n", " number of events = 140\n", " log-likelihood = -1458.88\n", " hypothesis = c_ != 1, mu_ != 0, sigma_ != 1\n", "\n", "---\n", " coef se(coef) lower 0.95 upper 0.95 p -log2(p)\n", "c_ 0.29 0.03 0.24 0.35 <0.005 433.78\n", "mu_ 1139.66 101.52 940.68 1338.63 <0.005 94.73\n", "sigma_ 872.26 66.24 742.44 1002.08 <0.005 128.86\n", "---\n", "Estimated lower bound: 0.75 (0.70, 0.79)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 260, "width": 486 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Another, less obvious, dataset. \n", "\n", "T, E = load_kidney_transplant()['time'], load_kidney_transplant()['death']\n", "uaf.fit(T, E)\n", "ax = uaf.plot_survival_function(figsize=(8,4))\n", "uaf.print_summary()\n", "\n", "kmf.fit(T, E).plot(ax=ax)\n", "print(\"---\")\n", "print(\"Estimated lower bound: {:.2f} ({:.2f}, {:.2f})\".format(\n", " np.exp(-uaf.summary.loc['c_', 'coef']),\n", " np.exp(-uaf.summary.loc['c_', 'upper 0.95']),\n", " np.exp(-uaf.summary.loc['c_', 'lower 0.95']),\n", " )\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Using alternative functional forms\n", "\n", "An even simplier model might look like $c \\left(1 - \\frac{1}{\\lambda t + 1}\\right)$, however this model cannot handle any \"inflection points\" like our artificial dataset has above. However, it works well for this Lung dataset. \n", "\n", "With all cure models, one important feature is the ability to extrapolate to unforseen times. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from autograd.scipy.stats import norm\n", "from lifelines.fitters import ParametericUnivariateFitter\n", "\n", "class SimpleUpperAsymptoteFitter(ParametericUnivariateFitter):\n", "\n", " _fitted_parameter_names = [\"c_\", \"lambda_\"]\n", "\n", " _bounds = ((0, None), (0, None))\n", "\n", " def _cumulative_hazard(self, params, times):\n", " c, lambda_ = params\n", " return c * (1 - 1 /(lambda_ * times + 1))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "number of subjects = 863\n", " number of events = 140\n", " log-likelihood = -1392.1610\n", " hypothesis = c_ != 1, lambda_ != 1\n", "\n", "---\n", " coef se(coef) lower 0.95 upper 0.95 p -log2(p)\n", "c_ 0.4252 0.0717 0.2847 0.5658 <5e-05 49.6941\n", "lambda_ 0.0006 0.0002 0.0003 0.0009 <5e-05 inf\n", "---\n", "Estimated lower bound: 0.65 (0.57, 0.75)\n" ] }, { "data": { "image/png": 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r166LTqJz4cIFZs2ahdlsZvPmzVx99dXBfQcPHmT06NE88MADfPLJJ7Vua1UOHDjAT37yExYtWhSs24MPPsiNN97I008/HUw8LrWdL7zwAlu2bGHWrFk888wzwfWKPR4PDz74IMuXL2fSpEnBxCZgx44dPPTQQzzxxBMR63369Gk+/vhjOnfuzMCBAwFfwrdv3z6WLl3K73//+5DjlyxZgsFg4NNPP6V58+Yh+woLC4N/T548mccff5zly5czd+7ckPHRWVlZHD58mKlTp5KWlhZSRnWxlJmZeVli6Ze//CXFxcXBpDnS+/7DDz/MmTNn+P3vf88jjzwS3H733XczYcIEfvWrX/HVV1+RmJgY/DIgkDRHGtN8qa9pdWob/59++inHjh3jvvvu45lnngkpy+l0Bie2Gj9+PCkpKcGkOdKY5oupq/eJJk2a8NVXX9G6deuQ8ktKShgzZgzz5s3jlltuwWw2k5mZydy5c1m50jelVKQ6x+L9IhpXvHu2oih6RVGu9q/LHKSq6hHgI6A9MLvSaU8BFmCZqqrWCtv/C2QDQxVFmVThOTTAn/0PF9R2/WjzhSI+/L6w+gOFEEIIIWqhV69eLFiwgBYtWvD2229z55130rt3bzp16sTMmTPZuDFsFc2LeuaZZ0J6ZQwaNIh27dpx4cIFnnzyyeAHYYD27dszcOBAsrOzg7PgVtSxY8fgHcuAcePGMXjwYI4ePcrnn39+0bq89dZbFBcXM3fu3JAPwADdu3dn5syZ7N+/n2+//bZWbbwYrVbLvHnzQpL5du3ace+99+Jyufj3v/8ddk5N2+n1elm4cCHp6ek8/fTTweQq8Lx/+tOfUBSFd955J+w5WrRowZw5c6qs9/Lly/F4PEyfPj24berUqRgMBlasWBHx9dHpdOj1+rDtFRNgk8nEjBkzyM/PZ/369SHHLV68GICf//znEet0sViaO3fuFY2lgFOnTrF161batGkT1mtg4MCB3HzzzRQVFbFu3boalRfNa1qdS43/wIo9FRkMhjqdeK0u3ieMRmNYwgy+8dQ/+9nPuHDhQq2GcsTi/SIadXIrVVGUycBk/8OW/t+DFEVZ7P/7nKqqv/X/3RpfopuDL0Gu6FfAduBviqKM9B83EN8azt/ju6scpKqqR1GUu/DdcV6lKMoq4AQwEuiHb23nF2vbnpvWrODTLplM7tEcvbY+DfsWQgghREM3ZcoUJkyYwGeffcaOHTv4+uuv2bFjBx988AEffPAB06ZN47XXXkNRlIuWk5KSQocOHcK2t2zZkpycnODyZBVlZGTgdrvJz8+nVatWIfuuu+66iHeSBw8ezLZt29i/f39I19DKAkuOffPNNzz33HNh+wNd0r///vuwD8mXqk2bNrRr1y5s+5AhQ5g/fz5ff/112L6atvPw4cMUFRXRqVMnnn/++YjPbzab+f778FGAPXr0qHKIidfr5c0330Sj0XDbbbcFtzdt2pTRo0fz/vvv89FHHzF27NjgvqlTp/LEE08waNAgpkyZwuDBgxk4cCDNmjULK//uu+/mtddeY/HixcGxsIWFhXzwwQd07dqV66+/Puyc6mKpYpfagMsZSwGB12/QoEERvzC44YYbePvtt9m/fz/Tpk2rtrxoXtPq1Db+r7/+ejIyMnjppZf46quvGDVqFAMHDuSaa64JSeajVZfvE9nZ2bz66qts376d/Pz8sPW7z5w5U+N6xeL9Ihp11f+4D3BnpW0d/T/gS5B/SzVUVT2iKEo/4A/4ulyPA84ALwNPqapaFOGcnYqi9Md3N/omIMn/fH8AnlNV1VHbxrQ5fph3iso5XGinWwtL9ScIUY907tw51lUQImoSxyJemEymiNv1ej0jRoxgxIgRgK9r6HvvvcdvfvMb3nrrLcaPH8/48eMvWnZVs+UGuuRG2h/YV3G91oAWLVpELC89PR3wdcO8mPPnzwMXn8wKCFkDNpBYXWzypcC+SElY5a7KAYG2RKpzTdsZaM+RI0eCk1VFUrE9lcuKZPPmzeTm5jJixIiwZHPGjBm8//77LFmyJCRpnj17NmlpaSxatIjXX3+dBQsWoCgKgwcP5qmnnuLaa38YNtC+fXtGjBjBli1bOHbsGB06dGDlypU4HI4q7zJXF0uRrtnljKWAwHFVXc/A9uLimk3iG81rWtOyaxr/ycnJfPTRRzz33HNs3LiRLVu2AL6eA3fffTe//e1vI35RUFt19T7xxRdfMHnyZNxuN0OHDmXMmDEkJSWh0Wj45ptvWL9+fbBLeU1cyvtFLNVJ0qyq6jxgXg2PPQ5U+dWpqqq5wF21fP6DwC21Oac6zU/lsvVACp3SOmCQu82iAWnZsmX1BwlRz0kcNx61HSPc0NT0Q69Wq2XKlCkcPHiQF154gc8++6zapLmunT17NuL2/Px8oOoP3wGB/Z999hk9evSo0XMGzgl8gI4kMGa3YhfSgIKCgojnBNoSqc41bWfg94QJE6r9YF/ZxXoJBMrasmVL2CzRAZs3bw5bd3batGlMmzaN4uJidu3axbp161i+fDlTp05l586dIXed7777bjZv3szSpUt58sknWbp0KSaTqUZ3YyOpbfIWbSwFBI6r6/Iu5TWtadm1if/WrVvzyiuvoKoq3377LZ999hmLFi3iL3/5C16vN2xseyy98MIL2O32iOtpv/jii2HDAapzKdcrliQbrELm0e/48nQpBWXOWFdFiFqpvKSFEA2RxLGIF6WlpbU6PjCOsZbTsdSJnTt3Rrzju23bNsA3Hvti+vXrB1Dj8apA8MNyoKtmZW63O7isUMWZkANOnjwZcXmlwHtIpG7FNW1n165dSUlJ4csvv8TlctWkOdXKz8/nww8/JCkpidtvvz3iz8CBA4NrOEeSkpLCqFGjePnll5k+fTpFRUVs37495JjRo0fTpk0bVqxYwZYtWzh8+DCTJ0+mSZMml1Tv2sZxbWKp4kRclQVevx07dkS8ox14nSvOsHyx8i7HaxpwKfEfoCgK3bp1495772X16tUAIUnoxdp0pRw7doymTZtGnKwt8LpWptVqq6xzNNcrFiRprkJScREn7SrfFdhwuqNbr00IIYQQAmD16tVs3bo1YkKRn58fvPtVk+Wd6tqRI0dC1vwFgssBdezYsdo6/exnPyMlJYX58+eze/fusP1erzfsC7Fbb70VrVbLsmXLOHjwYNg5zz//POfOnWPIkCERZxj3eDzMmzcv5Hrm5OTw+uuvo9PpuPXWWy+5nTqdjlmzZpGXl8fcuXOx2+1hZeXl5dVqoqLly5fjdru55ZZb+Nvf/hbxJzCe/c033wy267PPPov4Rcq5c+eA8MmkNBoNd955JwUFBfz6178Gqp4A7HKoTSwF7rafPHkyrJzWrVszfPhwTpw4wf/93/+F7Pvyyy9ZtWoVTZo0CemVcbHyLsdrGlDb+M/Ozo54Bz3Qe6LiaxpYqu7UqVO1rlddadu2LUVFRRw4cCBk+7Jly4JdyytLTU2lsLAw4nW+lPeLWJI1lfyUJokhj6/d8V+2TriVz3OK6dIsgbZNIo9JEkIIIYSoqS+//JJ//OMfpKenM3DgwOAkVjk5OXz88cfY7XbGjRvHT37ykytet5EjR/LEE0+wadMmevbsGVxb12Qy8corr1x0uSnwfUBevHgxM2fO5KabbmLo0KFcffXVKIrCqVOn+PLLLzl//nzIZEEdO3bk2WefZe7cuYwcOZLRo0fTuXNnysvL2b59O/v27SMjI4OXX3454nP26NGD3bt3c+ONN3LjjTcG12kuLi5m3rx5ESdAqk07H330UQ4cOMC//vUvNm7cyNChQ8nIyKCgoICjR4+yc+dOHn/88RpNVKSqKsuWLQNg5syZVR7XsWNHBg8eTFZWFps2beKmm25i5syZWCwW+vXrR2ZmJqqqsmPHDvbs2UOfPn0YPnx4WDkzZ87kL3/5C2fOnKF79+4MGDCg2jrWldpc4yFDhqDRaPjjH/9IdnZ28G74b3/rmw7pr3/9K2PHjuXJJ59k69atXHvttcF1mjUaDa+++mrITNP9+/cnISGBBQsWUFRUFBxffe+995KcnFynr2lFtY3/Tz75hCeffJL+/fvTqVMnmjdvzunTp1m/fj0ajSb4ZQdAly5dyMjI4N1330Wn09G2bVsUReG22267pOXqLsV9993Hli1bGDt2LJMnTyY5OZl9+/axY8cOJk2axHvvvRd2ztChQ9mzZw+33HILgwYNwmg00rNnT8aMGXNJ7xexJEmzn+IK7zrQ9uj37DN1Y2xZGi0SDRh1cmNe1H+BbyOFaMgkjkW8qLhOLvgmdOrUqRP//e9/OXjwIFu2bMHhcJCamsrgwYOZOnUqU6dOrXbm7MvhRz/6EY8++ijPPvssCxcuBHyzEz/++OP07du3RmUMGzaMrKwsXn31VbZs2cKOHTvQ6/VkZGRwww03MHHixLBzfvGLX9CzZ09ef/11du7cyYYNGzAYDLRr144HH3wwOAlWJE2aNOHtt99m3rx5rFixgtLSUq666iruv/9+pk6dGnU79Xo9b775Jm+//TYrV67kww8/xGq10qxZMzIzM3nssceqfJ7KPvnkE3JycujVq1dId+JI7rjjDrKysliyZAk33XQTTz75JFu2bGH//v1s2rQJo9FI27ZtmTdvHnfddVfEMcctWrRg1KhRfPDBB1HfZa4cx9WpzTW+6qqr+Pvf/86rr77KP//5z+CMzIGkuX379mzevJkXXniBjz/+mG3btpGUlMTIkSN5+OGHw8pr0qQJixcvZv78+axcuTI4kdStt95KcnJynb6mldUm/keMGMHJkyf5/PPP2bBhA6WlpaSnpzN8+PDgWskBgd4Yf/jDH1i7di1lZWWoqsp11113xZLmH//4x6xcuZLnn3+eNWvWoNFo6Nu3L++99x7Hjx+PmDQ/8sgjFBcXs3HjRnbu3BlcZm3MmDHApb1fxIoSizEz9c3mzZt3a63lfc/cEjrBd2Hzlix54Alm9m3JsA5NyWwqd5uFEEKIS1F5UiNRf2RlZTFp0iTmzJnD3LlzY12dGgt80fD+++/X6PiG2s5L5fV6+dGPfkRBQQEHDx6s8WRZ0Whs11jUHzX5PyY7Oxu73b5n5MiRP6pt+XLr1M9jDl9LL60gD4Ddp0o4Z3Nij3A3Woj6pvJYEyEaIoljES8ijeUT4kpYu3YtOTk53HbbbVEnzBLHorGT7tl+XlRaThlF3n8+Dtt3pNBOQZmLpmYnHVLNEc4Wov4oKgpbzlyIBkfiWMSLSDP+CnE5vfTSSxQVFbFkyRIsFgsPPfRQ1GVKHIvGTpLmCpr/+PrwpNnrxeHWsD+vjDSLnhaJBiwGbWwqKIQQQgghxEX84Q9/QK/Xc9VVV/HUU0/JsIhLVFxcHDZjd1VmzJhBZmbmZa6RiCVJmiswtWwetk3r8eDRaDhaaKdPRiJ5pQ46pSXEoHZCCCGEEHVvyJAhnD9/PtbVqLXa1rmhtrO2YtnGeLrGxcXFzJ8/v0bHDhkyRJLmOCdJs5/FYkFxO9AYDXgdzuB2rceNR6/nWJGdAquTpmY9pYlukoxy6UT9FGnReSEaGoljES8qLoUjREPVGOM4MzMzbr4AENGTicD83G435tbpIQkz+JadAvCqkHvBwXm7kzOlzkhFCFEv5OXlxboKQkRN4ljEC5fLFesqCBE1iWPR2EnS7OdwONCnpoRt75e1Kfj3gbNWbE4PF+wuLtjlzUPUT4cPH451FYSImsSxiBeBNWeFaMgkjkVjJ0lzBVpz+DrMrU8cDf6dV+rE4VYptLrIK3Uia1wLIYQQQgghRHyTpLmSVreODdumeL3Bv7/Jt+L2qlywuzhvl+n3hRBCCCGEECKeSdLsZzKZUDQaUgf/KGxfyvmC4N/7zpSSqNdQaHOTX+rE45W7zaJ+6datW6yrIETUJI5FvDCbzbGughBRkzgWjZ0kzX4aje9SWDq3C9uX6P5h4i+HW+XweTugUmR3UmiTsc2ifklMTIx1FYSImsSxiBeBzxdCNGQSx6Kxk38BfjabDQBLu1aY27UK2XeVozjk8a7cUlIT9P67zQ7ccrdZ1CNffPFFrKsgRNQkjkW8sFqtsa6CEFGTOBaNnSTNlejTmqcid8EAACAASURBVKAxGkK29TzyTcjjnAvllJS70WsULth93bSFEEIIIYQQQsQfSZorURQF6/fHQ7YZvjlIW48tZNvO3BLSEvSct7sosDpxur0IIYQQQgghhIgvkjT76XS64N/GjBYh+/QpyfQuPx+ybc+pUjQKmPVaiuwuzpQ6rkg9hahOenp6rKsgRNQkjkW80Ov1sa5Cg9G7d2969+4d62qICCSORWMnSbOf0WgM/p0+dmjIvvJDx+hZfh6j6glus7m8fJNvJdWso7jcwzmrC5vTgxCx1qVLl1hXQYioSRyLeGEymUIep6amkpqaGvHYo0eP0rdvX1JTU/njH/8Y3N67d+/geZ9++mmVzzV79uzgcc8991zdNKAOTZw4scq211crVqwgNTWVFStWxLoqMVU5joVobCRp9rPb7cG/E6/uGLbf7HHRzRs6CcLO3BL0Wg1JBi3nbXK3WdQPe/fujXUVhIiaxLGIF4GJRquzb98+xo4dy4kTJ/jzn//ME088EXaMTqdj2bJlEc8vKSlh7dq1IT3nGpo1a9awZs2aWFdDRFDTOBYiXknS7Of1/jAm2dSqRdh+vdPBtZrQpPlIoZ2CMidNzTpsLg+FNhfF5e7LXlchLkZmuBTxQOJYxAuPp/peaFu3bmXSpEkUFxfzxhtvMGvWrIjHjR49mnXr1nH+/PmwfatWrcJmszFmzJio6xwrHTp0oEOHDrGuhoigJnEsRDyTpDmCpKvC37BNRj2tLpwjQxOaFH9+ohitRqGJSU+h1cWZEgeqKktQCSGEEKJ6q1evZvr06SiKwjvvvMPkyZOrPPaOO+7A4XDw73//O2zf0qVLad26NSNGjIi6Tm63m0WLFjFq1CgyMzNp3bo1w4YNY+HChSE3GQI2bNjA5MmT6datGy1btqR79+5MmDCBRYsWAXDixAlSU1PZtm0b8EMX9dTUVCZOnBgsJ9KY5ordo7du3cq4ceNo27YtXbp0Yfbs2RQX+5YF3b9/P9OmTaNDhw60bduWGTNmcOLEibC67tu3j7lz53LDDTfQsWNHMjIy6NevH48//jgXLlwIOXbixIncf//9ANx///0h9a5Ydm2vlxCi4Wm4fXjqmKIowb81RgNJPbtQ+s2h4LZzqzZgmD6ZHoqNMyQHt39xspQxXdNINmkpcbg5b3NRaHPRzBK6bJUQV4rBILEnGj6JYxEvNJqq708sWLCA3//+97Ro0YK3336ba6655qJlDR8+nMzMTJYtW8Yvf/nL4PZ9+/axf/9+5syZc9HnqwmXy8X06dPZsmULXbp0YerUqRiNRrKysvjd737H7t27WbBgQfD4xYsX8/DDD5Oens7o0aNJS0ujoKCAgwcPsmLFCu655x5SUlKYM2cOK1euJDc3lzlz5gTPz8zMrFG9Nm7cyIcffsjo0aP5+c9/zq5du4LlPfHEE0yZMoXrrruO22+/nYMHD7Jx40aOHz9OVlZWyDVZunQpH3zwAddffz3Dhg3D6/Xy1Vdf8fe//51Nmzbx8ccfk5SUBMD06dNJSUlh/fr1jBs3jp49ewbLSUlJuaTr1VBFG1dCNHSSNPslJCQE/9YlJaI1h054UH4qnyS89NC52Kaq2L2+JLvc7WXv6VIGZqYEl6DKK3XQ1KxHq1EQ4kobMGBArKsgRNQkjhuPjS2vj3UVamVM3vZaHW+xWCJuf+qpp3j55Zfp1KkTq1atol27dtWWpSgKt99+O8888wy7du0K/jtZunQpGo2G22+/nS1bttSqfpW98MILbNmyhVmzZvHMM8+g1WoBX/fcBx98kOXLlzNp0iTGjRsHwJIlSzAYDHz66ac0b948pKzCwkLAl2DOnTuXbdu2kZuby9y5c2tdrw0bNrBmzRoGDx4M+IbV3Xzzzfz3v//ltttu48UXX+SWW24JHv/rX/+a5cuXs3HjxmBdAR566CH+8pe/BNsVsGzZMh544AH++c9/8sADDwAwY8YMgGDSHHgczfVqqKqKYyEaC/nayM/pdAb/1pqNJHZtH3aMtqQUS+E5eqihY+225RSjqioWgxaNolBkc5Nf5gw7X4grIScnJ9ZVECJqEsciXjgckScJffnll9Hr9bzzzjs1SpgDZsyYgVarZenSpYBv/P+qVasYMWIEbdq0iaquXq+XhQsXkp6eztNPPx2SWGq1Wv70pz8Fu5FXpNPpIi5JlJaWFlV9Krr55puDCTP47nzedtttAHTr1i0kYQaYNm0aAF9//XXI9rZt24YlzAC33347SUlJtfrS4VKvV0NUVRwL0VjInWY/l8sV8jjj5jGcXP5+yLb8f76D5YFf0N15gd16Cyq+O8lnSp0cLyqnQ6qZtAQ9eaUOEkudpCXoMerkewlxZeXm5tbqA5gQ9ZHEsYgXTqczZFnLgBEjRgTvUK5atSrY3bc6rVq1YtSoUaxdu5Znn32WNWvWUFZWxh133BF1XQ8fPkxRURGdOnXi+eefj3iM2Wzm+++/Dz6eOnUqTzzxBIMGDWLKlCkMHjyYgQMH0qxZs6jrU1GfPn3CtrVs2RIg4trOGRkZAJw+fTpku8vlYvHixbz77rt89913lJSUhIw7PnPmTI3rdCnXq6GqKo6FaCwkaa6CPikBy1UdsH53LLhNdXtISEmimbWUzvpyDmEO7vv8RDEdUs2YdBoS9FqK7C5OlzjokGqOVLwQQgghGrHly5dz9913s2HDBn7yk5/w7rvv1ngN4zvuuIONGzeyevVqli9fTnp6ep3Mmh2YlfvIkSPMnz+/yuMqzm4/e/Zs0tLSWLRoEa+//joLFixAURQGDx7MU089xbXXXht1vQCSk5PDtgWW17rYPrc7dALXe+65h3Xr1tG+fXvGjh1Lenp6cA6FBQsW1OqO6qVcLyFEwyRJcxUMLdJoPnJQSNIMoH53CENmO64pyedQcvvg9v1nypjYzU2SUUeqWU9uiYNCq4tmFj1JRrnMQgghRCS1HSMcL4xGI0uWLOHee+9lzZo1TJw4kf/85z+0aBG+7GVlo0aNIiMjg+eff57Tp0/z0EMP1cn6zIHkc8KECcHu3zUxbdo0pk2bRnFxMbt27WLdunUsX76cqVOnsnPnzjq/63yp9u7dy7p16xg2bBjvvPNOyDXzer288sortSrvUq+XEKLhkb7DfmZz6B1hjU5H6sDw7j5F728mITODjJJCUtUfunR7VNiVWwKATqvQxKSl0O7ktCxBJa6wSF3YhGhoJI5FvKg40WhlOp2OhQsXMm3aNLKzs5kwYQKnTp2qtkytVsvPfvYzTp8+jaIozJw5s07q2rVrV1JSUvjyyy/Dhq3VREpKCqNGjeLll19m+vTpFBUVsX37D1+KVJwkKxaOHj0KwNixY8O+ZNi9ezd2uz3snIvVOdrr1ZBcLI6FaAwkaa6CovVdGlObliHb9U2SSTDqMbZvQx/r2ZB9n58oweP1JcgpJh0Ol0qRzcV5W2jXICGEEEII8CVlr732Gj//+c85fPgwEyZMiLi+cGX/8z//w7Jly1i1ahXt27evk7rodDpmzZpFXl4ec+fOjZhE5uXl8e233wYff/bZZxFvDpw7dw4IvSnRtGlTAE6ePFkn9a2twPJWWVlZIdsLCgpClsGqKNBlPlKdL+V6CSEaJuk37BfpjQ6tlhZjbuDEGz/Meuh1uUg0ajElmbn65DE+S2yFyz8hWHG5mwP5VnplJKJRFNIS9JyzuUksLaeJWSdLUIkrYt++fQwZMiTW1RAiKhLHIl7YbLbgur9VURSFv/71r5hMJhYsWMD48eNZs2YNnTp1qvKctLQ0xo8fX9fV5dFHH+XAgQP861//YuPGjQwdOpSMjAwKCgo4evQoO3fu5PHHH+fqq68GYObMmVgsFvr160dmZiaqqrJjxw727NlDnz59GD58eLDsYcOGsXbtWu644w5GjRqFyWSibdu2wVmwL7e+ffsycOBA1q1bx+jRo7nuuusoKChg06ZNdO7cOTh5WEX9+/cnISGBBQsWUFRUFOw+f++995KcnFzr69VQ1SSOhYhnkjRXQWs2oTHo0SaGdkdxnCnA5HJi0mnQJCbQ01PCXu0PM15+evwCvTISAUg0ail2uCmyuckrddA6JXTtZyGEEEKIgGeeeYaEhAT++te/MmHCBN599126det2Reug1+t58803efvtt1m5ciUffvghVquVZs2akZmZyWOPPcbUqVODxz/55JNs2bKF/fv3s2nTJoxGI23btmXevHncddddIUtRzZw5k9zcXN59913+9re/4Xa7GTx48BVLmrVaLStWrODpp5/m448/5vXXXycjI4OZM2fyyCOPMGjQoLBzmjRpwuLFi5k/fz4rV64MTup16623kpycXOvrJYRomBQZbwubN2/e7fV6+/br1y+4TfV6Of/5Xoq+/IbDz/4j5Pj2v5yBs39fTp0ro+TseRY1uSpk/6+vb0NmE1+C7HB7OVPqILOJmatbJGDWh68NKERdysrKkjt0osGTOI4/J0+ejHod4YaotLRU7tCJBk/iWNR3Nfk/Jjs7G7vdvmfkyJE/qm35MqbZr+I3oQCKRoPWZESfHP4Gkff+FiwGLeYEIykuJx29tpD9n35fEPzbqNNgMWg5b/NNCibE5da2bdtYV0GIqEkci3gRWM5IiIZM4lg0dpI0+0V6M1C0WhSNgtYS2kVb3ySZRIMWk16Ds1U61xvLQ/Z/fa6c81Zn8HGqWU+Z00OhzUWRPb5nVxSx165du1hXQYioSRyLeGE0GmNdBSGiJnEsGjsZ0+xns9nCtqleL/q0JjS7cSD567YGt5d+8z2lu7/BfFVX9AYDmXotzUs9FHh8Xa+9KGz7Lp8JfVr77lhrFJqa9Zwrc5FocJJslEnBxOWza9cuBgwYEOtqCBEViWMRL6xWKxaLJWbP/8EHH/D1119Xe1xmZiYzZsy4AjUSDVGs41iIWKuzpFlRlDbAH4AxQBpwBlgDPKWqalEtyrkZ+DVwLWAAjgJvAi+oquqsdGx74NhFivu3qqrTavK8kcZ2J7Rvg6PgfNidZoCjLy+m0xt/xmzQ4HB5uT7BzdrSH8Yr78orZ/g335PUyzdbYrJRS6nDzXmbk7NlOjKS5Rs7cXk4nc7qDxKinpM4FvHC6/XG9PnXr1/PypUrqz1u8ODBkjSLKsU6joWItTpJmhVF6QRsB1oAa4FvgQHAA8AYRVEGq6paWINyngH+FygDVgPngRuAZ4CRiqKMVVU1Uv/mr/Al6JV9cwnNqVghAIzpaWG7vOVOtGfyMCWnUlLupLfFxcdlBmyq75xyFHZf8DBMVVEUBUVRaJZgIK/MgcXgpGmCHpNOescLIYQQ4vJ57bXXeO2112JdDSGEaNDqKmv7O76E+Teqqk5WVXWuqqojgBeBq4CnqytAUZS++BLmC0BvVVV/rqrqw/iS7wXASHx3oCPZp6rqvAg/q2raAI0m8qVQtFoMaU3InHVr2L5vH/0zZlT0Gg0ej5cB5tB8/nObDud3R1D9386Z9BoS9FrO21ycKi4PK0+IuiDdp0Q8kDgW8UKrlVUzRMMncSwau6iTZv9d5puA40DlrzKfBKzATEVRqvsENNn/+w1VVY8GNqq+ftOP+R/Ojra+VTGbzWHbNAY9ilaL1mQgpddVEc6CssX/xmzQYHd5GWh2o+WHbt7nvVoOnCnFe/ZccFtagp4yp5tCm4sLMimYuAyuvfbaWFdBiKhJHIt4kZAQPsRLiIZG4lg0dnVxp/lG/++PVFUNGfCgqmopsA1IAK6rppyW/t9HK+/wj4kuAjoqitIhwrmtFEX5H0VRHvP/7lWrFgAOR/hyUNoEE1qzEX1aU9y2ctIn3Bh2TOnnezG5XTjcKhbFSy+TO2T/ZzYD7tNnfyizwqRgp0uceLyyTraoW4cOHYp1FYSImsSxiBfl5dKzTDR8EseisauLpDlwC/b7KvYHPvl0raacwO3YsKRYUZQmQNNKz1fRKHxduJ/2//5KUZStiqJkVvOcQceOHePGG28M+RkxYgRTHrkfjVaL6nDR5s4pJHQKXzvU++nnGHUK5R4vgxNC7x6fVIwcKw9NjJONWlRUCm1O8stkshtRt/Lz82NdBSGiJnEcnyJNuhnvXC7pVSYaPoljUZ9dif9b6mIisBT/7+Iq9ge2N6mmnA/wjWmepSjK31VVPQ6gKIpC6JjophX+tgF/xDcJWOAOdS9gHr474JsVRemjqqq1+mZAWVlZ8O9Ad22708GhJA10b0VTu5VuTz/M7mkPhZxXsnoDCT8ZhiZBQyoqXRxuDll/uLSfuPS0PvoVxmZtMCSnUXZsf/Ci5ZxPpmmvHhz9/luKin6YZHzIkCHk5eVx+PDh4LZu3bqRmJjIF198EdyWnp5Oly5d2Lt3L1arr5kGg4EBAwaQk5NDbm5u8Ng+ffoAsG/fvuC2tm3b0q5dO3bt2hWcrdZisXDttddy6NChkA+u/fv3p6ysjOzs7OC2zp0707JlS7KysoLbmjZtSo8ePThw4IC0KQZtAigsLIyrNsXj6yRtqr5NWVlZcdemeHydatqm9PR0SktLSU5OxuFwhMyQHuj6WXH5R4PBgNFoxGq1Bmfu1Wq1JCQkUF5eHvIh3mKx4PV6sdvtwW0mkwm9Xk9paWlwm06nw2w2Y7fbcbt/6BmWlJSEy+UKuZtmNpvRaDTB1wNAr9djMpmw2Wx4PB7ANyeKxWKpsk1AsA7x0qZ4fJ2kTRdvU0A8tSkeX6fG2iaPxxM852L/P5lMpirnsaqOEm1mrijK68AsYJaqqm9E2P80vjHJj6mq+mw1Zb0B3AOUEjp7di98S0tdDUxTVfXf1ZSjA7KAgcCDqqq+fLHjN2/evNvr9fbt169f2D7V4+H8jq9wnC3EXVKGpXM7sh9/kbLsIyHHNfm/Zzlrc9PcYiDXreWNC6FjpGc3tdO6eRL6zu2D2wqsTlQV2qea6ZxmRlFk7WYRvaysLIYMGRLraggRFYnj+FNUVIRWqyU5OTnWVbmiSktLSUpKinU1hIiKxLGoz0pKSvB4PDRt2vSix2VnZ2O32/eMHDnyR7V9jrronh24k5xSxf7A9gs1KGsW8D/Ad8Ct/r9LgOFAIEs9G/HMClRVdQOBBH5oDZ63ygkOFK0Wc5uWaBNMeMp9457b3xu+9LPu8FGMOi12l5f2Bi+Zek/I/v/mO/Ccv4Dr0DG8Vt+3L6lmPTaXh/M2F+dt7rAyhbgU/fv3j3UVhIiaxHH8SUxMxGq1UlJSgtvtbjRdtWUmeBEPJI5FfaOqKm63m5KSEqxWK4mJiZf1+eqie/Z3/t9VjVnu4v9d1ZjnIP9M2a/7f0IoinIN4AX21LBeBf7fNfpXfrFF2w2pKWj0ejR6HR6bHVPblmHHnHthIbohA7EPHURi+1YMTXDxZvEP0/Mf0KdQcCqHZheKUa02DH16oNX41m4usDpJ0GtINmnRa2XtZhGdsrIyjEZjrKshRFQkjuOPXq+nWbNmlJWVUVBQEOzmF++8Xu8ldwcUor6QOBb1kVarxWQy0axZM/R6/WV9rrpImrf6f9+kKIqm4gzaiqIkAYPxjT3ecalPoCjKcCATeF9V1arGTlcWmK07bDbuSC42K6A2MQGN0YDWbMJjd6BNCF+eCsCdtRNt1k6c8x+na0oy6Vov+R7fG4yqKGzXpzKh5AxKchLe0jI0SYkkGrWUOtwU2tycLnHQrmnksoWoqezsbOnWKho8ieP4pNfrq+0+F29kqIGIBxLHorGL+isjVVWPAB8B7QlfR/kpfHd6l1WcjEtRlKsVRbm6clmKooQNdFIUpR2+rtZO4PFK+/oqihLWBkVRRgKB2brerE17IlEUBa3ZBFoN+IcdZ95zS5XHl835E2r+WW6whM6MvU+TRKnTg2qz4zzwHd7iEgCaWfRcKHdTUOaipFy6aQshhBBCCCFEfVEXd5oBfgVsB/7mT1iz8U3CdSO+btm/r3R8YMrOyjNfLfInyXvwTQLWAZgE6IGZqqrur3T8X4EuiqJsB076t/UCRvj/fkJV1e3RNCxAl2wJqW6z4QM4++FnlJ/Mi3i8ff0WrrlrGps0Xi54fXm9G4WdaZmMPHMUbYtmqA5fUq3Xamhq0lJgdWIxarEYtGg1MimYEEIIIYQQQsRanQxO8N9t7gcsxpcsPwJ0Al4GrlNVtbCGRa0DXMAtwG+BIcAqoHcVM2YvA/YC/fFNIvYrfGOo3waGqqr6p5q2oaZj55znfPOZaRPM9Jg/h6vm/QZdcvjAc+eOPXgOfMeQSus27/JaKG/iW33LfeIUrqMnUB1OUkw6vKrKOauTvFJZu1lcus6dO8e6CkJETeJYxAuJZREPJI5FYxf1klPxYPPmzbvNZnPfbt26VXmM7cQZrIdzKDt0nOSeoXOeeRxO9s78Laqn0mRiioL5t/fxUpMeWNUf7hzfoJQw0noadDo0KUnoMluj79Qeh9vLmVIHbVJMXN3CgsWgRQghhBBCCCFEdGK95FRcqLiIdyTm1i3Q6HUoGgW10oyfWqOBHn99LPwkVUXNPhQ2tnknSZQ3awYeD97iUrxFvrnNjDoNSUYdhTYnJ4vL8coXGuISZGVlxboKQkRN4ljEC4llEQ8kjkVjJ0lzDSlaLWg0KFotaoTlqUyt00nq0SVse/m6TfT3lmBRfkiAnarC5ySjbd0S1WpD9XjxlvmS9qZmHQ63SqHVxdky6aYthBBCCCGEELEkSXMtaIy+9b88tvDlqRRFoevjvyLl2u5h+5xL3g4b27zDrseu8c3DppZZ8Z73jZXWKArNLXoKrC7OlDixuxrHOpZCCCGEEEIIUR9J0uyn1VY/fljRaNAlJ+LIK8Bjd4Tt1xj0NB8dvoad66uDDNCUkVDhbrNDVdhu06MkmFFdLjxnzxEYX27Wa7HoNZyzOsktdiDjzkVtNLY1UEV8kjgW8UJiWcQDiWPR2EnS7Gcymao9JiGzFaaMFmiMBjw2e8RjUnp3Q5eSFLZdcywn7G7z53Y9jsQk1DIbqsOJt+CHScZTE/TYXB4KrU4KrK7KxQlRpR49esS6CkJETeJYxAuJZREPJI5FYydJs195eXiX68oMzZqiNRnQGA24ikvDZ8vGd7e59z/+GLZdtZUz0OwKu9v8ua4pqsOBWmbDdTQHb6lvbLNWo9DCYqDA6uJ0iYNyd/hzCRHJgQMHYl0FIaImcSzihcSyiAcSx6Kxk6TZz+Op2dhhQ7OmaM2+u9LleQURj9HodSRdE7osVdnrb6K3WRlc+W5zuQFH61Z4zhWi2stxfXcYx+6v8RYVk2DQYtb5u2lfKJdu2qJGioqKYl0FIaImcSzihcSyiAcSx6Kxk6S5lowtmmFs1hRj81RcRcV4nVV0nY4ww3bx/3ueAWV5mCuPbSYZbXozPKfzcX13BE/eWVxHjqOWO0hL0GN1ejgn3bSFEEIIIYQQ4oqTpLmWtGYjST27ok0woU9OxOVfY7mypG6dw7apZVbsT/yZscf2hWz/3KbHmtQE/VWd0Gako1pteItLcX13BMVqDemmLbNpCyGEEEIIIcSVI0mzn8ViqfGxOosZY4s0tIkJOM8VRew23Wzk9VWe3/6NN0j2/rAGswuFT2y+5ayUJAuYDHhLyvCcO4/zwHeYXA4SdBoKypzkXpDZtMXFDRkSPoO7EA2NxLGIFxLLIh5IHIvGTpJmP7fbXavjzW1bYkhtAoqCGqGLtrFFKlf/4UHQRr7EP9nzScjjL+w6znsUFEVB26IZikGHJ+8sOJw4D3xHSkEedpeXc1YneWXOiGUKAZCXlxfrKggRNYljES8klkU8kDgWjZ0kzX4OR/i6yxejsyT4ficm4C6zRjwmqUdn+i6dj77nVWH7mq9Zy9U53wcfe1HYYvXfbdbp0KY3R9M8DffJM3hyTqIWFtHMZaPA6iSvxInVKd20RWSHDx+OdRWEiJrEsYgXEssiHkgci8ZOkuYoGNKaoDEacBZGHtcMoDWZyJx7HySGd/8euXF1yOOvynXku5Ufzk1tgq5Te3C58eSfQ3ciF4vVSn6JjdwL5Xi80k1bCCGEEEIIIS4nSZqjoEuyoEtMwOu8eHfpZIOWpAfuCdtuzD1JK7ct+FhFYVOZIeQYRadF0yodtcyKt6QUy9HDuE+d9XXTLq3d3XEhhBBCCCGEELUjSbOfyWSq9TmG1CZoTEY0Oi2ukjI89shJrE6rIaVzJgwdFLbvtj/8ju57dgQfZzt15LpCXxZNogWlSTKeM2ehuJSmpRc4V1TGmRInJeW1G4st4l+3bt1iXQUhoiZxLOKFxLKIBxLHorGTpNlPo6n9pdCajShaLdoEM86C89hzT+M4ez7isSkmPZYJPw7brni9jHl3Wci2jWUGKk+QrU1riq59W7wlpWhtVlLsVgqsTk5cKMflCV8TWjReiYmJsa6CEFGTOBbxQmJZxAOJY9HYSdLsZ7PZqj8oAkvHtiR174ylUyaG5qk4zp7DWVgUdlyCQYMlNRk1JTliOe0OZQf/znFpyXZqw45RjAYUswnV4cRSVooKnLO6OFks3bTFD7744otYV0GIqEkci3ghsSzigcSxaOwkaY6SKaM5Kb2vJqlbJ3SWBBLaZuDIP4fqrXz3VyHFpMP4P7dD185h5Yxe/3bI4w/LDLgjzPOlSbKgljtQy6w0d5VTXO7ibJmTc1ZZhkoIIYQQQggh6pokzXVE3zSZJn27o0tJQtFo8DrCk9gkk47Ezu1x3ntn2L7EgrMo/JAlF3o0fGHXhR2nJCWiWm2oVhucOUOzBAP5ZU5OFjuwu2QZKiGEEEIIIYSoS5I0++l04QlqbSiKgj4lCQBtghlbzmlcxaUhx2gVhSSjDrNBi3Lb5LAy+plCJ/XaYjVgr3TDWtHp0KQ1xXuhBLXcgelsPqb8fPK/y+HI10cpO5aL7cQZvE5XVO0RDVd6enqsqyBE1CSORbyQWBbxQOJYNHaSNPsZjca6KadFKvrUFIwtUik/wT+jOgAAIABJREFUmY9aaUavFJMOi0GL45ruYecO/3YXBuWH4+2qwn9t+rDjNCnJ4HLhOVuI8+tvSTx8GNfX2RTs+ppj276i9OBhbDmn6qQ9ouHp0qVLrKsgRNQkjkW8kFgW8UDiWDR2kjT72e32OiknoV1rUvp0w5DaBFCpPA22Uach0aDFkGgJO9fzxgpGuAtDtn1u03Peo4RsU/Q6NBktQKsBrQZFpyXFYqTUDUV5RZScK6b89FlJnBupvXv3xroKQkRN4ljEC4llEQ8kjkVjJ0mznzds4q5LozHoMaU3A0DRaXEWXgg7JnC3WTWHrw3d/ckn6X74GzQe3/hkDwoflRnCnyfRgjatafDH2DyVxPQ0Spu1oCCvkLLcPOwn8yk9eJjSb4/iKZcZthsLq9Ua6yoIETWJYxEvJJZFPJA4Fo2dJM2XidZsxJDaBFdRMR57ecg+i1FLgkGL976fRzx3zOL/46b/vBl8/I1Dx3Fn9S9VolGL1mSgLL0lBYWlWI+fpHhfNtajJ3AWRF4/WgghhBBCCCFE1SRp9lMUpfqDasHSuR2G5qlo9DoclRJWxb/8VEKnTOjSMeL53fftIvPwt8HHH5QZ8EZYgqqyJiYd5RodtubpWBMS8bjceB0u3GWXtg61aHgMhvCeCUI0NBLHIl5ILIt4IHEsGjtJmv0SEhLqtDx9ciKG1BSMLdLwVrrTDJBs0mEx6HDOuhMSzBHLmLr4FVqcPgHAGbc24hJUlWk0CqlmA8WqQpGix6k3oHq9OM8XR9cg0WAMGDAg1lUQImoSxyJeSCyLeCBxLBo7SZr9nM7wdZWjZW7TErRavC532D6topBs1JFg1qM8ej+m8SMjlnH73/9Ml2/2ALDJasBWg6HXBp1CokFLkd1NkUZP+bkLqB4PtuMnsZ/Kx22tm0nPRP2Uk5MT6yoIETWJYxEvJJZFPJA4Fo2dJM1+Llfdr2us6HUoGt8lrrz0FECKWYdFr6U8KQXTxJtI/PVdEcuZ+NYifpS1CbuqsMlas+4xiUYdWgWKNQbO2904Coso/uo7Luw9iPXQ8Utuk6j/cnNzY10FIaImcSzihcSyiAcSx6Kxk6T5MtLodWj0WjQGPe7iUlT/jNgBBq2GJKMOs16D1eXBcE03DP16RSxr2Mb/0Obo93xh13HGVbOXrYlJR7nLizUtjfNlTtw2O86C87itdgq37Qn+WI+ciLqtQgghhBBCCBGPJGm+jBStFo3BgNZkxFl4AevhnLA7zk3MOixGLVanB1VVsdx5K8Zh10Us79Z/vozO4WBdmaHy8s8RaTQKTRP0lGgMlCb9f/buPM7Sqyzw+O+8+93vrbXXdGfpJE0IZMcPdJQQDCAIYoKAwAwORlQcZtAZFURHnAHHGWfUcYEBBBQQUBQQN5YAQghOYkiAhE66O+m9u7q71ru++5k/7u2qul1rd1V3dd96vp/P/VTqXc49b9VTSZ57znlOiXhwAGUYVB/bM/2qP/k0/sgozYPHaB48RlyXLQWEEEIIIYQQ4jTzN3/zN9e6D2tu//79b/Y8b+PQ0NCqt60sEzObwcplCU6OkkYxhutgWCYAtmngxymtKEUDjmtjX38tuuWT7J87Avycr3+Rxy+7GmuwwgZr6czZNBSGgmoQo5Wib2M/2Q0DuEP92H1lorFJdJriHz9JcGoMkhS3s880rH5VcXH+9fX1SZVLccmTOBa9QmJZ9AKJY9ELRkdHieP4+BVXXPH+s71XRprPM294gNKzrsFwbLxNwwCEoxNd15QzFjlnZrRZKUXu1S8n+4a7523zVR/6A75QtWgtoygYQNYxsQ2DyVbESC0k6QxTG5aJt2UYlEEaRkQTU8SNJuMPfLvzegT/+Klzf3ghhBBCCCGEuMRJ0tzRap3fitKFZ1xF9rKNWLkM0cQUOp3JePOOSd61UErhxzOjx97tz0EV8/O2t/NrX+ZLyywKBlDyTOJUM96MOFkLgfb7WIU87lAf3uZhNIrq4/var8f20jp0jNbRkXN7YLFmHn300bXughArJnEseoXEsugFEsdivZOk+QKxchlyV27DLhcxPYdwdHLW+mZFyTMpOCb1sHt7quIv/zxGf2VOe7u+/HkealkcWmZRMKUUlYxNI4yZaEWMN7vfRxkG+au2UbxuB8XrdpC5bBNpFJMGq19VXAghhBBCCCEuFZI0X0Bm1sPKZbAKeaKpKnG1Pn2u4LanaGsNQTwzCm0ODVB6z6+iCnNHnLWGz1VdkmUUBQOwjHbiPNGKONUI5yTo3X3NoMN2wjz16O6ukXEhhBBCCCGEWC8kae6wbfuCvE92+2bc4QGsfBYdz2xBZShFKWORd03qQffWVEopim//hTlt3fqNL3EiMXigufy+u5ZB3rGYaMWcqIWEyfzJsDINlG1R+/4+grFJksb5nb4uVs/WrVvXugtCrJjEsegVEsuiF0gci/VOkuaOC1UR0C4X8TYOApCGEWk0M9pb8tqjzbHWhHH38LE50Denrdu/+DkAvtKwmUiWX+U675rYhmLidGGweUaRlVJkr7wMDAMdxUST1WW3L9bWtm3b1roLQqyYxLHoFRLLohdIHIv1TpLmjmazeUHfT5kmcb1Bc99Bos40bUMpyp5N3jGpB3OnTltXzP0X1uVPfI/iieN8de8Y8dER4mMjpM2lR4VnFwYbqYVo5s7xVkphODZpENI8dJxwQhLnS8GDDz641l0QYsUkjkWvkFgWvUDiWKx31mo1pJTaAvwW8GKgHzgOfBZ4l9Z6YrF7z2jnbuDfAzcCDvA08DHgf2mtwwXueS7wTuAHgAywF/gQ8Ida62S+e840U5Tr/HP6y+Qu30LcaBGcGCUam8TuVMkueSYTLZNaEBMlGtucGUHO3fuTTL39t7vaeuXH3jf9z9MprVJkX/UyvBfevmAflFL0ZWxONUJsQ+GYBoP5uaPtTqVEcOIUOkmwywVIUzAM7FIeZchnLhejMJz3z0SIS4rEsegVEsuiF0gci/VuVbIepdSVwMPATwEPAr9HO9n9D8C3lFL9y2znPcCngZuBzwDvBZrAe4B/UErNWbyrlHoF8HXgBzv3/BHtZPv3gE+u6MHOE7tUoHTDzvYWVPkscaM5nbSbhkHJs8k5FrUzRpvNeapoz0trmn/5eZJTY4teZhqKvqzDpB8z1oqYbM2tlG1Xitj9FZKWT+vQcSYe/C6TDz9G8+Cx5fVFCCGEEEIIIS5hqzVU+CfAEPBWrfWPaa1/VWv9AtqJ6zXAu5dqQCl1E/B2YBJ4ttb6jVrrXwRuA94H3El7BHr2PUXgA0ACPF9r/Sat9X8GbgC+BdyjlHrNch7AWINRU3fjIGYuC4Cetba5nDHJuyZhnBKfURo788qXLLv96nv+sKvY2HwcU1HyLMYaESfrIc1w7vV2pYSybcLJKs1DxwhHJ/CPnZTp2hepXC631l0QYsUkjkWvkFgWvUDiWKx3K84UO6PMdwEHgD8+4/R/ARrAG5RSS/21/Vjn6we11k+fPqjbQ7Dv6Hz7ljPuuQcYBD6ptf7XWff4tKdrA/zccp4jk8ks57JVZVjt2fF2Md9VndoyDMqeRc61qJ1RSdt74e24d+7C3LIRc+Mw/vAwo0MbGB3aMKd93Wgy8fNvZ/Kd/4PoyacW7EfGNsg5BuOtmJF6MKeitmGZZDYPk71sE9nLt5I0WwQjp2g8dfCCTmsXy3PjjTeudReEWDGJY9ErJJZFL5A4Fuvdagyv3tH5+kWtdVe2pbWuAd8EsrTXGy/mdNb39JknOmuiJ4ArlFKXzzr1gs7Xf5qnva/Tntr9XKWUu8R7EwTBUpecF05/GWWZxI3uQmTlzvZTQZx0jTYr2yL36pdT+o23UXrXLzH8W7/El37xHfz5W3+df91157zvkZ4cpfHxzyzaj4JrYRmKsWbE8WpIvMC+zFYugzNQIW76xNUGjT0Hzu6BxXm3d+/ete6CECsmcSx6hcSy6AUSx2K9W42k+ZrO1z0LnD/9V3b1Eu2Mdr5efuYJpVQZOL2g95pZpxZ8b611DOynXezsiiXem/3793PHHXfM+zrfDMchmqx2jdouNto8m6ngxwshBpqv3/Vj+N78I+bpiVNL9qPsmaQpjDdDRmoh6QKjyHa5RBpGtI6MEIxOTFf/FheHEydOrHUXhFgxiWPRKySWRS+QOBbr3WpUzy51vk4tcP708fIS7fw97TXN9yql/kRrfQBAKaXoXhM9uxrWar03APX6TPJ3erp2q9Xi/vvvB9obu2/bto0HH3xwuopgLpfjxhtvZO/evV3/Qrn11lup1+vs3r17+thVV13Fhg0bptsDKOVyDOczjG0f5CgtTu/8tFNlURlwsyYuEAJWDVQM0ayfgOHDxmbKrkrE1ycc/uJnf5mXfupDDB8/3P1wWpPoGGVZxKVZ97fAakFYBgxFsd8mDlMmxiMCTxM6M4nzVXj4pBwxQrimPTFgsDqJtf8I36uNTl9XqVS47rrrePzxx5mYmCmcvmvXLkZGRti3b9/0sZ07d5LP53nooYemjw0PD7Njxw4eeeQRGo0G0N5H+7bbbuPgwYMcPjzzbDfccAMAjz766PSx8/F7upSeCWBsbKynnqkXf0/yTEs/0/33399zz9SLvyd5psWfCTiv/x8hvyd5pgvxTKf10jP14u9JnmnxZ/I875zrWKmVrklVSr0fuBe4V2v9wXnOv5v2muR3aK1/+8zzZ1z7QeBNQA34a2AcuB14Fu1R42uB12itP9W5fg+wA9ihtd43T3vfBJ4LPFdr/a2F3ve+++57OE3Tm2655ZZlPPHq0mnK+Lcepbn/MHGjRf7qyzGcmSLho42QI1MBUZLSl51TPHxarOG94xlOJO1AUGnKW9/1NsxkpsCYu+s2vB95AUZ/hfZnEQu0lWpGGyFlz2Yo78y7FRVAcGqcuNYgt31z9wlDkd+xHXdoWUXTxSq7//772bVr11p3Q4gVkTgWvUJiWfQCiWPRC3bv3k2r1fr2nXfeefPZ3rsaI82nR3NLC5w/fXxyGW3dS3vLqnuBn6A97vovwPNpF/a6Fjh5Pt47m80uo3urTxkGma0bQae0Do8QnBzDLhUwcxmUYVDOWEz5MSO1mDDROOb8ya6l4JXFgP874aFRaMPoSpgBgvsfJLj/QaydOyj8wk+h7Pl//Zah6Ms4jLciDENhmu09nc/k9JWIpmrUnphZhq7TFKevhDKM9npt01zBT0eci1tvvXWtuyDEikkci14hsSx6gcSxWO9WI2l+svN1oTXLOzpfF1rzPK1TKfv9nVcXpdT1QAp8+4z3vqXz3g+fcb1Fe310zDzFxc6ULlD46kLIXraRpNEkHJ0kafkEJ05hlYq4g33ttc0Zm0aYUPNj+nMLjzZvsVN2ZSO+0WyPDB/bejmbDu+fc128ey/Vd/8B9nVXg+vi3PwsrM3d1bcdS1H2LMabIYZqJ9JFtztclGmSv2pb17Fooko0OUXcaBGcHMfbOHiuPxZxjur1Oq67ZO07IS5qEseiV0gsi14gcSzWu9UoBPbVzte7lFJd7SmlCsDzaFex/pdzfQOl1POBy4C/11rPXr/8lc7XF89z2w/Srtr9gNZ6ydLYvu+fa/dWRWbLBvLXXkHmsk3YlRLBiVHSMAJmKmnHWhPEiyf3L8hFDJvta7720nsWvC45dgL/S9/A/7svU/2dPyYZnzsY79kGBddirBlxsjb/Hs5nsoo54kaLuNbAP7508TGx+uZbgyTEpUbiWPQKiWXRCySOxXq34qRZa/0U8EVgO3P3UX4XkAM+qrVunD6olLpWKXXtmW0ppYrzHNsGfJB2Lax3nnH607Srbr9GKXXLrHs84L91vn3vWT7SmrAKOQrXXkH+6u1Y+Rx2uUg00f58wFSKcsam4JqLVtIGsBXcUwww0Yxs2c6XXvFajm2dU5C8mx8w9avvYepd/xv/n7uXfucck6xlMNqMOFYL8JdI2pVp4g4NkDSa6HTpJFsIIYQQQgghLmarMT0b4OeBB4D/o5S6E9gNPIf2Hs57gF874/rTH1eduUD3TztJ8rdpFwG7HHg5YANv0Fp/d/bFWuuqUupe2snz15RSn+zc93La21F9GvjUqjzhBeIMVHCH+tojtSOniKbq5K7cStmzmGqZNMIEP0rx7IU/79hop7wwF/GFhsP3bt3F927dxdannuCeP/tj1CLT0JOjIzQ//hlUxsPcOIxRyGOUixQ8i6QVM96IMBVsLnk45sLvb5XyRJNTpEGE1nrRomNCCCGEEEIIcTFblaRZa/1UZ6T3t2hPlf4R4DjwB8C7tNYTi90/y98BPwO8CigAJ2gnvv9daz3vvBCt9WeVUj9EOzG/G/CAfcAvAv9HL7M8+MWyTkMpReayTcS1Bs5Ameb+IwSnJnAHK1QyNs0wpRbEuJa9aDL6vGzEE6HJwahdiOvwldfyyZ/7ZV594vvkSGh97gsQxfPe2/jgJ6b/2X3B88i95hWUPJOJVsxYMwIUW0su1gKJs+HY7anlOgWtQZLmC+qqq65a6y4IsWISx6JXSCyLXiBxLNa7FW851Qvuu+++hzOZzE07d+5c665M01pTe2wP9b0HSZotQJG5fDOHJwOOVwOyjkHWXrwy9USi+KPxDIGeSVo3Wwk/U/FRk1PUfv+DJMeX3qy+/Lu/jlEsoLVmrBljmYrBnMPmooO5wF5ntcf3UXjGFfQ99ybUOe6HJoQQQgghhBCrYSVbTkk203F6s+6LhVIKb8tGstu34G0aJm40SRotKhmLomdR8xOW+sCjYmpemg+7jh2NTb7csDEqJYq/+YuUf+fXcG9/zqLtxAeOTPepL2MRJSljzZBjtZBEPnS56Mze/F2IS5XEsegVEsuiF0gci/VOkuaLmFMpUnzmDpRl4g71E4yMUnBNCq6JbSoay6hmfaMX8wy3exr2N5oOewMTpRRGpUT2ta/A++HbMS/bjLll45w26h/4OLqzFtowFP0ZGz9KGWtEHK8GpPMkzlqn6DghHJskmqpNv9IFpoQLIYQQQgghxMVotQqBifPEcGzyV2+n+vg+gpNj1PccoNjfT8OzGG2EZG0Tw1h4zbBS8GOFgCORQTWd+Yzk01WXX+hrUTA1yrLIvupHp8+N/8wvdzcShPhf+jqZFz2/3SdD0Z+1GWtGjDfb1dw2Fl2MWWuXDdsiafpMPfL9rqbsSonyLc+U4mBCCCGEEEKIS4KMNHeY5uLrg9eSM1DBymcpXHM5Tl8Zq1aj4JpkbJPaMkabswa8qhigmBkRbmjFp6su6Tyzq72XvXDOMf9LX+/63jQUfVmbWhAz3ooYqQXoWe07Q/0EY5P4J8amX439R0iDgODE6Fk8vThblUplrbsgxIpJHIteIbEseoHEsVjvJGnu8DxvrbuwIMOyqNx6PbkrL2tXpm75VIyUgmvSihLi+TLfM1zupNyRi7qOPRWZfKNpz7nW/YG5a+N1tT5nDbVlKAZyDjW/XVV7pBpOJ85OpUTuiq1dL2VZ+COj1PcckGna59F111231l0QYsUkjkWvkFgWvUDiWKx3kjR3+L6/1l1YlDIM3KF+rGIeM5fBDELKnk3Osaj6y0tAn5+N2G53j0zf17A5FHWHgTnUT+E//vSc+5uf+ts5xyxD0Z91qPoxo82QE7Wwa8R5tuy2TYRjk5CmpH6wrD6Ls/f444+vdReEWDGJY9ErJJZFL5A4FuudJM0dSbL0NOe1ZrgOdrmA4dgkzRZ9WYuiZxKlmiBOl75fwU8UA7JqJqlNUXxqyqV5xu3Wldvn3B985Zs0/vLz+P/8LdJGc+Zac1bi3Fg4cTYz7dH8uNkiODVOXG/M+0qDcM69YvkmJpa7LboQFy+JY9ErJJZFL5A4FuudFAK7xFj5LMqxiUYncDcM0JexaYYJVT9mIGcvWWCraGruLgZ8dGpmOvpUavDpqsvrSwGna4op18HcNExyrHsf5+DL32h/vf8hiu/499PvZ3cS57HmTMI7XHBQdPfHLhdJg4jG04dpPH143j4ajk355uuwctnl/VCEEEIIIYQQ4jyRkeZLjFUsYBfz2MU8cb1JKWNR9GwMpWhGS482A1zjJjwv072+eU9o8bUz1jfnf+7fLNhGcvAI4YOPdh07nThPLTLibFeKxPUm/rGT874aTx0iabRo7DtE6/DxmdfRE7IOWgghhBBCCHHByUhzRy6XW+suLItTKeL0lQhOjROcGMOplOjLWjSjhLFGSMYyFt2C6rQfzoccigwOxzNVw7/asNlipVzttqeqm8ODeC+5A/8fvzpvG40//QTOs5+B8tzpY7NHnDWgNWwozow4W7ks1hULjyC3jowQVeukQUBz/8xItJHxKFx7Bdltm5d8tvVu165da90FIVZM4lj0Coll0QskjsV6JyPNHXF86Yxi2pUSTl8ZHcdEUzXcVotc0MLzW0yNTZE2muh08VFnS8FrSgG5WeubNYq/qrpMJDNJd+YVLyL/5tfPuw0VQP3/fmxOVW3bVAzMKg52vBqQ6qUrfAO4g30Yjo1O9fQrGJ0krjVoHTlB/cn9JM2Lu2jbWhsZGVnrLgixYhLHoldILIteIHEs1jtJmjuC4NKp5uz0V1CGak/RnqoRT9UoRj75wCecqBKOnCKdrC7ZTsnU/ETJ79q/uaUVn5xyiTqHlGHg3Pwssi+/i/zPvmFOG9HjT85Z9wzt4mCzt6NabuJsuA7uUD/u8MD0y9s01E6aDx2jvu8gwamxJdtZz/bt27fWXRBixSSORa+QWBa9QOJYrHeSNF+CzIxL9vKtlG7YOf0avPk6hm99JoXLN1N3syQnR9HLqEJ9pZPywjP2bz4am/x9zZlzrXPT9VjPuHrO8eq7/ve8I9uWoejPOdT8hNFmxLFqQLLMEeeudop5vM0bSOOE1A9oHZmbpAshhBBCCCHE+SBrmi9R2W2b5h5LNY1Mhka1SagTjLFxrE0blmzrB7MRRyKD3eFMOPyrb7PFTrkl0z1tPfe6VzL1a78zp436+z6KtW0LAEalhHPT9SjP7STONuPNCK0h1bCp6GAZy/+8RimFlcvAYB+tw8dxNwwu+14hhBBCCCGEWAkZae7wPG/piy5ypqHYsm2YyvbN1G2XZKpOfPAI8eFj6DBa8D6l4O5iQL/ZPVr8+ZrDgbA7RMzBfjKveNGcNqJHH6f1uS/Q+twXaHzkL6m998+nz1mGoj9r40cJo42QY9WQMFlepe+u985n2yPaaUq0jOnn69XOnTvXugtCrJjEsegVEsuiF0gci/VOkuYO4yxGPi9mfQWPwas24xWytDZswBwaQFkWaa2+6H2eAa8t+diz1jcnKD4x5TGZdFfj9l70/CX7Ee/eS3JyZu2x2UmcwyTlZD3k6JRPEJ9d4nx6T+hwYgr/2Mkli52tV/l8fq27IMSKSRyLXiGxLHqBxLFY73ojU1wFzWZzrbuwarZsKDPwnBto7byWuK8PLBO9jEJnGyzN3cXu6xpa8fEpl3DWUmRlmeTe+BNLtld/7591fW8YioGsTZpqRhsRR6s+rShZ3kN1OAMVEj+kdewkzf1Hzure9eKhhx5a6y4IsWISx6JXSCyLXiBxLNY7WdPcgzK2ycaBPE3DYGJ8gn7TRC1zS61negnPj0O+1pwpBHY8NvmbqsuriwGdwV7c596CKuSJnz7YXqgM+P/4la62kqNztydQStGXtZj0E07VI9K0vY9z3lleKNqVEs19hyBJMDMehmN3t2+aOEN9GJaEthBCCCGEEGLlJLPoUUN5h0k/ppbN0EzBqzUwhlPUMqahvyAXcSLuLgz2WGAx3Ey5Y1albef6a3Guv3b6e5XP0vqrv+tqKzl2AnPTcNcxpRRlz6QaJIw2QxKtGc5rypnuBHg+puuQ2bYJ//hJwlNjhGdsP2XmshTZgbdpaMm2hBBCCCGEEGIpMj27w+qxkUnTUGwuugxsGqDhZklRpGMTpBOTS25FZSi4pxgwfEZhsPsaDo/75oL3eS+8fc6xeP+hea9VSlHyLDKWwWgjYqQeMtqIgKW3pDJzGZy+MjrVXS//xBhxvUlwapzGU4emX8HJ9bWv8/Dw8NIXCXGRkzgWvUJiWfQCiWOx3vVWprgCruuudRdWXdGzGOrPUctnqGeylFON9kPSan16e6iFuAa8ruzzvvEMTT1TCOzTVZeS6bPFnluE63ShrtnC73wf93m3Lvg+edfCNBLGGhFpqonTlKG8gzFPW7Pfx+kvzz1umUSTNep79ncd9zYN4QxUljXK3gt27Nix1l0QYsUkjkWvkFgWvUDiWKx36yOLWIZWq7XWXTgvNhVdBnZuI7l6B+H2bRj9FbQfkBw/Of1K64157+0zNa8p+RizRn8jFB+d9BhP5k9qjcH+ru/NoYEl+5ixTSoZi4lWxKlGyLFqQHIOlbHtcgmnv4zhudOvcHwKUk3qLz663kseeeSRte6CECsmcSx6hcSy6AUSx2K9k6S5I+3R7Yts02DLlkGGrt3G5NAwqWlibhhCZTPtl+uQLjJ9+Qon5UcL3QlnQ7cT59Y8PzLn5md1H9DL+7m6lsFAzqHmt/dyPnoOezkr08AuF3H6ytMvgKhWJxybOKu2LmWNxvwfgghxKZE4Fr1CYln0Aoljsd7J9Ox1oC9rM9ByqAcJU9u2M2S1R451GBIfPIo+NUZ86CgohVEqYBQLXfffmokZTxTfmFVR+1Ri8BdTHv+27GPNGnQ2St336rNIfC1DMZCzGW9FnKwHxGnKhrxL1ll4HfVS7HKRNIgITo0T1xq4Q/04A5Vzbk8IIYQQQgixvkjS3DHfetxesqXkUg9jDoYZWhmbvGuik4Tk+EmsrZsA0FFMOj45J2kG+OFcxERi8FgwEzL7I5PP1hzuLoTTW1Fxxrrh+KmDNP/2iwAo28K+7hqsyzYv2E+zs5fzZCvhZD0iSTWDOWdZlbXnbS/rEY5NUn/iaZRtkY/ink+aHcdZ+iIhLnJcfWuJAAAgAElEQVQSx6JXSCyLXiBxLNY7SZo7stnsWnfhvHIsg01Fl1aUMlILyNgepmniXH8tOgjRfkC052l0ELb3XgZAYQz2YRTyGAruLgZUJxWHopmR30d9m4qhuTPf2YrqjKQ5OXiE5OCR6e9bn/8SxV95y6KFyJRSVLIWNT9uJ84awkQzmLdRnN2HG3alhOG6JM0W8VSNuN6k+r0nMVyX3FWX9WRxsNtuu22tuyDEikkci14hsSx6gcSxWO96L2M4R2HY+4Wi+rM2AzmbvGt1tncC5TjtpLhSRmU8rCu2YW7djLl1M0ZfmbRWn77fVvC6kk//GVtRfbXp8FCr/fmLcpf4JDJOaHz4U8vqb8GzKHkWY432dO1jU+0p22dDKYWVy7SnaUcRzf2HmfrOEzQPHydp9Gbxt4MHDy59kRAXOYlj0SsklkUvkDgW650kzR1RFK11F847pRRbSx6DOZsgSakHycw5y8R59jNwb7oe96brsS/fCqaBrnUXfsgZ8IaST0Z176f8t7X2Hs72tVeisplF+5EcO0H47e8tq88Z26A/a1P1E042Qg5PBvjx2RdtM2yL3FXbcIYGiBstSFPiWm8WtTh8+PBad0GIFZM4Fr1CYln0Aoljsd5J0rzOOJbB5qLHUN5htBkSpzPJrzJNlOu0X4U8KpOZM90aYMDSvK7kY83aikqj+Muqy4FsheI73krmnpfiveyFeC97ISo3d+r7cpNmANtsFwgLY81oI+TIpE/Vj8/yycGwbaxcBsO2iOtNkpZ/1m0IIYQQQggh1hdJmteh/lx7mnbBszhVn39aunJdUAq0Jn76IPqMadHbnZRXl4KuPZwTFB+f8jhRGSRz1w+RffldZF9+F8V3/oc57YcPPnpWfTYNRX/WwjAUJxshx2oBp+ohGr30zWdwBiroJMEfGWXqu09Se+JpdJIsfaMQQgghhBBi3ZFCYB2ZzOJTinvN1rJHM0w4OBlQ9WOK3hmhYBqY5SLq6iuIDxyBMALP7bpkp5vwikLIZ2ozxwOt+LNJj5+ptOjvbG1l9lfwXvZC/L/7ctf9k2//7bkdUwpz6yZyr/txjGL+jFOKsmfRjBLGGhFRkhIkKcN5B9tc/uc/huMQjk7QaAUAeBsH8TYOYpfmVg2/FN1www1r3QUhVkziWPQKiWXRCySOxXonSfM65ZgGW0oerTjlWDUkYxtdiadSCvuaKwm/vwcA3fJRZyTNADdnYpqp4guNmQJgDa34yKTHz1R8CmY7cXZufOacpDkdm5i3b+noOE3HJv+m1857Pmub2IbBRCsiSjRRkjKUd8ktcz9nq5Ajs30LJAn+8VOQJFQf24tVyE1fY2Zccldt6/mtyIQQQgghhBCLk6S5o9XqzUrKi6lkbYYDh1aUcqIesrnozk0SowiVzaAXKZS2KxtRTxXfbM3spTyRGnx40uNNlRY5A8zBvrPqW/j/HmH80cenvzfKJbKvehnOs3YCnXXOWZtJP+ZEPSJMNAM5h/6sBcvYlsrsVPk2PJfW8VMoc7zrfGbLBrxNw1i5S28GwqOPPsquXbvWuhtCrIjEsegVEsuiF0gci/VO1jSvc5tLHoM5B0MpJlpzi2sZfRWUaaKrddKJyXnbUApelA+5wetOrE8mBh+Z9GiloDyPzCteNG9hsQUF4fQrPXGKxoc/1bW22jAUfVmbjKUYbYSMVAOOTgXEyfKra3ubhtoJ8oaB6VfSbKHTlObTh6h9fx/1PQdIo7MvPCaEEEIIIYS49MlI8zpnGYqtZZdWlHBkyidjG2TsmWnORrmE0V8G0yCtN1AZD5QxZz9mQ8ErCyF+qnginAmr47HJn016vLHsk3npnXh3Po+03pzTD11vUH3PHy7aV91oMvnL/438m16LvXPH9PG8a2Gb7enaQZISJimDeYe8s3R4K6UwM173zySfJTh+kvDEKAB2fxm7XMAd6l+yPSGEEEIIIURvkaS5w7btpS/qUQXXYlPRJYhTTtYjtpQMTKM9xdko5LC2byX63hMQJyQjo5AkqFIBc6B7yrWp4NWlgI9NKp6KZhLvI7HJR6c8/m3Zx/E8TK87SQVgoI/M3T9C6+++3B5dXoCu1ql/+FOUf+fXuqaSu5bBUM5hsjUzXbsvm9KftTHOcl1yZutGkqYPaFpHT2JGMfW9B4mmamfVzkKUZZHZPIzhnJ+Y27p163lpV4gLSeJY9AqJZdELJI7FeidJc4fjOEtf1MOGCw61MKEVJYw2IoYLMz8Po5jH3DyMMTyAbrZIq3WSU2MYfWXUGdOtbQWvK/v82aTHwVmJ88HI5OOTHq8v+9gL5LCZFz0f74W3w6yp0FPv/gPSzojvaXqy2i5Mlu1eb2wYir6cTT1oP0OYpPhxu7q2cxbVtZVpThcFs8s+8WSVpNmidXRk2W0sxi4WMBybzObhVWnvTNu2bTsv7QpxIUkci14hsSx6gcSxWO9kTXNHszl3yvB6YijFtrLHYN4hTDVVfyZxVY6DffWVOM+4GuuKbSjTQJkm6cnRedtyFPybks8Wq3vv46cik09MucSLbK2sTBPludOv3OvvRpWLc66Lvv29BdvIuyb92XbyfKIWcmjSZ7IVwTns6ewOVrArJcxsZlVeca1J6vtEE1NEk1WiySpxY3WL0D344IOr2p4Qa0HiWPQKiWXRCySOxXonI80dWp99QtVrXMtga8kjiDVHqwGeZeBY3Z+rGIU8RrG9n3F85DjGYD/KnLvVk2vAvy37fGjS43g8c35PaPEXU/DaUrDgiPNs9jVXUv6dX2Pizb/SdTx87EncXbctfJ+pGMzZTPkJJ+shUaJpRglDeQfrLIqRKdPEnidpP1c6jEjCGP/oCfyjJwAwMh7lm56Blc8tcffyhOHC09uFuFRIHIteIbEseoHEsVjvVm2kWSm1RSn1IaXUMaVUoJQ6oJT6faVU5Szb2aWU+lznfl8pdUgp9Q9KqRcvcL1e5PUvq/N060clazNcaG/ddKIekp7xYYKyLawrt4FporIZkuMnF2wrY8Abyz5DZnc163bi7BIt83MKpRTmti1dxxYbaZ59XzljUXItxpshJ2ohhyd96sHaVcK2ykV0khCMThCMTtA4cJSk0SINFt7SSwghhBBCCLF2VmWkWSl1JfAAMAR8DngCuA34D8CLlVLP01qPLaOdnwP+BGgAnwGOAFuAHwdeopR6p9b63fPcehD4yDzHjyz3GYyz2Qqpx20uujTDhFaUMtqIGMp3r