{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# What is the Periodogram class?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*lightkurve* has a class specifically for dealing with periodograms of time series data. This can be useful for finding the periods of variable stars. Below is a quick example of how to find the period of an eclipsing binary star using *lightkurve*.\n", "\n", "Firstly lets grab a light curve file from mast. We'll use KIC 10030943, which is an eclipsing binary observed by the original Kepler mission. We're just going to use one quarter for this demo." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import astropy.units as u # We'll need this later." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Obtain the data\n", "from lightkurve import search_lightcurvefile\n", "lc = search_lightcurvefile('10264202', quarter=10).download().PDCSAP_FLUX.remove_nans()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the light curve to see what we're working with." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 745 } }, "output_type": "display_data" } ], "source": [ "lc.scatter();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This light curve looks like it has some structure in it! Let's use the periodogram class to find the rotation period. You can create a periodogram from the `KeplerLightCurve` object by using the `periodogram` method." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "pg = lc.to_periodogram()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can plot the periodogram in the same way that we plot the original light curve." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 396, "width": 739 } }, "output_type": "display_data" } ], "source": [ "pg.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks like there is a huge signal at a certain frequency! Let's plot it in period space, so that we can see what period the oscillation is occurring at." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 388, "width": 749 } }, "output_type": "display_data" } ], "source": [ "pg.plot(format='period', scale='log');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks like a very fast period. Let's find the period with the highest power and fold out light curve." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best period: 0.2587311606278735 d\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 745 } }, "output_type": "display_data" } ], "source": [ "period = pg.period_at_max_power\n", "print('Best period: {}'.format(period))\n", "lc.fold(period.value).scatter();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As is quite common for eclipsing binaries with deep secondary eclipses, we have found a harmonic of the period of the eclipsing binary. Let's plot it again with quadruple the period." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best period: 1.034924642511494 d\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 745 } }, "output_type": "display_data" } ], "source": [ "period = pg.period_at_max_power * 4\n", "print('Best period: {}'.format(period))\n", "lc.fold(period.value).scatter();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like we could probably get a better fit than this. Let's try increasing the number of points in our periodogram." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# I've set min_period and max_period to slightly reduce the computational time\n", "pg = lc.to_periodogram(min_period=0.9*u.day, max_period=1.2*u.day, oversample_factor=10)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best period: 1.0350971683913832 d\n" ] }, { "data": { "image/png": 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vvlMM5rXOLSQkRGplc/HiRdTW1qJz586a7tuaCc43IVs1NTUtGqIbDAbMnTtXCtF1Oh2GDRuGhx9+GKNGjZL6Dl25cgWpqakoKipyON7Zs2ftQvTbb78dY8aMQUREhF3bgSNHjuAvf/kLzp8/7+VHRkR04woICEBycrL0i6PYI53V6EREREREbc/58+eRlJQkhegDBw7Em2++6ZXf7/Py8qSOByNHjvSoz3pLk/cVd1boKb/9m2++8Wi/nTp1kr5WWpwUaKzUBhrblTz88MMe7U/OZDJJrVSCgoK8WuFvy9njrK2tla5s6NSpE4KCglTHEgQB999/v/S9J6+BXq9Hhw4dpO9bMkf1Jlake6Br164YOHCg9O/QoUP417/+1eT7Xbp0KSoqKgA0XrIyd+5cqzNrlZWVePvtt1FUVISGhgYsWbIEq1atcrpKbu/evfHII49g/PjxdmfKzGYzPv/8c6xatUpayGLp0qV4++23VXtzERGRtejoaISFhaG0tBSBgYEM0YmIiIiozamrq8OqVatw+PBh9O7dGzNnzsQdd9zR0tNqVj/++CPmz58vZTP33nsv5s6daxVqeuLQoUPS1+Hh4V4ZsyVcvnwZlZWVABrb0zhrizJw4EDp6x9//NHt/dbX16O8vFz6XqmjQkVFBc6dOwegseVMly5d8MMPP+DTTz9FUVERKioq0LFjR/Tq1QsjR45EVFQUunXrpmn/mzdvxqlTp9C+fXvEx8c3aW4mf55uu+02u9vLysqkxWPvvvtu1SsCRAMHDsTWrVvtxnaV/LXv0KGDS62nWzMG6W64//77sWbNGrs3olprFG8qLCzEsWPHAADt2rXDvHnz7NoC+Pn5Ye7cuUhISMD58+dRVVWFzZs3q17W061bNyQmJmL8+PGqbyhBEPDII4/Ax8cHaWlpAIDvvvsOhw4dwsiRI733AImIbnABAQEM0ImIiIiozZo/f77Uf/vIkSP45ptv8PHHH8PX17eFZ9Y8vvvuO7zxxhtSS5DRo0fj1VdfRfv27b0yfl1dnVUb3yFDhnhl3JZw9uxZ6WstrWnk28jv66rdu3dLi4L2799fMQAvKSmRvr7jjjuQm5uLjz76SLoSAGgM5KuqqlBSUoJ//vOfmDVrFsaOHetw32VlZdi4cSOAxnYx/fr1c/txOHPkyBGcOXMGQGMWKD8RIWqp10AM44HGqyps+923VTfGo2hm3bp1a7H+4Hl5edLX4eHhqr11O3bsiNjYWOn7bdu22S1yJxo+fDgmTpzo9KwUAIwZMwaDBg2Svj9w4IDGmRMRERERERFRc6urq8OlS5dgsVg8HuvKlSt2i1j+/PPPVj2Yb3Tz5s2TQvTw8HC89tprXgvRgcZKXrGCuH379m26CEcMswFoOtEi36a6utqtfVZWVuLDDz+Uvv+f//kfxe3EqwkA4MSJE1izZo3UiuXZZ5/Fq6++ihkzZkjh9NWrV/H2229j//79qvs2m83IyMhAfX097rzzTjzxxBNuPQYtrl27hhUrVkjfP/HEE4q5nvx51PIayHugy18/V5SVlWHTpk0AGttR//73v3drnNaIQXobUldXZ9XvfOLEiQ63//Wvfy1dVlRVVYWjR496ZR7ys6EXL170yphERERERERE5F0ffvghwsPDMWnSJMTGxkrVq+5Sa1GhpTDvRlFXVwegMeR+/PHHvf7YxZAeAG699Vavjt3cxOcKgLSenyPybeT31aq+vh7p6elSS5HRo0djzJgxitvKA2axDUxcXByWLFmC3/72txg7diyio6Pxzjvv4PHHHwcAWCwWZGRk4OrVq4pj/utf/8KJEycgCALi4+PRrl3TNQJZvny59H4eOHAgfvOb3yhuJ5+rltdA3tfcndeguroaqampUr/2Rx99FAMGDHB5nNaKQXobUlxcjPr6egCNFedKl2zItW/fHvfcc4/0/bfffuuVecj/4xTPkhIREbU2BoMBhYWFMBgMLT0VIiIiomZXWFiIrKwsKdA6efIkFixY4NGYfn5+mDRpktXPevXqhbCwMI/GBRrbccTHx+OFF17Atm3bPB6vqYidAerr6zF37lyP+kg7c7OtSefJ4xWrwcV2yL1790ZiYqLq9rZXaNx7772K1es6nQ5//OMfpTC4srISu3fvttvu3LlzyMnJAQBERUVh8ODBbj8WZ/72t79JV4H4+Pjg1Vdf1RTaN/XxdP36daSnp0stYe655x788Y9/bNJ9NjcG6W2I/MzxnXfeqemsZ//+/aWvy8rKvDIPcUVqAG36EiMiIrpx5ebmIioqCjNnzkRUVBRyc3NbekpEREREzergwYN2PysqKrLqAe2OefPm4fnnn8fo0aMxZcoUrF69Gl26dPFozIKCArz88sv4+uuvsX//fsydO7fVhumLFy+WwvQrV65gzpw5VjmJp+StNdxtb9JayBdfFU/oOHLt2jXF+zpjsViwYsUK7Nq1C0DjopuLFi1yeFzajm97gkhOEARERERI38u7RYj7z8jIwLVr13Dbbbdh+vTpmufuqn/84x/4+OOPATResbBw4UL06tVLdfuOHTtKX8ufXzXuvgbi1QBiEe9dd92F119/3attj1oDBultiDxI19qjXb5ir6eXcAHApUuXrCrb77vvPo/HJCIi8iaDwYD09HRpbRCTyYT09HRWphMREdFNpU+fPnY/69Wrl8ftJm655RbMmDEDWVlZSElJcRjiafXPf/7T7mebN2/2eNym4Ofnh9TUVNx9990AGiuU58yZgx9++MEr4/v7+0sLM9bX17fp32HlrWmMRqPT7eXbaD05Y7FY8N5772H79u0AGgs+U1NTnS6saTu+s/Yj8tvPnTtndVt+fr7UTvmFF15wKYB2xccffyxVvYshurN5yx+nltfAndZC9fX1ePPNN1FYWAig8aoNZycy2qqma9ZDXic/mLt27arpPvKVib1xJnP16tVSO5fbbrsNo0aNcun+8sUcvIVV8UREJFdaWmq3wLbJZEJpaanL/2cYDAaUlpYiMDCQ/98QERFRmxIREYG8vDwcOHAAQGP717/85S8tPCvtxDC5NfL19cXixYsxd+5cfP/99zAajZgzZw5SU1Nx1113eTR2x44dcffdd+PUqVMAGtv8jh071hvTbna333679PWFCxecbi/fRn5fNWKIvnXrVgBA9+7dkZqait69ezu9b9++fa2+dxZ+d+7cWfq6trbW6rbPPvsMQONJkNOnT+P06dOKY8jXGdy5cyeOHz8OABgxYgQGDRrkcP+ffPIJ/va3v0lzeeONN5zeB2j616C+vh5LliyRFmG94447sHjxYvj5+Tm9b1vEIL0NcXWBANvt1BZD0GrHjh346quvpO+ffPJJly/RePnllz2ag5J///vfXh+TiIjarsDAQOj1eqswXa/XS5fgAtoC8tzcXKmyXa/XIzk5GdHR0U09fSIiIiKvaN++PTIzM7F37178/PPPCAkJsQsPW4upU6di165dVn2rn3jiiRackXM+Pj5ITU3FvHnzcOrUKVRVVWHOnDlYtGiRVZtdd4wYMUIK0nfs2NFmg/Ru3brBz88PlZWVuHTpEq5cueKwMLSkpET6+s4773Q4tm2I7u/vj7S0NMUrMZTccccdVn8z1NbWOgx/a2pqpK/lobo4F6CxeFSsGHfmP//5j/R1x44dHYbiH3/8sRSid+rUCW+88YbVmoiO9OvXD4IgwGw24/vvv5f+tlHjymsghuj79u2T9pWamnrDhugAW7u0KfJ+UlovxZIH3Vp6IakpKSnBihUrpO/Hjh2LcePGuT0eERFRUwkICEBycrL0C6IYgouBuZb+6WwPQ0RERDeCdu3aYezYsYiOjm61IToAjB49GpmZmXjwwQcRFhaGt99+GxMnTmzpaTnVpUsXLFq0CAMHDgTQ2ElADNY9ERUVJeU5Bw8elCqX26KRI0dKX3/zzTcOtxVbgwDA/fffr7qdpyE6AHTo0AHDhw+Xvnf2mslvb873krwSXQzRXVnItHPnzhgyZAgAoK6uzuGxZDabrdZWcPQaqIXoWjtotFWsSG9D5NXlWhcHqa+vl77u0KGDW/s9f/48Fi1aJAX5gYGBePHFF90a65133oG/v79b9yUiItIqOjoaYWFhdlXnagF5WFiYVWW6N9vD2GK7GCIiIiJ7o0ePxujRo1t6Gi4Tw/QFCxbgu+++k8L0RYsWOe1fraZ79+5SwYfFYsHSpUvx5ptval4vr6ysDLt27WrSRS+1evDBB7Fz504AwL/+9S+MGzdOsSL61KlTOHbsGIDGxz906FDVMVeuXCmF6N26dUNqaqqmNiS2xo0bh8OHDwMAtm3bplr5bzabpfYtgH3AnJGRoWl/ycnJUi/1tLQ0qyBfyaZNm/DRRx8BaAzRX3/9dSkUd8XYsWOl5zY3N1d1v19//bXU2uWee+5R7TPf0NCgGKLL20vfqFiR3obIV9rVstqx7Xby+2tVUVGB+fPn4/LlywAaFyZ54403NC84YMvf3x8BAQFe/UdERDcHg8GAwsJCzVXhAQEBCAkJ0RyQy4ntYeRs28O4Q0s1PBERERG1LeLCj2KlcHV1NebOnWvVJsNVf/jDH6TQ9NKlS3jllVfw5ZdfWrW/sVVVVYXs7Gy89NJL+PHHH93etzeFhIRIbUi+//57qbpa7vLly/jrX/8qfT9t2jTVHvnvv/8+8vPzAfwSortbIT5u3Dj069cPAPDtt9/iH//4h902FosFH374oVSR3qNHD4SFhbm1P1ds3rwZH374IYDGEH3BggUICgpya6yHH34Yt912GwBg//79yMvLs9umvLwcK1eulL6Pi4tTHMs2RO/bt+9NE6IDrEhvU3x8fKSvr1y5ouk+YgAOaF/xWGQ0GjFv3jxpNWJ/f38sWrSIFeVERG1cW6uINhgMyMnJwcaNG93qVy5/vFr6pwO/tIex7ZHuyfOltRre1THb0mtJREREdKMSF4B8/fXXUVxcjJqaGsybNw8LFy7UtCikrXbt2mHevHl46623cPjwYVy+fBlvvvkm+vTpg5EjR+KOO+6Aj48Prl69ioqKChw7dgxHjx7VXHjpSHV1NbZs2WL1M/lCmRcuXEB2drbV7T179sQjjzyiOF58fDySkpJQW1uLzZs348SJE3jwwQfh4+ODn376CZ999pmUX40cOVK1rU92djY+/fRTAIBOp8Ojjz6KM2fO4MyZMw4fT//+/RWr+fV6PWbPno05c+agrq4OOTk5OHToEMLCwtC1a1f8/PPP2L17t3RCpF27dnjllVc0t1t21/bt27Fu3Trp+4iICBiNRuzdu9fh/fr27SudGJC75ZZbMGvWLLzxxhtoaGjAypUr8c033yA0NBQdOnTA6dOn8Z///EfqAx8REYH77rtPcR/Lly/H119/DaCxnfRvf/tbnDhxwuljCgoKuiF6pzNIb0PkZ9jkH2COXLp0SfH+ztTW1mLBggX46aefADSG+AsXLkSvXr00j0FE1BowaLTW1hbQzM3NRVpaGsxms/QzLQG0+LoXFxcjKyvL6vFqDcjV2sO4S60avqioCH5+flKYL+5P/rXSvtvaa0lERER0o5OH6cePH0dNTQ3mz5/v0uKQcj4+Pnj99dexZcsWbN68GVVVVSgvL0d5ebnqfQRBwIMPPqhaUaxFTU0N/u///k/19kuXLtndPmzYMNUgPTAwEPPnz8fbb7+Nn3/+GcePH1fs1R0aGoqXX35ZdTFM+X0sFotidbuSxMRE1XB+4MCBmD9/Pt555x0YDAYcO3ZMaoMi17VrV7z66qtutVZxle1zk5ubq+lK1mnTpiEmJkbxtvvuuw+vvvoqli9fjpqaGhw4cAAHDhyw2y4iIgLPP/+8prnV19dbrafoiJZWNm0Bg/Q2RB6E//jjj05X2gWA06dPS18rnZVScvXqVbz++uvSZSudO3fGwoULna7WS0TU2jBotNYUFdHiuEq9yD0NoMX5ykN0kaN+5fLX3fY+6enpyMvLQ15enur8bOfuyfyLiooAAMHBwYrV8DqdDikpKTCZTNDpdNDpdDCbzVZfKx27TfVaEhEREZFnxF7Wb7zxBo4dO2YVpruySKRIr9fjiSeeQFRUFPbu3YuioiKUlJSgsrISNTXSJ2OeAAAgAElEQVQ16NChg1SUMWzYMIwdO7ZVttkYOnQosrKysH37duzduxfl5eWoq6tD165dMXDgQEyYMKHFeuQPGzYM//u//4vPPvtMmlt1dTU6d+6Mfv36ITQ0FJGRkejUqVOLzM9bxowZg3vuuQf5+fk4cOAALly4gPr6enTr1g1BQUF4+OGHb4iwuykxSG9DhgwZgvbt26O+vh5Xr15FSUmJww/h+vp6fPfdd9L39957r9N9XL9+HYsWLUJxcTGAxgVKFyxY4PYCGURELeVmDRodBdiuLqCpJQxXOlkBwKMTGOJ+Kysr7eYrUutXfvLkSbsKdjnx8dr2Tld7PAkJCRg8eLDLJwRyc3ORmpoq9bAUBAEpKSlW1fBi30fxMVosFml7+ddKx66j6vbw8HDN8yQiIiIi5/7973+7tH2nTp3w5ptvem08ccwJEyZgwoQJLt/XVT179nRrjs506dIFU6dOxdSpU926f3p6updn9IvOnTsjOjq6SQuvtM5/9uzZmD17dpPMwd/fH3FxcW5fsbBmzRovz6htYZDehnTq1AnBwcEoLCwEAOzYscNhkP7VV1+hrq4OQOOH1bBhwxyO39DQgPT0dHz77bcAGnsdzZ071+3FDIiIWpKrofGNwFkFvtb+4FrGApRPVqSlpUGn0zk9gaEW0sv3KwgCBEGwC8Vt27GIY33zzTdYvXq1wwWYBEFAZWUlDAaDYiW67eNZtmyZ1T61/GJtMBiQlpZmNQ+z2WxXDV9ZWYmkpCSn44lzkR+7Sq8lACmsd+fEBdsfERERERERqVNeApdarcmTJ0tff/7556qrMF+9ehXr16+Xvo+MjHTYBsZkMmHp0qVSSK/X65GUlKS6uAARUWsnBo1yaqHxjUCtAt9gMEjbiAtois+LWn9wZ2MZDAYUFhaiqKjILsg1m82qJzBEubm5iIqKwsyZMxEVFYWcnBwUFhbi5MmTVvs1m82wWCzSfAVBQFxcHPLy8qSgWD7WBx984DBE1+l0AICkpCRERUVJfQYdPR75Y7B9PuXPV2FhoXRbaWmp03Y0ISEhCA4OdtqiTWR77IqvpVjVrmWeSmxfCy29F4mIiIiIiG5GrEhvJT7//HMsX75c+l7tEpoHHngAQ4cOxbFjx9DQ0ICFCxdi3rx5Vn9cG41GvP322zh37hyAxsUpHF02Y7FYkJmZiS+//BJAY1Dx0ksvITQ01AuPjIioZYhBo5ZFJbVqzZW7Wivw5Qto+vr6wmg02lVnOxqroKDAYcW4IAhWFelAYwjs6+uLwsJC+Pr6qlZ9K1WfWywWzJgxA/3790dwcLBVFXpRUZFiL3Q5nU6HxMRE9O7dW+pFLu43LS0NVVVV0mKkahXwjp5Ppcr9sLAw1Up6pTBcvL+zHulA49VoQGPP9bCwMDzzzDNYtWqV03kquVnbHxEREREREbmDQbqbXn/9dVRUVFj97PLly9LXp06dwqxZs+zut2DBAnTv3t2jfb/yyit4+eWXUVFRgYsXLyIxMRHDhg1Dz549YTQacfjwYVy7dg3AL5XlXbp0UR0vPz9f+sMcAHr16qW6grItHx8fxMbGevR4iIiaijw09jT8dmXhUnngDkDxa1d7kjsL8ZVafai1MQkICLAKxG0fj1oLGNsQXAx8xW0FQcCECRPw+eefW83tjjvuwPTp06Vt1IJqtZ+vWrUKgiBg1qxZiIuLU11MVIlOp0NkZKTiyQGz2YyMjAypil1t//LnQB6EqwXR2dnZiImJwfr166WxdTqd4okc8RgVFyXt168fjEaj3fFSUFCASZMmWY0nBu3O5qkmJyenxdofteaTUkREREREREoYpLuprKwMFy9eVL396tWr+OGHH+x+3tDQ4PG+AwICsHjxYixduhTff/89zGaz1Ndczs/PD4mJiQgODnY4XmVlpdX35eXlKC8v1zSXHj16MEgnIqdaMjQLCAjweJ+OKncB63BcHvI6qzCWB/G2vcHF0Nj2NrUQX6m6GWhsYyIIAmJiYhAXF4eAgADV3uY+Pj5S1bdSNb/RaLQLXi0WC4KDg3H48GGYzWa7EB2A1f+HzsJqQLky3Ww2Y9myZaiursa6des0heji/cTXR63iXY1Op4MgCFYLj4otagICAlQr9+Pi4qxec4vFYteCBfjlfVFcXCxVxYvPdUhIiLQfpZ7r8sVI5bReeWEwGLBhwwbF+9ueLPD2e9eVk1JEREREREStBYP0Nqpfv35YunQp9uzZg927d+Onn37ClStX0KVLF/Ts2RNjxozBxIkT4efn19JTJaKbgKOw7UYIzdQC05ycHGzcuNEqaM3MzJS2lYed8q9tg/iCggKkpaVJIa8YGlssFkyaNElz+w15dbO8jYnZbJbmmpycjL59+ypWZyclJVm9RrbV/AaDQTGMPnjwoMfPsZyjcHv16tUujSUGwwUFBZpCfNt5pKWlwc/PD8XFxdJrK2/horTgp7gf+eOwfd3UqupttzMYDNi+fbumuc+ePRsRERGaAm+1Pu7Tpk2T7t8U7122kyEiIiIioraKQbqb1qxZ49XxJk6ciIkTJ7p0n/bt22PChAmYMGGCR/uOiYlBTEyMR2MQ0c3LUdjWFkIzLRW3am1TxBAdaHxsGRkZmsNacZHnHTt2qAbHmZmZ6NOnj2LYunnzZkyZMsWqZ7j4OPz8/BQrtuWtR5QCYPk24mtk2xImJiYGOTk5mh6jI2KlthJHQboW4mMTT26IvdTdUV5ejuDgYLz44ot2Ffz5+fmIj49HZmYmzGazw7Y14v3EinZHrWlMJhOKiopw5MgRq2PMEb1eL4XoSse07c/UjunJkyer9rK3fe+6U62utZc/ERERERFRa8MgnYiI3OYsKG/toZmWilsxLIyPj7dqvzFt2jS7QFlLmCqn1AbFdrzTp08rht6rVq3CqlWrEBcXh06dOmHNmjVSO5HJkyc7DMqNRqNV6xalbYqKiuDn52cXkk6ePNkrQbrFYnEYpntCrLovLi526eSGkqysLMWTGWazGQsWLEBhYaH0uv/617/Gnj17VMcSq+OV3hdyYj91R/NWahVkW+kuX6RU6TiXHwNif3tHvezl7113qtUNBgMqKysV++9r6elORERERETUkhikExGR25wF5WqLVraG0ExLtbxtWJiQkIDBgwdL87etFhYEATNmzMDatWsd9kh3xapVq6x6bduyDbUtFgvy8vJUxxMEAYGBgQgJCUFQUBBiY2PtxtXpdFJrGNuQ1Gg0apq3sxMKer0ejz32GDZv3qxpPFekp6cjISHBaiFRd4mvr9Lj2bdvn/S12Wx2GqKLYfe2bdtUtxN726s9d8899xz69+8vrX9i23pHqfe9Tqez+llqaip8fHwQFhZmVVEvP7HjaBFTd640sV07QHw+tfZ0JyIiIiIiamn2K18RERFpJAblcvKgXFy0UtymNYVmjk4CAMpBe2ZmphRa2j42oDF8XLt2LcaPHw9BEKQQNy4uDlu3bkV+fj5mz57t8ly9XbVdUFAAoHHhbLWxbUNSg8EAQPk1V+IsRE9OTsZzzz2naaypU6diyZIlisfas88+K4XP8rkvX77cK8+bXq9HcHCwRy3QdDodMjMz0bdvX5w8eRKZmZl224SFhUnHjNq8BUHAlClTEB4eLh2DISEh0vtJ6Zg2m82KC8QmJSVh8uTJUojuaO6A9XvX2XvHlu17SXx8S5YsQV5enlUlu8FgQGFhoXS8KY1VWFiIkydPOtyOiIiIiIjI21iRTkREbhPDZNsWD/KgXGnRSm+S92kGoLgfpV7OzqrltbSliY6ORlBQEOLi4qQw0mQy2VX2bty4EXFxcQgICEBERAQyMjIUW3sIgoBZs2ZBp9Ph3XfftbrNW2G62WxGeno6qqqqFANdpX3JH3dAQAASEhKwbNkyl/YrCAKysrIgCAJ8fX2lynZHLWbE+z377LOqx1p0dDQGDBiApKQkh4/BFWL1v7w1SmBgoEtte2znEh8f77D1z1dffaVp7IKCAqs1CJz1PZc/Hlta9ie24ElISJD2e+LECbvtxNdViVrA7+fnZ/U+ddYuRmmB1ra6gDEREZEznrSmIyK6UbS2z0IG6URE5BEtQbntopXekp2dLVXUKvWMjo6OdtiexdFJAEdBuzzANBqNTv9zlwfRBQUFVtvrdDpMmTIFo0aNQr9+/WA0GuHr66sYiIaFhUnV5J4Qq+td+aWksrJSqv61rQB3RnxuR40aZfWaiT/Pzs7Grl27cObMGWzdulUKfXU6HWbNmgUAKCwsRFhYGPLy8qxOnOzYsQNVVVWqPeHdYbFYMHfuXPj4+KC8vByTJk3SFMzffvvtOHv2rOJt4nOt9JxrbfkjngQRjwNnfc/lj8cTFosFmZmZiIyMBADFEzBmsxlxcXGIiYmRThqJ7xOl41lsMSRy1i7G9nZRa1zAmIiIyBMdO3ZEZWUl6urqpP/niYhuRiaTCXV1dQAaPxtbA52lKVb5IpIxGAx46qmnAAC9e/dGu3bOz9+sWLGiqadFRK2QUuW4mpycHIdV0Xq9HtnZ2dLiiUq3JycnOzwJIA/hBUFATEwMunfvbrXoaEJCAjIzMx2GuOJcysrKpN7jIkEQkJ+fj61bt1oFzOPGjcOOHTusxhEEAZMmTcLWrVtb7My8KwuECoKA9PR0BAcHIyAgQPE1E0N5eXg+YsQIHD58WPEEiXgiRFxItKl+jXG3+jw9PV2qYm+K8YHGlii2x5Fer5d642/bts3lKwa0mD17Nnr16mVX/W9Lr9cjMjIS27Ztk94nkZGRyM/Pl14vQRCQkpIiVZIXFhZi5syZivuMiIhAaWmp4u2ilStXIiQkxINHR0RE1DqsW7cO3377LQDg+eefx6BBg1p4RkRELePkyZN47733AAD33nuvlC1qIc8i161b57WiG1akExFRq+CsrYOcwWBARkaGw/FMJhMOHDigGnCLlax5eXmqAZxYbZ+Tk4ONGzfaLewpVnbHx8erhrqCICAyMlI10DebzcjMzLRaINRkMmHnzp2K2+bl5UEQBMTFxWHy5MkoKyvDuXPnUFtbi/vuuw9VVVWoqqpy2C7FE64E1zExMQgPDwcA7