diff --git a/hrr.py b/hrr.py index 4f655d7..c8bbf1d 100644 --- a/hrr.py +++ b/hrr.py @@ -444,7 +444,7 @@ def getClosest(item: HRR, memoryDict: dict, for key, value in memoryDict.items()} sortedDists = sorted(dists.keys(), key=(lambda key: dists[key]), reverse=True) - return {k: round(dists[k], 5) for k in + return {k: round(dists[k].real, 5) for k in sortedDists[:min(howMany, len(memoryDict))]} #sortedDists[:howMany] diff --git a/hrr_demo.ipynb b/hrr_demo.ipynb index d40b196..324815c 100644 --- a/hrr_demo.ipynb +++ b/hrr_demo.ipynb @@ -52,16 +52,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "import hrr\n", "#for simulations, plotting, etc.\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", - "import matplotlib.mlab as mlab\n", + "from scipy.stats import norm\n", "import math\n", "from functools import reduce\n", "from pandas import DataFrame\n", @@ -90,14 +88,14 @@ "output_type": "stream", "text": [ "Ranking of dot products of decoded traces with items in memory:\n", - "_i: {'i': 1.00671, 'k': 0.02976, 'j': 0.01616, 'h': 0.01358}\n", - "_h: {'h': 1.00671, 'k': 0.04558, 'i': -0.01444, 'j': -0.022}\n", - "_j: {'j': 0.95465, 'i': -0.01791, 'h': -0.03365, 'k': -0.1172}\n", - "_k: {'k': 0.95465, 'h': 0.02525, 'i': -0.00298, 'j': -0.07946}\n", - "i_: {'i': 1.03659, 'j': 0.04141, 'h': 0.00145, 'k': -0.00389}\n", - "h_: {'h': 1.03659, 'k': 0.02767, 'i': -0.02004, 'j': -0.02498}\n", - "j_: {'j': 0.98452, 'i': 0.02767, 'h': -0.00389, 'k': -0.10906}\n", - "k_: {'k': 0.98452, 'h': 0.04141, 'i': -0.02498, 'j': -0.10008}\n" + "_i: {'i': 0.9513, 'k': 0.04519, 'h': -0.00352, 'j': -0.01021}\n", + "_h: {'h': 0.9513, 'j': -0.00538, 'k': -0.02483, 'i': -0.05775}\n", + "_j: {'j': 0.92494, 'k': 0.04599, 'i': 0.00522, 'h': -0.03877}\n", + "_k: {'k': 0.92494, 'j': 0.03748, 'i': 0.03458, 'h': 0.01294}\n", + "i_: {'i': 0.93875, 'k': 0.00642, 'j': 0.00273, 'h': -0.01518}\n", + "h_: {'h': 0.93875, 'j': 0.02919, 'k': -0.01961, 'i': -0.05919}\n", + "j_: {'j': 0.91239, 'h': 0.00642, 'k': -0.00443, 'i': -0.01961}\n", + "k_: {'k': 0.91239, 'i': 0.02919, 'j': 0.01599, 'h': 0.00273}\n" ] } ], @@ -209,10 +207,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 4, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -221,24 +217,24 @@ "Token similarities (dot product):\n", "\n", " mark john paul luke fish bread hunger thirst\n", - "mark 1.010 0.000 0.000 0.000 0.000 0.000 0.000 0.000\n", - "john 0.698 1.079 0.000 0.000 0.000 0.000 0.000 0.000\n", - "paul 0.694 0.754 1.022 0.000 0.000 0.000 0.000 0.000\n", - "luke 0.678 0.709 0.714 1.050 0.000 0.000 0.000 0.000\n", - "fish 0.012 0.029 0.020 0.048 0.999 0.000 0.000 0.000\n", - "bread -0.073 -0.109 -0.065 -0.085 0.002 0.931 0.000 0.000\n", - "hunger -0.062 -0.049 -0.025 -0.011 0.067 0.040 1.010 0.000\n", - "thirst 0.002 0.003 -0.002 0.005 0.032 -0.002 0.458 0.875 \n", + "mark 1.007 0.000 0.000 0.000 0.000 0.000 0.000 0.000\n", + "john 0.658 0.966 0.000 0.000 0.000 0.000 0.000 0.000\n", + "paul 0.668 0.660 0.979 0.000 0.000 0.000 0.000 0.000\n", + "luke 0.702 0.687 0.688 1.091 0.000 0.000 0.000 0.000\n", + "fish 0.022 -0.011 -0.047 0.017 0.965 0.000 0.000 0.000\n", + "bread 0.014 0.036 0.031 0.018 0.118 0.954 0.000 0.000\n", + "hunger 0.095 0.074 0.065 0.032 -0.030 -0.006 0.924 0.000\n", + "thirst 0.030 0.013 -0.006 -0.012 0.009 0.016 0.440 0.988 \n", "\n", "Sentence similarities (dot product):\n", "\n", - " S1 S2 S3 S4 S5 S6\n", - "S1 1.031 0.000 0.000 0.000 0.000 0.000\n", - "S2 0.050 1.095 0.000 0.000 0.000 0.000\n", - "S3 0.685 0.044 1.044 0.000 0.000 0.000\n", - "S4 0.100 0.084 0.245 1.098 0.000 0.000\n", - "S5 0.299 -0.023 0.251 0.714 1.121 0.000\n", - "S6 -0.050 -0.029 -0.058 0.531 0.204 1.058\n" + " S1 S2 S3 S4 S5 S6\n", + "S1 0.774 0.000 0.000 0.000 0.000 0.00\n", + "S2 -0.029 0.908 0.000 0.000 0.000 0.00\n", + "S3 0.508 -0.031 0.860 0.000 0.000 0.00\n", + "S4 0.064 0.072 0.175 0.993 0.000 0.00\n", + "S5 0.170 0.055 0.126 0.668 0.949 0.00\n", + "S6 -0.031 0.009 -0.026 0.528 0.327 1.02\n" ] } ], @@ -276,9 +272,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "agent of s1\n", + "('mark', 0.46168)\n", + "agent of s1(w/o frame label)\n", + "('mark', 0.35294)\n", + "object of s1\n", + "('the_fish', 0.44001)\n", + "agent of s2\n", + "('hunger', 0.57007)\n", + "object of s2\n", + "(1, 0.41783)\n", + "agent of object of s2\n", + "('mark', 0.26199)\n", + "object of object of s2\n", + "('the_fish', 0.20272)\n", + "role of 'john' in s4\n", + "('agent_see', 0.559)\n", + "role of 'john' in s5\n", + "('agent_see', 0.54232)\n" + ] + } + ], "source": [ "# agent of s1\n", "agent = sentences[1].decode(tokens['agent_eat'])\n", @@ -338,10 +359,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 6, + "metadata": {}, "outputs": [], "source": [ "#Sequences\n", @@ -357,10 +376,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 7, + "metadata": {}, "outputs": [], "source": [ "# addition memory capacity\n", @@ -383,7 +400,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -411,9 +428,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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r01UtdW7iaAbIOJ2ahnrRRRfp1tdU+Oijj+Swww7T51mmYx9nKtXU1MicOXN0WFUhtT8VtFVbsqomj+XPnFnZgIolAAAAgKyn9nyqVlwVuKwqFApJXV2d3tuqWn63DpWKqhCrFttsw1RYAAAAALYw0lZUs7z66qu6rVft43z00UcHfU7/cy+zCcESAAAAgCkh0OpBMNUOPPDAAZNr7YRWWAAAAADAuBAsAQAAAADjQrAEAAAAAIwLwRIAAAAAMC4ESwAAAADAuBAsAQAAAADjQrAEAAAAMGLqiJBjjjnGlM9ubm6Wqqoqqamp2e6xHhdddJFYUTAYlJkzZ8o777wjdkKwBAAAADBiv/nNb+RPf/qTKUH1uuuuk2984xs6mCkvvviiuFwuaWtrk2yRk5MjP/rRj+QnP/mJ2AnBEgAAAICupI1ESUmJlJaWSqb19PTI3XffLWeeeaZYVSgUGtHzvvvd78orr7wiy5YtE7sgWAIAAAApFIvFJNrTY8pNffZIqXbRCy64QLeMVlZWyhFHHKG//sknn8hRRx0lhYWFMnHiRPne974nTU1NQ1YYo9Go3HDDDTJr1izJy8uT3XbbTR599NEBn6UC1Fe/+lUpLi6WoqIi2W+//WTNmjWyePFiue++++Tvf/+7rjyqm6pCDuapp54Sv98vX/rSl/SPVTvsQQcdpK/Lysr0a9Xa+q/r0ksvlfLycqmurtaf1Z+qcp511lkyYcIEva6DDz5YPvzwwwHPueOOO2TOnDm6yrjjjjvKAw88MOBx9ZnqOV//+teloKBArr32Wtlhhx3k5ptvHvC8Dz74QD939erVyfXuu+++8vDDD4tdeM1eAAAAAGAnsd5eWbFwD1M+e8f33hVXfv6In69C3bnnniuvvvpqMmypgKUC16233iq9vb26ZfP444+X559/ftD3UKHywQcflDvvvFPmzp0rL730kpx88sk6sB1wwAFSW1sr+++/vw6y6j1UiFOfFw6HdUvo8uXLpaOjQ+699179fioIDubll1+WPfb4/Nd12rRp8thjj8lxxx0nK1as0O+rgm3/n9sPf/hDefPNN+X111/XoVOFucMOO0w//u1vf1s//+mnn9ZV2N///vdyyCGHyMqVK/UannjiCfmf//kf+fWvfy2HHnqo/POf/5TTTz9dpk6dmgy0igqsv/jFL/TzvF6vDr/q56J+bgb1Y/VroEKnYe+999Y/J7sgWAIAAGzPCzek5n0Oujw17wOkiAqCN954Y/LHquK2++67y/XXX5/82j333KNDnApc8+bNG/D6QCCgn/vvf/9bFi1apL82e/Zs3eapgpoKlr/73e90cFPVOZ/Pp5/T/31UuFPvo6qKw1m/fr1Mnjw5+WOPx5MMoWqgz9btuV/4whfk6quvTv48b7vtNlm6dKkOlmp9b731ljQ0NOggqKgq45NPPqmrreecc47+sQqj5513nn5chdQ33nhDf71/sDzppJN04DSo11x11VX6/VV4VO2xf/7zn7epYqqfi/o52QXBEgAAAEghV16erhya9dmj0b8CqKhW0BdeeEG3wW5Nta5uHSxVa6fa+2hUAfvv11QB1WgDVa2vRqgcK1U9zc3NHfHzVbDsb9KkSTpIGj/Prq4uqaio2OYz1M9TUZVUFTD7UxVPNbyovz333HObwPiVr3xFB3IVLP/f//t/OjirCml/KlCrXzu7IFgCAAAAKaT3Co6iHdVMal9gfypsfe1rX5Nf/vKX2zxXBbOtqecr//rXv2TKlCkDHjMqgf3bU8dD7QNtbW0d8fO3DrLq90XtuzTWrX4+g+3nHO1goq1/DRXVSqz2pqp2YtUGe8IJJ0j+Vn8mWlpadLuwXRAsAQAAAGgLFy7U+xbVcR5qv+D27LLLLjpAbtiwQbe9DlU5VPsdVUvoYFVLNRgnEols97NUBVTt5dz6tcpIXr/1z7Ourk7/HI2jS7a28847672gp556avJr6sfq57w9Rx99tA6carDPM888o/edbk0NSTKqunbAVFgAAAAA2vnnn68rad/5znfk7bff1m2hzz77rN5DOFh4UxNe1ZCaiy++WIdH9fz33ntP/u///k//WFGTZ9VwnhNPPFHeeecdWbVqlZ6uqgbuKCrYffTRR/rHavrsUEd2qKm1arps/6rljBkzdCVSDdZpbGxMVlC3Rw3jUXtC1XTb5557Tk+Yfe211+SKK67Qa1R+/OMf6/M6VThUa77lllvk8ccfHzCUZygej0fvtbz88sv1/k5j/2l/anDP4YcfLnZBsAQAAACQ3B+oqnIqRKrQs2DBAn0ciWoPdbsHjw7/+7//Kz/72c/0dFhV5TvyyCN1a6w6fkRR+xjVNFgV+lRVU+3r/OMf/5isXp599tn6KA+1V1G1hhoTarem1qIqjY888kjya6r99pprrpHLLrtMH42iQuxIqDCqji9Rk1pVaFZ7R1XwVcN01PsoKnSq/ZRq6M6uu+6qhxGptlY13XYkzjzzTL3XtP9gH4OaUtve3i7f+ta3xC5csdEcdgNLUt8BUpO21B9ONWYZAKzg1iUrt/naxYcNHPoAZA2mwmIYfX19sm7dOh2kRjNcJlupaqaqyG3dlpoJKrCqSqJqIx0q6FrFyy+/rI8v2bhxYzKsGtSeS3Xe509/+tOU/5kzKxtY+3cDAAAAgCWocyc//fRTXW1TFTwzqGmralKrOhvTqgKBgGzatEmfb6kmwW4dKlUVU1VfVfuwnTC8BwAchkoiAGAsVJVwn3320Wc4/uAHPzBtHao118r+8pe/6DbYL37xi3L//fdv87gaOHTllVeK3RAsAQAAAGyXCkp2OncxXU477TR9cxpaYQEAAAAA40KwBAAAAFKAmZhw8p81giUAAAAwDsaxGbSJIlOMP2vGnz0rYI8lAAAAMA7q6A11zmNDQ4P+cX5+vj4nEUhHpVKFSvVnTf2ZU3/2rIJgCQAAAIxTdXW1vjfCJZBOKlQaf+asgmAJAAAAjJOqUE6aNEmqqqokFAqZvRzYmM/ns1Sl0kCwBAAAAFJE/YPfiv/oB9KN4T0AAAAAgHGhYgkAGNKtS1Zu87WLD5tnyloAAIB1UbEEAAAAAIwLFUsAwLhEurqk5f77JVRbK+78Ain7zoninz3b7GUBAIAMIlgCAMas+823ZPOll0q4vj75tdaHH5YJF14oMusAU9cGAAAyh2AJABjTvsuC+k3ypZt/LL6+HvFNmyalx35Tet5/X7pfelkab7lFpp7YJ5v2PcLs5QIAgAwgWAIARs0T6JXd/3iDDpUts3eRRY8/JO7cXInFYtJ0xx3S9Nv/k13+9gfpnDxT2mftaPZyAQBAmjG8BwAwarOWPimF9Zukr7RCPjjzJzpUGgeEV557rhQdfri4I2HZ5W+/F4lGzV4uAABIM4IlAGBUcjraZObSJ/X18mPPlGBx6YDHVbisXny1hHPzpGTjGql+/1WTVgoAADKFYAkAGJU5zz0i3mCftE2fK/Vf3GfQ53jLy2Xdwcfo67n/fFBckXCGVwkAADKJYAkAGDFvT5dMef3f+nrV105W5ckhn1tz8DckUFgiBU11MuGTtzO4SgAAkGkESwDAiE1++z/iDQakc9J0ad5xt2GfG/HnSe2iQ/X19FeeydAKAQCAGQiWAICRicVk2qvP6suN6hiRYaqVho37HK7vKz/7QPKa6tK+RAAAYA6CJQBgREprVkjRlvUS8eXI5r0OHNFreiurpXHn3fX1tNeeS/MKAQCAWTjHEgAwIpPefUnf131xHwnnF474dZsWHSYTlr8v1e++LLc+t2KbSufFh81L+VoBAEBmUbEEAGxfNCoTP3xDX9btvu+oXtq4654SzvFLfkuDFG9am6YFAgAAMxEsAQDbVbJ+leS2NUvYnyvNO31xVK+N5vilaZeF+nriB6+laYUAAMBMBEsAwHZVfxgPhA3z95aoL2fUr6/fLX7e5cQPXtdDgAAAgL0QLAEAw4vFkm2w9V9cNKa3aNh1T4l6vVLYUCsFdRtTvEAAAGA2giUAYFj5jVskv6lOoh6vNCUmvI5WJC9fmud+QV+rQT4AAMBeCJYAgGFVfhYPgq2zd5aIP2/M79OU2JtZkXg/AABgHwRLAMCwKj77YEAwHKvmRLWzfPUycYeCKVkbAACwBoIlAGBIrkhYKlZ+NCAYjlVX9TTpKykXTygoZWs+TdEKAQCAFRAsAQBDKl23QryBPgkWFkvHlFnjezOXq187bLwKCgAA7IFgCQAYUrJaOW83Eff4/8owzsCsWPHhuN8LAABYB8ESADAko2W1Ze78lLxfyw7x9ymurRFPb09K3hMAAJiPYAkAGFQsFJKSmhX6unXOLil5z0BphfRUTBRXLCqlifcGAADZj2AJABhU3/Ll4g0GJJhfJF0Tp6bsfY2QygAfAADsg2AJABhUz7vv6fu22TulZH+loXV2IliuJVgCAGAXBEsAwKB63n1H37ekqA1264plac1KcYVDKX1vAABgDoIlAGAbsVhMeo2KZYqDZffEKfr4EnWeZcnGNSl9bwAAYA6CJQBgG6GNGyXS2ipRr1fap81J7Zu7XNI6ayd9WVKzMrXvDQAATGG7YNnT0yNPP/20XHvttXLsscfKjBkzxOVy6dvixYvH/L41NTXJ9xnJ7fTTT9/mPU477bQRvTYcDo/zVwEAxqf3o4/1fcfU2RLz+lL+/u0z5ur7kvWr5NYlK7e5AQCA7OIVm3nrrbfk6KOPTvn7ejwemThx4rDP6evrk/b2dn291157Dfm83NxcKSkpGfJxFS4BwEx9H8eDZfv0eABMNeN9SzasSsv7AwCAzLJdsFTKyspk4cKFydvFF18sdXV143rPadOmbfc9LrzwQrntttskLy9PTjrppCGfd8IJJ8if/vSnca0HANKp1wiWicpiqnVM30HfFzRuEV93p4QKitLyOQAAIDNsFyz3228/aWlpGfC1yy67LO2fq6qVDz30kL4+7rjjpLS0NO2fCQDpEAuHpe/TT9NasVRBsnvCJB0sizesluadd0/L5wAAgMyw3R5L1bJqhscff1xaW1v19VlnnWXKGgAgFQJr1kisr0/chYXSXTU5bZ9DOywAAPZhu2Bplrvvvlvfz507Vw444ACzlwMAY9b70Uf6Pnf+fBF3+v6a6D/ABwAAZDeCZQqsXbtWXnjhBX195plnbvf5S5culXnz5ukhPsXFxbJgwQK56KKLZNUq/nEFwHx9nyzT93kL5qf1cwiWAADYB8EyBe655x59mLjX65VTTz11u8/ftGmTDqP5+fn6eJRPPvlEfvOb38j8+fPljjvu2O7rA4GAdHR0DLgBQKr0fbZc3+fusktaP6dzykyJuVyS29EqOZ1taf0sAACQXgTLcYpEIskJr1/5ylekurp6yOeqCbVqaqw6E1OFQzVkSIXCxx57TObMmSPBYFDOO+88/ePh3HDDDfq4EuOmJtYCQCrEIhEJrIifI+nfaae0flbEnyc9Eybp66JN69L6WQAAIL0IluP0zDPPSG1t7YiG9vz3f/+3nH/++TJjxozkkCFVtTz22GPlzTfflFmzZumvXXLJJboCOpTLL79cn5dp3DZu3JjSnxMA5wrW1OjBPa78fMmZPj3tn9cxJf7/veJagiUAANmMYDlOd911l76fMmWKHHXUUWN+n4qKCvnpT3+qr9evXy/vv//+kM/1+/16b2b/GwCkQt/yz/R97rx54srAlO3OqbP1PRVLAACyG8FyHOrr6+Wf//ynvj7ttNPGfdTJokWLktdqDyYAZFogsb/Sv3N622C3rVjy/zwAALIZwXIc7r//fgmHw+JyueSMM84wezkAkLqK5U47Z+TzOqfGg2VB/WZxBwMZ+UwAAJB6BMsUnF150EEHyezZ8Xau8XjjjTeS18Z+SwDIFLW3u295YiJshiqWgeIyCRSViCsWlaLN6zPymQAAIPUIlmP0yiuvyIoVK0Y0tEcZbhiPoibEXn/99fpaTXndfffdU7RSABiZcGOjRFpaRNxu8c+NnzGZdi6XdBrtsJtohwUAIFvZMli2trZKU1NT8haNRvXX1ZmR/b/e1dU14HWLFy/Wba3qpo4EGcnQnvLycj3VdXsefPBB/Tx1lEhDQ0Py6729vfLkk0/q/ZXGvsqbbrpJ3G5b/tYAsLDAylX6PmfGDHHn5WXsc9V5lkrhlg0Z+0wAAJBaXrEhVe1Tk1W3pgKbuhlOPfXU5BmUo6HOnvzb3/6mr08++WQ9pXUk510+8cQT+qYUFBRIbm6utLW16ccU9T633HKLnHDCCaNeEwCMV2B1PFhmrFqZ0Dlphr4nWAIAkL1sGSzT7eGHH9bVz5G2wRr7MK+77jp5/fXXZfny5dLc3KzPoFRHheywww5y8MEHy/e//332VgIwTWCVOcGya1L8vEyCJQAA2cuWwXJ7baxDUa2w6rY955xzjr6NxowZM5LnVAKAFQVWrdb3/rk7jPq1ty5ZOebP7aqeJjGXS/xd7ZLT2SbBotIxvxcAADAHG/kAABKLRiWwerUpFctojl96Kqv1deFmqpYAAGQjgiUAQEKbt0isp0dcPp/kTI+3pmZSV3X8M4u2cOQIAADZiGAJAJDAqngra86sWTpcZlrX5MQ+y7qNGf9sAAAwfgRLAEC//ZWZbYM1dBoDfDZTsQQAIBsRLAEApk2ENXT1P3IkFjNlDQAAYOxsORUWADA6Gz/4VEpE5NmuXGkYx4TXsequmixRt1t8fT3i72jJ+OcDAIDxoWIJAE4Xi0lBQ62+7K6aYs4SvD7prYhPhi2o22TKGgAAwNgRLAHA4VSF0Bvok5jLLT2Vk0xbR1f1VH1fWE+wBAAg2xAsAcDhCurj1cqeiiqJmTAR1tA9ceqA9QAAgOxBsAQAhzO7DXabYMmRIwAAZB2CJQA4XLJiOdHcYNmVCJaFiaALAACyB8ESAByuoGGzRSqW8c/PbWuWSFe3qWsBAACjQ7AEAIdLtsKaXLEM5xdKX3GZvg6uW2vqWgAAwOgQLAHAwVyhkOQ1N1iiYtk/3AbXEiwBAMgmBEsAcLCCpi3iikUlnJsngUS10EzdE6fp+8AagiUAANmEYAkADmYM7tHVSpfL7OVId9VkfR/csMHspQAAgFEgWAKAg1nlqBFDz4RJ+j64fr3ZSwEAAKPgHc2TAQA2rViaPLhn62DZvXad3PrcigFV1IsPm2fiygAAwHCoWAKAg1muYlk+UWIut3gDfZLT2Wb2cgAAwAgRLAHAqWIxybdYsIz5fNJbVqmv8xu3mL0cAAAwQgRLAHAoX1eH5PR0DRiaYwU9ibUUNG42eykAAGCECJYA4PA22N6yCRLN8YtV9FTG91lSsQQAIHsQLAHA6fsrLTK4x9CdGOBDsAQAIHsQLAHAoQoaNltqf+XWk2EJlgAAZA+CJQA4/agRiwbLgqYtesAQAACwPoIlADhUQWOt5Qb3KD0V1RJzucTb1ys5ne1mLwcAAIwAwRIAnCgalbzmhgEVQqtQR470lU3Q1/mqagkAACyPYAkADuTvbBVPKChRt1v6EudGWnGAj7EPFAAAWJvX7AUAADIvv7FO36vKYMxjvb8KdBV1xYdULDF+L9xg9goAwBGoWAKAA+U11+v7noqJYkXJsyypWAIAkBUIlgDgQPlN8Yplr8X2Vxq6qyYNWCcAALA2giUAOJAR2KxesSxo3MyRIwAAZAGCJQA4UF5zIlhWVosV9Vb2O3KkiyNHAACwOoIlADi5FdaiwTLqy5G+0vi02vxGBvgAAGB1BEsAcBhPoFf8ne2WboXtf74mwRIAAOsjWAKAQyfCBvMLJZxfKFZlnGVJsAQAwPoIlgDg0DMsrdoGu3XFUg/wAQAAlkawBACHybf4GZaG3op48M1raTB7KQAAYDsIlgDgMHkWH9xj6K2oGtC6CwAArItgCQBOPcPS4sHSqKiqQUOeQJ/ZywEAAMMgWAKAw+QbZ1gmWk2tKpxXIKHcfH2dSzssAACWRrAEAAeJRSLJPYu9ldbeYykul/Qmqpb5zQRLAACsjGAJAA4Srq8XdzgsUbdHessqxeqS+yxb2GcJAICVec1eAAAgfW5dsnLAj8tXfSx7G4HN7TFtXSPVW24M8KFiCQCAlVGxBAAHyWuKV/6MFlOrM9bJZFgAAKyNYAkADpLftCUrJsIaepKtsFQsAQCwMoIlADhIfqJimS3BkoolAADZgT2WAOAgeYmjRnotftTI1nssc3q6JNLZKZ6iIrOXBGwjGovJ24F6+U9vrbRHgzLRky9H5c+QuTmlZi8NADKGYAkADpKfqPz1WP2okYRIbr4EC4okp7tTQrW14tlpJ7OXBAxQF+6Wnza/Lm8HBrZr39WxTI7OnylXle8l+W6faesDgEyhFRYAHMIT6JOcro4BlcBsaocNbdpk9lKAAdaE2uXbdc/oUJnn8sgxBbPlf0p2k0PypkpMRP7VUyNnNiyVlkif2UsFgLSjYgkADpGbGIATys2XcH6hZAsVgks2rNYVS8Aq6sI98oOGF6QtGpCdfGVyc+W+MsNXnHz8g0CjXNj4knwSbJELG/8jf5p4qPhc1j/iBwDGioolADhEXkujvu8rnyDZpCdRsQxuIljCGiKxqPy46RWpi/TITG+x/LHq4AGhUvmif4LcN/FQKXL55KNgs9zS9oFp6wWATCBYAoBD5LU2ZF0b7IBWWCqWsIg/d66UD4JNUuDyyh1VB0qpxz/o82b7SuT6ikX6+sHOFfJab/y4HwCwI4IlADisYtlbll0VSyMIs8cSVrA53C2/bf9QX19StlCmeodvKz8wf6qcVDhPX/+y9V0JRUMZWScAZBrBEgAcItcIllnWCtt/eE8spkaiAOa5vf1j6YtFZE9/lXyrYM6IXnN+6Rek3O2XteEO+cvyv6R9jQBgBoIlADhEXmJ4T1+2tcImgnC0p0cibW1mLwcOnwL7/7rX6etLSncXl8s1otcVu3Pkv0t309d//PiP0hPqSes6AcAMBEsAcIi8VqNimV3BMprjl77iMn0dYoAPTK5WRiWmjxOZ768Y1WvVUSTTvYXSFmiTx1Y9lrY1AoBZCJYA4ACucEj87S1ZGSyV3orEPksG+MAkteEu+XfPRn19XskXRv16j8stpxfvoq//tOxPEowEU75GADATwRIAHCC3tUlcsZhEfDkSLCqRbNNbbkyGZYAPzPGXzpW6Wvml3GqZl1M6pvf4esEsqcqrkoaeBnlq3VMpXyMAmIlgCQBOOsOyrFJkhPvCrFixDDIZFiboiYbk8a41+vp7RTuO+X1yXB75zs7f0dd/W/m3lK0PAKyAYAkADpCtZ1huU7FkjyVM8HTPeumMhfQeyS/nTh7Xex2zwzHidXnlo8aPZEXLipStEQDM5jV7AQCA1Lh1yUrbnWG5zR7LLZvNXgoc6O+JSbDfKtxB3OOs+FfmVcpB0w+SJeuXyKMrH5UrvnRFilYJAOaiYgkADpDbkt0VS93CKyLhzVs4yxIZtT7UIe8HGsUtLvlqwayUvOe35n1L3/9r7b8Y4gPANgiWAOCkPZaJMyGzjVFpVWdZRjs6zF4OHOQfiWrlPrnVMsGTl5L3/NKkL0lVfpV0hjrl5dqXU/KeAGA2giUAOEC2nmHZ/yxLT1niLMu6OrOXA4dQ1fF/dtfo628UzE7Z+7pdbjly5pH6+ul1T6fsfQHATARLALC7aFQfN5LNwVLxTZqk70Ob2WeJzFgWbJHNkW7Jc3nlwLwpKX3vo2cfre//s/E/0hPqSel7A4AZCJYAYHP+jlZxR8ISdbslUFIu2co7OREst2wxeylwiOd6Nuj7A/ImS647tfMOdynfRWYUz5C+SJ88v/H5lL43AJiBYAkANpeXGNwTKK2UmMcj2cpXHQ+WYYIlMtQGu6R3o74+NH96yt/f5XLJETOP0NdL1y9N+fsDQKYRLAHAIcGyN0sH92zbCkuwRPp9FmqVTeEuyXV5ZL/c+J+9VDt42sH6/tXNr0ogEkjLZwBAphAsAcDmsv0MS4OPVlhk0NKeTfp+39xJku/2peUzdqnYRU+H7Q33yptb3kzLZwBAphAsAcDmsv0My20qlgRLZMBLvbX6/sC8qWn7DNUOe9C0g/T18xvYZwkguxEsAcDmsv0MS4N30mR9H25okFg4bPZyYGONkV5ZHmrV11/OS08brMEIlv/Z9B+JxqJp/SwASCeCJQDYXF6rPSqW3gmVIj6fSCQi4cZ4WAbS4eXe+JE283PKpdKTl9bP2rt6b8n35ktTb5N81vJZWj8LANKJYAkAdhaLSa6xxzLLg6XL7RbfxIn6mnZYZCJY7p/isysH4/P4ZO9Je+vr1za/lvbPA4B0IVgCgI35ejrFG4xPm+wrq5Rsx2RYpFsoFpXX++J/vvbPjbdfp9u+k/fV96/WvpqRzwOAdCBYAoCN5bY26ftAYYlEfTmS7T6fDBuvKAGp9nGgSbpjYSlz+2XnnPKMBssPGj6Q7lB3Rj4TAFKNYAkADgiWdqhWKt7qeLAM0wqLNHmjr07f/1fuRHG7XBn5zGnF02Ra0TQJx8Ly1pa3MvKZAJBqtguWPT098vTTT8u1114rxx57rMyYMUOP81a3xYsXj+u91euN9xrutnr16mHf57333pOTTz5Zpk6dKn6/XyZNmiTf/OY35fnnGTUOILVy25r1fV+pPYIlrbBItzcD9fr+v3KrM/q5+0zeR9+zzxJAtvKKzbz11lty9NFHp/UzfD6flJcP3R7j9Q79y3rXXXfJueeeK+HEqPySkhKpr6+XJ598Ut+uvvrqcQdgANimYllaIXaQbIWti1eVgFTqjobko0D8v5kvZThYLpq0SP664q/ydt3bGf1cAEgV21UslbKyMjnkkEPkxz/+sfzlL3+R6urU/uWwzz77SF1d3ZC3mTNnDvq6119/XX7wgx/oUHnMMcfIxo0bpa2tTRobG+X73/++fs4111wjjzzySErXC8C5ctvs1QqbrFjSCos0eDfQIGGJyVRvob5l0p7Ve4pLXLKmfY0+egQAso3tguV+++0nLS0t8u9//1tuvPFGOfHEE3W7qRVceumlEolEZMGCBTo8qlZYpaKiQu6880454ogj9I9/8pOf6OcBwHjl2W2PZSJYRtvbJdLFkBOkaX+lP36sTSaV+EtkXtk8ff1O3TsZ/3wAGC/bBUuPxyNWtHbtWnnllVf09Y9+9CPdTru1yy+/XN/X1NTISy+9lPE1ArBxxdImeyw9hYXiLi7W1+E6qpZIrXcD8TNf987NfLBU9qreS9+/VccAHwDZx3bB0qqWLFmSvD7yyCMHfc6Xv/xlKSoq0tfPPfdcxtYGwKZiMdu1wiq0wyIduqIh+SzYqq8X+qtMWcPe1Xvre/ZZAshGBMsxWLZsmcyfP1/y8/OlsLBQdtxxRzn77LPl/fffH/I1n3zyib6vqqrSt6GqrTvttFPyMwBgPHK62sUdDkvM5ZK+ksycx5cJTIZFOrwfaJRoYn9ltTfflDXsUb2H3mdZ01EjDT0NpqwBAMaKYDkGTU1Nsnz5csnLy5NAICArV67U01732GMPufLKKwd9zebN8cO8p0yZMux7G48bzx+M+syOjo4BNwAYaiJsoKhUYt5t2++zlXdSfCBbaMvQ/58ExjK4R9nTpGqlUpxTLDuW76iv328Y+pvVAGBFBMtRmDt3rh4ItGLFCunr65Pm5mbp7u6WZ599VofKWCwm1113nfzqV7/a5rWdnZ36XlU5h2M8bjx/MDfccIM+psS4TZs2bdw/NwB2PmrEPm2wim/SZH0fphUWKfRuXzxY7mFisFR2r9pd3xMsAWQbguUofPe739VHmMybNy85fCcnJ0cOP/xwPZhnr73im+7VOZTt7e1pW4ca8qPe37ipY0sAYGt23F85cI8lZ1kiNXqjYfkk2KKv98g1N1gurFqo79+rf8/UdQDAaBEsUyQ3N1euv/56fd3V1SVLly4d8LgxlKenp2fY9zEeN54/GHV8SnFx8YAbAAxZsbRbsJxs7LGkFRapsSzYImGJygRPnkz1FJi6li9WfVHfr2hdId0hjtQBkD0Ilim0aNGiAceL9Dd5crx1q7a2dtj3MB43ng8AY5Xb1mzPVtjq+B7LcH293oIAjNcHiWNGvphTKS6Xy9S1VBdUy+SCyRKNReWjxo9MXQsAjAbBMkPUFFmloaFBGhvjf4FtLRKJyGeffaavd91114yuD4D92LVi6Z0wQcTlklgoJJHW+PEQwHh8GIz/t7Kb3xr/rew+kX2WALIPwTKF3njjjeT1rFmzBjx22GGHJa+feeaZQV//6quvJof2qH2bADAeecYey9IKsRNXTo54KuI/p3Ad+ywxPqrq/WHAYsFyQjxYftDwgdlLAYARI1iO0PbardQRIFdccYW+LigokEMOOWTA47Nnz5Yvf/nL+lpNjQ2FQtu8xy9+8Qt9P2PGDNl///1TuHoAjhONiN9ohbVZxVLxTZyo70N19WYvBVluY7hLWqMB8YlbdsmxxnmvCyYs0PefNH9CuzeArGHLYNna2qrPmjRu0Wg0ORin/9fVkJ3+1DRXtbdC3WpqagY89tJLL8mhhx4qDzzwgGzatCn5dRUQ1aCe/fbbT9588039tauuukpKS0u3Wdcvf/lL8Xg88uGHH8qJJ56Y3E/Z0tIi5513njz99NP6x+pIE/U8ABgrf2ebuKMRibncEii2xj+WU8mb3GdJxRKpaYPdNadcclzW+Lt3btlcyXHnSGewUzZ0bjB7OQDg3GC5++67y4QJE5I34ziOm266acDXL7jgghG/p/qOoQqQp5xyij43Up03qd5DVSdV4Hz77bfF7XbLT3/6U7n00ksHfY999tlH7rzzTvF6vfL444/L1KlTpaysTCorK+WOO+7Qz7n66qvl+OOPT9GvBACnym1NVCtLyiRmw29UUbFEqgf3WKUNVvG5fbJTxU76+uOmj81eDgCMiHdkT8OCBQvk5ptvltdff10+/vhjXfFsa2vTAXOXXXbRFctzzjlHP284Z511lixcuFC3w/7nP//Rg3yqqqr0RNkLL7xQDj744Iz9nADYlx3PsLx1ycrk9axOj+zIHkukgHF+5QILBUtlQeUCPRX2k6ZP5Kuzv2r2cgDAmcFy6zbWkVKtsOo2mIqKCrnkkkskFVSwfOihh1LyXgAw7ERYmx01YjACc6ieiiXGLhiLyMpgm76eb5H9lYb5lfFp8ipYAkA2sGUrLAA4nd2DZSAx6ZaKJcZjVbBNwhKVUrdfJnsKxGoVS2V583IJRbcd+AcAVkOwBAAbsmMrbH9GYFYVS6ZmYqyWJdpg1eAeNbjPSqYXTZeinCIJRoOyqnWV2csBgO0iWAKADeW12jxYlsTbFmO9vRLt6DB7OcjyYGmVY0b6U0F3fgXtsACyB8ESAGzI32bvVthojl+CBUX6msmwGKtlweZkxdKK2GcJIJsQLAHAZlyRiOS2t9q6Ytk/NIcbCJYYvb5oWFaH2vX1rjnxPbtWDZYcOQIgGxAsAcBm/B0t4opFJer2SKCoVOyqLzHAJ8QAH4zBilCbRCQmFe5cmejJEysyBvisaVsj3aFus5cDAMMiWAKAzfjb4vvGAmofottt+2AZphUW42yDtdrgHsOE/AkyMX+ixCQmnzZ/avZyAGBY9v0XBwA4fSJsInjZ1eeTYalYYnwTYa3MaIdd1rTM7KUAwLAIlgBgM7ntLY4Ilp+fZUnFEqP3qREs/db+74R9lgCyBcESAGzG39b8eSusjSVbYalYYpR6oiFZG+qw7FEjg1Ysm6lYArA2giUA2Exue7OzWmGpWGKUPgu2SlRiUuXJkwkWHdxj2KlsJ31f21UrncFOs5cDAEMiWAKAzeQmK5Z2D5bxSlO0s1MiXUzMxFj2V1r/v5HS3FI9wEdZ2brS7OUAwJAIlgBg01ZYu1csI7n54i4q0tecZQk7Du4x7FQer1quaFlh9lIAYEgESwCwk1jMMcN7FF91vJIT5ixLjMLyRLC0+v5Kw47lO+r7Fa0ESwDWRbAEABvx9XSJJxR0xPAexTuxWt+zzxIjFYhFpCYc36u4o69Usqli+VnLZ2YvBQCGRLAEABvxJwb3BAuKJOrLEbvzGhVLJsNihFaH2vXgnjK33/KDeww7lsUrlqtbV0s4GjZ7OQAwKIIlANhIbmvzgImpduejYolRWhls1ffzfKXicrkkG0wtmir53nwJRoNS015j9nIAYFAESwCw41EjDmiDHVCxZI8lRmhlqE3fz8vJjjZYxe1yJ/dZftZKOywAayJYAoCN+NviQ0kCDhjco/iqExXLeiqWGJkVyYplmWQTox2WybAArIpgCQC2rFg6I1h6qxIVyy1bzF4KskAsFktWLHfMooqlwgAfAFZHsAQAG8lNnGEZKHVGK6xx3EikvV2igYDZy4HF1Ud6pT0aFI+4ZLavRLKJ0Qq7snWlDsgAYDUESwCwEX+bs4b3uIuLxeX36+twY6PZy4HFrQzF22Bn+YrF7/JINtmhdAe917Klr0Uae/mzDsB6CJYAYMdWWIdULNVUT+9E48gR9llieCuD8TbYuVlyfmV/ud5cmVU8S1/TDgvAigiWAGAT7lBQcrrjB78HHLLHUvFWTdD34YYGs5cCi1uRqFjumJNdg3u2bodlgA8AKyJYAoDN2mAjvhwJ5ReKU/iqqvQ9wRIjrVjumIUVy/4DfFa0EiwBWA/BEgBsIrc9ftRInzpqJEsOfk/lZNhQPcESQ+uLhqUmHK/oz8vSYGkcOUIrLAArIlgCgN0mwjqoDVbxUrHECKwJd0hUYlLm9ssET55ko3nl8/T9ho4N0hfuM3s5ADAAwRIAbMLvsME92wRLhvdgGCuDrclqpRr6lI0qciuk1F8qMYnJuvZ1Zi8HAAYgWAKAzSqWfQ6rWPomUrHE9q0wgmVOdrbBKioQzymdo69Xt602ezkAMADBEgDs1gqr9lg6sGIZamzk4HgMaWUoPrhnni87J8L2P89SIVgCsBqCJQDYrhXWmcEy1tMj0a4us5cDC1LfcFgVas/6imX/YLmmbY3ZSwGAAQiWAGATuW0tjmyFdeflibu4WF/TDovBNEf7pC0aELWzcpY3/mclW9EKC8CqCJYAYAOxaFT8ieNGAg4b3qN4qyboe4IlBrM21KHvp3oLJc/tFTtULGu7aqUn1GP2cgAgiWAJADYQaW4WdzQiMZdLAsXZvYdsLHzJsyyZDIttrU7sr5zjK5FsV5ZbpqfDKrTDArASgiUA2ECoPl6pCxSVSsyT3RWZ8Z1l2Wj2UmDhiqUdgqXCAB8AVkSwBAAbMFpAAyXOa4NVOMsSw1mdGNxjm2BZRrAEYD0ESwCwgXBjo7ODJWdZYhhrbRYsjQE+tMICsBKCJQDYABVLgiUG1xzpk1abTIQ1zC2dq++pWAKwEoIlANipYunAwT2Kb2JieA/BEkNUK6fYYCKsYXbpbH1f31MvHcH4/lEAMBvBEgBswOnBMlmxbGzUR68AW++v3MEmbbBKcU6xVOXH/8yvbVtr9nIAQCNYAoANGC2gfU5tha2oEHG5RMJhibS2mr0cWMiaRLCcbaNg2b8ddlXbKrOXAgCaPXpCAMDhPh/e46yK5a1LViavDywqldyOVj0ZVgdNoF+wtFPF0hjg8+rmVxngA8AyqFgCQJaLRSISbm7W14FiZ1Ys+w8uYp8lBttjabeKZfIsy1YG+ACwBoIlAGS5SEuLSCQiMZdLgkWl4vRgGa4nWCKupa9FWhITYWfbZCLsNsGSybAALIJgCQA2aYMNFpZIzOMRpzL2l3LkCAxGm6idJsJufZZlc1+ztPW1mb0cACBYAkC2c+r+yiErlgRLbBUs59isWqnk+/JlYn78mJ2ajhqzlwMABEsAyHbGnsI+B++vVPpK4wN7Qg31Zi8FVguWOfZsEZ9dEj/Pcl37OrOXAgAESwDIdlQsZcDgonBD/NcDWNNu34qlMqtklr4nWAKwAoIlANglWDq8YkkrLJxWsTSC5dr2tWYvBQAIlgCQ7YwKnRGsnN4KG2lullgwaPZyYDI10EZNhVVmeYvEjqhYArASgiUA2KZi6exW2FBBkUS98cmf4aYms5cDkxkDbao9+ZLv9omd91hu6tokwQjfTAFgLoIlAGQ59lgmuFzJAUahegb4OJ1RxZvls+f+SqUyr1IKfYUSjUVlQ8cGs5cDwOEIlgCQxWLRaL9g6exW2IH7LBng43TrOuLBcqZNB/coLpfr83bYxM8XAMxCsASALBZpaxMJh/V1oMieA0pGgwE+MNS019i+YjlggE8bA3wAmItgCQBZzKhWesrKJOa15z6ysQzwCXOWpeMZrbAzHRIsqVgCMBvBEgCymFGZ81ZVmb0US6BiCSUUDcmmzk36epaNW2EVJsMCsAqCJQBkMWMvoXfCBLOXYgl9iWAZIlg6mgqV4VhY8rx5MtGTJ04JlrFYzOzlAHAwgiUA2KAVlmC5VcWynmDpZMk22OKZesCNnU0rmiZel1d6w71S30MLOADzECwBIIvRCjsQrbDof4blzJKZYnc+t0+mFU/T12vbGeADwDwESwDIYlQsB2+FjXZ1SbS72+zlwOwzLBNtonY3q5h9lgDMR7AEgCxGsBwokpsv7oICfc0+S+dKBstE4LI7BvgAsAKCJQDYohWWYGkw2oKNwUZwFjXAxnEVy8TP0zi7EwDMQLAEgCz+B/TnFUv2WBq8Eyfqe86ydKbWQKt0BDv09fTi6eIEs0tm63v2WAIwE8ESALJUtL1dYqGQvvZOqDR7OZZhVG8Z4ONMRtVucsFkfdyIExhDihp7G6Uz2Gn2cgA4FMESALKUsYfQU1Iibr/f7OVYhi9ZsSRYOpHT2mCVopwiqcyLf3NpQ8cGs5cDwKEIlgCQpZJtsOyvHMBoCw5xlqUjOemokf5mFM8Y8PMHgEwjWAJAlmJ/5XZaYRO/PnAWp02ENcwsjgfp9R3rzV4KAIciWAJAljKmnnLUyEDGrwfB0tnBkoolAGQWwRIAshStsNsPlmpyLpwjFAlJbVet4/ZY9g+WVCwBmIVgCQDZfoYlrbCDBstYb69Eu7rMXg4yaGPnRonEInoa7IS8CY5theUbKgDMQLAEgCxFxXJw7rw8cRcV6WvaYZ3FqNap6p3L5RInmVo0Vdwut3SHuqW5r9ns5QBwIIIlAGT98B6C5ZDtsIl9qHCGDZ3xozamF00Xp8nx5MikgkkDzvIEgEwiWAJAFlKtbslW2CpaYbfGAB9n6l+xdCKjHdYI2ACQSQRLAMhC0c5OiQUC+pqK5XAVS86ydJINHYmKZbHzKpYKk2EBmIlgCQBZyKjEqb2E7txcs5djOUYVl4qlsxiVOqdWLJOTYduZDAsg8wiWAJCFaIMdHq2wzhOIBKSuu86xeyy3ngwLAJnmzfgnAgDG7f+98LHsJiJbPAXyjyUrzV6O5RAsnWdjx0aJSUwKfYVSnlsuTjSjZEaychuJRsTj9pi9JAAOQsUSALKQv71F3weKy8xeiiWxx9J51neuT+6vdNpRI4bq/GrJcedIKBqSLd1bzF4OAIexVbDs6emRp59+Wq699lo59thjZcaM+DlW6rZ48eJxvXdtba3cfvvt8u1vf1t22GEHycvL07dZs2bJd77zHXn++eeHfb36fGMtw91Wr149rnUCcIbcRLDsK3FmZWZ7jLM9qVg6b3DPjCJn7q9UVIXSGFxEOyyATLNVK+xbb70lRx99dMrfd+PGjTqkqvH+hvz8fP3jmpoafXv44YfljDPOkD/84Q/i8QzdeuLz+aS8fOh/CHq9tvotAZAm/o5WfU/FcnDeCfG9p9Hubon29Ig7P9/sJSHNjCDl1ImwBrW/dHXbaj0Zdt8p+5q9HAAOYquKpVJWViaHHHKI/PjHP5a//OUvUl1dPe73jEQiOkSq973vvvt09bK7u1u6urpk2bJl8o1vfEM/75577tluZXSfffaRurq6IW8zZ8Y33gPAiIJlCcFyMJ7CAnElwiRVS2dw+kTYrfdZUrEEkGm2Ko/tt99+0tISbw8zXHbZZSkJq++++64sXLhwwNfdbrfssssu8sQTT+hK6TPPPCO//vWv5YorrpBcxv8DyMQey5IKs5diWd4JlRJav0Hvs8yZ4eyw4QRULAdOhjVagwEgU2xVsRyuBXU8SkpKtgmV/am9kaoNVlFVzOXLl6dlHQBg8LfTCjuUW5es1Ld6b6H+8d+XfmT2kpBmveFeaeiJD2py8h7L/hVb1QoLAJlkq2Bppv4VStU6CwDpEunqFm+wT1/TCju0QGKwkdE2DPsyqnPFOcVSmlsqTmYEy81dmyUYCZq9HAAOQrBMkRdffFHf5+TkyLx584Z8ntqTOX/+fD38p7CwUHbccUc5++yz5f333x/xZwUCAeno6BhwA+AcxhEa4dw8ifjzzF6OZRnVXIKl/bG/8nMVuRX6LE91piftsAAyiWCZAuvWrZM777xTX59wwglSXFw85HObmpp0q6w6qkQFxJUrV8pdd90le+yxh1x55ZUj+rwbbrhBt+cat2nTpqXs5wLA+oxhNLTBjrBimdiPCvtif+XA7TnGr4MRuAEgEwiW49Tb26vPtlRnaFZWVsovfvGLQZ83d+5cufHGG2XFihXS19cnzc3NerLss88+q0Olmjp73XXXya9+9avtfubll18u7e3tyZs6DgWAE4MlZ1iOqGJJsLQ9zrDc9sgRZWMn/z4AkDm2mgqbaeFwWE466SQ9MVadT/nQQw/J5MmTB33ud7/73W2+ptpmDz/8cNl///317e2339bHlZx11lm6EjkUv9+vbwCc3Qrbl6jIYXDGrw+tsPZHxXKgaUXxTiaCJYBMomI5RmpAjwqLTz75pHi9Xvnzn/+sQ+JYB/9cf/31yamyS5cuTfFqAdgJrbAjwx5L52CP5eDBkj2WADKJYDnGUHnyySfLI488oo84efDBB+Vb3/rWuN5z0aJFyeu1a9emYJUAbB8smQg7oj2WOT1dEg0EzF4O0qQ71C1NvU36moplHHssAZiBYDnGSuXDDz+cDJVqYA8AZLoV1ghOGFw4r0AiXt+AMA77MapyZf4yfdwIPt9juaV7i4QiIbOXA8AhCJajDJVqT+Vf//rXZKg88cQTU/Leb7zxRvJ61qxZKXlPAPZEK+wIuVzJX6NwA8HSroyqHNXKz1XmVUqeN0+isahs7t5s9nIAOATBcpSVStX+qvZUqkE9Iw2VauLrcNSxI1dccYW+LigokEMOOSQlawZgT0yFHTmjqkvF0v4VS6NKh/iRI1OLpupr9lkCyBTbBcvW1lZ9VqRxi0aj+uvqOJD+X1dDcvpT01jV/4jVraamZtA9lapSaQzqGU3760svvSSHHnqoPPDAA7Jp06bk10OhkB7Us99++8mbb76pv3bVVVdJaWnpOH8VANhVtKdHoon/fzEVdvuMfagES/tiIuzgjKDNPksAmWK740Z23313Wb8+/pdMfzfddJO+GU499VT505/+NKL3fPXVV/WeSkUFzwsvvFDfhvKb3/xmQPBUFUsVII1pr3l5eboyqc6gVOFScbvdctlll8mll146ip8tAKcxAlI4xy+R3Dyzl2N5RlXX2JcK+2Ei7OA4yxJAptkuWKaDUfVUVBCsr68f9vm9vb0DfrxgwQK5+eab5fXXX5ePP/5YV0zb2tokPz9fdtllF12xPOecc/TzAGDE+ytdLrOXY3nJPZZULG2LiuXgjFZYgiWATLFdsNy6jXWkVCusug3mwAMP3O4+yeFUVFTIJZdcMubXA4CBibCjwx5Le+sKdklLX4u+nlFExXLQI0fYYwkgQ2y3xxIA7IyJsKPDHkt7W98Zr1aW55ZLYU6h2cuxZCvspq5NEolGzF4OAAdIabBUQ24AABkIllQsR6SPPZa2ZlTj2F+5rYn5E8Xn9kk4Gpa6njqzlwPAAVIaLKdNmyaXX365rF69OpVvCwBICNEKOypGZTfS2iqxYNDs5SBd+ys5amQbHreHI0cAZG+wrKurkxtvvFF23HFHvS9RnfWozmgEAKQGrbCjEyookqjbo6/Dzc1mLwcpRsVyeNOKpul7BvgAyMo9lmrIjbq9/PLLcsopp8ikSZP00RwffPBBqj8KAByHYDlKbjf7LB1w1AgTYQfHkSMAsjZYPv/883LSSSdJbm5uMmCqYzVuv/122WOPPWTPPfeU3//+99LZ2ZnKjwUAxwg3xMNRH62woz9yhH2WtmMEJqMyh4GMXxdaYQFkXbBU7a8PPvigbNmyRW677TZZuHCh/roRMt9//30577zzdBXz9NNP11VNAMDIRPv6JNrRoa/ZYzlyAWOADxVLW+kOdSePGiFYbufIkURlFwCy7riRkpISHSDfeecdHSbPP/98KSsrSwbMnp4euf/++3UQ3WmnneTmm2+WRv7CB4BhhZua9L0rJ0fCeQVmLydr0AprT5s6N+n7Un+pFOUUmb0cSzICt/q1Gs953ABgiXMsd9ttN/m///s/2bx5sx7mc8ghh4jL5UqGzFWrVslPfvITmTp1qnzrW9+Sp59+mv/5AcAgjFZOb1WViMtl9nKyhlHdJVjaC22w2ze5YLJ4XB7pi/RJYy9//gFkebA0+P1++c53viNLliyRNWvWyJVXXqmPJzECZigUkieeeEK++tWvysyZM2Xx4sWyfn18jDgA4PP9ld4JE8xeSlbusTSOaoG9gqVxpAa25fP4ZFLBJH3NPksAtgmW/ang+POf/1xqamp0hXLvvffWXzdC5qZNm+R///d/ZYcddpCvfe1reigQADidUXEjWI4OeyxtHiwLCZYj2WfJZFgAtgyWijrf8i9/+Ys+91LtxVTtserWP2BGIhF56qmn5LDDDpPDDz+cCiYARxvQCosRY4+lPdEKO8rJsAzwAWC3YKmG+VxwwQV6Muz3vvc9efHFFyUajeog6fF45JhjjtGDfU499VQpKChIhsx///vfsmjRIqmtrc30kgHAEqhYjo1xNEukuUVikYjZy0GKh/cQLIdn/PpQsQRgi2CpzrL83e9+p48fUWdZ3nHHHfprRmicNWuWXHvttbJhwwZ5/PHH5eSTT5Z7771XH1tyyy23SEVFhX6f+vp6ueaaazKxZACwbrCkYjkqwcJiEbdbJBqVcHOz2ctBCoSiIdnSvUVfEyyHN70oceQIeywBpJk3nW+u9kbefffdeiiPan1VjImvPp9Pvv71r8s555yjW10HU1hYKBdddJGuYs6fP196e3v1nkwAcHQrrKpY9pq9mizi9oi3okIHczUAyUcwz3p1XXUSiUXE7/HLhHwq+CPdY6n+DWZsOwIAywdL1aqqqo3qpobzKP2PD5kzZ46cddZZcvrpp0vVCP9yV8N+vvKVr8jf/vY3XbUEAHF6KyzFh1FRv2Y6WDaqcL6r2ctBCgf3uF2mjYvIClMKp+j7rlCXtAZapTw33hoOAJYOlkcddZTeC6n2TPYPlDk5ObrqqKqTBx988Jjee/LkyfpeDfQBAKeJBoMSaWvT194qFSwZRDMaxr5UBvjYA4N7Ri7XmysT8ydKfU+9/nUjWALIimD57LPP6hYLI1DOmzdPVydPO+00qaysTOVHAYCjRBKByOXziae0VEQISKNh7EslWNoDZ1iOvh1WBUu1z3K3CbuZvRwANpXy/hFVnfzOd74jL7zwgnz22Wfyox/9KCWh8tZbb9WVUCqWAJzICESeCZXskRpPxbKBYGkHBMuxDfBhMiyArKlYqgmup5xyipSX02YBAKkUSgzu8U1g8MxY6PZhKpa2sbGLVtjR4CxLAFkXLNUEVwBAOo8aYQLmWLDH0j7UdhvOsBzjWZYdVCwBZEmwPOOMM/T9oYceKieddNKoX//II4/IM888o9u81DElAIBBJsJi1NhjaR/Nfc3SG+4Vl7iSE08x8iNHACArguWf/vQnHQrV+ZNjCZZvv/128j0IlgDwOWNvoBGQMMaKZVOTxKJRcbk5oiJbGdXK6oJqyfHkmL2crGAEcHXcSFewSwpzCs1eEgAb4m9WAMgCVCzHx1tRIaKGHoXDEmltNXs5GAeOGhm9opwiKfWradIitV21Zi8HgE1ZKlgax5Qw8RAABiJYjo8+pqWsTF/TDpvdCJZjM7Vw6oCKLwDYOlg2NTXpe9VKCwD4XDgxFZZW2LFjgI89cNTI2Bi/Xpu6CJYAbB4sOzo65LnnntPVyunT45vMAQAisVBIIi0t+pqKZQoG+CRCOrITwXJsjF8vBvgAsNzwnp///OdDPvbWW28N+3h/oVBIamtrdaisq6vTwfLLX/7yWJcFALYTbm6OX3i9yXZOjB4VS3ugFXacrbBULAFYLVguXrx40L2Qap+kmu6qbmORk5Mj559//liXBQD2bYOtrGSaaSqCZWLCLizuhRu2+VJPNCQtffHq/bQPHhVx/8OEhWUnI4jXdjK8B0B6jOtfKCpE9r8N9fWR3qZNmyaPPvqo7Lrrrqn4uQGALTC4JzWoWGa/jeEufV/izpFiN0eNjKUVVk2FjUQjZi8HgA2NuWJ59dVXb/O1a665Rlcx99prLznqqKO2+x7qubm5uVJRUSHz58+Xvffem4mwALAVgmVqeKuMiiV7LLPVpkSwnOZlyN9oTcyfKF6XV0LRkDT2NupzQAHA0sFSUQFxsMcBAOOZCEuwHA8qlvapWE7zFpm9lKzjcXtkcuFk2dC5Qe9TJVgCSLWUbtbZf//99W3u3LmpfFsAcDQqluN365KVcv+KeCgJNDTIrc+tMHtJGION4U59P5WK5fiOHOEsSwBWqlgO5sUXX0zl2wEA+g2bIViOT6A4PlHXHQ6LryceMpGtFUuC5VgwGRZAOjFeEAAsLtTYMOAcRoxN1Jcjwfx4C6W/PT5ZFNkZLKlYjg0VSwDpRLAEAIujFTZ1AiXxqqW/o9XspWCUQrGobAl362v2WI4zWFKxBGCFVtiXXnppwI/VnsqhHhuP/u8LAE4VC4cl0hyvrhEsU9MOW7RlAxXLLFQX6ZGIxCRH3FLlyTN7OdndCkvFEoAVguWBBx6YPBJE3YfD4UEfG4+t3xcAnCqsQmU0KuJ2i7eiwuzl2GafJRXL7LMx9PngHjdHk42rYtnS1yI9oR7J9+WbvSQATm+FjcViydtwj43nBgDo1wZbUSEuj8fs5WS9QEm5vqdimb1nWLK/cuyKcoqkxF+ir2mHBWB6xVK1qA5VlRzuMQDA6IWNwT20waY2WFKxzNpgyUTY8bfDtgfadTvsvLJ5Zi8HgJOD5XBHinDcCACk6agRJsKmthW2nWCZrcFyCsFy3O2wy5qXsc8SQMoxFRYALIyJsOnaY0krbLahFTY1OMsSQLoQLAHAwgiWqdWXaIXNbW9hP3+WqY3EjxqhYjk+nGUJIF0IlgBgYeGGxB5LWmFTusfSEwpKtCteAYP1dUSD+qZM9RaYvZysxlmWANKFYAkA2VCxrKJimQrRHL+EcvMH/NrC+moTbbDl7lzJd/vMXk5Wm1Y0Td/XdtZKNBY1ezkAbIRgCQAWRits+vZZGoORkE37K6lWjtfE/InidXklGA1KQ0+8IwIATJkK68nAOWrqyJJwOJz2zwEAK4tFIhJuatLXtMKmth22sKE2eZQLrK82zP7KVPG6vTKpcJJs7Nyo91lWF1SbvSQATq1YGsMO1H06bwDgdJHWVpFIRH23TbwVFWYvxzYCJVQssw0TYVOLybAALNMKS/ADgMy1wXrKy8XlHXWDCYYQKI4P8GGPZfYgWKYWk2EBpMOo/6USjbLRGwAygYmw6Z0MS7DMvuE9U9hjmRJMhgWQDgzvAQDLD+6pNHspNh3ewx7LbBCNxZJ7LKlYprgVloolgBQiWAKARTERNs17LKlYZoWGSK+EJCpecclET/yoGIwPrbAA0oFgCQAWFaIVNr0VS4JlVu2vrPYWiNfFP1tSGSyb+5qlJ9Rj9nIA2AT/hwYAi6JimR59iT2W0e5ufUN27K+kDTZ1inOK9U2p7ao1ezkAbIJgCQAWD5Y+KpYpFcnNl3BOrr6mapk9FcspHgb3pBLtsABMnwp78MEHJ69dLpcsXbp00MfGY+v3BQAnMs5ZpGKZnn2W3sYtOljmzJxp9nIwDCqW6Rvg82nzp0yGBWBesHzxxRd18FNnWar7wR4bj8HeFwCcRv2/MNzUpK8JlunZZ1mQCJawtk0Rm02EfeGG1LzPQZeP6+VULAGkmnes/+AZy2MAgJGJtLWJhEL62lvJcSOpxlmW2dcKa5tgaRGcZQnA9GD5wgsvjOkxAMDIGWcsesrKxJWTY/ZybDsZ1pi8C2vqi4alMdKrr6d42WOZSpxlCcD0YHnAAQeM6TEAwMixvzK9qFhmh82JNtgCl1dK3X6zl2PLiqWaChuNRcXNUS4Axon/iwCAlY8aYSJsWnCWZfa1wTJ/IbUmFUwSj8sjgUhAmnrj+7kBION7LAEAmWmFpWKZ3rMs69fVyuNLVia/fvFh80xcFYY8aoT9lSnndXt1uFR7LFU7bFU+38QCMD5ULAHAyhVLgmVaK5a57S1mLwXDqA3bbCKsxTDAB0BWVSxXrVqlh/q8//770tjYKJ2dnVJUVCSVlZWycOFCOfDAA2XePL5DDACDVixphU3rHktfb7e4gwGJ5rB/z9oVSwb3pC1YbmGADwCLB8s33nhDLrvsMnn55Ze3+9z99ttPbrjhBlm0aFG6lgMAWYWKZXqF8wok4vWJJxwSf0eb9FZONHtJGARHjaQXk2EBWL4VdvHixTosqlCpzrXc3u2ll17Sz7/qqqvSsRwAyDoEyzRzuZJVS38H7bBWpP59UEuwTCtaYQFYumJ5zTXXyM9//vMBX9t99911NXL69OlSUFAg3d3dsnHjRnn99dflvffe08+JRqNy3XXX6alv6j0AwMn/oKYVNjP7LPOb68XPPktLaosGpDsW1teTPbTCpjVYUrEEYLVg+cEHH8i1116rw6H6h5HaP/nb3/5W5s+fP+Rrli1bJv/93/+t92Gq16iW2G9+85vyxS9+MZVLA4CsEW1vl1gopK+9EyrNXo5tBUriA3z8Ha1mLwXDDO6p8uRJrpsh9ulshW3sbZTecK/kefPMXhKALJbSVtg77rhDIpGIvj7uuONkyZIlw4ZKZdddd9XP+9a3vqV/rF6v3gcAnN4G6y4pEbefoTLpkmyFbSdYWhFHjaRfib9EinKK9PXmrs1mLwdAlktpsFy6dKm+z8/Pl7vuuks8Hs/IFuF2yx/+8AfdJtv/fQDAiUKJNlhfFfsr0ylQzB7LrBjcQxtsWjHAB4Alg+XmzZt1G+xBBx0kJSUlo3ptaWmpHHzwwbodVr0PADgVg3syg7MsrY2KZWYwwAeAJYNlYWH8f/6TJ08e0+urq6sHvA8AOM2tS1bKi68t19crQ379Y6QHeyytrTYS32PJRNj0omIJwJLBctasWfq+vr5+TK9vSLR/zZw5M5XLAoCsYkwpNfYAIj36kseNECytiIplZkwpnKLvqVgCsFSwPPbYY3Ur6/PPPy9dXfG/EEZKPV+9TrXSqqmwAOBURtAhWKaXsccyp6tDXOH4FF5YQzgali2JqbBULNOLI0cAWDJYnn322TJp0iQdEs8///xRvfaCCy6Qzs5O/fpzzjknlcsCgKxiTCk19gAiPUIFRRL1xI+x8He0mb0c9FPfUy8RiYlP3Pq4EaQ/WNZ21eriAABYIliWl5fLY489pgfxPPjgg/L1r39dampqhn3N+vXr5ZhjjpH7779fysrK5NFHH5WKiopULgsAskpuYkqp0aqJNHG5JFBcqi+ZDGstRvVsirdA3C6X2cuxtUkFk8QlLn2OZUsf/x0AGLtRnzisAuD2/M///I9cf/318q9//Uueeuop2WeffWTRokUyffp0fRRJT0+PbNiwQd544w159dVX9XfI/H6/ft3KlSv17ZRTThnrzwkAspf6/6Gxx5KKZdqpduO81ibOsrQYVT1T2F+ZfjmeHJlYMFHquuv0r3tFHt/cB5ChYHnaaafpfZAjFY1GdXhUt8GoUKneLxgMyjXXXKO/pn48lmCpAut//vMfeffdd+W9997T9yrAKldffbUsXrxYxksNJrrxxhvln//8p37vvLw82XXXXeXUU0+VM888c7u/NmvWrNGvf+6552TLli1SVFQkCxcu1O2/xx133LjXByC7eft6xBMK6mv2WKafEd4Z4GPNiiX7KzM3wEcFS/Xr/oUJXzB7OQCcEiyV0fbgb+/5qerpf+utt+Too4+WdFFB9YgjjpDm5ubksShqX+grr7yib6qN9x//+Ifk5OQM+npVvf32t7+tA7BSXFwsLS0tOmSq2+mnny533333qII7AHsxqpWhvAKJ5vjNXo5jBvgYv+6wBmNCKcEyc0eOvFv/LpNhAWQ2WKrKnJWpfZqqAmjcLr74Yqmrqxv3+7a3t8tXv/pVHSp32mkneeCBB2TPPffUldY//vGP+nOeffZZueiii+T222/f5vXr1q2T448/XofKfffdV+655x6ZN2+eHnR00003yc9//nO599579Xtfeuml414vgOzE4B6zzrIkWFpJbafRCltg9lIcN8AHADIWLFX4sar99ttPVwD7u+yyy1Ly3jfffLMOqKr1VVUejTM7VXVSTcDt6OiQn/70p/KHP/xBh0sVGvu76qqrpLu7W6qrq3UbrRpwZFQ9VQuwem/12uuuu05P11UBGYDzGAGHYJnhsyzZY2kpVCxNOsuSI0cAWGUqrNk8Hk/a3tsYWnTiiScmQ2V/F154oQ6JkUhEHnrooQGPqUCppuUq5557bjJU9nf55ZfrexVQn3zyyTT9LABYXXJwD/srM4I9ltbTE+pJTidleE9mTCuapu8JlgDGw1bBMl1WrFiRHAJ01FFHDfocFSpVxVRR+yX7U/sve3t7h339zJkzZeeddx709QCcIzcRcIwWTWRmj2UueywtV60sdufoGzLXClvXUyehaMjs5QDIUgTLEfjkk0+S1/Pnzx/yecZjn3766bhev2zZsnGtF4Ad9lhSscwEI8DndLWLKxIxeznot7+SNtjMqcitkFxPrkRjUanrGv9cCgDORLAcgc2bNyevp0yJ70MYjPGYamdVQ3m2fr3aN6n2aG7v9f0/bzCBQEB/Rv8bAHvtseyjYpkRwcJiibrd4orFJKerzezloF/FcoqHwT2ZoqbRG/ssN3ZtNHs5AJx03MhoqID14YcfSlNTkz6aQ51rORJjOccyXdS6Dfn5+UM+r/9j6jWqPbb/64d7bf/H+3/eYG644YbkmZ8A7F+xvHXJShNXZHNujwSLSnUrLAN8rMGYTErFMrOmFE2RNe1rmAwLwHrB8s9//rP83//9n7z99tujPqdSfefMSsHSatSgnx/+8IfJH6uK5bRp8Y33AGwyFZaKZUYH+MSDJfssrcAYIEOwzPxZlgoDfABYJliqITXqvEZ1JIcyXKhUAXK0odMMRUVFyWt1DmVxcfGgz1OPDfYa47r/48O9vv9rB+P3+/UNgL1EurrFG+jT1xw3kjl6Au/GNUyGtQgqluYO8CFYArBMsDzzzDPlX//6l77Ozc2Vgw46SNatWyefffZZshKpWj3Xr18vH330kYRCIf31goICOfbYY/W11UyePDl5XVtbO2SwVI8p6nGjDbb/61tbW3XwHmqfpfH6/p8HwDnCjQ3xe3+uRHKHb51H6hhHu9AKaz71zWYj2Ezxsscyk4w9lrTCArDE8J4333xTHn74YR0O586dK8uXL9ch85BDDkk+595775VHH31Ut8g2NjbKTTfdpEOYOuuxoaFBfvvb3+rnWEn/Sa79J7xuzXhsl112Gdfrd91113GtF0B2Cjc26nsmwpp1liWtsGZr7muWvkifuMQlkwmW5lQsE8OTAMDUYHnfffclr++55x6ZMWPGsM9Xlb1LLrlE3nnnHZk0aZI8++yzcvrpp4vVzJs3T6ZPn66vn3nmmUGfo4Lxyy+/rK8PP/zwAY99+ctfTlYph3q9quCqID7Y6wE4Q7ihcUAFDZkNlpxlaT6jWlldUC0+l8fs5Thyj2V7oF06g8MPEQSAtAfLV155Rd/PmTNH9t133xG/TlU3VShVLTBPPPFEspXWKvoPE1IV2Zqamm2e87vf/U5PwPV4PPLd7353wGOqzfe4447T13fccYe0t7dv8/pf/vKXyf2VxxxzTJp+JgCyo2LJ/spM6jNaYdljaZ2jRhJtmcicfF++lOfG/1ugHRaA6cFSnb+oQtjuu+8+4Ov9900Gg8FBX6vaZY0W0AcffHDMa1D7GNXRJsbNON5EDcbp//X+50wqixcv1utUt8GC449+9COprq7W7/OVr3xF3n333eTPR4XFn/3sZ/rH55xzjq5wbu3nP/+5DphbtmyRr33ta7Jq1apkpVM9duedd+ofX3nllfq8SwAODpZMhM0o49ebYGm+2s7aAW2ZyCwmwwKwTLBUx14oFRUVA77ef1iN8ZzBLFy4UFctjdA2FirUTpgwIXnbuDF+0K/ay9n/6xdccMGo3rekpET++c9/6p/bp59+KnvuuWdySM95552nA6ZqYb311lsHff2sWbPkkUce0WdVqpZZFT5LS0v1+1599dX6563agH/84x+P+ecOILuFGxoGVNCQGcae1pyOVomN8KxlpAcVS/PPslSoWAIwPViq0KSoSa/9qQDVfy/hUIyjR1RVz4r22GMPWbZsmVx88cW6fVf9PFUVUu2h/OMf/yhPP/30sMeAHH300XoS7tlnny0zZ86Uvr4+XZ087LDD9EAjtS/VilNxAWQGrbDmCBaVSszlEnc0KpEW9lla4qgRKpamViw3dsa/KQ8Aph03Mm3aNF3Na25uHvD1/q2hr7/+ug5og1GvHa/B2lhHQrXCqtv2TJw4UW655RZ9Gwu1//QPf/jDmF4LwBkVS4b3ZFbM45FgYYn4O9t0uPdWVpq9JMcyWjDjAedjs5fjOEyGBWCZiuWCBQt01XHFihUDvr733nsnK3EqVIXD4W1e+9xzz8l7772nnzd79uxULgsAsmyPJcHSrH2Wxu8BMi8UCUl9T72+pmJp8lmWib2uAGBasNx///31vQqWLf3aiVQlU7WLqtCpWkm/8Y1vyPvvv69bSdWE1AceeGDAJFU13AYAnCTa3S3RxFAx9liat8+SYGmeLd1bJBqLSq4nVypyB85qQGYYgV61JKvfCwAwLViqPYSq4qgCpBp0098vfvGLZNVSneWoht/k5uZKeXm5nHbaackgWllZKRdddFEqlwUAlmcEmnBOrkRy4/vVkTnGvlajHRnmtcGqqhnzBswxMX+ieF1eCUVD0tDDfwsATAyW06dPlx/+8Idy/PHHS+NW3/VdtGiRHnCjznlUwXOwm5rW+ve//12HSwBwkhD7K01lVImpWJrH2NdHG6x5vG6vVBdU62smwwIwdXiPcazHUM444wwdMNWRHM8//7w+99Ltdus9lar9VVUqVbgEAKcJN7C/0hIVS4KlaThqxBpUsFe/F6qCvMfEwYctAkBGguX27LzzzkxFBYCtGIGG/ZUmD+9JBHxknjEwhoqlufSv/xYmwwIwuRUWADA2HDVijeE9oUb2lZmFiqU1MBkWwFgRLAHASsEy0ZKJzDICfaSxSe/5R+YZe/qoWJqLsywBZEWw7Orqki1btuh7AMDnqFiaK1Bcqu9joZBE2trMXo7jdAQ7pD3Qrq+nFhIszWT8+lOxBGCpYLlu3Tq54oorZJ999pH8/HwpKSmRqVOn6nv1Y/V19fjatWvTuQwAyJpgyR5Lc8S8PgkWFOlrBvhknhFiynPLJd/HcTtWCJYNvQ3SF+4zezkAnB4sVUXy3HPPlblz5+rzK998803p6+sbcLSI+rH6unp83rx58oMf/EA6OzvTsRwAsDwjzFCxNH+fJQN8TGyDpVppuhJ/iRT6CvX15q7NZi8HgJODpTq/ct9999WTX6PRaDJIDsZ4TD1PnXGpKpgNHE4NwGEiXd0S7ekZMJ0UJk6GpWKZcepoC4XBPeZzuVzJ3wf2WQIwLViqkHjMMcfIxx9/nPzaHnvsIb/5zW/krbfekrq6Ol2VVPdvv/22/Pa3v5W99tor+dxly5bJN7/5zVQuCQCypg3WXVAgEX+e2ctxrGTFkmCZcUaAYXCPxQb4JAI/AGQ8WD744IPy+uuv6+92+Xw+ueuuu3SAvPDCC2XPPfeUqqoqKSgo0PcqcF5wwQW6Hfaee+7Rz1feeOMNeeCBB1K5LADIimDpraoyeymORsXSPBw1Yi1GSzIVSwCmBkvD7bffLmecccaIXnfaaafJHXfcMej7AIDdhRNnJxIszWUMTjKCPjI/vIeKpTVMKeIsSwCj55UU+uijj/T9zJkzRxwqDaeffrpcd911ekKs8T4A4ATGsBiCpbmMM0SpWGZWNBZNDu+hYmmCF27Y5ktTe+NDezbVvTfo44M66PJUrwyAkyuWbW1tug1WDeEZi0WLFiXfBwCc1wo7weylOJoxkZdgmVmNPY0SiobE4/JIdUG12cuBCpbe+FTYTeGuIQcwAkBag+XEiRP1vd/vH9PrjdcZ7wMAjmqFnUCwtETFsqGBf0xnkLGPb1LBJPG6U9pIhTGa7C3Q9z2xsLRFA2YvB4ATg+Vuu+2m/zL+9NNPx/T65cuX64rnF77whVQuCwAsLZSoWPpohbVEsIwFAhLlXOXMHzWS2NcH8/ldHqny5CWrlgCQ8WB56qmn6nt1tMj7778/qteq56uJsP3fBwCcgD2W1hDN8Yu7uFhf0w6bOcb+SmMSKazXDgsAGQ+Wxx57rHz961+XaDQqxx9/vNTU1IzodevXr9fPV9XOr3zlK3LcccelclkAYFnq/3tGiCFYms9oRyZYZr5iyURYawbL2nC32UsB4MRgaRwVogLmmjVrdEvrNddcoye9DmbdunXy85//XLfQqueo1/35z39O9ZIAwLKiXV0S6+3V1+yxtFCw5MiRjKFiaU1ULAGM1qh3yR988MEjel5OTo50dXXp4KhulZWVMn36dMnPz5eenh7ZuHGjNCa+I6y+Y68G97S0tOiKp9pnuXTp0lH/ZAAg2xgBxl1UJO68+J4mmMeYzEvF0oQ9lhw1YilTPPEBPgRLAGkLli+++KIOfiNhPE8FRxUim5qako8ZE/fUc9QtGAzKf/7zH/31kb4/ANjnqBHaYK1VsSRYZkIgEpCG3vh/A7TCWgsVSwCjNaa53mMdwz7Y6xjpDsDJOMPSWthjaU4bbL43X0r9pWYvB4MEy7pIj4RjUfG6Ur57CoDTg+ULL7yQnpUAgAMZAYajRqyBPZbmDe6hW8laKj15kiNuCUpUh0sjaAJAyoLlAQccMNqXAAC2c4YlrbDWYAR8KpaZweAe63K7XDLFWyjrwh26HZZgCWB76GsAACucYclEWEugFdakwT1FDO6xIvZZAhgNgiUAmIjhPdYMltGeHol0cX5fulGxtLYp3vhk2FqCJYARIFgCgIkIltbiLijQNyXcyD7LTO6xhPVQsQSQ9qmwo7FkyRI98Oe9997Tx410dnZKUVGRPtdy4cKF+lzMQw89NN3LAADLUVOxjZZLgqV1qN+L4Lp1uk3ZP2uW2cux9Z9/KpbWRrAEMBppC5ZPPvmkXHrppbJmzZphQ+cvf/lL2WGHHeTGG2+Ub3zjG+laDgBYTrSjQ2KBgL5mj6UVgyUVy3RqD7RLVygeWCYXTjZ7ORgmWNaGaQsHYFIr7CWXXCLHHXecDpXqO5Lbu61atUqOPfZY+dGPfpSO5QCAJRnBxV1SIm6/3+zlIME7MTEZtqHe7KXY2qaueBvshLwJkuvNNXs5GISaCqu0RgPSFQ2ZvRwATqtYqsrjrbfeqs+jUqHR5/PJkUceKfvuu6/MnDlTCgoKpLu7W2pqauS1116Tp59+WkKhkH6uel1VVZWudAKAU44a8VVRrbTikSOheoJlJoIl+yutq9Dtk1K3X9qiAT3AZ8ecMrOXBMApwXLTpk2yePHiZKhUra2/+93vZPLkoVtctmzZIhdccIE88cQT+jXXXHONnHTSSTJ1Kn/RAHDKUSPsr7QSb9XEAb8/SPNRI4UcNWJlU70F0hYM6H2WBEsAGWuFveuuu6Svr09ff+9739NhcbhQqUyaNEkee+wxOeWUU/SP1evvvvvuVC4LACyJwT3W5J2YCJZULNMqObiHiqWlMcAHgCnB8tlnn9X3hYWFulI5Grfddpt+nfLMM8+kclkAYEkcNWJN3kRrMsN70ouKZXbts2SAD4CMBst169bpNtiDDjooGRJHSj3/kEMO0e2wa9euTeWyAMDawZKJsJbiMyqWDQ367ySkB0eNZAcqlgBMCZatra36vrq6ekyvV4N7lLa2tlQuCwAsiYqlNXkrK/V9LBSSCH8fpUUkGpEtXVv0Na2w2VGxJFgCyOjwnrKyMmlsbJS6uroxvb4+sZ+ltLQ0lcsCAEtq2bBZ8kTksfV90rZkpdnLQYIrJ0c8FRUSaW7W+yy9ZQwsSbX6nnoJx8Lic/v0cSOwfsVyc6RborGYuF0us5cEwAkVy1mzZum2oRdeeEG6ukb3nS11BIl6nWqlVe8DAHam/l/p72jR130l5WYvB1sxqsgM8Env/srJhZPF4/aYvRwMo9qTLx5xSSAWkaZIr9nLAeCUYHn44YfrexUqL7roolG99uKLL5bOzk59fcQRR6RyWQBgOarF0h0O6+tAERUxy55lyQCf9J5hyf5Ky/O53DpcKrTDAshYsDzzzDMlNzdXX997773yne98Rxq285dyU1OTnHzyyckjRvx+v5x11lmpXBYAWI5xRmKwoEhiPp/Zy8GQR44QLNNZsWR/ZXa1w9ZGmAwLIEN7LKdPny5XXHGF/OxnP9MtrY888og8+eSTcvTRR8s+++wjM2bMkIKCAt32umHDBnnttdfkqaeekkAgoNvC1GuuvPJKmTZtWiqXBQCWHdwToA3W2q2wVCxH74UbtvuUTU2v6vsp9StG9HyYHyzfDNRTsQSQuWCpqGC5ZcsWuf3223VQVKFRhUt1G0z/Ue7nn3++/PSnP031kgDAcozAwv5Ka/JOZI9lOtUmAopRCYO1MRkWQMZbYQ233XabPPzwwzJz5sxkeBzqpqhhPX/961/lt7/9bTqWAwCWE26IBxYqltbEHsv02hTuHhBYYG1TvQX6nmAJIKMVS8Pxxx8v3/72t+W5556T559/Xt5//319FIka7FNYWCgTJkyQ3XffXQ4++GA99EdVNwHAKUKJSlhfSYXZS8FweywJlinXEw1LS7RPX1OxzA7G7xPBEoApwVJRYVFNeGXKKwAMZAyFCZRSsbTyHkt1lmUsGNRnWyK1bbBFLp8Uu/l1zQZGZbkh0quPHfG7OCIGQJpbYcvLy/Vt9uzZEgqFUvnWAGArxt49KpbW5CkrE1diWm+4qcns5diKUfWiWpk9ytx+yXfFaxGbE23MAJDWYNnR0SHt7e3yxS9+UXyMzweAIRl79wKlBEsrUh03RtXSaFtGajC4Jzv/e2CAD4CMBku1b1KpSvxlDADYViwU0i2WChXLLDhyhLMsU4qKZZafZUmwBJCJYKnOsVSaaBsCgCGFGxvVuGyJerwSLCw2ezkYAgN80qM2Em+lJFhmFybDAshosPzGN76hjxB56aWXJBKJpPKtAcA2jNbKQHGZiDstpz4hBbxVEwYcDYPUMILJlERQQXagFRbA9qT0XzRnnHGGlJaWSnNzs9x4442pfGsAsA2jtbKPibCW5ktULDnLMnXUN5/ZY5mdpiVbYRneAyADwbK6ulruvfde8Xq98rOf/Ux+8YtfSDQaTeVHAEDWMypgfaWVZi8Fw2CPZeo1R/ukNxYRdXL1JCqWWXuWpfoGAQCk9RxL1QJbVlYmixcvlquvvlquuOIK+d3vfiff+ta3ZI899tDDffLy8kb0Xvvvv38qlwYA1muFLaFiaWXeKvZYpppR7ZroyZcczkLMKpM98W8EdMVC0h4NSqnHb/aSANg5WB544IF6JPWAlpfaWvntb387qvdR7xEOh1O5NACwYCssE2GtzDfRqFiyxzL1+ytpg802uW6vTPDkSWOkV7czEywBpDVYKoO1R9AyAQCfM4JKgKNGsqIVNtrTI5GuLvEUEobGi6NGUuiFGzL+kVM8BTpYbgx3ya5+/v8FII3BUrWv9q9YAgC2FUruseQfZlbmzs8Xd1GRRDs7dTsswXL8Ph/cw/7KbKS+IfBBsInJsADSHyxffPHFVL4dANiO6uBItsKyxzIrqpZBFSzr68U/e7bZy8l6tMJmN6PSbJxFCgD9cYAaAGRQtKNDYn19+prhPVm0z5IBPikd3mMcXYHswlmWAIZDsASADArVxdtgPSUlEs1h+EW2TIYNceTIuIViEamL9OhrKpbZf+QIAGyNYAkAJpxh6Z0YDyzIlrMsmQw7XpvD3RKVmOS5PFLpzjV7ORhHsKwLd0s4xjnlANI8FXYwvb298tFHH0ljY6N0dnZKUVGRVFZWym677Tbicy0BwA6MgEKwzA5eWmFTRk0SNaqVDPrLTlWePPGJW0ISlfpID5VnAJkJlpFIRB544AH54x//KG+//bb+8dY8Ho/stddecvbZZ8vJJ58sXm9Gci4AmCaUDJbxwILsqFgak3wx/mA5zVtk9lIwRm6XS6Z4C6Qm3Kn3yxIsAaS9FVZVJ/fYYw8588wz5Y033pBwOKwnIW59U19Xj6vnqed/8MEH6VgOAFiGMRHWl9i7B2vzJSrL4YZGs5eS9TaGO/U9R41kNwb4ABhKykuEKigeddRR0qEmH8Ziya8XFhbK1KlTpaCgQLq7u6W2tla3xarnqJaYjz/+WA444AB59tln5Utf+lKqlwUAlkArrLXdumTlgB/7W7vkIPX71tgosWhUXG5GE4zVpuREWCqW2YwBPgCGktK/IVVQ/Pa3vy3t7e06MPr9fvnhD38oH374oQ6an376qW6LVffqOaqyeckll+jnqXCpXn/88cfrewCwo1Birx6tsNkhWFwmosJkOCyRlhazl2OLiiVHjWQ3giWAjATL3/3ud7oSqUKiqk6+++67cvPNN8uCBQsGff78+fPlpptu0s9Tz1fU62+//fZULgsALFexNFosYW0xj0e8FRUD9sdi9NQ3m2sTQcQIJshOao+lYvx+AkBaguUTTzyRvP7rX/8qu+yyy4het/POO8vDDz+c/PFjjz2WymUBgCVEg8Fk1ctbXW32cjDqI0eYDDtWzdE+6Y1FxC3x4S/IXlQsAWQkWK5evVpXK/fcc09ZtGjRqF6rnq8mxKrvaqr3AQC7MQbAuHJyxFNaavZyMELGfliOHBn/RNhqT774XB6zl4MUBMuWaEB6oiGzlwPArsEyEAjo+6FaX7dHtcYqoRD/owJgP+HEkRWqAsY5ftnDWzVhwO8fRm9jiP2VdlHkzpFid86AgUwAkPJgOWXKFH0fDAbH9HojUE6ePDmVywIAS2AibHYy9sMag5cw9ool+yvtgXZYAGkPlvvvv79uZX3zzTfH9Hr1OvVd/P322y+VywIASzCGv/iYCJtV2GM5fkYAIVjag/H7yAAfAGkLlt///vfF7XbrPZL9h/GMhHr+qlWrdLA855xzUrksALDE+YhvvrVCX3/Ym7PNeYmwrv9XG++mqVuzQf++GTeMvmI5zccZlnYwxRMfwETFEkDagqUa2nPllVfqquWZZ54pjz766Ihe9/jjj+vnK1dccYXsvffeqVwWAFhCbluzvg+Uxo+vQHboK63U9/7E7x9Gj1ZYe6EVFkDag6WyePFi+c1vfiORSEROOOEEOfDAA+Wee+6R5cuXS3d3tw6d6l79+N5775VDDjlEvv3tb0s0GtWvu+aaa1K9JACwBH97PJj0lZSbvRSMQl/iGwE5PV3iCfSZvZysoyaHtkTjv24M77FZK2yE4T0APueVFPJ4Bo4QVyHy5Zdf1rfhqOepgT8XXXSRvg1HtcqGw+Fhn9PZ2Sm/+tWv9HmY69at0+uaN2+enHjiiXLhhRdKTk58mtlI1dTUyKxZs0b8/NNOO02H5q2/dt99941ogJHXm9LfFgAWkdveMiCoIDuE8woknJsn3r5e/c2Bnqr4oDqMrlpZ0m+aKOyzx1L9G44p1wCUlCaYrf/n0v9aPbY14/HtPW801q9fr6ukKgwq+fn5+hiUd955R98eeughWbp0qZSVlY34PVUwnbidKY59fX3S3t6ur9V5nEPJzc2VkpKSIR/nf86ATcViyVbKQAnBMtuobwYU1m2S3FaC5WgZ7ZJUK+1jkjdf3OKSvlhEmqJ9MsGTZ/aSANixFVYFw8FuI33ueKhK5te+9jUdKidNmiRLlizRbbc9PT16OFBRUZG8//77cvLJJ4/qfadNmyZ1dXXD3r73ve/p5+bl5clJJ5005Hup9uDh3mfrqi8Ae/D1dIonHB8CQyts9u6zzG1rMnspWYf9lfbjc3lkkid/wBmlAJDSYKn2Sab7pvZuDkW1mn788cf6WrXBHnroofGfpNutA93vf/97/eOnnnpKVy1TRVUrVSVUOe6446S0tDRl7w3AHlSlSwkWFkvM5zN7ORglo32ZYDmeiiUTYe3E+EbBBgb4AEhXxdJMxh7Ggw46SBYtWrTN42qPpbFX8v7770/Z56qptq2trfr6rLPOStn7ArDj4B7aYLO7Yslk2NHaGI5XtGiFtZfpiaNjjN9fALBNsFTtrq+++qq+Puqoo4bcv3jkkUfq6+eeey5ln3333Xfr+7lz58oBBxyQsvcFYB+5bYnBPbTBZiWC5djRCmtPxjcKjN9fALBNsFTHl6hWWWX+/PlDPs94TO1nbGmJ/0NvPNauXSsvvPCCvjbO4hyOasFVE2rVEJ/i4mJZsGCBnoS7atWqca8FgHXlJiqWgbJ4QEF2oRV2bMKxqGwJx4+koGJpL9MTrc1ULAEYbHOuxebNm5PXU6YMPbGv/2PqNeXl46seqDM61dAhdUTIqaeeut3nb9q0SQ/oUaGyo6NDPvnkE32744475Ne//rWce+65230PNeVW3QzqfQBYmzERloplduorSwTLVhsHyxduSPlb1kV6JCwx8YlbqhLDXmAPRgWaiiUA21Us1dmVBnXEyFD6P9b/NWOhBgn96U9/0tdf+cpXpLq6esjnLly4UG677TY9sVaFQlUtVYFQDRmaM2eOPsfzvPPO0z/enhtuuEEfWWLc1NRaANbGGZb2aIXN6e4Ud/Dzb+xheEbomOItFDfHadmKMYypPRrUNwCwTbA0wzPPPCO1tbUjGtrz3//933L++efLjBkzkkeKqJB77LHHyptvvpkcKnTJJZds99iVyy+/XJ+Zadw2btyYsp8TgPTgDMvsFs4rkHBO7oBvEmD7jKMoaIO1n3y3Vyrd8f8mNnHkCAA7BUt1RmX/QT5D6f9Y/9eMxV133ZVsrx1qYNBIVFRUyE9/+lN9vX79en3W5nD8fr9upe1/A5Adeyz7SmmFzUouF/ssx3XUCMHSjqYlJsNuYJ8lADsFy8mTJyevjSriYPo/1v81o1VfXy///Oc/9fVpp52WrEKOVf/jUdRAIAD2EQ0EdAulQsUyeyWDpZ33WaYYwdLemAwLwJbBcueddxa3O/7TUcNwhmI8pvZDjmdwjzoHMxwO6yNMzjjjjDG/DwD7C9fX6/uIL0dC+fwDO1v1JSb6cuTIyHHUiL0RLAHYMliq/Yr77rtvcu/jYNTexWeffVZfH3744Sk5u/Kggw6S2bNny3i98cYbyWtjvyUAewjV1X0+AIYBJlk/wMdPK+yIqL9zjaMojJZJ2PPIEVphAdgqWCrGcR/qXEk1EGdrf/vb35JtpqeccsqYP+eVV16RFStWjGhoj7K9YTxqQuz111+vr9WE1913333MawNgPWEjWHKGZVYLJPdYUrEcibZoQLpjYX09xVNg9nKQxoql0fIMwNlsFywXLFigg9xxxx0nS5cu1V+PRqM6VJ599tn6x2rQziGHHDLgtYsXL9ZtreqmjgQZydAe1Uqrprpuz4MPPqifp44SaWhoSH69t7dXnnzySb2/0gi8N910U7KlF4A9hOrirbAcNWKPiiV7LEfGaI+s8uRJrts2x2ZjkCNHGiK90hvuNXs5AExmq//Te71e+cc//qHbU1U4PPTQQ3WLrAqWfX19+jmqGvjQQw+N+TPU2ZMqpConn3yyntA6kvMun3jiCX1TCgoKJDc3V9ra2vRjinqfW265RU444YQxrw2ANYXrtuh7KpbZrZc9lqPC/kr7K3HnSJHLJ52xkGzq3CRzy+aavSQAJrJdaWzmzJny0UcfyVVXXSXz58/XFUifzyd77LGH3HzzzXovY1lZ2Zjf/+GHH04eWTKSNlhFBd3rrrtOvvrVr8qcOXP0etT5k+qYkL322kt+8pOfyPLly+W8884b87oAWFdoi7HHkoqlHVph/V3t4g5xIPzIJ8Kyv9Ku1L+xjP2zGzs5UxtwOltVLPufT3nNNdfo20ipVlh1255zzjlH30ZjxowZyXMqAThPqN4IlhPMXgrGQU30VZN9PaGg+NtbzF5OFlUs2V9pZ9O9hfJpsIVgCcB+FUsAsJpwomJptFIiS7lc7LMcBWNS6AwqlrZmVKQJlgAIlgCQRtFAQCKtrQNaKWGHsywJltuzIdQ54EgK2Hsy7IaODWYvBYDJCJYAkIGjRsI5ft1Kiexm7JNlgM/wuqMhaY7Gh+ZxhqW9UbEEYCBYAkAGBvfoaqXLZfZyME4Ey9Htryxz+6XYnWP2cpCBiuWW7i0SiobMXg4AExEsASCNwonBPb2JvXnIbuyxHJn1if2VRuiAfU1Q55S6PBKJRWRLV/xoJQDORLAEgEwcNcLgHltgj+XIbGR/pWO4Xa7kWaW0wwLORrAEgDT6/KgRgqUd0Ao7uomw09lf6ah9lhs6GeADOBnBEgAycNQIFUt7ML5B4O9sk1gwaPZyLGtDYo8lFUtnMFqeqVgCzkawBIA0CtXXD6h0IbuFCook4osPowk1NJi9HOtXLNlj6QjGNxA2dhAsAScjWAJAGoW3xIdZULG0CZcr+U0C4ygZDNQTDUtjpFdfT/cVm70cZAAVSwAKwRIA0iTa2yuRtjZ9zR5L+zCCZaguXo3GQBsT1coSd46+wTnBclPXJonGomYvB4BJCJYAkCbhRBusKz9fwnkFZi8HKWJ8k8A4SgZDtcGyv9IpJnkLxOvySiASkIYeWsQBpyJYAkCahBKtkr7qat1CCXsFS+MoGQw+uIczLJ3D63LLpMJJ+pp2WMC5CJYAkPZgOdHspSCFknssqVgOe4blDCqWjjK9aLq+J1gCzkWwBIA0MYa7eKvj38mHPfSVscdyJK2w0zjD0lGmFk3V9wRLwLkIlgCQJkarJBVLewkYeyyZCjuo9eyxdKRpRdP0/YaODWYvBYBJCJYAkPaKZbXZS0EK9RrBsqlJYqGQ2cuxlN5oWBoSR43QCusstMICIFgCQLr3WE6iFdZOQoXFEvV6RWIxCTcwAbO/TYnBPUUuH0eNOMyMkhn6fn3HeonFYmYvB4AJCJYAkO6K5URaYW3F5fp8MmziSBlsddSIr0hcTEJ2lGmF08TtcktPuEeaepvMXg4AExAsASANor29Emlv19dULG08GZZ9lgNwhqVz+Tw+mVQwKVm1BOA8BEsASOPgHnd+vrgLOc/PbjjLcvgzLAmWzjSzeKa+39DJAB/AiQiWAJAG4bot+t47eRItgTbUV5YIllQsBz3DcrqXb6Y40fTi+ACfmo4as5cCwAQESwBIg9CWeLD0TZps9lKQBr1lE/R9aMtms5dizaNGOMPSkWYUxwf4cOQI4EwESwBIg9BmI1iyv9KO+hLBMpz4fYZIXzQsdZEefU0rrLODJXssAWciWAJAGoQ2xytZvskESzvqLa8c8PsMkdpIt74vdPmkzO03ezkwwYyiGcmzLKOxqNnLAZBhBEsASGcr7GRaYe1csYy0tUm0J16lc7oNif2V07yF7Ct2qEmFk8Tr8kogEpD6bo7iAZyGYAkAaWDsvaMV1p7CeQXiLoq3ezLAZ9szLOFMXrdXphZN1dfrO2mHBZyGYAkAKRaLRiWcOIbCy/Ae2zK+aWDsp3U6zrDEgH2W7QRLwGkIlgCQYpGWFokFgyIul/gmVpm9HKQ7WDIZVuMMS/Q/coSKJeA8XrMXAAB2c9+Tb8o+ah9eSbn8+sV1Zi8HaaLOKFXCif20TmfsseQMS2czBvhw5AjgPFQsASDF8loaBpx1CHsyzigN1VKxDMYisiUxFZY9ls42o4QjRwCnIlgCQIrltTYNmBwKu7fCUrHcFO6SmIjku7xS4c41ezmwQMVyU+cmCUfDZi8HQAYRLAEgxXJbG/V9bznB0s6MM0oJlv3bYIs4asThJhZMFL/HL+FYWLZ08d8G4CQESwBIsdyWeLDsK6s0eylII+OMUnXciJoE7GQ1iYmwM2mDdTy3yy3Tiqbp65qOGrOXAyCDCJYAkGJ5RsWSVlhb806YIOLxiIRCEm6Ktz87VU2oQ9/P8BabvRRY6MiRDZ0M8AGchGAJACmWyx5LR3B5veJNHCfj9MmwVCwx6JEjDPABHIVgCQApFO3tFX9Xu75mj6WDJsNudvZk2PWJiuVMKpZQfw6KZ+p7giXgLARLAEih0JY6fR/OzZNwXoHZy0GmJsNudm7FsisakqZon76eQcUSqmJZRMUScCKCJQCkUGjL5s/3VzId0/Y4cuTzaqU6ZqTInWP2cmChPZZburdIMBI0ezkAMoRgCQApZOy1Y3+lM3DkiMi6cKIN1kcbLOIq8yol35sv0VhUn2cJwBkIlgCQQkZLZC9HjTjryJFEpdqJ1ifOsJzppQ0WceosU6NqSTss4BwESwBIIaNy1VcenxYKe/MmWmHDDt5jWUPFEsNMhuXIEcA5CJYAkELGdFAqls6qWEba2iTa0yNOrljOoGKJQQb41HTUmL0UABlCsASAdFQs2WPpCJ7CQnEXFTl2n2UsFut3hiUVS3xuZkn8yJENHVQsAacgWAJAisSi0eTwHs6wdA4nHzlSH+mV3lhYPOKSqd5Cs5cDC+HIEcB5CJYAkCKR5maJhUISc7klUFJu9nKQ8SNHnDfAZ31if6UKlT4X/6TA54zhPfU99dIb7jV7OQAygL8FACDVbbAlZRLzeM1eDjLEN8WYDOu8imUNE2ExhFJ/qRTnxNujaYcFnIFgCQApHtzD/kpnToYN1daKUyfCzmB/JbbCkSOA8xAsASBFjGDRWzHR7KUgg3KmTBnwjQUnqQlx1AiGRrAEnIVgCQApD5acYekkPiNY1jovWK43JsLSCotBzCqZpe/Xta8zeykAMoBgCQApEjSCZTnB0onBMlxfL7FgUJwiGItIbbhbX1OxxGAIloCzECwBIEVCmwiWTuSpqBCX3y8SjUqork6cYlO4S6ISk3yXVyrduWYvBxY0qzgeLGs6avSZpwDsjWAJACmg/tHEHkvnDin5vB3WOQN81vXbX6l+DYCtTS+eLm6XW7pCXdLU22T2cgCkGcESAFIg0tIisb4+lTKkt7TS7OUgw5wYLI39lTPYX4kh5HhyZGrhVH1NOyxgfwRLAEgBI1B4q6ok5vOZvRyYdJalsc/WSRNhZ7G/EsOYWTJT3xMsAfsjWAJACoOlUbmCs1CxBIbfZ7mug2AJ2B3BEgBSGSynEiydKGfqVMcdOcIZlhgJJsMCzkGwBIAUMFogqVg6k9Mqlu3RoLREA/qaiiWGQ7AEnINgCQApYASKHIKlIzntLMv1iWpllSdPCtzsKcb2g+WW7i3SG+41ezkA0ohgCQApYLRAUrF0Jk95ubhyc9W5M444y9LYXznTSxsshleWWyal/lJ9vb5jvdnLAZBGBEsASOEZlgRLZ3LaWZbGGZYzfLTBYvtohwWcgWAJACk8w9JXXW32cmDykSNOCJZULDEaBEvAGQiWAJCqMywnThRXTo7Zy4FJjIqlE86y/HwiLBVLbN/MYs6yBJyAYAkA40QbLPoPbrJ7xTIai8kGzrDEKFCxBJyBYAkA4xTctGlAKyScKbnHcpO9g+XmSLf0xSLiE7dM8RaavRxkUbBUw3uisajZywGQJgRLABgnKpZQnDK8Z22oPTm4x+vinxHYvimFU8Tr9kpfpE/quu0/NRlwKv5GAIAUHTXCGZbOljzLsqFBojY+y9KYCDvbV2L2UpAlVKicUTRDX9MOC9gXwRIAxomKJbY+yzK8ZYvY1VojWDIRFqPAPkvA/giWADAOnGEJp51labTCzvYRLDFyBEvA/giWADAOkeZmiQUCnGGJAQOc7HrkiPpGytowrbAYvZkliSNHOgiWgF0RLAFgHDjDEv3ZvWLZEg1IRzQoLo4awSjNKqZiCdgdwRIAxoE2WAx6lqVNjxwx2mAnewok1+01eznIwoplU2+TdAbj56ACsBeCJQCMQ3Bj/AzLnKkES4j4pk7V96HE2aZ2w0RYjFVRTpFMyJugr2vaa8xeDoA0IFgCwDiENm3U975p081eCizAN22avg/aNFgyuAcpGeDDPkvAlgiWADAOwQ3xYJkzLV6pgrPlJIJlpKlJot3dYjcM7sF4MBkWsDeCJQCMQ2ijUbGMBwo4m6e4WNwl8dAVtOE+y89bYalYYvQIloC9sfMeAMYoFgxKcEudnpB577qQBJtXmr0kWKRq2dfertukc3ecJ3bREw1JXaRHX8/yEiwxejOLE0eOECwBW7JlxbKzs1MWL14sCxYskMLCQikpKZG99tpLfvWrX0kwGBzTe6r3U4dfb++2evXqYd/nvffek5NPPlmmTp0qfr9fJk2aJN/85jfl+eefH+PPFoBZQps3iysWlXCOX4JFpWYvBxbhS7RFG23SdqtWlrtzpcTjN3s5yOKK5YbODRKKhsxeDoAUs13Fcv369XLggQdKTU184lh+fr4EAgF555139O2hhx6SpUuXSllZ2Zje3+fzSXl5+ZCPe71D/5Leddddcu6550o4HNY/VoG3vr5ennzySX27+uqrdYAFkF0TYXsrqkVcqm4JqIrl9AFt0vbbX0m1EmNTXVAted486Q33ysbOjTK7ZLbZSwKQQraqWKrA9rWvfU2HSlUJXLJkiXR3d0tPT488/PDDUlRUJO+//76uGI7VPvvsI3V1dUPeZs6Mt3ls7fXXX5cf/OAHeo3HHHOMbNy4Udra2qSxsVG+//3v6+dcc8018sgjj4x5bQAyK7hxg77vqZxo9lJgxYql3YIlE2ExTm6XOxkm17atNXs5AFLMVsHyvvvuk48//lhfP/bYY3LooYfqa7fbLSeccIL8/ve/1z9+6qmndNUyky699FKJRCK6PVeFR9UKq1RUVMidd94pRxxxhP7xT37yE/08ANYXSlYsCZbYdjKs7SqWnGGJFJhTOkffr24bfusQgOxju2CpHHTQQbJo0aJtHj/xxBNl1qx4f//999+fsXWtXbtWXnnlFX39ox/9SLfTbu3yyy/X96ra+tJLL2VsbQDGf4ZlT+Uks5cCE9y6ZOU2twHBsrZWYjb6RqGxx5LBPUhFsKRiCdiPbYKland99dVX9fVRRx016HPUcJ0jjzxSXz/33HMZW5tqyTUYn7+1L3/5y7pVN9NrAzB2xnAWWmHRn7e6Wm3Il1goJOH6erGDUCwiG8Od+pqKJcZjTkmiYtlOxRKwG9sEy+XLl0s0GtXX8+fPH/J5xmNqP2RLS8uoP2fZsmX6PdRQIDVxdscdd5Szzz5b790cyieffKLvq6qq9G0wHo9Hdtppp+RnALC2WCyWbHXsraw2ezmwEJfHIzmTJw8Y8JTt1oc6JSwxKXT5ZKInz+zlwAYVy5r2GglH48MMAdiDbYLl5s2bk9dTpkwZ8nn9H+v/mpFqamrSITYvL09Pm125cqWe9rrHHnvIlVdeOezahltX/8e3ty71uR0dHQNuADIr0toq0Z4eiblc0ls++DeM4Fw+ox020S6d7Vb3G9yjun+AsZpcOFlPhlXHjajJsADsw22nsysNqpo4lP6P9X/N9sydO1duvPFGWbFihfT19Ulzc7OeOPvss8/qUKmqF9ddd50+K3OotQ23rv6Pb29dN9xwgz6qxLhNS/wDBkDmhDbEJ8L2lZRL1Jdj9nJgMXY7y9IIljv4OK8V458Ma5xnuaZtjdnLAZBCtgmW6fbd735XfvzjH8u8efOSw3dycnLk8MMP14N59tprL/01dQ5le3v8L+B0UYN+1GcYN3V0CQCTzrBkcA8ccJblmmSwZH8lxm+H0h30PcESsBfbBEtj8I0xyGco/R/r/5rxyM3Nleuvv15fd3V1bXOUifE5w62r/+PbW5ff75fi4uIBNwCZxRmWcNJZlkbFcg7BEilgnGVJsATsxTbBcnJiUIJSW1s75PP6P9b/NePV/3gTdbzIYGsbbl39H0/lugCk9wzLHgb3YBA50+1TsQz2mwhLxRIprVi2EywBO7FNsNx5553F7XYPmMI6GOOx6upqKS8vz8jajEm0DQ0N0tjYOOhzIpGIfPbZZ/p61113zci6AIxdciJsBcES2/JNiVcsI21tEhnFfn6rnl8ZkZgUuXwygYmwSIHZpfGK5br2dUyGBWzENsFSDb7Zd9999fUzzzwz6HPUgB01bEdReyNT6Y033khez5oV35RuOOyww5LXQ61NncFpDO1J9doApJ7R4kjFEoPxFBaIp6LCFlXL5OCenFImwiIlphROYTIsYEO2CZbKqaeequ9feOEFefPNN7d5/G9/+1uyTfWUU04Z8fuqQLq94z+uuOIKfV1QUCCHHHLIgMdnz54tX/7yl/W1mhobCoW2eY9f/OIX+n7GjBmy//77j3htADIvGggkD74nWGIoOVOn2uIsSwb3IJ2TYde2Ddw+BCB72S5YLliwQAfB4447LjlEJxqN6lB59tln6x8fddRR24Q/Nc1VfSdW3WpqagY89tJLL8mhhx4qDzzwgGza9Pk/EFRAVJ+x3377JYPsVVddJaWl245j/+Uvfykej0c+/PBDOfHEE5P7KVtaWuS8886Tp59+Wv9YHWmingfAukKJ/w+4CwokVJCaIWCw8VmWiUFP2YrBPUiHOSVz9P3qttVmLwVAinjFRrxer/zjH/+Qgw46SIdDFQZVi6wKlursSWX33XeXhx56aFTvq4KqCpBGUM3Ly9OVSXXUh1F9VPs7L7vsMrn00ksHfY999tlH7rzzTjn33HPl8ccf1zcVQNV7GBXRq6++Wo4//vhx/ioAyFQbrE8NaKE1EEPImT7NJhXLNn1PxRKpNKc0HiwZ4APYh60qlsrMmTPlo48+0pVDNTRHVSDVuZN77LGH3HzzzXovZFlZ2ajeU1VB1WtVFVSdY6mCZVtbm77fbbfd5IILLpAPPvhArrvuumHf56yzztKVzZNOOkmmTJmijxepqqqSY445RodWVTUFkD0TYY1WR2AwvqlGxTJ795D1RcOyMdylr6lYIi3BkiNHANuwVcXSoM6BvOaaa/RtpFSoGyrYVVRUyCWXXJKStS1cuHDUFVMA1hLcEG9t9CUqUsCwFcv16yVbrQ13iOqpKXX7pcKda/ZyYMNgaUyG9bpt+U9SwFFsV7EEgHQLJvZh58yYYfZSYGHGn4/Qli0SDQYl2wf3MBEWqcRkWMB+CJYAMEpGBSpnxkyzlwIL81RWijs/X02Qy9p2WAb3IJ2TYWeXxM+zZIAPYA8ESwAYhVgoJKHEVOecmVQsMTS9xz/xZyRb22HXBBncg/SZWzZX369sXWn2UgCkAMESAEYhqI4aiUTElZcn3qoqs5cDi/PPjFe1gzXZGSypWCKd5pbGg+Wq1lVmLwVACrBTGgDG0gY7fTp7zrCNW5cMrLzsECmSHbK0YtkTDUttpFtfU7FEOiuWBEvAHqhYAsAohIxgmahEAcPpmTBJ32djsDTOr1TTYMs8TIRF+oKlGt7TE+oxezkAxomKJQCMaXAP+yuxfT1Vk/V984rV8ni/aubFh80Tq1uZCJbzckrNXgpsqjKvUspzy6Wlr0XWtq+V+ZXzzV4SgHGgYgkAo8BRIxiN7gnxYJnX2iTuYECyycrE4J55PoIl0od2WMA+CJYAMArGEBYmwmIkQgVFEsor0Nf5TVskm6wyKpYES2RggA+TYYHsR7AEgBGKBgL6sHuFiiVGxOVKVi0LGrInWMZisX6tsGVmLwc2Nq8s3ha+qo2KJZDtCJYAMEL6kPtYTNwFBeKpqDB7OciyfZb5jZslWzREeqU9GhSPuGS2r9js5cDGaIUF7INgCQBjGNzDUSMYKaNimU3B0qhWzvQVS47LY/ZyYGNzSueIS1x6gE9Tb5PZywEwDgRLABgh9ldiLHqq4keOFDRmTytssg2W/ZVIszxvnkwvnq6vqVoC2Y1gCQCjrFj62F+JsVQsG7KoYhls1fcES2RygA/BEshuBEsAGCGOGsFY9EyIVyxzO1rF05cdh8BzhiVM2WfJAB8gqxEsAWCUFUv/zJlmLwVZJJxfKMHC+ACc/MY6sbpgLCI1oQ59TcUSmcAAH8AevGYvAACyQbS3V8L19fqaVliMVveESZLT1SEFjZulc9pssbJ1oQ4JS0yKXD6Z6Mk3eznIFi/cMOaXzk18I2NNy2cSiUbE42ZgFJCNqFgCwAgEN2zQ9+6SEvGWca4fRqdnwpSsmQxrtMHOzSll+jEyYpq3UHJdHumLRWRT1yazlwNgjAiWADCaibBUKzEG3cZk2AbrT4ZdFWQiLDLL43LLHF+Jvl7RssLs5QAYI4IlAIzyDEtgtHqy6CzLzwf3UJlH5uzki/95+6zlM7OXAmCMCJYAMAJMhEUqjhwpaKgVq+MMS5hhp8Q3Mla0UrEEshXDewBgBIJr1+r7f3flSt2SlWYvB1mmpyoeLHO6O8XXFR9UYkUtkT5pjPTq67mJ1kQgk8GSiiWQvahYAsB2xGIxCaxbp6+7J041eznIQhF/rvSWTdDXBfWbLF+tnOotlHy3z+zlwEHm+kpFjYpq6GmQlr4Ws5cDYAwIlgCwHZHmZom2t0vM5ZLuROUJGK2u6vg3JQotHCw/C7bq+50T+92ATClw+2S6t0hfU7UEshPBEgC2I5Bog+0tr5Jojt/s5SBLGdXugnrr7rNcHmwZ0JYIZNKOxj5LJsMCWYlgCQAj3F/ZRRssUhEs6zaK1SuWBEuYwaiUU7EEshPBEgBGWLFkfyXGw/jGRKFFJ8P2RsNSE+7U1zvnlJu9HDgQFUsguxEsAWA7gmsTg3sSe+SAsTC+MZHXXC/Rvj6x4uCeqMSkwp0rEzx5Zi8HDmRUytd1rJO+sPX+GwEwPIIlAGxHYO0afU8rLMYjWFQiwfxCccViEly/XqyGNliYrdKdK+W55RKNRWVV6yqzlwNglAiWADCMaE+PhDdv0de0wmJc1FThiVP0ZXBN/JsVVhzcszPBEiZxuVyyc/nO+vqzVvZZAtnGa/YCAMDKgjU1+t5TViahwmKzl4Msp745UbZuhQQS7dXj9sINqXkf9Q/5kFGxZH8lzLNj+Y7y6uZX2WcJZCEqlgAwjMCa+OCenNmzzV4KbMBopzYmDVtFSLUeBtv0NWdYwkw7le+k75kMC2QfgiUADCO4Lh4A/ARLpIDRTm1MGraKdaEOCUpUClxemeotNHs5cHjFUlnZulIi0YjZywEwCgRLABgGFUukI1gG162TWDQqVvFZYn+lOu7B7XKZvRw42IyiGZLnzZPecK9s6Nxg9nIAjALBEgCGYbQs+ucQLDF+vRUTJer1SiwQkNDmzWIVyxP7K2mDhdk8bo/MLZurr2mHBbILwRIAhhCLRJLDe6hYIhViHo90T5hsuX2Wnx81wuAemM+YDPtp86dmLwXAKBAsAWAIoU2bJBYKicvvF9+kSWYvB3bbZ5loszZbLBaTFYlgyVEjsIJdK3bV9wRLILsQLAFgCMaAlZxZs8Tl8Zi9HNiE1SbDbop0S2csJD5xy2xfidnLAWSXil2SwTIas85eZADDI1gCwCBuXbJS/v3sW/q6Jr9S/xhIhe6JU/R9IDFx2CqDe3bwlYjPxT8LYL45pXPE7/FLV6hLNnQwwAfIFvwNAgBDKKzbpO+7Jk4zeymwke7q+J+noEVaYT9JBMtd2F8Ji/C6vcljR2iHBbIHwRIAhlBYt3FAhQlIhe6q+J+nSGurhJubzV6OLAvE1zDfX2H2UoBt9lkua15m9lIAjBDBEgAGE4tJ4Zb1+rJz8gyzVwMbifhzxTctXrUMrFpt6lqisZh8mqhYzs8hWMJ6+ywJlkD2IFgCwCDyWhrEG+iTqMcrPVXx4yGAVPHPjZ/TF1i1ytR1bAh36sE9fpdH5jC4BxasWC5vXs4AHyBLECwBYBCFWzYk22BjHq/Zy4Fdg+VKc4dCLUtUK3f0lTK4B5Yyq2SW5HnzpCfcIzUd8fOEAVgbf4sAwCAKN9MGi/Txz7NGxfKTYGJ/JW2wsOIAn7L4AJ9lTbTDAtmAYAkAgyhKVCy7JhEskd5W2FgsZnrFclcmwsKCdq2Mt8MyGRbIDgRLABiuYjlputlLgQ35Z84U8Xol2t0t4S1bTFlDOBaV5cbgHibCwsL7LAmWQHYgWALAVmKhkBQ2JM6wpBUWaeDKyRH/rFn6us+kfZZrQx3SF4tIvssrM73FpqwBGMlk2OUtyyUSjZi9HADbQbAEgK0EN2wQdzgsYX+u9JZNMHs5sCmzJ8MuS+yv3CWnXNwulylrAIYzs3imHuDTG+5lgA+QBQiWALAVY1Jnl2qDdfO/SdhzgA+De2B1HrdHdi7fWV9/0vSJ2csBsB38iwkAtmL8Q5/9lchMxXK1KZ/P4B5k0wAfgiVgfQRLABgiWHZNnmn2UmBj/nnz9H1wzRqJhcMZ/exgLCIrgm36elcG98DCvjDhC/r+o6aPzF4KgO0gWALAVoxhKlQskU6+KVPElZcnsWBQ7+vNpJXBNglLVErdfpnqKcjoZwOjsVvlbvp+ZctKvdcSgHURLAGgn2hvr4Q2bNTXnGGJdHK53eLfYQd9HVi5ypT9laoN1sXgHlhYdUG1VOZVSjgWluXNy81eDoBhECwBoJ/AmrUisZgECkskWFxq9nLglAE+GT5y5KNAk75ncA+sTn3j4wuV8XbYj5s+Nns5AIZBsASAoSbCAjY9cuTDYDxY7uavzOjnAuPZZ/lh44dmLwXAMAiWADDo4B6CJewZLFsifbIh3KWvv0CwRDYN8GlkgA9gZQRLABj0qBH2VyJzwVIN74n29WW0DXaWt1hK3DkZ+UxgPHat2FXcLrfU99RLXXed2csBMASCJQD007fiM33fNZlgifTzTpggnrIykWg0Y+dZ0gaLbJPvy5d5ZfHjedhnCVgXwRIAEsKNjRJpbFLTIqSTMyyRocEkuTvvpK/7ln+akc/8MFGxJFgimxgDfGiHBayLYAkACX3L46Psc2bNkog/1+zlwCH8O+884M9fOoVjUfkk2KKvd8shWCJ7LJiwQN8TLAHrIlgCQELfp/F/2Ocm/qEPZELuzrvo+0Diz186rQ61S28sLIUun8zxlaT984BUD/D5tPlTCUVDZi8HwCAIlgCQYFSMjNZEIBOSrbArV0osEslIG+wCf4W4Xa60fhaQSjOLZ0pRTpH0RfpkVWtmj+cBMDIESwBI6Pts+YDWRCATcmbOFFdensR6eyW4fn1aP+vDQKO+pw0W2UZNhWWfJWBtBEsAEJFIV5eE1m/Q17m7xFsTgUxweTySO2/egHbsdE+E5fxKZHM77AeNH5i9FACDIFgCgNrf9ln8mBFvdbV41fEPQAb5d9k57ZNhWyJ9siHcpa8JlshGu1ftru/fr3/f7KUAGATBEgAY3AOTGX/uAmmcDPtRYn/lLG+xlLhz0vY5QLrsNmE38bg8srl7s9R115m9HABbIVgCwIDBPQRLmDcZVn2DIxaLpbUNlvMrka3yffmyU3l82NV79e+ZvRwAWyFYAkD/YJloSQQyyT9vrojHI5G2NgnXpacS815icM/u/glpeX8gk+2w7zUQLAGrIVgCcLxoMCiB1av1NRVLmMHt94t/zpwB3+RIpb5oWD4ONOvrPf1VKX9/IFP2mLiHvidYAtZDsATgeIFVq0TCYXGXlIh38mSzlwOHMr6pkY7JsB8HmyUkUZngyZNp3sKUvz+QKV+s+qK+X926WtoD7WYvB0A/BEsAjmdMhM3daSdxcWg8TOLfeacB56mm0ruBBn2/0D+BP+PIapV5lTKzeKbEJCYfNn5o9nIA9EOwBOB4TISFlQb4BNJQsTT2V+5BGyxstM/y3fp3zV4KgH4IlgAcj8E9sILcRMUytHmzHuKTKqFYVD5IHDVCsIQdLJy4UN+/38B5loCVeM1eAACYKRaJSJ/RCkvFEhly65KV23zt4sPmiW/aNAlt3Ch9n34qBfvsk5LP+izYIr2xsBS7c2QHX0lK3hMw08KqeLD8pOkTCUQC4vf4zV4SACqWAJwusGaNxHp6xJ2fLzmzZ5u9HDhc3oL5+r73409S9p7vJtpg1f5KN/srYQPTiqbpvZahaEiHSwDWQLAE4Gh9H32k73PnzxeXx2P2cuDwKuZb/kn6+pN/vzZoVXM8g3s4ZgR2oQZQJc+zrOfYEcAqCJYAHK33o4/1fd5uXzB7KYC0zZyn70vWrxSJxcb9ftFYjME9sPV5lgzwAazDlsGys7Pz/7d3H3BSlPf/wD9brjeuUA84ejlAQECaNMECibHF2MFuzE//xhg1Kooae01MosaGGruxBDtVpUtvUg+OchxwvZct8399n2PXvbJ7u3d7N1s+79drbmZ3yj47ZW++8zQ8+OCDGDZsGOLj45GUlIQxY8bg2WefRW1tbYu2mZOTgxdffBEXX3wx+vXrh5iYGDX07t0bl112GZYuXepxfUmPPGFrbth3spN2ImofVdvqAsvoYcP0TgoRSrv3gd1oRHRpEaKKC1q9vX2WEpTaaxFjMGNQZLJf0kgUCEZ3Hq3GG09shMVm0Ts5RBSKjfccPHgQU6dORXZ2tnodGxuLmpoarF+/Xg3vvvsulixZguRk7//BHj58GBkZGdBcnh7LduW1fI4MH3zwAa699lq88sorMHkoThcREYGUlBS3883mkDskRAHLXlWFmj11xQ1jTmGOJenPHhmF8m4ZSDxyAB0k1xIT/FIMdkRUGsyGkHyWTGGqf3J/pESnoLC6ENsLtjuLxhKRfkLqv4zVasW5556rAr2uXbti0aJFqKioQGVlpQr8EhISsGnTJlx55ZU+bddms6kgcvr06XjrrbdU7qVst7y8HDt27MB5552nlnvjjTdUzqQnEyZMwLFjx9wOvXr1atU+ICLvScubsNlg7tQJEV266J0cIqU4w1Ecdm+rt7X+ZGApDfcQhRKjwYgxXcao6bW5a/VODhGFWmApQd+2k8XaPvnkE8yYMUNNG41GXHLJJfj3v/+tXn/99dcq19Jbkru5YcMGLF68GLNnz0a3bt2c283MzMRnn32Gc845R733t7/9DdXV1W3w7YiorepXRp/CYrAUOEqcgeWeVtev/Kn6uJoeG80HJxR6Tutymhr/dOwnvZNCRKEYWIpp06Zh/PjxjeZfeumlqk6kePvtt73ertTRPPXUuj6TmiJ1I6UYrJBczJ0nO1snosBWtXWLGm+M6aZa4HQdiPRSktFfjZMO7VP9rLbUbksRiu01iDWYMTQy1Y8pJAoMY7uOVePNJzaj2sqH+kR6C5nAUoq7rly5Uk3PnDnTbQDoyFlcuHChXz8/Ojq6XtFZIgp81SdzLB1FD4kCQXmX7rBGRcNcU636WW2pNdXH1HhMVCdEsH4lhaCeCT3RObaz6s9yc95mvZNDFPZC5j+N5BLa7XY1PXRoXQfTTXHMk/qMhYWFfvv877//Xo0jIyMxYID7m1SpkylpkMZ/pMXagQMH4oYbblB1P70ljRGVlpbWG4jIN9aCAlhycqAZDCjp2U/v5BD9wmhynpOOflZbYi2LwVKIkwwDR67lT7ksDkukt5AJLI8ePeqcTk9Pd7uc6zzXdVrjwIEDePnll9W01OVMTEx0u2x+fr4KgqWrEgkQ9+zZg9deew2jRo3C3Llzvfq8xx9/XBXPdQw9evTwy/cgCidVJ2/Yyzt3hy0mVu/kEDVZz9JRD9hXtZrN2SLsOAaWFAb1LNceYwM+RHozhlLflQ6SG+iO6zzXdVqqqqpK9W0pRXHT0tLwxBNPNLlc//798dRTT2H37t2qcZ+CggLVsux3332ngkppdfbRRx9VfW0255577kFJSYlzkO5QiMg31Scb+nLUZyMKyMDy5Hnqqy01+ajWbEg1RqNfRJKfU0cUeIHljvwdKK8t1zs5RGEtZAJLvbo3ufzyy1WLsdI/pfSR6WgxtqErrrgCd955pyomK8s6is2eddZZWLFiBcaMqWsyW7orkWDRk6ioKJUr6joQkW+qtmytdwNPFEiKTz7wkH5Wpb/VltavHBvdWRUXJApVXeO7qrqWNs2GjSc26p0corAWMoGl9FHpILmH7rjOc13HV9JAjwSLn3/+OcxmM9577z0VJLa04Z/HHnvM2aqsL12hEJHvpIRA1fbtarqkFwNLCjw1yWmoTkpR/axW79jR4vqVLAZL4eC0rieLw7I/SyJdhUxg6ZpTmJOT43Y513nuche9CSqvvPJKfPTRRzCZTHjnnXfw29/+Fq3h2j3K/v37W7UtIvKsNisL9pISGKKjUdYtQ+/kEDWpuNdANa70oXE3UW63YHttgZpmYEnhYGyXugZ81uSu0TspRGEtZALLwYMHw2is+zrbT+ZENMUxr0uXLkhJSWlxTuUHH3zgDCqlwR4iCh6V6zeocczw4dBMZr2TQ9Skoj6D1bjq5PnqrfXVx2GDhp7meHQ1x7VR6ogCh7QMa4ABe4r24ERlXaNVRNT+QiawlEZ5Jk6cqKa//fZbt8XfpLEc0ZJiqxJUSp3KDz/80BlUXnrppfCHNWt+ecrWu3dvv2yTiJpWubHuRj121Ci9k0LkVlG/TGeOpXayOy1f6lcyt5LCRXJ0Moam1XUntzKnrk9zImp/IRNYijlz5qjxsmXLsHZt43L2H3/8sbOY6ezZs1uUUynFX6VOpTTU421QKQGtJ9LtyH333aem4+LiMH36dJ/SRkS+ceQAxYw6Ve+kELlVlt4H1sho2EtL8dp/FuP5RXvU0JxVzoZ7GFhS+Dg9/XQ1XpGzQu+kEIWtkAsshw0bpgK5iy66yNkIjt1uV0HlDTfcoF7PnDmzUfAmrbFKy3kyZGdnN1mnUnIqHQ31+FL89ccff8SMGTPwn//8B0eOHHG+b7FYVBonTZrkDIQfeOABdOjQoVX7gYjcs+TmwiJ92JpMiB0xQu/kELmlmUwo7l1XzzJ5389erXPEWo4D1lKYYGCOJYWViel1pdZW566G1W7VOzlEYSmkKhdJ0LdgwQJMmzZNBYcSzEkRWQkspe9IMXLkSJXb6IuVK1eqOpVCAs9bb71VDe78/e9/rxd4SqArAaQj0I2JiVE5k9KtiASXQuqH/uUvf8Fdd93Vou9ORL7Vr4yWetlxrH9Gga2obybSdm9BStbPODx5VrPLL686qsYjojoi0RjZDikkCgxDU4ciKSoJJTUl2J6/HSM68cEhUXsLqcBS9OrVC1u3bsUzzzyDTz/9FAcOHFD9Rg4ZMgSXXXaZCgil/0hfSGDqIIHg8eN1zbi7U9WgzzHJRZX0rF69Gtu2bUN+fj6Ki4tV0JuZmalyLG+88Ua1HBG1rcoN69WY9SspWAJLkbz/Z3lKKU83vQosJ8e0rNVzomBlMpowoesEfJP9DZbnLGdgSaSDkAssHf1TPvTQQ2rwlhSFlaEpU6dObbaepCepqam44447Wrw+EflP1QbWr6Tg6nLEbjIjurgAMQUnUJXW2e2y1XYrfqqpe/A5KZqBJYVncVgJLKUBn1tHui9ZRkRtI6TqWBIReWItKkLN3n1qmjmWFAzskVEo7dFXTSdn7fC47LqaE6jRbOhiikW/iKR2SiFR4NWz3FGwAwVVdX25ElH7YWBJRGGjatNmNY7s3Rvm1FS9k0PklUJncdidXhWDnRTTTbUHQBRu0mLSMDilrv/XVUdX6Z0corATkkVhiYg81q8czdxKCh5FfQcDSz5Dcpb7lmGlusby6pOBJYvBUjBb9nirVp9oNWDnyW5Hzu17rt+SRUTNY44lEYVf/5WnMrCk4FHcpy4HJv74EUSUlTS5TLa1THU1EgEjxka7r4dJFOpOP/lgRXIs2e0IUftiYElEYcFeVYWqn+tyfJhjScHEEpeIsq49f2kd1kMx2NHRnRBrjGjX9BEFkuFRaUgyRqK4phibT9RVfyCi9sHAkojCQuXGjdJfEMydOyOie3e9k0Pkk6K+Q9Q4de+2Juf/WJWjxiwGS+HObDBiSky6ml56eKneySEKKwwsiSgsVKyqa8ghbvx4NmxCQadg4HA1Tt21Bc8v2uMcVu8vwOL9x7Ch5oSaz/4riYAzYuoeHi49tLRV3cURkW8YWBJRWKhYvVqN4yZO0DspRD4rGDAMmsGo6llGFeXXm7fNkAcrNNXFSEZEom5pJAoU46O7IsoUhZzyHOwp2qN3cojCBgNLIgp51sJC1Pxc11VD3LhxeieHyGfW2HiU9KzrzzJt95Z68zYZjqvx9JgeuqSNKNDEGs0Y3228ml52eJneySEKGwwsiSjkVa5Zo8ZRAwbA3LGj3skhapGCQSPUONUlsKyBFdsNdTmYM2IZWBI5nNHjDGdxWCJqH+zHkohCXvnJ+pW70gfjf4tYLIqCt55l3+8+rgsspd6YwYAdhgJYDHakm+IwMKKD3kkkChhTekyB0WDEzsKdyC3PRdf4rnoniSjkMceSiEKaNNzgaLjH0QAKUTAq6jUI1sgoRJUVIz73YP1isLE92CgVkYuU6BSM6FiXy8/WYYnaBwNLIgpploMHYT2aC0REoKhfXZcNRMFIk3P4ZLcjabu2wKZZsNWQp16zGCxRY2f0rCsOu+wQ61kStQcGlkQUFq3Bxo4YAVtUtN7JIfJbPcvcmu2oMliRqEVieGSa3kkjCth6luuPr0dRdZHeySEKeQwsiSg8+q9kNyMUAvJPFudO3rcdR8rrzu0RWicYWQyWqJEeiT0wOGUwbJoNiw4u0js5RCGPgSURhSzNZkPFmrVqOm4CA0sKfuXdMlCTkARzbQ0isupaOx6pddY7WUQBa2bvmWr8bfa3eieFKOSxVVgiClnV27bBXlYGY2IioocMAY5n6Z0kotYxGFQjVN3W/4jMrDLs6x6NgVqK3qkiCjzLHlejs60VeE6Kwx5bh+OL7kdnc6w+6Zl2jz6fS9SOmGNJRCGrbNn3ztxKg8mkd3KI/CIvc5Qan7pPw2itC8z8V07kVjdzHEZEpkEDsLDykN7JIQpp/G9ERCGrfFldS4AJ0+sacCAKBccGD4PNAGTkAacXJeudHKKANzMuQ42/razrpoeI2gYDSyIKSbVHjqBmzx7AZEL8pEl6J4fIb/abdmN397rpflnVeieHKOCdFdsTRhiwtbYAR6zleieHKGQxsCSikPTlSx+qcWHvwXhh3Qk8v2iP3kki8ousqh+xvn/dv+/IfSf0Tg5RwEszxWBMVCc1/W0Fcy2J2goDSyIKSR23r1PjE8NO0zspRH5TYy/HkepNWN+/rnsR8+ECoMaid7KIAt6suF5q/A2LwxK1GQaWRBRybGVlSNm7XU2fGDpG7+QQ+U121WrYYUVNpwyUd+4Og11DxIE8vZNFFPCmx/ZQDV3tsRRjd22R3skhCkkMLIko5FQsXw6j3aZuvCs7ddM7OUR+k1W1XI37xkx2PjSJ2Hdc51QRBb4kYySmxaSr6c8r9uudHKKQxMCSiEJO2dK61mBZDJZCSbn1BI7V/qym+8Sc7jy/zQfyoNnsOqeOKPCdH99Hjb+syIZFs+mdHKKQw8CSiEKKZrGg/Mcf1TQDSwoleyqXyBmOrpHDEG/uiOLeA2GPiYCx2oLKLDbiQ9ScCdFd0ckUg2J7DZZV5eidHKKQw8CSiEJK5YaNsJeWojY+EcW9BuidHCK/sGs27KlcqqYHxs2oe9NogrVPZzVZvvWwnskjCgpmgxHnxdXlWn5WnqV3cohCDgNLIgoppd9+o8aq/pnRpHdyiPziSM0mVNoLEWVMQEb0WOf7lv51gWXpxoPQ7JqOKSQKDuefDCxXVR/DMWul3skhCikMLIkopIrBln37nZrOHTVZ7+QQ+c2eysVq3C9mKkyGCOf7lt4doUWaYS2qRBWLwxI1q2dEAkZFdYIdGhawER8iv2JgSUQho2L1atiKi2FKTUVh/2F6J4fILypthThcvUFND4w9WQzWwWxC7YAuarJk/QE9kkcUdC50FIet2A+7xpx+In9hYElEIaP0q6/UOPHss6GZWAyWQoPUrdRgR+fIwegQ0b3RfMugui51yqQ4LFuHJWrWjNieiDOYccRajrU17K6HyF8YWBJRSLBXV6NsUV1xwcRf/0rv5BD5habZT7YGCwxomFt5kjUjFab4aNjKa1CxK7edU0gUfGKNZpwb11tNv1e2W+/kEIUMBpZEFBLKf/gR9spKmLt1RcyIEXonh8hvjfaU204g0hCL3tHjm17IaETiqRlqsnR9dvsmkChIXZZQ12r4D1U5OGwt1zs5RCGBgSURBb3nF+3BhvkfqOk9mePxtyX79E4SkV/sKP9SjfvHTofZGOV2ucQxvdS4bPMh2C3s+J2oOX0ikjAxuiukhuUHZXv0Tg5RSGBgSURBz1RViY7b16vp3FGT9E4OkV8UWrJxtHYrDDBiSNwsj8vG9OkEc3Is7NUWlG8/0m5pJApml5/MtZQ+LSvtFr2TQxT0GFgSUdDrvHUNTFYLyjt3R1l6Xb0ZomC3o7yuMSrptzLe3MnjsgajAYmj68790nVsHZbIG6dHd0NPczzKNAu+qGAxcqLWYmBJREGv++pFanx09BTAYNA7OUStVmUrRlbVj2p6aPy5Xq2TdFpdFwplW4/AWlrVpukjCgVGgwGXJwxU0++W7YbGrkeIWoWBJREFtZqsLKRk/Qy70YiccdP1Tg6RX+ys+A52WNExoj86Rdbd+DYnunsyonulATY7StZktXkaiULBeXF9EGsw44C1FCur2aoyUWuYW7U2EZEODfW4GvTp65BmS/KGjEFNh1Td0kXkL1atFrsqv1XTQ7zMrXRIPr0/crPzUbRiL1LOHAIDc/CJPIo3RuDC+L54p2w3Xi3dgdNj6vqFJSLfMceSiIKW0VKLbmuXqenDE8/SOzlEfrG3cimq7aWIM6WhV/Q4n9ZNHNULxugIWPLKULmHHb8TeWNOwmBEwIiNNXlYX31C7+QQBS0GlkQUtDpvWY3IyjJUJachf/BIvZND1Go2zYKt5Z+p6WHx58FoMPm0vgSViWPqGvEpXsEuFIi80cUci/Pj6+oov1q6Xe/kEAUtBpZEFLR6rFyoxkfGnwkYfbsBJwpEeyuXocKWj1hjCgbEzmjRNpIn9Xf2aWktq/ZzColC07WJmTDBgFXVx7C9pkDv5BAFJQaWRBSU4o4fQcq+7dAMRhwZ17IbcKJAy63cUv6Jmj4l/gKYDZEt2k50j1REZ6RCs9pRspaN+BB5o7s5Hr+Kkxr7wCulO/RODlFQYuM9RBSUeqyoa9zkxNDRqElO0zs5RD4Zd+iVRu/9aDiMClM+krQoXFV4EBGFjZfxVofTB+DYwdUo+nEPUs4YDIORz5GJmnNdYia+qDiAZVVHsLu2CAMjk/VOElFQ4X8aIgo6ERVl6L6qru/KQ5Nm6Z0colazwo6vjfvV9Dn23ohA64p2J43uBWNspGrEp2zLYT+lkii09YlIwlmxPdX0P0u26p0coqDDwJKIgk6PFd/AXFuN0vTeKBg0Qu/kELXaCsMRFBqqkahFYpLWvdXbk0Z8kqfU9X9ZsHAHO34n8tItSaeoupbfV+VgXTVbVibyBQNLIgoqxtoaZPzwpZo+MOMCgP30UZCrhAULjPvU9K/sfRHZytxKh5Spg2AwG1GdnY+qfexCgcgbvSIS8dv4fmr6ueJNfChD5AMGlkQUVNJ/WoaoshJUpXTCsZET9U4OUat9Y9yPcoMFXbS4FudWrt5f0GgwJ8YgaXzdDXLBQnahQOSt3ycNRYzBjO21hfiu8pDeySEKGgwsiShoaDYbei39XE1nT/sNNBPbH6PglodKLDEcVNO/tQ+E2c//llNnZAIGoHx7Dqpzivy6baJQlWaKwTWJg9X0CyVbYNFseieJKCgwsCSioFG2aDHi8nJRG5tQ13clUZD71LgHVoOGwfZUDNP837pxZKdEJIzMUNOFi9iFApG35iQMQpoxGoet5Xi/bK/eySEKCgwsiShocivzX3pJTR+aNBO2qGi9k0TUKntRhA3G4zBowMX2gTBI1mIbSD1ziBqXrDuAmuOlbfIZRKEm1hiBWzqcoqZfLNmK49ZKvZNEFPAYWBJRUCj98kvU7N4NS0wcDk77jd7JIWp19yLvmn5W0xO1dHRHQpt9VkyvNMQPTQfsGvIWbGqzzyEKNRfE9cXwyDRUaFY8WbRB7+QQBTwGlkQU8Oy1tcj7+wtqev+MC2GJa7ubcKL28K3hAI4aypGgReJC+4A2/7yO55+q6lqWbTyIquz8Nv88olBgNBhwf8oY1f3IoqrD+LEqR+8kEQU0BpZEFPCK338flqNHYe7UCQennqt3cohapdhyBF8bs9T0JfZBiEdkm3yOawuxm2rsqM1MV++f+Hwju1Ag8tLAyGRclTBITT9WuB5VdqveSSIKWAwsiSig2crKkP/Sy2o67Zb/gz0ySu8kEbWYptmxsuRl1WDPUHsaxmhd2u2zqyYOUP1aVu4+hoqdue32uUTB7uakYehqikWOrQL/Ktmqd3KIAhYDSyIKaAVvvAFbcTEie/dGhwsv1Ds5RK2yq3IhjtfuRJRmwhX2zDZrsKcpWlIskqcMVNMnPtsAzW5vt88mCmaxRjPmpoxR02+X7cJP1cf1ThJRQGJgSUQB69/vLsOJV19X02vPuAR/W7Zf7yQRtViR5RB+KnlLTV9g749UxLR7GlLPGQZjdARqjhSh6Mc97f75RMFqckw6LorrCylEfm/BapTYa/VOElHAYe/iRBQQnl/U4CZX0zDmg5dgslqQN3gkjg8fp1fSiJzGHXqlRevVwIbHTWtgM9RiiD0NU7We0IM5PhodzxuJ4x/+hLz/bULCiJ6I6BCrS1qIgs1dyaOwvuYEDlrL8NfCn/B06kQYDO1X6oAo0DHHkogCUvrapUjduw22iEj8/LubAf7zpiD2kXGXagU2UYvENfahMLZjEdiGkicPQHSvNNirLSrAJCLvi8Q+kToBZhjwXeUhLKg4oHeSiAIKA0siCjgRZSUY+Nl8Nb1v1mWoSuusd5KIWmy94RiWG4/AoAHX2k9BIvRtgMpgNKLrFeOlLwWUbT6Esi2HdE0PUTAZGpWqGvMRjxStw87aQr2TRBQwGFgSUcAZ/OlriKwsQ2m3Xsie9hu9k0PUYodRijeN29X02VpvZGqpCATR3ZOROiNTTR/74CfYqlhfjMhb1yVm4vTorqjWbLgt70cU2Kr1ThJRQGBgSUQBpdvapei2/kdoBiN2XPYHaCZWBafgVIwa/NO0CbUGGwbbU/Ebez8EkrRfDUdEWjysxZXIfWc1+7Yk8pLJYMSTaRORYU5Arq0Sd+SvgEVjK8tEvGMjIv0b6jkp7vgRZH70bzW9b+YlKOlV1zUCUbCphQ0vmjahyFCNzlocbrIPhznAnuUaI81Iv3YSsp/5FmUbD6J4+R4kT+Y1R+SNRGMkXug4GZcf+w4bak7gsaL1eCB5DBvzobAWWP/liChsGWtrMPyNp2GurUZB/2HIOvtivZNE1CI22PGGcRuyDSWI0yJwq20kYhGBQBTTuyM6XXCqmj7+8TpUHynSO0lEQaNPRJJqzEdCyf+W78M/S7bqnSQiXTGwJKKAMOizN5B4NBs18UnYOudPgNGkd5KIfGaHpupUbjQeh0kz4Pf2EeiEOASK1fsLGg0pZ2Qifmg6NKsdOa/9AFu1Re9kEgWNqbHdMTd5jJp+pXQH3irdqXeSiHTDwJKIdJexbAF6rvhWTW+dfTtqklL0ThJRi4LKd4w7sNaYC6NmwI324RioBf65vCa7EDlTMmGPj0bt8VLs+PtiaDbWFyPy1u8S+uO2pOFq+pniTfi0PEvvJBHpgoElEemq8+ZVKrdS7P7NbBQMHql3kohaFFR+YNyJFcYc1a3IdfZhGKkFTzc5WmwkKs4fBS3ChIjsPOS+y8Z8iHxtKfbqhMFqel7hWrxXtlvvJBG1OwaWRKSbDvt34pS3noNB03Bw0kwcmHGh3kki8pkFNrxm3IrvjYdVUHm1fSjGaF0RbGxdO6Di3JHQDEDJ6izkf8X6YkTekkZ7/tRhBK6IH6BeP160AS+VbOMDGgorDCyJSBeJh/bi1H8/ApPVguPDxmLnb2+Q/8x6J4vIJ5Ww4O+mDVhvPKbqVF5nPwXjtXQEK2vfzqiaMVRN53+1BYVLftY7SURBFVzenTwKf0gapl6/WLJNBZhWdkVCYYKBJRG1u+R9O3DaP+5HZGU5inoPxJar72BjPRR0jqECT5rWYo+hCNGaCbfZR+G0IMypbKh2RAbSZp2ipo//dz3yv9nKXBciH4LLm5OG4Z7kUer1++V78PsTy1BUzRaXKfQxsCSidlW+YiVGv/ggzNVVKOg/FOv/8CDskVF6J4vIJ+sNx/CoaTVyDRVI0qJwp+00DNJSESr2ZXZH1cS6In15CzZj85urGFwS+eDyhIF4Nu10xBjMWFtzHJd+eSl2FrDFWAptZr0TQETho+jDj3DskUdgslhwInMUNl93N4NKCiq1sOFT4x4sNR5SrwdoybjBNhxJCLHz2GBAzYT+QIQJMd/vRPRPWTgKDV2vGAdjJG8diLxxVmxP9DYn4rb8H3G44iiu/PJS3NZhBK5MGAhjS6t+TLvH38kk8hvmWBJRm7PX1CD3/vtxbN48wGJB7siJ2HTDPQwqKagcq/kZD5tWOYPKc+y9cbttdOgFlS5qxvRB5VnDoBkMKP1pP7Kf/ga1+WV6J4soaPSP7ID3u5yDKdHdUAs7ni7eiGtPLMERa7neSSPyO4PGsi1Br7S0FElJSSgpKUFiYqLeySGqpzY7Gzl33Y3qrVtVLkjHP/4R/+k9hQ31UNCosZdjY+n72FlZ19dqBy0KV9mHYJjWEeHCfKgASV9thq28Gqa4SHS9agIShvfUO1lEQUNut/9bkYWnizaiSrOqIrI3Jg7B7MRBiDT40MYAcywpgGMDBpYhgIElBSLNZkPhm28h74UXoNXUwJSUhG7PPov40yfi+UV79E4eUbNsmgW7Kr7DprKPUavV5S6cbk/Hb+0DEYsIhJvRydE48soPqM7OV68TR/dC59+dBnNCtN5JIwoah63lmFuwGhtr8tTrHuZ43NnhVEyNSVcN/zSLgSUFcGzAihJE5HdVW7bg2KOP1eVSAoibMB5d//pXRKQHbzcMFF4BZVbVcmwt+wSltmPqvQ7mHhibdA0uOr4W4SoiOQ4Zfzob+V9uRsGin1G6PhsVu3LR6cJRSBrbBwYja9cQNUcCyfmdZuCrymw8X7xZBZr/L/9HnBKZipuShmJSdDfvAkyiAMQcyxDAHEsKFDX7DyDvb39D2cKF6rUxIQFbzr0aOeOms+grBbxaeyX2Vi7D9ooFqLDV5cpFG5NwasKlGBA7HUaDCeMOvaJ3MgOC6VgxYr/ZCtPJ+pZR3Tqg4/mnIn6ol7kuRIQKuwWvle7AO2W7Ua3Z1HuZkSmYnTAIZ8b2aLqILHMsyQssCutHZWVlePbZZ/HJJ5/gwIEDMJlMGDBgAC699FLceuutiIyMbPG2jx8/jqeeegpffvklDh06hJiYGAwZMgRz5szBdddd1+w/1KysLLX+woULkZubi4SEBJx66qm48cYbcdFFF7UoTQwsSQ+uxVmTsvcg4/sv0GXTChjtdmgGI3LGTsPeX1+BmqTQ6YKBQo/8C8y37MPuysXYX7UCVq1avR9j7IAhcedicNzZiDDGOJdnYOnCZkfUhgOIW7cf9spa9VZ0rzSknDEYiadmwGBiDiaRN/JtVXirdBc+LN+DqpMBZooxGhfF98V5cb2REeFyb8fAkrzAwNJPDh48iKlTpyI7O1u9jo2Nhc1mQ01NjXo9cuRILFmyBMnJyT5ve8OGDTj77LNRUFCgXsfHx6O6uhpWq1W9lnkLFixwG7h+/fXXuPjii1FZWaley4EuLy+H3W5Xr6+55hq8/vrrPj/tZWBJenhhwWZ02bIa3Vd9h+QDu53vnxg6BnvOvQrl3TJ0TR+RO/Jvr8h6CAeqVqmh1HbUOS/JnI4hcb9Cv9hpMBsa/5YzsGzstM7xKFi4HYXLdkGz1N0UmzvEosOkAUg6rTci0xL0TiJRUCi0VePD8r34b/k+nLBVOd8fGpmCWbG9MCO2B7qe+YiuaaTgUMrAsvUkwJPcv23btqFr1654++23MWPGDBW4ffzxx7jhhhtUbuasWbPw1Vdf+bRtOTCDBg3CsWPH1Pg///kPRo8ejdraWrz66qu4/fbbYbFYcPPNN+PFF19stL7knA4bNgwVFRWYOHEi3njjDZWLKoHl008/jYcfflgt9+STT+Kuu+7yKW0MLMmfPDWsY64sR9quzei8eRU6bV8Hk6Uul8JuMiN31GRkTz0XZT36tGNqibxTZStBbu025NRswdGarc6irsKESPSKGYeBsWeic+Rgjw/3GFg2Nr5PXakEa2kVipbvQdEPu2Erq8v5FTF9OqqGfuKHdkdkRwaZRM2xaHYsqzqCT8r3YU31cdjxy616vw79MLn7ZIzrOg7DOw5HbESsrmmlwFTKwLL1JLfv+uuvV9OrVq3C+PHj681///33cfnll6vpxYsXY/r06V5v+/7778cjjzyiir7u2LEDvXv3rjf/8ccfx7333quK3f78888qaHR11VVX4Z133kGXLl2wc+dOdOjQod78m266Ca+88oo6+JLb6kuOKgNLaqvA0lRTpYq5JmftROqeLehwYJcq6upQ3rk7jo6ZgiPjz0Rtou+lAIjaqvGdIssh5Fuy1JBXuxdF1oP1ljEhAunRI9E7egJ6Ro+uV9zVEwaWXrDakFlUhpI1+1GxOxcu98SI7JyIuMHdENuvE2L6dkJEB94UEzVXTHZh5SF8V3kIm2vy6wWZJoMJA1MGYmSnkRjRaQQGJQ9Cj4QeMBl96L6EQlIpA8vWmzx5MpYvX45p06Zh6dKljebLV+3bt6/KPZw9ezbeeustr7edkZGh6lRKcVXJbWxIch4ll1TGDzzwAB566CHnPMml7NixI6qqqtT7Mr8hCSYdwapsXz7HWwwsyR9dg1hyj6Fm7x4s/Xo14o8eRMLRg4g7frheICnKu3RH3pDRyD11Ekp79GWjPKQLTbOj2l6GclseSq1HUWLNQYkaH0Wx9QjsqKui4CrF3Avdok5RQ5fITJiNUT5/LgNL33IxLcWVqvXY8m2HUbnvBGCvf8thTolDdHqyavxHDenJiOyUCGMEb4yJGiq21WBVn9OwPGc5Nh7fiKMVvxTjd4gyRaFPUh/0T+6Pvh36ont8d6QnpKtxUlSSLumm9sfuRlpJ6i2uXLlSTc+cObPJZaR40znnnIOXXnpJNZ7jrd27d6ug0tO2pb7lpEmT8M0336htuwaWK1asUEGlp/V79eqFwYMHq9xMWd+XwJLCt4jq7WfWzxlvSKuthbW4GLaiItgKC9XYWlg3bTl2DJacHFiOHoUlN1fKkqt1Gm6xKrkjivoORlHfTOQPPhVVqZ39+r2IHIFirVaJGns5au0VqNFOju3laqi2l6LSVoAKeyEqbXVDU8GjQ5QhHmmRfZEa0RdpEX1VEdcYE2+q2svq/XVtESh9OtcNNRZEZOfDfLgAppwimPJKYS2sQLkM247UW9+UGIPI1DhEpMQjIjUOpoQYmBOiYIqLhknG8dEwx0fBEGlmK7QUNjqYojCrzyw1iGMVx7D5xGZsPLERW/O2Iqs4C9W2auws3KmGhhIiEtApthPSYtKQGpOqBpmWoUNUB8RHxCMuIg4JkQlqLK+Z+0lhGVhKQOZoBGfo0KFul3PMk7qShYWFSElJaXbb27dvb7S+u21LYClFYVu6vnwPKWrbEivnP464GDcdVbvJmHa+20zGdVP/tjXX8k3N5Xs32n4TK/i8DR81t34z873K3G9yEc2nNBisdhhsNhisNlWkzGCzq3GXvHIYbTYYbXaViyjjtR9EwFhrhaG6BsZqC4wyrqqFsaYWBhnLNrxkMxlR1DEZ+V3SUNg5BfldUpHfrSPKk+JdltoGVGzzfRd4reVr1zsf202wpbeVn6tpsMMGDTbYNfvJsRV2KZyl2U7Os8PumNZkjixjgVWrhVWrgU2Na2FDTd345Psy7fv+NCDGmIQkczckmruphndkuoO5OxJMnRlwBJqoCFgGdlWDUmOB6UQpTHllqtsSx9hQa4WttApVMhz4pS5skwwGGKPMzsEQFVE3HXnytclYN5iNgGO6weB8X04X+eMyNsgf48nzSF67zpe5quFb1/ccswLs3Au09IgATFJQsPySMSIFySfAiAkYDUSOhr2jHQXVBcgtz0VuRS5OVJ5AYXUhCqoKUGaRroFK1KBhL+TKkuGXpveaFmWMQrQ5GhHGSESYzDAbzYgwRjQxjoDJYITZYIbRaFTFdKecdwu6de3f5ruEAkfIBJZHj/5SHCDdQyfsrvNkHW8CS1+3LdnPUiRWcjFd15d6k1JHs7n1XT+vKdLCraOVWyHZ3CL6hY8QwydLIaufh3lyOy4hZFNhpN0AlMWcHGJlbEB5DFAYb0BBIpCXWDcuirdDMxZKu3S/rCwZ7b80TEfU5kyGSEQZ4hApg7FukNzHKGM8Yk0piDUlq3GMMRmxxg4wGhr8Gzt5IdSgok3SV1H1y28v+UFafN2Ak8GmpuHUTvGwFFbAUlShcjQtRZWwlVfDVlEDa0UN7OU16rVmPVlMX0pbtM3hJgpAjat6NSSF/HudHFrPIpVgWrTmkb4TER/HUk56kFhEtHeNx5AJLKW1VwfpYsQd13mu67TFth2BpWN9T+u6zm8uXdJQkGtRW4cz9u/3uB4RERERUbs46xK9UxD2CgoKVF3L9hIygWU4ueeee/CnP/3J+bq4uNjZuFB7njxU/8lQjx49cPjwYTagpBMeA/3xGOiPx0Bf3P/64zHQH4+B/qQ0Y8+ePb0qmelPIRNYJiQk1GvIxx3Xea7r+LJtdxeJu207pj2ly3V+c+mKiopSQ0MSVPIC1pfsfx4DffEY6I/HQH88Bvri/tcfj4H+eAz0J/Vd2/XzECK6devmnM7JyXG7nOs813X8uW25iBzFYF3XLyoqcrYO62l9b9NFREREREQUCEImsJSuOhxRuWsrrA055nXp0sXr7GHXlly92XZmZmar1h8yZIhX6SIiIiIiIgoEIRNYSsM3EydOVNPffvttk8tIy0jfffedmj7rrLO83vaAAQNUOWVP266oqMDy5cub3Pbpp5/ubA3W3foHDx5UXY34mjYhxWLnzZvXZPFYah88BvrjMdAfj4H+eAz0xf2vPx4D/fEYhO8xMGjt3Q5tG3r99ddx/fXXq36mVq9ejbFjx9ab/9FHH+GSS+paqFq8eDGmT5/u9bbvv/9+PPLIIyqAlX4me/Wq34jzU089hbvvvhsmk0n1YynBqKurrroK77zzDrp27aoCyIaN7PzhD3/ASy+9pOpXSpApXZMQEREREREFg5DJsRRz5szBsGHDVM7kRRddhCVLlqj37XY7Pv74Y9xwww3q9cyZMxsFlQ8++KAKSGXIzs5utO0///nPqvisNLDzq1/9Chs2bFDv19bWqoBQAk9x4403NgoqxcMPP4y4uDjk5ubi3HPPxd69e505nTLv5ZdfVq/nzp3LoJKIiIiIiIJKSOVYCgkKp02b5gwOJYdRAsvq6mr1euTIkSrgbBi8SWDp6BvywIEDjXIkhQSTZ599tuoTRkjuomzXYrE4i7AuWLDAbbbz119/jYsvvtjZ+qvkWpaXl8Nmq+vW/pprrlG5rhLcEhERERERBYuQyrEUEhBu3boVDzzwgGo0R4K0iIgIjBo1Cs888wzWrFnT4hxB2YYUg7399tvRv39/FVBKLqTUoXz11VfxzTffeCzLPGvWLJU2yTmVdEpQKmk588wz8d///hdvvPEGg0oiIiIiIgo6IZdjSURERERERO0r5HIsQ5UUn5UcUWlA6MILL0RGRoazTqgU420t1zqmnoZ9+/YhXLX1MXA4fvw47rjjDgwcOFC1Jizd4kyaNAmvvfaaqj9MQFlZmdrnUqda+oyVYuVjxozBs88+q+o9txSvg7bbt4Lntn7HgOd24PzO8zrQ7xjwOvCOVPmaP38+rrzyStWFnpTOkxJ53bt3x/nnn4/PPvssoP/XhIKCNjwGb775plfXgTR06itzi1NF7eqnn35SRWnbmhQb9tS/p9kcvqdMexyDhvV45cdWfnxXrFihBikyLfV4IyMjEa6k1eSpU6fWq0ddU1OD9evXq+Hdd99tsh61L8L1OmjLfctzOzDO73A9twPld57XQWD8r+V14Jk0Vmm1Wp2vo6Oj1T7LyclRw//+9z/VEKacr/IbFYj/x4NdlzY+BsJoNKJjx45u57ekqxLmWAYRucCkNds777wT77//vjrp/G3ChAk4duyY26GpRo3CSVseg5KSEvz6179WNxyDBg3CunXr1A2HtBz8z3/+U/2gSD+sf/zjHxGu5EdWWlWWf0bSdc+iRYvU/pEn3B988IFqUGvTpk3qCV9rhON10Jb7lud24Jzf4XhuB8rvPK+DwLnf4XXQ/G/RaaedhhdffBFZWVmoqqpSjU1K45bXXXedWkZylW+66aaA/T8e7KxteAwcevTo4fE6kJIUPpM6lhT4rFZro/cyMjKkzIw2b968Vm9ftiHbmjJlSqu3Fara+hjMnTtXbSsmJkbbv39/o/mPPfaYmm8ymbTdu3dr4ei1115T+0CGVatWNZr/3nvvOecvXrzY5+2H83XQlvuW57b+xyCcz+1A+Z3ndaD/MeB14J2lS5d6nH/TTTc5f4sOHToUUP/HQ8XSNjwG8+fPV+vJdeVvzLEMEiaTSe8khL22PgZvv/22Gl966aXo3bt3o/m33nqrKjYl3dNIMZFw9NZbb6mxdCk0fvz4RvNd951jf5L++5bntnd4fof27zyvA+/wfkd/8hvkiSPHTEjRVV/wd07/Y9CWGFgSBYDdu3fj0KFDalrKzDdFbjgcxRIWLlyIcCPFZFauXOlxH0ll83POOSds91Eg7lue297h+R3aeB1QKJH6fg6Ovti9wd85/Y9BW2NgSfVIP53S/6dUBJZ/ctJqnfS7KeXdqe1s377dOS373x3HvJ9//hnhZufOnbDb7V7vI6kfUFhY2KLPCrfroC33Lc/twDq/w+3cDhS8DgILr4PW+f77753T0qprIP4fD3Xft/AYuMrLy8OoUaPUNSAtVPfp00fVbXXdtq8YWFI9+fn56sKXE0xa6NqzZ49qAl1OvLlz5+qdvJB19OhR53R6errb5RzzSktLVSXucOLrPmq4ji/C7Tpoy33Lczuwzu9wO7cDBa+DwMLroOWKi4vx+OOPq2nJYZegPBD/j4ey4lYcg4Y5yBs3blStUEvALw0DSTF8KYZ77bXX1muV1lsMLEnp378/nnrqKVVcp7q6WrVaJ610SQt18kMrfWs9+uijqn8h8j9pGdDBU7PRrvNc1wkH7bGPwvU6aMt9y3MbAbGfwvXcDhS8DgIDr4PWkeDjqquuQm5uriqKKa0Z+4LXgf7HQHTr1g3z5s3Dli1b1HUgucKOYsozZsxQy0gfmrfffrvP22Zg2Ua87XzU3fDtt9+2a3qvuOIK1az3gAEDVJPnQp5gnHXWWapvLem0VkhnttJkejAItmMQioLtGITidUAkeG4T8Tpordtuuw1ffvmlmv7Xv/6FU045Re8khZ3b/HAM5HyXc1zWdfRVKY1mSTc88pDlvPPOU+9JVyd79+71adsMLKlZ8kTkscceU9NSNEc6rSX/kn6bHOSpkTuu81zXCQd676NQvg7act/qfdyChZ77KZTP7UDB6yDw8Trw7M9//rMzd+z5559XRSV9xetA/2PQHKPRiGeeecaZO/rFF1/4tL7Z7yki5bLLLlMdIbdUUlISAolrk9D79+9HMAimYyDFEhxycnKQmJjY5HIyT8h8qWwdTseg4T5y95TOsY8arhOu14E32nLfhuq57W96n9+hem4HCl4HwYHXQdPuuusuZ/FgCTr++Mc/BuXvXDC7y0/HwBv9+vVDWlqaqovs63XAwLKNSNayI3uZ9BFMx8C1dTRpPXDw4MEeWxbMzMxEuB0D2SfyJE2eoMl+cNdUuWMfdenSBSkpKX757FDXlvs2VM9tf+P5Hdp4HVCwkqLDjhwsqZ96xx13tHhb/J3T/xi0NRaFJa+sWbPGOd1Ux87UOlLfo2fPnmraXb1CaWBg+fLlzvLx4UYq80+cONHjPpKGF6R+QFvto1C9Dtpy3/LcDo7zO1TP7UDB6yA48DpoXPTSNaCRACeYf+eC0Z/9fAy8kZWVpXIrW3QdaBS0MjIyNDmE8+bNa9V27Ha7x/nV1dXa2LFj1WfFxcVpRUVFrfq8UOKvYyDmzp2rthUbG6sdOHCg0fwnn3xSzTeZTNru3bu1cPTaa6+pfWAwGLQ1a9Y0mv/hhx+q+TIsXrzYp22H+3XQlvuW57a+xyDcz+1A+Z3ndaDvMeB14Js77rjD+XvzzDPPBMX/mlBzRxscg+auA5l/wQUXqM80Go3arl27fNo+A8sgUlhYqOXl5TmHHj16qAN/55131nu/rKys0bryY+w4ORv+Q/v++++16dOna2+//bZ2+PBh5/u1tbXqoh4zZoxzXfnHF87a6hiI4uJirUuXLmp+Zmamtn79evV+TU2N9uKLL2qRkZFq3s0336yFK4vFog0bNkzth/T0dOc/HZvNpn300UdaYmKimjdz5swm1+d10Db7lud2YB+DcD+32+t3ntdBYB8DXgfek/3s2BfPPfecT+vOnz/fue6yZcv8/n88XNzZRsdArgs5119++WUtKyvLGWjK/l+9erV29tlnO9dtyW8RA8sgfGLX3DBnzpxG63r6sZWTznX9mJgYLS0tTYuIiHC+J08t7r33Xi3ctdUxcJAbjdTUVOdyCQkJ9Y7DWWedpZ6qhjPZd7169XLuE3n6Hx0d7Xw9cuRIdVPSFF4HbbNveW4H9jHgud0+v/O8DgL7GPA68M7Bgwfr7Y/OnTt7HJ5++mmfAsvW/h8PBwfb8BjIvne9DqKiotR1IGPX96+55hr1EMBXbLyHMGzYMFV+e/Xq1di2bZsqV11cXKzKwksDApMmTcKNN96olqO2JR0079ixA08++aTqp+jw4cOIi4tTDT/MmTNHNS0tFd/DWa9evbB161Z1zn766ac4cOCA6o9syJAhqhXaW2+9VfVL5iteB223bwXPbf2OAc/twMHrQD+8DrwjDeu4Th8/ftzj8tI1SyD9rwkF9jY8Bp07d8Y//vEPdR1s3rwZeXl5KCoqUt3tSH1K6ctSfoccdWF9ZZDoskVrEhEREREREbFVWCIiIiIiImotBpZERERERETUKgwsiYiIiIiIqFUYWBIREREREVGrMLAkIiIiIiKiVmFgSURERERERK3CwJKIiIiIiIhahYElERERERERtQoDSyIiIiIiImoVBpZERERERETUKgwsiYi8MHXqVBgMBjV8//33eieH/Ozqq692Ht8333xT7+SEtezsbOex6NWrl1+37diuDERE5F8MLImIiIiIiKhVGFgSEYVhzg2FnnDLjZNrwvF95VoJdLyeiSjUMbAkIiIiIiKiVjG3bnUiIiIi/5HcPE3T9E4GERH5iDmWRERERERE1CoMLImIiIiIiKhVGFgSUViz2+146623cOaZZ6JLly6Ijo5WRfHOO+88fP755y3e7sGDB/HAAw9g3Lhx6Ny5MyIjI9VYXs+bNw+HDx92u650dyENfPTu3bve9lwbZ/FHQy1NdbFRUFCAJ598Eqeddho6duyImJgY9O3bFzfeeCM2bdrU7DYdaZdBti9sNhs++OADtU/79Omjtinzm9q/FosF8+fPx/nnn4+MjAy1bGJiIgYOHIjrrrsOixYt8vl7yufIZ6enpyMqKgrdu3dXx/s///kPrFZrm3U58+CDDzqXl2lvrFixArfddhtGjhyJTp06ISIiQn3/YcOGYc6cOXj//fdRVVXlXF7S0dR54O5c8bWRG9k/CQkJal1JS3l5uVf7x2w2o6SkxO2yM2bMcC67ZMkSrxu5cZ0n14SDXCtNfV9vjtPu3bvxxz/+EYMHD0Z8fLza38OHD8c999yD/Px8tFZrrmfX4yv71+Hrr7/GZZddhv79+6s0y/y//e1vja6l7777DnfddRemTZuGbt26qd83uabkGpg5c6Zax9Mxdef48eN46qmn1HXUs2dPtU0ZZFq2K/O8OdckjXId/u53v1O/DXKuxcXFqX0l3++zzz5jsWiiYKIREYWp3NxcbezYsXLX4na44IILtNLSUm3KlCnO95YtW+Zxu4888ogWHR3tcbsy/4knnmhy/fnz53tct+HQUnPmzHFuQz5z1apVWrdu3dx+jslk0ubNm+dxm65pl+3n5ORop59+epPb++yzz+qtu2bNGq1v377Nft8zzzxTy8vLa/b7lZWVabNmzfK4LUmbnAcN90VTfDkHhOwrx/LN7bfDhw+r7+XN8ZZz1kHS4cu5cuDAAc1XZ599tnP9b775psllqqqqtKioqHqf9cUXXzS5bE1NjRYTE6OWiYyM1CorK+vNlzQ6tpGRkeF2njdDw+PU8Lp56aWXGqXbdUhNTdXWrVuntUZrrmfX4yvnX3FxsfpNamq9559/3rneoUOHVNq9+TxZbuHChV59F5vNpj300ENabGxss9s1Go3ajh073G5Lvps31/u4ceO0I0eOtOIIEFF7YeM9RBSWiouLccYZZ2Dnzp3O9+Qp+fjx41Wu1o4dO/DTTz+pJ+ZGo/eFO2655Rb861//cr6W3ATJLZDc0GPHjmHZsmUqh6C6uhp/+ctf1HvPP/98vW1Izsn//d//oaysDG+//bZ6T57kz549G21FclD+9Kc/oaioSKVZ9o3ksB49elSlubKyUuU8PvTQQyqX9+GHH252mzU1NfjNb36DDRs2qBysCRMmqNxPeX/jxo31lv3xxx9VTod8jpAcGMk1zczMRG1tLdasWYOsrCw1T3ItJ06cqHL3JFfVXU7Ir371K7VdBzkGkydPVvty3759an0ZLrjgApVbohc51yTnJzc31/me5FbK/pLvJ+eKfHfJMZbcSnntILmwcq4I1/PO8V5DkhvnK8kpk5wvIefCOeec02iZ1atXq+PqSpb99a9/3WjZtWvXOnNd5RhLTpe3JP2O7ybXhlwjQq4NOa4Nyf7xlJN48803q2nJER89erRKy65du7By5UqVUyY5+HIOy+9EUlISWsJf17Ok58orr8SXX36prg9Jr1wf8v727dvr5XZWVFSotIvk5GQMGTJElQCQa1uupwMHDqhrSs4lWW7WrFn44Ycf1Dnnjlz/F198sfpNdJCSGPKbKTnLkqMtv2dyvcu5LL8T8llN+fjjj3HFFVeo61TIfpfSHLId+b3ds2ePOqckx1zSKZ+xbt069ZtERAGs3UJYIqIAcu211zqfiEuuyeuvv95ombVr16ocE8cyzeVWffjhh/WetF999dVaSUlJvWXk9ZVXXllvuU8++aTJ7XnKufEH11w6x/e74oorGqW5sLBQu/DCC+vlRKxcubLZ3Bmz2ezMaWkqp6y6utq5/fT0dOd6/fv319avX99o+XfeeceZ0yXDueee6/a7Pfzww87lDAaD9uijj2pWq7XeMrt379aGDx/e6Pi2Z46l7Gv5vo7l0tLStPfee0+z2+2Nli0vL9feffdd7ZprrmlyW+5yvVpr9erVzu2OGTOmyWUeeOAB5zIdO3ZU45EjRzZ7bObOndvi895xbfqSE+u6jySnUtLaVC7sDz/8oCUmJjqXlVy61mrJ9eyaY+m4noYNG6Zt3brV7fUksrOztVtvvVX9hkkuo7tz74477nBuf8CAAW6XFXfffXe9/XfLLbdo+fn5TS4rnzt79mxt+/btjebJe47rWK7NP//5z1pRUVGj5bKysuqVdpg5c6bbtBFRYGBgSURhRwIKuaFx3LC8+eabHpdtWOyrqaBCbsh69+7tXObiiy9uMjgQ8v55553nXFaKgzV1Q9eegaUMUmzU3Y2lxWLRpk6d6lx20qRJXhX7k5vghkUdPQUlycnJqhifO59++mm97UsA0JAUF3Q9Zg8++KDb7Z04cULr2rVrvW22Z2B53333OZdJSkrSdu3apbVUWwWWcuzj4+OdxaEbPngQkydPVvN79uypAg7HA4imAoYzzjjDmc4lS5boGlhu2bLF7bL//Oc/ncsOGjRI0zuwlKFLly5eFQP3xe9//3vn9r/++mu3v4NyPB3LPf744y3+PNfj/9xzz3lcVh6mZGZmOpeX4vJEFLjYeA8RhZ3XX3/d2SCEFMWTRlHcGTBggGrYozkLFy5UxcscxcNeeOEFtw3ryPtSbFGKjgkp5tiSRmn8SdIkaXZX7FeKssp8h+XLl6tGT5ojDQF5Kuoox+GVV15xvr7//vvRo0cPt8tLsVUpMuvw0ksvNVrmvffecxaplUZKpBEWd6SoqRTv1YMUHXUtvvrEE0+oIpmBRo796aef7iwOKcfelRRrleKtjmKzUvRbSFFIKV7Z8DtLEUchRc6liKNepEGqU045xe18Kaoq313IuV5aWgq9SYNgaWlpft3mNddc45xevHhxk8tIcX05nkKKrN59990t+qwtW7Zg6dKlaloaqGrut1Ua8pHfBId33323RZ9LRO2DgSURhR2p++Vw1VVXNbu8p8DTwXGzJKS+ktTn80TqfrnWVXNNkx4c9R89kZZJ5WbQ2zRL3a6zzjrL4zJSd03qZQmTyeRVvbPrr7/eOd1Uq5+u6brkkktUoO/JpZde2uwybUHqjkldX0edO2/OM724tkja8Li71q+UoHLKlCnOhyoNl21N/Up/k/qCnsgxcVwT8gDEtRVavcj57Cupxyh1ieUhhgRpEsxJXXDH4PpwY/PmzU1u49tvv3VOyzotbY1aWrN1kFZfvdmO1Pd2kO9BRIGLjfcQUViRG0R5au7gTY6J5FqmpKSgsLDQ7TKuXXF4agDDlTRA88UXX6jpho3ZtDdvc45kOcd3ba77kREjRqhg0RPXbUhuXWpqqlf7zUGCUmlgSLpSaGqb3nwvCSCGDh3a7sdAAksHyQXSM8hqTWDpGtxLYCnHUB5CbN261eOyrtvUg6SxOa7no945ltK4mPwOeUsC+Mceewwvv/yy192mNLWcdC3i2nWII0e6JRy51ULODW+CddfuRjx100RE+mNgSURhRfrWc22pUPpd84Ys5ymwzMvLc05L64vecO2jzx/95bWGL/uhqe/cFHcttrZ2v0nLkNIfn6N1VNl3roGl6zZ9+V7tHVjKDbuDnq3SemPUqFEqAJeWTSVXS3JaO3ToUC9YlPPZcQwlaJTActu2barVUUeAFkiBpTetvDqKqwtHC6Z68eZ6cpDWnSWnz10OpDuOVnbdnadSfNn1WvOVPARy+Oabb3xeX74XEQUuFoUlorDSsDPw2NhYr9aTuj7ebre5ZZtarqkbuvbUkv3QXJq9yYFryX5rLh2u2/TX8W0LrumWbiACmWs9S6lr5+jGxbV+pWtOliNolNwmRz3LhvUrvc3ZbystLc6pF19ytKV7E0dQKcW8pfj4//73P9WNh5x30o3HyQYcnXXDhaMeZVudp/JgrzWkji8RBS4GlkQUVhreGDkaeWmO9Avn7XabW7ap5Zrqg689tWQ/+CPNLdlvzaXDdZv+Or4t0dRNuivXdDd84BEsxWFXrVrlLAHgGlg2Vc/S0W+iGDt2rMp1Jv/LycnBBx98oKalMS6pH/nqq6+q/jj79++vrg/XIurNPSDy53nq+gDn008/dQa3vgxEFLgYWBJRWJHib64NtRw6dMir9Zqr2+NaTM3bbbrWW/J3S4++asl+8EeaW7LfTpw44QxQmkpHS7bpTd0t12KRkuPT2twZ187eXXONgimwbFi/0kHqAjpaXG1qWb2LwYYyaUjMEYBJC8rN1Ylsrp6j63kquc65ubktTpvrthyNdhFR6GBgSURhRXJRhg8f3mQDKu7s3btX1RPzxLW1VMnF8YbrcqeeemqTaW0v3uyHho1vNJVmX7nut127dnmsx+qwcuVK57S0vtuwzpfrNr35XpILs3379maXS0xMdE43dz4IqV/oiTTY47pfHa2lBno9SyH1J+VYOYJFaT1VunZx5Qhofv75Z1Xv1d+BZbAVZW2v9LrWY/SmgSJHsWZPwaBrfXDXFrB9JTnVTV3HRBQaGFgSUdhxfYL/zjvvNLv822+/7VOT+NKkvuSqNXfz59p4hev6Dq5FBdu64RC5yWsu12zHjh31GrjxR3AwePBgZ9csUn/Km+Mh/ZA6NJUb4/rehx9+2Oy+k2Uc3WV44npz3VyjKHJ8m+saQQJL6ZLFURzRm/PMk7Y+X6T4pKOepeSIyfn7008/uT0OrvUspTimI8j3V/+V7Xl9+EN7pde1L9rmioLLfG/OO9e+Y6V7kpYWSf31r39dryisa8NARBT8GFgSUdi57rrrnNNys+spmNm3b5/qHLw50l+jdAcgJEjx1PG33JTdeuutzptLye2ZMWNGo+Wk1U3HTaLk+LTlzaik6bbbbnN7wyhB3//7f//P+VoCjEGDBvklF0c6qnd4+OGHVR0xdxYsWICvvvrK+fr3v/99o2Uuv/xyZ6M9UsT1ySefdLs9yXmUTud9zW15//33PQajt99+e7PHSwKsP/zhD87X0un87t270VKuXWN42oet4RpAPvHEE03Wr3SYPHmy8/x96qmnnMWXJaD2R/3K9vi+/tRe17NrC8PykMtTgzd33HGHV8Gd/J450i65656uKU+k71LHAwfJoZd+hF1b6fZElmOrsESBjYElEYUd6Zfy6quvdr6WFhPfeuutRsutX78eZ555pmrYxbVeZlPkpktutF0DjxtuuKFRYxeSM3XNNdeop/UOctPtmsvgGnhIYxtCbkI///xztBX5ftKnpuyXho15yM2cdGbuKAInweDjjz/ut8+Wm9b09HRnoDd9+vQmcwSlQRJJh8O5556rgpem6tHeddddztcSOMqNcMMbbCniLMdXchebO76O3BZHUVCplybnTcPiq1I8dPbs2fjoo4/U8WuOpFMeLDjqZErALt+zqQBfcpfkvLr22mub3Jb0xenw8ccfoy245lK7Fh9uKvdacmMdxc6bW7Yl2uP7+lN7Xc9S+sHxYEUejM2ZM0d1D+NK+uSUBzrSx6U3LSLLb6YEoQ733HOPejjmrui65GTLb4mUcmjoH//4h7OBrUWLFqlr2NGycFOkJdu//vWvqsQAi88SBTaDxia2iCgMSbAkxfFcc4jkSb+8JzeAckMkN0fyE3nhhReqgMfRbYI0RuLu5viWW25RRcUcJBCR3ByppyTFY5csWVIv2JSgylOO6H333ac6OXc0HiOBUL9+/eo1JPPMM8+0aB/IjZ8joJ43bx7+/ve/qxtQSbPcnHbq1Ek1sCEBpWurqffeey8effTRJrf55ptvqsBZyA2tvPaG1POS4naOonsSvEoOYWZmpsqpkJxluUl2kBt0ucl017efrCPfwfVGtGvXrqq1UrmplW0tX75cBZvyORLcvffee2q5+fPn13vw4Orpp5+uF7TKPpLjK/UvJXdUvod8Bwl6zj77bDz77LPO/fvggw82uU2pryjH1bX4tJwv0h2HfD/J6cvKylLFkCWQlWCtqcBbWv505P7K/pNzdMiQIfUCXDmfHMVvW0L2lzTMI4GJa9DhLqdVgpHnnnuu3nuerh9Ho1aO3H/pF9O1kStXEpRISQEHOY5S79e1i5mbb77ZGbg3rOfoze2PpNOb695bvl7PUi/VkRss565rPVVP5HyT3H8HOWayf+QBjjS+I9uRa1q6kZGi5XKtNre/pcEq+S2UB1AO8kBGfjPleMm25Pdiw4YNzgZ+Nm3ahBEjRjTa1pdffolLLrmkXlFdOU5y/CStcs7L9SDXhmtutHy2a3FaIgowElgSEYWjnJwcbfTo0XJ36Xb4zW9+o5WWlmpTpkxxvrds2TKP2/3rX/+qRUVFedxudHS09thjjzWbxuLiYm3QoEEet9VSc+bMcW5j/vz52sqVK7WuXbu6/RyTyaTdd999Hrcp23EsL9v3xerVq7U+ffp4/K4yzJgxQztx4kSz2yspKdHOOeccj9uaMGGCdvTo0Ub7wh2bzaZdf/31Hrc5btw47ciRI9q8efOc78m0J9nZ2drkyZOb/e4yTJw4sclt1NbWNruNAwcOaK01a9asetu86aab3C67YMGCesvKdVFVVeVx+5JGx/IZGRkel73ssss8ft+G16qv140v1703fL2e5TMd70tavGW1WrXZs2d7/JwOHTpon332mU/7W87/e++9t9nfN8fvxc6dO91ua/PmzdqoUaO8Oudl6NWrl7Zp0yav9wERtT8WhSWisCWtiUpO2BtvvKGKX0rukDyB79Gjh3oqLsXrpLiar/01zp07V+XgyHjMmDGqOwx5mi9jqWN0//33q/lSnKw5Uqxz3bp1qiinFBmTNLrmbviT5JBt2bIFjzzyiGoBVOqwSW6X5EZIvVTJwZV5bUXq3u3cuVPloEgxVzkO8vmSwyi5OpKL+N1336mcKnc5la4kF1EamPnkk0/U9qSRIDm+ctzleMtxl5wbycn0lhRZlpxBqed53nnnqW3K8ZCx5CxJ2iXX0lG011uSUyQ5Y4sXL8ZNN92kcmolZ1EazJHvIa17yveXc9Jdq5ySDln/pZdeUnV2Hd/X3xrWp/SUiyfnrGufif6qX+nw7rvvqkGuV2mVNtD7xmyv61n2uZRGkBw+OfclZ10+R8ajR49WRUulVMb555/v03bl/JfSClKMXHJEJ02apK4f2XZMTIw6j2fNmqVy6qW4uKd62JLzLtUN5JqWnGXpnsbxWynFc6Xoq+T6S1F2KXmwf//+JnM/iShwsCgsEVGYci0K66n4JxEREVFzmGNJRERERERErcLAkoiIiIiIiFqFgSURERERERG1CgNLIiIiIiIiahUGlkRERERERNQqDCyJiIiIiIioVdjdCBEREREREbUKcyyJiIiIiIioVRhYEhERERERUaswsCQiIiIiIqJWYWBJRERERERErcLAkoiIiIiIiFqFgSURERERERG1CgNLIiIiIiIiahUGlkRERERERITW+P8ej0BrSQFWNgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "#end: plot s_a dist and histogram, s_r dist and histogram, threshold, \n", "plt.figure(figsize=(10, 10))\n", @@ -421,8 +449,8 @@ "x = np.linspace(-2, 2, 500)\n", "n_o, bins_o, patches_o = plt.hist(outs, bins='auto', density=True, alpha=0.5)\n", "n_i, bins_i, patches_i = plt.hist(ins, bins='auto', density=True, alpha=0.5)\n", - "plt.plot(x,mlab.normpdf(x, 1, math.sqrt((k+1)/n)), label='accept') \n", - "plt.plot(x,mlab.normpdf(x, 0, math.sqrt(k/n)), label='reject')\n", + "plt.plot(x, norm.pdf(x, 1, math.sqrt((k + 1) / n)), label='accept (theory)')\n", + "plt.plot(x, norm.pdf(x, 0, math.sqrt(k / n)), label='reject (theory)')\n", "plt.axis([-1.5, 2.5, 0, 2])\n", "plt.xlabel('dot product with trace', fontsize=24)\n", "plt.ylabel('probability', fontsize=24)\n", @@ -456,9 +484,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "#elements of our HRRs\n", "Q = 10\n", @@ -474,7 +513,7 @@ "# n, bins, patches = plt.hist(samples, bins=50, density=True, range=(-3*sigma, 3*sigma))\n", "n, bins, patches = plt.hist(samples,bins='auto', density=True)\n", "plt.axis([-3*sigma, 3*sigma, 0, 15])\n", - "plt.plot(x,mlab.normpdf(x, 0, sigma))\n", + "plt.plot(x, norm.pdf(x, 0, sigma))\n", "plt.xlabel('element value', fontsize=24)\n", "plt.ylabel('probability', fontsize=24)\n", "plt.xticks(fontsize=18)\n", @@ -484,9 +523,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['c0', 'c1', 'c2'] encoding ['x0', 'x1', 'x2'] : \n", + "\n", + "HRR:\n", + " c0*x0 + c1*x2 + c2*x1\n", + " c0*x1 + c1*x0 + c2*x2\n", + " c0*x2 + c1*x1 + c2*x0 \n", + "\n", + "Aperiodic:\n", + " x0*c0\n", + " x0*c1 + x1*c0\n", + " x0*c2 + x1*c1 + x2*c0\n", + " x1*c2 + x2*c1\n", + " x2*c2 \n", + "\n", + "Truncated aperiodic:\n", + " x0*c1 + x1*c0\n", + " x0*c2 + x1*c1 + x2*c0\n", + " x1*c2 + x2*c1 \n", + "\n" + ] + } + ], "source": [ "#is encoding working as intended?