/dW+Rxmf/uzkPjgEXQco6z5QylnwE+Vff500mM0mfkZ7w0tPjapeF3Zx1nGiLNz67NpHez+dYYPfw/n5uuXvNezDQZNh6nOns5Boil7CYM5G/MC/95N1yF72abp75uHjgFQe+Lp6T2hzYxH7urtc/fMXqZcbnVGrIVYSxLHoldILIteIHEs1ju1GtOSlVJfAO4C3qq1/sNZx/838Dbg/2qtf3aJNmzgFOACN2itn5x1bifwCJACFa11MOucBv5Za/38c+3/fffd93Amk7lp586d59pEz2lFCU+eanJkyqfkWhS97qQ4bbYIv/N9kpFToMDasnHR9mqJ4kOTHqeS7iT1cjvhDctInNOJSSZ/5T3dB02Tyu/9F9R81bgX0AwTqkFCzjEpeeayt6Y6X/yRUeJqraugWuayTfQ959mY2eU/lxBCCCGEEGJhu3fvptVqffvOO++8+WzvXfEwW2eU+S7gAPDHZ5z+L7RHjd+glFrqI6o+oATsmZ0wA2itdwN7gAyQX2mf5xMEwdIXrSMZ2+Syssdw3mWsFRPE3VOsjWwGs7+COVBBN5qkk1Mzr6kaOukuAlYwNW+qtBg+Y6r2/qi9j3PQfXgOVSzMTY6ThIm3/gaT7/jv06/q732A+MjxBdvJOiYDOZswTjlRjzg6FTBSD0jSJTpwnngbBshctglv8wa8zRtI/AC0Jm6ce2G6vXv3rmIPhVgbEseiV0gsi14gcSzWu9WYm3pH5+sXtdZdmYfWugZ8E8gCP7BEOydpjzRfrZTaMfuEUupqYAfw6ALTvMtKqX+nlHqHUuotSqml3muO/fv3c8cdd8z7Wq/6sjYbCg4Dufb65iTtnpVgbtkIloVRLqKDcPqVVmuk45Nz2ssb8O8qLTacUVX7YGTyZ1MerUXyVmWaZF710nnPpaPj0694914aH/rkos9lGYr+nE3WNhhtRIxU2xW2a2u01tn0XMxM+2V4LonvU31sL8HJJVc0zOvEiROr3EMhLjyJY9ErJJZFL5A4FuvdasxLvabzdc8C5/fSHom+GrhvoUa01lop9RbgY8DDSqnPAMeAzcArgceB1yxw+7OBP519QCn1HeANWuulK0Z11Ov16X/OZNrrS1utFvfffz/Q3th927ZtPPjgg9NVBHO5HDfeeCN79+7t+hfKrbfeSr1eZ/fu3dPHrrrqKjZs2DDdHkClUuG6667j8ccfZ2JiYvr4rl27GBkZYd++fdPHdu7cST6f56GHHpo+Njw8zI4dO3jkkUdoNBpAe8/p2267jYMHD3L48OHpa2+44QYAHn300eljy32mCjDKlfTZCf6JA9P3O1v6cTYN00pmEjzViNCPHyW9vA89a961Mw5eBl5f8fnYIY+RYKaq9qHI5E9rHj+51acYg9WEqAj6dISm4N3+HIKHv0Py/ZmfyXySI8ep/s/3klrtwmXmzTtx7noeTk0RZyHtDFjbmPSPGzSSBL8CRwhBhwylFv2mw249M9qbx2Cr8jisferMZPc7VZYJHTPCTFXJLTh4GOzDnz5WxmSjctmvW/idra8sFDtUhlM6ZJROwn7lIINPncDpK/Hknt3Tf1VnE3sAY2NjPRN70Ht/T/JMy3um+++/v+eeqRd/T/JMiz8TIP8fIc90yT/Tab30TL34e5JnWvyZPM875zpWK17TrJR6P3AvcK/W+oPznH838A7gHVrr315Ge88DPgFsnXX4BPBfgfeeOZqtlPpfwF/TTi984FrgV4B7gFHa66OPLvae991338Npmt50yy23LNW9dSmIU/acanBoMiDnGFQy9oLXJqPjRN/fQ3JyDKNUwKiU5r2ulcJHJj2Oxt3bVfWbKW8s+1TM+eMyeuoA9T/6CPospy/n3/yGRYuGNaOEqh+TtU1KGYu+jE05YwHnVoxrJU6PMLtD/bgD7YJrhmuT2bZ5WcXB7r//fnbt2nVe+yjE+SZxLHqFxLLoBRLHohesZE3zRbVPs1Lq9cAHgL+hnSQfBLYBvw78EfBDwE/Mvkdr/UtnNPOvwKuUUp8G7gb+E+1iZIvKZrMr7X7Pci2DbZUMQaI5OuXjmgZZZ+7ezABGuYTKZlD5LHqRPf0ynarafz7lcSiaaWssMfjAhMdPlX0GrbmJs33ldsq/++vt6d/TpzVT7/wfiz5D9MS+RZPmrG3imgZVP2GkFuJHKfUwYSDn4FkXtsK2Mk2iiUnSIKR1uL0+2x3qx+mvYBWWrl556623nu8uCnHeSRyLXiGxLHqBxLFY71YjG5jqfJ1/SHHm+NxFrrN01i1/iPY07DdorZ/QWre01k8AbwAepp0MP3+Z/Xpf5+sPLufidI0KQV0qip7FlpLLhoLLyUZIlMz/81KWiblhCGVZpFO1Rdv0Ovs473C61xJXU4MPTGQ4Gs0fnso0MQf7MYdOvwbI/PhLFn2v4J+/teh5ANNQVLLtfZ0nWzEjtZBDEy1ONebuV30+2X0l3OEBrGIeq5gnmqqh45g0TtBJ92s+s5cZCHGpkjgWvUJiWfQCiWOx3q1G0ny60vXVC5w/XdRroTXPp90F2LS3jzqzoFgKfL3z7XKH0091vi5rYznf95e+aJ0bzjsM5R0qGZuR2sKJpFHMozLL2y7JUfC6UsD1bnfi3NTtLaqeDpcXopkX30Hpt99O4ZfeTOGX3oxzy7PmXBP+63dJm60l2/Jsg6G8jangVCPkeDXg4ESrUyjs/CfPSimsQh67VMAuFbByWbTW1B7bw/gDj8y8vvUI9b0H5tw/3xokIS41EseiV0gsi14gcSzWu9WYnv3Vzte7lFLG7IRXKVUAngc0gX9Zoh2383VwgfOnjy8857fb6QraTy/zerEEpRSXlT2COCWIU07WQzYU3LnXOQ50FtlrrZdch2speFUxwKtpHvJn1ksHWvHnkx73FAOe6c0/qjqb2V/B7O+sAe6vEP7rd7vO19//MYzhAUrv/I8o11nyWYueRdY2mfRjmlGKH2uKrslAzsG9gFO2rWKO1qHubbR0mmI4NuYyP5wQQgghhBBCnJsV/5+/1vop4IvAduAtZ5x+F+2R3o9qrRunDyqlrlVKXXvGtd/ofL1HKdU1TKiUuoF2YS8NfGXW8WcppeZUperc/+7Otx8722cSCzMNxfa+DMMFhziF8WY05xrluSi783nMMqc1GwpeXgj5wWz3ZyIxik9VXb7ZPLvPd4y+8rzH0xOj+F97AB3N7fd8LFMxkLPJOQbjzZCRWsjBiRan6iHJBZqy7fRXKDzjqq5X/urLAUj8kODUeNcLmP7naIkp8kIIIYQQQojFrVYhsJ8HHgD+j1LqTmA38BzaezjvAX7tjOtPz/GYHoLUWj+olPow8FPAQ50tpw7STsZ/DHCA39daPz6rnV8EflQp9Q3gMBDQrp79YsCkXVTsE8t5ANedO2Iq5udZBtsrGaJEc2QqwDEN8u4ZhcHU2X8eoxTclY/IKPhCY2YkWKP4x7rLVGLw4nyIsYyC1sowsJ95DdFjT8451/rrf8D/h69QeNu9WNu3znP3XFnbxDMNamHCqUZIK06phzF9WZuiZ6EudJVtBaQp0VSViYe6R9QHbTV9zMplKd/yTKycFLoTl5arrrpqrbsgxKqQWBa9QOJYrHerkjRrrZ9SSt0C/BbthPVHgOPAHwDv0lpPLHb/LG+ivXb5jcCLgAJQBe4HPqC1/uQZ138WKALPAl4AeMAY8I+d6/92uc9gWRdVIfGLXtGz2Fr2iFPNSC3ENtWqTVm+PReRMzSfrTmks5LRB1o2U6ninmKAvYwcNffTP0nwz9+i9Zl/mnNOt3z8++4n/6bXLrtfhqEoeRY5x2SqFTMSJjTDlIKX0J+1yS1QUfx8MGwbu79CXJu79VYOiIFoskpu+2Z0FM+5RoiL3YYNG9a6C0KsColl0QskjsV6t2qZotb6MO1R4uVcO2/Ko9ubRn+k81pOO5+lnTiv2OnNusXyDeUd/DglTlOO1wK2lDys08PAupPupvqcFgHclIkpmimfmPIIZoXL44FFfVLxupJPdol2jWyGzEteAKmm9bkvzDkf/r9H4CyS5tMsQ9Gfs/GjlGoQ0wgTmlFC0TXpz1649c7uYN+8x3frJjtVFh23k2X/2El0nOB09nwW4lIge4KKXiGxLHqBxLFY7y7sBrSi52wpuQznXUqezUgt6K6obZroZpO02Zp+6Xjpgl6nXeWk/HTZp2B0b291MDJ5/0SGsXh5U6K9u34I74fn33lMr2CrMc82GMzZuJbBWCPkeGe988l6SLzAllwXlFJE1Tr1vQepPr6XuLF05XAhhBBCCCFEN0maxYoYaqYwmG0anKyH7YrZjgMZl3SySjo6Pv2KDx5Gn0UBrY12ypsrPkNmdxI6mhi8byLD/mVsSaVsi+yrXkbpt/7TnHPV9/whzc994ZynMCulyLsmQzkHBZxqRByr+hyY9BltRBesWNh83OEBMAz8kVOkYbTgvs5CCCGEEEKIhclC3g7TvHDrUXuNZSi2VzyiJOXoVMBYM6aycQjldBc2T+sNoj1PQ5KCtfyfd9nU3Ftp8fEpjwPRzH0trfjwpMfLCyG3ZJZOeo3hubuZJYeOkhw6CmlK9pUvWXaf5rQ9vd5ZUwsSTtQCmmFCLTApZ2xKnoWxxNZbqyXf+SzM9FzMDYMkzfYe5MHIKMms0Wa7VMDMypZV4uJUqchyAtEbJJZFL5A4FuudJM0dnifJw0pkbJPL+zIkKRyZ8rELJUqD/V3XBA9/D+U4xAcOY11xGcpY/kSHjAFvLPv8TdXlu8FM2KYoPltzORkvXVlbKYUxNEB6cnTOOf8fv4o6XUHdUFg7Lse+cvuy+3eaZSgqGYsoMan6MfUwoR4mTLbMC1Zpe6vqjmVlKOJqndqTM1uWK9Mgs3kDpWefufObEBeH6667bq27IMSqkFgWvUDiWKx3Mj27w/f9te7CJa/gWmyreGwsuEy0Ihph93Rgc3gAa/sWlKI92nyWLAWvKgbcmQvnnHugZfOxKRd/iWYXWtsM0PrsP7Vff/OP1H7nTwgffXzBa5dim+1iYWXPohEmnKiHHJkMODQRUPVjNOdv2vZh3R3L7vAAOtWkfkjqh8TVBsGJselCYUJcjB5//Nz//oS4mEgsi14gcSzWOxlp7khkveeq6MvaBElKottbUZmGwutUk7a2bCQdGwcUOgxR9tmHn1JwRy5i0Ez566pLNGvUdk9o8f4Jg9eXffrM+ZNS74d+APuZ1xB+62Faf/vFRd+r9Q9fwdw4hNFXOae+AriWwaDl4EcptSCmFibUg5iCZ1H2LAqeueojz3W6PzkwMx5mZmb0OQ0jmgeOkPghUbXeda0yTaxcZlX7I8S5mJhY7k6FQlzcJJZFL5A4FuudJM1i1W0suESJJkk1I7WAzUUX22wnzjqKIZOBOFmwIJhaxtrfZ3oJFdPnY1MutXRmwsTJxOC94xleVQy42p3/gxCzv4L34ucTfPMh0rGF/yOQHDjM1K//T3Bs8m9+Pc71O5fs10I828C1bPxYTyfPNf/8Js+L0pqk2WLi/32n67BhWxSecRXuUP8CNwohhBBCCLG+SNIszoutJZe4kzgfr4VsKrpYhmqP2h4/STJyEkZOzn+zZWJdthll2/Of79hsp/xcxefjUy5H4+4CYR+dcrkzF/GD2Wjedc7Ksij+ys8TPPQddL29R3f48PfmXe9MGNH6/JdXlDRD+8OAjK3wLBs/TruS57xrUc6YFNzzXzDMcGysQg5/pPtZdRRhV0ok/tzp70IIIYQQQqxX6my2/+lV991338OZTOamnTtXlhSJbkmqeWq8xdEpn2aYsKnooscmiA8eBb3w4uP46AhGsYBRyC3rfUINf1N1eSyY+xnQTifm7mKAt4zV+8nISaZ+43cXPG9u37qs/izFHOwj88qXYPRX8GNNPYhBKQqOSc4xKWcsihew2vZpwckxAMo3P5PsZRsv6HsLIYQQQghxPu3evZtWq/XtO++88+azvVdGmjtiKYq06kxDcXnFI0k1R6d8RmohG/oruAN9C94T7TsAR0dIjo2QWDPhqYx25Wsjl51zj6Pg1cWAzc2ULzZs9KxpzrtDi/dNGPxkyWfIWvwDInPDELk3/gT+Vx8gOTYCZ+zdnBw4vMwnX1xy4DDp2CTFX33L9MhzEGtqYTz9yrdMSp5NyTMxz6LKOMCEjqmoc//T9o+M4B8dWfQad8Mgucu3nPN7CLGUkZERNmzYsNbdEGLFJJZFL5A4FuudJM0dQRCsdRd6km0aXNGXaSfOVZ+T9ZDhvLPgumWV9TCHB2FooOt4OlVrT6OeJ2mGdoGw23MRG+2Ev5zyaOqZ9kcTg/dNZLinGPCMBdY5n+Y+9xbc596C9n0m/uNvQnr2Vb6XI376IOlUDRSofA7PNvBshyBOqQXJ9Gu8ZVJyLUoZC8dcXvI8QkjlHP60zYxH6/BxwtHxRa9Tto3h2CBJsziP9u3bJ/+DJnqCxLLoBRLHYr2TpFmcd65lcGV/hlRrjk4FnGpEDOWdea+1Nm3AHOyHdGZUODk1RlTfSzJWBa3b66Kd+dc7X+Wk/Fxfi7+Ycjk+a51zqBV/MeXx3EzEXfkQa4mZz8rz8F54O/4X//nsH3iZJv/zf22/V6lA4S1vxNq+FdcycC2DMNbUw5iaH1N3Yyb99nrnkmeRsc0lWj43ViFHfueVsMiSjTSKaR08el7eXwghhBBCiIuRJM3igsjYJlf2Z0k1HJ0KGG1EDOTmT3zPLACmchlULou5cZi03iSdqrYT6wVUTM3PVHw+V3N41O9u64GWzaHI4NWlgMoC21Kdlr3npXh3Po90srrMp1yYjhNq//O985+bqtH62y9ReOu/mz7mWIo+yyZONfUg4UQtohokTPlxe92zZ5FzV7/itlKqPWy/2Hkg8UPCsUmc/vKqvr8QQgghhBAXG0maOzzPW/oisSI5x+SKvgxaw9Gqz0QLKpnFK2QDGOUSznVXkxw9QXzkGGmjueQ9toK7CyFbrZS/rzuks5LLI7HJH49nuLsYsHOJ6dpGpYxRWZ3E0BjoI11g6nP02BNE398DhoF52WaMbHuvZMtQ7cJgrqYRJozWQ6qWQdWPyTomRc+i5Have97C/KP4q0IpSFPCsQmqj+2hcuuzMLPytyNWnxRmFL1CYln0Aoljsd5J0txhnGWxJXFuip7F9j4PTXuqtqKdFC5GKYUqFdFBiDo1ij41tqz3Ugqek43ZaKd8asplatZ+zr5WfPwspmuvhvxPv5bGX36edHQcXa3POV/7/Q+2++15FP7Tm7Eu2zx9zjAUBc8i75q0opSqH1MN2tO3x+128lz0LDzLwOP8xbJhWzjDA/hHT2BmM+hk8Q8dhDhX+Xx+rbsgxKqQWBa9QOJYrHeSKXY0m0uPXorVUcnYbK9k2Fh0mQpipvzlVS43KmXojMCejcvslLf0tbjWmfs+D7RsPjjhMZGc/6zZumIbpV/9BSq/+xsUf+NtC16nfZ/gGw/Oe04pRdYxGcw7FF0LP045UQ84MuVzcKLFkSmfffik53ErOadSwszI6LI4vx566KG17oIQq0JiWfQCiWOx3knSLNZEX9Zme8VjU8FlotUeNV2SZbZHnU2TtN44q/fLGvC6UsBL8gEG3Qnl6ena3/HPT4Gt+ZjDg6hFPgCInz7IUnuou5ZBX9ZmINeejj3aCDk21a4Cf3CixWgjIkzOT/Xv02pPPn1e2xkKnWUAACAASURBVBdCCCGEEGKtSdIs1sxAzuGyisemost4M6K2ROJ8ugiVKuQhis76/ZSC52VjfrriUzK6k0lfK/6q6vFXUy7++c0z232xLQpvuxfnOTdi7dyBual7G4fk8DH8f/jKstqyDEXJsxjOO2Sc9p/08VrIkSmfA+MtjlV96kGMZvVGn82MS+vQMZJGizQIV61dIYQQQgghLjaSNHdYlizvXgtDeYfLyh4biy5jzYj6Eomz2dm/OTk51t7n+BwsNl37O4HFH41nOBCe/z8Na9sW8m96LcW33Yv3sjvnnPe/9PWzak8pRdY2Mfz2FPgk1ZxqhBytBhycaCfQo41wVUafvU3DpFG86PZUQqzE8PDwWndBiFUhsSx6gcSxWO8kU+xwXXetu7BuDRec6VHQ49X29OK8O39oqnwOY7AflfFIa3WMUuGc3vP0dO1vtRK+WHeIZ1XXnkwN/nTS44eyEXfkIswLUCTM2r4VDAPSmYRWN1uE390NSmFt3YRRLi6vrSZgKpyMhdYmzSilFsZMBTDlx2SaJjnHpOC29342FtliajGG3f4dJX6A4Z7Hit1iXdqxY8dad0GIVSGxLHqBxLFY72SkuaPVaq11F9a1DQWXrZ0R59FFRpzNvjL2VdtRSqHrDeKjI12v5PgJ9DKnbisFz83G/Gxfi2Gze/RVo/ha0+EDEx6j8fnPms2BPvL//qfmHK//0Yep/+GHmHz7bxN9f++y2opm5dZKKXKOyWDOoS9jk+iZtc+HJn32/3/23jxIkuu+7/y8fHnU1XfPhTkxFzAASAwoAqTEkUkRJkjROixKtmXZtJeWZclyyLLsYHgtX6I2FPbG7npla+21RK0ly1bI1i3RpiiJIEgK4AEQHNwDzIW5p3t6evqq6qo83/6RWdVV1dXXdPX09ftEVFTny5cvX3a96s5v/q47VUbLPrNBDCt131aKaLbK9CtvkQQrd5cXhMU4ffr0ek9BELqCrGVhKyDrWNjuiGjOSJJ7EMgqLMqeZQpn5TqQ97Dv243u7Wl5GQNJh3JOi7HbNvzYYJVvy88XfvUkYV+dtUnW2BPZeeh4quQ7EcfUvvTVZY1jFvAfcbSiP4t9LrgW1SBhZNrn2pTP5ckalyZqjM8uP3mYt2OI6tUR4iBMXbUFoYtUKitL9icIGxVZy8JWQNaxsN0R92xhQ7GnZ85N/ua0jwF62ly1rVIR95EHoU2oRTdGSHwf4/stwll5LmoJ92FHwUd7Ao65Mb8z41JuqukcovifZY/XfZuP9foM6rVRz0op7MMHiS5c6rg/GRtvsTarnIc+sBdlryzrt1KKvKPJO5o4McyGMZPVkMkqTDoRecei4Gp6XE3J1di687M1Z6AXf3xiRecWBEEQBEEQhM2GiOYMdZdxnUL32dPjoQCF4sZ0DWOgNzdfOLdjVWuoW7cxQdhSksrcuo195OCyPuNjXsxPOFV+f9rjTNB6zkuh5v+5k+fDxYDH8xHWGiyZ0o/+Nap/9AzJ2B2ScoX40tXGvvjaTWZ+/tMt/fWBvfR+8u+2PhRYgdOEthQ9nk2PB0FkmI1ibpcDbG1RcCxyjkXBSWOfi55GL/A7rF6+jtJz4t3K5ygc2LP8iQhCG64rcfLC1kDWsrAVkHUsbHdENGcUCoX1noLQxO4eD0spFHA9szj35RZfrnpoAO4/gGlytU/uTBKdvZhmeV7mg5GiBT/U5/PNWsxnyy6+mTsuMIrPZFbn7+v1Geiy1dnq76P4V/8iAOFbF5j5v35x0f7xleuEb57HffShRps7eXfndm2Fa9sYT+NHhmqYMFUL8GyLnBOSt9MEYiUvfbeUwrI1wa1xgrE7LWPldg/jDQ+gC7m7m4yw7XniiSfWewqC0BVkLQtbAVnHwnZHRHNGEEit2Y3GzpLb0Lk3ZnyMMfTnnQX7K89Ns1A3EUxOA2CqNVRx+Q9GlIJvyUcccWN+f8blfJvV+WKo+YU7eT5SCnh3bm2sznrfHnDseW7o7cQ3R4l372hsRx7YaRJyrOHBFgvwclBKkXMUOcfCGE01SqgGCdO1KBXQtkXOSV23CzuG8cKgJTlC9doI7o5BjJSjElbB5cuXOXjw4HpPQxBWjaxlYSsg61jY7ohozgiXmXFZuLfsKLpYKFBpjHNiYLCwsHBuxyQJqr8PU63BCkRznX5t+Jt9Pt+oxXyug9X5D2c8XqnZfG+Pzw67y1bnYoGef/Aj+M88R1KebbTHN0Yx03M1qqu/+0dUf/ePOo6higV6fvKH5z1MWC712s8FR5MkhlqUMBskTNUiJm2LvK3xHJuioynWLdC3Jc5ZWD1Xr16VGzRhSyBrWdgKyDoWtjsimoUNz1DRwVKgleL6tE9SCRgqOMuKUdZ7dhHfvoOp1ojHJ7BKxSWTgrWjFDyejzjqxvzetMfFsNVyW491/kAx5NsLIXYXrc7Osftxjt3f0lb+lf9O8NUXl3W8qcxS/dwX6fmxj696LpalKLiagpsmEKtFCZUgZrIW4tkWXiai7bJPrx9hXnwdr5Q+qNB5j9ID96MsSdgvCIIgCIIgbC5ENAubgoGCg2UplIIbUz5jlZAdxaWFs7IsrHyOxBgIQ+LRMewDe+9uDtrwif4aL9RsPld2CZqszjGKpysur9Zs/mKvzwFn7UqY6b27V9TfTM0s3Wmlc7DS+s9Fd84CXQ0SpqoRXgCTb1zCszWeY5HXmv4je8kf2IN9F9Z+QRAEQRAEQVhP9M/8zM+s9xzWnbfffvtHc7ncnp07d673VIRFyNlWKtKMYaoWMRvGFFy9qHBWOQ+Vy6XZtuMEMz2D6utJ991FxnSlYK+T8M5cxHisGI9bLacVo/hmzaaSKA46cVetznXsg/sw1Rqm5qMKeVSx0PLCdaDmN/onE2lmMPvIoTWx9CqlcHRapqroaExPkcDNUXZz+F6B6u07VNw8lYFBQkujVFozWjLWC4sxODgo2VqFLYGsZWErIOtY2Arcvn2bKIpuHj58+JdWeqxYmoVNRY9nc2SogAJuzgTcnAnYXXLRC2TiUo6Nfd8uktkq8dg4JoyIzl8CrbEP7ltxjeM6A9rw8T6fV/yIz854VJqszgbF16sOb/iav1AKeNiLl5u4e1ko26b4g9+74P7g4tuU//X/29JW/cyfApD/7g91byIdsCxF0bUpujbGmDQLt7YZr4ZM3JmlEKfW6bxj0Zuz6fFsej2Ns0AtaEEQBEEQBEFYb+RONaNara73FIRlUnQ1R4cL7OvL4WmLG9M+UbJ4Ei7luVj9vTgPHMU5fhhla8wqM6YrBY/mYn5yaJZ35eYnkptJLP7bdI5fncwxFt07q2q8K9+xPbp4+Z7NAepZuC16PM3OosPg9BQKGCsHvD1e5ezYLGdulXltpMzZ27PcnPGpBLFk3RYAeOmll9Z7CoLQFWQtC1sBWcfCdkcszcKmJO9ojg7lsRSMzARcn/LZ0+viLmCxVFrjPvwAAOGZc2ljHHdlLgULPtYb8Ggu4g9mPO60uWxfyBKFva8Q8oFiiLvG+tnatwvn4QcIX3+rpd3UfOLRMQCU52H1967tROpoTTI2jjPYT7HgMFhwCOOE2TChXIsZK4fkbIu8oym4FgVH0+NpSp5Nj6cX/EwFQRAEQRAE4V4golnYtLi2xdHhAtpSaAtuTPvsLnnknMVFloliVC6HKc9CT6lr8zniJvzEYJVnKg7PzjoktCYK+/Ksy8s1m4+WAh7qsst2M0opSj/xCWp//CWqvzdXiiq6cJmpf/5/NLadRx6k9ON/A2Wv7Z8BvWOIeORWS5ujLfq0RV/OJjGGWphQCWNGZyISA3nHagjooqspuamALrp6QVd8QRAEQRAEQVgLRDRnOM7ya/8KGwfbUhwezGNbCq0UN8sBO4sORXfhWGWrrwflOpiaj0kSUN1LSuUoeKoUcjIX8T9m5penmkosfmM6x1E34rtKAcNdru0MYFXTrOFLZQkPX3uT6K2LOA8f7/ocVoKl5kpZAS1W6NuVENvKBLSdiWgvFdElT1NwLEkotkXZv//uaosLwkZD1rKwFZB1LGx3RDRnSEbAzYu2FIcGcqlwthQjMz5R4tCX67y8Vc4DpTAzZeKZMkZbWVKw7n0ddtppearXfM1nyy4zSav1+3xg8wt3NO/NR3ygGJDvogeynYXn67270sDrRWKEk6np7p14CUy1RnD6tXnt1vAg9v77GtvtVmg/SqiGCeOzITfjgLxjkbN1qyXa05RcTc4WEb1VOHjw4HpPQRC6gqxlYSsg61jY7ohozpidnV3vKQirQCnF/v4cjs4szjM+YWwYKtjzRJQqFdE7htCD/ZgkIbp6A+MHXXdTVgrekYs57lZ5ZtbhKx1ctp+rOpyu2TxZDHh3PkJ3Qe8F/eBOgtXfR/Fv/1Vqn38WU0nXdzI901KOyn/+JdBz1nC9YxB9/4HuCk/XSX/P596ev8+xcSwLmkRzM5ZS5B1N3tEM4hAnhmqYUK27cieGvGuRtzU5J7U8FzMBXRQRval5/vnneeKJJ9Z7GoKwamQtC1sBWcfCdkdEc4Zk7N0a7O7xcLXVsDiPlgN2llysJuFkFfK4jz4EQHj2AgDJ2DimMpdBXblO1xJleRZ8pBTyWOay/Xaby/asUXym7PH1qsN3lgKOeatMUNZktfYeP4n3+MnGdvlX/jvBV19sbEdvnCV642zL4bkPf4DC9390dXNoQlkW9v0HIElad0Qx8bWbKxpLWyq1Kns6G8IwG8XUwoQ71RBQ5B0rfdk6i41O+xeddFtE9OYgWGV2e0HYKMhaFrYCso6F7U7XnEKVUvuUUv9JKXVDKeUrpS4ppX5eKTWwwnFOKaX+IDu+ppS6opT6rFLqI4sc85BS6jeVUreyY95SSn1KKdW59o6wpRksOBwdzrO3z0MptXhJKktj9fVi9fagbN14JeN3MOH8MlKrYZdt+Fv9Nf5yb40+K5m3/1Zs8Z+ncvzapMettSpRZS39lfe/9LWun1YphdK65bWcuSyFrRW9ns3OksuhgTx7e13ytkU1TLg+XeP8eJVztyu8OVrhtdEyr41WuDheZXQmoOxHJPKwTBAEQRAEQViCrlialVJHgK8AO4E/AN4EngB+EviIUup9xpjxZYzzd4H/AFSA3wOuAfuAjwHfqZT6Z8aYn2s75j3AFwAH+G3gKvBB4F8ATyqlnjTG+CyB1YUbeGHj0OPZHBsu4GiLkRk/LUnV4+LarZ+zvf8+rFKhpS26djN1Y16i9vPdoBS8MxfzoFfluVmHP5t1CEyrQD4b2Jy/o3k8H/EdxYDSCpemihbe5zx4hOC5FxY93tRqKzvhKjFhSHTp6rx21deDHuhf0ViOtnC0Rd1HIIwTqlFCLUyYrKXu3F4WE53GRqeW6KKbuXa7GkdKXG0IisXiek9BELqCrGVhKyDrWNjuqG64JSul/hh4Cvj7xphfaGr/N8BPAb9ojPmxJcZwgDHAA04aY95q2ncCOA0kwEBdBCulNPAqcAL4XmPMH2btFvCbwPcD/8QY868XO/fTTz/9Yj6ff9eJEydWduHChieMEy5N1Bgt+9yuREtm1gYIXn+L8Mw5TJiqT6Ut9N49KK/7yeKmY8WfVhxO1zpnb3eV4VQh5H35EK8LWs4YQ/C1b6a1quvu0sYQvPByS7/8x75zwTFUzsN550PowZUJ2nlziWPii1dQPR3+ESsL+75duI89sqpztBPFhloUN4R0mBhytpUKaW2Rc9J60cWmmtHi0i0IgiAIgrD5OXPmDNVq9ZtPPvnkt6z02FWL5szKfB64BBwxxiRN+3qAm4ACdhpjKouMswsYAV4xxjzaYf8rwDuA4brVWin1QeBp4MvGmPe39T8MXAAuA/ebRS706aefftGyrHedPHlyoS7CJiYxhquTNUZmAkZmfPpzNv35hUuMRZevEY2OQbZi4tHbWIVc12KcO3E9tPhs2eVy2FnQF5XhO7JkYfYS+i0qgL2CvHbGGCZ+9B+vYLagekr0/ct/iNW7ujrXplrD+G1xUiYhHruD88BRvG95x6rGX4o4SbNz15petqXw7DQu2rNTMV0viVVwUiHd7rEgdJ9z585x7Nix9Z6GIKwaWcvCVkDWsbAVWI1o7oZ79ndk73/SLJgBjDEzSqnnSK3Q7yUVuAtxi9TSfFwpdcwYc66+Qyl1HDgGvNTm5v3B7P1z7YMZYy4qpc4Cx4G6gF6QKFrEp1XY1FhKcXAgj2dbaKUYKQcEccBw0WlJEFbHPrgPvW8PGIguXyUZu01SrrRkmV4V2kLlcy3Wy71Owt/ur/GGr/lc2WWirURVxSj+R9njuVmHD5UCHvFirAXEc5IDVpoM3tYQLT8BmZkpE569gPfuec+3VoTK51D5XOvYSQJjd1Y17nLRVmuNaGMMQWyoZWWuJqsRcWLwmqzRnp1apAuObliiC67GXugDEe6K0dFRuUETtgSyloWtgKxjYbvTDdH8QPZ+doH950hF83EWEc3GGKOU+nvAfwVeVEr9HnAD2At8H/A68IN3ce7j2WtR0Xz16lU++clPdtz3zDPPLHaosEnY3eORsy1srRgt+9ycDtjV43YUOyoTyMq2UZ6HiatpnHM38AOsoQFUX0/rORU8nIt5wKvyfNXmixWX2bZ454nE4jenc/yZHfNUMeSoG7Naz2GlFM47HyL85qsrOzDobqK0eZj5ydLWGqUUnp1amvuytjhJRbQfJUzVIvwowbKyflqTy/rXS17lm961CGlBEARBEIRNTzdEc/3ecmqB/fX2JQMgjTG/pZS6AfwG8Deado0CvwJcXKtzA5TL5cbP+XyaeLtarfLss88CsH//fg4ePMjzzz/fSL1fLBZ57LHHOHfuHKOjo43jH3/8ccrlMmfOnGm0HT16lN27dzfGAxgYGODhhx/m9ddfZ2JiotF+6tQpRkZGOH/+fKPtxIkTlEolXnhhLpHTrl27OHbsGKdPn6ZSSb3fXdfliSee4PLly1y9Opdgqe5+/tJLLzXatts1jV27RHl0lHoU7fXoMDucmPj25cbx3vA+3N4hZi5mcb5H+rDMEK4pEqgKSVOmrVzSR0RAZM2Vq3KSAhYa35oT2do4OKaAn0xh7DQ4nyStpxzlIWnK825PwXt7It6xJ+Irdxy+dschbBPPNyPNf57SHHJiPjAUcKC/VWAmDkRNmlxXQPsQDM61qQCcMoQlcP/RX8H60jGS0TvoGiQaTJMHuxVA+PIZkhtz6yG20t9D2Aum/pdkkWsCiPrm2qwq2NW0rnQ9j7+KwJ4Ec/8wwSAE2WdQPPAQiT9LdfRS4/h5nxOgC70Udt/P7MjbxLPTjfaew48STI/j377WaMvvOoTlFahceaPR5vQMktuxn8q1syRB+pkqbVM6+DB2eQxncpTGr3XHYQI/Ibp5iYg0e+FIYRirfxd69C2I09+Pkytw/4OPcPv6Je6M3Wqcayt8n9b6b8Szzz675a5pK35Ock2LXxMg9xFyTZv+mupspWvaip+TXNPi15TL5e46+XM3Ypp/CfgR4EeMMb/cYf/PAT8N/LQx5l8tMdZfBz4N/C7wv5HGIx8E/jnwQ8BvGWP+clP/PwE+BHzIGPP5DuP9enbcDxljfmOh8z799NMv5nK5dz300ENLXa6wRQjjhMtZgrCxSsRwwabHW/uy5dG1mwSvnsH4AVaWSEvZNspdOMZ6JlY8M+vwjapNQmfL5WEn5oPFgENuglGg1qCSUnuNZ4Def/aT2Af2dv1c0dtXwIBz4hjuOx7s+vjdpu7W7WcWaT9OCGKDoxVu3aXbtnC1IudoclnMdN7R5G1LYqQ74Ps+nuet9zQEYdXIWha2ArKOha3Aesc01625fQvsr7dPLjZIFrf8n4BXgI83xUe/qZT6OKkr9l9SSn3AGPPFbp4bIEnuvSuosH442uLwUBrn7GifkZkAP0oYKjhrmylZKZTjYKo1kttZ3G4QovftRuVyHQ/p0Ybv6Qn4tnzI5ysur/nzv7YXQ83FyTxHnJjv6As41KEO9FpQe/pZSp/4K10fV+/dQ3ztZtfHXSua3brrJMYQNgnpsh8RxAZtKXK2wtUaV6fH1BOPNZfCyjlWx5j77UK5XJYbNGFLIGtZ2ArIOha2O90QzfXSUMcX2F/PGrBQ3HGdp0hrLX+pQ0KxRCn1ZeBbstcXu3xuave4Nq2w/lhKsb8/R8HROFZaz/nGTMCuUuc4566cc7A/tcxmD2mScoXo+ggmjFGdNXODYdvwg30+18OQz1cczgXzv74XQs2F23mOuxEfLIbsc7onnu0De+dZms1MeYHegtVBSJu6kI4T/MgwFcb4UYJS4OrU4uxplb2nwjlnt4rp7WKVPnPmDKdOnVrvaQjCqpG1LGwFZB0L251uiOZ6lqynlFJWh5JT7yPN5fu1JcapP77ascD+entzfZovAP8U+AjQ4vqdlZw6Turi3R4LLQgNhooOOcfC0YpblYBrUzV2lzxyTvfFiZXPYR0/3NgOz1+C6yM06lstg71Owt/s97kShjxddrnQoUzV2cDmbGBz3I34QDHkQBfEs/eBb8V/7oV7agE2vk88cqvzTtddda3oe41SCtdORXFP0wP7KBPSQZwwGyRMVCOixODo1KXbrb/bc67edWt0/WdHbw8xLQiCIAiCcK9ZtWg2xlzIYoufAv4e8AtNuz8FFIFfbK7RrJR6MDv2zaa+f5a9/4BS6v80xrzS1P8k8AOkyuILTcd8CTgD/Dml1PcYY/4w628B/3vW5z8uVqNZEACKrub4jgI52+KWDrhZ9hnMO/Tl1j7OGSC+MUpMmghBuQ764D7UEokKDjgJnxio8XZg8XTF5dIi4vl+J+b9xYAjTnLX2baV1uS/7yOUf+FXGm3ha29hgnDRmOy7O5mCJCG5M0lwp3N0heopod55AqtY6O651wFbK2ytKTL3GSZZnHQQpWJ6KjQEcYIxdat0m5huKoeVaxLXIqYFQRAEQRBWR7cUwY8DXwH+nVLqSVIh+x7SGs5nSa3BzdRTojVu340xzyulfgX4BPBCVnLqMnAI+IuAC/y8Meb1pmNipdQnSIX0byulfhu4AjwJvBt4Dvi/l3MBEqchuFmcc96xcLXFSNmnFiXsWKCeczew+nqw9+2Bpuc60dtXIIzAc5c1xv1uwg87NS6GqXi+0kE8vx1q3p7Ms8+OeX8x5AF34TrPK6X2xa+Qf+r93RksQzk21o4hjB903J9MTGJ7LsTLry292bBUGvuca3PHjpJUPAeRyWKl0+2Gi3dmmXYyMd2ciKz53dVqbeP3V8nRo0fXewqC0BVkLQtbAVnHwnanK6I5sza/G/hZUlfpjwI3gX8LfMoYM7HY8U38MPBl4H8BPgz0ANPAs8CnjTH/rcO5v66UepzUqv1UdszlbC7/2hjjL+fEtn1vLIrCxsZSir19WZyzVoyWA65P+ezqcXHXwGKndwyhdww1toPX3lyk98IoBUfchMNOjfOB5gsVh6vRfPF8LdL8+pRml054fzHgEW9l4tkamO8OnYyM3dWclzxXWx3rZoy/rK/1lsS2FLalKbQZ96M4E9NxWld6pi6mSRPfubbC0RaOpebip+25RGS5rC1nWxuivvTu3bvXewqC0BVkLQtbAVnHwnana0rRGHOV1Eq8nL4d78gyN+pfzV4rOfcbwF9ayTHt1OuOCQLAQCGNc/Zsi7FKwPXpgB0Fm9I9KEsFEI/fQe/cgbLnC9/FUAoO7on5O+MxF0OLL1VcLnawPI/GFr85neNpnXCqEHIyF+EsQyfpvbvBsVNLuLChqLt4tzurR4khzMR0GjOdvicmE9M6fXe0wrHmu3t7TZZpz753Gb2fffZZSTojbAlkLQtbAVnHwnZHzKuCsAB5R3NsuEDesfDsgJGZgGqYMLSG7tpKa6zBAZLpMsn0zF0nuqpbno+4Na6GFl+qOLzZIdv2eGzxBzMeny+7vKcQ8p58SHERg7pSisIPfi+z/+V3Gm3+Cy9R+Pj3r4urb3zzFkl5dtn9leeihwbWcEYbj7plOt9mma7HTIdxQhgbKn5MGEeEicFSClcrHK2wMyHtaAtbQ86eK5VVd/2+14JaEARBEAThXiKiWRAWQVuKgwN5iq7G1RajZZ/rUz67e9w1SbBkH9qPqfmYMGyUpVot+52Ev97vMxIFfKni8pqvMbSKm4pRfKHi8mcVh8fyEd+WDxm2l5k/zw8IvvINvPc93pX5LgvLSh8sVFfmpm319WCdfBiVX6K+1zZgoZhpY0xqnU7S8lhhloQsStKXtlTm4q2wM3fvuqD2tMZrJChLXcK9zO17rcq4CYIgCIIgrDUimjO0XpkbrLC9GC66FByNZ1vcLgdcmw4YLtj0dNldW+VzWLuGYXQMwigVzwBaL5lNuzFG59xZ7LYNf6XP58lI8eVZh5dqNkmbeA5RPF91eKFqc8KLOVWYX65KdUhQFr5+9p6KZj08SDJTZiWlupLxCaxiHhPHiHxbGKVSC7OjgTbrdF1QpxbqVFDPBvMFtZ0Jaafu+p1tN2f99lqSlal5VuqBge3lESBsXWQtC1sBWcfCdkdEc0YuJ5YnYXEKrub4cIGCY+E5AaOZu/bwGrhrK22RTFWJr1QBMInBPrQP5Sz9lXXKi+8ftg0f6w14shjy1arNC1UHvy3NgEHxhm/zhm+z3455XyHkhBejFTgnjs0b09zjLNbKc9He4IqOMZXlu3ELnWkR1G00LNTxnJXaj5I5l29AZzHUtpUKaTuLo7Y1uFrPZf62FbvvP86MHzUygYvrt7BZefjhh9d7CoKwamQdC9sdEc0ZtVptvacgbALq7tol18bVFrfKAdemfHaVXDy7O+7aVl8v+r7d6F07ATBBQHT1BiYMlyWaw9LSwhmgTxs+Ugr5QCHkGzWbr8w6TCfzr+FqpPlv05peK+GJfMTjxRKFv/Z9zP767zX6mOky4RvnsgtQ6AN7sQr55V2wsCVYP1J/JQAAIABJREFUTFBDmpAsig1hkhAlaYbvMEjbYjNnpdZWFks9cQVnxyHsTqK66b3+80bI+C0InXj99ddFcAibHlnHwnZHRHNGvIXrvQrdZ6joUHAt8o7FWDng5kxAf86mL6dXnRDLKhZwH36gsR2+dWFFx5vllXdukLPgVCHiW/MRr/qa52YdbnYoVzWdWHy+4vLFisMHdT+PNO2LLlxi5uc/PdfgufT+ox/FPrR/ZZMRtix25radY/6DmeY46ihOf1a1MndmI8IkzfStLYWtVJYlPBPYKountmi4f6ciuqm8ll13D9/YdamFrcvExHKrbgrCxkXWsbDdEdEsCHdJPbt20dXk7IDRcsBsGLOz5K5J0qNkfAIzNd3SpnpKWKViV8bXCk7mYh710nJVz806nO2QcTtCcTGyW0TzPPwA/8tf35CiOZmewfgLBH6vIcqyUH09y45N3050iqOeAfb2ecCcqG4W1rUwabRFTe7ftkVmsU4t1I6VWqFtK7VW163TjtVqqa67i4sbuCAIgiAI7YhoFoRVYCnFvr4cPZ5NzlHcqoRcm6qxo+hSdLuUXM7W6MH++XHDcUwyNt410VxnrlyVz2gU8LUsaVjYlD5r9L4DxJaFXiTDd7LRYoiVIqlUCd88vz6nd12cI4fQe3auy/k3M82ieiGn/4aAjueEtB8lRElElGQu4CrN4m1ncdV2JqbtJmGdJjCbs07XxbVtiSu4IAiCIGxXRDRnFIvdFR7C9qIvZ5PfUSTv1LhdCVOrcxB3paazfWAf1kA/mLlM0cYPiC5fg4mpef3dO6s6XQu7bMP39gY8VQp4sWbz9VmHicRipn+Q3//43+WdLzyHW0uTlRUrMwyP3ujeybuMNTyImZrGBPfeypzMlLH6++ayoQtL0nP40RX1r7t/L/RfrdlaHTcEdkItNA1hnRiwFKmVuslira36+Gm7rluprbla1i3bmegWcS0AnDp1ar2nIAirRtaxsN0R0ZwRRdF6T0HY5Lja4vBgnh7PxrPnkoTtLLrknLt3yVWOjR7sb2mri2YTJ/Ms0ElOYdUyga1UV9yB81nc87flI94KNF+bdbhw7CEuH3uo0efY66f57t/45cb21PkrjP+7X6PPgfzRQ3hPnlpX12SrkIf1Sk52x4NQ/sashGB6HLd3qGvjLZWoDFJhHSdzVuu4XmIrbBXbQFPislREa5VZsJVqiO5mcV2Pw7bbLNd1sS/x1luXkZERdu/evd7TEIRVIetY2O6IaM7wfX+9pyBsAZRS7Cy59HiavGNxuxIwUvbp9WwG8nbXb4wVEF+80tKWvOd+zBtvA2CUwj64vFJVy8FScMKLOeHF3IoUX6umrtuBmX9dhZlpeO01DDB7+jVuxxZ7P3wK0QbCcvBvX+uqaF4Oqi589eKLNGmzWqdiOiGIaBHb0JzADLRKXbu1RSay02Rmuu4W3nAZzxKeWXOCu9EuAnvTcf78eREbwqZH1rGw3RHRLAhrQD1JWI9nk7N9xioB16dTq7PbjdJUroMe6MPKefN2+cQ4Dx7FxHFaqioIuiaam9lpG76nJ+BDxYCXajZXC4vXOr9x5jK/9fiHeDwfcjIXUZJ8WMImxVIqK3+1eL84E9BzwjoV1UHc3GZIMJl4ttAqE9qZe3d9u95mKbKM4c1C2moIbaepb30MQRAEQRBWh4hmQVgjLKW4r9ej19MUXM3tSsD1mYD+nKY/tzqrs1IK58GjHff5F1/GfewRwrMrK1V1t+Qt+NZCxHtO7mF8/1701esd+ymTMB5bfK7s8Sdll+NuzLvyEQ+4MUsY9gRhU6IthUbBEuK64RZeF9jZexQn+Fl7sojA1tacxTp9b9rO3MFbSnY1CWoR2YIgCIKwNCKaM3K5xa1kgnC3lDyb48OakqvJ2wFjlYBK4LOz5OLq7ptb87sOtTYkCcaYNXfptDyH4f/1x4kuXKY2W+Pm+esMf/7pjn0TFG8GNm8GNkVlOJmLeFc+ZJdtOvYXth/z1vEWpuEWztLf0brAjtsEdmwMYRZ7nTT1gVRYWyrNDm61i+p5IrtVRDeL6brwbhfZIrQX58SJE+s9BUFYNbKOhe2OiOYMS2qnCmuIthT7+3P05ew5q/N0wEBO07dKq3M7lldo2rBIRsYw1m3sg/tRdpfKYC2AchycB4/iAJ6lKH9+bt+RN19NM4C3XWvFKJ6rOjxXddhrx7wrF/HOXERevpLbmpZ1LDRYicAGMgHdWWiH8XyRbWgW0jSEtZUJa6tJaFuq3sfKBDQNIT3nXj5fYGvFtorNLpVK6z0FQVg1so6F7Y6I5ozZ2Q1WU1bYkvTmbB5wNSVPU5hJrc7lLludK1feoOfwo1j9fTgH92GiKM20HQQoe52yR2d878wlvjpwkFtx52u9HmmulzV/VHY54cU8los4soXct+Nbt9f8HMp1sHbt2PSCpL6OhdVhKYW1RNbwZhJjSOoCO3MLj00anx0kCUnYKr4TwzyhbbULbdUmtK00qWC9PnazkNZtYrs9rrs+zmbihRdekHI9wqZH1rGw3RHRLAj3GG0pDvTn6G+zOncj1rnlPDuH0TuHCc+c68p4K8UaGpjX9uj0KO8+spNrkcU3qzav+DZ+h8zbEYpXfZtX/dR9+x25iJO5iL12simzbyvLIqnWiEdvE4+urXC2+ntxi0VUj9SeF1ZOKrKXb8mGOWt2YmgR2olJ47JjQ9aW9WmqiW21WKxTca06iG2laAjuNAs5bcI6E+N1q7ZqE9xKiSu5IAiCcNeIaBaEdaKT1bkS+OwounjdyLC9zuh9ezq2KwX7nYT9TsBHTcAbvuabVYeLoYXpcKNeMWlpq69VHYZ0wqO5iEe9iKFNFP+sektYgEmSNT1PMjaOVSqAWdvzCEIzdWv2SjCZgK67hidmTlTXxXazwE73NVu2s1htUpfxVHjP/dxRcDcJaKvdit0U221Z7S7qqslSzqb34hAEQRBWjojmDNuWX4Vw72m2Ohe91Op8Y2aurrN1FzdnTs9gx/b46g2SptJTqq8X3cEa3C2UUjiPPUJ4+rW5OYyNE12+1ti2PJd37trBo7mYiVhxumZzumozkXR+aDAeW3yh4vKFiss+O+ZkLuIduYjiBn/GoCwL1d+75ucxla0TZrLQOha2BqouYlm+63idugt5s9COm9rCJBXcSdIkzBuC26BJrdl1IW1ZZOJ7zsJtqbmkaUql+7WVPvRLM5e3JlKzmgV50z7LUgzt2Ek1jBvj1ccWhM3Erl271nsKgrCuiFLM8Lz59W4F4V7Rm7MpujotT+Vobs8GXJvy2VF0yK/wjjK3Y3/Ltirk0fftTpNw1Yki4pFbsIaiuRPV3/ks1bY2+8ghev7B32bAc/lgMeQDhZBLocXLNZvXfZtaB/dtgGuR5lpZ89myy1E35h1ezAkvIrfBBbSwPNrXsSDUqbuQswIX8jotFm7TKsDrr6AutttEt8l+tjIxbClaLN11MWy1CW8rt5NXR8pNfcHKXMytJot23Vre3F63mFttP+smUS8I94Jjx46t9xQEYV0R0ZxRrbbfygvCvUVbir19OfrzDlcnNXdmQ0bLIQUnZqjgLPvmqHLtLMV9xxvb9sF96N07G6LZBAHB62fX5BruhujCJcIz53BPPgykN5SH3YTDbsB3mYCzvuZl3+YtXxN3uElOUJwNbM4GNnrG5Zgb80gu4kE3FgG9iWlfx4LQDVos3HdxfLPoXvjdEMWGhFR45yfeZqbvUEs/FA3hW59Tsxu5ylzPm9vrruFa1V3O58qJNVzSmyzZzWLcahLjzfvbRblYwIWFOH36NI899th6T0MQ1g0RzRnJGscaCsJyKbqa4zsK3CoHFFzNeCXg2lSNwYJDj7f0VzYJ5j8AUp7btHHvborsA3tb3LMXIpkpd2x3FDyci3k4F1NN4DXf5uWazaWws/U9bqr/bGNaBLQnAnpT0WkdC8J60yy6l8vMbZ/9/bmWtk5i22Ru5mYB8V1/N03HGwwWmfC2QJGJ3+xnnQntOdGdim1Fq+u5VXc9V60i3Gqzgrdb1XVTP6tJ3NeFuAKxhm8RKpXKek9BENYVEc2CsAGxlGJ3j0d/3uH6lOZ2JWSsEjLjx+woOjhdKE9lwohkaqb9xKhiAdWluuW5D78fM1slPPc2ND2YSsYnVhx/m7fg8XzE4/mIiVjxSi0V0AuVr4pQnAlszmQC+rgX8w4v4gEvxpV7OEEQ1pG6uLwbF/NmTJvobhHitAnwpHm78zEo04jvrovrObE9Z+1uCO+mfS3vTUK8ebwWoZ317STGF3y35rcJgiDcC0Q0Z0g2TGEjkrMtDg/m6c87FN0atysR16YD+jxN/wKJwpRe4mutAKWwensws63WPOMHWFGMGujryvyVbVP4S981r73ya7+F/+wLdz3ugDa8vxjy5woho7Hi1ZrNa77N+CIC+g3f5g3fxsFwzIs54cY86EXkxQK9IVlyHQvCJmEt1/LdWL4XI2mydDcENa1iuy7UY2OITGoBX0i8G5qt4U1WbzJBbTUL81YxTptVHJqFNpmLu2octyzR3STU61b39ocBc/skW3ozrusu3UkQtjByV5JRKBTWewqC0BGlFEMFh76czY1pn1vlgNuVNFHYcNGh0JYorHTw4cXHc12c+/djdg23tCfVGtGV65g47vo1LMXsb36G6u/+UWNbuQ7u4yfJf+w7F7V6KwW7bcPuUsifL4bcjCxe8zWv1hbOwB02CWhrxuV+J+EhL+KEF9OrN08Zq63OUutYEDYLm2ktW0qlYrRLIhzmBLXJBHhdeHcS5WYBMW6aRHizMK9bxpsFuYJ5rujNlnCgYSFXqlW01y3jjWOzpG3NlvF2Ia46bdeTvrGwOO907EbmiSeeWO8pCMK6IqI5IwiC9Z6CICyKnZWnGszbXHPTRGFjlRBPRwwXXOysTqp/ZwRvcPeiY+ldO+a1RTdG4Mr1NZn7kvgBxp/7DpoK1P7kS9hHDzUShC2FUnCfk3Cfk/ChYsiNJgE9uYCATlBcCDUXQs1nyrDfjnkoy8I9vInqQG9FlrOOBWEzsN3Xct0anm11dexmUW0wrRbuNsu3wWT9DZFhnig3zBfoxpjUM4smUd1BmLOQ8GZxcV5PCEfjmHZB3SS2mW8lr4+l287b2k/VHcw6iv3lcvnyZQ4ePNjVz08QNhMimjPCMFzvKQjCsih5Nsd3pHHOpRmf8dmQq9M+/TlNX84mmBzd8Ddoqn957t/xyNjdja9gr5Ow10l4qhhyvUlATy0goAGuRpqrkeaPKy47dWqBfsiL2WMn9zJ/mgCbYh0LwnKQtbx2rKUgr1MX3qbdKk4mthtW8SY3dQwmqSdraxLnzFnZm63mzQI9raY2X6DDnDv7nGhXDUHeSaQ3C+NW8cw8od56vrY2BdeuXsXq27WIVb7J7X4BwT7/oYP8YxU2DyKaBWETYinFzpJLf87mxozP7XLI7dmAmSmf1VZeTqZmlkzSZfX1YC1T+HYi94FvJXztLeJLV+96jOWiFOxzEvY5CR/OLNBv+Jo3fJuxBWKgAW7FFrdmXb44C71WwnE35kEv5rAricQEQRC2C3WX9ZS1++NvWoT4nEBvt4Ib2q3nnUX6nBhvE/nMF+qtlvT0OlsEuIIi8OatSia4m6zlzFnd6wK5XbA3W9atpn71kmst27Ra2hUL/NzBut7yc4dxFxLyChHwwtKIaBaETYxrWxwayDOYdyhNpy7byR0YmfEZKqwsy7ZyXay+XqziEvH9UUw8Nr4q0Wz19tD30z9BMluFeC6rdvUzf4r/xa/c9bhL0WyB/lApZCxK45vP+JprUecyVgDTicU3ahbfqDnYGI64MQ94McfdmH6JgxYEQRBWSV083guBXqddqM+J8E770uSkzZbzJHN5j5oEekPgZ/2ABSzrgDKp23r6C2gRsM0W9nlu8E39W4R79mubL+jni/fG+C1iuz6XVgFPkxV/znLfOs928d/ep5Ng79Sn+aGBiPmNhYjmjHw+v95TEIS7pjdnU/JSl+3rHCOK9ZJZttvRw4NYxcKiicBMEBK+dYH0X97qsQqt3zvlOm3nW9tcAztsw/vtkPcXQ6ZixZnMAn0ptEgWuGGJULwV2LwVpH8+d9sxD2RW6L120vgnL6yOwt5j6z0FQegKspaFjcpKhHq89xja665sWEq0Ay1W8aStb32MxEDUZEFnmeI965pZ3FlUwDdEbZNVvZOIT/s2Hz8n5utCvt0KX3e5b7bEzwl7NXce1Tp2q7hu2tfRsr+AYG+fa4d+zfvaHypsJ3EvolkQtgh1l20nzjOTuNyqBNyZDbgyWWOo4NCzjH92Kp9b9Nl2c7Kue0Htf3ye/FPvR+W8NT9Xnza8txDx3kLEbAJv+TZv+JrzgSZc5LcyEmlGIs2XZqGoDMe9iONuzBE3piDlrARBEAShI+thXV+IpFlY1wX8CrZp2q67yzcEP3PCPWkT9s2W9+ZtaBXzdYFKk4s6tAp6YP6+7Pi6BV419swX6I2+ME/YQ6voV23H1sW9yqzyqPnivNliXxfrzfubx21eG1b7viah3yzgG2M1nRdaxX7Dy+EuENGcUa1Wl+4kCJuA1199hVOnTjFUdLg+bTORZdmeqkUMF11y9gZWch3KS4VnL+K+88Q9nUbBgsfyEY/lI0IDlwLNW4HmTV8vmIkboGIUp2sOp2sOCsNeO+GYG3PMi9knVugVMXv9HD2HH13vaQjCqpG1LGwFtvo6bnjkbQAB30yLNZ5OFvhWAd/5GJgn6o0hajmmTcSnhzTass1FxT2Zpb7Z8g6LC/xmq/08kd+8TbNoZvH9bWK/2ZKvwgQ/oXQ3n4WIZkHYohRdzbGhPHcKDiXP585syMiMT97RDOWdRomqu8GEURrXPDzYVZcc+9j98LlnWs+1zg+0HAXHvFT4/oUS3IoVb/o2bwWaq6GFWeAfq0FxLUpjpZ+ZhbxKY6GPujHH3Jg+iYUWBEEQBGERNpI1fjGahTq0inkyl3va2poFfdKhrT1Ovrkt6z7/IULzeTqI/Z1RQmzuTv+KaBaELYxSiqGCQ3/O5lY5YNQLuFMNuTKVlqhabrxzA61RWqP37CK5fQd6StBF12n3HQ92bay1QCnYZRt2ZXHQlQTOBZq3fJtzgaZmFv5dVo3iNd/mNT/9s7tT163QEQedBGdj/h8UBEEQBEFYlPnift7GhsC/pYju8lgRzRmO4yzdSRA2Afv375/Xpi3Fnl6PwYLDzRmf25WQO7MhVyZrDOYdejy9LIuxsjXOIw8QvnGW5M7k3QeGLIL7xEmC51/q+rhrQdGCk7mYk7mY2MDl0OJcoDkXpHHOi3ErtrhVtXiu6uBgOOAkHMliofeIKzdu/671noIgdAVZy8JWQNaxsN0R0Zzhuu56T0EQusLBgwcX3OdlJap2FF1uTKcu23dm03jnoYJDwV1c6EGa8doqLFGWqovU/vhLBF873dqoQB/aT/6jH0TZG+PPmFZw2E047CZ8mJDpWHE+E9DnA011ESt0iOJCqLkQaqikrtz3uzFHnLQu9LA2dNELflPgDe5e7ykIQleQtSxsBWQdC9udjXG3uQGYnZ1d7ykIQld4/vnneeKJJxbtU3Q1R4fyTBYdRmYCJmZDbs+G2LWIwYKzoZKFxdduEl+7Oa89fO0tiGIKH/vOdZjV0vRqw7vyEe/KRyQGbkRzVujFYqEhdeV+w7d5I3Pl7rUSDrsxhzNr9HaIhy5ffp3SwYfXexqCsGpkLQtbAVnHwnZHRHOGWQM3U0FYD4Jl1jZWSjGQd+jL2dyuhPTM+ExWozRZmK0ZLNg4enHxnEzPoPO5bkx7bl4rsGJHFy519dxrhaVgn5Owz0n4jmJINYGLgeZsZoWeWiQjN8B0YvFSzeKlWro9rOsiOuaQG1PaOM84uoaJ7zbqSBA2FrKWha2ArGNhu9M10ayU2gf8LPARYAi4Cfw+8CljzMQyjv8A8MxS/YADxpirTcctpna/box57zLGFIRtS72+82DB4VY5oKccMFENuTbtU3I1A3kHuz3A1tZYg/0ko2OYoUGUvbRb93LxTj2O/7UXoeYv3TnZnA+78hY8nIt5OBdjDIzHigtB6p799hKu3AC3Y4vbVYvnq2kuhh064X43Zr9V4nBiMXwvLkIQBEEQBGGb0BXRrJQ6AnwF2An8AfAm8ATwk8BHlFLvM8aMLzHMJeBTC+x7B/Ax4LVmwdzEZeBXO7RfW3LyGVaH+rCCsBkpFot3dZxtKe7r9RguOIyUA25XAiZmI65O+fR5mr6cjc7Es31wH8n0DMnYeNeTgdkH9tL/r/4J8eVrmDhp2RffHKX62/+zq+dbb5SCYdswbEe8h9SV+2ZkcTHQXAgtLgeacIkMlGOxxVjV4nlnD1Rh6Bu3OTJc5fBQjsODeQbymy/RoeXm13sKgtAVZC0LWwFZx8J2p1uW5v9AKpj/vjHmF+qNSql/A/wU8HPAjy02gDHmEvAznfYppX4j+/HTCxx+yRjT8djlks/LHwNha/DYY4+t6njXtjjQn2NHFu88Xgm5Uw25OlWjP2fTm7OxPBe1hhnnrWIB66Hj89rDLpa32qhYCvY6CXudhG8HIgNXQ4sLgeZiqLkWWiRLiOjxWsz4tWmevzYNwEDe5vBgvvEaKthdra+9FhT3zf/8BWEzImtZ2ArIOha2O6sWzZmV+SlSS/G/b9v9L4G/A3xcKfWPjDGVuxh/GPg+oAr82upmuzC+vwxXUEHYBJw7d45jx46tepy8o7l/MM/OksvNaZ871TTT9uRkjYG8Q471d42Ob49T+c3PLKuvUgr76CHcxx5Z41l1F1vB/W7C/W4ChPgJXAo1FwPN26HFzWjxpGIAE9WIF6/P8OL1GQB6Pc2hgTyHBnIcGshxX6/X8CLYKNTGrpLbMb98miBsNmQtC1sBWcfCdqcblubvyN7/xBjT4ktpjJlRSj1HKqrfCzx9F+P/TcADfs0YM7lAn36l1N8CdgNTwIvGmK+t5CRRJAkOhK3B6OhoV0RznaKrOTpcYLoWpZm2M/E8XQ7JRzGFcgU90Ne1860EMzWD//k/W/4Bf/plin/jB/BOLZ5dfCPjWfCAF/OAFwNQS+BKmArot8sxN6zckpboaT/mlZEyr4yUAXC04kBfriGiDwzkKDjdi1O/G8KZO3KDJmwJZC0LWwFZx8J2pxui+YHs/ewC+8+Riubj3J1o/pHs/RcX6fMo8P81NyilXgY+box5dTknuXr1Kp/85Cc77nvmmeXkJxOErU1vzqbH00zWHEZnAm4XHKYLJWrXblH0PPJ5b81dfpW7epfw4OUzm1o0t5Oz4LgXc9yLiSZuEA/0c/PwMd6uKS6OV7kyVaMtNHweYWy4cKfKhTvVRtuuktsQ0YcGNodLtyAIgiAIwlrQDdFcNzFNLbC/3t6/0oGVUu8nFeWvGWO+skC3fwP8DqlorwEPAv8Y+AHgC0qpk8aY68s5X7lcbvxcj3GuVqs8++yzAOzfv5+DBw/y/PPPN8r6FItFHnvsMc6dO8fo6Gjj+Mcff5xyucyZM2cabUePHmX37t2N8QAGBgZ4+OGHef3115mYmEsyfurUKUZGRjh//nyj7cSJE5RKJV544YVG265duzh27BinT5+mUkm9313X5YknnuDy5ctcvTqXN+3kyZMAvPTSS402uaatd00A4+Pja35Nffv7KbKbst2HKnqEgIkN7iTEBUXSlCbAzv4KRE0GaasKdhWCfiDLw6cicKYhKkDSVMnKmQBjQ/zOPVj7d5Fcbb3elZBYEcEg2DPp+cKBpjnVwJ6FsDc9X3oAuJMQ5VmTa4p65tp0BbQPweBcmwrAKUNYAuPOtbt3IPYgbsr7pqY8HK24L7rOfTa8bxdweIBb9g7evHSVSzOGa1WLaIns3ACj5YDRcsDXr6Zx0UXbsD8Xsy+fsK/H5tjRoyQT1wln7jSOKR54iMSfpTp6qdHmDe/D7R1i5uLLc9dZ6KWw+35mR94mnp1utPccfpRgehz/dprDcebiy+R3HcLyClSuvDH3u+sZJLdjP5VrZ0mCVOgrbVM6+DD+nRGCybn1Udibel3MXj8397vr34U3uJvy5dcbZVQsN09x33FqY1fX9JoAuaZtdk1AYw5b5Zq24uck17T4NdXZSte0FT8nuabFrymXy9G4QVsharX1iZVSv0RqDf4RY8wvd9j/c8BPAz9tjPlXKxz714Efoi3B2DKP/W3g+4GfN8b81GJ9n3766Rdzudy7HnrooZWcQhA2JL7v43n3JmHWxOk3uPmN16kODlNBMxPEYAwlzyZnqzWxTCaVWcJXzpCUl5ciIbk5iv/snNh3HnmAnr//w12f10YgunoDPdiP+9gjWL09nfskhhvTPpcmalyeqHJposa0H6/4XJZKrdEH+nPZy2NnycXq0meeRCGWvfmyfgtCO7KWha2ArGNhK+DfuowfBBe/58NPHlnpsd2wNNctyQsFNdbbF4pH7ohSapBU9FaB/3IX8/qP2fF/bjmdk2QJ/0VB2CSUy+V7JpotoORqhvo9KmgmqzFlP2ImiCn7ayOerWIB71u/Zdn9g1fPtIjm7Y5tqYbQ5f5+jDFMVCPenqhxaaLK5YkaIzPBkmneEgM3ZwJuzsxZoz1bsb8vHXt/v8eB/hy93t39m0n8WSx7fWLlBaGbyFoWtgKyjoXtTjdE81vZ+0K56Ov+SQvFPC9EPQHYf14kAdhijGXvyypaW6vV7uIUgrDxOHPmDKdOnbqn50wqVQqOQ14byjqi4FjMKrtJPGtytiUxsRsQpRSDBYfBgsO37E2t09Uw5spkjUsT6evKZI0gXtoryY8M58ernB+fi43uz9kc6PfYnwn1vb0enr20a1R19BI9hx+9+wsThA2CrGVhKyDrWNjudEM017NkPaWUspozaCuleoD3AbPAirJZM5cA7Jfucl7vzd4v3uXxgiAshVLoUpEPBadeAAAgAElEQVS4UiV1CoE8YFdmGdi/l6nQblieZ/yYkqfJi3je8OQdzQM7ijywI33mGCeGmzM+lydqXJn0uTJZ4/ZsuKyxJmsRkyMRr4yk7vQK2Fly2dvnsa/XY1+fx95eD3cZQloQBEEQBGE9WLVoNsZcUEr9CWmG7L8HNMcef4rU0vuLzTWalVIPZse+2WlMpdS3AydYPAEYSql3AmeMMWGH9p/LNv/rii9KEIRlkT9wH5bntrQFd6ZIzl+iaFv0lVxmajaTtYiyH1H2Y8p+TMnV5J31Ec/JdJng5TeW7thlrMF+9L49m/KBgbYU+/py7OvL8b6sbTaIuTKViuirk6k1ejZcOszFMJdk7JtZ3ei6kN7X5zVevRIxIwiCIAjCBqEblmaAHwe+Avw7pdSTwBngPaQ1nM8C/7Stfz2t70J3j38ne1/KyvwPge9WSv0ZcBXwSbNnfwTQwKeB31jOBdyrGFBBWGuOHj16z87lDvbhDrbGOE2dnhOkCkVvzqY3p5nxbSaqEZUgZqYWMe1HlFybontvxXN85Trlf/+r9+x8zXh//tsp/uXvXpdzd5uCq3lwR5EHM2u0MYbx2bBhib4yWePGjL9kuStoFdIvNoR0kZ03rrQI6ft6PVwtFmlhc+EN71vvKQjCqpF1LGx3uiKaM2vzu4GfJRWsHwVuAv8W+JQxZmKx45tRSg2QlotaTgKw3wd6gXcCHwRywDjwR8CnjTF/uNzz2na3nh8Iwvqye/fu9Z5CBxQ9XlrnuRzETFR1anUOIsrliKKrKToay1oD8WxtHJHlf/GrFD72nagt+PdGKcVw0WW46PKuLDY6ig03ZuZE9LUpn7HK8ty6Owvp1CJ9X6/Lfb0e9/WkQrrk6TW6KkFYPW7v0HpPQRBWjaxjYbvTtTs3Y8xV4BPL7LvgnXEmsPML7W/r+/ukwnnV1GvnCsJm59lnn73nicCWj6Lk2pRcTSVImKyGlLN451uVgLyjKbka3UXxbB/YC44D4fLE2poSRZgg3JKiuRO2bsrUnVENY25M+1ybmnstNz66WUifvlFutPd6OhXRjZfLUMHpWvkrQVgNMxdflgRKwqZH1rGw3dked26CINxzKucvY7lpTUfLdcgfuA/VsPqq1LrsaqphzEQ1ZMaPqQQxY5WAnK0peRq7C+LZ6inR81M/gv/lr2Fmq0sf0GXC194CKWnXIO9ojgwVODJUaLRVw5jrTUL6+gqENMC0HzM9NsubY7ONNlcr9mTW6L2ZZXp3j4sj7t2CIAiCIKwQEc2CIHQVXSxQOLgX01ShqHrlOokfoPO5ef3zjibvaPwoYaIWUq7FlIOY25UA17IoenpZJYoWwzl6COfooVWNcbdM/OS/wFSbStqZpUs3bTfyjuboUIGjTUJ67NzLTA0c41qTmB5fgZAOYsPliRqXJ+Z+9wrYUXLY0+Oxp8dld/ben7fFKi0IgiAIwoKIaM7QWmLihK3BwMDAup6/dPwQ+QN7GtvTL7/Jwjn/5vBsi90ljzCfMFmLmK5pZoOYyVqEpaDk2uRstfmyT2+2+W4Qij297BgucHS41SJ9cybgxrSfvQJGystLNgape/etcsitcsjLN+faPa3Y1SSid5fSnyVWWugGutC73lMQhFUj61jY7ohozsjl5lvAhP+fvTuPk+y863v/+Z1zaulleqZn0YyQ5JFkjWxZBklgDWCPAaPgGMKSgIEkhNgkmJCEzYDhxgnB9us6mCQQG4dc1sQXSAhgbjBJHHAQZhEGJIhkQJasGY9mPJI1M5q1l9rO8tw/zjlV1TVdvVV1n+qq7/v1qtepOkvVUzNPd9e3nk12o3vvvbfoIuBXO7PR9y5JtZ6S73Fopsz+qYDrzZjr9ZBaK8nGPjtmyj7TBS1XNRRqad6Q6SN33LBvquRz5/4p7tzfmfYiThwXl1p8ZjEN0Z9ZaPL8QpP6Bpa/yjVjl8363Vyxf7bsZy3SnUB9eLasNaVlU1aryyK7jeqxTDqF5kyj0Vj/JJFd4MknnxyJ4Dwo3/PYP+Wxrxqw2Iy43kjHPC+1IhabEdOldEz0MCcN2xa94V6ZeUNq55/d0Ic030vHLt88V+Hzbkn3Oee43oj4zEKL5/NW6cUmV2rRpsqw1Io5ebnOycudsfAG7J8upUF6Ng3RN82WOTRb0nJYsqqN1mWRUaZ6LJNOoTkTx3HRRRAZiqtXN7zC245yydbSomfG3mqJvdWApVbM9Xq6bFU+aVjFT8NzORjx8Nym1LwRcW1hy9eaGfumSuybKvGKwzPt/fUw5vxiixcWW5xfbHJ+scX5xRb1aOOt0g64XAu5XAt58kJn1QUD5qcDDs+UuSlrkT48W+ammTLVksL0JBukLouMCtVjmXQKzSKyvZzDq5RpvHCR2buODvBE+XJVAY0o4XojZDGbNOxqI8zGPftUgxHruq2W5pExVfK5Y/8Ud3R1705bpeM0RC91AvXFpZBoE1/0OOBKLeJKLeKprlm8AfZWA26aLXWCdLadKWvMtIiIyG6g0Cwi26q0fx/lQ/PUn7swtOesBh7V2QoHphKuN2MWGiHLrZhaK+F6I0qXsyr5eKPQdbu3CBrTPFLSVumAfVMBL7+p0yodJ47LtbAdol9YbHFhscXlWrjp7z2uNyKuNyJOXlq55NlM2edwFqYPzaRdvG+a0WzeIiIio0ahOTMzM7P+SSK7wIkTJ4ouwgrlg/vg1PY8d+B7HJj2mJ8KWGqmM23XwpilZsyFpZCpksdM2afkFxhAbmhpVmjeiD133lfo6/uecVPWKnzfzbPt/a0o4cJS2q37wnKLi9n2ai3adJhebsWcvhJz+srKOTUCzzgwXeLQTCkdLz1T4uBMGqin1Tq96xRdl0WGQfVYJp1CcyaKNjdBjMioOn/+PEeOHCm6GDvKM2OuGjBX9am1Ehaa6WRhy62Ey7WQwDNmyl5BXbdvaGre4dffnVoLlynPHSi6GDcoBx637aty276VKy604oQXl0IuLrW4kN0uLrW4VAvZ7HD+KHHt56Br3DTATDmdXf7QTGnF9sB0iaDIL4ekr1GtyyKboXosk06hOdNsNtc/SWQXOHXq1MSF5g5juuwzXfY5MF3ieiNmsdnTdbuUHt+xWbeVmbekeem5XfUBrex73LK3wi17Kyv2R4nj0nKLi0vhijD94vLmxkznllsJy60GZ66ubJ3OZ/VOQ3SJgzNlDk6nLdR7q8HozzI/xnZbXRZZjeqxTDqFZhHZEUmjSeMzN45rDvbMEuwZ/vCIku9xcMZj/3Tadft6M8rCczrrdtlPu25XtnvN3RtatpWaJ0ngGUf2VDiyZ2WYTpzjSi3kQtY6/eJyi4vLIZeWWyy3Nj6bd657Vu+nX1x5zLc0UB/IQvSB6RIHp0scmCmxf6qkQC0iIrIOhWYR2VZeEOCVSlQ/66YbD8YJjRdeZHYbQnP79dtdtwPqYRqelxox9TBmoRnjGhHTJY/pbZs4bOVzakizQFovD86UOThT5t7DK+t/rRVzcTltjb60HLZbpi/XttY6HTt4cTnkxeUQegK1Z7BvKkhD9HSZgzPdgTqgpLWnRUREFJpz1Wp1/ZNEdoF77rmn6CKs4FXK7P2clxE3Vg6BSJohtWfP0bpybcfKMlXymSr5xNPprNuLjZhamK75fGEppFrymC55Q219NutpW1Zq3pCpw7cXXYTCTJd9bi9Pcfv81Ir9iXNcq0dpoF4KsyCcBurrja3Ny5G4zlJZsHJ2byNdLitvnT4wXWL/dBqm90+XmC6N2PJuI2qS67KMD9VjmXQKzRnP07fpMh5mZ2fXP2mHlfbNUerZlzRb1J49V0h5fM9j/5TH/qmA5VbCQiNiqZVOHHa9EWGkwWUq8IbQ+qxQsRVeZbroIowczywNrdMlXn5o5bFWlPBiLeTFrlbpS7WQy8shS614S6/ngGuNiGuNiFOX6zccrwbpzPW9YTq/r1bqlOqyjAPVY5l0Cs2ZWq1WdBFEhuKxxx4buWWnRpelazqXfcK4xGIzZqEZUWulLdALjXjw1met07wly5/+hJY42YRy4HHLXIVb5io3HGuESVeITmf0vlxLu34vNLcWqAEaUcILiy1eWGytenyu4jM/XeLAVIn901mgzu7vrU7OWtSqyzIOVI9l0ik0i4iQThy2f9pjfjpguRWz0EgnDstbnwGmSx5TpU3OvD0hwUBGV7W0+szekLZQtwN1FqTz7fXG5tee7rbQTOcNONsz0zekk5PNZwF6fqrE/FT3Np2DYFJCtYiIjD6FZhEpVBJGRMs3dv30q2XM93e8PIYxWw6YLQeEcdJufa6HCcutmKVs5u3pkk8lsE2P6bz+L/71NpW8o/TKl3HwA+/d9teR3a8ceNw8V+HmVVqowzjhSj3i8nIaqq/kt3rElVpIuIVJyXKxg0tZWO8dSw3pBGV7q0FPmC6xbypgvhqwT92/RURkByk0Z4JA/xQyHg4fPlx0ETbO8whmpmhdvHTDoSSKmT12+86XqUve+rx/Oh37vNiMWGqmM28vtmKuNRJmSj5TZZ+gX+tzb6hONr+c0KbtxGtss9Ke/UUXYeKVfI/Ds2UOz5ZvOOacY7EVZ0E64ko9bN+/XBu8lTpxcLUecbUeATe2VAPMlv0bWqjbwXoqYKq081+6rUZ1WcaB6rFMOiXFTKVy47fsIrvRsWPHii7ChniVMlO33Ux5fm7Ffpc4ooUlFp86XVDJVtMZ+xzNJCxl3U5rYbru86XlFoHnZd23V84o7B06QHLpSoFl352qh24rugiyBjNjrhIwVwm4ff7G41GSzvSdtkyvbKG+XAuphYN/sbPUillqxZy73lz1eD5R2b5qwN58m7VS5/d3orVadVnGgeqxTDqF5ky9fmP3MJHd6PHHH+eBBx4ouhgbMnPHrTfsc3HMlY89XkBpNibwPPZNeeybKqUtzs2YpVZEvZWkk4c1I6qBz1TJo+wb02/8Gyz97H8hOX+x6KLvKsvPPcPMrXcXXQzZosCzdM3nmd5581ONMGmH6bRFOWy3LF+tDydUrzdRGcBM2WNftcTeqs/eatpKvbeahup9UwF7KwGBP9jYatVlGQeqxzLpFJozyRh0ZxQBWF5eLroIEyNf9/mgK7HUillsRGnrc5iw0IxJEsf0oZuYfcf34e/A75jouc/g799H+f5XbvtrbbekpS8yx1m15PFZpQqftcpYakgnKGuH6UbEtZ5gvTBg9+/ccithudXk+YX+58yW/Rtbq7sez1WD/sMzUF2W8aB6LJNOoVlEZEBeV1fVME5YbMUs9XTf9j1jujSstZ9XZ76f3oLRGMspslXlwOPwnjKH99w4nhogThzXGze2UF+tZwG7ERIP6XuqvBv4cwurdwM3YKbss7caMFf1masEK+4HDQ9rxsyUvU1PHCgiIqNBoTmjP2QyLsrl1T9kys4o+R77pzz2TwXUw2RF9+16lC5lVQnSpauqW5h9e1KYrz9P0p/vWbru8/Tq3b8T51hqxlytR1xvRFxrZNt6xLVGyPVGPLTWakcnWK/eYj0FZ57F90i/XKsG7K34zFWDGwL23mqw9TXhRbaRfifLpNNPQGZ6erroIogMxfHjx4suwlA4lxA3W/iV3folgK3ovl1rpeOfl1sx9Shtgb7eSFaMf1aA7pg9em/RRZBdzDNLQ2m1/8ecOHEsNlcG6t6AvdiMhxKs09frnhG8v0pg7M3CdW/AzsP1noqvJbdkR+l3skw6heZMq9V/ohCR3eTs2bMcPXq06GJsnRl4Rml+jsZz55l56UuKLtHAPDNmKwGzlYA4yVufswCdjX+Ok4Spks90yac04MRD46B55TyV/UeKLoaMMd8z9k2V2De1ems1pMF6obl6oL6e3R9msAZoRo6LUcjF5XDN86YCjz0Vnz1ZiM7vz1V99pTTfXPVgKmSh6cv5GRA+p0sk06hOROGa/9xEtktzp07t6tDs3ke00dvIWlF1M48X3Rxhs7vmn27FSdpt85s/HM9jLlSDzHSD8Rrrv885lrXLugDmhTO9yxbB7p/sI4Sx1IzSrt8N9MgvdCIuN5Mu4BfW1xmKQloRMOdDLAeJdSjZN1w7RkrgvVc+/6N+9R6Lf3od7JMOoVmERk55QPzcPJs0cXYduX2+OcSjShhqRmx1IzTD8NhZwKxqWwMtD+hAVpklAXrtFgvnv44e+68j2aUZGE6YmFFwI6zfRELzWhoE5jlEke7VXw91cBjridQz1YC9pR9Zis+s11bBWwRmSQKzSIiI6AaeFSDMgdnHLVW1gLdimiECfUw4cWlFoHvMVXyqAaeArTILlMJPA7Nljk023+eBucctTDpaq3OAnbX/cVmxFIrJhlmn/BMI0pobKD1GtLfWbM9YToN18GK/XsqPtVAM4eLyO6m0JyZmpoquggiQ3H//fcXXQQZiDFd9pku+xyixHI2K2+tmY5/rkcJi43xD9DTtxwruggiQ7GZumxmzJR9Zsp+3zWsIZ0dvNaKWWimEwwuNqP2dmHF43jo3cJzecC+VFs/YPsezJaDdoieybazXSE7fzxTVq+aUaTfyTLpFJpFREaUYdkHzYBkJv2QnE8g1sgDdLNF4KUBuuQcWqFZZPx1Ty64nlacrAjWC42IxVbMYqNr3za2XkM6c/hGu4gDTJe8doDuvnX2eSseq6u4iGw3heZMvV4vuggiQ/HEE09w4sSJoosxFEmrRe3s6pOBeaWAypFDmDcZH5a6PyQnzrGcheelVkwzC9BL9RC/HjHTiJiddbt6ErHa8yfZc+d9RRdDZGBF1+Wy73Fg2uNAnzWtc2nrdcJCV6t1PtP/UjNmsZXOuZB/cbddARugFibUwgQ20E0coOzbKsG6f9BWd/HNK7oeixRNoVlERo4FPl7JZ/roLX3PaV64RFxvEMxM3hrrnlk2Uc/KAH1tukxU8mjEjqvXGpR9r/1hUS0xIrKW9Iu5dCzyehLnqIfJDWE6fRxnj6P24zDexoQNtGJHawNrYOc8Y/VgXfLa+6bLPjMln+myx0y2FKCCtsjkUmgWkZHjlQL2fe4riRvNVY8vPvUpWpevMtTFUXep7gA9u7dCvLdKsn+K5cpUJ0xfDwm6WmLKCtAiMgCva+z1YfpPbJZrRUk7TC+2IpZXhOuVLdm1cHvGYHdLHO0x3xsVeMZ0yVsRpqdLWcDus19rZIuMD4XmTKm0drclkd3itttuK7oIQ+FPV/Gnq6seK+3bs8Ol2R08M6bKPvPzVby52RVrxi63YmqtmM8stPAMZrOWlGowmgG6vO9w0UUQGQrVZSgHHgeC9buIA8RJp/fMctc8Dun9hFqY7WvGLIfb31U8FyWOhWY6+dpGGVAtpSF6OmvFnl4ncI9qq7bqsUw6heZMubz+N6Uiu8HRo0eLLoKMAN8z5qdKzE+VSJxjsRmvCNDLrZiLSy0S59otRlMjNM6vsv9I0UUQGQrV5c3xPWOuGjBX3dhHVOcc9ShZEbLzZfuWe275vtY2dxdvlw3SVQ/ChMubuK67VXu65DFVunE7VfJ67m9vy7bqsUw6heZMrVYruggiQ/Hoo49y/PjxooshI8QzY281YG81wDnHUitb97XR+TB5pRYRxsmKFo8iuxUunX2S2aP3Fvb6IsOiury9zCxryfU5NLOxa8I46QrRyarBuham4bsWpi3a8fb3Gm/bSqt2rhp4K0J0v9DdG7grwdqt26rHMukUmjPOaXCkjIdWq1V0EWSEWdcY6M+ac9TCJAvQ6ZIz9Va6/MzFZUc1yMYtlnwCf2cDtIs3NqGPyKhTXR49Jd9j35THvqmNDc1zztGKXRqgW11huhVnM32vsq8VU9+mNbLXkq+fvdFJ0XKepYG7Hbaz3kdT+ZeoCzDvLTBV8qiWPKYCv32/Gmjstow/hWYR2bXiRhPzN74ysZUCvEArGeesazKfm+cqNKI0QC800qVmamHEcivhai3E96w9o2xlBMfbiYhsFzOjEhiVwGN+g0Eb0vHZ9fDGML0cpnNM1MLkhlbtWpgQ7cQg7R6J61rqa1UVuHix7/XVwGu3cre3pTx45/v8lceDzmN/Fy+RKJNhaKHZzG4F3gW8ATgAvAD8BvBO59zVDVz/JcBHN/BSL3HOneu59hXAO4AvAeaAs8B/Bd7jnNvQAszehKz1KuNvZmaD/dN2Oa9cIrq2QHRtYcPXJFHEzEuP4pX0feFqqoFHdbbMTbPltHtg1gK92IzS5WW6xkFv9+ywXnlq6M8pUgTV5cnlextfxivnnCOMXRqsw4R6Fq7rURqs62GcBfH0fr6th0khLdu5vIX7WmNr11d8a4fstCU723bvy1q4O6E8e1zyCBS6ZZsN5ZOjmb0U+BhwE/Ah4GngOPDdwBvM7DXOufXmQDgDvLPPsc8Gvhb4q1UC8+cDvwuUgA8C54AvBf4l8JCZPeScW33dmi5TU/qjJuPhgQceKLoI2656+CAuimETwyqi5TrLn/o0LgxBoXldgWfsny6xfzqdSGypmXbbXmjE7ZaS642IC0sJ1cBrzwI7rPWgZ269eyjPI1I01WXZDDOjHBjlwGN+kx9NE+dorBKoVwvYtZ7wvVOTo/XTjB3NOOL6Fq8vedbuKl4NPCpB5373/vzxiuNZEC8Hpm7m0tewPjn+B9LA/F3OuffnO83sx4G3Au8Gvn2tJ3DOnSFtLb6Bmf1ydvdne/b7wH8CpoGvcc79ZrbfA34V+Lrs9d+z3htoNtfN1SK7wsmTJzl27FjRxdhW5YPzlA/Ob+qa6x9/eptKM/4865rNdi/Uw5iFRhqil5pRu2vh1XqIZ51ZXwcZ59Z48RzVQ+OxfJpMNtVl2SmeWTrjdtknbUvauChxfQN1LUxYWrhOM5imESY0ovR4I0ra26KFiSPc5NrbvQzaYbqyWtjO9k/dELpXhvPA0xCmcTRwaM5amV9P2lL8kz2Hfxj4NuCbzez7nHPLW3j+g8DfAurAL/Qc/mLgHuAP8sAM4JxLzOwHSEPzt5vZj7p1ZvqKIk3UIePhwoULYx+apVjpuDSfw3s63bgXm+k46OVW+mHqSi0iTJLORDKbbIUOF68oaMhYUF2W3SDw8kkiVz++ePoce+68Y9VjiXM0swBdjxIaXd3FG333ZcE7C92jMB2vo9PNfBC+0Sd0++2x8XkAr/jZts9+jfUeHcNoaX5dtv2Ic25FLXPOLZrZH5GG6i8AHt7C878JqAC/4Jy71nPsS7Ptb/Ve5Jw7bWbPAHcDdwKfWutFzp07x9ve9rZVj330oxsZai0iMnm6u3E751hupd/0LzSjbJbZtJXiai3E87KlYcqabVVEZFx4Zu0vU7cicY5W5DpBOg/gYbzq/fa+KE4DeDgaoTsXrzup2sYFnnVCtd8Vqtvh2lbZl3VB9zthvBJ4lNQCPpBhhOaXZdtn+hw/SRqa72Zrofkt2fant/jad2e3NUMzwNLSUvt+Psa5Xq/zyCOPAHDbbbdx9OhRHn300fayPjMzMzzwwAOcPHmSCxcutK9/8MEHWVpa4qmnnmrvu+uuuzhy5Ej7+QDm5+e59957efLJJ7l6tTNf2okTJzh//jynTp1q77vnnnuYnZ3lsccea+87fPgwx44d4/HHH2d5OW3IL5fLHD9+nLNnz3LuXGcI+P333w/AE0880d6n9zR+7wng8uXLY/WehvH/dKXV4Pk7DwIOXI1bKVPF4xSdWUv24XOzVXjW1Wlkf4IDjGM2xYuuxSU6PVJupwrAma7rDxJwyMqcdHWi7Poqxh02xQuuyTU63cbuokqDhOfoLBF2hDLzFvCU66wbP4vHbVblnGuwROcP8D02zVUXcb7r+kNTJXyDP/2rvyjs/6m5tMSnuv6fjrzkDvy9+3n+E3/e3tcozXB+5hbml58nCDsdkPbceR+thcs0Lz0HwOLpjzN1+Ha8yjTLn/5E+7zSnv1UD93G8nPPkLTSuR7ND5g9ei/NK+dpXeuUafqWtNdF7fmT7X3lfYep7D/C0tkn28sBeeUpZm69m8aL5wgXr7TPnXnJK0iaNeoXzrT3VQ7eSnnuAIunP97e50/PMX3kDmrnnyWudSan631PgN7ThL0noF2GcXlP4/j/pPe09nvKbcd7qj9/kqRVJwDm/IDPyt/TcvaefJh+Sf/3tHjmSVpRRCM2Qr+KHXgJi5cvsLy0SDMxGgm42ZuoN1ssLy3QTIxmbLS8Mi3nUWs2acZG6EYvUEaJI2rFLA9hNVEPKHuOsueoeDA1PUWZmCBqUPEcZQ9m9sxRrVawhQuUPah4jqmZPcweuInk0jmCuJFeXwrYd/sraF29sKt+nqrVavYvsXk26PrEZvYzpMH2Lc65n1vl+LuBtwNvd879yCaf+4uB3yOdAOyzVzn+EeDLgC9zzv3OKsf/M/B3gb/rnPvl3uO5hx9++M+r1ernvuIVr9hM8URGUrPZpFLp079qgl3/+NNc//jTVG8+hD89nhP/1c48R+XgPPOffx+lfXNFF2eFxDlqWSt02o076lpmJcEgXRs0W5LEkggv2NyYPJFRlESh6rLsepNQj+PE0Yw7XcYbUUIzWvl4xS3Mjrdvact3wXOq7Zh8DHjZt2ybtmyXs67lK/b76eR2Fd/Ltt2Prb2/7G/vZGzNi2dptlqnv/qvP/TSzV476lPIflu2/ZntfqEkKX4SA5FhWFpaUmiWkeOZMVsJmK0E3AyEcZIF6IilZrZ+aZh2636xljAVLVOe2dtew1NdymS3Spo1vGBv0cUQGcgk1GPfM6Y9n+ktdjPPhXEapuurhO5mfovdysdRkgb2KKEZufa+Uc7fnTHgwAATsPUq+XZDmK743WF8ZTjvF8Dza8rBcJYkG0ZozmeH7/eTlO/vHY+8JjPbTzqRVx34xe1+7UZjiwvLiYyYp556ihMnThRdDJE1lXyP/dNeeyx0PUxD9FIrnVBs6fQztGb2cqkWESUJVb8zoVg5GM6yViI7oX7hDHvuvPy8CIYAACAASURBVK/oYogMRPV440p+OvHl7IDtF845wqQ3XLuegL0yiHc/bmTn5ddFyShH8I4wdoRxDEPokp7zDMq+xz86FjO3xQ4TwwjNn8y2/RYizAf19Bt33E8+Adj/u8oEYNv92iIiskOsa5mUw5SJE8cfn4aXHZphMV/SKoyptxKuNyOcc9mkMx7TgU/gqxVaRETGi5lRzlpLGUIHwjjpCtzhykB9Y8hOH7eyIN6K0/Na2fFWvHtCOEDi0lbxQbrODyM051NLv97MvO4ZtM1sD/AaoAb8ySafN58AbK2u2b8L/HPgDcCK8dJmdidpmD4LnN7ka4vImAoXlojrBazL7hmluVnMH6zb1yTIl9i4ZW8FqNCKE5aaMUvNmMVWRL2Vrx0ac2U5nZU7X9pqqqQlOkRERHr5XvYFNT4MYWqXOHGrhOmux3FCqydot8+JHa2oc066TfePqoFDs3PuU9mEXK8H/inw/q7D7wRmgJ/uXqPZzF6eXfv0as9pZq8lXX/5r5xzH1vj5X8feAr4IjP76nytZjPzgB/Nzvmp9dZoBjQGVMbGXXfdVXQRRpL5HqW9e0jCkKQ1xD4/G5Q0mrgwpnLT/h1/7d2oux6Xu7pyA9TDmKVWGqKXWnEaoFsJi62Ii8sJJc/aAbqqdS6lYJWDtxZdBJGBqR5LL98zpjyfqSHOD5c4RxS7rMW7TxjPA3hX0F49gHceD6NRfFgTgf0T4GPAT5jZQ6RB9vNJ13B+hrQ1uFu+Hkm/TzIbmgDMOReb2beQtjh/0Mw+CHwaeAh4FfBHwL/byBsIglGfE01kY44cOVJ0EUbS9NFbCps1u/HCi7QuXSUJo/VPFmDtepyvB3poJh3zVQuzluhWxHIzpp6t4Xm9EXEhSij7WYgO0rUrtT607KTy3IGiiyAyMNVj2QmeGeUgndhrzxDbM6MkDdZcOUcUhVt6jqEkxay1+VXAu0i7Sn8F8ALwPuCdzrmra13fzczmgTey9gRg3a/9p2b2IGmr9uuBPaRdst8FvMc5t6F+mPn6pSK73SOPPKKJwFYR7Jkh2DNTyGt7lTKtSxv+NShsvB6bGTNln5lsPHTiHMutTkv0ciumEaZB+lojorGkEC07a/H0xzWBkux6qseymwWeEZR9mp6x1eaLoTWvOufOAd+ywXP7fkLJAvammoOcc58Avn4z14iIyPjxzNhTCdhTCWBPOuZquRW3g/RaIboaqDu3iIiI3Eh9kkVEZGz5njFXDZirpn/u1grR3d25q9nEYgrRIiIiotCc8TWjrYyJ+fn5oosgMrDtqsfrhehaK6bRNSb6YpSkk51kXbmrQbr+pshG+dNzRRdBZGCqxzLpFJoz1Wq16CKIDMW9995bdBFEBrZT9Xi1EF0L43aQXm7GNOI0RC+HMZdr6QQieSv0VOBR8g3TuGjpY/rIHUUXQWRgqscy6RSaM41Go+giiAzFk08+qeAsu15R9dj3usZEky5/UQ+TTohuxTTChHoUUw/TcdFJ4tLx0FlLdCXQ5GLSUTv/rAKH7HqqxzLpFJozcRwXXQSRobh6VbM0y+43KvXY65qdG9IlrhpRd4hOqIcxjSimETku1yJacWdcdDXwqZY8Ao2LnlhxbaHoIogMTPVYJp1Cs4iIyAaZWXud6IPZCmatLESn3boTamE6uVgjciy2Ii4tJ5jZipboirp0i4iI7BoKzSIiIgMoBx7lwGOeEtCZXCwfG10LExphkrZGhwkLzYgwdlSyJa601JWIiMhoU2jOzMzMFF0EkaE4ceJE0UUQGdhurse9k4vlXbprraxbd9YSXQ8TmvHKWbrzIF0JPMq+aWz0GNhz531FF0FkYKrHMukUmjNRFBVdBJGhOH/+PEeOHCm6GCIDGad63N2l+8BM2hodxgm1MKGWtUjXwnRsdDNKstbomDBOqPgelcDaQVrLXe0+rYXLlOcOFF0MkYGoHsukU2jONJvNoosgMhSnTp0am7Ahk2vc63HJ99jre+xdrTU6TNeLbofoyLHYirmULXdV8dOZutNArW7do6556TmFDdn1VI9l0ik0i4iIFGxFa/QqY6Nr2Szd9SihGcU0I8e1RkQjSgiybt15q7SWvBIRERkuhWYREZER1Ds2GqAZ5V2601m6662YRpzQjNLbYs0RxgmlPEhrfLSIiMjAFJoz1Wq16CKIDMU999xTdBFEBqZ6vLo8BM9nj51z1MOEehaia/kEY1mIbkSd2brLfleQ9tMgrWWvtt/U4duLLoLIwFSPZdIpNGc8T5OryHiYnZ0tuggiA1M93hgzY7rsM11e2a27EWUhur3kVUwrTvfXw4Rr9YgoUZDeCV5luugiiAxM9VgmnUJzplarFV0EkaF47LHHdvVyPSKgejwI3zNmyj4zZR+y1RTjxLVbofNtI5torBm7G4N0NslYWV27B7b86U9ouR7Z9VSPZdIpNIuIiIw53zP2VAL2VDr7osSlk4v1BOl2i3SUcD3r2t09RjpvnVaQFhGRSaHQLCIiMoGCVYJ0d4t0HqjrUUwrcrSihGacsNB0tPLJxnyPcpBvPQItfyUiImNIoTkTBPqnkPFw+PDhoosgMjDV42Ks1iKdj5Guh/n46PR+M07SIB05roURzSjBDMp+PkbaKAceJW+yx0mX9uwvuggiA1M9lkmnpJipVCrrnySyCxw7dqzoIogMTPV4dKwYI51JnEvDc5R26a5n95thQitOW6QXWzGtekTcNU66PIHdu6uHbiu6CCIDUz2WSafQnKnX60UXQWQoHn/8cR544IGiiyEyENXj0eZ1zdpNNmu3c45WnI2TjvIW6YRmlI6TzpfB6u7eXfaNsu9lrdNGMIat0svPPcPMrXcXXQyRgagey6RTaM4kSVJ0EUSGYnl5uegiiAxM9Xj3MTMqQdqKvK9rfz7hWL7cVSOfuTt2tOJ0u9iKuFx37VbpvIt3ft/fxWOlk5a+lJfdT/VYJp1Cs4iIiGyb1SYccy4dJ90Ik06Yjjqt0vmkY0tZq3Q+VrqcTTxW9rUUloiI7ByF5sy4dQeTyVUul4sugsjAVI/Hm5kxVfKZKvkr9keJS8dIdwXqRtdY6Va2pvT1RkwYJwQrunin25I/Wl28zddHLdn9VI9l0uknIDM9PV10EUSG4vjx40UXQWRgqseTKfCM2UrAbE+rdL52dBqk42ysdNoanYfpxVZMK04nHkvHS3dapUu+FTaL9+zRe3f8NUWGTfVYJp1Cc6bVahVdBJGhOHv2LEePHi26GCIDUT2WXPdY6b3Vzv7EpZOLdbdIp7eYMOvi3YodC82IVuwKC9PNK+ep7D+ybc8vshNUj2XSKTRnwjAsuggiQ3Hu3DmFDdn1VI9lPV6fLt5xkoXp/NY7XjpOCPuE6VJXV+9gSGOmW9cuKGzIrqd6LJNOoVlERETGhu91L4fVESeuM0Y6C9PNuKdlOkln8g5jR5S49pjpUk+g1gRkIiKTRaFZRERExp7vGTNln5lVwnSzO0xnt3wG7zBOCGNWTEDmZbN5l7omHyt7HoGvMC0iMo4UmjNTU1NFF0FkKO6///6iiyAyMNVj2Sn9WqbbY6azMN25n4+XTgiTtLv3civdJo52y3TZN0qeR+nIXSTOqXVadrXpW44VXQSRQik0i4iIiPToN2Y6n827N1A3o85M3vm46cVWRNIMaTTqBJa3THd191brtIjIrqDQnKnX60UXQWQonnjiCU6cOFF0MWQV4fVF/KnK+iduUbRUo3JwftuefyepHsuo6p7Ne67nWJTcGKaf/8TT3HLnfem46a5Q3d063T0RWSlvofYN31OgltFQe/4ke+68r+hiiBRGoVlEZJuZ5+FVywSz00RLtW17ndK+OQgCUDdQkUIEnhH0jJt+Hvjsm2fbrdO9tzxIh1l371oY04pjojgBWDFuOg/TJU1GJiKyoxSaRUS2WfnAPmaP3Y6L4m1/La9SIpib3fbXEZGN88yoBkY18G44ls/q3cwmHmtGCa3I0YzTyciipNPdeymMCBtp93DfSLt5e6ZALSKyzRSaM6VSqegiiAzFbbfdVnQRpIdXLjFzp/5fNkP1WMbFenW536zeQNoKnU0+lgfqtHU6D9IJUexoJY5GK8oCdv9AHXjq8i1bU953uOgiiBRKoTlTLpeLLoLIUBw9erToIogMTPVYxsUgdTldF9pjtmcqBOccYdwdpNMQ3d3dO8pap1uJoxlGhA0I4wSDrEV6ZagOslAtsprK/iNFF0GkUArNmVpt+8YZiuykRx99lOPHjxddDJGBqB7LuNiOumxmlAOjHHjsWSNQt7paqNNQnY6dbnf57hpDHccJCbSDdOB1T0yWBmpTt++JtXT2SWaP3lt0MUQKo9Cccc4VXQSRoWi1WkUXQWRgqscyLna6LncHalYL1Em6znQzzrdZd+8o7e7dih1hkhDF0IzSWb7DxBEnDt+6QnR7m7ZYq9v3eHNxVHQRRAql0CwiIiIyAczSdaLLvsdq0wXmS2a1ulqpwzjv/h0Txek46zjJu33HhI3OTN9Bbyt1Fq4DT5OTicjuNrTQbGa3Au8C3gAcAF4AfgN4p3Pu6iaf63OB7we+CDgEXAOeBn7eOfcLPeeu1UT8p865L9jIa3rejTNaiuxGMzMzRRdBZGCqxzIudlNdbi+ZxY2TkiXOtVukW3FnHHXeFTzM7kdJQpiF67yVOkqyycmysdN5d+9AXb93Da88VXQRRAo1lNBsZi8FPgbcBHyINOAeB74beIOZvcY5d3mDz/UdwPuAq8D/JF3icD/wSuArgF9Y5bKzwAdW2f/cRt/D1JR+Gch4eOCBB4ougsjAVI9lXIxLXV5r2SxY2Uodxm7FpGStKGl38W5lY6rrUULc0/W7X6BWqC7ezK13F10EkUINq6X5P5AG5u9yzr0/32lmPw68FXg38O3rPYmZvR74CeB/A290zi32HO+3LtQZ59w7tlb0VLPZHORykZFx8uRJjh07VnQxRAaieizjYlLq8lqt1PnkZO0QnXX/7jxOu35HSdJuma6HCUtJJ1R7fVqq81Ct7t/bq/HiOaqHtBSgTK6BQ3PWyvx64Azwkz2Hfxj4NuCbzez7nHPL6zzdvwHqwN/tDcwAzrlw0PL2E0Wa4EDGw4ULFybiA5qMN9VjGReqyz2Tk60iWSVUh+uF6q6W6rz7d9Bume6sS53fNFHZYMLFKwrNMtGG0dL8umz7Eedc0n3AObdoZn9EGqq/AHi435OY2SuBzyEdB33FzF4HfB7ggCeAj/Y+f5d9ZvYPgCPAdeDPnXN/MsB7EhEREZEd4JlRCYzKBkN12LPt7v6dz/zdihNqYRqoo9jhYEV376AnVKsLuIisZRih+WXZ9pk+x0+Shua7WSM0Aw9m24vA75FOAtbtL83sa51zp1a59j7g57t3mNnHgW92zv3lGq/Zdu7cOd72treteuyjH/3oRp5CRERERIZsvVCdL6UVticqS8Nz3gU8TBxRe5sF6WyN6iiGMHEkLu0CHnhGyfPw2zOBp63UWlZLZLINIzTvzbbX+xzP9+9b53luyrb/kHTyr78BPAIcBv4l8PeA/2lmn+2c61708MeBXycN7Q3g5cAPAm8EftfM7nfOPb/emzAzlpaW2o/zicHq9TqPPPIIALfddhtHjx7l0Ucfba+7ODMzwwMPPMDJkye5cOFC+/oHH3yQpaUlnnrqqfa+u+66iyNHjrSfD2B+fp57772XJ598kqtXO5OMnzhxgvPnz3PqVOc7gnvuuYfZ2Vkee+yx9r7Dhw9z7NgxHn/8cZaX097v5XKZ48ePc/bsWc6dO9c+9/777wfgiSeeaO/Texq/93Tfffdx+fLlsXpP4/j/pPe0/nt65JFHxu49jeP/k97T2u8J0OeIEXhPpVKJz/ncV3Hu05/m4gvPUwbKwP7bX04Uw8K5rrafPYeIZm/Czn+SJIlIgLpf4eqeo8zVL1Bpdj7yJofvxo8auMufbu+rHLyV8twBFk9/vL3Pn55j+sgd1M4/S1xb6LzUnffRWrhM81Jn7tqpw7fjVaZZ/vQn2vtKe/ZTPXQby889Q9KqA2B+wOzRe2leOU/rWuffefqWdDhA7fmT7X3lfYep7D/C0tkn22sue+UpZm69m8aL5wgXr7TPnXnJK0iaNeoXznSu338zwFi9p3H8f9J7Wvs9VatVYGsrJplza63YtIEnMPsZ4C3AW5xzP7fK8XcDbwfe7pz7kTWe558B/yp7+Grn3B93HTPgUeBVpOOdf3kD5fog8HXAe51zb13r3IcffvjPy+Xy577yla9c72lFRt7ly5c5cOBA0cUQGYjqsYwL1eXdIXFpK3Q++3feWh127QvjhChJx1bnrdV5y3XsOt3Ae7t9+6s83m2i5esEM3vXP1FkhDUvnqXZap3+6r/+0Es3e+0wWprzr9v6/STl+6+t8zz58fPdgRnAOefM7EOkofk4sG5oBn6KNDT3dvNeVaPR2MhpIiPvqaee4sSJE0UXQ2QgqscyLlSXdwdvncnKgGzMdGcMdRj3hOqsG3iUQBgnaZDOluJaXiVY94bp7n2+MVJjrOsXzrDnzvuKLoZIYYYRmj+Zbfst4JZPGdlvzHPv8/QL13n/nI0uqPxitp3Z4PkiIiIiIqvys1Dbb61qoL0WdR6iw3YrdaflurfFOk66Jy6DOEmIE/A9+rZY5/e11JbIzhhGaM5nyXq9mXndM1yb2R7gNUANWG826z8BloHbzWxmleWp8r7Tz26wXF+QbU9v8HwRERERkS3zPWPK85kq9T8nb7FePVBn+7NZwNPW6jxkO1phTJzQXmrLY2Wr9Ypgbfm+0Wq1FtmNBg7NzrlPmdlHSGfI/qfA+7sOv5O0pfenu0Owmb08u/bpruepmdnPA98F/N9m9r0uG3BtZp8NvBmIgA92Pc/nAE/1rt+c7X939vCXNvI+KpXKht6vyKi76667ii6CyMBUj2VcqC5Lr420WOdjrMPulus4DdCdVmxHnHRmBY/daq3Wjtgl+NYdovts1+gSXjl463b9c4jsCsNoaQb4J8DHgJ8ws4eAp4DPJ13D+Rngn/ecn0+b2PuT+UOkY5C/B/jCbI3nw8DXAlXge5xzn+o6/3uBrzKzPwTOAU3S2bPfAPjAz7Kx8c8EwbD+KUSKdeTIkaKLIDIw1WMZF6rLshXtMdbADH7f86LuFusk7/rterqHp929o2wt6zhxRC4da11znS7hiaO97JZvPaG6uo8kSghMLdcymYaSFLPW5lcB7yINrF8BvAC8D3inc+7qWtd3Pc+Cmb0W+GfA1wPfAdRJl576t865j/Rc8hvAHPA5wJeSBuvLwP8CftY595sbfQ/5kgQiu90jjzyiSWdk11M9lnGhuizbKe2KvXZ38O51rNshO2udXrkv6bRO94Rr7+JTXDnw8nbLtceNrdXd3cHzfRpzLeNiaM2rzrlzwLds8Ny+P0HOuSXSlune1unVzv0N0uAsIiIiIiI9zIyyb5T7N1gDWZfwPuH67EW4++B0NtZ65TJbebfwKEloxI44hsiloRu6W67p6gpu7W7qar2W3UB9kkVEREREJpy3Rrg+C9x9aBpIW65XhOv2etUJrWxf1DXmOu/+HWXhOp9hPG21zmYLd25F63Wn5ZoVj/0RXI5LJoNCc8b31/n6TWSXmJ+fL7oIIgNTPZZxobos46C7HpsZJd8obeCjc5x01q/OZ/yO4u6gnc8cno67vqH12jmaYR6wHXGcBm3fY0Vr9YqAvWK/ArYMh0JzplqtFl0EkaG49957iy6CyMBUj2VcqC7LONhqPc7DK2vMFA6d1uvuFuzO/aSr5ToN2RsK2Nk2b8H2urqCr2y57uzTGGzpR6E502g0ii6CyFA8+eST+pAmu57qsYwL1WUZB9tdj7tbr9ea1Aw6E5tFXeG6N2B3WrQ7Abs9wZnLWsDjJFsHuzOe26ATontasm8M22rFniQKzZk4josugshQXL26ocnqRUaa6rGMC9VlGQejVI83OrEZrGzB7u4a3uk2ns4Q3p7crDdktyc5czTjG4959ITqnq7heeu2p5C96yk0i4iIiIjI2NnM+GtIW6B7Q3Z6P7lhf+zyoN2ZzCzJuomHcUIjn/hsjZDtZct0eV2huxO0UXfxEaLQLCIiIiIiEy9vJa5s4Fzn0q7eYTYTeN6C3R2u466x2FFXy3XaHTwhSSB2vS3ZtEN2d3dxr3cMtuVrYXe6jXtqzd42Cs2ZmZmZoosgMhQnTpwouggiA1M9lnGhuizjQPX4RmZGYBB4G2vG7g3ZeSt1Ou66O2h39sXJja3VeejOx2Qn2fEkb822G1uzu7uL+5YF7LxlW0F7QxSaM1EUFV0EkaE4f/48R44cKboYIgNRPZZxobos40D1eHCbDdlAT5ju6Tresy/OupEnjnawXjEu2zniMMn2d4J24ljRWp0HbW+1Fu0JHp+t0JxpNptFF0FkKE6dOqU/bLLrqR7LuFBdlnGgelyMzXQXh5UTn3W3Zt+wz60M2mnIvjFox87RitOgvaJFm874bM86rdl5sG63bHeF7Pyc3UqhWUREREREZJfb7MRn0Cdou9VbuTvLdt3YdTzJup/HN0yE1gnjrqdVO7/vdXclz7qRt++PSNhWaBYREREREZlAWw3a3cF6tRbs7pbuzv7Osl2ua8KzOIEER7RinPbqYbu3m3hvK7e3TeO1FZoz1Wq16CKIDMU999xTdBFEBqZ6LONCdVnGgeqxdOuMz95413HohOB2sM5mDu9uwe48pmvG8dW7kCddLdudSdKyUN7VjdzLAvSBxG35PSs0ZzzPK7oIIkMxOztbdBFEBqZ6LONCdVnGgeqxDINnhrfJVm1YGbaTrqDdCdVdQXvFY7di4jM/NJKIeCtlV2jO1Gq1oosgMhSPPfaYloaQXU/1WMaF6rKMA9VjKdJWw7ZzK0P2s0s+LmJLoU+hWURERERERMaKZZOJ5ROJpeOet9bSrD7JIiIiIiIiIn0oNGeCQI3uMh4OHz5cdBFEBqZ6LONCdVnGgeqxTDqF5kylspm530RG17Fjx4ougsjAVI9lXKguyzhQPZZJp9CcqdfrRRdBZCgef/zxoosgMjDVYxkXqssyDlSPZdIpNGeSJCm6CCJDsby8XHQRRAameizjQnVZxoHqsUw6hWYRERERERGRPhSaM2ZWdBFEhqJcLhddBJGBqR7LuFBdlnGgeiyTTqE5Mz09XXQRRIbi+PHjRRdBZGCqxzIuVJdlHKgey6RTaM60Wq2iiyAyFGfPni26CCIDUz2WcaG6LONA9VgmnUJzJgzDoosgMhTnzp0ruggiA1M9lnGhuizjQPVYJl1QdAFGwZkzZ15uZrzqVa8quigiA3nd617H0tISjz32WNFFEdky1WMZF6rLMg5Uj0XU0iwiIiIiIiLSl0JzxvP0TyHjYWpqqugiiAxM9VjGheqyjAPVY5l0SooiIiIiIiIifSg0Z5IkKboIIkNRr9eLLoLIwFSPZVyoLss4UD2WSafQLCIiIiIiItKHOeeKLkPhPvShD0WlUsnft29f0UURGcgzzzxDkiS8/OUvL7ooIlumeizjQnVZxoHqsYyLRqOBc+7KQw89dGCz1yo0Aw8//PCzwBxwpuCiiIiIiIiIyPDdDiw89NBDd2z2QoVmERERERERkT40pllERERERESkD4VmERERERERkT4UmkVERERERET6UGgWERERERER6UOhWURERERERKQPhWYRERERERGRPiY6NJvZrWb2H83sM2bWNLMzZvZeM5svumwyvszsgJl9q5n9NzM7ZWZ1M7tuZo+Y2T80s1V/Ls3s1Wb2YTO7kl3zF2b2PWbmr/FaX2lmv5c9/5KZ/amZvWmd8r3JzB7Nzr+eXf+Vg75vmQxm9vfMzGW3b+1zzrbXSzPzzeyt2c9JPfu5+bCZvXrQ9yjjy8weyn43n88+F3zGzH7bzL5ilXP1O1lGjpn9DTP7iJk9l9XL02b2a2b2hX3OVz0W2YCJXafZzF4KfAy4CfgQ8DRwHHgd8EngNc65y8WVUMaVmX078P8ALwAfBT4NHAa+FtgL/Drw9a7rh9PMvibb3wB+BbgCfBXwMuCDzrmvX+V1vgN4P3A5u6YFvBG4Ffgx59z3r3LNvwW+D3gO+CBQBv42sB/4Tufcvx/8X0DGlZndBvwl4AOzwFuccz/Xc86210szM+BXs+f9JPDfs3O/EagCX+ec+9Bw3rWMCzP718DbSOvZ/wIuAYeAzwN+xzn3A13n6neyjBwz+1HgB0jr2G+Q1uG7gK8GAuDvO+d+qet81WORjXLOTeQN+G3Akf6wdu//8Wz/TxVdRt3G8wZ8KekfJa9n/xHSAO1IP9Tn++eAi0ATeFXX/irpFz8O+Ns9z3U76R/By8DtXfvngVPZNV/Yc82rs/2ngPme57qcPd/tg7x33cb3BhjwO8CngH+T1aVv7TlnR+ol8Heya/4IqHbtfzD7OboI7Cn630y30bkBb8nqzAeA8irHS1339TtZt5G7ZZ8hYuA8cFPPsddldel01z7VY91028RtIrtnZ63MrwfOAD/Zc/iHgWXgm81sZoeLJhPAOfe7zrn/7pxLevafB34qe/glXYfeSNra8V+dc3/WdX4D+BfZw3/c8zL/AKgA/945d6brmqvAv8oefnvPNfnjd2fn5decIf05qQDfsv47lAn1XaRfCH0L6e/Q1exUvcx/Hv5F9nOSX/MYacvIIdKfKxHMrAK8m/RLy29zzrV6z3HOhV0P9TtZRtFR0mGXf+qcu9h9wDn3UWCRtN7mVI9FNmEiQzPpN24AH1kluCyStk5MA1+w0wWTiZd/MIu69n1ptv2tVc7/A6AGvDr74LeRa/5XzzmDXCOCmd0DvAd4n3PuD9Y4ddvrpZlVSVs2asAfbuJ1ZHJ9GWl4+P+AJBsT+oNm9t19xoHqd7KMopOkXaWPm9nB7gNm9kXAHtLeDvUVKAAAC1xJREFUQDnVY5FNmNTQ/LJs+0yf4yez7d07UBYRAMwsAP5+9rD7j0vf+uqci4BnSccq3bnBa14gbQm81cyms9eeAW4BlrLjvfQzIavK6u0vkrbSvX2d03eiXr6UdEz16eznYyPXyGR7MNs2gMeB/0H6JdB7gY+Z2e+bWXcLnX4ny8hxzl0BfpB0jpRPmNnPmNmPmNmvAh8B/jfwj7ouUT0W2YRJDc17s+31Psfz/ft2oCwiufcArwQ+7Jz77a79W6mvG71mb89WPxOyWf8SeAB4s3Ouvs65O1EvVZdls27Ktm8jHXv5WtJWuc8hDRtfBPxa1/n6nSwjyTn3XtJJRQPScfr/F/D1wDngAz3dtlWPRTZhUkOzyEgxs+8inVnyaeCbCy6OyIaY2eeTti7/mHPuj4suj8gW5Z+FIuCrnXOPOOeWnHN/Cfwt0hl/v7jfkj0io8LMfoB0duoPkPa6mSGd/f008J+zGeJFZAsmNTT3fhPWK99/bQfKIhMuW77hfcAngNdlXay6baW+bvSa6z1b/UzIhmTdsn+BtJveD23wsp2ol6rLsll5XXi8e3IjAOdcjXS1DUiXpQT9TpYRZGZfAvwo8JvOue91zp12ztWcc/+H9Muf54HvM7O8u7XqscgmTGpo/mS27TeG4li27TfmWWQozOx7SNc7/CvSwHx+ldP61tcsuNxB2kJyeoPX3Ez67fNz2QdCnHPLpH9QZ7PjvfQzIb1mSevXPUDDzFx+I12FAOBns33vzR7vRL38FOmyK3dmPx8buUYmW14v+31wz2f8neo5X7+TZZR8Zbb9aO+BrF49Svq5/4Fst+qxyCZMamjOf6G83sxW/BuY2R7gNaSzBv7JThdMJoeZ/SDw74AnSAPzxT6n/m62fcMqx76IdKb3jznnmhu85st7zhnkGplcTeDn+9wez855JHucd93e9nqZLZfyMdKfi9du4nVkcj1MOpb5Fb2fCTKvzLbPZlv9TpZRlM9yfajP8Xx/vqSa6rHIZhS9UHRRN9LuVg74zp79P57t/6miy6jb+N5Iu7M64M+A/eucOwe8SBpSXtW1v0oaDhzwt3uuuYN0JtjLwO1d++eBU9k1X9hzzauz/aeA+a79t2fP0+h+Lt1063cD3pHVpW/t2b8j9RL4O9k1fwRUu/Y/mP0cXQTmiv530m10bsCHsjrz1p79rwcS0tbmvdk+/U7WbeRuwDdk9eU8cEvPsS/P6nEdOJDtUz3WTbdN3Mw5xyQys5eS/lK4ifSP5VPA55Ou4fwM8Grn3OXiSijjyszeRDpJR0zaNXu1WSXPOOc+0HXN3ySd3KMB/FfgCvDVpMs/fBD4Btfzw2xm3wn8BOkfpV8h/Xb5jcCtpBM3ff8qZfsx4HtJJ775IFAGvhE4QPoF07/f4tuWCWJm7yDtov0W59zP9Rzb9nppZgb8ava8TwP/PTv3G0k/EH6dc+5DQ3q7MgbM7FbSzwS3kbY8P04aEP4mnfDw613n63eyjJSsl8RvA38NWAT+G2mAvoe067YB3+Oce1/XNarHIhtVdGov8kb6x/E/AS+Q/tCfJV2Xcb7osuk2vjc6rXBr3X5vleteA3yYtMWjDvwl8FbAX+O1vgr4fdI/oMvAY8Cb1infm7PzlrPrfh/4yqL/3XTbPTf6tDR3Hd/2ekm65Mpbs5+TevZz82HSL0QL/zfSbfRupN1X3599FmgBl0iDx/E+5+t3sm4jdQNKwPeQDi9cIB2TfJF07fHX97lG9Vg33TZwm9iWZhEREREREZH1TOpEYCIiIiIiIiLrUmgWERERERER6UOhWURERERERKQPhWYRERERERGRPhSaRURERERERPpQaBYRERERERHpQ6FZREREREREpA+FZhEREREREZE+FJpFRERERERE+lBoFhEREREREelDoVlERERERESkD4VmERGRbWZmX2JmzszOFF2WjTKzD2Rlfscqx1x2u33HCyYiIrLDgqILICIistuZ2ZuB24HfcM49UWxpREREZJgUmkVERAb3ZuCLgTPAaqG5BnwSeH7nirStPpltw0JLISIisgMUmkVERLaZc+5R4OVFl2NYnHNj815ERETWozHNIiIiIiIiIn0oNIuIiGyRmb3ZzBxp12yA/9Q1SVZ74q+1JgIzs9/Ljr3ZzObM7F+b2afMrG5mp83sXWZW7Tr/ITP7bTO7ZGbLZvYHZvbadco5a2ZvN7PHzOy6mTXM7KSZ/YSZ3baF973qRGBm9o5s/weyx28ysz81s0UzWzCzj5rZl63z3GUz+w4z+0Mzu2JmTTM7a2b/0czu2WxZRUREBqXQLCIisnV14AKdsb0L2eP89uImnmseeBR4G3AY8IE7gB8CfhXAzP4J8L+BvwaUgGngtcDvmNlrVnvSLGj+FfBu4FXZNRFwF/CdwMf7XTsIM/s54APA5wEJsAf4EuC3zOzr+lxzM+m/wfuBE8BeoAm8BPgW4P+Y2dcOu6wiIiJrUWgWERHZIufcrzjnjgAfy3Z9t3PuSNftwU083Q9n29c652aBWeAtpAH3q8zsh4D3Au8BDjjn9pLO2P3HQBn4d71PaGZ7gQ8DR4FfA+4DqtnzvxT4L6Rh/dfNbN8myrqerwG+CfjHwFxW1juBPyD97PF+M1sxr4qZlYAPZWV8GHh1VtY54LOy914FftHMXjrEsoqIiKxJoVlERGQ0zABf6Zx7BMA513LO/RzwC9nxdwG/5Jx7u3PuWnbOWeDvAA540Mxe0vOcbyMN1r/snPsG59xfOOfi7NrTzrlvAn6LtGX7W4f4XvYB3+qc+ynnXC17vWezsraAm0lDcbc3AQ8Cfwh8uXPuj51zYXbtC865twI/TdpS/tYhllVERGRNCs0iIiKj4decc6dW2f87Xfd/pPdgFpzz617Zc/hN2fbH1njd/5Jt1xxrvEmf7nreNufcZ0i7X0P/sr4vD8ur+M/ZdphlFRERWZOWnBIRERkNf9ln/8Vs26ATjntdAI6RdrUGIJvg69bs4YezCctWU862m54QbA1/5pzr93r5WtXdZQ2A49nDnzazn+xzrZ9th1lWERGRNSk0i4iIjIYX+uyPs+2FNYJofk6pa9/NXfdv2sDrT2/gnI1aXONYI9t2l3U/nfB+YAPPP7WVQomIiGyFQrOIiMh46h6CNZ+Pgx5R3WV9wDn3RGElERER6aExzSIiIuPpQtf93gnCRs1lOq3lo15WERGZMArNIiIig0uyrRVaii7ZbNV5cP7yIsuynmzirz/LHo50WUVEZPIoNIuIiAxuIdsOc63jYfhAtv1+M7ul30mWKrrsH8i2bzaz+9Y60czm1zouIiIyTArNIiIig3sy236tme0ttCQrvQc4DRwEPmZm32Bm7Um0zOwlZvZtwP8B/mZBZcz9PPAnQBX4XTN7i5nN5QfN7IiZfZOZ/T7w3UUVUkREJo9Cs4iIyOB+EWgBJ4BLZva8mZ0xs0eKLFQ2+ddfB54iHSv8K8CimV0ysxpwFvhp4H6g38zcOyLrov01wB+Rzqb9M8BVM7tsZkuks4v/EvBFFFxWERGZLJo9W0REZEDOuafN7MuAfwY8CBxhRL6Yds6dMrMHgH8AfD3w2aTdyOvAX5C27n4I+O3CCplxzl00sy8GvhH4JuDzSAN0C3gaeBT4H8BvFlZIERGZONZ/yUcRERERERGRyTYS34KLiIiIiIiIjCKFZhEREREREZE+FJpFRERERERE+lBoFhEREREREelDoVlERERERESkD4VmERERERERkT4UmkVERET+//brQAAAAABAkL/1BBuURQAwpBkAAACGNAMAAMCQZgAAABjSDAAAAEOaAQAAYEgzAAAADGkGAACAIc0AAAAwpBkAAACGNAMAAMCQZgAAABgBKgScYRipbI4AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 260, "width": 486 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Another, less obvious, dataset. \n", "\n", "saf = SimpleUpperAsymptoteFitter().fit(T, E, timeline=np.arange(1, 10000))\n", "ax = saf.plot_survival_function(figsize=(8,4))\n", "saf.print_summary(4)\n", "\n", "kmf.fit(T, E).plot(ax=ax)\n", "print(\"---\")\n", "print(\"Estimated lower bound: {:.2f} ({:.2f}, {:.2f})\".format(\n", " np.exp(-saf.summary.loc['c_', 'coef']),\n", " np.exp(-saf.summary.loc['c_', 'upper 0.95']),\n", " np.exp(-saf.summary.loc['c_', 'lower 0.95']),\n", " )\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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 }