N+/H8uXL3c6nsViwcGDB62+F7cxmUxeCYifeeYZXL58GZs2bVLdxt2Q2/bkh7fH1+v1MBqNipXZ4nHaFK87ALz77rsQBMHpSQCTyWR3PG/duhWCIEhzk1fXO2pL8+677yIjIwMJCQmq+/XWAsaunMgjIiJqKsHBwVKQvnv3bgwYMACCwOXtiOjmYjabsXv3bun74ODgFpzNLxikU7NKS0vjH6dEZMdZWwdbpaWlToNIvV6PBx54wGHLD9ue57ZzEttSOAonTSYT+vTpYxUSylksFqkyV408dBQ56qct9l3v3r27VYCv0+mQmJiIuLg4nD9/HqtXr1bdp5xer8f48eOtert7Q/fu3QEASUlJmgPmpiYIArp06YJ169Y1yfjefA6Vqv8HDhyI1NRUxe29FaLbXiUgJ14l4GorHaXj2GQyYfv27YiIiLDrgW+7XWZmJqKjo7F582a7caZNm+bx7xaunMgDGLoTEVHTCQoKQvv27VFfX4/jx49jzZo1eOihh9C/f3+2eSGiG57JZMLp06exe/duHD9+HADQvn17BAUFtfDMGjFIJyKiZme7QOj27dudLuwpp1a9KhKDsEGDBiE5ORlpaWmKQZ7aAonyUM1ZKxPxDxq1uVgsFrfDTWdVv7ZV8BaLBcuWLcORI0cUK9qVCIKAp59+GmvWrHFrjo5kZGSgrKys1YToQONzmpGR0eoWrVFjezJFaaFPoDH89lYluk6nw4wZM7B69WrFY99isUg90Tt27Kj5hI3SiSGx4lwMroOCghAbG6u44G1oaCj++c9/2rVGiouLs9uX1qDbYDCgqKjIpRN5robuRERErujYsSOefPJJfPjhhzCZTDh+/DiOHz+Odu3aoVOnTqxOJ6IbltlsRl1dHRoaGqSf6fV6PPnkk+yRTjePpupLREQtyzaokldwG41GxQDLYDBYtZ+Q97+2JfZ8VvvMyM3NVQ3IxYUigcZLwIqKilT7OguCgBkzZuD++++Hr68vjh8/rjquLbECPDIyElFRUU3WUkOJJz22bbnS99ybWmq/NypvPp9axtLr9UhLS1N8b40YMQKHDh3SvD9BEJCTkwOj0ajaC33Dhg04fvy40xBbaW0DcQFUte2UKPVdNxgMdu91Z59VRERE7jh69Cj+9re/ob6+vqWnQkRthMlkQkNDA9q1a3dDXMHSvn17PPnkkxg2bJjL92WPdCIiajG2obltRaZ8YUGRbcilFHzL+1/LCYKAhIQEh//ZidWrcXFxVmPqdDqkpqZaLWo4a9Ys1Qp2s9mMDz74AB988IHLz4vFYkFGRgZKSkqatcJZEASMHz/ea5Xe7oSvWhfVVNOUIbq7Y3vz5AQA/OY3v0F+fn6zHRvefD61jGUymVBVVWX3vOl0Ovy///f/XArSxQr3WbNmqb4OZWVl0roFStXmStXlZrNZOnkn/zyybSdlS63vemlpqdOrZ9j2hYiIvGHYsGFYuHAhjh8/jqKiIly4cAFXr15t6WkRUSt14cIFnD59GhaLBTqdDv3790fPnj1belou69ixI3r27Ing4GAEBQW1mkp0ESvSqcmxIp2obXEUmovV22vXrtVUfS1Wmfr7+2uu2BZDNK0tE5xVlQKNoVh8fDyysrKatWpcSVhYGB599FGUl5crLr6plbdDX1eFhoZi3759bt03MDAQpaWl3p1QE+jatSuuXLnS0tNok5599lm3Tk7p9Xo89dRTiu1iHH0maP0cECvHCwsLVSvf9Xo9EhIS0Lt3bwCNV7WIv7ucPHnS7uSdfFy2fSEiIiKi5sarJu2xIp2IiJqcbQiUkJCAzMxMq+pOV8Ixsco0JiZGc4AtBlTO+hSL1CrT5UwmE4YMGYK8vDwUFRUhOTm5yUNotarogoICfPXVVxg/frxH47d0j+99+/a5vOCkSC1EnzhxInbu3NniJztEDNHd506IDjS+V0NCQnDrrbfarQFgMpmQmpqKoKAgDBo0SPr5yZMnNbVjki9uqrTOgiAISE9Pl05yyRfxjY2NRffu3ZGVlWUXoicnJ0vtrVzptU5ERERE5A1arpok72CQTkREAOxbHYiLWXoa2JrNZmzYsEExdJX3SFeqsDaZTNi8eTPGjRsHo9Fo1X8dgFQ5X1ZW5nCeer0evr6+KC0tRXl5ebOE0IGBgfjhhx8UbzObzc2yAOfo0aPx9ddfN9n4gwYNQnFxsdfGGzp0KEaPHm3VmoduLmJLlZCQEJw6dQp5eXlWt1ssFsTGxiIxMRFdunTBF198gYKCAs3v6XfffRfLli1DbGys1VUqYiAeHByM1157zW4R35ycHLuxBEFAdna2FOrzDxgiIiIiaglKRSJqrQrJMwzSiYgIgHIIZDabVSur5S1YlHqk244zdepU5Obm2i0AKO7b19cX06dPtxtj1apVWLVqldXP5AG8Tqdz+LgEQUBkZKTi2E1JLURvTk0ZogONlcBqpk6dik2bNrk0XmZmJtLT05GWlqap/7qrvdC5uKljLd0uCIDUBiU9Pd0uRBdZLBYsW7bM7X2Iwbh41c3gwYOlVlY7duzQfIyYzWYYjUbpe/4BQ0RERETONMV6OgEBAUhOTrZrMchiDu9jkE5ERACUQyBAedFBvV6PzMxMlJSU4IEHHsCgQYOQkJDgsG3Kli1bMGPGDNx///12vzSIXycnJ2tq0SBfpFQt5H/88ccxatQo9OvXr9lD9JvBiBEjVBeT1Ov1uHjxostjms1mJCUlQRAEp9s+99xz6N+/P5KSkjSP72mIPmzYMBQXF9sdS0qLbbq7v5YKs2NiYnD33Xdrev81pW+//RaRkZEejaHT6TB58mSHJ/eAxmrx5cuXY/369W79kSEIglVI7sofMFyQlIiIiOjm05Tr6URHRyMsLIy/YzYx53+pEhHRDU8MdeLj4xVDTJ1OJ/1crEBPSEjAu+++i+nTpyM3NxcBAQHw8/NTDeHE/uqFhYVSP+EdO3Zgx44dMBgMABr/809PT/f48aSnpyM5ORnh4eEwGo2tMkQPDQ11Wk0vEgQBU6dO1bx9UxLncPjwYcX5iFW+e/bscXsfWoLc/v37Izg4GHq9XvO4Wq5ecLRdfHy81XtEr9cjKirKKjD3JETX6/WYMWOGy/fzhr///e8A4JX3nzPi8az0WVNSUuLx+BaLBQ8++CCys7OxcuVKzJkzx+G2sbGxyMnJQWFhIfr16+fS+6ygoMDq++joaOTl5WHlypXIy8tTXRg1KioKM2fORFRUFHJzc7U/OCIiIiJqk9TW0xH/FvaGgIAAhISEMERvQqxIJyK6ydmeFX/88cftWnJYLBa8+eabAIBz585Z9U43mUxIS0tDWFgYfH19ne5v9erV+Oabb3D48GEpbBQEASkpKYiOjkZwcLBHVbk6nQ7BwcHS92qV9i1t+PDheOONN1BUVITTp0/bta+Rb3fs2DGX26Q0FbUrAXQ6HaZMmYJnn31WsZ+0OxwdB8HBwVIFsNae6o620ev1yM7OhtFohNlsxgsvvGC3zZ49e7Bx40appZDY0si2n7Y7dDodEhISsHfvXrfuL47h7v7NZjPS0tKQlZXl9v61eO655zBlyhQEBARgyJAhTVYBn5SUJFX5jB071uGxJG8Vo9frMXnyZGzdutVue3lLKaDxOVNaTDQgIED1jxcuSEpERER0c+J6OjcGVqQTEd3ElEKdLVu22FX56vV6lJeX47XXXsOyZcvsAiax2vzAgQOa9nvo0CGrwE8MpAwGAwICApCSkuL2Y7JYLNi6dSsMBgMKCwtRUVGBadOmOW0XMnHiRLf36Ux4eLjdz1avXo2tW7ciPDwcU6ZMUa2sPnLkSIv3rdbCYrEgNzcX27Ztw4YNG7wy5q9+9SuMHj1a8bZVq1bBYDAgKChIsYLY1er9yMhIaSFbtWNl/fr10mthsViQl5fntRM0FosFy5cvx759+5xuq/bYPG1dYzab8d5777l9fy0tefr37y/9oRAWFoZnnnnG7f05I4bUAJCSkqLp6gWTyYRt27YhKyvL7vFYLBbFBZFLS0udjit+HhUVFan+AUVERERENy6xwEuO6+m0PaxIJyK6iaktMBoXF4eNGzdKVeoJCQnIyMhwGNR5WjFtMplQVFQEPz8/hIWFYcOGDYiNjXUrHMzIyEBWVpbVYxMEAaGhoThw4IBiMP355597NH81er0ejzzyCHbs2KE4zz59+iA4OFhzf3glgwcPxokTJ7wxXY+YTCaPFoG0Zds2Q27z5s3YsmULAOUA2WKxuHRlQ15eHvLy8qDX6/H000+7N2EPaTnWm7q9z5EjR9y+76BBgxweh/KrReRXwrgjMDBQU/gsfq6EhYUhLS0NVVVVTt9nJpMJJSUlmo8d8QoMeS9KeQ/0goIC6bEKgmB3XPIPKCIiIqIbHxcEvTHoLJ6WLxE5YTAY8NRTTwEA1q1bxw8JolbEYDAgKirKKszS6/XIy8sD0Bi0+/r6Yu3atU0WNMuJrSnEVi/V1dUOg1lXW8DodDokJyfjzTff9FqVt7N2GomJiaipqcHq1atVtxF/iQoKCkJcXFyrrED3dBFMT9qOuGvq1KluneBpqQU/WyvblibujjFnzhxER0crfu64M57W40k+f71ej6CgIIcnDMQ2P64uUiy+jwFIYb3ScyeuOSH/A4oLQxERERHdHLjofPNoqiySrV2IiG5i4llx8RIz+VnxgIAAFBcXIzY2tllCdOCXilyz2YzU1FSMGjXKYQXutGnTXKrQtVgsmqu+BUHAihUrnI7vLMz75ptvHIbowC8tKPz9/ZGSkqKpRYa73K1ojomJcXteEydObPYQXa/X49lnn0ViYqLLj1kMQJtbc+xTDHa1EnuGezq39evXSwtv5uTkeNwSx5XjSd6SxWQyKYbo8s/AhIQE5Ofnu3ziQFwvIjU11aoFkO04FosFycnJmD17NrKzswHApcVHxTYx3lyYioiIHONnLxF5CxcEbdvY2oWI6Cbg6Kx3dHS0VTUkABQWFqKwsNBpAKxGDFw9qWC1WCxYunSpw8Bs/fr1bo/vzNNPP43y8nKrn7lTmeuoPYmc2IKib9++SEhIwPLly1W3HTZsGI4ePap5DnIWiwVLliyBj48PNm/erOkkiRimdu7cWXVRVDU6nQ6jR4/Gzp07m23BV/kJoenTp2PSpEnIycnBhg0bNL92LXHBXlPv09X3ZWJiInx8fDxqwQI0HgP+/v4AGj+LvNVD35uio6Px8MMPo7i42GoxZVdpuZ9Op7Nq9SK/n7PFR20Xh05OTpZOUDQVVk0R0c2uJT57iYiodWJrF2pybO1C1LK0/PIvBiXFxcV2vcWdeeKJJ9CtWzesXbvWah/O2rK0dkqhozdaXKiRt3twZvjw4R71sp46dSq2bNni8HGI7U0EQcADDzyg2lveGbEFh1jR7OzXDq3bKd0vMTERgwcPhq+vr7RwqPz/nB07diApKcnFR9C2iRXWgwcPRmVlpUuP35stblauXImQkBAUFhZi5syZTre3bd0ycOBAlJSUOLyPJ/N1t52Lq7SezBCfLzlHrbjkx7k3g2+GR0R0s9P62UtERK1LU2WRrEinZpWSkoJ27ZwfditWrGiG2RDd+AwGg1U1qVK1o6eL/n3yySdWYZ08vLFYLMjMzGyT/aaV5myxWJqsalin02l+DTwJ0QE4DdFF4uKs+/btc3tf4vMl9r6fPHmy1INfbXtBEBAbGyst4ig3cuRIHDx4UPG+kZGRVgs72gZ/wcHB0Ov1zVYZ7ymdToeUlBRcvHgRq1evVj321AJkQRCQnZ2NQYMGAYDi8+mIt9638sU0tS6KK558ER+zsxBdr9dj3Lhxiov6amEymXDgwIEmD9GTk5ORmjfSi0AAACAASURBVJrqcDvxZF1hYaHV56nS4tAmkwmlpaXSNtnZ2dJnrrPg21ngruX/DyKiG52Wz14iIrp5sEc6EdENzNEv/4B9UOLM8OHDFftkm0wmZGZmwtfXF6WlpVL/yOnTpyM/Px8rV67EihUrFO87YMAAFx9V6zd27FisWLFC6rssN3nyZIwdO9bqZ8OGDfPq4qeOeplrrag3m83Yt2+fV0+CmM1m3H777Zq2U2rbo9fr8cwzzyjex2KxoKioSDH4E49HcU0AR8+Psz7w8l7hzp5rT+j1esyZMwdjx47F2rVrVUN0nU6HrKwszJ492+42s9kMo9EIADh58iQyMjLstnnmmWewcuVKt3rJayEu8BsQEACDwYDMzEy7bSZPnqx4X60nrZ577jlkZ2dj586dHs31woULqq+nN15ns9kMX19fxc8F+XNvsVjwwgsv2PVMDwwMtLuv/CRFTk4Oli9fbtcmRqmfb25urtO+7M7+/1DCHsJEdKNx9tlLREQ3F1akU7NKS0vjmXuiZiT+8m97Oar4y79SUKJEEARMmDDBYT9tk8mEuLg4aaHGKVOmYOrUqTAajSguLrarTBcEAbNmzYLBYMCpU6fcf5BNSN5uxZX+0rGxsQgJCUFycrJVL+RZs2YBgF3LG3f7navNOSEhQWrRI29HI1454EkPaE+tXr1aUwsO2xBVrK617Vsvvx2Aw+CvtLQUYWFhyMnJQWxsrN0+BEHA008/rbg2gPj6iVXvFy9exLhx4wAAu3btwurVqxUf05IlS1BeXu5SyySxktzf3x/bt293eD+LxYKEhAQkJCTYvdcFQUBgYCByc3NVF9kNCQlBSEgIfH19nc7Ltt2K1sdSXV2NwsJCVFZWKj6W/Px8l8a0tWbNGtTW1np8TDvq3T5+/Hjs2rXLo4p1vV6P8vJyxTHUnlcxDA8KCoLRaLSruh83bhxKS0tRUVGheKLE9vgXP/u1VJo7+//DFtvAENGNSDwJb/v5xr9piYhuTgzSiYhuYM5++Q8MDHQaak6ZMgVPPPEEYmNjne5PHMdisWDTpk3YtGmT6rY5OTnw9/dXrUZtDcRQWmxZI28bokYeNEVHRyMoKAgHDhzAAw884JXHq9frERISotpuxWw2Y8iQIcjLy7MKzkpLS+Hr64uysrImX9TSUeDqLOxUOx5nzJiBoKAgTJ8+3e428bhWat2i1+tRXFyMF198UXoPREZGKs7PbDbDx8dHcV7p6ekIDw+3Cgs/+OAD6SSFeMJCPq4gCKiqqpIWPJW/Bvv370dubq7isWQ2m5Gfn4+NGzdqCm7FK0Li4+ORkZFhNYdt27Y5bK9kNpuxbNkybNiwweFxIQgCZsyYgRMnTmDPnj1O5ySfm3jiSBAEt8J4Lfto6gVMd+7ciZycHOnEoPxEVVhYGL788kunx3Z0dDSysrJc3rf8JKWtHTt2YMeOHQ7b+9ge/9OmTdPcpmDatGnScegoPGIbGCK6kUVHRyMsLIwLLxMREYN0IqIbne0v/wCseu/GxMQ47J2cm5uL0NBQh+GXO+HYrl27cNtttymGP2PHjsXgwYPt+kJ7c/FDLcxmMzIzM5GXl4eKigrU1NRg8eLF+OGHH7BmzRq7MErsgSz+gfX+++9jzZo1UjX4tGnTPJr/7NmzERERAaCxHYZacCa+tvI/9JydBNDpdBgxYoRq/3GtxLDt0KFDDnuhK5k9ezYGDhyIF154we62VatWqVZ9p6WlITw8HADsThwlJCQgMzPTKuBzNK8DBw4oPqbg4GC7sFDeM1/s6S0/Rs1ms1WYKL4egwYNQnh4OJ599lkUFRUhJSXFrpJca4guMplM6NOnj9V70Ww2Y/ny5Q7fmy+++KKm967ZbMYHH3ygeT5qYzSVpv5cENvkiBX8kyZNQk5ODjZu3KjpxIIgCLBYLG5XtDt7fGq3P/3001ZXQ5hMJqxfv97us1Q8Aai08LQgCIiLi0NcXJxqeMQewkR0o7P9vYqIiG5ODNKJiG4C4i//Spfex8XFOQztxLDFUVjuToXpqlWrVG/bs2ePXTglttZoyrYk9957L7799lurn5lMJixYsMCuAtw2NBV/JkpKSrJqwSBWzWpd7NL2+dbr9YiIiJD+iJs1a5ZdixgASEhIsPtDz1kvfEEQpCsEoqKiXA77lBabjY6ORmxsLHbt2qV40kFpjIiICIf9l5VedzHkFtmeONLavkhUUFBg97P4+HgEBASgsLDQaZsV2/eCWpgoBpbBwcF2LYCctVFSotfrYTQa7Z4j20U7lebc2s2dOxc+Pj5ITk5Wfe839Uk2edBcVFSEqqoqu89NR8/znXfeiS1btjTZ/ETi8yB+XoonJOVsj1Px/SueGLA9xs1mMzZu3Ii4uDirn8sXK3W1DQwRERERUVvEIJ3oBiT/45aVEyRSuvQ+LS0NKSkpiIyMVK3SFYPKOXPmYPHixc05ZStmsxmRkZEA7HuMe4ttiC5SaqOiFpqmpaXh1ltvtQrRRWaz2emJC/n4IttKdwCIi4uDxWKR2naIrTeGDBkCg8EgLe5YWlqq2psa+KWCfNCgQQBgF+qK8xbZ9o2PiYlRrVQdNGgQ/P39UVtb6/Ax2z4+ZycbxLBQnDtgfZWFbdWY1pMXaoYMGQJAuWe07bx0Op1dmOjr62s1P9sTWgkJCUhLS5PavWgN0W2fB7W2NJMnT3b56gCtBEHA448/jlGjRrncC17r+D4+PggODla9ekYMjZ1V33syh+TkZBQUFCA1NdWtkxI//PCD0/142vZGr9cjOzsbRqNROtYMBoPTY/bpp592eoLS9oSQ0klZ9hAmIiIiohudztIWSpGoTTMYDHjqqacAAOvWreMfVU2sKRf7YkDfthUWFmLmzJku3Uen0yExMVGqNK6oqFDt1dsclixZgvDwcGRnZ1sFyIB9tbKWUKq5W8UIgoD8/HyXn0fxfmq9iW1bMej1eowfPx7//e9/VZ8jQRCQkpIihZTyseXvdXlLGPEzRWufUPnnkRi42vYFF6vhxSDf9n62bMNCpfmJn3lKz42r9Ho98vLyFANE8QoEi8ViFerL5xMZGYlt27aptppxh3zhU/nrYDAYMGnSJKvjXqfTYevWrdi6davdSZe1a9d6NA+dTof169dbvXYnT57EgQMH0KNHD8yZM8fj95f4Pnb03MXExODBBx9EcXExli9f7tH+bIktTQDYPbfeJH7WOjtJKF6xIL635T+Xn9RSew+rjensdZK/DwwGg92VK/KrWvh7AhERERG1tKbKIhmkU5NjkN58lP64tQ2B3NWUAT01j5MnTyImJkbz9jqdDs8884wUtomve3V1dZNVhDsjBukApBYLAKwqYcWQsK6uDhs2bHDYCiInJwebN2/GJ5980izzj42NxezZs906qbFy5UqEhIQo3qb03rclryRXCngdvae1nkSTbwdA8fMoPj7eKvBX26/aCQLboFztM882YE9ISIBOp8O7775rty95ZbeW58VgMFi1wRCDbTFwFefu6+uL6dOn2wWOroTLEydOxM6dOzVdAQA0flanpaVJgXlKSordiQWlyni1Ex1A44LDV69eRX5+vt3+5O9J2/G8fZJKrJ62bVUiEl/nkpISr1XgT548GQsXLsSOHTuQlJTklTGVbNiwAUajUfVzQTyhoOUqkQkTJkjHjPzkl1I/fq0nHFNSUqQTaJWVlYrPhe3xRkRERETUUpoqi2RrF6IbSFMt9qXUEkS+gB61DUaj0aXtJ0+eLC2UCfzyuqelpbm8b7WqcVfH6Nevn9QiQykoHTx4sFXwKu9ZbishIQH+/v4YPHiw23Ny1d///nfcddddCAsLcylodNZrWEsfcIvFghkzZqB///7o16+fVcDr7D2tZYEt25Nt06ZNU/w8GjJkCPLy8pwG8+I+xYUdlbZX+8wrKiqy+8zKzMxEdna2Yh9n23YYCQkJTucnb1UjLkobGRlp1VpGqae6GHBree31ej1eeeUVvPLKK5qrfMUe8eJJJvl7xvZ1tO0nHxAQgL59+9pVrt9///04c+aMYpAusv1/oimu9DCbzQ4XwxVf57y8PCQkJKCoqAj79+/Hpk2b3N7ntm3bEBcXh9OnT7s9hhZlZWUA1E+0yBeQVbpN/rzLWwOJ7+3s7Gz4+fkhPj4eGRkZLi/iXFVVJZ20ElsY2QbwtovruoNXvhERERFRa8YgnaiJtMQfg0212FdTBfTUvJz1d5bT6XSKFZ3ifV3pOe2NSnZBEDBp0iQp/LUN5uVBqbyFh1ql5dixYwHYV0y7KjQ0FPv379fc7kEMtfLy8jDj/7N37kFxXGfaf7on/uJ1JBTLk4u8sCGxRRC2gy9I8gWlJKOUuWQdJPRHgCG1lpCsWAygjaswoN0ku2LQlO2SBETFCkneKgbwVllokuyAVBaS1yJOJFCssTdGQYlNLEfedSayNThrO/Z0f39Qp93TfU5f5sYA51eVisxMnz7d030uz3nP827Zgp6eHt13Wltb8f777+uisI3eNau/7cGDBw1F7ljfadpiGy2xKmmPrAjzaljfZ7V5pA5qIpEIwuEw1cdZbU1idD6C1TaRVT91VD4L7e9u537RrDxYtjfZ2dnKTge/34+uri5FRH/wwQdx5MgR9PT0UMVTQRCURK92k7rGipGQDnz6OxQUFCiJXOOB5DVIpgWUIAhKpLjR4l+sRCIR5Rq05ZPfkzynLIGcLK6Q/zY6VzAYxJIlS5jjH9b4iO9843A4CxW+iMjhcBKBlbaEtzfxI852BTic+Yjf70dZWRm2b9+OsrIy+P3+lJzX6XSiublZEZJoAlwoFML4+DhCoVDUv9Vo/37x4kXduURRREZGRhKvhpNoyPNBRGgjWMIwiQo3K4eINcSKYfHixVi2bBmqq6tjqntbW5titwHMCDlaMScSiWBsbMySmHfmzBns379fZ3Gwbds2HDhwADt37jQtQxRF3Hvvvbr7QGwWyHe0EKHvnnvuoZZLosUDgQC6u7sRCARMxSTtu2+EWuRWw1p0Y7UTamgiqiRJqKysNGyP4oXV5uXn5zOvr7y83Na9pUEEclr5Vuqn/n0bGhqiPm9sbLRVN+3vo13UIJBFnFAoRO2jaBHlJ0+e1EWYq5/t1tZW5fek3RMrbQ0NQRCwdetWxSrHDqIoKr/D1NRUQgTwVORRMFv8ixdyDbQkybIsw+PxoLu7G319fdTf0eo9IIsCrPEPa3zE2vlm1O5wOBzOfGC25o1zAStjUA4nFubjs2WlLeHtTWLgHumcpLPQPNKT6VNupw5m0V6CIEAQBMUXmER+aSPCjBLj8YixuUcoFMLo6KjioRwL6kSHPp/P0Ic8UezcuZPqba2tV1dXF9xud8yRsbt27cLixYsxPT1NFSPNEh+qE+4Fg0FqOaQ9AOge4rG0FWpP7nA4rLO3oXX1LpdLsSdhvctWI0SN2j0ASY96oLV5yY5utVO+WeRHrJEhtDpkZmYa+u97vV6dT7bD4YDH47HkAe71epnRxnb6D8BYoCWWO1qPeTNI0k6Xy4VQKITS0tKY2ycr/uHzAe27qs1LYDVBLs3CyyxJKfl8amqK+twa5YbgcDicuU46zBvTFSvjLB5Zy4mF+bgDzkpbshDbG+6RzuHMEdLBBoVmS6CN9lJHpZHIr7y8PF1EWEdHB1OE4F7pcwvaQoosy7bFIkmSsG/fPsiyjMbGRvzf//0fBgcHk1Zvh8OB6elp6mdqIU6SJLjd7qhkkXbZvXu38m8SWU7sEGpra1FRUaEM2FlR2OFwGK+99lrUvSbliKKIyspKAJ9GK2sHclaTeRoJxjU1NYqvOC3hpcPhgMvlgsvlYk5A7ORGMLuWZLcPtDaP5v+dSOyUb2YVY9fqBmD/PjQfeIKR7Q353MxuJj8/n1lX9T0hizp1dXVRtiDqsowsbtRWPHYW/mRZVton8t+xUlJSghMnTiTVsiY3N5e66yuVfOc738Hw8LDyOwmCgI0bN2LVqlXK7y3LctTnwKf3VhAEVFdX44477tAtxqjHPz6fjzk+ot2DRFjTcTgcTjqTDvPGdMTKGHQ+iKF8ISD1zNfcb1baEt7eJA4upHM4CSZZPuVWMOqMzfxrI5EIBgcHbSfG443v3IC2kAIgLj/ejo4OfPnLX8axY8cSUkca6mhIGrIsRz2fkUgEw8PDaGlpwcTEBAYHB2MW0sgig9frjRIP1c867V3PyMjQ3WtBEFBRUQG/3w+fz4eBgQFlwG9VjKVNGAoLCw0Hg6S8WERuu4OtZAvXsRCLQJ1O5RvB+n20PvAEre2N9jPiJ65+TtSLUlateZxOpy4RcH19PX75y1/i7NmzyveKi4uVBZ9gMEiNkif+7YWFhcp7Q8osKCiIKk/L/v37Ld9LFiS5qnYnSigUQl9fX0Ki1WdbRAegWwiVZRlHjx6F3+9XPOaJd776OwRBEBQbHu2zRWzgQqEQ+vv7decmbSatja+rq4v7/eIiBYfDSWdmc96YzpiNQeeDGMoj7meH+SomW2lLeHuTOLiQzuEkmFiiTO0Si41Bdna2qc/pc889p/ubWdQg90qfG7AWUuIRgmRZjiuR3/r163HbbbdRBS9RFNHe3o78/HwcPHiQuQhE8/uVJCkqsjweJEnCkiVLqO8v610Ph8PUBaljx45FCf40wZsFa8Lg8XgsDQZjEbljGWzNprC80DD6fYj4rI4MV//urD6K9py43W5bzw3tWe3o6NAt2g0PD8PtdsPpdKKoqIhaJwAYHx9HdnY2Ghsbo3ZQAPEnC7aKLMtobW3FmjVrcPXqVbhcLktt51y3holEIvB4PBAEIeo+09rcqakpvPXWW7oxhiRJqKmpQXl5OXX8UVlZSW0zAWDFihVx1Z+LFBwOJ91JxbxxLmI2Bp3rYuh8iLifq/3nfN0BZ6Ut4e1N4uBCOoeTBOKNzAyFQggGgwCg20av7lTVXtVmnbHT6UR9fT327dtnuR7qTpvYRKi9U4FPJ8np1rlzoqENSJONmYh06tQpPP744ygpKUFPT48iNJPnrqioCD6fL+G2MVpbAiPMBla0dz0UClGjMmnJUa0O+FkTBlJHK2K3XZGbD7bSGyt2OlYsWLR9lPY4u88Ny/JIiyRJ8Pl8aGxsVOqUl5eHsbExrFy5Eq+99poilJNI8GXLljGvP9n86U9/sp0TQhAE7NmzB1lZWXC5XClJWpporNRZvROH1q5GIhEcPXqUeiwrkj3eSe18ECk4HM7CIB139CWSWARXszFOqiJrkyUWz/WI+7naf4ZCoaTtgEsHrLQl8729SRVcSOdwkoSR+GDUKfv9frS1tSmTUVEU0dLSgvLycl2nSryq33zzTUur8iSKjviciqKIBx98ECdPntTVcefOnVi5ciXC4TBCoZByPdnZ2Vi8eHGUZ226de6cT1E/a3V1dQmxO7CKmf+6Wkhrbm7G1q1bdYJ0R0dHwuqjjnIHQLWT0H7fqpWFOonL1NRU1C4OVrI+OwN+1oSBZseRSLGbD7bSm3h+n2TtHqA9q7QklAAwMDAAl8sFp9OpWyRWfz8SiUQtAqv7RXL958+fx+HDh5W+jXY+sqBllCx43bp1GBkZ0V3XoUOHbAvhZEfL0qVLUVVVpVjTqJN9zyZWIuZFUdRFpGtZt24dLl++bHtBg/xOVhbt7IoZsYgUHo+Hj2M4HM6sMF939MUjuJot+ic72COZYvFcjrhPd5HfCNYO7Xh3wKUaozGRlbZkvrY3qYQL6RxOitF2yps3b8aiRYuwcuVKLF26FB6PJ2piK0mS0jmxGv/BwUHLq/LqJITk89OnT+uOJZHm2m32rOi/dOncOZ+iTS5Kwyg6e9u2bTh8+HDM0Z4OhwPf+c53DCPK1UKatlOfmppiCk3btm3DwYMHdX9n2Repo9wJWjsJURSxZcsW3HrrrQD0u0FoqAcyWl9ot9uN3NxcZZCzaNGimAf8RhOGZIvdfLCV3qTb78N6VqempuDz+aK+S/oNALpFYiPU/SK5/oKCAqxbty4qop22e0v9nixatEhZFCbfYeVjiEX0djgcmJiYwI4dO5R2uKysDN/85jdx5coVpmWalmRZxJiVadUT/uTJk9TFBzMkScKJEyfw0EMPGbZjsYgZsYgU2l0SHA6HsxBIVtR1IgTXWHfXpUPdzcTOZEfcz1Y0fbpAu/5U7GRItuVNPAs8c9WOJx3hQjqHk0JonXJPT4/y+erVq6mTddI5ZRv4nKuTgpqJdNoI2srKyqgkbtpIvUgkgra2NoiiyJz0zwdvsfkEK7moGiIcHzp0SPeZw+HALbfcErOILggCKisrUVpaip/+9KfMcowGXiw7moaGBpSUlOhEfq2fP03M1hLPINwsgrazsxOBQEApM94Bvx07Dg5nNmFZHpF+hkD6DdYisRHatoM2sQgEArr3hdRlfHwc//u//6uUJwgCQqFQwmxiRFHE5s2blR1gwEw7HAgEEAgElIV0QRBMFyy3bNmCI0eOpDSCXRAErFu3ThkLiKKI7OxsvPHGG9Tvxyr07927Fx0dHcpEUNuOsSLH8/LydN7/aqyIFLTxFFncBcAnmxwOZ84Qq0CWzKjrVAiuVsa/sdybeOtu5b4mM+J+NqPp0wHW9Vu9r+n4PpF6xbrAM1fteNIVQZ7LWZA4c4JQKIRHHnkEALBs2TJ85jPm6zcHDhxIdrVmhfHxcWzfvt3wO7SJnSiK8Pl8yMnJgc/nY/qcq60r7HbyoiiiqqoKLpcLwWAQTU1Nlq9L2xjz1c7Zx8qzBtCfN/J7FhYWoqSkJK5ISIfDgeLiYgwNDVHLcTgcUWKzFm1U/caNG7F161adFYT6GUzF8xcKhSwlOuzu7kZBQUFS6sDhzDWM3lnt+yQIguniLWk7aMez2hZ1HRIFWZR84403cOrUKUiSZCsXgxlerxfPP/881YZNXQea0C4IAhoaGrB//35mXaxGvLMscxIBGecsXbo0qv1m9WWkzmaTQaP+YN++fbpdEsCMDZ46uIBPNjkcTjoTq0Bmp++MhWSXb4XZuDeJvO5Y5jSJOr+ZFW26JvO2cv3xXlus540X1pjIbL