\n", "# C encoding X (c.encode(x))\n", @@ -535,10 +600,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 12, + "metadata": {}, "outputs": [], "source": [ "#is decoding working as intended?\n", @@ -554,9 +617,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "True\n" + ] + } + ], "source": [ "#take two random HRRs h1 and h2, \n", "#convolve them--h1.encode(h2) and h2.encode(h1)--\n", @@ -581,10 +652,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 14, + "metadata": {}, "outputs": [], "source": [ "# #finding eta and xi via least squares\n", @@ -605,9 +674,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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QoEGBz01NTVVb9vZwRERERERERETk+TjTn4iIiIiIyAMdPnwYH330kdofNmxYoW0IJ02apJYMsG+yHhwREREREREREXk+zvQn8mC1x/2J8EAzQv1NMOdaymPJ2B5GhUXkkLWR/fz8uM4ZkQNFj/szx9dBFhOigs1Y9nT++aJaeN7rlF+5csXh8RE5iq/kkJSUFAwdOhTJyckoX7483nzzzUJfM378eDz11FM5Zvqz8E/FJT9ZeZ2DMDeQN/CVHEJkFE3TkJGR4ZAlifI7VxHMSWQE5hAi52IOIW9mcVAOYdGfyEOlpaXh0faRaF4pCBazOc+ZX0SeLCQkBFWqVFHtionIseqX9ce/2pVBeJClwHwxoWfFPO9njiF35+05RC503Hnnndi0aRP8/f0xY8YMVK1atdDXBQYGqo2opMoGmXFH8/A8z0GYG8hbeHsOITLyOtapU6fUgEVHyO9cRTAnkVGYQ4icgzmEfEGIA3IIi/5EHshms6nk06VOFIIjomCyXPujXLtywe1didx51Kb8IXfu3Dn1/7x+/fow5zGwhchX5Z6xX1wyw18K/rUqRcEvJAK1q0Tm+9y04LzX+2aOIXflCzlEZjXcdddd+PXXX9Uo8O+++w59+vQxOizykXOQcV3Koka5sDzPQZgbyNP5Qg4hMvo6lsxik4GKcjG7tDPZ8jtXEcxJ5GrMIUTOwxxC3k5zYA5h0Z/IA8kvAEl2IWXKw+Sf92ytoKAgl8dF5CjBwcFq5uKRI0fU/3f+fyZyHGnpLzP8peAvOaSgny+TX94tzfgzSe7Mm3OIFPzvvvtu/Pjjj+qCx7fffovbbrvN6LDIR8jPU1SIX77nIN70s0a+y5tzCJE7XMeSZYVkFpsj5HeuIvizS0ZgDiFyDuYQ8gXBDsohLPoTeTKuEUVejCOiiZxDX3/ZxBxCXs0bc4h9hv8PP/yQVfAfNmyY0WGRz2H+IO/njTmEyF3w54u8Hf+PEzkPf77I25kd8H+cRX8iIiIiIiI3L/jfeeedOWb4Dx8+3OiwiHLYdvxyvo+1qF7GpbEQEREREREVxgIbgpGa884r2QqvfoH6RuQhWPQnIvJi0vro5ptvxh133KGKBUTkOaLH/Wl0COTjmEPca4a/FPz9/Pw4w5+IPAJzCBERlRRzCBG5QhhSUMN0Dv4ma84HLmb/wgREVAFCK7LjmYew+XgOYT8MInJb99xzD9544w2jw/BoS5cuRZs2bXIkuBdffBGjRo1yyfvL+jPR0dHYuHFjjvvHjRuH0aNHuyQGIip8ZmZ+mydjDik95pDiuXTpEs6fP5+1yYmmSE5OznF/YmJijtdNmDABJpNJbbGxsdcU/O+++27V0l8K/t999x0L/kQuwBxSeswhROSrmENKjzmEyDcnvuS3OZxmQ2XTRdQxn1YF/zTNghQtIGuDX7C+WWSGvwbEnwQuHgKs6XA25pDSW+rjOcQri/4JCQnq4lnz5s0RFhaGyMhItG/fHm+//bb6hheXXHyzX4gryvbAAw845XMRebr7779f/Yy8+eabOe7/9ddf1f3Z/fPPP5g7dy6eeOIJuJsrV67gscceQ7ly5dTvmCFDhuDMmTNwRzIb8N577836+vTp03jvvffw/PPPZ903adIk9TsyPDwcFStWxC233IK9e/fmebzatWtj8eLFWL58ufo3a9q0qSpIZFemTBl89dVXaj8gIABPP/00/u///i/Hc+S+6dOn49ChQw7+xETkrZhDXI85pHhat26NChUqZG3Hjh1T90+ZMiXH/Y8//niRj7l69WrMnDlT7cv3TE4QK1eunO8mgwOI6FrMIa7HHEJE3oI5xPWYQ4jIaTJSgfP7UdEUp768oIVjn1YD+7VqWRsqNsrcGgORNfTZ/qnxwLm9QGpCsd6OOcT1vvXxHOJ1Rf8jR46gRYsWmDhxInbs2AFN05CamqpGVcg39frrr1ezcIpD1s2sVKlSgZsMLLCT/yxElLegoCD85z//KfTn8H//+x+GDh2qkoi7GTNmDP744w/MmjULf/31F06ePInBgwfD3cjMQklqdevWzbrvs88+Q6dOnVCrVq2s++QzSNJeu3YtFi1ahPT0dPTp0wdJSUk5jrdt2zb179a9e/es+yRJff311wXGIS2JV61ahZ07d2bdV758efTt2xcffvihgz4tEfkC5hDXYQ5xD/ZuAUK+t3JSXdCWkpJiaLxE7ow5xHWYQ4jI2zCHuA5zCBE5rXtlymW9cJ+eDKtmxhFbRZzQysMmRf28SFE+tDxQoSHgFwTY0oELB4D4U4CmFTlG5hDXSWYO8a6if0ZGBm688UY1M79KlSrqH0v+keQfWmbIyKiNLVu2qBaZxVGjRg31H6WgTdpuiODgYJ9cJ4Ico8QtbDQNpvTkHBvSklyzFSPBid69e6uZaDKaKj8yUuqnn35SP885vj/R0XjttdfUSC1JfvKL+vfff8e5c+fUOi1ynwz6yd46Rbp+tGrVKsdx/vvf/6pjlURcXBw+//xzvPPOO+jVqxfatm2LL7/8En///bdKEkUln/G5555DtWrV1MCi7N1CZASgI/zyyy+49dZbc9wnvwtzf1/nz5+v3lNGqbVs2VKNSjt69Cg2bdqU43m//fYb+vXrB39//6z7ZMbhyy+/rAZX5ScqKgqdO3fOmqloJ3Hkvo+IDJBHDilsYw5hDrFjDrlKzkFkwHFhm330d/b/Z/bHcv/f6tGjR5GOad8c9e9P5OgcwvMQHXMIcwgRZSO/x0uRB0qVd5hDmEOYQ4i8IocUKRdcSdCL/Wd3AWmy3J4JB9KiEJ9uKloO0WxARDXAPxhITwESTgEX9gMZResqzhxy9TMyh9zo9BziBy8irRG2b9+u9n/++Wd07NhR7ZvNZrX2pcyUkYK8tMhYsmQJYmJiHNbaYsaMGWpf2lpIKwciVzJlpKD59MbGvPlzJ4GA0CI/XX6hy7o08rMorWqqV69+zXNkBJUkk3bt2l3z2LvvvqteL+uwyL4MuJGRWiNGjFDtc6VtiiRBGUWVu0VOfuTn9+GHHy7wOfPmzUPXrl3VL34Z+SXJ2q5Ro0aoWbMm1qxZo7qJFMUXX3yhEqWM4JML+pJoZMScxGEfmCSfs7A1fHbt2qXeW44jyWn27NlZo9Zk5F32wsLFixfV8/P6vmYn33tRtmzZHPfLHxRPPfVUjvuefPJJ1TJH3l+6qeSnQ4cOWLly5TX3HT9+XBVJSvpHBxGVHnMIcwhzCJFvym9wceybA4t8DOYQ5hDmECIqMSmsvFG1xC9vXpr3Zg5hDmEOIfKKHFLSXNCwNO89YoE+GEAK/xUaAWZLgU9nDtExh8AlOcTriv6iZ8+eWQX/7IYPH67WbTh8+LBqv+Coor/8p7K35njooYccckwibyajrWS0mYyIklFieS3TIclQ1lPJbcCAAVkJ6aWXXlLtUGRJDWl9IyTJyc+/tLiVEXRFcdNNN+G6664r8DkyAk1IZw9ZlyX34B5Z5kMeK6qPPvoIDzzwAEaOHKm+rl+/vmr5Ir/07b+/HnnkEdx+++0FHqdqVf0EWT6/rAX03XffYfz48SoW6TySPU4ZrSazAO2vyYsMjpLEJSPRmjVrlnX/iRMn1B8f/fv3z/H8kJAQ9e8oo/Tks2Rf6iR3nPLvmlfscj9PlIioqJhDmEOyx84cQkTFwRzCHJI9duYQIioO5hDmkOyxM4cQ+bDyDfTZ/tY0IO44EHW1bXx+mEOYQ1yVQ7ym6C8t/FevXq32c/8j2MkoF2nFID8UCxcudNh7239I5T9p9rUdiFxF8wvG9vt257ivebW8f9k4nH9IiV4m69hIO5i8RkPJerSBgYF5jkyTdjXZE4to3rz5NfedPXu2yElOlv6QzZUOHDigkkl2klhktJ6djCzLPbosP/JZZa0YGS0nSU6SXe6lRuzr/Mo6QvmRtWx27NihEm7uUW1dunTJs5PJgw8+iLffflv9m+Y3Ek8Srvyezn2fyH0/ERmfQ0qjWPmHOaREmEOYQ4i8JYeU6pyFOaREmEOYQ4jchvwelxn3Bdh+Qp955/D8whxSIswhzCFE7pZDCsoTAchAPdNJWEw2nNHK4KxWxnE5xBKgz/RPuQgERQLBhR+bOYQ5JNgFOcQML7F79241IkNkH42Rm/0xGfUhrR1K69ChQ1i2bFnWPzSRIUwmaP4hOTbVpswVWxFbxuTWrVs39O3bV/1Czq18+fLqF19a2rXr4mRfP8WeBPO6z/77QJb3kNFc2Uk7mtztbGT9m4I2eysWSSYS1+XLl3Mcozgj6ewxyzo22cnXMqLPThJGYXHJaDW72267DQcPHsTWrVuxYMGCawZAyfdV2DuT5Pb4449jzpw56nda7jZDkuRkBGBe/Pz88Prrr+O9997DyZN5n7DL79sKFSpcc5/IfT8RGZ9DSrMxhzCHMIcQeX7b/7y2mLeXOzyH8DyEOUQwhxD5KPm9WcjveqflF+YQhTmEOYTI03NIvnnAPwTVApJgCQhEkl8ZnPWrWuQcsu1ser5bVg4JDAPC9GI74o4B1py/o/PCHMIcctEFOcRrZvpn/8ba207kJftj8pqijhopaB0K+QGSf+T77ruvSK9JTU1Vm118fHypYiDvWA/TF7355puqrU3DhjlX0ZH7hKy3Yt8vKfkFKoN85OfUngAlCZS0nU3btm1VglqyZAmGDBmi7tu7d69KNnktK5Kfpk2bqu4k999/f9Z98nXjxlfXRC1OOxsRERGBQYMGqdYychz5vZRd3bp11XPk+9qgQYOs++V7M3r0aPzyyy9Yvnw5ateuneN1iYmJKvFJl5T8SDsdWUNo4sSJeT4uo+Vat259zX3yvZTvBRFRcTGHMIcwhxBRSTGHMIcwhxBRSTGHMIcwhxC5v/KmOISZrsCqmXBMq4icJXAHCa8MXIkHMlKAy0eBsnUKHVTGHMIc4u/kHOI1Rf+EhIQcayrkJ/tj2V9TEjIK5auvvlL7AwcOLPKolkmTJuX7H4HIl0gbGmnBMnXq1GsSU5s2bVRLldImuR49euDcuXOYPHmyGvk1f/58zJs3T/2yL0k7G1mjRbp6PPXUU2rQkBxHEoQkuOuvv77IcT377LNqLR/5nL1798Yff/yh1qBZunRpidrZ2Mn3U4776quvXvOYjPKT95Lv6y233JKjhY20v/ntt9/U98G+Fo98Vmk5I98zSYqFrTMjf7TIaMW8yMjA3DHJfV27ds1qa0NEVBzMIcwhzCFEVFLMIcwhzCFE7mPb8ZwzB90dcwhzCHMIkXsLQhoqQZ/ZfQrlkOasMqjJDETVAs7tBVLjgeQLQKg+szw/zCHMIV2dnEO8pr2/EeQf/sSJE2r/oYceKvLrpH1HXFxc1nbs2DEnRknk3l555ZWs1jPZyc+UtJkpLRnh9cEHH2DatGlo2bIl1q9fn+e6OcUh68zICDIZ2SZteWTAz+zZs3M8RxLChAkT8j2GDBSSmGTtFxnZ9fHHH2P69OnqeKUxYMAAdQwZgZcX+b7OnDkzx/dcRqzJ7yL5g6BKlSpZ2w8//KAel+SXXyub7GRNItkyMjJy3L9mzRp1fPkjIzuJY+TIkSX8pEREzCHMIcwhRFRyzCHMIe5CWrnKhdjXXnsNgwcPRq1atdSsLNkK+rcsLrmY+eKLL6p/I7mYKhcb5b369eunLljmbvtKRPljDmEOISL3ZIKGGqZzMJs0xGshuKg5ed16/2AgInPmefwJIONKoS9hDmEOcSaTlntxBw8lo0Ls/wj//PMPWrRokefz5B/LPqJj+/btaNasWYnfU0aPyEgUaXNx5MiRHGtPFIe095cRJPKfIPtoG/Le9v75PT8/uY9z5coVHD58GGnB5WDyC8jzNS2ql4EnS0lJUW1u5BdtcdrEuMtFm3LlyqkLN5I43In8ypfWPWPGjMEdd9xR6PMlYVWqVEl9lg4dOpToPYcNG6b+wJA2O3ZyvLFjx2Lbtm3XtN3J/f9c2usEBQXleIy/N6/i98J7FTdXFFW1cAsm9KyIilWr55tDSsMd8g9ziHMwh3gffi98W3HzjDPyhzvkjNyYQ5yDOSR/0lK0Z8+eeT728ssvO6TwL/+fR40albW8pHyugICAHMtNylqnZcoU/WeSOYSKo6CfK2fM9DcqvzCHOAdziPfh94KKc26yZ0JMkXNIZdNFVDTFIV2zYL9WDRkoWc2uWPlFSqwXDgBpiYB/CFC+QaFt/vPCHOIcmo/lEK+Z6Z99HQf77Pu8ZH8s+2uK68yZM5gzZ47alzUoSlrwJ6K8yayDr7/+GufPn4enkfVeZISXuyU4IbNFPvnkk2tGn+Xn4sWLKiG2b9++RO+Xlpam2hbJMbJLSkrCl19+mW+CIyIqDeYQ52AOISKnsaYDiWeBhNN5b0nnAJvVJaEwhzgHc0jBoqKiEBMTg2eeeQbff/99kZePLIpZs2bhzjvvVBcKpfC/c+dOdVFZLhjKfStWrFDfJ1lflIhKhznEOZhDiKgoQnEFFRCn9k9o5R1e8M+XFPjL1AJMFiA9GUg8U6LDMIc4h8nHcojXzPSXkSSy9oK0aJC1KuREKS+PPvqoat0gJ1CnTp0q8ftNmTJFrUEh/2EOHDiAOnXqlPhYHNnm+TjTn8jxODq6aPi98F6c6U9UcswhRcPvhW9zm5n+KZeBuGOArZCLMH5B+sW0gBCHvDeRu+QQq9V6zUQSaY8qHSVLO9NfrntJ+1SZxS+tVGUtVkdhDqHi8JWZ/kQ8Dykafi/I0TP9LbChvukEAkwZuKCFq6K/MxSYX5IvApePqEUGUL4+EBDqlBjIe13hTP+rQkJC0LlzZ7U/f/78PJ8j4xsWLFig9vv06VOq9/v888/VrbRgK03Bn4iIiIiIiMjXmKEBl48Clw7rBX8p6oeUy3sz++vrY57fBySc0VtoEnkJZ3aOnDp1qir4t27d+prZRkRERETeooLpsir4p2p+OKWVNSaI4CggSAYFaEDccZ6zkCG8pugv7rvvvqxWEuvWrcuzpdmhQ4fU/r333lvi91m1ahX27t2r9h966KESH4eIiIiIiIjI14QgFfVNx4HkC/odYRWBCg2BMjXz3io0AoIi9QtoCSf1NTMz0oz+GERuT1rEirvvvlt1qiQiIiLyNjLLvxzi1f4prRxsRpU95W+tyOr6TH9p85+aYEwc5NO8rugvayXIjP4hQ4ZgyZIl6n5p+S8F/5EjR6qv+/fvr9ZKy07apckJkGyxsbEFvs9nn32mbsuWLYvBgwc77fMQFYqjxciLecnqM0Rux8YfLfIBzCFEzsofWqnOQaTkWNF0GXVNJxFoytBn8JerB0RUA0wFXJ6w+AFRtfUBAPK8tETg3B69hSaRg3lLDpHWoCdPnlT7bdu2xfbt23HnnXeiSpUqCAwMRPXq1TFs2DCsXr3a6FDJh3jLzxdRfvh/nMj1P1/lTfGwmDSkaAGIh8FLgVn8gdDMpQUSzxgbC/lkDvGDF/Hz88Pvv/+uWu5L4b53796q7b8U/WUtBCEtzWbMmFHi95B1E2QAgX2ktJwoEbl6TZtgPxPe7lsRVSuHweTP/4PknZKTk9Wtv7+/0aEQeZWkdA1Wmw2aNcNhazITuRvmECLHu3zFhnSrBi0jrUTnIH6wopbpDEJNqfrxtFCUqVgHMPsVfeaMtPoPCAMuxeqzZ2TNzNR4oEwt/XEiB/CWHLJv376sfSnsT5w4EWlpaQgODlZrhJ44cQI//vijusYlj7344osFHi81NVVt2a+PERWV/edJfr7k/6AzZnmaZGCanTX96r7ZUvDAMiIH8pYcQuQpOcSsZvnHqf2zmrTWdwOhFYGk8/pA5dREIDDM6IjIh3KIVxX9RXR0NLZt24a33noLs2fPViOb5RvUtGlT3HHHHRg9ejQCAkp+gXvmzJlZ33i29iejpGRoWHIoEYMCLIgqC71ok+sil32gC5EnjmiT37Nnz55FmTJlnLrGZV4SEhLw9ttv4+eff1Y5RN6/QYMGGD58eKlzyE8//YTp06dj06ZNOH/+vMpPMsOmW7dueOyxx9CqVSuHfhbyvEFdrpCQasP2M1cQGXoJIWUsDi+SMP+QL+cQIl8/BylIRdN5WExXkKSZcUYrgwSEICgtA4BsxRRWE0g+p19MS7gIWM36EgFEpeBtOeTSpUtZ+1LQr1mzJj799FP06tULZrMZu3btUucgy5cvx0svvaSumxXUzXLSpElqcABRScjPk/xcyc+XkEla9iUnZDBZScmAskqmSwgz5TwHuXIix7vrOSK4DAeIkdN4Ww4h8pQcEmG9hAyTFUmaH+I0f2hw7hJgRb7m5RcBXLkMXDwJRNV0akzk+TQH5hCvK/qL8PBwdSJSnJMRae8vW2FGjRqlNiKjzd6dpG5j6ljhb5Ekl/PEJSDF8SOniVxJElzlypVd+p5HjhxBjx49spZ5kT8iZTbLxo0b1SadYmTpmKioqGIdV44xdOhQ/PHHH1n3hYWFqZk2MgNHti+++EINWBszZozDPxdRdjL/5fvtCagV6Y+oFDlZceyFL+Yf8tUcQuQLCjsHyU+YKQXnkIizMOGcVgZpkLb8F0ufM9I0IPk8gHNA2AXAL6h0xyPyohwiXS+zX0iUQc1t2rTJuq9Jkybq/KR+/fo4ffq0uoZWUNF//PjxeOqpp3LM9K9Ro4YTPwF5G/vPlb1oY3f2UkqJjheMVESZEnEONskChTgN+AcDwWX1mf9ETuItOYTII3KIpsEadwJJsOESwpGkHXd6HEU+f5GOMwmZ5ykXUgALO22Sa3KIVxb9iXylaPPz7iT8uT8ZUUFmmHNdb1sytodRoRGVmsyAd/Wo6IyMDNx4442q4C/rXH799ddqmRi5WCYtL0eOHIktW7aopV3+/LN4s7PfeOONrIL/o48+iueeew7VqlVTx5ZjPvnkk1i1ahXGjh2rZv3LmptEznTxig3PLTmP8iEWWBzc6ZL5h3wxhxD5isLOQfJS13QC7/v/DwGmDLyXfit+t3V2bM5Y/Aqw53cgtBIwfIY+k5OohLwph8iEGLuYmJgcBf/sA5Fltr90ApCumWfOnEGlSpXyPJ4sb8klLqk0ZFamnGtXrFgR6elX2+8/NHt5sY4TihSM9vsFXS2b1dd7bdUxKeMOHNMqXZtfZPDLP98Ba6YBtnQgqAzQ83mgbk9HfSwir8whRB6RQ/75AVg9Bae1KDycNg5W6eziZMU6f1n4NbBvPlCnFzBgsjPDIi/g76AcwqI/kYe3bb6SoeFUovWa+2WNPiIqOmm7v337drUvs2A6duyo9qX15bBhw1SB/s4778TcuXPVbH+5cFZUMoBAdO/eHdOmTcu6X44tBf45c+aoNv+JiYlqCQAW/ckVMjTgdNK1+aO0mH+IiLxffucguQXjCr4OmIKItFNYZG2LD9Ovk2kvjs0ZNzwHHF4AnNkILBgLDPuW7ZuJADXI2K5x48b5Pk9m/GfvfJZf0Z/IUeSCdvaL2icSin5O0sm8A2/5f4Sq6Rdh1Ux433oL/pdxKzLUJe588kvHh4A6HYHZDwNntgOzhgOt7gL6vQkERTjugxERketyiCwNs3oykHgcn6X3xlGVAhx/jSu3Yp2/XDcC2PwpsO1roOtjQIWGzgyNSHHw3C4iIiLPLfqLnj17ZhX8sxs+fDhq166do4hfVKdOnVK37dq1y/PxyMhINGjQQO1L4Z+IiIjIG7zk9w3qmk+p2TfPpo90+JIySmAYcNsXesvMPXOAjV84/j2IPJAU84syW0ha/9vZ18clcjcBSMeLft/gu4A3UNV0EYdtlXBb2gS8mzE0s+BfiEpNgZFLgM5P6rlo6wzgw87Akb9dET4RETnath+A+OM4q5XBLGt3uKVKTYBGg/R+aSvfMToa8hEs+hMRkc9LTk7G6tWr1X7//v3zfI5cAOvXr5/aX7hwYbGOX6dOHXW7adOmPB+Pi4vDvn37ChwYQERERORJBprX4g6/ZbBpJoxJfxSX4MTZlFVaAr0n6PsLngPO7HLeexF5CJmJJkuHid27d+f7vF27dmWd70RHR7ssPqLieMP/czzoN0/tf5sRgwFpk7BFq1+8g/gFAjdMBB6YC5SpCcQdBb6+BTitd/wjIiIPYbMCq95Vu59kDEQqAlza2Tm/LU9dx+q322cBFw+7LE7yXSz6ExGRz5OLYNK+XzRr1izf59kfO336NC5evFjk4//rX/9St8uXL1drZp44cSJrVs3mzZsxaNAgNcNfOgzcfffdpfw0RERERMaqbjqHSf6fqf0PrDdhja2p89/0un8B9W4AMq4AP40A0lOc/55Ebu6BBx5Qt7I8mZx35CbnIB988IHav+6661ChQgWXx0hUmFvNK3GbZYVq5z8qbQxeyHgQKSjF8jC1OgH/+huo2wuwpgKzHgDSkhwZMhEROdPOX4CLB4HgKHxnLfryq4ao1gaoGwNoVmD1e0ZHQz6ARX8iIvJ5J0+ezHPty9yyP5b9NYWRQv+zzz4Ls9msLqpVr14d4eHhavZN27ZtceDAAYwbN05djCusBWdqairi4+NzbETuQ5PRLPlvRETk9Syw4r/+0xBhSsZmWz38N2OIa97YbAZu+RAIrQic2w0sfME170vkAJcuXcL58+ezNvuAZOlIlv3+3EuBTZgwQc3Qly02Nvaa4951113o0KGDGmw8ZMgQdb5hP7YMfL7pppvUgGY5T3n99ddd9GmJiq626RRe89eXbXkvYwgW2to75sCB4cDgz4DwqsCF/cDcZxxzXCIictws+bzI3zH2VvnXP4rk0gwCc5VuT+u3srRMfNGvJxOVBIv+RETk8xISErL2Q0JC8n1e9seyv6YwchFt0qRJ+OKLLxAWFqbukwt2aWlpav/KlSuqxX9SUuGzC+Q4kZGRWVuNGjWKHAeRs5hhwyjLH9gW+BAwsUze2xtVgaWvARn6/3siIvJOT/jNRjvzPsRrwXgi/fGirbXsKGEVgFs/0vc3fAbsnuO69yYqhdatW6tZ9vbt2LFj6v4pU6bkuP/xxx8v1nHlPOS3335DkyZN1KCA3r17q8HHZcqUUfctW7YM/v7++Oijj9CrVy8nfTqikglEGt73n4pQUyrWWJvgfestjn2D0HLAkE8Bk1kvxPzzg2OPT0REjrdvPnB2JxAQDnQYCY8gHWZqdgKsacDf7xsdDXk5Fv2JiIicTGblxMTE4P7771ct/FetWoXLly/j1KlTmD17trqA9+GHH6qWmvbW//kZP368GiBg3+wXBImMnH0zK2AinvP/HhGmAloppycDK6YAn/biuplERF6qoekoHrf8qvZfSH8Qx7WKrg+iXgzQ6Ql9/48ngNSiD9Qk8kaVK1dWrf3feusttG/fXhX5U1JSEB0djREjRqjHRo70kIvm5P0zOLMZ5/c9mpqP4IIWjn+nPwabMy5jR3cBuv+fvj9nDHD+gOPfg4iIHEM6SMp1JdHhIdXe32N0G6vfbvwCSDpvdDTkxVw45J6IiMg9yWwXO2mhmZ/sj2V/TWHuu+8+LF++HN27d8eCBQtU+00hM/VvvfVWdO7cGU2bNsWhQ4dUm/9vvvkm32MFBgaqjchoJthwn2Uh/s9vJoJNaUjQgvFqxt1YbG2b5/M33x0A/Pk0cGY78ElPoMf/AZ3HABb+OUpE5C3+7TcbFpOGedb2+N3WqdDnF1QIin1zYMkD6fUisHcucOEAsO7jqy01idxUXq35i0La+8tWGDl/GDt2rNqIjFDcwn8f8wY84LdA7Y9N/xfOwomFnW7PALGrgNiVwE/3Aw8uBvw9oF00EZGvObIaOLkZ8AsGrn8MHqVuDFClFXBqK7D+U6DneKMjIi/Fmf5EROTzqlatmrVf0Ez77I9lf01BZK3MuXPnqn25yGYv+GdXsWJF3HvvvWpfZv7LmptE7qy66Sy+838DE/y/VgX/ldZm6Jv6H/xo7YmLiMhzQ7MhwGPrgIYDAVu63ur/8xuAc3uN/jhEROQAjUxHMcCyHjbNhHcyhhobjF/A1Zmba94HrsQbGw8RERVZVZzHZP9P1P7HGQOx3NbKuW9otgCDPwVCyukdyRa95Nz3IyKiktmcOUmqxe36sl6eRK4Hdxqt72/9DrDZjI6IvBSnVhERkc9r3LixWu/SZrNhx44d6N+/f57Pk8fsLTLLli1bpGPv2rUra79u3br5Pq9+/fpZ3QTOnj2LSpUqFfNTELnGcMtSvOD3LcJMV5CsBeKNjDvxrbW3mvtfqLCKwPAZwLYfgXnP6CO0P+oK9HpBP/nJY1AMERF5hn/7/axu/7Rdh/1a9VIfr9RdAGSw2V+TgQv7gfWfcLY/EZEHsMCKqQHvo4wpCVttdfFWxjDXvHFEFeCWj4DvhgLrPwZqdwMaD3LNexOVwoULF/D7779jyZIlarmWI0eOICMjQy0j2a5dO9V5UjpMlkZCQgLefvtt/Pzzzzh8+DAsFgsaNGiA4cOHY/To0QgICHDY5yHKlwzi3fWbvt9Gnzjlbgo9f2k0EAiKBOKOArErgDo9XBof+QbO9CciIp8XEhKiWuyL+fPn5/kcmX0vrflFnz59inxsGUxgJydf+Tlz5kzWflhYWJGPT+RKQy3L8ab/Z6rgv87WCP3S3sS31huKVvC3k8J+y2HAo2uBejcA1lRg0YvA6vecGToRETlRY9MR9LdsULP838sYDLcgMzfts/3//h9n+xMReYAxfj+hnXkf4rVgjE5/HOmunK/WoA/Q8XF9/7fHgMvHXPfeRCUkk1JGjBiBGTNmqE6TMpnF399fdar87bffMHjwYAwYMKDApSwLItexWrRogYkTJ6qJMHJtLDU1FRs3bsTTTz+N66+/HpcuXXL45yK6xs7ZQEYKUL4hUC3vZSXdnn8w0Ow2fX/Lt0ZHQ16KRX8iIiJAjX4Wy5Ytw7p16655fNasWTh06JDat7fiL4o2bdpk7X/44Yd5PicpKQlff/212peTqdDQ0GLHT+SKts2v+n2p9j/MuBHD017AUa0UHSkiqgJ3zQJueEX/eskrwJE1DoqWiIhc6d9+s9XtHNv1OOCAWf4O02wwUL4BcOWyPnOTiIjcVhvTPjxq+V3tj0sfiWOlONeQ2Zb5bQWKeVkvJkne+O1RGf1f4hiIXEFm9Xfo0AEffPABDh48iJSUFCQmJqoZ+Q8++KB6zrx58/Dwww+X6Ng33ngjYmNjUaVKFSxatEhdv5IBBDNnzkR4eDi2bNmCu+++2wmfjCiXLTP029Z3eXaXSIlf7P4DSLlsdDTkhVj0JyIiyiz6N2/eXI1aHjJkiGqNJmSUtBT8R44cqb6W1v8xMTE5XjthwgSYTCa1yclQdrVq1VInSeKPP/7APffco07E5H3S09Px999/o0ePHlkDCsaOHeuiT0xUdKFIwTT/9xBkSsdya0tMzhgGzRF/Rqo1zZ4Amt8OaFbgpweApPOOCJmIiFykiSkW/TJn+U/NKF37WOfO9n8fuBJndERERJSPp/1+hNmk4SdrN8y1XW9MEH4BwJDPAUsgcHgFcGi5MXEQFdHSpUvVxJV//etfqFOnTtb90dHR+Oyzz7KK/d9++y2OHSte94rp06dj+/btal9a+/fu3Turo+WwYcPw8cf6gMq5c+dmXUMjcopze4Hj6wGTBWgxHB6tahugYhMg4wqwQ18ejciRWPQnIiKSc3s/P7UOmpwYSRs0OZmRGfey3X777YiPj0fr1q1Vy7Ti+uKLL9C2bdusE6169eqpFv72ZQWkLZp45plnitVFgMg1NEzy/wx1zadwUiuLMen/ckzBP3vhf9C7+kzMhFPA7JEy2sZxxyciIpfM8v/D1tG9ZvnbNb1VbwMqszbXfWJ0NERElIeO5p3oZNmFVM0P76Rntj42StnaQLsH9P1lb3C2P7m1nj17Fvi4fba/sF97Kk7R3/4eHTt2vObx4cOHo3bt2mrf3r2SyCm2Zl6Lrd8HCC9Fx0l3INfAWt2V83MRORCL/kRERJmk4L9t2za89NJLaNasmZq5L2uhScH+rbfewtq1axEVFVXs45YvX169VkZZ9+3bF5UqVVKz/GWggYzEllZoK1euxOTJk53yuYhK4y7LEtxkWYN0zYLH057AJUQ4/k0Cw4Ch0wG/YODgUmDl245/DyIicrimplj0tWx0+Sz/YrVsVrP9n9X31/yPs/2JiNyOhjF+P6m9mdaeOInyRgcEdHlKPzeRmaUHFhsdDVGJBQUFZe1brdYiv05a+K9evTqr42Ve5JpZv3791P7ChQtLHStRXiywAv/MzNka39O1GAaY/YATm4Czu42OhryMn9EBEJFz5HfRK/bNgS6PhciTyJpkEydOVFtRSXt/2QoiBX4ZYZ19lDWRu2tqOoyX/PQR+//JGI7NWgPnvVmlJsCgd4Bf/wUsfwOo0QGo091570dERKX2bz+9JeXvto44qFWD25LZ/n9NBs7vBdZ9fHUQABERGa6LeQc6mPciVfPHtIxb4BZkJmmHh4C//wcsex2o19uz15Amn7V8+dUlKmRJy6LavXu3Wu5SyKSY/NgfO336NC5evIiyZcuWKl6i3Lqb/wESzwAh5YH6feEVwioADfoBe+YAW74F+r5udETkRVj0JyIiIqJrhCMZH/i/h0BTBhZa2+Iz6wDnv2mrO4Ejq/WTnp8fAh5Z5fmt24iIvHiWfx/LJlg1E/7nwln+JSKz/Xv8H/DTCGDN+8B1DwNBkUZHRUTkcfLtqlJiGsb6zVJ731p74yyK31nPaTo/CWz4Aji5Bdg7D2jkgvMhIge6fPkyJk2apPa7du2Khg0bFvm1J0+ezNqvVi3/gZ3ZH5PX5Ff0T01NVZudLKFJVBRDLX9dnR3vFwCvIS3+pei/7Qeg9wTA4m90ROQl2N6fiIiIiHLRMNn/Y9Qyn8UxWwU8nf6wNO9zzVv3nwJUbAoknQV+fhCwFb0FIRERuc6TWbP8O7n3LH+7JrcAFRrp7f3XfmR0NEREJGuFm7eitfkAUrQAfJhxE9xKaHl9kJhY9gaQOeuZyBPILP177rkHp06dUi3+33///WK9PiEhIWs/JCQk3+dlfyz7a3KTwQeRkZFZW40aNYoVD/mmsohHjHmzd7X2t6t/AxBaAUg6B+xfZHQ05EVY9CciIiKiHB6wzEd/ywakaRY8lv4E4hHmujcPCAFunw4EhAGxK4Hl+swEIiJyr+VfbvCUWf7ZZ/vb2/qvnQakXDY6IiIiH6fhqcxZ/tOtfXAebtiBpdNoICAcOLMd2P270dEQFdm///1vzJkzR+1PmzYNLVq0MDSe8ePHIy4uLms7duyYofGQZ7jFshoBJitQtTVQqSm8iszsbzlc35dul0QOwqI/EREREWWpbjqHcX7fq/3XMu7GNq2u64MoXx+48T19f8VbwOntro+BiIjy9aTfbHX7m60zDmlV4TGa3Hp1tv86zvYnIjJSH/NGNDfHIlELwscZg+CWQsoCHR/V92UwMruQkQd4+umns2b2v/vuuxgxYkSxjxEeHp61n5ycnO/zsj+W/TW5BQYGIiIiIsdGVDANQy3Lr7bC90at7tZv9y8AEs8aHQ15CRb9iYiIiCjLvy0/I9CUgdXWpvja2se4QJrfBjSV2aMasPQ14+IgIqIcaplOq1n+Ns2E9zNugUcxm6/O9l//KZCRZnREREQ+yQQbxmQuE/OltR8uwY0LgNc/CgRFAuf2ADt/MToaogI9++yzePvtt9X+W2+9hSeffLJEx6la9eqgzhMnTuT7vOyPZX8NUWk1Mx1GY/MxpGr+aDE7AtHj/sxz82gVGwHV2gG2DGDbD0ZHQ16CRX8iIiIiUuqaTmCwZaXan5wxTF2OM1TPFwCTBdg3Hzi6zthYiAogM1zmzZuH1157DYMHD0atWrVgMpnUNmHCBIe8x5kzZzB27Fg0bNgQwcHBKFu2LLp27YrPPvsMmqY55D2IimK4ZZm6/cvWwrNm+ds1vhkIrwIknwf2eviFQiIiD9XfvB6NzUcRrwXjs4wBcGvBZYCOo6/O9rdmGB0RUZ6eeeYZTJkyRe1PnjxZnTuUVOPGjWGWwZIAduzYke/z7I9VrlxZnZ8QOcpQy1/qdoGtnWuXnHS11pldDLbMAHheTw7g54iDEBEREZHnkzU1LSYNC6zt8I9Wz+hwgPL19BOgzV8DS14B7p8DmAweiECUh/Xr12PAAOddsN60aRP69u2LCxcuqK/DwsKQkJCAVatWqe2nn37C77//joCAAKfFQJ7J0bNf/JGB2zIvwH1v7QWPZPEDWt8NrJgCbPoqs6sMERG5ijnbLP/PMwYgzhOKOdc/AqydBlw4AGz/EWh1p9EREV3T0t8+w18K/jIAoDRCQkLQuXNnrFy5EvPnz8/zeDLweMGCBWq/Tx8DuwSS1wlEGm62/K32Z1m7w6s1GwLMHw+c2w2c3AxUa2t0ROThONOfiIiIiNDMdAgDLetVu+a3M4bCbXT/P8ASABxZBRzSZ5cSuaOoqCjExMSoC2Lff/+9mu3iCHFxcRg0aJAq+Ddq1AgbNmxQBf+kpCS1Vqe/v7+62FbS1p1ExRFj3owKpnic1cpgqa01PFbre/RuNoeWAxcPGx0NEZFPGWReg/rmE7isheILa394hMBwoPO/9f2//gNY042OiCjPgr+09C9twd/uvvvuU7fLli3DunXXdt6bNWsWDh06pPbvvfdeh7wnkbjBvAllTEk4oZXDalszeDVZPqbxTfr+lm+Njoa8AIv+RERERISn/Wap219tnbFPqwG3EVkdaP+Qvi+z/dnujNyQtNm/ePEiFi9erGbWDB8+HIGBgQ45tly4O336tGrpP3fuXLRr107dL7P6H3vsMUycOFF9/cknn2Dfvn0OeU+i/NxpWaJuf7R2R4YnNw6MqgXUzexUIN1kiIjIJSyw4t9+s9X+JxkDkYAQeIwOo4DQCsClWGDrd0ZHQ6Q8++yzWQX/d955p1gt/b/66qusJcmWL1+eZ9G/efPmakb/kCFDsGSJ/negzWZTBf+RI0eqr/v3768GPxM5urX/z9ausPlCCdPe4n/7z0B6itHRkIfzgZ8YIiIiIipIB9Nu9LD8g3TNgv9mDIHb6fIU4B8KnNwC7JljdDRE17BYLE479tdf6wVJGUhQu3btax4fPXq0avdvtVoxY8YMp8VBVN10Fl3M+rqtP1h7wOO11WevYesMztgkInKRnuatqGs+hUtaGKZb+8KjBIQCnTM7K639kIORyXBHjx7FlClT1L7ZbMZ//vMf1W0sv00GExeHn5+fWkIsOjoaJ06cQO/evREaGqq222+/HfHx8WjdujXPQcihKuASupq3q/2fvL21v110NyCyJpAaB+yda3Q05OFY9CciIiLyaRqe9v8xq4hzVKsEtxNWAej4qL6/9DXAZjU6IiKX2Lt3r7qYZ59Bkxcp+EunAbFw4UKXxke+ZZhlOcwmDSuszXHMHXNFcTUcAIRWBBLPAPvmGx0NEZFPdYyR844kBMPjtLkH8A/R114+dm27cyJXkhn32ffPnDlT4JaYmFjs95CC/7Zt2/DSSy+hWbNmqiuALC/Wtm1bNYhg7dq1apkzIkfpa9mozjk22+q55/UpZzCbgeaZE3B2/W50NOThPLgfX/5kjUtpa/Pzzz/j8OHDauZNgwYN1OwYmQkjrTBLQ9prTps2TbXXlOOnpKSgYsWKaNy4MXr06KHa6EjyIyIiInJ3Pcz/oIN5L65o/vhfxq1wWx0fB9Z/CpzbA2yfBbQcbnRERE63Y4c+q1rIRbb8yGPz5s3Drl27XBQZuZPocX+6pB3z7Ra97etMa094BYs/0OpOYPV/gU3TgcY3Gh0REZFXq246p849xPfWzCVWPHHt5WaD9XWXN34B1Lze6IjIh0lBXlrvl9T999+vtsKEh4erJcXsy4oROdMAsz6gaq71OviUJjcDq94F9i8E0pKBAA9a/obcitfN9D9y5AhatGihkpBcJJPEl5qaio0bN+Lpp5/G9ddfj0uXLpX4+D/88AMaNmyI1157DZs3b1YFfxlEIDNwFixYgPHjxyMpKcmhn4mIiIjIGUyw4Wk/fZb/dGsfnEFZuK3gMkCXzHaay94AMtKMjojI6U6ePJm1X61atXyfZ39MWmwWNINHzovkOdk3oqLoZd6CSqbLOK9FYJGtHbxGm3v12wOLgct6Vw0iInKOYZZlavbmKmtTHNEqw2O1G6Hf7vwVSL5odDRERF6jLOJxnXm32p9vaw+fUqUVUKYmkJ4MHNS74hDB14v+GRkZuPHGGxEbG4sqVapg0aJFqgCfnJyMmTNnqlFpW7Zswd13312i48+aNQt33nmnujg2atQo7Ny5UxX94+Li1H0rVqzAmDFjOMufiIiIPEJ/83o0M8ciQQvGRxkeMMOxwyggrBJw+QiwRV/nnMibSQczu5CQ/Ef6Z38s+2tymzRpEiIjI7O2GjVqODBa8mbDLcvU7U/Wbkj3poaB5eoCtbuppW7UrE0iA8g1K+nWIpNLBg8ejFq1aqn2ybJNmDDBKe/5yCOPZL2HzBQlcjY/ZKhlYsQMa294tKptgMotAGsq8M/3RkdDROQ1brBsgsWkYbstGse1ivApJhPQ+CZ9ny3+qRS8qug/ffp0bN++Xe1La//evfU/Is1mM4YNG4aPP/5YfS1t+ZcsKd5omVOnTuHhhx9W6+PI0gFyrCZNmmQ9LgMKZC3Nd955B6GhoQ79XERERETOaNU81m+W2v8sYwAuIQJuLyAU6PaMvv/XFL3lGREVmXQlkwHL9u3YsWNGh0QeoAouoId5q9r/wVta+2fXNrOt7eZvAGuG0dGQD1q/fj0GDBiAF198Eb/88ovqJOlMy5YtwyeffOLU9yDKLca8GRVNl3FOi8QiW1t4fGGm3QP6/sYvgVK0Vyciomtb+8+zdoBPshf9980HMlKNjoY8lNcV/UXPnj3RsWPHax4fPnw4ateurfa//rp4s8OmTp2qlgVo3bq1ms1PRERE5MkGW1airvkULmph+NzaHx6jzX16y7PE08CGT42OhsipZGBx9pmg+cn+WPbX5BYYGIiIiIgcG1FhbrcsVzNu1lib4LBWBV6n0SAguCyQcFJv809kgKioKMTExOCZZ57B999/j8qVndP6XPLFyJEj4efnh3btvGipDnJ7d1n0yVc/Wrsjwxs6xjQfCgSEARf2A7GrjI6GiMjjRSARncw71f4823XwSdXbA+FVgNR44JDeHYfIZ4v+cuKyevVqtd+/f94XrqVtWb9+/dT+woULi3V8+yABWRpAjkNERETkqUyw4XHLr2r/g4ybkYj824a7Hb8AoMd4fX/Vf4H0K0ZHROQ0VatWzdo/ceJEvs+zPyZF/LCwMJfERr7BDBtu99MvOH3vjbP8hV8g0OpOfX/TV0ZHQz5IukZevHgRixcvxuTJk9WEFRmk5QzPP/88Dh48iGeffRZNmzZ1ynsQ5VbTdAbdLNth00z43toLXiEwXC/8i01fGh0NEZHH623eDH+TFXtsNbxzoHFRmM1A48ylN9nin3y96L97927Vel80a9Ys3+fZHzt9+rQ6qSqKw4cP4+TJk2q/bdu2agmBO++8E1WqVFEnYtWrV1fLB9gHHRARERFlFz3uzzw3o3Q3b0Mt81nEaSH41hPX1GwxDIisAaRcBHbpgxeIvFH285odO3bk+zz7Y9mXHyNyhG7mf1DNdAGXtDAssLWH15IuMmL/AiBeP/cnchWLxeKS91m7dq3qYtmgQQO88MILLnlPInGHZam6XWlr7l1rNNtb/EthJum80dEQEXm0/pb16na+N59zFKfF/545gDXd6GjIA3lN0d9elBfVqlXL93nZH8v+moLs27cva18K+9ICTdqtyTqYQUFBambNjz/+qEZnv/rqq4UeLzU1FfHx8Tk2IiIiIle527JI3c6ydscVOGcmWVEHPpRo8IPZcnUN5g2fOTxWInchhZmaNWuq/fnz5+f5nKSkJKxcuVLt9+nTx6Xxkfe7M7NQM9vaFakIgNeq0ACo2QnQbMCWb42Ohsjh5DrUiBEjoGkaPvnkE3Uti8gV/JGBoZa/1P4Mawy8SpWWQNU2gC0d2DrD6GiIiDxWKFLQzbxd7c+1+mhrf7tanYCQ8sCVy0Csfp5P5JNF/4SEhKz9kJD8W9Rmfyz7awpy6dKlrP0XX3xRtdlctGgREhMTVeF/586d6NGjhzp5eumllzB79uwCjzdp0iRERkZmbTVq1ChSHERERESlVd10Dr3MW9X+DE+c5W/X5l7A7A8c3wCc1D8PkbeRZcXuvfdetT9z5kzExsZe85xp06ap8xKZKXrXXXcZECV5q4q4hF7mLd7d2j87+2Cyzd8ANqvR0RA51CuvvKI6ZD744IPo3r17iY7BCSxUEn3NG1DeFI/TWhSW2NrA69hn+2/8EsjsQEtERMUj5xyBpnQctFXBPq06fJpMcmk8SN9ni3/y5aK/M9mXDRBS2P/555/Ru3dvmGWNjcw2mn/88QcqV66svp44cWKBxxs/frwaLGDfjh075uRPQERERKS707IEZpOGFdbmnr1OWlhFoMnN+v7Gz42OhkgNFD5//nzWZj+HSE5OznG/FOizmzBhgiruy5ZXUf/pp59W5xlynIEDB2LTpk3q/rS0NHz44YdqULIYNWqU6gxA5CgyM9PPZMMGWwMc8IWLb01uAoIigbijwMFlRkdD5DBbtmzB5MmTUalSJUyZMqXEx+EEFirpuYf4wdoDVrhmKQuXajYECIwALh0GDusdDYiIqHj65WjtbzI6HPdq8c/ByOSrRf/w8PCsfbkglp/sj2V/TVGPHRMTgzZtrh2ZGhYWhscee0ztb9u2DWfOnMn3eIGBgYiIiMixERERETlbANIxzKIXMr715Fn+du0f0m+3zQJSLhsdDfm41q1bo0KFClmbfWCvFFiy3//4448X67hSWJkzZw7KlSuHXbt2qaXG5PxBzj8effRRVfyXtv7vvvuukz4Z+SYNt2W2Y56Z0Qs+wT8YaHmHvr+VLf7JO2RkZKi2/nI7depUlClTpsTH4gQWKq7aplPoZNkFq2bCDxnu0zHGocuOBYQCLYbp+5u+dHisRETeLgip6Gn+R+37fGt/u9rdgKAyQNI54Ogao6MhD+M1RX9puW934sSJfJ+X/bHsrylItWrVsvYbN26c7/Nkxr/dkSNHinRsIiIiIlfpb16HcqYEnNTKekd7zZrXAxWbAhkpwD/fGx0NkdO0bdtWLSk2ZswY1K9fH+np6QgNDUWXLl3w6aefYt68eWpgMZGjNDMdRm3zGaRoAZhn6wCfYS/c7FsApCUZHQ1Rqb355pvYunUrBg0ahNtvv71Ux+IEFiquOyxL1e1yWyucRHl4LXuL/z1/Agn5TwIjIqJrdTf/gxBTKo7ZKmCnFm10OO7B4g80Gqjvs8U/+WrRX4rx9nb7O3bsyPd59sekRWbZsmWLdGwp5ssamYWR1v920p6TiIiIyJ3c47dY3X6XEeMd7TXl7632D+r7Gz6TP8aMjoh8mLTml/OBwravvvrqmvb+9seio/O/yCFtmd955x3s27cPKSkpajmBlStX4qGHHso6DyJylEGWtep2ia01khEEn1G1NRAVDaQnA/vmGx0NUalId5hXX31VdYb54IMPjA6HfEwg0tQyMWKGNQZerVJToHoHwJYBbPnG6GiIiDxK/8zW/vpAY++tqRW7w4y9xf/uP2T9cZfFSZ7PD14iJCQEnTt3Vhe+5s+fj2eeeeaa58iFtAULFqh9aYFZVEFBQejWrRuWLVuG3bt3F3hCZS/4F3TBjjxTidp8ERERuYkmpli0M+9DumbBD1b3aa9Zai1uBxa9DFw4oK+jWaeH0REREXk4Lavo/6f1enjLOVvsm5mzZQobTNb0VmDVu8CO2fpazUQeSpaglCVgJk6ciKioKCQmJuZ4XFr+26+V2R+T2fz+/v6GxEvepZ95PaJMiTihlVMz/b1euxHA8fXA5ulAl6cADsgkIirSEpQx5i1qf57Vh7qLFUXdnkBAOJBwEjixEajB7w8VjVf9BXLfffepWynOr1u37prHZ82ahUOHDqn9e++9t1jHfuABvVXTkiVLsHnz5mselxMk+8jp6667Tq3XSUREROQu7rbos/zn29rjHEq+nqvbCQwHWg6/OtufiIhKpbXpAKqbziNJC8QyXyjU5NZ0sH67fxFwJd7oaIhK7PDhw+p2/PjxCA8Pv2abMWOGevzo0aNZ902bNs3gqMlb3Omnt/b/IaMnbN51+TlvTW/R11++fBQ4qH92IiJflN+M9rwG53Yxb0e4KQWntLLYqtU1JF635RcINOyn7+/6zehoyIN4XdG/efPmapTykCFDVIFe2Gw2VfAfOXKk+rp///6IiYm5pq2mzNCXTVpz5nbXXXehQ4cOOY4txxUy+/+mm27C6dOnVWvN119/3SWfl4iIiKgowpGMWyyr1f43GTfA69hb/O+ZC8SdMDoaIiKPZp/lv9jWFlcQCJ9TuTlQrh5gTQX2zjM6GiIity7Y5KW66SyuM++BTTPhB2sP3/js/sFXByJvm+mSWImIPF1/s97af761PTTvKlU6RlaL/9+5nCX5Xnt/4efnh99//x09e/ZUhfvevXurtv9SnL9y5Yp6TuvWrbNGMxeHFPN/++03NVhA2vjbjy1tz+Li4tRzZF9GRffq1cvhn42IiIiopAZbViLElIq9tupYrzWCu8nvIlqRWjGLio2BWl2AI6v0lpo9n3NsgEREPsIEGwZY9K55czystb/DqBb/g4EVk4GdvwAthxkdEVGJ5DWhJbv7778f06dPR61atQp9LlFx3GjWB4+tsTXBGZSFz2h+O7DuI30gcloyEBBidERERG7LDxm4wbJJ7c9na/+81esN+IfoXWRObQWqtjY6IvIAXjd8Jjo6Gtu2bcNLL72EZs2aqZn7Uoxv27Yt3nrrLaxdu1atZVYSlStXVq395Tjt27dXx01JSVHvOWLECPWYvZsAERERkXvQcI9lkdr71tpblXS8UvsR+u2mrwBrutHREBF5pLamfahiuoh4LRh/2VrCmxRr9mazzBb/BxYDKZddHiv5nkuXLuH8+fNZm72zZHJyco77ZWnJ4nStJDLCjZY16vYPW0f4lGptgDK1gPQkYN98o6MhInJrHc27UMaUhHNaBDZoDY0Oxz3J4LH6md06d/1udDTkIbyu6C9kHbKJEydi+/bt6oQoPj4eGzduxNixYxEQEJDna+RESVr3yyZF/PwEBgaq46xfvx6XL19GamqqWift888/V4MMiIiIiNztRKqe+aRam/kXaxd4rUY3AqEVgcQzwJ45RkdDROTRrf0X2dohDf7wWdJBpkJjwJYO7ClaO2ui0pCulBUqVMjajh07pu6fMmVKjvsff/xxo0MlKlBd0wk0MR9BumbBPF+buSmdYpoN0fd3/Gx0NEREHtHaf6G1PWzeWaZ0DLb4p2LiTxMRERGRF7vLsljdSsE/EV7cYtIvAGh7n76/4XOjoyEi8jhm1dpfv/j2h6+29s9rtv/O2UZHQkTkcbP8V9haIA5h8DnNb9Nv9y8CrujLwRIR0bVLit1g2aj259l8bIBYcTXoC1gCgQsHgHN7jI6GPACL/kREREReqiIuoa9ZP5H61prZEsybtb0fMJmB2JXAub1GR0NE5FGuM+9GRdNlXNZCsdrW3OhwjNf0Vv320HIg+aLR0ZCXk9b89u6TBW1fffVVibpW5kWOJa/jsgDkOBpuNGe29rf6WGt/u4pNgAqNAGsqO8UQEeWjhekQKpji1ZJia22NjQ7HvQWGA7W76fv7FhgdDXkAFv2JiIiIvNRwyzL4m6xYb2uIPVpNeL3I6kDDAfr+hs+MjoaIyKMMMuut/RdY2yMdfkaHY7zy9YFKzQFbht5Ok4iICtTUdAR1zadwRfPHIltb+CS2+CciKlQvy5asrjAZPO8o2mx/waI/FQGL/kREREReScMQywq1NyMjBj6j3QP67fZZQEaa0dEQEXkEC6zol9naf46Nrf2zNMuc7b+DLf6JiIra2n+JrTWSEAyfZS/6H1wGJJ03OhoiIrfTy6wX/ZdZWxsdimcV/Y+tYwcyKhSL/kREREReqLXpAGqZzyJJC8RCWzv4jDo9gbBKQMol4OBSo6MhIvIIncw7Uc6UgAtaOP62NTU6HPfRdLB+K8vGJJ41OhoiIrden3lQZtH/D2sn+LRydYEqrQDNCuz6zehoiIjcbhnK5uZY2DQTlttaGh2OZyhTE6jQWM8rvM5FhWDvDCK66sJBYM37QNK5vB83++sjlhsN1FuWERGR27rZslrdLrC1RwqC4DPMFj1Xrf0A2P4j0LCf0REREXlMa//51g6wwmJ0OO6jbG2gamvg5Ba9cNNhpNERERG57YDj6qbzSNCCsczWyuhwjCfnI6e26p1i2j9odDRERG6jp2Wruv1Hq4sLiDQ6HM+a7X9ut97iv/ltRkdDboxFfyICrsQDK6YAaz8EbOkFP3fnbCC6K9DvTaByM1dFSERExeCHDAyy6AWc331xpo2cAEnRf89cIDUBCAw3OiIiIrfljwz0tWxQ+2ztn89sfyn67/yVRX8iokJa+y+0tUUqAowOx3jNBgOLXgSOrAbiTwIRVY2OiIjIrVr7L7VygFixi/6r/wscWATYrPqEF6I8sOhP5GOix/2ZtW+GDbdZ/sIzfj+ggilev7NuDNBogGrOdo1Lh4F1n+jtLT/uCrS9H+j5PBBa3oWfgIiICtPZvBPlTfE4r0Vgpa05fE7VNkDZusDFg3rhv+UwoyMiInJbnc3bUcaUhLNaGayzNTY6HPfT9NZshZtTQEQVoyMiInIrFlizBhz/Ye1odDjuIbI6ULMjcHQNsPMXoONjRkdERGS4AKSji3m72l9qa210OJ6legcgqIy+lOXxDUBNDtamvJnzuZ+IvFx70x78HvACJvt/qgr+B21V8EDaM4jeOQLRP1dB9M+V1abakNm3Pq8Bj68HmtwMaDZg4xfA1DbAmmlARprRH4mIiHK19p9jvd432zTLEjQtbtf3pcU/ERHl68bMQs1cawfYeIngWmVq6BfZoHFtZiKiPFxn3o0Kpjhc0sKwyhcHHBfU4l9s/8noSIiI3CZfhJpScVqLwk4t2uhwPIvFD6jXW9+XFv9E+eAZPZEPtu982/8DzAp8Bc3MsYjXQvBq+l3ol/YfLFMj7EzXdAbIsf1nJ6I3DwPu/xOo3BxIjQMWPAd82BE4u8ewz0VERLpgXEFf8wbfbe1v13yofntwGZB4zuhoiIjcUiDScIN5Y9ZAMSqgTbN9qTMiIsrhRrPe2n+etQMy2FT2KpkwYzIDJzcDFw8ZHQ0Rkdu09l+mWvvn0WWYCm/xL/YvNDoScmMO/UvMarXCYvHB2WREHkPDf/w/wWDLKlg1E2Zae+HtjKG4iIjiHyq6CzDqL2DLt8DSV4ELB4BvBwMPLgIiqzkjePJyzCFEjtHbvFmNnD5iq4jNWn34rHJ19Tb/cpFNWmpeN8roiMiJmEPI15bpcpRu5m2IMKXglFYWm7QGDj++VxVu5o8Hjq0D4o7rbZvJazCHEJVuYkl/y3q1/4eNrf1zCKsI1O4OHFoG7JgNdHva6IjIwZg/iIpDyyr6s7V/CclMfxlMdmYHcPmY3pGMyJkz/WvUqIHx48fjwIEDjjwsETnIs34/qIJ/hmbGg+nP4PmMB0tW8LczW4C29wGPrQfKNwDiTwAzbgNSLjsybPIRzCFEjm3t/5tNZvn7+Mhptvj3GcwhRCUzwLJO3c61XgeNjQDzF1FVX5tZsMW/12EOISq5ruZtKGNKwhmtDNbZGhsdjvu2+N/xs9GRkBMwfxAVXV3TSdQyn0Wq5ofVtmZGh+MRrunA/MoabLDW0x/kbH/Kh0PP6k+fPo3JkyejYcOG6NGjB2bMmIHU1FRHvgURldA9loV41O93tT8uYySW26SNjoOElAXu/hkIqwyc3QX8cDeQwZ99Kh7mEKLSi0I8upu3qf3frJ2NDsd4TQfro6CPb2BLTS/HHEJUfH7IyJptM8/a3uhw3F+Tm/TbPXONjoQcjDmEqORutOit/f+0Xg8bB49dq/EgwOyvXys7s8voaMjBmD+Iis5+3iEDxJIRZHQ4HmuZNbNLwr4FRodCbsrhf41pmqa2lStX4t5770WVKlUwevRobN261dFvRURFJGs7T/SbrvanpN+On6zdHf8mZWoCd80CAsKB2JXAL48ANpvj34e8GnMIUekMsKyHv8mKHbZoHNS41ArCK+ktNcV2zq7xdswhRMXT3rwXkaZkXNDCsZmt/QvXsL9+e/RvIPmi0dGQgzGHEBVfEFJxg3mT2v/dKl3G6BrBUUD9G/T9nbONjoacgPmDqGh6mfWfiSW2NkaH4tGW2JdGOLwCSE8xOhzy9qL/0qVLceeddyIoKCgr4V2+fBkffPAB2rZti3bt2uHjjz9GQkKCI9+WiArQzrQHU/3fh9mkYUZGDKZZb3bem1VpAQz7BjD76Sczi1503nuR12EOIXJca/9fOcs/7xb/mmZ0NOQkzCFExWcv1Cy1tubszKKIigYqNgU0G9tpehnmEKKSz9oMM13BMVsFbNXqGh2O+7f43/4Tz0e8DPMHUdFEIAntzHvV/lJHdh/2QXu1GjihlQMyUoDDK40Oh9yQQ8/spY3Nt99+i1OnTuH9999Hmzb6qB170tuyZQseffRRNeLtgQceUCPgiMh56ppO4LOAtxFoSscia1u8lHG/89d3rtsTuPkDfX/N+8Caac59P/IaxckhcktEOVXDOXQw74VNM+EPa+a6wwQ0GgT4BQHn9wGn9aUPyPswhxAVl5ZV9F9ka2t0MJ6j0QD9ds+fRkdCDsQcQlS61v5/2Do6/1qTJ2vQD/ALBi4dBk7q7a3JOxS3FvL3338bHTKRIbqat6uulAdsVXFMq2R0OB7OhGXWzIET++YbHQy5IacM54+MjFQJbePGjSq5PfbYY4iKispKeMnJyfj6669VYmzUqBHeeustnDt3zhmhEPmsiriE6QH/QRlTEjbb6mF0+uOwwuKaN285DOg9Ud9f8Bywgy2VybE55Pvvv1fPlVHTzCFEupsyL7qttTXGGZQ1Ohz3ERShX2gT2340OhpyMuYQoqJpaDqGGuZzuKL5Y6WtudHheF6L/wNLgPQrRkdDDsYcQlS81v49zP+o/T+t1xsdjnsLDAMa9NH398wxOhoysBYycOBA9fypU6cyf5BP6WXZkrM1PZVK1hIJ0n2MHWQoF6f38GvZsiX+97//4eTJk5gxYwZiYmJgMpmykt7+/fvxf//3f6hevTpuu+02zJs3T91PRCVngRWfBLyN6qbzOGirggfTnsYVBLo2iM7/Bjo8rO//8ghwertr35+8QkE5RBw8eJA5hCh3a38bW/vn2+JfBqHZrEZHQy7CHEKUP/ss/1W2ZkhBkNHheI4qrYHwKkB6EhDLzoXejDmEqGBdzDsQbErDca08dmq1jA7H/TW6Ub9lpxivV1gtRLz88svMH+QzzLChh3mr2l/Gor9DrLE10Ttaxh0Dzu4yOhxyMy5buC8wMBB33HEHFi1apE6OXnjhBdSoUSMr4aWnp+OXX37BoEGDEB0djQkTJuDIkSOuCo/Iq9xjWYRW5kOI00JwX/r/4RIiXB+EyQT0m6TPrrSmAXPGADab6+Mgr5A7hzzzzDPqfuYQIl1D01E0Mh9DquaH+dYORofjfur1BoIigYRTwBF9cAT5DuYQomvdYNGL/ovZ2r94zOars/1ZuPEJzCHkraLH/ZnvVhR9zBvV7UJrO7b2L4r6NwBmP+DcHuD8AaOjIYNqIVLoF8wf5Es5pKXpIMqZEhCvhWCjrYEh8XobNbmzdjf9i30LjA6HfLXon50ksldeeQWxsbFqNFuHDh1ynDQdP34cr776KurVq4cbb7wRS5cuNSJMIo9t6z/Wb5bafzPjDhzXKhoXjNkCDHoXCAgHjm8ANk83LhbyGpJDnn/+ebX/008/MYcQAbglc5a/jJqOR6jR4bgfv0CgyS36Plv8+zTmECKgEi6ipfkQbJoJS6yZrSGp6BoOuLqGJgc1+xTmEKKr3SV7Zw4eW2iToj8VKrgMEN1V39/LQWO+xl4L2b5d74Latq0+6JL5g3xBz8zW/itsLZABP6PD8R4N+l5t8U9kdNFfpKamqrXQJk+erNa7kTY3smVPeFarFXPnzsUNN9yAPn36cLQbURG85P8Nwk0p2Gyrh5nWnkaHA0RUBXrpF0aw+GUgkWtWkWNyiHjvvfeYQ8jnmWDDTZa/1f6vVrb2L7TF/67fuQ6zj2MOIV/X27JZ3W7V6uIcyhgdjueRWTUBYXr3mFP6RUzyHcwhREBb0z6UNSXikhaGDbaGRofjORrp67mzU4zv5g8ZMCa2bNnC/EE+I8as/7281NrK6FC8S/3Mov+xdUDyRaOjIV8u+ktSe/zxx1GlShXcc889WL58OWw2m0psFosFt9xyC77++mvcd999CA0NzUp6ixcvRseOHXHixAlXh0zkMbqZ/8Egy1pkaGY8n/4gNOPG9eTUfiRQuQVwJQ5Y9KLR0ZAHs+eQBg30dlCrVq1iDiGf1860D9VMFxCvBWOZjSdR+arZCYioBqTGAQcWGR0NGYA5hEjX25zZ2t/K1v4l7h5TL0bf3zvP6GjIRZhDiK7qY9Fb+y+1tYYVFqPD8bxOMcfWA4lnjY6GDKiFjBo1St3H/EG+1GGsqfmI6jC2nNerHKtMDaBiE0CzAQeWGB0NuRGXVAQvX76MadOmoU2bNmjXrh0+/PBDdZ89idWuXRuvvfYajh49itmzZ+Puu+/Gl19+iVOnTuGdd95BuXLl1HHOnDmDiRMnuiJkIo8TiDS84veV2v/S2g+7tVpwGxY/YNB/9XXe/vkeOLzC6IjIg+SVQ+Li4tRjzCFEwCDLGnW7wNoeqQgwOhz3Xoe52RB9f8fPRkdDLsIcQpRTKFLQybxT7S+0sehf6sLNnrlGR0JekEOSk5PV0pdyrMGDB6NWrVpZM0BljefSkGLRBx98gKFDh6q20cHBwWqT2GWtabaQpuLTcEPm4LGFVrb2L5bIakBVWVZH46AxL1dQLUTI73meg5Av6GnZmtVh7CIijA7Hi1v8LzA6EnIjTl1EQ04ePv/8c/zyyy9ZLdDsyc3f3x833XSTGuEmLWvyEhYWhieffFKNeGvWrBlSUlLUiRARXetRv98QbT6DU1pZ/Dcjs6jhTqq3BdqNADZ+Dvw5FnhkNeDH4hSVPIekpaWpkyPJEXlhDiFfae3fN3OmzZ+264wOx/01uQX4eyqwf5He4t8/yOiIyEmYQ4jy1s28DYGmDMTaKuGAVs3ocDxX/T6AyQKc3QlcigWioo2OiDw4h6xfvx4DBmQOJHGgY8eOqcKSPXYREhKivo6NjVXbzJkzMWLECHzyySdqxilRYRqajqGW+SyuaP5YYWtudDie2eL/5Ga9xX/b+4yOhlycP/r374/ffvsN//zzDyIiri2A8hyEvE2vrNb+rY0OxW1Fj/uzdC3+V72rX+OyWQEz/5YjJ8z0l1HEMlKtbt26qpgvJxBXrlzJmtUv90+aNEmdfMyaNSvfgn920dHRGDhwoHq9jHAjopzqmE7iX5bf1f6E9HuRhGC4pZiXgNAKwPl9etGFqIQ5ZNeuXer5vXr1KvSYzCHkzVqZDqKy6RIStGD8bWsGbzz5yW8rkaqt9Rb/aYnAoeWODpcMxhxCVLjeFn125iI1y19fR5ZKIKQsUKuTvs/Zml7B6BwSFRWFmJgYPPPMM/j+++9RuXLlUn8mWRta3luOO336dPUZk5KSkJiYiJ07d+Lmm29Wz/viiy9K3VGAfEcfsz7geKWtBVLAAbTF1miQfivnIqkJRkdDLq6FSBv/ouA5CHkDf2RkdRhbbmtpdDjeqXp7ICgSuHIZOLHZ6GjIG2f6y2g1WW9G1qXJPpItICBAjVCTWf1FOTHKS9WqVbNOWogoOw2v+n2JAJMVS62tsMDW3iXvWlDBJfbNgXk/EFwG6PsGMHsksGKK3ma5bG3nBUkepTg5JD4+vljHZg4hb9XXsiFrPc00+Bsdjme0+JcLbes/Bnb/ATTsZ3RE5CDMIUSFs8CKXma9xeYiK1v7l1rD/kDsSn225vX/Mjoa8uAc0rVrV1y8eDHHfePGjUNpyUCCTZs2qfbS2ZnNZjRp0kTNRJUOA/Pnz8d///tfPP/88wgKYhGXCtYns8sYl4gp6fUzDUsDKqMOTuNfE6fgwzdeMTAycnUtpDg5hOcg5OnamPYjzHQF57UI7NTYFctpSyrX6QHs+g04uASo4Zq6EPlQ0X/BggVqzTF7gmvQoAEeeugh3H///Shfvrwj34qIMt1sXo3Olp2qtdpLGfe7/4yd5kOBLd8Ah1cAc58B7poFmNw8ZnIJ5hCi4tLQz6wX/edb+Yd9kTW+US/67/0TsL6nnySRx2MOISpcO9M+RJkScUkLwyatgdHhuJX8BjTnO5jZXvRf8Bxw5G8g5RIQHOW8AMmrc4iz2upHRkZeU/DPTj6ztPaXor/M/t+9ezdat2b7XcpfVZxHc3MsrJoJS6z5/9+igpiw0NYOj5jnZA2gIM9ldP4gcmfdLf+o25W25tAc33Cc7OrG6EX/A4uBHqUfNEqez+E/bTKS7Y477sCyZcuwZ88ePP300w5Jcu+++64aNcfRbURXRSARL/h/q/anZtyK41pFuD0p8A98B7AEAAcWAbv1ZQmIBHMIUdE1Mh1DtPmMGvT1F1ulFV3NjkBIOb1Ac2S10dGQAzGHEBXshszignSHsYLrPZZa2TpAhcaAZtXX0SSP5qs5JPvMfneNkdzHDZlLxGzUGuIirl2PnIrG3m0nRta6tqYbHQ6Vkq/mD6LCdDNvU7crrC2MDsW71YvRb09s0q9zkc9zaNH/nXfeUevYzJgxA927d4dREhIS1HpkzZs3R1hYmBrd3L59e7z99ttIS0sr0THleDJyr7DtwIEDDv88RPkZ4/czKpjisd9WDZ9aM9cF8wTl6wOdn9T3540D0pKNjojcgLvkECJP0c+yXt2usLVAMtfTLDqZ2d9wgL4vLf7JKzCHEBVGww1mvVjD1v4O1Cgzn0iLf/JYvpxDli9fnlW0khmqRAXpY85s7W9tZ3QoHm2LVh/ntAhEmJKB2FVGh0Ol4Mv5g6gg5RGHZuZYtb/SxqK/U0VWByo0AjQbcEj/u458m0P7mT75ZGYRz0BHjhxBjx49EBur/1IJCQlBamoqNm7cqDZJwkuWLFFrm5WEv78/ypYtm+/jfn5sEUuuUQkXcadlidp/OeM+pDv2x9n5uj4F/DMTiDsKbP4auP4RoyMig7lDDrEPHJNBYj///DMOHz6s2m3KBbDhw4dj9OjR6oJYaZw+fRrTpk3D3Llz1fFTUlJQsWJFNG7cWOWvsWPHqlxDVJi+bO1fco1v0pea2TMH6D9ZFrc1OiLykhxC5K7qm06glvksUjU/NViMHKThQGDl28CBJUBGKuAXaHREVAK+mkPkXOSjjz5S+8OGDUNERMEzt+XammwlWZuaPF8kEnGdebfaX2jj4LGiLhOTFxvMWGxtizv8lumDxur2dGps5Dy+mj+ICtPFvF3d7rBF4zwijQ7HN1r8n9ujn5M0vdXoaMhgDr3CKWuByfbdd9+V6PU//vijev2DDz5YotdnZGTgxhtvVAX/KlWqYNGiRUhKSkJycjJmzpyJ8PBwbNmyBXfffTdKqlOnTqpgk98WHR1d4mMTFcfDfnMQaMrAOlsj/G1rBo/jHwx0HaPvr35Pv0hGPs3oHGIfONaiRQtMnDgRO3bsUOuy2QeOSYu266+/HpculbxV0g8//ICGDRvitddew+bNm1XBXwYRHD16VK0FN378eJW3iAoTbTqFxuZjSNcsWGLjeprFVqc7EBAOJJzSW6CRx3OHHELkzm7InJ35t60pu8M4UtXWQFhlIC0BiF1pdDRUQr6YQ+Q8ZOjQoep6mbShfvPNNwt9zaRJk1QnTftWo0YNl8RK7qGXeQv8TDbsttXEMa2S0eF4vIW2zG4JUvTPXA+ePI8v5g+iouhu+UfdcrCxi9Trpd9K0Z85xec5dGrwV199pVrcS0v9O++8s9iv37BhQ9YxPv/882K/fvr06di+XR9FJDM0O3bsqPbNZrMatSzr4EhcMrtSZvvHxGSud0FUwtG5RrbIucOyVO3/L8ODR2+1ugv4awqQcBLYOgNoN8LoiMhARueQ3APHvv76a/Tu3VvljlmzZmHkyJFZA8f+/LP4vyfkGPK55HijRo3Cv//9bzRp0iSru8DWrVvxyy+/cJY/FUnfzOLNGlsTxCHM6HA8j8zEbNAX2PETsPt3oAa7JXg6o3MIkbu7wbJZ3S6yFxnIMaRTTMN+wKavgL3zgHq9jY6ISsDXcoic98jn3LRpkzr3kI6YVatWLfR1MkD5qaeeyjHTn4V/39HHktnan3nEIWQQXpIWiFC5HnZyC1CNA7k9ka/lD6KiMMGGrpkz/Vn0d00NKxBp+CfQH0EJJ3HDc59g0aSHDY2NjOVVvUyl6C969uyZVfDPTloz165dW+1LMYfIUz3kNxfBpjRssdXDKk+c5Z+96NL53/r+qncBa7rREZEPyz1wTAr+2QeOffzxx+pr+8Cx4jh16hQefvhhVfCXpQPkWPaCv5BONF27dlXrwYWGhjr0c5F36mfRW/svsLFYXWKNb9Rvd//BkdDkMDKIa8KECWjevLm6+CczIdu3b69+96elpZXq2D/99JManCaFGekSI/lCusfIoDQZOEaUnwq4hNbmA2p/sZVFBae0+BdS9Gc+ITdntVpx11134ddff1XLU8rs1D59+hTptYGBgWoJgOwb+QYpJnQ3b1P7C61s7e8IqQjAclvLq7P9iYi8RBPTEZQ3xSNRC8ImWwOjw/GZnLLO1ljtdzPrXRbId7lV0V/aKAsZ3VZc0pJs9erVar9///55PkeO269fP7W/cOHCUsVKZJQySMDdlkVqf6qa5V/8nxe30vY+ILQCcPkosO1Ho6MhD1aaHOLsgWNTp05VywK0bt0aY8ZkLmtBVEKVcUEVb2yaiRfdSkNmY/oFAZcOA2d2Gh0NeXgOceYSMXKMm266SbVhnjNnjhpIJoUXmam5b98+fPbZZ2jbti3efffdEsdO3i3GskXdbrXVwVlEGR2O96ndDfAPBeJPAKc4AMcXOSKHuKrgL13LpJ20xWLBt99+i9tuu83osMhD1mYOMaXihFYOOzUua+ooC63ZWvyTT/KU/EFUHPZBYmtsTZHu2EbjVAB7VwX79598l1sV/c+fP69uZVZMce3evVvNoBTNmuU/89n+2OnTp3Hx4sViv8/OnTvVMUJCQlSc9tk10vKZyBUe8JuPMNMV7LBFY5mtFTyefzDQabS+v/JtwGY1OiLyUKXJIc4eOGYfJCAX2XgyR45qrblJq49zLN6UXGAYUDfm6mx/8mmlySF5LRGzaNEiJCUlqfwyc+ZM1dHFvkRMcb3xxhv44w/9/+ijjz6K48ePq44Csh6zDCjo0qWLOg8aO3asatVMlNc6zGIJZ/k7h38QULenvr9fH5xNvqW0OcSVM/wlJ9kL/tLNjKgo+pg3ZStS83zWUdQ1PbMfcG43cOGg0eGQATwhfxAVVzeLXnT+i639Xcr+/e5g3gOkpxgdDhnIbYr+shaYFFGkGFKzZs1iv/7kyZNZ+9WqVcv3edkfy/6a4iRjGWAQHBysZt1kn13zwgsvFOkY8jr5vNk3oqIIRzIesCxQ+//LuMV7TrbaPQgERwEXDwI7ZhsdDXmg0uYQZw4cO3z4cFa+kVwhSwjIWm9SFJKZmtWrV1cX3OyDDgrDHEL9zHpr//lWtvZ3aIt/8lmlzSHOXiLGPnCse/fumDZtWtb5jBxb8orM/pcLhTJTSJYAIMouAOnobN6h9pfaWhsdjveqn9kefT87CvoaR+QQVxT85fzjhx9+yCr4SxczoqIww4belsyivy1zZjo5RDzCgOgu+hec7e9zPCF/EBVXGJLR1rQvx8xzco0DWjWc1MoiyJQOxBbtGjN5pxL313jllVfyfWz9+vUFPp5deno6Tpw4oZKcFFEk0clsleKS2S52Mgs/P9kfy/6awtSvXx+TJ0/GzTffrNo7+/v7q3U5ly9fjueee07Nqnn99dcRFRWlZtkUZNKkSartJ1Fx3WtZiAhTMvbaqnvXyZbMtrz+MWDZa8DKt4BmQ+RKttFRkROVNodI4Vu89tprajBWaXNISQeOlS1bttBjy+AwOynsy+9/yR8yeCwoKEjlQGmxOWvWLPXYiy++WODxmEN8WxTicZ15t9pfYGPRv9Qa9NVn15zdqc+uKVfX6IjIA3NIUZeIef7559VAMCnix8RkdpkoAmnnL9q1y/tvv8jISDRo0ACbN29GYmJiieIn79XevAehplSc1cpgl1bL6HC8V/0b9NvjG4GkC0BoOaMjIg/KIa6Y4S/nG35+fpzhT8UmxZtypgRc1kKxwdbQ6HC8T6NBwKHletG/8xNGR0NOroXYc8hjjz2GZcuWuXX+ICqJjuZd8DdZcdhWCUe1SkaH42NM+MvaEnf4LQMOLgHq6xMRyPeUuOg/YcKEPFsUywyTDRs2qK0kAgICVOJzN3KSlFesffr0Qbdu3dQmn1m+Lw899JC6+Jaf8ePH46mnnsoxsq9GjRpOi528Qwiu4EG/uWp/WsYt0NynUYdjXDcK+Pt/wLk9wJ4/gCY3Gx0ROZGjcsjbb7/tkBzizIFj2ddvloK+jOD+9NNP0atXLzVLc9euXSpmGUT20ksvoWnTphg8eHC+x2MO8W29LZthMWlqiZfjWkWjw/F8IWWB6K7AoWX6bP8uTxodEXlgDinOEjEffvhhsZeIqVOnjupIk1/r/ri4uKwBZvkNDCDf1cusrzG/3NrS+84f3ElEVaBSc+DMduDAYqAli6ruyt1ySPZzBinQ29m7kEmOsbd/FjJoOHsbaPk89gHBMrAsOvrqeutyPFlWRmb4S8H/u+++w9ChQ0scI/mmGzJn+S+xtUYG12Z2vIb9gblPA8fWAYnngLAKRkdELqiFyO9jR+UPyRN//fWXOleQQcBye/ToUfXYyy+/rOIuqew5piD79+9HvXr1Svw+5D26Za4nz1n+xpDv+x1YBhwoXndB8i6lOuuXpJZ9y+/+om5StJCWlFLwKC5ZJzN7sstP9seyv6Y05KRL1toUMrumsJad0s45IiIix0ZUmLssi1HWlIhDtsqYY7seXicoUi/8ixVT5BeJ0RGRk5U2h+R+bmlyiDPZL9gJidPe9lkK/qJJkyZqrebKlSurrws7oWIO8W1s7e8EbPHvkdwphzhziRjxr3/9S93K4DC5ICgdYuzxy4W9QYMGqXMQ6TAgxR2i7HpkFv3Z2t+Fs/3Z4t/tuVMOsWvdujUqVKiQtR07dkzdP2XKlBz3P/7440U+pgxImzlzptqXQtXo0aPVOUd+mwwOIMotxrxZ3S6xtoGvix73Z75biUVWB6q0lN8qwIFFjgyXnMARtZDsz3dE/pAuAwMGDFCTTH755Zesgr8jScfjSpUq5bvJwDIi+T3W3fyP2mPR3xirbU1h1UzA+b3AZf1vSfI9Jf6NLCPFcpNChZxItG/fPt9ZLtnJc6VgXq5cOXURrEOHDnmOmCuKqlWrZu3LhbAWLfL+xWK/SJb7NaWVvY3noUOHHHZcIhGINIzy008iPrDeDJu3ztK5/lFgzQfA6e3AvgVAw35GR0ROUtocIi3RpM29jDqWlvulzSHOHDiW/XnSzrlNm2svlshsHSnkyEnatm3bcObMGXXiRJR7bbQuZn3N8Pls7e84jQYCf44FTmwE4k4Akfkv8UHuwd1yiDOXiBGSH44fP4633noLH3zwgdokb8hSMbJJoWbcuHGqW4ys1VzYZ7e3FbV3iyHvVct0GnXNp5CuWbDalv+AFHLgkjGr3tFn+tusgLngn0cyhrvlEFcNPpalNeUcoyApKSkuiIo8NY+wgONE9fsCp/4B9s0HWt1pdDTkxFqI/O0uEwenTp2qXuOo/CHLDcu1Jvs2ZswYNdDYUTp16qQGIBMVJNp0GjXN55CmWbDG5l4TsnxFPMKwVauHtqb9eov/tvcbHRJ5Q9FfSMLK63Fnaty4sZo1KSc1O3bsyDfRymNCLo4V9UIbkdGGW5ahgikOx2wV8Ku1M7y6zXL7B4G/p+qz/eXCmRtePKHSK20OkSKFXGx78sknHTLT3ZkDx7IXeSRX5Udm/NsdOXKERX+6Rk/zVgSaMnDQVgUHNBamHSa8MlDjOuDYWn0tTXvXGXJb7pZDnLlEjJBzHIlX8oTM8JRZ/bLZXblyRbX4T0pKQnBwcIHHkuMUpUUneYcemTNtNtoaIgH5/98kB6nWDggqA1y5DBzfCNS8zuiIyANyiF1sbGyJXieDD/Jr3dyjR48cM1GJiquXeYu6XW9rhETmEedp0A9YMRk4uAzISAP8AoyOiJxUC5EcIkX/e++912E5pGvXrtd0EZMBwURGtfaXc49kBBkdjs/6y9oSbc379Rb/LPr7JIdOF7avbV+/fn24mlxE69xZL4bOnz8/z+fIyc6CBQvUfp8+fRz6/mvXrs3ar127tkOPTb4tAOl4xE9vOfyh9SbvX0Ot02jAL1ifcSlrLJPPMDKH2AeOZR8c5qiBY1KkKWzmpch+Qc4dZwqR8fpaNmSb5c//I85p8f+70ZGQB+YQZ5O1nKVTzP3336+6i61atQqXL1/GqVOnMHv2bNXu+cMPP8R1112XY3BaXsaPH68GCNg3e/to8u5izTKbtA0mp7P4AfVi9P39+nUH8gzenEOIHJFHuESMk1VtDYRWAFLjgaNrjI6GPCx/FOV6E5Eri/7sDGOsrO//ob8Aa4bR4ZABHFo9NLrNy3333YeVK1di2bJlWLdunbrwld2sWbOyWu/LiLqikkJMQQUYae/2/PPPq/3Q0FB1UY7IUQZbVqKK6SJOaWXxk7UbvF5YRX0U2roPgRVvAXV7GR0RuYiROcQ+cExyiAwce+aZZxw2cEyWsZGTQMlNsu5zfnbt2qVuJd9ER0eX6HOQdy/zIjP9xXxrB6PD8T6NBwELnweOrAaSLgCh5YyOiDwohzhziRj7OY58vu7du6s8ZD8viYyMxK233qryl6wDKuc5Mqvnm2++yfdYgYGBaiPvF4wruN6s/93BYo0L1e8D7PgZ2L8QiHnJ6GjIQ65lEbmjUKTgOuYR15AJCJI/ts7Q80ed7kZHREXE/EF0ddJiR7N+XZNFf2Nt0+oAwVFAyiXgxCZ2H/NBXrUwuFwQa968uSrMDBkyBEuWLFH3S8t/KfiPHDlSfS2t/3MX5qUdmlxAky13W7UVK1agd+/e6gKarKeZfU00eQ9poyODDISspVmmTBkXfFryDRrut+hFxs8yBiAN/vAJMtvf7KcXX07r61cTuSKHCPvAsdxKOnBMPPDAA+pWcsbmzZuveVzaNMsazUIGrMmsTaLsupq3I9SUihNaOWzX2FHI4aKigcotAM0G7J1rdDTkYXIvEZOfkiwRI4PF5s7V/0+OHTs2z4HIFStWzMpLMvOfrZxJyEW3QFM6jmvluSSMK9XrrXfjkXOY+JNGR0NEVGJdzNsRYLLikK0yDmtVjA7H+0nRX+zLu3stkZF27tyJZs2aqQkzYWFhaNiwoaqzbNmidwMhamvep65ZndMisVuraXQ4Ps0mJd86PfQvDiw2OhwygFcV/f38/PD777+rGZJyUU0K9TLzXrbbb79drZvTunVrzJgxo1jHlQtnUqiRi2k1atRQCU4KMnJceY8NGzaottDPPfccnn32Wad9PvI9HUx70Mh8DMlaIGZZfWikb2Q1oNEgfX/DZ0ZHQz7CWQPHxF133aXWeMt+bDmuvaBz00034fTp0yqXvP766y75vORZeps3qduF1nZs7e8s9ryzd57RkZCHceYSMfYuMKJu3br5Ps/eUlS6CZw9e7bIsZP3sneHWWZtxbzhSqHlgWpt9X1eZCMiDxaTtUQMZ/m7hHS5lMkvFw4AFw4aHQ3RNcuNybWr4OBg1fF43759+Oyzz9C2bVu88MILRTqGvE5qM9k38h7ds1r7N4fmXSVHz1Q387r1Qf3aNvmWYrf3l1nv2UnL4vweK43sxy0OKfhv27YNb731lprpcvjwYfj7+6uWl3fccQdGjx6NgICAYh1TikByvDVr1mD79u0q0ck6mlL8l7WaZab/qFGj1POIHOkev0Xq9ldrZ8QjFD6lw0hg16/Ath+BG14BgiKNjogcwFE5JCkpSd2uXr1aDcByRA6xDxzr2bOnKtzLoC75PS/F+StXrqjnlGTgmJBi0G+//aYGC0gBx35syU+yprKQ/WnTpqFXLy5p4amix/3plOOaYEOMRb/otsTWxinvQQAa9gOWvwEcWgakpwD+wUZHRB6SQ5y5RIx9MIE4cuSIOvfIy5kzZ7L2ZfYN+ToNPS160Z8tmQ2arXliI7BvAdCmeN2hyPdyCJE7kvMPex5ZwjziGkERQK1OwOEVev7o+KjREZETaiEF5RB3zB8ysHjy5Mm4+eabUbt2bXXdKi0tTS1rIJMfN23apCauREVFqa5kBZk0aRImTpzostjJtbplFv3/srY0OhQS9TKL/ic2A8kXgZCiTTog72DSitn/US482dtKym1GRkaej5UqqFzH9XYysk3W5JTCT0REhNHh+DxnFW2KqwIu4e/AJ+BvsqJ/6iTs1mrBU8S+ObD0B5FfTR90BM7tBvr9B7j+EUeERgZzZA6RYnz2YoijckhCQkKOgWPyHg0aNChw4JjM9LefvMhrZABafiOb33//ffzwww9qZHRKSopq8SyF/jFjxqh2acXFHOL9+aOV6QB+DXwJCVow2qR+jPTij9n0Sg7JNbnzzrtNgfgTwJ0/Ag36Ovb45NU55PPPP8dDDz2kXi8DhWWplux+/PFHDBs2TO0vXrz4mo4x+ZFCvz2n3HjjjWpwWl4XD1u0aKGWoJHbf/75p8hxM4d4Z56pbzqORYHPIlXzR8vUT3AFgU6PzVuVKNfIxbVPewIBYcCzhwG/4k06IN/LIZ6KOcR7c0oL00H8Hvgizz9cnWfWTAMWPKe3Zb73NyPDIifWQvLKIY7OH3L+IOcRL7/8srpe5QwyOUYGKkgHZBl0LEsiS07Ij1wPky17DpGOyswhnp9DKuAyNgQ9CptmQrvUD3ER/Pd0i9widZWzu4DbvgCaDTE6JHLh394l6rUh4wTsW0GPlWYj8nV3WJapgv8GWwOPKvg7jPzR3P7Bqy3++XvBazgqhxT0/NIIDw9XBXzp7JKYmKgS6saNG9Wo5fw6xchJlP298yv4i8DAQHWc9evXq44xcsIjgwSkWFSSgj/5hhjLZnX7l60FL7g5O+806Kfvs8W/23LXHOKsJWJq1aqliv3ijz/+wD333IODBw+q90lPT8fff/+NHj16qIK/KGyGDfmGnpktmdfYmrDgb4QqrYDQikBaInB0jdHRkAfkECJ30yuzy9hKW3Oef7hS/cxBx7GrgdQEo6MhJ9VC8nuNpwkKCsIbb7yh9uXamf38p6DrYVKkyr6Rd+iaOct/hxbNgr+7LRsjDiw1OhJysWL/5SYjuPIbwVbQY0RUdH7IwJ1++h9L32TcAJ/VYhiweAJwYT9w+C99tDN5NEflEKvVqtood+nSBRaLxcFRErmX3uZN6naxNXONYHKehgOAjZ8D++brg834d61bcecc4swlYr744gv069dPtc/89ttv1SbHltaa2WcEybIC997LVuKezhFdY3qa9W4Py2ytHBARFZvM3qt/A7B1BrB/IVCnu9ERkZvnECJ30ytz8BjziIuVrweUrQtcPAgcXAY0ucnoiMjBtRBvyyEdO3bM2rcPQibf082iF/1X2FoYHQrlbvG/5n3g4BJe3/IxxS76y5otJXmMiIqut3kzKpsu4ZwWgfm2DvDpNc1aDtdn+q//lEV/L+CoHGJvZzNnzhyODiavVt10Do3Nx2DVTFhu49poThfdBfAPBRJOAae2AlW5hqk7cfccIp1etm3blmOJGFn3smnTpgUuEVOY8uXLY+3atZg+fbrqGrB161ZcvHhRDTSoWbMmOnXqhIcfflhdPCQKRzLamfeq/aUs1hgne9G/7+tGR0MekEOI3IUsNdnCfFjtL7Pyb2GXkyXG1n4A7FvAor+bcGQthDmEvI0JNnQ271D7K60s+ruVmp0AvyD9+ta5vUDFRkZHRC5Sovb+RORc91gWqdsfrD2RBn/4tPYP6bd75wJxJ4yOhojIpWLMemv/jVpDXEa40eF4P/8goF5mCzS2+Cc3WiJGCvwPPvgg5s+fj9OnT6tZ/ikpKarV/zfffMOCP2XpYt6ulgg7aKuCY1olo8PxXXV6AiYLcH4fcFEvnhEReYKelq3qdqutLs4j//W5yYlFfyGDxmw2o6MhKpAMTLarXbu2obGQMRqbjqKCKR5JWiA2a/WNDodyX9+q1UnfP8gW/76ECzMRuZm6phPobNmpZnV+l5FzzVefVLExUKsLcGQVsOlLoNcLRkdEROTyov9iaxujQ/GK9tixbw4s/MUN+gO7/9CL/j2fc3xwRERO1NOsF2vYktlgwWWAmh31c5gDi4EOI42OiIh8UEmWjInJbO2/lLP8jZuZGRAOJJ0FTm0BqnGJNzKGDEguaOmC1NRUPP/882o/NDQUMTG8hu2Lupq3q9s1tiZIZ6nR/dTtpRf8Zev4qNHRkItwpj+Rm7nbsljdLrG1wUmUNzoc99Ahc7b/pulARprR0RARuUQYknG9eZfaX2zjxR7Xzq4xAae3AXHHjY6GiKhY7TXtMzSX2liscYsW/0JaNBMReYAApKuOMWIJ84gx/AKAuj31feYPKqJLly7h/PnzWZsts0tEcnJyjvulE1nujmNS2JctNjY2x2MrVqxA7969VVex48evnhenp6djyZIl6Nq1K9atW6fue+mll1CmTBmXfFZyL13N29TtShtb+7tt0V/ErgIyUo2OhlyEw2+I3EgIrmCIZYXa/9rax+hw3EejQUBYZSDxNLD7d6D5bUZHRETkdN3M2xCQ2aL5sFbF6HB8R2h5oEYH4Ng6YN/8q8vMEBG5uaamWFQwxSFRC8JGW0Ojw/H6WbKFdo+p3wdY/DIQuxJISwYCQhwfIBGRA11n3o1QUyrOaGWwU8t7ySFygQb99GtfUvRn5zEqgtatW+PIkSPX3D9lyhS12d1333346quvijzTX4r7song4GA1oz8uLk4V/oXZbMa4cePw7LPPOuyzkOd0iwlCKtqb96n9VbZmLoqKiqViEyCsEpB4Rr/GVbub0RGRC7DoT+RGbrWsQoQpRRV4VtuawifbKufF4g+0vR/4601gw2cs+hORT+htyWztb2Nrf5dr2F8/IZIW/yz6E5GHtfZfbWuGNPgbHQ7JMmUR1YH44/rsmgYc1E1E7q1Xjtb++bf1Jhd1ijm1FUg4DYRXNjoi8kHNmzfHW2+9hTVr1mD79u2qU8Dly5cREhKCJk2aqJn+o0aNUs8j39TBvAeBpnSc0MrhoFbV6HAoL7JER52ewLaZeot/Fv19QrGL/haLBc4mLWUyMjKc/j5E7kXD3ZZFam+GtTc0rr6RkxT9V0wBjq4BTu8AKnMEoSdydA6Jioq65j7mEPIGFlizijdLrCz6u1yD/sDiCcDhFUBqIhAYZnRExBxCVCh7a/9ltlZGh0L2i2xSuNn0JbB/IYv+BmMOISqMllX0Zx4xWFhFoFpb4MQmPX+0udfoiHyaM2ohuXNIafNH7tb8RSXt/WXLS7ly5TB27NgSx0Ter2vmcjArrTLwgwPF3LrFv73o3zvvn3fy8aK/tHaRRCS3ROQ47U170dh8DClaAH6yctTVNSKqAI0HAbt+02f73/hfoyOiEnB0DmEuIm/V1rQPUaZEXNLCsElrYHQ4HtlqrlQqNASiagOXDusnRk1uct57UZExhxDlryzi0cp0UO0vs7JY4zYa9M0s+i8AtCn6QAAyBHMIUcHqmk6ilvksUjU/rLJx5q7h6vfVi/7S4p9Ff0M5oxbCHELeoIu96G9rYXQoVJA6PfTbU9uApPP6kpbk1Uo0lZiJicjx7vHTZ/n/au2MeIQaHY57aj9Sv932I3AlzuhoqISYQ4gKF5PZ2l9m2Vjh/C5LlIsUZaTFv9g33+hoKBvmEKK8dTVvg9mkYbetJs6grNHhkJ200LQEAJePAuf1NU/JOMwhRPmzz/JfZ2uMZAQZHQ7JoDFxcBmQkWp0ND6P+YMopwq4pCYv2jSTRy9R7BPCKwGVpGOyBhxabnQ05I5Ff5vN5vTNarU659MSuakKuIx+5vVq/xtr5tpddK3oLkCFRkB6EvDPTKOjoRJwVJ6QdcSE3DKHkDfqbdaL/ovZ2t842Yv+Nv5ecQfMIUT562H5R92yJbObCQgFanXW9w8sNjoan8YcQlSwGIte9F9i4/mHW6jSEgirrF//il1ldDQ+zZE1j/xyCPMHeWpr/+1abVxGuNHhUGHq9rw6kIy8XrHb+xOR491mWYEAkxWbbPWxS4s2Ohz3nnnZ/iFg7tPApq+ADqPYIpOIvE4d00nUNZ9CmmbBCrZJc9mSALFvDsx5R82OQGAkkHwBOL4RqHmd8wMkIioBE2zoZt6m9v+ytjQ6HMqtXm/g0DJg/yKg42NGR0NEdI0IJKGdaa/aX8rBY+5BrnU16ANs/hrYvxCoF2N0REREWbpa7K39uRyMR6jbC/j7f/ryldK5hPUUr1ai9v5E5EgabrP8pfZmWjNHXVH+mg8FLIHA2V3Aqa1GR0NE5HAxmbP819qaIBEhRofjuyz+QP3M7jt75xodDRFRvpqbDqOcKQHxWjA2afWNDodys+eSI6uBtCSjoyEiuoYMHPMz2bDfVg3HtEpGh0N29fte7TzG9vJE5EYDjruYd6j9VSz6ewaZ1CL1lISTXHLMB7DoT2SwNqb9akZnshaIuVbOIixUcBmg8SB9f+t3RkdDRORwvS160Z+tNd2sxT8RkZvqYdZb+6+2NUMGm/m5n/INgMiagDWNLZqJyC31tOgTKrhEjJup0wOwBACXYoELB4yOhohIaWQ6hgqmOCRpgdhs44Bjj+AfDNTqpO/LbH/yaiz6E7lBa38xz9YBSQg2OhzP0Oou/Xb7LCAj1ehoiIgcpgwS0Nakj7pl0d8NSBtNsx9wbg9w8ZDR0RAR5alHZrHmLxtb+7slaZ9pb8ssLf6JcklOTsa8efPw2muvYfDgwahVqxZMJpPaJkyY4JD3OHPmDMaOHYuGDRsiODgYZcuWRdeuXfHZZ59B4wxi+PqMze6Zg8dY9HczgWFXizTS4p+IyA10zVxWTLpTpsHf6HCoOC3+BYv+Xo9FfyIDBSEVgyxr1P5P1m5Gh+NZo53DqwIpl4C984yOhojIobM1pbXmblsNHNcqGB0OBUfpbdDEXs72JyL3HCzW0nRQ7S+3sujv9i3+Dyw2OhJyQ+vXr8eAAQPw4osv4pdffsHRo0cdevxNmzahadOmeOedd7Bv3z74+fkhISEBq1atwsiRI9G/f3+kpaU59D3Js5aIKW+KR4IWjI22hkaHQ7nV76PfsuhPRG7C3tp/JVv7e2bRXzqPcRKlVyt2779evXplG7BuwpIlS/J8rDRyH5fIW/Uxb0SEKQXHbBWw1tbY6HA8h9kCtBwOrHoH2DoDaHqL0RGRi3NIRkaGuh00aJC6aJUdcwh5Q2v/xba2RodCdg0HALErgX3zgI6PGh2NT2MOIbpWV/N2WEwa9thq4DTKGR0O5ad2N8DsD1w6DFw4CJSra3REPsfdc0hUVBTatGmTtY0ZMwanT59GacXFxalYL1y4gEaNGuGbb75Bu3btVJH/008/Ve+zYMECPPnkk/jggw9K/X7kuUvErLI1QzqXiHHPov+C54DY1UBqoj77n1zKkbWQ/HIIz0HIUwQiDdeZ96h9Fv09TKWmQGhFIOkscGw9ULur0RGRkxT7r7nly5erRCTtv+Q2r8dKI6/jEnl7a/+fbV2hsfFG8Vv8S9FfZssknAbCKxsdERmQQ1avXp3ja+YQ8mT+yMhqrbnEytb+bqNhP2DBeP1Cm3SYkdn/ZAjmEKJr9bDoeWM5W/u7t8BwoFZH4PAKvcU/i/4u5845RNrsX7x4Mcd948aNgyO89dZbavCAtPSfO3cuateure4PCAjAY489hvj4eDz33HP45JNPVOG/QYMGDnlf8hw9M5eIYWt/N1WuHhAVDVyKBQ7/BTQaaHREPscZtZDsOYTnIORJOpj3INCUjpNaWRzUqhodDhWH/J6p2xPY9oPe4p9Ff69VoipjQet9yWOl2Yh8RVWcz2qHw9b+JVC+HlDjOkCz6cmKPIajckhezyfyZO3NexBuSsE5LRL/aHWMDofsytYByjcENCvXPnMDzCFEOddh7pY5WOwvFv3dX73e+u2BRUZH4rPcNYdYLBY4y9dff61uhw8fnlXwz2706NEICwuD1WrFjBkznBYHuaeyiM+2RAyL/m5bpGGLf8M5shaS+zVEntZlTKy0tlBnI+ShLf55bcurFXum/7Jly0r0GBHldKtlFcwmDWusTXBcq2h0OJ472//YOmDLDKDTE/rJELk1R+WQpKQkDBw4EHPmzEFoaKiDoiMyVox5i7pdam3N7i/uONv//F5g3wKg2RCjo/FZzCFEOTUxHUEFUzwStSCuw+wJ6t0ALHpJX0czPQXwDzY6Ip/iizlk7969OHr0qNrv379/ns+Rgr90Gpg3bx4WLlyIiRMnujhKMlI38zZ1XWqnrRbOgt2s3JYU/dd/AuxfLNViXvtyMUfWQjwphxAVVPSXJWHIA9Xpod+e+gdIugCEcnk4b1Tson/37t1L9BgRZafhNstfao+z/Euh6S3AvP/TCzEnNgPVuQa2u3NUDpE2lKJLly6IiIhwSGxExtIQY96s9pbaWhsdDOXWoB+w+j19do3NCpidNyOP8sccQpT3Osx/25pyHWZPULExEFENiD+hLxlTP3PmP7mEL+aQHTv0zoKiWbP8L87LY1L037Vrl4siI3fB1v4eIroL4BcExB8Hzu4GKjUxOiKf4shaiCflEPIN0eP+LPJzK+ASGpuPwqaZWPT3VLI8csWmwNmdwOHlnNTipTiNjMgA7Ux7Udt8Rs3KmWvrYHQ4nisoEmh8o76/9VujoyEiKrE6plOINp9BqubHkyd3VL0DEFQGSLkEHN9gdDREREqPzGINW/t7CJmZWS9G32eLf3KBkydPZu1Xq1Yt3+fZH5NiVGJiYr7PS01NVc/JvpHnMsOG7pmDx5axtb97k84wtTMnDLHFPxEZxL5M8Q4tGpfAQSseq25P/ZYt/r0Wi/5EBhhqWaFu51qvQwqCjA7Hs7W+S7/d/jOQfsXoaIiISqRXZmv/dbbGSALb/bodi9/VtZj3zTc6GiIiRCARbUz71f5yK4v+HtXiXxxYbHQk5AMSEhKy9kNCQvJ9XvbHsr8mt0mTJiEyMjJrq1GjhgOjJVdrZTqAMqYkXNZCsVWrZ3Q4VJQW/2I/B40RkTG6WPTW/ittzY0OhUqjbi/99uByfckY8jos+hO5WDCuYKBlrdqfZeWSGKUW3Q2IrAGkxgF75hgdDRFRicRkFv3Z2t/NW/yLfQuMjoSISM20sZg07LdVwwlUMDocKqo63QGzH3DhAHDxsNHREBXL+PHjERcXl7UdO3bM6JDIAa39V9hawAouXeX27AOQj64BrsQZHQ0R+RwN3cx60X8Vi/6erVYnwBKoLxlzXh9ETt7F6Qv/7d+/H8uWLcOWLVtw7tw5NWo4PDwc5cuXR5s2bdCjRw80aNDA2WEQuY3+5vUIM11BrK0SNmgNjQ7H85nNQMs7gBWTga3fAc1vMzoickEOsa99duDAAZVLiDxZBJLQ3rxH7bPo78akJbPJDJzdBVw6AkTVMjoiKgRzCHmzHpktmf+ytTA6FJ9V0BqosW8OzH95shrXAUdW67P9O4x0XoAEX88hEq9dcnJyvutHy2N5vSa3wMBAtZF36GnWi/5s7e8hytYGyjcAzu8DDi4Dmt5idERUglpI48aNjQ6PqEQamY6hgikOyVogNtlYy/P4JWNqdQQOLddb/Ffgv6e3cVrRf+3atRg3bhxWrlxZ6HO7du2q2oR17NjRWeEQuY3bMlv7/2SV9bhMRofjHVplFv0PLQPiTwIRVY2OiFyUQ9q3b88cQh6vm3kb/Ew2NVvzqFbJ6HAoPyFlgRrXA0f/1tfSZKHGbTGHkPfT0N2iF/2X21is8cjZmiz6uy1vyiFVq149Lz5x4kS+RX95TMjjYWFhLouPjFMRl9DMHAubZlIz/cmDWvxL0V9a/LPo73aKUwsZOHAgJk+e7Lb5gyi3ruZt6nadrRHS4G90OOSIFv/2ov/1jxgdDXlCe/8JEyaokx9JcpqmFbqtWLFCPf+ll15yRjhEbqO66Sw6WXapE6vZ1q5Gh+M9ytYBanYCNBvwz/dGR0MuyiGCOYS8QU+L3tp/CWf5u78GffVbtvh3W8wh5Asam46ikumymmmzwcbOYR6n/g367eEVQPoVo6MhL84hzZo1y9rfsWNHvs+zP9akSROXxEXGsw8c26bVxgVEGh0OfL1rTF5bgS3+DywCbDaXxkmOq4WI1atXu3X+IMqta2Zrfw4U86Kiv4hdCWSkGh0NuftM/4kTJ+KVV17JcV/r1q3VyLWaNWsiNDQUSUlJau2vNWvWYPPmzeo5NpsNr7/+OkwmkzpGaUjbnLfffhs///wzDh8+DIvFopYQGD58OEaPHo2AgAA4yiOPPIKPP/5Y7deqVQuxsbEOOzZ5nyFmfbTnaltTnER5o8PxLq3v0mdfSov/Lk8BJnZR8ERFzSEHDx7EJ598kvUcR+YQIlcyw5bVWnOplUV/t9egH7D4Zb1Qk5YEBIQaHRFlwxxCvtbaf42tCVLhuHNbcpFKzYCwykDiaf38xX7RjQzljTlEroNJ7EePHsX8+fMxdOjQa54jn8k+K7VPnz4GRElGsJ9/sFuMB67D7B8KJJ4BTm8DqvLfzx0UpxayatUqbN261e3zB1F2QUjFdZlLUrLo70XnI6EVgaSzwLF1QG3pSE3ewqFFf0lar732mkpWMnKtR48emDp1ao7Rxbnt3LkTTzzxhFrrRl4jrdFuvfVWtGpVsj9cjhw5ot7XXnwPCQlBamoqNm7cqLYZM2ZgyZIliIqKQmlJzNlP9ogKYoItV2t/cqgmNwNznwEuHACOrQdqXmd0ROTEHBIfH69+/8rgseeee85hOYTI1VqZDqCsKRFxWgg2aVxHy+1VaAiUqQlcPgoc+gtoNMDoiCgTcwj5kqut/VsaHQqVhAxOltmaW78FDixh0d8NeGsOkc9z7733qs82c+ZMvPjii4iOjs7xnGnTpiExMVFNlrnrrrsMi5Vcxw8Z6JI5Y3OZ1X3+v1IR+AUCdXoAe//UW/yz6G+44tZCJIdERkbm6ArgjvmDKLsO5j0INKXjhFYOBzUuqes15yNyDrJtpt7in0V/r+LQ9v4ffvghrFar2h8yZAgWLVpUYMFfNG3aVD3vtttuU1/L6+U4JZGRkYEbb7xRFfyrVKmijisj6ZKTk9UJTnh4OLZs2YK7774bpSXHHDlyJPz8/NCuXbtSH4+8X3vTXtQwn0OCFowFtvZGh+N9AsOBJplrmrHFv0cqSQ5p3Lixw3IIkRFiLJuzZtlYYTE6HCrKiZHM9hf75hsdDWXDHEK+IgzJaGvap/ZZ9Pdg9TNbNEvRhgznDjnk0qVLOH/+fNYmM0Dt156y3y8F+twtpaXYJFtenSeffvppVK5cWR1H1pDetGmTuj8tLU3FKwMBxKhRo1RnAPJ+bU37EWFKwXktAtu0OkaHQyVdImb/QqMjoRLmD/Hbb7/xHIQ8rrX/SmtzNa2RvIR94LEU/cmrOLToLzPo7bPrP/vsMzVSuEhBmM1qpLS0u8l+nOKaPn06tm/XfwlJa//evXtnHX/YsGFZbfjnzp1b4vewe/7551Vbt2effVYNXCAqzC2W1ep2nrUDriDQ6HC8U4vb9dudvwAZaUZHQx6WQ4iM0Mu8Rd0uYWt/z9Ggr367b4Es6Gt0NJSJOYR8RWfzDvibrDhoq4JjWiWjw6GSqtMTMFmA83v17jEEX88h0gq6QoUKWZu0gRZTpkzJcf/jjz9erOPKjNI5c+agXLly2LVrl5q0EhERgbCwMDz66KOq+C9t/d99990Sx07uuSZ8fuvC97TorcX/srWA5tjLwuTKov/xDUDSBaOj8XnukD+InK2beZu6ZWt/L1O3p3576h8g8ZzR0ZADOfSvu5MnT6rRxT179lQnFsVRpkwZ9OrVS7W1keOUtOgv5P1l3Zzchg8fjtq1a6v9r7/+GiW1du1a1apHRkG/8MILJT4O+Y4ApGOgZa3a/8XWxehwvJe0opH1Ma9cBg5w1oynMTqHELlaNZxDY/MxWDUT/uJsTc9Rq0vmWpqn9ZMjcgvMIeQrupv13zu86ObhgssA1TO7vx1YbHQ0Ps/bc0jbtm3V0ppjxoxB/fr1kZ6ergpNXbp0waeffop58+YhMJATE3xFD7Ne9F/O1v6eKbI6UFEmn2mcnekGvD1/EFXCRTQ0H1fXrVbbCu9iQR4krCJQWbo3ADi03OhoyIH8HHkwGSmcmpqKqlVLtraHtByzH6e4pFXZ6tX6TOr+/fvn+RxJwv369VMtcxYuLFkbJPl8I0aMUAlZRuQFBQWV6DjkeydVkaZknNaisM7W2OhwvJfZAjS/DVjzPrDtR6DRQKMjIg/JIURGsM+y2aQ1QBz4/9Zj+AfpI6L3zNFn+3MtTbfAHEKeJL/Zl4XT0MPyT9ayMOQFLf6PrQX2LwbajTA6Gp/mDjkkr9b8RSHt/WUrTKVKlfDOO++ojXxXVZxHo8xBxxw85uGz/c/u1Fv8txhqdDQ+zR3yB5EzdbPos/y3aXV53cob1Y0BTm8HDi5hPvEiDp3pb59Ff+bMmRK9/uzZs+o2Ojq62K/dvXt31ppnBa2dY3/s9OnTuHjxYrHf55VXXlHv9eCDD6J79+7Ffj35ppszW/v/bu0EG9unOVfzoVfXWr4Sb3Q05CE5hMgIMebN6nYpW/t7cIv/+UZHQpmYQ8gXNDAdR1XTRVzR/LGWA4k9X70brs6s4dJkhmIOIV9hHzi2WavP4o0nq9/naqcYm76ePBmD+YO8XVezvpT2ClvmjHDyLnV76bfSOYbLV3oNh1YfBw8erGbAL126FImJicV6rTxfXiez8W+99dZiv3f2NjjVqlXL93nZHytu65wtW7Zg8uTJaoS0rKtWUjICMD4+PsdG3iscyeiduWbzb9bORofj/aq0BMo3ADKuALv/MDoa8pAcQuRqwbiCTuZdan+JrY3R4VBJL7Sd3AwklOwCDzkWcwj5UkvmNbYmSEWA0eFQaVVuAYRWBNKTgKNrjI7GpzGHkK/omZlHlrG1v2er0QEIjARSLgIn9IHkZAzmD/JmJtjQJbPov9LKor9Xqnk94B8CJJ4BzurXKMnzObToP3LkSFSpUkUlrccee6xYr3388ceRkJCgXj9q1Khiv7e81i4kJCTf52V/LPtrCpORkaHa+svt1KlT1bo7JTVp0iS1zo99q1GjRomPRe6vn2U9Ak3p2G+rhp1aLaPD8X4mE9D8dn1/+49GR0MekkOIXK2TeafKDcdsFbBfy3+wIrmp8MpAlcyLpQcWGR0NMYeQj+hpZmt/r2I2A/V66/vSopkM8//s3Qd4VGXWB/D/zKSQEAi9l9BrQECkSyhSFERFiohgw3VX3XVF/WSxgJVV7L2LCksRVJr0XpXee0LvJYT0Kd9z3ptJAiQhmczknfL/Pc995pIpOdlFTu4973sOcwgFghCko4N5hzpnHvFxlmBj3Jhg/tCK+YP8WVNTHMqYruCyIwxbHHV1h0MFHCeX23GVoFAgqqNxfmCxlljJy4v+ZcqUwfTp01VB/Oeff8add955w7lkhw8fxl133YUff/wRpUuXxi+//IKyZcvC24wbNw5btmxBnz59MHBgRkHRRaNGjUJ8fHzmcfToUbfFSd6nn9lo7f+b2uVvQiDLV7Jxh+h7jcfYFcDlk+7/fPIIV3LIkSNHfCKHEF2rW0YHmMV2ae0f2LnBZ9XvZTyyxb9XYA4hfxeBJNxs3qvOl9mb6w6H3HXdI3OZnS2aSRvmEAoEt5j3INyUitOOUtjFDSn+03ls/3zdkQQ0V/KHGDJkCPMHeb1O5m3qca29CawI0h0OFUWLf/ILBf6vVRLSjfzrX//Cm2++iTlz5mDu3Llo37492rVrhxo1aqid9klJSeoCad26dVi9erVqgxMaGqret2/fPnUMGzasQHGVKFEi81w+PzfZn8v+nrzs2rULr732GiIiIvDZZ5+hsORnlYP8XwVczGzf/Lu9ve5wAkeZWkD1NsDR9cCO6UD7J3VHRG7OIfv371evvemmm9ySQ4iKlgNdLUbRf4kq+pNPqt8TWD4OOLgUsKYaK6TJo5hDKJDJ7sxgkw2H7JVw2FFJdzjkLrJT02QGzu4BLh0BStXQHZHfYg6hQNc1Y9Gx0dqfi459nrNTzMmtQMIpoxMZeYQ7ayFSBxF//PEH8wd5vc4Wo+i/wt5MdyjkSXW6GY+H1wBpSUBI7l3UyU+L/g8++KCaNZNfdrtdJTRnUruWXCTJ56WlpWHs2LHqa/Lngia6KlWqZJ4fP34czZrl/I+RPJfTe/Ii7Xmc8ckKvGtn9EjLf+fP4nxOEndwcHCBfgbyP30ta2A2ObDBXh/HHBV0hxNYogcYRX9p8c+iv9dwdw6R592RQ4iKUhPTYVQyXUSiIxTr7Y10h0Oukvb+ERWN2WeHV2etjiaPYQ6hQBbD1v7+Kay0sVj5yFpg/0Kg9SO6I/JbzCEU6Lo4i/5cdOwfSlQEqrQATmw28kfLB3RH5LfcnT+cmD/ImxVHMlqajIWOK+zRusMhTypXDyhZDbh8DDiyJmtRGQVWe38pbuf3uNHrc3u+oBo1agSzzMQDsGOHMaMqJ87nKlWqpFrw5EdsbGxmW37pDnDtMXHiRPW8rNhzfu3TTz8t8M9A/ucuS/bW/lSkmtwDmIOMVc9n9+mOhjyQQ/L6PCJv1tW8ST2uskcjFSG6wyFXye+dzraa+9hWs6gwh1BgciDG4iz6s7W/33HeWJOiDXkUcwgFqijTSdQyn0aaw4JV9qa6wyG3t/hfoDsSv+eNtRAiT2pr3qW6jMXZK+Koo6LucMiTZFGTdB8T0smSAm+n//Dhw+GNpFVOhw4dsHLlSsybNw/PPffcda+RBDp/vnFTtkePjF+MiDykjuk4os1xSHdYMMfWRnc4gad4WaM9jcw3k93+XV/UHRG5MYekp6erBVcyB41dVcjXdMto7b+Yu2x8X/1ewOafgL1/AL3GGRdL5DHMIRSoGpqOorLpApIdIewQ44/q3QYseQ2IXcFxMR7EHEKBrKt5i3r8094QiQjTHQ65Sz0ZN/bfjHFjaUAQF5R7gjtrIcwh5CtuNbO1f0Cp2824t3VgMdDzDd3RUFEX/b///nt4cxKWov/SpUuxfv16tGlzdaF12rRpOHTokDovSMucuLi4G7b5mTBhAmrWrHnD11Lg7fJfbm+GiyipO5zA1GxgRtF/GtBlNIsxXsBdOeTy5cvqQumzzz5DyZL874t8RznE4ybzwWzzNMmn1Y4BLCHApcPAuX1A+Qa6I/JrzCEUqGIyijVr7E3YIcYfVWoGRFQCrpwyZmk6d9qQWzGHUCDLau3P6w+/Iu39w8sBSeeAo+uAWrfqjsgvubMWwhxCvqKTebt6XMnW/oGhVmfAZAbO7gYunwBK5m8sOvlRe39vLvpHR0erHf39+/fH4sWLM2fpSMF/xIgR6s+9e/dGt27drnrvmDFj1PwcOVi4p8JzoJ/ZKPr/ztb++jToDQQXBy7GAcf+0h0NERG6ZOzy32qvjbMorTscKqzQCCCqk3Euu/0p4CUkJKjrCrkmiYiIQGRkJFq3bo13331Xze0srFOnTuGll15Cq1at1KiysLAwtfC4V69eGDdunNo9RP6ni8Uo+rO1v5+Shcls8U9EHhKOFLQx71bnS9lpzA/Hjd1mnHPcGBG5STXTGdQ2n1Ldi9faG+sOh9ws6oU51x+vrsVmW23jBQeX6A6RCsmviv5BQUGYOXMmoqKicPz4cXTv3h3FixdXx8CBA9VquhYtWqgVdUSe1NK0HzXMZ3HFUQwL7a10hxO4QooDjfoa59um6I6GiAjdzZvU4xIbb7j51QIzwRttAe/w4cNo1qwZxo4dix07dqiFyKmpqdiwYQOeffZZtG3bFhcvXnT586dMmYIGDRrg9ddfx6ZNm5CcnIyQkBAcOXJEjTAbNWoUEhMT3fozkX4lkIRWpn3qnEV/P+Ys2hxg0Z+I3KujeTtCMuYyH3JU1h0OuVu9jPG1+xfojoSI/MStGbv8Nznq4QrCdYdDRWSFs6sDi/4+z6+K/kIK/tu2bcPLL7+Mpk2bqp37MiNHdsOMHz8e69atQ+nS3FlHRdPaf779ZqSAMxm1ajbAeNz5K2Dj7jci0icUaeqmm1hkb6k7HHKX+j2NR2mpmXRBdzSkidVqRd++fVXHsMqVK2PhwoWqAJ+UlITJkyejRIkS2Lx5M4YOHerS50vXMpn9KYuYH3vsMezcuVMV/ePj49XXVqxYgX//+9+cDeqHJG8Emew4aK+Mo46KusMhT46LMVmMUTHSpYyIyE26ZIyIMVr7c+Sh36nTNSt/XIjVHQ0R+YFO5m3qcaWNrf0DSeb/3weXSut03eFQIQTBD8lNNdlhI0d+SRtOOVzxww8/qINIBMGKOyzr1Dlb+3uBWjFA8fJA4lljpZqzOENEVMTamnejuCkVpxylsdMRpTsccpdSNYAKTYAzO422zM0H6Y6INJgwYQK2bzcW9UyfPh3t2rVT52azGYMGDVLjxqRoP3fuXDWC7NpRY3k5efIk/va3v6nPkDEBzzzzzHXXPp06dVIH+Z8Y81b1uIxzmP1bWCmgehvgyBojl9xijCYkIiocR+aIGKPoT75C2i3nJm7cHVfnjxptgcOrjfzR5rGiCZCI/JIFNnQw71TnK+zNdIdDRWiLoy4QWhJIvgCc3AJU5WYlX+Xxov+VK1ewdetWnDt3Ts24lJtV+TFs2DBPh0bkEZ3M21HWlICzjpJYbW+qOxyyBAFN+wPrvwC2TWXR38fklkNkd6P43//+p+YZX4s5hLxR16ta+3OXjV+R3CJF/33zWPQP0BwiRX/RpUuXzIJ/doMHD8bo0aMRGxuLH3/8sUBF/48++kiNBZAxZbKbnwKJAzEs1gRWi38p+h9YxKK/F+B1CPmDxqbDqGS6iCRHKNbbG+kOhzzZ4l8V/Rew6O8F8qqF5JVDmD/IGzQ3HURJUxIuOiKww1FLdzhUhKxSKq51K7BntrFxkkV/n+Wxov+kSZPw8ccf46+//lLzLAtCWvIz0ZGvt/afbWsHGyy6wyERPdAo+u+dC6ReAUIjdEdEbsoh//jHP677GnMIeScHulk2qzO29vdDDXoDq94DDiw2RslY2GI9kHKItPBfvdr4/a937945vkY+t1evXvj888+xYEHBZq7KIgEhowHkcyiwijUVTZdUseZPe0Pd4VBRFP0XjwUOLQfSU4DgYrojCki8DiF/bO2/2t4EqQjRHQ55cgHyoleAuJVAWhIQwhncOhSkFnJtDmH+IG/R2WK09l9lbwq7/00Gp/yMjHEW/W99Vnc05C1Ff1mxNnDgQNW6UuSV5CShFXRBAJE3C0cKbjNvVOe/sbW/95CVaWXqABcOAnvmcBemFytIDsnP80TeoqHpKKqZziHFEYw19ia6wyF3q9oKCC8HJJ0Djqw1VkdTwOSQ3bt3Z+7gado09y5PzudOnTqFCxcuoEyZMjf8bOkMcOLECXXeqlUrNULgrbfewtKlS9VnlC9fHh06dMA///lP9Uj+2dpfijVp4GIiv1exKVCiMpBw0tixWTf/HUGo8HgdQv4oq7W/dBojv1W+IRBZHYg/CsSuABr00h1RQCloLeRGryHSqZPZKPqztX8AF/3F0fVAagIQWkJ3ROQNRf9HHnkEc+YYc4eKFSumWlzKzao9e/ZkrlqT1jaHDx/Gtm3bkJ6err5evHhx3HPPPdy9Qj6tu3kjwk2piLVXxFZHHd3hkJP8uxI9AFg+DtjxC4v+Xiy/OeTQoUPYvNnYNc0cQr7U2l9WS6cgVHc45G5mi9FWc+skYO88Fv0DLIc4i/KiatWqub4u+3PynvwU/fft25d5Lt0Exo4di7S0NNUOVH7G48ePY+rUqZg2bZp67qWXXsrz81JTU9XhdPny5RvGQPo4W/svtzfXHQoVBfk3qG53YPNPxlxmFv2LFK9DyN+UQgJamPar82U25hG/Jv/+yLXIhm+NFv8s+hepgtZC5Hd55g/yRiVxRbX3Fytt0brDIR3K1AJK1wIuxgKxK4GGt+uOiFzg1h4d69evx+TJk1Wyqlevntr1Ikkv+8zK77//Hr/88otqdXP27Fm88847iIiIQGJiIs6cOaNmVspriHzRnZY16nGmvT3nNXub6HuNR2lPk3hedzRUyByybNky9efXXnuNOYR8QneLUfRfwtb+/st5c23fPN2RBCSdOURu4jmFh+feTjX7c9nfk5eLFy9mnktBv0qVKli4cKGaFRofH4+dO3ciJiZG7RZ6+eWXMWPGjDw/T7oEREZGZh7Vq1fPVxxU9EoiES2dxRr7TbrDoaIiRRtxYKHuSAIKr0PIH3U2b4XF5MBue3WcQDnd4VBRtPgXUvTnLvIiU9BayMGDRkGV+YO8USfzDpU39tmr4hTK6g6HdHEuPD6wSHck5A1F/wkTJmSef/fdd6hZs2aery9ZsiRGjhyJDRs2oHLlypg/fz4eeughd4ZEVKSrqDtntMCZaZOiP3mVcvWASs0AuxXY9ZvuaMgNOUQ89dRTzCHk9coiHjdlrJZebGNrTb9VuwtgDjZGyZwzCnVUdPw1hzjHBggp7E+fPh3du3eH2WxcxjVu3BizZs1CpUqV1J9lt39eRo0apRYLOI+jR496+CcgV3U0b0eQyY799qo45iivOxwqKrVjAHMQcP4AcOGQ7mgChr/mEApsbO0fYKI6AUHFjBb/Z3brjiZguFILEbKAjPmDvE2M2cgbXHAc4OrelrUImYvIfJJbi/6rVq1Sj3Xq1CnQTElZCSdJUm5k/frrr5ktcYh8SW/Lnwg22bDLXhMHHbm3diUv2O2/Y7ruSCgHzCHkzzfczCYHdtijcBo3budNPqpYSSCqo3G+9w/d0QQcnTmkRImsOXdJSUm5vi77c9nfk9/Plh1DLVte3y1Edgo98cQT6lxahp4+fTrXzwsNDVU3G7Mf5J26ZN50Y0vmgMsl1dsa5/u5u6ao8DqE/I0Z9sxNKUttLN4EhJBwo/Dv3O1PXp0/5PXMH1RUol6Yk+vhZJK8YTHyBq8/AlytToAlBLh0hBtafJRbi/4ym1La2bRocfUq0uyzaWRuTU7kJlaTJk3U+c8//+zOsIiKxJ3mterxd+7y915N+xuPh9cA8cd1R0PXYA4hX3Gji6VrdTMbrf0Xs7W//2vQ23jcN193JAFHZw6RlvtOx4/n/vtF9ueyvycvVatmLSRt1KhRrq+THf9OMi+UfFv2m25LudMm8NTLtruGigSvQ8jf3GQ6gNKmK4h3hGOTo57ucKioR8Sw6F9kmD/IXzQ2HUEF0yUkOkKxwd5AdzikU0hxoGbGIiZej/gktxb9L1++rB7Llr165kdYWNh1r8mJ7FyRFW4bN250Z1hEHlcRF9DGbLTPmmVrpzscyk1kNaCGLMpwADvznnlLRY85hPxRCNLRybxdnS+ysegfMLM0j6wFkrNmsZN/5xApxjvb7e/YsSPX1zmfk1b8Zcrkr+uHFPMtFssNXyex53STkXxTY9Nh3nQLZM6if+wKID1ZdzQBwVuuQxISEjBmzBhER0erLi6RkZFo3bo13n333VyLRvkl86T79u2rFp2FhISgePHiaNCgAUaMGIEtW4zOIuQ/ulo2q8cV9maw4ca/R5CfqJ9R9D+yDki+pDuagOAt+YOosDpndBlbY2+KNATrDoe85XpkP4v+CPSif3h4uHpMT0+/6uulSpXK184T582qkydPujMsIo/rY1mrWjf/Za+PEyinOxzKS3TGbv/tv+iOhK7BHEL+SBaERZhScMZRCjscUbrDIU8rHQWUbwQ4bMCBxbqjCSg6c4h8b2c7z3nz5uX6+TKzU/TokXFDNh+KFSuGW2+9VZ3v3p37fNZdu3ZlFvyjovhvja+LMW9Vj6t50y0wVWgMlKwKWFOAuNW6owkI3nAdIp/frFkzjB07Vi0Sk89MTU3Fhg0b8Oyzz6Jt27a4eLHgCwrlM+68804MGDAAs2fPVjHKqBer1Yp9+/bhm2++QatWrfD++++7HDt5n64ZxZsltqt3H1MAXIuUa2BcixxcojuagOAN+YPIHWIsxvUHW/uTUjej6H94NZCWqDsa0ln0r169uno8f/78VV+vX79+5vnatUYL9LxuVhH5mjstxt/rmWzt7/0a3wWYLMDJLcC5A7qjoWyYQ8gfZbb2t7WAw72/dpG37/bf+4fuSAKK7hwyfPhw9bh06VKsX7/+uuenTZuGQ4cOqfNhw4YV6LMfeugh9bh48WJs2mT8m5LdlStX8Nlnn6nzNm3aoHz58i79DOQ9uliMYs0ytvYPTNKto25345wtmgMih0gBXnbhx8XFoXLlyli4cCESExORlJSEyZMno0SJEti8eTOGDh1a4M9+8803MWvWLHX+j3/8A8eOHVMdBZKTk9WCgo4dO8Jut2PkyJHcaepHnSgbmw/D7jBhOYs3Abw7k/kjEPIHkTuURCJamozZ7ctszBsEoFw9oFQNwJYGxK7UHQ0VkFvvPksLMlmhtnfv3qu+fsstt2S2mfzqq6/UBc21FixYoG5iyetq167tzrCIPCrKdBLNzYdgdZgx19ZGdzh0I8XLAXW6GOc7uNvfmzCHkP9xoJvZaK25xM5dNgGjQe+s2We26/+9Iv/MIVL0d8bQv39/VaAXUkiRgr+0Txa9e/dW8zuzk1bO8r3lkILPte6//371c2T/bPlc5+5/2cF56tQpNWLgjTfecCl+8h6lkIAWvOlGmXOZ58s2QN3R+D3dOWTChAnYvt0YBzV9+nR0724s+pB/1wcNGoQvv/xS/Xnu3LmZ+SW/fvzxR/XYuXNnfPrpp6hatWrmZ8sOf9n9L6ME5OeXEQDkPwvHtjrq4AJK6g6HdC1AlpbMGb8vkv/mDyJ36GjejiCTHfvtVXEcXEBOzkXIt2Xd26LALfo7W09Kortw4cJVq95k9bAkwZ07d6Jfv35qlbK0vomPj8dPP/2kbmY5yQpnIl/R17w2s/3meUTqDsevRL0wJ8ej0KIHZLX45000r1GQHLJ1q9F2yhM5xJOzNK/1+OOPZxZ62I7Z/9Q3HUN181mkOoKxyt5UdzhUVKq1BsLKACnxwNF1uqMJGLpzSFBQEGbOnKn+LT9+/Lgq2Mi8ZDkGDhyoZnm2aNECEydOLPBnS2Hm999/R+PGjdWiAPls2fUpbUPla9JdIDg4GF988QW6du3qUvzkXa39LSYHdttrcGxYIKsdA1hCgItxwLl9uqPxe7pziBT9RZcuXdCuXbvrnh88eDBq1ap1VRE/v5wto2+++eYcn5drHeeOVOkcQ76vq3PRsY3dYgJSjXZASAkg6Rxwwvi7QJ7jSi1ESBcX1kLI20aLsbU/5dw5ZiHrJ4Fc9L/99ttV4UISmqwWzm7cuHGZK9xk1qVccMiMyjJlyuDBBx/MTIzlypXD008/7c6wiDzIgX6WNeqMrf19SMM7gKBiwPn9wKltuqMhF3JITEyMOpfiijtziKdmaeZEijSy4pv8l3OX/xp7YySjmO5wqKgWmpktWTs02eI/oHKIfN62bdvw8ssvo2nTpup7SjFedlKOHz8e69atQ+nSpV367EqVKqmdQPI5shBNPldaM8v3fPjhh9Vzzm4C5Nu6WTLGwrBDTGALjQCiOhnn++bpjsbv6cwh0sJ/9erVmd1gciLfv1evXpk7QwvCuXs0t9b9snhh3759eS4MIN8RgnR0MO9Q50s5IiYwWYKzultKtxjyqILWQipUqKD+/Pe//521EPISDnS2sOhPOah1q7EI+dJh4DxHJAds0b9GjRp45pln1G6Ws2fPXvWcrFb++uuvYbFYVCLM6ZD5k7KLRZIdkS9obDqMuuYTahfnfDsvkH1GaImslmey25+8QkFziHBnDvHkLM1ryWdKcUZ2hvLmWiAUblrqDoWKWgPjxjz28UZboOQQJ8kVsnBM2jTLjknZ4S8Lx2RWckhISI7vke4yzjjy6voSGhqqPufPP//EpUuX1KK02NhYfPvtt2qRAfm+IFjR2WwsSF1iY9E/4NVnLgmEHCJjWpwjW/L6t9z5nIxzyb6b9EaksCSWLVuGJ554QnWjccYvC8b69Omj8pX8nO64ziG92pl3obgpFacdpbDTwU5yCPT8wQXIHudKLUSwFkLeVNuoaLqEREco/rI31B0OeZOQ4kDN9lm7/clnBLn7A995551cn5NdKJLw3n//fSxZsgQnTpxQ7Spl5bEUWmRVmyQ7Il9xp8Vo7b/EfhOuIFx3OFQQTe8Fdv0O7JgOdB8rvXN1R0QFyCGLFi1ShY7w8HC35ZBrZ2k6W2s6Z2nKzbghQ4ZkztK8diZzQYwePRoHDx5Uj8eOHVMFIfIvZXAZLTNmMrNwE4DqdAXMQUZHmfMHgbJ1dEcUEHTmECJ3uNm8DyVNSTjvKIEtjrq6wyHdZJHyH88BR9YBSReA8DK6I/JrunKI3Bdzqlq1aq6vy/6cvEe6ZuaHFPrlekM6xXz22WfqkBFmMrZMDukk88ILL6guNVKYyossNpPDSRa2UdHIb/epbuaMRce2lnC4d58X+RLVdcxkdLaMPw5E5v5vCxV9LUS6dcmILmn5z2sQ8pbW/mvsTZCGYN3hkLepextwaBlwYCHQ7h+6oyFdRf8badSoEdsZk18wwY4+GUX/320ddIdDrlwEhZYELh83Zi47V66RV3PmELnBJPMn5YKpZMmSbvns/MzSlCK93OSTWZquFv2lvfNHH32kZme++OKLePzxxwsdO3mfGPMWmE0O7LLX5EzmQFQsEqjZAYhdbrRlbveE7ojIwzmEyJ1zmJfaW8DOYg2VrglUaAyc2QUcXAJE36s7ooDmqRySkJCQeS4LCXKT/bns77kRWcD81ltvqQLTk08+qXb1y+GUkpKiWvxLh7OwsLA8P0s+R7rZkLdyZHYaW8ROY4EtojxQ/Rbg6HrjWqT1I7ojCmjZayHOHLJmzRpeh5BXcLb2X87W/pSTercBC0YDcauBtCQghJtefQHvJBC5qJVpH6qZziHBEcZZab4ouBjQqK9xzhb/Ac/TszSdZGeMrPSWNm5y0VesGOe8+6usG27c5R+wGmT8W8K2mkSUT1k7NJk7KINzJJkUbYhccO7cObVY+cEHH1QLm1etWqVGxJw8eRIzZsxQO0w///xztGnTJrP1f25GjRqlFgg4j6NHjxbZz0H5a9Fc1XQeyY4QrLZz7E/AY4t/IrqBkkhU9Q2xjLUNykm5+kBkDcCWCsSt1B0N5ROL/kSFbO2/wH4zUpHzjFbyck37G4+7fgNs6bqjIY08PUvT6dVXX1Xf65FHHkHnzp0LETF5sxCkZ5vJzF02CPQbbYfXGG2ZiYjyEGU6iTrmk0h3WLDSHq07HPK2XCJzNG1W3dGQB5QoUeKqhci5yf5c9vfcyPDhw7Fs2TJ17TF//nx06NBB7TKVtv533323WgQgs6QPHTqk2vznJTQ0VO1MzX6Q9y0cW2WP5j0qAhrcbjzGrgBSs7p7kP+R/PDHH3/g9ddfxz333IOaNWuqTStyjBkzxi3f4/Tp0xg5ciQaNGigusLIiJlOnTrhm2++UZtayDd1MO9AkMmOA/YqOObgmAnKgckE1OuedT1CPqFI2/tLCzFpQyYXKDJDjMgXZqLlJAhW3G5Zr85n2tgW3mfV6gwULw8kngUOLc9KYuSVsucQd/P0LE2xefNmvP3226hYsWKeM99uhLM0vV97805EmFJw2lEKWx21dYdDupSpldWWWS6Omg/SHVFA82QOIXKHbhmt/dfbG+IK2DaRMlRrDYSVBpIvGm2aozhWzt9ySJUqVTLPZad9s2bNcnxd9l342d+TF1lsPHfuXHUuxRopAF2rQoUKGDZsGN577z2181/GmOX0OvJ+3dnan7Ir3wAoHQVcjAMOLc3qdEnwt1rIn3/+idtvz1jk4QEbN25Ez549cf78efVn+TnkZ5JFY3L88ssvmDlzJkJCuNjI18SYjdb+y9jan/JS9zZgw3fAgYWALPLh74mBvdNf5h7L/OP27dur+WOymrhatWrqUf4sX5fnZUUxkS/pYN6JcqbLOO8ogdX2JrrDIVdZgoDGdxnn26fpjoYKkENkZ4pz57w7coinZ2larVbV1l8eP/roI5QqVcrlWGWWpvxv4DyqV6/u8meRZ/Qwb1CPC22t4GBTpcDW8A7jcc9s3ZEEnKLMIUTu0DWj6L+ExRrKzmwB6vUwztni3y9ziMx6NpuN3xd37NiR6+ucz8n3z+/C4127dmWe16lTJ9fX1atXL3O36JkzZ/IdO3mPCriI5mbj7+MSjoghIUUZ527/vcwfReVGtZDbbrst83XuVLp0aTXK5bnnnsP//ve/zFxVWDLKpU+fPqrg37BhQ/z111/qXlhiYiI++eQTBAcHqy4yTz/9tFu+HxUlBzpbnEV/tvanPNS6FbCEGIvIzh/UHQ3lg9lTq9j+/ve/qwuHcePGYf369UhJSVHtXpyH/Fm+Ls/Xr18fjz/+eIEKKEQ63WlZox7n2NrCWrQNM8jdogdkFWTSk3VHQwXIIeL999/3iRwiP8eWLVvUxdLAgQML9VmcpendTLBn7rJZaL9Zdzikm/NG24HFQLrx7xZ5lj/mEPJ/JZCEW8x71PliO4s1dI36PY3HffN1R+L3dOQQKQJJy30xb17OhTn5vlJUET16ZCwCyQfnYgJx+PDhPNs2O7Erp2/qlnH9scVeB2fh+gJz8tMRMbJozG7THY1fy2/+2LDB2CDQqlUrt12DSJt9GT+5aNEi1V1y8ODBahyLO4wfP16Nt5SW/tI55uabjXscsqv/iSeewNixY9Wfv/rqK+zbZ8yGJ9/QyHQElUwXkeQIxZ/2hrrDIW8WGgHUaGecy25/Cryi/9mzZ9UFi/xjL/ORnYktJ87n5HVff/21WgXHVcXk7UKRlrmLc6Yt4x888l3VbwEiawBpV3gjzQsUJIcId+UQT87SlB02r732mrqB9tlnn6GwOEvTu91kOogKpktIcIRhrb2x7nBItyotgBJVgPREIHa57mj8nq4cQlRYnczbEGyy4aC9Mg473LMzi/xInW6AOQg4txe4wO4k/phDhg8frh6XLl2qCkXXmjZtWmZXAWnFn18tW2Z1Dvn8889zfI3s1pSW/kJGCxQvXrzA8ZN+3cwZi45trXSHQt6kZnsgNBJIOgcc36g7Gr9V0FqIcOc1iMVigac484MsJKhVq9Z1zz/11FPqXpfNZsPEiRM9Fgd5rrX/GntjpCFYdzjk7eoZXUrU6EoKrKK/JK677roL27dvz/yarFz78MMP1XwZWRkmK9jkUdrBSIvj1q1bZ752586duPvuu90ZEpFHWm+WMCXjmKMcNjrq6w6H3NHyLLq/cc4W/1oVJIfIDbFrb2QVJodcO0szN67M0pTVz2lpaarFm7RckxXg2Q9p+e/8+Z1fS09Pd+nnIP1usxg3U5bbm/PCiYwc0zBjt/+eObqj8Ws6cwhRYXWzGK39OYeZchRWKmt3zb4FuqPxS7pziBT9o6OjVRz9+/fH4sWLM4tCUvAfMWKE+nPv3r1V++bsxowZA5PJpI64uLirnqtZsyb69jXmeM+aNQsPPPAADh48qL6PXG+sWbMGMTExmQsKRo4c6fLPQPoUQyo6mo3xD4uZRyg7SzBQr7txvvcP3dH4pYLWQmQnfnbefA2yd+9eHDlyJDP/5EQK/tJpQCxYwN9RfEmMZYt6ZGt/yi7qhTk5Ht1nhRgviFsFpOW+WY78sOj/888/Y+3atepiQ2a6fPPNNyqhyaovaf9SoUIFtWpYHiUBPvnkk2oV83fffadeL9atW4effvrJnWERuVW/jNb+s2ztOKvZ31r8718AJF/SHU3AKkgOadHCaH27ZMkSt+QQT87SdM5qk7b80h3g2sO5Glouppxf+/TTTwv8M5B3uM1sFP0X2NjanzI0vCPrRpvdrjsav6UzhxAVhhl2xJiNm25LbCzWUD5aNJPf5ZCgoCDMnDkTUVFRapFx9+7d1feTQ0aDXb58WX1fV3ZRSoxy/835c9atW1cVaZxjBZytpmUOdEG6CJD3kIJ/MVO62piyx1FddzjkbepnFGtZ9PeIgtZCHnvsMfU+uefj7dcg2e+NNW3aNNfXOZ+TLpfkO6PFWpmMcQzL7M11h0M+4ICjKhBZHbClGoV/Cqyiv5O0MH744Yfz9b4HH3zwqlZj2T+HyJuURCK6mI2dOL/bjLl75AcqNgEqNAZsacDuWbqjCVg6c4gnZ2lS4KhlOol65uNId1h44URZanYEQksCiWeA48aNdXI/XoeQr7rJdABlTQmId4Rjo6Oe7nDI24v+cpMt5bLuaPyON+QQKfhv27YNL7/8siqgOAtIUiSSmcpSFJKuYQVVrlw59V4pRPXs2RMVK1ZUu/xloUHt2rUxdOhQrFy58rrdp+R7rf0XqYVjJt3hkLeRnf4mC3B2N3DB2JBA+vPH/fff7/XXICdOnMg8r1q1aq6vcz4nC9Skc2VuUlNT1WuyH6RHR/N2BJnsarTYMUcF3eGQTzABdbtnbZqkwCn6ywWK82Ilv0nO6aGHHlIXHFJUcX4OkbfpafkLoSYr9tqrcQW1v4m+13jcPlV3JAFLdw7x1CxNabPpnOmW0+H8vtJ+0/m1p59+2qWfgfS6zWwUdNfaG+MyOA+VMgSFAPUyFgrtma07Gr+lO4cQuaqbZVPmWBgrgnSHQ96qXF2gTB3Ang4cMtrLk//lEOn4NXbsWNUmWgonUhCRnfjSdj8kJKOt6jWkvb/zGkLiz4kU+B955BG1uFlaTMvoseTkZNXqX3aXduzYsVBxkz4m2NE9I48sshsdHYiuElYaqNneOGe3GL/NH54gYwmyb5TJTfbnsr/nWm+99RYiIyMzj+rVeV9dlxjzVvXI1v5UIPVuMx4PLJSdcbqjoTy49a7CpUuX1Grk9u0zfpkooHbt2qmCinwOkTfqZ16dbZc/V1D7lab3AotfBWJXApdPAiUr644o4OjOIVJ8l7lrcpNNZmlOmDBBzcyUWZrTp0+/4SxNuUHnbOef2w038m89LEZr/4W84UbXang7sOMXYM9c4LZXdUfjl3TnEKKcyPzDG+ma0UVssc1oGU6BK6+/L3Hj7jB2+6/7FNg3H2jcr0hj83fMIeSrmpkOobwpHgmOMKy3N9IdDnlLvrhWg95A3EqjxX/bv3s2uADD/JF/MvLymWeeyfyzLGxj4V8HBzpbjKL/Uhb9qSBqdQbMwcDFOOD8QWNRMvn/Tn9pEyZCQ0Nder/zfc7PcZWsKpMCTHR0tJpVJqvHWrdujXfffVetaHbF8uXLMXr0aNUOrV69eqqtmrRak5k8Xbp0wUcffaRWSpP/Ko+LaG825hPNtLfTHQ65W+maQPW26pcf7JyhO5qApDuHeHKWJvm/cohHS9N+db7IxqI/XaPubcbF0fn9wFljdh75Vw4hckVVnEUj81HYHCa1058oT/V7Go9S9LfbdUfjV5hDyFc5d/kvtzdDOrvF0I1GxBxeDaTE647Gr/hz/pDuM05JSUm5vi77c9nfk9PPWrJkyasOKnpNTHGoZLqIREco/rI30B0O+ZLQCCAqY9w1O8d4Nbf+Rti8eXMcOXIEu3YZhdGC2r17t1od16xZM5djOHz4MGJiYlQ7ZWeLGZkZIy3R5JBizeLFiws8C+2dd97BnDlZKymlCCTJ6uzZs1i2bJk6PvjgA9UurX79+i7HT96rr2UdzCYHNtjrc96Nhl1QRdbi/+g6YPs0oN0TuqMJON6QQ5yzNGVu5owZM9SufVng1aRJE9x333146qmncm2tSYFN2jNLjthmr4WTKKs7HPI2xUoCtW4FDi4G9s4ByvN3RX/MIUQF1cWyRT1udNTHJeR+k5T8R6Gue2q0A0JLAknngBObgGo3uzO0gMYcQr6qu9ko+i+2tdQdCnmzsnWAcg2Ac3uBA4uApv11R+Q3/Dl/VKlSJfNcNsbkVqSX54Q8L5svybvdltGhcoW9GVLB+5tUQA1uBw4tMzrHtH9SdzRUFDv9nXOJ//zzT2zebLQpzC95/bp16676nIKyWq3o27evKvhXrlwZCxcuRGJiolpxNnnyZLXaTL7P0KFDC/zZsuNTdvNv2rRJ7faU+WpynDt3Tn09LCxMFYfuvvtu1Qqa/M+dFmdrf9daNpEPaHI3YLIAJzYD5w7ojibg6M4hnp6lmZsffvhBvc+5WI18023mDepxgY034CkXDTNabe7xkoVufsZbcghRQXRjsYYKIigEqJsxYoq7a9yKOYR8t1vMEdUthi2a6YYaZOz238v84U7+nD+aNm2aeb5jx45cX+d8rnHjxkUSF7np+sPO6w8qROeYI2uBpAu6o6GiKPrfc889uPPOO1XRW1oh57eAIbvz5fVS9LjjjjvULGVXyPxlKdIImb8shXphNpsxaNAgfPnll+rPc+fOVbv9C+Lpp59WOzyltXP2VjVly5ZVX5dd/kJW9q1du9al+Ml7RZlO4ibzIVgdZsy1tdEdDnlK8XJAna7GucxepiKlO4cQuSocKehkNi50F9rZ2t8fd2XmdhR4RbQ4tgFIOOWRWAMZcwj5mjCkZI4OW2xvoTsc8rUbbSzauBVzCPlqpzGxwdGA3WLoxur3Nh73LwBsVt3RINDzh3QH8Pb8IZ2Ma9Sooc6ls3FOZLPlypUr1XmPHj2KND4quEo4j2hzHOwOE5bYeP1BLo5HrtAEcNiMzjHk/0V/8fPPP6uEd/DgQdWaRnZLHjp0KMfXys74V199VbXCkdfI+yZNmuTy95aiv+jSpQvatbt+5vrgwYNRq1Ytdf7jjz/Cndq2lVnghmPHjrn1s0m/O83GQo5V9micR6TucMiTogcYj9Li3+HQHU3AKUgOEf/973/dlkOIXNXJvA2hpnQctlfAXkd13eGQtypZGagqi0IcRis0cjvmEPIlHc07VO44Yi+PA46qusMhX1H3NgAm4PR2IJ73HdyJOYR8tbX/InaLofyofgsQVgZIuWSMtSQt+cO5KKBjx45enz9k7MCwYcPUuXRQzmlBw6effqo6ZFosFtx///0aoqSC6J6xWGyjox4uIOdxDUQ31CBjEdneubojoVwEoYC6ds3YBXsD0gJZ/tGXor4c5cqVU6vDwsPDVbv9o0eP4uzZs+q1sqotNDQUFy5cUKvjJKkUdCe+fObq1Ub79d69M/7iXUM+t1evXvj888+xYMECuJNzVZuoU6eOWz+bdHOgH1v7B46GtwNBYcD5A8DJLUAVrnx0J3flEFkVLcaNG+eWHEJUGD0sG7Lt8jfpDoe8mez2P77RuDi6+SHd0fgc5hDyJ13Nm7O11mTuoHwqXtYo3Bxdb7T4b/2o7oh8BnMI+ZMIJKFtZrcYFv0pH8wWoH5PYOv/jAXIUR11R+QzPFELkTGS7swfFy9ehM1my/yzc/SwfF8ZTexUrFgxREREXDWqUhYpODdnXjuu8tlnn8U333yDU6dOqY4EsomyVatWSEtLw7fffouXXnpJve6xxx5TnQHINxaLcbQYFbrov3I8sH8RYE0zRpCRbxf9ly1bphJRfjhfJxdCktSyJxn5mvM1ckiyWL58ufp6fj8/u927d2cmtOwzZ67lfE6SlSTWMmXKwFXJyclqV/+0adNUMhe33norbr4573m+qamp6nCSRE/eq6kpFnXMJ5HiCMYCO2c1+73QEkby2jkD2P4Li/5u5u4c4nxdYXMIkasssKGreYs6X2BjjqAbaNgHWPIacGgZkJpg5BzKN+YQ8hdm2NHdslGdL2Frf3Klxb8U/ffMZdG/AJhDyJ90Mm9HiMmGg/bKOOSoojsc8hVyr0sV/ecCPV6Xf8R0R+QTfCF/yDhiGTlzrXfeeUcdTsOHD8cPP/yQ78+NjIzE7Nmz0bNnTzXSWGoeMvY4JSUF6enpmW3933///ULFT0UzlrKdeac651hKKpQqLYHiFYDEM8Dh1UCdLrojIne095dkVJAjp/fl9lmuOnHiROZ51aq5t0fM/lz29+SXLBZwLlSQlXqyim306NGqiN+3b1/8+uuvN/yMt956SyVN51G9OlsBe7N+ljXqcZG9FRIRpjscKsoW/zumA/aslbLkHt6YQ4hc1dq8F6VNV3DBEYGNDq5spxso3wAoUxuwpQEHuBPQFcwh5A9amvahvOkyLjvCsc7eWHc45IsLyETsCiAlXnc0PoU5hPyFc+EYd/lTgdTpClhCgAuHgHP7dUcTsPkjr697I9nZv3PnTvz73/9GvXr1VLG/ePHiakTB119/jT/++EN1LSBfGEtpRay9Ig5ysRgVhtkMNOhlnHN0pX/s9F+6dCm8UUJCQua5FONzk/257O/JL5lRU7FiRXUeHx+vVraJAQMGqN3++ekcMGrUKDzzzDNX7fRn4d97d+H0taxV52ztH0DqdgeKlQISThor1mrdqjsiv+GuHJKYmKhai8mKY7nYINKlh3lDZns0Gyy6wyFvJzs4Gt4BrPkY2DMHaHKX7oh8CnMI+YueGWNhFttbIL3gl+QU6MrXB8rVB87tA/YtAJplLFimPDGHkL8IgjWz0xhbNFOBSJexqE7AwcXAntlA+ax701Q0tRBP5ZC4uDiX3ift/eW4EamFvPfee+og33SbZVPmpkaOFiO3jK7c9KNR9O/9X3aO8TIFvsPQuXNnBLLy5cur3f5CVuMdP34cX3zxBd5991389ttv+OSTT9Qcm7zI6jeugPMNbcy7Ucl0EfGOcCy3N9cdDhUVmUXTuB+waQKwfRqL/m7krhziHIsiK4tLlizpls8kKjgHbjMbu2zYHo3yrUFG0X//fMCWDliCdUfkM5hDyD840NP8lzqbb2utOxjy5d3+q94D9sxi0T+fmEPIX9xi3qM6jZ1zlMRfjga6wyFf06hPVtG/E4v+RV0LYQ4hXZsau5g3q3N2iCG3qNUZCCoGxB8BzuwCKjbRHRFl4zfbCmSejFNSUlKur8v+XPb3uEJa/FerVg2vv/46WrZsif79++Pvf/872rRpg+bNWSD2B3eajdb+c21tkAbelA+4Fv9S9N/1O3D7eCCIC3WIAknUC3Nu+JpGpiOobj6LZEcIVtibFUlc5Aeq3wKElwOSzhndZGrH6I6IiIqQ5I4a5rNIcQRjOXMHFaZoI0X//YuA9GQgmGPoiAJFb/Of6nGhrRXsrk1tpQC9jo0bd4exAHn2M8DxjUD8MSCyWpHGR0RFr4VpP8qaEnDJURwb7BxLSW4QEg7U7gLs+wPYO5dFfy/jN78dVqmSNYtEdt/nJvtz2d9TWPfccw9q1KgBu92Ob7/91m2fS/qEIB23W9ar85l2tvYPODXbAyWqGHMy9y/UHQ0ReXFr/1X2aKSAC4Mon8yWrPln0uKfiAJKT4uxy18WiyWjmO5wyFdVaQmUrAqkJwKHlumOhoiKiAn2zBEx8+y36A6HfFGJikCNdsb57tm6oyGiImztv9R+E6z+sweYdGvQ23iUFv/kVfym6N+oUSOYzcaPs2PHjlxf53yuUqVKKFOmjFtjqFq1qno8cOCAWz+X9Ohs3opIUxJOOUpjvb2R7nBIR1Gm6T3GubT4JyK6Ri+LsctmAVv7U0E17Gs87p4F2O26oyGiItQzY8EYW/tTocjcTGnxL1i0IQoYLUwHUMF0CZcd4Vhj5646clEj57XITN2REFER6J4xlnKxja39qXCdZLIfradZjCekc0yCMQ6dvIPHl/YsXLgQS5cuxaZNm3Du3DkkJCSotvrlypVTLfG7du2K7t27F/r7hIeHo0OHDli5ciXmzZuH55577rrXOBwOzJ8/X5336NGj0N/z2s+OjY11y9gA8g79LKvV42xbW7ZMC+QW/2s/AfbNM3b8F4vUHVHAyS2HlCpVSj0vz/Xr1093mBSAaptOoJH5KNIdFiyw3aw7HPI1dboAoSWBhJPAsT+BGm11R+SXmEPI21Q3nUYj8xFYHWYs4jxNckeL/z+/NFpq2qyAhTu33Ik5hLxR74xFx5JD0rlbkwpT9J8/Cji8BrhyBoiooDsiv5JXLaRJEy7WoSJ2/iDqmk+oe1fL7RxHTe5zFqWxxV4HN5kPAvvmA62G6w6JMnjsN8TffvsNzz//PA4ePJhnEvzvf/+LunXr4u233y70BdPw4cNV0V8S6/r169GmTZurnp82bRoOHTqkzocNG5bvz7VarQgKyvt/qu+//x6nThkrWmJiOJvV15VEIm4zG61vfrV10h0OuWt2WUFVbg6UawCc2wvsmgm0fKBwAZJbc4hztIq7cgiRK7M0V9ubIh4RusMhXxMUarRC2zYF2PU7i/5uxhxC3r7LX7qIMXdQodVoD4SVAZIvAEfWArV43eoOzCHkvRzoZTZGxLBbDBVKqepAlRbAic3GuLGbH9IdkV/Iby1EtGrVCuPHj2f+IM/LaL2+zt4ICQjXHQ35mYW2VkbRX/6esejvNTyyfXnkyJHo37+/SnKyA/5Gx/79+9UF07PPPlvoon90dLT6TPn+ixcvVl+32+2q4D9ixAj15969e6Nbt25XvXfMmDEwmUzqiIuLu+q5VatW4dZbb8VPP/2EY8eOXfWcxP7CCy/gb3/7m/pznTp18OCDDxbq5yD9bresR6gpHXvs1bHTUVN3OKSzbWbzQcb51sm6owkY+c0hwp05hKgg7rCsV49zOUuTXNU44waPFP3Z4t9tmEPIm/W0ZBRr7OwQQ24gO/udszT3sMW/OzCHkDdrYopDdfNZJDlCsdzeTHc45Dct/mfpjsQvFKQWIuR1zB9UlEX/RRxLSR6Q2b3u0FIgLUl3OOSpnf6yyvn9999XxXNJZMHBwejVq5dqvR8VFYXixYsjMTFRFdbXrFmDP/74A+np6eq18r4KFSqoVXGukN34M2fORJcuXdTny9gAafsvRf+UlBT1mhYtWmDixIkF/mzpICCHKFasGCIiItTPkZycnPma5s2bq1V9YWFhLsVP3uNuyyr1+Kuto1R+dYdDBdjR73bRA4HFrwGHVwGXjgClahTd9w5A+c0he/bswSuvvKKed1cOIcqvKNNJNDYfVu2Z2dqfXFanGxASAVw+bsxAq84dW4XFHELerBzi0cq0X50zd5DbNOwDbJkI7J4N9BpnLFomlzCHkLfrlbFwbJm9OVIQqjsc8nWN+gGLXwVilwPJl4AwY3QJebYWsmLFCsyZY9zTZP4gj0vK6AYFYDFHi5EH7HVUxzFHOVSznjPyiXNBMvlP0V92wTt3zEvikhY1n376KapUqZLre06ePIknn3wSv/76q3rP2LFjMWTIEFSrVs2lGCSZbtu2TbXImTFjBmJjY1WylZk59913H5566imEhIQU6DOl5Y7s8l+2bBk2bNig2vifP38eoaGhamd/y5Yt1Wq+e++9FxaLxaW4yXtUM51BG/Me2B0m/G5rrzsc8oa2Z1EdgbiVRhvmW5/THZHfKkgOuXz5srrZtn37dowaNcptOYQoP27PaO2/xt4El1BCdzjkhYvQ8jVSJrgYUL8XsOMXYNdvLPoXEnMIebvbLBtgNjmwxV4bp1BWdzjkL+p0AYKLA5ePGW2aq/KGriuYQ8gXOFv7z2Nrf3KHcnWB8o2As7uBffOA5oN1R+STCloLefzxxxEZGYk+ffpg9uzZzB/kWQcWAQ4bdtulMFtedzTkl0yqxf9DQfOBvXNZ9PfH9v7ffPNN5o76Bx54QF385FXwF5UrV8b06dMxbNgw9Wd5/7fffluoOEqUKKESplyEXblyRV2USbFeWu3kVvCXBO1ssyMLB679vKFDh6qfb8uWLaroLyu65bMPHDiAqVOnYtCgQSz4+4m7zcYu/9X2JrwhR4bm9xmPW6fIUlzd0fgtV3JIpUqV3J5DiG6kd2Zr/za6QyFf1+SurBb/zC+FwhxC3q6neYN6XMBiDblTcBhQN2N0IVv8u4w5hLxdHdNx1DMfR6ojCEvsLXSHQ/6i8Z3GI1v8F2n+ED///DPzB3meFGHZ2p+KqsX/3nkcXemPRf/58+erR2l9L6vaCuKTTz5R7xPz5s1zZ1hEBeDAPZaV2Vr7E2VcCAWFAef3Ayc26Y7GbzGHkC+objqNaHOcau0/n+2ZqbDqdjd2aMYfBY4zvxQGcwh5sxJIQnvzDnU+387cQZ6ay8yiv6uYQ8hXdvmvtjfFFYTrDof8LX/IbuDUK7qj8UnMH+S1rGnA/kXqdLGNnaDIc/60NwJCSwKJZ1g38ceiv7TSl3Y2Xbp0yUxa+SWv79atm9ppf+jQIXeGRZRvLUwHUMt8GkmOUMyz36I7HPIWoSWAhhmtmrdO1h2N32IOIV9q7b/O3ggXUVJ3OOQPOzTr9zTOpcU/uYw5hLxZF/MWhJhsOGCvgoOOqrrDIX9TrwdgDgLO7QXO7dcdjU/ylhySkJCgulBGR0erz5UW0K1bt8a7776LtLQ0FJZ0rXzppZfUCMsyZcogLCwMNWvWVLOnx40bpzpaknfqbTGuQebZ2S2G3KhiU6B0FGBNMQr/5LP5g+g6h1cDaQlA8QrY6qitOxryY+kyQd7ZeWzvH7rDIUD+H3GfixcvZrY5c0WFChXU46VLl9wZFlG+OXf5y4VUEorpDoe8rcW/zF3eMR3o8QYQlPOoEHIdcwj5gtszW/u31R0K+VOL/50zjKL/ba8CJpPuiHwScwh5sx4WY4cmd/mTR4SVAmrdChxcYrRo7vSM7oh8jjfkkMOHDyMmJgZxcXHqz+Hh4UhNTVWjKuWYOHEiFi9ejNKlS7v0+VOmTMFjjz2mxl+KYsWKqfGXR44cUYfsVpVZ06VKlXL5Z6DCiXphTo5fr2Y6g1WhcbA5jLm5RG4j1x2N7gTWfATsnpk1eox8Kn8Q5chZfG3QC441bt33S3S9BrcDO381/t51e0l3NAHPrf/FOy8+ZPWwK06fPq0eeZFBOgTDij6Wdep8hq2T7nDI29SOUasjkXSeK6A9hDmEvF0101k0Nx9SN9zY2p/cpu5tQHA4cOkIcHKL7mh8FnMIeatQpCHGvFWdz7dxhyZ5SMM+xuMetvj3xRxitVrRt29fVfCvXLkyFi5ciMTERCQlJWHy5MkoUaIENm/ejKFDh7r0+dOmTcOQIUNUwV8K/zt37kRycjLi4+PV11asWIF///vfCA4OdunzybN6ZrT2X89OY+QJUvQX++YD6cZsevKd/EGUI4cD2DvXOK/fW3c0FCijK00W4MxO4AI7l/hV0b9WrVqqJc3SpUtx5UrBZgHJBY28T1riyOcQFbUu5s0obbqCU47SWGNvojsc8jaWIKDZQON8G1v8ewJzCHm73ub1mTfcziNSdzjkL0LCjdbMYidb/LuKOYS8VQfzDkSYUnDCUQbb2FqTPEWNIjMBxzcCl0/ojsbn6M4hEyZMwPbt29X59OnT0b17d3VuNpsxaNAgfPnll+rPc+fOVbv9C+LkyZP429/+BrvdrsYEyGc1btw483lZUNCpUye89957KF68uEvxk2f1zugW8wdHUJInVG0FlKgCpF0BYpfrjsbn6M4fRNm7xTiPu/7zERB/FFccxdDgh1TdoVEgCC8D1MrYRLvrd93RBDy3Fv179DBuWEqSe/rppwv0XllVLPPLRM+eGbNNiYrQPZZV6vE3WwfY3fufBvmLZoOMx73zgGSjhRe5D3MIebvbM2ZpzrW30R0K+ZvG/bIujmRVPhUYcwh5q57mDepxgeoQw/Ed5CElKgHVMjpJ7Mm5RTh5bw6Ror+QmdDt2rW77vnBgwdnFoR+/PHHAn32Rx99pNpPt2jRQsVKvqU8LuJm875seYTIzcxmoFFGt5hdM3VH43N05w+inPTOGEu52N4SqeB4WioijTNGxLDor51bK5uPPPKImgsmvv/+e9x33304c+ZMnu85d+6calH27bffqj+Hhobi0UcfdWdYRDcUiSvoat6kzn+1ddQdDnmrStFAhSaALZW7MT3AlRxy/vx55hAqElVwDi3MB2BXrf3ZnpncTHb6B4UBF2OBU9t0R+OTvCWHyI27MWPGIDo6GhEREYiMjETr1q3V7sq0tDS4k8xelp1BckRFRbn1s8k9LLChu2WjOp9vZ+4gD3MWbXbP0h2Jz9GZQ6SF/+rVq9V57945t+CVf+d79eqlzhcsWFCgz3cuEpBY5XPIt/S0GAvHNtnr4jTK6A6H/FWjvsbj3jmAzao7Gr/PH2LEiBG8j0Ue4sAdGUX/uTZ2iKEiHjdmMgMnNgMX43RHE9CC3PlhNWrUwOjRo/HSSy+pi4mpU6fit99+w+2334727dujZs2aql2YtK85cuQI1qxZo9qTpaamqlY48p4XX3wR1atXd2dYRDfU17IWISYbdtprYq+jhu5wyFvJTZLmg4CFLwPbpgA3P6Q7Ir9SkByyb5+x26FJkybMIVQkemfs8v/L0QBnwXl75GahEUC97kahRlZFV26uOyKf4w055PDhw4iJiVEzmUV4eLj6/A0bNqhj4sSJqi2zc/ZnYUgr0K+++qrQn0OedbNpH8qaEnDREYE/7Q11h0OBcKNNrlPiVgFJF4w2m+T1OWT37t2q9b5o2rRprq9zPidzoy9cuIAyZW78/29sbCxOnDDGPbRq1UqNEHjrrbdUDpHPKF++PDp06IB//vOf6pG8Ty+zcQ3yBws35Ek12gPhZYGk88DhVUDtGN0R+YyC1kKWLzdGKPzyyy+8j0Ue0cx0CNVM55DoCMUy+026w6FAElEeiOoIxK4w7mt1+JfuiAKWW4v+QhKdzAz77LPPVOKSiyBJdnLkRBKc0xNPPIH//Oc/7g6J6IbuzmjtP4O7/OlGogcAC18BjqwFLsQCZTh3S2cOSUlJyTxnDiFPuj1jpfQcG1v7kwdboUnRXzrJdH3JWGhGPpNDrFYr+vbtqwr+lStXVjsrZSazFHKmTZumdvNs3rxZ7bScM6dwrbdlV6h8XlBQEJo3b64WFJB36pWxYExaa9pg0R0O+buydYAKjYEzu4C9fwAt7tcdkU/RlUOcRXlRtWrVXF+X/Tl5T36K/s4FCkK6CYwdO1Z1nQkLC1M7U48fP64KVJKn5DkpWuVF/jeRw+ny5cs3jIFcVwoJaGverc7nsVsMeZIlCGhwO7D5J+N6hEV/j+aP7PUQ3sciT42lXGpvwdb+pGd0JYv+2nlkcPknn3yCyZMnZ7aZlESW2yFkNtmUKVPUrDGiohZlOolW5v2wOUyYaePqdrqBklWyLoC2TdUdjV/Kbw5xYg4hT6uE8ypPSGv/edxlQ55SvydgCQUuHARO79Qdjc/SlUNkHrPsoBTTp09XBX9hNpsxaNAgfPnll+rP0uVMdvsX9sbiwYMH8fzzz6udpuSl7LbM1ppcMEaFFfXCnByPXGdp7pxR5DH6Ax05xDnP2dkhJjfZn8v+nrxcvHgx81wK+lWqVMHChQvV7On4+Hjs3LlTdaiRn+nll1/GjBl5/72RLgEytsZ5cGeqZ91m2Yggk111pDzqqKg7HAqEQo3YPRvI6D5CnquFSAcA3sci93PgdvM6dcbrD9Ki0Z1Gi//jG4FLR3RHE7DcvtPfaeDAgRgwYICaN7ZkyRK1s+Xs2bPq4kLmW0obsRYtWqBr167o0aMHZ4uRNndbjPl5K+3N2LKZ8qf5YODQUmDbZKDz89yNqSGHSGtkaUspLdHuvvtu5hAqktb+Gxz1cQaFb8tNlKPQEkC924A9s4FdvwGVcm/xS96XQ6ToL7p06YJ27dpd9/zgwYNVsV5aLUsXgG7durn0fdatW6duDtavX1+1An388ccLHTt5SNwqVDBdUq39V9mjdUdDgaJpf2DZm8DBpUDiOaB4Od0R+Rx/ug5xjg0QUmiSRWktW7bM/Frjxo0xa9Ys1KtXT40NkN3+99xzT66fN2rUKDzzzDNX7fRn4d9zeme09p9v4y5/co8cF4tliHu9OxBaErhyCji6Hqh5/e+zVPhaiPy7++GHH2LLli1q8RSROzU1xaKG+SySHKFYytb+pENEBaBmByBupbHbv/1TuiMKSB4r+gu5+OnZs6c6iLyTA3ebV6qzGbZOuoMhX5qXGVwcuHAIOPYXUJ07f4s6h8gNJrlAkp2U3nyjjfyrtT9naVKR7LCRor+0+O8ymovKfCSHSLt9aZssevfunWs8vXr1wueff65uBLpCWoU+/PDDqnDz1VdfqdbM5L030N8M+hpDgiR3tEa6Zy+7ibKUqwtUbg6c3GrcaGv9iO6IfFJR5pASJUpclU9yk/257O/J72fLYrPsBX8nKURJe2npBLBt2zacPn0aFSvmvKs8NDRUHeR5pXEZncxGB6HZ9ra6w6FAEBRq3OvaOgnY8QuL/h6qhUgOkaI/72ORZ1v7N0cKmK9J430tFv39p72/zBSTo3bt2khPT3fnRxN5xM2mvWoFXIIjDAvsrXSHQ74iNAJo1Nc43/o/3dH4DeYQ8kYVcQGtzcY8VBb9yePq9zJa/J/fD5wxZriS9+eQ3bt3Z+6mbNo09w4NzudkN+WFCxcK/H1effVV9b0eeeQRdO7cuRARk6cFw4relr/U+Sx7e93hUCDu9hc72OLfF3KItNx3On78eK6vy/5c9vfkpWrVqpnnjRo1yvV1svPU6fDhw/n6bPJ84SbYZMN2exQOOfL3/zdRoUVn5I+dvwI23pPJD97HIu9q7W9sWJlr42Ix0kjVTEzGRsn4Y7qjCUhuLfrLajWZC3bTTTchODjYnR9N5BEDLCvU4zxba66Ao4K3+Bc7pgPpybqj8QvMIeTNu/w32uvhFMrqDof8XbGSQN2Mtu+cx+wzOeTEiRM5Fliulf257O/JD2kP+vbbb6vdl++8846LkRrdAuR/q+wHuV8H83aUNl3BGUcprLfnXmgj8ogmGe3ZD68GLhfs35pApTOHSDHebDZuze3YsSPX1zmfq1Spkiow5YcU8y0Wyw1f55wxLbj71DvcaVmjHn+3ddAdCgWSWjFAeDkg6TxwaJnuaHwC72ORt2hsOowo82mkOILZ2p/0KlEJqJHRLWbXTN3RBCS3Fv1lNo2oUKGCOz+WyCOKIxl9LGvV+RRbjO5wyNfU6gxE1gBS4oHds3RH4xeYQ8gb9bMYLbt/t3GnJhXxDs1tU+UuvO5ofIbOHJKQkJB5Hh4enuvrsj+X/T03YrVaVVt/efzoo49QqlQpl2N96623VFtq58FZzJ5xZ8Y1xhxbG9jde8lNdGOlqgPVZYeXwxgXQ16dQyQ3dOhgFHbnzZuXa1F+/vz56rxHjx75/mwZA3Prrbeqc+kUk5tdu3ZlFvyjoqIKFD+5XxWcQxvzHtgdJszmbk0qSpYgoGnGwrHt03RH4xN4H4u8bcOKFPyTwDFwpFmTu4zHXbwW0cGtdyBq1KihHs+dO+fOjyXyiD6WdShuSsVBe2VscDTQHQ75GtmN0WKocb7pR93R+AXmEPI2tU0ncJP5EKwOM2bbONOQikiD24GQCODSYeCoMZOPAjuHjBs3Dlu2bEGfPn0wcODAQn3WqFGj1G4k53H06FG3xUmGUKShh3mDOp/F3EHaW/z/ojsSn6A7hwwfPlw9Ll26FOvXGzfts5s2bRoOHTqkzocNG1agz37ooYfU4+LFi7Fp06brnr9y5Qo+++wzdd6mTZvMAhbp49yc8qejITuNUdFreq/xuGcOkJakOxqvpzt/ECmO7K392+iOhghodKfxeHQ9EJ/7+CrygaJ/v3791ArkFStWwGazufOjidxukGVptl3+bGFHLrhpiPF3J24lcMG4CUOuYw4hb93lv9zeHBdQUnc4FChCwrMukLZN0R2Nz9CZQ0qUKJF5npSU+83R7M9lf09eZPfla6+9hoiIiMyiTGGEhoaiZMmSVx3kXl3MWxBhSsExRzlsctTTHQ4Fqsb9AJMZOL4RuBCrOxqvp/s6RIr+0dHRKob+/furAr2w2+2q4D9ixAj15969e6Nbt4wxQBnGjBmjdujLERcXd91n33///bjllluu+mz5XOfu/zvvvBOnTp1SIwbeeOONIvl5KW/9Mlv7s9MYaVD9FqBUDSDtCrAv5+4j5D35g0g5vRO1zaeQ6gjGEnsL3dEQASUrZ3Qek1842SHZp4v+0nZS2k2eP39ezZwk8lpndqOl+QDSHRbMsBnt7ohcap1Zp6txvvln3dH4POYQ8i4O3G1epc5+4yxNKmrNMnZz75wBWNN0R+MTdOaQKlWqZJ4fP577Kvbsz2V/T16eeOIJpKWlYfTo0ShdurTakZn9kJb/Qm42Or+Wnp5eqJ+HCqdvRrHG6BDDhcWkSYmKQFSnrFxCXn0dEhQUhJkzZ6rW+pIrunfvjuLFi6tDOrzIzOgWLVpg4sSJBf5sKeb//vvvaNy4sVoUIJ8tC8/k55WvSXcBmUP9xRdfoGvXjGtb0qau6RiamA8jzWHBH7ZbdIdDgchkytrtv53dYrw9fxBlb6G+zN4ciQjTHQ2RgS3+/aPoX6lSJXz//ffqguWll15SrSidK4iJvMqmn9TDYntLnEOk7mjIl7XMaK+4ZRJgM268k2uYQ8ibtDLtQw3zWVxxFMNCeyvd4VCgqXUrEFEJSL4IHFikOxqfoDOHNGrUSBVVxI4dO3J9nfM5ibVMmTL5+uzY2NjMtvxSpLn2cBaAjhw5kvm1Tz/91A0/FbkiAknoZt6szmeytT/pFp1RtNnBor8vXIdIwX/btm14+eWX0bRpU7VzX4rxrVq1wvjx47Fu3Tq1+MvVn09a+8vntG7dWn1ucnKy+p5SsJLnnN0ESK87MxaOSaexS8hfVyAit4seYDzuX2Bcj5BX5w8KcA4HsNMoqs7lYjHyJs4OlkfWAZdP6o4moAS588OklY1chEh7sVdeeUXtSJGbTvfee6+6UJHZYGFh+VttdOut3H1NHmJNBbb+L1trfwpkUS/MyfHrcePuyP/s5fCyQMJJozDToJd7AwwgBckhiYmJ6nH16tVqB8y1mEOosO62GLv859lvQQpCdYdDgcZsMYo1az8xWvw3vF13RF5PZw4JDw9Hhw4dsHLlSsybNw/PPffcda+Rnfjz589X5z169HDxpyRv1928CcVM6Thor4xdjpq6w6FA17APMPsZ4PQO4MweoEJD3RF5LW+5DpGFW2PHjlVHfknMcuRnvMvIkSPVQd7KgTvNa9XZLLb2J50qNgYqNAbO7DLaMjs3u1ChayF55RDexyKXnNkNnN+PVEeQ2txI5DUiqwLVbgGO/WnkkjaP6Y4oYLi16B8TE6NWI2e/uSWtyT766KMCfY58hrNVJZHb7Z0LJF/AKUdprLA30x0N+bqgEKD5fUZhZvNPLPoXcQ7p06fPdV9jDqFCs6ahj2WdOv2Vrf1Jl2aDjNyy9w8gJR4oxs5E3pxDZB6zFP2lTfL69evRpk2bq56XmcyHDh1S58OG5f/GaU7zmbN78MEHMWHCBNSsWfOGryXP62vJKNbY2dqfvEB4GaBuN2Mms7T4r/Af3RF5Ld05hEg0Nx1ElPk0khyhWMjCDekmC5AXvwpsn8aivwdqIdfmEOYPcllG63SpcVxBuO5oiK7WuJ9R9Je/pyz6+2Z7f2dycx45fS2/B5HHbPpRPUyzdYYNFt3RkD9o8YDxKIWZhNO6o/FpBckhN3qOyGUHFqKUKRGnHaWw1t5EdzQUqCpFA+UbAbZUYNdM3dH4BJ05RIr+0dHR6v39+/fH4sWL1delvacU/J1tk3v37o1u3bpd9V7ZGSQ3+uRg4d53ReIKbjVvU+ez2NqfvEXT/llzmfk7