6ZDu/ibKHWIp955pmEXS+PSOdwUggtS7SWwsJCnDlzRmfvQhJ6Ep/zjo4O3cSX+LECMw1tRkYGwuGw7v/JirF2K/3AwABuuukm5tZ2LTThnq92pgdGuxfU0D5vbm5GZmYmgBn7EyPxxoxIJILh4WGqIGYluoJEa/h8PgwMDODo0aPw+/3KczVb/t1WImjTLTqDw5ltWO8sK0KIfHdiYiKqzyM7Xgg+n89S5Jg2kidR3H///Yo/OyGRcSpPPPGEaXnr1q3DqVOnor5HvOQzMzMteaHH0l+osbp4QBPuJUlCdXW14h2vfgZodSPHm0VjGUUrqgVzgiiKUX8jEfCLFy9GVlaWYRQ8h8PhJAuW8BdPhGqyI8ZT4WNuRDz3Jp66J/K+xrLjNBHnN5vPm83BZlMPsHL9rPuaqvcp1gWS559/Xvd3K/PNuWLHM5fgQjonpXg8ngX3spKGMiMjw5JA/Ytf/CJKLFBPFsl25pqaGqxevRoulytqculwOHD+/Hk89thjhhNeh8OByspKaoOq3oZuBM1zei4nH5lvOJ1O1NfXM3cvsBAEQefhb/Z9s6R5rM88Hk/U82OEVtjQ+iMTUjVwo21rVEfQpnqywOHMFViTFyORvaCgACUlJQgGgzh37hz8fr+yuOZ2u9Hf368rjzaxiMVCxgqjo6MJL1ONFVGe5lEuyzIKCwsBgGqTpf5eQ0OD7f5CjZ0I/NLSUgQCAWo9tAJ5IBBAVVUVNXKcQCaDgD07FiKUqH3yaeeSJClql54V2zAOh8NJFEZj23gEslRYdKRb0IvVexMKhZCZmYne3l7bC6izbX0S7/mtzueTIUYnIoo9nuu3+sxY9V8ntnhqYpmr+v1+Zayipa6uLi3e9YWGONsV4HDmM36/H2VlZdi+fTtcLpfpBF4QhKjv0CK2XC4X/H4/cnJy0NLSAofDAWCmob7//vvR09NjKoRHIhH09/crx2rPYVbHbdu2obe3V9foG3U+nNTjcrnQ0NCgbMe3gizLUQOfI0eO6MRuIpg4HA5UV1ebPjOiKOqeNYfDgfz8fMWrOBQKMY+3+lyxBm5GZccKEWDIdTkcDrS2tiIQCKC7uxuBQIDvxOBwbEJEc1ZkcX5+Pvx+f9Q73tHRQW2DKisrdeWQiQQLO21lMqiurk5oebIsw+fz6dorGr/85S9jPk9FRQVEUbQchT80NGTpe6SdLy0tZSbMBj5N6krGW2VlZfD7/ZbOAXzapwmCAKfTaXifSL327dsX07k4HA7HDmZjW1q/ZlUgo41lYw0CMRrPG/XtySTWe6Oev9fU1OCtt95i1p123Ym8r7EQ7/njnc/Herz6vsfTt8Zz/Vaemd7eXpSWlurqSc6rHa+QYItQKISRkRFLc1X1c0XaANZ8++abbza9rtl+Jucj3COdk3SS5UuU7lj1UCZUVFTg6NGjlr6r9rTq7e21HEWuhbat2QyyxVoQBNTW1uLRRx9VPlvI/lvpCFktP3PmDAYGBmL2te3u7kZGRgbGxsawcuXKKA9bYCa6kFU26agB6FbfaX+jic9mzxW5zmvXrlG9/ZPpU87zAXA4qYPlDam1/hBFEUNDQ9R3kuaRLooi6uvrsWjRoqg2qbi4GMPDwylL8pkMD3JtWzk4OIiDBw8mrPxkU1RUhBdeeMFwnFJRURG1wALQree07TWtbyF+90eOHLE8NuLjHA5nbjAXx2xWPJHj3Y1pdl/MPk9nW0+7dYs15wqt7FAohGAwCACW85clklif93jn86FQSJdjSxAEDA8PGy5I2D2n2f1NRsJQWq46Kzl76urq0NXVxRxXGL3PlZWVhrvydu3ahczMTEvXOTk5qcznc3JyLN2PuQ73SOdw5hh2t5BnZWXpxACWbQZZ1b169WrMIrrD82NOXgAAIABJREFU4YDL5YLL5bI1sSbnkmUZPT09eP311+H1egHMrLhqxQy+2jk7JDKh3vnz5/Hoo48qHa426oJmIUMTMdRbOwFEDTTU2/6A6O35Rj6F2oS52nco2dvWYvEu5HA4scHamqqeoJhF2ai3mWvzhkxNTem2cbvdbvh8PvT19UXZrplZWomiiAcffBAjIyO6SG1WIlWySG01+acV1FuSnU4nbrnlloSUa4VEJFylWdZoyc3Npd7LpqYm6sItWThhHXf48GHU19dj2bJlaGlpMe1Htdu+56JYx+HMd9JZ7DXCiiVDvPYpRmNZK2JxOtt62r03dqw9zK57dHR0Vp85O3MUbb8Vr7e93XEM676fOHECDz30EHURo62tTTkHyQmjvr+xXj/rmQmFQujo6NAdG4lEEAwGUVRUxLwOI71GFEVcu3ZNmV9rn6v+/n7DPDbqsU1VVRVcLtecW/Cai/CIdE7SWcgR6bTV2KqqKvT19em+T/PUqqqqwv3334+6ujpd41lUVITTp0/HLKKrG8/29nZqNLzVTpD402o9242iAjnJw+5uCDMEQcCePXuQn5/PHBSqd0ZY6ZxZETbqXRLacqxEE9J8yvkggcOZP7AmAvGIl1YmF9rIp6tXr1L7vK6uLoiiiIyMDNTU1OjaYXUSzRMnTmDv3r26+uzatStqghgP2oiuyclJVFdXJzQZqtG5k+FJr2XXrl1M71CALejX1tbimWeeodaR3Dd1n8dCfY+NniUusHM4s8Nc3zE7WwKYlftmJWLeynlibRsT3a5afVZY1+31elFUVDSnnrlEj6uM5niNjY3UY4zmrlqRPBQKUXdDG91fo2ux+n6xroucm4ztaHNT1phLHZjhcDhQXl5O1WRYzgU0gZ32G9LGpOn6PCaaZGmRXEjnJJ2FKqRPTk6iqqpK93ejFUWCVgxcu3atpagsKwiCgIaGBrhcLgDszshOvdevX49Tp05RP0+mrQaHjlFHHw802wGaxYqVARdrS702T4BRJ280iF2yZAkXKziceUoiJ86xTnbNxAOzSbbZuUdHR6PE4VgWz7WTz1h3Kv3d3/0d3nzzTVvHpApWdL8VRFGE2+1mRoqR35I8b+fPn8fhw4d1faB6wmr0e/JIMM5cZ64uBiVC7J1tZkNsZt23nTt3KlHCsdh4qIlnkcDqsXavn1auNkKZJfyS72dmZs6JZ25yclIXFGDXxoUWuW1F6NYeazRGUT9TRvNc2v3V/p7qZOEALI8BzQLVaP09ayFfEATFRs5sXEfKHR4eVsYroiiipKSEmridHGNmJwOk3/OYDJKlRfJkoxxOkhgbG6P+3cokWJvw8dSpUwmrlyzL6OzsVLYP+Xw+S8L+li1bmJ+zRHSeDXp2oCVKUbN69WrDxG0sJEli2gwB9pIJ0ZKeVFVV2UpOw0oIk5+fPytJjTgcTmpIZOKyWJNimSWkon1OFiNJ/8tK/gQAmZmZ8Pl86O7uRkNDA1544QWq9RsLURTh8/miIrja2tp0UVKrV682vE4AhiK6w+HQJaRWl58KtL+f1aSxkiTh5ptvhs/n0x2j/i2dTieys7N1E15RFKMSr7OepWAwqNuq7fF4MDk5aes6OfMPKwnX04VEJQKcDcza67lArP1ePL8baz6xd+/eqLK0bb3Vtt8skWosx05OTka9U1auX/selpeXIxAIoLu7WxEqtWWQ/lvbd5B6ZGRkpP0z5/f7dSI6YD2xKOveOp1OajChulzaseS+r1mzRnesLMvKrsDs7GxqP0+7v7TnRJ0s3OfzMfttdbLP8fFxXL16FZWVlcw5Nrk+ch1er5eZiF2WZRw6dMiSiL5582acOHECq1evxtDQELq7u+F2uw0Tt0ciEXR0dJjupkun53GuwYV0DidJLF++PGFlybKc0AlpJBJRVkuNkleoz3/o0CHm57ROgPujzx6swR3h7NmzCdvWH08nrB2oulwuW4NOnoGcw+HES6wCi1n7o/2c9OFNTU1RE06jCXtNTQ0uXryoiygSRRF9fX0YHh6Gy+XSjQ9IJLo6kVRzc7Ou3ZdlGWfPnrV0n7SUlZXB6/UiEAjgvvvuo37HSj9jtiCgRRRF7Nq1CxUVFcwJqp2o/ZaWFrz22mtoaWlRfitRFFFZWRn1PZpILkkSwuGwMslmCSdnz56lHutyueaUGMlJLHNJmI5H8EwHFup4Md7fTXvf1JCygsGgrs2VJMmSEBvrQrbRsS6XK0okNbv+3t5elJaWUsVgEqnLKqO8vBzt7e26ukUiEVy+fFn3zLndbkxNTTHvfyoX1sizYRYIx6qT2bNlNKejHevxeDAyMoKrV69idHTUsN4+n0/X97N0h2AwyBSTif+4tp6CIKClpQXbt29HcXExSkpKsH37dlRVVSnnrqioMBw7Op1OLFmyJG57u7y8PPT09GDv3r2oqqpCZ2cnsrOz0dHRYTrGMvu8vLx83reByYQnG7VJJBLBm2++iUuXLuF3v/sdLl26hKmpKXzyyScAgNtvv53aoCaSjz/+GGfOnMGLL76IN998E++99x4WLVqEL33pS7jvvvtQVFSEJUuWpE25CxGyhSiRJNqFaffu3Uk7P4mEWyjZoNOR8vJy5OXlUSMNrCCKIjZs2AC/32/qQR5PJ6xNBGM3uU28CZY4HM7CJp6kWmbtD/k8GAxGJa3UJiVTJyZT27mQiCKaSHH58mWEw2GUlpYqeSXUkMTNwMzW7Zdfftn+zTGAbDOur6+nJt+ygiAI6OvrQ19fH3N7svb7LS0tyMvLM/REtwP5LQKBAAKBAHw+HwYGBpT/J1YBZMFFu/17YmICO3bsUJ6ddevWKbv0iHCyf/9+6rklSUqrpHyc1JHuCRq1WE3AOFtYse6wMl60awGS7lY3ifjdyH2j5fSIRCI4d+6c7hirQTasdjXWYwGY9p/q6/f5fFHts/Y9DIVCOHHihOE9zM/Pp9ajpaUFzc3NCAQCmJqawsTEBDo7O5k2NFbsZLRYef5Y36E9G0C0IG1knWO0A4vYa6rHVsRKzel0Yt++fdTframpiblADgDnzp1Dc3Oz7jcVBEHRHdT5bH73u98ZBgKS86rzc5EgNHX9tPWRJAmDg4O6+0YWSq5evYpwOKwsrscjpr/66qtR/x0IBHDrrbdS75HdBK+rVq2KuV4cLqTb4pe//CWefvppfPTRR7NWh8uXL+Opp57C66+/HvX3d999F++++y4uXryIY8eOoaGhwZbfUbLKXYhoB8eEqqoqPPvss8zo7QceeACjo6OmDaDdRjLVkI6Wi+izz9KlS7FhwwYMDg5afma0Gb9XrFhhe2AXD7EI43aysnM4HI6WeBbk1O0PbcLKikpST8T9fj8zuSjxwtSOHchkkvaZOhpwamoKv/71ry1fjx0kSaIKFVYg/cnSpUtx/PhxS8cIgoDp6emYF4hZkN8iOzs7alFCK6poF1yIv7r6+ydPnlTqWl5ejmXLlhn2v+kkRnJSR7oL01riETyTjR2PbaPxol2vbiPf5dn6DbV9kNnvZnUhwOl0YuXKlbr+RhRF6k6Kuro6WzaPZgvZrL5VK9TS+kLt39VR0bRFYPIemiWavnz5snIfKysr0d/fH3Ue9SJtdna2suCq/kwt2GsX1tra2nSBSyzhXRRF1NfXK/nPaN/RlnHx4kXdNQmCgK6uLnzta1/DyMgINWqc1Jn2bJHFbvX56urqFF/vzs5OAEB/fz/1ngLGO8poyTaBGaE7HA4bjqVYOBwOuFwuuFwuTE1N4dq1a2hqajI9jiaum42H1IlF4+H3v/89s052dKJLly4xrfk45nAh3QZ/+ctfZlVED4VC2LVrF65evQpg5mW87bbbsGzZMly7dg0XLlzAX//6V7z33ntoa2vDj370I+Tn589auQsV1gqvttMQRRF33nknLly4AEmScObMGUvlxyKir169Grfccothx5Uo3G43T6A1C9ASttgdTNx99914/PHHoxZBWAJTMicJXBjncDipJt52x2jCSptwiqKoTOY9Hg+zrXY4HHjkkUd0UVVkIsbaln3+/Hk89thjCRWcacRaPrle1pjpG9/4Bl555RXduViJQeOBCCtm4qa2P2TVHZi5vqNHj+LYsWOGE9t0ESM5qSWdhWka8ezcSSaJiuy3Ww7LdxnQB6SkClYfxPrd7CwckO9qBenKykqqReiKFSss19tsIduonupjMzIyUFNTo3un1AkX1dc/Pj7O7EsyMjJME3O3tbVFJZKkWZSpbWqM+hZaX6LNl2YkvEuShH379kGWZdTU1ACY2Ymm3eFGygCgiNrac+7YsYMp9kqSBJ/Ph8bGRl2bQERirfCuLou1SyARvPjiixgYGDCd937zm9/EL37xC2UBory8HMFgEFlZWQCArKws6qKMFawcs2XLFhw6dCiuoMjS0lIEAgGm97pVDh06hM997nPKM8OxBxfSY+Dzn/88li9frvzv5Zdfxs9+9rOkn/epp55SxO4vfvGL2LVrF7761a8qn1+7dg1PPvkkgsEgPvnkE3i9Xhw8eBCLFi2alXIXKqytZlokSUpalJiWs2fPWvJBTUS0+/79+1FcXDzrg+uFhHqQKQgCHnzwQZw6dcr2b/nrX/8aNTU1usE0F7Y5HA6HjZkIQyac2sXN0dFRZGZmMidfZIv1xMSE5bqIooi1a9eip6cnvovCp0muzp49qxO140WSJHg8Hqxbt073mSAIePjhh/Gb3/xGt/hAu1dqMSMW1GMWM3GTfI8IN2YTbkmSFIFBW790ESM5qYUEPqgFPrXtQTLORZ7heHYTpqOVXjyR/ep7Y6Ucs+8TiNjY398fJagn0wbGqA+i/W5mfZb2udGKyiTR8tKlS3XWYkYLQqx7wJpnWFngUB9LWzQoLy9HSUmJ7ry0iGzC/v37LdlxqNt0Wv+jvhe0viUjIyMqv4bROc2Ed1LvkpISnU2cugxivWK0CGzUlw4MDCjPdHl5OaanpxW/blqUtpZkLe5bDRZ88cUXIYoiVq9ejXPnzuHo0aNRke4OhwMPPPCA5QBHO8iyHPfYrKioCFeuXEmYO0FHRwdKSkrSoj2fa3Ah3Qb33HMPDh8+jC9+8YtRf5+cnEz6ucfHx/Gb3/wGAPCZz3wG//RP/6TrpJYsWYJdu3bB7Xbjf/7nfzA9PY3BwUF873vfS3m5CxntCu1c46677orLS1WWZfzwhz/ET37ykwTWisNCO8iUZRkjIyMxl5fuPp0cDoeTblgRYQoLC5Vt2sCn/ti9vb1UMZbkGlm6dCna2tos10WSJJw6dSqu6xEEAXv27EF+fj6cTicqKipQWlqa8AmwJEnU/kqWZezevVvJyUH8xjdv3ozDhw/rrAW6urowMDBgeeKrvd/Hjx+H2+3Gk08+qdumrhW6e3t7lah4h8OBO++80zQoQpZleL1e5b+zsrIQDofTRozkpA5tdK3aU7+zsxOLFi1iRgXbFWK1QRYkMtSKbQmLVAZWWLleq5H9tF2baluMDRs2GJZDs3ExEz6JoD4wMIDi4mIcP37csm2M2X0hHtCkLbl27ZqpX7XamtWoz1JbmpCoc5qfdTgcRk5OjuFOBfV915Zr5R7YXShR5yUBoOygVy+AEmgR2YSzZ8/G7G2t7rPU90J7n4qLi5UIeu0udeLTre1zx8fHAcxEzLOC3zo7O3H8+HFmf93S0mLp+WWhvv/EHocl6oqiGBWlboVUWNhKksQMMIxEIsyxRFlZmaV8Lsnk9OnTOH36dMLKk2VZ2WXAsQcX0m1w4403ztq51S9tUVERc6X3+uuvR3V1NZ5++mkAM5OD6upqarbtZJa70FF35LSkGOmKLMu4cOFC3OWcPXsWk5OTWLp0adRghk8YE49RVEyspLNPJ4fD4aQbVsQcliAQDofR0tISFa0uiiJaWlqQk5OD8fFx25PKeCehxItcHfGnrWMqINvlvV4vrly5gq6uLp21wLp167Bjxw5L9WJZEUQiETz55JM6UV+WZUxPT2NkZAT5+fk4fvy4LjGd1Z2FV65c4VFfCxxadC3x1Cf/rbZeYAm/VkRIWpAFeUfSOWCCCK8TExM6Ow7a9VqxnKGJ4OrcBpIk4ejRo7qFO1IO7Xfr7OyM2lFgRCQSiZpvx3P/WbaNoijqFgi1ftVqD3dWn6W1NIlEIujv7zfs37QR78CM4Kv+DbXe0MT2Iy8vzzCnFssW7dq1awiFQlQv9Z6eHhw7dizqdwSgWzgx+93WrVuH06dPR92/ZcuWRSUOp+Hz+ZSFUnIvsrOzUV5ejry8PIyNjWH58uVwu91Rz6C6L9myZQs+97nPKXZBhEOHDuHQoUOGYrOZ0Gv3+dWi9pj3+XyGtmXk3ltJDk6uKV3zwImiiOrqamVBLJEIgoCNGzfC7/crzyjrfiVDU1LvMuBYhwvpc4APPvhAESMBYP369Ybff+CBB3DgwAF88MEHmJ6exn//939TPc2TVS5nBpLJu6qqiuofNxtYWeW1m6iCxb/+67/i4sWLOmGA+6cnluzs7Ji93AB6tEA6+3RyOBxOumFFzDES2wsKCnRRdORYll1cbW0tli9fHtNivSAIqK2tVaK7tdFvJFpeLfRot3CnClIn7YRfFEV897vfRV9fn+WyPB4P3n77bepnrJ1cauGc5oHLQjuO2r9/Pzo6OtDa2ho1Dkqm3QNn9rFqB0KIRCJKFDNL+LUixJqdK5kBE7E+02rBW43R9YZCIWRmZqK3t5e6y4MmgrM8mtULd+o2mLUIumLFCgQCAUxNTeH8+fO2fI9juf9G+TSIhRTpK0ibrr5uIsqSZ6qyslL3nI2NjVGjzysqKhSRj9a/kZ0KrN+QZfvhcrmoc0P1M9Tc3KwIsaQNbmpq0i2w+P1+7N69O6octU+3duHEjI0bN+Lxxx/XPct1dXWG/WBfXx9+/OMf6xZw1LsSzOZtPT09WLNmDfNzs+fMrHz18xsMBnHu3Dnl9zWySiMWVMPDw6ZjAY/HoySyXLx4sWkCz3QV0AlkF0YyXAcEQcCKFSuwdetWTE1N4Wc/+xmGhoYSVr4ZPIAuNriQPgeYmJjAxx9/DGAmMnz58uWG37/uuuvw9a9/XYksfuWVV6iCd7LK5czAGkwA5lmb4xFGjbDaSSWiM9N6utIm5pz4cTqdqK+v10UtaKmoqMDg4GDUb0sWNwAYCkAcDofDMcbMP9hMbHc6ncqk0+g4URRRX18Pl8sFAJbafy2yLOOee+5BRUUFpqamcO3aNd0kNxKJ4MSJE3jooYeUqMyurq5Zmey+8sorVHHHTgJ1URQxPT0dJYwTrAYP2Ll2Iv5oj1ePg+xGGXPmFtrfd+3atabHiKIY5TnNEn6176cW1gIcIVkBE7E+01rBWwsReoBPI/VpViHZ2dlKBDDLS5osHrL8m5csWQLg00hio0VQp9OJ0dFRHDlyJCrhpBWhUxtVrbZsoe3inZqaMpwbyrKMLVu24JZbbgEApnCpFtVFUURFRQUARC3WaPH7/VER7Vb8zK2gnRuSKGfyDoiiiJUrV0bdV9rOiqtXrzIt0GKdT7vd7qjnV103o6CzQCCAW2+9NWrxV7srwUqd4vHo3rBhgxKVT0MURWRkZES9Q6IowuVyweVyIRgMUp8fktTUCiR5JwBcunQptgtJI8g7m5eXh+Li4oRavJCcMV1dXZienk6piA7wALpYEeR0X/6ZA/T392NgYAAAcPvtt6O9vT2h5f/sZz9TEhN8/etfx1NPPWV6zL//+78rq6333XefIpalolwtoVAIjzzyCADgmWeeWRACXSgUQllZGXMwUVtbi02bNum2L6YbrEFCPBHr3d3dUT59nMTQ29vLjA5wOBxKhx8MBjE9PY3FixdHDdR5VByHw+Ekn1jbWqPjtL7dzc3NhtHjpE9Qt/+sMQsR7nNzc7F9+3abV8uh0d3djezsbN091/4unLmL2TyAxfr166PsXggs4ddIrE6GR7oRtGu2+kyPjIwYRqySSFh1clYgWpAk1ixqYb2wsJBap7q6OqXN1FJUVIQXXnghqhwg2hpky5YtuOeee5CRkaH4XKvrumHDhqgIbnU0Mu23ABBl2SIIAnX3SnFxseF9JNen3cWQCEjejpycHGp/ND4+HnMf0d3djbfeesuSBYgWl8tluPPbLHjNCPL8spJ3piv9/f24fPmy6TsFRL9D6vliLO2XGjLf9/l8thf705FEebeLopgytwJav1FaWorly5dbss6aLyRLi+QR6XOAt956S/m3NtEpiy984QvU41NRrhFXr161fYwZ6TjhMNtSeeTIEWzatEmJqEjXjlmWZWojHGtHwlc8jYlHzK6pqUFJSQmCwSBefPFFDA8P6wbpU1NTTK/6VCaQ4nA4nIVKrG2t0XGk/df2HzfffDN1Il1QUBBVltE4hESg1dbW2kpORsQkK1voZ5tYdwGuX79e8dC1ChkH2U2ix5lbxJK/RhRFbN68WfdMEeGXFnSjtT1RjyNp3tWJDpgws64xe6ZJlK/Z7hJZlqOEb5Y1izoC2OPxoL29PereqcfELNQ2T+T+BgKBKPG9p6cHPT091LZDkiR861vfwtatWzE6OoqpqSl85StfQXV1NS5fvhxlxxWJRLB7926Iohg1t5JlGW1tbbpdvFbaKrKLQb3wkAgkSUJ1dTVWrVqF8fFxnQhntguChcPhUCJy7bbDoiiaPjtbtmzBokWLYhJzI5GZhK3t7e2zOld3uVx47bXXLOfkOHr0KFasWGH4e9CuR73TxWixyQy1j3pHR4ft42cb4ln+zjvvKDsDEhV7vHLlSluWdHYQBAGlpaX45je/ifz8fAwPD+t+wxMnTuDuu+9WbKl4AF3scCF9DjA9Pa38+/Of/7ylY9SJUd9///2UlmvED37wA9vHmPHzn/884WXGS3Z2tuHKJcnk3t/fn7YiOmA8eLeLKIrcMsSARGzxJtYARUVFcLvdSgc5PDyM0tLSpEYicTgcDmf2oAnt+fn5VOFlfHxcsRQg2/HNJomHDh1CaWkpTpw4YToeIJGLS5cuVaIy0xl19KgdbrvtNjz++OM4ceIE9u7da+kY0jdnZGRQk+hlZGTYqgMnPbEiKmojqN1uN4aGhqLeVzJ2Li8vR0lJCfVZI2I1zeqkvLxcJ7AnahxOS+JplnRZezxLPNVGy8aShFCSJMVLmySKBGYsJ2pqaizPvyKRCAYHB5WcEtpz0OqekZGBzs7OKPsHIs6xLGW0yLKMYDCoWH6ZWbtoy/vzn/+MQCBgq30yQ5ZlnD17Vvlv7UKO1r5s3bp11B0WagoKClBXVxeTiG5lsfaZZ56xFMlPw+FwIBwOz3ofZjd6OZ4F7L1792Lfvn1xRfG73W4Eg0H8/ve/N7SXeeCBB2KysKmurk6aGA3MPOdaO1QrFBUV4fTp04b3bWxsLGkWefX19UpSc7/fT7WyUy8ysoLrONbgQvoc4MMPP1T+/f/+3/+zdIz6e+rjU1EuZwajRpJ4IKaziA4AxcXFqKmpwerVqzE4OIjnnnvO9BjWAsKGDRu4eMuAlgwpXj95Iqr4fL6ojjQRZXM4HA4n/XE6ndQtxOooUTuRs0NDQxAEgWk/AXw6iQ6Hwzh79uysCxBmCIKArVu3Kkm+zp8/TxXMaHR0dODmm2+OCkzRctddd+HChQuKpy7xu9baPQAz4ldNTQ1f7J4H0ERF9e+tth4hNo+sJJiFhYVKmQ899BA6Ojp0YnVGRgZzHKkV2Fle11bFduLlrT1fZ2cnNfrbyE+b9Z7V1tbi4MGDpvdZm1yTFWW7f/9+ZdEilh0oVupCkCQJVVVVur8Tcc4O6rYlOzubWXfa3Mvn8+ErX/kKVq5cmbTcW8CnUdtFRUXUXCFGtj2CIGB8fDymukmShMHBQVPLDa0/uVXIO8vyXk8XEmU5oiaWhSvC2rVrsX//fsPjc3NzcenSpZh94O3kR4kVu9cvCAJeeOEF02c5nvfQzKZo//796OzsRH19PVVEV9eBlrCXYw8upM8B/vrXvyr//sxnrP1k1113nfLvjz76KKXlGvH0009j6dKlto+ba5CEOCxiXYFNNcPDw7qEKUY4HA488sgjOHTokO4zv9+PrVu3cvGWQrK2eLO21PHt4xwOh7MwcLlcUckLgegoUbvb8WVZZno4t7e348qVKwnz5o3H29YqDzzwgCL6ZGdnY8eOHZbPJ8uyoQctALz88stR31cnyjt+/LgiPqqtHtra2pCXl4ecnJwYr4qTDtBERfVuQfUYjPXcSZIUNV5jJS2mRc2qbSnUgjexuFCLKOo8C8TDt7S0FOFwOKqu6ih0LZFIBCtWrEAgEIhKmknDaAGPJGY9fPiwaTtSXl6Ob33rW7rko1rUti9G7zdJbkmsSxKNXXGO5F0jOwtYyaXvvPPOqLaG0NbWBlEUcdttt+HVV1+N+kwQBCWCNt5rbWlpiVoYUj8z+fn5zD4mOzsbb7zxRsznjVdA1iaHJf73ixYtwvLly7Fjx464yk8F6ZbuUG2NxOLixYvMz8jCgMPhwP3330/VS9LtmoHoNiYZqHf6BYNBtLS0UM9nJyEsD66LDy6kzwHUUeCffPKJpWM+/vhj5d+f/exnU1quEUuXLl0QL6rZxDSVIvqmTZssRZLTkCSJmaxMC9l+WlhYiN/+9re6a+TiLRva85IIP3nWNlBRFLlXPYfD4SwAWMIbS5gziuw0wu12Iz8/nzm5M4IVUVddXY3S0lJUV1fHPHG+4447dAKSmtHRUYyOjsLhcKC8vDylEfSRSASXLl2i5qGprq7WJRvkzD20lks0CyYzUVk7XqMJ9DTrB4fDAQDMsomI8sYbb0TZJBD7SVKmKIpoaWlBYWEhU6gmjI+P46233tK1N1qv9ueff555vc3NzcjJyYlql1iog3TIfQkGg1E+5CxIlDaJ0g+FQhgYGMDZs2chiqLhzptEIwgCqqqq0N/fH9XWaYWuVatW4d78ZITgAAAgAElEQVR778WvfvWrqONffvllZjsqSRJVRP/JT36C6elp3HvvvVi8eDFeeeWVmO0yyAIgWfhUPzNTU1Ooq6ujzifjEdETQWlpqWJDAgBXrlyJSmibjoLtQsDlcsHlcsHpdKK3t5epRVRUVMRsY5OMSH6rmO0Q0dZN3S4CMxYyzc3NCUmAy/WZ2OFC+hzg+uuvV/6tjiI3Qv099fGpKJczM1Beu3atpVXZZCKKInXBw06Ul9VORpZlTE9PG2b55t6fdMyEjlhhLei43W7eYXI4HM48hGbPQBPe1Gg/N4rsZLFixYqYEiwStBNLURThcrkwOjoaUzmCIKC2thYVFRVKjhAjIpFIyhOjCoKA5cuXM5O680ixhQFrrKZOjDk+Ph717qoF+VAohM7OTl253/jGN5CVlWUY2BOJREzFU0mS0NbWhj179pi+34cOHYp6nonASmxVtBHAajZu3Iht27bp2q3R0VGmYKQVgZxOJ/Lz8y3PXYhgByBq/iJJEk6ePKl7N5MlvsmyjGeffRYbN27UtUMkAeQrr7xiOK+0Uy9ZlrFjxw7lGPK7sBAEAXfddZdhskv1jhtJkrB7927l2ZtN0dKI4eFhZRE4GAxG7cBOd/vV+YosyxgYGFDeS2Ix63K5dO9ibm4uGhoamDYmGzdupNop5ebm4p//+Z+pFkypQJIklJaWYnh4mPpekPeF5FXYunUrgOh+IC8vD6tWrdItqtklEYF7CxVxtivAMWfx4sXKv9977z1Lx7z77rvKvxctWpTScjkzvnR2RHTtAIYI3XYhiYsIkiRRB8gbNmyIeYAgimLUOQiyLJtu5w6HwzGdcyFQXl6OQCCA7u5uBAKBhEShEYGeRCWJoojGxkbU1NTEXTaHw+Fw0gu/34+ysjJs374dZWVl8Pv9ymdOpxMFBQVMUVb9OemPvF4vdSyiHQOIoohr164pCTTtovVjJdGMAKiJUEnyPRrq5IRHjhzB6OjorE2WAeDWW29lfibLMtxuN1auXEn9nIiEnPkNbazmcrkUX2fWO01gLWC9/PLLqKmpwbp166jjdjuQYBkr7zdtUYjUz8h7efXq1ZiamkIoFEIoFML4+DiGh4dNoy4nJiYAQDkmGAwyxSltPckciXUPtYt7sYrBpaWlpt8hSU1p93jv3r0JD85SX4uZJ7Ysy7hw4YLtc6h/93REkiT09PSgrKwMTU1NMe2mWr9+fZJqN3uIooitW7daWmBJBtq+b+nSpbp+UpZltLW1US1MCatXr6bW8dKlS3EvnK9atSqudnVoaIj5XqjHMUePHsWTTz4Z1Q888sgjqKqqiltEB4DKykq+WB8jXEifA2RmZir/fueddywd86c//Yl6fCrKXeiwfKmN0G7faW1tVVYf7SAIAiorK00b9ry8POpAzew4MrndvHkz9XOjgS5f8TTHTOgwgkwgJicnMT4+rkxEMjMz0dvbi+7ubgwNDSkr/BwOh8OZP7CSVodCoZjKczqdWLJkCXWiV1VVpYwhyCS1qakJNTU1KC4uVj5zOByoqKiwdD7teUiEPE3YGBkZsTSBj0Qi8Hg8SsSvXe6++25lXBSrYLB27VrDzyORCMbGxqjjLz5uml+QcRrtnVQHUwwNDaGxsREAdO+0x+PByMhIVBkkCSWNSCSCkydPKnYb69evj1n8Wbx4Merq6pIingmCgJaWFmzfvh0lJSUoKSnB9u3bsX//ftPAn66uLvzbv/0bSktLsX37djzxxBPUxT6yOKdGlmX88Ic/NLyH5Hi32x3bxWEm8tkKsixHtaGJJJ4yk52rYjY5duwYU0AnyajVzwZ5/kVRRENDA/bs2YPa2tqU1FVNvH2TEV1dXbh69arpAkiyFkjUfZ/f70dpaSnOnj1rqw4OhwP5+fnURSyyaBUP586d070Tubm5Sfk9RkZGovoBI7s6O+cni7ac2ODWLnMAtWD9hz/8QbF+MOL3v/+98u+srKyUlrvQYflSW0EURXR2dmJ6ehrvv/++7eNZEehapqamUF5ejsHBwagOyKzeREB/5plnbNeNr3gmD1ryJ7V9D9keXFBQMIu15HA4HE6ySEbSalb+DmKHoE14RRJo9vb2KkkKgZk+Sts/EasHGiTBYkZGBtMSwOoEnlgMkHOqkynedNNNSoJFGhcuXEBLSwsWL16Ms2fPxjTxtiJaSpKE9evXY2RkJCrpXSIs3jizg9ZiST1OUyf5VKP1T/f5fLp3RJIkNDU1QRRF1NfXo7i4GFNTU6isrLRk0TIyMhKTkC6KopJIONHiGalPrNHLkUgEPT09yn+T6Gpt2/GXv/yF2p6cPXsWZ86cUeZFNCRJwgcffGCrXmrsXNPw8DDq6+shCAL27t0b8zlpdaioqMCxY8dszVOTFXVsRFZWFt56662EJBM1K8PsXlRUVOCGG25Q7EPU9jXkfThy5Ehc9YyF7373u0oy3xdffFHZwZIIHnvssYSVFQtEM5icnLTsA65+ttW2WKxFrGQsAvz2t7+Fx+NBa2vrrCw8mXmvq0mUjexChgvpc4AVK1bguuuuw8cff4wPP/wQly5dQm5uLvP7H3/8MX77298q//2Nb3wjpeUudEhUQywNqCRJpp1XaWkp7r77btv+pWpoSYmscOTIEQiCENN5S0tLdR6PnPjRRiES1Ns0SRTT4sWLkZ+fz+8/h8PhzDOSkbTaLH/HkiVLqOI9EdGJkEgrIy8vT+d5ShBFEefPn8fhw4cNJ7t2RCFSjtfrjeoHL1++bCie7d69O2ZLB1EUccMNN1j6LvFj3rhxI1atWsX76jmMVjR3u91R1ofaBJI0QqEQ+vv7meeQJAn79u1DR0eHrfmG2maFRm1tLTZt2gSfz4eBgQHdNSRDHLKyCKDGqt+2NlCos7MThYWFOHPmjO67JFGmEXfeeadtr+9YvMElSUJHRwfq6+ttHUfOt2rVKoyNjel+K0mSYrKzSGU0Orlfly9fTvq5RFE0ffZkWcbg4GDUQo2aSCRCfS9I2drksXbJzc3FxYsXqZ/19/djYGAgbW1zYkUQBLhcLvj9frS1tVm6PofDga1bt6KiogJjY2OKDUxXV1dKBW1ZltHa2oqSkhIcP348pcnLSTtt1ieIoogNGzYo4wxO7HAhfQ7wN3/zN8jPz8f4+DiAme0dRoL3Sy+9pKyaL1q0CLfffntKy13oOJ1O1NfXY9++fUkpf2hoCCdOnEBxcTGGh4dT2kHEc66amhrDSBxObFhN7kaimPj953A4nPlHspJWGyUqZYn3ExMT2LFjR1Q9AoFAVBnj4+PMMQXxrTWCTJwzMzPR0dFhWVh79dVXFY/1UCiEY8eOmR4X69hHlmVbY0FJkuD3+1FRUaH4w3IxfW5Bs1iiCRtmu0Ws7m5N5BygoqIC27dvBwA0NjbC5XIp72w8iYTNsCOiA7FHkkYiEdxzzz1UId1KuRcuXDBNuKnF4/Fg165dtu8dWSixiyzLTAuMWEi1pUuiRWFteaIoory8XAl4M1qsIhw8eJD5Gev+3HnnnXj22Wfjvh6WiE6wWn66JnulIcsyXn/9dcsiOtm9FUuS9GQgSRKGhobQ2tqKd955x/D5iQVBEHD77bfr7F02b96M3NxcuN1uavJVURTR3t6OK1euoKurC0ePHuWaQJxwj/Q5gtrf6eTJk/jDH/5A/d6HH34YNSAx81lLVrkLHZfLhYaGBlvb4ex8l2yf9vl8qKiosLRNMxFb80RRjPl313o8Tk5Oxl0fzqdChlXi9c3lcDgcTnqSjKTVADt/hzZJIomI6urq0kXfAogqw0wgMIJMnIGZiDPtZFsQBObYaGBgQOn/pqamYhYXBEHAgQMHDPvfWMqORCJwuVyGySU56QtNcJYkSTcGF0VRt1tE7aFu5tmdaIgXtBr1e5+RkZHS+iQDQRCoApNVDh48aEtEB4CWlpY57S0+V8RXNUbzXUmSMDg4iOeee05nbxoLW7Zsob4Xv/71r2dd0CU4HA7FKmiu8NhjjzF/G3IdpJ8fGhpCYWFhSkV0Yp/KQpZl7N69Gz09PTHf9/b2duqxgiCgublZ91lPTw+2b9+Orq4uNDY2Ro2ByDMAgDo+45pAbMztHnEecPLkSfz93/+98j8WK1euxG233QYA+OSTT/Av//IvUdmMASAcDqOtrQ1vv/02gJmkMGZJnpJVLmcmAnt4eBherxe7du0ynGxt27YN1dXVtsqPRCIYGhqC3+9XPD/vvvtu6nd37tyJvr4+w0Gww+FAY2Mjuru70dDQoKuvw+FAS0uLbtIcS+IiSZKUbVuc+NAKGVbQZkPncDgczvwgnqTVsaAV73Nzc5le7YRQKITOzs6Yztfa2oqhoSGUl5dTPaQBYM+ePWhubkZVVZXuM1KXUCiEa9euxSQOkqTwq1atst3/WoEIb3ySO/egBTfQxBBJkhAMBpXftre3V0mWWVZWhuPHj+PBBx9MSh1pz7wgCBgdHaV+3+/3o6amZk4LwkC05eF8PudCJ1X3+/bbb8emTZuo/YwVUrEwRRada2pqsGfPnqSfLxWQ31eWZUVHsLpj5tvf/jbzMztOC6QOZiJ5PO//jTfeSNWGSMQ7q1yyC2rVqlXw+Xzo7u5GXV0dOjs70dTUZDo+41hHkHnrbosf/ehHuHr1atTf3n33Xbz33nsAgOuvvx7Lli3THffDH/4QN910k+7vJ0+ejFod//nPf848dygUwg9+8APl/KIo4vbbb8eXvvQlhMNhXLhwAR999BGAmUH+j3/8Y0veR8kqV13+I488AmAmSeVC3abq9/upCTPMkm7V1tZi+fLlUQm9gJnfSetXTvubw+FAIBBQkh2pt0qRZEW5ubm6LdskUVJGRobid0o+1yZRCoVCOHHihO2kOOq6ceJjcnLS8mCO33cOh8PhJINQKISysjLmOAQAxsfHFQsJu7hcLjQ2NiIUCqGkpIQ6mezv70dOTg6zLnV1dVFRWVrKysqYidsEQUBfXx9ycnKirnl0dNRyUjS7dHd382ThcwhaAngWoihi3bp1GBkZSUHNZqitrcXbb7+te8bV7+nk5CTGxsbwxS9+0XLivFjzQyUKURTR1taGlpaWmMWr5cuX49KlS5a/P5csMziJh/hNxxLdXlhYiJdeeomqC9CS5dpl27Zt2LhxIwAgGAxieno6pqjtTZs24fLlywm1DEokXq8XWVlZzJwrBIfDgd7eXsVqVk1VVRWeffbZlOYCaG1txeLFi5GVlaWrkyiK8Pl8uHz5sk7/sQMtRwftO/NdE0iWFplyj/Rr165hyZIlCS1zeHgYJSUlCS2TxeXLl/HOO+8wP//www/xxhtv6P7+ySefxH1up9OJ3bt346mnnsLrr78OSZLwyiuv6L63ZMkSNDQ0WBa7k1Uu51NCoRAyMzPh8/kwNDSkJPAhK5m0xo2I3C6XCwCivE9FUcQDDzyg8/kjkd6kfFEU4Xa7lQaDeJ0Gg0EAMExm5XQ6dZ+pBXT1pM7pdOKhhx5CR0eHrcbezCOSYx2riXl4lm4Oh8PhJAsrXu00b3U1ZGxEExEGBgbgcrkQDAaZIsPly5cRDocxMTERNTEmYyLWpHLNmjX4/ve/j6VLlzIThZFEeGohPZkiOgBkZGQkpVxO/GgDS4CZsbZRMl01kiQlVUTPysrSjQ8PHTpE/W4kEkEwGMTg4GBMoll7ezuWLFmCjIwMjI2N2QquSYQIL0kS3nnnnbjERzsiOgA8+OCDOH369JyP1k9X7rjjDrz22msx9RVqrDxfhYWFzF0ZrONjTeAKgHmuPXv24NVXX1Xm8rGydu1ajI6O6rzGybVYFeqfe+45ZvT8bC+eAcATTzxh6uVP7FBycnJ0egoJKLTil58oZFlGZmamoqU0NzdH/U6yLFvqP8xg5eggcE0gPlIupDc2NqKpqckwqaVVPvroI3R1deHFF19MmZA+22RlZeGpp57CmTNn8F//9V9488038d5772HRokX40pe+hPvuuw/r16+3vViRrHI50ZEpZGXQ4/Hg3LlzOHbsGLVx27lzJx566KGoho2I4D6fD319fdRkOQ6HAy6XCzfddJOSRbyzsxOLFi1SvFKdTqeSaCue62hubtYlIGtubmZOJmmDHYfDofOI5CQHkmTEaPGEw+FwOJx4MUpQCsB0vLBnzx7k5+fjqaeewsmTJ6M+i0Qi8Pl8zEmvIAjMCC5ZlrFs2TKmOHHmzBm89NJLaG5uRl1dnSU/ZZJcMpliQjgcTlrZnNihjYvJWDscDif0mSCClSiKtuwCrAZZEJ544omYhegrV64o84v33nvPssjW0NCAxYsXW1qMMiozUZG8dnjhhRewefNm5uLEfIF4QifymRYEAUVFRRgZGWH+Xr/5zW9QWVmJgYEB3bnJO/erX/1K109oMROOy8rKMDw8TP1szZo1qKyshNvtTroHtyiKyMrK0vVhsdz/y5cvw+Px6K5ZkiR4vV4sXrwYdXV1cSU1nm0RHWDbpwiCgMLCQnzzm9/EmjVrdEGF6l33GRkZhov7iUabI6OwsDDKnSCRllCk39AGFXBNIH5Sbu3y8MMPw+Fw4JFHHsHDDz8cczl//OMf0d7ejjfffBOCIOCnP/1pAmvJSSQL2dqFtq3YDKMtNqFQCKWlpdSOSy1um22rTsR1qC1p1BMIj8eDwcFBXRlerxdXrlxRBH6eKTqxGG1zB2YmKjU1NSmuFYfD4XA4dCYnJ3VRV+rxCm3sQbOwI1gRGyoqKphBDOpyjCz3vF6vsjszFls7O4iiiKGhoQU1dp4LsMbFZBEIAHO8bhdiSRAOh3Ht2jU0NTXFXWYyIO9uZ2enzjbGauTwXMTr9eLSpUvzXkyvqKiIOfqaBXm2h4aG4PP5bB3r9XpRVFRky9qSRWtrK9ra2gzrWVxcjOHh4aSKx4Ig4Otf/zo1GbfX68Xzzz9vumgAzNTX4/Ew24qKigr4/X7bwrF6Qc8synl6ejqu5L6s85eUlDCt12jfZ/Wf2oXQRP6+ZWVluPHGG9HX10dt80RRREtLi6KBxGJ3Z3WhUtv2as+9EEiWFjkryUYjkQgOHz4Mr9eLDz74wPbxo6Oj+Md//Efbq+wcTqqxmvxCTV1dHfMFn5qaYjaaHo8H5eXl1HPGm0iCVqYsy7qsz5OTk9QEoqIo4ty5c+jq6lI6YLfbvaAa8WQQCoUwPj6OUCgEp9OJ1tZWZuKTFStWpLh2HA6Hw+GwycnJQUtLS1QCc/U2Y20ybYfDgaqqKuq4atu2bdizZ4/pxNLv92Pz5s2G31GPb9QQgb2pqQklJSUoLS2liuhmCcjssGXLFi6ipyGscXFTUxNKS0tx/Phx1NfXx1R2bm6u7p3IyclBQUEB3n777bjqLYpi0pIcRiIRHD9+nCpyVVVVpZWInsh70NLSgg8//DBh5cVKItsdGlZEdNJGWiUSiSAcDuP++++3XZ+srCwAwGuvvWb7WC0ZGRmG9SbPts/nUyxXk4Esy1QRHZixHXr88cdNk1uTNiM/P5/5TBw7dsy2PuFwOODz+eD1etHS0sK8X0SPqKmpwYEDBxL6XMqyjOuvv97y9yVJoi7QTE5OwuPxROkYx48fR1dXF7O+Vq+DaBwulwt79uxBWVmZ7lhJkuDxeDAyMoJQKERNUm2EIAjYsGGD6TEk8EDb9hYWFlo+F4fNrAjp5Ad96aWX8IMf/ABvvvmmpeMikQh6enrw5JNPRgnwn//855NVVQ4nLuw2jICx4JmdnU3tuBwOhxIBQzsnsVBRC692sHIdkUgEY2Njhh5ypMMiljN268H5FL/fj7KyMmzfvh1lZWXw+/0oLy9HX1+f7hnhFjocDofDSUfKy8sRCATQ3d2NQCCgW2DXfu5yuahjnI0bNyI/P9/SWKWgoAANDQ226rlt27aoCDBZlpm7AxsaGpj1EEUR69evt3zee+65x1Y9OamBNR4HZsa4+/btw/vvv8883ki0u3TpEnp7e3XvRCgUQmdnZ1z1bm9vx7p16+Iqg4UgCMwI1FT6D5uRaIsSYjdlJiBv27YN1dXVCTuvGrIbRw2x+0w2tbW18Hq98Hq9GB4ejlocNUMURUxMTKCurs72ecPhMEKhEDwej+1jtXXIz89HS0uLoVhKRH9aHwTMLBbt3LkTa9asias+LA4dOoTnnnsOzc3NzGdt06ZN6O3tRXl5OUZHR5mWJ0YWrDSIOP/aa6+hpaUFu3fvppZB6hUKheD3++F2u6l1cDgc2Lp1q22RXZZl27si+vv7FcEamJk/0/zHiWc6a2xgZSHQ4XCgpaUFo6OjKCsrQ1NTEwKBAPVYSZLQ1NSEsrIyjI6Oorm52fL9EAQBR48eVSyLtIiiCK/XS7WdkyQpruBKzqekXEivra1VVkcA4K233sLjjz+OF154wfC4P//5z3jiiSfwn//5n1H+Z3l5edi3b18Kas7h2EcbTWWGmeDpdDp1Hb0oiqYRXM3NzUqjrhZeY70OWkSLw+HAypUrLV9rvFHyCxniyapeSfd4PAiFQqYRfhwOh8PhpBNOpxMFBQWGyc/J56wxjvozo8moKIrIyMhASUkJtm3bZrmOX/jCFyxF8JFINO2YaevWrXC5XBAEwdLWfIAvgqczTqfT1E6CZfVh5uFNBDvtO2F1lysrD5IgCFi8eDFOnTplWoYR5LlWRx+zIh8J8UajC4KAxsbGhES3sqwW7AY+aTET5//4xz8mZUGB3Hv1+QVBwBNPPIHS0tK4r8uMI0eOID8/H0VFRXA6ncrip9frNT03Cayyu7BB2sZgMJiQJLXBYBCFhYXUYCSCIAjIyMiAz+ejvofPPvss9u7di5deegnV1dVJ2flx6NAhTE9PMxdunnvuObhcLrS3t6O9vV33OWuhlwjANHbu3IlAIIDCwsKouSeBvJPk/8muHHXENzDznB44cABerxcejwe33nprSnapEMG6tLRUuS+sRfDs7Gy4XC40NDREtW1mCIIAr9dreJ9YkF39eXl5lp8Z9YI+Ob+6LlVVVcjPz6cGF/BxReJIuUc6AFy8eBFerxd//vOfoxKDlJSUoLa2Fp/5THQO1JdffhlPP/00pqeno0T0DRs24Hvf+17SOwhOfCxkj3RCKBTC1NQUJiYm0NXVpfhxrVu3DqdOnbLtGR4KhRAMBgGAmSiCnJM0lonwTVeXOTo6Sk2ypPYcMyJe3/aFDMtLzeVyobGxEUD0b8XvMYfD4XDmE6w+zkpuGiMvdZYYuGvXLrS1tZlO/NVjm97eXkUkIhNkO6JPWVkZcnJysHLlSuTk5Fg+jpN8yDicldg2HsgzBCDqGbead+mOO+7Aq6++mtA6qdm1axcyMzORnZ2Nq1ev4oUXXsBf/vIX9PX1Je2cgiBgeHgYo6Ojlt5DO5A5DICEl51MSMLAcDjM9Pd2OBxYu3YtRkZGkloX1vxDO1fcvHkzDh8+HJf4rZ1z7t69m/ldO978DocDlZWVhl7tVstzOByoq6uLmvMbeXBb9bsm3x0aGoq6t1Yh+T18Ph8GBgaUKOz6+nrk5OTgscce0x1z4MABfO1rX2PmAxEEAa2trZbq4nK5os5rJammnXtD6mP3Hab5hpPnOCMjAzU1NYbXps5DFovfOTCzYEG7v5s2bcJzzz1nuzx1u8ZKir1QSJYWOStCOgBcu3YNTz75JF555ZUoMX358uV44oknlAscGBjAf/zHf0RlW77hhhvQ2NiIe++9dzaqzrGJ+uFdtmyZbqGExoEDB5JdrVlDO/lLheDJatS7u7tRUFBgqyytQE+7loyMDIyNjTETcC3ERBeJhJV0lmfh5nA4HM5ChjXesTIZJ4JCZ2cnM7m6Fbq7u5GdnW072bwRRUVF8Hq9CSmLEx9WA0ZigYhSQLSoW1FRga1bt2J0dNRQOEwFREifmJhAR0dHyoRnr9eLJUuW4PLly4aJIWmw3v9NmzZh48aNyMnJsbxQkQ44HA643W6EQiH09/cnNQGm1foEAoEocVcURVRVVaG0tBThcBjZ2dmYmpoyFRlpYjXRgERRxJYtW3DPPfdgYmLCUjR7WVmZ5SSSVsVdK5B+QDtPVovY6vPm5OQw/dFpZRcUFGBychKDg4OWhdatW7dGLWSQ+0qC+2i7pdavX4/Tp08bvhcsEVgNLVG42cIESUZ79OhRS5YutbW1+PKXv2yrfRZFET6fz3CxWt3mqxfiyZhBbaFk1I4QG6GXX36Zep1awZ71d6uwFmUXGvNOSAdmXhqfz6e8/KQqGRkZePTRR3Hy5ElcuHAhKgr9q1/9Kpqbm/HlL395tqrNsQkX0mcfWqMeS0S4NsO1elXT7/fD4/FEdSzaySjBKIs2xxr79u1jRk3QOnYOh8PhcOY7tPGO1Yi2eCL9tGVYEYzssnXrVjz66KMJLZNjj3jEVjI26+joYD6PJPqzuLiY+vnGjRsxODho+9yJwu6iEquMWOQHh8OhCFl2jze6b2Q+MzU1ZRiNnC4QMTneyO5EQ5JQap8N9XyRFQikpqysDG63Gz09PRgcHIxb1E5FRDMNdZSylsnJSZ1PN01opkFbtLCK0bWxPrNy/6qqqgxti8iiCu39Ui8QX7lyRYniVy/E0IRkI0Hb6o4h7bNptNvfKJBQi1YvcbvdyM3NZUa3k2eFpbMYCfmA8U63WIIm5xvzUkgnkMhVdVIW2grVt771LWzfvh3XXXddyuvIiR1u7aJnNmw3jERwKxiJ8QBQUlKi64CNOmzesMeHlcmc0SCOw+FwOJz5CG0Sy1rY16KO9KMlJCOwxjek352cnKR6aBMxUBRFbNiwAVlZWZZzPfEghNkn1m37a9aswbe//W1kZWVh//79OHv2LPV7FRUVWLFixaxHndOwak+0fv16y3kA0gUjuycrkPc6VdgVh5MN2RHb1NRE/VwdvOXz+QzbvHiicNesWYMzZ85Q66e9X7TfPJH31ai9NrLo1EarqzUxMn8vLCy0vaCXqAWCWMomUVhRBlQAACAASURBVN+0iGttUB8ral8LsakxE7RJkJ+2PmQHNwD4fD709fUp12Bn57yRzZz271YcAqyUB3wq5BstqHAb3RmSpUWmPNkojZUrV2Lv3r245ZZbAHz6MpKH+bOf/SwaGhrgdru5iM6Z8/j9/piTfsYDSf7S3d2NQCBg21aFluSIJAwNBoPUDtRoqxZPdBEfJKmaUWKSjo4OJUs5h8PhcDgLAe14R5v8kwgoWtRjk3A4zBRUHA4H+vr64HK5lD6YJEMki9fhcJh6rMfjUZKOHj16FJ2dnfjbv/3bqO/ceuut1GMlSeJJ2meZ7OxsXW4uQRCiEsvSnq0zZ86gqakJVVVVTBEdAI4ePaoEqKQTxAPZTGQkPth2Evmq2blzJ2pra2M6Nh5kWbYsoKp/b/XxFRUVCc/bJoqibpwfS4S1Fm09RVFERUVFXAky3377bebxZL4IzIjFGzduZJYTiUQwNjZmW0R3OBz4/ve/T02u6Ha7dXUjWpM6cXV9fX3CfkNJkqIisEOhEMbHxxEKhajtiMPhgMvlQm9vb1RdiTMDSWZZXl7OTDy8fv165m/w4IMPJuS6aJgJ9JIkIRwOMxOFazET0R0OhxI1bpSovLy8HENDQ3C5XFHnbWlpQVFREUZHR1FaWgqfzxd1DZIkob293XQObaTp0OrG+t3VmgjrmrRJ18m/1eMddSJZo/vLSQxpIaQDwI033hg1kFRnAL7tttuwZs2a2aoah5MwQqFQ1KohydScKrHTrMMxwkrjbwVRFFFZWWn7/Bw95eXl1KzsBGKfxeFwOBzOQkI73lFPNoeHhzE8PKybXKsnnbQxj/p7OTk5aGxsxNDQkFKm2k6NNWbKysqKEgkikQj++Mc/Rn3v9ddfx1133aU7tyiKPAhhliFBDOrnprW1VXm2hoaGUF1dHdc5tP656UB7e7uhUEooKChATU0NDh48aPscDocDDz30UFruViXXTX5vrdgpSRKOHTuGurq6hAixgiBg27Zt8Pl8aGlpiXretmzZYqssIsSS43ft2qV7hltaWtDc3Gw4pzBCkiR0dnYaBmlNTEwo/962bRvzPjkcDixfvty2qF9eXo6cnBzU1dUpx5I5Z0lJCfXaZFnGli1bFJGaLLqqFx8EQUBFRQV27drFrNO2bduonw0MDCAUCukE19HRUaaoTFvElSQJS5YsMeyfHA4HHn/8ceZveOrUKdati2sBxQpELygsLITH44laFNDCWiRQU1lZSbVeIQsVapxOJxobG3XBhESTYS1KqRd/aMSi6dD6j0SI3WS8U1NTE1fQJMceaWHtcuXKFbS3t+PNN99U/qZu9AHg7/7u79Dc3Iybb755NqrIiQNu7fIpiUz6ORuw7GGseN4RyPbHhZo5OtGYWbzwbV0cDofD4dAxstpTj3mIX6vL5aL2p7RyaGOmzMzMmL3TiQ9sbm7ugk0ali4YPTfnzp3DY489Nks1Sx6iKKKkpMQwYp5lcWLFVoLYItmZU6QCYjVCEmY6nU5Daw6Xy2XJn9kIEnVO2o28vDyMjY1h5cqVCIfDMbUhra2tWLNmjfK80p7heBOusnzSAf18pKmpCSMjI7rvFBcX4/jx47o8F1VVVbjpppuYCUZpx2qTlB45coRZN/WclmVlevz4cZ0tDfnM5/MxPcC194RYnQBQfleS7NIsrxn53SYmJhQ/cbP6sxAEAdXV1UwfcnV929vbkZWVhXA4HHVuM0jdAFiymDWrP80yJxb7WjObLrP5czyajvbdmw3L34XEvPVI/8UvfoHOzk588MEHSgfrcDhQWFiIM2fORFm83HDDDXC73XjggQdms8ocm3Ah/VMSlfRzNmE19n6/H21tbbb81+batacr6gEEjbmyUMPhcDgcTjphZYLLSixGS0oWr1BF4MEIsw/Ls3ZwcDCmiOxEkEwf5FjPvX79epw6dcpUGFePVVlzirKyMgwPDxvmLmB5ndfW1uLtt9+2ZZ1DhEbtAhpL7FfPa1j+zHZRJ3i1m/NBzc6dOy3tloi13uokmKzjyW9M80kXRRFdXV1wu906j/C+vr4ooVnraW2VwsJCvPTSS0whPhAIMBNFk7r39vYqYr4VAd7j8VC949XPqrY9t5J0UtvXsIRllhXQmjVr0NraSl34NaobwSyhp3rxGYAt/cNOXWLVVoz6Yise6YnSdOLNYccxZ94J6ZFIBM888wx+/vOfK9Hnsixj6dKlaGpqwooVK/Dqq6/iqaeewrvvvqt8LggCHn74YfzDP/xDwn3IOMmBC+nRzOcGc3JyEtXV1bYGNlzkjR+jRQy+WMHhcDgcTnIwmozTxnja/lqdSM4uvH+fPbRCD4Co+exsYCQSpgra9VtJxMlKOtjT04Njx45BkiRLCUFJRDgtWSF5H2+++WbU1dXFvYt237591Ahk9bxmZGSEmYAzVhwOB+rq6ixHBBP6+/uRk5PDjETXLvj5fD709/dbvk/q+0NL1kx+YwDMHQc7d+7E3r17dX93uVxobGxU/ru3txcdHR0xv2us97S7+/+zd/fxTdV3//hfOaHcWVpgGaDCDAMK7cQ6LSgaNrSolG674sW17SoN20OdG9dGW1D8sga8vWxqJyq0yIWC8tijAXbt2jQyK7ALFaVzOuqlZUqhoka8QfBASwpFpEl+f/R3jifJOblr7vN6Ph4+zM3JyeekKf2c93l/3u8NMBqNIQOkwZLK/M/xw20MGuo9ws1Uz8vLg8vl8vm/WuNsrd85tYuDwf7GhBPcjyZ7O9yxDCQz3P+Cw80334yZM2fK9ddDGWhMJxMSLNNBvGKRg2KylwidOHECDQ0NOHTokM+kY/r06bjrrrswcuRIAMD06dOxZs0aNDQ04MCBA/J227dvx6FDh/Db3/4Wo0ePTsYhEEXNbDbDZDJl5BKegoICrFy5MuxMBjYdHThRFGGz2TSD6Gw0QkREFB/B6rlKNVNNJpMc6Kivr/f5ez2QoKtUw5V/4xPLvzZupD9PqW7ztm3bYhr0TnYQHQg8fp1OF1YAUZqr+gfPHA6HfEzKVepqBEGQM8eXLl2K+fPn+wQQpd/HcM9RpCxw6bU2m83nd3n69OkBFwn8z2uKi4sDtpHKenz88ccAgMOHD+Opp56Cx+ORa1UHG5/b7UZhYSFaWlqwceNG/PnPfw55LOXl5SgoKFAN/AHqJTfUPkO1z6i+vj4g8FhQUACr1RqwX6ksjtr+BEHAjBkzVDOot23bJv9s7XY71q5dG/KYg9E6Z5LOy6V68VKA1b+3l9TwEfAN+Gqd49fW1ob83vn/e658D0D9b430mtbW1oCVycqf5cKFCwMu+qj9/fB/z3D+toQT15Bqugf7XfEX7lii2XckY4/n64P9TPl3PfUlPJDe3t6O1atXw+Vy+dRBX7BgARYtWhTQ7GDUqFGw2Wz4/e9/D4fDIQfTDx48iJqaGixfvhzFxcWJPgyiAfH/45BJlH9UtK6CAwzyxordbtecmNlsNpSWliZ4RERERNlB7SReSXlSHE4TNX/BMpzZfDQ5ovk5Knk8npgH0aX9+gch/csiXHfddWGVWYmVYIHvBQsW4IYbbpAzZ5UlM6SyEKE+Z+n3Q+2cQq1po9vtRk9PT1hZ8moNH+12u0+dbqnsirLshH/wTxmUVTYrlkqVlJaWYsGCBXIwTq0Ot5IySPjss8+G/Hwef/xxzJw5U7U5os1m87nY4X/xzz8grlZmQ+s8QzofbG9vBwA5XqP1b2ZVVRUKCgqCBn0BoLGxMegxR0LrZyeNXVrZIP1fbYWR2kUI/3Nbs9mMoqKioKu2BUHAqVOnIIpiRMHovLw81fKeyp+lxWJRXaERq78foeIaWr8HsYgBDHTfA43JDOT1A7kIQMmX8ED6Pffc43N/+PDhWLZsGWbOnKn5GkEQcMstt6CwsBBr165Fb28vAODUqVO49957UVFRgZ/+9KdxHTcRhU/5R0VtQgQA8+bNw/jx4zUnDBSaKIrYunWr6nN6vZ4XGYmIiOLI/yTen/KkOFTQHfANfEqZkFu3blUNvlx33XWcPyWB0WiMqISLf3Bbq2bxQPmX/FCWllBrbOfxeMIucRJrgiDg9ttvV82kBb4OWof6fZGS8qqqqgJKKmj9vtXX1/s0pdT6eaj9jP3PZ6Tn/Rt5KgXLWlVmM0tlKKZNm6Z5vACwZMmSoJnd/uN777338O1vf1v1ApDa6/0zYv3HD2iX2fAvR6L8+SoDzf4Z39XV1XIt7WBB3/b2ds1jDufiiP/2yiayQH+ZEOVxKcehtcJI7Xm1z6igoACVlZWq58RSYumKFSs0S4RoBYxdLlfIC7klJSVxC2SHK54r8tN1tX88LzBQ/CW8RvqPfvQj+Q/TxIkTUVtbi3HjxoX9+s8//xz19fX48MMPfeqmP/fcc3EcNQ0Ea6Rnt1B10/0nUBQ+rbpwOp0OK1euzJja+0RERKlMCiB1dHQEBDK1MhjVRBJkZS3V5NBqNBkutVrmgiCgrKwsokaYSv5ND4MFlKTnT506FXb9br1ej1tvvRWbNm0acA14qZFfOLWjFyxYAIfDEVWNdUC7h5AyiJqXl4dFixYFBG7/5V/+Bc8880xExyT9rkfTpFj58wv2/QrWsFOLVpNStbrz0f67olYr2//91Gp6q31GWiVotMqj1NTUYMSIEaq1uqUVD8H+bVZ7v/Hjx6ueYzU0NKC0tFTzHEx5IcD/fdRqYiubyap9Tv7CqZ2utZ9wvpeUePy5xFdG1Uj3er2YO3cuFi9ejMGDB0f02nHjxmH16tX4r//6L+zevTtOIySiWJAmJsEm3R6PB2vWrIHX68WiRYsSOLr0ZzQaVU+6ld3tiYiIKL6klXglJSUoKyvTPCmWMud27dql2lQvkuAsa6kmh5TNHa3W1laf+8pg22effYa33norov3Nnz8f1dXVmrWVlfyb66nNIfV6vU/GtnJ8kydPVg2+h3sBSKfTwW63o6CgAG1tbWFlEIez32C/C2qZ5W63Gy6XCyUlJRBFEWazWW5qqszkf+6558Ieo5SNrJWFrRQsm9lgMGiu5hUEAXl5eXjxxRfR1NQU8LzJZMLf//531TIfTU1NPisWtILo0WTEqh1PY2Ojamkd6ecU7HuqlgVfXl4esD//ZKxgWcla/zZr/Syam5tVs9ytVqv8/VCrfx8si10tA7mioiKs+uUStdrhaquitEoN8e9F6uHPJT0lPJCek5ODxYsX44YbbhjQPqqrq1FUVIQNGzbg/PnzMRwhEcWC/8QklKamJpSVlfEPSYTUGjuxCTMREVFyhFMv9qabbkJjY2NAECac5owS1lJNjoMHDwY8JjVd/Oyzz+RAZTgEQUBzczMKCgogiqJcTzoSO3fuxBVXXBF0FaK0b+W8XKrxLQUDpbrkUlPHqqoqud+Ry+WCKIqqzTP1ej1WrFgBm80WcqzV1dVyokdeXl7QbXU6HRwOR1gZ8P6/C8rj1WpsaTQaAzLW/cvE+JcgAbQD+263O+AzluqQFxUV+SS4BGsyCEC1kSnQX87JP3teyWKxYNWqVaoX6pRNStvb22G1WgP+/Wlubsbo0aMDSpyEolU2xv8CSyT/Zin/HdW66FJfX+9Toz2cf3v9n9f6WbhcLtUmoVJwvKWlJaqguNpFgoHWL/fvTyaVq+E5NVH8JDyQ/rvf/Q6TJk2Kyb7mzp2LSZMmoaGhISb7I6LYibQZk8fjYWZVhJxOZ8AJhtfr5edIRESUwrRqowJQLUWhRq2pHcWXKIqqmcBVVVUoLS1FZ2cn3nrrLbz66qth7c/j8cDlcgGIPtNdyoYuKipSDaAFKyfk9Xphs9mQn58f8DqtGtdq31u1iwtKOp0ONTU1PmUcpeNWoxWUVCMIgk/mbajySdJxnzx5Ejabzed3zev1oqmpCfPmzYPBYAgIemrVdJfGDEA1oGyxWHxKv2g1Gezo6MBvfvMbOWNcCkQLgoDbbrsNTz/9tOZxScFXrQt1yufz8/NVx/nCCy9oliUJRut41Gr2R/Nvltb+Y9ELKljDx5KSEowYMSJgFYYUHI82KO4f0I9FnWxmNRMlVsID6bEKoksmTpyIRx99NKb7JKKBC6eplhIzq8KnbBSlJlSWDxERESWXWoM0URQD6uVqCdWUkGJDWb9WK0mksLAQ9957b1Q1zqU5W7B5s1oZDiW32w2LxSIHXaVyF6FWh0rBSK1azGolL1paWtDS0uLzva2rq9M8PkEQ5HIuSmrHK2X2SwFS/6CktE11dTUuvPBCAPAZf7irYb1eL/bt2xdWs01lgFL5O+tfc7uqqgqAetNLZekXrRIf/jXFpT5wDQ0NKC4uhtPpxMaNG1WPxz/4GqqJodZnH6wsSTBa72c2m4OWugpXPJoyKn+vg+1baxWGdM4ai6B4ujbLJMpmSamRHmvDhw9P9hCIyI9WzTYtc+bM4cQhDOFk2uzbtw+jR4/m50lERJTC/IMwkazm40Xz+FNroKgWVPN4PFE3CpUys7WCq9OmTZODdlISxZIlSwKCwNJ9Ze+hwsLCoEH0YEG+YOVHSkpK5NfZ7XY8++yzQd9DrW+P//FKAXJlqY6qqirVhppSxjjQHxCVSpGE+/uj1+sxY8YMzRrxwRJ71PohdHR0yEFw6aKHWl32YCU+tMqj5Ofny68JduFBqx+DWnA2FrW6/Wm9X6wypWMZbFZrLup/cUgSaRA/2nEyo5wovWREIJ2IUpN/5kZjY6PmcuWXX34ZoihyEhGEKIqaHeuVHnvsMTQ2Noa9JJOIiIiSR8qOzMvLC6txo06ni0lZA9Km1UBRWWJDCqq9/fbbYe0zVM3oUEE46b7VavUJQKt9X5qammC32wOCrzqdDg899JBmJrpE7buoHK9Uh7yxsVH19cuWLcNNN90U9D3MZjN6enrQ1NQEj8eDpqYm5Obmyp+BlHWu5PF40N7ejtLS0rAudAiCgJtvvhkOh8PnZ1ZQUACr1epTSsm/TEwo0nZSORbg60zycOqD+wdPQ2U+qwV0lRce1MYXSUPPgdbqDhUMVmaBR3O+F4tgc7CVFiUlJaqviTQ4zqA4UeZjIJ2I4so/c6O1tVW1/idrpIe2cePGsOtnRrIkk4iIiJLDPxg4Y8YMvPHGG5rb63Q6rFy5kn/b40wrQ/ipp55CdXW1nCm+Y8cOPPnkkyH3F6pmtDLIqBXQkygDe21tbdi0aVPANlL99dra2oCGmj09PUG/P9J30j8QLI031OpIQRCCBtGVF47WrVsnv4/b7UZdXZ1c3kgQBNULBVarNaAUitvtRlNTk+pnbDabcfvtt/sEjdva2mAymbBjxw65yWuoiwtq1L4nXq8XlZWVAfXGQzXCDJX5HOsSIPGo1a1FLQs8Gck+wVZaRNqoNFoDvaBARMmn84bTzYZoAERRxC233AIA2Lx5M/9gEOx2e8BSTZ1Ohx07dvD7oUEURZSVlYXVgExpw4YNIU/IiIiIKPFEUUR5eXlABi0AzQvnnC8lhtrPRqLX69HS0oKdO3eqlh5R214KHKoF0aINMoYzRgAB20jPadVGV9tnZWUlysvLMXr0aM33lNTU1PjUxgag2rAz3NUXavXhtV67YcMGuVSKWqAy1gFdtc9L+dlHGjBNdpA1Hu8f7DNK9DEmeyypckGBKFvEKxaZ8Iz0lStXxmW/wZqcUOqwWq0YNCj01279+vUJGA2lEp1Ol+whpDSn0xk0iK52osEGrkRERKlLK+t57ty52L17t+prvF4vV/AlgJQhrFZSz+12o7W1FWvXrlV9rVQjWxAELFy4EBaLBQDkWt5SgoNUHkWt1EQ4Kwq1aoIrS5S0tbWFzMANp6Hqli1bsGXLFlx11VVBM9Grq6uRm5srByuV81P/i0ThrLL0er24/fbbA7L+pf2pzXu1soe1ynoMZPVmqEzySPeb7LIg8Xj/aLPA4yEejUvDFY/vHxElR8ID6f/85z9jGjCT6pARUXoQRVG1niJLuwRnNBoDaidKBEGA3W7HgQMHkjIxJCIiosip/W3X6/W49dZb8dJLL6kGGnmRPHHMZjOKiopgsVh8fhY6nQ42m00zwUEKoldXV8NisahmoQLQLI8SbpBR7fsjzQlHjx6NtrY25OXlBa29HU6dcaU33ngjaNNLwDcD3uv1yp+TVuBcCoirrcbQ6/WYM2cOnnrqqYBjCFYqR028ArqxLrmSabT+nUvWv2PJ+nml0gUFIhqYtKuRrpywMICefmw2G/9QZDmn06k6kdbpdDwxDMI/g0KibJpUUFDAiTwREVGaUMuOrKqqgsvlQllZmVweQqmiooJ/3xNIakqpLEcChM6mlppnzpw5MyAL1WazQafTaQarww0yamXX+idWzJs3Dzt37gwIOKtlyPrXGVdz3XXX4eWXX1ZteqmWAR+MXq9Hc3MzXC5XQOkX5RxX7TjNZrNPCZloLjzEKqCb7EzyVJbMLPBgY0r0+6faBQUiil5SAukDKcsuBc+VV7eJKH0YjUbVuoY6nQ6tra2sE6dBFEWMHz9ePtnIy8uTTzrUluZyMk9ERJT6lNmRHR0dPg0U/QmCIJcJocRR/oxOnTqFFStWhPU6t9uNffv2qZbv0RJpkNE/uxbwzQh3u93YuXOnT7Ba2rdWhmxhYSFaWlrQ2tqKBx98MOA9b731Vixfvlx1zhlsBSXQP9+XmokqA+VaxyPtW+vxSAKiqRjQzRbM2uf3jyiTJDyQvn379oi293g8OH36NI4cOYJ9+/Zh165d6O3tRW5uLpYvX44rrrgiTiMloliTakGqXQTzeDysE6dBbUmwyWSCy+UKug0vShAREaU+ad7zm9/8JmgQfeHChYkcFilIAVtRFIMGipX0ej1mzJihWgrFPyNdWR5lIHW1tWqiu1yugObzwTJkDQYDzGYz3nrrLZ+VEeXl5XLgW22c/sFCZY105Rw2WEBVKzgeiyxiBnSTh1n7/P4RZQqdN83Suru6utDQ0IADBw5Ar9djxYoVuPrqq5M9LAoiXp1yKb0oA73BbNiwIWCin83Uusv7Z/NUVVUFZLAlsgM9ERERDUxbWxsWL16s+by0mo8Xy5NHWvnX1taGTZs2Bd1WEARYrVaYzeaQNdJj+TNVmzcGmxOGk4jR2dmJffv2YcaMGT7Z46HGocySZ+CQiIgSLV6xyLSrkT5q1Cjcd999uOuuu/DRRx/h0UcfRWNjI8aNG5fsoRGRBv8ajMGEqjmZbdSW3Xq9Xp8lu42NjQGfG5vXEBERpY9QJTGkv/NSje2ioqKwg5o0cMqAs1QnPRhlLy+tLNR4ZKZGWj4inAxZqQ9PpONQ7ovzUSIiyhShZwEpaOjQobj11lsBAOfOncOWLVuSPCIiCkYtGKxlyZIlcDgccR5R+pBqygfj8XgCtmHzGiIiovQhBUD1er3P42pzAI/Hg8rKStjt9kQNL6v5J4SEk/ThdrtRX18PURQB9P98S0pKAoLL/o/FgtlsRktLCzZs2ICWlpaQme7xGgcREVEmSstAOgB897vfxciRI+H1evH3v/8dvb29yR4SEWmQsqyUpPIk/qRa6dKJR7YzGAwha6JK5V2kz5jNa4iIiNKPMgC6detWbNiwAXa7PWAOBfSvTluzZg2am5uTMNLsEklCiJK0OjAZGBwnIiKKj7QNpAPApEmTAADnz5/HgQMHkjwaItLin2UlCAIqKytRVVWlGkxP5olHKrJYLKon0cDXQfNFixZFlH1EREREqUcKgBYUFMj/r62t1Vyd1tTUxOSDOFNLCAkHVwcSERFlnrQOpOfm5sq3v/jiiySOhIhCkbKsLBYLdDod7HY71q1bh9tuu41lSUJobW31WUYsCAKWLl0aEDRn9hEREVHmEEURbW1tMJlMsNvtPnW3JR6Ph8kHceafEKK1qrK0tJSrA4mIiDJc2jUbVTpz5ox8+/Tp00kcCRGFa9u2bT6NMp9++mlUVVVh3bp1YTVFyjZSXU6v1ys/5vV6MXPmTIwePVo+eebnRURElDmUzS2luVFNTQ3WrFnjsx2TDxLDbDajp6cHTU1N8Hg8PvMyoD+I3tDQAFEUY95AlIiIiFJH2gbS3W43Dh06JN9XZqcTUWpSqzHpdrtRWFiIlpYWnnioUPvMvF4vKisrodPp4PF45BNslnMhIiJKf/7NLd1uN2w2G+x2O2pqauRgriAIqKqq4rwpAURRxLp16zQbje7ZsweiKMJgMPDnQURElMHStrRLS0sLenp65PsXXXRREkdDROHQqjH517/+FQBYlkSF1mfm9Xrlkzm3280GrURERBlC7SK6x+OBxWLBiBEj5B4zHo8HTU1NcDgcSRpp9gjVcJT9fYiIiLJD2gXSvV4vtm/fjs2bN8t1AgcPHoyioqIkj4yIQjEYDKiqqgp4/JlnnkF5eTlPBFVIdTm1moxJeAJHRESUGbQuons8HtTV1flkRvNiemIYjUbVGvUSltghIiLKDgkv7fLSSy9F/Bq3240zZ87gyJEjePPNN9Hd3S3XpdPpdJg3bx5ycnJiPVQiioNp06apPi6dCJpMJmal+zGbzSgqKoLFYtFcUswTOCIioswgXUS32WwBf/e9Xq9qmTyn08n5U4wp650D/eed/rXRJRUVFfz8iYiIskDCA+lr1qwJejU/FGUA3ev14uKLL8a///u/x2p4RBRnUpaV2vJYnghqKygogNVq9amZqjRv3jx+bkRERBkinIvoEl5Mjz1ls1dBEHD99dcH/TkMHToUbW1t7PVDRESU4ZJW2sXr9Ub0n0QKwnu9XkydOhUPPPAALrjggmQdBhFFoaKiQvVxnggGZzab0dzcrHoxcufOnVzWTURElEGki+jByrtJDccZvI0d/2avHo8Hu3fvDvqaTZs2YfHixSxVSERElOESnpEOQHNJXDivEQQBhYWFuPHGGzFnzpyQdYOJKHUos3vULFmyhCeCIbhcLtV/Q5nNT0RElHm0MtMFQUB9fT2Ki4v5tz/GVccnSwAAIABJREFUQjUWDYalComIiDJbwgPpNTU1Eb9Gr9dj+PDhyM/Ph9FoxJAhQ+IwMiKKJ//sHjWFhYUJHFF6MhqNEAQhYHkxs/mJiIgy04EDB3wuoguCAKvVitLS0iSOKnMFK0MYDiY3EBERZa6EB9I54ctuVqsVgwaF/tqtX78+AaOhRAonu6ejowMlJSUJGlF6MhgMsFqtqKur81mpw2XdREREmUdKRPBfjWYymZI0oswXrNlrOJjcQERElLmSUtqFiLJPONk969atQ1lZGQPCIZjNZphMJrS3twMAl3UTERFlKLVEBI/Hw4znOJPmWna7HVu3btUMqAuCgNtuuw1PP/003G43a9YTERFlOAbSKaFsNhsnlllKyu6RyruolSeRlsIC/SeORqOR3xcNBoOBK3yIiIgynFoigiAIzHhOAIPBAKPRqNrkXVJVVYVFixZhwYIFnLsSERFlAXbqJKKEMZvNaGlpwYYNG2C326HX632eFwQBHR0dKC8vx+LFi1FeXg6Hw5Gk0aaezs5ObNmyBZ2dnckeChERESWAlIjgH8xtbW1N0oiyRyT9fQwGA0pKSoIG0UVRRFtbG0RRjPlYiYiIKDEYSCeihJKye1wuF5YsWeJzYujxeNDY2CifsLjdbtTX1/OEA8C9996LhQsX4rHHHsPChQtx7733JntIRERElAAmkwmC8PVpm8fj4fwoAUL194mkFrrD4WCiCBERUQZgaRciSiiHw+FT3kWn0/k00PJvpiWVe8nmZbKdnZ1oaWnxeaylpQWXX345Zs+endWfDRERUaZTC+hyfhR/wfr7RFIL3T+zXUoUMZlM/PkRERGlmZgG0t95551Y7i4il156adLem4jC438iodW4SSmSbJ9MtW/fPtXH6+rq5BM5s9mc4FERERFRIqgFdDk/ij///j56vR5VVVWYNm1aRLXQeSGEiIgoc8Q0kG61WoM2Y4mn5557LinvS0ThC7VEVk1FRUXWn2TMmDFD8zlmNREREWU2tYBuuNnQNDBmsxkmk2lAjUR5IYSIiChzxKW0i39phnhLVvCeiCKjdiIh/f5q/bsxf/78hIwtlRUUFKC8vDygvIuEWU1ERESZTQrotre3AwCKi4uTPKLsYTAYBjTH4oUQIiKizBHzQHqig+hElD60TiS8Xi/q6upUX+NyuRI8ytR0//33o7KyEnv27MFTTz3FrCYiIqIs09raGjCHYmm39BCLzHYiIiJKvpgG0isqKmK5u5R3/vx57N27F6+++iqOHDmC7u5u5ObmYuzYsZg1axZKS0uRn58fl/d+5513sGfPHrz77rvo6urC+fPnMWrUKBiNRsyePRsmkwl6vT7i/R48eBAvv/wyDh48iOPHj+Ps2bMYPHgwRo4ciW9/+9u4+uqrce211yInJycOR0XZwP9EQjopVMMAsa+CggIUFBRgzJgxzGoiIiLKIqIowmazyf1l3G43bDYbioqK4HK5GJxNIFEUowqIDzSznYiIiJJP52UKeVQ+/vhjrF69Gh988IHmNiNHjkRNTQ1KSkpi9r6nT5/Go48+qtl8UDJ58mTccccdmDBhQtj7bWxsxN///veQ21544YVYtmwZCgsLw9q3KIq45ZZbAACbN2/mBJJkoiiivLxctW66IAiwWq3MtNIQ7UkcERERpZ8XX3wRK1as0Hye86bEcDgcXBVARESUBuIVixRispcsI4oiVq1aJQfRdTodLr30Utxwww2YOXMmBg8eDADo7u5GXV2dXMtwoE6fPo277rrLJ4g+btw4zJkzBzfeeCMuu+wyDBrUv8jg8OHDsFqtOHbsWMj9njt3DnfffbdPED0/Px/f/e535WMaN26c/NzRo0dx991349ChQzE5LspeWs1Hf/nLX+KFF17giQkRERFRGDweDx588EF0dnYmeygZSxRFOYgOfN3wXRTFJI+MiIiIEiUuzUYz3erVq3Hy5EkAwJgxY7Bq1SpMnDhRfv7UqVN4+OGH0d7ejr6+PjQ0NODJJ59Ebm7ugN63qakJn3zyCQBg8ODBWLJkCa677jqfbY4dO4ZHHnkEHR0d6O7uRn19PR577LGgDVmfeeYZHD58GEB/NsvChQthNpsxZMgQeRuv14u9e/di/fr1OHPmDM6dO4d169ahqalpQMdE2U2t+aher8e//uu/Mss6CGZDERERZZfi4mLodLqQ/agsFgsz0+NAFEXs2rUrIAGEDd+JiIiyCzPSI9TW1oZ3330XADBo0CDcfffdPkF0oD+be9WqVXIWd09PD5555pkBve/777+P1157Tb6/dOnSgCA6AIwdOxb33Xef/N7vv/8+XnnllaD73r17t3z7Bz/4AX7605/6BNGB/qz7733ve6iqqpIfczqdcDqd0RwOEYCvm49K9fz9632Looi2tjZm+igwG4qIiCj7GAwGrFy5MmhyDNCfmc55wcAp56DNzc2YP38+HnvssYDt2M+HiIgouzAjPUItLS3y7dLSUs2J09ChQ1FZWYlHHnkEALBz505UVlZG1QAUAFpbW+XbEydOxOzZszW3HT58OH7yk5+gsbERALB9+3bMmTNHddve3l4cP35cvv/9738/6DiuvvpqDBkyBOfOnQMAfPrpp5w80oBIzUelEkgTJkxAW1sbOjo6sG7duqzOupbqoOfl5cmNxNrb25kNRURElIVMJhMEQVAti6fEecHAKFf+BcOG70RERNkn5oH0Dz/8UL79rW99K+rAcSo6e/asT73zuXPnBt3+2muvxfr163H27Fn09PTgnXfeQXFxcVTvraxHfuWVV4bcXtng9L333sPx48cxZsyYgO3Onj3rc/+CCy4Iul+9Xo/hw4fLgXT2qqVYaG1tDXrCImVdm0ymrDlZUTuJ08pCYzYUERFR5tPqLeOP84Lo+a/807Js2TLcdNNNWTMvJSIion4xL+1SU1ODpUuXYunSpThx4kSsd59UHR0dOH/+PID+jPMpU6YE3T4nJwdTp06V7+/fvz/q9+7u7pZvqwXE/Y0aNQo5OTkh3zs/P19ujgoAR44cCTmOU6dOyff9y9oQRSrcExYpuyobaH0mXq834OIVs6GIiIiyg9RbJpSKigrOC6IUzsUKQRAYRCciIspScamRHkmW8i9+8Qv84he/wO23357ygXep0ScAXHLJJWFNZCdNmiTf/vjjj6N+72gyv5Wv0QqQDxo0yCfD/Q9/+AO+/PJLzX3+/ve/h8fjAdDf9Ojiiy+OeFxESsyuChTuZwIANpst60reEBERZSP/3jJqBEGAxWJJ4Kgyi9FoDFmH/uabb2YQnYiIKEvFpUZ6qMmHklSfW6fThR04ShZlID2crHAA+OY3v6n6+kjl5+fLr1fWNNfS1dWFvr4++X6wIP6iRYvw9ttv4+zZs/jggw9QXV2Nn/70pygsLITBYMCpU6fgdDrxpz/9CQcOHADQX8e6pqYm4uM4efJkxK8JhRPZ9CZlVwX7/c+2rGuj0QhBEOSLVlr0en3U5aKIiIgo/Ui9ZVavXo3du3cHPL9w4cKsmS/Fi06nC5rEtGDBggSOhoiIiFJJXALpXq83omB6uujp6ZFvjxw5MqzXjBo1Sr59+vTpqN978uTJePfddwEAb775Jn7+858H3b6trc3nfrD3njBhAhoaGvDAAw9AFEUcPXoUa9asUd32ggsuwJw5c/Czn/0Mw4cPj/AogDvvvDPi14Tyl7/8Jeb7pMSqqKjAtm3bVIPpgiCgubkZBQUFSRhZchgMBixcuBB2uz3odkuWLOHJMhERURZ66aWXAh5jNvrA2e32kIkMixYtQm1tLVcEEhERZaG4lHbJVMqSJ8q64sEotwtWMiWUq666Sr794YcfYu/evZrb9vb24o9//KPPY/5NRf1NnDgRTzzxBH71q19h6NChmttdccUVmDNnTlRBdCJ/DocD5eXlsNvt8Hq9qg18PR7PgMoipSuLxRKyfFRhYWGCRkNERESpQivYe/311ydhNJlDFEVs3bo15HZutxv19fUQRTEBoyIiIqJUEpeM9Ez11VdfybcHDQrvo1M2/Dx37lzU7z19+nQUFhaio6MDALB27Vq43W7MmTPHZ7vjx49j9erV+Pzzz30eV45dzalTp7B582a88sor6Ovrw6hRo1BYWIgRI0agt7cXhw4dwvHjx7F3717s3bsXN910E/7jP/4jrDrxSo888ghGjx4d0WsoM/k31PR4PHjppZdUy7zU1tbCarVmVeaPVAe1rq5Oc3lxR0cHSkpKEjwyIiIiSpZgwd7du3fj5ZdfZrZ0lJxOZ8hsdInb7YbT6eTKQCIioizDQHoElNnlyvrjwZw/f16+PWTIkAG9/5133ok77rgDLpcL586dwyOPPIKtW7di6tSpGDJkCI4ePYoDBw6gr68PgiDgiiuukEu8DBs2THO/n332GaxWK06cOIGcnBz8+te/xo033ugTJPd6vWhtbcXjjz+OM2fOYNeuXRAEAb/+9a8jOobRo0dzwkkA1BtqejweLFiwAH/+858DHq+vr4fJZMqq74/JZIIgCJr149etW4eysrKs+kyIiIiyWahgr5QtnW1zplgIp2+PRK/Xw2g0xn9QRERElFJY2iUCypInoTK81bYLVjIlHGPHjsXDDz+MiRMnyo8dPXoUe/bswa5du7B//3709fVh2LBhWLZsGaZMmSJvd8EFF6ju0+12w2az4cSJEwD6ay6XlZUFZJrrdDrMnj0btbW18mM7duxAZ2fngI6Jspd0sqKk1+sxc+ZM1e2lzJ9sonaxQSkbPxMiIqJsJjUkD4bzg+hIqwGl+aler8fcuXMDen8JgoDa2lpeqCAiIspCzEiPwIgRI+Tb3d3dYb2mq6tLvp2bmzvgMVx00UVYs2YN/va3v+Fvf/sb3nvvPXR3d0Ov12PMmDGYMWMGysrKMGbMGDz22GPy677xjW+o7u+1117DRx99BAAYP358yNqKxcXFuPzyy/H2228D6F9Cmk1NICl2pJMVqbyLXq9HbW0tJkyYoLp9tmX+iKKIU6dOBc2MyrbPhIiIiKBZ8k3C+UH0zGYzTCYTnE6n/Bm+/PLLAXMxk8mUhNERERFRsjGQHoHx48fLt48fPx7Wa7744gvV1w+EIAiYPXs2Zs+eHXS79957T76tzE5XevPNN+Xb06dPD+v9L7vsMjmQrnwPokj5n6wYDAa5HJG/ioqKrMn8aW5uRlNTEzweD3Q6HQRBkG/rdDp4PB4IgoCqqqqs+UyIiIiof7VaqED6vHnzOD8YAIPBIH9+bW1tqqUIWR+diIgoO7G0SwSUgfCPPvoorPp577//vnxbK9M2Hk6ePIlPP/1Uvl9YWKi6nVTSBfDNuA8mLy9Pvt3b2xvlCIn6GQwGlJSUyCcjaiVfBEGAxWJJxvASzm63Y+3atXL9U+lkuaGhATt27EBVVZUcWG9qaoLD4UjmcImIiCiB1OZJ/nbu3AlRFBM0oswhiiLa2tp8PjutUoTM+CciIspODKRHoLCwEDk5OQCAL7/8MmQ29vnz53Ho0CH5/mWXXRbX8Snt2bNHDsSNHz9eMyNd2QC1p6cnrH27XC75tlbtdaJoqdWntFqtWZH1I4oiGhsbAx73eDx4//330drainXr1sm/21JDMZ4sExERZQf/eZIa1kiPnMPhQHl5ORYvXozy8nI5UUFtXsr66ERERNkrrqVd/BuzxHr7RBs2bBiKi4vl0hMvvvgipk2bprn9a6+9hrNnzwLor49+6aWXJmScZ86cwbPPPivfLysr09z2m9/8pnz7n//8Z1j7379/v3z7wgsvjGKEROpEUYTT6URPT4+ciR1q+XImcTqdcpDc35NPPqn6uHSyzBM6IiKi7GA2m1FUVASLxaI6bxAEgRnTERBFUe7ZA/TPrWw2G4qKilBQUKBaipCIiIiyU1wC6VJA/P/9v/8XcumhUqTbK99v48aNEb8uGvPnz5cD6bt378YPfvADXHLJJQHbffnll9iyZYt8f968eVEdW6TcbjfWrFkjN0OdMGFC0EB6cXExnn/+eQDAJ598gpdeeilow9H29na5PjoAXHHFFTEaOWU7h8PhcxIj8Xg8PiczmUxaPhxO2SgJlxcTERFlH5fLpXnxPZuSEGLB6XSqzj8rKytRWVkJi8XiUzediIiIslfcSrt4vV6cOHECx48fD/pfpNuH2k+8zZgxA9/5zncAAH19fXjggQcClk66XC7U1dXh6NGjAPprjy9YsEBzn7t378YPf/hD+T8t//d//4etW7fi2LFjqs9//PHHuOeee/D6668DAHJyclBTUyOXo9E6nosvvli+//jjj2PHjh0Bk0mv14u9e/eivr5efsxgMOB73/ue5r6JwuWfCeTP4/HAYrFkfD1w/+XDoVbpcHkxERFRdgpWK93r9bK0SwS0Pkuv1wu73e5T6oWIiIiyW9xKuySqTEsyMi6WL1+OO++8EydPnsTx48dRU1ODSy+9FGPHjoXL5cLbb7+Nc+fOAegPdK1YsQK5ubkDft/Tp09j27Zt2LZtG8aPH49LLrkEI0aMQG9vL44cOeIzYc7JycHKlSsxderUoPvU6/VYtmwZVq5ciXPnzuGrr77C+vXr8Yc//AHTpk1DXl4eent7cfDgQZ8LFjk5OVi+fHnQID1RuNQygfx5PB7U19fDZDJldOBYuXw4Ly9Pddm2IAior69HcXFxRn8WREREpE66+G6z2VTnCVytFj6DwYBbbrkFmzZtUn1e6kmT6XNQIiIiCi0ugfRMX05oMBjw4IMPYvXq1fjggw/g8Xh86oZL8vPzUVNTg+Li4piP4ZNPPsEnn3yi+tzkyZPxm9/8BpMnTw5rX1OnToXNZsOjjz6KTz/9FABw8uRJvPbaa6rbjx07FnfccQeKioqiGzyRn7y8vLC2y5Z64Mrlw1arFQ8++KDP82VlZSgtLU3G0IiIiChFSBff7XY7tmzZ4nMO1traCrPZnMTRpQ+Hw4Gnnnoq6DbZMgclIiKi4GIeSK+rq4v1LlPShAkTsHr1auzduxevvPIKjhw5gu7ubuTm5mLs2LGYNWsW5s6di/z8/Ji954wZM2C1WrF//34cOnQIXV1dOHXqFAYPHozRo0djypQpuPbaa3HllVdGXI+9oKAAjz/+ON544w28/vrrOHz4ME6ePImzZ89i6NChGDlyJCZPnoyZM2fi2muvxaBBce1TS1nG5XKFtV021gM3mUwBddN37tyJqqoqnswRERFlOYPBAIvFgm3btslzhWxZxRcLUnnBUIlgOp0u6+agREREFCjm0dDp06fHepcpKycnB9dff33Q5pzhmDt3LubOnRtyu2HDhmHWrFmYNWvWgN5Pi16vxzXXXINrrrkmLvsn0hJOk01BELKyHrha2RtmRREREZGkvb2dc4UohVNeEEhc2VIiIiJKbXFrNkpEFC7/Jpv+BEGA3W7PyiXKag2wsjEzn4iIiAI5HA7U1tYGPM65QniCNW1V8ng8bOBKREREDKQTUWowm81oaWnBhg0bUFNTI5/U6PV6WK1WFBQUJHmEyeF/kUGv12dlZj4RERH5ksqS+Dcb5VwhfP7zLK3Mc16YICIiIiBOzUaJiKIhNdksKSlBWVkZnE4n8vLy4HK5IIpiVp0QiqIIp9MJo9EoNxOT7mfT50BERETqtMqS2Gw2NiWPgP88q7W1FXV1dXLddJ1Ox940REREBICBdCJKUQaDAa2traivr4fb7Zazq7KhvIvD4VA9bp7AERERkSQvL0/18QkTJiR4JOlPSuYAvg6sb9y4Ec8++yw8Hg+ampqQm5ubFfNQIiIi0sZAOiWU1WrFoEGhv3br169PwGgolXV2dsJms8nLld1uN+rr62EymTI6oCwt05YyzLLluImIiCgyLpdL9fEXXngha0vixZLD4ci6eSgREREFxxrpRJRyHA4HLBZLQM1Pt9ud8Y2e1JZpZ8NxExERUWSMRiMEIfB0btu2bRBFMQkjyhx2u53zMSIiIgrAjHRKKJvNxiwOCkqrcRaQHY2e8vLyIAiCz/Fnw3ETERFRZAwGAxYuXAi73e7zuBTw5Zw7OqIoYuvWrQGPcz5GREREzEgnopSi1ThLEATU1tZm9Emhw+HAokWLfILogiCgoqIiiaMiIiKiVGWxWKDX630eY8A3eqIoYteuXaoJHRUVFRk9DyUiIqLQGEgnopSi1Tjrt7/9LcaPH5+xS5X9a6NLPB4P7HY7ysvL4XA4kjQ6IiIiSkUGgwG1tbVyMF1qUs6Ab3hEUURbWxtEUYTD4UB5eTkee+yxgO0EQYDFYknCCImIiCiVsLQLEaUUrcZZNpsNwNcniGazOZHDijutTHwJm1wRERGRGrPZDJPJBKfTCaPRyHlCmBwOh5zEINWa1yotyIsTREREBDCQTkQpxmg0Qq/XawaVMzWgHOq4AdY8JSIiInUGg4Hzgwj4rwRUC6ADwLJly3DTTTfxsyUiIiIALO1CRClGWqIsZQapkQLKmSSc42bNUyIiIqKBC7USEOifdzGITkREREoMpBNRyjGbzbDb7dDpdKrPC4KQkQFl6bi1LFmyhCdzREREJFPW+AaAzs5ObNmyBZ2dnUkeWWqTVgIq6XQ61ponIiKioFjahYhSUkFBASorK1UDy16vNwkjSgytGvEAUFhYmMCREBERUSpT1vjW6/UoKirCP//5T/n58vJy3H///UkcYepqbW31Keei0+mwcuVK1ponIiKioJiRTkQpy2KxqGale73ejCvtIjEajarlXVjWhYiIiCT+Nb7dbrdPEB0AWlpamJmuQvrslIkZXq8XPT09MBgMKCkpYRCdiIiIVDGQTkQpTS37PJODyq2trQHHLAgClxcTERGRLJwa3wCwb9++BIwmvWh9dk1NTXKJHCIiIiI1LO1CRClLK+u8oqIiI4PKahlSOp0OdrsdBQUFSRwZERERpZKDBw+Gtd2MGTPiPJL0I63+U5Z2AQCPxwOn05mRc0wiIiKKDWakE1HK0moENX369IzMGLLb7QEZUl6vN2jddCIiIsouoiiiqakp5HalpaW8EK/CYDCguro64HFpxaN/A1ciIiIiCQPpRJRSlCcvBoMBtbW1cs1wnU4HnU6HFStWoLy8HA6HI8mjjZ3Ozk5s2bIl4PFMLmNDREREkQu3rMuPf/zjBIwmPVksFtTU1MhzTL1ej9raWrS2tqK8vByLFy/OuLkmERERDVxMS7usXbs2lrsLm06nU80qIKL04nA45MZZ0gkNALnhqNfrlcueuN1u1NfXw2Qypf0SXIfDAZvNploPPlPL2BAREVF0pBV7wYLpvBAf2qJFi1BWVgan0yl/VuXl5T4NXDNlrklERESxEdNA+osvvigHvBLF6/UykE6UAaT64MqTF5vNBp1Op3mi6Ha7076WpXTc/nU6gf4moxaLJQmjIiIiolQlrdhTJh/MmzcPO3fuhNvthiAIqKioSPYw04LBYJDnkW1tbQFzzkyYaxIREVHsJLW0i5RdqswyjeX2RJQ+1JYpezyekEuX8/Ly4jmsuNNanq3T6WC1WnniRkRERAHMZjNaWlqwYcMGtLS04P7770dLS4t8Ad5ut2P+/PksTRIBtd48zOwnIiIipZgH0v2D3cH+A76ueazT6UJur9xWei8iygxqJy+CIAQ85i/dG3EajUbVlTxerxdFRUVJGBERERGlA4PBgJKSEp+L7lu2bJFXuXk8HtTV1bFpZpikTH9p7imVGWRSAxEREUliWtpl06ZNYW/b0dGBJ554AmfOnIHX60V+fj5MJhMKCgpw8cUXY/jw4QCA3t5efPrpp+js7ERraytOnToFnU6H3Nxc/PKXv2SgiShDqC1TlmqkK0u+KGVClpDBYEBpaSl2794d8NwzzzyDX/ziFzyBIyIiopBaW1sDEo28Xi/a29tRWlqapFGlF7PZDJPJJNdN5xyMiIiIlHTeJKR1v/7663j44YfR19eHwYMHo7KyEj/84Q9DZp663W5s374dW7duxVdffQW9Xo+77