cp54HUK69cto7b/A3grJKKY7HAp0zvwRu5Jtmd1cC8nteSKX7PpdPcy1Xb3onMhriv7i8BrWTHx1p7+0ocm+uo3I61w6Ahxcqk6n2jrrjob8hbTKdLarkdERHZ/WHZFPKkgOsdlsakdlx44dYbFw8Q65mbRTB/C7rQPs7l8fSZQ/8u9hs4HA4rHG38mWGQvMyCtziMzxnDlzJrp06aIK9927d1dt/6Xon5KSol7TokULTJw40S3fj7xPb8ufCDbZsNNeEwcdVXWHQ5Q1iiwoDLhwEDi5Fahyk+6IvJLuHEIEuy2z05hcgxBpVzoKqN4GOLre6BbT7gndEXmlgtZCmEPIrWR809k9gDkYi+ytdEdDdL1S1YGqNwPHNwC7ZwK3GJshyIeK/suWLXPnxxG535ZJak4aojrh6J6KuqMhfyLFGCn6S4v/Dv8yijXksRxy+fJlREZGYvbs2ShZsqRH46IAk3wJ2DtPnf7GG26kW/QAo+gftwqIPwZEVtMdkdfyhhwSFRWFbdu2Yfz48ZgxYwZiY2MRHByMJk2a4L777sNTTz2FkJAQt30/8i59M+cwc5c/eZHQCKB+T6Ol5o7pLPp7cQ6hABe3EhVMl3DREYFV9mjd0RAZmt5rFP2lWwyL/m6phTCHkCda+6NOVyRsZ2t/8uLd/lL0l64ULPr7XtGfyKvZbcDmn43zlsOBPboDoqIU9cIcz36DJncDf7wAnD8AHFkL1Gzv2e9HRJ4hK09tqdhrr4Zdjpq6oyE/zDlx4+4o2Kromh2Bw6uMeZod/+2eAMljSpQogbFjx6ojv6S9vxyu+OGHH9RBepXHRbQz71Lns+0s+pMXtmiWm8I7fwW6jwXM7GJE5HXk97yM9szpvFVL3qLJXcC8F4ATm4DzB4GydXRHREROMhJi29Sse9LbdQdElEcuWfgSN7MUIV7tUeA4tAyIPwoUiwQa9dEdDfmb0BJA03uM800/6Y6GiFyVcdH0m62j9FfXHQ2R0eJfbJ3CecxEXup2y58wmxzYZK+LY47yusMhulq924CQEsa18LG/dEdDRNdKTwF2zVKnv9u4eYC8SEQFoHaMcS67/YnIexzbYIxvCg4HGvXVHQ1R7krVMDazINtCFfIoFv0pcGz60XhsNggIDtMdDfmjlsOMR9lFkxKvOxoiKqhLR1VrTcEbbuRVrdAsocDZ3cDpHbqjIaIc3GlZox5nMneQhs4yuR2Z5NrXueh9B4s2RF7nwEIgNR4nHGXwl6OB7miIrh835uxGwQXIRN5jq4wwBtDoTmOcE5E3az7YeNz6P+aSIlAkPaOSk5PVfMuzZ88iISFBtb0sV64cmjdvjrAw9xdf5Xu8++67mD59upqlabFYUL9+fQwePNjlWZrHjx/H77//jqVLl2Lz5s3qz6JSpUpo27YtRowYga5du7r9ZyE3STwP7Mm48dHiAd3RkL+q1hoo3xA4u8eYmXnzw7oj8gs55RBP5A6izBvhUZ1wYk853dEQGcJKAQ16GfPPtk0BKnHOa0Ewh5CnVTOdRSvzftgdJsyxtdEdDlHuLf7lJpssTu75FmBh+/D8YA6hIpGxg3qWrR0c3JtF3qbhHUBQMeD8fuDUNqByc90R+YTcaiG1atXSHRr5A2uqcd85ezGVyNs3s8x9Fji3zxgZU7WV7oj8mseu9Gw2G3766Sd8/fXX+Ouvv9SfryXF+NatW6uC+dChQxEUVPhwDh8+jJiYGMTFxak/h4eHIzU1FRs2bFDHxIkTsXjxYpQuXTrfn3n06FHUrFkTjmyrUORz5c/yfeSYPHkyHn74YXz11Vfq5yIvs20yYE83fjmt3Ex3NOSvTCZjUcmC0UZnCRb9PZpDRI8ePfD444+7LYdQAJMcL+3Tne3U9+gOiCgb6VIkRX+5KazmMfN3zbwwh1BR6mderR7X2RvhLPJ/jUlUpKQ9c1gZIPEscGip0fKfcsQcQkUq5TKwb546nWnroDsaousVKwnU75lxLTKNRX831EKE1CekHsL8QS6RvCEdZktUAWrdqjsaovzlkoZ9jM1WWyez6O9hHllCKivZWrVqhUceeQTr1q2D1WpVBfJrD/m6PC+vk9dv2bKlUN9XPq9v376qCF+5cmUsXLgQiYmJSEpKUkV5WVUnu/TloqwgJElLvN26dcOECRPULn/53CtXrmDnzp3o16+fet13332HMWPGFOpnIA8Vcpwz1p3t14k8RVZYmoOBE5uBU2zD7MkcIuRCyl05hALcqe1G+3Rpoy7t0Yi8Sd3bgLDSQMLJzBEUlDPmECpSdjsGWpap019svOFGXswSbCxqFJt/1h2N12IOIU+7dgzHyFffAKwpOGCvgp2OmrrDI7pBi//pgD3nhVCBriC1EPHkk08yf5DrpGgqmg/ihgDyes7feYZtqqP+fGH9JNR74ferx5GRdxf9JbF17twZ27dvv+qCKCIiAg0bNlQJTR6lAC+cz8vr5X3yfldJQV4+R0hr/+7du6tzs9mMQYMG4csvv1R/njt3rtrtn1/SFWDjxo1YtGgRhg0bhipVqmR+buPGjfHrr7+iV69e6msffPABUlJSXP4ZyAOO/WUUcqQdVdN7dUdD/q54OaDh7cb5pgm6o/E5OnMIBThpmy6kjbq0UyfyJkEhQJO7jfNtU3VH47WYQ6jIHVmDmuYzSHCE4Q/7LbqjIcpbi4zNDzL2Tsbf0VWYQ0iHAUHL1eNvape/SXc4RLkvQC4WCSScMLrFUKHyhxPzB7kk8Rywf4Fx3oyt/cl3rLY3xWlHKZQxXUGMmQuefKboLzNqBgwYgPj4eJXgQkND8cwzz2Dr1q24fPkydu3apVZDy6O8RlbBjRw5Ur3OZDKp9w8cOFA9ulr0F126dEG7du2ue37w4MGZs3N+/PHHfH9uZGQkWrZsmevzEru09hey+3/37t0uRE8e8+fXxmOTe1jIoaLR6kHjccv/gFTX/j0LRAXJITJ2xbk62l05hAKY7FbImKWp2qgTeSPn381dM4G0JN3ReB3mENIio5vYLFtbJKOY7miI8lYp2mjLLGPvtnMBWXbMIaRDlOkk2pp3w+YwYTq7xZA3Cy6WdS0ioyzJ5VrImjVr1PuYP8gVsjN6zJtjAbsVW+21EfXewcxd1ETezgZLxiJHoL+FHSx9puj/6aefqtb3krSqVaumdsePHz8e0dHROb6+adOmeOedd9Tr5PVC3v/ZZ58V+HtLC//Vq415ir17987xNRKXc0f+ggUZK6LcpFixrJs8uc18Iw2unAF2/mqc3zJCdzTkw233CvRLVK0YoGw9IC0hq+USuT2HiNdff90tOYQCnOxWuHIKKFbK2MVA5I2qtwFK1TRyy57ZuqPxOswhVORkjqbMtwUw1dZFdzRE+dPigawFKxk7EYk5hPQYaDF2+S+3N8dJlNUdDlHenONS98w1dhqTS/lDOgaL5cuXM3+QS+7JKJbOsHXSHQpRgTn/3nY1b0IpcLGTTxT9pc2905QpUzIT2Y00atQIkydnFcakNX9Bye56u92euZggN87nTp06hQsXLsBdli0zZjmGhISgfv36bvtcKqSNE4ydDNVaA1Vz79ZA5FZmM3DLY1mdJnhDzetzCAW4Dd8bj80HG23UibxxUZnJlNWaeeMPHo/T1zCHUJHbMQOwJmOfvSq2OIz5hEReL/pewBIKnNkJnGRbTSfmECpqQbDiXssKdT6FC8fIV7rFVGlh3GPl5pZC548GDRowf1CB1TMdQzNzLNIdFsyyXd/lmsjb7XXUwE57TYSYbOhj4WgTnyj6HzhwQK1su/nmm3Nsr58XeX3r1q1VKxz5nII6ceJE5nnVqlVzfV3257K/pzBiY2PxxRdfqPNBgwahZMmSeb4+NTVVtfjJfpAH2NKBDd8a584CLFFRkeJhSARwbi8Qa6zgJ+/NIRTAEk4Be/+4ejQHkbeSor/JAhxeDZzdpzsar8IcQkVu88/qYaothnOYyXeElQYa9b3q7zAxh1DR62LeggqmSzjrKInF9ha6wyEq2G5/afHPzS0K8wfp2OW/zH4TLiDv+hORt+/2Z4t/Hyn6SzFb5NUCLS/OXfjp6ekFfm/22Tfh4eG5vi77c+6Yl5OcnKxm98h4gXLlymHcuHE3fM9bb72FyMjIzKN69eqFjoNyIK1vE04CxcsDjfvpjoYCTbGSQPP7snb7k1fnEApgm6W9rQ2o3hao0Eh3NER5K1kFqG+MquJu/6sxh1CROrMbOL4BMAfhN1tH3dEQFYyza8y2aUB6su5ovAJzCBW1QZal6nG6rTOsCNIdDlH+NL0XCA43Nrcc/VN3NF6B+YOKjN2GuyzGaOtf2NqffKSjZU5dLX+3dYDVYUYL8wHg3H4t8fo7txb9nbvo09LSXHq/M8FVqVIFvsBqtWLIkCFqXk9wcDAmTpyYr9hHjRqF+Pj4zOPo0aNFEm/AcRZaWz0EBIXqjoYCkbPDxN65wKUjuqPxeoGWQ8gLyFigjT8a59zlT77C+Xd16yQgPUV3NF6DOQyaLjYAAQAASURBVISKlHOHdP1eOIdI3dEQFUytzkBkdSA1Htg9W3c0XoE5hIpSRVxQO/3FFNUthsiHNrc0uTtrtz8xf1DRiV2OyqYLuOQojqXsEEM+TK6fl9ubG3/Y+j/d4fgltxb9b731VtWSZv369S69X94nLXE6dSr4aqUSJUpknsuu+9xkfy77ewrKZrPh/vvvx2+//YagoCBMmjQJPXr0yNd7Q0ND1QiA7Ae52akdRutbaYF780O6o6FAVb4+UDsGcNiBvzJGTZBX5hAKUAeXAPFHgGKRQJO7dEdDlD91uxnFmuSLwO6ZuqPxGswhVGSsaVmzbJ07pol8idkM3HR/VscjYg6hInWvZQUsJgfW2xsi1lFZdzhEBdPiAeNx5wwgheNqmT+oyGRcf8yytUMagnVHQ+SWFv/YOsXYkEXeW/T/29/+BrPZrObQTJ6ccSMkn+T1+/fvV4nusccKPn89+4q448eP5/q67M+5uopOCv5Dhw7F1KlTYbFY8PPPP+Pee+916bPIQ/78yniUeYXSCpdI925/WQXN9plem0MoQG383niUURzBYbqjIcofsyVrnuaGjL/DxBxCRWf/fCDpHBBREah7m+5oiFzTQor+JrVrDBcPI9Axh1BRMcGOgZZl6nyKlbv8yQfVaAuUrQekJxmF/wDH/EFFIjUB2D3r6mIpkQ9bZG+Jy45w4PIx4PAq3eH4HbcW/W+++Wa8+OKLaoXbI488gl9++SVf75sxY4Z6vRg9ejRuueWWAn/vRo0aqSQrduzYkevrnM9VqlQJZcqUcXmHvyRmZ8F/0KBBBf4c8iDZ+bZt6tUFVyJdZPZyZA0g+QKwgxdE3ppDKABdPgns/cM4Z2t/8jWyu1i6GR1ZA5zdqzsar8AcQkVm009ZC8YsnMNMPjpbs1QNoHZn44VbJiLQMYdQUWlr3o2a5jO47AjDXHsb3eEQFZzJlLUAmS3+Xc4fM2fOZP6g/JOCf3oSDtkrYbOjru5oiAotFSGYbcv4PcjZRY+8s+gvxowZgw8//FAVx6UYHhMTg++++w67d+9GYmKiSoLyKH/+/vvv0a1bNwwYMAB2u129b+zYsS593/DwcHTo0EGdz5s3L8fXyPeeP3++Os9vK/7s5GcaMmQIpkyZklnwHzx4sEvxkgdtnghYk4GKTYGa7XVHQ4FOdmS2Nn6Rx59fyj9EuiPyavnNIXv3GkWuvn37uiWHUADa8jPgsAHV2wIVGumOhqhgpIuRLCoTG3/QHY3XYA6hIlkwdmChcc7W/uQvLZrl+tluQ6BjDqGiMNiyVD3+buuAFITqDocofwvFriULH81BwPGNxnjVAFeQWojUEsTw4cOZPyj/MuaeT7fdanRqIvIDxt9nALt+B9ISdYfjV0wOyTxuIoXw7OSjpUXNjeT3dUJeZ7Vac3zu22+/xaOPPqpes3btWrRpc/WqWWnH79yVv2jRIrXgoKA7/KXgHxQU5NYd/pcvX0ZkZCTi4+NRsmRJt3xmwJIZIB+3AC7GAX0/zHP3Zo6/uBLdQNy4Owr+pqQLwHuNAGsK8MhCoDpX8Lojh8gFknR4cVcO8VXMIS6QG9sf3gTEHwHu+gK46b7rXsIcQV6fX/YtACYNAIqVAkbuBYKLIZAxh7iGOaSAVr4HLB5rLBh7xFhMznxBPptzZPTYuw2AlHjggV+BOl0RqLwlhyQkJODdd9/F9OnTERsbq+KqX7++2mzy1FNPISQkBO7y+OOP48svv1TnNWvWRFxcXIE/gzmkgJIuIPW/9RBqsuKO1Dew01FLd0RErl+nTHkA2D0TaPM40Pu/CFSu1EIkh8hrAvkaRDCH5NOlo8AH0fK3Cx1SPsRxlNcdEZGbOBBXebRRx7v7K6A5u6m7699Nt+70v3b9QPbkJc9de+T3dbm971qySi46Olq9pn///li8eHFmMp02bRpGjBih/ty7d+/rCv6yKs+ZcK+92JGC/9ChQzML/pMmTWJLf28lO2/kH4pikUD0AN3REBnCywBN7zXO//xKdzReS3cOoQBycKlR8Jdc0eQu3dEQuaZuNyCyOpByyVgZHeCYQ8jj5P//zcbuLO7yJ78QHJZ1zez8ux2gvCGHHD58GM2aNVM7PmUspbw+NTUVGzZswLPPPou2bdvi4sWLbvl5ly5diq++4nVpkds2VRX8d9ijWPAn39dyeFZb5vQUBCpvyB/k57ZMUsVRRHViwZ/8jMnoHCM2Z4zQI+9s71+Q5OTuJCYFeZmJExUVhePHj6N79+4oXry4OgYOHKhWQrRo0QITJxZsZt3q1asxefLkzKQsK6wrVaqU6yGLA0gTZ0FVWhWGFNcdDVGWW4xFR9j5G5BwWnc0XqugFzieuBCSHTayEEwWkUVERKgVdK1bt1a7btLS0lz6TMlJn332mWoBWrduXYSFhamjVq1auO+++7BkyRK3xE75tPF741F+uZQb3kS+SMbHOOdpssW/1+QQ8mNH1gIXDgLBxYEmd+uOhsi9Lf53zza6kwUwnTlEdnDKuADZgFK5cmUsXLhQtYJOSkpS96JKlCiBzZs3q80ohSWfKRti5P6ZzKKmIiJ/RzLmn0+xxeiOhqhAcmr5X/vbZBx3lDUWIO+ZjUBW0FrIte8hypUtPev+lfPan8if3HQ/YDIDcSuBM3t0R+M33Fr0lx31nj5k131epOC/bds2vPzyy2jatKkq0gcHB6NVq1YYP3481q1bh9KlSxf453JKT0/H6dOn8zySk5Nd/t+QCuH8QeDAImOVkHOGOpG3qHITUL0NYJdf2FicyUlBcsGlS5fUe+TRnTnEEztsjh49iurVq+OJJ57AL7/8goMHD6p2oM7OMnIjT7rPPPLIIzeMj9w0j3nvH8Z5HiNgiHyC7DY2WYAjawL+Askbcgj5OedO6KZ3A6ERuqMhco/KzYGK0YAtFdj+CwKV7hwyYcIEbN++XZ1La3/ZwCLkmkG6TDrb8M+dOzezo6WrRo8era5Hnn/+eTRp0qRQn0UFcGITcGYnUhzB+N3WXnc0RIVmhxm/2Dobf8hY0BKIClrXcCWH8BokgO2ZAyScBMLLAY376Y6GyP1KVQfq9zbO//pGdzR+w+07/b2BrIKWgo1cNF25ckXt8JeCzciRI3OdgSa7Op0r7GThQHYxMTH5arXjPB58kEUELZz/MNTrAZSprTsaouvd8pjxuOE7Y7UmeRVP7bCRCzTJDVLYlxt6sutfPlfy086dO9Gvn/GL+3fffadyERVB0cZhM+YxV2ikOxqiwilZBajfyzjfNEF3NET+KzUB2Pnr1TujifyBtBd2jqvY/KOxG5mKnFwjiC5duqBdu3bXPT948GDVIUz8+KPrxTXZBPPRRx+hfv36ePHFFwsRMRVYRlF0rr0NLoMLx8g/TFNFfxMQuxy4EKs7HCL/rXW0Gg4EheqOhsgzbnk0a1yMXHdTofll0Z8CkPyDsHni1YVVIm/T6E6geAXgyinOX/ZCntphI91lNm7ciEWLFmHYsGGoUqVK5uc2btwYv/76K3r1Mop2H3zwAVJSAncensfZbVm7EG5+SHc0RO7h/Lsss/7S2W2KyCPUf19JQLn6RucmIn/SbCBgCQVObQeO/qk7moAjC4xlpKTo3Ttjp9M1pEOY83phwYIFLn0f6V728MMPq8XIX331FYoVK1aIqKlAUq9kdtKYYu2iOxoitznmKA/U6XJ1RyTSxhOjKuXzJAfd6Dhw4IDbf56Ad2a30fJcWp+34v0r8mO1YoCydYG0BKPwT4XGoj/5hw3fA6nxQNl6QJ2uuqMhyllQSNboidUfcCdNgOywkQutli1b5vq8XCDJDTghu/93797tQvSULweXAPFHgGKl2BqNfGJWpvPIk/zeE1ndmKfJBWVE7iej3tZ/kbW4WHZGE/mT8DJAswHG+brPdEcTcOR3f+dISRlRmRvnc6dOncKFCxcK/H1effVV9b1kpFjnzhktualobJ8GpF1RHSnXOxrqjobIvZxzxmVxvTVVdzQByxOjKrOT0ckVK1bM9QgKCnLrz0PZdvk3uN1ogU7kr8xmoPWjWX/vWS8pNBb9yffJL5VrPzXOO/zL+IeCyFvJzeLg4sZOmoOFm8dIvrfDJjfZd9pwXpsHbfzBeGx+HxAcpjsaIvcwW4CWw6/+O05E7rN/AXDhEFAs0sgfRP6ozd+Nx92zgEtHdUcTUE6cOJF5XrVq1Vxfl/257O/JDxlR9vbbb6vCzDvvvONipEa3ABmfmf2gG5AFHc7FNK1HGK3QifxJgzuAEpWBxDPAjum6owlInhpVmV379u3VorPcjmtHJVMhpVzO2vHsLIYS+TN1nzYcOLsHiFulOxqfx+oo+b6t/zPapZeoAjQbpDsaohvvpGn1oHG+8n3d0VAR77DJzbJly9RjSEiImrFJHnDpCLD3j6x5aET+ROYxmyzAkbXGojIich9nsUZ2soVyDjP5qUpNgahOgMMG/PW17mgCrh2zU3h4eK6vy/5c9vfkpxgkXcXk8aOPPkKpUqVcjvWtt95SXcycR/Xq3Hl4Q7LQ/9w+ILSk8fsakT92tHSOWV37GXdo+tGoStJo2xSjQ4x0NK4dozsaIs8LK2WMHBO8Fik0Fv3J9+czr/7QOG//pPHLJpG3t2Vu9wRgDgYOr+LczADaYZOb2NhYfPGF0TZYLshKliyZ5+u5w8ZF674wbmTXuhWo0Eh3NETuVbJy1siKNZ/ojobIf5zeCcQuN2ZpOm9oE/mrtv/I6hqTlqg7GnKTcePGYcuWLejTpw8GDsy4meqiUaNGIT4+PvM4epRdIW5o7SdZC8eK5X2dR+SzZGOL7NA8vR2IXaE7moDjqVGVpIksnPnz66xd/hwtRoFCdUSSnXmzgcvuueceqFj0J98ms2ul3WZY6azWtkQe5NK85WtFVgWaZ3SlWMXd/oGwwyY3ycnJGDBggGq7Vq5cOXVT7ka4w8YFyZeATcaFMNr/S3c0RJ7R/injcccvQPwx3dEQ+Yf1xqI8NOoLlKqhOxoiz6rfEyhdC0iJz2opSx4nbZed5JogN9mfy/6evOzatQuvvfYaIiIi8NlnGV1LCiE0NFQtUM5+0A0Wjh1aZiwca/M33dEQebaj5U1Dru6QRAExqpI8IG4lcG6vMRr2Jo4WowDrPFajvbFhi6MrC4VFf/LtlW/Ogmmbx9luk3xLh6eNeX575wJnduuOhjSQFptDhgzBxo0bERwcjIkTJ6JKlSo3fB932Lhg4/dGa7QKjYG63XRHQ+QZVVsCNTsCdmtWoZKIXJd4Htg29ep550T+zGzB2DMd1emBWeNR64VZri9ypnzL/vv/8ePHc31d9ufyc80gnnjiCaSlpWH06NEoXbo0rly5ctUh1yPC4XBkfi09Pb1QPw9lI63OhXRj4sIx8nfqdyUTsG8ecG6/7mgCRlGNqty5c6f6DNkIIwvJGjRogBEjRmDz5s2FiJ5y5NzlL5vFikXqjoaoaN3yqPEoRX9rmu5ofBaL/uTbs9FObTNWvrHdJvmacvWMXWNi1Qe6owl4ntxhkxObzYb7778fv/32G4KCgjBp0iT06NEjX+/lDpsCsqYarf2dO6HZGo38WYd/Go8bfjB2ahJR4RaMWVOAyjcBNdrqjoaoSEyzdUaCIwx1zSdwq9mYD0ye1ahRIzV3WezYsSPX1zmfq1SpEsqUKZPvMWLORcNy7XLtIYuOxZEjRzK/9umnn7rhpyIknAa2Zywca/uE7miIPK9cXaC+sZucu/39b1TluXPn1AKDsLAwNXJy3759+Oabb9CqVSu8+OKL+foMjqrMh/jjwJ45V7c6JwokDfsCERWBK6eBPbN0R+OzWPQn3+UslMrsKGklReRrOv7beNw+Dbh0RHc0Ac2TO2xyKvgPHToUU6dOhcViwc8//4x7773Xpc+ifNj+C3DlFFCiMtCU/zuTn6t7G1CuAZCWAGzMGGlBRAVnSwf++iZrzjkXjFGAuIJwTLXFqPOHLPN0hxMQZNdkhw4d1Pm8eTn/by478efPn6/O87tQmPSRzhgf/vcFwJaGjfZ6iPr0DDtmkN/K3hFm8I5W6mvJf/2Mm17gmBh/GFVZr149vP3229i7dy9SUlJw/vx5JCYmqpwkBX/JT2+88QbefffdG34WR1Xmg+xultbmNTsAFRvrjoao6AWFGLU+8WfG9TgVGIv+5JuO/mXMuDEHA+24app8uBVz7RjjF7o1H+uOJqB5codNTjv8J0+enFnwHzRoUCEipxuOgXH+tyVjYOSXRyJ/Jv+OSUcLse5ztkMjctWu34GEk8YugyZ3646GyKNFmmtb+P9g6wG7w4QYy1bUMeW+GJbcZ/jw4epx6dKlWL9+/XXPT5s2DYcOHVLnw4YNy/fnxsXFqYJMbofz+9asWTPza08/LWPoqDBCkYahloXq/FtrzjO2ifzROnsj7LTXRJgpDUMsi3WHQ24g96+ee+451K9fX42lFCEhIWoB2qpVq9C6dWv1tTFjxqjxk3nhqMobkGt35xzz1hktzokCkRT9TRbgyBrg9E7d0fgkFv3JN616P2u+TWTu7YuIfGa3/6YfgStndUcTsIpih40U/IcMGYIpU6ZkFvwHDx5cyMgpTwcWAWd3AyERWStFC3DTm8gnNRtoFCoTTgA7Z+iOhsg3OdvSyg03LhijAHPUURGL7C3VOXf7Fw0pvkdHR6vrjf79+2PxYqNYJnOapeAvc5NF79690a1bt6veK4UWk8mkDinyk353WVajrCkBxxzlMN9uFMSIAoMJ31hvV2fDgxZwAbIfjqrMrlixYnjzzTfV+ZUrVzJzV244qvIGds8EEs8AEZWyxsESBaKSVYBGfYzzP7/WHY1PYtGffM+Z3cBeKciYgA5chU4+rlZnoEpLY2bs+oy54+RXO2yy7/CXlv5BQUFqfiYL/kVg9YfGoxT8w0rpjoaoaASFAm3+Zpyv/sjoeEFEBesodnwjYAkFWj2kOxoiLb6zGbuT77GsQiSu6A7H78n1wcyZMxEVFaXGiXXv3h3FixdXx8CBA9Xc4xYtWqhrCPJyDgcescxVp99be8IGi+6IiIrUbHs7nHaUQkXTJS5A9rNRlTlp165d5rnzfhm5yDlaTO5fWYyuCkQBq7Wx4BXbpgIpeXcRoeux6E++W8SRVW/l6umOhuiG8txJLDNinbv9//oaSLmsNdZA5qkdNlLwHzp0qNrhLzf0Jk2axJb+ReHEZmMMjLSEktb+RIHk5oeB4OLAmZ3AwSW6oyHyzV3+0QOAiPK6oyHS1qJ5t70Gwk2pGGxZqjucgCAF/23btuHll19G06ZN1XWFtFKWmcnjx4/HunXrULp0ad1h0o0cXIz65uNIcIRhqq2L7miIilw6gjDBmtEZce2nXIDsJ6MqycNObgWOrAXMQbhlfnV2pCSK6giUbwSkJwKbf9Ydjc9h0Z98y6UjwPZpxrmzUErk6xr2AcrWM1aubfxedzQBy1M7bFavXo3Jkyerc7l599RTT6kLrdwOWRxAbrDmY+OxaX+gVHXd0RAVSoEv+sNKAy0zOpKs+ajI4iTyefHHgV2/G+dtuWCMApkJ39l6qbNhQQtggU13QAFBWi6PHTsW27dvV62S5fpjw4YNGDlypJqhnBNZfCyLluWQ65iC+OGHH9T7OBbAjaTICWCqLQYJCNcdDZEWk2zdkOwIAU5tA+JW6Q7HrxXFqMq8yII0p1q1arn1swPKyveMx8b9cAZc4EekNkk6O1iu+QSwpuqOyKcE6Q6AqEDkP3K7FagdA1Q15gwS+TxZldvxaeD3J4ybBLf8DQgupjuqgN5hI7tpZsyYgdjYWLXDpkmTJrjvvvtUwT63G265kU4BTunp6Th9+nSer09OTnY5fspw8TCw8zfjvP1TuqMh0qPt34E/vwIOLQNObgMqN9MdEZH3k65LDhsQ1QmoFJ35Ze6soUA009Ye/xc0GVVN59HT/BeAO3WHROTdTu9SHZZsDhO+t/XUHQ2RNpdQAtNtnTA0aLHRQalWJ90h+X3XypUrV2aOqmzTpo1bRlXKYgHZuJKb1NRUjB49Wp3LZplrO2JSPp3dm7XouNNIYAMX4lHgyOs6O+71IcDy/wIJJ4Atk4CbOXovv7jTn3xH/DFg4w/GOXf5k7+JHgiUrApcOc3d/n62wyYmJibzufwcDz74YBH9pH5s/RdG0UYWiLHQSQHYAUBdOJWuCTS5y3jh2k90h0rk/VITgA3fZy2aIQpwqQjBRJtxA/+xoDls0UyUz/Ew8+2tccxRQXc0RFp9Z+utHu17/kDMqG/YptwHR1WuWLFCdcD86aefcOzYsas2s8j36NSpk1pkIGQ0TalSpYrgp/XXXf4OowtsxSa6oyHyHkGhQId/Geer3gNs6boj8hks+pPvWPYWYEsFanYEanXWHQ2RewWFALc+Z5yveAdIuaw7IiLflHwR2DjBOOcufwp0zv8Gdkw3Fk8SUd4LxlIuGSOX6httzYkC3U/WHqpF803mg8CBRbrDIfJeCaeAbVPV6TfW23VHQ6TdIUcVLLa1gNnkwAjLXN3h+DVPjaqURQRS3JfuANWrV1ejBMqXL68+V77HX3/9BbPZjP/85z94/vnnPfbz+SPn4pdbR30H61Yjd/TZ2pYLYoiu1XI4ULz81SO/6YZY9CffcGaP0cZDdB9jzPUg8jctHgDK1gWSznNXJpGrZJdmeiJQoQlQh+3lKMBVaWG0KZfRSOs+1x1NQEhISFA7ZmS3TUREBCIjI9G6dWu8++67SEtLc+kz5ebdZ599hgEDBqBu3boICwtTh8zNlNEzS5YscfvPEXBS4o0xYiLmBcBs0R0RkVc4h0j8ZLvN+MPSN7nbnyivnZqySaV6G2xy1NMdDZFX+MraRz0OsCxDNdNZ3eEExKhK2XHftGlTtXNfRlW2atVKja9ct24dSpcu2Kx4uZ6R90r3gPr166vrj0uXLqnH5s2b48knn8SWLVvwxhtveOzn8nd/t8xEkMmOpbbm2OGorTscIu8TEg60e9I4X/kuYLfpjsgnBOkOgChflrwGOOxGq5vqrXVHQ+QZliCg60vAtOHGjefWjwIRbAtIlG+pVzLbaqodzlwgRgS0/ycQt9JYENPhaSCivO6I/Nbhw4fVSBdna0zZDSOzLmVEjByyu0Z2yxTkhtvRo0dRs2ZNtdPGST5X/izfR47Jkyfj4YcfxldffQWLhcVql6zL2OVfviHQ5G7d0RB5lS+tfTDUsgjhJzYB++YDDdgJg+gql45mjejrMhrYf0V3REReYb2jEVbZmqCjZSeesvyK/7M+pjukgBhVKUd+yWJlOXJStmxZNeaSPKMKzqG/ZYU6/9jK6w+iXLV+BFj1PnD+ALDrN6Bpf90ReT3u9Cfvd/RPYM9swGQGur2sOxoiz2rcD6jS0tipLG3+iSj/1n8OJJ4FStcCou/VHQ2Rd6h3G1D5JiOvyBw08gir1Yq+ffuqInzlypWxcOFCJCYmIikpSRXl5Sbc5s2bMXTo0AJ9rs1mUwV+mb85YcIEtetfPvfKlSvYuXMn+vXrp1733Xff5XrDjm4g+RKw9lPjvPP/cZc/0TXOIxI/2noYf1jG3f5E11k5HrClGd2VanMUJVF271kHqEcpbkaZTuoOh8hrPBY0GyEmG9bYGmOTo77ucIi8V2gJoO0/jPMV4wG7XXdEXo9Ff/JuckNhUcYNzJvuB8o30B0RkdtnOF11jJprjLAQsivzQqzuMIl8Q9IFYPXHxnnXFwFLsO6IiLyDdLxwLpr86xtjNxq5nRTkt2/frs6nT5+u5lwKmXM5aNAgfPnll+rPc+fOVbv980u6AmzcuBGLFi1S8zSrVKmS+bmNGzfGr7/+il69jF23H3zwAVJSUjzw0/k56RCTGg9UaAw0vkt3NERe6UvrHUBIBHByK7CXs5mJMsn1+uafs65BiOgqUsxcYrtJtTD/V9AM3eEQeYXyuIT7LEvV+cc27vInuqE2jwEhJYAzu4B9f+iOxuux6E/ebf9C4PBqwBJqzNckCgSyO6BOV8CeDizlbCyifFn9gVG0qRgNNLlHdzRE3kVyiuw+k11oy8fpjsYvSdFfdOnSBe3atbvu+cGDB6NWrVrq/Mcff8z350ZGRqJly5a5Pi/zOqW1v5Dd/7t373Yh+gBfMLbuc+NcrjXMvDwmyslFlARuyWjLvOwt7vYnclr+NmC3AnW7AzXa6o6GyCu9ZzW68PUzr0Fd0zHd4RBp92jQHISa0rHRXg9r7Y11h0Pk/cJKA7eMMM6lMzKvRfLEuxrkvaRVx+KxWat5Iqvpjoio6Dh3+2+fBpzcpjsaIu92+QSw3thFi24vsWhDlONu/1eM8y2TgLN7dUfkV6SF/+rVq9V57969cy3OO3fkL1iwwK3fv1ixYleNA6ACkLb+qZeNBWMN++qOhsi7tX/K2GFzarsxfo8o0J3dB2ybbJx3Ga07GiKvtcNRG3/YWsNscuDfQb/oDodIr8TzGGpZpE4/tkqXMZPuiIh8Q7sngOBw4MRm4GD+uycGIt4VJ+8lxc7TO4DQSKDjM7qjISpalZsDTfsb587FL0SU+w4bawpQvS1QL2PmLBFdrXproMEdgMMOLHlddzR+RXbX2zPmyjVt2jTX1zmfO3XqFC5cuOC2779s2TL1GBISgvr1OQ+yQLv8139hnHOXP9GNhZcB2j5unC99i/M0iVTXC7vx+1XV3LvyEBHwvvVe2B0m3GH5E41NcbrDIdJn3WcobkrFdnsUltlv0h0Nke8oXg642ehyiOXc7Z8X3tkg72RNBZZm3JDu+C/jBgNRoJHdAuYg4MAiIHal7miIvNP5g8Dmn4zz7q8YO5qJKGdq1qwJ2D0TOL5JdzR+48SJE5nnVatWzfV12Z/L/p7CiI2NxRdfGIXrQYMGoWTJknm+PjU1FZcvX77qCFhrPgLSrgCVmgEN79AdDZHv7LAJLQmc2WnkEqJAdWoHsDNjPnmX/+iOhsjr7XNUxyy7MQKLu/0pYCVfAv78Sp1+Yr2bu/yJ8hD1wpzrjluWNkKqIxg4ug6IW6U7RK/Foj95pw3fA5eOABGVgDZ/1x0NkR5l6wCtHjTOF73CFWxEOVn6ZsYczduAmu11R0Pk3So2BpoNMs4Xv6o7Gr+RkJCQeR4eHp7r67I/l/09rkpOTsaAAQPUeIFy5cph3LhxN3zPW2+9hcjIyMyjevXqCEiJ54D1X2UVa7hgjCj/8zTb/sM4XzaOu/0psHf5iyb3AJVy7/JDRFk+sPaHzWHCbZZNwLENusMhKnp/fq1Gi+21V8MCeyvd0RD5nDMojSm2GOMPK97RHY7XYtGfvE9qQtZ/tDH/B4TkfvOUyO/d+rwxr+b4RmD3LN3REHkXmSm7I2OXQLeXdEdD5Bu6jALMwcChpUDsCt3RkIusViuGDBmCjRs3Ijg4GBMnTkSVKlVu+L5Ro0YhPj4+8zh69CgC0uoPgfREoEoLoH4v3dEQ+Za2fzdG8J3dDez6VXc0REVPZsnumQ2YzEDMKN3REPmMWEdlzLB1Mv6w9A3d4RAVrZR4YN2n6vRT611wsCxH5JIvrX2Mzsixy4HDa3WH45X4rwt5nzUfA0nngDJ1gBYP6I6GSK8SFY02ms5dmbZ03REReY/Fr2XtsKncXHc0RL6hdFS2LjJj2UXGDUqUKJF5Lrvuc5P9uezvKSibzYb7778fv/32G4KCgjBp0iT06NEjX+8NDQ1VIwCyHwHnyhngr2+M8xju8icqsLBSQPsns+32t+mOiKhoLckoVkr3pPL1dUdD5FM+tN2DdIcFOLgEiFutOxyioiMbHJMvAuXqY7a9re5oiHzWcZQHbrrf+MP8/7DzWKAU/aVd5pgxYxAdHY2IiAjVurJ169Z49913kZaW5tJnXrp0Cb///jtefvll9OnTB5UrV4bJZFLHDz/84PafIaBnM6/6wDjv9jJgCdYdEZF+7f8JhJcFzu8H1hqrQokC3pF1wP75gMmSMaeciPLt1ucyushsAPbO1R2Nz8u+w/748eO5vi77c/nZlZ9bwX/o0KGYOnUqLBYLfv75Z9x7770ufVbAkmuN9CSg6s1Avdt0R0PkM7LP02z6Ry1cchQHzu3Dv17k72EUQI6sBw4sNK5BOj+vOxoin3PMUQFTna2ZZbc/FyBToNQ71n1hnPd4A3b/LMkRFZ0uo4GQEsCJTcC2Kbqj8Tp+9y/M4cOH0axZM4wdOxY7duyAw+FAamoqNmzYgGeffRZt27bFxYsXC/y5spPmrrvuwmuvvYY5c+bg1KlTHok/oMkvenNGArZUoHYXoHE/3REReYdiJYEer2ftprl4WHdERPrzhexQFi0fAMrW0R0Rke91kWnzeFbHDO7SLJRGjRrBbDYuq+T6IzfO5ypVqoQyZcq4vMN/8uTJmQX/QYMGFSLyAHRuP/DnV1mjLrjLn8glVxCOr6x3qPPng6cAaYm6QyIqmmuQJRmdxloMBcrU1h0RkU/62HoXYAkFDq82dvwT+bsFLwL2dKBud6B+/jq0EdEN7mndOtI4XzQGSL2iOyKvYva32ZZ9+/ZFXFyc2om/cOFCJCYmqlaacnNM2mhu3rxZ7Y5xhdyg6927N0aPHo0ZM2a4Pf6At2O6MV9WfvG7413ehCPKrvl9QM2OgDUZmPscV0NTYDuwCDiyBggqBnT+P93REPmmDv8EimXMZN4+TXc0Pi08PBwdOnRQ5/PmzcvxNbIQef78+eo8v634ry34DxkyBFOmTMks+A8ePLiQkQcY+d3pj+eNG271egB1uumOiMinfWu7HUft5VHVdB6fvvr4VZ0AnAeRX9n1GxC30rhnJV2TiMglp1AW36Z2VecHfnwS9V74nbmD/NfBpUZ3PekQ0/NN3dEQ+QXJFfVn18JhewXgyil8/NoTzCHZBMGPTJgwAdu3b1fn06dPR7t27dS57LyRXTB2u13dLJs7dy4WL16Mbt3yf6PngQcewIMPZsw/JfdLvgTMG2Wc3/osd20SXUsWwfR5H/i8vdHSfPdMdsOgwGRNNWY2iVtGACVda5FN5O/yutiJG3cHEFYa6PA0sHis0Tmjwe1GZxlyyfDhw7Fy5UosXboU69evR5s2ba56ftq0aTh06JA6HzZsmEs7/KWlf1BQEHf4u2r3LGM3mSUE6DWOC4yJCikVIXjV+gC+DnkPIyxz8IutM2IdlXWHReQZqQlZ96w6PYOocdsAyEFErvjQeg/utKxGXfMJPGqZi89td+oOicj9bNar71+Vb6A7IiK/kYZgvGm9H1+GvI/HLHMw2doFx1Fed1hewexvRX/RpUuXzIJ/drIbplatWur8xx9/LNBny44a8iC54Zx4BihbD+jwL93REHmn8vWBjk8b53/8n3HjgSjQrP5QzY9F8QpAp4xWTkTkmrZ/B0rXAhJOGDM1qVBF/+joaLWjv3///mqBsZBFx1LwHzFihPqzdA27duHxmDFjYDKZ1CEdy64t+EuXMtnhLwX/SZMmseDvirSkrBtucq3BBcZEbrHQ3gpLbDchxGTDmCC5H8NuZOSnZMxewknj9yZZNElEhXIZxfFm+v3q/J9BM1AVZ3WHROR+m34AzuwyFtyzSyWR282334w1tsYINaVjVPD/dIfjNfxmp7+08F+9enXmzbScyI20Xr164fPPP8eCBQuKOELK1dG/gA3fG+eykzkoVHdERN5LipzbfwEuxgJL3gB6j9MdEVHROX8QWDHeOO/1lnHhRESuCw4zRir9fI+ac953RTVsd9TOvTsA5UoK8jNnzlSLj6Vw3717d9X2X4r+KSkp6jUtWrTAxIkTC/S5cn0jY8qc1zJPPfWUOnLz4YcfclFATla+C8QfBSJrAB2f0R0NkR8xYax1GDqYd6CzZRt62jZgvr11/rvOEPmC0zuBdZ8b57ePB4KL6Y6IyC/8au+IwfalaGPeg5eDf8Lf0vk7GvmR5IvGfVsR8x8gvIzuiIj8kAmvWR/AbPN/0MeyDhOsMkqR1xh+s9N/9+7d6qaaaNq0aa6vcz536tQpXLhwocjio1zY0oHZskraATQfAtTqpDsiIt8o0Ig/vwRObNEdEVHRzWKe/W/AlmrMYW7aX3dERP6hbjcgegDgsOPN4G9ggU13RD4rKioK27Ztw8svv6yuOaRIHxwcjFatWmH8+PFYt24dSpcu2GIl5/WNSE9Px+nTp/M8kpOTPfCT+cGCsTUfGee93gRCwnVHRORXDjsq4UtbH3X+UvBPKIZU3SERuY/k4dnPAA4b0OhOoF533RER+RETXkx/GOkOC3paNqCLebPugIjcZ/nbQPIFoHxD4OaHdUdD5Ld2O2piiq2LOn85+Efjd7cA5zdF/xMnTmSeV61aNdfXZX8u+3uKUmpqKi5fvnzVEbDWfwGc3mHs1uzxuu5oiHynQCMFT4fcgHgasLNAQwFg21QgdjkQVMxY+MJZzETu0/NNoFgkos1xGG5hN6zCKFGiBMaOHYvt27fjypUr6vf8DRs2YOTIkQgJCcnxPdLeX8YCyCELB7KLiYnJfC4/x4MPPlhEP6kPLRj743nAlmYsGGtoFCaJyL0+s/bDMUc5VDOdwxNBv+sOx2clJCSonCDjYiIiIhAZGYnWrVvj3XffRVpamkufefz4cXz22WcYMGAA6tati7CwMHXI6Mv77rsPS5YscfvP4Ve2/g84ug4ILm50GiMit9rvqIZvbUbH3rFBPyAUrv1bR+RVzu1XnfQyr7UtftNsm8grvWsdgMuOMHVPC1snIdAF+dPFkZO00sxN9ueyv6covfXWW+pmYMC7dBRY+qZxfttrQPGyuiMi8gq5tcG8qgVmz7eA/YuAE5uBv74B2vyt6AIkKmpJF7JmMXd+HihTS3dERP4logLQfaxaSPZM0DT8YbsFJ8Hfy8gP7JkDHFgEmIOB3m/fcMFYXq3IiSh3KQjFa+kP4MuQ9/GYZTam2zohzlFZd1g+5fDhw2qhl4yIcd67kg0jsnBMDhkPs3jx4gJ1jDl69Chq1qypFoU5yefKn+X7yCEjZB5++GF89dVXsFgsHvnZfPoaZOFLxnnM/wGR1XRHROSXPrLegzsta1DDfBb/CPodUS/kvFBWcDQM+YT5owG7Fajfy9i4RUQedR6RKpe8GDwRWPwq0LgfEFoCgcpvdvr7klGjRiE+Pj7zkAuxgCS7btKTgBrtgRZDdUdD5PXkRnTm8cYGvHjlHuOJxa8Bl0/qDo/Icxa9AiSdM9qitct9ljURFULL4dhgr48IUwrGBE/QHQ1R4aUlAfNGGeftnwLK1dUdEZFfm2+/GcttzRBqsuKVoB+NEX6UL1arFX379lVF+MqVK2PhwoVITExEUlKSKspLF5nNmzdj6NCC3Tex2WyqwN+tWzdMmDBB7fqXz5VONDt37kS/fv3U67777jvVYYCuseQ1IOm8cQ3S9h+6oyHyW0kohrHpw9T545ZZiDLx/hb5MFlwvH8+YA5iV2OiIjTB1hOx9orAldPAyozRyAHKb4r+chHkJBdGucn+XPb3FKXQ0FCULFnyqiPg7JoJ7J1r7Lrp875H2zRfVSjNdhD5uom2bthsrwukJQB/PGe0sCXyN4fXAJvkxjGAPh8AQbmv+ieiQjCb8Z/0RzJnat5m3qA7IqLCWfU+EH8EKFkNuPVZ3dEQBQATxliHI81hQRfLVtxm3qg7IJ8hBXkZCyOmT5+O7t2NufFmsxmDBg3Cl19+qf48d+5ctds/v6QrwMaNG7Fo0SIMGzYMVapUyfzcxo0b49dff0WvXr3U1z744AOkpKR44KfzUcc2Ahu+N87veA+wBOuOiMivzbe3xjJbc7Vw7NWgH7hwjHxTejLwxwvG+S1/A8rV0x0RUcBIRxDesGYskF37KXB2LwKV3xT9nRcvQlYv5yb7c9nfQ0Uo/hgw65/GeYd/AhUa6o6IyCc5YBRo1OrR3bOAzT/pDonIvaxpwOx/G+cthwM12+mOiMiv7XNUx9c2o2Xm2OAfUBzJukMics2FQ8DqD43znm8AIcV1R0QUEGIdlTPzyMtBP3E2cwGK/qJLly5o1+7633cHDx6MWrWM8VY//pixGDYfIiMj0bJly1yfN5lMqrW/kN3/u3fvdiF6P2S3AXPkGsQBNBsMRHXQHRFRADDhFetwpDqCcatlO243r9cdEFHBLRoLnN8PRFQyRlMSUZFaZG+JpbbmgC0N2z4ehLov/B6Qm4D9pujfqFEjtVpZ7NixI9fXOZ+rVKkSypQpU2TxUQabFZg+Aki+CFRpAXTOWP1GRC7Z7agJdM2YMzj3eeDMHt0hEbnPmo+As3uA8HJAd7YcJSoKH1nvxhF7eVQxXcC/g37RHQ6Ra8Wamf8EbKlA7Rhjnh8RFZlPrHfhuKMsqpvP4rmgKbrD8XrSjXL16tXqvHfv3rkW55078hcsWODW71+sWLGrxgEQgL++BU5uBUIjgR6v6Y6GKGAcdlTCZ9Y71fnLwT8hArl38iXyOoeWAes/N877fQKEldIdEVEAMuH/0h/DJUdxNDPH4qmg3xCIguAnwsPD0aFDB6xcuRLz5s3Dc889d91rZJbZ/Pnz1XmPHj00RElY8TZwZA0QUgK49zu2aSZyh/b/BGKXAweXAL88BIxYAgSH6Y6KqHDOHwRWvGOc93oLCOdCPSJ3yWuFcwpC8ZL1YUwI+S8esszDb7YO2OGoXaTxERXK6g+AuJVAcHGjJbMHx4gR0fWSUQwvpj+M70PewaNBf2ClvRmW25vrDstrye56u92uzps2bZrr65zPnTp1ChcuXHDbJpZly5apx5CQENSvX98tn+nTpBXsoleM824vAREVdEdEFFC+sPXF3ZZViDKfxmvB3+Pf6f9QRRwir5Z8CfhN/q4CuPlhoN5tAbWrmMibnEFpdS3yScjHeMLyG5bYbsJWR10EEr/Z6S+GDx+uHpcuXYr1669vAzRt2jQcOnRIncs8MypisSuA5W8b530/AMrwBjKRW0iXk7u/BIpXAM7sAub/R3dERIVv6z/9UcCaYuzSjB6gOyKigCLFmZm2drCYHPgw+FOEgzN+yUcc2wAsecM4v/1toGwd3RERBaSl9hb4wWpstBgf/DnKIf6612RvtXntEUhOnDiReV61atVcX5f9uezvKYzY2Fh88cUX6nzQoEEoWbJknq9PTU3F5cuXrzr8SnoK8MvDQHqScQ1y8yO6IyIKOKkIwcj0x2F1mHG3ZTX6m1fqDonoxv54Hrh83Kh19HhddzREAW+2vR1+t7VHkMmO94I/RzGkIpD4XdE/Ojpa7ejv378/Fi9erL4uq6al4D9ixIjMlmndunW76r1jxoxRLdPkiIuLy/Hzz507d9XhJLPPsn9d2rPRNRLPATMeM2aitRgKRN+rOyIiv6Fujr3+F4ZezLgpseE7/P0/LwfcDTPyIwtfBk5sAoqVAu78uNC7NHlTmajgXkkfjpOOMqhjPok3gr+Vllm6QyLKW8plYPojgMMGNLkbuOl+3RERBbS3rEOwx14d5U2XMT74C5hg7GanqyUkJFzVwTI32Z/L/h5XJScnY8CAAer+Vbly5TBu3Lgbvuett95CZGRk5lG9enX4lQUvAqd3GKPFZFF9xghRIipaGx0N8L7VuG/8avD3qG1yz0InIo/Y+RuwbQpgkg1ZXwEhxXVHREQAXkp/MPOe1qigSQgkfvUbbFBQEGbOnImoqCgcP34c3bt3R/HixdUxcOBAtQq5RYsWmDhxokufX758+asOp6eeeuqqr7/9dsZudjLITeLf/g4knATK1Qd6838fIk9YZY/OnH/23+CvUc10VndIRAW3a2bWHLS7vwBK1dAdEVFAuoiSeCrtycxdNtj0o+6QiPI29zngYhwQWR3o8wHb+hN5wW7Nf6Y/iRRHMGIsW/GQxRi1SPpZrVYMGTIEGzduRHBwsLpHVqVKlRu+b9SoUYiPj888jh49Cr+xexbw19fGuRT8S1TSHRFRQPvcdidW25qguCkVHwd/jFCkqa9zQT95k9Yv/IyLU59Q5x+n34moT8/w7yORl7iMCDyX/jd1PjxoITqZtyFQBMHPSMF/27ZtGD9+PGbMmKHalclFTJMmTXDfffepAr3MKqMitO4zYP8CwBIK3Ps9V7wRedB71nvR1rwLLc0H8FHwx6j7QmlYC/BPfdy4OzwaH1GeLsQCvz9pnLd/CmjQW3dERAFtg6MhxlsH4oXgyUbLwqqtgEq5zxsm0mbbVGDbZGOHTf9vgLBSub6UN+GIis4+R3W8bh2K14O/x/8F/Q/r7I2wyxGlOyyvUqJEiczzvLpGZn8u+3sKymaz4f7778dvv/2mNs5MmjQJPXoYoxhuJDQ0VB1+59LRq69B6nXXHRFRwLPDjH+n/wN/mF9AE/NhvBD0P4y1GmN9ibyCw4G3g79CadMV7LBH4SPrPbojIqIcNkj+YO2BB4MW4J3gL4GkvwHhZeDv/Gqnf/YLoLFjx2L79u2q9b7s8N+wYQNGjhyZa8Ff2vvLWAA5ZOFATpzP3+iQz6IMxzcBC18xznu+wRvFRB4mBf5/pj+Fy45wVfh/JugX3SER5Y81FZj2IJAaD1S7BeiWkTuISKsvbX2wxHYTYE0Bpg0HUgvfUpjI7QvGZj9jnHf+P6BGW90REVE2P9u6Y6GtFUJNVnwU/AnCkKI7JK+SfYe9dKzMTfbn8rMrP7eC/9ChQzF16lRYLBb8/PPPuPfeAB+9aLMC0x8FUi4BVVoCXV/WHRERZTiD0hiZ/rg6fyhoPrqbN+oOiSjLxu/RxbIVqY5gPJ3+D6T7395aIr8wznofDtoro5LpIjD3WQQCvyz6kxfN1fzlYcCeDjTsA7R+VHdERAHhmKM8Xkg3/nv7R9DMgGpfQz5swUvAyS1AWGlgwPeAJVh3REQki15hNm62lawKnD8AzHraGN1E5A1s6UaxJi0BqN4W6BQYF/FEvsWE59NH4JSjNOqaT+CloJ91B+RVGjVqBHPG7PgdO3bk+jrnc5UqVUKZMmVc3uE/efLkzIL/oEGDChG5n1j+X+DoOiC0JHDvd0AQO4MSeZNl9hb4ymp0pJRdmpVwXndIRMD5g8D80er0besgHHBU0x0REeUiBaGqc4yMrsSO6XjqP6P9fkQMi/7kGdY0YOoDwMVYY65mv084V5OoCM21t8VEazd1/knwR6hnOqY7JKLc7fwN+PPLrBmakbxgIvImFyE3wr8HTBZgxy/Axh90h0RkWDYOOL4BCI0E+n8NWLjDhshb88gz6X+H3WHCkKAl6Gn+U3dIXiM8PBwdOnRQ5/PmzcvxNdJRcv78+eo8v634ry34DxkyBFOmTMks+A8ePLiQkfuB2BXAineM8z7vA2Vq6Y6IiHLwjnUQttprqzbqH4Z8CgtsukOiQJaWaHSpTE/CWltjfGfrpTsiIrqBbY46+MR2lzp/I/g71DHl3l3LH7DoT+4nu79mPgUcWgYEFwcG/mjs3CSiIvWq9QH8Za+PSFMSfgj5Lyrigu6QiK534ZCRM0SHfwH1e+qOiIhyEPXZObyZNlCdp856DreP+tTl1dA5rar2x9XV5GEHlwAr3zXO+34AlKqhOyIiysMae1M1Mkb8N/hr1DCd1h2S1xg+3JhTvXTpUqxfv/6656dNm4ZDhw6p82HDhrm0w19a+gcFBWHixIks+IvEc8CMx1RPI7R4AIgO8DEHRF5M2qb/M/1JJDjC0Ma8B08F/ao7JApUdhswfQRwahsQXk51xJPOeETk/T6x3oU/7Q1Q0pSE74LfQRlchr/iv0rkfkteB7ZNNnaDDfgBqNpSd0REASkVIRiRNlLNralqOo8fQt5GBJJ0h0WUJV1mhD8IpF422jJ3fUl3RESUh69td2CRrQVCTen4NPhDlEASC/ikx6ntwJRhGcWaoUDTe3RHRET58J51ALbYa6OUKRE/BP8Xpf34ZltBi/7R0dFqR3///v2xePFi9XW73a4K/iNGjFB/7t27N7p1M7q5OY0ZMwYmk0kdcXFx1xX8hw4dqnb4S8F/0qRJbOnvvAaZ8gCQcBIoVx/o/V/dERHRDRx2VMLo9IfV+T8tv6K3+foFUkQet+gVYO8cwBIK3Pc/nEA53RERUT5ZEYS/pf0bh+0VUNN8Bl+GvIcQpOfrvb5234tFf3KvDd8BK8dn7bipX/DWc0TkPpdQAsPT/w9nHZFoZD6Cz4M/QDCsusMiAmxWYPojwMmtQFgZY4amJVh3VESUB9nF8Gz64zjuKIta5tP4Mvg9hCJNd1gUaC4dBSYOANISgJodgTve0x0RERVgt+ZjaSNxzFEOtc2n8G3IeBRDKgKdFORnzpyJqKgoHD9+HN27d0fx4sXVMXDgQFy+fBktWrRQu/QLYvXq1Zg8ebI6l0UBTz31FCpVqpTrIYsDAmKX5oxHgSNrgNCSwIAJQEhx3VERUT7MtHfAj9bbYDY58EHwp2hj2q07JAokGycAaz42zu/6DKh+i+6IiMiFkWMPpz+Hy45wtDbvw7jgr42NBH6GQw/Jffb+AcwZaZx3fgFoWbC2c0TkGcccFfBg2vOYGvIqOll2YBy+wsj0v8utH92hUSCPgZn1L2DPbGOF9MAJQGRV3VERUT4Xkz2W9gwmh7yO9pZd+Aif4B/p/4INFt2hUSBIvghMvNfYnVm+ETB4IhAUqjsqIiqAMyiN4Wn/hxkhr6Cl+QA+DP4Uf09/GvZ87knJbUdN3Lg74Muk4L9t2zaMHz8eM2bMQGxsLIKDg9GkSRPcd999qmAfEhJSoM+UTgFO6enpOH0675EKycnJ8PtrkLnPAbtnAZYQYPAkoGJj3VERUQGMsQ5HRdNF9LRswNch72JA2svY6zBGPOW149LXcwRpJiOM5zxjnMeM4kgYIh920FEVf0//FyYE/xf3WFYh1l4JH9v8q3Mgi/7kHsc2AtMeAhx24KahQMwLuiMiomx2OmrhH+lP49vgd9DfsgonHWUx3srWjqTJwpeBLT8DJrOxw7/WrbojIqIC5pQR6SPVRZLccHvT8S3+zzriusVk3trqjHyUNRWYPBQ4uwcoURm4fxoQVkp3VETk4s22R9Oexc8hb6o8MsYxAS9bHwz4RcklSpTA2LFj1ZFf0t5fjpzExMSokQGUYcV4YMO3xt+ze74GanXK8+X8PYbI+8gCsX+mP4mfTG/hFvNeTAj5L+5JHcs26+Q5Z/cBU4cBdisQPQDo/H+6IyKiQlptj8ZL1ofwVvC3GBn8C2IdlQH4z+IwFv2p8M4fBCYNBKzJQJ1uRlt/U2BfrBN5o+X25hhlfRTvBH+FJ4N+V4X/ibbuusOiQLPqfWDNR8b5nR8DjfrojoiIXLDO3hhPpT+pxsYMClqGi4jAOOsQ3WGRv5Ldqr8+DhxeBYSUMAr+parrjoqICuEvR0P8O/0f+CT4YwwLWojjjnL40tZXd1jkz22Zl75unPd+G2hyl+6IiMhFqQjBo2kjMS3kVTQwH8OPIeNwb9orqiMZkVslnjdqHinxQPU2wJ2fsOZB5Cf+Z+uG2qaTGBE0F+8Gf4G7R5XDZkc9+IP89U8jyk38MeDn/kDSOaByc6NFM2cyE3mtabYYvJ/eX52/GvQ97jCv0x0SBZKNPwCLMnYi3fYa0GKo7oiIqBAW2FvjBbXDH3g8aDb+ZpmlOyTyV4teBnbOAMxBwOCfgUrRuiMiIjeYa2+L163G74Ojgv+HO82rdYdE/jqKcvbTxnmnkUCbx3RHRESFdBkRalTMCUcZ1DWfwLch41EMqbrDIn/rMjZlKHAxFihVAxg0EQgupjsqInKjt6xDsNDWCqGmdHwV8i6qmc7CH3CnPxWuvc1PdwOXjxnJb8g0IJSrKom83Ye2e1DJdAH3BS3Fx8EfI9KaiEm2brrDIn+363dg9r+N847/Bjr8U3dEROSmxWSRSMSLwRNVweYSIjDF1kV3WORP1n0BrPnYOO/3GVA7RndERORG39l6o4rpHB4N+gPjg7/A2fRSiOK0QHKXI+uBaQ9mjaLs+pLuiIjITU6hLIalvYBfQsailXm/ur/1ePq/YYNFd2jk69JTgF8eAo6sAUJLGjWPiPK6oyIiD4yM+Vf6E5hmGosm5sP4KfhNDE37D47Dt/97Z9GfXHN8EzDxXiDpPFC2HvDAr0CJirqjIqJ8MWG09RGV2O4PWow3g79FKSTgM1u/XOcWxo3zn7k2pMGhZcD0R42bbS2HA91e0R0REbnRN7Y7UMaUgH8EzcSbQd/gkqM45ttv0R0W+YO/vgHmZVT/JHc0H6Q7IiLygDes96OS6SL6WNbh6+B3MSJ9JNbam+gOi3zdqe3A/wYB1hSgXk+g74dsy0zkZw44quGRtGcxMeRN3GbZhP/ia/xf+ojrCv+53esSvN9FV0m9Aky+D4hdAQQVAwb+CFRoqDsqIvKQJBRTeURGxtQyn8bU0FdV4T/WURm+iu39qeAOLQcm9DUK/lVaAA/P40xNIh8jBf/R1ofxsdWYZfh88FS8GPQzTLDrDo38zb4FwP+GALY0oNGdQJ/3ebONyA+9bR2ESdYusJgc+Cj4E9xpXqM7JPJlDgew5A1gzkj5A9DmcaNLDBH5JQfMGJn+OFbZmiDClIIJweM4howKv+j4u95A8kWg6s3AgO8BC/c9EfmjjY4GeDL9n7A5TLjXsgJfBH/AVv/kGskZP91lFPxDIoCh04E67GJHFAidY+5NewUH7FVQ1XQeU0PGopHpMHwVi/5UMLtm/j979wHlRPW2AfxJ26UuvUlbpKjAIh3pVbpKERAEKYKIAlKU9oGAUlUEBBEF/1Spiii9dymCKB1BWTrSWdqWZOY798as2xtJJjN5fufMyexkMrmTTObdmXvveyF7+Ec+AIrUAjqvAjLm1LpURJQmJkyyt8XHUc5xNJ0pNb+GFfZ4a4pW0QlNRMn20BS9a6IeAkXrA61nA2am2iMyJhOG29/Ez46qCDTZ8UXAdLxj+clZYUuUGg47sOo9YOcnzr/rDAMaT2CDMSKDi0AAukUNwhpHZQSYHDJN8xuWDVoXi/ToyDJgobhvdR8oXMNZaROQUetSEZEHbVYq4J2ofghXbXjRcgiLAsYiG8K0LhbpyYPrwNyXgEu/AumyAm/8DATX0LpUROQl/yA72kZ+iGNKMHKZwrAk4GOUM52BHrHSn1Lut/nA8s7/9tZ8CXj9eyAws9alIqIn9K2jKQZEvg27akZryy58ZZuCQERqXSzSM0UBNg539tB0jZ/ZYSlgDdS6ZETkhfHQvrE7U2QOsi3FBOusBBuTJYaNzPxc1GPn9cZv8wCT2Zkdps5gVvgT+YlI2NAnqi/m2V+E2aTiI9s8DLQuYwMySnmWmD1TgRU9ACUKKNUS6LQCSJ9V65IRkRdsUCrh9chhcqix8uaz+CFgFAqa/tG6WKQHdy8Cc5oA/xwFMuUBuq4DClTQulRE5GW3EYQOkf+HX5USyGJ6hIUB41DNfAx6w9xWlLILp92fA1s+cv5d/g2g+RT21iQykBVKLdyLyogvbV/IcdDmmybg7ch+uIOgJF+XWEUMx0Tz8wqbH3sCJ0QPXwB1hwO13meFDZEfpWgeZ38dF9VcGGWdh9es2/GU6RbeiXoPD5BB6+KRL3t8F1jcHrjwC2AJdGaHKfmy1qUiIg0akI20d8ENNSvety1HH+tK5MJd/J/9zXhjNBNFUxzA+qHAga+df7/wLtBwDGBmXycif0v13zpyFOYFTMTT5mtYETASXSMH4Zj6tNZFI1916y9g/ivAvYtAlkLAGyuBHEWjn2YDdCL/EoaMeCNyCL62TUYty1HMsX2Kd6L6Youin4ZArPSnpD28Bfz0DvDneuffYizN+iNZeUNkQCJ4iaA2O+AzVDGfwtrAYXgv8l0cUJ/TumikFw9vAotfc6ZDM9uAV74Enm+ndamISAMLHA1xWc2J6bZp8kJpuWk0ukUOwlXk0Lpo5IvCrgALWwPXTwCBQUD7xUynSeTXTJjuaIkbyIpx1tmyAVkO0330ieqNcDBzFMURFe7s3X/yZ+ffDccC1Xqn6KWszCEynr/U/GgVMRpzAz5BSfN5LA34WKb+36E8r3XRyNdc2A8s7Qg8vA7kKO6s8M9SQOtSEZHGHiMduke9jy8wHY0tv8oGAB/au2KRo568TvF1rPSnxIXuAX7oDty/4uxt03g8UOlNrUtFRB4kKvhfjRyFGbapKGa+gsUBYzDV3hrTHS1krxuiRN08C3zXGrgT6hz/7LXvWGFD5Oe2KuXRNnIE/hfwGZ4zX8TKwBGy4v+4GpzqbSV1U57ZZQxwzSEqa8IuA5nyOsdezlta61IRkQ9Y6qiL22pmTLNNk2M0LzV9jL5RvXFezat10chXhF0Fvu8KXNgLWAKAFl8BIa9qXSoi0th1ZJPXITNtk1HDchyzbZ9htP0NLHQ0SFWFDa9BDDwk5Z4pwNYxgOoA8oQAnX4EMuXSumRE5EPDjr0b1Ref4Bs5HPI427d4wXwCw6Le9Pkslqz0p4TTou38DNgxwTkWs2jp1mYOkDdE65IRkRf8qRbES5Fj8JF1LtpYd2KA7XtUNZ+Q4zSLC6eU4IWRnw0Bc3gBsH4YEHkfyFoYeP17IFcJrUtGRD5ApNJsEfER5gR8gmfMl/BDwEh8Yn8NcxyN5FAA5MccUcD28cCuz53jdYtrDlHhn62w1iUjIh+ySamIjpFDMTtgEp43/421AUMxyt4Zyx21ddHThjzo+I/Aqn5A+F1nlhjR6LhILa1LRUQ+QlTKdI0ajE/wNVpa9mCMbQ7qmH/HkKi3cBNZtC4eaeXBDeDHt4C/tjr/DmkLNP8cCMysdcmIyMc4YMH7UT1xSimIQdaleNmyF2VMf6N3VJ8UDRujVf0IK/0pfitp0dMmdJfz77KvA00/BQIyal0yIvJyGpsP7G9jj1IaY23foqrlBNaZh2BgVC9sV8pqXTzyFfevAT/3Bc5scP5dqCrQdj6QKbcmxWF6TiLfdAU5ZRaZL2zTUNfyBz60LUBDy0F58XRJffLzBRua6XTszB/eBK4cdv5driPQeCIQmEnrkhGRDzqoPosmERPwue0reV3yqe0bWXEzLKo77oHnDb8Tfg9YOwg4ssT5d76yQKtZbHRMRPFEwYoBUb1wXAnGB9alaGA5jPXmwRgc1SN6fGbeR/Aj53Y6sxo/+AewpgeafSbrPoKHrtW6ZETko1SYMcvRHAeVZzAtYBqCzf9gRcBIjLO/jrmORvBFrPSn/3pqnloNrHoPeHQLsGUEmk/mWMxEfm6lUgN/RBbFdNsXKGU+L8dEm21vgs/tbfAI6dz6XoldaLHCxkcd/R5YM9DZs0ak0qw3HKjaGzBbtC4ZEfmg+7KnzSB0ULbi/6wL8YL5JNYHDMEYe0cscdRlb01/yw6zbjAQ9cg5HMxLU4FSLbQuGRH5uKvIgdejhuEtZTUGWpejmeUAypvPysqcvUopNgDzpyFhfnwbuHcBMJmBGgOA2oMBa4DWJSMiH66wme1oht1KCCbbvpTDjn0bMAmL7HUxxt7J7fe2yEezGu+YCOz4xJlhLNdzzqzGuZ/TumREpBOH1eJoGjEOn9hmobHlV4yyzZeZkZ8f8tDnGiEzpyYB108CC1oCSzs6K/xFGv+eO1nhT0TSOTUfWkWOxlx7Q/l3d+s6bAl8H6+Ydzv/WSb/8vAWsLyLs4emqPDP97wzZlR/jxX+RJQMExY56qNJ5AQcUJ5BJlM4JthmY47tE+TGHa0LR5726DawrBPwcx9nhX9wTaDXL6zwJ6IUU2DGTMfLaBk5Gn8p+ZDPdBvf2cZhiHURbLBrXTzyJHsEsOlDYG4zZ4W/GFKs6zqg/ghW+BNRipxSC6FF5Mf4xt4MimpCB+s2rAkYinKmM1oXjTxd7zG3ubPSX9zDLP8G0GMrK/yJKNXCkAlvR/XDh1GdEaFa0chyEGsCh6G++ZBP1ZGw0t/fb7yJlGhfVQf+3ubsqVlzIPDmZiBnMa1LR0Q+JAIBGGXvgm6R7+OCkkveYJsaMAM/BIxCiOlvrYtH3qAowLEfgBkvOMfPNFmA2kOA7lt4sUREqXJBzYPXIkdgTNTriFBtMuX/xsBBaGvZBgscWheP3M0eCeybCUyrAJxcBZhtwIsfAW/8DGTJr3XpiEiHxBiazSPHYpG9HswmFW9bV2NDwCA0Nh/wqRtu5KYMMWc2Ad/UAfZMdX6/YkiYXnuAQi9oXToi0uG9LZGSWWSOuazmQBHzP1geMBojrfOQA/e0Lh65u8OKyE75VTXgwi9AQCag1Wzg5WlAQAatS0dEumXCfEcj2UEyVMmDAqabMnvMfNsEFDddgi9gen9/5LADv80Fto4FHt92Lnu2OdBwDJC9iNalIyIftlUpjz2RpfGmZS3etf6ECuYz+ClgBL531MKn9na4gaxaF5E8caPt7BZgy2jg2hHnspzPAC1nAvnLa106ItJxb02RZnO78rwco7mM+ZxMk9bDshaT7G2wXqnElP9GiB8nVgKbRwN3zjmXiVSaIn48Vdajb82xWYmM7zHSYZi9u4wjY23f4mnzNcwMmIJDSnGMjXodv6n/je/O1P86dfkQsGkkELrL+Xf67MDLXwDPvaR1yYhI58SwME0iJuAj2xy0sPyCrtYNaGPZga/tzfGtoylT/uuZIwo4MAvYMQEI/7chh4gbot4jW7DWpSMigziuFkGzyHHobV2JbpZ1qGU5inXmIfjOUR+T7a/iLjJrVjZW+vvb+DWn1wHbxgHXj/93463JBODpOlqXjoh01DJ6hqMFfnDUwiDbErS27EZb6w40sRzATPtLWOho4HNj2VAaXdjvrOw/v8f5d0BmoFpvZyp/W3qtS0dEBnBWLSBbSHexbJCNyYqbL8tKmz+Up2Vjst1KaVb+69H5X4CNI4DLB51/Z8wN1B0GlOsEWHgJSkTus1GphD0RpfGWdbVsOCYaJa8IHIV1jkr4xP6aHKosKYk1CGBjAA3d+gvY8pGz4ZhgCQSqvAXUGABkyK516YjIIMKQEf2iemOZow6GWBfLRsgDbd/jDesmTLW3whJHXdhZdaIvf24ENgwDbv07ZEOeEKDxeKBITa1LRkQG9BDpMdHeHosd9TDUughNLL+is3UTWlj2YIq9NRY4XtQkjphUVXTBIC2FhYUhS5YsuHfvHoKCgtz/BpEPgd8XAftmALf/TcOdLitQ9/+Ait0Mf+ONPX2IPKu86U98aJuPsmbn+eWRGohljtr4n6OJTOHsCUrEI1yc0tZz501/jyHXjgJbxwB/rv/vRlvlHs4bbRlzwFfxfE+kb5nxCN2ta9DdshYZTRFy2S+OkrLy/7BaPE3bTKjSxuP/e+uI2z+Lq0eA7ROA0/+ej20ZgGp9gWp9gEDvNQhkPCDyT7lxB/2t36OtZTssJhVRqgWLHPXwtf0lXEFOt7wHr0M8GEPCrgK7PgMOzQUUu7PR3/PtgbpDgayF0rxZxgQiSo4JCpqZ9+MD61IUNl+Xy/5W8uIze1usVyrLLGWpkVjDMV6HeOCzEENRnt0E7J0OnNvpXJYhJ1B/hLPBsdmS7CYYJ4jIHaqaj2OEdSFKms9HxxGR4XKFowbCEfjEDYxTet40dm2vv7t/DTjwDXDwf8DjO85l6bI4K/rFzTe2kCYiNxCpM1tGfoSXzb/I8TSfM19AF+tGvGHZhI1KRcyyN8UhmV6TPTV9PgXanxucN9nObnaOl2myOMfMrD2Y4y4TkcfdRwZMtrfBfHtD2ev/dctmVLOcwI+WkdjrKCkrbjYolRAJW4q3mdANHFFhQ25kjwBO/Az8Ogu4uN+5zGQGyr8B1BkKZM6rdQmJyE9cRzYMtffAHEdj2WuznuV32dumo2UztijlMd/REHuUUlBTWXlDHiT6IYn0/b9+C5xa/W9lP4DiDYEGo4A8pVK8KVbaEFFaibiwWqmKDZGV0N6yBX2tP8phY2YEfIGLSi7Zi3Opow5uIYvWRSWXiPvOTo77vwZu/+VcZrYBL/QCar3vrAMhIvLy0DHNI8einWUbBlqXyzgyzvwtBlmXyDgi7nVdhec707HS34gp/EUa5t8XA0eXA0qUc7kYs+aFd4GyHbzay4aI/OcC6SelBn6KrI5q5uPoYVmDupY/0Njyq5wOK8XkmDYbHRVlCjXyIXfOA4cXAL8tAB5c+295qVbOjDA5i2lZOiLyQ+Jm2kf2NzDb3hTvWVfgVcsOVLWckNMtNTO+d9TCEke9ZFM2k4fdu+RsXPzbfODhDecysxV47mVnY7Hcz3q8CKzgIaKE/KkWRLeoQajqOI4+lh9lA7KGlkNy+kvJJ4cjE0OV8bpEQ4/vAn8sdsaRm3/+t7xQVec1CFMxE5EGomDFfEcjGSPesq5BZ8sGFDTfwCDzUvSzfi97/S+0N8ABVfyfy44tmrgTCuz/xnkfKyLMuSwwC1C+E1D5LSBbYa1LSER+TIEZix31scpRFW0sO+RQliKDTC/rKllfsl6phP/ZmyB4iJpoHHnSYcZY6W8EIo2N6FVzfAVw4ifgwT//PVfwBef4y880TVE6GyKiJ2PCL0ppORWzX8KblnVoZdmNcuazcoqwfoudShmsdryAzUoFOfYNaSDqsbM3v+zVv8XZq1/ImAso+7qzd2aOolqXkoj8nEjFPNj+lhxTs611O9pZtiOf6TZ6WtfISfT+X+yoK3tvMp54sUeNiB9HvwdOrwVUxbk8cz6gQlegQmf27Ccin+ptI6ai9svoZNmE1pZdKGq+ipHmBfjAugw/OaphrVIF+5SSsqKHvJBZ7PwvwNFlwNEfAPtj5/KATECZtkDFN4G8pbUuJRGRvLaYbH8VM+wv4yXLXpkxpqz5L7xs2Sun00oBLHHUxQZHJbcNH0NJeHDDmQ1G1Huc2/HfNUiOYkCVt51DwbCTIxH5kAfIgDmOJpjnaIT65t/Q1bJeNkRubtkvpxNKYaxxVJGNAP5S86eoc0NKs1Ya8qrm/v37mDRpEn744QecO3cOFosFJUqUwGuvvYY+ffogICAgzdv+559/8Mknn2D16tW4cOEC0qdPj1KlSqFz58548803YTJ5qZWfww5c+Q04vhI4sRIIu/zfc+myAs+9BJTvDBSs5J3yEBHFcVYtINNrTrK3lWltXrb8gmfMl/Ci5Tc5has2bFPKYrWjKnYpIT7T08awMSTsCvDnemcK/793/HeTTXi6jrOyRjQQs6Z9/4iIPEHcSJtifxXT7C1R2/wHOli2oK759+je/xGqFfuV52Tlv5guqbk0K6shY8j9f5wV/KfWOG+yOSL/ey64JlC5hzN+WFI+7AIRkTeJG2mj7F3wqb0dWlp2ywYA4rqkvXUb2mMbwtT02KaUk1nJdihl5E06LRgyhoTfczYWO70OOLPR+bdL7lJApW5AmXZAYGbPvD8R0ROIQAC+d9SWUynTOVn5/8q/97ZEA7KRtgU4rhTGJqUCNjkq4LgarFkGAMPFEHEP6+Qq5zBiF375r6JfKFrfmcZfPJo5ZA8R+XbP/01KRTk9a7+ALpb1aGnZg5Lm83L6AMvwp5If65TKWO+ojJNqoSeOIyZVFQNoGcf58+dRp04dhIaGyr8zZMgAh8OBiIgI+Xe5cuWwZcsWZMuWLdXbPnToEBo1aoRbt27JvzNlyoTw8HDY7c4xx8RzP//8c6qDaFhYGLJkyYJ79+4hKCgo8bT9144A53Y5xzs7vxeIvP/f8wGZgeeaO9Mxi8obVtpEY9pPIt9RwnQRzS170dy8T45r4+JQTfLiaK9SUk6/Ks8m2WtTtGy7OKVt0udNf48hYozlq38AZzY5K/tFDIkpS0GgdGtnr8zsT8MIeL4n8h/5cAttLdvRwrIbRcwxslwBsufNVqUctjnK4g+1qLxZFxNjSDIxJCocuPq7c8gwUUlz6eB/GWGE7EWBZ5sCZTt6JYV/UnjeJ6K0UVHZdErGENEYOZfpv4po0ZBMZAfYopTDQeUZnFYLypt1LowhycQQce/q+sl/Y8haIHQ3oDjfx7ljOYFnGgPlOgEFqwCprCjieZ+ItJYZj9DSsgvNLPtR0XQaFtN//ydfUbNji6M8dijP45BSHHcQO04whiQRQyIeAJcOOOs8/t4GXPo19gueKuccRqzkK27PTMnYQkTelBX30dByEE3MB1DdfAwBJkf0c6FKHtlJ8oDyrKwfuYksqY4hhqr0F8GmfPnyOHr0KPLly4f58+ejQYMGUBQFy5cvR48ePWSrt6ZNm2LNmtSdzMUH+eyzz+LatWvyccGCBahYsSIiIyMxa9Ys9O/fH1FRUejVqxdmzJjx5BdKD28C1446K2ku7HNeMMVsES2kywIUa+Cs6BePtnSpel9/wcBN5ItUlDKdlw0AGpoPyjSbMdlVM46qT2Of8hyOKkVwQi2M82oeqP/ecPPEhZLuY8j5YwgKO+WsnBEXR6LCP2ZvTNFKsEAloEQj4JkmQO6Sqb7J5ut4vifyRyqeNl2V6dLqWw7LG29W03+9QKJUi4whh5VizkktjtDwTLg4pR1jSMwYcmAJgm4fAS4ecFb4x4ofAPJXAJ5tBjzbHMhZwmfiB8/7RPSkTFBQznQWDS2H8GIC1yX31fQyfvymFpeNAA49zodTU7owhsSMIb+tRNCdY87KmkuHYndQEUTcENcfzzQDClR8oqEned4nIl+SHWEyA9mLlkOoZT6CDCZnJbvL30pe/KaWwG9KcdkI4HR4dpyf8hpjSMwY8v0ABN06BFw9AqiO2PewROOwki87MxpnFb1fk8YYQUR6E4SHqGc+jCaWAzKzZTpTVLw4Iir/f1WfwS+PC2Pv5N7+Ven/7bffonv37nL+l19+QdWqVWM9v3jxYnTo0EHOb968GfXr10/xtkeMGIExY8bI9DXHjx9HkSJFYj0/fvx4DBs2TKbOOXHihEyfk+og99NQBN0/46zsvx/7QlMKDAIKV3Om0SxSE8hT+okulvwFAz6R78uD23jBfAJV/50Km6/HW+ehGohTaiE55s3h8LyYPGmGWy+UdB9DhmRGUGCcSpj02YHgGs6bbMVeBDJpl/LaG3i+J6IseIDa5iOob/kN1czHY/XedDkXnglPT7zCGJJUDMmYy3mTrWg9Z+r+oHzwRTzvE5G7FTVdRkPzIVQ1H0c581lkNsUYEgvAnXAg+8QwxpCkYkhAJmdjMdE5RcSQnMWQGjy3E5EeBSJSxo4Xzb+hsvkUiptjDMX7r0vhgSg48QZjSGIxJEshoHBVZ/1HicZA5rxIDcYPItKzDAiXFf+ijqSy+TSeMV2EOUY2mbAIFVkm3PevSv9atWph165dqFu3LrZu3RrvebGrRYsWlePavPHGG5g3b16Kt124cGE5Zk3Xrl3xv//9L97zDx48kK3pxOOHH36I0aNHP/mFkkidmbc08FR5ZyV/3ucBizXF2yUnBnwi/XkKN2XlfwXzaZQ0X8CzpguxWrqlNMj5VQwZmg1BwWWA/BWdPfpFLxqRtt9HemN6A8/3RBSbivy4KSttnNMZlDKFIiIyijEkbgz5rBKCnqnurOgvWBnIVkQX8YPnfSLyJDMUebOtgvlP52T6E1mjrjOGxI0hE0MQVKyqM36IOJL7OfbmJyK/Jxoji+uP8uYzqGA6g7Lms3BEhjOGxIkh37zfHEdtIbIn61XkiH4+dEIzpBbjBxEZLQuAuAYRDckqmU8jOPIsck28m2wMMUwN8qNHj7Bnzx4536RJkwTXMZlMaNy4Mb766its3Lgxxds+ffq0DHBJbVuMZ1OzZk2sW7dObjs1QS5a2Q7A0xWBPCFAnpJAYObUb4OIyACuICd+UGrJSbDAgWDTNZQ0nUdJ83kUdvwFYJ/b3s8QMWTgSSBHHhgdL+KIKOVMuIxcuKzkwmrF2eMlAFEoEXkKwFC3vYshYkiPzYAbxxV1J573iUgrCsw4qRbGSUdhLHS8KJdlj7gC4C23vYchYsjbu302hhARaeUeMmG7Uk5OrvtaT0f+CeADt72HEWLIx/Y3YLZkSPXriIiMLgwZsU0pJyfBGnEXQMdkX2eYSv+TJ0/KsWqE0qVLJ7qe6zkxFs3t27eRPXv2ZLd97NixeK9PbNsiyIl0NmnS5BNeKBERJcABC/5S88tplVINStQjAG3dtn1DxBBb+rS9jojIj0TChiNqUbdu0xAxRGOs2CcivbiJrG7dnr/GEJ73icgf72udVgu7dZuMIURE/iMSASlazzCV/leuiNbWTvnz5090vZjPidekJMildtsiPY1IayNauyUkIiJCTi4iHYPrdeR+SoSoHCQiI/6u3TVCDWOIfvCcTkRPijFEuxhSeuQGr7wPEZGnMIakPIbwnE9EFBtjSPwYktg9nkL9lydbRiIif6KkMIYYptL//v370fMZMiSeEibmczFf44ltJxbkxo8fn2C6m4IFC6aoPERE9N+5VowB5o7tuDCGEBH5h1u3bjGG/IsxhIgodXgd8h/GECKi1GEM+c/lr7qkqDxERJSyGGKYSn89GTp0KAYMGBD9t0jDI1Lr5MiRQ46zkxjRYk5cTF28eBFBHAYgxfi5pR0/u7TjZ+fZz060aBMB7qmnnoK/x5C7d++icOHCcqw1d1w0+hoj/5aMvG8C90+/jLxvrl4lhQoVSlEPF6NJy3WI0Y8HT+Jnl3b87NKOn51nPzdeh6T+XpYn6fF411uZ9VZePZZZb+XVY5l9pbyMIb4VQ/Ry3GiB+8595777npTGEMNU+mfOnDl6/tGjxFP/xnwu5mtSs+3EvvSUbjswMFBOMWXNmvJx4cT7++qB58v4uaUdP7u042fnuc/OnRXceo8hrs/DyMeakX9LRt43gfunX0beN8FsNrtlO/5yHWL048GT+NmlHT+7tONn57nPjdchabuX5Ul6PN71Vma9lVePZdZbefVYZl8oL2OI78UQPRw3WuG+c9/9TZCP73tKYoh77nT5gJitGy5fvpzoejGfS2mrutRuWxwUiaWyISIi38MYQkREacUYQkREacUYQkREacUYQkREhq30f+6556J76xw7dizR9VzP5c2bN8UpPUuXLh3v9Ultu2TJkikuNxERaY8xhIiI0ooxhIiI0ooxhIiI0ooxhIiIDFvpnyFDBlSvXl3Or1+/PtExDzZs2CDnGzZsmOJtlyhRQo77mdS2Hz58iF27dqV626khUuCMHDkywbTOlDh+bmnHzy7t+Nnp67PTcwwx+rFm5P0z8r4J3D/9MvK+eWL/9BxDUsLox4Mn8bNLO352acfPTl+fm9FjiKfp8XjXW5n1Vl49lllv5dVjmfVW3pRiDPEsox43KcF95777m0Aj7btqILNnz1bFLplMJnXfvn3xnl+6dKl8XkybN29O1baHDx8uX5chQwb13Llz8Z6fOHGifN5isainT59+ov0gIiLvYwwhIqK0YgwhIqK0YgwhIqK0YgwhIqKYDFXpHxUVpYaEhMhgkz9//uhA5nA41GXLlqlBQUHyuSZNmsR77ciRI6MDYEJB7O7du2revHnl8yVLllQPHjwol0dERKgzZsxQAwIC5HO9evXywp4SEZG7MYYQEVFaMYYQEVFaMYYQEVFaMYYQEVFMVhiI1WrFzz//jLp16yI0NBQNGjSQaW4URUF4eLhcp1y5cvjuu+9Sve0sWbJg9erVaNSoEU6cOIGKFSsic+bMcrtRUVHRaWwmT57s9v0iIiLPYwwhIqK0YgwhIqK0YgwhIqK0YgwhIqKYzDCY4OBgHDlyBB9++CFKly4Nk8kEm82GChUq4LPPPsO+ffuQLVu2NG1bbOP48ePo378/ihcvLoNbxowZUaNGDcyaNQvr1q0zxpgPRER+ijGEiIjSijGEiIjSijGEiIjSijGEiIhcTKK7f/RfREREREREREREREREREREpBuG6+nvb27duoU5c+agY8eOKFmypGxpJ1rXFShQAC1atMCPP/6odRF91qNHj2RrxDFjxqBVq1YoXLiwbAkpplGjRsGf3b9/X34GISEhyJQpk0znVKlSJUyaNAmRkZFaF88n8XhKO57HtD++xDZc20tqOnv2LPT8+/nnn38wcOBAPPPMM0ifPj2yZ8+OmjVrYvbs2fBGG0hPnVs9/f15MiZo/Z14av/84Tel5Xfnyf3T+rvTkr+ciz1Fr+d4TzN6DPEUI8YmTzN67CPv3Ke4du0aRowYIXu2iu9XfM/iWGrcuDEmTJgQnc7al8oc09tvvx193Iuev6nlqfJevnwZM2bMQJs2bVCsWDH5uYqpSJEiaN++PbZu3erV8njq9+yJ8qb1s9OyzJ46Pr1RXnefA0g/9Ha+didfO/e7g97ihzvpMRa5i95imseInv6kX1arVZxJoqd06dKpGTNmjLWsSZMm6sOHD7Uuqs/Ztm1brM8p5jRy5EjVX4WGhqrBwcHRn0WGDBnUwMDA6L/LlSun3r59W+ti+hweT2nH85j2x5fYhtiWzWZT8+TJk+h07tw5Va+/n4MHD6o5cuSI3m6mTJliHXuNGjVSIyIiVD2eWz35/Xmy3Fp/J57cP6P/prT+7jy5f1p/d1ryh3Oxp+j1HO9pRo8hnmLU2ORpRo99/s4b9ymWLFmiBgUFxboujfm3mO7cueNTZY5p69atqslkit5+4cKFU/V6T5X3woULscrl2nb69OljLevWrZtqt9s9Xh5P/Z49Ud60fnZaltlTx6c3yuvucwDph97O1+7ka+d+X94nPfw/qMdY5C56i2mexEp/nRMHVeXKldUZM2aof/31V/RycaH+5ptvRh94HTt21LScvnpTIFu2bGr9+vXVDz74QF28eLGaN29et90U0KOoqCg1JCREfgb58uVTN23aJJc7HA75z2/mzJnlc02bNtW6qD6Hx1Pa8Tym/fHluglcu3Zt1Yj7d/fu3ejtPfvss+qvv/4ql4t/xKdPny5vfovnevXqperx3Oqp78+T5db6O/H0/hn5N+UL350n90/r705LRj8Xe4pez/GeZvQY4ilGjk2eZvTY58+8cZ9i2bJlqtlsltt566231OPHj0c/FxYWpu7cuVPt37+/+uDBA58pc0yigXzRokXlsVixYsVU34D2ZHnFdb14rfhtzps3T718+XL0tsXn/Morr0Rf8w8fPtzj5fHE79lT5U3LZ6d1mT1xfHqjvO4+B5B+6O187U6+du739X3y9f8H9RiL3EVvMc3TWOmvc6JVSVJ69uwZ/aMTrXLoPwm1PBI/UH+upJ09e3b08fLLL7/Ee37RokXRz2/evFmTMvoqHk9px/OY9seX1jeBPb1/4p9OsS3RCvXvv/+O9/y4cePk8xaLRT19+rSqt3Orp74/T5Zb6+/E0/tn5N+UL3x3ntw/rb87LRn9XOwpej3He5rRY4inGDk2eZrRY58/8/R59sqVK7LBiHj9pEmTdFHmuPr16ye39X//939q586dU30D2pPlFZUkhw4dSvR5RVHUxo0bR/eYfPz4se5iiKfKm5bPzheP0Sc9Pj1dXk+cA0g/9Ha+didfO/e7g97ihzvpMRa5i95imqex0t/gDhw4EH1Ar1ixQuvi+Dx/r6StWbOm3P+6desmehIvUqSIXOeNN97wevn0xt+PJ3fheSxhRqr09/T+FSpUSG6ra9euCT5///59+Y+pWOfDDz9U9XZu9dT358lya/2deHr/jPyb8oXvLiGs9PcMI52LPUWv53hPM3oM8RR/i02eZvTY5y88fZ4dMmRIdNpXsS293VvZu3ev7KFcokQJeaM9LTegtb4XJHpZu675f/vtN93FEC0/v7ifXUp5q8zuOD49XV5PnANIP/R2vnYnXzv3u4Pe4oc76TEWuYveYpqnmUGGli5duuh5h8OhaVnItz169Ah79uyR802aNElwHZPJhMaNG8v5jRs3erV85L94HqMncfr0aVy4cCHJc1umTJlQs2ZNj5zb9Hpu9WS5tf5O9Py9aM0XvjvSJ6MeOzyX+GcM8RQeT77JyMecHnjjdzF//nz52LFjR7ktPf2WIyIi0K1bN9GhC998802sa2dfLG9iYpb74cOHuoohWn9+ablf4q0yu+P49EZ53X0OIP3Q2/nanbQ+d3nifq8/X4No/X1qee9ebzHNG1jpb3Dbt2+Png8JCdG0LOTbTp48CUVR5Hzp0qUTXc/13LVr13D79m2vlY/8F89j3nP8+HH5G8+QIYP8Z/WZZ55Bjx49cPjwYejVsWPHoudTcm47ceKEbs+t7vz+PFlurb8Tb34vRvtN+cJ35y1G++60ZtRjR6/neE8zegzxFMYm32TkY04PPP27OHfuHK5cuSLnK1SogKNHj6JDhw7Ily8fAgMDUaBAAbRr1y76ZrIvlDmmjz76SL7fm2++idq1a+v2XpDrmj8gIEBWFugphmj9+cX87EqUKJGi13irzO44Pj1dXk+cA0g/9Ha+