roLs2bNStDIKRqiKOKWW24BAFx44YUYNCj09Zv169fHe1iUokRRDDh5kR7r6OjAunXrfALtZrM5ySMeuM7OTixcuFD1uUw6TiIiIoqP5uZmrF27VvW5hoYGBtKJiIgoqyhjkZs3b47ZxfGYZqSH49NPP8Xq1atx/vx5DBs2DPfddx8KCwvDeq1er8fNN9+MadOm4b777sPZs2exevVqrFmzBhMmTIjzyIkoEZRNn/wfKykpwVVXXYV9+/ZhxowZKCgoSNIoY6ugoAClpaV48cUXA55zu92or6+HyWRiVhQREREFsNvtmkF0QRBQXFyc4BERERERZaaEB9KlbHKdToef//znYQfRlQoLC/Gzn/0MTzzxBPr6+rB161asWLEiDqOlWLPZbAwGUtQcDkdA6ZdMyNR2OBzYs2eP5vNutxtOp5O/O0RERORDFEU0NjaqPicIAhuXh0FtNSQRERGRmpg3Gw3mzJkzeP311wEAw4cPx4033hj1vm666SYMHz4cXq8X//jHP3DmzJlYDZOIUpAoij610qVM7XRvoOV/XGoyoRY8ERERxZ7T6ZSbiyrpdDrY7faMSDiIJ4fDgfnz52Px4sWYP38+HA5HsodEREREKSyhgfSOjg6cP38eOp0OBQUFYdXK1jJo0CBMnToVANDX14cDBw7EaphElIKcTmdAsFnK1E5nascF9GeRAV/XSGeGFBEREfkzGo2qfaaqq6szpgRerImiiLa2NnR2dqKurk6+EOHxePDggw+is7MzySMkIiKiVJXQ0i4nTpyQb+fl5Q14fyNGjFDdNxFlHulEURl0zoRMba3jam5uhsvl4jJjIiIi0mQwGFBbWyuvbhMEAdXV1bBYLMkeWkpSlgnU6XTwer0B21gsFlitVmbzExERUYCEBtJdLpfq7Wj19PTIt0+fPj3g/RFR6mptbfVZuiwIQkZkavufAEvLWqCCAAAgAElEQVQZ6MwiIyIionCYzWaYTCbW+Q7Bv5yeWhAd6M9MZ6N3IiIiUpPQQHp+fj6A/knLe++9JweNotHX1+ez7C4WGe5ElJqkEx/lCY/X60VRUVESRxU7WifAbH5FRERE4TAYDDAYDHLZEs4dAmmV01PjdrvR3t6O0tLSOI+KiIiI0klCa6RfdNFFAPqb35w5cwa7d++Oel8vvviiT4NRad9ElHnUTny8Xi8sFkvGNIUyGAwoKSmRT3odDgfKy8uxePFilJeXZ8xxEhERUXxw7hCcWj15nU4n96XxZ7Va+RkSERGRj4QG0ouKiuTMca/Xi82bN+Pw4cMR7+fw4cPYvHkzdDodgP5s9EzJTCWiQFqNtKSlt6IoJmFU8SGKIl588UWfpcdutzvjjpOIiIhix79sCecOgaRyetKcUq/XY+XKlXjhhRdgsVgCAur8DImIiMhfQgPpgiCgvLwcXq8XOp0Ovb298uRFq0adktfrRUtLC1atWoWzZ8/K+5k/f75mJgERpTepvMmSJUtUf8/dbjecTmfiBxYHUibZihUrAjLwM+k4iYiIKLbUVu9x7hDIbDajpaUFGzZsQEtLC8xmMwwGA5YuXYr6+vqA7fkZEhERkVJCa6QDwL/927/h1VdfxWeffQadToezZ8/iiSeewH//93/DZDJh6tSpuOiiizB8+HAAQG9vLz777DMcOnQIra2t6O7ulgPoAHDxxRfjxz/+caIPg4gSoLm5GU1NTfB4PNDpdKoX3ARBSOseCdKFgry8PJ9MMn96vR5GozGxgyMiIqK0IK3eU84jOHdQJ9WT91dcXMzPkIiIiIJKeCA9JycHDzzwAKxWK44dOyYHx7q6uvD888/j+eef13ytFESTXjN27Fg88MADGDQo4YdBRHFmt9uxdu1a+b7WqhWPx4NFixahtrYWZrM5UcOLCYfDIQfPBUGAx+PR3LaiooJNw4iIiEiVVLZEmlfo9XpUVVXJ2dScQ4Sm9hnW1tbysyMiIiKZzhtOTZU46OrqQmNjI9588005uxzQDpZJ20jPX3nllaiursaoUaPiP1gaEFEUccsttwAANm/ezMkohSSKIubPnx80sOxPr9ejpaUlbb5foiiivLxcMwNdSRAEvPDCC2lzbERERJQc0kq3N998E0899RQ8Ho8cEE63hINkkT5Do9HIuRcREVGailcsMmmp3KNGjcK9996L1157Ddu3b8eBAweCbi8F0IuKivCjH/0I11xzTSKGSURJ4HQ6IwqiA1/XsEyXEx61WqYAAjLTmQ1FRERE4TIYDPjTn/6ETZs2yY9JTTNNJhPnE37UguZapV+IiIiIkl4T5ZprrsE111yD48eP48CBA3jvvffQ3d2N06dPAwByc3MxcuRITJkyBUVFRRgzZkySR0xE8aZW5xOAZp10IP1qWGrVMm1ubobL5UJeXh5cLhezoYiIiChsdrvdJ4guSbeEg0RQlthj1j4RERGFI+mBdMmYMWMwZswYzJkzJ9lDIaIk869RKQgCqqurMW/ePLS3t+Mf//gHnnnmGTmoLghC2mVta9XhLCgoSPbQiIiIKA2JoujTX0ZJEIS0SjiIt87OTthsNnkVILP2iYiIKBwpE0gnIlIym80wmUwBy22Li4thtVoDMtNNJlMyhjkgasfIupxEREQUDafTqbly7+abb+a84v/ncDh8gugSZu0TERFRKAykE1HKUqtRqVZb3OPxpO2Jj/IYucSYiIiIomU0GgN6rUhuv/32JIwo9YiiiPr6etXPiFn7REREFIqQ7AEQEUVCqi2ulG710dVIJ3bSRQJpibEoikkeGREREaUDg8EAq9UKnU7n87hOp8Of//xntLW1Zf28QqvZu6S1tTWBoyEiIqJ0kxIZ6X19fTh48CDeffddfP755+jp6cHZs2cBAHV1dUkeHcWS1WrFoEGhv3br169PwGgoHWnVFk/HbHSJKIrYtWtXwIkdlxgTERFRJMxmM4qKimCxWOSsa6/Xi40bN2Ljxo1Zv+JNq6E90L/CkXXSiYiIKJikBtK//PJLPPfcc3j++efhcrl8nvN6vQHZFJJXXnkFzc3NAIARI0bg0Ucf1dyWiDKTVANUqxZoutCq0wlkRqY9ERERJZbL5VKdVwBsqiklZGjNvZjEQERERMEkLZD+4YcfoqGhAUePHpUDYeEGw2fOnIn169fj7Nmz+OKLL/DWW2/hiiuuiOdwKUZsNhsnpjQg/rUt0zl7SBRF1NXVqV4MEAQBVVVVaXdMRERElFzBaqUDDBYDwc87Ozo6UFJSksDREBERUbpISo30I0eOoLa2Vg6iSxMZr9cbVnbpsGHDcO2118r3X3vttbiNlYhSi1ptS+mEMN20t7er/pun0+ng8XjQ1NQEh8ORhJERERFRujIYDLjttts0n8/mFW+iKMJmswWtk75u3bqsryVPRERE6hIeSP/qq6/wwAMPoLe3V37skksuQXV1NTZu3Ij169eHFUy/+uqr5dv79++Py1iJKPXk5eVF9Hgq8y9pJZH+DWTDUSIiIorGlVdeqfq4TqdL+94yA9He3q6ZqS9J1wQNIiIiir+El3b5y1/+guPHj8tZ6D/84Q9x2223QRD6Y/rHjx8Paz/Tp0+HTqeD1+vFsWPH0N3djZEjR8Zt3ESUGrSCz1qPp7Jwgv9cfk1ERESR0mqqKZ1zkbZsztgnIiKi4BI+k3r++eflIPpVV12F22+/PaoJ3bBhwzBmzBj5/scffxyzMRJR6pJODP21tbUlYTQDU1xcHLI3BE/miIiIKFJSU03/86xsX+0Wau7FHjVEREQUTEID6UeOHMGJEyfksgW33nrrgPY3btw4+faxY8cGtC8iSg8GgwFVVVUBj2/atAnNzc1JGFH0DAYDVq5cGfRi4pIlS3gyR0RERBEzm82ora0NeDybS5dIcy+tYDp71BAREVEwCQ2kf/DBBwD6a/N961vf8gmER+OCCy6Qb585c2ZA+yKi9DFt2jTVx5uamtIiw0oURbS1tUEURZjNZrzwwguYO3eu6raFhYUJHh0RERFlAofDgfr6+oDHs321m9lsxpYtWzSD6dmetU9ERETaElojXVnD+KKLLhrw/nJycuTb586dG/D+iCg9GI1GCIIQ0CzK4/GkfD1x6aTW7XZDEAQsXLgQ8+fPx0svvRSwbbaf6BIREVF0Ojs7YbPZAuZKer0+q5uNSkaPHi3321LDHjVERESkJqGB9K+++kq+rQyCR6u3t1e+PWzYsAHvLxLnz5/H3r178eqrr+LIkSPo7u5Gbm4uxo4di1mzZqG0tBT5+flxee933nkHe/bswbvvvouuri6cP38eo0aNgtFoxOzZs2EymVRrSIfr8OHDaG1tRXt7O06cOIGenh7k5eVh5MiR+Pa3v43p06fju9/9LkaNGhXDoyIK344dOwJODIH+upapHHgWRVEOogP9gX+73Q673a66fUVFBU/giIiIKCIOhwN1dXWqQWKbzYbS0tIkjCq1OJ1O1bmkJNXnlERERJQcCQ2k5+XlybeV2enR+vzzz+XbI0aMGPD+wvXxxx9j9erVcqkaSVdXF7q6unDw4EE8++yzqKmpQUlJScze9/Tp03j00Uexb9++gOeOHTuGY8eO4Y033oDD4cAdd9yBCRMmRLT/7u5uPPXUU9izZ0/AcydPnsTJkyfxwQcfYPfu3SgvL8fixYujPRSiqNntdqxdu1bz+dbWVpjN5gSOKHxOp1MOoociCAIsFkucR0RERESZRBRFzSC6IAgoLi5OwqhSiyiKOHXqFPR6vea8jA1HiYiISE1Ca6RLGcxerzcgCB0pl8uFTz75RL4fi1Ix4RBFEatWrfKp937ppZfihhtuwMyZMzF48GAA/UHpuro6tLe3x+R9T58+jbvuussniD5u3DjMmTMHN954Iy677DIMGtR/XeTw4cOwWq0RNWA9fvw4li9f7hNEHzt2LK655hrcdNNNuO666zB16lT5+IiSQRRFNDY2aj7v8Xhgs9lStqal0WgMe7XIwoULeQJHREREEWlvb9csVwL0JxxkM4fDgfLycqxYsQIejyeg4bsgCFi6dCkWLVqUpBESERFRKktoRnphYaFci66npwft7e1RZ0Xs3r1bniQOGTIEkydPjuVQNa1evRonT54EAIwZMwarVq3CxIkT5edPnTqFhx9+GO3t7ejr60NDQwOefPJJ5ObmDuh9m5qa5AsHgwcPxpIlS3Ddddf5bHPs2DE88sgj6OjoQHd3N+rr6/HYY49pNtKRnDlzBitXrpQD75MmTcKvfvUr1SaHZ8+eRVtbW9AJOlG8hFqGC3xdLmXp0qUJGlX4DAYDamtrVWuWKul0OmajExERUUx5PB7U19fDZDJl5cX6f/zjHz5zMK/XC51Oh4aGBkyYMAEulwtGozErPxsiIiIKT0Iz0nNzczFlyhT5/pYtW6IKyJ44cQJ/+tOfoNPpoNPpcPnllwdkE8RDW1sb3n33XQDAoEGDcPfdd/sE0QEgPz8fq1atwrhx4wAAPT09eOaZZwb0vu+//z5ee+01+f7SpUsDguhAfwb5fffdJ7/3+++/j1deeSXk/p9++mm5TM53vvMdPPTQQ6pBdKC/Fv3s2bPxve99L5pDIRqQcDO6t23blrJZ6WazGVVVVckeBhEREWWg4uLioOdFUhPNbHPvvffi17/+tWqj+vz8fBQUFKCkpIRBdCIiIgoqoYF0APjRj34k3z506BAef/zxiF7f1dWF//zP/8Tp06flIHyi6iG3tLTIt0tLSzUb0AwdOhSVlZXy/Z07d4ZdF1mNcgnmxIkTMXv2bM1thw8fjp/85Cfy/e3btwfd9wcffIC//vWvAPqD5MuXL8fQoUOjHitRPBkMhrCC0Kl8khiqPA3QnyGVquMnIiKi1GUwGGC1WjUTD/R6fdY10ezs7PQ5j1PKxs+DiIiIopfwQPr3vvc9OYvb6/Xif//3f7FixQo501vLl19+iR07dqCmpgYffvihTzZ6UVFR3Md99uxZn3rnc+fODbr9tddei2HDhgHoz0p/5513on7vQ4cOybevvPLKkNsrG5y+9957OH78uOa2O3bskG/fcMMNzMKglCaKYshSRUBqnxSFql0KpPb4iYiIKLWZzWa0tLRgw4YNqKmpkYPqer0etbW1WTffV/aYUhIEISs/DyIiIopeQmukS2pra7F8+XL09PQAADo6OmC1WjFy5EhceOGFPtuuX78en376KQ4ePIi+vj65lp3X68U3vvEN3HHHHQkZc0dHB86fPw+gP+NcWaJGTU5ODqZOnYq3334bALB///6o68F3d3fLt8eMGRNy+1GjRiEnJ0ce7/79+1UD/263G6+++qp8//vf/35U4yNKBIfDgfr6etXVHTqdDoIgwO12p/1JYrqPn4iIiJLPYDDAYDCgpKQEZWVlckJQtOcj6WzGjBmqj69btw4zZ85M8GiIiIgonSUlkD5u3Djcc889qKurQ1dXlxwY7+rq8gkae71e7Nq1S74NwCeIfs899yA/Pz8hY5YafQLAJZdcElad5kmTJsmB9I8//jjq946mjrzyNUeOHFHd5siRI+jt7QXQf3Fg0qRJOH/+PHbv3o1XXnkFn3zyCXp7e5GXl4eJEyfi6quvxvXXX4+cnJzoDoQoSqIoagbRgf7vu9frhcVigcViSekgtFS7VKvZqM1mQ2lpaYJHRURERJmqtbVVnkdJF+wTVRozFRQUFKC8vNynvEt5eTmD6ERERBSxpATSgf4JzZo1a9DY2Ig333wTAOSSDWqlG6QAutfrxeWXX45ly5Zh1KhRCRuvMpAeTlY4AHzzm99UfX2k8vPz5dcHK9Mi6erqQl9fn3xfK4jf2dkp37744otx9OhRPPTQQ/joo498tjtx4gROnDiBtrY2/M///A9++9vfYvLkydEcCk6ePBnV64JJ5aApxYbT6VQNoisD0h6PB9u2bYPFYkn08CIi1S612WwBwXS9Xp+VmWJEREQUH/7JCG63G/X19TCZTFk1h77//vtRWVmJffv2YcaMGSgoKIAoij6Z+tn0eRAREVF0khZIB/pLkNx77704fPgwtm/fjvb2dnR1daluO3z4cBQXF+MHP/gBpk+fnuCRQi5DAwAjR44M6zXKQP/p06ejfu/JkyfLNeTffPNN/PznPw+6fVtbm899rfcWRVG+rdPpcM899+CLL74AAIwfPx5TpkyBIAhwOp14//33AQDHjh1DbW0tHnroIUyaNCniY7nzzjsjfk0of/nLX2K+T0otRqMRer3eJ5iultUtNRlNxxMhlnQhIiKiWFNLRkjn+dJAFBQUYPTo0XA6nWhubkZjY6O8ilcQBFit1qzK1CciIqLIJTWQLpk8ebJc6/zzzz/HF198gZ6eHvT19SEvLw8jR47Et771LQhCwnujyr788kv59uDBg8N6jXI75esjddVVV+G5554DAHz44YfYu3cvZs+erbptb28v/vjHP/o8dvbsWdVtz5w5I98+fPiwPOalS5cG7H///v1oaGiAy+XCl19+id/97nd4/PHHMWhQSnyFKMMZDAbU1tb6LEuuqqpCU1OTz8lhOjTplDLDlBcBBEFAc3MzCgoKkjgyIiIiyjRqyQhAf/+nkpKSJI0qOYL12/F4PFmZqU9ERESRSbko6Lhx4zBu3LhkDyPAV199Jd8ON3isrCV+7ty5qN97+vTpKCwsREdHBwBg7dq1cLvdmDNnjs92x48fx+rVq/H555/7PK4cu5JacH/ZsmUwmUwBj1922WW4++67sWLFCng8Hnz22WfYs2ePahPTYB555BGMHj06otcQAYDZbIbJZILT6YTRaITBYEBubm5Azc9UP/lRywzzeDxwuVxJGhERERFlqtbWVtXA8bp161BWVpby86ZYCdVvB8jeTH0iIiIKX8oF0lOVMrtcWX88mPPnz8u3hwwZMqD3v/POO3HHHXfA5XLh3LlzeOSRR7B161ZMnToVQ4YMwdGjR3HgwAH09fVBEARcccUVcomXYcOGqe7TP7N+ypQpqkF0ybRp0zBr1iz87W9/AwDs3bs34kD66NGjOTmlqBkMBp/vj1pwPdWpZYalQyY9ERERpRcpeKwm24LGWv12lDgfIyIiolCSVyslzQwdOlS+rZXh7U+5nfL10Rg7diwefvhhTJw4UX7s6NGj2LNnD3bt2oX9+/ejr68Pw4YNw7JlyzBlyhR5uwsuuEB1n/5jmjVrVshxXH311fJtKUOeKJkMBgNKSkrS5kRQKlOj1+sBsDY6ERERxUew4HG2BY2lRAYtgiBwPkZEREQhJTwjfe3atfLt/4+9e4+Ooj7/B/6eWYIJhgRh5GKhrBXCndgatHxdfiJBJey3p2s5vWg2rVJtaSFARUuzoFZLki+CEllKKUg930NM+q3Hstou4jlQEKJtJVqDIpgAXQmKwBiSEBM02ZnfHzkz3c3O5rqZveT9OofTvczOPEsx5zNPns/zjBgxAvfcc0+ni5pwGhsb8fzzzwNoH5S5fPnyiMVoZOjQofrj+vr6bn0mcHBqampqn2O47rrrUFJSgjfeeANvvPEGampqUF9fD4vFgpEjR2LWrFnIycnByJEjsWnTJv1zI0aMMDxfWlpa0PNx48Z1GcNXv/pV/XFLSwuam5sxZMiQXn4jot6RZTmuqtA7isdKeiIiIoovaWlpEARBH6gZ6J577hlQ64+O83YEQQAAqKoKURSxfPlyDholIiKiLpmeSN+/f7++cAGAU6dOoaCgoNsDPDVXrlwJOld/J9LHjh2rP75w4UK3PnPx4kXDz/eFKIqYM2dO2GGjmpqaGv1xYHV6oI4xhWsBE6hjFXtLSwsT6WQaWZZRWlqK8vLyoL7o8Xjj07FNDREREVGkaIM1jZLooijC6XRGIarocjgcuHz5MjZv3hz096IoCtxuNxYsWMC1GREREXUqaq1dVFWFqqp45513sHbtWjQ1NfX6PGYITDp/9NFHXfbYA9p/SaDpTrV3pNTV1eHjjz/Wn0+ZMsXwuMDqcgBobm7u8twtLS1Bz8O1jSGKNI/Hg4ULF6K0tFT/78/v96O4uBiyLEc5OiIiIqLY0NlgTYvFApfLNSATxrIsY8uWLYb3j1rPeCIiIqLORC2RLgiCvtXwxIkTKCgoQF1dXbTC6dKUKVOQlJQEoL0aPrDi20hrays+/PBD/fnMmTP7Nb5ABw8ehKIoANp/ARCuIn306NEYPXq0/ry2trbLcwceM3To0D73fifqDu2GUPt3HYg3PkRERET/Ea43uiAIyM/Pj8udfJHAnvFERETUV1EdNjps2DAA7Yu6jz76CL/85S/xySefRDOksFJSUpCZmak/379/f6fHv/nmm3r1dmpqKqZPn96v8Wk+//xz7N69W3+ek5PT6fGBw0P//ve/d3n+wGOmTZvWiwiJei4Rb3xkWUZlZSWqq6tRWVnJqnoiIiKKiHCDNVVVhdvtHrBrjnB/Lxw0SkRERN0VlUS6tp3u0UcfxYQJE6CqKgRBwIULF7B69WqcPHkyGmF1aeHChfrjffv24aOPPjI87sqVK3jhhRf05wsWLOjVQNWe8vv9KCkp0Yehjhs3rstE+sKFCzFoUHur/JMnT6KioiLssSdOnMA//vEP/Xl2dnYEoibqWrgbH61Herzd+OzatQsLFy7EkiVLcO+992LJkiWw2+3weDzRDo2IiIjinCRJyM/PN3xvIO/k6+zvxWazmRwNERERxaOoVqSnpaWhqKgImZmZejK9oaEBa9aswdGjR6MZmqFZs2bpVdhtbW148sknQxaijY2NKCwsxLlz5wC0tz9ZtGhR2HPu27cP3/rWt/Q/4bzzzjsoKyvD+fPnDd+vra3FY489pie6k5KSsGLFCr0dTThjxowJ+gVBSUmJYTL96NGj+M1vfqO31pg0aRJuueWWTs9NFCmSJKGgoCBoUHHg9mStuluW5aDHsUZrUfPss8+GtKlhv3ciIiKKlMmTJxu+LopiXO7k6yttfThmzJiQ9xRFGbC/XCAiIqKeGRTtAJKTk/H444/jmWeeQUVFBQRBQEtLC5544gk89NBDuPXWW6MdYpCHH34Yq1atQl1dHS5cuIAVK1Zg+vTpGDVqFBobG/Huu+/iiy++ANBeLbt69Wqkpqb2+bpNTU0oLy9HeXk5xo4di/Hjx2Po0KFobm7GmTNnghZ/SUlJWLNmDSZNmtStc9933304deoUjh07hi+++ALr169HWVkZJk6cCFEU4fP5gnYJDB8+HKtXrw5KahL1N5vNBlEU9RYv2vbkzz//HDt37oSiKPrsBUVR9Gr1WOkD6vF4UFRUZNjnXaNVicVbhT0RERHFFm03X8fWePn5+QNuneHxePThq6IoQhTFoPVYvLYJJCIiIvNFPZEOAIMGDcIjjzyCoUOH4tVXX4UgCGhtbcWGDRvQ2NjYZXsSM0mShHXr1mHjxo04ffo0FEUxrJ5PT0/HihUrgvqqR8rZs2dx9uxZw/cmTJiApUuXYsKECd0+X1JSEh599FFs3boVhw4dAtBe4W40fHTSpElYvXo1rr322t4FT9RLRn3S/X4/duzYoT9XVVVvHaVVeNtstqjfMHY2LDUQb+SIiIgoEioqKkLWTdnZ2cjLy4tSRNGhrcG0vwujtdiCBQuivlYkIiKi+BATiXSgvU3Dz372M6Snp+OPf/yjXlW6bds2NDY24vvf/360Q9SNGzcOGzduxOHDh/H666/jzJkzqK+vR2pqKkaNGoXZs2dj/vz5SE9Pj9g1Z82aBZfLhaNHj+LDDz/EpUuX0NDQgMGDB2P48OGYOHEibr31Vtx000296sd+9dVX45FHHkFOTg7+9re/4YMPPkBdXR38fj+GDRuGyZMnw2az4Zvf/CYr0SkqwlVWdSZWKrw7G5aqidd+70RERBRbZFlGUVFRyOsHDx6ELMsDaq3RnTXY3r17B2SlPhEREfVczCTSNffeey/S09Oxfft2CIIAVVVRVlaG+vp6/PSnP412eLqkpCTMmzcP8+bN69N55s+fj/nz53d5XEpKCmbPno3Zs2f36XpdmT59OqZPn96v1yDqDa1PemBVUVdipQ9oWlpa2Peys7Nx5513IjMzkzdwRERE1Gc+n8+w8jpWCgzM1J1CjIH490JERES9E9Vho+HY7XY8/PDDsFgsejJ9z5492LhxY4+qUYkosTgcDuzatQui2P0fXUbDc83W2NgY9r39+/fD5XLFRJxEREQU/6xWq+FaaSC2kNMKMbQdu1qP9EAD8e+FiIiIeicmE+kAMGfOHDz22GO46qqr9GT64cOH8eSTT+LKlSvRDo+IoqSxsbHLXuMaRVFQXFwMWZb7OarOhbuh1Wj93KMdJxEREcU/SZLgcrmC2jGKojhgW8g5HA54vV5s27YNe/bsgcvl0hPrbK1HREREPRFzrV0C3XjjjVi3bh2efPJJXL58Gaqq4t1338XatWuxZMmSaIdHRFEQbouu9gu3jmJhu64kScjPz8fmzZsNYwRiI04iIiJKDA6HAzabDVVVVQAw4FvISZKkf3/t78bn88FqtQ7ovxciIiLqmZitSNdkZGTgf/7nfzBixAg9UVZTU4Pf/OY30Q6NiKKg4xZdi8UCp9MZNkEdC9t1PR4PtmzZAlVVIQgC7HZ7yFDgWIiTiIiIEockScjOzkZ2dvaATRbLsozKysqQXX+SJCErK2vA/r0QERFR78R0Rbpm7NixeOqpp/DYY4/h7NmzAIBLly6FrUCl2OVyuTBoUNf/7LZu3WpCNBSvOlYSAUB5eXlIlXosbNeVZTloQKqqqti7dy+WLVuGLVu2wO/3x0ScRERERInE4/HoazBtreVwOKIdFhEREcWxqFSkB/br6y5JkvDUU08hIyNDr+okooErsJKoY5W6IAhYtGgRvF5v1G+YfD5fSILf7/djypQper/OWIiTiIiIKFF0LGTgPBoiIhCgtN0AACAASURBVCKKhKhUpPc2EZ6amorCwkIUFRXhX//6Vz9ERv2tqKiIVbfULxwOBy5fvqz3Id+9ezemTJkS9QS11Wo13D2j9eTkfw9EREREkRWukIHzaIiIiKgvTE+kP/fcc/rjESNG9PjzV111FR577DG88MILqKuri2RoRBRnZFkOau8SOMxTURSsW7cOU6dORUZGRhSjNB6E+uqrryIvLy9KERERERElLqvVClEUoSiK/pooipxHQ0RERH1ieiJ95MiRfT6HxWLBD3/4wwhEQ0TxqmPfS4fDYTgzwel0wuVyRa0yvaqqKugmTuN2u5GTk8OqKCIiIjJFYAHCQFh/dFwXcrYWERER9VVUeqQTEfWFUd/LP//5z4bHKooStZ6YHo8HBQUFhu8pigKfz2duQERERDQgeTwe2O12LFmyBHa7HR6PJ9oh9Sufz2eYSOfai4iIiPqCiXQiijtGfS87qzLSemKaSUv2G1WjA+07a7i9mIiIiPrbQBy8abVa9SH0GrZ2ISIior5iIp2I4o7RzVFnopG0Nkr2B8ZTUFAwILZVExERUXR1NngzUUmShIKCAgiCEPR6RUVFlCIiIiKiRGB6j3Qior7Sbo606qqOw6QCRStprSX7A29cRVGEy+XC0KFDkZmZOeB6lRIREZH5Tpw4EfKaKIpIS0uLQjTmsdlsEEVRX4spioKioiI0NTWhubkZc+fOjfpAeiIiIoovEU2kr1mzJuS1wsLCLo+JhI7XIaLE5nA4YLPZ4PP5kJaWhry8vE6T1mbrmOy3WCxYsGCB/lwQBAiCAEVR9GR/tAaiEhERUWKSZRlutzvkdUVRkJeXl9DrD6NKfEVRUFJSAgDYvn077HY7nnjiiWiER0RERHEooon09957T98+p6pqyFa6jsdEQrjrEFHikyRJr+TuLGkdrUS1w+HA1KlTceTIEUycOBH5+fn6DZ2qqnpfd61Xqc1mY2U6ERERRUxnreYSff1htDuwI6/Xi9zcXFamExERUbewRzoRJQwtMa0oCl599dWoD9XyeDzIy8vDpk2bsGzZsk5v5BK9VykRERGZr6u5Mom8/tB2B3Y1V+fIkSMmRURERETxLuKJ9MAqy66OicQfIiJZllFcXKz3SVdVNaRnutk3ilpMgX05OxONgahERESU2LpKJif6+sPhcMDr9WL9+vVhdzHPmjXL5KiIiIgoXkW0tcsrr7wSkWOIiHqis23LGrNvFMPFZDQYVRTFqAxEJSIiosSnzZXZsWMH/vznP+vFSANl/SFJErKzs7FmzRqsW7cu6D273c62LkRERNRtEU2kExFFg1EPTEEQIIpiUI90M28UjWKyWCxwu91YtmxZSDLdZrOZFhsRERENLHv37sVLL70U9JqiKLh8+XKUIjKf9guFiooKXLhwAXPnzmUSnYiIiHqEPdKJKO513LZssViwZs0aeL1ebNu2DV6v1/RBo0YxFRQUGFakK4qSsP1JiYiIKLpkWcbmzZsN33O73abPkIkmSZLgcDjwk5/8hEl0IiIi6jFWpBNRwtC2Kmv/K0lSVLcra5VPPp8PVqsVkiThrbfeMjw2LS3N5OiIiIhoIPD5fGFntWi/zE/09i5EREREkcBEOhHFvY7DRhVFQVFREYYOHYrMzMyo3hwGJvM9Hg+KiooMj2tsbDQzLCIiIhogjNrNaRJ92CjQvk4MLGogIiIi6i22diGiuGc02FNRFKxevRp2ux0ej8fUeGRZRmVlZdBW6Y7J/kAD4SaWiIiIoqNjuzlNNGbImM3j8cBut2PJkiVRWRMSERFRYmFFOhHFvc4qrfx+P4qKimCz2Uy5UfR4PCguLg4acupwOFBVVWUYnyiKCX8TS0RERNEV2G4uLS0NjY2NCV+hrRUxaOsvv9+P4uJi09aERERElHgimkh///33I3m6Hpk+fXrUrk3d53K5MGhQ1//stm7dakI0lCgkScKyZcvgdrsNK74VRcGOHTtQUFDQr3GEu2G7fPmy4ZAvURRRWlrKYVdERETU77Tk8UBpc2K0Y9Hv97MnPBEREfVaRBPpLpcLgiBE8pTd9vLLL0flukQUfR6PB1u2bIGiKBAEQR82Guill17C2LFjkZeX129xhLth27x5c0hMWrU6k+hERERkhnC75hKV0Y5FttMjIiKivuiX1i5GSaz+FK3kPfVcUVERK0AoojpWgXf288ftdiMnJ6ff/g0a3bCFS+wn+s0rERERxY6B2Oak447FgdATnoiIiPpXxIeNmp1EJ6KBzagKPBxFUeDz+fotlo7DvCwWC77zne8YHnvhwoWgYaRERERE/aW0tDRsm5NEFbhjURRF5Ofns4iBiIiI+iSiFen33HNPJE9HRNSlzgaNdmTGdt7AYV7atXbv3h3Su3379u3YuXMnK9OJiIioX8myjLKyspDXE7nNSccKfEVR4Ha7sWDBAlakExERUa8xkU5EcU2rAg+8WQrnnnvuMeXmSZKkoOvk5OTA6/WGHDcQtlUTERFRdPl8PsNh7IHrIlmWE2oIabi5Na+99hruuuuuhPiOREREZL6It3YhIjKbw+GA1+vFtm3bsGLFCohi6I82URThdDpNj02WZezduzfs+4m+rZqIiIiiS9u9FyhwXeTxeGC327FkyRLY7XZ4PJ5ohBlRlZWVhq9v2rQpYb4jERERmY+JdCJKCJIkISsrC3l5edizZw+cTmdQr3KXy2Vq9ZEsy6isrERVVVWnlfKJvK2aiIiIos9ohovL5UJdXR22b99uOIQ0nue4lJaW4rnnngv7fiJ8RyIiIoqOiLZ2ISKKFTNmzIDVasXQoUORmZlpahJ9165dcLvd+nArURQNt1RbLBYUFBRwezERERH1q44zXNxuN9atW2d4rLZbLh7XJ7IsY/PmzV0eF8/fkYiIiKKHiXQiSigejweFhYVQVRVA+9Zll8tl2kDP0tJSPPvss/pzRVEgCELIQFRRFJGfn89Bo0RERGQKbYZLdXW14ewWTTzvlgvXD