dietz11pPX8lxZ+vQbT+Pt39XaaG3mKaN7DS38Du3r2L8ePHy3nRykhczBMlxvVPrpA/f/5E14v5XMzXEHkCz2PedfPmTfkPTPr06WULxj///BOzZ8+WF7/Dhw+HP5zbwsLC8ODBA83eP+5rtPr+PFlurb+TtJQh7mv89TflC9+dtxjtu9OaUY8dvZ7jPc3oMcRTGJt8k5GPOT3w9O9CHP8uolKvYsWKWLx4Me7duyd7cF2+fBnLli2T16Iff/yxT5TZRTTU+eSTT5AnTx58+umnqX69r9wLEpWuM2fOlPOiclX8hjxVHk/8nrX8/OJ+dkFBQSl6nTfK7K7j09Pl9cQ5gPRDb+drd/K1c39Kz19J8edrED3GInfRW0zzBlb6G5Ro3dKpUydcvXpV/pMyffp0rYtEPu7+/fvR86LXR2JiPhfzNUTuxvOY9xQvXlz+8yLSVYWHh+PWrVsyreKGDRvkDWCRumjs2LGYNGkS9Ebrc5s33t8T358ny631d+KNMhj1N+UL352nGfW705pRjx29nuM9zegxxFMYm3yTkY85PfD053/nzp3o+REjRuCpp57Cpk2b5I16UeknMmPUqVNH/j4+/PBDrFixQvMyC3a7XaaYFY9ffPEFsmbNCj0e448fP0abNm1kat6cOXNiwoQJuoshWn1+CX12KeXpMrvz+PR0eT1xDiD90Nv52p187dzvDnqLH+6kx1jkLnqLad7ASn8vmzt3rhxDIq3T+vXrU/Q+7733HlavXi3nv/zyS5QpUwZ6563Pjoh8g57PY3o7X73++uv44IMPZAomm80WnZKpYcOG2L17NypVqiSXjRo1Sl746m3/Umvp0qWG/v7I8/id6Jeevjujn4s9RW+fm56OSfJtPJbIW/R0nnWlg3XNh4aG4sUXX4TFYpFlKVWqVKzh5lq3bq15mYW2bdvi999/j+5VF7Ms8+bNk8vPnz/vE59xYsTNc5FG/dChQ/Kc9N1338kKV9L/ZycqfcTx2bx5c3ms+rKY5wBRsf/DDz+gQYMGMJudVSYlS5bEqlWrkDdvXvn36NGjNSsr6S/GuPv3oLd91+P5i1LOX77LCTqKaS6s9Deg999/P7pH7OTJk2VLFKLkZM6cOXpetM5KTMznYr6GyJ14HvMdIsvCuHHj5Lxo7b5lyxYY/dwm9tko59a0fn+eLLfWn4nWZdDzb8oXvjst6fm705pRjx2t98tXj0mjxxBPYWzyTUY+5vTA05+/J74rT5dZjBP8888/Q8/HuMPhkA2RVq5cCavVikWLFskGSJ4ujye27e3PL6nPLqU8WWZxfIo0+JkyZcKMGTPgDt46JurXr4/y5cvHW0fsy7vvvivnjxw5gn/++SfFZSff5o3ztbt/D0Y997uD3uKHO+kxFrmL3mKaN1i98i4UrX379rJVSFplyZIlyecHDRoUnY7vs88+Q79+/WAUnv7s/F3MllhizKrEelWL5xJ6DZG7GOE8ZrTzVdWqVaPn//77b/Tp00c3+xf33JbY2FKuc5t4vmvXrnj11Vfdsn++cG6N+/2lhCfLnZbvRPyD7U5afy9p+U58gS98d1rzpe9OT7HGl44dd35uWp9LfO2Y9JcY4ilaH0++eCz5AiMfc56ip/NszPFdu3fvjvHjxye4nshAJ64RBDEkRtyKQW+WWVQ+ipvtw4cPx5tvvplgA3rRW1nsm8jiIQQGBkZn+PB2eeMSZe/YsaMcJ11kVFi4cGGsay+9xRBvfn7JfXYp5ckyi+MzMjJS9ojPli1bvDGtRc9QV69613Nxj09vljfmOeC5555LdD3R499FZNEQ4zqTNvQUY9z9e9DTvnvq/JUUvcUPd9JjLHIXvcU0b2Clv5eJL11MniBS9YkKMkGM1Tdw4EAYiSc/O3L+cyvSV4nUVseOHUOTJk0SXE88J4jUVtmzZ/dyKcnojHIeM/r5Sk/7V7p06Vjnr8Qu5F3nNnEx78790+u51ZPlTst34m56/V605gvfHfnPudhTeI73PKPHEE/h8eSbjHzMeYqezrPi+xI3rMUN7PTp08vxaBMSs0eYuOmb2HreKPO5c+fk45gxY+SUGHFzu0iRItHZ8xJrTO/Nc4+rZ6AYTs1VUSCGJ/BWeTzxe/bW55eSzy6lPFlm1/E5dOhQOSXmwoUL0b+rpI5PT5c35jkgKaJCx0WkSSft6CnGuPv3oKd999T5Kyl6ix/upMdY5C56i2newPT+BiFa8sasKBMVZ0SpkSFDBlSvXl3OJzbGj/gnV7RqF7RK2ULGxfOY79q3b1/0vOvGkV6IcWsLFSqU5Lnt4cOH2LVrl0fObb5wbk3L9+fJcmv9nfjC96LX35QvfHda0+t3pzWjHjtan0t89Zg0egwx6vHki8eSLzDyMacHnv5diKEtatWqJedPnjyZZHpXV2VfcHCwpmV2N2+VV1QUiLF/Y1YUvPbaa14tjyd+z974/FL62aUUj1HPngNIP/T2WzDyud8d9BY/3EmPschd/Pl3nCiVdG/gwIGiuaGcPvvsM62Lo2uFCxeWn+PIkSNVfzR79my5/yaTSd23b1+855cuXRp9rG3evFmTMuqJvx9PqcHzmHbHl6IoST4fHh6uVqlSRb5XxowZ1Tt37qh6+/0MHz5cbitDhgzquXPn4j0/ceJE+bzFYlFPnz6t6unc6snvz5Pl1vo78eT+Gf035Qvfnaf2z1e/Oy0Z6VzsKXo9x3ua0WOIp/hbbPI0o8c+f+Hp+xTz58+P3v6hQ4fiPX///n01b968cp0XXnjBJ8qclM6dO8vtiuM/pTxdXrvdrrZr106+3mq1qkuWLNGsPJ74PXuyvKn97FJKq2M0Lcenp8vriXMA6Yfeztfu5GvnfnfQW/xwJz3GInfRW0zzNFb669wHH3wQfcB+/vnnWhdHd27fvq3euHEjeipYsKD8LMXnGnO5+AfPH0RFRakhISHyM8ifP3/0SdDhcKjLli1Tg4KC5HNNmjTRuqg+icdT2vA85vnjS9zodH3Gcf8x3b59u1q/fn15oXvx4sXo5ZGRkfIcUKlSpejXin9g9bZ/wt27d6Mv0kuWLKkePHhQLo+IiFBnzJihBgQEyOd69erlk+dWrb6/Jym3r38nntw/vf+m9PDdeWr/fOW705KRz8WeotdzvKcZPYZ4itFjk6cZPfb5K0+eZ13bqVy5snw+ODhYbl8sE06cOKHWrVtXPmc2m9UtW7b4RJndfQPak+UVFQWvvfZadEWB2J4ny6PF79lT5U3LZ6d1mT1VQeLJ8nriHED6obfztTv52rlf633S+/+DeoxF/hrTPI2V/jp2/vz56ANS/OORJ0+eJKdPP/1U6yL7bMv/5CbxA/YX4uQm/sl17btovZYuXbrov8uVKydvplB8PJ5Sj+cx7xxfSf0Ds23btlivT58+vZozZ07VZrPF+m6GDRumy/1zEf+M58iRI3q9zJkzx9rHhg0byl5uvnhu1fL7S2u59fCdeGr/9P6b0st354n985XvTktGPxd7il7P8Z5m9BjiKUaOTZ5m9Njnzzx1nnW5evWqvIEfc/tZsmSJ/lt81998841PldndN6A9Vd4dO3bE+hyTu+Z39R7UWwzxRHnT+tlpWWZPVpB4sryeOAeQfujtfO1Ovnbu13KfjPD/oB5jkbvoLaZ5kjnxxP/k6xRFiTX/zz//JDk9ePBA0/KSPoixqY4cOYIPP/wQpUuXluNV2Ww2VKhQQY63LsZ6zJYtm9bFJIPgeUx7ISEh8rfdunVrOUZV+vTpcffuXfn4/PPPo3fv3vj9998xduxY6Jk4hx0/fhz9+/dH8eLFERUVhYwZM6JGjRqYNWsW1q1bh8DAQN2dWz39/XkyJmj9nXhq//zhN+UL350n+MN3pzWjHjt6Pcd7mtFjiKcwNvkmIx9zeuDp+xR58+bFb7/9JrdVqVIlue3Hjx/L9+3WrZt8rkePHj5VZnfzVHljXvOL301y1/zic/dkeTz1e/ZEedP62WlZZk/yZHk9cQ4g/dDbb8HI535f3ic9/D+ox1jkLv78O47LJGr+4y0lIiIiIiIiIiIiIiIiIiIin8ee/kRERERERERERERERERERDrFSn8iIiIiIiIiIiIiIiIiIiKdYqU/ERERERERERERERERERGRTrHSn4iIiIiIiIiIiIiIiIiISKdY6U9ERERERERERERERERERKRTrPQnIiIiIiIiIiIiIiIiIiLSKVb6ExERERERERERERERERER6RQr/YmIiIiIiIiIiIiIiIiIiHSKlf5EREREREREREREREREREQ6xUp/IiIiIiIiIiIiIiIiIiIinWKlPxE9kdDQUJhMJjkFBwdrXRwiItIRxhAiIkoLxg8iIkorxhAiIkorxhDydaz0JyIiIiIiIiIiIiIiIiIi0ilW+hMREREREREREREREREREekUK/2JiIiIiIiIiIiIiIiIiIh0yqSqqqp1IYiIiIiIiIiIiIiIiIiIiCj12NOfiIiIiIiIiIiIiIiIiIhIp1jpT0REREREREREREREREREpFOs9CfyM3///TeCgoJgMpnkNHHixGRf07t37+j1CxYsiDt37kQ/FxoaGv1ccHCwh0tPRERaYgwhIqK0YPwgIqK0YgwhIqK0Ygwhf8NKfyI/8/TTT+PLL7+M/nvEiBE4dOhQouuvWbMmen2z2YwFCxYgW7ZsXikrERH5FsYQIiJKC8YPIiJKK8YQIiJKK8YQ8jes9CcygLlz58rWZenSpcPly5fjPV+nTh2ULl06+u9OnTqhffv2cj4qKgodOnTAw4cP473u2rVr6Nq1a/TfgwYNkttKix49esgyNm/ePE2vJyIi/4oh4iJMxIy8efMiU6ZMKFOmDL744gs4HI407CUREXk7XsTlqfghet7UrVsXmTNnluXbvn17outGRkZi3LhxePbZZ+V+5MmTB82aNcOlS5eS3HciIjJmDLl+/brsxSnKJa47GjdujD179sRa59GjR7ICqGHDhsiXL5+MN+XKlcNXX33FaxMiIj+OIcLmzZtRr149ZMmSRcaHChUqYOnSpYmu/9dff8n9EPtz8ODBJLdNlBas9CcykIiICEyYMCFF64qLk8KFC8v5P//8E/369Yv1vKqq6NKlC27cuCH/rlixIj766KM0lUsEMBGcRUAjIiLf5EsxRFT4V6tWTaZNGzx4MCZNmiRbZ7/33nsYMGBAqvaLiIi0ixfeiB9hYWHy5l9ISEiS64kbfKKCf+zYsbJSZ8aMGfJGXsaMGXHv3r007Q8REek7hghvv/22rNR///33ZYVPrVq1sH79+lipofv06SO3L65FPvvsMxQpUgTvvPMOunXrlqZ9ISIi/ceQBw8eyAZhNptNNiz+9NNPZQy5ePFioq/p378/rFZrmvaBKEVUItK9OXPmqOLnXLZsWTUwMFC9fPlyrOdr166tlipVKt7rdu3apVosFvlaMa1YsSL6uc8//zx6ecaMGdXTp08n+N7nzp2LXq9w4cLxnlcURa1atararVs3+XyzZs3css9ERGTcGNKjRw81ICBAvXXrVqz1a9WqpQYFBblhr4mIyFvxwtPxo0CBAnLZ8uXL5d/btm1L8DUTJ05UbTabun///lTuORERGTWGxL2P9fDhQzVPnjxqo0aNopfduHFDPXbsWLztdO3aVW7jzJkzKfoMiIjIWDHEZDKpffv2TfF+rF+/Xt7rGj58uHz9r7/+muLXEqUUe/oTGciwYcNkarGUtnirUaMG/u///i/67+7du8teMn/88QeGDh0avXzKlCkoUaJEmsokxr05duyY7FFDRES+y5diiOi1KbLDZM2aNdZykU4zffr0qdoWERFpGy88HT8sFkuy6yiKgqlTp6Jly5aoXLky7Ha7TNdMRET+HUPiypAhA3LlyoW7d+9GL8uZMydKlSoVb10RU4STJ0+mYU+IiEjvMURkB3BlAxC9/sXfSWUdE9krxVS0aNE0lZ8oJVjpT2QgIr3YG2+8gVmzZuHKlSspes2HH34oUygLt2/fRrt27dC2bVuZLkcQKTBbtGiBmzdvRk9i3MyUuH//vkzLLAKyGBuNiIh8ly/FEDFmmqj479mzp7yJdv78ecycORMrVqyIdSFGRET6iBcxicp2kRK5UqVKScaP1q1bu63MJ06ckGUtU6YM3nrrLZnSX0zi723btrntfYiISH8xRFx3iOuUU6dOyftXouNK/fr1k32dGArA1SiAiIj8L4aItP5r165FgQIFkDlzZuTIkQMjRoyQDY7jEg0JxP2w4cOHp7rcRKnBSn8igxGt1UTPlYkTJ6ZofdEzZuHChQgKCpJ/79mzR45r47JmzRrZyjnmVK5cuRRtW7R0Ez0yxVg1RETk+3wlhvTo0QO9e/fGvHnzULJkSQQHB8u/v/jiC9kqmoiI9BUvYvrkk09kg+Bff/01ellC8SOl1xwpcebMGfk4efJkbN++HV9//TXmzJmD8PBwNG7cGEeOHHHbexERkb5iiKjsEdcpzz33HCZNmiQbHotKm6RERkbKChxRAeWqPCIiIv+KISLrQNeuXdGtWzd8//33aNKkCcaMGRMrm4CrkdjHH38sJ9f9MyJPsXpsy0SkiaeffhqdOnXCN998gyFDhshUyMkRFykzZsxAx44d4wXChIJcSlIri2ApUmguXrwYgYGBqdwLIiLy5xgiGhOIdGeNGjVCmzZtZKp/EU/69OkjL9BE9gAiItJXvHARvXNEak1hy5Yt8dJzuuKHO4dzEek2XZnIDh8+jIIFC8q/69Wrh2LFisn3FI3YiIjI/2KI2MbAgQNx8eJF2ehYVOiLCqWkiAbJIouMqByyWnl7nYjIH2OI6NE/evRomelYEBkCRPYAUSciMseI3v+CeF6UWwwnQORp/K+EyIBEmpgFCxbIwCWCTErkzp071t9PPfWUTHcj0l6mheiJKVI+uzMtJxER+UcMcb236JmZKVOm6B44devWxbvvvovmzZvz5hoRkQ7jhSBueIlJEONexrzZ9qTxIzGuG3fVq1ePrvAXChUqJG/8/fLLL259PyIi0k8MKVu2bPS8aMhcvnx5dOnSRfbaTMinn34qU0uLHptNmzZN1XsREZGxYkj79u3j/b1+/XrZ0LhWrVrYt2+fLKtoZGA2M/E6eR6PMiIDEsFLXKiIFm9Xr15Ndn0xdlnnzp1jLRPj4ojxLkX6mbjTjRs3ktze1q1bZXATFf+hoaHRk2gp/fjxYzkvxkwjIiLfo3UMEUTmANH70lXh7/Lyyy/LbYs4QkRE+ooXMXvdi3hw/PjxeFliYsaPlMSLlBI38YQ8efIk2HBNjK9JRETe46sxJCAgQF5zrFixQt6/imvu3Lmyx+bbb7/NcZmJiDTiSzEk7vWFq1OM6/pi0KBBqFmzpsyS6aojEffRBFH2CxcupPi9iFKClf5EBiUuPlI6vo1ILZNQgFy0aJFMkRN3Sm68MlewatWqlQxoruny5cuyQYCY/9///vcEe0dEREaNIcI///wjx0aLKyoqSj4ml26TiIh8L164fPbZZzIelC5dGtevX080frhzjOSQkBDYbDZ5PRKXuMEnxnImIiLv8tUYIir7RQ9QMSRMTD/99JO89hH3ur788ss0b5+IiIwTQ+JeX4hrC8F1fSHqSXbu3BmrjuSDDz6Qz4lGZmXKlEnxexGlBPOiEhmUGAtZtFj7+uuvUbhw4UTTIIvnxYWLEBgYKHtXbt++XaadEcTYM6LVXM6cOaNfk9y4NqJ35o8//hhvuWgtJ8ryf//3f/LGGxER+SYtY4hQokQJbNq0Cbdu3UKOHDnkMtEIYNmyZXKbonxERKSfeBF3LM27d+9Gp+IUvSq/+uqrePEjNak6kyO2J1Iwr169GqdOncKzzz4rl588eVKm9u/Zs6fb3ouIiPQbQ8S2f/jhBzkUTMwhzESFzWuvvSZTNX/33XdM0UxEpDFfiSHffvstxo4dK+cVRcGcOXOQPXt2VKhQQS4T98QePXoU6zWiU+S0adNkIwTXdQmRu7DSn8jAROW6CFinT59GqVKl4j0vlg8YMCD678mTJ6Nbt24yTfPZs2exd+9e2bJ59uzZsvLFZDKl6H3F2Jhiiqtfv34y5U2LFi2ecM+IiMioMUQYMmSIvHirUqWKbDAmGgosXrwYhw4dwpgxY2RvTSIi0ke8SChrixgL2WXKlCkJxg9xI0z0fkkufogbdyI2iDSdgijL7t275XzM1Mvjxo2TY2mKBsp9+/aVy7744gt5U27YsGFp3n8iItJvDBE9PUV8EBX8ojemqKwRvTSXLl0avc758+ejt/Xqq69i+fLlsbYhemmypyYRkf/FkHTp0mH8+PEyXf/zzz+PlStXyusQ0RBBdIwRGjZsmOD1i1C7dm1UrFgxDXtOlDg2SyQysGLFisUbn8YlMjISHTp0iG5p9tJLL6FXr15y3mKxYOHChbJlmyBujk2aNMmLJSciIn+OIa+//jrWr1+PAgUK4NNPP8X7778vx16bOXOmvKgjIiJ9xAtvxI979+5hxIgRWLJkifxbDCMm/hZTTCVLlsSOHTvkDUHRSEBU8lSuXBl79uxB/vz5U73fRESk/xgiemWKxstiO+Jao1y5crLHp6jcdzl37pyMNSLt/7vvvotOnTrFmlasWJHGvSciIj3HEJHCXzQm/vnnn9G/f39cu3ZNbkd0XiHSikkVgxQRkd8ZNGiQrEgR8ubNiyNHjsQby3L+/PmypZsr3c3+/ftRtmzZWOuEhobKsWgEkUpH/E1ERMbGGEJERGnB+EFERGnFGEJERGnFGEL+gj39ifyQGDfG1VpNpKkR6cviBjnXODft2rWL1RpOtGwmIiL/xRhCRERpwfhBRERpxRhCRERpxRhC/oSV/kR+5vbt2zKAiRRmQp8+fdC4ceNE1xfpzQoVKiTnT548iYEDB3qtrERE5FsYQ4iIKC0YP4iIKK0YQ4iIKK0YQ8jfsNKfyM+IMWUuX74s50uXLo2JEycmuX7WrFmxYMECmM3O08VXX32FVatWeaWsRETkWxhDiIgoLRg/iIgorRhDiIgorRhDyN+YVFVVtS4EERERERERERERERERERERpR57+hMREREREREREREREREREekUK/2JiIiIiIiIiIiIiIiIiIh0yqp1AQhQFAVXrlxB5syZYTKZtC4OEZHPEyPT3L9/H0899VT0GEv+ijGEiCh1GEP+wxhCRJQ6jCH/YQwhIvLtGBIeHo5hw4bh4MGDOHv2LG7fvi3HKy9atCi6d++Ojh07wmazJbud7du3o27duok+P2fOHHTp0iVVZWMMISLyTAxhpb8PEAGuYMGCWheDiEh3Ll68iAIFCsCfMYYQEaUNYwhjCBFRWjGGMIYQEfl6DHnw4AG++uorVK5cGc2aNUOuXLlw584drFu3Dt26dcOSJUvkfEobINSuXRt16tSJt7xs2bKpLhtjCBGRZ2IIK/19gGjR5vqygoKCtC4O+bnSIzfE+vvY6EaalYUoMWFhYfLiwHX+TIvLly9j+fLlWLt2LU6dOoVr164he/bsqF69OgYNGoQqVaqkqoXyl19+iW+++Ua2ns6UKRMaNGiAsWPH4umnn07wNRs2bMC4cePw22+/yVbNFSpUwPDhw1G/fv1U7QdjCPla3BAYO8joMcQoGEPIV+OIwFhCvogx5D+MIaQXjDPkrzFE3OO6d+8eAgICYi232+148cUXsXHjRlnpLxoEpISo8B81apRbysYYQlpgPCB/iCGs9PcBrhQ2IsAxyJHWzIEZYv3NY5J82ZOkAJs2bRomTpwo05o1bNhQtng+c+YMVq5cKadFixahXbt2KdpWz549MXv2bJQqVQp9+/aVLZaXLVsmL6D27duH4sWLx1p/4cKF6NSpk3xPVwq0pUuXyosu8bpXX301xfvBGEK+FjeEMuN2xfo7dELKbiIQeRPTSDKGkO/GEYHHJPkyxhDGENIPxhny1xgievDHrfAXrFYrWrZsKdP2i44rWmAMIS0wHpA/xBBW+hMRkV8S6c3EBY5ITxbTrl27ZG/7Xr16oUWLFggMDExyO9u2bZMV/rVq1cKmTZuiL6g6dOiApk2bonfv3rJXv4tIpdanTx/kzJlT9vJ3peMZPHgwypUrJ9+3UaNG7D1ERERERERERERuJbJVrl+/Xs6XLl06xa8THWWmTJmCx48fy3tZ9erVQ/78+T1YUiIiSi1W+hMRkV9q1apVgstr1qyJunXryl76R48eRcWKFZPczqxZs+Tjxx9/HKsFdZMmTWTqM7GdCxcuoFChQnK5GFLg7t27GD16dKzxd8S8aCAgUqX9+OOPeOONN9y0p0RERERERERE5I8iIyPl8JKqquLWrVvYsmWLHOaya9euqRpiUmTEFFPMjAGiU8unn34Ki8WS5GsjIiLkFDNNNRERuR8r/YmIiOKw2WzRFzDJEdkCMmbMiOrVq8d7TvTYF8/v2LFDpvN3rS+IIQUSWl9U+ov1WelPRERERERE/ip4yJoEl3PoMKLUV/qLjicxU0O///77GD9+fIpeL4amnDBhApo3b47g4GA8fPgQe/fuxZAhQzB58mS5vUmTJiW5DfFeMctApBeMRaQ3rPQn8hDRetJut8PhcEBP8meO3TIzPDxcs7KQ/xIthEWFuxZjZYpe+Zs3b0a+fPkQEhKS5LriQufq1asyHVpCrZqLFy8enQLNxTXvei659eNi62j/IGJHVFQU9Bg3EsJYQv4SQ4i0psdrkMTiCGMHaYExhPyZr8UQd8UHxhny9xiSKVMm+fsWaf2vXLmCVatWYdiwYbLifu3atcmOZ16qVCk5uYiOL6+88gqqVKmCMmXK4IsvvpBDVubOnTvRbQwdOhQDBgyIdS+rYMGCbtpD8gW+FkPcFQ8YQ0hvMYSV/kQeakEpKgIfPXoEvRlVN/Y/aLt+OxHr7wLZ0nu5ROSvMmTIICveY6bM9zRRySp65ItK9YkTJyabnuzevXvyMUuWLAk+77pwcq2X3GsSWj8uto42vgcPHuDSpUvygkmPcSMh586d80pZiLSMIURa0+s1SGJxJKHYcenO4wTX5TUKuRNjCPkjX4whicWHuPepkosFqYkzREaOIWazWQ4t2atXL+TMmRNt27bF2LFj5f2vtMibN6+s/J89ezb279+Pl156KdF1AwMD5UTG5IsxxF3xgDGE9BZDWOlP5Gai1aQ46YvKwqeeekr+QH2thWdSItMn3Wu4SN6kW38SPSlR0Sn+Wbxx44b8LYne7+LCxBu/3S5dumDnzp3o0aNHdDp+X8PW0cYmWkSLCn/xT55IoaeH+JFc3BAYO8joMYRIa3q+BkksjiQUO1KzLlFqMYaQv/LVGJKS64yUxALGDvIGvcUQ15CTriEo00o0HnBlwiT/5KsxxF3xgDGE9BZDWOlP5GbixymCnaiEE5U2emOyJp2aJl26dF4rC/mv9OnTw2az4fz58/I35enjTvxmu3XrhkWLFqFjx46YOXNmil7n6q2fWM98V+r9mL36Y74mR44cya4fF1tHG5vINiH+0RMV/uJ3YIS4ITB2kJFjCJEv0PM1SGJxJKHfbmrWJUoLxhDyR74aQ1JynRFTYr9Xxg7yFj3FEJHmXxDlfRKih78QHBzslnKR/vhqDHFXPGAMIb3FEN9tbkakc77cmpNID7z1GxL/mHbt2hXz5s1D+/btMXfu3BS/txjHTKTcES3wEhqz6syZM/JRtM5zcc27nktuffJPvtoqmkgv+H8Y+Sse+0RPjr8j8lf+duwfuXQ3wYnIKL+jEydOJJhuXSxzZZBs2rRp9PKbN2/i1KlT8jGmQ4cOJbj9qVOnYtu2bfIeVqVKldxeftIXXzr2ifz5d8Se/kRE5LdcFf7z589Hu3btsGDBApmOKjVq166NJUuWYM+ePahVq1as5zZs2CAfYy4X6y9evBgbN27ECy+8kOD6Yh0iIiIiIiIiIqK0WLZsGT7//HPUqFFD9sQPCgrC5cuXsW7dOty6dQs1a9ZE//79o9efPn06Ro8ejZEjR2LUqFHRy1u3bi17n1asWBEFChSQqfz37duHw4cPI2vWrFi4cGGq76UR+RI2+CIjYfMbIiLyS66U/qLCv02bNslepCTW4vmtt96SjyNGjJCpd1zERZQYG02Mk1a4cOHo5W3btpXp+6dNmybHbncR8+ICS4yH1rJlSzfvLRERERERERER+YvmzZvjtddew4ULF2Tnk0mTJsl7VWXKlMHXX3+NrVu3pmhYwV69esnU7Tt37pT3skSGzMePH6Nfv344evQoKleu7JX9ISKi5LGnPxGRm1rPzp49W/beJn346KOPZEr/TJkyoUSJEhgzZky8dVq0aIGyZcsm2eK5bt266N69u/z+y5cvj2bNmuHq1atYunQpsmfPLi+IYsqWLZvcVqdOneT6IsOAINYXLa3FY+bMmT2+/0TkOxhDiIgorRhDjE30yFy+fDnWrl0rGyBfu3ZNXmNUr14dgwYNQpUqVVK0HdEYWVy3JGbOnDno0qWLG0tORHrAGGJsome+mFJK3OuKeb/LZfDgwXIiIoqJMcQ3sac/EaWJqLAcN26c1sXwGd9++y1WrFgR/beovM2dOzdCQ0NjrSd6g7t6hmtNpJb/4YcfPPoeoue7SCF28ODBWMuHDBmCPn36QEuu7+bBgwcYO3asrNCPO/3+++8p2pZoIS3GMhPEo7gpJ3rrHzhwQDYoiKtjx46ydfWzzz4rb7CJVtIlS5aU/ySJrANERscYEhtjiP5iCBFpZ9h7PTF72iSti+EzGEOMHUNEA2KRevnvv/+WGcQGDhwo0zT/9NNPqFatmmwwnBpiGDHRiDnu5GroTGR0jCGxMYYYO4YQkXsxhsTGGOKjMUQlzd27d08VX4V4JP17/PixeuLECfmoJ507d5bHYd8hH6p/XLwTPU2etVAud/0t/P7772r27NnV+/fve7RM27ZtU8uVK6cGBASoRYsWVefMmaP6or/++kvt1KlTrGX9+/dXu3fvHmvZ1atX1cyZM6uhoaHxPvfx48fHWvfHH3+Uy9Nqx44davPmzdV8+fLJ7YjtxbVq1Sq1WLFiqsPhiPfc3Llz1erVq8v52rVry20sXrw41jqTJ09WCxcuLOfFsdCoUSO1Tp066rPPPhvru5o2bZpar169WK+9ceOG/CzEZ5eW3xLPm//hZ2EseowhIja8/Gr7JGNITIwhsTGGMIZoiZ+FcegxfrgkFkMSOpct27BTzZI1m7r31MVY67obYwhjiK/EkB9++EHdvn17vOU7d+5UbTabmi1bNjU8PDxFx7Qo98iRI91WNsYQ49A6hsQ8n6d2Su46JOayxGJI3OlJMYYwhvhKDPFl/CyMQ+sYkhrujCGewhjCGHLiCWMIe/oTUbR06dJhzldTEXb3brK9DURvZJEW3VPOnTsn06SLFISit7UYJ0qkUN+wYQN8jRgLXvRadXn06JFs6fbmm2/GWk+kuxG9MWKO7+763CdOnIg7d+64rUwPHz7E888/jy+//DLRdZo0aYL79+/LHudxiZ4jL7/8cqwyDh8+HFFRUQluK0OGDFi9ejW2bduGWbNm4auvvop+7vXXX8fu3btx/Pjx6GVi3PpGjRrFWo+I9C0wkDEkLRhDGEOIKOUxZPGcWXix+SvIkJExRGAMMX4MadWqleydH1fNmjXlMSq+OzGeMpE/YwxJG8YQ48cQIkoeY0jaMIbAZ2MIK/2JPE1VgciH2kzivVOhQYMGyJkrD7798vNE13E4HPj+++/x0ksvxVpuMpmwcuXKWMuyZs0q05anxcyZM1GkSBFMmjQJzz33HHr37o1XX30VkydPTtV2Dh06hFq1asmTsChjzCluqpm0Eif2+vXrR/8tUrsHBgbKdDExLVmyJN7n5vrc8+bNi/Hjx8NdRAATY9SLFPOJsVgsaNq0qSxXTOHh4TLNfMwg1759e9y9e1cGsISYzWZYrVZcv34dH374YXSqe9cY9mLMybjvIz6LuMuISL8xpErN2owhacAYwhhC5DEGjCGb1/6E2g0ax1r+fMFsjCH/Ygzxrxhis9nko9j/lDpz5gymTJkiv/MFCxbg8uXLHiwh6ZoXY4gp6lGsydsxZOv6NbGWMYYwhvhDDCHyKD+5DuG9LMYQqw/GkJRfGRBR2ogLlnFPafPew64AARlTvLo46fUZNAJD+/RAh249kSdf/njrHDlyBPfu3UPFihVTXZxSpUrh/PnziT4veiu4Wlnt3btXnvxjEi2hRAu31IyfInqTijFU9uzZA7vdLsdNEWX49NNPkStXLrlecr1NxfjrIuieOnVKtkALCgqKPonv27cPlStXlid5l127dqFChQqxtnH79m2cOHEiwc9NfO5ibOsOHTqgb9++KFCgALxFlH3ChAmxlm3ZsgX58+eX4827iH3+v//7P3z00Ufo3LkzMmaMf1yJz0Ks88UXX6B06dLx3kd8LnGXXbp0Sf6zIb4jItJ5DDEnHkOOXHK2mD55zBlDMjxVPNXFYQxhDIm7jDGEyD9iSMzrkPthYShVplyqi8MYwhhitBhy4cIFbN68Gfny5UNISEiKX7do0SI5uYgbleLYFMelOB6SEhERISeXsLCwNJaedMGLMSTuEXy080motgxujSF/njzOGMIYwhhC5C0Guw5hDGEM6ayjGMJKfyKKpX6T5nimVAhmTJqA0Z9Ni/e8CBDipJw7d+5Ub1u0+EosHYqQPn366Plr164hT548sZ4Xf4sbC48fP461bmJE6htxM0ScXMVJW5gzZw5KliwpA67rRC3S5SRFnOBd7y9Ss7Ru3VoGO5HiRfSOeOedd+J9Rk89FfsfG1EOVVXjLXcRLdDKli2LkSNHylQ43iLKc/HiRSiKEh2o46aycRH7KYL7559/jhEjRsR6TrRoE/+kPPPMMzLtkGjVuH79+ljvE/cfHNdnIZbzQonIP2LI1UsXZQzJntN5kZEajCGMIXHfW2AMIfK/6xDGEMYQf48h4lgW6VRFBbw4HpKrrBfEDV5xc7N58+Zyn0X6U3FjeciQIbL3mOj5JXqVJUX0xBo9erQb94TIfXgdEh9jiBNjCBElhzEkPsYQ/cYQVvoTeZponSxamGn13mnQb+hI9HjtFXTu2TvecyLAiFQt4qZAasUdu8XTzp49K9/TFeAEkRpHpFcRPYXKlXO2zitWrFiKtideJ9LWiMdVq1ahRYsW8j1EwIz7GYkAGHeZEHd5TCJw1qtXD++//36850SrOlH2pAwePDheK7XkiH8WRIATN4zEvAjEYt+WLVsWb13xvYuWbaJ1YK9evWI9JxqBJPcPjBjbJ+4yIe5yIjJuDIkIfwxbAGMIYwhjCJFXGCyGiHMhYwhjiL/HEPGZdenSBTt37kSPHj1ijaWaFHGsxDxexA3fV155BVWqVEGZMmVk7yTxPSbVuH/o0KEYMGBA9N/iBnTBggWfcI/IZ3kxhhy9fC/W36o1+UqNhPA6JGGMIYwhRF5nsOsQxhDGkD46iiGs9CfyNBEMUpFSxhdUeKE6qtWuhy8mfISX23SI9VzOnDnlSUmkigkICEhyO2K8m7SmsxFjuvzzzz+xnhd/i1ZmKWnV5hrjMG4ZXOWK2RsipelsBBHcRdqZ7777Tu6/GAMmLvEZ3blzJ94yQSx3pdGJS4y1I1L2iJsp4kZOTE8//TROnjyZZDlz5MiB1BJpdsQNH9dneuDAAZn2p1q1aol+Fp999pkcHyc1rdHE+8Tdb7FMSOzzICLjxZCs2XMg/PEjREVGJrsdxpDYywTGkNjLBMYQIuPGkL69esQ7F7piiI3XIYwhfhhDxM3Jbt26yfT8MY+NJyGOd1H5P3v2bOzfvz/BMVdj3vQUE/kJL8YQ1Zb4DXNPXIcwhjCG+GMMIfIqnV+HMIYwhug5hrDSn4gS9N6QkWjbuBYKF43d6kukXBHEeCyueZeYQenGjRt48OBBmtPZVK1aVa4f06ZNm+TylBJBVYyRIlLJFCpUSC47duyY7JEQs5VYStPZuIiUNuXLl0d4eLhMZxOXaDG3cOHCWMuKFi0qtyM+txIlSiT6XqJlmvhcRVqYmERAjTmmjLuIz8PVws+VyqZZs2aJpogUKW9EWsdWrVrFa92WmvdxLRP/iMRtGUhExo0hIl2a8NeZ06jwdOyeZIwhTowhyb+PaxljCJGxY0ilsrHHRHRde4gY8uy/8cSFMcSJMST599FrDBEV/l27dsX8+fPRvn17zJ07N9Y4qk/CdUNWpPwn8ofrkLgx5NbN69Hzt2/dZAyJgTHEGDGEiDwXQ3gd4sQY4jsxhJX+RJSg4s+VQtOWbbD4f9/EWi5aIYkT/O7du+NV+ouxAJ9//nlkyZIleoyT06dP49atW7LVVWrS2bz99tuYPn06Bg0aJHszbN26VaZYWbNmTYq3UadOHVlW0RprypQpssWWGIdFpIypUKFC9HopTWfjIk7KIkiKE3RCrbJcrdNEKzaR+sYVHBo0aCA/N5EGJzEhISEyiIr0ik9C/IMhUu24nDt3Tgbz7NmzRwd8QYzv07Bhw+i/f/75Z5myJikiCIo0kF9//XW8cYYSI97n448/jrdMtGZMaUtFItJ/DMmeIyeeC3keh3/di7aNasZ6jjHEiTEkPsYQIv+MIXHPZeKc6YohcW+2MYY4MYYYM4bErPBv166dvNGa2E3JtBA9/AWOTU3+ch0SN4YsnP0VnilZGpkyB+HLz8bJZYwhjCFGiSFE5NkYwusQJ8YQ34kh7mkWTESG9M7AYVBUJd7y7t27y3QucTVu3BivvfYaKlasiAIFCuDdd9/Fl19+KVswpVaRIkVkQBOt2UTgnDRpkkw5KAKIi+jdkNRYOuK5H3/8UQZYkSpGBBnRwmzx4sV4UmLsxM6dOycaqERwjTsOjPjclixZIm/aJEUEmeTWSc7BgwdlSzJXazIx9qKY//DDD6PXuXz5Mn755Rd5A0n466+/ZGCM+RknNd6OaNmXEnv37sW9e/fw6quvxlouPgsxDiUR+VcMafVaJ6z98ft4yxlDnBhDYmMMIfLjGJLAuYwxhDHE32KIK6W/qPBv06aN7EGVVIX/zZs35fin4jGmQ4cOJbj+1KlTsW3bNhQvXhyVKlVye/mJ9HAdUr1OfQx+9020b1YPefI9xRjCGGKYGEJEqcd7WYljDJmoixhiUlVV9eg7ULJEag3REkgcBHHTZpD+iB++aEUkTtLp0qWD3hy5dDfJ58sUyIrHjx/LdCtLly6NTi/jCihJtdpyt5EjR2LHjh3Yvn07fI0I0B988IEM8K60i+J0K1qE9e/fX6Zk1NrgwYNl67tvvnG2Xvz888+xefPmeGmEnpTojSL+URk2bFj0MjFW0cCBA3HkyBFYrdZU/5Z43vwPPwtj0UMMSS5OJCf88WO8UqcSVny/nDEkEYwh/2EM8Sx+Fsahh/iR2rgirjviOnDmqowhn8z4H56vUFkue75gNsaQGBhDjBVDRo0ahdGjR8txV997770EyyyOfVcWPtf64hgV8y6iF7/omeW6IS1S+e/btw+HDx9G1qxZsWHDBlSu7PxNpRRjiHFoHUOe9PoitdchcWPI5FkLUa9xsyTjjzsxhjwZxhBj4GdhHFrHEG/FlLgxRMQK3suKjTHEN2II0/sTUaqJ9COip0Hc3gPeJk6UIuWNLxIpX86cOSNbjxUsWFAuE/8IiIBy9OhR+ILcuXPLFm8u4uaPSMPjTpGRkbKlnwjsMYmbTHPmzEk0wBGRcaVLnx5jpsxkDEkCY4gTYwiRf0vohp0rhty5fQtaYgx5MowhKRcaGhqdrnTs2LEJriMq9OMOvReXGH9UVOzv3LlTppsVN2JFutl+/frJm4/iOyAyOsaQ5DGGGCuGEJH7MIYkjzHEN2IIe/r7ALZsMxZfa93miZ7+CdGiZRsZG1tHpww/C2PRQwxxV6vpmPGEMYTcjTEkZfhZGIce4oen4ooWPf3J2BhDUoafhXH4S0//hGjR05+MjTEkZfhZGIfWMUSrmKJVT38ytnD29CciX8H2Q0RElFaMIURElFZ/XLzDChoiIkpzDCEiIkoL3ssiX+QcWIGIiIiIiIiIiIiIiIiIiIh0h5X+RB7Cll5ET4a/IfJnPP6Jngx/Q+SveOwTPTn+jshf8dgnenL8HZG/4rFP5Bu/I6b3J3Izm80mHx89eoT06dNrXRwi3RK/oZi/KSJ/YLFY5GNkZCRjCNETYAwhf8NrECL3YQwhf8MY8mTjRHOIGYqJMYT8DWMIkW/FEFb6E3mgwiZr1qy4fv26/DtDhgwwmUzQC9UemeTz4eHhXisL+W+LNhHgxG9I/JZclaBE/sBqtcq4cePGDfkPntls1l2cSCnGE/IExhDyV3q+BnFHXGFMIXdgDCF/pXUMcdf1hbskFlMSKydjEAmMIeSvtI4hTxJTzFCQy3QXmZD4eTwCNlxXsyEyTlUqz/3kqzGElf5EHpA3b1756Ap2enL9zuMknw94zBZ75B0iwLl+S0T+QlwY5cuXD+fOncP58+ehxziRUown5EmMIeSP9HoN4o64wphC7sQYQv5IyxjirusLd0kspiRWTsYgiokxhPyRL12HpDSmpEMkspnu4w4U3ElmXRWX8QgZ8FBNDxXOBg0895OvxhBW+hN5sNImd+7ciIqKgp50X7E9yee3DKzjtbKQ/xI9nNkqmvxVQEAAihcvLlP86zFOpBTjCXkKYwj5K71eg7gjrjCmkLswhpC/0jKGuOv6wl0SiymJlZMxiFwYQ8hf+dJ1SHIxJQCReMuyGi2tv8i/Lyi58IWjJW6pWRJYNwrdLOtRxXJK/n3YUQyf2NvhOrIl+R6MC6RlDGGlP5EHiR+p3v7Zu3zfkeTz6dKl81pZiIj8lUjr76vn2+TiREr56v4REemd3q5B3BFXGFOIiPQbQ9x1feEuicWUxMrJGERE5DvXIUnFlLKms5hk+wpFzVfl33PtDTHB3h7hCEz0NTvQBR0sWzHcuhBVTRcxT92H0VGd8YNSUzR3SPA1jAukJVb6ExEREREREREREZHfCx6yRusiEBGRG1lhRx/rSrxrWQmrScFVNTs+iOqJ3UpICl5twiJHfexRSuFz21eoYD6DSQEz8aLjEIZFvYnbCPLCHhClnDkV6xIRERERERERERERERER+TgVn9lm4j3rClnhv9JRDY0iJqSwwv8/59W8aBv5IT6JaodI1YLGll+xPGA0MuKxx0pOlBas9CciIiIiIiIiIiIiIiIiw2hn2Y4Wll9gV83oG9kb/aJ6IwyZ0rQtByyY4XgFLSI/xhU1uxwmYKztW9mwgMhXML0/EREREREREXk8NXLohGZeLwsREREREfmfEqaLGG2dK+c/tbfDz0o1t2z3hBqMPpF9sDTgY9mgYI9SGssdddyybaInxUp/IiIiItK8QogVQURERERERERE9KTSIxzTbV8gnSkKOxxl8I3DvfecDqnP4HN7GwyyLcVH1rk4rBTDWbWAW9+DKC2Y3p+IiIiIiIiIiIiIiIiIdG+UdT5KmC/jHzUrBkT1guqBqtCvHC9hpyME6U2R+FI0MECE29+DKLVY6U9ERERERORBly9fxpQpU9CwYUMUKlQIAQEByJs3L1q3bo39+/enaluKomDatGkICQlB+vTpkStXLrRv3x5///23x8pPREREREREpAcvm/egnXU7FNWEflHv4hayeOR9REOCAVHv4IaaBc+YL+FD63yPvA9RajC9PxERERERkQeJSvqJEyeiaNGisuJfVNSfOXMGK1eulNOiRYvQrl27FG2rZ8+emD17NkqVKoW+ffviypUrWLZsGTZu3Ih9+/ahePHiHt8fIncN7UJEREREROQuwaarGGf7Vs5Pc7TEXqWUR9/vJrLgvah3sdA2Hh2s2/59Pw5fSdphT38iIvJLCxculBUnFStWRGBgIEwmE+bOnZuqbdSpU0e+LqlpwYIFsV4THByc6Lpie0REZDyVK1fG9u3bcfbsWVlhP378eHz//ffYtm0bLBYLevXqhYiI5FMBivXF62vVqoXffvtNNiQQcUY0HLh9+zZ69+7tlf0hIiIiIiIi8in2CEy3TUMmUzj2Kc9hqr2VV972F6U0pjtekfOywcGtv7zyvkQJYU9/IiLyS8OHD8f58+eRM2dO5MuXT86nVpcuXRKsqI+KipIVOmazGfXr14/3fJYsWdCvX794y0WDACIiMp5WrRK+2VCzZk3UrVtX9tI/evSobIiWlFmzZsnHjz/+WA4R4NKkSRMZj8R2Lly4IIcQICIiIiIiIvIbG0egtDkUt9TMeC/yXShe7PM81d4aVcyn5ITvuwFvbgSsgV57fyIXVvoTEZFfEj0lRQrkwoULY8KECRg6dGiaKv0T8sMPP0BVVTRt2hRPPfVUvOezZs2KUaNGpancRERkLDabTT5arclfmolsARkzZkT16tXjPdeoUSP5/I4dO9CpUyePlJWIiIjIl5ig4HXLFrxs+QVWOBJc54qaA5/Z2yJUzef18hERkZec2QQc+FrODox6G/8gu1ff3gGLbGiwLnAosl39Hdg2FnjxoxQPdxY6gUMCkHuw0p+IiPxSgwYNPLbtb791jh315ptveuw9iIhI/0Sv/M2bN8uMMyEhIUmu+/DhQ1y9ehWlS5eWQwLEJRqyCWfOnEl0G2IIgZjDCISFhT1R+YmIiIi0HLd5om2Ws1dlEsrjLBqYf5MV//9zNPFqz08iIvICRQE2jZSzc+yNsF0pp0kxriEHBkf1wDcBk4F9M4HKPYEs+TUpC/kvVvoTERG50aVLl7BhwwZZgdOsWcKtNEWFy9y5c3HlyhUEBQWhUqVKqFKlitfLSkRE2hFDwYge+SImTJw4McGK/Jju3bsXPURMQkQ8ibleQsTQM6NHj36ichMRERFpyQwFXS3r8L51OdKbIvFQDcQUe2ucS6Anv1i3o2UzalmOYrjtOzS17McHUT3xl8pKGPIP4eHhGDZsGA4ePIizZ8/i9u3bMvtk0aJF0b17d3Ts2DE681hyFEXBl19+iW+++UZuK1OmTLJDzdixY/H00097fF+IEnViJXD9OBAYhCnhrTUtykalIlCoKnBhL7BrEtD8c03LQ/6Hlf5ERERuNGfOHHkh1Llz50RTNV+7dg1du3aNtUxU/C9evFheeCWFvTSJiPRPxAkxRMzOnTvRo0cPr6XjF0PZDBgwIFYMKViwoFfem4iIiOhJFTVdxie2b1DB7MxstMtRGkPtPXBJzZVkBUw7ZTv+z7oQ5c1nsTZgmGwk8I2jmUzHTGRkDx48wFdffYXKlSvLjim5cuXCnTt3sG7dOnTr1g1LliyR82Zz8hkwevbsKYfKLFWqFPr27Ss7sixbtgwbN27Evn37ojOPEXmV4gC2T3DOv/AO7m3IpHGBTHjtbH0sCdiLyF/nou7uMriMxGMUkbux0p+IiMhNVFWVlf5JpfYXlf01a9aU6ZlFq+g///wTn3/+ORYsWID69evj6NGjyJw5c6LvwV6aRET6r/AXN9gWLVoke9bMnDkzRa9z9fBPrCe/qxFYYpkAhMDAQDkRERER6Ynosd/DsgYDrN8j0BSF+2p6jLW/jiWOurKCJWkmLHXUxQ5HGYyzfYt6lt8x2LYETSz78X7U2/hTZQNIMq7s2bPL64eAgIBYy+12O1588UVZYS8q/RPLVOmybds2WeFfq1YtbNq0KXp7HTp0QNOmTdG7d2+Z9ZLIW4KHrJGPLcy7MSXgNO6qGVFzQzH4gn1KSex2lEINy3H0sf6IIfa3tC4S+REOYkREROQmW7duxblz51C7dm0UK5bwP5ojR45EvXr1kDt3bmTIkAFly5bF/PnzZS/P8+fPY9asWcn20hQXbK7p4sWLHtobIiLyRIW/aPw1b948tG/fXg71kpJeNULGjBnl0DEizjgcjnjPnznj7PHGHjZERERkNB9a52OobbGs8N/ueB4NIz7BEke9FFT4xx5ruVvUBxgQ+TbuqRlQxnwOKwJGyuwBREYlrjXiVvgLIjNly5Yt5bxI1Z8c172qjz/+ONb2mjRpgjp16sjGAxcuXHBr2YmSY4ED71l/kPPf2JvjPjLAV3xubyMfX7XsRGHTNa2LQ36Elf5ERERu8u2338pHMS5aaok0acKePXuSXE/00BTjNseciIhIPxX+oqFXu3btZIYXiyV1KWVFo7KHDx8mGCtcPWtE7xsiIiIio3jZvAddrBvl/NCoN9ElahCuIkcat2bCCqUWXoz4FAeVEshkCsdXtinIgHC3lplID9cm69evl/MiE2Vytm/fLhshV69ePd5zjRo1ko87duzwQEmJEtfKsgtFzP/gphqEuQ7ncegrflNLYJvjeVhNCvpaV2hdHPIjrPQnIiJyAzEm2o8//oisWbPi1VdfTfXrc+bMKR9FZQ4RERkzpb+o8G/Tpg0WLlyYZIX/zZs3cerUKfkY01tvOdMCjhgxApGRkdHLRUpOcSOuYcOGKFy4sAf3hIiIiMh7SpguYoJttpz/wt4Cix31U9W7PzHXkQ1vR/bHP2pWlDBfxgSb6MWsuqHERL5JXDuMGjVKZp8UqfhLlSolryFEo2Qx1GRSxH2qq1evokiRIglew7gyjbkyjyUkIiJCDkcWcyJ6EjbY8d6/lekz7S/hEdLB17h6+7cw72FWGfIaq/feioiIyLhEBU54eDjefPNNpEuX+n809+/fLx+Dg4M9UDoiItLSRx99JFP6Z8qUCSVKlMCYMWPirdOiRQs55Iswffp0jB49Wt6UEzfnXOrWrSuzyYjxNMuXLy/H3hQ34JYuXSrH65w2bZpX94uIiIjIUzLhkbMXvikCOx0hmGJPfeP6pNxEFrwT+R6WBIzBy5a9OKSUwDwf6ylK5M5Kf3F94WIymfD+++9j/Pjxyb5WDC0pZMmSJcHnXRkoXeslRLxPzPcnelJtLdtRwHQT19WsWOhoAF90VH0aGx0V0NByCP2sP6BPVF+ti0R+gJX+REREyRA9LcUkeuO7euQnltpfVPonRvTaLFSoEDJkyBBv+eDBg+V8hw4d3Fp2IiLSXmhoqHx88OABxo4dm+A6otGXq9I/KV9//TVCQkLwzTffYOrUqbIhgRiPU2y3aNGibi87kR4ED1mT4PLQCc28XhYiInIHFZ/YvkFR81VcVnPgvah3oXggYe0h9RmMt3fAh7YFGG5diKNKEZmSmchoxDWDqqoyA9mVK1ewatUqDBs2DHv37sXatWs9PnTk0KFDMWDAgOi/RU//ggULevQ9ycCiwtHbulLOfml/BeEIhK8Svf1Fpf9Lln2Ybm+B02ohrYtEBsdKfyIi8kuil+Tu3bvl/NGjR6OXifTIQo0aNWRvyqR6XLocOnQIf/zxh+x1Wa5cuUTfc8mSJfj888/leMsi/bIYD+3PP/+UF1hRUVHyIohjMRMRGc/cuXPllFIi1iQUbwSz2Yy+ffvKiYiIiMiIulvWoqnlACJVC96NfA934LkKyf85GqO8+QyaW/bhy4Av0DxiLG4h4R7NRHonriUKFCiAXr16yU4tbdu2lY2HJ06cmOhrXD38E+vJ70rVn1gmACEwMFBORO5o2NvFsh6jbLdxRc2OJY668GWn1EJY7aiC5pb96G/9AW9H9de6SGRwrPQnIiK/JCr8RarlmPbs2SMnF1elf3JcvfyTW1+kZT558iQOHz6MXbt24dGjR/Iiq2nTpnjnnXfkWMxERERERERE/qqy6SSGWBfL+Y/sb+B3tZiH39GEwVE98KzpAoqZr2CabRo6RQ2FA/HHLicyEtc9KFfnl8SIDiv58uXDuXPn4HA4YLHE/m2cOXNGPhYvXtyDpSVySocIvGv9Sc5Pt7dEBALg66bYW6Op+QAaW35FKfs5HFeLaF0kMjD350UiIiLSAdHjUqQ2S2yK2SNT9LYUyxLrdTljxgz5vGgpnZTatWvLcZdF737RQlr07hdjMa9cuZIV/kREREREROTXcuEOpgdMg9Wk4EdHda+N0/wQ6fF2VD88VANRzXICA6zLvfK+RFoSaf4Fm82W7LriftbDhw9jdZRx2bBhg3xk5kryhk6WTchluoeLSi4sd9SGHpxVC+AnpZqcH2D9XuvikMGx0p+IUp1WJ+ZERERERERERET0JCxwyAr/3Ka7OKUUxLCoN2UvfG9WygyJ6iHn37X+jAbmQ157byJPOXHihMwyGZdYNmDAADkvsk+63Lx5E6dOnZKPMb311lvyccSIEYiMjIxevm7dOpkpQHRkEcNYEnlSBoTjbesqOT/V0QpROkpkPtXeCnbVjPqWwyhncmbHIPIEv6r0v3z5MqZMmSKDUKFChRAQEIC8efOidevW2L9/f6q2pSgKpk2bhpCQEKRPnx65cuVC+/bt8ffff3us/ERERERERERERERG09GyGVXMp3BfTY9eUf3wGOm8XoZVSjXMsTeS8+Nts2QFE5GeLVu2TNZ/uIaVHDJkCDp16iTrRtavX4+aNWuif///xhifPn06nnvuOfkYd7hKMaTlzp07Ub58eQwePBhvvPEGWrRogezZs8t6EiJPa23ZiRym+zin5MGPjhrQk1A1H1Y4asr57lZ2pCTP8atKfxF8RBATFfOi4n/gwIGoUaMGfvrpJ1SrVk2mXE6pnj17om/fvjKds3hs3LgxVqxYgUqVKkWPY0NEREREREREREREicuIx+hj/VHOT7C3xzk1n2ZlGWd/HaFKHuQyhaG7Za1m5SByh+bNm+O1117DhQsXsHjxYkyaNEn2zi9Tpgy+/vprbN26VXZoTAmx/tSpU+W8eFy7di1atmyJAwcOoESJEh7eEyIVHSxb5NxcR2M4YIHe/M/RRD42NB9CLtzVujhkUPrJf+EGlStXlulmxBg0Me3atQv169eXYzGL1mmBgYFJbmfbtm2YPXu2HKdm06ZNMmOA0KFDB9lqrnfv3tFj2RARERERERERERFRwnpY1yCnKQx/K3mx1FFH07KIdNGT7G0wLWA63rKuxkJHA9xGkKZlIkqrihUryimlRo0aJaeEmM1m2flRTETeVt50Bs+ZL+KxGqC7Xv4up9RCOKQURwXzGbSxbMcMRwuti0QG5Fc9/Vu1ahWvwl8QaWxEipo7d+7g6NGjyW5n1qxZ8vHjjz+OrvAXmjRpgjp16mDjxo2y9RwRERERERERERERJSwH7kX3qP/M3hZ2H+ijtlp5AceUYGQyhaO3daXWxSEi8nuvWzfLx1WOqghDRujVd/b68rGDdSvMULQuDhmQ9v9F+QibzSYfrdbkPxKRLSBjxoyoXr16vOcaNWokn9+xY4ccH4eIiIiIkhc8JP6YZqETmmlSFiIiIiIi8g5RqS4q139XnsZapQp8gQqzHGZgYcB4vG7ZLFMyX1JzaV0sIiK/uR8UUxY8QHPzfjm/yOGsNNerNcoL+FBdgAKmm6hlPoLtSlmti0QG41c9/RMjeuVv3rwZ+fLlQ0hISJLrPnz4EFevXkWRIkVgscQfN6R48eLy8cyZM4luIyIiAmFhYbEmIiIiIiIiIiIiIr9x+5ysVBcm2tsDMMFX7FZCsNtRCoEmO/pbl2tdHCIiv/WqZScCTVE4rhTG72pR6FkEAvCDo5acf92yRevikAH5fU//qKgo2SNfVMRPnDgxwYr8mO7duycfs2TJkuDzQUFBsdZLyPjx4zF69OgnKjcRERGR1q2tiYiIiIiI0npdMcU2HS0sDux0hGCvUgq+RjREqGEZjpbmPZhlai7HYyYiIm9S0eHfynFnL3/faRyWVosc9fCmdR3qmX9DPtzCVeTQukhkIH7d019RFHTp0gU7d+5Ejx49vJaOf+jQobJRgGu6ePGiV96XiIiIiIiIiIiISGulTKFoYfklRi9/33NUfRqrHVVgNqkYZF2idXGIiPzOC+aTKGq+igdqOqx0xB9uW4/+UvNjn/IcLCYV7azbtC4OGYzZnyv8u3XrhkWLFqFjx46YOXNmil7n6uGfWE9+V6r+xDIBCIGBgTIjQMyJiIiIiIiIiIiIyB+4KtF/clTDcTUYvuoze1vYVTPqWX5HZdNJrYtDRORXXEPA/OSojodID6P4zi6yFgCvWbbBAofWxSEDMftrhX/Xrl0xb948tG/fHnPnzoXZnLKPImPGjMiXLx/OnTsHhyP+j/HMmTPysXjx4m4vNxEREREREREREZGeVTUfR23LEUSpFkyyt4EvC1XzYYmjrpwfYlssU00TEZHn5cA9NDL/GiO1v3FsUCrhlpoZeU13UM98WOvikIFY4acV/vPnz0e7du2wYMECWCyWVG2jdu3aWLJkCfbs2YNatWrFem7Dhg3yMe5yIiIiIiIiIiIiIqMKHrImBWupGPxvL38xrvEFNQ983VR7K7Sy7EZ581k0NB/ERqWS1kUiIjK8NpYdCDA58LtS1KczwqRFJGxY7qiDt62r8LplC4CRWheJDMLsjyn9RYV/mzZtsHDhwiQr/G/evIlTp07Jx5jeeust+ThixAhERkZGL1+3bh22b9+Ohg0bonDhwh7cEyIiIiIiIiIiIiJ9aWz+FWXNf+GhGohp9lbQgxvIhv85Gsv5QdalsVIxi4YOCU1ERJR2Jihob9kq578zWC9/l8X/ZpGpZT4C3AnVujhkEH7V0/+jjz6SKf0zZcqEEiVKYMyYMfHWadGiBcqWLSvnp0+fjtGjR2PkyJEYNWpU9Dp169ZF9+7dMXv2bJQvXx7NmjXD1atXsXTpUmTPnh3Tpk3z6n4RERERERERERER+TJRWf6Bdamcn+1ohpvIAr342v6S7I1ZzHwFrS07sezfyhoiInK/GuZjKGy+jjA1A1Y7XoARnVfzYqcjBLUsR/HlpBH41P5aguuFTmjm9bKRfvlVpX9oqLO1zIMHDzB27NgE1wkODo6u9E/K119/jZCQEHzzzTeYOnWqbEjQsmVLud2iRYu6vexEREREREREREREetXAfAhFzVdxW82EWfam0JP7yIAv7a9guO079LSsxnJHbaj+lUSXiMhrnCnvgR8cNfEY6WBUIouBqPRva9mOKfZXEeVfVbbkAX71n8ncuXOhqmqSU5cuXaLXF737xbKYvfxdzGYz+vbti2PHjiE8PFwOAbBkyRJW+BMRERERERERERHF0cWyUT4uctTHA2SA3ix21MN9Nb1suCB6oRIRkfvlxh3ZSMwVL4xsi1Ie19WsyGUKQ0PzQa2LQwbgV5X+RERERERERERERORdJUwXUdVyAnbVjO/sDaBHD5Ee3ztqyfk3/m3AQERE7tXOsg1Wk4IDyjM4oxaAkdlhxRJHHTnf4d/sBkRPgpX+REREREREREREROQxrkryjUpFXEUO6NUCx4vysb75MAqYrmtdHCIiQzFDwWvWbXJ+kd3YvfxdltrrQlFNqG45jiKmq1oXh3SOlf5ERERERERERERE5BFBeIhWlt1yfp69EfTsb/Up7HSEwGxS0cmySeviEBEZygvmE8hvuoW7akasUyrDH1xGLmxXnpfzLS27tC4O6Rwr/YmIiIiIiIiIiIjII1617EQGUwROKQWxX30WejfP0VA+trNsRzpEaF0cIiLDeMm8Vz6udVRGBALgL1Y6qsfYf1Xr4pCOsdKfiIiIiIiIiIiIiNzOBAWd/k3t76wsN0HvtinlcEHJhaymh3jF8ovWxSEiMgQb7GhiOSDnVynV4E82KxXwWA1AEfM/CDGd07o4pGOs9CciIiIiIiIiIvJBly9fxpQpU9CwYUMUKlQIAQEByJs3L1q3bo39+/enaluKomDatGkICQlB+vTpkStXLrRv3x5///23x8pPVNt8RFZi3FMzRPdk1DsFZixwvCjnO8sGDeyVSUT0pGqZ/5CNqf5Rs2K/8hz8ySOkwxalvJx/mY3J6AlYn+TFRERERESeEjxkTbxloROaaVIWIiIiIi2ISvqJEyeiaNGisuJfVNSfOXMGK1eulNOiRYvQrl27FG2rZ8+emD17NkqVKoW+ffviypUrWLZsGTZu3Ih9+/ahePHiHt8f8j+dLRvk4zJHHTxGOhiF2J8B1u9R0nwelUyn8asBhi0gItLSSxZnav81jhdk4yp/87OjKppb9slpnL0D1H8/g4TujQm8P0YJYaU/ERERERERERGRD6pcuTK2b9+O2rVrx1q+a9cu1K9fH7169UKLFi0QGBiY5Ha2bdsmK/xr1aqFTZs2yYwBQocOHdC0aVP07t0bGzY4K2eJ3KWw6RrqWv6Aopqie8YbxT1kkpkL2lu3obN1I36NYqU/EVFapUMEXjQfkvOrHFXhj3YozyNMTY98ptuyMdkB1b+yHZB7sNKfiIiIiIiIiPwCe8qQ3rRq1SrB5TVr1kTdunVlL/2jR4+iYsWKSW5n1qxZ8vHjjz+OrvAXmjRpgjp16sjtXLhwQQ4hQOQub1g2ycdtSllcUPPAaOY7GspK/8bmA8iD2/gH2bUuEhGRLjUw/4aMpghcUHLhsFoM/igCAdjgqIQ21p0yxf8BOyv9KfX8L0cGERERERERERGRztlsNvlotSbfp0dkC8iYMSOqV48/pnqjRo3k444dOxJ9fUREBMLCwmJNREnJgHC0seyIrhw3opNqYexXnoXVpKCDdYvWxSEi0n1q/1WK6OVvgr/6WakmH5tYDsAKu9bFIR1ipT8REREREREREZGOiF75mzdvRr58+RASEpLkug8fPsTVq1dRpEgRWCyWeM8XL15cPp45cybRbYwfPx5ZsmSJngoWLOiGvSAja2nZjSDTI/yt5MVOJeljVM/m250NGjpYtiAAUVoXh4hId4LwEHXMv8v5VQ5npbe/+kUphZtqEHKY7qO6+bjWxSEdYqU/ERERERERERGRTkRFRaFTp06y9/3EiRMTrMiP6d69e/JRVNYnJCgoKNZ6CRk6dKh83jVdvHjxifaBjE7FG5aNcm6B40WoBr4FvUGpiGtqNuQyhaGJeb/WxSEi0p1Gll8RaLLjTyU/Tqn+3ajQAQvWOqrIeZHinyi1jPsfFxERURIWLlyInj17yrEvAwMDYTKZMHfu3FRtQ6TIFK9LbEpse3/++Sfatm2LnDlzIn369Hj++efx1VdfQVVVN+0dEREREREZkaIo6NKlC3bu3IkePXrIyn9vENdMonFAzIkoMS+YT+IZ8yU8VAPxvaM2jMwOK76z15fzna3Ohg5ERJRyL5mdqf1/lr38/Te1v8vPDjHEAdDQfBCBiNS6OKQzyQ/6RUREZEDDhw/H+fPnZcW7SIkp5tOqdu3aqFOnTrzlZcuWjbfsxIkTqFatGh4/fiwr/p966imsWbMG77zzjnxu2rRpaS4HERERkbcFD1mjdRGI/KrCv1u3bli0aBE6duyImTNnpuh1rh7+ifXkDwsLi7Ue0ZPqbNkgH1c4auI+MsDoFjvqo4/1R5Q3n0WI6W8cVZ/WukhERPrw4Aaq/ZvGfpXirOz2d4fUEriiZsdTptty2IMNSmWti0Q6wkp/IiLyS7Nnz5ZjVxYuXBgTJkyQ6SrTSlT4jxo1KkXr9urVS95sW7t2LZo0aSKXffzxx2jQoAGmT5+ODh06oGpV/pNLRERERESxK/y7du2K+fPno3379jKrmNmcsgSeGTNmlA2dz507B4fDEW84gDNnzshHcX1E9KRy4h5eNB+S8/MdzvHuje4msmCN8gJaWvagvWUrjtpZ6U9ElJKGwp0sG/GxTcEfytM4r+b1erl8kRgSZ5WjKnpa18gU/6z0p9Rgen8iIvJLopJdVPh7k0jrL9Jw1q1bN7rCXwgICJAV/8KsWbO8WiYiIiIiItJPhX+7du2wYMGCeBX3KclO9vDhQ+zZsyfecxs2OHtl16pVy21lJv/V3LIXVpOC35WiOKMWgL9Y/u8wBs0s+xCAKK2LQ0SkCy9ZXKn92QEqJudQB0B982FkxGOti0M6wkp/IiKiJyR6xkyZMgXjx4+XN+AuX76c4Hrbt2+Xjw0bxu/tUKNGDdkDZ8eOHR4vLxERERER6Sulv6jwb9OmDRYuXJhkhf/Nmzdx6tQp+RjTW2+9JR9HjBiByMj/xoddt26dvE4R1yjebhRNxtTSsls+rnDUgD/Zp5TEVTU7spgeoa75sNbFISLyeU/hJiqbT0NRTVjjeEHr4viU42ow/lbyIp0pKjp7DlFKML0/ERHRExJjaorJxWq1ok+fPvj0009j3ZBLKm2mWK9IkSI4ceIE7Ha73EZCIiIi5BR3/E0iIiIiIjKejz76CPPmzUOmTJlQokQJjBkzJt46LVq0QNmyZeW8GDJs9OjRGDlyZKwhyES2se7du8thzsqXL49mzZrh6tWrWLp0KbJnz45p06Z5db/ImIqaLuN589+IUi1Y7We9NhWY8ZOjOt62rkKrfxs+EBFR0plhhF/VZ3ANObQujo8xYZVSDe+ZV8gU/ysV/2pIR2nHSn8iIqI0ypUrFyZMmIDmzZsjODhYpsvcu3cvhgwZgsmTJ8NkMmHSpEnR69+7d08+ZsmSJcHtBQUFyZ489+/fR7Zs2RJcR2QTEDfxiIiIiIjI+EJDQ+XjgwcPMHbs2ATXEdcirkr/pHz99dcICQnBN998g6lTp8qGBC1btpTbLVq0qNvLTv7by3+HUga3EQR/8+O/lf6yp/+j20CG7FoXiYhIB6n9nansKTYx5MF71hWoaT6KrLiPu8isdZFIB5jen4iIKI1KlSqFwYMHy0eRmj937tx45ZVXsG3bNtkg4IsvvsD169fd+p5Dhw6VjQdc08WLF926fSIiIiIi8h1z586FqqpJTl26dIleX/TuF8ti9vJ3MZvN6Nu3L44dO4bw8HA5BMCSJUtY4U/uoShoYdkjZ3901IQ/Oq0WwgmlMAJMDuD4Cq2LQ0Tks4qYriLEHAq7asY6R2Wti+OT/lLzy5hiMznQxHJA6+KQTrCnPxERkZvlzZtXVv6L1Jn79+/HSy+9FKuHv6vHf1wiVb/IDpA5c+ItNwMDA+VE5G7BQ9ZoXQQiIiIiItKrC7+ggOkmwtT02KyUh79a4aiBkubzOLRqJlr/kC/e86ETmmlSLiIiX/Ky+Rf5uFsJ8cvMMKnp7S9iysvmvVjsqK91cUgH2NOfiIjIA3LmzCkfRcp/l+LFi8vHM2fOxFvf4XDg3LlzKFKkCKxWtskjIiIiIiIiHTmyVD6sdVRBBAK0Lo1mfnJUg0M1oYL5DAqZ/tG6OEREPp7av6rWRfFpqxXn51PFfBK5cUfr4pAOsNKfiIjIA0QPf9f4mi61a9eWjxs3boy3/u7du2UDAdc6RERERERERLoQFQ4c/0nOrlRqwJ/dQDbsUUrL+Zbm3VoXh/zY5cuXMWXKFDRs2BCFChVCQECAzEzZunXr6HtWKbF9+3aZlTKxSQxDQ5QaRU2XUcx8BZGqBZuUiloXx6ddUnPhsFIMZpOKFy2HtC4O6QC7EhIRESVDjHUpJtF739WDXzh06BAqVKgQb/2pU6di27Ztsmd/pUqVopc/88wzqFWrlnxu3bp1aNKkiVweGRmJESNGyPnu3bt7ZZ+IiIiIiIiI3OLPdUDEPVxSc2K/8iz83QpHTdSyHEVLy25MdbQCYNK6SOSHpk2bhokTJ6Jo0aKy4j9Xrlwy8+TKlSvltGjRIrRr1y7F2xOdVOrUqRNvedmyZd1ccjK6hmZn5fUvSmncRwati+PzNjgqopz5LBqaD+I7RwOti0M+jpX+RETkl2bPni171wtHjx6NXiZaMAs1atSIroCfPn06Ro8ejZEjR2LUqFHR2xCto202GypWrIgCBQrInvr79u3D4cOHkTVrVixcuBAWiyXW+86YMQPVq1dHixYt5MVVvnz5sGbNGhw/fhy9e/dGtWrVvPgpEBERERERET2hP5ZGp7ZXmVgWG5WKeKQGItj8D8qbzuA3tYTWRSI/VLlyZXmPK25GyV27dqF+/fro1auXvDcVGBiYou2JCv+Y98SI0qqh5WD0uZKSJz6nIViCqubjyIxHbChBSWKlPxER+SVR4T9v3rxYy/bs2SMnl+R63YsLpA0bNmDnzp24desWzGYzChcujH79+mHgwIGyIUBcpUqVkmnUhg8fLiv7RUOBEiVK4Msvv5TbIyIiIvI3QXiIuubDCDRFJfh8mJoRW5TyiOItDCIi3/PwJnB2U3QPdwIeIR3WK5XQyrJb9vb/zc5Kf/K+Vq1Elon4atasibp168qhJ0UnGNGRhchb8uC27LUubHKU17o4uvC3+hTOKk/JIRHqmn/Hzwo7jFHieMVMRAgeskbrIhB5nRhzLKXjjomWzAm1Zh48eLCcUkuk+V++fHmqX0dERERkJIGIRCfLJvS2rkRW08Mk1z2v5MZn9rZYrbzAXqRERL7k+I+AYgfylcVf5/JrXRqf8aOjhqz0b27Zh4/sb7DhGvkUkbVSsFpTflyKoQGmTJmCx48fy04u9erVQ/78/M1T6rjGpf9NKYYbyKZ1cXTV27+Y+WeZJYGV/pQU/rdBRERERERERF5jhoIW5t0YYPseBUw35bK/lHw4p+ZNcP3nzX+jsPk6pgVMRw9lDSbY28sxQImIyAf8scT5WKYdcE7rwviOPUpp/KNmRR7TXdQx/45NTGNNPuLChQvYvHmzHG4yJCQkxa9btGiRnFxEg4E+ffrg008/jTe0ZVwRERFycgkLC0tj6UnvxLj0wgZHJa2LoisbHBXxjvVnGU8CEIVIOBvuEMXFSn8iIiIiIiIi8gIVdcx/YLB1CZ4zX5BLrqjZMdn+Kn5w1IKSSA/+9AjHm5Z16GldjTLmc1gUMA47HGUw0f4aTqjBXt4HIiKKdvMscPkgYLIAIa8CP/2qdYl8hohpPzmq4y3rGpnin5X+5AuioqLQqVMnWQE/ceLEZCvrhVy5cmHChAlo3rw5goOD5TCVe/fuxZAhQzB58mSYTCZMmjQpyW2MHz8eo0ePduOekF6H9KpqPhHdc51S7oj6NK6p2ZDXdAfVzMexXSmrdZHIR7HSn4iIiIiIiIg8KhfuYIptBqpbjsu/76kZMMP+CuY6GiECAUm+9jHSYbqjJRY56qOP9Ue8btmM2pYjqGk+ih8cNTHc3i3BbXAYMyIiz3CdX/tbl+M9K7DNXhpdx7DCP6EU/6LSv775NwThAcKQSesikR9TFAVdunTBzp070aNHD1n5nxKlSpWSk0vGjBnxyiuvoEqVKihTpgy++OILOfRl7ty5E93G0KFDMWDAgFg9/QsWLPiEe0R6Ixr/2kwOnFHy45yaT+vi6IoY3myTowI6WTfLbAms9KfEcCA8IiIiIiIiIvKYbAjDdwHjZIV/hGrD1/ZmqBUxBV87Xkq2wj+m2wjCaHtnNIj8DD85qsFsUtHGuhPTbNNghd2j+0BERHGpaGneLed+dNTUujA+6aRaCKeUggg02dHMsl/r4pCfV/h369ZNpufv2LEjZs6c+cTbzJs3r6z8t9vt2L8/6eM7MDAQQUFBsSbyPw0tzsZhG5UKWhdFl1zZEV60HJLDpRElhJX+REREREREROQRmfAI8wImooT5skxJ2ShyAsbbX8e9J+jteEHNg/eieqNj5FDZiKCh5RA+s82EiTe/iIi8pqLpNAqZb+CBmo4VOIkyyd7+gkjxT6RVhX/Xrl0xb948tG/fHnPnzoXZ7J5qoZw5c8pHkfKfKCmBiJQ9/YUNjkpaF0eX9iklEaZmQC7TPZQ1ndW6OOSjWOlPRERERERERG6XDhH4NuAzlDGfwy01M16PHIZQN6by3K2EoFfUe4hSLWhh+QUfW+fInqdEROR5LS175ON6pTLCEah1cXyWyEyjqCZUNp9GAdN1rYtDflrhP3/+fLRr1w4LFiyAxWJx2/ZdPfyDg4Pdtk0ypqrm48hkCsdVNTuOqkW0Lo4uRcGKrf+m9W9oOah1cchHsdKfiIiIiIiIiNzKBjtm2qagivkUwtT0eCNyCP5S87v9fbYq5dE/6h1ZodLRugVDrItZ8U9E5GEWONDk33T1Pzqqa10cn3YNObBXKSnnm5mZ4p+8n9JfVPi3adMGCxcuTLLC/+bNmzh16pR8jOnQoUMJrj916lRs27YNxYsXR6VK7LlNSRPj0AtiXHoxPj2lzUaHM8V/I/OvgMprHorPmsAyIiIiIiIiIqI0VwZNtU1HHcsfeKQGomvkIBz3YI+e1UpVZLSHY6JtFt62rsZ9NQO+dLTw2PsREfm7KuaTyG56ILO4iHTDlLQ1yguobjke3VCCyBs++ugjmdI/U6ZMKFGiBMaMGRNvnRYtWqBsWWfP4enTp2P06NEYOXIkRo0aFb1O69atYbPZULFiRRQoUECm8t+3bx8OHz6MrFmzJtuYgAiKQ45DH3NcekqbHcrzcnizIuZ/gBungNzPaV0k8jGs9CciIiIiIiIitzBBwQTrLDS1HECEasVbUQNwSH3G4++71FEXmfAYI2wL8YFtGR4iHeY6Gnv8fYmI/FHTf3usix6HDrCyLznicxpj/R/Kmv8G7l4AshbSukjkB0JDQ+XjgwcPMHbs2ATXEWn5XZX+ienVqxc2bNiAnTt34tatWzCbzShcuDD69euHgQMHyoYAREm69CtymcLkePT7FFZSP4mHSI/dSmnUtxwGTq1mpT/Fw0p/IiIiIiIiIkpS8JA1KVhLxYfWBWhj3Qm7akbfqD7YrYTAW751NJUV//1tP2CUbb6s+F/uqOO19yci8guKA40sv8rZdUplrUujCzeRBQfUZ/GC6SRw4megWm+ti0R+YO7cuXJKKdG7P2YPf5fBgwfLiSjNROU0gC1KOdhZJfnERLYEZ6X/GqDWB1oXh3wMB88gIiIiIiIioif2knkvulo3yPn3o97GBsX747tOdbTCLHtTOT/W+i1KmC56vQxERIZ2Ya/ssXlXzYhflFJal0Y31jr+bSBx4ieti0JE5D1i3PmTq2ONR09PZoujPBTVBFw5DNy7pHVxyMew0p+IiIiIiIiInkh2hGGUbZ6cn2JvhZVKDY1KYsJY++vY5CiPAJMDn9i+hgUOjcpCRGRA/1Zab3JUYI/NVFjvqvS/dAC4d1nr4hARecf1k8Cdc3IcejEePbkne8whtbjzj1NrtS4O+RhW+hMRERERERHRExEV/jlM93FSKYgv7S00Lo0J/xf1phw3VIyf3M2yTuPyEBEZhKI409OLnutKFa1LoyvXkQ2/KiWcf5xcpXVxiIi8Q6SgB7BLKY1HSKd1aQxjg6NSrKETiFxY6U9EREREREREadbAfAgvW/bCrprxQVRPRPlAz09RufKxvaOcH2hdjmDTVa2LRESkf6KX+oNrCFPTY49SWuvS6M46x78NJZjin4j8xb+V0mIcenKfTUoF50zobuDxHa2LQz6Elf5ERERERERElCZBeIixtm/l/CxHMxxTn4avWO6ojZ2OEKQzRWGibRZMULQuEhGRvv1bWb1ZqYBI2LQuje6sd/XMvLAXuH9N6+IQEXmWGG/+6u8yC5cYh57c57yaF8hdElAdwJ8btS4O+RBW+hMRERERERFRmgyzfoc8prv4S8mHKfbW8C0mDLN3x0M1EFXMp/C6ZYvWBSIi0nlqf2el/zrX+PSUKleQE8gveruqTPFPRH6T2h+FXsAtZNG6NMbzbDPn4ynGE/oPK/2JiIiIiIg8aOHChejZsycqVqyIwMBAmEwmzJ07N1Xb2L59u3xdYlNqt0fkDjXMR/GadTsU1YRBUW8hAgHwNZfUXJhof03OD7EuRn7c0LpIRET6dOU3IOwyEJAJO5UyWpdGv0q+4nxkin8i8pdKf1flNLnXs82dj2e3AFHhWpeGfIT2A+0l4NSpU3j22We1LgYREWmM8YCIiIwQc4YPH47z588jZ86cyJcvn5xPq9q1a6NOnTrxlpctW/YJS0mUOhkQjgm2WXJ+nqMhDqnPwFctcLyI5pZ9qGw+jfG22XgjaojMAkDkLrxuIb9wYqXzsUQjRBz0vUZeulHyZWDTCOD8HuDBDSBTLq1LRBpjDCFDCg9znueEZ5qKI13rEhlPvueBzE8B968AobuB4g20LhH5AJ/s6V+qVCm8+OKL+Omnn6CqqtbFISIijTAeEBGREWLO7NmzERoaihs3buDtt99+om2JCv9Ro0bFm1jpT972gXUpCphu4qKSC5/a28GXqTBjSFQPRKg21LIcxauWnVoXiQyG1y1keOK4dvVMd/VUp7TJFgzkKwuoCnBqtdalIR/AGEKG9NdWQLEDOYoBOYpqXRpjMpmAEg2d83+u17o05CN8stI/a9as2LJlC1q1aoUiRYpg4sSJuHXrltbFIiIiL2M8ICIiI8ScBg0aoHDhwm7ZFpEvqGg6hc6WjXJ+iL07HiEdfN3f6lP43P6qnB9hXYBcuKN1kchAeN1Chnf1d+DuBcCWASj2otal0T+m+KcYGEPIkM44rxVQorHWJTE21+d7ZoOzgR75PZ+s9L9y5Qq+/fZblCtXDhcuXMCwYcNQsGBBdO3aFQcPHtS6eEREpHE8eOedd7QuGhERGYxerkHOnDmDKVOmYPz48ViwYAEuX76sdZHIz1hhx0TbLJhNKpbY62CPEgK9mO1oiiNKEWQxPcJI23yti0MGopcYQpRmrsrp4i8CARm0Lo1xKv3P7QQe3da6NKQxxhAyHEUB/tzgnC/RSOvSGFuR2oA1nbNh3g0OoUA+WukfGBgYHdT27t2LDh06yNQ28+bNQ5UqVVC1alV89913iIqK0rqoRESkQTxYtGhRdM9JxgMiIvKnaxARA/v37y9vBr7xxhsIDg7GgAED4HA4kn1tREQEwsLCYk1EqdXasgtFzVdxUw3COPvr0BMHLBgU1ROKakJzy36UNv2tdZHIIPQSQ4jShKn93U+kus4TAqgO4NQarUtDGmMMIcO58hvw6CYQGAQUqqp1aYxNNMQrUss5zxT/5KuV/jGJwCZ6sFy8eBFjx45FgQIFsH//fnmDS7R4GzFiBHu3EBH5gZjxQJz7BXFBxHhARET+cA2SK1cuTJgwAceOHcODBw/wzz//YOXKlShWrBgmT56MQYMGJbsNkR0gS5Ys0ZPYF6LUCEAU+lpXyPkZ9lcQhozQm1NqIaxUqsv5gdblWheHDMgXYwjRE/nnOHD7b2dPwuL/jh1MT87VgOLkz1qXhHwIYwgZgqvyuWg9wGLTujTG54rNruwK5Nd8vtLfJWfOnBg6dCjOnTuHIUOGyNZuN27cwLhx4+RYN506dUJoaKjWxSQiIi/Eg4EDB8p50dOR8YCIiPzhGqRUqVIYPHiwfMyYMSNy586NV155Bdu2bZMNAr744gtcv349yW2Ifbl37170JG4mEqVGe8tW5DfdwlU1O75z1IdeTbG3hl01o67lD1Qwnda6OGRQvhRDiJ6Iq5d/sQZAYGatS2O8Sv+/tgGP72pdGvIxjCFkiEp/13jz5FmuIRQu7ueQMaSfSv/IyEjZyq1atWqYOHGiXCZudLVt21amwBEpbsqUKYM9e/ZoXVQiIvJwPFiyZImcF2MaC4wHRETkr9cgefPmlZX/drtd9gJKiihzUFBQrIkopdIhAr2tK+X8NHtLRCAAenVBzYNljtpynr39yZ9jCFFygoeswZnt38n5944Ukn+LidwgVwkg13OAEsWUzBQPYwjpVtgV4NpRACag+Ital8Y/ZC0E5C4FqApwdovWpSGN+Xylv+h9IsarFOlrunTpggMHDqB8+fKYP38+Lly4gMWLF+PSpUv44IMPZJpL0fuFiIiMJ2Y86NWrl1z2/PPPMx4QERH8/RpE9AQSHj58qGk5yNjesGxELtM9XFByYfm/FeZ6Nl00XFCtqGY5garm41oXhwxEbzGEKCnFTJdQ3HxZni+3KuW1Lo5xe/u7simQ32MMId1zpZgvUAnI6LxOJS/29mcjMr9nhY/asmULpk+fjtWrV8PhcMBqtaJNmzbo27evbOEWkxiPUrR4O3ToEPbt26dZmYmIyDvxoEWLFlixYgW2b98eq5ci4wEREfnjNYirh39wcLCm5SBjSKgHZyY8ws7AVXJ+qr01onz3VkKKXUFOLHLUR1frBrxvXQaoHwAmk9bFIh3TawwhSkpT8wH5uEsJwX1k0Lo4xqz03zHB2TMzPAxIxyxM/ooxhIxi00/z8aIF+ORcMGYwM4z3iKEUdn8OnN0EOOyARf/Xa5Q2PvnNlyxZEqdPn5Zj1eTIkQNvvfUW3nnnHeTPnz/J14mbXGJMSyIiMobE4kHmzJllpX9iGA+IiEiv1yA3b96Uk+i97+rBL4ibehUqVIi3/tSpU+X7Fy9eHJUqVXJbOYhi6mZZj+ymB/hLyYeVSnUYxQz7K3jNsg0VzGeAMxv/6yFDpNMYQuRujSy/yscNCv/H8IjczwE5igG3zgJnNwOlW2ldItIAYwgZRtRj1DAfk7PblHJal8a/FKgIpM8OPL4NXNwPBBvnmo0MUOl/6tQphISEyJZsr7/+OtKlS5ei17355puoWbOmx8tHRETaxoOwsLAnjgcLFy7Erl27ZCXK0aNH5Xhpc+bMkenTUmr37t348ccfZcaB0NBQmVZZXHSJsZWHDh2KrFmzxnuNeP78+fMJbq927dpyW0REZKxrkNmzZ8uYIYiY41rmOufXqFED3bt3l/Oih8/o0aMxcuRIjBo1KnobrVu3hs1mQ8WKFVGgQAEZc0TPnsOHD8t4I+KaxWJJ8/4TJSYLHqC71dlL53N7GzhgnOPsBrJinqMR3rauAraOAYq9CJh9fhRE8kG8j0WGdPcCSpnPw6GasNnB1P4eITLMPNMU+OUL4PRaVvr7KcYQMoxzu5DeFIkranacVAtpXRr/YrYAxV8Ejix1pvhnpb/f8slK/61bt6JOnTqpfl3VqlXl5MkKHnFjrm7duok+n9rtERGR9+OBMHz4cFn5LnpR5suXL9GK+KS8+uqrsjemqKx54403YDKZZJz45JNP8P333+OXX35Bnjx54r1OpGLr169fvOVMy0xEZMyYIyr8582bF2vZnj175OTiqvRPTK9evbBhwwbs3LkTt27dgtlsRuHChWU8GThwoGwIQOQJb1lXI8j0GCeVQlirVIbRzLQ3x+uWzch87QhwatV/4ysT+UgMIdLM6XXy4aD6DO6Aaec95tlmzkr/PzcCjijAYtO6RORljCFkGGc2yIetDtHLn8NmeXtYtubm3JgeAPy5+weUaPixZuUibflkpf+FCxdkRUnc8WriEj1b/vzzT1nRkhLuqOCJ2RszoWBctmzZNG+TSMtxOon8KR64eliKVMiiwmTChAmyZ35q9e/fH506dcJTTz0VvUykY3v33Xfx1Vdf4aOPPsKXX34Z73WiR2bM3ptERGTsmDN37lw5pYSIDwnFiMGDB8uJyJty4B66Wpw37ybZ20CF8XrB30Vm/M/RBO9ZV+DPJUPRONIM5d/9DJ3QTOvikU54MoYQaebUavmw0RF/eCFyowKVgIy5gIc3gNDdQNHEO5uRMTGGkCGoKvCn87phi8LsMFrYqZSBXTWjhPkycPsckL2I1kUiDfjkFbvoKS8qY5Lz7bffomvXrinertimSL9848YNvP32209URlHh77ohF3NipT8Rke/HA6FBgwaywv9JiMqXmBX+gujtP2LECDm/Y8eOJ9o+kacbgMWciPydJ2MOkV69Y/0ZGUwR+F15GpsNfPPuW3sT3FUzyhtkL5t/0bo4pEOMIWQ4j+8Aoc6MRJuUilqXxvgpmUs0ds6LFP/kdxhDyBCunwDuXUS4asNepaTWpfFLYcgos/NIZzZqXRzSiE9W+qeU6E3p7QoeIiLSfzzwNDHmsmC1JpxQJyIiQvb4HDdunBy7ef/+/V4uIRERGSXmEHlKXtxCR8tmOT/J3tbQKTrFDbJv7M3lfD/rD7DCrnWRyKAYQ0g3RKp51YFTSkFcUOMPWUceSPEvnFrr7C1LlADGEPJpYhx5MYydUhrhCNS6NH5rixxa4b/vg/yPT6b3T6nr168jQ4YMmrz3mTNnMGXKFDx+/FiOn1mvXj3kz59fk7IQEfk7LeNBQv73v//Jx4YNGyb4/LVr1+K1zq5UqRIWL16MokWLJrlt0WBATC5hYWFuKTMREekz5hB5Sm/rSgSaorBfeRa7lBAY3RxHI/w/e/cB3lTVxgH8n6STtpQNZZZR9qZsZMtWQFEQBVEZooADBygiiAqooAIOEBUQ+RgCDjYCZYPsPcpeZUMLBTqSfM+5p+mAtrSlyblJ/r/nuc89JGn6VrAn957zvu9LHksRbLyEp03rMcfM8sqU/TiHkNM4IiuBrbSwtL9DlGoKeOYAos4BEXuAwqwkSw/iHEK6llDaf7UlYdGZlBD//T/ELNkuJuY24O2vOiRy10X/devWPbAgcv9jNvHx8Thw4ABWrFiBKlXU3HyYNWuWdtiIbM6BAwfiyy+/hMlkSvdruWBDRPRo80F0dHRi+XzRtkXlfHC/3bt3Y+TIkShQoADee++9B54Xi/2PPfYYKleuDH9/f60f2/jx4/Hbb7+hRYsW2LdvHwICAtJ8/9GjR2vvT0RE7ncNQuQoeRGJZ0zy/4Xxcc+4dJa/zV344Mf4J/CR5+/oa1qEueYmqkMineMcQi4r7h5wbJU2XGnmor9DePoCpZsDhxfJEv9c9Hd5nEPIpURfA85t04arbZnmpMRxa2GcshREMC4BJ8KACrKaGbkP3Sz6N23aVOuDbLN8+XLteFhJm/79+8OR8ufPjzFjxqBDhw4IDg7WFp42b96MIUOG4Ouvv9Z+hnHjxqX7HlywISLKnvmgU6dOyuaD1Jw4cQLt27eH2WzG7NmzkS9fvgde8/HHH6f4c/Xq1TFjxgxtLBb+f/rpJ7z99ttpfo+hQ4emeF5sHCtWrFi2/hxERO7CWa5BiBztedMqLct/t6UUtlrLw13MNjfHGx4LUNoYgabGPQCeUB0S6RjnEHJZJ9cBsbeBgMLYd6+k6mjcq8S/WPQXJf6bfaA6GrIzziHkUo79C1gtQMEqiDidV3U0bs6gZfu/bFwmS/xz0d/t6GbRv3HjxokTncjcFBmS5cunfnPBy8tLK6n/9NNPo127dg6Ns1KlStph4+fnh44dO6Ju3bqoWrUqJkyYgPfff1+LPy1csCEierT5QCyqr1+/XrtIEhuwVMwH9zt58iSaNWuGq1evYv78+do4M/r166ct+m/cuDHdRX9vb2/tIHJXwUNkqVGbU2MS+l8SufA1CJEjeSMWPTxWaOOf49u5RZa/TTR88T9zc/TzWIzepiUAhqkOiXSMcwi5eml/lGsL6xWj6mjcR9k2gMEIXNoH3DgF5A5WHRHZEecQcim2/vFlWwGnVQdD2qI/lgHhKwCLBTByLncnuln0DwsLSxwbjUa0bds2sSeyMyhUqJC2+D916lRs3boVTzyRdkYAF2yIiB5tPhCbpQIDA7Fw4ULkzJkTesjwF4v8ERERmDdvnlYNJrNsVQFsrQuIiMj+nP0ahMgenjRtQn5DFC5Y82CppQ7czfT41njFtBQNTQeAi/uAQiyjS6njHEIuSSwOHFmalHm+4Z7qiNxHjjxA8QbA6Q3y76AeM7pdGecQchnmuMSWMNrmpZVXVEfk9v6zlAe8/IHbl4CI3UCRmqpDIndc9E9uzZo12iK6s+GCDRGR+80HyRf858yZo20AywqxYUwQlQuIiMjxnGHOIbJ39RTAiqVeSxMXv+P1ecvAri4gH5ZZ6qCDaQuw5Qeg0/eqQyInwDmEXMb5HXKRwDsnEPwYgJWqI3Iv5dvJRf/Di7no70Y4h5BTO7MFiIkEcuQFitQCRIY5KRULT6B0M+DQP8DR5Vz0dzO6rOvQpEkTlCtXDs6GCzZERK45H4iS/YcPH9bOqZX0v3DhAmbPno3OnTun+z7iPe7cuZPq46I1jNC9e/dsjp6IiJxpziFSqYHxACoYz+KO1Rv/M2euVZEr+Tm+rRzsmwfcuqQ6HHICnEPI5Ur7l2kJeHipjsb9lEso3X56E3DnuupoyEE4h5BTC18uz2UeB4wm1dGQjai6kLz1ArkN99u2n0FiYUccInvflsEv7NixA7VqiR1LKX377bfarryQkBDUrl3bwdESEVFmiXYsGzZs0Mb79u1LfMxWYq1Ro0bo3bu3Np40aRJGjhyJjz/+GCNGjEh8D7Hgf+bMGdSrVw979+7Vjvslf73YGDB+/Hitd1uJEiXg5+eHo0ePYsmSJYiLi8PQoUO154icUUXDKXQybYQfUi8BGgNPLDLXw05rWYfHRkREGSPK2gvzzI0RBX+4q13WEOy0lEFNHAO2/ww0+0B1SEREjiEyzG2l/cnx8pQEClQCLh+QvZirdVMdERFR+sITKsKUba06EkpObMIQRHn/25cB/wKqIyJ3WvQ3mUwwGAw4ePAgypYtq/05o8TXxcfHO2yB5+mnn4anpydCQ0NRtGhRrZT/li1bsGvXLuTKlQszZ87MVPxERJT1+SB37txZmg8EMR9Mnz49xWMbN27UDhvbnJCW06dPa2cxD4gjNfdvEjh06JA2Z6xfv17L+hcby9q1a4fXXnsNrVq1ynD8RPpgRVPjHvQxLZa9jx/iZY9l2GEJwZT49lhpCYVFn0WnyE2IOcQR1yBEzqK04TxamHbBYjXgV3NCZogb+zm+HWp6TQC2TQUavQV4+qoOiXSEcwi5pKvHgKtHAaMnEJKwWEBqSvyLRX+xAYOL/i6Jcwi5jBungSuHAYNJlpMn/QgoCARVl4v+YmNGjedVR0TutOhvtVq1I/mfM/O1jlzg6d+/P5YvX45169bh2rVrMBqNWrbmm2++icGDB2sbAYiIyDHzQVbnDmHatGnakRFi4T754n1Wv6co2SYOImfnjVh0NG1Eb9MSlDWe1x6Ltxqx1FIH4ZbUPwuVMF5CB+Nm1DKGY7LXNzhlKYhfzG0wz9wEd+Hj4J+AyHHXIETO4iWTLP24ylITp6xBcHfLLLWBwGJA5Flg71yg1ouqQyId4RxCLl3aP7gR4BOoOhq3EzxE/vevbAjEIm8g+uBy1ByyEEfGpN9GkJwP5xByGaIiiVCsLuCblJhFOhHSKmHRfwUX/d2ILhb9LRZLun/OLtmxwCN6Ltv6LhNR0kWJzakxLAFH9p8PoqKiEBgYiJs3byJnzpwOio6ITDCjr2kxXvZYivyGSO2xW1ZfzDY3w7T41jiP/Gl/sRkYg+fQ02MFXjD9i2DjJXxinI63Pf7ADPPj+C6+E2LAvqHkOPfPIfa6BiFyBrlwC0+b1mvjn80J/ezdnBkmoG4/YMUwYMsPQM2eIr1OdVikE5xDyCWxtL8u7LeWxAVrHhQ2XEcDo6imxkV/V8M5hFyutD+rw+h30X/dF8DxNYA5DjB5qo6IHIA1VYmIiIjooXxxD1M8x+N9z9nagv95a158Gvc8GsRMxGfxL6S/4J/gCnJhXPyzaBAzAcPiXsJJS0HkMkRjkMefmOE1BoG47ZCfhYiIUupuWg1fQywOWEpgi6WC6nD0Qyz0e/kDVw4Bx1erjobclGgj2a9fP63NpLe3t1baOaMJLTairaX4urSOzL4fuSDR7/fsf3Jcrp3qaNycAf+aa2mjx43bVQdDRJS6uLvAyXVyXLa16mgoNUVqAjnyAjGRSXM8uTxdZPoTERERkX7lQyR+9voS1YwncM/qieHxvbDA/Bjis/hRUpTzn2l+HLPMLdDW+B9Ge/6EusbD+MNrJHrFvpehDQRERJQ9PBGvVWERfo4XWf7MZk8kylvXeAHY+iOw5XugTAvVEZEbGjZsGE6fPo18+fIhKChIG2eVaDXWtGnTBx6vXr36I0ZJTu/IUlE4HChcAwgsojoat6qYmZoVllD0xEo8btop0sABI/P2KPPOnz+PefPmYcmSJTh8+DAuXryIPHnyoGHDhnjvvfdQt27dDL+XqEbw3XffYcqUKTh27Bj8/f3RsmVLfPbZZyhVqpRdfw7SqVMbgfi7QM4iQIGKqqOh1BhNQJmWwN45ssR/cEPVEZEDcNGfiIiIiNJUynAB0zzHorjxCq5b/dE79h3stJbNlve2wIjFlno4FlsYv3p9gRDjeSz0/hgvxb6LA9aS2fI9iIgofe2NW1DIcAOXrbnwj6WB6nD0R5T43zoZOPYvcPkwUKC86ojIzUydOhUhISEoUaIExowZg6FDh2b5vcSCf2qtLIlwZIk8l2Npfz3YaqmAKKuvbKl2fjtQrI7qkMgJTZw4EWPHjkXp0qXRqlUr5M+fH+Hh4fjzzz+1Y9asWejatWuG3ktUnBHzUaVKlTBo0CBcuHABc+fOxYoVK7BlyxZtniI3E748qbQ/W2DpdoPZk8b8mOAFHF4/H21W1WFrZjegi0X/5s2bZ/lrRRmyVatWZWs8RESk7/kgPj5eO3fo0AEeHnIq43xAlP1qGY5gqtc45DbcxilLQfSKew+nrEHZ/n2OWIvjqZiR2sJ/BeNZzPX6BK/FvYm1lmrZ/r2IbJLPIZnFOYdchxWveMiFnunxrRCnj1sE+pKnlOxvfXiRzPZ/coLqiMjN5hCRSUlkVzG3Zb9foTxL++uBmI/DLNXxpGkzcHgxF/1djKPmkDp16mjtXUSVl+TWr1+PFi1aoH///ujUqZPWOiY9a9as0Rb8GzdujJUrV8LLy0t7vHv37mjXrh0GDBiA5csTFoDJLQQPWYS1Xn+ihBHoszkPVm58eAUTUmOdpQrMVgPKG8+iMK6qDoccQBdX9GLyySox0RERkWvI7HywYcOGxDHnA6Ls1cb4H771/A7ehjjstpTGK7Hv4BoC7fb9LiIvno39GD94fo1GpgP42fNLfBD/Cuaam9nte5J7Sz6HZBbnHHIVdQyHUcV4SmvdMsuc9c34Lq/+63LRX5TGbPEx4JdXdUSkmLPOISLD85tvvsHdu3dRtGhRbdN1kSIZK+UeExOjHTZRUVF2jJQc6vhqwBwD5A5miWYdWWEOTVr0f3yk6nDICeeQp556KtXHH3vsMTRr1kzL0t+3bx9CQ0PTfZ+ffvpJO48aNSpxwV9o27atVkFGvM+ZM2dQvHjxDMdGzq2UIQIljJcRY/XARktl1eFQOm4iALusIQg1HEVT0x7V4ZC7LPqL3WJEREQZnQ+io6PRvn17LFq0CH5+fnaPi8jdvGhajo89ZsBosGKluSYGxQ3AXfjY/fveQg68FPc+xmAKnjZtwBeeP6Gw4Rq+ie9i9+9N7odzCBHQy0NmZS0wP4YbyKk6HP0qXh8Iqg5E7AZ2TgMeG6w6IlLMWecQUcpZHDYi03TgwIH48ssvYTKZ0v3a0aNHY+RILjy6pCNL5blcO5Zo1pEwSzXEWk3wuhYOXD0G5CujOiRyoTnE09NTO2ek4oBI0BHxNmz4YD/w1q1ba8+vXbsWPXr0sEuspD/NjLsTW5HcccC9Ino0q83VEWo8mvj3Rq5NF4v+95eYISIi95TR+cCWVdKoUSPkzMkb1ETZqbVxG0Z6TtfGv8W3xIj4F2FG+jeBs7uU5eC4/rhgzYeBHn/iTY8FiLDmxRxm/FM24xxCbu/WJTxu3KENZ5hbqY5G170whS6muvjKczfOrPwBxRu+BRiNSmMjtZxtDhF9nMeMGaOVlA4ODtY2UW/evBlDhgzB119/rWWOjhs3Lt33GDp0KN5+++0U12TFihVzQPRkVxZzUl9msehPunEbObDFUhGNTfuAo0uBfANVh0QuMoeIrPx///0XQUFBqFKlSrqvFfNFREQEKleunOrmsJCQkMRKMulhtRjX0jRh8Vi0ISH9E39P72EuGhr3A/ExgEf6LT3IufEqlYiIiIg0pQ3n8ZXnj9r41/jW+Cj+JYcu+CcxYFz8sxgXJzP8P/H4FVUNxxXEQUTkwnbPhKfBjJ2WMjhsZTnWh1lkrocoaw4UN14BTrBaITmXSpUq4f3339fOIluzQIEC6Nixo1ZpTWwImDBhAi5fvpzue4iez2KRKvlBLuDcNuDONcAnECheT3U0dJ9VlpopqzEQPaK4uDgtI18swI8dO/ahVV4iIyO1c2Bg6q3+bHOB7XXpVYsR72E7uGnMicXcRl3jIW24hov+TuGgtQQuWXMhhyEGOL1RdThkZ1z0JyIiIiL44S4me36NAMNdbLWUx2fxz2uL7ypNMnfCCnMteBvi8YPXN8gDZgMQEWULiwXYIau6zDK3UB2NU7gHbywwN5J/2DFNdThE2aJQoULa4n98fDy2bt2qOhxSwbaYHNIKMMly36TDRf8zW4A711WHQ07OYrGgV69eWLduHfr06ePQcvyiWozYGGA7zp4967DvTdnsRBi8DGacshTESWsh1dFQhhiwxpywQePoCtXBkDuU9//kk0+084ABA5AnT57EP2eEKEH20Ucf2TE6IiLS23xgKwkmdiWLjBOB8wHRo7DiS8/JKGO8gIvW3Hg99g3E6+BjohVGrdT/n4aPUNoYgYmeE9Ezboii6gPkamxzCK9ByC2dDANuntYy10UGO2XM/8zN0ctjBXBkidYeAQEFVYdEirjSHJIvX77EEs7kxov+ZduojoRScc6aHyhQCbh8AAhfCVTrqjokctI5RCz4v/zyy5g1axZeeOEF/PijrPD3MLYM/7Qy+W1l+tOqBGAjfl7b/TtycuErkmX5q00UoYwTf1/dECb//tqOUR0O2ZH6u7kARowYoU1Y3bp10yY625+tVmuaX2N7Xm8XS0RE5Lj5QJQH43xA9Oj6mhahnek/xFpN6B/7Jq4i/Qt2R7qFHOgX9xb+8voIDU0H8K51LsbEP6c6LHIBtjmE1yDklrb/qp1E5rrIYKeMOWItjh2WENRCuNYeAY8NVh0SKeJKc4gtwz84OFh1KORo144DV48ARg+gTEvV0VBayrWVi/5iwxkX/V2Co+cQseD/0ksvYcaMGXjuuecwbdo0GI0ZKwAtWsIEBQXh5MmTMJvND7QDCA8P184hISGZiomclPg3KjYgsbS/09loqazd8/O6flzO/3lLqw6JXHnRf/jw4dqEZdtdbPszERG5l4zOByLTX1wkDRkyhDuFiR5RA+N+vO8xWxt/Et8Tu6z6u1g/Zi2Kd+P64XuvCXjV4x/stpTGMksd7bngIYsfeP2pMe0VREnORvQ29vHx4TUIuR+RoS4WDhIy1ylzxH+zWsZw2R6h4VtABm+ak2vR6xxy9epV7RBx2WITduzYgVq1aj3w+m+//RZr1qzRFmtq167t4GhJuaPL5LlEQ8A3l+poKC3l2gHrvwKOrQLiYwEPL9URkRPNIckX/Lt27YrffvvtgYX7h2nSpAlmz56NjRs3onHjximeW758uXa+/3FyUZcOALcu4K7VC1stFVRHQ5lwGzmwzVJeS6bRNm5w0d9lGazpbSEjhxBlcEQJHFEmJ2fOnKrDITeQ2gJJduFCCzkCf28m4X8LepTf+4VxFf94f4i8hlv4w9wY78T103V5tg88fkdfj8W4bfVBx9hROG4tkurrOBdRevh7Mwn/W7ip9eOAVZ8ARWsj+NhbqqNxOj6IweHAN4GYSOCFBUCZFqpDIhf/vTl16lRs2LBBG+/btw87d+5Ew4YNUaZMGe2xRo0aoXfv3tpYZIuOHDkSH3/8sTa2EVn8np6eCA0NRdGiRbVS/lu2bMGuXbuQK1cubdGmTh25oTKjOIe4gGkdgFPrgTZjgHr9HX7/iDLm1OdtgfHlgduXgB4LgdLcsOesHP1701bSf/r06XjmmWe00v4eHh6Z3jgmNoc1b95cW9hfuXIlvLzkxpOlS5eiXbt2aNWqVeLif0ZxDnFS68cDq0biX3MN9I57V3U0lEm9TYsxzPN3oHQLoMcC1eFQJmX096YuMv2JiIiIyLG8EYvvvb7RFvz3W4LxYdzLul7wF8bGd0MVw0nUNx3EZM+v0Sn2E223MhERZZDFIjPUhVovAcdUB+R8tHYIorzyf1OAHdO46E92Jxb8xYJNciLbUhw2tkX/tPTv319bkFm3bh2uXbumlXUuUaIE3nzzTQwePFjbCEBu5u4N4PQmOS7bRnU0lB5RUaZsa2DnDODIUi76U4Z98skn2vzh7++PsmXL4tNPP33gNZ06dUL16rJM+6RJk1LdONasWTNtnhGb0GrWrIn27dsjIiICc+bM0doTTJw40aE/Fykk+sEDCGNpf6ckWjIMw+/AqQ1AbDTg5ac6JLIDp1j0F8UIxEWJOOfNmzfDPWeIiMi12OYDsbONiB7NRx6/obrxBG5Y/fFq3FuIgf7LRJphwoC4gfjH+CHKGC9grOcUvB73hu43K5Bz4jUIuaSTYcDN04B3IFCps7j1ozoi51Srl1z0F20SRLuEgIKqIyIXnkNE72VxZIRYpEm+UJO8lLQ4iBKF/wtYzUCBikCekszod4YS/9qi/zKg7ReiwbvqiMgJ5pBTp05p59u3b+Ozzz5L9TWiEoxt0T89kydPRpUqVTBlyhStNYzYSNC5c2ftfUuXZplwt9ksdnarNlxj5qK/MzpuLQzkKg7cPAOcXAeUa6s6JLIDXd+5EuVi2rRpg4CAABQsWBCFChXSxuKxzJaMISIi53X/fCB6TgpPPfUU5wOiLKhjOIQXPFZp4zfiXsc5a344i2sIxGuxbyLWakJ7039obdyuOiRyMbwGIZe2/Vd5rvos4MVKKVlWsBJQtA5giQd2z1QdDekI5xByGmLTksAsf+dQsgng4QNEnpE9tcklZfccIjaMiY0D6R29evVKfL3YNCYeS23zmNh4MGjQIOzfvx/37t3T2gDMnj2bC/7u5PhqwGoB8lfAeTjPPSRKzgCEtE5RtYFcj24X/d99911tQluxYgXu3LmTOBHdvXtXe0z0ixElyIiIyLWlNR8Iq1ev5nxAlEmeiMdnnr9o41nxzbHOUg3OZre1DKaYO2jjEZ7T4Ye7qkMiF8FrEHJpIiPdtsgT+pLqaFwj218Q7RJE2wRye5xDyGnExwLH/k3KICf9Exv1SjWTY1Hin1wO5xDSvfCV8hzyuOpI6FGEtEr6+0y4v06uRZeL/jNnzsS4cePg4+OjTWZ79+7FrVu3tGPfvn1455134Ovri2+++UZ7LRERuaa05oPz589rzw8cOJDzAVEm9TUtQojxPK5Yc2JMfDc4q4nxnXHaUgBBhut42+MP1eGQC+A1CLk8kZEuMtOL1paZ6vRoRHsE0SZBtEs4wTYJ7o5zCDmVM5uAmCjALz9QpJbqaCijbGWYj3LR39VwDiHdExtcExf9ExaNyTkFN0qoHHMWuHJYdTTkLov+EydOhMlkwrJly/Dll1+icuXK8PPz045KlSrhiy++0J4zGAyYNGmS6nCJiEjBfCCMGjWK8wFRJhQ3XMJAj4Xa+NO4FxAFfzirGHjho3iZqdrLtAyVDCdVh0ROjtcg5PI36kRGulCLWf7ZlnVZrasc78hYv3VyXZxDyKnYMsXLthY1u1VHQxkl/r6E8zuAWxdVR0PZiHMI6d6FXcCdq4BXAFC8nupo6FGvYYIfk+OjbD3linT5yU70hmnUqBEeeyzhH18qbM+L1xIRkWvifECUnaz41OMX+BjisN5cGX9ZGsLZidYE/5jrwWSw4nPPn2EEyytT1nHOIZd2MkxmpIvMdJGhTtlb4l+0TRDtE8htcQ4hpyFK+dpavbC0v3MJKJRUmeHoMtXRUDbiHEK6F56wOFy6GWDyVB0NZVuJ/xWqIyF3WfQXpWwKFy780NeJ13h5eTkkJiIicjzOB0TZ5wnjZjQ27UOM1TMhQ94AV/BJXA9EWX1RzXgCL5gSys0RZQHnHHJp23+V56rPyuwOyh6iTULROrJtgmifQG6Lcwg5jcuHgJtnZGnfUk1VR0MZEDxkceLx5anS2mMr/0yo3kMugXMI6Z4tI9xWcYScW9mERf8zW4C7N1RHQ+6w6F+rVi2td83DiNeEhoY6JCYiInI8zgdE2SMnojHc8zdtPCm+I05Zg+AqriA3vojvpo3f9ZiLAuAFC2UN5xxyWSID3ZbVGcrS/tnO9t9UtE8QbRTILXEOIadhmw9KNgG8ZNs8ch6rLDW182PGfUDsHdXhUDbhHEK6v5aI2C3HZR5XHQ1lh9zBQL5ygNUMHF+jOhpyh0X/Dz/8EIcOHdL61aRF9LcRr/nggw8cGhsRETkO5wOi7PGuxxzkN0TiuCUIk81PwNX8bm6BXZYyCDDcxXDPGarDISfFOYdc1p5ZMhO9aG2ZmU7Zq2In2TZBtE8QbRTILXEOIadxZKk8l2urOhLKgsPWYjhnzae1bMMJzjmugnMI6dqxhIqKhWsAAQVVR0PZne3PEv8uxwM6sG7duhR/NhgMGDBgAIYOHYp58+ahR48eKFmypPbcyZMnMXPmTOzYsQODBg2C0ajLfQtERGTH+eDOHbmjvVmzZti9ezfnA6L0nNuO502rtOGH8a8gFq7Xf80KIz6IewX/eH2IDqatQPhKIIQ70Cl9GzduhJ9fUoYbr0HIZXs37/pdjmv0UB2NaxLtEqo+A2ybCuyeBZRurjoicgDOIeS02Zrnd8hx2Taqo6EsMWCluRZe8lgOHF0KlG+nOiDKAs4h5JSl/UNY2t+liL/PTRPl/TNRrYy/W1yGwWoVdwHUEpOVmNzuZwvt/ueSPy6O+Ph4OLOoqCgEBgYiMjISOXPmVB0OuQHRB8xeTo1pb7f3JteXmfnAYrEk/tlV5oOs4BxC6TLHA1OaApf24Q9zY7wT9ypc2Qcev6Ovx2IgV3Hgta3sW03p/t60zR3ueg0icA5xA2f/A35+HPDwBd45CvjkdNh1gSt74JpHLKL91Fz2yB58BPDNpSo0sjPOIUk4hzihnTOAvwfKbM2+KbPEOR84j0bGfZjpNRrwKyDnHC7UOA3OIUk4hziJ+Fjgi1JA7C2gz2qgSC3tYc4ZLnAdY44DvigNxEQCvVcBRdk6xFV+b+oi079x48apTnREROReMjofmM1mrF+/Ho0aNYLJZHJIbEROaeuP2oL/Das/PovrDlf3TfzTaG/agiI3zwDrvgRafqw6JNKxhg0bwsNDF5dDRPaza6Y8V+z4wII/ZaPCNYH8FYArh4ADC4DQl1VHRHbGOYScu7Q/s8Od2VZLBdyy+iIg+jJwYScXapwQ5xByGmc2ywV/sckoqIbqaCg7mTyB0s2Ag3/Kag6cS1yGLmaXsDD2ICIioozPB7adbYsWLeKOYKK03L0BrJM9AcfEP4cbcP3/V+7AByPiXsRPXuOBLd8DtXsDgUVUh0U6tXjxYs4h5Npi7wAHFspxjedVR+NSUstuOvXk88CKYbLEPxf9XR7nEHI6cXeB42vkuFxb1dHQI4iDB9ZaqqGDaYvcyMGFGqfDOYSchq3fu2ifyKoirqcsM2LOAADKyklEQVRsa7noH74caP6h6mgom/D/VCLK9htgtoNIz0RPtH79+iE0NBTe3t5ahYFp06Zl+n1Em4GJEyeiSpUq8PX1Rf78+fHcc8/hxIkTaX7N8uXL0aRJEwQEBGgXes2aNcOqVbLnOlG22TgBuBcJFKiIeeYmcBcrLbWA4g2A+HvA2rGqwyEiUufwIiAmSmt5UnJyZIrP6fy8bgdVuwIGE3BuG3DliOpoiIhSOrEWiL8L5CwKFKysOhp6RCvNNeXgyBLVoRCRKxMZ4EJIK9WRkD2UeVyeI/YAty6qjoayCRf9iYjILQ0bNgxTpkzB6dOnERQUlOX3ERsHBg0apPVYE+c2bdpgwYIFqF27NsLDw1PdbCBec+jQIfTq1QsvvvgiDhw4gMcffxx//PHHI/5URAmiIoAtP8hxi+GwuNVHPgPQckRSWeurD/5/SETkVqX9q3WH1a3mAUX8CyTdEN39u+poiIhSOiI3ek27XhHBQ5dwE5iTC7NUlxvNLh8EbpxSHQ4RuaLrJ4Br4YDRQ5aBJ9fjn1+2KUte1YGcni7K+6cnOjoax44d00o5iwWVtHpAExGRa0s+H9y+fVt7bOPGjfDz88vSfDB16lSEhISgRIkSGDNmDIYOHZrpmNasWaO9j/i+K1euhJeXl/Z49+7d0a5dOwwYMEDL6re5ceMGBg4ciHz58mHnzp0oWrSo9vj777+PGjVqoH///mjdurVWAYDokYiy/iKTp1hdoGwbAG6WAVK8ruxVKjJfVo8Cnp2hOiJyMrwGIad38wxwcp0cV38OWH5AdUTuQbRROLoU2DMbaD4cMOn+lgvZAecQ0h2LBTiyTBv+K6pikdOLhD9QogFwar0s8V+vv+qQKJtwDiHdOJqwCFy8PuATqDoasmeJ/ws7ZVWHmj1VR0PZQLdXoKIs8htvvIFly5ZppZPTIsoxx8fHOzQ2IiLSx3zQoUOHLM8HLVu2fOTYfvrpJ+08atSoxAV/oW3btmjatClWrFiBM2fOoHjx4trj8+bNw82bNzFy5MjEBX9BjMUGgREjRmDhwoXo2ZMfsugRXDsO7JguxyLj3WCAW2r+kbwBdvAv4PwOoAhvcNLD8RqEXIZYdIYVCH4MyB0MgIv+DhHSGsiRF7h9CTi+GijLUqjuhHMI6Zb4LBx9GfDOia33KqiOhrKL2OQsFv0PL+aivwvgHEK6I/q8Cyzt79rE32/YaOBEGBAfA3h4q46IHpEua/xFRESgfv36WLx4MQoWLKj1RxY72+rVq4e8efMm7nITr3nsscdUh0tERA6eD0TpfEH1fBAWFqZVGmjYsOEDz4mMfWHt2rUpXi+0atUqQ69PTUxMjLbjO/lBlMKazwCrWX5wF9kf7qpgRaBaNzle9YnqaMgJ8BqEXIa4UWwrL1/jBdXRuBcPL6BqVznendBegdwC5xDSNVvf9zItEaff/C/KrHKiohuA05uAuzdUR0OPgHMI6U7MbeDUhqRMcHJdQdUBvwJA7G05n5DT0+WivyizfOXKFXzwwQc4d+6cljEpdrGJMs6XL1/G0qVLtXLMvr6+WjllIkofe7WRs0prPhAZ9MIff/yhbD4QJdfEhVnJkiVhMpkeeF60DhDCw5P6idvGtuce9vrUjB49GoGBgYlHsWLFHvlnIRcSsQfYP1+OWwxXHY16TYcCRk+5Y/n4GtXRkM7xGoRcxplNsr+vVwBQ4QnV0bif6t3lWVSbuXNddTTkIJxDyCkW/UVmOLmOPKWA/BXkhu9w/l5xZpxDSHdOrgXMsUCuEkC+sqqjIXsyGpOqOYQntHQgp6bLRX/R/7hIkSJa+ePUiGxIMdmtW7cO48aNc3h8RESkj/lAlOhXNR9ERkZqZ7HwnpqcOXOmeN3Dvia116dm6NCh2mtsx9mzZx/hpyCXY8tor/IMUKiK6mjUy10CqP2KHK8aKcqDqI6IdIzXIOQyds+S50qdAC8/1dG4HzH/Fqoqb5Tu+0N1NOQgnENI162/rhwGjB5AyKO3uCOdKd8u5cYOckqcQ0h3RH93W5a/u7aMdCe2lmS2v3dyarpc9Bf9j6tXr56YOWkUu02AFP1qypUrp5WzmTUr4YYGERG5HM4HD/L29tY2CCQ/iDQn1wPH/pU39Jp9oDoa/XjsHcDTD7iwCzj0t+poSMc455DLlOI88Kccs7S/Orb/9izx7zY4h5BuHV0mz6Ltl29u1dFQdrNVbwj/F4iPVR0NZRHnENIVkSxhqx4SwtL+bqFUM1kl8/pxuVmQnJouF/09PT21Hsk2tvHVq1dTvK5AgQI4ceKEw+MjIiK188G1a9eUzwe2bP20MvOjoqJSvO5hX5Pa64kydVEmMtmFWr1kqUeS/PMDDQbI8apRgDnpxglRcrwGIZdw8E8gLhrIUxooVld1NO5LVNwRN85E252L+1VHQw7AOYR067CttH971ZGQPRSuCfgXBGJvAafWq46GsohzCOnKpf3ArQuAZw4guJHqaMjObaC1Y8R6bIxLaOPAEv9OT5eL/oULF05Rrlj0Sxa2b9+e4nUHDhxAjhw5HB4fERGpnQ927dqlfD4QF2FBQUE4efIkzGbzA8+Hh4dr55CQkMTHbGPbcw97PVGGiXKO57bJi7LG76qORn/qDwB88wDXwoE9zIyg1PEahFzCrt+T+sqzFKc6OfIA5drK8e6EvxNyaZxDSJfuXAfObJZj2+8kci0iI7xsGzk+slR1NJRFnENIV2wl3ks2ATx9VEdDDrLaUl0OWOLf6ely0b9WrVo4dOhQYgmbFi1awGq1YsiQIdrkduvWLXz++efYt28fqlWrpjpcIiJy8HwwYsQI7c+q54MmTZogOjoaGzduTLUnm9C4ceMUrxdWrFiR5uttryHKMIsZWPWJHNfrDwQUUh2R/vjkBBq/I8dhY4C4u6ojIh3iNQg5PVGK8cwmwGAEqj2nOhqylfjfO4cll90A5xDSJZGtZzUDBSsDuUuojobspXz7pEV/UQGOnA7nENIVW6a3rc87uYU1lhpycHqjbBlHTkuXi/5t2rTBzZs3sWyZ7DtVtWpVdOrUCQcPHtTGuXLlwkcffaT1t/n4449Vh0tERA6eDw4fPqz9uXjx4g6ZD0RJNfE97y+t1rdvX+0sYoiNTbqZu3TpUoSFhaFVq1YoUSLp5sqzzz6rle+fOHEizp07l/i4GE+aNAn58uVD586d7fZzkIvaOxe4chjwyQU0GKQ6Gv0KfQXIWRSIOg9s+1l1NKRDvAYhp7fnf0k9GQOLqI6GSrcA/AsBd66xTKYb4BxCuq0GJjDL37WVbCwrvkWdAy7uVR0NZQHnENJVhRhRRVII4aK/OzlhDQJylwTMscCJMNXhkKst+nfr1k0radO0adPEx2bOnIkBAwZovWs8PDxQpUoVzJs3Dw0bNlQaKxEROX4+sC22P8p8MHXqVPTq1Us7xNff/5gY24gF+QoVKmjn5Jo1a4bevXtj3bp1qFmzJt5//3307NlTuzjLkyePtrifXO7cubX3EJsHxOsHDhyoHWJ87do1fP/99wgICMjSfyty4yz/9V/JcaM3Ad9c2vD+/lwkGiX6AE3fl+NNE4C4e6ojIp3hNQg5/XywO2HRv8bzqqMhweQBVOsqxyzx7/I4h5DuxMcAx1bJMRf9XZunL1C6uRwfTtjoQU6FcwjpxrF/AatFVogJLKo6GnIoA1C2tRyGs8S/M/OADomJrEiRlJkJol/NhAkTtIOIiNxDWvPBF198gcmTJ+PKlSvImTNnlt57w4YNmD59eorHRJn+5KX6xYL+w4g4xMXXlClT8O2338Lf31/L1v/ss89QunTpB17/wgsvaBn9ojTbr7/+CoPBoJVyGzZsGFq2bJmln4Xc2MG/gGvHZJZ/7Yf/e3V7VbsBa78AIs8Cu34D6vRRHRHpCK9ByKmdXCcz/HwCgXIJZX5JverPAxu/lb0xb18B/POrjojshHMI6c7J9UDsbSAgCAhKKNlLrqtcO+DwIlndodlQ1dFQJnEOId2w9XNnlr97En/vW38EwlfKdjEGg+qIyFUW/YmIiOxt2rRp2pERI0aM0I7UiPJqgwYN0o7MlG4TB9EjER/A14+T43r9AW9WibC5v7rBqTEJC2AeXkDDN4Al78hFmFq9AJOnmiCJiOxR2r/y07KyCelD/nJAkVrA+R3AvnlA/ddUR0RE7lbav2wbcdGqOhqyN5GdaTDK8v6R55ihS0SZZ46Xmf6CLeOb3EtwI8DTD7gVIeeToGqqIyJXXPQXPZJ37typ9Tu2Wq0oWrSolhHp5eWlOjQiIlI0H0RHRyc+RuS2ji4DLu0HvPyBOrLlBWVAjReSsv33zpF/JroPr0HIqcTcAg79I8fVuquOhu5X7Tm56L9nFhf93QTnENLF5uAjS+W4PKu/uAW/fECxusCZzfLvnhXNnBbnEFLm3H/AvZuAb26gaG22inRHHt5AqabAkcWy6gMX/Z2Sh54nuJEjR2r9jaOiolI8J/od9+/fX8u69Pb2VhYjERGpnQ/KlCnD+YDc90beuq/kuPYrQI48qiNyrp6XDQYAK4cD68fLxRijSXVUpBO8BiGndPBvIO4OkLcMUDRUdTR0P1F9YdlQ4OI+4OJ+oFBl1RGRnXAOId2I2A3cuiCz9YIfUx0NOUq5tgmL/ku46O+EOIeQcrbNYqLEO++RuK9ybeSiv/j30OQ91dFQFuiyvtO9e/e0vsZjxoxBZGQk8uTJg5o1a2qHGIuJT/RzFq8RryUiIteU1nxQrZrcacj5gNzWybXA+e2Ahw9Qf4DqaJxP6MuATy7g+nHg4J+qoyGd4DUIOX1p/2rd2HdRj8TGPHHzLPnfFbkcziGkK4cTSvuXacGWL+6kXEJVh5PrgXuRqqOhTOAcQrpa9BcbiMh9ibZAMAAXdgJREaqjIVdZ9B87diw2bNiAkJAQ/PPPP7hy5Qq2bdumHWK8aNEilC1bFps2bdImPCIick1pzQdhYWHa83PnzuV8QO7JluVfsyfgX0B1NM7HOwCo11+ORba/qJxAbo/XIOSUbpwGTq2XN2aqdlMdDaXF1nZh71zZL5VcDucQ0ufCTTvVkZAj5SsD5A0BLHHAsVWqo6FM4BxCyl09BlwLB4yeQOkWqqMhlcQ9xiK1ktqKktPR5aL/rFmz4O/vj9WrV6N9+wd7T7Vr1w6rVq1Cjhw58PvvvyuJkYiI1M8HrVq14nxA7ufsf3KBR1yMNRikOhrnVacv4BUAXNrPCxnS8BqEnJJYRBZKPgbkKqY6GkpLyONAjrxA9GXg+GrV0ZAdcA4hXW0Gu7QPMBhliWZyL7YMXVHin5wG5xBS7mjCZrHgRoBPTtXRkF7mEt4rc0q6XPQ/c+YMmjVrhsKFC6f5GvFc8+bNtdcSEZFr4nxAlE6WvyjjzAWeRyu3XPuVpP+mzPZ3e/acc2bOnIl+/fohNDRU68NpMBgwbdq0TMdosVgwceJEVKlSBb6+vsifPz+ee+45nDhxItPvRS5A/N5KLO2fkElO+mTyBKo8I8cs8e+SeN1CumG7QV+8PuCXV3U05GjlExaMw1cA5jjV0VAGcQ4h5VghhpKz/Ts4EQbERquOhlxh0T937tzaTayH8fHx0V5LRESuifMB0X0i9gDhy2XmTqO3VEfj/Oq/Dnj4AOe3AyfXqo6GXHjOGTZsGKZMmYLTp08jKCgoyzGKjQODBg2C1WrVzm3atMGCBQtQu3ZthIeHZ/l9yYkrv1w/Dnj6ARWeUB0NPUy15+T58GLg7k3V0VA243UL6YYtw5s9md1T0dpAjnzAvUjgzGbV0VAGcQ4hpe5cT/p9UU70cye3V6ACkKs4EH9PLvyTU9Hlon/Lli2xbt06xMTEpPmae/fuYf369doONyLSp+Ahi1McRJnF+YDoPuvHyXOlp4C8pVVH4xq9ymq+mLKCArkte845U6dOxalTp7SenK+++mqW4luzZo32Po0bN8bOnTu13p+//fYb/vzzT1y/fh0DBgzI0vuSE7NljFd8EvD2Vx0NPUxQNaBARcAcAxxYqDoayma8biFdEBuKTm2QY2ZruiejCSjbJmmTGTkFziGklKgMYrUABSvLhV4igyHpcwTbxTgdXS76f/rpp4iLi0P37t1x+fLlB56/evUqXnjhBe01n332mZIYiYhI/Xxw7do1zgfkPq4cAQ7+LcePDVYdjetoOAgwegKn1gNntqqOhlz0GkTcyCtRosQjxffTTz9p51GjRsHLyyvx8bZt26Jp06ZYsWIFy326k7h7wIEFKTPISf83z2x/Vyzx73J4H4t04ehywBIP5C/PDcLuzFbiXyz6s4UZ3H0OyY42Y2FhYdrXpXVkpW0Z6bG0PyvEUDK2fw/aZwuL6mgoEzygA5988skDj7Vv3x4zZszA8uXL0apVK5QsWVJ7/OTJk9oNrbt376Jnz57aaz766CMFURMRkar5IDY2VntO9DTmfEBuY8PXooEzUK49ULCi6mhcR2BRoFo3YNdvwPqvgOfnqY6IHERkyosbX85yDSJutvn5+aFhw4YPPNe6dWvt+bVr16JHjx4OjYsUERkXonRvYDEg+DHV0VBGVX0W+Pdj4OxW4NpxLso5MWebQ8hNHP5Hntnyxb2VbiZb/0SeBSJ2A4VrqI6IFM4hos2YaDGWL18+rc2YGGdVkyZNtM3G96tevXqW35MUi48Bjq2S47Jc9KdkijcAvHMC0VeA8zuAYrVVR0TOtOg/YsQIbVeY6E1pI/4s3LlzRytZmZrp06drr+PFEhGRa8jsfCAeEzgfkMu7cRrYO1eOGzPLP9s1egvY/bssaxexR5ZgJpc3evRop7kGiY6ORkREBCpXrgyTyfTA8yEhIdo5PDw83fcRJUOTlw2NioqyQ7TkEHtmy3PVroBRlwX8KDUBhYDSzYFj/8q/w+Yfqo6I3GAOITcReydp4aZ8B9XRkEqevkCZFsChv4FDi7jo7+ZziGgPJq4VRNWxMWPGYOjQoVmOWyz4i/t25EJES5jYW4B/Qf6uoJQ8vIAyLWV1ObHhnIv+TkMXi/4ff/yx6hCIiMiJ5gOxYCEukoYMGfLA7mgil7T5O8BqBko1A4rUUh2N6xGZlpWeAvb/AWycAHT5WXVE5ADONIdERkZq58DAwFSfz5kzZ4rXpUXMnSNHjrRDhORQty/LRWNBVCoh5yJK/NsW/ZsO5aYNJ+VMcwi5ieOrgbg7QGBxbmAloMKTCYv+/wAtuMnInecQ0WaM6KGl/cu24WdSelC5dgmL/kuBllzDdRZc9CciIt3I6HwgMhNti/62hQ4il3Xnuiw9LzR8Q3U0rqvhILnof2ChvJjJVVx1RGRn7jiHiMyet99+O8V8WqxYMaUxURaIyi9iI1jR2kA+WeWBnKzXsiiVGXkGOL0RKMn2DM7IHecQ0rnDi+S5QgeRMqw6GlKtbCvA6AlcPQJcOQrkL6s6InKBOURUFfvmm2+0VgNFixZF8+bNUaRIEdVhUVaJShNHlyUt7hLdL6QlYDABVw4B108CeWTbEdI3XSz6ExEREVEatv8is3YKVQFKPdg/L3jIYiVhuRyREVWyCXByLbDlR6DN56ojIkpky/BPK5PfVqY/rUoANiKjiJmpLmDP/5Iyxsk5yy5X6gTsnCGz/bnoT0SPyhwnS+8KLO1Pgk8gUKqJrCxz+B8gP1vE0aObNWuWdth4eHhg4MCB+PLLL1NtQZYc24zp0KX9QORZwMNX/r4gup9vbqBEA+DUerlBpF5/1RFRBjhFzY6LFy9i+/bt2iF6WT6KmTNnol+/fggNDdVueIk+ONOmTcv0+1gsFkycOBFVqlSBr68v8ufPj+eeew4nTpx4pPiIiOjh88HOnTtVh0LkGHH3gK2T5bjBIGbtOCLbX9g5Hbh7U3U05ELXII/Kz88PQUFBOHnyJMxmc6pZN4Lo10ku7uI+eYPO5AVUfirVl4jNYPcfpDPVusvzwT+B2GjV0ZCLzyHkJj2Z70UCOfIBxeupjob0wrYB5FBCFQhyGnqbQ8S6x5gxY7B//37cvn0bly5dwp9//okyZcrg66+/xnvvvffQ9xDVOsUGZdvBamM6Ku1fupnclEqUmnJt5dm2uZB0T9eL/j///DPKly+vlYmpW7eudojSMRUqVMAvv/ySpfccNmwYpkyZgtOnT2s3zrJKbBwYNGgQrFardm7Tpg0WLFiA2rVrJ950IyIi+8wHLVq00B4Xv3OzOh8QOYV9c4Hoy0DOokClzqqjcX2lWwAFKgGxt4Edv6qOhlzoGiQ7NGnSBNHR0di4ceMDzy1fvlw7N27cWEFk5FC7/5d080VkXpBupLbZIs0NF2JRLnewnG+4GONS9DqHkJuU9i/fDjCmn21LbtZOBgbgwk4g8pzqaMiJ55BKlSrh/fff185iM3KBAgXQsWNHrFmzRtsQMGHCBFy+fPmhbcZE1TLbcfbsWYfFTw9Z9Lct6hKlxvbv4/QmJsc4Cd0u+vfp0wd9+/bF0aNHtYX13Llza4cYHzlyRHteHJk1depUnDp1CleuXMGrr76apdjEhCbeR9xUE9mmY8eOxW+//abtcLt+/ToGDBiQpfclyi7M7CFXktp8kCtXLu05sckqq/MBke5ZLMCmiXIsSmiZPFVH5PpEJYUGA+VYlPiPTyo/SO7BXtcgmXH16lUcPnxYOycn4hI++ugjxMbGJj6+dOlShIWFoVWrVihRooRdYyMdlG8Wm8GSZ4qT8843tvYMe5LK5JJz08McQm56zWDbPFT+CdXRkJ74F0iq/HCY9wb1zhnnkEKFCmmL//Hx8di6dWu6rxUVl3PmzJniIIWiIuSGICGktepoSM/ylALylQMs8bJlDOmeLhf9582bp+1sE4s6X331FW7cuKHd9BLHzZs3MW7cOG3SEzvc/vjjj0y9d8uWLR/5ZthPP/2knUeNGgUvL6/Ex9u2bYumTZtixYoVOHPmzCN9DyIiSns+EOWNhc8++yzL8wGR7oWvAK4eBbxzAjV7qo7GfVR+GggIAm5fBPbx94o7sec1iNgw3KtXL+0Q3+f+x8TYZtKkSVo2jzgn16xZM/Tu3Rvr1q1DzZo1tWybnj17olOnTsiTJ4/Weoxc3LFVQPQVwC8/UEZWPSInVq2bPJ9YywxMF2DPOYQoXed3yM+tXgHsyUzplPj/R3Uk5KJzSL58+bSzqEhGTkT0ZxeKhAIBBVVHQ05T4j+hOgTpmi4X/SdPngwPDw+sXLkSb7/9ttbnxUbsAnvrrbe050wmk/ZaRxOZNKKUTcOGDR94rnVruTNq7dq1Do+LiMjVpDcfCK+//rrS+YDIrmxZ/rV6AT7cBe8wHl5A3VeT/g6sVtURkQtcg2zYsAHTp0/XDlEpTBBl+m2PieczGuO3336rjcV5yZIl6Ny5M/777z+ULVs2UzGRE9r9uzxX7crqL65AlPcv0QiAFdg7R3U05OL3sciFHU5YzC3bCvDwVh0N6U2FDkllmaOvqY6GXHAOsWX4BwcHqw6FMoOl/SkzyrWT5/CVsvoc6ZouF/137dql9awUGSxpqVGjhvYa200zRxG71iIiIlCyZEltor1fSEhIYsnptMTExCAqKirFQUREzjUfENk9Y+f0BsDoIUv7k2OFviSzpa4cYvkyN2LPOWfatGlaac60DvG8zYgRI7THxPl+RqMRgwYNwv79+3Hv3j0t+2f27NkoXbp0Jn9acjp3ridl5NjKwpPzq57wd7l7FjeZOTlet5AS4veGLYPbltFNdP8Gs0JVAKsZOMoMTb3SyxySVpuxHTt2pPp6sQlZtEEW6yG1a9e2W1yUzWKjgZNrUy7mEqWnaCiQIx8QEwmc2aw6GnoID+iQWFgvUKDAQ18nXuPo0jGRkZHa+f5sUxtbPxrb61IzevRojBw50k4RkjsKHsLeXOSa9DwfEDkky7/KM0DOwqqjcT8+gUCtF4HNk4BNE4CQx1VHRA7AOYd0bf98wBwLFKoKFKqsOhrKLhU7AkveBa4dA85tA4rVUR0RZRHnEFLi8iHg+gnA5M3Pq5S28k8AF/cBhxYBNV5QHQ05eA4RbcRsVcX27duX+JioZCw0atRIayEmiPZiYs3i448/TrEB+emnn4anpydCQ0NRtGhRLYYtW7ZomxVES4KZM2emmhxJOnUiDIi/B+QqDhSooDoacgZGE1C2taw8J6pElGysOiJytkz/QoUKaZPGw4jXFCzofD1Hhg4dqm0KsB1nz55VHRIRkS65+nxAlKobp4CDf8lx/QGqo3FfosS/wQScXAdc2K06GnIAzjmkayITXKjeXXUklJ28A4AKT6b8OyanxDmElDi8SJ5LN5O/T4hSU+EJeT6+Goi5rToacvAckh1txvr3749ixYph3bp1mDhxolal7O7du3jzzTe1jQR16nDTolM5siQpy99gUB0NOQtbK4jDi1mhTOd0uejfrFkzHDlyBGPGjEk3W168pkWLFg6NzZbhn1Ymv61Uf1qVAARvb2+tIkDyg4iInGs+ILKbzd8DVgtQugWzOVXKVQyo/HTKygvk0jjnkK4zOS/slC1fRAUYci22jRz7FwBxd1VHQ1nEOYSUOPS3PLO0P6VHZPLmKQWYY4BjK1VHQw6eQ7Kjzdj777+P1atX4/z581qLsTt37uDQoUP4+uuvtcx/ciIW0epjecpFXKKMKNVMVha6eVpen5Ju6bK8/5AhQzBnzhx8+OGHWLhwIXr27ImSJUtqz504cSJxZ5qPj4826TiSn58fgoKCcPLkSZjN5gdK14SHh2tn0cuGiIjsMx+ICwyhadOm2LNnj5L5gMhuPZt3/SbHDQaqjobE38G+ucCBhUDLj2X5O3JZer4GITdnywAv2wbwy6c6GspuwY8BgcWAyLMy88q24YycCucQUlIdTJRsNxjZk5nSJzJ5Rbb/xm9lif9KnVVHRPfhHEIOc3YrEH0F8A4EijdQHQ05E29/oFRTIHy5rDRUsKLqiMiZFv3LlSuHefPm4fnnn8e2bduwffv2FM+LHWciO/7333/XXutoTZo0wezZs7VSOI0bp+xfsXy53Cl1/+NERJT988Hu3buVzgdE2W77z0DcHaBQFflhmtQKqir/HkTPuy0/AG1Gq46I3PgahNyUOR7YO1eOqz2nOhqyB6MRqNYNWPel3ODBRX+nZM85RPRKXr9+PXbs2KGVUY6NjcWvv/6KXr16Zep9LBYLvvvuO0yZMgXHjh2Dv78/WrZsic8++wylSpXK1HuRDojFW6FEQ8Avr+poSO/KJyz6iwzf+BjAw1t1RJQMr0PIYQ7+nZTl7+GlDYOHLFYbEzkPsYFMLPqLf0dN3lMdDTnTor/Qvn17HD16VLsYWbt2rVY+RihSpIiW2dmnTx8UKFDArjFcvXpVO/Lly6cdNn379tUW/T/66COsXLkSXl7yF+TSpUsRFhaGVq1aoUSJEnaNjYjIXaQ2H4gbVqKsmdgFPXDgQLvPB0QOIW6+bJ0ixw0GsbeanrL9xaL/junyosY3t+qIyMWvQYhSOLEGuH0RyJEXCGmlOhqyF7GhQyz6i37LURFAziDVEZGO5pBhw4bh9OnT2n0pUXlSjLOiX79+mDp1KipVqoRBgwbhwoULmDt3LlasWIEtW7awYqWzEVl2yfu1E6WnSC3Av5D8THFyHRDyuOqI6D68DiG7E33YD/0jxxWfVB0NOaPy7YF/3gAu7QOun5CtY0h3DFaxVUxn1q1bp5XNb9iwYba/t7jA2bBhgzYWO6RFaRzxfcqUKaM91qhRI/Tu3Vsbi/41I0eOxMcff/xALxsx0doulsSkHBERoZXhETulN2/ejLJly2Y4pqioKAQGBiIyMlLbtUeUWc66I+/UmPaqQyCdS2s+4O/NJPxv4UJ2zQT+eh3IWQR4Yw9g8nTpOcBp5iDxUfmHhsDlA8DjnwAN37B3aKTo96Y9r0H0inOIE5jXS7YYqdsfaJt2n9fkOC846XzzSxvgzGag5Uig0Zv2DoucaA75999/tQV5kVwi+j0PHTo005n+a9asQfPmzbWqlPcnr7Rr105LXrFVrswoziEK3b4MfCXuO1qBtw4AgRnvqc05wnVk+p7a4sHAtqlAzReBJyfYKyxKB69DknAOUeD8DuCn5oCnH/DeccDTV3uY8wJlar6Z/iRwci3vj+n496YROiR2r4ksensQC/6iD46tF44gyvTbHrNtCHiYyZMn49tvv9XG4rxkyRJ07twZ//33X6YW/ImISM18IIiyaeImV65cueDn54d69epp2S4ZFRwcDIPBkO4hSnEml95rM1uik1yIWFje/J0c1301wwv+5ACi4kL91+V462TAHKc6InLSOYco0+7eAA4vkePqLO3v8mztG0SJf/3lZpDCOUSU4H/UapI//fSTdh41alTigr/Qtm1bLXaR7X/mzJlHjpUc5LBYoLEChWtkasGf3Fz5Dkn/fixm1dFQMrwOIYeW9heVPhIW/IkyzVZhyPbviXRHl+X9c+fOjcKFC9vlvadNm6YdGSGy++/P8LcxGo1aOTRxEBGR880HItuldevW8PHxQbdu3RAQEID58+eja9euOHv2LAYPHvzQ93jzzTdx8+bNBx4XrWFEv0wRf+3atR94Xty0S22Bv3r16o/wE5HTl2++fBDw8gdq9lQdDd2vShfg3xFA1Hng4F/yz+Ry7DnnEGXJ/gWAOQYoWBkoVFV1NGRvlToBS98Hrh4BLuyUpZjJaeh9DhGtKMUm59SySMU1kXhelJPu0aOHkvgok1jan7IiuBHgkwu4cxU4swUIdp+scr3T+xxCLkAr7Z+wSMvS/vQoxGePJe8C57cDkeeBwCKqIyJnWPQXix7h4eGqwyAiIhedD+Lj47U2LWIDlyijZltsHz58OOrUqYMPPvgAXbp0eWhGjVj0T824ceO08wsvvKBtKkitQkBam8rITdmy/Gu8APjmUh2NW0ithF2aJTI9vIE6fYA1nwGbJwGVn5YVAMil8BqEdEdkfNsywPk7x/X5BAIVOgD75sm/ey76OxU9zyHR0dFaS8rKlStr5aPvJ1oHCA+LPyYmRjuSlxglBe5cB06EyXF5LvpTJohqcuXaAXtmyY3MXPTXDT3PIeQiRJKJ6MFu8gZCWqmOhpxZQCGgWF3g7Ba5CbFuP9URkTOU9xfZ86Lk8uLF7CdC5Ci5cAtPGjdhjMcUTPL8NtVjgudE9DYtRhnDOVlKjshJ54PVq1fj+PHj6N69e4rsetEXRyz4x8bGai1fsurnn3/Wzq+88kq2xEsu7vIh4Ni/oo68LO1P+hT6MuDhA1zYJXsuk8vhNQjpypWjMnvCYAKqPqs6GnKU6t3led8fQHzS4irpn57nENH303atkxpbT1Db69IyevRo7T1sR7FixewQLT2UuMFuiZdVYPKXTXeDa2oHublKneX54J8s8a8jep5DyEXYSrGXbg54B6iOhpwdS/zrmi4z/WvUqIEBAwagc+fOWvnjp59+WsuK9PVNvddI8eLFHR4jkbMzwIKqhhNoatyDJqY9qGY4DpPh4Qv5T5o2Yxh+xzlrPqw1V8NaS1VstFRGNNgLiBw3H4hMfUGU4Rdl+TM7H4jylUKrVq1SLW8piPKWWbFp0yYcOnQIoaGhqFatWqqvES0BpkyZorUByJMnj1Zms0qVKln6fuQCtnwvzyK7L09J1dFQWvzyAdW6ATumycoMJRqojoiyGa9BSFdEFp4gMnH8C6iOhhylZBMgZxHZTubIUlnyn5yCO8whQ4cOxdtvv50i058L/wocWCjP/P1AWVGqqSzxf/uS3MgsSv6Tcu4wh5BiLO1P2b3ov+JD4Mwm4PYVwD+/6ohI74v+JUvKG95Wq1XLlrRlTKbGYDAkLv4Q0cMVwjUM8liI1qZtyGu4leK5Q5ZiWGuphvPWfKl+rR/uob7xIOoZD6Go4Sqe91iF57EKsVYT/rOUx4/mJ7HBwoVLctx8ULVq1SzNB7ayabZSlskVKlQI/v7+WS6tZouxd+/eab5mz5496NcvZfmjNm3aaNUFChRI/8Y+y2q6GPHheM8cOa4/IENfwgwdheq9Jhf9Dy+WpfHylFIdEWUjXoOQbojMO9vcUP051dGQIxlFZYeuwIbxssQ/F/Wchp7nEFuGf1qZ/LbribQqAdh4e3trBykUfRU4kbA5vdJTqqMhZ+ThJTeb75oJ7F/ARX+d0PMcQi7g6jFZ3t/oAZRrqzoackKp3Yf826skqhpPAkcWA7V6KYmLnGjRX+wUFhMYEWUfP9zFqx7/oI9pMXwMcdpjUVZfLUs/zFIda81VcRF5H/o+YmHfBzGoZzyoVQkQR7DxEhqZDmjHGnM1fB7/PMKtRR3wU5GrS2s+sFgsOHPmDIoWLQqj0WiXEpcPK2+Zmtu3b2Pu3LnIkSMHnnsu9Zv0gwcP1nZtly1bFl5eXti/fz9GjRqFpUuXokOHDti8eXOqvTaTl9UcOXJkpmMjndr+M2COkX17RU8s0rf85WTWbfgKYMuPQLsvVEdE2YjXIKQbolfzrQuAb26gbBvV0ZCKEv9i0V+0/rl1CQgoqDoicvI5xM/PD0FBQTh58iTMZvMD1xrpbYgmnTn0D2A1A0HVgLylVUdDzkpsGBGL/iLzt+0XgEmXywNuRc9zCLlQln/JxvL6gigbLDPXkYv+osQ/F/11RZez+qlTp1SHQOQyTDCjqykMb3nMQ36D3MG/1VIe38Y/pWXnx2fh18A9eCPMUkM7hBKGi3jRtAI9TCvRzLQHjY17McfcDF/Hd8EV5Mr2n4ncR1rzgchGEQv2+/btS+xBqQdz5szRFv5ffPHFNOP66quvUvy5fv36WLRoEZo3b661FPjrr7/w1FNpZ22wrKYLibsH/PeTHNd/XWzZVx0RZYT4uxKL/uJGWbOhvGh2IbwGId0QGd5C5S6AB7Nq3U6+EKBobeDcNmDfXKDBQNURkQvMIU2aNMHs2bOxceNGNG7cOMVzy5cv1873P046dGBByr7sRFmhLfzlAaKvAKc3yJL/pJTe5xBykUV/Wx92omywzFIb72EOcHItcPcG743pSObTI4nISVjR1LgLS72G4HPPn7UF/xOWQugb+xa6xn6ETZbKWVrwT81payF8Et8Tj8d+gaXm2jAZrOjusRprvN/GANNCrTIAkZ5kpMTlw8pbZrW0f2pEtYI+ffpoY3EjLj2ipKbYUJD8ICe1bx5w5yoQWAyo0FF1NJSZfssFKwNx0cCO6aqjISJXI26YHF4kxyzt797Z/oLYYGa1qo6GnMjVq1dx+PBh7Zxc3759tfNHH32E2NjYxMdFtbGwsDC0atUKJUqUcHi8lAm3LwOnNsgxF/0podxyWke6TJ5Jfb1FiX8icl03zwAXdonGEED5DqqjIRdywloYRyxFAUs8cGSZ6nAoGS76E7mgnIjGT57jMc3rS5Q1nsd1qz8+jnsRrWO/wApLbTnR28EpaxD6x72FLjHDsdtSGv6Ge3jHcx5Wew9GTcNRu3xPoqywla60lbJM7uLFi1q2fmbLWx48eFArzV++fHk0apT5vnj58uXTztHR0Zn+WnJC4gb+5u/kuG4/llR0JqIig8j2F7ZOBsyyZQ4RUbbY9wcQfw8oUAkoXFN1NKRK5acBD1/gymHg3HbV0ZBiU6dORa9evbRj3rx5DzwmxjaTJk1ChQoVtHNyzZo10zYmr1u3DjVr1sT777+Pnj17olOnTsiTJw8mTpzo8J+LMungX4DVIueG3MGqoyFnZ9s4IlpG8HqGyHUdSthMXKIB4F9AdTTkYpZZ6iTNJaQbur7DLHYmi4sXsev43LlzsFqtWv9mcbHy8ssvo0AB/qIiul+I4RymeI5DSeMlxFg98Ku5Db6P74go+Dkshu3W8ugcOxIdjFvwvudsFDVcxWyvUfg4vhf+Z27hsDjIddw/H4helML48ePx2muvZXo+EOUtR48ejRUrVqBbt26plrcUr8lKlv8rr7yCrNi6dat2Dg7mDRy3cHw1cOUQ4OUP1OypOhrKymLMvyNkz+0DfwJVn1EdEWUjXoOQUjtnyHPNHmz74s58AoGKHYG9s4FdM4BiYuM2uescsmHDBkyfnrK6kKgOlrxCWEYqjU2ePBlVqlTBlClT8O2338Lf3x+dO3fGZ599htKl2R9e98RnTqFy2q3giDKsRCPAL78s8S9KM5dpqToi4nUI2QNL+5MdLTPXxhseC4Djq4CY24C3v+qQSOQqWcXsoUOip/FLL72klV6+P0SDwYCAgAD8+uuv2gWKs7OVkRY/K8s0U1bYSne1Nm7DOM8ftAz7c9Z86Bf7Ng5Y1S4g5sA9fOn5I9qb/tP+/Ht8C4yIfxFx8MCpMe2VxkbOIa35QIxFWfyszAfx8fEoV64czp8/jy1btqB69era4+J71KlTR+unduTIkcQF+IiICO25oKCgVMv+x8XFoUiRIrh586Z2YZbWhdi+ffu0SgCenp4pHt+0aRMef/xx7X0OHTqUqZtunEOc1G9PyQ/F9V4D2ozO1Jc+tFwjZVmm5qV1XwKrPwUK1wD6rOHinBNJ7/emO12DCJxDdCZiDzC5MWDyAgYfAXLkydLbcJ7Qlyxf85zaCExrJzcIin8PvImmC5xDknAOcaCoCGB8Ba2NI97cD+QqlvgUf+dTlueeRW8D238GarwAdEyoQkd2xTkkCecQB7h1CRhXTps76t+biAjkVR0RuRwrTgUNA26cBLr8yo2JOvm9qcvy/iLb8ZlnntEWT2rVqoUJEybgn3/+0Q5Rciw0NFT7Abt27ZqYGUnkzgyw4C2PPzDZ62ttwX+TuSKejPlU+YK/cAc+eD3uDXwR1xUWqwHPe6zCLK9PkR83VYdGTiCt+WDOnDna8zVq1MjSfODh4aHtnrZYLGjcuLHW43Lw4MGoVq0ajh49is8//zxFxv3QoUO1MpkLFy5M9f3+/vtvXLlyBU888US6O6/HjRuHwoULaxdpgwYN0r5nmzZttHYA9+7d034+Ztm4gUsH5YK/wShL+5NzqvUy4OEj++Od2aw6GsoGvAYh5Xb+Js+i32YWF/zJhYgyrHlKA7G3gYMJGb6kW5xDyO6l/cWCf9E6KRb8iR6JbXFGlGWOj1UdjVvjHEJ2cViU9rcCRWpxwZ/sxABUfFIOWeJfN3RZ3v+TTz7RSjd/+eWX2oLI/V5//XV8/fXX2nOjRo3CokUJvUmI3NG9SEzxHI/HTTu1P/4S3wafx3dHvK7+9zbge3NHHLQWxwTP71DbeBT/eH8InCsPFK2lOjjSsbTmA3GxI6xevVorq5+V+UCURxOlMj/++GNtE4HIshflLseOHatdSGWltP/Dymp27NhRu4jbs2cPVq5cidjYWBQqVEhrMfDmm29qVQbIDWz5PmlRh/04nZdfXqDac8COX4HN38nFGXJqvAYhpeLuAnvnJpX2J5eRVhbuQ7MwRQUZkX25aqRs+yDGpFucQ8iuDixM2YedKDsUrw/4FwRuXwJOrAHKtlYdkdviHEL2Le3/JHBcdTDksip0BDZ+C4SvAOLuAZ4+qiNye7os7587d24UL15cWxRJj8jIPHPmDG7cuAFnxnI2lGVXjwH/6wZcC0eM1RMfxL2C+ZbG0LNgQwR+8hyPEON5Wbq0wzdAjedVh0U6ldZ8cP/vTVeZD7KCc4iTuX0Z+LoyYI4BXl4OFK+X6bdgCU8dlWC+chT4TvRZNgADdwB5WanDmX9vuts1iMA5REfEgv+CPkBgceCNPYAx60X5OE+40Jxz6yIwviJgNQOv/wfkFyVaSSXOIUk4hzhI5Dng60ry8+bbB4GchVM8zd/59EjXNUveA/6bLDczd/7R3mG5Pc4hSTiH2Nmd68CXZeRnyIE7EfzlYdURkYs69Xlb4JvKQNR5oNv/gPLtVIfkspy6vL8t2/JhKleurL2WyC2JhYZf22oL/hesefBM7HDdL/gLp6xB6Bw7EsvNoYA5FvjrNeC/n1SHRTrF+YBcjvh9Jxb8i4QCxeqqjoYeVf6yQIjIiLEmVXAgp8U5h5QSmdyC2Az7CAv+5GICCiVlXu5KaP9AusQ5hOxb2j8hK/u+BX+itIjNIKkdaZb4P7xYZmiSEpxDKNsdWSIX/AtWZnIC2Ze4dq3wRMrqEqSULu8mlC9fHmfPnn3o686fP49y5bjTndzQtePA9CeA6MtAwSp4MuYz7LU6zwR+GznwatybQINB8oEl7wDbf1UdFukQ5wNyKbF3gG1T5bjBAFm2l5yf+LsUdv0ud9OT0+KcQ8pcPwGcWi+zOKuzAhbdp0ZCu4c9swEzb/TrFecQspv9C+SZpf3JHorWAQIKAzFRwPFVqqNxW5xDKLvYNvisWiDvPY0/V54VYcj+RAsJ22aT+FjV0bg9XS769+vXT+uzvHbt2jRfI55bv3699loit7spOK0DcPsiUKAi0PMvXEUgnI1V/Pp5/BOgfsJiyaI3gZ3MXqGUOB+QS9nzP+DudSBXcaB8wi5Ycn7BjwGFqgLxd4HtP6uOhh4B5xxSRmwaEko3A3IVUx0N6U1IK9lzOfoKcHSZ6mgoDZxDyC5unAbOb5ebwip2VB0NuWqGpm1DyYGFqqNxW5xDKDvlwi00Nu7VxkssdVSHQ+5AtC4V1yv3IoHjq1VH4/Z0uejfp08fvPnmm2jfvj3eeecd7N27F7du3dIOMX733Xe158Rr+vbtqzpcIse5cQqY9gRw6wKQvzzQ82/ALy+clshybfUpULe//PPfA4Hds1RHRU4yHwjDhg3jfEDOwWJJKv9e7zXA5KE6IsrOuazBwKT2DfExqiOiLOI1CClhjgd2Jyz61+yZ5ssyVKKXXJP4zCB6LSdvA0G6wzmE7OLgn/Ic3AgIKKg6GnJVtkX/I0uBuLuqo3FLnEMoO7U1/QdPgxkHLSVwzFpUdTjkDowmoFJCu5h981RH4/YMVqvVCp0xmUxZ/lqDwYD4+Hg4k6ioKAQGBiIyMhI5c+ZUHQ7p1c0zwLT28pw3BOi1OPGiz1lv+p0a014OxK+hJe8C236SO9ifmgJUfVZ1eKTz+cBiscCYTs9bZ5wPsoJziJM4vASY/RzgHQi8fQDwDsjyWznr73ynnqceRpRb/rYaEHUe6PgdUOMFe4dGdvi96W7XIALnEB04uhyY9SzgmwcYfBjw8E71Zfzd78ZzjHD1GDCpFmAwAm8dYF9vhTiHJOEc4gBTmgIXdgHtxwO1X0n1JZwf6JHnHnFP7psqQORZ4NnfgIoJZZop23EOScI5xD7EnDDbaxTqGQ9hdNxzmGxmlUly0LxybgcwtTngmQN4Jxzw9lcdmsvJ6O9NXWb6i30IWT3EIhCRy4k8D0x/Qi745ykNvPiPa+3yFlmS7b4Ear2kFf7Hwn7A/vmqoyIdSO/3/cOe53xAurJ5kjyH9nqkBX/SKZMnUDehzOLm7+SNM3I6vAYhJWyZ29W6pbngT4R8ZYASDQGrJakyBOkK5xCyS2tHseAvNvvYeuUS2eueXKVOcnxggepo3BLnEMouQbiGOobD2vgfc33V4ZA7KVITyF0SiLsjK8eQMrpc9BeT1aMcRC4lKgKY3kGW9s8dLBf8cwbBJS8yxO71Gj3kzaz5fYADCaXsyG2l9Xv+5s2b2vPizPmAdO/8TuD0RsDoAdRh/z2XVfNFwMsfuHwQOL5KdTSUBbwGIYe7fTmpR7v4DEyUHtu/kV0zZdsg0hXOIZTtbP3VSzYG/POrjoZcna0ss6hAFButOhq3wzmEsksH02YYDVZstZTHBeRTHQ65E7G2U+UZOWaJf6V0uehPRAnEB+3/dZU7vHMVB15cBAQWgcsSpdqfmABU6w5YzcCCPsCZLaqjIiLKniz/yk+n+zuc/ZqdnG+upH7cmxL+zomI0rPnf4AlHihSCyhYUXU0pHcVOwLeOeVm8FPrVUdDRPYkqkbtnZey3zqRPRWuIRONRIamaE1HRE6po2mTdv7b3EB1KOSOqnSRZ5EIE31NdTRuy0N1AESUBrFTU5S5j9gD5MgL9PwbyFUMLk8s/HecBMREAYcXAbOfB/qsBnKXUB0ZEVHm3TybVLWk/oBMfzkX/p1M3VeBrT8CJ9YAF/cDhSqrjoiI9Lygs/M3ObZtGCJKj1cOuYFwx6/Art+AUk1UR0RE9iLuA105BJi8gYqy7DqvC8juGZpVuwFrxwB7ZgFVE7I1ich5XDmCysZTiLOasMRcR3U05I7ylwMKVQUu7gUO/gnUfkV1RG6Jmf5EerV6FHDoH8DkBXSbBeQpCbdhNAFPTZGTxJ2rwKyuwL0o1VEREWWeWAAWlUtEWc6gqqqjIXsTG9REJqaw+TvV0RCRnp3dClwLBzxzJJXUJXoY2waRg38Dd2+ojoaI7GXPbHku305WkyJyhGpd5flEGBB1QXU0RJRZ+/7QTussVXEDOVVHQ+4qscS//PdIjsdFfyI92j0L2DBejp+cBBSv55Iln9P9mbz8gOdmA/6F5A73P14GzPGqQiUiyrx7kcCO6XJcf6DqaMhRbH/XoodZVITqaIhIr3bOSCrb7MObcpSJ8ssFKwPmmKTS30TkWsxxSb1wqz2nOhpyJ3lKAcXqAVYL+zETOWMVsYT/b/9iaX9SSVQmgwE4s0lWPyWH46I/kd6c3gz8PUiOHxuctNP2Pq62ASBVovf1c/8DPHyBYyuBFcNUR0RElLkFndhbQL5yQJmWqqMhRylaCyheH7DEAf9NUR0NEemRyNDeP1+OWdqfMlt+2fZvZvsv8gYvEbmWY6tkxUO//EDpFqqjIXdTPWGjye7/cY4hcibndwI3TuKO1Rv/WmqpjobcmVjPKdFQjm3XvORQXPQn0pPrJ4E5z8uFggpPAs24yI0iNYHOP8rx1h+AbT+rjoiIKGMZOlsSfnfVfx0w8iOXW6k/IGlBJjZadTREpMeqXvH3ZMZ2sbqqoyFnU62bbAshqqGd3qQ6GiLKbnv+J89VngVMHqqjIXdTsRNg8pZzjOjJTETOISHLf6WlFu7AR3U05Ebur+QsjqHHysknWeJfCd6BJtJTGWjRu/7ONSCoOtB5MheJbCp1StoAseRd4Pga1REREaXv4F9A1DmZoVM19Yot5MLKtZXlMe/dBHb9rjoaItITiyVpE2voyzJzmygzfAKTemVu54ZoIperBHNkSdIGHyJH880FlG+XlO1PRPpnMSdmVLO0P+nBUnMdxFpNwKV9wOVDqsNxO1xRJNID0at+3kvA1SNAQGHZy94rB9zN/bvCUmj8jtzpbjUDc18ErhxVFSYRUfpEGcRNE+S4dh/Ak7us3Y7RBNR7TY43T5LzPBGRcHItcP044BUAVH1WdTTkrGr3lueDfwO3L6uOhoiyy4GFgDkWKFAJKFRFdTTkrqo9l5Q5LCrYEZG+nVwHRF8GfHNjvaWq6miIcBMBWGupJv/AbH+H46I/kR6sHgUcXyXLNIoe9jmDVEekPyIL6smJsgRqTKRsgxBzW3VUREQPOhEGROwBPHyTbsqT+6n+PJAjL3DzNHDwT9XREJFe2DKzq3UFvANUR0M6K4WZYUFVgaK1ZVu4nTPsGSYROdKe2Ul91VkJhlQp3UJWrLtzFTi2SnU09IhmzpyJfv36ITQ0FN7e3jAYDJg2bVqm38disWDixImoUqUKfH19kT9/fjz33HM4ceKEXeKmTLAtqlbqjDiwLQzpw1/mhkkbyERyFDkMF/2JVDuyDNj4jRx3/A4oXF11RPolsmW7zgQCgoCrR4F/3uCkQUT6Y/udXrMn4JdXdTSkiqjYU6df0r8JzldEFHUBOJxQtjn0FdXRkLOzbSzcMU2WdSUi53btOHB2K2AwJrXwIFLB5CErbQp7WOLf2Q0bNgxTpkzB6dOnERSU9SQzsXFg0KBBsFqt2rlNmzZYsGABateujfDw8GyNmTIh7h5w6G855txBOvKvpSbg6ScTYc5tVx2OW+GiP5FKN04DCxMWBOq+ClR+SnVE+udfAOjyK2AwAfv/ALb/ojoiIqIkF3bJTH/xO6r+66qjIdXqiPYOOYCL+4Djq1VHQ0Sq7ZguW1UVbwAUrKg6GnJ2FTsBvnmAyLNA+ArV0RBRdmX5l24OBBRSHQ25u2rd5PnIEuDuDdXR0COYOnUqTp06hStXruDVV1/N0nusWbNGe5/GjRtj586dGDt2LH777Tf8+eefuH79OgYMGJDtcVMGic+AMVFAzqJAsXqqoyFKdA/eQIUOSdn+5DBc9CdSJT4GmPcicO8mUKQW8Pgo1RE5jxL1gZYj5HjZELnIRkSkBxsSsvyrdAFyl1AdDamWIw9Qq5ccb/hadTREpJLoiSsysoXazPKnbKqCVuMFOd42VXU0RPQoLBZg7+yU/dSJHNRaJtX2MoWqAAUqAeZY4MBCFaFSNmnZsiVKlHi0exM//fSTdh41ahS8vLwSH2/bti2aNm2KFStW4MyZM48cK2WBbTG1ytOAkUt9pDO26hMHFgDmeNXRuA3+JiBSZfmHcrHaJxfwzDTAI+lDE2VAg4FAuXbyAmTui9x5TET6KMlpK6vW8A3V0ZBeiIoPRg/g1Hrg/A7V0RCRKiJT7vZF2SO3wpOqoyFnX4yxCX1JnkXP5evsqUvktM5sBm6eAbxzAuXbq46GCDAYgOrPpaxCQW4rLCwMfn5+aNgwoUd3Mq1bt9bOa9euVRCZm7sXCRxdLscs7U96VKopkCMvEH0FOMnfEY7CRX8iFfbPB7bJXZJ4agqQq7jqiJzzAqTT9/K/negN8+fr7JdMRGptmghYLUBIK6BgJdXRkF4EFk26ALdVgiAi92PLxK7Zk5t9KfvkKQWUaQnACmz/VXU0RJRVtr7pFTsCnr6qoyGSxDWMwQic3So3uJNbio6ORkREBEqWLAmTyfTA8yEhIdo5PDw83feJiYlBVFRUioMe0aFFgDkGyF8eKFhZdTREDzJ5ApU6y/G+P1RH4za46E/kaFfDgb8HyXGjt4GyckckZYFvbuDZGYDJCziyWC64ERGpcOsSsHuWHDd8U3U0pDe2yg+H/pGfA4jIvVw5CpxcJ2+c21p+EGWX2r3leddMIO6e6miIKLNi7wAH/pRjlvYnPQkoBJRuLsfM9ndbkZGR2jkwMDDV53PmzJnidWkZPXq09h62o1ixYnaI1k03jFXuIpPjiPTIlgRz8C8g5pbqaNwCF/2JHH0xN7cnEHsbKNEIaPah6oicX+EaQJvRcvzvCOD0ZtUREZE72vqD3GFdtA5QooHqaEhvClQAyraVmZibJqiOhogcbfsv8hzSmhW+KPuJCkOBxYC714GDCQuHRORc7V9ib8n5oXh91dEQpWTbiLJ3NmCxqI6GnNjQoUO1jQG24+zZs6pDcm6i+oZoIYhkrTiI9KhYXSBPaSAuGjiwUHU0boGL/kSOtOQd4PJBwK8A0OVnwOShOiLXEPqK3NVoNQN/vATcvqI6IiJytz5q236W40Zvcoe1C8lUX+WHEf82bFkyURHZFiMR6VxsdFIlGFtGNlF2MpqSKkjYPo8QkfNlaorFVSNv05LOlG8PeOcEbp4BzjDJxh3ZMvzTyuS3lelPqxKAjbe3t1YVIPlBj2DXb/Is2jyJloJEeiXukYoWd8LOGaqjcQv8NEnkKHvmALt/l2U9u/wiy2RR9k0eT3wL5CsL3IoA/uwPWK2qoyIidyF66MZEAfnKJWRzE6WieD2gWD3AHAts+V51NETkKPvnAzGRQO7gpBK5RNlN3EgzegLn/gMi9qqOhogy6tZF4PhqOa7aVXU0RA/y9AUqdky5QYXcip+fH4KCgnDy5EmYzeYHng8Pl+3rQkJCFETnpsxxSZuKa72oOhqih6veHTB6AOe2AZcOqo7G5XHRn8gRrp8AFg+W4yZDgJKPqY7I9Xj7A89MB0zewLGVwNbJqiMiIncQHwNs+SGpbzuzcyg9jd5K2ihy96bqaIjI3sQm1G1T5Tj0Zc4RZD/+BYCKT8rxdmb7EzmNvXMAq0WWvs1bWnU0ROmX+D/wJxBzW3U0pECTJk0QHR2NjRs3PvDc8uXLtXPjxo0VROamji4Hbl8C/PIDZduojoYoY9cq5RKSpJjtb3e860DkiN138/vIHm3FGwCN31EdkesqWBFo/Zkcr/wIuLhfdURE5OpEqfbbF4GcRYAqz6iOhpyh73L+CvIzga3HNxG5rvM7gYg9clNq9RdUR0Pu0PJM2DtXth4iIn0T/dHFRlChBucI0rHi9YE8peQ1zP4/VEdDdnT16lUcPnxYOyfXt29f7fzRRx8hNjY28fGlS5ciLCwMrVq1QokSJRwer7taNesr7fxjZD0Ef7gie9oREtlbzYSqFHtnA3H3VEfj0rjoT2RvYWOA89sB70DgqSmy5yJlSJY+tIheqaK8tiifPP8VIPaOPUMkIndmMQMbv5Xjeq8BHl6qIyK9E1m+oiKEICpE8EKHyLX9l1B5qlInwC+v6mjI1ZVoIDeWxd0Bdv2uOhoiepgTq4EbJ+W9ospPq46GKP1rGFGxSNj2M9tpOpmpU6eiV69e2jFv3rwHHhNjm0mTJqFChQraOblmzZqhd+/eWLduHWrWrIn3338fPXv2RKdOnZAnTx5MnDjR4T+X24o8j6bG3dpwjrmp6miIMk60ustZFLh7Azi8SHU0Lo2L/kT2dGoDsH6cHD/xDZCrmOqIXJ/BAHT8DvAvBFw5DKwYpjoi0rFt27ahXbt2yJUrl9anrF69epg7d26Gv37atGkwGAxpHmLHsz2+L+mE+JB6/TjgE8g+apRxVbrIC53oy8CehD58ROR6Is8D++fLcd1Xs7TplVk7lOnroLr9kjaWmeNVR0RE6dmWUPWp+nOAl5/qaIjSV/15Wbno4l7g/A7V0VAmbNiwAdOnT9eOnTt3ao+JMv22x8TzGTF58mR8+61MehDnJUuWoHPnzvjvv/9QtmxZu/4MlMzuWTAZrNhiqYCT1iDV0RBlnEiEtVU2Yol/u/Kw79sTubE714EFovyRVf5Cq/yU6ojch8ik6vwj8Fsn2dOyTAugfHvVUZHOrFmzBq1bt4aPjw+6deuGgIAAzJ8/H127dsXZs2cxePDgDL9Xx44dUb169QceDw4Otuv3JYVEdsM6WVINtfsA3gGqIyJnYfIEGgwAlg0BNnwN1OghHyMi18vyt8QDJRoCRWqqjobcRbVuwOpPgcgzwKG/eQ1KpOeNYUeXynGtl1RHQ/RwOfIAlTrLssyiTVnRUNURUSaSVcSRESNGjNCO1BiNRgwaNEg7SGFbmF1ysXR2fDPV0RBlXo3ngbVjgZNrgesngTwlVUfkkrjoT2SvxaB/BgFR54E8pYE2Y1VH5H5KNwMaDAI2TQD+eh0oXAPIWVh1VKQT8fHx6NOnj3bRIsqT2Rbshw8fjjp16uCDDz5Aly5dMtyTTJQ0E2XRHP19SaEjS2WWg5c/UP911dGQM/YyWz8euHkG2DMbqNlDdURElJ1ibgHbE26u1h+gOhpyJ56+st3Z2jHA5klygUZUACAifdk5HbBagBKNgALlVUdDlGZVoVNjkiXQ1H5FLvqLSkatPpUbAYjIcU6GafcQoqw5sNRSR3U0RJmXq7gs8398FbDrN6DFcNURuSSW9yey1wXcoX8AoyfQ5WfA2191RO6p+UdAUDXZK0ZUXRD9t4kArF69GsePH0f37t1TZOgHBgZqC++xsbFamTNX+b5kh41d4ma6UKcPb3ZQ5nnlABomZEis/wowx6mOiIiy066ZQEwkkLcMULaN6mjI3YhFf1GCWZRfPrNFdTREdD/xuW9HwjVf7YQ+6UTOoGhtoGAVIP4esOd/qqMhcj8JJdEXmhsiBl6qoyHKmpo95XnX72xHZidc9CfKbleOAkuHyHGLj2SGOanh4QU8/QvgmQM4tV5m/RMBCAsL086tWrV64DlRel9Yu3Ztht9v165dGDduHMaOHYs5c+bg2rVrDvm+pMjR5UDEHsDTD6g/UHU05KxCXwZy5ANunAL2zlUdDRFlF3HjYsv3clzvNVELVXVE5CIZmPcfafLPL8v8CyLbn4j05cgS4PZFwK8AUP4J1dEQZZyoHGPbqCJK/IvN8ETkGNHXgEOLtOFsc3PV0RBlXbl28l6Y+Cx0bKXqaFwSy/sTZaf4GGD+y0D8XaBUUy4G6UG+MkDbL4C/B8j+liUbA0VqqY6KFAsPD9fOISEhDzxXqFAh+Pv7J74mIyZMSLmhxNfXFx9//DHef//9bP++MTEx2mETFRWV4Tgpu7P8ewN+ebP8VunesCfX5+Uns/1XDgfWfQlU7QqY+NGcyOkd/ke27vDNA1R7TnU05K5EWwlRfe7wYuDacSBvadUREZHNtp/lWbR3EokKRM6kyrPAiuHAtWOyJ7O490lE9idaa1jitOTCQyfYEpScmPjsU/05YNNEWb2iXFvVEbkcph0QZac1nwEX98mbfJ1+ZGaPXtR4AajYCbDEyzL/sdGqIyLFIiMjE8vqpyZnzpyJr0lPyZIlMXHiRBw9ehR37tzBuXPnMGPGDOTJkwdDhgzRnsvu7zt69Gjt621HsWLFHhonZaPwlcCFXbKCCDd20aMKfQXIkRe4cRLYN091NESUHRvDNk1KKrEuWnkQqZC/LBAiqkhZkypPEJF6VxMWSmEAavVSHQ1R5on2pdW6ptzAQkT2v8awtYWxlUYncmY1eiZVUo2KUB2Ny+GKJFF2Obke2JiQ7fvkRCBnkOqIKHkJsg5fAwGF5W7kFcNUR0QuokmTJhgwYICWuS+y+4sUKYIePXpg+fLl8PHxwYgRIxAfn739iYYOHaptDLAdZ8+ezdb3pwxm+YvS7KJ8LrmdDJdXzuhNM5GNKYhsf/YzI3JuZ7cC57fLfup1+qiOhtxdgwFJ/TLvXFcdDRHZSqILZVsDuYqrjoYoa8S1sCCqyXCxhsj+zv4HXD0ik08qd1EdDVH2bFAuXh+wmoHdv6uOxuVw0Z8oO9y9ASx8VWZSiB13FTqojojulyMP0PnHpAvtI0tVR0QK2TLt08qqFyXz08rGz4hKlSqhUaNGuH79Og4dOpSt39fb21urCJD8IAc5tgo4vwPw8AUavqE6GnIVYmHQNzdw/Tiwf77qaIjoUYgShULVZwH/Atnbp50os4IfAwpVla3ntjMbk0i5uLtJN7ZFtSciZ1WwElCsnlysEaWZici+bP+fVeoM+PAeILkIW9WKXb8BFovqaFwKF/2JssPid4Coc0DukkDr0dnylrwBaAelmiRlVP41ALh9WXVEpIjIzBfCw8MfeO7ixYu4fft24muyKl++fNo5Ojraod+XHJXl//DFHKIM8Q5Ime1vMauOiIiyQvRNFxlvgu3/aSLV1c4aJLQi+u8nID5GdURE7m3/AuDeTZnhX6aF6miIHk3thI0rO6axWhmRPd2LAg4skOOaL6qOhij7iFbM3jmBG6eAU+tVR+NSuOhP9Kj2zgP2/wEYTMBTP8lSvaRfLYYDBSoBd67KhX+xkEduWZZfWLFixQPPidL8yV+TFWazGdu3b9fGJUqUcNj3JTs6vho4tw3w8GGWP2W/On0Bn1zAtXB5Q5hc0rZt29CuXTvkypULfn5+qFevHubOnZvhr582bRoMBkOaR1hYmF3jp4fY8oOs+lXmcaBAedXRECVlhOUsAty+BOybpzoaIvdmq7hR6yXAaFIdDdGjqdgRyJEXuHUBOLpMdTRErmvfXCDuDpCvHFCsjupoiLKPVw6gyjNyvONX1dG4FA/VARA5tZtngMVvy3GT94BitVVH5LLur3Zwakz7rL2Rhzfw9FRgSlMgfLm88K7dO3uCJKfRokULlCpVCrNmzcKgQYNQvXr1xLL7n3/+Oby8vNCzZ0KZIQARERHac0FBQSnK7+/YsQO1atV6YMF/yJAhOHbsGJo1a6Z9TVa/L+kpy39s0k26gIKqIyJXI0r0iczgNZ8C674AKj/Fm8EuZs2aNWjdujV8fHzQrVs3BAQEYP78+ejatSvOnj2LwYMHZ/i9OnbsmDh/JBccHJzNUVOGiX7ptpLNtj7qRHpg8gTq9gNWDgc2fwdUf15WACAix7qwW7YJM3oCNXqojobo0Yl7azVeADZ+K++rsc0pUfYTJc+3/JhUcZKf4cjJpFW9OnFdR/y7FnPIwb+Bm2eBXMUcG6CL4qI/UVaJ8rsLXwViooCitYHH3lEdEWVUwYrA4yOBZUOA5cOA4MZA/rKqoyIH8vDwwNSpU7UFmMaNG6dYgDl9+jS++uqrFIsnQ4cOxfTp0/Hrr7+iV69eiY+HhoaiatWq2lGkSBFcv34da9euxdGjR1G0aFHtezzK9yWdOBEGnN0KmLyZ5U/2U7cvsHkicPUocGAhUKWL6ogom8THx6NPnz4wGo1Yt25d4oL98OHDUadOHXzwwQfo0qVLisow6enUqVOKuYh0YPsvMgOnYBWgJCv2kM6IUrBrvwAuHwSOrwLKtFQdEZH7ZvmL7Gj//KqjIcqeBRuxIX7jBFkVT7Q5ylva4fERubRjK2U1QO9AoMbzqqMhyn6FKsvr55Nrgf8mA60+VR2RS2B5f6Ks2jQBOL0R8PQDnpoCmLiHxqnU6QeUagbE3wUW9AbiY1VHRA4msvA3bNiAhg0bYs6cOfjhhx9QsGBBzJ49O8MZl+J1YtF+5cqVGD9+vJbB7+vri2HDhmHv3r1aVr89vi+pyvLvBeRMqtxAlK18AoF6r8vxui/lrn5yCatXr8bx48fRvXv3FBn6onKMWPCPjY3VNpaRkxJ90v+bkpTlzwwccuBCTGrHA3xzJWUWb5rk8DiJ3N69SGDfHyn7oBO5gjwlgTIt5HjHNNXRELmezQmf22q9CHgHqI6GKNskv3bpdUS2rYjaOBWVhiR8XqJHwlVKoqyWZlv9mRy3HQvkeXBhj3TOaAQ6/QD8UB+I2AOsHQO0GK46KnIwkWG5dOnSDPVRFsf9RGa+Pb8v6cDJdcCZzYDJC2j0pupoyNWJEsyi/PKVw8DBhUDlp1VHRNkgLCxMO7dq1eqB50TlF0FUicmoXbt24dq1a1oFAVEdpmXLlsibN282RkyZsme27JceEARUekp1NESpq/eqzJ45sUZeyxZ+sEUIEdnJzhmyGkz+CkDx+g/NoCZyKqGvAMf+BXZOB5q8D3j7q46IyDVE7JX3owwmeZ+AyEWttVTDMUthlDFewLMmce+EVS8flVtm+m/btg3t2rVDrly54Ofnh3r16mHu3LkZ/nqx8GMwGNI8bDf2yEXF3gEW9AEscUCFJ2QPq2zw0AwNyn4iY/eJCXK8fjxwaqPqiIhIb1n+/45IluVfWHVE5OpENmb91+RYbC40x6mOiLJBeHi4dg4JCXnguUKFCsHf3z/xNRkxYcIEvPPOOxgyZIjWJqZYsWIYOzahIslDxMTEICoqKsVBj0D8P7o+YQNg/QGAh5fqiIhSlzs4aSOZKPVPRI6rBiM2dAr1X2c1GHI9ZVsDeUrLihZi4Z+IsseW7+W5UmcgsKjqaIjsxgojfja31cYvm5bJltr0SNwu03/NmjVaRo2Pj0+KXspdu3bF2bNnM1VauWPHjilKdNqwH7OLWzFM9tv1LwR0+JYXbc6u4pNA9ReA3TOBhf2AVzfIRRciooN/Ahd2Al7+QON3VUdD7kLcEN42Fbh+XN44q91bdUT0iCIjIxPL+acmZ86cia9JT8mSJTFx4kTtWqZo0aK4fv261jpg6NCh2gaAHDlyYODAgem+x+jRozFy5Mgs/iT0gD3/A26eAfzyA6Evp/kybuglXWj8niwxfmSxrHQWVE11RESub+9c4FaErAZT9VnV0RBlP6MJaDgI+OcN2UKmdh9ugiR6VFERSW1hxP0BIhe3wPwY3vWYg2LGK8DhRUDFjqpDcmpulekvSmD26dMHRqMR69atw5QpUzBu3Djs2bMHZcuW1Xpqnj59OsPv16lTJ4wYMeKBg4v+LuzIUmD7z3Lc+QfAj6VUXULbMUDukkDkWWDx2zK7l4jcm8jeXPWJHDcYCPgXUB0RuQvRq0+UxhTCxgIxt1VHRDrRpEkTDBgwQKsY4OvriyJFiqBHjx5Yvny5tqFZXIeI6530iA0CYoOB7RCbnukR5ol1X8pxwzcBrxyqIyJKX/6yQJUuSfMLEdmXxQJs/FaO670GeHirjojIPqo9JxOjbl0A9s1THQ2R89v2k6wwXLwBUKSm6miI7C4GXvjN/Lj8g61CEmWZWy36i0yY48ePo3v37iky9EXWjVjwj42NxfTpLEVEabh1Cfjr9aTynaWbq46IsnOB5empsk/S/vlyNz4RuTeRYX39hMzezIad1fe3cGHWJ6Wr5otyM1r05aSyfuS0bBn+aWXzixL7aVUByIhKlSqhUaNGWub/oUOH0n2tt7e3Vlkg+UH2zfIn0l22PwxJ2f5EZD9HlgDXwgGfQNkqjMhViQ0t9frLsdjoIja8EFHWxEYD23+RY2b5kxuZGf84YqwewNmtwNltqsNxam616B8WFqadW7Vq9cBzokymsHbt2gy/365du7RKAaKH5pw5c3Dt2rVsjJZ0RXxg/bM/cOcaULAy0GL4I78lF390pmgo0HSoHC8eDNw4pToiIlJFZFbbMuBExrXYGETkSKIkZouPkm6cRV9VHRE9ApGZL4SHhz/w3MWLF3H79u3E12RVvnz5tHN0dPQjvQ9lJsv/Kzlmlj85a7b/2i9UR0PkukT1wA1fy7Fo1eTDTXbk4kJfArxzAlePAEeXqY6GyLk3Ft+9IZMAysk+50Tu4Apy4S9zQ/mHLcz2fxRutehvu9GW2k21QoUKwd/fP9WbcWmZMGEC3nnnHa2HZrdu3VCsWDFtA8DDxMTEaBk9yQ/Suf+mAMdXAR4+MiOcZdlc02NvA8XrA7G3gAV9AXP6JXKJyEWJUlIiw1pcZImMayIVVRwqdgaCqgOxt7kw4wJl+YUVK1Y88JwozZ/8NVlhNpuxfft2bVyiRIksvw9lwp7ZwM3TzPIn5872F/0yme3vNLZt24Z27dohV65c8PPzQ7169TB3bsYr1E2bNg0GgyHNw5YkQ9nk9Ebg/HbA5A3UfVV1NET2Jypa1H5FjsWGF7bNJMpa0uHm75PawhhNqiMicqifzQkbXQ7+BdzIeBt2SskDbsRWUjOt8pmivGVaZTeTK1myJCZOnKhVByhatKhWSlO0DhA9MsUGgBw5cmDgwIFpfv3o0aMxcuTIR/hJyKEuHQBWJmT2t/oUKFBBdUSUivsXWU6NaZ/5NxEfpjpPBn5sJEvJrB8HNE3oq0xE7uH2FWDTBDkWmdYi45pIBaMReHwkMKOjLO9X71UgTynVUVEWtGjRAqVKlcKsWbMwaNCgxDZj4rrj888/h5eXF3r27Jn4+oiICO25oKCgFNctO3bsQK1atR5Y8BfXH8eOHUOzZs20ryFHZPl/KcfM8idnzvYXfZfFprJuv6uOiB5izZo12v0nHx8fLeEkICAA8+fPR9euXXH27FkMHjw4w+/VsWPHFO0ubYKDg7M5aje34Rt5rvE8gj9liVpyE3X7ywXLc/8BZzYDJRqojojIuYQvB64fl5toqndXHQ2Rwx2xFgdKNQNOrJFJuK0/Ux2SU3KrRf/sIjJxkmfjFClSBD169EDNmjURGhqKESNGoH///vDwSP0/r9gc8Pbbbyf+WWT6iyoBpENx94D5vQFzDBDSSpZlI9eWuwTQfjywoDewdixQuhlQrI7qqIjIUcRCjsisFhnWItOaSKVSTYHSzYHjq4HVnwFdflYdEWWBuCaYOnWqtmDTuHHjFAs2p0+fxldffZVisUVcK0yfPh2//vorevVK6gEsrjOqVq2qHeL6Q2w8Fq3Jjh49qm1EFt+DHIBZ/uQq2f77/kjK9g+qpjoiSkN8fDz69OkDo9GIdevWJS7YDx8+HHXq1MEHH3yALl26ZLjSS6dOnVLMLWQHF/cBx1YCBiPQYCCw4ZDqiIgcI6AgUP05YMc0ufGFi/5Ema86KdTqBXj7sx0wuaf6r8tF/x3TZctVtkjKNLcq72/LlEkrm18svqdVBSAjKlWqhEaNGmk34A4dSvtDvbe3t1ZVIPlBOrVqJHD5oLyp1/E7wGBQHRE5QtVngCrPAlaz3PRxjy04iNzC9RMyo1p4/BOZaU2kWsuE6lD7/wAu7FYdDWWRyMLfsGEDGjZsiDlz5uCHH35AwYIFMXv27AxnaIrXic0CK1euxPjx47XKAb6+vhg2bBj27t2rVRMgO2OWP7latr/AFjK6JqpKHj9+HN27d0+RoS/uXYkF/9jYWG2jGOnIxm/luWInVmki99NgkNzwIjKWReVUIsoYca1/aj1g9ADq9FMdDZE6pVsA+crJ9su7flMdjVNyq0z/kJAQ7RweHv5AacyLFy/i9u3b2k7pR5EvXz7tHB0d/UjvQzpw7F9gS0IfnY7fA/4FVEdEjtT+K+DMFpnJtfQ9oPOPqiMiInsTmdSWOPkBs1TW+2sTZaugqnIj2r65wL8jgJ5/qo6IskhcZyxdujRDfZfFcT9REYAUY5Y/uRJm+zuFsLAw7dyqVasHnhMVZARR9SWjdu3ahWvXrmkVBESVmZYtWyJv3rzZGLGbu3EK2L9Ajhu9qToaIrtJLwN5kmdtdDBtxYJJ7+HtuNey3oKTyJ3Y1iAqdQYCi6iOhkgdkYBV/zXgnzeALT/KTTAmt1rGfmRulcJmK8m/YsWKB55bvnx5itdkheipuX37dm2c0dJqpFO3LgELX5Xj2n2Asg9eYJOLE/2Tnpoidyjv+R+wZ47qiIjIni7skpnUQssRqqMhSqn5h4DRU5Y4E6X+iUhxlv8bzPIn58dsf6cgklaSJ7EkV6hQIfj7+ye+JiMmTJiAd955B0OGDNHazYhWk2PHjs3Q18bExGgVMpMfdJ9Nk2TFQNGPlhtpyE39GP+Edn7SuAlFcEV1OET6F3ke2D9fjuvJjTJEbq1qVyBHXiDyDHDoL9XROB23WvRv0aKFVvZSlMLcvTupPKoo9//555/Dy8sLPXv2THw8IiIChw8ffqAdwI4dO1Jd8BcXTceOHdPKdwYFBdn5pyG7sZiBBX2A6CtAwcpAq1GqI6I0dhUnP+yiRH3ZO0ZY9BZw9Zh9vg8RqScyqAWRUS0yq53hdxTpVrb//ecOBmr3luOVHwMWy6O/JxFlDrP8yVWz/WFIyvYn3bHdj0qrFaVoF5lWC8vkSpYsiYkTJ+Lo0aO4c+cOzp07hxkzZiBPnjzavSzx3MOMHj1ai8N2iA0DlEz0VWDXTDlu9JbqaIiU2W8thfXmyvAwWNDbY4nqcIj0b/04wBIPlGgEFKmpOhoi9Tx9gTp95Xjtl3K9jjLMrRb9PTw8MHXqVFgsFjRu3Bh9+/bVemNWq1ZNu/ARC/+ivJnN0KFDUaFCBSxcuDDF+4SGhmpf06NHD+3iSLxPxYoVtZKbRYsW1b4HObEN44GTawHPHECXX+UvGXJfjd8Fgh8D4qKBP3oB8TGqIyKi7HZ0OXAiDDB5yYxqIj1q/A7gFQBc3Avsna06GiI3z/L3Ux0RUfZn+4dlLNubnJOoajlgwACtYoCvry+KFCmi3dMSVS99fHwwYsQIreR/esQ9MrHBwHacPXvWYfE7ha2Tgfi7QOEaQMnGqqMhUupHs8z272Zag9xgVRCidNvC7Jwhx80+UB0NkX7UfVVWYr5yKKl1EmWIWy36CyILf8OGDWjYsCHmzJmDH374AQULFsTs2bO1DQAZIV4XEBCAlStXYvz48VrlAHHRNGzYMOzdu1erJkBO6vRmYM3nctzuK3kThNyb0QQ89ZMsKXNxH7DiI9UREVF2irsHLH0v4QNlP5lRTaRHfvnkwr+wcjhw96bqiIjcx/ZfmOVPrp3tL1qaHVkMnNmiOhq6jy3DP61sflFiP60qABlRqVIlNGrUCNevX8ehQ4fSfa23t7dWWSD5QQnuRQH/TZHjhm8CBoPqiIiU2mipjH2WYPgaYtHLQ7bUJaJUaFnMcbItTHBD1dEQ6YdvLqDBIDkO+xwwp785ldx40V+oU6cOli5dql00ibJmW7duRdeuXR943bRp02C1WtGrV68Uj4uMfrFx4OLFi4iNjcXt27e1dgGjRo1C7ty5HfiTULa6cx2Y/wpgtci+IdW7q46I9CJnENDpRzn+bzJwaJHqiIgou2z8Vu6sDghKaudBpFeiv1++srIFkW2TIhHZ/xrB9v9b06HM8ifXIza61+ghx8uGsIWMzojMfCE8PPyB58Q9KXE/yvaarMqXL592jo6OfqT3cWubJgL3bgJ5ywAVZIYzkXsz4Lv4TtroFdNS4PYV1QER6Y9oI7tnlhw3H6Y6GiJ9ZvuLRMzrJ4A9/1MdjdNwy0V/ogdYrcBfrwNR54E8pYH24+yyM5v9nZ1Y2VZA/QFyLP6t3GQpQyKnd/2kbOkitP4M8A5QHRFR+jy8gLZfyPG2n4CIvaojInJ9a7+QCzkFKgI1X8zwZ31+7ienIm40ixYyF3YB++aqjobuK8svrFix4oHnRGn+5K/JCrPZjO3bt2vjEiVKZPl93NqtS8DmSXLcYrisFkhEWG4JxR5LKfgb7iW1SSKiJGGjZfJh2bZA0VDV0RDpj7c/0OhtOV47lm2XM4iL/kS23mtHlsh+zs/8yoUfSl2Lj4EiteSNX1EVQvR3JSLntWwoEH9P9tys9JTqaIgypnQzoFJneXNgyTvMyCSyp6vhcoONbXOYyUN1RET24V8AaJzQ7vDfEUAsM771okWLFloLSdFWUlSYtBGVKz///HN4eXmhZ8+eiY9HRETg8OHDD7QD2LFjR6oL/kOGDMGxY8e0VphBQUF2/mlc1NoxQNwdoEgoUOFJ1dEQ6YYVRoyJfy6pVZLI1CQi6dIBYP98OW72gepoiPSr9iuAfyEg8iywc4bqaJwCF/2JLuwGVib0aW/1KRBUTXVEpOcMy6d/BrxzAme3yh2ZROScjiwFji4FjB5Au6/Yd5PsKtszf1t9Bnj6ybmIJc6I7GfFMMASD5RtA5RurjoaIvuq2x/IVQK4FQFsnKA6Gkrg4eGBqVOnwmKxoHHjxujbty8GDx6MatWq4ejRo9rCf3BwcOLrhw4digoVKmDhwoUp3ic0NFT7mh49emgL/eJ9KlasqLWvLFq0qPY9KIulmXdMl+PHR/Kagug+my2VEGauJnuWr/5UdThE+qG1D7MCFTsBQVVVR0OkX56+QON35HjdV0DcXdUR6R4X/cm9xdwC/ngJMMcC5TsAdfqqjoj0Lk9J4MmEm2DrxwPHV6uOiIgyS3xAXPq+HNd/HchfTnVERJkTWARomvBveOVw4O4N1RERuR7xGe/oMsRZTWi+ryVL9pPr8/QBHv9Ejjd+C0SeVx0RJRBZ+Bs2bEDDhg0xZ84c/PDDDyhYsCBmz56tbQDICPG6gIAArFy5EuPHj9cqB/j6+mLYsGHYu3evVk2AsmD1J4DVDIS0BoIbqY6GSJfGxncDYJBZzaKNDJG7E/8fHF4EGIzM8ifKiJo9gcDiwO2LwLafVUeje6xPSO7LagX+fE2WlwosBjw5kbuyKWNEWeUTa4EdvwLz+wD91gKBRVVHRUQZJW5k3zwNBBQGGr+nOhqirGdk7voduHpEZgm0Y59MomxjjgeWf6gNZ5pb4oS18AMv4cI/uaSKHYHiDYAzm4BVI4GnpqiOiBLUqVMHS5cufejrpk2bph33Exn9lM3ObQcO/iUXM1uOUB0NkW4dspYAqj4L7J0jW8j0FP/fELmx1Z/Jc5VnmYRClBEe3kCT94C/BwAbxgO1egHe/qqj0i0u+pP72jQROPQ3YPQEuvwC5MijOiJyJm1GA+e3Axf3AXNfBF5aIicgItK36ydllQ6hzef8kEjO3XJGLPTPeBLYNhWo8QJbFBFll10zgMsHAZ9c+Obm06qjIcqU1DaknBrTPmNfLDbBi89HU5rJxZk6/YCitbI/SCJXSCJZ+bEcV+8OFKyoOiIifWv2IXBgIXAiDDi2CijTQnVERGqc2QIcWylbTTZ9nxuJiTKq2nPAhq+B68eBrT8mlfynB7C8P7mnk+uAfz9OWrwtVkd1ROSM/WS6ztRuBmuL/8uGqI6IiDJC/L9qjgFKNZW904icWakmQOWnAasFWPwOYLGojojI+d2LTMq+aToUkeDmMHIzhWvIm2rC8qFycZOIUgpfCZzeAJi8tbmCiB4idwmgdh85Fvdjed1C7kh8plr9qRyLTft52FqHKMNMHkntMDZNAO7eVB2RbnHRn9xP5Dlg3kvyBrm4mVG7t+qIyFnlDgaeFn1kDMD2X2SZZSLSryNLtf7MWoWXtl9muaUL+zqTrrT6FPDyB879B+yZpToaIue37ivgzlUgbwhQ+xXV0RBli/s/uzz0M0yL4YBnDuDsVuDAAkeGSqR/FrMsUS7U7QfkKqY6IiLn8NhgwDunrJi5f77qaNzKtm3b0K5dO+TKlQt+fn6oV68e5s6dm+GvF21jDAZDmkdYWJhd43cZJ9cCp9YDJi+g8buqoyFyPpWeAgpUlBv1N09SHY1usbw/uZf4GGBuT3kjr1AVoMPXWV70IdKEtJS7zNZ8Bix6CyhYCShcXXVURHS/mNvA0vfkuMEAIH9Z1RERZY+chYGmQ4AVw4CVw4GybQG/vKqjInJO108AW36Q49afASZP1RERqZEzCGj0lrzGESXMy7WTlc6I3JzYLPO0cR3GeR1ApDUHGq+ujMjVizPXRoPIXYlrlIZvAKtHAas/ASo+yTaZDrBmzRq0bt0aPj4+6NatGwICAjB//nx07doVZ8+exeDBgzP8Xh07dkT16g/e8wwODs7mqF08yz/0ZSCwqOqIiJyP0SjXYea8IK/b674K+OVTHZXucNGf3MvS94HzO2RJ9md/440Lyh6PvSP/XYkM4jk9gH5rgRx5VEdFRMmt/Ai4eQYILMYd1eR6xIXO7lmyB/nit4BnpnNTI1FWrPgIsMQBpZoBIa1UR0OkVv0BwI5pQORZmUnDz09E8EYs3vacp42/j+/IFjBEmVWvP/DfT/LaXFTMFH8mu4mPj0efPn1gNBqxbt26xAX74cOHo06dOvjggw/QpUsXlChRIkPv16lTJ/Tq1cvOUbuoffOAc9sAD1+g0duqoyHSrbSqkSVurizfAQiqDkTsBlaNBJ6c6NgAnQAX/cl97JoJ7PhVlmJ/eiqQp6TqiMiVdpl1ngxMaQrcOAnM7w08Pw8wmlRHRkTCsX/lDQWh43eAl5/qiIhSvZDJcoaYyEbu9AMwtQVw8C9g3x9A1WcePUgid3J4MXB4EWAwAq0/58YZIq8cQMuRwILesu1Fxc5AvjKqoyJSqodpJYoYruGCNQ+mmVuneI5tv4jSlvz/j26mDhjjORXXl36KPNW7Az6BSmNzZatXr8bx48fx0ksvpcjQDwwM1Bb8xQL+9OnTtU0AZEei9/jyD+W48TtAQEHVERE5L3Gd3nYs8EtrYOcMoEYPoFgd1VHpChf9yT1c2A0sSthF13QoEPK46ojIzu6/4LZ7qT3fXEDXmcDUlsDxVUDYaKD5MPt+TyJ6uLs3gL8GyHGdfkCpJpn6ct68I6chWss0fg8I+xxYMhgIbihL/xPRw925Lts0CQ0GAgUrqo6ISB+qdAF2/w6cWAP8PQDotURueCZyR7cuYaDHQm34dXwXxMBLdURETmmeuQn6mBajtDECWPuFbKlEdhEWFqadW7V6sIKVKPkvrF27NsPvt2vXLly7dk2rICBK+rds2RJ582astVxMTIx22ERFRcFtiLL+0ZeBfGWBBoNUR0Pk/IrXA2q8IJN8xZpf3zDAxKVuG16tkeuLvgbM7QGYY4CybViWkOynUOWkkjLrvpQZY0Sk1pL3gFsRQN4yQMsRqqMhsq/H3gYK1wDuRQJ/D5R9A4no4UTmze1LQN4QoOkHqqMh0lcmzZMTAC9/4MxmYNtPqiMiUmfpewg03ME+SzDmmxurjobIaZlhwqj4HvIPW74Hzu9UHZLLCg8P184hISEPPFeoUCH4+/snviYjJkyYgHfeeQdDhgxBt27dUKxYMYwdOzZDXzt69GitwoDtEF/rFi7sArZNleN2XwEe3DBGlC1afgL45gYu7QP+m6I6Gl3hoj+5trh7wOzusldU7pKyBLsdMxNERmjyg9yQKKcseisL8/sAEXtUR0Tp2LZtG9q1a4dcuXLBz88P9erVw9y5czP0tVarFUuXLkX//v1RtWpV7aIlR44cqFatGj7//HPcu3cv1a8zGAxpHuyNls20MudzZanmTj/KMrVErkyU+RefdUzesq2F6MVMROkLXwnsmSVbgIkWMJ4+qiMi0pdcxYHHR8rxvyOA6ydVR0TkeIeXAAf/RLzViCFxfWHh7VSiRxJmqY6/zA0AqwX4ZxBgjlMdkkuKjIzUzuJ+VWpy5syZ+Jr0lCxZEhMnTsTRo0dx584dnDt3DjNmzECePHm0DQDiuYcZOnSo9r1sx9mzZ+HyLOaEysNWoMozma48SUTp8MublNy15jMg6oLqiHSDNQ/IdYnsNlGC8OwWwDsQ6D5HlmDPRlzYp1S1+hS4ckSWwZzVFeizmiWWdWjNmjVaOTMfHx9th3JAQADmz5+Prl27ahcfgwcPTvfrRVkysWHA29sbTZs21d5LLPQvX74cH374If7880+tlJrYCHC/EiVKpLrAn7zHGj2i25eBf96U40ZvAcVqq46IyDHylwNafgws/0BmL5dqCuQpqToqIn0SVTH+eUOO6/UHitdVHRGRPtV6GTjwJ3Bqvawk8+I/sgoAkTu4FwUslteGU83tccAarDoiIpfwSVwPdPQ/BFzcB2yeJK/bSZeaNGmiHTZFihRBjx49ULNmTYSGhmLEiBFaQoyHR9pLTeLemTjcyo5fgQs7Ae+c8l4xEWWvGj2Bnb8B57fLe2DPMPFF4KI/ua6wMcC+eYDRA+g6Q94EJ3JUpuWz04GfWwFXDsuF/5eWAt7+qiOjBKL/WJ8+fWA0GrFu3brExfbhw4ejTp06+OCDD9ClSxdtcT4tJpMJn376KV577TXkzp078fG4uDg8/fTT+Oeff/Ddd9/h3XcfbCkiep+JiyKy46YvsYhz9zpQsArQZIhdvx03gJHu1O0vM9JObwD+fA3otQgwmlRHRaQ/Kz4Cos7LimDNP1IdDZF+iWp5osz/Dw3lwr+4iR36suqoiBxj1SfArQvaXPFNxFOqoyFyGdcQCLT+HPizv7yHW+FJIG9p1WG5FFuGf1rZ/FFRUSnuZ2VWpUqV0KhRI/z77784dOgQqlSpkuX3cslElH8/kePmw4CAQqojInLNa5QO44EpTYEDC4EaPYAyLeDuWI+KXNOeOcDaMXLcfrzMclOA5f7dmI+oLjEX8MsPXNwLzO8tyzqRLqxevRrHjx9H9+7dU2TXiwsiseAfGxuL6dOnp/senp6eWkb//RdI4nFRtkxYu3atnX4CStfuWcCRJYBRlDr/kT3TyD0vfDp9l9CDeZPslUlEKR1fA+xMmOs7TmILGKKHyVMKaDFcjlcMB266QVleojNbk3oxP/EN7sHNslSJ7K3ac/Kebfw9uXFfbOCnbBMSEqKdw8PDH3ju4sWLuH37duJrsipfvnzaOTo6+pHex+WsHA7ERAKFqgK1e6uOhsh1BVUD6vST4yXvyHbfbo6Z/uR6Tm+SZf2Fhm8AtV5UHRHp3P0bMk6NaZ89b5y7BPDcbGBae+DoUllmuW3CZhRSSpTdF1q1avXAc6JM/6Mu2IuFfyGt0mY3b97ElClTcPXqVa0HWsOGDbkjOruIG9DLEjL7mw0FClXO8Jdycxa5lNzBQOvP5M2zVaOAMi2BAhVUR0WkDzG3gb8HybG4CRfcSBtyHiB3k9a/+TSvh+r0lVk0Z7fK+eWF+SzzT64rPka2sxC9mKu/kJBMwnmCKFuJOaTDN8D39WUlmV0zgZo9VEflMkRJ/tGjR2PFihVaW8vkRGtK22uyymw2Y/v27do4vUqZbufUBmDP/8Q/cKDD11rVPV5nENlRsw/kNcr1E8DGb4Gm78OdcdGfXMu148Ds7oA5VpaFasHy2SQl/3CVbYv6GVE0VGYaz+sFbP1Bliqr08dx359SZdvlnNqO5kKFCsHf3z/VndAZ9csvv6S5qUDYs2cP+vVL2IWYoE2bNlp1gQIFCqT73jExMdqRvBwbJTDHy9KAMVFA0dpAg4Q+zUTuquaLwKFFwLGVwII+wCsrAU9f1VERqffvCCDyDBBYHGg5UnU0RM5DtIrp+B3wYyPg+Cpg9+9AjRdUR0VkHxu+Bq4ekdX7Wo1SHQ2R68pTUi7YrPwIWDEMCGkFBBRUHZVLaNGiBUqVKoVZs2Zh0KBBiZUuRbn/zz//HF5eXujZs2fi6yMiIrTngoKCElsDCDt27ECtWrUeWPAfMmQIjh07hmbNmmlfQ2LDWCyweLAc1+ol7wsT0SNLb+OMttYjkl7mvwKsHwdUfUZWKXNTLO9PruPOdWDWs8DdG0CRWkDnybK8LZHqtguVOieVwlz6HhC+0v7fk9Jl62eW/CImuZw5c6bZ8+xhli5dismTJ6NChQp45ZVXHnh+8ODB2LRpk5blLxbsxbht27ZYtmwZOnTooF04pUfs0hZx245ixYplKU6X9O/HMjvA0w/o9CNg4t5GcvP5SWTOiLLlOfICF/fJmw8smUnu7tRGYNtPcix6lHv7q46IyLnkC5GLM8KyD4CoCNUREWW/y4eBdV/JcZsxQI48qiMicm31XpMlmu/dBJa5d4ZmdhLVJ6dOnQqLxYLGjRujb9++2j2patWq4ejRo9rCf3BwcOLrRatKcS9r4cKFKd4nNDRU+5oePXpoC/3ifSpWrIivvvoKRYsW1b4HJRCt9a4cltfgtnvBRGR/lZ8GSjYBzDHAknfd+t4XV0TJNYheHXN6ANeOAYHFgG7/Y19O0pdGb8ssGKtFZv1H7FEdEdnBtm3b0LVrV20xft68efD2frDno7goql+/PvLmzYuAgABtvGjRIq2kmvj6v/76K93vIS7CxIYE23H2LPupavb9AWyeJMedvgfylVEdEZE+BBQCuvwKGIwyI9PWl5bIXTcJL3xVjmv2BEo3Ux0RkXOq9zpQuKbsVbuwH2BJf9MqkVOxWIB/BgGWOCCktbyJTET2JTbsPzEBMJhkieYjS1VH5DJEFv6GDRu0tpJz5szBDz/8gIIFC2L27NnaBoCMEK8T969WrlyJ8ePHa5UDfH19MWzYMOzdu1erJkBAm6E/IGblp9r4ncguCP5ks+MSzojcnUh6aT8OMHkBx/4Fds6Au+KiPzk/cxww70Xg9AbAKwDoPpdloEinE8/XQPBjQOxt4LengCtHVEfltmwZ/mll84sM/LSqAKRF9DET5fyNRqPWG61SpUoZ/lrxNX36yLYPGzduTPe1YiOBqESQ/HB7lw4k9NsE0PBNoFIn1RER6UupJkklzJcNAc5sUR0RkeOJRcn5vWVZ/9wlgVbyhhwRZXFxRrQwE9WVTq4FVvP/J3Ih238Gzm4FvPzlzWNxLU9E9le4OlD/dTkWFcruZa36Ij2oTp06WlVKcQ/szp072Lp1q5awcr9p06bBarWiV69eDySviI0DFy9eRGxsLG7fvo3du3dj1KhRyJ07twN/Eh2LjcYkzwnwNsRhjbka/jA3Vh0RkZtWJPtQjpe+D1w+BHfERX9y/pt3okft0WWAhw/QfTZQsKLqqIhS5+EFdPsdCKoO3LkKzOgIXD+pOiq3FBISop3Dw8MfeE5cxIgLGNtrMrrg//jjj2sl08SCf+3atTMdU758+bRzdHR0pr/WrYmWLrOfB+LuAKWasnwaUVoaDJTtZizxwNyeLMdM7mftWNmD3MMX6DoT8Mnc5j4iuk/+ckDHiXK8YTxwmFls5AJEOyTRU1xo/hGQi63UiByq6VAgdzAQdR74a4Bbl2cmJ7P0PZQxXsAlay4Mjusvsr9UR0TknhoMAko3B+LvAvNeAmLvwN1w0Z+cu+Ta34Nk2SejJ9D1dyC4keqoiNInbjC/sADIXwG4FSEX/iPPq47K7YhS+sKKFSseeE4s2id/TUYX/M1mM5YtW4a6detmKSax01pI3k+NMjAPLOgL3DgJBBaXJcyNJtVREemTyFJ7chJQoCJw+5KskhQfqzoqIsc4ukIu+gtPfAMUqqw6IiLXIMqeiz7Mgmidce246oiIsu7/7d0HmBPV1wbwN8kWeu9t6U0QREB6EekoIF0EQQR7A0VQLCAg+EdRPxWwACooSBFEkCJNkd6bdFh67213k8z3nDtm3V12ly2TzCR5f88TdjMJyc3s5J6ZW869dVlfNtJ5GyjdFKjZz+wSEQUfWaq1w7d6O+8/vwJrvjC7RER3t30GsGUK3JoNr8Q8j4tgRk4i09jtQPsJQJb8wLl/gEWDEWxCzC4AUZrISE9JT7t1ir7eU8eJQJmHvPJWcdfdOTKqtVfeg4JM5txAzznApJbAxUN6x3/v34Esec0uWdBo0qSJWnNM1iF76aWXULVqVbVdUp2NHDkSYWFh6NmzZ+zzT506pR4rWLBgvLT/mzZtUh3+TqdTdfjXrl072ffdsWMHypcvj9DQ0HjbV69ejdGjR6vtnTp1MvzzBqwVHwD7F+uZXrpOATLlMrtERNYWnkWf4fxVYz1trVz8SNpaokAmWZVmP6X/XuMpoEpXs0tEFFiaDgNObgGOrgGmPw489QcQltnsUhGlvo1p7vOxg4mr7uyIy29yTXEiUxSpDjQfCfz+OrDkHaDw/UBE8m0tRKaRAY+/vap+/T9Xe6xxp3ypTyIyvv/Oo679SUwNGwVsmgyUaAhUehTBgp3+5J+WDgPWT9BT5bQbB1R8xOwSEaVO1gJAz7nAxJbAhf3AD+2BXvOAjFwLyxdCQkLwzTffoHnz5mjQoAG6du2KrFmzYtasWYiMjFTrlcWdcT948GB89913mDRpUuzaZhcvXlQd/pcvX0aLFi2wZMkSdYsrR44ceOWVV2Lvf/TRR5g/fz7q1auHokWLqk7+Xbt2qYwDNpsNX3zxBUqVKuXDPeHH9iwA/vxQ//3hT4GCVVJ9AsiBXGR1Xjluc5cCOnwN/NgF2PANUKgacF/39L0mkVXF3AJ+7qGvCVv43wZkIjKWIxToNBmY0AA4uxuY9zLw6NdcB538y+rPgD2/AY4woPN3uPx/XAaJyFQ1+wLH1gI7ZwEzegHP/AVkyWd2qYjik8x5M58Eoq8Bxergs33tzS4REf3rb3dloH5/4K+P9OuTwtX05WOCADv9yf/8OUZfM1C0+Rio0sXUxncKfAn/7oZ1FOYoBjzxKzCxBXBmBzClo54BIDyrMa9PyWrcuDFWrVqFd999F9OnT0dMTAwqV66sZtx36XL3euXq1au4dOmS+l1m+cstoYiIiHid/m3btlWDBLZt26YGCERHR6NAgQJq0IE8r2bNmgZ/ygB1fj/wy9P67zWf5qxNotQq21xfL3PFSH1WQr4K+gUQUaDN2pz/mr4+c6Y8QOfvgZBws0tFFJiDzmRAs3T8T24D7JgBFKkJPMDU6OQnjvwN/DFU/73FqH/Pidj2Q2QqGTj28GfA6Z3A+b16x2qPOYCDXRlkIUuHAqe26hO4OnwD1wdbzS4REcXV6E3gyCo906XEkScX6QOWAxwjJfmXteOAZe/rvzcbDlR/0uwSURAydMkHmXEpHf2TWwMnNgI/dgW6/8yUmD4iney//373tI2TJ09Wt7gkE4AmHQqp0L59e3WjdLh6CpjSAYi6qkZSo/kIs0tE5J8avK6nY973uz7r/8mFekwiChSbv1NLgbk0Gx6//DTWqEY4vSGOmV6IvCCijp7qf/Fb+vIxkoWp2ANml4ooeddOAzN7A5oLuLcL25iIfCypyVXqXE0tTfaDvjTZkb+A5SOAh971eRmJErVvEbDmc/13yUKcvXDstQYRWYQjBOjwLTC+LnBik96vKNcrAc5udgGIUkQ61lZ+CCwcpN9vOAio86LZpaIAvuiIe/O6/PcAj88GwrICkauA79sBNy96/32J/I18L35oB1yOBHKWUKk3g2GEJpFX2O3AoxOA/JWBG2f12HPlhNmlIjLG8U3AgtfVr2OcXbi2JpGv1H4eqNgOcDuBGU8A186YXSKipLmc+qyv62eAvBWANmO5LAWR1eQtB7T9P/13yfq69+6TNoi87upJ4Jdn9N8feBYo19LsEhFRUnIUBdp+qf/+96fA/j8Q6NjpT9bndgMLB+sjOj0d/o3+7fwnChSSQrDHL0CGHMDx9frMf5nRTES6qGv6DP9ze4CshYCec7mmH1F6ZcgO9JgN5CoFXDmqD6q5cd7sUhGlz7l9wI+dAFc0UL4NxrkeNrtERMFDOkzbfg7kKQtc+zc70y19OSwiy1k2DIj8G9e0jHjweB8Uf2eF7wb+E1HKJ+NMyYBJzub6A7LM38XDZhePgln0DWB6D+DWRT2rUdN/l4chIuuq0Aao+e/SY7P76svGBjB2+pO1uWKAOc8C68bp91uMBhoPTtfoa5/P4iZKqaI1gN6/A1kKAGd3AxObAxcOml0qIvPF3AJ+6gac3AxkzKUviZEzwuxSEQUGGTwjg2iyFQbO7wOmPArcvmJ2qYjS5lIk8H1b4OYFoGBVPdUmOGuTyAgJr6OTvJ4Ozwp0mwZkzgec2QFM7aw3kBNZya45+mwvAANj+uGQVsjsEhFRMkY6u2Ozu7R+nfJzT31SAJEZ/RQzeunLs2bMCXScBISEm10qIkqJpu8DharpA3Z+eDSgJ1uGmF0AomQ7eWb01teatTn0RrsqXbz+thwIQKbKXxHos0hPs3zpMDCxhZ4BoEAls0tGZOJFVW99DT9ZAkNmJUuKPyIyNt1ZjznApJbAqW3Aj12Bx2cBYZnMLhlRykkacclWce0kkKecvnRShmxml4ooKBX/3x6Ut/XH9LBhyH58Pf58vzmeinkN+0a1M7toRMCBpfosLwDfOFvid/cDZpeIiO4iBiF4PvplrMn1HnB6uz4poPtMIDSD2UWjAHVn/4CGMaET0NHxJ25pYeh++WVs/t8eAHIjIssLzQB0nwF82wy4eBCY2hHovUDPgBlgONOfrElGbkoqQOnwD8kAdP3RJx3+RJaQszjw5CIgfyV9neVJrYCja80uFZE5y7tIthdPLHhsGlDoPrNLRRSY8pbVB9WEZwOOrtZn0DijzS4VUcrclNH67YCLh4AcEXpGmMy5zS4VUVDboxVDr+g3cEMLRwPHDnwa+rm+hjqRmSLXANO660vAVHgEHzgfM7tERJRCp5Bb77AJy6JPCpjxhD5JgMgHBoZMVx3+Ts2O52NewmatrNlFIqLUypxHb/fKkh84sxP46TEg5jYCDTv9yXqunwMmt1Frq6mGZ5mlU66F2aUi8q2s+YFe84GitYCoK/rM/32LzS4Vke9oGrDgNWDHDMAeAnT+Hihez9C34HIvRAnImoSP/QyEZAQOLNHXzHS7zC4VUfKirgNTO+lLI8kSSWq5ikLGpCknonTZopVB35gBiNJC0NKxAZj3kj6ok8gMJ7cCP3YGnLeA0g8BHb6BCw6zS0VEqVH4fn0JGZkUsG8hr1fIJ3o7fsdzIb+q3wc7n8IydzWzi0RE6Zls2X2mnk02chUw+6mAiyNM70/Wuwib/jhw5RiQOa+eWlYaoL2IDXxkWRlz6Kn9ZfTy/sXAT12BZu8DtZ4DbFyflgKYnGwteB3Y+K2+FnP7CUDZ5maXisgSUnLecmRU67v+n4TPiRVRG+gyRY85u2br8UaWWOJahWRFMip/2mP/rasp5025SphdKiKKY7W7El6IeQnjQj9ByNapQHhWoMUoXs+Qb53bC0x5FIi6ChSrA3T+gec2RP6qRH39OzytG7BTliTLDDz8GeMKecXD9tV4N/QH9fuHMZ0xw9XI7CIRUXoVvBfo9qOeafyfeXobdOuPAiaOsNOfrGPbNGDey4DzNpCrJPDYDCBPabNLRZSshB0pSXaipJWspyzLW/z6ErDtR2DRm8DJLfoFDddapkAUfROY9RSwV75bNgyK6YNpUzMCmO+97xkRxVdGn/2GWX30hrTrZ/WBADIYjcgqJJ3rzCeBwyv1NK8yWDh/RbNLRRR0UjIYbYm7Ol6LeQafhH0JrBuvZ/R78C2flI8Il44A37cFbl7Qlwp7bDqvpYn8Xdlm+vWKnAtu/l6PK82GB0yHDVlDXfsOfBQ6Tv0+2dkMX7raml0kIjJKiQbAo18BM3rrk86yFgAaDkQgYKc/WaPBbvHbwDo9iKJMM+DRrw1rWOZMfvJ7jlCg3Zd61gvp9Jd05+f2AF2mAjkjzC4dkXFuXAB+6gIc3wA4woEOX2Pa9zxVITLFPe2ADNmA6T31NTMntdRToGUvbHbJiICoa/rFuSxDIfFC0rxKulcisqw57nrIEnMLw0MnAX9+iK+X7cRI52M4POphs4tGASRh+09+XMSMsKEoZj8H5K2gLx8p5zdE5P/uaa8v8/TrC8Caz/WO/0ZvmF0qChBVbQcwIXQswmwu/OZ6AMOcPfVMlEQUQOeMYejp6Ilhod8By0dgyOKTGD7iE/g7tqSTua6fA2b00tfPEA0GAo0GA3a72SUjstbMfxmtXOsZoEAl4OcngNM7gK8aAR0nAqUaG/MeRGa6eFhPq3TxIJAhh96BI2nG48zwT0qqUpcTUcqVehDovQCY2lFfL/3bpnrHP2dTk5muntTXZJZzoZCMQOfv9TSvRGR5U1xNkQHRGBI6FX1DFqCI7RwQ3YSzrskr8uAKpoR9oHf45ywB9JwDZMpldrGIyEjVegDR14GFg4AVI4HQjEDdl8wuFfm7fYvwY9gIZLJF4W/XPegf8xzcYF8Fkb8pnoLJwN+7miOv7QpeDJmjD05enh9oNMivM8ew05/Mc2IzMP1x4OoJPSVn+/FABY7yJ0pW8XrA0yv1746k+Zd1CZsOA2q/4NfBiIKcHMtTOwE3zgHZiwGPzwTyljO7VEQBfWGT4sEystbZU3/og3LO7wMmtgC6TmUnK5nj9E69w1+uHzLn1VM0/zvDn9m9iPzDN67WOKPlxJjQ8Wjp2AB897A+2DNLXrOLRgGknO0ovg0bgyK28zil5ULBnnP1tK1EFHhqPavP+F8+HFjyNnDlONB8JOBgtwclL7Hrhy6O5RgR8i0y2dxY6boXz8W8jGiEmlI+IvKNj5yd1E/p+MfKUXp7Q5uxevZlP8ToR77ndgMbvgEWDwFcUUDu0vqa5ezgIUqZ7EWA3guB+f2BrVP179Kx9UCbT4DMuc0uHVHq7F+iZ6+IuQEUqKzPIjagQY6dP0QGylEMeHIRMO0x4OgafcBZu3FA5Y5ml4yCyYGleryIvgbkKQd0/xnIWdzsUhFRGsxz18Hp6Fz4Kuxj5DyxEfimCfD4LCBPGbOLRgGgkX0LPg/9P2Sx3cYhdwH0jhmIyNE7AciNiAJSg9cAuwNYOhRYPwG4eEjPjMnlPCjFNLwaMgsvh8xW92Y4G2Cw8yk42X1GFARs+MjZGae03BgZNgnY8gNw7TTQaTIQngX+hrUW+dalSH2tpcN/6vfLtgQenQBkyG7o27CzhwI+3X9oBqDtF0Ch+/Q0Zv/8ChxdCzz8CVCeac3JD7hdwKqxwPKRgOYCSjbWUzTzopzImiQdbo85wOy+esyZ1Qc4vR1oPAQICTO7dBToNn8PzHtFjxfF6wNdfgAy5jS7VESUDhu08ugQ/R6WFfgcuHQE+OYhfTJA8bpmF438laahl2Mh3g75AQ6bhtWuing25hVcgf811hJR6tp7VVtb/f5A7lLA7KeBA0uAic31rFAygJkoGSFwYmTIt+gcslLd/9TZHmOdMsCdGVWJgsmPriYY2eUhYOaTehyZ3BroPgPIkg/+hIuRkG9oGrBxEjCujt7hH5oJaPk//aLe4A5/oqAh6fxr9gX6LAHylgdunNVnYcoFzq1LZpeOKGlXTgDftwWWva934FTtDjz2Mzv8iaxOBpzJSOdaz+n3//4UmNgMuHDQ7JJRIA8QWzoM+PVFPV7c20WfDcwOf6KAcEgrBDy1FChSA7h9GfihHbD9Z7OLRf7I5QQWvIb3Qr9XHf7TnI3wRMwgdvgTBZuKbYHeC4As+YGzu4GvHwSObTC7VGRhmXAb34R+pDr8XZoNb8b0wViV6psd/kRBqXwr4Il5QKbcwKmtwLdNgfMH4E84059807kjDXUHl+r3i9XWZyjL6EsiSr/C1YB+K4EVHwCrPwO2TwMOrwQe+T+gTFOzS0cUb0R+M/sGjA79Gjlt14HQzEDrMUCVbmoQC7O0EPlBdhpJm9niA/18Ts7vTm4BJjQAWsl3uas+II3IqAxhc54FIv/W7zd8A2g0mMcYUaDJnEdvWJvdT88kIxllDi4HWo7iBAFKmdtXgBm9VZuTW7NhlLMrvnK1YYcNUTC3kfVdBvzYFTizQ5+p2X4cUKmD2SUjiymMcxgX9gnutR/GLS0ML8S8iKXu+80uFhGZrWgNfZKlLG0pGcmk41+yDRavB3/ATn/y7uz+bT8Bvw8Coq4AjnCgyTtArWf1BmMDG6HZUUT+6G7H7d2O83iPy+zLpkP11P7SQH7hADC1I3BfD6D5CDaYkekyIApDQqbg8RB9ANg2d0lUeWYmB4AR+Vmcio09FR8BCt+PtR91QK3of4A5z2DOrO/xdsyT2DFKZkYQpeMaYuuPwO9vANHX9AFibT7WB5UQUWAKzQh0+g5YMRL4cwyw7UfgyCq9k8ZPGtfInHOUirYj+DT0C5Sxn8BNLRyvxDyHxe4aZhePiMyWvQjw5EJ9SbJ9C/VUzad36ANIQ8LNLh1Z4Xpj+3T8Hj4I2Wy3cEHLij7Rr2OrVtrskhGRhdrB8uANfBv2P1S5dQjuSW3wlas1PnZ2QjRCvbOcs0HY6U/eIamTFr8FHFun3y98P9BuPJC3bIr+OzvxKVCl5thO0/egaE3g6b/0tOlrxwFbfgD2/g40HgxU6wU4WO2TCU7vxK9hQ1DWfkLdHe98GB85O2E/O/yJ/Fv2wngs+i086/gVr4bMRDvHalSz7QeORejxiCi1bpwH5r0M7PlNv1/0AaD9eCBXSbNLRkTeZrcDDw4BSjUBfnkauBwJTG4D1HlR385OGoojFE48HzIHzzvmItTmwmktJ/pEv4ZdWgmzi0ZEVhGeRV9Wdsk7wJrPgVVjgb0LgXZf6tkAKDjdvAj89iqwew6y2YDN7tJ4OeZ5HNPym10yIrKY88iObtFD8G7I9+gSsgLPhPyGBvYdapDpPq0orIq9P2R8Gs6lQ4Gds/T7IRmBhgOBOi8Z2tnIQQFE8b8H8UaUhWXSUy+XbwPMe0mf9T9/ALDuK6DZcD3lP1Pjkq9Sba78EFg3AWXtMTir5cCrMc/ib3dls0tGRAZxw44vXO2wxl1RzbQrZj8HTGwOVHtC76SRtM1EKbFvETD3BeDGWcAeCjR+E6j7cqozhBGRn4uoDTz7N7BwsD6AWZYvO7AUePQroEAls0tHVnBqO+aGvY2K9kh193dXDZVpSBpmiYjiKv7mQgB10MIeguGhE5Hn3D9wftUEIQ1e1ZeO4oCyoGo/rW/fjjGh45HfdhkxmgOfODtgvOthuMDrDSJK3E1kwBvOfljqvg8fhH6jzj/nhb2FD51dMNHVEhrssBp2+pNxHTt/fQSsHQ+4ovS106o+pjf2ZitkdumIglPxusBza4GNk4AVHwDn9wI/dgJKNtI7/wuw45UMWuM7IbdLb6Rd+j5w87zatNh1PwbF9MVFZPNWUYnIRJu1smgV/QGGhk7Go45VwKZJwM7ZQKNBQM2+gCN++jMKXgnjSh5cwcY6a4DN3+sb8pbXO/cKVkl+iQkiCghJDeg/MupzoFwr4NcXgbO7gK8bAw0GArWf1wc5U5AcB3HqfGc08NcY1fZU0e7ERS0L3onpjd/ctfQ2KCIKWnebHLbQXRProspjWOhkPOxYq7dh71nAWf9BtNzkoJCf0Ctksbp/0F0Qr8Q8jx0as4kRUcrI8lGbo8pidOhXaOLYgrdDp6KJfQtei3kGVsNOf0qfmFvA5h+AlaOAmxf0bSUaAM1GAAXvNbt0REEjyY5Z6WR5oB9wb2e9gWTdBODQCmB8feC+7nrDWc4IcwpNgemIzMx6Q18vT+QuozJP9Ps22uySEZGXXUMm9I95Do/2efO/emDRYH0AQPOReqYZon9lxG085ViAp0N+Azbf1jfWeh5o8g4QmsHs4hGRFZRvBRSpoWcv27sAWD4c2DgRePAtoEo3ZgIJouvce2yHMSZ0AirYj6r7C1w18XZMb1zg7H4iSqFLyIYXY17CfFctjM85FTj3D/DNQ3pmKclSG5rR7CKS4QM/NDS1b8L8sJ9Qyn5KbZnkbI7Rzq64DWZ5IKLUkaxSfWJeQzf3MrwdMgV1HLux0D4I77+1DlNcTRGFMEtMWmCnP6XNjQvAhm+A9V/FzuJUHTvN3gfKtmDqcCKryZhDn91f4yngj/eAXb8AW6YAW38C7mmnL8FRqKrZpSQ/kOSsS1ne5Y939WMLwFUtk0qV9v2JpnCyw58oYKRoiSXJNNNv5X8ZP87vA6Z2BMo00weG5i3ri6KSD6VmRr4DLnR2rMCrIbOQz3ZZbdvmLonhMY9jw4rywIqlqX4vIgpgWfLqazLvmAksHQZcOQrMfR5Y8wXw0FAuXRbgStlO4JWQWWhtXwe7TcMFLaua3T/f/QBn9xNRmsisfzz3EvD76/rytKs+Brb9BDR4DbivJxByZ6cN+Z/qtj0YFDoN1e371P0zWg68HvM0/nRXMbtoROTXbPjJ1QSr3fdgbOiXqGY/oGb99w5ZhI9jOmKOu55aBjMl7RfeGhDATn9Kel3wxFw8rF9cS2eh85a+LXsxoO5LwP29UPwtSZOzINH/mvC105QymojSJ2dxoNNkPLq5imo8aeDYoV/kyE2ydNR5GSjdhA1nlGL32I5gztst0ca+FiE2N1yaDdNcD+IjZyevpfJnhw+Rtf33Hc2LbPgA2xtvA9aNB/YvBvYvAcq31gebFZMGewoamgbs/R2Lwt5AaftJtemoOy8+dHZVnTdWXAuPiMxz5/leJoRjGB53LMGLIXOQ4+xutXTZaldF1HnmC6ZnDjBFbWfwcsgvaG//Cw6bprbNddXBsJgenN1PROmXOTfQcSJQsR2wcDBw9TgwfwCw6lN91r9kk3Gw28QflbUdw+sh09HUsVndv6WF4VtXS0xwPqwy0xERGSFSK4CO0e+hg+NP9A+ZiSK28/g4bDz6ueerbCLL3TK50pz+FUavIJTqzhJpoDu2Hlj7JfDPr4Dm1rcXrKI32MoJEk+EiPzse18WPWMGo6LzCPqGzEf7kLXA4T/1W76KQO0XgHvac71MSoKGRvZt6OuYj7qOXbFb/3JVwkhnd/yjcckIItJdRWag+Qg1OBRL3tHTM+/5Tb8VqakPHJU1m+0ODggNMJ6/Zxhi0Mq+Dr1CFqGq/SBK26HWYf7M+Simuh5CDC9JiSiFJGXmt67WmOFqiOdCfkVvxyKVVhNfN9YzDtbsC5R8ELDb07d2PJmmIC7gxZBf0MmxEqE2l9q2xHU/PnZ25DUGERnmv1jgQBhGoKtjGV4ImYt8kk3m1xdwaM5wlbnwN3ft2BmbjBPWVhjn8HLIbNUBJ4PFnJod012N8anzUZxFTrOLR0QByA07Zrga4VdXHTzhWITnQ+aivP0YJoX9D+vc5TE6pis2a77PdMkWFkryAlhGVv/V/BywfRpw8dB/TyrdFKjzoj4r2MDZwJy5SeR7u7XieDXmebQfMEGfhblpMiCzZuY+B/w+EKjYFri3C1C8fmzjGTtlAtfd6mHpuHnEsVp19pezH1fb5ELqN3ctfO1sjV1aCR+VlIj8Tp4yQLefgLN7gDWfA9unA8fXA9MfB3KVBGo/j4zIiVvIkKpzQ8Yga3fcPBayFN0cy5DHdlVtu62Fqpk2452PcKYNEaXZVWTBKOdj+MHZFP1DZ6C9/W/Y9y0E9i3EIXcB/OBqipmuhqxn/IWmoYrtALo4lqOD4y+E25xq80rXvaqzf5tW2uwSElEAi0Yovnc1x8+uRnjc8QeeDfkVJe2n8VnYF3jBPQffu5qpDp2kcDCZidxu4NAyYMNE/Bm+IDYzzHxXTXzk7IxDWiGzS0hEQTIw+SvXw5jmaoznQuahl2MhHrDvwezw97DVXVJNdpjnqo3bCPdJeWyaJtO4yUxXr15F9uzZceXKFWTLZnwq5NR0pmfDdbR2rEN7xyrUtO/974HQzGrWb7N1lbFPK5rilP1EZI60fjez4Qa2tzmhd/5fOhLngSLAvZ2Ae7ui+McHU/xe3rrI8Xa96U+M3BeJHSd2uFHLvhuP2FejlWM9stluqu3XtQzqZGaisyVOIk+63peIAluiseDaGWD9BGDDt8BtfV33G1o4Frlr4FdXbaxyV4YzBeOT0xJnGEOM3xf/xQ8Ntez/oKdjMZrZN6plX8QpLRemOB9Ss23OMy0zERmshO0UejiWoKNjJbLZbsXGlF9c9VRnTdw2jPTGE8YQA/fFzYvA9p+Bzd8DZ//LHrbWXQFjYjpho1be2AITEaVAJtxWHTZPh/yG7P+2f8jA1QxVOgDVegIRdeJNgktNpz9jiEH74sZ5fenhTZPitV1K9knp7N/KwWJEZKICuKCWVZY+Vs9g1itaJsxyNcBUVxMc1Aqn6bokpfUmZ/oTitjOqjTNjexbUd++E+G2GLVd1mV2lGqkr2NUoQ0Qlhn71sY/kWEnP5E1pfW7qdIw13sVqPsKcGwdsG0asGu2vr7ZqrHqNj8sAsvc92G5qypPpC0sfTNkNdxrO4S2jtVo41iD/Da9Q06c1HLhO2dz/OR6UD9eiIjSXB/dj0y4R6XwfdLxOyLsZ/GoY5W6Sfr3+a5aav3eTVpZrvfuZZXeXQR7eKa0xQ23C9Vte9DCsUHdZC07jzWuivjO1QxL3PfDBYfRxSYiUg5rBTHM2RNjnJ1V45oMPJKsVI+HLFW33e4ILHTVwEJ3DezTipi2vib9OyvzyF96R/8/8wBXVGyH2gL3A/jJ+SA2aOX4NyIi09xEBnzpaocfXM1UqviujuUqXbPKhLt9msooI1kBZrnq4xzTxvuOM0qPH9JOuXsu4IrWt4dnB6p2Q5M/S921I42IyBdOIzcGOfvhQ2dX1d7V3fEHitnP4cmQheom7STTXY2wzF1VZTAzGmf6++nItuQ6c+42w1fSM9ew71Ed/Y3tW1HafjLe43vcRTHbVQ9zXXVxBrlS9VmIKPAceb8JsH+RfmK9fzHg1keoictaZuSo1Bwo0wwo/RCQJS9n+vtYUvsi1Z3+UdfQe+inqG/fgcb2LShhPxPv77zA9QB+ddfBenf52DXtiIiMo6GabT8edqxRg43y/psOXhzX8mCZ6z787a6ENe6K8QYccaZ/+nj2RdFXfk5Rp79HKJyobd+FFvYNaOrYhLy2K7GPpXZ2LRGR8RLPOiKks0ayysgggO1aydhBZYnFk8TOp91RN3Hsk86MIXeJp3H3nWSTa2DfjsaOreiQ9R/g5n+Dw5C/MnD/E7h3djavNHoSEaWfLEFyUC1B8ohjDbLYbqutbs2m4ohcp0jHzS6teLyBypzpn7wU7QvJCLN/CbB3AXBgKRB9Lfahbe6SmOLjlNlERGlhgxsN7DvUEjIP2jfHLkUiS+ZKO/sf7vuxxF0Nx7T8yb5OSq9DONM/COTANdxnP4Bq9v24z7Zf/Z7Zpo+m9hxcMoNqhauqOknZqxrnOKqaiP4VmgGo2Fa/3biAV0f8TzXYSMNNDtsNPROA3AD84y6GESFlsNldBpu1Mig+6Ldk6xOucWaeEDjRYfDHqGffibqOnbjPdgCTwlyxj9/UwvGHu5qaZfunuwpieMpARF5lw2atLDY7y2K483HUse9S2Uaa2/WZ4z1DlqAnlqhMVNu1UljlrqQGAZQdFKPW4UzNAFi5UKLUx4zKtsNq4HAN+161Pp1nuRdPqjq5UF3kqo4/3fey4Y2ITGbDWndFdZP2kIccm1U8kcY2Waf5Wfs8PBsyD6e1nFjnroAN7nLAmRJA3vKAnYNb083tRnnbUZVNUq4b77ft+2/gxU3gqpZJLeUjS4XtjCwBRLL9iYiszIZtWmlsc5bGcGcPtHasVbP/77fvR1XbQVS1H0R/zMRZLQdWuKpgubsq/nbfk+TAMUqGy6mWe3n/8wlo6tiM6ra98QbuyT5e4rpfxY8dWklTi0pElFIyIGylu4q6FcQFdA1Zjhb29SozWR3HbnV7Bz+oydjSFi/LXcrAplvIgLQIypn+GzZswLvvvovVq1cjJiYGlStXRv/+/dG5c+cUv0ZUVBRGjx6NH374AceOHUOuXLnQpk0bDB8+HPny5Uv3yLaEJwYpXZ87G65j+7PF9PXQjm8Ejq0HLsZff1vEPxGpxBTNRJRqDrjUaGdpyJEGncr2/9bR8rikZcEWd2k1CEBGPe/XiuCEljvJNM3JDQKIW+8ZOcPGrJgwdepUfPrpp9i1axfCwsJQt25dDBs2DNWqVTN8lqYdbpS0nVQdNpXth3GP/Qgq2Q7HGwAmIt351ImFdKbJiYiktSMiMlM4olUGknrqtvOODFWSDni3FoEd7hLYqZXADndJLBzeF3CEJNvpb9YsTatehySMIblxBRXsR1Hdvhc1bHvV4OGMtn9TaP7rnJZddfIvdNdU6y87OTiMiCwuM26pjIctHOtV1kPPbM1YGXMCxWrrt6I1UenLY7iO+OfXjCGJtGWdOIBsV/cCJzYCJzYBJ7YAUf9lgBH73IVV+9Ny933Y6C7LmEFEfi8fLqGRYysetG9V1yoJY8pBd0G1JOZWdylsdZfGHq0YoqKiTYkhVosf8WLIxpnIdnmX3odxYjMQcyPe82RykcyA/cN1P3ZoJbjsGxEFjGK2M3jIvhkP2Tehpn1PvEFOMlH7H62YPrHy38mVkbez4NgnXe4aQ4Ku03/58uVo3rw5MmTIgK5duyJr1qyYNWsWIiMjMWbMGAwYMOCur+F2u9GqVSssWrQItWrVQsOGDbF//3788ssvKFGiBNauXYu8efMa2umfMB1EXlxBUdtZ1fBZ1nYcZWzHUc5+LN66ywlPNOTg2KLpB8lerQiDJBEZKi8uo5p9n+oYkNu9tsMIt8Xc8TxJ+7tfK4z97iJqTU0ZCBCp5ccJLc8dszWTYlRjm1kxYcSIERgyZAgiIiLQoUMHXLt2DdOmTUN0dDSWLl2qBgCkpcMmNDwchW3nUdJ2CsVtp1HCdgoV7ZGoaIu8o4PfMyhDRqBLR7/8vFsaISIis8moaMlOUte+Uw0CiJtWPu5AgH+0COxyR6h1ng9rBdTPY1pe1clgVoeNla9DXhzwIqpkOItytqPqmiLu8goeF7Us2Ogup9LPyaxYmV3D5V6IyJ8Hlck1S02bZDDZg2r2A8iUyPmyLDEjs24kI+JedzHsvJ0Hy8f2ZwyJ25Y1KCuyhcefrX9LC1NL8ugd/VVxXEt9hxARkb+QpXRlsOyD9i1qUFkp+6k7nhOlhWLt7aJo9OFWn8YQK8aPZGNIeHasvBmhYofMeGX8IKJgkA3X1eBkyVAm8aSQ7eIdzzl0OytKjT7BTv+4nE4nypcvj+PHj6tgVLVqVbVddlLNmjVx5MgR7Nu3T3XCJGfSpEl48skn0a1bNzVT02bTA9P48ePx7LPPol+/fpgwYULaOv2zZFbr1TQfMVM1YubBFRSyXUAR27nYm3TohNv+W1M7IZlFK51p27SSaoatjCa8jKwpLg8RkRFkvd8Ktkh9aRH7AZSzHVOzzcNs/6WQT0hSbB7X8qrGNfkpAwEkM8l5LTvOyU9kVwMDjOiwMSsmyIVRxYoVUbJkSaxfv17V/2Lr1q3q4km279y5E/YUphb1xJAtA0ujYoYLSe5fSde/S4vATneJ2BmxMviCA8CIyH9papBTpX+zmKhMJrYjyGq7leizZaS0xBbpsHn4f2t82thm+euQBI1tskZppJYP27RSWO+ugPXucjioFWLMIKKAXsZEYohnCZNK9sMomEhj29UoDdlHXWMMiRNDLr2RDWfDCqu2J5nVus1dSk004Wx+IgpWuXAV99oP4j77QVS1HUAV+0G1PKavY4hV40fcGLJ5YBnsDy2vlh6WiYoHeM1BRASZ8OKZWHm/fR8q2o7gdrQzRTEkqDr9Fy9erEa29e7dGxMnToz32HfffYdevXph6NCheOedd5J9nTp16mDNmjUqMMYNirIrS5cujTNnzuDcuXPImDFj6hrb3i+JbK5LgJZ0h1jcRstTWm41c0lmyqrZsm6ZMVv4jvRzRERWakyLsJ1RGUpUlhL7cZS2nVSZSxKbiZ4YWTdYRrZV+3B/ui6UzIoJb775Jj744AP1Hj179oz3WlKWyZMnY+XKlWjQoEGaOmxkhusRrUDsba+7iEqBdkgrxBmZRBTwJCNWcdsZtZxJOfvRf7OenFE/PTM4zeiwsfp1yMLXa+B4WEnsUTNZi6prirSuH0dEFCiy47oauCwZUMr/+7NAdCSKjj7HGBInhpR/ZTJuhedJ46cjIgoGmroeqRC9G+M/HuuzGGLV+JHSpSqJiOi/LGXlov/BvLFv3TWGBNWw2xUrVqifzZo1u+MxCYBCOlqSc/v2baxbtw7lypW7YxScjHJr2rSpGtm2ceNG1K9fP3UFvHEO+HeGzQUtq5rVKmtlnkVOlY5UZiYdc+dTM2BPIxdccKTu9YmITCazPQ5qhdXtdzwAxI5x0pAT11DEdj42q0lR2zkUsp3Xs57YrqjlA2QWe3bbTZSyx1/jy59iwt3eN7Wd/h59ogfghFYcp5CLo6KJKGhJ/aen9C8IuOvEeyQ/LqGE/TQKxkQC+MKn5bL6dUjfmNdht7OxjYgorivIgvVaBax3VYjd5o6S65AuPi2H1WPIDWTi1QcRUbJsOKIVxCG3ZHoc67N3tXr8ICKilIlCGLZqZVL03KDq9JeUyqJMmTt3ToECBZAlS5bY5yTl4MGDah2bxF4j7mvL6yQV6KKiotTNQ0ZmiHZXB+JKmDRHZklBGrSUzYglIvIXFxCCCyiAbSiQxDM0ZMUN5LFdRfboswBGqlHF/hYT5Hd5bXmP5J6flKRiyJpbxWF3S4fN7WTLTEQUrE4hA06hONxR+rqQvkx4ZvXrEFk2h4iI7s4dpS8hwxjCGEJElFqe+tJXMcQq8UMwhhAR+SaGBFWnvyeYeNZPTkhSIniek57XiPu8xEhaZ0mdk9DyL99O9r2JiCi+a9euJVkfWzUmyO/58uVL8fNTGkNOjOuVbFmJiMi4GBJo1yGMIUREqcMY8h/GECIia8YQq8QPwRhCROSbGBJUnf5WMXjwYPTv3z/2voyWu3jxInLnzq3S4liJrK9TtGhRHDt2zGfr1VkJPz8/fzB/fivvAxnRJgGuUKFCCDb+FEOsfhwlxHIai+U0FstpHMYQc2OIPxwjiWG5fYvl9i2WO+UYQ/zjOsRfj2mj8PPz8/PzW/PzM4ZYJ4ZY+ThJCsvsGyyz9/lbea1S5pTGkKDq9PeMfkhq5Jn84XLmzJnu14j7vMSEh4erW1w5cuSAlcmB7C9fQG/g5+fnD+bPb9V9kN5R0WbFBPk92GKIlY+jxLCcxmI5jcVyGsNXszMTvh+vQ/znGEkKy+1bLLdvsdwpwxjiP9ch/npMG4Wfn5+fn996n9+XMcQq8cPKMcSqx0lyWGbfYJm9z9/Ka4UypySG2BFEklsr+fTp07h+/XqS69N4lCxZEna7Pcn1bpJbK4eIiKzDrJggv8try3uk5PlEROT/eB1CRERpxRhCRERpwfhBRBR8gqrTv2HDhurn4sWL73hs0aJF8Z6TlIwZM6JmzZrYu3cvIiMj70ivsGTJEmTOnBnVq1c3tOxERBQYMcGI9yUiIv/C6xAiIkorxhAiIkoLxg8iouATVJ3+TZo0UaPTfvzxR2zdujV2u6SnGTlyJMLCwtCzZ8/Y7adOncKePXvuSF/Tr1+/2LVoJLh5TJgwAYcOHUL37t1VQAwEknbn3XffvSP9TrDg5+fnD+bPH+j7wKyY0Lt3b4SEhGDEiBHxXkvK8NNPP6FChQqoV68eAom/HEcsp7FYTmOxnP6N1yH+f4yw3L7FcvsWy21tjCGpFyzHRlL4+fn5+fmD9/PHxfgRWMcJy+wbLLP3+Vt5/a3MNi1uTR0Eli9fjubNmyNDhgzo2rUrsmbNilmzZqmRamPGjMGAAQNin9urVy989913mDRpkvrdw+12o1WrVmpEXK1atdSIuAMHDmD27NkoXrw41q1bh7x585r0CYmIyOoxQTr8hwwZgoiICHTo0AHXrl3DtGnTEB0djaVLl6Ju3bo+3Q9EROR9vA4hIqK0YgwhIqK0YPwgIgouQTXTXzRu3BirVq1SHSrTp0/HuHHjkD9/ftXZEjfIJUfWsZk7dy7ee+89nDt3DmPHjsXff/+NPn36YM2aNQxyRER+wqyY8NZbb2HKlCnqMXnPn3/+GfXr18fq1avZ4U9EFKB4HUJERGnFGEJERGnB+EFEFFyCbqY/ERERERERERERERERERFRoAi6mf5ERERERERERERERERERESBgp3+REREREREREREREREREREfoqd/qRs3boVb775Jpo3b67W4bHZbGjUqFGaX2/Dhg1o1aoVcuTIgcyZM6NWrVpqzWoru3r1Kvr374+IiAiEh4ejePHieP3113H9+vVUvY7su6RuvXr1gtmM+NtERUVh2LBhKFOmDDJkyIBChQqhX79+OHv2LKwuvZ9/8uTJyf6NV6xYAauSNeSffvppVK9eXR3jUl75PKnldrvxf//3f6hcuTIyZsyo6oxu3brh0KFDXik3BW6dKevBJfd9kpusEReX1KPJPd8b5Uxr3Z6a9zainPv378fIkSPRoEEDVS+HhYWhaNGi6NmzJ/bs2ZPo/7nb/vR1rJg6dSpq1qyp3jNnzpxo06YNNm/e7JU6XVa4+v333/Hss8/i3nvvRfbs2ZEpUyZUqVJF7cfbt28bdiyYFXtS+77pLacct3f7Tv/1119+dd5E6WNUHew5/5g4cSLq1aunjlH5vpYtWxa9e/fGtWvXLFvuuKS+8Rzfp0+fhtHMiiWBfh1iRqwxu9yJuXTpEgoXLqyO3xYtWsDq5ZZj4tVXX409VnLnzo3atWurtYwpsPhrnR0sdb9R/DWGBHssCvaYRoFTT545cwYvvPACHnjgAeTPn1+9TpEiRdCkSRPMnj1bfc+CvW43Kh5Lm7Nc40l9FRISYkh7u7/FkPSW9+DBg6rN9ZFHHomt6+Tv4U3+GKc2pHM/S5m7du2K8uXLx7ZRyO/Slr1v3z6YxaYZXSORX5JKYOjQoaryl8aznTt3omHDhmmqUJcvX64GD0jlJwd91qxZMWvWLERGRmLMmDEYMGAArObGjRuqAVEGPzRr1gz33XcftmzZgsWLF6NGjRr4888/1edJCalEJbgl1lBdtWpVtGvXDmYx4m8jDa5SGS5atEhVhHKcyEnEL7/8ghIlSmDt2rWqE9iKjPj80vEiJx5t27ZVf8+E5O/u7SCaVlIu+ax58uRRgUx+nzRpUqo7Vfr27YtvvvkG99xzD1q3bo2TJ0+qgJglSxb195eTHwpsRtWZEmOSijNyjJ04cQLTp09H586dY7fL8frdd9/h5ZdfVidUicUzo8uZlro9Ne9tVDmlXpP9ValSJfV62bJlw44dO9RJqAzQWbhwobrYiyux/Xn48GE1SEgurp544gmfxYoRI0ZgyJAhaj936NBBdeJNmzYN0dHRWLp0KerWrWtonS4XDbJf5GJUBjrKQCbZJmWWssq+l+NTTtrTcyyYFXtS+75GlPOTTz7B5cuX79h+/vx5fPHFF2ogh8SMuMezlc+bKH2MrIOlgaVjx4747bffVCNA48aN1Xf36NGjWLZsGTZt2qQa3axW7riWLFmiXk/OweQ9Tp06hQIFChhSZrNjSSBfh5gVa8wud2K6d++OuXPnqmNNXluOBaMZVW7P90A6deR6pUKFCqrB+Z9//lFtHgsWLDC87GQOf62zg6XuN4q/xpBgj0XBHtMosOrJjRs34sEHH1T1R8mSJZErVy7V2Ttv3jz186mnnsLXX38dtHW70e1vomDBgqozWAbeST2Q1gmq/hZDjGxDcjgc6jx49+7dasDHkSNHDCljIMSp5Qbs5xdffFHVATIYSAaBhIaGqusN+Y5Jm6pcc0i94XPS6U+0c+dObdOmTVp0dLR26tQpGQiiNWzYMNWvExMTo5UqVUoLDw/XtmzZErv98uXLWtmyZbWwsDDtyJEjmtW888476jO/8cYb8bbLfdk+cuTIFL9WWvedtxn1t5k4caL6jN26ddPcbnfs9nHjxqnt/fr106zIqM8/adIk9Tnlp79ZsmRJ7Gf84IMP0vQ5li1bpv5fgwYNtKioqNjtCxYsUNubNWtmeLlJC+g6MzGnT5/WQkJCtNy5c8c7zsQTTzyh3uPw4cOWrttT895GlVO+z5s3b75j+08//aRep2LFinc8lnB/mhUr9u3bp/7m8h7yXh5SBilLhQoVNJfLFbvdiHLKOc/w4cO1ixcv3rH94YcfVuX88MMP03UsmBV7Uvu+3j5/GzNmjCr/iy++6DfnTZR+RtbBr7zyivo/o0aNuuMxqRvi1g9WjHHyXSpSpIjWsWNHdbzL68g1l5HMjCWBeh1iZqwxu9wJzZw5U5X1888/Vz+bN29uaJmNLPeVK1e0YsWKaXnz5tW2bduW6PtQ4PDXOjsY6n6j+GsMCfZYFOwxjQKvnpTvi9PpvGP71atXVXuFvJb0rwRr3W5kPP7tt99i4+7TTz+t/v/y5cuDIoYYVd6DBw9qa9as0W7evKnuy+tFREQYUsZAiFMxBu3nW7duJbr9jz/+UGWuXr26ZgZ2+tMd0tPpv2jRIvV/e/fufcdjkydPVo8NHTpUsxKpqAsVKqRlyZJFu379erzH5L5sL1myZIpfz6qN10b9bWrXrq2em7Dik/0o+ylz5syxASUQP78/d/rHldZOfzm5kf+3cuXKOx5r1KiReiwyMtLAkpLVGF1nJmb06NHqWJJOnoRS2ulvZt2emvf2xf4UctIqn+HcuXPJ7k+zYsXgwYPV87/77rs7XqtXr1531DvePt9YvXq1eo3WrVun61gwK/ak9n29vT89jSBbt271m/MmSh8j67bjx4+rQUH169fXvM1bdbLUtTKQ7cyZM17pQDI7lgTqdYiZscZK5T579qzqQO/Ro4c6X/BWB4lR5fZc53z77beGl5GsxV/r7GCp+43irzEk2GNRsMc0Cq568tVXX1XH0pw5c4KybvdmmdPb6e9vMcRbdb43O/39MU4t8kEfZs6cObUcOXJoZrD7PrcABTJPmmZJ45KQpMsQK1euhJVIihBJNStpgyV1W1xyX7bLWuXHjh1L8WtKatuvvvpKrTkyfvx4lTonEP42klZl3bp1KFeunErFmzD1TtOmTVU6H0l5FOjHpqQo+uijjzB69GiVKunChQsIBrIfPd8Lf/mOk/XrzIS+/fZb9VPSoyVFUjx/8MEH+Pjjj1XaJEkBb5W6PTXv7Yv9KSTFlJD0Usntzw8//FDdTyz9lDdjRWrraG+fb9xtf6X0WDAr9lhpf65evVqlN6tevbpaj81fzpsofYys22bOnAmn04lOnTqpZT+mTp2q6quJEyeqZWCsWm4PSfcny6jI2pT58uWDN1gllgTadYjZscYq5X7mmWdUatBPP/0U3mRUuSU+yjEhSwXt3btXfffk/ObXX3+943yR/Ju/1tnBUvcbxV9jSLDHomCPaRQ89aTUL7LcmNQlsgyqP5TZ6O++r8ocDDHEH/vW/DFOrfBymdesWaOWGZOlNcxgzYhOfksqeZHYmt6y/pms+e15jj+U2bPds36IrH2SEtu2bcPTTz8db1uLFi3UxaNZF45G/G0OHjyo1rBJbl953qt+/foI5GPzs88+i3df1p1599138cYbbyBQedYylIAlF0nJ/f0pcHmjzozrr7/+wr59+9QaWcldMMm6SXHJWl+TJk2KPTkzs25PzXvfunXL8HImtH79euzatUutgZUjR44U7c9XX31VrUfm2Z/ejhXyu7x2YmulJla3ePt8QzoTk7oAMOpY8GbsSe37enN/pmQQjxXPmyh9jKyDN23aFDs4RBpa5FzEQ9bmHjVqlKqzrFZuIQNz+vbti3bt2qFbt27w19ic0lgSaNchZscaK5R7ypQpmD17NubMmYOcOXPiypUr8BYjyi2d+jJwTM5hpNNWYqQcNx6yBq98FlknlPyfv9bZwVL3G8VfY4hR/DUWBXtMo8CtJ8+ePYsvv/xS1Snyu6zZLZ3Zcs5RunRpS5bZ23W7L8ocLDEk0PrWrBqn9htc5sWLF6sJL1FRUer/ycSqPHnyYOzYsTADZ/qToTwnTNmzZ0/08WzZslnupColZY77vLsZMGCA+pKfP38eV69eVb+3bNkSCxcuRJs2beByueCvfxuj95U/HpslSpRQDUjSKXnz5k0cP34c33//PXLlyoVBgwapxwKVP//9yX+Og7t1EDZo0AA///wzjh49qjrM5WRq2LBhqjPokUceiR1Za2bdnpr39vb+lP/3xBNPwG63x87iT25/erJ4yGzauPvT27FCfk/t8+/2HmndZ5I5YsKECahQoQL69Onj9WPBG7Ente/rrf15/fp1dXxlypQpycZzq543UfoYWbdJY5oYOnSoyhYhDVRyrHgupPv376++t1Yrt3juuedUJ+S4cePgTWbHkkC9DjEz1lih3DJj66WXXlL1d9u2beFtRpT74sWLKm5I562cH8rxeubMGRU33377bRw+fBgPP/ywmrFF/s9f6+xgqfuN4q8xJNhjUbDHNLIGb3z35dpErkvef/999f05ffo0/ve//6lOf6uW2dt1u5XrWH+LIYHat2a1OHXF4DJLp7/UCzIhYdasWWpwi7RpScZLM3CmfwCRRlMZTZJSL7/8cpIjlPyRVT7/mDFj4t2vXbu2apSUVMmSFmTu3Ll49NFHDX9f8o2GDRuqm0fhwoXRo0cPVKtWTVXk7733Hp599lnLpkYjslqdGZd04syYMUONqOzSpUuy5UyYZknqWkmpNnDgQPXT13V7+/btUaxYMfWYdMwKOcGTwQgJrV27Fr4gnfhSrj179mDEiBFo1KjRHc958skn492XzlkhF6xvvvmmajCXdLjBYsOGDerYkxN/ORbDw8MtEef9NfZIimXp+JdGBc+FcEI8b7I2K8QKzyxdyfogF9Ceeqp169b45ptv0KpVK7XshQwWsVK55fiXQS8yQCexLCaJsUK50xJLyPhYYwUyAFPSaSbMMmNlnvpCOv5feOEF9Z3ykHMaSfcv30tZNuTxxx83saRktbovLXV2IH3+hFj3Bz5/iUXBHNPImvWkZD/VNE2da8gM/59++glvvfWWGrwuccRzTW6lMqe0brdimSl4+VOcGjNmjLpJ+9fu3bvVdYdMqpIsBY899pjPy2OtlkFKFxn1Ium3U6pjx46GV8ye0TFJjYSRDh1JoWSlz5+SMic38iclZPScpImTxuu///7blMZrI/42vthX3uLtY1PSkNerVw9//PGHWrs4EFNG+vPfn/yjzpw2bZqaxSyjN6XjPy3l9MxM93XdLh38MTExd6Sk9qSlToy8t6Sm9kY5ZQabzGBYvnw5Bg8erDrwU8LzPk2aNEGGDBlUzPJFrJDfU/t8o+t0OXYkXZj8XSX1XGrW40sqzpsVe1L7vt4qZ0pS+1v1vImsEys8z3nooYdiO/w9ZAkSufhPmJXE7HLLbOPnn39eDUyQATopZXa5jYolgXIdYrVY48tyy/IqMrNGGtgko4YvGHmcCMlYlJBskwZ5+Tuw0986/LXODpTP76263yj+GkOCPRYFe0yjwK4nhSx7Wrx4cVVPSke/TED5+uuv1WB8f63brVbmYIwhZvatBVOcyu6l/Sxt2TVr1lTLyMgEnX79+qFp06Zq6TFfYnr/ACIjSWSkWUpv3hipm9ya3pLuRsrorRFgaf38d1uH/G7r0qSU58QyNcHTan8bWQNRKltv7ytv8MWxafbf2NsyZ86s1k2XtJiJpVu28t+f/KPOlBmbCTsIU1NOmZUjKTm9Xc7EvvcyY95TDplF5umMSqycst3z3t4op4zelkbtJUuWqAvPkSNHpvj/et7n0KFDam23uPWZN2OF/C6vLe+R0ufHfSy9dbpcUMiJuMwQlAsKWdvOiBhgVuxJ7ft6o5wyunnNmjUoX768GpiQWoEeU/2FFWJFuXLl1M/E1puUuiZr1qyq3rNSuWXJFEkvPn/+fNhstng3T6YaOaeS+1u3brVMuY2KJYFyHWLFWOOrcm/ZskX97NSpU7zjV5abEVJ+uV+1alVLlVuuVyQbTlJ1hmdbwjqDzOWvdXagfH5v1f1G8dcYEuyxKNhjGgVuPZkYz1rjK1as8Ou63UplDtYYYmbfWjDFqTJe3s8yEKhx48aqPSvhBAVfYKc/GcqTelbWsUhIvqRxn2MV8gUuVKiQmkmWsGFZ7st2ORGUtTjSY926deqnjAL0179NxowZ1Wgl6dCKjIyM95gEezl5kIYWs9YrMfPYlE5wTyUeERGBQCX7yPO9SGo/yhrhFLi8VWfu2LFDpW6S0Zu1atVKdbmksU5OzDx1rJl1e2re2+hyysWcjN6W+vi1117D6NGjU/V5PPXg7Nmz4+1Pb8eK1NbRRtbpngsKqcclY8MDDzwAo44Fs2KPmfsz4Sz/tK67ZvZ5E6WPkXWbLPXgGUiS0Llz53D+/HnDjhOjyp07d2517Cd286SNljR/cl+ea5VyGxVLAuU6xIqxxlfllqVWEjt+PcsvFSlSRN03MhOLUfs7uTrDs42xJTD4a51tFKvX/Ubx1xgS7LEo2GMaWYOv2oVOnjypfsoSEsFYt/tqPwdDDPHHvjV/jFMNfbCfjawXUk0jSuDUqVOaHBoNGzZM8jnR0dHaP//8ox04cCDe9piYGK1kyZJaeHi4tmXLltjtly9f1sqWLauFhYVphw8f1qzmnXfeUZ/5jTfeiLdd7sv2kSNHxtt+48YN9fkjIyPjbd++fbvaNwn9/fffWqZMmbTQ0NA79pmvpPZvc/LkSfUZ5fG4Jk6cqPZJt27dNLfbHbt93Lhxanu/fv00KzLq82/cuPGO13Y6ndprr72mPn/jxo01f/DBBx+o8k6aNCnRx8+dO6c+v/yMa9myZer/NWjQQIuKiordvmDBArW9WbNmXi87BU6dGdfLL7+s/u/HH3+cbHw6fvz4HdsvXbqkvnvy/4cOHWqJuj01721UOW/duqU1bdpU/Z/+/ftrd5PY/pS6snjx4prdbo+3P70dK/bu3auFhISo94j7WlJfS71doUIFzeVyeaVOz5Ejh5YlSxZt1apVd91nqT0WzIo9qX1fo8rpIfsob968an+cOXMmib1p7fMmSj+j6jY51qUOkP+zePHi2O1Stzz11FNq+5AhQyxX7qTINZa8jtTBRjIrlgTydYhZscYq5U6M/D/Z182bN7dsuSWGSBnvuecedY7oId+5woULq3McOe+gwOCvdXYw1P1G8dcYEuyxKNhjGgVePbl169ZEr10vXLigVa1aVb3W1KlTg7Zu91Y8fvrpp9X/X758eVDEEG/VefJ6ERERhpQxEOJUjEFl3rBhQ6Kvv3DhQtWeJZ/n+vXrmq+x058UOWifeOIJdevcubOqrPLnzx+7TW6JnRglVllIp6Ac1FmzZtX69u2rgoo8T54/ZswYzYrky1elSpXYTstBgwapn3K/Ro0a2s2bN+M9XwJNYgMjZD/lyZNHa9eunfbiiy+qzy4njzabTTUuSCAwU2r+NvJZEusUlk4X+UzyWK1atVTw7tChg/qMJUqU0M6ePatZlRGfX7bde++92uOPP64+u7yOBAPZXqRIEe3gwYOaVX399dex3+dq1aqpMtetWzd2mzzu8e6776rH5WdCngZ2aUgbOHCg1qNHDxUMc+XKxQa0IGFUnekhA0hy586tjqPz588n+b7yOtIxLINO+vTpo963e/fu6v/K6z/44IPqosYKdXtq3tvIcsr2AgUKqO9uYre4J61J7c9s2bKp13E4HNqTTz7ps1gxfPjw2HMLeU+pX6W+lpPwxE7401uny8V5zpw51fYWLVokur/Gjh2b7mPBrNiT2vMxI8rpMXPmTPX4o48+mujj6dmfFJyxYu3atWogiNRZcq0ix0rNmjXV8+WcxsgLaaNjnK86kMyKJYF+HWJGrLFCuc3qIDGq3PL/5LGiRYtqzz33nHqtfPnyJdroTP7NX+vsYKn7jeKvMSTYY1GwxzQKvHpS2p4eeeQR7YUXXtBef/11dV2SOXNm9fxOnTrF6wwOtrrdyHgsE9U8bdWedg/5nnq2/fLLLwEdQ4wor0zii9uvJ+0rcqzG3ZZwol+wxallBrXVVapUSXvsscdUH8nzzz+v1a9fX22X1549e7ZmBnb6U7yKNrlbSjv9xbp169QXVDoOMmbMqBrlpk2bplmZjNR55ZVXVMOAfCmLFSumDRgwQLt69eodz00qMMkXuW3btqqyl4pUXkdeT0aByT6xgpT+bZI7Ub59+7b23nvvaaVKlVKddHLyIB3Bp0+f1qwuvZ9fjgnpKJdBMfL3lb+znNTIDLOLFy9qVub5TEnd4g7uSa7TX050Pv30U9XpL51xctLbpUsXzsYMMkbUmR7Tp09Xj8sFU3KOHj2q6hr5zslxJ50/MmpSOq3Hjx+vZoNaqW5PzXsbUU5Po2Ryt7ijo5Pbn3IBIxc0vo4VU6ZM0apXr67eM3v27FqrVq20TZs2eaVO95zLJHdLeJ6T1mPBrNiT2vMxI84RRMuWLdXjkgUmOf5w3kTWiRU7d+5UDStSX8lrSd0yePBg7dq1a5Yuty87kMyIJcFwHeLrWGOFcpvZQWJUuWW7nFPIgCGJMfXq1TOt4Y28y1/r7GCp+43irzEk2GNRsMc0Cpx68o8//lCTnqQTWjoJpf1Ers/l2tcbfR7+WLcbFY/vVu7E2qoDLYakt7wpqfeNHsznj3FqXTr3swwmlmwakk1MjokMGTKoOkIyP+zevVszi03+8f2iAkRERERERERERERERERERJRe9nS/AhEREREREREREREREREREZmCnf5ERERERERERERERERERER+ip3+REREREREREREREREREREfoqd/kRERERERERERERERERERH6Knf5ERERERERERERERERERER+ip3+REREREREREREREREREREfoqd/kRERERERERERERERERERH6Knf5ERERERERERERERERERER+ip3+REREREREREREREREREREfoqd/kRERERERERERERERERERH6Knf5EFM+KFStgs9nQqFEjs4tCRER+hjGEiIjSijGEiIjSijGEiIjSijGEAgk7/YmIiIiIiIiIiIiIiIiIiPwUO/2JiIiIiIiIiIiIiIiIiIj8FDv9iYLArVu38NFHH6FWrVrIkSMHMmTIgHLlymHgwIG4cOFC7PMkhU3jxo3V7ytXrlRpbTy34sWLxz7v3Llz+Oyzz9CqVSuUKFECGTNmRLZs2VC9enWMHj0at2/fNuVzEhGR8RhDiIgorRhDiIgorRhDiIgorRhDKFjZNE3TzC4EEXnPyZMn0aJFC+zYsQO5cuVCtWrVkDVrVmzevBmRkZEqeMm6NRERERg1apT6fdGiRcifP7/6fx558uTBmDFj1O9TpkxBjx49ULhwYZQuXRoFCxZUgW/dunW4fv06ateujeXLlyM8PNzET05EROnFGEJERGnFGEJERGnFGEJERGnFGEJBTTr9iSgwud1urW7dujKwR+vTp4929erV2MdiYmK0AQMGqMcaN24cu3358uVqW8OGDZN83d27d2tr1qy5Y/vFixe1Zs2aqf//4YcfeuETERGRrzCGEBFRWjGGEBFRWjGGEBFRWjGGULDjTH+iALZw4UK0bNkSVatWxYYNGxASEhLvcbfbjSpVqmDnzp1q5FulSpXUyDZJadOwYUP1e2rt27dPpcqpUaMG1q9fb+CnISIiX2IMISKitGIMISKitGIMISKitGIMoWAX/4gnooAyf/589bNDhw53BDhht9vRoEEDFeRWr16tglxKuVwuFQTl/506dUqtkyNjiDzjiPbu3WvgJyEiIl9jDCEiorRiDCEiorRiDCEiorRiDKFgx05/ogB26NAh9fPtt99Wt+TIGjQptX//frRv3x67du1K8jlXr15NRUmJiMhqGEOIiCitGEOIiCitGEOIiCitGEMo2LHTnyiASboaUa9ePZQqVSrZ595zzz0pft2OHTuqANemTRsMHDgQFStWRLZs2RAaGoro6GiEh4enu+xERGQuxhAiIkorxhAiIkorxhAiIkorxhAKduz0JwpgRYsWVT/btm2L1157zZDX3LNnD7Zv3458+fLhl19+uSNNjox6IyIi/8cYQkREacUYQkREacUYQkREacUYQsHObnYBiMh7WrZsqX7OmDEjdm2ZuwkLC1M/nU5noo9fvHhR/SxUqFCi6+JMmTIlHSUmIiKrYAwhIqK0YgwhIqK0YgwhIqK0YgyhYMdOf6IAJiPaatSogfXr16N3796JrlNz6dIljB8/PjaoFSlSJHaEWkxMzB3PL1u2LBwOB3bs2IEVK1bEe2zevHkYO3as1z4PERH5DmMIERGlFWMIERGlFWMIERGlFWMIBTubltLhLkTkl06ePInWrVtj69atyJw5M6pUqYJixYqptWYOHTqkgpXL5cKtW7eQIUMG9X8kMG7cuBHlypVD9erV1fY8efJg1KhR6vFXXnkFn376Kex2O+rXr69Gue3duxebN2/GkCFDMHz4cPU8Vi9ERP6NMYSIiNKKMYSIiNKKMYSIiNKKMYSCGTv9iYJAVFQUJk+ejOnTp6v1Z65cuYJcuXKp4FS3bl088sgjaNasWezzjx49isGDB2P58uVqNJyMeouIiMCRI0fU41JtTJo0CV9++aUKbjLSrXLlynjhhRfQpUsX2Gy22OcREZF/YwwhIqK0YgwhIqK0YgwhIqK0YgyhYMVOfyIiIiIiIiIiIiIiIiIiIj9lN7sARERERERERERERERERERElDbs9CciIiIiIiIiIiIiIiIiIvJT7PQnIiIiIiIiIiIiIiIiIiLyU+z0JyIiIiIiIiIiIiIiIiIi8lPs9CciIiIiIiIiIiIiIiIiIvJT7PQnIiIiIiIiIiIiIiIiIiLyU+z0JyIiIiIiIiIiIiIiIiIi8lPs9CciIiIiIiIiIiIiIiIiIvJT7PQnIiIiIiIiIiIiIiIiIiLyU+z0JyIiIiIiIiIiIiIiIiIi8lPs9CciIiIiIiIiIiIiIiIiIvJT7PQnIiIiIiIiIiIiIiIiIiKCf/p/td0uV4nPHpcAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# how do eta and xi change with increasing n?\n", "plt.figure(figsize=(25, 10))\n", @@ -648,7 +728,7 @@ " n, bins, patches = plt.hist(xi, bins='auto', density=True, range=(-3*sigma_xi, 3*sigma_xi))\n", " y_axis = max(n)\n", " plt.axis([-3*sigma_xi, 3*sigma_xi, 0, y_axis])\n", - " plt.plot(x,mlab.normpdf(x, 0, sigma_xi), label='N(mu=0,sigma=sqrt(2/N)')\n", + " plt.plot(x, norm.pdf(x, 0, sigma_xi), label='N(mu=0, σ=√(2/N))')\n", " plt.legend()\n", " plt.title('N = '+str(N))\n", " plt.xlabel('xi', fontsize=24)\n", @@ -665,7 +745,7 @@ " n, bins, patches = plt.hist(vals, bins='auto', density=True, range=(-3*sigma_eta, 3*sigma_eta))\n", " y_axis = max(n)\n", " plt.axis([-3*sigma_eta, 3*sigma_eta, 0, y_axis])\n", - " plt.plot(x,mlab.normpdf(x, 0, sigma_eta), label='N(mu=0,sigma=sqrt((N-1)/(N**2))')\n", + " plt.plot(x, norm.pdf(x, 0, sigma_eta), label='N(μ=0, σ=√((N−1)/N²))')\n", " plt.legend()\n", " plt.title('N = '+str(N))\n", " plt.xlabel('eta', fontsize=16)\n", @@ -687,7 +767,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -725,7 +805,7 @@ "# n, bins, patches = plt.hist(xi, bins='auto', density=True, range=(-3*sigma_xi, 3*sigma_xi))\n", "# y_axis = max(n)\n", "# plt.axis([-3*sigma_xi, 3*sigma_xi, 0, y_axis])\n", - "# plt.plot(x,mlab.normpdf(x, 0, sigma_xi))" + "# plt.plot(x, norm.pdf(x, 0, sigma_xi))" ] }, { @@ -737,10 +817,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 17, + "metadata": {}, "outputs": [], "source": [ "#HRR\n", @@ -787,9 +865,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "a = plt.figure(figsize=(20, 10))\n", "x=list(P)\n", @@ -845,11 +934,18 @@ "numerical approximation:\n", "$$n = 3.16(k - 0.25)\\ln\\frac{m}{q^3}$$" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -863,9 +959,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.4" + "version": "3.12.10" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 }