76jeP6OREREFD1s7UJECUOWZRQVFelJdKA9kW3W9t1wVVCqqqKgoCCod7uiKHC73dxWTERERKY6cuRI2PfifbecUT94AMjOzg5qbRPP35GIiIiihxXpRJQwqqqqDKuQzNq+G64KShRFDB06NOQ9bismIiIis82aNcvw9TVr1mDOnDlxvS7R+sFrfd9FUcTy5cvhdDohy7Le2iaevyMRERFFT9QT6S0tLXjrrbdw4sQJ1NbWoqmpCc3Nzd3akqcRBAE7duzoxyiJKNZ5PB4UFRUZvmfW9l2r1QpBEIIq4gHgBz/4gR5HYHsXbismIiIis2VkZMButwe1d7Hb7bj77rujGFXkdOwHryXNtdY2RERERL0VtUR6W1sbysrKsGfPHrS0tOivd0xAdYcgCJEMjYjijCzLKC4uDlsNbub2XaNEellZGcrKyqIaFxEREZHmiSeeQG5uLg4ePIhrr70Wc+bMiXZIEdUxac5qdCIiIoqEqCTSGxoa8Otf/xqnT5/WE06ByfDuJMZVVTVMWBHRwOPz+YIqvTVz5szBz372MzQ2NkKW5ai1dgnHZrP1YzRERERE4X3wwQfYuXMn/H6/3jc8EYegezwevdVLIn9PIiIi6n+mDxtVFAUbNmzAqVOn9GQ40N7iYNiwYQD+U5UuSRKuvvpq/bXApHlKSgokScK1117LqgKiAc5qtQYN8tRUVFQgLy8PS5Ysgd1uh8fj6fc4jAZcGVEUBT6fr1/jISIiIjKi7ebTChH8fr9pw9nNNFC+JxEREZnD9Ir0Q4cO4ejRo3oCfcSIEXjggQdw880347PPPsODDz6oH7tz504AwJdffokTJ05g3759OHz4MPx+P/x+P37wgx/gjjvuMPsrEFGMkSQJ9957L0pLS4NeV1U16MapqKgIU6dORUZGRr/FUVBQgKKioi4r09kfnYiIiKKlqqoqZDdfog1Bl2UZr732WsJ/TyIiIjKP6RXpL7/8MoD2BFd6ejqeeuop/Nd//RcGDRoUtqXL4MGDMXPmTDz00EN46qmnMHLkSHz55ZfYsmVL0JAcIhq4nE5nl9XgiqLA6XT2a2W6w+HAnj17Oo1H21bMGzgiIiIym8fjwa9+9auQ1xPpl/wejwd2ux2bNm0KeS+RvicRERGZy9REekNDA06dOgVBECAIAvLy8nqcSJo4cSLWrVuH9PR0qKqK5557DqdPn+6niIkoXkiShPz8/C6PUxSl37b0yrKMyspKAO1tXgJnQDidTpSVlWHbtm3wer3szUlERESmk2UZhYWFIXOmEumX/B3buXS0bNmyhPieREREZD5TE+nV1dUA2qvRBw8ejNtuu61X5xk9ejScTieA9qTYiy++GLEYiSh+TZ48uVvHaVt6I0mrfFqyZAkWLlwY1N5FVVWUl5dj+PDhyMrK4s0bERERRUVVVVVIEh0A8vPzE+aX/OGG0GumTJliYjRERESUSEztkV5XVwegvTrTarVi8ODBnR7f1taGQYOMQ5w3bx527tyJK1eu4MiRI7hy5QqSk5MjHjNFlsvlCvv/aaCtW7eaEA0lGm3YZ+DNk7YDJrBneaS39HasfDLqj85+nERERBSrNm/ejNTU1IRIphutBzVs60JERER9YWpFelNTk/54xIgRIe93TLB++eWXYc+VlJSkDwxsbW3FBx98EKEoiSheacM+td7kFosFa9asQX5+PkRR1F+L9NblriqfAEAURd64ERERUVRlZmbqa6JA/dn6zmySJGHx4sUh3zOR2tcQERFRdJhakR64jdCoGj0lJSXoeX19PYYMGRL2fMOGDdMfa9XuFNuKioq4eKV+5XA4YLPZ4PP5YLVa8eqrr8LtdkNRFIiiiMWLF2Ps2LGQZTki/xZlWUZDQ4NhJTwQ/HOvoqIiISq9iIiIKD5JkoTly5ejpKQk5D2/34/XXnsNd911V1yv1x9//HF4vV79uc1mw9y5c3HhwgVMnTo1ipERERFRvDO1Ij0wKd7S0hLyfnJysl5JCgAXLlzo9HxtbW3644aGhghESESJQJIkZGVlYe/evXj22Wf1ViuKomDHjh16H3OPx9On62h90VevXq0n6oH2iqcVK1YEVUIlUqUXERERxa/OZsps2rQJdru9z2ukaKmurg5KogPthQzr1q3D9u3bce+99+Lxxx+PUnREREQU70xNpI8cOVJ/bJT4FgQBY8aM0Z9rw0nD+eijj/THgQl4IiJZlrF58+aw7yuKgsLCwl4ntjv2Rdcqz9evXw+v14vJkyeHtHvpjyGnRERERD2h9RAPx+/3x+0v/48cOdLlMV6vt8v7TCIiIiIjpibSx44dC6A94XTmzBnDY772ta/pjw8fPhz2XB9++CE+/vhj/blRz3UiGrhKS0sNh34GUlUVVVVVvTq/UV90RVGQnp4OSZKQlpZm2JuTfdKJiIgomrSZMlobOiPx+sv/WbNmdeu47iTciYiIiDoyNZE+evRopKenA2hv7VJbWxtyzC233KI/PnPmDF588cWQY+rr6/Hss88GLf6mTJnSDxETUTySZRllZWX9eg2jai5RFNHQ0IBdu3YhLy8vKJHPAVdEREQUK2w2m+HQUU28DknPyMiA3W7v8rjuJtyJiIiIApk6bBQAZsyYgYqKCgDA22+/jXHjxgW9P2vWLKSnp6OxsRGqqqK0tBT/+te/MGvWLAwZMgRnz57F3/72NzQ1NUFVVQiCgOnTpzM5RUQ6n8/XZTU60H6TmJmZ2atraNVcWnsX7Rd7q1evNrzOrl27kJGR0atrEREREUXS4cOHQ3bWBcrPz4/b+6snnngCubm5OHLkCGbNmoUXXnghqG+63W7nmoyIiIh6xfRE+uzZs1FRUQFVVXHgwAE4HI6g95OTk+F0OvHb3/4WgiBAVVUcO3YMx44d04/REuhAe5Xnj370I1O/AxHFNq1avLMbRABYvHhxn24SHQ4HbDYbqqqq4HK5wl5PURQ0Njb2+jpEREREkfL444+HDOQM9MADDyAvL8/EiCIvIyNDT5Z3TKwziU5ERES9ZWprF6C94vzmm29GVlYWRowYgQsXLoQcc9ddd+Fb3/pWUMIc+M8wPy3BbrFYsHTpUi6GiCiIVi3e1RDiP/zhD/B4PH2+1nvvvddp0l4URaSlpfXpOkRERER9VV1d3WkSHQCysrJMiqb/ybKMyspKDB8+HLm5ubxvJCIioj4xvSI9OTkZa9eu7fK4Bx98EFOmTEFZWRnOnj2rv64l06dOnYr77rsPkydP7rdYO9Pa2orDhw/j0KFDOHPmDOrr65GamopRo0Zh9uzZyM7O1vvBR9r777+PgwcP4tixY7h06RJaW1txzTXXwGq1Ys6cObDZbF0mELtrx44deOWVV/TnI0eOxM6dOyNybqL+pFWLa21eli1bFtLuRVEUFBcXw2az9boyvTv92BVFQV5eHgoKCkJ24RARERGZpashm4k0GN3j8egt+LRZNVyHERERUV+YnkjvCZvNBpvNhk8++QSffPIJPv/8c6SmpuL666/H8OHDoxZXbW0tNm7ciNOnTwe9funSJVy6dAknTpzA7t27sWLFiohWdDQ1NeGZZ54xXACfP38e58+fxz//+U94PB489NBDIf3ne6q6uhp//etf+3QOomiSJElPkLtcLhQVFYUk0/1+P3w+X68T6d3tx+73+/uctCciIiLqi86GbCbSYHRZloPWfX6/H0VFRVyHERERUZ+Y3tqlN6677jpkZWXhtttuw0033RTVJLosy1i7dq2eRNeGnd5xxx24+eabMXjwYABAfX09CgsLUVVVFZHrNjU14ZFHHglKoo8ePRpz587FnXfeiZkzZ2LQoPbfi5w8eRIulwvnz5/v9fXa2trgdru7lSAkigcOhwNbtmyBKAb/2Otr5ZXWj707tKQ9ERERUTRkZGTAbrcHvZadnY1t27bB6/UmTMV2VVWV4U7ESN2bERER0cAU0xXpsWjjxo2oq6sD0N7mZO3atbj++uv19xsaGrBhwwZUVVWhra0N69evx/bt25Gamtqn67rdbr3FzeDBg7Fs2TLcfvvtQcecP38eTz/9NI4fP476+noUFxdj06ZNQX3mu+ull17SE3633XYbXn/99T7FTxRt2vbewJsqURSRn5/fp8okrR+7UbV7R4m0XZqIiIjiE4dvEhEREfVOXFSkx4rKykocO3YMADBo0CA8+uijQUl0AEhPT8fatWsxevRoAMDly5fx5z//uU/XPXXqFN588039+cqVK0OS6AAwatQo/PrXv9avferUqV4lwGtra/F///d/AIC5c+fixhtv7GXkRNGlDZiqrq7We2QGUhQFbre7zwNHHQ4H9uzZA6fTGfKLK+15Im2XJiIioviWkZGRcMM3tXWfLMvIzMw0XJNlZmZGKToiIiJKBEyk90DghPvs7OywlaXJycnIzc3Vn+/duzckgdcTFRUV+uPrr78ec+bMCXvskCFD8L3vfU9/HjgotDtUVYXb7UZraytSU1Px4x//uOcBE8UAj8cDu92OJUuWwOl0hv1vUOtdLstyn64nSRJWrlyJV199FevXr8eiRYtgsVigqqpe+Z4o26WJiIiIYkngus9ut6OiogLLly/Xk+miKGLNmjUsaCAiIqI+YSK9m1paWoJ66s2fP7/T42+99VakpKQAaK9Kf//993t97Q8//FB/fNNNN3V5fOCA05qaGly4cKHb19qzZw+OHz8OALj//vsxbNiwHkRKFBtkWQ6qQO+q5Uoke5dLkoTMzEx4PJ6g67vd7j4n64mIiIgiLbCSOx51XPf5/X4UFhZiy5YtekHD8uXLWdBAREREfRb1HulXrlzBiRMncPr0adTX16O5ubnH1duCIGD58uX9FGG748ePo7W1FUB7xfnEiRM7PT4pKQmTJk3Cu+++CwA4evRor7cS1tfX649HjhzZ5fHXXHMNkpKS9HiPHj3aZeIfaF+E/u///i8AYNq0abjjjjt6FS9RtPl8vh79HIl073Kj62vJelZCERERUazQZsj4/X494ex0OqMdVo8YrbtUVQ0paFiwYAHXYURERNQnUUukf/bZZygtLcUbb7yBL774otfnUVXVlES6NugTAMaPHw+LxdLlZ2644QY9kV5bW9vra6uq2qfPnDlzpluf2bp1K1paWjBo0CAsXbq0V0NKiWKB1WqFxWLpVjK9L73LZVmGz+eD1WoN+rzR9TlolIiIiGKJ0Q6+kpISqKqKvLy8KEfXfWlpaV0ew4IGIiIiioSoJNIrKyuxYcMGXLlyRU/4xnrSNjCR3p2qcAC49tprDT/fU+np6frnu9Om5dKlS2hra9OfdyeJf+jQIRw5cgQAsGjRIowbN66X0Xaurq4u4ufkgpg6kiQJBQUF+s2hIAiGv5ByOp2YMWNGr3aLBFZwacl4bctwx+tz0CgRERHFmnA7+NxuN3JycuJm3dLY2NjlMaIosqCBiIiI+sz0RHp1dTWKior0RK+W4OpN1bWZLl++rD/ubt/wa665Rn/c1NTU62tPmDABx44dAwC8/fbb+NGPftTp8ZWVlUHPu7p2Y2MjduzYAQC47rrr8P3vf7/XsXZl1apVET/nX/7yl4ifk+Kfw+GAzWaDz+dDbW0tCgsLQ44pKyuDoighifCuGPXiLC4uhs1mA9B+Y2qz2eD1eg0r1omIiIiizWq1QhTFkFkyiqLEVfV2d3ciVlRUsE86ERER9YnpifTf//73aGtr0xPoSUlJ+H//7//h61//OsaMGYOrr766W21TzHblyhX98eDBg7v1mcDjAj/fU7fccgtefvllAMC///1vHD58GHPmzDE8trm5GX/605+CXmtpaen0/M8995zeh33p0qVISkrqdaxEsUSSJEiS1OmNIhCcCO/OTWO4Hug7duzA7t27oSgKRFHEvffeC6fTGTc3okRERDRwSJKE5cuXo6SkJOj1eGtHJ0kS8vPzQ75HIEVRerTWIyIiIjJiaiL97NmzqKmp0du4jBs3Do8//ni3W6VE05dffqk/HjSoe39tgQnpvvSBnzFjBqZMmYLjx48DAJ599ln4/X7MnTs36LgLFy5g48aN+PTTT4NeD4y9o3feeQcHDhwAAMybNw8zZ87sdZzd8fTTT2P48OH9eg2ijiRJgsvl6rTVS096Z4arfHrppZf0x4qioLS0FOXl5T2qdiciIiIyi9PphKqqcLvdQbv04i3ZPHny5C6PYZ90IiIi6itTE+knTpwA8J8BoatXr46LJDoQXF0e2H+8M62trfrjq666qk/XX7VqFR566CE0Njbiiy++wNNPP42ysjJMmjQJV111Fc6dO4cPPvgAbW1tEEUR3/jGN/QWLykpKYbnvHLlCn77298CAIYOHYrFixf3KcbuGD58OBevFBUOhwOXL1/WbxSNvP3228jKyuryXFoP9MLCwi7bUvW02p2IiIjITHl5ecjJyYnrdnTdae8Sb5X2REREFHtEMy+mtQ8RBAETJkzAV7/6VTMv3yfJycn6484qvAMFHhf4+d4YNWoUNmzYgOuvv15/7dy5czh48CBee+01HD16FG1tbUhJScEvfvELTJw4UT/u6quvNjznrl279OGlP/7xj5Gent6nGIli2VtvvdVpEh1ob3NUXV3drfPZbDaIYvd+hGoVUERERESxSJIkZGVlxV0SXZZlvXiooKAgbIvQeK20JyIiothiakV6YNJp9OjRZl66z4YOHao/1n4h0JVLly7pj1NTU/scw3XXXYeSkhK88cYbeOONN1BTU4P6+npYLBaMHDkSs2bNQk5ODkaOHIlNmzbpnxsxYkTIuU6ePIm//vWvAICZM2ciOzu7z/ERxarHH38cXq+3y+NUVYXT6YTL5eqyFYtRn/RwWAFFREREFFkej0dv26clyrVB72lpaWhsbNT/N14r7YmIiCi2mJpIv/baa/XHgW1P4sHYsWP1x1oVd1cuXrxo+Pm+EEURc+bMCTtsVFNTU6M/DqxO1/h8Pr0y9+LFi3j44YfDnquhoUF/XFdXF3Ts97//fcyaNavb8ROZrbq6ultJdE13h1GFG2DaESugiIiIKFbJshyXLV1kWdaT6MB/Wul5vd5utekjIiIi6g1TE+mTJk3SH587d87MS/dZYCL8o48+0isfOnPq1Cn98bhx4/otto7q6urw8ccf68+nTJnS6fHnzp3r9v8fbW1t+PDDD/XngUl2olh05MiRHn+mO8OoJEnC8uXLUVJSEvYYQRCwa9cuZGRk9DgGIiIiov5kVNEdL8PRjXYGBrbSi8dfDhAREVHsM7VH+siRIzF16lSoqoozZ87gk08+MfPyfTJlyhQkJSUBaB/SGVjxbaS1tTUo4Txz5sx+jS/QwYMH9SrZsWPHGlakEw0UvdkxEdiKReu9KctyyHFOpxMrVqwI2ytdVVXs2bOnx9cnIiIi6k/hKrqN1juxSBsuGshiseD48eOw2+1YsmQJ7HY7PB5PlCIkIiKiRGRqRTrQPhXe5XIBAP7whz9g7dq1ZofQKykpKcjMzNSH2ezfvx+TJ08Oe/ybb76JlpYWAO390adPn25KnJ9//jl2796tP8/JyTE8bv78+Zg/f363zrlv3z48++yzANp/GbJz586+B0pkkoyMDNjt9m63dwlsxdKxUis/Px+TJ0/Wk+w+n0//b2zz5s1QVTXkfOXl5XA6nayIIiIiophRWloatqI7HtYskiShoKAgZJ3mdrtDfjnQVbs+IiIiou4yPZE+bdo0OJ1O7Nq1C0eOHMHvfvc7/OQnP+myTUosWLhwoZ5I37dvH/77v/8b48ePDznuypUreOGFF/TnCxYsMOX7+f1+lJSU6MNQx40bFzaRTjSQPPHEE8jNzcXBgwexY8cOw4S3KIooLi5GZmYmJEkyrNQKbOMiCAJUVdWr0Y3OqX0uXm5KiYiIKPHJsoyysrKQ10VRjKvh6A6HAzabTW/j0lm7F67DxUMFkwAAIABJREFUiIiIKBJMbe2i+e53v4v77rsPgiBg7969WLFiBfbt24e6urpohNNts2bNwrRp0wC09wp/8skn9T58msbGRhQWFuo9x4cOHYpFixaFPee+ffvwrW99S/8TzjvvvIOysjKcP3/e8P3a2lo89thj+Mc//gEASEpKwooVK/R2NEQDXUZGBm644YawSXSXy4XMzEz4fD598FbHm7FA2nkURel04GhgmxgiIiKiaPP5fIZrF1VVUVFREYWIek+SJGRlZUGSpLDtXrgOIyIiokgxvSJd853vfAdTp07Fk08+idraWrjdbgDtLVSuvvpqCILQ7XMJgoAdO3b0V6hBHn74YaxatQp1dXW4cOECVqxYgenTp2PUqFFobGzEu+++iy+++AJA+8Jt9erVSE1N7fN1m5qaUF5ejvLycowdOxbjx4/H0KFD0dzcjDNnzgQl9JOSkrBmzZqg4a5EFJ7Wbsput+vbgxcvXgxRFDtNknclsE0MERERUSzQEs4dCwZUVY3bVihaEcSyZcuwZcuWoAGq8fZdiIiIKHZFLZH+z3/+Ezt37sTnn38O4D/Vnc3NzWhubu7RuXqSdO8rSZKwbt06bNy4EadPn4aiKDh69GjIcenp6VixYgUyMzMjHsPZs2dx9uxZw/cmTJiApUuXYsKECRG/LlG8y8zMDEmOi6KIqVOnIi8vL6iNS09+OScIAkRRhN/v138eqaoatt0LERERUbRo/cWLiopCCgbisRVKZzNt4ul7EBERUeyLSiK9vLwcf/zjH4Ne620yPBqJqnHjxmHjxo04fPgwXn/9dZw5cwb19fVITU3FqFGjMHv2bMyfPx/p6ekRu+asWbPgcrlw9OhRfPjhh7h06RIaGhowePBgDB8+HBMnTsStt96Km266KS76zRNFgyRJcLlcQTdbBQUFaGxs7LSNiyiK+PGPf4znnnvO8GfOAw88gEWLFqGqqgoul0s/l6IocVvZRURERInL4XBg6tSpcDqdQcn0eGuFYjTTxu12w+v1cu1FREREEWd6Ir2iogLl5eUA/jOsT5OcnIyrr75aH94Xy5KSkjBv3jzMmzevT+eZP38+5s+f3+VxKSkpmD17NmbPnt2n6/VGd2MkigfaYKqqqioA0HeNGG1x1iiKgptuugmLFi2Cy+XCO++8o7+XnZ2Nn/70p5BlGZ9++imHXBEREVFcyMjIQH5+PtxuNxRFictWKBwwSkRERGYyNZGuqiqef/55AP9Joo8fPx7f+c53cOONN+Kaa64xMxwiGqAqKipCtgDfc889KC8vN0yma9VZFRUVegJeEAQ88MAD+OlPfxq0pTjcZ4mIiIhiicfjwZYtW6AoCkRRxOLFizF27FjIshw3SWijfu9cexEREVF/MbX0+8SJE7h48aLexuWb3/wmSkpKcPvttzOJTkSmMNoCXFJSgtLSUqiqikWLFmHRokV6iyStOgtA0OdUVcUf/vAHVFdXd5pEj7fKLiIiIkp8HddDiqJgx44dWLJkCex2OzweT5Qj7B6t33vHdRvXXkRERNQfTK1IP336NID2BFRSUhKWLVvGft5EZCqjLcAaRVHw0ksvAWjvi+50OuF0OiFJEiorKw23Dh85csTwfL/4xS9w11138UaOiIiIYk5n6yG/3x8XM15kWYbP54PNZoPX64XP5+OAUSIiIupXplakNzc3A2hviTB58mSkpaWZeXkiIn0LcFcURdHnOYT7nCiKmDhxouFcB0VReCNHREREMclqteq7hI1ofcZjlcfjgd1u1yvoKyoqkJWVxbUXERER9StTK9IDE+fDhw8389IUI1wuFwYN6vqf3datW02IhgaiiooKKIrSrWMDh1VpW4cLCwv1IcmqqmLZsmWG59uyZQtycnJ4Q0dEREQxSZtZZSSW+4wbtemLhwp6IiIiin+mJtJHjBihP25paTHz0kRE+o1XuJvGjrSbSFmW9SGjoigG9UkPd67AJDwRERFRLPH5fGELC2K9z7hRW5rACnq2eCEiIqL+Ymoifdq0aRg8eDBaW1v1fuk0sBQVFXFRS1HTWT/QjkRRREFBASoqKoKq0Lsrliu5iIiIaGDTWtYFrotEUURxcTEyMzNjer1uFLvFYsHx48exdOlS+P1+iKKIe++9V591Q0RERBQJpvZIT0lJwezZs6GqKj777DO89957Zl6eiAa47vZH11x33XW9SqJrSXjeuBEREVEs0lrWaesii8UCl8uF7OzsmF+/GMWen58Pt9utJ9cVRUFpaSnsdjs8Hk80wyUiIqIEYmoiHQByc3ORnJwMAPj973+vDyAlIupvkiRh2bJl+nBQi8WC+fPnGx6rKAqWLl3a4yS6xmaz9TpOIiIiov7mcDjg9Xqxbds2eL1eOByOaIfUbR1jHzNmjGGrGq1/uizLUYiSiIiIEo3pifTRo0dj9erVGDRoEGpra/Hoo4/i008/NTsMIhqAPB4P3G43FEWBIAhYvHgxDhw4EPb43ibRFUXR+3QSERERxSpJkpCVlRXzVehGuht7YP90IiIior4wtUc6AFy4cAHjxo3DypUr8bvf/Q4nT57Ez3/+c9x666246aabMG7cOKSmpkIQhB6dd+TIkf0UMRElAlmWg9q0qKqKHTt29Mu12B+diIiIyDyZmZkQBMGwCILrMiIiIooU0xPpDzzwQFCSXFVVtLW14dChQzh06FCvz/vyyy9HIjwiSlBVVVWGN1eiKBpuBe4ui8WCBQsWYO/evfD7/bBYLOyPTkRERGQiSZKwZs0aFBUVBa3ruC4jIiKiSDI9ka5RVRWCIIQk1Xujp9XrRESau+++G7t37+5xMl0QBOTm5sLpdEKSJOTn58Pn88FqtfJmjYiIiMhkDocDNpsNPp8PaWlpaGxs5LqMiIiIIsr0HumBVFUN+kNE1F8yMzP1IaMaURTx4IMPYs+ePXA6nWE/u3LlypDPAoDVakVVVRVkWY7rHqNEREREGlmWUVlZGZcDOrX1WEZGBtdlREREFHGmV6TPmzfP7EsSEUGSJLhcLhQXF+stWAKryFeuXImFCxciNzc35Bd77733XkjFuqqqWLduHYD26vQ1a9bA4XCY9n2IiIiIIkmWZZSWlqK8vDyoXR3XN0RERETtTE+kr1y50uxLEhEBCN7ye/z4cbjd7qAbRZvNZrg7Zv/+/Z2eV1VVFBYWwmazsfKJiIiI4o7H4wnpL+73+1FcXBzz6xtZltlej4iIiEwR1dYuRERmkyQJVqsVW7Zsgd/vB/CfG8WKiopen1dV1T59noiIiCgaZFlGcXGx4bwYv98Pn89nflDd5PF4YLfbsWTJEtjtdng8nmiHRERERAmMiXQiGnB8Pp+eRNdE4kbxwoULffo8ERERkdmM1kUai8UCq9VqbkDdpP0CoGNhRDz2diciIqL4YGprl1OnTuHAgQP6c4fDwe13RGS6tLQ0w9dHjBjRp/POnTu3T58nIiIiMpvVaoXFYglJpmut72L1fq2qqipsYUSsxkxERETxzdSK9Pfffx+vvPIK/vKXv+Dw4cN9TloREfVGY2Oj4evXXXcdRLH3PxaHDx/e688SERERRYMkSSHFALfccgu8Xm/MDhr1eDwoKCgIeT2WK+iJiIgo/pmaSP/yyy/1x1arFYIgmHl5IiIA/6m8CmSxWDBu3DjcfffdejJdEATMnz8fW7duxfr160M+01Es9xAlIiIiMlJaWhoyWL2ysjJK0XSturo6ZDAqEPsV9ERERBT/TE2kDxs2TH8crrUCEVF/kyQJBQUFemLcYrFgwYIFyM3NxUsvvaTfmAmCgH379iE/Px+HDh0yHMKlYQUUERERxRtZlrF58+aQ12N1yKjH44HT6TRckxUVFcVsBT0RERElBlN7pAe2PWhqajLz0kREQRwOB2w2G3w+H9LS0uB0OqGqatAx2k2a3++H1+sNey5WQBEREVE88vl8hklpURRjrkBAGy5qFK/FYkFmZmYUoiIiIqKBxNRE+pQpU5CUlIS2tjacPn3azEsTEYWQJAmSJKGkpKTTavPOCIKAXbt2ISMjI8LREREREfWvcINGFy9eHHMFAj6fLyROoD3pH1jQIMsyfD4frFZrzH0HIiIiim+mJtKHDBmCr3/963jrrbdQX1+PqqoqVg4MMC6XC4MGdf3PbuvWrSZEQ9R+s1VWVtbrz6uqitraWibSiYiIKO5o7e6Ki4uDktTPP/88Ro8eHVOtUoyS/qIoorS0VF+HeTwe/btoOwZj6TsQERFRfDO1RzoA/PCHP0RSUhIA4LnnnkNzc7PZIRAR6cJtaSYiIiIaCBwOB3bt2qUPWwfa29oVFxdDluUoRhbMaMaNy+XSk+ha6xct0R6L34GIiIjim6kV6QDw1a9+FQ888AC2bduGM2fO4LHHHsPDDz+M0aNHmx0KRUFRURG3WFJM6evgY0EQuLOGiIiI4lpjY2NIYYE2cDSW1u6BM246tm4xav0Si9+BiIiI4pfpiXQAyMnJwbBhw1BSUoKamhosXboUt956K775zW/ia1/7GoYNG4bk5ORohEZEA0xjY2OvPyuKIlwuF2/OiIiIKK4ZtU2xWCwxN3AU+M+Mm47i6TsQERFRfDI9kf7tb3876LmqqmhtbcXrr7+O119/vdfnffnll/saGhENQOGGbBkRBAEulwtf+cpXUFNTg1mzZrE3OhEREcW9jr3Stf7i8VQskAjfgYiIiGKb6Yl0VVX1x4IgQBCEkNd7SjsHEVFPdbzp0vqDdtzerFWfA0B+fj6HWBEREVFC6axtSqyRZTkoTu25zWaD1+uNi+9ARERE8ScqrV0EQYCqqn1Kngeeh4ioLzreOFZUVKCwsDDo58vy5cths9lgt9tDhljZbDbeqBEREVFc65icjlUejyeo6nzBggXYu3evXhCxfPlyOJ3OaIdJRERECcj0RPq0adNYQU5EMSew36bNZoMoikHtXtxuN8aMGcMhVkRERJRwApPTsZyMlmVZjxNoX4d5vV79fUVRUFJSAlVVkZeXF60wiYiIKEGZnkgvLi42+5JERD3i8/kME+YAOMSKiIiIEkrH5LSWjK6ursZtt92GzMzMmCkYMFqjGXG73cjJyYmZuImIiCgxiNEOgIgo1mgDSANZLBZkZmaioKBAf49DrIiIiCjehUtO79mzB6tXr8bChQvh8XiiEFkoozWaEUVR4PP5+j8gIiIiGlCYSCci6kAbQGqUMHc4HPB6vdi2bRu8Xi8HjRIREVFcs1qt+rB1I4qioLi4GLIsmxiVsY5rtHBEUeSOQSIiIoq4qAwbJSKKdR0HkAZWnQf2UyciIiKKZ5IkYfny5SgpKQl7TCzNhNHWaFVVVfjVr34VNBxec/fdd8dErERERJRYmEgnIgqDCXMiIiIaCJxOJ1RVxebNmw0T07E4E+a9994zjFUQBDz44INRiIiIiIgSXcwl0pubm9HQ0IDLly9DEASkpqYiPT0dQ4YMiXZoRERERERECSkvLw+33HILcnNzQxLUy5Yti5niAo/Hg6KiIiiKEvKeIAhYs2ZNzMRKREREiSUmEunHjh3D/v378cEHH+DcuXOGx4wZMwZTp05FdnY2pk2bZnKEREREREREia2xsdGwyvuzzz6LQjShZFlGcXGxYRJdY7PZTIyIiIiIBpKoJtI/+ugjuN1u1NTUAIDhok3zySef4Ny5c9i/fz8mTJiA/Pz8mNteSEREREREFK+0waMdE9Xl5eVwOp1Rr/T2+Xzw+/1h31dVNWZ6uRMREVHiCT+evZ8dOHAAq1atQk1NjZ5AFwRB/6Pp+JqqqqipqcGqVauwf//+qMRORAOPLMuorKyELMvRDoWIiIioX0iShHvvvTfkdW3YaLRZrVZYLJZOjzl+/LhJ0RAREdFAE5VE+ltvvYVnn30WX375JYD2ZLmqqlBVFSkpKbjhhhuQmZmJzMxM3HDDDUhJSdHf15Lqra2tcLvdeOutt6LxFYhoAPF4PLDb7ViyZAnsdjs8Hk+0QyIiIiLqF06n0zBZHQsJakmSUFBQ0GkyfcuWLSx8ICIion5hemuXy5cv45lnnoGiKHoCPTk5GTk5OZg3bx7Gjx9v+LmPPvoIBw4cwJ49e3DlyhUIggBFUfDMM89gx44dGDp0qMnfhIgGAq0Xp7aN2O/3o7i4GDabjduGiYiIKOFIkoT8/HyUlJQEvb5lyxbk5OREff3jcDhgs9ng8/nQ0NCA1atXB72vVc9HO04iIiJKPKZXpL/44otobm7Wk+iTJk3Cb3/7W9x///1hk+gAMH78eNx3333YunUrJk+erLeDaWlpwYsvvmhW+EQ0wBj14oyV7c1ERERE/WHy5Mkhr8XS+keSJGRlZSEzMzOkOt1isXCWFhEREfUL0yvSDxw4oPc7t1qt+M1vfoPk5ORuf16SJDz55JNYvXo1fD4fVFXFgQMHsHjx4v4KmSLI5XJh0KCu/9lt3brVhGiIuqb14gxMpvMGjYiIiBLZiRMnQl4TBAFpaWlRiCY8rdWLtnvQYrGgoKCA1ehERETUL0ytSD916hQaGhr0avKf//znPUqia5KTk/Gzn/1MP09jYyNOnjwZ0ViJiIDQXpy8QSMiIqJEJssy3G53yOuqqiI3NzfmZsU4HA54vV5s27YNXq8XDocj2iERERFRgjK1Ir22thZAezXD6NGjDbcMdtfkyZMxZswYnDt3DgBw9uxZTJgwISJxUv8pKipiApLiTmAvTqvVyn/DRERElLCM2tppVFVFYWFhzM2KkSQppuIhIiKixGRqRXpDQ4P+eNy4cX0+31e/+lXDcxMRRZrWi5M3aURERJTItLZ24aiqiqqqKhMjIiIiIooNpibSW1tb9cdXXXVVn883ePBgw3MTERERERFRz2lt7UTR1FtFIiIiophn6uooPT1df3zx4sU+n0+WZf1xrA2+ISIiIiIiijeyLGPs2LEoLS2F3W4PeV8URWRmZkYhMiIiIqLoMrVH+ogRIwC0bwesqalBY2NjrxPgly9fRnV1dci5iYiIiIiIqOc8Hg+Ki4vh9/shCELI+6IowuVysdUdERERDUimVqRPmTIFFosFgiBAURSUl5f3+lzl5eX6EByLxYJp06ZFKkwiIiIiIqIBRZZlPYkOtBc/qaoacpzNZjM7tCCyLKOyshKyLAc9JiIiIupvplakp6SkYObMmfjXv/4FANizZw/Gjh1ruGWwM6+++iq8Xq9eJTFjxgwkJydHPF4iIiIiIqKBwOfz6Un0cBRFgc/ni1pFeseKea1Ay2KxoKCgAA6HIypxERER0cBg+gSZH/zgBwAAQRCgqiq2b9+O9evX45NPPunys+fOncOGDRuwbds2ANArJLRzEhERERERUc9ZrVZYLJZOj7FYLLBareYE1IFRxbyiKAAAv9+P4uJiVqYTERFRvzK1Ih1ob+8yf/587Nu3T0+mv/nmm3jzzTcxceJETJ48GV/5ylcwZMgQCIKAzz//HJ988gmOHz+OmpoaAO2LJq0C4fbbb8eUKVPM/hq61tZWHD58GIcOHcKZM2dQX1+P1NRUjBo1CrNnz0Z2dnbQkNVIev/993Hw4EEcO3YMly5dQmtrK6655hpYrVbMmTMHNputy8VwoPPnz+Pdd9/F+++/D5/Ph4sXL+LKlStISUmBJEmYNGkSbrvtNsyYMaNfvg8REREREUWHJEkoKChAYWGhYUsXURRRUFAQtWr0qqqqTivm/X5/VKvliYiIKPGZnkgHgKVLl+LixYuoqqrS27Ooqorq6mo9WW4kMIGuqioyMzORn59vVtghamtrsXHjRpw+fTro9UuXLuHSpUs4ceIEdu/ejRUrViArKyti121qasIzzzyDI0eOhLx3/vx5nD9/Hv/85z/h8Xjw0EMPYdy4cZ2e79SpU9i6dWvQ8NaO12tqaoLP58Nrr72GGTNmYOXKlRg5cmREvg8REREREUWfzWaDKIpBCWtBEOByuTBnzpyotnQpKirq9JhoVssTERHRwGB6axegfZHz61//GnfffTeA4AS59jzwj0ZLoAOAw+HA448/3qOK60iSZRlr167Vk+iCIGD69Om44447cPPNN2Pw4MEAgPr6ehQWFqKqqioi121qasIjjzwSlEQfPXo05s6dizvvvBMzZ87EoEHtvx85efIkXC4Xzp8/3+k5P/7445Ak+le+8hXMnj0bd911F2w2W9Ci+b333sMjjzyCTz/9NCLfiYiIiIiIos+oT7qqqhg3blzUkuhaSxetjYsm8P5R65HOanQiIiLqT1GpSAfaFzv3338/5s6dC4/Hg4qKCrS2thoeqyXPk5KSYLPZ8O1vfxtf+9rXzAw3xMaNG1FXVwcAGDlyJNauXYvrr79ef7+hoQEbNmxAVVUV2trasH79emzfvh2pqal9uq7b7cbZs2cBAIMHD8ayZctw++23Bx1z/vx5PP300zh+/Djq6+tRXFyMTZs26QvNcMaMGYM777wTt99+O0aMGBH0nqIo2LdvH7Zv344vvvgCdXV12LhxIzZs2NDleYmIiIiIKPZpfdIDk+nRrvTubAiqVpCVn5/PQaNERETU7wTVqAFeFLS2tqKmpgYnT55EfX09mpqaAACpqakYNmwYJkyYgIkTJyIpKSnKkQKVlZV44oknAACDBg3Cpk2bDBeXV65cQX5+vl65/d3vfhc//OEPe33dU6dOYeXKlfrzX/7yl5gzZ47hsc3NzVixYoV+7VWrVmHu3LmGx7733ns4f/48br/99i4r/P/+978Hbat84okn8I1vfKPTz8iyjPvvvx8A8Pzzz7NShIiIiIgoRnk8Hn2op1bpHc0ktSzLsNvtnfZHFwQBr776Ku8ziIiICED/5SKjVpHeUVJSEqZOnYqpU6dGO5Queb1e/XF2dnbYCo3k5GTk5ubi6aefBgDs3bsXubm5vW5HU1FRoT++/vrrwybRAWDIkCH43ve+h82bNwMAXnnllbCJ9BkzZnR7gOjs2bORkZGht4I5cuRIl4l0IiIiIiKKDw6HAzabDT6fT7/PqayshNVqjUqiWhuCqiX3A9t9alRVRVVVFbKzs02Pj4iIiAaOqPRIj2ctLS1B/c7nz5/f6fG33norUlJSAACXL1/G+++/3+trf/jhh/rjm266qcvjAwec1tTU4MKFC72+dqApU6bojyN1TiIiIiIiig2SJCErKwsVFRWw2+1YsmQJ7HY7PB5PVOJxOBzwer3Ytm0bXC5XVGIgIiIiYiK9h44fP673ck9OTsbEiRM7PT4pKQmTJk3Snx89erTX166vr9cfjxw5ssvjr7nmmqBWOH25dqDAnugdh/4QEREREVH804Z8ai1V/H4/iouLIctyVOLRkvtz5syBKAbfxgqCgMzMzKjERURERAMHE+k9pA36BIDx48d3q03LDTfcoD+ura3t9bV7084+8DNnzpzp9bUD+Xw+/TH7EBIRERERJRZZlrFx48aQvuR+vz/oXiAaJEmCy+UKKu4RBCGoDSYRERFRf4iZHunxIjCR3p2qcAC49tprDT/fU+np6frnu9NS5dKlS2hra9Of9yWJr7l48WJQZfuNN97Yo8/X1dX1OYaOmMwnIiIiIooMj8eDoqIiw52noiiGnQ9lJpvNBlEU9US/oigoLi6GzWbjvQERERH1m4gn0i9fvhzpU3bL0KFDTblO4PcbNmxYtz5zzTXX6I+bmpp6fe0JEybg2LFjAIC3334bP/rRjzo9vrKyMuh5X66tee655/RF9bXXXoubb765R59ftWpVn2Po6C9/+UvEz0lERERENNBo7VzCtW9UVRUVFRVwOBwmRxbM5/OFrZZnIp2IiIj6S8QT6bm5uUHb7Mzy8ssvm3KdK1eu6I8HDx7crc8EHhf4+Z665ZZb9O/573//G4cPH8acOXMMj21ubsaf/vSnoNdaWlp6fW0A+P/s3Xt0VOW9xvFnZidAICEQxgQtKaPlYiSIVZBDDUsKqFy0potaDxDsxXbZSjEqujyJWC1qRktoxVi0oq09oKkcL2ltwHrAA4K0Kiqhchc6XOQSpoGEACHJzJw/YnYzZDKZJHNL8v2s5Vp779l7v+8W3rUzD29+79q1a7Vp0yZz/7bbbvOpwQ4AAACg8/IXUDfl9XpjYua33W6XYRg+fTUMIyZmywMAgK4rLKVd2lPLuyMiGdzX1taa23Fxwf3vaxo2nzt3rt1tjxw5UhkZGdqxY4ckacmSJXK73ZowYYLPeeXl5SosLNTRo0d9jjfte1vt2bNHS5cuNffHjx/frN1gLF68WCkpKe3uBwAAAIDw8BdQny8aM79dLpecTqfsdrvZ7syZM/XKK6/I4/HIarUqLy+P2egAACCswhKkhzPY9nq9PvePdGjfdHZ50/rjgdTV1ZnbPXv27FD78+fP17333quqqiqdO3dOixcv1iuvvKLhw4erZ8+eOnLkiLZv3676+npZrVZdeeWVZomXhISEdrV59OhRPfroo2YQb7fbNXfu3HbdKyUlhR9wAQAAgBhks9mUl5cnh8Mht9ttfu9q+p0r0jO/S0pKzP4YhqEpU6bo7bff9gn7o/Eb0QAAoPsJeZDedGHNcDl+/HjUfljq1auXuR3sDO+m5zW9vj3S0tK0aNEiPfHEE/rnP/8pSTpy5IiOHDnic15CQoLuvPNOHT582AzS+/Tp0+b2Kioq9POf/1wnTpyQJA0cOFC/+MUv2nUvAAAAALEtOztbWVlZ5gzwjRs3+gTZkZz53VizvTE0d7vdKi0tbXae2+2OiZIzAACgawt5kP7iiy+G+pamsrIyvfTSSzp+/HjY2mhN00VNT548GdQ1jSG0JCUmJna4DxdddJGeeuopvf/++3r//fe1Z88enTx5UoZhKDU1VWPGjNHUqVOVmpqqX//61+Z1AwYMaFM7VVVVeuihh8yQPiUlRY8++iilWQAAAIAuzGazmYH0+cF6JIPq1mq2N8ViowAAINzCUtol1PZTrJM/AAAgAElEQVTt26c//OEP2rJliyQ1+xXDq6++OmJ9GTRokLldXl4e1DVNg/+m13eE1WrV+PHjW1xstNGePXvM7aFDhwZ9/zNnzujhhx/WgQMHJDX8A8LChQs1cODA9nUYAAAAQKfUNFiPpGBqtjdisVEAABBuMR2kHz16VCtWrNCGDRsk/bs+emOAnpGRoe9///vKyMiIWJ+aBuH79+83f8UxkL1795rb6enpYevb+SoqKvTFF1+Y+8H+f6qpqdEjjzyizz//XJLUu3dvLVy4UIMHDw5LPwEAAADENn8LfoabzWbTz372Mz399NMB18aKdMkZAADQPcVkkF5ZWalXX33VXESmMUBvDNG/+tWv6rbbbovoTPRGGRkZio+PV11dnWpqarRnzx5deumlLZ5fV1enXbt2mfuXX355JLopSVq3bp08Ho+khn8ACGZGem1trR599FHt2LFDUsPiqA8//LCGDBkS1r4CAAAAiB1Ng3N/ddKzs7PD3oeSkhI988wzfkN0q9WqZ555RlarNeIlZwAAQPcUU0F6TU2N3nzzTZWUlKimpqZZgD5gwADNnj1bEydOlNVqjUofExISNGrUKHMBz7Vr1wYM0jdt2qSzZ89KaqiPnpmZGZF+nj59Wm+++aa5P3Xq1Favqa+vl8Ph0NatWyVJ8fHxWrBggS677LKw9RMAAABAbCkpKTGD88bvXY0TdCK1sOf5C4021RjmR2NiFQAA6L5iIkh3u916++239eqrr6qystKccdAYoCcmJuo73/mObrrpJsXHx0e5t9K0adPMIH3NmjW68cYb/ZY9qamp0csvv2zuT5kypdUyMKHgdrv11FNPmYuhpqentxqku91uFRYWms9lGIYeeOABXXHFFWHvLwAAAIDYcH6A3RigNxWJhT1bWmj0nnvu0Q033MAMdAAAEHFRD9I3bNig5cuX69ixY80C9Pj4eN1444265ZZb1KdPnyj39N/GjBmjESNGaNu2baqvr9fChQv10EMP+SxuU1VVpUWLFunIkSOSGhbrnDFjRov3XLNmjZYsWWLuv/XWW37P++STT7Rz505NmjRJaWlpzT4/ePCgnnvuOZ9Z5bm5uQH/AcLr9aqoqEjvv/++pIZfk7z33ns1duzYlv8nAAAAAOhyWgqwm4rEwp7+Fho1DIMQHQAARE3UgvSysjK99NJL2rdvX7MA3WKxaPLkyZo1a5YGDBgQrS4GdN9992n+/PmqqKhQeXm5cnNzlZmZqbS0NFVVVWnLli06d+6cpH/P7k5MTOxwu9XV1SouLlZxcbEGDRqkwYMHKykpSWfOnNGBAwfkdDrNc+Pj4/Xggw9q+PDhAe+5atUqrV271twfOHCgtm/fru3bt7fan6SkJM2ePbvdzwMAAAAgdvgLsC0Wi6xWq0+N9HCH2Y0LjRYVFcnj8bCgKAAAiLqIB+l79+7VSy+9ZM6YbgzOvV6vvF6vxo4dq9tuu03p6emR7lqb2Gw2PfbYYyosLNS+ffvk8XjMZ2oqOTlZubm5GjVqVMj7cOjQIR06dMjvZ0OGDNHcuXODWiS0srLSZ//w4cM6fPhwUH1ITU0lSAcAAAC6CJvNpry8PJ/yLo3f1XJycpSTkxORMLtxoVGPxyOr1ap58+ZFZIFTAACAlkQsSD969KiWL1+ujRs3Svp3gN64fdlll+n73/9+wIU7Y016eroKCwu1YcMGrV+/XgcOHNDJkyeVmJiotLQ0jRs3TpMnT1ZycnLI2hwzZozy8/O1detW7dq1SydOnFBlZaV69OihlJQUDR06VNdcc42uuuqqiNRjBwAAANC1ZGdn67LLLlNOTo5ZI93j8ai4uFg5OTlhb99fnfaioiJdffXVOnjwoCRp1KhRzE4HAAARFfYgvbKyUn/84x/117/+VW632wzQG2ehDx48WHPmzOm0K67Hx8dr4sSJmjhxYofuM3nyZE2ePLnV8xISEjRu3DiNGzeuQ+01NWvWLM2aNStk9wMAAADQuVVVVTVbaDQSi4xK/uu0u91uzZ492ywLarValZ+fzyx1AAAQMWEL0mtqavTmm2+qpKRENTU1zQL0Cy64QLNmzdLEiRPNmekAAAAAgOj7+OOP/R7v27dv2Nv2V6ddkhmiSw2z1B0Oh7KyspiZDgAAIiLkQbrb7dbq1av16quvqqqqqtlCoomJibrlllt04403Kj4+PtTNAwAAAAA6wOVy6cUXX/T7WVVVVdjb91en3Z9IzZAHAACQwhCk//SnP9WxY8eaBejx8fH61re+pe985zvq3bt3qJsFAAAAAISA0+lsVtZFaiinYrfbI9IHf3Xaz2cYRsT6AwAAEPIg/ejRoz4lXCTpP/7jPzR79mylpKTI7Xbr1KlToW5WSUlJIb8nAAAAAHQ3LZVWmTdvXkRnf/ur097IarUqLy+P2egAACBiwr7YqNfr1QcffKAPPvggrO386U9/Cuv9ERr5+fmKi2v9r93SpUsj0BsAAAAA5zu/tIrVatVdd92lnJyciPbDX6BvsViUn5+v8ePHE6IDAICICmuQ3riIaNNFYcLZDgAAAACg47Kzs5WVlSWn0ym73R6V0Pr8QN8wDOXl5Sk7OzvifQEAAAj7jHQpvEF3uEN6hFZBQQEzRwAAAIBOwGaz+fzs7nK5Ih6s+wv0o9EPAACAkAfpF1xwQahvCQAAAACIopKSkqjNDG8M9F0ul5566ikVFxczQx0AAERcyIP0F198MdS3BAAAAABEicvlMkN0SXK73XI4HMrKyorYjPCSkhIVFBT4LD4ajX4AAIDuyxrtDgAAAAAAYpfT6fRZ8FNqCLGdTmdE2m8M8puG6NHoBwAA6N4I0gEAAAAALbLb7TIMw+eYYRiy2+0Rad9fkB+NfgAAgO6NIB0AAAAA0CKbzaa8vDwzTG+sTR6pcir+gvxo9AMAAHRvIa+RDgAAAADoWrKzs5WVlSWn0ym73R7R8LoxyG+s0261WjVr1izl5OQQogMAgIghSAcAAAAAtMpms0UtuI5mkA8AACBR2gUAAAAAEMNcLpc2b94sqaHMi9PplMvlinKvAABAd8OMdAAAAABAQC6XS06nU3379lVVVVXYZ4Xv3r1bH330kaqrq/W73/1ObrdbFotFFotFHo/HrI+enZ0dtj4AAAA0RZAOAAAAAGhRSUmJWZ+8UTiD7IcfflilpaXNjnu9Xnm9XkmS2+2Ww+FQVlYWZV4AAEBEUNoFAAAAAOCXy+VSQUGBT4gu/TvIDnWJlQ8//NBviO6P2+2W0+kMafsAAAAtIUgHAAAAAPhVVlYmj8fj97NQB9klJSWaO3du0OcbhiG73R6y9gEAAAIhSAcAAAAAtFkog2yXyyWHw2GWbgmm7by8PMq6AACAiKFGOgAAAADAr1GjRslisTQLuEMdZDudzmblY1pyzz336IYbbiBEBwAAEcWMdAAAAACAXzabTQ8++KAsFot5zGKxaN68eSFdaNRut8tqbf3rqWEYhOgAACAqCNIBAAAAAC3KysryCbm9Xq+KiopCutCozWbTXXfd1ey4xWKRYRiSKOcCAACii9IuAAAAAIAW+Su70rjQaChD7ZycHP3jH//Q2rVrzWMTJ07U9ddfL6mhzAwhOgAAiBaCdERUfn6+4uJa/2u3dOnSCPQGAAAAQGv69u3r9/iOHTtkt9tDFm67XC6tW7fO59jatWu1du1aczZ6KMvJAAAAtAWlXQAAAAAALaqqqvJ7fMmSJZo2bZpKSkpC0k6gBUfdbrccDkdIy8kAAAC0BTPSEVEFBQX8OiYAAADQidjtdhmG4Tfk9ng8cjgcysrK6vDP+YHakcJTTgYAACBYzEgHAAAAALTIZrMpLy/PZ8HRphoD7lC107i46PmsVmuLZWYAAADCjSAdAAAAABBQdna2VqxYIYvF0uyzUAbc2dnZKi0t1XPPPafc3FyfUN3j8WjOnDkhKyUDAADQFgTpAAAAAIAWuVwubd68WSkpKXrwwQebhemhDrhtNptGjx6tOXPmaPny5T4z4amVDgAAooUa6QAAAAAAv0pKSuRwOOR2u2UYhqZMmSKLxSKv1+tzXmPAHYpa6VJDeO90OlVZWSmPx9OsLWqlAwCASCNIBwAAAAA043K5zBBdagiwS0tLWzw/VAF30/DearXKarX6hOmGYchut3eoDQAAgLaitAsAAAAAoBmn02mG6MEIRcB9fnjv8Xjk9XrNWumGYSgvL4/Z6AAAIOKYkQ4AAAAAaMZut8swjKDCdIvFEpKA21947/V65Xa7NWPGDP34xz8mRAcAAFHBjHQAAAAAQDM2m015eXk+s8EnTZrk91yLxaKsrKwOt9kY3vvz+uuva/Xq1R1uAwAAoD0I0gEAAAAAfmVnZ6u0tFTPPfecSktL9eSTT2r69OnNzvN4PHI6nR1urzG8t1r9f1UtKiqSy+XqcDsAAABtRZAOAAAAAGiRzWbT6NGjZbPZVFJS0uKs8P/5n/9pdxsul0ubN2+Wy+VSdna2VqxYIYvF0uy8UAX2AAAAbUWQDgAAAABoVeNCoB6Px+/na9eu1e7du9t835KSEk2fPl0/+clPNH36dJWUlGjYsGHKzc1tdm4oFjQFAABoD4J0AAAAAECr/C0Eer6PPvqoTfdsDOcb7+t2u+VwOORyuTRlyhTNmDHDLPNiGEZIFjQFAABoj7hodwAAAAAAEPt27tzZ6jljxoxp0z3LysqahfNut1srVqzQK6+8Io/HI4vFopycHOXk5BCiAwCAqGFGOgAAAAAgIJfLpaeffjrgORaLRSkpKUHfs6SkRHl5ec2OW61Wvfzyy2YJGa/Xq5dffrltHQYAAAgxgnQAAAAAQEBlZWUt1kZv5PV6g14ItKV664Zh6Nvf/ra8Xm+ze5eVlbWpzwAAAKFEkA4AAAAA6LC2LATaUr31goICXX311SHuGQAAQMcRpAMAAAAAAho1alTAz61Wa5sWArXb7TIMo9k9JCk9Pd3cbvpZa30AAAAIJxYbRUTl5+crLq71v3ZLly6NQG8AAAAABMNms+nuu+/WU0895fdzj8ejU6dOtel+eXl5cjgccrvdslgskqQHHnhAhmFo6tSpevvtt+V2u2UYRptCegAAgHAgSAcAAAAAtConJ0der1dPP/10sxrmklRUVKSpU6cGHXhnZ2crKytLZWVlys/PN0u9uN1uvf3221q+fLmqqqpkt9sJ0QEAQNQRpCOiCgoK+CEYAAAA6KTmzJmjsWPHavbs2c3CdI/HYy426nQ6gwrAbTabkpOTm9VLd7vdqqqq0ujRo0PafwAAgPaiRjoAAAAAIGjDhg1Tbm5us+OGYWjHjh2aPn26fvKTn2j69OkqKSlp9X7+6qVL0jvvvCOXyxWSPgMAAHQUQToAAAAAoE1ycnKUm5trLgpqGIbmzZunZ555xqdEi8PhaBaGu1wubd682Txus9k0b968Zm288cYbQYfxAAAA4UZpFwAAAABAm82ZM0dTp041y7iUlZX5LdHidDrNEi8lJSXmAqNWq1WzZs1STk6OLrzwQr9tuN1uFRQUKCsrixKRAAAgqpiRDgAAAABoF5vNptGjR2vjxo3Ky8tr9rlhGLLb7ZIaZqI3huhSQ031FStWaPr06frwww9bbKPxPAAAgGgiSAcAAAAAtFtjQO7xeHyOG4ahvLw8cya50+lsNmNdaph1/uabb8pisbTYRnFxMfXSAQBAVBGkAwAAAADaraWAvKCgQNnZ2eZ+S4uKSg2zzmfPnm3WXD9fY4kYAACAaCFIBwAAAAC0W9++fZsF4IZhKD09vdmionl5eX7DcsMwlJOTo1WrVunJJ5/0e7/GEjEAAADRwGKj7VRXV6cNGzbovffe04EDB3Ty5EklJiYqLS1N48aN06RJk5ScnByWtj/77DOtW7dO27Zt04kTJ1RXV6f+/fvLbrdr/PjxysrKanGmRyDRfCYAAAAAnU/j4qFNy7oYhqEpU6Zozpw5crvdZomX7OxsZWdnKysrSytWrFBxcbG56OjMmTMlNYTtp06dktfrNe9ntVp9SsQAAABEg8Xb9CcUBOXgwYMqLCzUvn37WjynX79+ys3N1ejRo0PWbnV1tX71q1/po48+CnjekCFDdO+99yo9PT3oe4fzmVwul37wgx9Ikn7/+9/zAzAAAADQBbhcLk2fPt2nrIvFYtFdd92lZ555xue41WrVqlWrfL4LuFwun0DdMAzNmzdPRUVFrV4LAADQknBlkZR2aSOXy6UFCxaYgbPFYlFmZqauu+46XX311erRo4ck6eTJk3r88cdVVlYWknarq6t1//33+4ToAwcO1IQJE3T99dfr8ssvV1xcwy8YfP7558rPz9exY8di+pkAAAAAdF7+aqN7vV4tWbKk2XGPx6MVK1Y0u0djiC411EF/+umn/V5LfXQAABBtlHZpo8LCQlVUVEiSUlNTtWDBAl188cXm55WVlVq0aJHKyspUX1+vJ598Us8//7wSExM71G5RUZEOHTokSerRo4d+9rOf6Zvf/KbPOceOHdPixYu1Y8cOnTx5Ug6HQ7/+9a9lsVhi8pkAAAAAdF6NtdGblnUJpLi4WDk5OeasMH9BvMfjaXZP6qMDAIBYwIz0Nti8ebO2bdsmSYqLi9NDDz3kEzhLUnJyshYsWKCBAwdKkk6dOqU33nijQ+3u3btXmzZtMvfvvvvuZiG6JKWlpemRRx4x2967d6/Wr18fk88EAAAAoPMqKSnRnDlzgg7RpYYZ501nltvt9mZrO1ksFuqjAwCAmESQ3galpaXm9qRJk1qcFdGrVy/Nnj3b3H/77bebzbRoi40bN5rbF198scaPH9/iub1799Z3v/tdc//Pf/5zwHtH65kAAAAAdE4ul0sOh6PN3wesVqv69u1r7m/cuLFZEO/1enX+Ml5ZWVnt7ywAAECIEKQH6ezZsz61wSdPnhzw/GuuuUYJCQmSGmZwf/bZZ+1ue9euXeb2VVdd1er5TRcD3bNnj8rLy/2eF81nAgAAANA5+SvJ4s+kSZN8Zpx7PB7NmTNHJSUlZhh/fmh+PuqjAwCAWEGQHqQdO3aorq5OUsPs7KFDhwY8Pz4+XsOHDzf3t27d2u62T548aW6npqa2en7//v0VHx/fatvRfCYAAAAAndPOnTuDOu+WW27R8uXLZbX++2un2+2Ww+FQWVlZUGG81WqlPjoAAIgJBOlBalzoU5IGDx7crJafP1/72tfM7YMHD7a77dZmabR2zYEDB/yeE81nAgAAAND5uFwuFRUVtXpe4wKhVVVVzcq3NAbowXz/mDdvHvXRAQBATIiLdgc6i6ahczCzwiXpggsu8Ht9WyUnJ5vXt1SmpakTJ06ovr7e3G8p8I7GM1VUVLT5mtbwgzUAAAAQGcGUdTEMw2eBUMMwfK4xDEOjRo1SXl5ewFrrM2bM0Jw5c0LXeQAAgA4gSA/SqVOnzO1+/foFdU3//v3N7erq6na3PWTIEG3btk2S9PHHH+t73/tewPM3b97ss99S29F4pvnz57f5mta89dZbIb8nAAAAgObsdnuzYLwpq9WqefPmKTs72zw2c+ZMFRcXy+12+4Ts2dnZysrK0saNG1VQUOAzc91qterHP/5x2J8HAAAgWJR2CVJNTY253aNHj6CuaXpe0+vbauzYseb2P//5T23YsKHFc8+cOaOVK1f6HDt79qzfc6P5TAAAAAA6H5vNpry8PLMsi8VikcViMT/3eDwqKiqSy+VSSUmJpk+frhUrVsjr9SonJ0elpaXKzs6Wy+XS5s2btXr1ajkcDp8Q3TAM5efn85unAAAgpjAjPUi1tbXmdlxccP/bmi74ee7cuXa3PXLkSGVkZGjHjh2SpCVLlsjtdmvChAk+55WXl6uwsFBHjx71Od607y0dj9QzLV68WCkpKW2+DgAAAEBsaJxJ7nQ6VVlZqQceeMDnc7fbrbKyMp+yLR6PR8XFxcrJyVFJSUmLJV2sVquWL1+uYcOGReRZAAAAgkWQHqSmM7Gb1h8PpK6uztzu2bNnh9qfP3++7r33XlVVVencuXNavHixXnnlFQ0fPlw9e/bUkSNHtH37dtXX18tqterKK680S7wkJCT4vWc0niklJYWZJQAAAEAnZ7PZZLPZ5HK5/NZAr6qqahaUu91ubdy4MWBddI/Ho6qqqrD2HQAAoD0o7RKkXr16mdstzfA+X9Pzml7fHmlpaVq0aJEuvvhi89iRI0e0bt06/fWvf9XWrVtVX1+vhIQE3XPPPRo6dKh5Xp8+ffzeM9rPBAAAAKBzayz1YrU2fLW0Wq2aMmWKHA6H3/MLCgoCLlZqsVjUt29fbd68WS6XKyx9BgAAaA9mpAcpKSnJ3D558mRQ15w4ccLcTkxM7HAfLrroIj311FN6//339f7772vPnj06efKkDMNQamqqxowZo6lTpyo1NVW//vWvzesGDBjg936x8EwAAAAAOrdPP/3UrHHu8Xi0atUqeb1ev+c2rYXuj9fr1Zw5c3wWJm26cCkAAEC0EKQHadCgQeZ2eXl5UNccP37c7/UdYbVaNX78eI0fPz7geXv27DG3m85ObypWngkAAABA57R7926Vlpb6HGspRA9W44x1t9sth8OhrKwsykMCAICoo7RLkJqGxvv37w/464iN9u7da26np6eHpV/+VFRU6IsvvjD3MzIy/J7XmZ4JAAAAQOz56KOPwnp/t9stp9MZ1jYAAACCQZAepIyMDMXHx0uSampqfGZ8+1NXV6ddu3aZ+5dffnlY+9fUunXrzF+ZHDRoUIsz0jvTMwEAAACIPWPGjAnp/SwWi8++YRiy2+0hbQMAAKA9CNKDlJCQoFGjRpn7a9euDXj+pk2bdPbsWUkNtcQzMzPD2r9Gp0+f1ptvvmnuT506tcVzO8szAQAAAIhNw4YN06RJk0JyL4vFomnTpskwDEkya6RT1gUAAMQCgvQ2mDZtmrm9Zs0a7d+/3+95NTU1evnll839KVOmmD8MhpPb7dZTTz1lLhyanp4eMEiXYv+ZAAAAAMSukpISrVu3ztw/f0Z5W3i9Xq1evVpFRUV67rnnVFpaykKjAAAgZhCkt8GYMWM0YsQISVJ9fb0WLlzYrF5fVVWVHn/8cR05ckSSlJSUpBkzZrR4zzVr1uimm24y/2vJJ598oldeeUXHjh3z+/nBgwf185//XH//+98lSfHx8crNzTVLt0TymQAAAAB0fS6XSw6Hw2etpY4uNOrxePSzn/1Mhw4dYiY6AACIKXHR7kBnc99992n+/PmqqKhQeXm5cnNzlZmZqbS0NFVVVWnLli06d+6cpIZfRXzggQeUmJjY4Xarq6tVXFys4uJiDRo0SIMHD1ZSUpLOnDmjAwcO+ITf8fHxevDBBzV8+PCYfiYAAAAAnZfT6fQJ0UPF4/HI4XAoKyuLMB0AAMQMgvQ2stlseuyxx1RYWKh9+/bJ4/Fo69atzc5LTk5Wbm6uTw3yUDl06JAOHTrk97MhQ4Zo7ty5GjJkSND3i4VnAgAAANC52O12GYYRljDd7XbL6XQSpAMAgJhBkN4O6enpKiws1IYNG7R+/XodOHBAJ0+eVGJiotLS0jRu3DhNnjxZycnJIWtzzJgxys/P19atW7Vr1y6dOHFClZWV6tGjh1JSUjR06FBdc801uuqqq9pVuzwazwQAAACg87LZbMrLy1NBQYE8Hk9Q11it1qDONQxDdru9gz0EAAAIHYu3o0XsgFa4XC794Ac/kCT9/ve/Z1YJAAAA0IW4XC6tWLFCxcXFAWenG4ahefPmqaioKOB5VqtV+fn5LDQKAADaJVxZJIuNAgAAAADazWaz6e6771ZpaanuueeeFs+bMGGCcnJylJeX5/NbtBaLpdm5WVlZYekrAABAexGkAwAAAAA6zGaz6YYbbmix1OTatWv14YcfNluk9PxfkvZ4PHI6neHsKgAAQJsRpAMAAAAAQmbmzJl+Z5lL0ty5c7VixYqA11MfHQAAxCIWGwUAAAAAdFhJSYkcDkfA+uetLdFlGIby8vJYVwkAAMQcgnREVH5+vuLiWv9rt3Tp0gj0BgAAAEAouFyuVkP0QCwWi5544gmNGjWKEB0AAMQkSrsAAAAAADrk/LrnTY0dO1ZLly5tsXa6JN11112aNGkSIToAAIhZzEhHRBUUFPDDMQAAANDF2O12WSwWv6VbPvjgA+Xm5iovL6/ZrHWr1aq77rpLOTk5kewuAABAmxGkAwAAAAA6xGaz6Uc/+pGWLVvm9/OcnBzl5+ertLRUTqdTffv2VVVVlex2OxNtAABAp0BpFwAAAABAh91xxx3KzMz0+5nH45HD4ZAkjR49WsOGDdPo0aMJ0QEAQKdBkA4AAAAACInCwkJZLBa/n7ndbjmdzsh2CAAAIEQI0gEAAAAAITN79my/YbphGLLb7ZHvEAAAQAgQpAMAAAAAOqykpETTp0/XihUrZLFYNHbsWBm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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 745 } }, "output_type": "display_data" } ], "source": [ "period = pg.period_at_max_power\n", "print('Best period: {}'.format(period))\n", "lc.fold(period.value).scatter();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's improved our fit! It looks like this eclipsing binary has a period of approximately 1 day." ] } ], "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }