{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to combine lightcurves from different Kepler quarters?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Kepler mission took 17 quarters of continuous observations on the same targets. For applications such as finding long period planets or asteroseismology it is useful to be able to turn these quarters into one long light curve. For a small number of pre-processed lightcurves you can simply append lightcurves together, which returns a `KeplerLightCurve`:\n", "\n", " stitched_lc = lc1.append(lc2)\n", " \n", "For a larger number of lightcurve quarters or sectors, you can use a convenience method `.stitch()` that operates on a `LightCurveCollection` object:\n", "\n", " lc_collection = lk.LightCurveCollection([lc1, lc2])\n", " stitched_lc = lc_collection.stitch()\n", " \n", "\n", "Below is an example of how to stitch together all the quarters for the exoplanet target Kepler-8b." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import lightkurve as lk" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "lcfs = lk.search_lightcurvefile('Kepler-8b', mission='Kepler').download_all()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We downloaded all the quarters in one fell swoop, resulting in a collection of `LightCurveFile` objects" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "LightCurveFileCollection of 18 objects:\n", "\tKIC 6922244 (18 KeplerLightCurveFiles) Quarters: 0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lcfs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each of those `LightCurveFile` objects also has PDCSAP and SAP data products available:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "LightCurveCollection of 18 objects:\n", "\tKIC 6922244 (18 KeplerLightCurves) Quarters: 0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lcfs.PDCSAP_FLUX" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can stitch all the lightcurves in the `LightCurveCollection` using the `stitch()` method:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KeplerLightCurve(ID: 6922244)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stitched_lc = lcfs.PDCSAP_FLUX.stitch()\n", "stitched_lc" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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o11O+3oxyAWDAgAGYPHkyxo4di6FDhyIlJQUejwe1tbX45JNPsHXrVnzzzTcAgNLSUnTt2tVQSiN/v/3tb0N+TTBvvvlmxMskIiIiIiIiIiIikpganD98+DCA9sD85ZdfjoEDB3aovEsvvVR+3Nzc3KGyYt2FCxfkx0lJxj62Ll26yI/Pnz9varnf/va3ceutt8rpipSvvfzyy3H55Zfj+9//PlasWIHdu3cDALZv345bbrkFI0eONFQPIiIiIiIiIiIionhlanC+sbFRfjx48OAOl2ckSJwolKPV29raDL3m4sWL8uNLLrnE1HKTk5ODltOjRw8sWLAA8+bNw/HjxwEAr7/+esjB+WeffRZ9+vQJ6TVEREREREREREREVjI1OK8cpa0MrIfr3Llz8uPu3bt3uLxY1q1bN/mxcj/qUa6nfL0Z5Rp1ySWX4M4778Tq1asBAPv27cPFixdD+n706dOHOeKJiIiIiIiIiIgortiCrxI5qamp8mPlKPpwnTx5Un6ckpLS4fJimfL91dfXG3pNXV2d/FhrJHu0yg3FmDFj5Mfnz59HbW1th8skIiIiIiJrud1uVFRUwO12W10VIiIiophk6sj53r17AwBEUZTzz4ersbERx44dk/+ORJqcWDZkyBD5sdHgtTTZqv/rzSg3FNL3QtLU1NThMomIiIiIyDrFxcUoKCiAx+OB3W5HTk4OsrKyrK4WERERUUwxdeT8iBEjIAgCgPYAbGVlZdhl7dy5E6IoAmhPjXL11VdHpI6xShkEP3LkCDweT9DXHDp0SH48dOhQU8sNhf98AVp57ImIiIiIKPa53W45MA8AHo8HBQUFHEFPRERE5MfU4HxycjKGDRsm/71p0yY5wB6K06dP4/XXX4cgCBAEAWPHjoXNZupbMd2IESPkPOytra2orq7WXf/ixYv48ssv5b+vvfZaU8sNhTLYD4CTuxIRERERxTGXyxUw6Mfj8cDlcllTISIiIqIYZXpE+0c/+pH8+Msvv8Tzzz8f0uvr6urwxz/+EWfPnpUD+53h9sju3bv75GYvLS3VXf+DDz5AS0sLgPZOkVGjRplabih27twpPx46dCh69uzZ4TKJiIiIiMgaTqcTdrvd5zm73Q6n02lNhYiIiIhilOnB+ZtvvhlXXnklgPbc8++88w4WLFiAzz//XPd1ra2t2L59O+bNm4evvvrKZ9R8enq6GVW33IwZM+THO3fuxJEjR1TXa21txaZNm+S/p02bFtA4jma5UvDeiA8//BDvvvuu/PeUKVMMv5aIiIiIiGKPw+FATk6OfK0g5Zx3OBwW14yIiIgotpg6IawkJycHjz/+uDzx5/79+5Gbm4tevXph0KBBPuuuXbsWx48fx4EDB9DW1gZRFCEIAkRRRN++ffGb3/zGircQUTt37sSqVavkv998803V9SZMmICRI0fi888/R1tbG5YsWYInn3zSZwRKY2Mjli9fjq+//hoAkJKSgjvvvFN3+5Eu9/3338f27dvxgx/8AJMmTUKPHj0C1jl37hy2bt2Kv/3tb/IdEA6Hw+fOCiIiIiIiik9ZWVnIyMiAy+WC0+lkYJ6IiIhIhSXB+YEDB+Kpp55CXl4e6urq5GB7XV0d6uvr5fVEUcTbb78tPwbgE5h/6qmnLEmB8vTTT+PMmTM+z9XV1cmPDx48iEcffTTgdYsXL0bfvn07tO3HH38cv/3tb3HmzBnU1tZi3rx5GDVqFAYMGIDGxkbs2bNHnmDVbrdjwYIFSE5ONr3cqqoq/PnPf0ZSUhKGDBmCyy67DMnJyfB4PPjmm29w4MABn4lgk5OT8fTTT6Nbt24d2j9ERERERBQbHA4Hg/JEREREOiwJzgNAWloaVq5cidWrV+Pjjz8G0B54V/6vJAXlRVHE2LFj8dhjj6F3796m1llSU1OD2tpazeWtra346quvAp5va2vr8LYdDgeeeeYZrFixAocPH4bX68XevXsD1uvZsyfmzZvnk0/einLb2trgcrl0J3+69tprMW/ePPTv399QmUQUHW63m6PbiIiIiIiIIoDXV0RkhGXBeQDo3bs3Fi9ejIMHD2Lr1q2orKz0GYGu1KNHD4wZMwY/+MEPMHr0aJNrGluGDh2KFStWYNeuXXj33Xdx9OhR1NfXIzk5GQMGDMANN9yA7373uyHfVRCpcm+55RYMHjwYBw4cwIEDB3Dy5Ek0NTWhsbERoiji0ksvxaBBgzB8+HDcfPPNGDZsWEd2BxFFQHFxMQoKCuDxeOS8sJ1hsm0iIiIiIqJI4/UVERkliFK+mBhx8uRJfPPNN2hqakJbWxtSU1PRq1cvXH755bDZTJ+/lmKU2+3GL3/5SwDAhg0b2AtN1AFutxuZmZnweDzyc3a7HSUlJfxtERERERERhYDXV0SJKVqxSEtHzqsZOHAgBg4caHU1iIg6DZfL5dNwBACPxwOXy8XGIxERERERUQh4fUVEoeBQdCKiTs7pdMJut/s8Z7fb4XQ6rakQERERERFRnOL1FRGFgsF5IqJOzuFwICcnR25ASjkROaqDiIiIiIgoNLy+IqJQmJ7WZtWqVfLjvn374u677w7oUTSisbERGzZsAAAIgoBHH300YnWk+JKbm4ukpOBf5bVr15pQG6L4lJWVhYyMDLhcLjidTjYciYiIiIiIwsTrKyIyyvTgfGlpKQRBkP8+dOgQcnJy0LVr15DKaW1t9SmLwXkioo5xOBxsNBIREREREUUAr6+IyAjLJoQVRREA8Mknn2DRokV46qmnkJycHFY5ymA/dT75+fk84REREREREREREVFcsSznvCAIEAQBoijiwIEDyMnJwZkzZ6yqDhERERERERERERGRaSydELZXr14A2gP1R44cwe9+9zucOHHCyioREREREREREREREUWdJcF5KaXNk08+iauvvlpOTVNbW4sFCxbg4MGDVlSLiIiIiIiIiIiIiMgUlo6cT01NRX5+PsaMGSMH6BsaGrBw4ULs3bvXyqoRERERERF1Km63GxUVFXC73VZXhYiIiKhTsDQ4DwDdunXD4sWLkZGRIQfoW1pa8Ic//AHvv/++1dUjIiIiIiJKeMXFxcjMzMQDDzyAzMxMFBcXW10lIiIiooRneXAeAJKSkvDEE09g+vTpcoD+4sWLWL58ObZv32519YgoRnA0FxEREVHkud1uFBQUwOPxAAA8Hg8KCgrY5iIiIiKKspgIzgPtk8I++OCD+PnPfy4H6L1eL9atW4fXXnvN6uoRkcU4mouIiIgoOlwulxyYl3g8HrhcLmsqRERERNRJxExwXnLPPffg17/+NYD2gL0oiigqKsILL7xgcc2IyCoczUVEREQUPU6nE3a73ec5u90Op9NpTYWIiIiIOomYC84DQGZmJh5//HHY7XY5QL9t2zasWLEiYEQHESU+juYiIiIiih6Hw4GcnBw5QG+325GTkwOHw2FxzYiIiIgSW5LVFdAyefJkpKSkID8/H+fPn4coiti1axeampqQk5NjdfWIyETSaC5lgJ6juYiIiIgiJysrCxkZGXC5XHA6nQzMExEREZkgJkfOS8aOHYtnnnkGKSkp8gj6PXv2YNGiRWhsbLS6ekRkEo7mIiIiIoo+h8OB8ePHs41FREREZJKYHTkvSUtLw5/+9Cc89dRTOH36NERRRHV1Nf74xz9aXTUiMhFHcxERERERERERUSKJ6ZHzkiFDhmDZsmW47LLL5Ofq6uogCIKFtSIis3E0FxERERERERERJQpLgvPhBNUdDgeWLVuGtLQ0iKLIwDwRERERERERERERxS1LgvOiKIb1uuTkZOTl5eG6666DKIphl0NEREREREREREQULrfbjYqKCrjdbqurQnHM9JzzL730kvy4b9++Ib/+kksuwVNPPYVNmzbhzJkzkawaxanc3FwkJQX/Kq9du9aE2hARERERERERUSIrLi5GQUEBPB4P7HY7cnJykJWVZXW1KA6ZHpzv379/h8uw2+249957I1AbIiIiIiIiIiIiImPcbrccmAcAj8eDgoICZGRkcI48CpnpwXmiSMvPz+fBj4iIiIiIiIiIos7lcsmBeYnH44HL5WJ8ikJmSc55IiIiIiIiIiIionjjdDpht9t9nrPb7XA6ndZUiOIag/NERCbgRDFERERERERE8c/hcCAnJ0cO0Es55zlqnsLBtDZERFG2ceNGrFmzBl6vlxPFEBEREREREcW5rKwsZGRkwOVywel0MjBPYYtocH7hwoUBz+Xl5QVdJxL8t0NE5nK73TwpqSgsLMSqVavkvzlRDBEREREREVF0mBmbcDgcvK6nDotocH7fvn0QBAEAIIqi/FhrnUjQ2g4Rmae4uFieqZwjw//L7XZj9erVAc9zohii+MbOSCIiIiKi2MPYBMUj5pwnog5xu93yyQ/478hw5lZvn8Hd6/UGPG+z2ThRDFGcKi4uRmZmJh544AFkZmaiuLjY6ioREREREXV6jE1QvIp4cF4URYiiaGidSPwjImu5XC755CeRRoZ3dk6nEzZb4GF27ty5HG1LFIfY4CciIiIiik2MTVC8imham61bt0ZkHSKKH06nE3a73eckaLfbOTL8/6mNnCei+KTX4GeHGxEREZmFKfaIAsVibIK/VTKCaW2IEojb7UZFRYWpozgdDgdycnJgt9sBQM7rxhMPUFlZqfr8qlWrONKWKA5JDX4lqxv8RERE1LkwxR6RuliLTfC3SkYxOE+UIKw+8EsjxD0eD86ePWvqtuPRq6++anUViChEsdbgJyIios6FKfaI9GVlZaGkpATr1q1DSUmJZZPB8rdKoYhoWhsisobWgT8jIyPqQSO32428vDyfOSBWrlwJURQxa9asqG471o0ZM0Zz2e7du02sCRFFSlZWFjIyMnh7KhEREZmOKfaIgnM4HJb/HvhbpVBw5DxRArBy4pPKykrVyZlXr17d6XuFHQ4HLrnkEtVlQ4cONbk2RBQpDocD48ePZ8OaiIiITMUUe0Txgb9VCgWD80QJwMoDf1NTk+rzoihq5lzvLMrLy3H+/HnVZc3NzSbXhoiIiIiI4hlT7BHpe/XVV/HTn/7U8jSy/K1SKJjWhigBSAd+KbWNmQd+reB8sGWJzu12Y/Xq1ZrLGZyneOR2u5nOhYiIiMhCTLFHpG7y5MloaWkB0H4n//r167Fr1y7L6sPfKhkV0eD8Z599FsniQjJq1CjLtk0UC6w68B87dkxz2cmTJ02pQ6wpLi72mQNAzaWXXmpijYg6Tvm9ljoArZpgiYiIiKgzi4Wc2kSx5NVXX5UD85KWlha8+uqruPfeey2qFX+rZExEg/O5ubkQBCGSRRr2z3/+05LtkvVyc3ORlBT8q7x27VoTamMtKw78NTU1msu+/PJLE2sSGR0dGew/Oa+Wyy67LNwqEpnOykmniYiIiIiI9BQXF6s+/9JLL1kanCcyIio550VRNPUfEVnnyJEjmstSUlJMrEnHFRcXIzMzEw888AAyMzM1T/B61CbnVXP8+PFwqkhkCSsnnSYiIiIiItIzcOBA1efPnTuHqqoqk2tjPbfbjYqKCrjdbqurQgZEPOc8g+Vktvz8fI7ctJD/RLRK119/vYk16ZhIjQw2Oglv165dw6kmkSWkSaeVAXqzJp0mIiIiIiLSU1tbq7ls9+7dSEtLM7E21mI60vgT0eD83XffHcniiCgO6I2O93q9JtakY/RGBocSnD98+LCh9YwcLzn5JsUKKyedJiKi0LD9QEREnc3p06c1lw0bNszEmliL6UjjE4PzRBQW6cKvS5cumusUFRXhjjvuMLFW4YvUyOB//etfQdex2+2YOHGi7jrs7aZYY9Wk04mCwTIiMgPbD0RE1BnpDQx8//33g15/J4pIDTokc0Ul5zwRJTZlbvbPPvtMc70zZ86YWKuOkUYG22zth0WbzRbWyODBgwcHXcfj8ejmftPq7Wa+OLKaw+HA+PHjO2XDriN5GyMxnwWZi3k6KR7FevuBvysiIoqWkSNHai4rLy83sSbWkgYdKjEdaexjcJ6IQuJ/4aenT58+JtQocj799FO5x93r9eLTTz81/Fq3242VK1di9erVhtavrKzUXMbJN4liS0eC67EeLKNA7EyheOR2u/H222/HbPuBvysiIoqmjz/+WHNZZ5rvTRp0KAXomY40PjA4TxTHrBiBpBY41pKUFPE5p3V1ZH9UVVWhpKTE57mSkhJDM7sXFxdjxowZKCwsDHm7atjbTRQ7OhpcZ2dbfGFnCsUjKfD9l7/8JWBZLLQf+Lsiik9Gr614VwxZbcuWLboximPHjplYG+tlZWWhpKQE69atQ0lJCdPbxQEG54nilFUjkNQCx1oildZGr8EnLdu4cWOH9se2bdtCel65/YKCgpAnvx0zZozmMvZ2E8WOjgbX2dkWX9iZEj4GZ6zZB3p3NMZK+4G/K6L4Y/Rak3fFmIfnWW2bN2/WXW71edAKkU5Hyu9fdDE4TxSHrByB5B84FgRBc92WlpYOb0+vwadctmrVqg7tj3PnzoX0vCSUOwkkgwcPDnqSZG83UWzoaHCdnW3xhZ0p4WFwxrp9oNUOeeyxx2Km/ZDovysGLCjRGL3W5F0x5uF5Vl+wtDXf/va3TapJYuL3L/oYnCeKQ1aPQFIGjjdt2qS5XktLS4caZ3oNvmC570PdH5dffnlIz0v1a2hoMHwngWTo0KG6ZUoXeJ158k2iWBGJ4Do72+IHO1NCx+CMtftAK/B92223xcz31uFwYNq0aT7PTZs2LWbq1xEMWFAiMnqtafU1aWfB82xwQ4YM0V3e2tpqUk0SD79/5jA3IbSKlpYWlJeX48CBA6ipqcHZs2dx7ty5kFJECIKA9evXR7GWRLFFuhBTNobMHoHkcDjki6q+ffvi9OnTquuVlZWFHYgK1uDTG7Ee7f1RXFwsn6QEQYDNZjN83LrqqquClikFhBjEI7JeVlYWMjIy4HK54HQ6wwooKY+ZFNsi8XnHI7fbHdZ71jtXd5Z9Z+U+kDqU/NsPsbTv3W43duzY4fPcjh07MHfu3JiqZ6i0AhYZGRlx+77CPQ5QYjF6rRkL16SxJFq/H55ng/vyyy91l3fr1s2kmiQefv/MYVlwvq2tDUVFRdi2bZtP6gtRFEMuSy+tBlEiitaFWDgNCrfbrRmYB4Da2tqw66PW4LPZbEhNTUWfPn0ClknC2R81NTWGn/e/GBNFEYIgYOTIkfj888+Dbis5OTlomYlwgUeUSBhc71zi4fOOZBCgI53DDM5Yvw9ivUMpUS/sE+19cZAISYxea8ZD56BZovn7sfocE+vcbnfQCV8zMzNNqk3i4ffPHJaktWloaMATTzyBN954A+fOnQsIyAuCEPSftB5RZxXpNAnFxcWYMWMGHnjgAcyYMcPwbbnBblscO3Zs2HXyTy8AAF6vF7NmzUJZWVlA6oH58+eHvT+0bnVTe17tYszr9RoKzAPAlClTDJXJ20Ktxzyy2rhviKwTyVQaHb1dmamAYmMfxHIqPKfTCZvN97LTZrPF/YV9POfS9z+HM20B+TN6rcnUfdH//cTCOSaWlZWVBV2nT58+ust5XaON3z9zmD5y3uv1Yvny5Th06BCA9gC7KIqw2+1ISUlBXV2dPArV4XCgpaUFzc3NcgBfCsh3795ddfQpUWcSqZF9brcbeXl58u/M6/UiLy/P0KjtYBcgn3zyCSZOnBh23bKyspCeno7s7Gw5bYzU4CkpKUFJSUlERopp3bWj9rxa77FRkydPRlpamqEy4+UCL1FxBJm2aO+bRLytPhHfE1kj0ndaRWL0b6yP3I42t9uNIUOGYOPGjWhsbEzYfdCR45h/6r9QUpjGqngdNax2Dh8yZEhC3QVAkWH0WjMe7jaLJjPuouns51k9X3zxRdB19D4LXvMFx+9f9JkenH/vvfewd+9eOcjet29f3H///Zg4cSJOnz6NOXPmyOu+/PLLAIALFy7gwIED2LlzJ3bt2gWPxwOPx4Of//zn+N73vmf2WyBKGNLLDqEPAAAgAElEQVRF1rFjxwKC0KIoorKyElOnTu3QNj755BPN7Ro9sDc2NgZcxHk8Hrl+kTg5dO/e3fDz/hdjRvPN9+nTBwsXLkRFRUXAe4/XC7xExTRD2qK9bxKxgZyI74msE+kgQKQ6h80KzsRaR5fa73v8+PFWVyviOnIc8883r3w+Ozs7ktU0XbwFLLTO4Rs3buQgESI/Rs83Zg2y6qydIME+h2AZNfQ+i85yzReJtlNn/f6ZxfS0Nv/85z8BtAf+evbsiWXLluHGG29EUlKS5o+qa9euuPbaa/Gb3/wGy5YtQ//+/XHhwgU899xzKCkpMbP6RAlDeUt8Xl6e6jpNTU1BywmWduWKK67Q3K7RW/FTU1NVn8/Nze3QrfwSt9utmdamd+/eqre5KW/hLCwsNLQdr9er+955W2jsYJohbaHsm1BvEY3WbcFW3qrKVAEUaZFIpaH8TcTT7cqRTOcTCYnw+66qqsKmTZtQVVWluU5H3+fHH38c9Pl4TikgpRQCEJX3EMl9o3UO37Ztm89AE5vNFrPHAaKOMPp7CuV8E0/n0Xhj5HMIlrLmkUce0fwsOsM1X6y1nUidqSPnGxoacOjQITkIP2vWrJAPWMOGDcMzzzyDJ554Ag0NDXjppZcwYsQIfOtb34pGlYkSktqEpmoKCgoAQDdIHCwY0NjYqLldoz3TyjKUpNcPHjwY1dXVmDBhgmrKGD3FxcXIz8/XHPm+b98+bNiwQXWkmNR77Ha70a9fP3zzzTe626qvrw+ou/97D9YjrdfrbbRHPNZGHVoh2D6wOs1QLH9GRveNcpSlzWbDo48+GnSEZDRuC7Z61LqR9+R2u1FZWQkAGDNmTMx95hR77r77bmzevFn3Tiut44jWbyLWR//G4ui2eJ8QdPHixT4DnaZOnYqf/OQnAd+Bjr7PM2fOqD5/6tQpANYfpyMhWu8h0uWqncNtNhs2b94ccD2QkZER9nbiQSy3tZTipZ7xwOjvKZzzTTycR+ON0c9h//79uuWMGDFCc5nV13zRFottJ1Jn6sh5aUSGKIro2rUrbrnllrDKGThwoHyB7/V68fe//z1idaT4k5ubi4ceeijoP/qvwsJCQ/nSPR4P8vPzUVpaqjm6wOFw6Dbejx8/Lj8Ot2daa+S89PqHHnoIf/nLX3DPPfdg8eLFumUpSbn29VLSlJeX644UkybSDRaY16p7KL3yer3eRnvEw+k5j/XRbKHWz8g+MDICJpTthrJurI9uMLpvlA1Br9eLlStX4qmnntLdB2ojgoHgjW4tsTCqNdgo5+LiYkyfPh0LFizAggULMH36dKxcuTJmf29kLen4UFhYCFEUkZ2drXqnldZxRO83EcsTigLmj24zctyO5wlBq6qqAu5ALi0t9fnOSPsgNTW1Q+/z5MmTmnUoLCwM6zgdrbZJOOVG866vSJerdg6/5557An5bXq83oUaO+ov1tpZEr56x3j5XEy93MoZ7von186iVwvnsjX4OR44c0S1H71yV6Hc9dIY7AxKFqcF5adSEIAhwOp3o2rWr7vptbW2ay2699VZ069YNoihi9+7dmikpiMiX2+02nIYFaG+cL1iwQLfhqnfCUwbWw72I1Ro5r6akpET31mylyspKzbsGJP7LlSezqqoq3VH3/mw230NuKBe2eg1Ko41NtfXy8/N195eRixcrG9pG6qe8ZT+UhrlemqFQLupCubCKhWCyEcFSMKk1BAFg27ZtmDFjhub+cjgcmDt3bsDzzz33XFj7IBYapHqNfrfbjfz8fJ/jjCiKKCwsjMnfG1lLrdNr8+bNQddTHkdi4TcRrmgFwt1uN0pLS30GIuh1bih/f/F8Ub97927NZR6PB3l5efI+mDVrFqZNmxb2++zVq5fmstWrV4f8nQx2Dg73OBluwDZav6tolSudw5cuXYr8/HzMmDEjbjuZlIx+7vHS1tKrp5mdC+GkKFRb3+oOkVB+T/Hc8RqLwv3sjX4OPXr00CyjZ8+eQc9Vetc18dDu1qsjv8vxw9S0NmfPnpUf9+3bN7AySb7VuXDhQsBzki5duiAtLQ179+7FxYsX8cUXX+D666+PbIUpLuTn58fFRVAkSRfYqampaGxsDOnWOSl1Qqj0boFS+z1LlHNJhDvpaWpqquqkq4IgqAbXd+/ejT59+gS9rfDEiRO621XbhnQyKy4uxjPPPBP09Ur33Xcf/vrXv4b03iXBGpRGbjdXK8Pr9SI7Oxu5ubkBAVa1i4K8vDyf74CVt6IbuU3P/5b9SZMmhXRrvlqaoVBuD9TahykpKThx4gSee+45n303ZMgQ3c9ZL/VJR297DvX1eimYnE6n5kTJXq9X93bKa665JuA5rc/IrPREHd23Wrc6u1wuzc49qfMsJSVF/rz1UgUZqWNH3kdHzjtGy+Zt4PqMphbRW0/tNwG0350S65OYOhwOTJs2zeeYPm3atJC+M/7fteLiYuTl5cnneel3tWbNmoBjfFNTU8AxOysrC1lZWUhPT8e///1v9OvXL2qpQCL9O1Gb8F5JFEWffbBjxw5s3Lgx6O9frZ6DBg3CoUOHVNf3er0B5wu73Y7U1FRUVFQEbCvYOTiUtBVSPYH282u4t/5HKy1CKOWG+v0oKyvz2U/Tpk3Djh07wkqVZTa1ehj53KXXNTQ0xGQ6Kv/3pXUsV/uu5ufnRyRNhdoxMpR2vlY7xarUGsr3o3X++/vf/x5w/gv3mjUa9Y73dlGon73/e9f7HKR1lalj/endga+kvK6Ryt2/f7/qeb+jIvn5av1Gq6qqsG3bNoiiiNmzZ4cdgyDzmBqcVwa41EbN+zcS6+vrdXvBlKMwtHIZEiUa5QFYYlZQVKvhOnjwYM3XJCcn+/wdaj6+jRs3Ys2aNQEBrGuuuQbf//73sXr16oDX1NbWIjMzM+iJtKWlRXfbADB27Fjs3bvXp6wzZ85oTqKrZ9y4cbjzzjsNv3dlMKyhoUE1R6h0gaZ18WakUaoVLFW7KBBFEYsXL8bzzz9veQ67YIEqtVv2P/roow5fQBsNkGmtK4oiFixYEPD6vLw8bNq0SbV++/fvx4MPPugTQFJ2qIR68aR38RVK0FdrmcPhwKOPPoqVK1eqbl/Z4eD/erXAfrg57SNxcdXRDijlPvK/+NPrxAD+e+eSWsBQShUkiiJSUlKC1lE5v4b/9ydY/QsLC+X85pJQ90Wo+c+jwb8O8XbxazRQp7eedHeK/29zzZo1mD59ekzth6qqKuzevVueT8btdmPHjh0+6+zYsQNz5841VG//79rcuXOxevVqn+sTr9eL1atXB/wmPR6Pz7rKYFhZWVlAgF/5+yovL8e//vUv3HrrrZg4cWJY+8L/eHfPPfcgOzu7Qx0Te/fuDakOHo9H/jyk47f/9rWOy3qp/+x2Ox555BGfAMi0adMwa9Ys1eNCsMEKRtolynoKggBBEFSPw0YDtv7nGpvNZvh7GUq5/ndeSZ+nf6DdSBvAfz8F63yJ5rE6lGOxWj0yMjKCfu7+3029doYV5wat96V2LJfeo5LX60VhYSHmz5+vWr6R96R2jPTvqJSOdZMnTw4IZKampqqmNBRFESNGjAipQyQSn4HaPp09ezbWr1/vs15paSmqqqoCBnZJ16zKgTFGdaT+iTAHh1KwY3awzqCMjAzk5+cD8B2cpBYTUTNs2LCQ6qtVbqSuc412JBqZi0rrWvzDDz9EaWmpz7oZGRlIT0+P6iAC6hhTg/PKQLtaUKxbt24+J6Da2lrdoJ8y7U1DQ0MEa0oUm/wPwJJQThZjxozRDQYFo9b7rNdYOX/+fMBzeiNulQoLC7Fq1SrVZQcOHMCBAwdUl23evFl+f3r7ZsqUKXjxxRd167Bnzx5s2rRJvlgpKytDdnZ20HQ4alJTU+X3Lt1+ptVoU2sYSBeQym2XlZUhKytL9eJN7WLNf9ShRK2B7HQ6Ve9O+Oijj1BVVYXGxkbdhrbRhkW41AJQyg4LrVv2v/Od7+B///d/fS4+XC4Xzpw5I3/OQPsouqamJp+Ry1rb9Q+QKS9UtO7w8CeKIt54442AC/zZs2djzZo1AQEk6XsNGAtGSF544QW89NJLEEWxQ0FftYu4a665Rv5OZ2dno6KiAmVlZQF1kDocHn744YCy58+fH3B8mj17Nt5++20MGzYMNptN9wJw1qxZPt+9jIwMlJSUhHWR1NEOqGAN8I0bNxo6FkvvT83q1aths9k06yjtC2Xw0Ov14plnngn4bqvVX/k6JSk4mZ6eHnQibq39EMkOvmAXwv6BmQkTJqCioiLoxW8sBfCNdjYFW+/SSy8NKNvr9aKyshJTp0415b0A+ndjLFiwwOfCUpqo1EhwR+0zU/uuqQXhAfWR3GrHca/Xi7KysoDUVF6vVw7cP/HEE9i3bx8A4PXXX8fo0aOxYcOGkPeT//FO6jDzP+5qUfsNXn311SHVAwD+8pe/yI/9j/sANI/LX3/9tWaZUiB++vTp8vdBCswDgccFvXOwkc5z//0piqLmOVrZppBoHROysrLQ1NQkDyhZs2YNkpOTO9yBqTaoxf94BsBQu1eitZ8aGxt9OpG1gq6RHIyhd55U61BVq0d+fn7Q9qj/d1MQBPl7pDxGRiMwGqw9rPW+SkpK8Mgjj8gdgzabDTk5ORg6dKjqdjZv3hzQaeffwa4XDDRyjBRFEXl5ebDZbLjvvvuwd+9elJeXy/VTO6auXr1as2NS7a6tUL4TWrT26X333ae6/h//+EdUVVUFbDPUji+p/lLbSRAELFy4MKTjQDi/tVhoq2gNgKioqAhY12634+OPP8ZDDz0Er9er2xmkbONmZmbK6S+NBOYB4N///jfcbreh/aIVa5F4PO13rvTs2TOsfW3krvSNGzf6xD8EQcC8efMwaNAgAL7HEK1juX9gHmiPGSivyRYtWqT7uwrljtlY+P4lAlOD8/3795cfqwXTBUHAoEGDcOzYMQDtI2bGjh2rWZ5y4ge1CeSIEo3aAVhiZHSP1Di8/fbb8cYbb4RVB7X87w6HA5deeimam5sDlunlNJXqpHYiT01NVR0Vb4TaiDdlA13aXlpaWtDAqSiKqKmpwdChQ7Flyxa8/PLLYXdsSPsu2AhWrYaBWmBAarBJt9VLo9r69OmDGTNm+FysSQ0cNXa7HV6vFy+++CL69esnj4iZOnUqdu7cGbD+7t27cdttt2leIPsH9UJtnOpRfkfuvvtubNq0SbXDYsKECaqvnz17Nh5//HG4/v92RWVDUKor4Lu/lfUPFvjauHGjfCFlNDAv2bJlC7Zv347Zs2fL3zX/ET4S6XtdVlZmuJPkzTff9GmYhRr0ldKsDB06NKBxKZUjNSKnTZuGDz/8MKBcaUShWtqIzz//XLXTzX8faO3XNWvWyHVXG8VaVVWFt99+Wx6Jq0XaZ/v27QtppJf0WiPBjOzsbNX3qtd5qva+lakn/OsoBQ61yluwYIHuhbpWYF6ilxZLWY7WfjASSDMi1GOq1+vFRx995LNNqaNBOXJu+/btcqAtVkavGb37rKmpyWefS6klpX0VCr2LNiMXYsFSUEikfXzq1KmAC8vS0lIMHDgwaMeo/4jo+++/H7/+9a9Vv2tavwu1kdxTpkxRvdh1aaSm8nq9WL58uRyYl+zbtw/vvPMOvve97/nsG72L38LCQtW2n/K4q9ZBKlH7Debn5+O5555Tff9Kescj/+3ffffdqvVcs2aN7jxj27Zt85lrpKamRvW4IHUeqZ3zpkyZIu/HYN8Rvba0GqlNAfgeawRBwMyZM+VgqNvtxnPPPefT7tLrwFT+LkI51qgdz/ypHUerqqrk1EsjR44Mup+Ud66qfQ/COVYHey/K84NaUFQr9Z9Uf633o/aZi6KI/Px8OcgG+H6+/vUJ59gnlal3Z41W/TweDwoLCwPauID2XFz+n4n/+9F6T1p10PrspWX+bTOtY4Uoij7nXKXnnnvO564treNVeno6vvjiC91AufKz0dqnH3zwgWo99u/f77NeQUEB0tPTddtxyuN3TU0NACAlJcUn7akoioYGQ0jCaRfpDYAwGlwNl1b6F2WaLDU33HCDz/dHrzNIWUZJSQm2bduGmTNnGj6OS5NbG3nvwc4PgiAgNzc3aEeX1jFC61g0f/58rFy5Ejt27AgYmCiKos+1mvIYotZZbdQzzzyjeawFAjs/tO7aS7Q7PaxkanB+yJAhANq/YEePHlVd51vf+pYcnN+1axd++tOfqq735Zdf4vjx4/LfejmviRKF3gFYGk2qRW8EZCi0Gl4XL15Uff78+fOoqqpSvTDxP5grT+ShBjX1SJNQ+2/vhhtuMLSNV155xafRFg5lmhm1EazKi7fKykrDJ1mPx4OysjJs27YNn3zyCYD293vHHXcEbeAo9e7dGw899JD8txSMnj17tmpwfsKECZpBagCqk1xKIwMA+DQWQ+mRVzb+1Cg7LNLS0pCZmelzp0BmZqbPd1Eaue2/n/wp6+9wODRvsVy3bh1eeukl3bL0iKKINWvWqN7d4E/Kyas1wXNNTQ3279+vefeJktGgrzLNit5F2MqVK3H06FHVz+n222/XDHr/4x//CFpXaRtqvF5vwPuVvhPvvvsudu3aJT+fmZmJP/zhD0FzUPuz2Ww4duwYGhoaAi601C6E/d+jy+XC4cOHNe/80ev8U6uTzWaDIAgB+7OiogIvv/xy0O+gfwBJ2h/Hjh0z9P2VRgmnp6fLF6dGRvVI+zzUNFNqqU78j6n+o5CMBOO8Xi/uuecezeXBAm1mkNK6HDx4EDNmzNA8XqrddbZy5UrU1tbitddeU/1cBUFQvQtOGaBTu2gLdiFmJAWFRNrHWr8BaaS4dA6w2WzIyspCZWWlXHf/EdHr169HRUWF5vWEmmnTpmHSpEk4ffo0zpw5g9OnT6sG5oH2wQlax0Ot1+Tk5MiDGYKlKXS73di0aVPQOisD5dKI1nHjxsHpdKoG971eLx5++OGg5Xq9XvTr1083LY20fa1zkdfrRZcuXdDa2qq6XPqciouL5c9VbZ/m5ubKqYj8SRP6Sm3J7du3y4FFKR2hdPdVU1OT4TtI/e9SUx5rpMm7N2/ejJycHM3gploHpl46Bv8AoP8o+dtvvz3o8cx/xL///DuCIOCaa67xadtOmTJFsy2jtq8ikVNf6/ywY8eOgA78/Px8FBYWBpwzpAEVyg41/7RCTpU7QZXHPK0guLRtKbCndjz0P/b5d4L4tyeU50zpXKJWPwAoKipSfe3vf/971f1ps9nQ0NCAqqoq1NTUoKCgQLfz5syZM7odNoIgyINgosU/8Kz1O5o5c6ZP+inl7wRAwN0Bc+fOVd2nn332meF6STm61eqrDGgaoTUYwr8NqtYukn7Pyu+WNIiqqqpKtUNJeRePpCN3Iaitp5f+Jdh1jNpdtXqdQUrSsdcoI8cqZUdGsGC38rgkzSOmNjeU2uf98ccfq5Z54MABn0F1evzT0fpfi/fo0QNNTU1BywGAV199Fa+99lrAsVbtukJ511407oAlQBAjFf0yaNasWWhoaIAgCHjuuecCbsvatWsXli9fLp9os7Oz8ZOf/MRnnfr6euTm5uL48ePyyMSXX36ZX4BOxO1245e//CUAYMOGDZ3qs1eOyvWn11CcOXNmRILdjz32GGbOnBnw/G233YbTp0+rviY7OzsgB6Lb7ZbzwpuhqKjI5zZpMyl7uLUmkpVGGycnJ0ekEyUSbDYbpk+fHtDAEgQB27dv1xxFVFFRgQceeEC1zOuvvx579uzRvNDzH+3h9MulatS6devkkTN1dXV4//33cdVVV/mMztGrp5ZFixYBgOoo3cLCQs1R6NGQnZ2NK664Iqz5D/xdc801qsHiSHaSxaKZM2fKabCki7lVq1aF9J7vvPNOzJkzBwAwffr0oK8tKirCX//6V9VOr1BJdd63b59mINAo6feuN9IplLKk34XWsX7evHmYNWuW7qh3/0C8f4DJ6XTixz/+sWoHlP/tupE630jHav/5DcLldrvxxhtvYN++ffjxj38sj6j2p3buUEuR4na7DX0P1axduxbV1dXy/tY6pqkFDgoLCwM6LbT2+9KlSwPm3TBq6dKlGDNmTEAwTRrFHMoFeyQIgoDhw4drdraFw263o6SkJOj51AibzaabtiXeGD0nSevZbDYMHz68wwMs1q1bh3feeUfzrlP/1DL+7HY71qxZg+rqagwbNgxz584NejxaunQpAOD3v/99wHs2EsDasWMHHA4H3nnnHblTLZh58+ZBEISgbZlIpnuZNm2a4fWzs7PhdDpV28l2ux033ngjysrK5PiAdKzWOi7OmzdPdV4r/3JLSkqwY8eOgP0iCAI2bdokH/v803HpUZ7v/DtDwhVKm+26667Dp59+auj1Uns6GpTHO6D9vK/XUe4vOzsbRUVFYd/VrEdrf6xduxaPPPJIWNtUvl+tzuv169cHHGuuvPJKfPXVVz7PZWZmyh2RRutut9uxceNGbNq0yac9NX/+fNV2jVYKS//0Y5EiDdiKJLU4hJLaYEGt/apFLS0P4HvN7Ha7DQfgjVi3bp2cEkq6bq6rqzN8vO8I6XvscrlU2yjKuiWiaMUiTQ/OL1u2DGVlZRAEAb/85S8DTuqtra2YM2cOGhsb5RPryJEjMWHCBPTo0QPHjh3Dv/71L5w9e1ZePmrUqIgEJ4zweDw4evQoqqurcfDgQVRXV8Plcsn570eNGoWCgoKo1uHixYvYtWsX3nvvPRw9ehT19fVITk7GgAEDcMMNN2Dq1Kno2bNnTJQbrbp21uC8fw4yNcqTvtvtxvr167Fly5aIXZgVFRWpjhr82c9+hkOHDqm+5o477kBubq7Pcx294AzV5MmTfUbNmmnp0qVyHt+VK1fqBg86Mh+AEVrph0IlnXTLy8uxZcsWdO3aFddddx1GjhyJmpqasAMv/ukEgl3wqhEEAdOnT8fbb78d0GhUXqw99NBDKC8vD6l+Q4cODRhRLAgCnn/+eZ87D6hzsdlsGDlyZEAKCzWLFi3C/v37w04tpjR06FB5tHqskX4XNpsNFRUVqoGHoqIirFq1yud294yMDKxcuTIgED9x4sSQfq+CIODWW29F9+7dMWPGDJSUlBi6I8UoqXOhI9QC7gMHDsQrr7yCsrIyuFwuXHHFFRg5cqRmsCI3Nxd33HGH/Hekzq1Tp04NqcNHSiEjjdbWCyz37Nkz7LmiBEHAhAkTQj52xxvpHBvpi/lEYHansXQse/jhh03frt72pE4yrXZjdnY26urqQj7uGWmH3nPPPfjNb36jukxtdK+W8vLykNtORUVFIQVv582bh8GDB6u2S4PtY2lenkGDBiEnJ0czCLpw4UKcOnVKMw2hnlGjRhkezZ2IRo0ahVdeeUX+u7S0NKRriHgcRCINIPLvvFZLq2mmyZMn48EHH5Sv8xPl/CN1VKqJ5HvUOnZOmjQJzz//fMRjH5MnT/aZBwZo78yNxOAfI9atW4fU1FTV47FWvChRJExwXhoZD7T3AKoFGt9++208//zz8sFWOlBJlHl8k5KS8Kc//cmUD//DDz/Es88+qzrBpSTawfmamhqsWLEChw8f1lynV69emDdvXki9VdEoN1p1BTpncD6UUbnr1q3DsWPHVEdod9ScOXPw61//OuD5qVOnal5sq/XGmz1yXhAEn/zZZlI2Cox0sMSDGTNm6Kbm6Ihod1AAoQf6gonHiwOyTqS/f4lGbURfrBEEAX/605/Cnuw61NGBeqQUTUB4wa5Ik0aEZmRkhDQqlv5LGfz88Y9/7JPKs7OzcrBFLJkzZw6+/vprdOnSxXBKuEi6//77MWzYMAD/TWXm36kK+N7FBPx3Tpfy8vKwOql79+6Nuro6w+tLqY3CGcjXr18/nD59Ou6Dk7Fu6tSpWLp0adDUgIlAajsACHsgU7RJn0eoHSWxqF+/fti+fbvmcrPe49q1a/Gtb30r7DsbtfgHwe+6666o3eWitm2tAXnKgYmJKFqxSFNzzgPteYonTpwoH3Rra2t9JooF2tNjHD16FG+++aZPYF4KyktBELvdjocffti0Xpnm5mbdwHy0ud1uLFq0CGfOnAEA+a6CQYMGoaGhAXv27MGFCxdQX1+PvLw8PP3006r5Q80oN1p17azcbndI6TKknITRsH79elx99dUBAYlevXppBudra2sDnlPLkaY14VokiKKIu+++W85HaJY77rjDZ2KmRAjMA+0TuEWLGY3ySAdGGZinUDAwry/WA/NA+29emn/h0UcfDSnNTaQ7aUtKSjB27FhMnjxZc7I7M0l5/7dv3x7VdAiJrKioCHv37sXMmTMZmPfjH5jv27evZlrFRBbOKO1IUt4NJc1zoDZK/5lnnoEoipg8ebKcTqMjQgnMA5An7w1HsLkWKDJKS0tRXl6umSM/kSjbDmYMRgpHaWkpXnjhBQwYMMDqqnRYsHkpDx48aEo9HnrooYilGFbavXu3PP9SZWWlqe2tSKcfIguC8926dZNz9uqZM2cORowYgaKiInmCWOC/AZD09HT8z//8D6655pqo1VVLr169MGzYMPnfp59+iq1bt0Z9uytWrJCD3f3798eiRYtw5ZVXyssbGhqwfPlyVFZWoq2tDUuXLsWLL76I5ORk08uNVl07qwcffDCk9aurq6N6sleb1KZr166a67/++us+t79KJxCgfWI0aSKVsrKyqAXngfbR3hUVFVEZ7a3lV7/6FYD29xyNOxmIiMg6Xq8XK1euhCiKhtLcqE3WGgl5eXmw2WxIT0+PeNnhkCb5ZGA+fJ999pkpuWPjXWcMzMcar9ermzPdrPSzWlJSUizdPgW3bds2S+5utkosBuWVXn75ZcydO9fqanSYMv6kxowYniQaEysfOXJEd4LxaJEm2dXKkHHw4MGEHjkfLaYH50ORkZGBjIwMnDhxAidOnEBzczOSk5Nx5ZVXok+fPqbXZzfJfsAAACAASURBVNy4cXj55ZcDRvpXVVVFfdsVFRX4/PPPAQBJSUl48sknA2ad7tmzJxYtWoS5c+fi5MmTaGpqwpYtW3DvvfeaWm606tpZlZeXB0wAE4wZPZn+s3FPnz4d1dXVquteuHAB5eXlmDhxIoqLiwMmcpJG3ER7FNBTTz1lWg+5ZPv27Zg1a5bcGUFERIlnzZo1PhNOq3G73VG9e8rr9cZU7uJIzKtARPEhlu8g3Lx5s9VVoCD0BnmR+bxer88A2Xhlt9s1l7ndbpw6dcrE2kTeli1bsGXLFtO3O27cOJSVlWkOPHzppZdw5513dorU05Fks7oCRgwePBjjx4/HLbfcgnHjxlkSmAfac9z5B+bNorxNcOrUqQHBbkm3bt0wc+ZM+e8dO3bo9qJFo9xo1bWzCid9yIYNG6JQk0Aej0ceFZeamqq77t/+9jdUVVUFBOaB9gaAGbfnmh2YByB3VPHWLyKixOX1eoOOEne5XDEdwCIiSkR79uyxugoUBNN3xZ5E6GC/6aabNJfxzr7wlZeX694RJYoiByaGIS6C851dS0uLz5f7u9/9ru76N910E7p37w4AaGpq0hxFFY1yo1XXzqxnz54hv8asW+VsNpvc+aKWV17pvffei0qutVg3cuRIAME7L4iIKL5pDUaQ8DxAREQUKNS7xImM6N27t+ayYG020hcspsOBiaFjcD4O7N+/HxcvXgTQPtp82LBhuut36dIFw4cPl//eu3evaeVGq66d2cmTJ62ugiblpLBjx44Nun5nC8wDwKRJkwBwRAgRUaKT5trRUlNTY1JNiIiI4kewQV5E4dAbFKGVL50io7m52eoqxB0G5+OAMt/XFVdcoZs7S3LVVVfJj7UuBqNRbrTq2pkdOnTI6ipo2rNnD9xuN4D2UfQUSOo1/sc//mFxTYiIKJpef/113eVWpFYjIiIi6oz0YkuciyK6pBgRGRfTE8JSO2XA22jO+379+qm+PtrlRquueoKNVAtHLE1eEct5+EVRhMvlgsPh4K1hKqSZzAGgra3N2soQEVFUSXOMaOFt+0RERETmaGpq0lx24cIFE2vS+ZiVZjmRWB6cb21txYEDB3D48GHU19fj3LlzIQcjBUHAo48+GqUaWk95UOnVq5eh1yjza509e9a0cqNVVz2//e1vQ35NMG+++WbEywxXrKeCkYLPDocDl1xyCc6fP29thWKEIAjIycmRO3oEQbC4RkREFE1VVVW6y7t06WJSTYiIiIg6t5SUFM1lSUmWh0ITGtNVh86yb+Tp06dRWFiI999/v0PBPFEUEz4439raKj/u2rWrodco11O+PtrlRquunVmsB7s3btyIxx57DEB7h8ypU6csrlFs2LRpE9LS0uS/T58+bWFtiIgo2kRRxDvvvIPvfe97qsv3799vco2IiIiIOqcxY8ZoLjtw4ICJNel8YnnexFhlSXC+oqICy5cvR2trqzwqmKNKtSlvuTHaw6ccnaUV3I1GudGqq55nn30Wffr0Cfl18SItLQ3ffPON1dXQtGnTJsyaNQsOhwMpKSmdPjgvCAIWLlyItLQ0uN1uuFwuOJ1OeaJkIiJKXH//+981g/PspCUiIiKKvuuvv143VXEspw5OBOfOnbO6CnHH9OB8VVUV8vPz5fzLgiBAFMWYT91hJeXIcqN5q5WBwEsuucS0cqNVVz19+vSJqRzxkRYPE61WVlZi6tSpGD16NCe8A5CRkYHi4mIUFBTA4/HAZrMx7xoRUSegTNXnr6WlxcSaEBERxYchQ4aENfcckZYrr7xSdzkzNkQXc/qHzvTg/AsvvIC2tjY5KN+lSxfcfPPNuO666zBo0CBceumlsNvtZlcrpnXr1k1+bPRLrlxP+fpolxutunZmqampVlchqFdeeQVTp071mdy3sxJFEZWVlXJgHuCEKEREnUU8nLOJiIhiyfDhwxmcp4gKllmBI+ej6/LLL7e6CnHH1OD8sWPHUF1dLaewGTp0KBYvXoz+/fubWY24o5zIor6+3tBr6urq5MfJycmmlRutunZmRnP3W2n//v2oqqrC2LFjra6K5aTORZ7wiYg6n3379mkuS01NxZkzZ0ysDRERUew7e/as1VWgBBMsbXZKSgrbZFHEnPOhMzVfhjTpgpTCZsGCBQzMGzBkyBD5cW1traHXKHOUK18f7XKjVdfO7MiRI1ZXwZDXX389LlLwRJPNZkNOTg7GjBnDO4CIiMjH4MGDra4CERFRzHE4HLjqqqusrgYlkClTpuguv/rqq82pSCdlNMU1/ZepkTRpJLUgCLj66qt5q4NByoD1kSNHDI3IPXTokPx46NChppUbrbp2Ztdff72p28vIyAgryP7VV1/B6XRGvkJxwmazobCwEFlZWXA4HMjJyZED9Jzwmoiocxg2bJjmMrZ7iYiIAg0bNoxp4chUygGiFHl6czCROlOD88qA38CBA83cdFwbMWIEunTpAqB94orq6mrd9S9evIgvv/xS/vvaa681rdxo1bUzu+uuu0zZjs1mw/z587Fy5Ups27YN69atw8SJEw2/vmvXrnA4HJ1y3gC73Y7c3FykpaXJz2VlZaGkpATr1q3DnDlzLKwdERGZRTnJvb9evXqZWBNrcQ4aIiIyatCgQUxvGyOuuOIKq6sQEf/+9791lzMFbXSNHz/e6irEHVOD88qGut7FC/nq3r07xowZI/9dWlqqu/4HH3yAlpYWAO053EeNGmVaudGqa2fmcDgwefLkqJUvCAKys7Oxbds2ZGdny9scP358SLNsS7cixvOB+P777w+5c2HSpEkoKSlBVlZWwDJpPzIXPxFR53DllVdqLjOa7i/SJkyYYPo2b7755qi2XYiIKD7536Fts9kwZswY3H333RbViJRGjx5tdRUiIlj67KamJpNqYp2JEydalnZ45syZlmw3npn6SQ0fPlx+/PXXX5u56bg3Y8YM+fHOnTs185C3trZi06ZN8t/Tpk3TzX0djXKjVdfO7MEHH4xa2QsXLsT8+fPhcDgCloUykcf58+cBAJmZmRGrm5nuvPNOPPDAAyHf1XPjjTeq7jslM0+KHHVClBgGDBhgdRWC6gyp6CZNmhRSajK9HKYjR46MRJVCPk/dddddmq+JVs7VIUOGRD0t3yWXXBLV8uPBPffcg0WLFjF9HpGK3Nxcq6uQ8Lp37667XHkOtdlsWLRoEXJzc+VrfunuY4fDgYkTJyZMYDieKWM58Sw9PV13eWtrq0k1CV9HY2NLlizx+b3ZbDZT4hKCIKBPnz5R306iMTU4379/f6Snp0MURRw9ehQnTpwwc/MxaefOnfjhD38o/9MyYcIE+aKura0NS5Ysgcvl8lmnsbEReXl5csdHSkoK7rzzTt3tR6PcaNW1M0tLS4ta0LugoADFxcWqy2644QbD5UhzSnz11VcRqZcWtZy98+fP71DqGJvNJr/+xhtvDOm1RkYkOp1O0wL0r7/+OubMmePTEL7jjjs01w/ngv6aa65RfZ2ZnRD3338/Jk2aJG8z2PuYMWOG5ijO+++/H+vWrcPSpUsNbTvYhYgZ1Pa1Vbk6Fy1ahMcee8ySbc+bNy8mg1IdHf0lCAL+j71zD4+qOvf/d2aMAgZQGO+g2ErkIqZqwPZp8CihhTAeTcH2iAROvYCohIvaUgPnKLYkpl5QgjSPl2pLBHs1aCcJzxHRQ7SPJLbGGzYoongEcaoQELGQmd8f+e3Nnj1r7732uuy9ZmZ/nsfHYTJ77XV917ve9a533XnnnbZ/nzhxou+XcO/cudPz+pdd5lAohPHjx2PJkiVobW3FsmXLsGTJEupnjacHzZSXl1s+Z8U111yTUWY3G+danv7yl79kzAVLly7F3XffTZ2WG04//XTqC3BZ+5DmFJCPhEIhLFy4ELfeeisqKirQ0tKCiy++WEiaLCceli5ditbWVtTV1WHp0qWoq6tDa2tr1jps8DJt2jTmsvst1+2orKyUlr8RI0YITW/27NmYOnWq531Q1pyooq4DQD8Bb8XUqVPR0tKChoYGNDc3o6KiIi30p/n08RNPPIEFCxYw5cXu5FoAHaFQCN/4xje4wtRWVlZi9uzZUmTFwIEDM3R/qzlr586dluls2bLFse+aCYfDWLt2LfV6kZfvfve7+jhZu3atHuGAlmnTpiEajaaNt+bmZlRXV2fIkwsuuMBV2uFwGNdcc43l31OpVIb9L8AZz2f/mTNn6p3h17/+tdev5+auu+7C/Pnz0/5raWnR//7ee+9l/H3+/Pn45z//yf3u22+/Xd+B2rNnDxYsWIAlS5Zg5cqV+MUvfoHrrrsOr7/+OoDeXbbFixdTedHKSFdWXvOZZcuWYe3atWkGGS0kTWlpKXO6PT09qK2tRSKRyPjbjTfeSJ2OFgKnX79+zHmhYdasWVi7di3mzJmjG08qKytx2WWXMaepeWwAsDWsmCkrK0uLM29FNBrF/PnzXeXJSglfunSp5TNTpkxBNBrFjTfeiPnz5yMcDiOZTGL9+vWWCus999zjakG/du1aNDY2YsmSJWleL0uXLkVVVZWlIkarMGsbJXaLkFgshquuugodHR1IJpMAepUAbTxo/aK1tRUNDQ1obW3F3XffjRUrVmDBggV6HrV7FubOnYuSkhIUFxdneCiEw+GM72iUuZNOOknKQkpTDM1eEAsXLsTvf/97zxf14XAYpaWlmDRpkufvHj9+PEaOHIlUKuXpezXC4TAmTpyY8f0ZZ5yB2267zbX3l1Z/kUgES5Yssa3Pe+65B/fcc49+P4i2WLDqc6FQSNrCPpVKIRwOUy8aZs+ebesJZJ7jjJ9DoZA+5mWRSqXwyiuvYPz48Whra0MsFsMvfvELIWlHo1EsXLiQ+E4SsVgMl1xyCVeZx40bp89v1dXVaXKxoqKCevM/Eolg/PjxVP1I2xAoLi6m+v2ECROcC2LzLq8RecnZBRdcwFSGp556Km3MtbW1YcuWLVz5aGlp0edQN/K8f//+qKioQDQaRVlZGSoqKlBWVoZoNIqqqirivKqqodHIuHHjMGfOHJxxxhmuny0rK8OyZcuwevVqV8+JlHGRSITq9AqtfhaJRPQwmHPmzLH9LYtB/N133yV+Hw6HMXjwYOLfzj//fOJ8MmLECH0No62fYrEYLrjggjT9yQrWja5IJGLpNGCczzTC4TDq6uqwevVqLFq0yNYAN2PGjDS9z4qzzz6bOM/4xdChQ/Uwn8aTxqTvNMrLy4ltFA6HMW3aNMvym0/rh0IhS51D+5sI3fWqq65yXLvQ4pVsvOGGG4jfa0ZVpzFuJBKJYPbs2Wl9+KKLLkJjYyPq6uqERkYoKyvDqlWr0vSmzZs3E39rF7bmz3/+s+t3X3PNNSgqKkJZWZntelwUf/3rX9HW1oaSkhIUFRVh4cKFrsa20XHRON5KS0sz+n1nZ6er044/+MEPcOutt6KsrIz490gkgmHDhlGnF9DLMV6/cPTo0aisrMSaNWvQ3t6OX/3qV5gzZ07WhDPZuXOnbczQQ4cOET2Hjxw5wv3uaDSKX/ziF7jvvvuwfft2JJNJvPHGGxm/03YUaY2MMtKVldd8Z9CgQdi0aVOaQXLdunXcngI9PT3YsWMHotEoEokEduzYgWHDhumGhAcffNAxDU25Ov7447ny4sTu3bsxZMgQTJ06NU2ha29vZ07TuLlB2xdnz56tK/7mOiNRWVmJVCqF+vp6JJNJRCIRVFVV4bTTTkt7b2dnJ4BeZXbmzJlpl9VEIhGUlpZatom2AZBIJLBq1Sq9n/T09ODDDz/UjfXG9IqLi1FWVoYtW7Zg3rx5lovCcDicdultRUUFSktL9XK3tbWlvdP87K9+9SsAwI4dO7Bv3z4sXryY+J5kMolf//rXmD9/PlauXEk0WlVVVWHHjh0ZF/mkUik0NjYiEokgFArpxgIjM2fORHl5ObG9otEo7rjjDtTW1qKnpwfhcBgTJkzA888/T8yrHZ999pnrZ8xceOGFGD9+PFatWoWenh5EIhHccccdKCoqQlFRUVr9R6PRtM0KHsLhMFatWoXf/OY3ePXVV21/W1VVpdfhNddcg8bGRu7303LTTTdh0KBBiEQiri91OvPMM/HRRx+lfUdr/A2Hw6itrUVxcbEuM//0pz/hzTffxJVXXonvfe97AHq9v7Zs2YIXXngBEyZMwAknnGDpZRKJRLBmzRp0d3fr7ZlIJDLGrPZbTV5Eo1G9/ru7u4njZc6cOXj88cfT6igcDqOiosLV4iQUClkakZPJJMaMGePYFmVlZbjxxhsxbdo0dHZ2orq6OkPG3X777bj99tv1vg2A+FsjpHrioaenB52dnbosoEVb1NqFOtNkvh1XXXUVpk6diqKiIiQSCaY+rmHeQDL2GY1ly5ZhxowZaG9vx1/+8hds27Yt7e+VlZWorKxM0xG2bt2qyybNmKBt1Bg3vJcsWYKamhrb9vn+979PvKOIpl1TqRSWLl3q+A6N4cOHZ5TPLdpJQRHU1tYC6O3jjY2NePPNNx2fOe+889IcAxKJBGpray3HJ2nslpWV4frrr0d7ezvGjh2bll40GkV1dbXe/43tS8LO0948r2rz2IEDB4h6jKix7DadpUuXZoz31157DXfffTfmzJmD//mf/0F1dXVaHdi9QzN8jBs3DkuXLk3b4AuFQpgxYwYGDx6cpueEw2HMnz8f9fX1GePdbXnOP/98XHbZZaivr7f9naafff7552hubsZTTz1FbGet3bRxPXXqVDzyyCOWaVZVVQEA4vE48TcXXngh/va3v9nmTaunyspKbN++HTfffHPGb+bOnYsTTjgBlZWVafWzbds2JBIJPb9FRUVYtmyZLr/mzZunyy9S/mnXFNrYMuY1Go2isLAwTSZNmzYNs2fPRktLS9o64I477tCNW+PGjQPQu9Zbt25dxtyoyWEnPXr58uXo7u4m/m38+PGWhkxZdHd3U62TjJD08WuuuUav36FDh2bID5L+lkqlcNFFF2HatGnYsWMHkskkXn/9dZx00kk4cOCA5brFLdp8PW3aNLS1tTnOR6eeeirxBNyCBQvQv39//XltPt2/f39av7nuuuvw6KOP2uZJkxmRSASTJ09GS0sLkskkQqEQFixYgMrKShQWFmbUo2ZULSkpwaOPPmrpkFRbW4sLLriAqA9obaH1cfMcoK1/7fQ6K/bt2yfkIlcnxx6zzDU7oWjr4M7OTsuxyEsymURtbS1KS0v1cTN58mQqu0wsFtM9181jjrSGTiaTuky20/c1NHlVV1eHrq4u3HnnnWm61eTJk6nGekA6nhvnAeCHP/whIpEIfvvb36K1tRVvv/02KioqcOGFFwaxiRwYOnQo7rvvPmzevBkvvfQSPvroI+zduxeFhYU45ZRT8J3vfAcTJ07EwIEDfU9XVl7zGZIw7enpQf/+/V2lY17oaxNxU1NTxgKK9pip5nkvO7TGY489hscee0zPn3YUkufCO6MxJRqNZiykzNTV1enKNKnOSJfDAvaGYQ3jDjRpQRuNRjF58mQ89NBDaROn0dPCatKdOHEiNm3alJEe0DvJGhfjGmaF2Ihm5NEMA1bKUjKZxI4dO/QdeydjU09PD0aOHImWlhY0Njbqi8VQKIQlS5bo+bBKQzsNYlRmSPkmoSlbjY2NWLduHdEwr3n9sSiHpaWlaGtro/rtJZdcgsrKSsc+ozFs2LCMOiEZnJ0MLVVVVRg3bhzGjRuHRCJhaRi94YYbMHPmTP3fTuF+YrEYzjnnHKIxgkbRNNPe3o4ZM2akjRPtPTNmzEB3dzfWr1+fdrpN46abbsLu3bszFskA0gxS5rozL6YB6KdVSGj1qDFx4kRin7rssssyTuFoBrLly5en1Zdx3BoZNmxYhkIdCoXwzW9+kygPvv/97+ODDz7A3//+d2LejYRCITz11FPYuXMn9u/fnzHetQ0DY1sY6y8UCuGGG27Q60nzsLWScdpvNAYOHEgcb5pBZMqUKRmbmbSQNi80hxG36YnwFIpEIrjhhhvS6sHcx91AG+de2/SbNGkSpkyZktbv161bl3ZhvOaBZZRNAIhyyriAtZIjWrnNbaBtWA0YMAB333030bNWO71jNiaT5NvSpUtRUVGBNWvW6GNfm+OSySTWrl2b8czs2bPx61//Wu+j06dPt9yEpDWaGNHmxrKyMhQXFyMWizm2s/mkKWnON5JKpVBXV4f9+/djz549uPTSS3V5Y3X6z7wBD/R655N0I6dTM+a0tP5hdFjQ2sHNWNZkvfn3mnFYMxZphnIr54Hq6moMGTKEqF9r+uH3vvc9fPnll1SbDGY5YBwDAPSNXaDXQ9j8fWFhYYZRcsqUKRkGaDsmTJig160RkuFMG9M7d+4kjptFixZh0qRJGc4MS5cuTZufjPUZjUaxbNkyxGIx3HLLLWm/iUQiqKmpweeff44///nP+OMf/+j4zmg0ijFjxqRtXp199tn4xje+oRtdjRjbTsOsr1dVVWHEiBFphkWnMW6uy3A4rLeTsW+T+nxTU5NuDNb6KGm9YLWhZawLKz1aO9FL+ns4HMZNN92El19+mckgHQ6H8YMf/AB/+tOfqJ+JRCLYunUrbrnlFqp1khEruQEcdXgyO/GQnJC0Z43rnUQikSFrw+Ewrr76auI8ABzVN3bt2pW2mRyLxXQ5Go1GMWTIENv6jUQiePLJJ7FmzRqsXbtW39SeP3++Lku1cg8YMEB32jCvBT755BPLzS+Sw4fm2GSsS5LjmLGvbd68Gb/97W+xdu1afP7552m/0RxRAOjtC/TKda1NtPVYPB5HPB7PeP8dd9xB3MgIhUK4/vrr8dhjj2WUbcyYMXjxxRep5gg7A7Nd2J6pU6eiX79++iaZuV40otGorR2rrKwMX3zxheNGpB1mWRaNRjF79mxHPaO1tRXxeJw45kjrRTPa38PhcFqbApkhHAcNGoTt27dnvN/owBVAhy/GeaC3048aNQp33303du7cqe/s9+3bF8cff7yrIz2hUMiVIszD448/LjS9iRMnEo/F21FQUIAJEyZwHQP2Kl1Zec1XSMI0EongkksuoTKwaEyfPj1jwgGQtvjXJtQ1a9ZQeewce+yxANyFheHBbIDVjuZbKSpWhEIhojHFqsxGr1WzUdrJKAxkGobtvEmsFNPGxsYMhcPosWk16T7//PN6rOrrrrsuY1FufJ9RIXSaWJ0MA+FwGPv27dO9mJyMTUZleuHChbqnkDEvTmmQFmZuMHstGfNmHi92C3+g1yD05ZdfYuzYseju7qY2zh88eBAAeTPBalOItKAz5tX4HcnIEovF0gzuJCOqeREB9PZjq/nR6AUMZBojtM9mLrzwQnR2dlr2LW1DjtRvBw0ahKKiInz88ccZxvkzzjhDX1SQNj7MBim78eDWG+y6664jGuevu+464u/tjDokSMb5oUOHWm7I1tbWUhkDtYudjDKDZDggGfTs6sdu8W2EJNPC4TAaGxv1PFkt8uzQ7uQ4+eSTM8qjhbmy8qycP3++7aLWiuLiYtv5hZSGk4HbDisPSitoDV1Apmyym/dIcmTChAl44okndIO60dNPOyWk8eCDDxL7qrb4M8uBGTNmZIwF7ZSc1Ub5p59+mmF00U56GPs0aX6oq6vTx6ed0cSI2YjrNJdqmHVqp4W2preY28cov7T3m+dZ4zNWho63337bMcQfaR6zagdzP7Ea01rb33HHHRlG4v79+6cZg9ra2tLSvP7663HRRRfp7yUZM62M7HabDOYxbKxj0vF/bWwYsXoPabN2/vz5RGeN0047jdgf7rnnHhQXF2ek3dTUhJqamozfRyKRDMO8OZ+dnZ3Yv38/+vfvn9HPxo0bhyVLlhDni2g0ihtuuAHPPPNMRr2T3nnvvfeitbUVL7zwAt566y188MEHiMVieugku7Yj6ev19fWIx+PEjUbzGDc7NWibHHb6v7HPm9+fTCZRX19v6V3qNDeadWDjBjjpdIBRppaXlzvKJ/PGg+akA/T2FRo5pW1AGE+C0KyTzOW0+l15eXna6QezAdHOmcHKickqOsLw4cOxfft2/XTu7NmzUVhYmHHqCLCXx8b+v2jRIsycOZPYxtFoNE1mkQysxhNvBw4cSNtENs+fdnXp5Dg2a9YszJo1y1LfdZq3NP2BFMLI6BBlPLUTCoUswx1Pnjw5bQMzEong/PPPJ9pB3nnnHfzgBz8gpmMVnu7YY4/F+vXr9b5vPDlIgtTeoVAIDz/8MMaNG4euri7b2OxOkJw+brzxRmzdutVyPUkjm+zW0KlUCjU1NRg4cKA+f5pPczj1Ad51eL4SSvkUrPXVV1/F448/jk8//RSA89ESO0KhENavXy8qawFZQCKRwLXXXgugN3RAPg18klFu1KhR1II/EonoSplxku3o6MDcuXMzft/Q0ICPP/7YMebu1KlTUV1dDQBYvHgx8Yg6C04bAw0NDSgpKdH/3dXVhfb2dgwfPpx4BNbMhRdemHY0l+RNoWFWjuzqzJgnK9x43RvzZ/Zq1PIWj8fTFlp2npZuvFecsKszkpeW9k5SeAS3+bLy7DaHHnGDVbuaPbmMiqrVMVZzu5DqysrLc+3atUSDBykN43tICrT5u0QigfLy8oz3tra2WtaXnSHaqs7C4TCam5tt2+DOO+8kLhSXLFmC8ePHo7OzEz/72c8yjA8tLS2OXnGk8ACkMro1spPeR9tvzeWNxWJYtmwZ1TvtsOu3yWTScoxpRhkno7ZZrrHUGQ9WXo/G93d1dWV4l9odz12wYIG+GUUqD807RfQdUro0zzpBM/7MWHkUuk3HLn3NgE7yeLaT28aykzYJzb81LyZp5te2trYM73K7fFiN/a6uLrz44ovo27cvMXwG6Tm7udQISccw5slu3mX9PQA88sgjxFAmc+bMcRWfmAa7fgIcHbtWOoB57jWmaTXO3Mp0p80N1jnCDq28wNHNWlJfLy0t7cnm8AAAIABJREFUtdUTzGla9TtR85Nd3dPUk53ci0QiREO0MQ23+jopT8aNcgDEUBZW6fGuF6ww16vT3EIjY4zlJbUZ6R2k049r165Fd3e3lHID1nWqYTdvWenRViefSB75pLGkwTPH2+XP7p1e62TG99r1Kad8W6WhjWvtdIR2etq8hhw2bBiqqqqI4eqGDx+OdevWEd+5ZcsWKjsBTf5Jp/GMBn2z3n/eeefpsfO1PnL11Vfj66+/xnHHHYenn36aat5YsWIFnnrqqbTvrHRe0pgTNX+y9NdsR5Yt0hfj/Lp16/D0008LSUsbrIFxPr/IZ+M8kCkgN27caBvvTBPUdkLeSbA6vUM7Lg6Ae5cYOHo0FoCtQm4n+K2MfkbMBlBawyzANxmxPmuVv8rKyoxLYhKJBDZs2IAVK1YQ0xI5cZIUUVI8QbvFIY9SyWJosIK1bRKJhB4Oh3aRqdXVX//617T47nYLYjd91A4745Xb9rBSzo3GT6vnJk+eTPybJlNoFrVWBkWSwdmsoLJukvEootomIsnryup9Tu3htLFotzg0913S8yoo2TQbeub2nDx5MnEe0E7l0L5T9IKXJ127cFNGSJtYNDQ1NWV46NIYt93AaqxyU29ufstjmHWTtl2oOPNvSTgZnGhOrbAaU6x0O6uNZFFYbco41RWLAZC2XZ36i90cAdifKGKBlG+jwciuT9sZOb2S/W4NP2YaGhowbNgwy/4v2tjpNj1ZxivzmHd6h11bO8kmu/eanYY0OUWTJ6f0WXQeDTsZQBrDqVQKy5cvt0yPNm3aMlg9Z7V2E7GpYfVOP9dgdvqA3bjW+K//+i9iCMvy8nL8/Oc/t8yzk+OhMR80/ciu7CS936re3bSHWc6THJPcbiaxbCTL2IxWGVm2SM/D2rS1tek7WOadnT59+uD4448Xcmt2QP5QXV2NY45x7sqrV6/2IDfeYHfMj8TDDz+cEQ+RlCbpwpYd//8yEadwNaeffrr+medyVo3a2lr9qK/mvUEyyNjVwznnnGP7josvvpjqOKLVEVtSndGENQDYj4CR8me+pMaYv0mTJmHlypVE5VXkkTPSEdyOjg7qMrrt01bvNxus3B6h1fLC0q7RqHUYHlJetT6tKVGhUAhlZWXEkENGSH0A6PWgWLlyJXc8TxYFy1xnTl6tGpp8IaHdpWE1JjVFXUuHdETZKv6oBktoKqv3uRlPWnxvGmjbw+6Yak/P0SP8pPyZ+65bWesVWh6M8U3NbWYOb0LaHHJjTOSVTTLSjUbJYWJIl+GxyPjS0lI9pAFAvpSMF5pxTcJNvdH+VkSIOjtIobecftvZ2Yk77riD2KZWmPNklT+S/DJiJcsGDRpEDJ0l+74w0lzldNcNTV8iQdOupP5SU1OTFtbFao6g2cBnwZxv2vjmgH0YDpF6oh129e7UX7W21tJwE/bPaZPLyiDntGZyWi+Ew2FMnz6dsnbImMs5ffp0R73Eag3h9qSpsb06Ojoy5JTxrim3+rQInQdwlgEkuWJ16ttJlyTBMsc7nRBhkWlu3skqk9yGNDRjpw9oz9vJzv379xPTtfoegGUIIzNW9a45SRjbixRv3xh+lzbUkJu+QwpLZA774zTmaENM2iEijQCPjfOpVApPPPEEgKOG+bPOOgtTp07Ft771LcvYTwEBAfbYxbCNxWJpFxLaYWU01AT7xRdfnObda2Tbtm36e4YPH85emP/P0KFD9c/aJGWOC+kk+K1umNcgeSa7NcyyTkY8hgk3+dN+bxVyRaSiZ1YmWMvI837SxZEsi0seJYNGqSIZGVOpFDZt2oTbb7/d8Vk7IyxPPE8ao4MVLHU2bNgwouwKh8P6hiBNn7fqa6Sj7sbnrAwoGzZssD2FYLXANd6twAtJ8XdqX60NSF5XNOOAVdZ6Cc3GiFYO0gYh4D4Ou6qQNiLMY2DAgAHo6Ohw1Y4sm09uPe94NrdFw7vZRkM06hxD2PjbgQMHEnU60oaL27q3M8YC1vP0jh07bO+7kYl5rrIz2MruS1abwYsXL04LCUKaI4ynk1icB2hwG9+cV0+UHU7Drr+a29puo41GR3FjqHRaM5mfM8bXXrdunf5/UrhHp7oklXPt2rWOOreV3CXdh2D1XnP+7HT9RCKBIUOGZFxO6qZcNDqPG6cCcxmMvykuLiZuQBovmJYlX+w2HL16J49Mot0ctnrWSh8ghV4051MLk23G6nsAuPTSS4lh2saPH49XXnnFtq1pwwv6tbnJsh5j2UySkUa+46lx/t1338Vnn32mX6ry7W9/W1dkAgJYqampyXtBEI1GUV1dnXasisYD1yotgOyZeN1111ka540GebudalqsjCduBL/VxAv0xsi3wu2kxjIZ8Rgm3ObPvCDwyhDih/FF5IaAbCWDxyDEa4R1kyez0aGiosJyAem2zjTZRQqh4UbRtOprFRUVtkZmq0W/0ykE8/s0vcZcT2ZYQiaYcWrfaJR8YsbtOFBVyaYd44lEAvv27WOSB37FbmXB2E7mMTB58mTdYO/GI86tHGX1vFPF00rkvGF3TN2NEcRq49KcLxEnnUhH8a3y5OWGux1WG6Ssd83wvltDa9d4PJ4xHqdPn47GxsaM34s23rDoFqx6opt7IMzQylnS/G4Vps2p7HbzGusJGsD+NJcZqw0a2s07q3Imk0lMmzZNv7DVqv1Y5a6VrIlGo5g3b15GCCVSeZxCsrD0XTdOBU7yMhqNYsqUKWmh8KZMmeJ4aaoTNH3dasPRbchKN3ixMU2CVB92J6RIG9XGfJaXlxNjzpeXl1vmoaioCLFYLK2ty8rKUFdX5xjSivbeH7/mR0BdHT7AHk+N89u3bwfQ62VRUFCAefPmBYb5gABOtAmktLQU8XhcyCLXarLWDFAktHBUWqxaHrQQPLyQJl4t/T//+c9Yv369rfFN9qQm2zvb/HuakCt2sBisvDa+qOSN6QSvocONEZa27WiMDvv372e+wNeM5lX11FNPYefOnQBgaVhx6vNWfc3uOXN/IZXXyWPLKZSS24uPRYVrmD59uqebcV5BM8bNMUA1I6fII/UqYudJ7+YUjBs5yup5RxM6ggWWeUrUvGHXd9waQaw2Lmm9hGk3eLW60vJoV29aPRnvKvFLrli1Ga0HsMh3m9HalVTH5ns9ZBhvWHULt3oiyUP/wQcfRCqVsr1rBnAvZ2l1SR69ymqMdnZ22vYrN2Pb7h1uN+9IulpTUxPV5aNu1xB2sqatrS0jhJL5QmJa2SRCL+bZfEkkEmhtbU17rrW1FVVVVWlpy7jPxKrssgzzPA4MPNjVh7n9rDYszPk844wziL+x+l5j2bJlKC4uxl/+8hdcfvnluuOeXT+yyxPtRrfKZJNzSi7iqXH+4MGDAHo77ogRIzBgwAAvXx8QkHPIMiJYKQiXXnopHn300Yxjzcbji7W1tbYxUWm4/vrrhU0Iy5Ytw4wZM/Diiy+ib9++unEMkHekWIP2ohcvJz/W9/H0Na/LqIo3phlSu/MahJzSoL2k1io9Mz09Pbp3lPZv1jEkQ36x9DWeUwjRqH0oJaPnmPnvVvXmtBhx68lYWVlJdcFbNmE3xs0L8FQqhVAohLq6OkejtMgj3n6hjQFSSB/SKRgraOUoi+edLN2FJ12a8rrxpjP3HRajk3EDEOgN99fd3a2HzuL1ejTLS9o+rjlq2DlseIFVm3lhXLDanAXS29Vcx27ilJOgKRuvbkE7j1rNVfX19SgvL+cykrLmi6fsVgbv6upqW1niZmxb/RaA6807UigiTUcTfYkv7aaCFkLptNNOY5JNMh1saOQlzW/czDNu+rqXzkU8DgyssIRqtBqT5nyyxJwHgGuvvRZvvvkmAOCNN97Ac889p4fgtoKUJ+OpLUD8hd9ekc3OKbmCpzevGo3xsi8PCgjIdawm/EQiwZ22piBoCqMmoIuKirBkyZK0BZnRc8rOqOSGwsJC7jSMFBUVYc6cORg5cqSl0sVCIpFAR0cHsc6bmpoQi8Uwd+5cxGIxNDU12X6vKolEAhs3bpTW12QRjfYecTUb7bT2sms7GVi1e0VFBeLxOBoaGhCPx5mUIKs0mpqaMGXKFDQ2NrpqOy29urq6jNNtpDALLGNIpvxiQTuFYC4vjQeRpqibnxswYICtB7xVvZHSC4fDqKurc+wjJE/GdevW2eY/WyGNccD6uP/AgQMdF0p2C/Nsg9SPNGjHm1bHAIjy0uh5Z8Ru3Mga+yLStepTgPPc7dR3rPQqGmNjWVkZ9u/fj5kzZ6a930r2yPJ6VE1uA5lt5qWOpbWNm3Y1ztdaKBDavLopmwjdwolh/z/0khntMlArZMtZ1rJrY9RcJqd+7mZsW/22uLjY9ViuqKhAbW1txvcy5iwrWaO9z/x+49+Nv6eRTbTt51aPp5GXTr9xKwPtNjVIeDFuSQ4MAKh0TFY02bV48WJXY988XjSHE3M++/fvT3ze6nsA2LJli26Y13jzzTexZcsW27KQxnB1dTXKysr0DUQrPQJw32+9QsX5PR/x1Dg/ePBg/bPTRY0BAQH2+KXcVlRUoKWlBXV1dairq0Nzc7P+NytjQDgcJirwVowdO1ZIGYD0SVDkQtZukWQ1wXV1dWXVxMeqTKmIsb3Ky8sxZcoUzzZInBQeJ0WOBnMaNHEandIjGR3mz58vZAypaATlMZ6Rnuvu7rbdrLSqNyfF3w6R9er1AkLU+3jkvNfGTpmY+5EZ2n7htNG8ePFiPZwB4DxuZI19mTKFZtFK03dYDS9W7wfAJLNYUVFuG/HLuOC2XbWTFKSTnFZ5ZSmbCN3Cjmg0ivnz52d87yQzvZCzrGVnNXi76QOk37LqHyxGfRbcbioUFxdzySan9mPZhKOpY6ffuJWBVuvi6upqyzyLHrdm3YrHgYGUHs3veUI1GsdLc3MzFi5cmJFP7SJfI6FQSPdkJ/HCCy+4+t4qT27mctmbxzx6tOrze77gaVib0aNH49hjj8Xhw4f1+PMBAQFssByRdovVEVLNcEf63ngkLxwO45prrkFlZWXGxUCTJ09Gc3MzMQSOqJM1pONZtEeKeY6vW01w7e3tXEfQvYwDJyrutQqQvES0fkd7nJoH3tADot6p4abtSGEDCgsLuY/deiG/WGANiWR1kRXpOC5A513Jkg9R9er10Va797mVezxHw708Vu4FtKE3rLCa60aNGsUcOkjW2JcpU2hkOG3foQ0ZQvt+L8O4WR3n37dvnx5qR8OPuLV+zLUabtvVKa/m+vOzbHZUVlYilUplXAbqV+gSEWgGZ7eyxE0fIP2WZSx7WZdW+bN6vyzZJPKuDdLv7X7jdp6xCz/kRcg8km5VWlrKPFey6IZO6xFaJxjR9TRhwgT88Y9/JH5Pg9s8uem3LPMnr96u6ros3/DUON+3b1985zvfwUsvvYR//vOfePPNNzFmzBgvsxAQkDPwKmSyFk5WSg3p+0suuQSLFy/OSEPEYsNqEozH4/rFuVu3bkV9fX3GRGae4MyXKzktkqwmuLFjx3qqEPEgQpmShdu+a1cWQP4C1w+Fh/RO7b0sce2Nvxex4FJVfml5Yy0TyQPLTpaIzoeIhbqsuOt2d3DYXTRHI/fMafP0UVXvrGDFeArGbb9ws9FM63kny5gkOl1jn6KV4bL6jtP7ZRguSJjrWPNUNN9j4Ffc2mwyLtjlVbRBTTYzZ85EeXm5q36vspz1c/OAZSx7WZduNxVkyCbejSqaPNk5p7ntGxUVFejfv3/Gelf22sNuHczSv1l1Q6tNXS1Gu4jyd3Z2Zjj7pVIp28ucx40bhzFjxqSFthkzZgzGjRvHnR8StP2WZf4UobervmmaL4RSvDc3umT37t2YP38+vv76awwdOhS//OUv0a9fPy+zEJADJBIJXHvttQCAJ554Iq8Fhx+7q6JIJBKIxWIZiw0RFxl1dHRg7ty5Gd83NDSgpKTE8t1r1qzBzJkzbb1dS0tLHfNtVcesk66senLzTtHKFAui6s+I7LoE6PIt2uBsvhhUO8WikrwULb/88NZ0wo888byTRnaKbDOr99XV1RG9vc1jVZX5TBQy+4vbtN3Mk27lqKxyikiX1KcA+NrPVOrn2sV+pPFJ2zdktb9K9eSElRHeSt+j3awMEIOK+kSAP2siUh5EzKW8ebbLh2hdzik9O2TL5Y0bNxKd/erq6iyN8xpbtmzBCy+8gAkTJkgzzAN0fYC1n/C0DSmfVo40gTw8iixbpOfGeQB47bXXUFNTgyNHjuCcc87BT37yE5x66qleZyMgiwmM8+yooNQYkTVhO5XTaiJbtGgRVqxYYZmum0WSqAlO5KTrBr8XueZ64um7xrKEQiGEQqG0I9helMuu3WWOA9WUKac8OYWUCgwXchFdx07j1urvNTU1xMWWUe6pNp/xouLGk8iN5mzArk8B8FWeqiTP3epQxnEru5+rVE9OmPMqY3PU6Z0qo2JeVcxTLkOqbz8cXngRPWc6pSdaP+JNT2Z7dHV1YcaMGWne86FQCC0tLUJO4ovKt1Obsa73ZevCuarv8SDLFulpWBsA2LNnD4YOHYqFCxfiV7/6Fd577z3cfPPN+O53v4uLLroIQ4cORWFhYcalDk6cfPLJknIcEJBb8B4HFI2s45hOx7OsjhSTQs8Y0eqKJt92xyLdlNOvo9p+HjsmKQJDhgxh7rvmsgDeG1ms2l1WGBG7d/qFk4Ln9Hcr+dXZ2SmtDvMNK9kJgKmOneYcq/fRxP3lnc9UWryLCO8jAzeh6kTiV9vY9SmZl2vSoJI8d6NDGcetF/1cpXpywpxXqxAQxrj+dmVzGjc8Rhavx6SKBiEV8yQKleZDDav6dpp/VGwnkXMmzbpBdJgS3vRkyWWtrY2G+XA4jOrqaunGdLc49QHW9b6btmE59RGsr7zDc8/5K664Is3wrr3erTHezPr167meD8guAs95dnLN09AJFm9l4/dm/KorFRVNQI4yLzOUgor4dTLCa1g9qGmOfNJ4WauKigtiwL1Hp9VztHMOi3ecqNM0KshU3vA+uYSfbZNvOhIPLKcqgn7uDOtJv1ySlzzzht95ykZUmw8B9vrO5XbScLNuED1GVNJZrUKwNjY2oqioSHjaqoRBtULG5my+rFHdkjOe8xqpVEpXOIzfscBr2A8IyCdE76Srjt1OPY1H4NatW7Fq1SpP64o0uap4eZYsZd7Kc7G7uzsn+65fJyO8xsnLmcYLmsfLGlBrUQH4tyCmqQcaj05zHVuVh2bckmS1k9xjnc9U9ASyql8tf0b8PO0mGzdtwzqe7Z7LNx2JB5ZTFUE/d0arP3Ncf6ex4DRuWE8a+SEvafLq9fyp2sljUag4HwLs9Z3L7aTJVDfrBtEe6yqdTCK1dTKZRHd3t5S0Rfcj0et9u7YReaFvLq5RVcE34zzAbowPCAjgQ0VDr2ysFuNWE5n2fUlJCcrLyz2rK7vFhkoKkUwDip0iUFJSknN9N1+MQU4KHq0CaCW/nOpQNc8wEQti1stZa2pqkEwm9aO/NPXg1E/tyiNrsQGwzWcqLt55N554UGnTirZtWMczzXP5qCOx4qRDkb73q59nE9FoFAMHDqSWUzTjhtXI4oe8dMqrHwblXDVSObWvX/MDa33nYjuR5q18WDc4IbOtZfcjr9f7rHI8X9aoquC5cX7ChAlevzIgIICASoZe2fAa5byqK7+MdSyIMKDYbZjYKQI07eH1YoL3fXbGIJUMZ24w55umXWkVQLde1ip6hvEaPFjkWiKRwPLly3XniGQyieXLl1PXg10dO5VHphx1m7aqi3fWjSceVNu0omkb1vHs5jnW/pqt8tpL/Ojn2YgbOUXzW1Yjix/y0imvfmwYuKk/mXJA9Ikhu/alnR9klJe1v/ppTJQV6pM0b8XjccTjcSXnG6/mQZltLTPtbNtcpHVYCPQffjyPOR8QIIIg5nwALdkUe5A3rpuXRpZEIoEpU6YgmUzq34XDYTQ3N6d50lrVPc3Fb6yTvNfGJpnvU81wRgvLpoyGDOVOxZiJPLKJ9dmNGzcSY/PX1dWhrKyMoRT8efKLbLoYUdY7VW0zp7ZhHc+y5UC29SkVoamHfKorN31KpiFVtRBsfsoumZfuOiHrxBDp76WlpVR1LLtvyAhfJgNZ9aCi/mqHH7JCxc0wO/xqUxVlU7YiyxYZGOcDspLAOO9Mtk1UssgmpcYPYx1PXsvLy9PCk4VCIbS0tOjv8+PiNz/qQdb7VDWcOaFivlXME8CuzLLKNZnGeSD7lPNsMlLJQOX50a5tVLwoMJsu28xmcs3wI/r9+aT78/aFbNvwlC33WC6BV1W38hoV2934vFfjNugPdPh52SxLWEsn8rHdc+5C2IAAUVRXV+OYY5y78urVqz3IjRoEO6NHUTV8AQmeI3S8R3zdKm87duzIuDcklUqlvc+q7rW8sebVKV9e14OqZfELFfOtjS2jUqpCyATW2Nascq24uBjhcDjjxEtxcTFT/s1kW6xut6FLVAyPxMOwYcOI/UGF+dGubVQMd8Aq93KtT8nEj7pSQed1I6dUCh8mG575Rla7qqgT0j5nbl8aPUNFfc8PZNYDz7wVXJrMD8/mBmv4Vhlo86em7yWTSWHzZy62u194apx///33sWnTJv3fFRUVQYMFBAhG5uIlGxeRfsYeZMFrYx3AprzxxDeVefGbivWgIfJiXJVROd+hUCjt/26Q5X3EYvDgMU5WV1czy0OaOlDNgCOSXFyAkDZZswEew5xWRpFlZZV7udinADny0uu6SiQS+oau9q6amhqldd58g2W+kbmWkan/DBgwwNX3vHmi0TNU1ve8RHY9sMx32RbXXEV4NjfWrFmD+vp6JJNJ4rM8OgzL/Cpz/sy1dveTsJcve+utt/Dss8/iueeew+bNmzF48GAvXx+Qo9TU1GD16tWO/+ULdsJXpbQTiQQ6OjqQSCSovuehoqIC8XgcDQ0NiMfjSnv6A70KcUlJiavJUlOiNc90WqOblfLmVP+07yPVPWteaVC1HpqamhCLxTB37lzEYjE0NTVJK4vfqJhv1vbVYGk/2bDKNdbnVKwDr2E1jqiK3QmobMDtXGnlOSZC32CVe9qi1ojoRW1XVxeeeuopdHV1CUvTDlmywou6MtLZ2Zl2qgTo7TOdnZ1S3pfLyNDtWZG5TpKp/3R3d7v6XkSenPQFFfU9DS/7nBf14Ha+k9nPrdDqIRzuNTG6PaWqkpzgWTc0NjbioYceStvYJT3Lst5nnV9lzp+87R5wFE895//1r3/pn4cNG8bkuRYQEGCPzN1LUWlb7UTLvExNhjenavE3WXbheXbSad9HqnuZ4S9Uqwce7xXZYUJk9WGvPUKc4GlflU8Msco1P8K5qCYvWWA1jqhKvnk7yfa8ZpF7sk/33XnnnYjH4/q/Y7EYli1bJiRtEjLlJW9d5cpFztmGrDjHGqqdSpSlt/Hmm/XEkJO+oGI4Oz/CUalWD37O7yynVFUIIWaEVV9IJBJYuXJlxvcidA2e+dWLSAI8p5MDevHUc/6EE07QP2erl1FAgOqo6JVsxGpi6erqYt6h9sOjU1UvUre78KSN0lAoRK28sez6i3hWdNq8HrF27+P1XpFVT7L7sJceIU7weIz44X2kGrx1oKq8dIvXnruy4Z3TVfJyo8GL9mORe7JO93V1daUZ5gEgHo9L9aCXLS+9PPlTXFxM1I9o7+jIFbnHQyKRwPLly9NOqyxfvlyYzFD1VKIMvY33ZKiME0PGvMnS593Ce1KSB5XqwY9TDax1L6vNeHQUVn1hx44dGSeuADH3+fDOr7J0DT/HXK7hqXF+0KBB+ucDBw54+eqAgLxCZhgXnrQTiQQ2bNhAnFja29uZJhw/JgQv3uml0YO0+Mw3ZHrEqmjQU1GRkpknnkWKiu2n4ZWc4KkDFfsaKyof4Wcln8Ic5WL72dHe3u7qexJuZYyKGyBa7HijDKqpqaEKW7dkyZK0o/pLliyhei/rO3ONzs5OYugsEaGBeOaWbAt3qcGS73xzMMi38trhdT9nrXsZbcaro4gMVQcAVVVV3LqGiPlVxgZSMObE4WlYm5EjR6KgoABHjhzB9u3bvXx1QEDeISOMi13aTsdKjcfVzEQiEYwdOzZrLlOT/U4vj/aRdviTyaTU+lMRmcc/vThK6BY/xo3feWI9cqxi+wHeygmeOlCxr2mwhJxQ7ei6CPwIc+QXKrafrLE8duxYV9+bcbrQjoSK8tIudnxZWZnts6z9heedQBAOR8OuHnjnFpnrJJm4zXe+hS/Lt/I64WU/Z6177RS3cSPPzSluM6J0FBGh6sLhMObPn4/KykqmstilrcL8CgRjTiSeGuf79euHCy64AFu2bMHevXvR2dlJfTQwICBAXZwWluZJ0oj2+6KiIkyePDntCPbkyZOpd6i9nBBkvtNro0cwofYiW+FRzSCkYrt7kSfWRYpq7eeHcZS1DrxoVxZDFo9BNFuNOqJQecOFBpXaT+ZYLioqQiwWy4g5X1RU5PisdqGdRj7clWKF1/1F5v1LXlNcXIxwOJy2UREOh6nW/071oKIeoyKqGvRk4Wd5VRt/XsNT9yTjPCsidRQW+a/avWqyyTcZIxNPw9oAwKxZs1BQUAAAeOyxx3Dw4EGvsxAQEABx4RBojpWSJkkAWLRokX7MLpFIoLW1Ne3vra2tVMeOvT6mLvOdXh8Ny7dj/nbIPv7JepRQRugSFWNNq94XVWo/v46QstSB7HZlObqcS6F2/EDlUE/ZhpuxzCJLli1bhrVr12LRokVYu3Yt1WWwThfa0SAr9rIfseNZYH0nj2xSMdRUNBpFdXV1mvyvrq4mnr419m2aelBZZ1DtPo5sDeNjhVP9+lFeFcefH7CGXrI6xc2CCjqKzPsHVLrbQCPXZIxfeOo5DwBnnnkmbrjhBjQ0NOCjjz7Cf//3f+P222/Hqaee6nVWAgLyFpFHqGl2p628WybnRGvtAAAgAElEQVRNmqT/hmeXu6KiAqNGjUJ7ezvGjh1L5RWmwerlIGvn2g9PIBV34f1CJY9KQG7oEtZ2p81TroUMkemd7TbtbPMYlNWurF7H2e757TeBl5Q4aMeynSxxkh9FRUWu9CKSoQQQc6GdBos8ZR3v0Whv7Piamhokk0mEw2GigVgkrO9klU0qh5pykv+kvj1kyBCqeuCZW2R5Oat68kE1/ZYV2vr1srwqjz8/8Dv0UqCj+EOuyBg/8dxzHgDKy8vxs5/9DH369MG2bdtwyy234IEHHsArr7yC3bt349ChQ35kKyAgLxDhMWj0WKDZnabxbuHZ5W5qasLMmTOxYsUKzJw5k9pbQcRlMaJ3rv3yaFZxFz7fUdG7lzZPPGNLxb4o0zubJe1s9BiU0a6sJwhU8KrKdgIvKTHQjGU7WSLDW5M0PgAxF9oB9jLPTofhOTFUUVGB5uZmNDQ0oLm52ZP+yvJOVtkk4jSVk/7I4w1uJf+t+vaAAQOo64FlbuEZN3b1kGsnH1RDRb0YCC7E5EXG2jebdRTVTt4EeIfnnvNXXnll2r9TqRQOHz6Ml156CS+99BJzuuvXr+fNWkBAXsDrMUjyWDDvTldVVekKiZamk3cL6y43q7eCyl4Osj2aVYHVQyhfYjrK9u5l6S80efJibHnZB2R6Z/PUlYqnDLyWQazeVoFXlRgCLykxOI1lK1nS2dkpRdaax4fIC+3sZF5bW5vUGON+9Fe372SVTbx14yS7Zcl2q77d3d0tTUbzzLtO9ZCLJx9UQtVTb36dZsyl9ZCMta9Mma/iyZuA7Mdz47z5ogctHp/xe7fwXBgREJBvOCkQxskGQNrEY6U8xuNxxONx7NixA1u3bkV9fT3TJMkyMbMqaqoqeBpuFYpsU+xplA+S4pNPSotMZZ+1v9DkScVNBR5Yy+NFXalkHPVDBtkZspwWTipubgSojV8hJ6xkCQBpslbW+ODZaMiXTTWWundTN+Z+7CS7Zcp2u3mypKTE0z4owoDOqrepviZRBb+M4E54IZvM4zYX10PZsvYVVfduZXFA7uO5cR44ehszj0HemE5AQD7jdrFop0AYJxtt8yyZTFLFgCwpKQEA3HLLLVyTildx6lRV8FjJJsWeRvkgKT6lpaV5pbTIVPZZ+wtNnlTcVOBBpnd2Lskhv2QQyZClYkzabCeXPPRoUMkQYiVLiouLpcoPGeODd6MhXzbVWOqepm5Y4rvLlO1O86SXfVCEAd2vkw/5gsobdDJlk3ncVlVV6Y5wAJsunAtzuh96p6h1CM9dGzLJhX6RzXhunB89enTg6R4QIAjWxSJJgTBPNsYNNG3iWbNmja3y6MckyaqoqazgsZBNir1TP7FSfGpqanxXWmRgpwjRKvteXigqK0QVDTR9R7RSyVMeP+vKa3hlEE/bGQ04gedROiLGRC566NkhwxDCi5UsyTb5IWKjIdhUs8aubqxko5NuL1u/9HrDRbYBXfbJBxIyDWqqGetU3qCTIZtI43blypUZl3a7WQ/lypzux9pXhK2DVRbLJlf6RTbjuXG+trbW61cGBOQkvAYIswJBmmyM9PQ4x4D0y0DMqqiprOC5JZuMfE79xErx0X6XDRsQtNAoQk7KPosyxdtfnPIka2zZ9R2ZSiVPefyqK6/h6VN2befWMJBNp4hkI2JMqLzZIcNoJMMQIgqSLMlG+SFjo4GnL6hmfJSFlWx00u290C+93nCRbUCXdfKBhEzdR1VjXT5t0JHGbTKZRDgcTpuXaNdDKs/pbvFj7SvC1sEqi2WSS/0imwmlgrgwAVlIIpHAtddeCwB44okn8lJodHR0YO7cuRnfNzQ06CFm3JBIJBCLxSwN9JFIBPF43NE7VVVFjodsWrhlS16djHHmvqj1P6cL47IJu3K6MUjwpJEt/cWIVcgj3rrkJRvrUgZu60H0eBcxrnIBUfUgWtcQhSxdw6q8JENIvvUpEqLlHkt6PH3Bb53V68vN7WSCU17ybY6zKq9K9SBzvsvVuVRE+6kwbufNm4dVq1a5ll2qzum0kOre6zHJO2/wymIZZHu/8BpZtkhfYs4HBATwI9pL3bz7TIo5b/SisRJC2ejFZYeMhZtfl8qphF0/sfOEyKX+JcLDlzcNv/sLy1gg9YGOjg6ueuAdk34beFTCbZ+y6sM0F0RavZ/X80gl44uGXycI/DoRZ4edhxcArrazKi/JEKJK3xCB10ZxK9zKDx5vP789Bb2eN5xko1Pd+60veIld26hUDzJPiokK36HSXCpizKkybisqKlBeXu66flWc02mxqvtsOHljhFcWyyCb+0UuEXjOB2Qlxt2q0047Dccc47zPtHr1atnZ8hzZhmOAb5Gb7cjwGgmMePSoptTbwZJXFTzn/UTkWOCpB9keMAH2WNVfTU0NFi9enPF7Wi8eVvmhooxmyZPIfqlanVh5eFVWVmLdunXc+bQqb66GTvG7f/HA4+3np6egn/Wncl9UAVltIysMl6qe86S7O0aMGOG6/KLqLdt1bpH9x485nTf/qsw5IlFNFqum66mMLM/5sJBUAgICfKGiogLxeBwNDQ2Ix+NCBGg0GkVJSYm+a6t9zkfsvEZYsPLSSiQSvFn1hEQigY6ODs/ymy39r6mpCbFYDHPnzkUsFkNTUxPVc5rnRCQSAQAmb0y7NES1l4x2Fz0WWOtSRD5Ey4l8w6rttAsijbjx4mGRHyrIaPN4Y82TCPmiIUPX4EHz8DISDod1wzzA13ZW5WWdk1jnCC9g7V+qyD1SX6CVEzzP8uJn/WWLbuUXMtpGlgwQKeeB9PmHJ22SXHnwwQddl19kvYlo11wZtzxzOsuaQEQ7qjLniEQ1WayarpePKBfW5uDBg9i3bx/279+PUCiEwsJCDBw4EP369fM7awGKUlNTo4xQ8wOro0+q7cZmI6KPeMk8fmqHiL4Q7KaT4T0WLyJMDykNUe0lq91ljAWWuhSRj1w9CurlHCLjgkgW/JLRGqTxNmTIEOY8iQwDplIoB9KR8OnTp6OxsTHtdzxtJ6q8fodOcYK1z6si93jCWPGGwOKRkarUX0AmottGtgwQJeet9D2WtElyRYO2/KLrTUS75tK4ZZnjWE9ZiWjHXKp7lVFJ18tHlDDOv/3229i4cSPeeecd7Nq1i/ib0047DaNGjUJZWRlGjx7tcQ4DArKLXDakemkw4l24meFVLPyKCau6ccFPRBjzRChCxjREtZfMdpelZLutSxH5EC0nNPzcYPVjDiG1ndd3TPi5+LMab2vWrOHKk4oLLRF929w3AKR5zgNqLNz93vBxgrXPy5J7LPDICdZneWWkSvUXkI7otrGSARs2bMCkSZOEtDmvnHfS90RsPhmhkYGiZaeIdvVzQ89vWNcEotoxkJn+ks19N5vw1Tj/4Ycfor6+Htu2bQMA2IW//+STT7Br1y5s3LgR55xzDqqqqnxXuAMCVCQXDanahLB161amm+l5EO15yKpY+OmtwKtY5fKErqInhyhFWKZRSRUlW1Q+RBuR/dxgVW0O8dK47Ge/tBpv3d3dSowVUYjs2+a+oWI9qThHaGhzM+tltypd0M4jJ9w+K0pGqlR/PKio4/HmSWTbWBmqV6xYgZUrVwqf31nKLtsQboZGBsqQnbJOq9KQ7Y5zKpyyUlVmqigDRZLtfTeb8M04v2nTJjz88MM4fPgwUqkUQqEQQqGQ/nfNUG/8Tvt+27ZtuO2223DzzTejrKzM03wHBKiO6l5abjFOCEa8NBiJNA6xKBZ+eyvwKFYqTegylCdVjMxGRCnCso1KspVs2vYWlY9cCYORa3OIW/xa/NmNt5KSEiUXpG4h9e2amhr0798fxcXF3OVSceGu4hwBiLusUcWTGTzQzBsiZWS2159KOp7oPIlqGztDtej5ndWRZ9++fVIN4STnKqfyypKdok+r0uC3XicCVU5ZqSYzVZSBIsmFvptN+GKc37JlCx566CEkk0ndKK8Z4/v164fTTz8dxx9/PADgyy+/xCeffIKDBw8COGqsP3z4MOrr69G/f3+MGzfOj2IEBCiJyl5abjFPCGayyWBkXvB54cEsqi+wKlYqTegylSfVDEKiFGFZCyOesUCL2/ZWSdkXYfgJYiHz4Ud/cBpvKvVRVkh9O5lMYvHixcLksor1pNocQZqb6+vrEY/Hfc+bn9DOG4GM7EUlHU/lPAFHZcCGDRuwYsWKtL+JWsuwlN3Y50OhEMLhMJLJpHBDeElJCcrLy13LQNVkJyu54PTAsybIlXY0o6q80fImor5zoe9mE54b5/fv348HHnhAN8ynUin06dMH5eXlmDBhAs466yzicx9++CE2bdqE5uZmHDp0CKFQCMlkEg888AAeffRR9O/f3+OSBASoiapeWiyQJgQj2bIY4jUMkxaC4XAY+/btQyKRsGxbkX3Br8s2ReCF8qSaQUiUIpyN4Vp429vv46m8hh+eOuYNcxHAR64uYDWswjsAai1qZWCcI/yWMarMzSrhZt7IJT2bBxX7kYp50ohGo5g0aRJWrlwpZWPHbdnNfV6LZFBXV2d5kolHdrHqyarp1yzkyoYej46SC+1oRlV5I3KtlSt9N1sIe/3CP/zhDzh48KBumD/33HPx8MMP49prr7U0zAPAWWedhR//+MdYvXo1RowYoXvaf/XVV/jDH/7gVfYDArKCiooKxONxNDQ0IB6PZ+3xKm1CIJEtiyGrBV8ikaBOQ1sIanWhnSBavHgxYrEYmpqaLJ8V2Rc07xfaOie1nx8Tup3ylMu4bS/Z6YgYCzTwtHdTUxNisRjmzp3rOLZkYR7vbmQdTx0by75q1SpUVVVl/RySjYgabyJIJBLo6OgQNkbNfdtMPshlFWSMKnOzSridN3JFz+ZBxX6kYp6M8MzvTrgtu9VJpoEDBxLzo4LsylZktrvXqKSjkBCtt9ihorwRvdbKpb6bDXhunN+0aZNuWBo2bBh+/vOf46STTqJ+PhqN4u6778bZZ5+tG/g3bdokK7sBAVmL6pMnDaQJYeHChcyLIS8nbA1RhmFtIVhXV6cfO9XScpp0/eoLqkzoKipP+YhXmySs7e3V5gENrIYfqzru7Oy0fc4qzEUuem8H0CHLEGOcy/JNLqsiY1SZm1WCZd7IBT2bBxX7kYp5MiNrY8dt2d30eVVkVzYTbOjJx+sNJBZ5I9sWIWOtFfRd7/A0rM3777+Pffv2Aej1/Lz55pvRp08f1+n06dMHN910E376058CALq7u/Hee+/hnHPOEZrfgIAA/xF1zN+rC1vMRz5FHgeLRqMYOHAg1xE6r4/TqxCmITiCrgZeHY1kbW/VjqeyHAG2ChtSXV1tK/NUK3uAv8gOBRaNRlFWVpZ3clmlcabC3KwSvHqCG93K77BGIlGxH6mYJzOyQny4KbubPq+S7PILEeM2F0O7sCBDBvoV/93NmBMRdtLpHSxrLZq0g77rDZ4a53fu3Amg1zB/6qmnYsSIEcxpjRgxAqeddhp27doFAPj4448D43xA3pBLij0NvBOCVxO21aQr0gDBY+D060Z5FSZ0s/IEAB0dHXkzhlTAy00SlsV5LsRV1Oq4pqZGP10DOMu8XCi7LPJtvgW8M8RkgxFNJKqNMxXmZpVg7Y9udCu/9DCZqNiPVMyTV7gpO22fV012eY1f4zYX9Q9ZdennBhLNmOOxRdDWGcu9Ubk4J2Uznoa10bzmAWDo0KHc6Z155pnEtAMCcpkg5p97ZIfTSCQS2Lhxo+WRT9Fx31mO7AZHUo8eQW9ra3M9hvwIieQnosurpVdaWurZ0Ui3IQey4Tg8DRUVFaitrc343k7m5UrZRZOv862XocDyKTRIMM7Ux21/dKNbBXpYgIrQ9Pl8ll1+jdts0D/crhVk1qXqIUxZbRG0dcZyb1QwJ6mHp57zhw8f1j8fd9xx3Okde+yxxLQDAnIVv45sicIvDwCZHh/GHWczxh17kV48LN5duXok1W2fYhlDqnoVyBpPosurav2RyBVP3uLiYtcyL1fKLgov51vVvOOCUGDyCMaZfLwcT250q1zVw3IJ1WSxSuSi7KJpbz/GbTas91l0e5l16WVoMhZYbRE0dWZ1b1Q8HrctSzAnqYennvMDBw7UP3/22Wfc6Rl3dQYMGMCdXkCA6sj2AJeJnx4Asjw+zJOhGZk79m69u1g9ClT2GGfpU27HkKpeBbLGk+jyqlp/drgZW6qOD1aZl09ezE54Nd+q6h2XjxeAeTWeg3EmD6/HkxvdSnXPTiOqzm0yUVUWA+q0Ry7JLtr25h23LG2n+nqfVbeXLQNZ9RYvxj6rXj5gwACEw+kmW3OdsfaXbJqT8gVPjfODBw8GAKRSKWzbtg3d3d3Mae3fvx9dXV0ZaQcE5DLZKkT9NNDJDKdBmgw13ISb8coY4FYpUH2h4oVi6LWCTNMfZI4n0eVVfYHBg8rjA8hP46pIvJhvWcdyYEQWj+rjOR9RKWSCFW50Kz9Dg7ipS6/GgioGZy0vqjoSBLJJPG7am2fcsrYdi/7h5Xhi1e29kIEyQ5Px4lYvb2pqwsyZM9PukCLVGau+ms/hqlTF07A2I0eORCQSQTKZRDKZxLp163DjjTcypbVu3Tp9EEUiEYwePVpkVgMClCRbj5r7dWxKdjgN0hG1cDiM2tpaFBcXC7vgRRRujqTyHqmUfTyQtU+5HUNeXoJF2x9kjifR5c3VS8S8PnLMOp68uhSPJbyU6kfjvZhvWcZyNoWJyhayIYRAvqFayAQ73OhWfoQGcVOXXo0F1eSYquEdAtkkB7ftzTJuedrOrf7h9Xji0e1VC4/k9din1ctJp/PD4TDWrFmDoqKijDRZ9VXV2iPf8dRzvm/fvjj//PORSqWQSqXQ3NyMeDzuOp2WlhbE43GEQiGEQiGMGTMGffr0kZDjgAD1yEZvSD88/r3YCSftOFdXV6OsrEzZC1ppPQp4PJ698PLh6VNuxpBXXgVu+oPM8cRSXjtvHZH1p5KXnZcnAlT3mnObP9XLY0T2fOt2LPPOGyqNIZXI5RM+2YiqIRPscOOtyXMiRfZpAi/Ggope6qqeTA5kkxxY2tvtuOVtO1r9Q/UTQ1bPq3IqL5vGfjKZtIw8wqOvqtQe+Y6nnvMAcPXVV+Pvf/87QqEQUqkUHnnkEbz11luYOXMmTj/9dNtnd+3ahcbGRrS1tQHoDY8TCoVw9dVXe5H1AEWprq7GMcc4d+XVq1d7kBtvcOsN6beXoh8e/17thLPuOKvqpaPB6hXhlZcPb59yM4a88Cpw0x9kjyc35aXx1hFRf6p52Xl1IkB1rzm3+SP9vqamBqNGjcrwBFIFmacP3I5lnnlDtTHEigx9JldP+GQrXp2Myza8OE1gdSJU5N1uKuq/qvadfJVNstetXrS3iLaj0T+y4cSQyuTS2PfqtGyAPDw3zo8cORITJ07E888/rxvoX3nlFbzyyisYPnw4RowYgTPOOAP9+vVDKBTCl19+iU8++QRbt27Ftm3bABw1yodCIVx22WUYOXKk18UICMgaVFmQez2Je6nQskyGqivcrMoKq5LIooh72adYFR7acrntD7LLTlNeN4ZZHoVRRQM16/gw9gcAju2nohHDiNv8WXkCVVZWorq6OiuNxby4Gcuqb5rKRpY+o+rinAW/nTFEkEshE0TBOobd1qV5LAC9MnrmzJnCxpuq+i9r6JJsNyKrhlfrVi/0aC/azs/xlCvGYBXnjXwc+wFAKJVKpbx+aU9PD+666y50dnYiFAoB6DW4A9D/TUIzymufi4uLcdddd2UcRQnIfRKJBK699loAwBNPPBEIKgsSiQRisVjGhB2Px/OizlTZmLBC9fwBbLGk3fa5bKgHN2h1tnXrVqxatYq6XDLrwa1RmIaOjg7MnTs34/tFixZh0qRJwmSM1XsaGhpQUlIi5B2suBkfxvbVHAySyaRtW6suw93mj/R7mucCjsIiJ7wYQ7KNVCxjQeZdCCoawXNpLs2lsoiAZwyz1GVXVxcqKyszLiIUJaNZ8iRDj+HByz6qoryRgeo6DwtetF2uy8t86f8kZJY9n+uVF1m2SF+M80Cvgf63v/0tmpqa0ozuwFFDvYb5b6FQCFdeeSVmzZpFFc4kIPfIR+M8iwBV2ajlFapPPKrnjwW3l4/lkiJuLLsZmnI59QeW/sJiFKbBydAqanGQC33Erq4A+/Kovuhym7+mpibU1NSkGX00ZM1NuSZnvdg0dYMXfdStPmPOU1VVFUaMGJFRZ7wy1S5tLxHZxqLHC2t6uTZueeBtX7d1qdqGniw9hpVc0EtUJFi3spOr8lJ1HThbCeqVj5wzzmt88MEHaGpqQltbGw4fPmz724KCApSWluLKK6/EN77xDY9yGKAi+WacZxWggfKYH6iokNHmKZcUcScDLMBXLlZPM1ajsNs8iU7b6j3ZqERa9XMjdn1DxTFuxG3+ZHtlGsn2viMKWfXghZ6RSCTQ2dmJ6upqqvfQbhyKlqmi6tVPZwyaOmE1qubz+BOB157aqqwfZOsxLOSS7qoSKvW7AP8J+oMcgnrlR5Yt0ne387PPPhuLFi3CvHnzsG3bNrz33nvYu3cvDhw4AAAoLCzECSecgHPOOQfDhw9HQUGBzzkOCPAWnlixQbyy7EKEB58qC1/aOISqxh5lgRRP2whPuVjlgFOeeOOXa3EaN2zYgBUrVghNm/SebPW+JPVzI9l+yZPb/BUVFaG6ulr63JQrsdZFICumqux7Ecwes+FwOM1jlvZuA2PeamtrMWrUKOEyVUT/Yp3TRcylNOPF7ck4v8efCvJfFF7fs6PK+kG2HsNCLumurMgYWyz9LpfGOOBPeVStQ9n6hRWq1oco/KrXAGd8N85rFBQUYNSoURg1apTfWQkIUApeAariJScBmbB68Pm98OVF5ALQb2XKzgDrtlzmsrDKAV6jMA3RaBSTJk3CypUrpS5UWQzUqmxemfs56Vh+toxZUfBevgdk/4W6XiNjk0emkco8x2mhLevq6lBcXGxZFie519PTg/b2dikylad/iXTGCIfDmD59uqv3240XAOjs7HSVP7/HnyrynxezPuCV7FJl/eCFHuMWku5aVVWljxU/w0F5Ac/YciqXm36XK2Ncw4/yqFyHfmyCqVwfogg2F9Ul7HcGAgIC7NEEqBG3AjQajaKkpEQ55S6gF6sFeSKRsH3OaSGdLVRUVCAej6OhoQHxeJxJCWpqakIsFsPcuXMRi8XQ1NQkIaf2aIs1bbxGIhEsXLjQdblIZWGVA+Y8aZ6n2vOijMKksvttcGYdV7Iw9vOWlhY0Nzcz9flEIoGOjg7fyiEyH27mJuO4KC8vx5QpUxzHu4j5UyaqtCUPMsc+aY5LJpMYOHCgbfrmPJmJRCIYO3asEJlKSpu1f/HO6ZqMqaysRCgUQmNjo6v50Gq8bN26FbFYDIsXL3aVP5Hjz+1YUU3+s+K3bqPC+sErPcYtxjl93rx5qK+vF9ZOfre7HTxji7ZcNP1O9BgXPR9ng8wS+U4Z+ozXa4tcmTecUHHNFtCLMp7z2cjhw4exefNm/O///i8++ugj7N27F4WFhTjllFPwne98B2VlZRg4cKCUd7/11lt48cUX8fbbb+OLL77A4cOHceKJJ2LYsGEYP348SktLLRcOXqT7/PPP46GHHnL17srKSvzHf/yH6zznOiodLQ2Qg0ivaJUMT27g8QZT6QQBr6eZVVni8TizHDDnCSB7HPN6aaniZafht9cmCXM/z9aTAF7ng+RBrV2ZZDfeVZ4//W5LkV6ZssY+zxxnzNPWrVuxatWqtLouKioSIlNJabOekBI1p69bt05YKMSqqirU19czeS2LGn8sY0VF+e8WXt1GZc9rt9DqMV6jvfuWW24RpoOqpNOSYB1bostllY8NGzZg0qRJrtIUPR9ni8wS9U6Z+oyVfiFDvuXCvEGLamu2gF4C4zwjO3fuxH333Yft27enff/FF1/giy++wLvvvotnnnkGCxYsEHoxzIEDB/DAAw+gvb0942+ffvopPv30U7z66qtoamrCrbfeiqFDh/qaboAYAgGa27AuyHkXvrmycFNNmeLZaLArC48ccDIKi1KsvTxy70QubV4B6izY/cgHaVwYsRvvJKNOR0eHr3JPZB2qcleJjLHPO8dpeSopKUF5eXlGPYmQqVZpO2HVBrzGbN750FwndmOPJn+yNqydxkouyH+etvR7808GvJvbdvDow6J1UNV0WjOsY0t0uUj5AIAVK1Zg5cqV1H1e9CZYNsksEe/0Qic0j31Z8i0X5g03qLRmC+glMM4zkEgksHTpUnz++ecAeo/XjR49Gqeddhr27duH119/Hf/617+wd+9eLF++HHfddReKi4u533vgwAH85Cc/wccff6x/d+qpp2LEiBE49thjsXv3brzzzjs4cuQI3nvvPVRXV+O+++7DKaec4ku6GkOGDKEq//Dhw6nSy1cCAeotXhqueQwQrAtfGYqNX8Z+WcqUH+VxKosMOaCK0Vc0KntNs+C0sPWqv/phOLBahGvQXqgrM06uG/z0Vsu28S7KOcFKdoqQqW7TsGsD3vKKmA/N5TGnFw6HUVtbaxv33y49N7COFVny30u9gLUtVR7jKjqF8OrDonVQ1Q2ErGNLdLnM+TDips+L3gQbMmSIUjLLDhHv9FonlCnfcm3dEJB9CDfO79+/X3SSVPTv39+zd9133326Yf7kk0/G0qVLcfbZZ+t/37dvH+699150dnbiyJEjqKurwyOPPILCwkKu99bX1+sG9GOPPRbz5s3DZZddlvabTz/9FPfffz+2bt2KvXv3ora2FitWrEAoFPI8XY2ioiLMnTvXbXEDJKCiUqwifngcifSKdkKGYuOnl5YMZcqv8vihGKrupcVDLp06slvYetlf/TAcmMcFy4W6PHJPdP366a2WjeM915wTnNqAp7yi5xCr9MrKypjScwvPWBEt/73WC0D5MlsAACAASURBVFjbUtUxrqI3vwh92Ksxp5IMZBlbMsql5WPDhg1YsWJF2t9o+7zoTbA1a9YoI7NoUGFDmISVzUK2fBNx2isX1hwB/hBKaUE7BXHFFVdQGWxFs379ek/e09HRgWXLlgEAjjnmGKxYsYIofA4dOoSqqirs3r0bAPDDH/4Qs2bNYn7v+++/j4ULF+r//ulPf4rx48cTf3vw4EEsWLBAf/dtt92GSy+91NN0jTHnJ0yYgEWLFtmWzy2JRALXXnstAOCJJ54IhB8FdkpxMJEcJZFIIBaLZSgZ8Xg8Z+qmo6ODuGHW0NCAkpIS1/1BlToT1Y9VKI+XY1KF8mYTfspLkhwvLS3laj9VwqLQYMwr4C7msJPcs3unjPHBW4eyyhPoA/LxQuaKbkfV5J5seUMKVeHXPJmtOpnqeQLY5SiJXBpzMpFRLt7+xSJj7PrOxx9/rNxGlEy8jNmvqiwB1NyADJCDLFuklLA2gu39jni5GRCPx/XPZWVllruCffr0wYwZM3D//fcDAFpbWzFjxgxEIu4vaQWAtrY2/fPZZ59taUAHgH79+uFHP/oRVq5cCQB49tlnLY3ostINUAs7z5C2tjYhEwnL4kFFpVNVjyORiPbAVaXORHlXqlAeLz1Fs8FLSxX8VrxJHj0dHR1Cj2TTlMevEwnmceHmvU7eXV57afnlrWY33v3u3/mCFzJX9Bzi5+kFr+WNyFAVInBb9yrO6SroVYC8S5iB3BpzMpFRLt4+zyJj7PpOSUlJzpzapIFHRruN2a+ifNPKoWo4sYDsQYpxXqaxPJVKpaXv5UbAV199hc7OTv3fEydOtP39d7/7XaxevRpfffUV9u/fj7feeos59vw//vEP/fNFF13k+Hvjbv+2bduwZ88enHzyyZ6lG6AWVkpxZ2enkInE7YJeZQOAHyEbvMZKsQGQNZcYiUTmYi1bUDX8i0qbeKoo3uaFregj2aTykNoh2wwHrEZpmfLAr/AlpPGuSv/OF1SVuarilbwREarCat7ycj5TrX+poFfJuoQ5G1FJtxIFb58XvQmWbTqSHTT9haW8rBuhqsk3QJ0NyIDsRrhx/qSTThKdZAafffaZL6Fztm7disOHDwPo9Yx3usC0oKAA5557Ll5//XUAwBtvvMFsnN+7d6/+mcYYfuKJJ6KgoEDP7xtvvEHcTJCVboBaWCnFALgnErcLei8MADxKp6o78qIR6YGbzXUWLNaOotpCQrVNPFUVb9bxR1se1dqBBxajtMryTeRdJar271xGNZkbYD0Ouru7qeSAlbz0Q46q1L/8lqMyL2Gmebdd2l4bynNpTjfjdZ9X0UgsGln9hXcjVCX5BqixARmQ/Qg3zj/++OOik9Tp7OzEk08+ic8++0zaO+zQLk0FgLPOOosqRM03v/lN3Ti/c+dO5neznBAwPvPRRx95mq6RL7/8Eps3b8bOnTvx5Zdf4vjjj8fgwYMxatQoDB061PX7A9xjpRQXFxdzTyRuF/SyDQAilIh8ULYAcR64QHbWmZ+LtQB7eL26ZeCF4s1aFtFHso35yTVvahajtMryQNQCNVhY5ge56DErEp5QFVbyctSoUTknR1nw0wjuJOdlGfqc1iSyDeVuQ4YEuEc1I7FIZPYX3o1Q1fB7AzIgN5AS1kY027dvx29+8xvdyK15zWtG4nHjxnmSD6NxnjaUi/EkgfF5twwcOFB/fs+ePY6//+KLL3DkyBH931YbA7LSNfLqq6/i1VdfJf5t2LBh+NGPfmQb696Jzz//nPlZK3JRkFopxbwTidsFvUwDgEglQhVly8uFNK9ioUqd0eLXYi3AGVW8us3jT6bizVsW0Ueygfzwpqadk3JdHgQLS/GoZgjPZY9Zt1i1DU+oCit52d7envNylBa/jOB+bD46rUlkG8p57k5QTXb5Rb7Xg0wdkGcj1C+c+oPKjhwB2YHSxvndu3ejsbERmzdvBnA03rxmlB85ciR+/OMfY+TIkZ7kZ//+/frnE044geqZE088Uf984MAB5nefc845ePvttwEAr732Gv7zP//T9vcdHR1p/7Z6t6x0admxYwd++ctf4rXXXkNVVRXThbm33XYbVx5IPPfcc8LTVAGSUkw7kbAuZEh5kGUAyDVDEu9CmkWpzEXFwqoe/PQUzXeF3wxL3H8/Frayxodf3mxO5clGb2q3YyswSh/F7/AOuYRqhvDAY/YoTm3DOg6s5OXYsWOzTo5mEzR92w8577QmEbFmsbvfgDVkiGqyyy+CepB/546MmP2y9Aza/pDrjhwBclHSOL9v3z787ne/Q2trK3p6enSjvGaYP/PMMzFr1izPPOY1Dh06pH8+9thjqZ4x/s74vFsuvvhirF+/HgDwwQcfYPPmzZbe5gcPHsTvf//7tO+++uorT9MFgFNOOQXjx4/Ht771LQwdOhT9+/dHT08P9uzZg7/97W949tln9RBFGzduxLHHHoubb77ZMr0AeThNJKIXMubfA70bP7wTaTYakqzgXUjzKJUyFQuVYmv6ZZQLFP50WOP+y9yMo4lDLhI/NxbtypNthmvWsZWLm5Ks+OXZqiosc5aKd+vkmvMCK7RtwzIOrORlUVERlRz1Y/MqFzbMaPu213LeaU3Cu2axk6msIUOCTbxegnroRbYOKHpMeh0fP9/6Q4B8lDLOHzp0CM888wyamppw6NChDKP84MGDMWPGDEyYMAHhcNjz/P3rX//SPx9zDF3VFRQU6J+//vpr5nePGTMGI0eOxNatWwEADz30EHp6enDppZem/W7Pnj247777sHv37rTvjXn3It1vf/vbxHYqKCjAmWeeiTPPPBPf//73cd9996G9vR0A0NLSgn/7t3/D6NGjrSuCwP33349Bgwa5eiaAHlkLGe33PBOpeVGRbYYkO3gW0qoqEV4bZ2jqwevFmqpt4xc8cf9lbsZ5bcjyYmPRy3j2fsA7tgJvJ3lkq9xjnbNkyw+WfKnsvOClgVh221jJSyc56sfmVbZumJlx07e9lPM0nsGsaxYnmWpXJ3YhQ4JNvF5UrgevN9Rk64CixqQf8fHzsT8EyEUJ43xPTw9aW1vxu9/9Dvv27dPD1mhG+cLCQlx11VX493//9zRjt9cYveCNcdftOHz4sP75uOOO43r/bbfdhltvvRXd3d34+uuvcf/992Pt2rU499xzcdxxx2HXrl145513cOTIEYTDYVx44YV6GJq+fft6mm5hYaFjefr164fFixdjwYIF+L//+z8AwB//+EfXxvlBgwYFwkgifnqn2mG1qKBRIrJhIuNZSKuoRPhhnKGtBy8Xayq2jZ841YdfXt1eG7Jkbyx6Hc/eD4KxpS7Z2DY8c5ZM+cGaL1WdF7w2EHsh263kpdX3fuhHvO9USY9WtW8DzoZNVsMnje7EEjJExPhQqW+woupmpl8bavmuA6rqQJMrG6wBR/He/dzE5s2bcdNNN+GRRx7B3r17dW95oNfLeurUqXj00UcxdepUXw3zANCnTx/9s5XHuBnj74zPs3DKKafg3nvvxdlnn61/t2vXLrz44ovYsGED3njjDRw5cgR9+/bFokWLMHz4cP13xx9/vOfp0nDcccdh2rRp+r/ffPPNtA2NAP/RJiQjXninJhIJdHR0IJFIZDxntajQfhuNRlFSUkKc3JqamhCLxTB37lzEYjE0NTVxl0MGmmKt1b2bxYbMNmPFrq1psOsPVqhYDyrmyQ0s7WAHb31UVFQgHo+joaEB8Xjc9Z0MVmXhGX+s8JTFDid5mStk+9jKZbKxbXjmLJnygydfsmSMhtv5IZFIoKamJk021dTUSJVNfsh2J3j1I6/fqaIeLbtv82C3JqH5OwkamcpSJ7zjQ8W+wYKKciJfdDlWZOoZsvsDy7gJ+kNu4pvnfGdnJ5588kls3749w1M+FAph4sSJuOaaazB48GC/sphB//799c979+6leuaLL77QP9N4kztx+umn48EHH8TLL7+Ml19+Gdu2bcPevXsRiURw8sknY+zYsSgvL8fJJ5+MFStW6M851aOsdGkoLi7WP3/99dfYs2cPzjjjDO50A8Tgh3fq1q1bccstt1juBLPujmfb0XpWjxoVvYiGDRuWdqE30CvzaZQmVs8AFetBxTzRIsNDw6/6oCmLH+FcZHgnZaPXMgvZPLZEI9NzkSVt2rZRyeOS11NOlvzgzZcsD0iW+aGzsxPJZDLtu2Qyic7OTpSVlQnPo4Zqobr88NJlfafKerRM716VZBPQW9Z58+ahvr4eyWTSUqay1Anr+FDxrg2e51STE/miy7EiWweU1R9Yx40X/aGrqwvt7e0YO3YsioqKhKQZYI/nxvn3338fTz75JN544w0A0I3xqVQKqVQKF198MWbNmoWhQ4d6nTVHhgwZon/es2cP1TPahafm53kIh8MYP3685cWtGtu2bdM/G73dvU7XiRNPPDHt3/v37+dOM0AssiYk0kRaVVWF+vp620mKdVGRjYoN62JDNaUSANE47wSvsq9iPaiYJydkLrp46oPFIOSmLNlwlNcJVY9n25Hr8fFlIvOYM0/aKsbctkPEQl+G/FBxE8pPgy2rrFBJtvvRpqzvzEY9mhfVZJOWp1WrViGZTCIcDqOqqsr3PMnuG6ztwNN+KsmJbNTlAG83trIlPr4R1nEjuz/ceeediMfj+r9jsRiWLVsmJO0AazwLa7N7927ce++9uPXWW/HGG2+kGWhSqRRGjRqFX/7yl1iyZImShnkg3bj+4YcfZgwkEu+//77+2ctyff7553ocdwAYOXKksumaL8rljc0fIAeWY5eA8zFn87HLESNGOB61ZT1eJuLIm+iwHjJhbTMZ7Nixg+gh53SEWsRxb5XqQUPFPNkh+9g9S32wHun0I4SAn/h5PJtFXvIei8+2sWUHS5gQWcecRaRt1TaqHs9WOVSGto4yrqf8glWmFhcXZ2zSh0KhtBO1duRKCA1AXog2J5z6kTltL0JUqaRnqyibzHlKJpOor68XlifWcSWzb7C2g4rtx4oIXc7rseWHjM42HZB13MjU7bu6utIM8wAQj8fR1dXFnXaAPdI95/ft24enn34aGzZsQE9Pj+4pr3lQnnXWWZg5cybGjRsnOyvcjBw5EgUFBTh8+DAOHTqEbdu2YcSIEZa/P3z4MP7xj3/o/z7//PO9yCYA4MUXX9QNYUOGDBHi4S4rXeMGBtB7wWtAbkDrrWDeiabZCWbZHef1TlLReyZbYN3hz1ZPkVxDxXZQ1dsEUO8IvB8e5bJPNeQ6LPUn03MxW9PmRSXPSeDoGNF08WQy6fsYYZWp0WgUS5YsQU1Nje4BXF1dTVWOXJQVLH2NVS+l6UdWaat8ebloVJRNMvPEM65kngBhLbOK7ceDpst1dnYCAPVGJuD92MpFGS0DnnEjS7dvb2+3/D4IbyMXaZ7zhw4dwrp16zBnzhw0NzfjyJEjAI6GNYhGo1iwYAFWrlyZFYZ5AOjbt2+aENy4caPt71955RV89dVXAHrjzZ933nlS86fx5Zdf4plnntH/XV5ernS6zz//vP556NChGDhwoJB0A/yF1VvBzU4wy+44q3dSLnlf+AHrDr+fXr9OqOTdZURGvlRsBxW9TQA+TyGZfcpLb6LgVAMfrPUn03NR9bRVlceiUXGM8MjUiooKNDc3o6GhAc3NzdQ6mYr14DU8eqlT/dmlnU+Xl3txUsAtMvPEO65k9Y0BAwa4+l4jF096tLW1obq6GosXL1b68tBARtPDM25k6PZjx4519X2AOIR7zvf09KClpQW/+93v0N3dnXHZa2FhIX74wx/i8ssvR0FBgejXS2fKlCno6OgA0GtUvvzyy3HWWWdl/O7QoUN46qmn9H9Pnjw5Y3KQQU9PDx588EH9wtqhQ4cKMaK7Sferr75C3759qdL961//ipdeekn/96WXXsqd1wA14PFWUDFmHG15VPOYVQnWdlUxjrRq3l1e5KuiogKjRo1S5nIgFb1NeDyFVO1TLPCcagiHw2khsMLhcN6dlGGtP5meiyqnna1jh0VfUPEUE8AnU1l0MlXrwUt49Gyn+nNKW6XYyzJR8Y4HmXkSMa5k9I3u7m5X3xvzMnny5LQQHZMnT87akx4qXx5qhrYvBevmXlQ6pVdUVIRYLJYRc97vdV8+INw4f9NNN+HTTz/NMMoXFBTgiiuuwFVXXYV+/fqJfq1njB07FqNHj8bbb7+NI0eO4O6778Z//dd/pQma7u5u3Hvvvdi1axcAoH///pg2bZplms8//zweeugh/d/PPfcc8Xd/+9vf8O6776KsrAynnHJKxt937tyJhoYG/bLdgoICLFiwwHETRHS6L7/8MlpaWnD55Zfj4osvJrb3wYMH8eyzz+Lpp5/W+0o0GsUVV1xhm9eA7IFXwVNpkgLoypOtBgIvUa1dWVD1qKbsfKnYv702CDnBugAS0XZOCxwvF0A88t8c+1iFmNpew1N/MjczVUxbVXnsBKs89cJYmA2XrKpoNPUakpyg3cx0qj8/Nj9U3XBR0UFEVp5UHVesfSORSKC1tTXtu9bWVlRVVfkaAkh73m378Tg+eD22aPqSiuuKgF6WLVuGGTNmKOOQlS8IN87v3r07LaY8AHz729/GjBkzMGjQIPT09GD//v2iX4v+/fsLT9OK22+/Hbfddhs+//xz7NmzBwsWLMB5552HU045Bd3d3Xj99df1S04jkQgWL16MwsJC7vceOHAA69atw7p16zBkyBCcddZZ6N+/Pw4ePIiPPvoo7ZhQQUEBlixZgnPPPdeXdLu6uvDAAw/gmGOOwZAhQ3DGGWegsLAQPT09+Oyzz/Duu++mXQRbWFiIu+66C3369HFdLwFHYV1QyTDaqKrgseJUnmw1EGQDqilvKnp3AerGIZWNShs+w4YNS9N/gF4nBacFEG/bOY0Rr8cQq/zfsWMH0Tj//9j72uiqqjP/3z1pO61C6ODFqgVlfEltWo1jE1/6D4oGCyH9ENF+gCRrTREYLASJnS7G4CrDWiTKWu0KLy4XA2o/JMCHoZiuNgRsUVrjqphUm9KCjcspFWqtvYuWgM6Xuff+P2T2ZZ99n/16zrn3BM7vS2u455z98uxnP++PDQ1fDFFYUUf7BUGU5y3KrLZyQEaLQflplMbCqHlFmOczjkbTUoLx2a6uLh/fHBoaMtoz1fqVQ4aPs94QJzmDIaoxRX2uXHhAEJkiqvshyLtd+ayrkT3o2XLl2ypairNeIcPFIF/aoKqqKjHKlxiRN4TN5/M4evQojh49Gul3fvSjH0X6fh7pdBqbNm3C9773Pfz3f/83crlcIaqcx7Rp0/DYY49ZNeswxenTp3H69Gny32688UasWrUKN954Y9nf+7//+784efKkz8Av4tZbb8Vjjz2GK6+80na4CTi4XvRRl8G4mBQn1XzibCCYzIij8BbX6K4ox5XQtzko47wOQfZOd0bKdYZcyiAFpeG4OfJcESTabzIZV8PA7JiWQlLtQxj8NArD3GTMvoqj0bSUqK+vh+d5hT2zbRCsWr9yyPAXm94wWRHVuQrCA1xoI0q5OEg0fzma7rqeraB8W0ZLk02vuFjkywTxRqTGeaaQRp2SbKL4ho1Zs2bhe9/7Hl599VX8/Oc/x3vvvYe///3vmDJlCj73uc/h7rvvxrx580JtblpXV4fOzk785je/we9//3v87W9/w9mzZ/GpT30K06dPx0033YT/9//+H77yla9Y1bcP+7333nsvrrnmGrz99tt4++238cEHH+DcuXOFHgSXX345rr76anzhC1/APffcg5tuuinIsiSA+0Vv81wc05zLYSSQzSeuBtvJjjgKb3GN7opyXAl9m+HkyZM+IyEwYSzR0WuQvdOdkXKdIRdFJsg6xNGR5wrXPYv6To+rchp1KSTbtdLtQ1z5aVBeoVqnqM5nlHJg3BxRFKLm7+VwflzqDpeLFWHwAFvaiFIuLlc0fynLOUYpV8X1HqRwMcmXCeKNyCPngWiN5+WsRfrJT34S999/P+6///5A75k3bx7mzZun/d1nPvMZ3H333bj77rsDfS/q937yk59EdXU1qqurQ3lfAj1cL3rT5+KokJdrTDJlLa4GWxUmg+IZVHiLao5RN0cNMm52L4Z5P05G+i4HgtCrq8Kl+2YYClDYxkkVXNchSsNiqeG6Z1He6XFVTk+GUApJBZe10u1DOfmpis6D8ArdOkVhRI5SDoyj3EthMhm4okaceLgNJuu4bVGuQIG49UoJ48y6OrBsaS1KuaoU92BYZ+tiki8TxBuhG+dnzJgR9isTJEiggetFb/JcORremLyzHEYCnbIWhQAYZP1Uz04WxTOI8DZZFXfXd7NzwSK3bdPbdQhC35NVMLUdd1Blw0ThEsek+2bQMUVhnNTBRfGM0rBYarjuWZR3erkMKzqY7rsLD3JdK5MxlaN8h47OXenOZJ3CNiJHKQeWS8YsZS3uOONiyurR4VIqQ1ZOR1KU2RhxiuZXwYXWoparotQrwjxbF5N8mSDeSOXLGXqeIIEjMpkMvvnNbwIAfvCDH5Rd4IgDNmzY4Gse19TUhI0bN2qf010aIyMjWLlyZdFzO3bsQG1tbaB3uyLImFyRyWTQ1NRUdDEPDAyE6nTgBY0g66d6thRzCRsukbumc4zy3bYI8u6g5yIqJW6yCqZBxl2OtdR909U46UKP5eIxrhHhceWHURipXPlEnNcpqobIcZR/XBHlnWi6TmGuSZRyoOrds2fPjuU9GScjbBBcbDxchajHHTceFNcxlQulPLNBaC2OZ1I3pii+H/U6XCw8/FJBVLbIkpS1SZAgQbQI0jxO57V29RZfbHXqoo4aFC/99vZ2bN++3Wn9dGsf1whIFWwjU8Io7yATlMJYvyjeHSSClKK/m2++ObCQGNdSGDoEHXcUUVq6Mem+6TImV3osV2SYSxRWnPmhy55FdafHOUJXNecgZzmIrBG3xpY2dG5Ld6brFOaaRCkHyt594sQJrFq1KnTDYjlqcccRF1tWD0OUsqTqm1HLXrJ5qYyMceOL5UTYZ1a17kFoLW5ylQltR/H9KNchcVolYEiM8wkmPTo7O/GJT+hJ+dlnny3BaKJDVJcuoBYQXBXyKC/mchgJXBRBUy84JWhs27atqLGk6frp1r6cqaWlgskcVQLe0NCQVFAKun4qISzIu03OBfXt+vr6onXYsmVL4dtBhMS4K80yxHHc5RjTZDRORmVYnEyI4k4H4m1Ykc1Zd26irIkbJ4NplHRus05hrUmUciD1bpuAiVLXdb5Y4LoOFG17noezZ88ik8mEsoauUa1RyXs6RE1TsnmZGBnjxBcvFujWPSitxUmuMqHtqL4fxTronA1JRP2lBa/cA0iQIIEe/f39aGpqwsqVK9HU1IT+/n7fvzPmzyNM40JzczMGBgawY8cODAwMGBnq4jgmhkwmg5GREWQyGeNnmLLG5qRTBHV7xoMSNHK5HDzPz6JN10+39rZzmYwwmaNMwBsdHSUFJUYvQdZPJoSF8W5AfS5k3x4dHS1aB349+PHZImo+oILunKv+vZzjlqEcYwpKj+l0GrW1tbHmLZcCPxQR5P4sx5663NkMqnNjck8HWas4ISid6/YginUK45uyd9i+++abb5YahHjYyH4McbxvdAhyJmVwXQeRtlOpFABg3bp1xnuggsueAtHLeypESVOyeY2NjSnnOxkRBZ2HDR2dAaWXc8L4nmztTWg7LnJdEF305MmTzrwnweRFUnM+waTEpVRz3rReWRxToi7GMZl4sG1r3cl+v3r1ajzzzDNOYzWZZ5y88VGNRfVe2bp3d3dj3bp1Re8Sa9m6jNm0Tq5LurDrtzdv3ozOzk6pgZ4anw1Mz1yYNBBGDeqLkX+5Ik68IipcCnMsN8rV6FGWMTQZ61QHxWRpthnVvptG94owketKXdfZBqW8X4OMI+i7R0dHi+SZIOe6FH2AJlu/H9m8Ojo60NPTU/T3KPuBRYnJIm/Z9N8otZwTRcaJyb8H/X7YcNFFe3t70dbWdsnJKJMFUdkiE+N8gkmJS8k4H+dL1wSuY4piLjohO6xvujQqkwkaQcYUR3qgUE4jaKmNNuVU3lXf5sv4iAhj7lEq5NS3dOd8MjdoiuOYJhMuBZ4aR7g4jMNs6ia+uxyN5ScjytFsM4xvRmHwiKrZMj/msJ3yJuO2QSlkGNMgGOo3YZ/rIO8rx9mhxlAqXWqyGxP5tQIQCg8qhSM0DnTGxhEGrZnO52KSx6h9nzlzZiKjxBhR2SKTmvMJEsQcLH3LpG5aHOv4uYwpquh2VeqYqsa47feoPdPVv5TV8g2yp3GkBxHlbhgqW/dS1rI1eXdYDeNk3+bX4cSJE0UZG0HnrqJF1dwA+JQlE0FcV4/SphZrHM9Q2GMqh4JTLqUqyN0Sx0yKKBCVMUfHv2TKaVh1k8VzYyNbXcqw4Zdx+qbsHcPDw87vjqrZMgPF28OQh8OUsVz3xmYcujsuijruMr4XZE9d5b0wEYUMI5tXVVVV2efrCpGmFi9eHIgHuRrZXc4qtR/t7e04+X8lt0qx/mHKR6Y8Jo7yuSuouyWTyRjxnovJSZEgMc4nSBB7xEG4KyWCKhIuQntlZaXzN2Xf4/eMr3+pElomo6ARVCgIU/F3HQu17lE2PnR5d1jrpPo2W4fa2lo0NjaWTNiTza2vrw979+4tnKFUKoVcLqcV/GXOscrKSum/X6pGubAUKpuzF2VJBN2zrny+3E7EUiEqB4SOf8nWt7e3N7KzGqZsFbZyHCdluxz8Moxvyt5RV1cXugGd/zcVTdnuaxh8J2zniuvehDUO3Zq4nGsV3wvKJ+LcRDsIZPOajPOlaGrPnj3OfML13AY5I2KADWteXYpAgrDlo0tVRhfvFhPec6kEjVxKSBrCJkgwCTAZGpKF1TRHJZyYjMGl+dL4+LjTN1XfY3u2efNmeJ6HXC5HjmkyQ2xU/gH+YQAAIABJREFU09fXZ00DTAjj4SKERdE0hxmqo1AubN8d1jqZfjvKuYug5uZ5XsEwDwD5fN74DInnHJhosNzW1ob+/n4pHzCd62RoEGYCkyZiJrA5e0G+GfSMB7lbgjw7WRAWPVDQ8S/Z+o6Pj0fa1C2MxvK9vb2h3j1h3WVh8amg/LJc35S9g0X3lpqmXPY1DL4TpuwAuO9NWOMwWRPVuRbPhQnfC6qDlVKeKiVk85ps86VoKpfLYfHixU58wvXcymRhlnWtQzo9kbnNMl/Zd6PWOcOWj8px58QVOl52sTVgTpBEzidIMGkQ56jqMD23QTzmJlEHQVLHbL+XTqcxbdq0UKOWKJSrLIUoFGzZsgUArGggjOjFOEe1hrU3kyWDxmW+1NwWL16Mvr4+6TO6M9Tc3Izq6mq0trYWGfXr6+udo7supiiVMCIZbc+e6zfDOONB7pYoIrniFB0NRFu+RMe/VOtbW1sbaSSmi2zF8wEeKro0raMdxl0WNp8KGg3rQuthROCWK7pXpCnXfQ2D70QhO7isX1jjMF0T6lwHKZ1lwifixtNViPtYSzk+GU21traitbXVehymNCrOUTwjplnXPKK8x2WIQj6ajBkYDGHTroz3hCXDT8Y1vpiRRM4nSHAJIMpIz7A9t0E85qaROWJUR5SRQGFHLYmIImLchF4ooYDBlgaCRiXFNao17L2JewZNkPmKc2ttbS06NzxMztD4+HjBMM/A04VtdNfFFqUSBm+yPXuu3wzjjAe5W8KO5IqCbweFKmpvbGwssAyh4l+69Y1TJKbIB0RQdGm630HpPJPJ4PDhw5HwKdc9CELrYex7HKJ7Xfc1LL4Thezgsn5hjMN1TWT3d2VlZWyzN6NCGFmvUaLUa6miKRc6N6FR2RyDZl1HrXNSiCrSvdT3fhi2kqhplx9j0L2eTDzrUkIqn8/nyz2IBAlsEVWH5IsRYqRIe3s7br755tC8pCMjI5F0E+e9uYBZI0ig9PWMTb4XVbStaUd7G5iOlfq2iFJ1lI9iHYKOZ3R0FJ2dnbEZU5SIar48LdrUnOfHFSZdRMXryokwmg3arrFro7Sw9jJo3fqgUUZx41c8ZGeOIepskckQxSXjAwziXtrsdxDakEXzM5SDT8WZ1kuJoOswGc5FqWG7Jqr7+/Tp0yW/B8sFlexuMveoabGcZ6VUvUNM5hhE3ixXhudk5lNh2Eqi5gPUvgJw2uvJxLPiiqhskUlZmwQJLmKEVXpEhSjS2YALaVy2QkaQVDiX9HaT70WVnhd2+qJN6rWYfiki6kgNfswnT57E6tWrC3UWy1nyRWUgiTq1tByIcr7iuQHMnXRA+On8UfG6ciIob3JZ47BKIrS3t/uyIFSg0sddEORZhnKknZuC7Q3lbAOCl23RIYz1DQKTOVB8gIGif5v9duVZumj+cvGpONN6KRH0LnI9Fy4NaE+ePInKykqMj4/H2shmuyaq+zto6ayo6Nw1SMl2rAy6ckulMPoGWcug4wv7/pG9z2SOQeTNcpWEKff97YqwbCVR3ncy/XxgYAADAwPWe53czfFFYpxPkOAiRhAhzBRhG8B4uNbpLLWAYPK9KMYUtrHQ9rLmBcATJ06U3DgedVaILeJqIIkKpZiveG6icJ7ZjCWIgTgIooxICsqbXI3tfGSxybMiv9m+fbuREh63PgEU3+abvpVbMUqn6V4pDNSdELc1doHpHGR8QHb32N7TLudJJeuV01l9MTo0XVFqg5ntmaQc7XE7y0HuQZ2uEuQejILOg2YO2oyVh0zm1+ljYckormvpqi+WI9rbZI7lcujFHVHsV1i2kijvO5V+7lL6J7mb44uk5nyCBBcxGPOVgTF2GUzrr0VVC1t1GV0sCFLjjglvYdX5o+hFd1mn0xM1Adva2kpaD50SxLdv317WSK+4GkiiwmSZL6PRMMbC87rVq1dj+/btkddrjGtdSJ53ua6x7dzS6TRmz55dcAQC6lqscewTIPJtvulbXPZXJTuId0Ic19gWtnOgemTI6N/lnrY9T9R+eZ6HzZs3l7U/SdgyymRHmHeRCrb0LHO0x+ksh3EPRqWrhE3n4n7k83mr2uMqvUIcqwiZzK/Sx8KUUVzX0kVfLJdsZTrHuPeZKjWi2q+gthKGKO87F/3chg9c6ndznJBEzidIcBFD9LyLoBg780pTkdAqwWAyRIaHDZ0HX/fvYUQbRh0ZHNdIjTim5MkiYp966inU1NRcdELPpTZfBjavVatWWUdp8TCJAIprNFgYvMt1bjZnP458ApCXj4nL/spkh6BlW+IKlznY3HdRR03L7u6GhoZQv+OCcpVYcIXN2YprjWVbetZFjpb7LLveFRRMzq3LvoZJ56r9ANR7YnI3u2S9yvSxysrK0PaGGp/pOTx79qyVvhgmTbnAdI4XawS8LaKUhV1sJTJEdd/Z6ue2fCBud9iljMQ4nyDBRQ4bIUxWP7rUQgtDUGNxEAQ1rOv+vdTKhimoOt8jIyOxu7jj6LiJs4EkClxM87VVxoMaJE2N2y7fibopdli8y3UNbc5+GHwiKgNcOk2Xj4lyf23A3wWqGtRx5MW2KMUcojayxFnRLpWByfWsugSlxLmUU2VlpdXfKfpniMNZLqUDMMi+hkXnqv0A5Hti2zeKZXI0NjZaGzDZ2oyPj0eyN6ZrKZb/8TzPV/5H9g4XmgpbFrgYDO+lclBGLQuHWabVZl9t1s/0jnfhAwnig8Q4nyDBJQATIUxXP7pc0TPlUDiDGtZNLsY4Rxsyeomz8llqx41LXeyo6TUOEX7lMgiFOR8XOg9izLMRnG2/E8RwHqXDgILrGtqc/aB8ImoeWIr9DVqnWfdMOZ3oYeFimANgr2jHNfLbBa5n1SUoJaiDMup1Hx8ft/q7TaZMmDBdh1I5AMsdTc0g7gdVc940A8LkbjblG5S8l8lklHsTJa1T5X9SqRQ2b96szd60pak460PlQinXxEVW6u7u9pWD6u7uVp5lW4dVULisn8lZjbN9IYEeiXE+QYJLDDLGrkujLGf0TCk9u2EY1k0uxrhHG8ZFSVGhVIZhWwGqFAYSmzFFLUCX2iAU5nyCNJ12NebZCM6235G9e3R0VJnREKXDQIYga2hz9l35RCl4YFj7e+jQIcyfP7/ouXJE2U9WQ29cHatRIW4N1XVQrVmQkgcuQSlBjB+lOJMuPNo0UyYs2NBfqZxnURu1eBpm35OtMZXFquMZpdArRHlPtTdR0zq1X7lcDtOmTQvVqTwZ9KFSo9RrYssDRkdHC4Z5hlwup5WF+e9FpddkMhmMjo5Gtn5xty8kUCMxzidIMAkRhWJHMXOGuETPlAJhGNZNLsa4R+pNFs971I6bqAVQF+XFZkxxUyqCKmthRywGoXNXY56t4GzzHRkf7+zsVK61jdE3TN4VxCBqc/Zd+ESpeGAY+9vT04Nt27b59rgcynOc7gYX8HOISi6JwmBlO1aKNrZs2QIAkTpxXKFbM9ez6hqU4mr8KNWZdOXRpTrDLvRXCudZlEYtsfyKGAlPnTfKEK5CufQKWUR91LQedL9MaWqy6EOlRNA1KXdfhzDhGiwlIiyacuEDcbLDXOpIjPMJJj06OzvxiU/oSfnZZ58twWiiR1SRCBQzL0Ukle18or5AwjCsm16McY7Uo9bB8zycPXsWmUzGKDIgqnmVUoiIUii/1BpiUvPt7u7G1KlTjRvIhh2xWF9fH0i5c42uWb16tbampUjnJt9hvIdP5wX0tGVj9AXCb0TNlPk49bcoZfSR7f6alOGI09lXwcWwbBNN6oKo5KwoDFYuY1UZpcvtwBVhsmYyeUVWY53BNSjF1QhayjMZZ/nSlf6idh5EZdymyq/k83kA4Z+3chkwxb0pFa0vXrwYe/fudd4vE5pKIpGLEWRNStHXoaamBqlUqnDOACCVSqGmpsboOyawjYDXZWqFSVM2fCAp2RQvJMb5BAkmEaKORAgi1LkYTG3n4xplbDOusAzrpmtZikgl17p2Ys1LAFi3bl1Zy6iUWogIUygPK2rbZkxxUiqo+eZyOSOaYgg7YnFgYKBkkWY2afxB6Ly5uRlTp07FunXrfH9X0ZaN0Zd/Jqx1iqNyUK4oRB3Y3XLo0CH09PT4/o3f41Kc/SCO0kwmg76+viLDimrfXaJPbRFlPfGwDVauY1UZpU3GFDcHOcW/crkc2tralHQRJCjFRV4O40zarH1c5Usb+it1RGcUxm2VMwII32gd9r6bNornfxP1/cPTned5aG1tRWtrayQ0EldZoJxwjc6OspyLOL6FCxdiYGCg8LeFCxdGIrOKsAmWYoiCpkz4QNyyqxMAqTzvUkqQYJIgk8ngm9/8JgDgBz/4wSXDQEZGRrBy5cqiv+/YsQO1tbVlGNEEXA0rNvPJZDJoamoqEvQGBgak+x/E4BOGQjA2Nobh4WHU1dWhqqrK6R1Bx+eybuLzo6Oj6OzsNHpH0O/pxhLVu1UIw3Aoi9p2nU+cas6bgto/HlHMnUHHa6KOxrWhXd1vTRVlF9rKZDKk0ReYWKvZs2cHMsZSz5brXJsirum+JusWV0dpf39/UXYHNX4eYfEPHYLIWSbN5MOk9bDGKkI1JtN9D+vc2KzZ2NgYWltbfXRlyvdUYy13A/Iwno0CQejZhP6GhoZiNV8KrvcxjzjddyJMaE72mygzkILqNaUKQpssiHpNVOcdCN+OUWpdlIeNbO95Hp566inj7OGwEVe70mRAVLZIL5S3JEiQoCRgkQg8yp1aJ/O6ZjIZ7bM281FFT4U9LmDC41xbW+vMbDds2IAlS5agp6cHS5YswYYNG3xjGxkZMR6LiP7+fjQ1NWHlypVoampCf3+/9Le26yYinU5j2rRpxu8I+j0Vony3Cs3NzRgYGMCOHTswMDBgrVzIaBEAnnjiicIZsImcsBlT0PGHBRZpI555BtO9dJmPjtew8z40NGR8tmxgQ7uq35qefXGtbWoOz58/n1yrEydOOK+NatzlOtemCHoXRAWTPY7q7Ae5X9mzomGevUe276bRp+K3bO9aVznLZE1Ue1bKsQJ+2njssceMeIXpvtvIKDrY8LLx8fEiujLhJaozHuZcAPczGVSmjQJBeLeO/gDEbr4iXO/jVCoFz5swwcQ5CtuE5lS/4fe4t7cXM2fODGX/gtBdkPMcV1kgKKJek1KWc2EotS7KYFIOjed1nZ2daGhoIA35QewEpoijXelSR1LWJkGCSYQ4ptYFSdO2mY8uRTLMRo9BMTY25kulA4CBgQG0tLTg+PHjgSJJbFPQwkgtjUsZlaDvDhL1EiRNWEWLcW6IGQXYfGXZGKZ7aTsfE14TZXpnGGeosrLSanyutCUr9bB9+3antdGta1Q842KOcmMw2eMozn6Q+1Wn2Mr2XVcKgz3L9v3EiRNFfR1M7lpXOct0Tag9c40wDSoTMtqora1FY2Oj9ryYzDEKPmrKy8LmJbbN1035DX8mVRlFcZFpZQi63ir6GxkZKft8VXtqS+ciDQPuGXql6ulkQnO636TT6dAzIFzpLkzeFKRXiuueRbHvpShr4mrMdkUmk8HZs2dLqouaRsCb3GVRZ0iJdBQ3u9KljsQ4nyDBJEPcupXLGm6dOnXKaHw2tdllF0gUjR6DYHh4mPz7kSNH8PzzzwcSgmwVtDAuXpt3RHnRB3m3Tb3vsKFTJOJiOC8V0uk0GhoaImu8JuMlOl4TlfHDpgksIKfz8fFx6/G50pa4VmEbY0XlPWxaCKrcTCbDvs0ehzWvIEY5mZFdt+8inVA153kjEA/buzbqeuKicTaIcSQsmdCEjkzmaMorTI3S1PhUvwmTl5jOxZXf2JQDKadMK0OY6y3SX1ROW1Po9tTlThTn6LJOpSxV1t7ert0D3T6FYfwVz3vUDlQdbPcgqtKYYex7KZx+QYzZthD70nie55MRotRFGxoajJ+XjSNqZ4mMjkTH4cjIyKSQfy9GJDXnE0xKXKo15+MIWb0yAKELjkCxkKaqKxd1vUqZgjg2NoYlS5YU/X79+vXo6uoq+rtpbTfb+u/UWCsrKzE+Ph55tE6UUSIuESuy+oBh0YVuTOXufxAEpYrSCvruMAyyYdeoDOIUsuF1UdNFkG+bPluOGtXUN+NW15kh6PqEPa+wamd7noclS5YYN/OT9YcAoKwDCwSvo6rbgw0bNviy5pqamrBx40blO21775TbaaTjaTL5Z8+ePYXeO0FqVJv8ppS8JEh/D+q53t5etLW1Ocu05bivo/pmKfdafGdU+x71uHTPy9ZK9m4qqMDmTAataa16dxi6gO2e2b6jHN+knpedWxed0uXMlSJgotQ13aPgPVHWgDeho7jKv3FEVLbIJHI+QYIEPtheNrLIeSC8FGAeosdZ5fWPMstAdoFlMhmMj4+joaEBhw8fLvy+qakJc+bMcY4EChoNkE4HTy21idAMGg2uEhBs303RCEMYUQkmwowrLZa6+Z7r910RVtZAGNEmYUddUmPavn27sUJFRdmVK/00yLdNn5XRgqlSZhvlL4tOjTrF2wVhKLblKjUS9rOy6FOqDAaPoFG3Js1eDx486Hvm4MGDaG9vV87PNEI4TCNVEPB7d+LEiUK5KzammTNnks+Nj48XxkrRYnV1tZZGTek4rHvFhHe5Rp7KnhseHnaWacvVADqs9RZRrvma7Gk57mPVuNi/uwaIyN79xS9+EQMDA8p3q/YpSAaE7rzb0l0Ye2Z73l35Q1jvMHGE2uiUrmcuyJ1v+k1qnXK5HKZNmxbYSUuNOwq+F+S8qMYK6OkoiiyXBPZIjPMJEiQowCXKkylcMpgaRVwFat1FFsXlKbvAzp0754swWb58OaZMmYK6urpCxJiLYCh+L5/PI5VKYfPmzcbRAKWoKxgWwh4rRSM8bAVl17HqaJGKlDZ5d1QK6mSiGVPlRSc4qhQIW6EzDKXMZnxRoxzGWJdIWpNUfBltd3d3h75nQRHGOYyCFoFg92vYd7OKz0fhaBP3wHWN0+k0FixY4Iu4X7BgQRHvkX0/6gxB2ZgBYNWqVUVj6u3tVZ4/F6N00DUOAh3v0smgsntD9lxdXZ2TTBvlfV1OWaAc8zU1kJX6PpaN68SJE4WzKHMcdnd3F5olZ7NZdHd3+9ZKNWcTXi37TRCDeBxlKFvjaVBja5B3mDpCTXXKoGfO5c63+WYYay2i1JHkQc6Lbqy69Ql63pKo+3DglXsACRIkCIZMxq2jt/gcdQFu2bJF272dMXsZTI0ituNnYBcZG0M5o1fEhokvvPAC5s+fXzDMAxOC4cDAAHbs2IGBgQGjiyuMaABdxE2UsKXRMMbKf1OkERFBhLew1rW/vx9NTU2+82bybqZ08XTX3d3tfJ54lJNmbEHxIXFfqTWmkE5PNKgTHSAmz9qOCbA/H9T4SoUg37Z91uSukGUnrF69WnknyGib/Z5HUOUuKMI4h6a0OJlByQJr1661umtlMNkD1zWWRdzzdC77/ujoqJE85SonqiAb0/j4uFImk60TM0qLf+fXr1x0rOJdKhlUdW/InquqqnKSaaO8r+MoC0Q5Jhu9opT3MTWu9vb2QlAQQPOA0dHRgmGeIZfLYXR0VPnusHQpF70HiO68B5VjVOsk8lrx957nYfHixaF+UwYbR6iJTmlz5sbGxrB7926MjY0px6iDzTfDpuGw7RWmcDkvJmNlgQA8+ECAIOetXGt1MSKJnE+QYBIjzCZUM2fOJCPOAH00sK5Jm4lRpFyRELYlE9LpNOl9ZimBJvOyjR4oReSFaypaFLXWg85X1/DmxIkTRo05TRDG3siEGl0EIqBWukybE8kQRRRKVNBFmwSJ+DF9VjwLJhEwSaSJHCZ3hew3ulR8GW3X1NSUrXQQg8l9Y3sOg0RjTSZEFclqsgeua2xC57Lvs9+qno2q34lqTWpra6X7IFsnZpRWrV9c6ZiiO5N7Q0avzc3NqK6uxvDwsC/zUgUbPmEr78VRFoh6TEGz6KIq7xBms3bdu8Mct0vUdNDzXqo90PFa9vu+vj7s3bu38L82vDjMJuW67Bzb94nPufReCfpNhjBpOAp7hSlsz4vJWHWl9+KW5XKpIjHOJ0gwSeFqbLIxBPJQMVmq07eLQqcas+6idRH8gjQfEy+w9vZ2X+S8ybxM5xuGQqp6R5hOHjGV1oVGg8zXpEZlbW0tGhsbQxHebMYqo2NdBGKQfQ+inMTVECKDSigPIjiaPKtTymQK/mQpG1QOmNwVqt+o7gQVbZsod6Xu8RDGOSxnSaRSwkUWMHmnrvQM4GbQC2L4r6mp0TrdXXmM7n7X3Q+qfVAZpXU0GgUdh3Gexfma3jnUOrnIZKY06vruqGUB2z0Qx+R5nra/gy1c9yYqh5hsXDr+UVNTg1QqhXw+X/hbKpVCTU2N0ZzLiaj7NblCXCcTXrt3795A8p7t3gRxhNq8j39ubGzMx4MAYGBgAC0tLVIno4rmTXkP/46wEEenpAwmYzW5k1ydkpNpreKOVJ7n1AkSTBJE1SF5MsG1o7fqudOnT/uECx4VFRc6egdVZGyEprAELKqet65rue434jvDGGvQpm9jY2PKaCuXdZCtp+65oF3nXeisHN80eU63rzZ0Jn63sbGxSOkaHBwMrRbxZGrwIxurK52bPOu6f0FpVTXfiwVxMIS4jMkFQfhAgmgRhH8AepoJ0vhb9awrj7GZ72SnS5O1d5ljlLKV63NB6bjUTkkT9Pb2Yvv27b5s3bCMsFHoDSq48gHTe5LVnfc8D52dnU4NpeNy3nVycRA6d4GO14Yh77lCJReHre/s3r0bPT09Rc90dHSgpaWl6O+mve5U3xSb24rZ+0H4gSoLoJxnwVYWYM9EyZsutUzgqGyRSeR8ggSTFDovpezSqKysJN9XWVlpVPojDOZrGglhE/VlenGzMVNlfEQPss7LLEYxBI3oMon6Vr3TJJXQNbpLhMlzQT3pLhE8Qb4ZhLZVYzXZV9cIxHQ6jfXr1xcpXQBCi8qmvm8rlIat/NkKpkEi/3TPqs6CykES9HzEVRAOU2GJOpLWlsdEme1ge98kcIctj3G9J9l7ZDQDTOx7fX29sgwTA0UDKvp35TE2842SLqM2KpmcZ1c+63rnRCmTBaFjNqew9zpoyblnnnnG1+jUhh+rglmi0huCroOubKPtPVmOYKmg0I0jKJ27YPbs2WR2AuO1QeU9GYJklrueZ9VzdXV1xn+naH7Lli0AQMrw1DfFd+Tz+cIeBJXPVGVgTIOfojDgu2TqAu53kilvulSyM6NGYpxPkGCSQsVkVYLL+Pg4+T72d3YBUqU/wjRMqC5aW4VYF5VsWsbHpmSCbMxBlJcgAqVLKiHgLjCaPBfEIOqKqIUPF5jsK1UaamRkxEjAoQSikZGRyJQTVQQWD3YuKEdfEOWP+k19fX3R/nV3d2Pq1KmoqalBOm1WrkQG1bMyh2culwvklFEhriVxoohiN+GppTJcR6n0R6W8m0CXcVUOlDNKl4rmc90bGc2wusNhGLpUxpcnnnjCx69NeEw5aZFBtk+yv5tkr4n3ls7YGpTPhlknOgyZLA77KiIITw3yrC4iNmq9wWUuJoEeKoi/sQ2AioPMMTY2VjjHsnGUi84p4zxDFPpQkIyrqFBVVYWmpqais0XJFRTNM5jSl+od7D2u8pnsTMoasZs60oIgaBCf7E5S0UhcnPWXCrxyDyBBggTuoDp6yxh3JjPRMZsJLTxkQgsz0ptEhISB/v5+NDU1YeXKlWhqasLbb7+tHatuvrIxs3re7P2UoMSEKdVvxDH39/f7xjYyMlIYiw4s8oIHH3mhwvDwsPTvqnGYzJGC6XOqrvO262MKl073UdK26Zlj521oaMhHU319fdp1Es+qzTm3QSaTQVdXV0ExyuVy6OrqKhobfy62bt0qPZ/iu1VnWfWb0dHRov3L5XJYt26d71yK62QD2bMyh+c777yjpKlMJoOZM2eit7cXmzdvRnd3dyGaVoeg9BrF2TPZPxlUfNT02y7zMXmO/40q8ywoXHlxUGzYsAFLlixBT08PlixZgg0bNhg/GxUPD0oPMrjymO3bt2P16tVOe0PxYs/zyPrDQddRth9MrhDlCxnKRYsMsn0aGxuTGk1V9CK7tyorK5X3pI7PmtC/7Z0TpUxWzn2VrVUQWcX1WVkwy9jYGIDo9QbXuYQtp5q+L5PJ4NChQ5Hqfybo7+9Ha2tr4RzLxlEOOj958mTRuHK5nG9cLrqJDKbyVlR3qQobN27Enj170NHRgT179kibwVI0z0NGXzwv0b0jiN4jO5NsbKqxBpGHVbDhATKeK95J/f39WLhwIVauXImFCxcW6Zw2fDYqmfBSQhI5nyDBJIfopdR5OIN472fPng3P83wCiOd5oUQjqBRiPuq2vb29cAml02ntfFURFLW1tYFKJlBjZtG677//vnG0MA9V5IUKslTC8+fPF2rMycbR3NyM6upq68hJm8Yx4tpGVeeVgfqm6n2lMLqZnDmbNM+wvmmD0dFRiK1q8vk8RkdH0dDQQM5BhCziwiQ6Q/abd999t+ic8/+ui8AJQmsyHlNXVyflPbIamZ7nYcmSJWhtbVWOg/qm53k4e/YsMpmM8lnTzAcKYUXXiO9URQKZRMS6RtLaRlAvXryYnIPMQWOLUje7dM24AqLtBxNGOTsKQXjMF7/4RaPSMyIoXrx48WL09fUpx2EL04wik2hE3nF46tQpACCbR0YF2R4MDw+Tf2c1x9l/i3McGhoi763jx48X7Q0vY6rkxyh7XbjygXI11NWhXCXnZFAFs1RVVUWqN6jmomvoqxqXC0zex++dCP63UUdns3tBNIADdBCTa2NLV5juTViRxSZ3WVDZKgiqqqq0MoR4fimIOhjFS/h3MJ05n88bZ4oxUHorxV90jdiB6LIsTenMJquiq6urcD/mcjlS5zThs3EpezXZkRjnEyS4yGDCuIMI55SCI8LlwjffEJmlAAAgAElEQVRRiE+cOIHt27f7lKirr75aOV+d8B5EUKLGzKJ1xXmYpufJIi90Y6RSCevr6/H8889LlVaXsiMiXAzvQeu8utCXbky6ck9BYXrmKJpiMKUj3TfDruNrMwdArkya8C7qNwCwc+dOpFKpIuchg0ooDipQynhMVVUV+XfA3w+Ar5GZy+UK5S5U46AU+Xw+j3Xr1lkL4l1dXUaGT906uRoOZLz/0KFDyOVySt4k4yXnzp1zeo5fB+o3e/bsKUu6vCt0e6YzUskQVokD17rOJnOjYOKEVdGxq7wg8uIzZ85gz549Pl4VhI5k+9Hd3W1tIIiyuZ4pbByeFM8X5/jhhx+S3/nwww+xYsUKX68lXsYUDT8yHm7jQDKlW1daM3nO9d0uMoIJr4iq5JwMurrYUQU3qKCqb83rK2GOS/c+VaAF/9tSGOVUcqUsiMlEP5E1ILWF6d6EJWebyFsqA7FpzfSowc7voUOHyEayvA4m4yUDAwM+OwGT/UyD2wD7Ou66vQ7bkcajtrYWR48eLfy36MSzkc+ogCsG/jkdn41L2auLAYlxPsGkR2dnJz7xCT0pP/vssyUYTflhKiC4COcnT54kjfO8EuQqpKmUZvbuVatW+Rg/8+7yRjkqut6mAa34G9V8ZIZCCjKFmP+mbA1OnTplJMht3LgRLS0tGB4exvnz532GeXEcvGAm/nuQC1WVTcBqf+siClSXvItAaTKmKAUpBtmZ42lAR1O2kRfiN23r+Iqoqakhs2f4qErVHFTKpEnkmCrSJp/PI5VK4cknnyz6d1UKZhhRujIeY9oPQITuHFKKvEkTLJPMB4BWYJnRSvYNE0WfWj8ZvYiKGvVNGS9RRdLqUvRVv8nlcmhtbS2qFR6W8hGmkcOEtm2at/EIIyosSF1nV0XQxAkblWGO8WK2xyIPtf0Gf55k+wHA6l7LZDK+es4mzfWiiL60cXiKvIma49y5c7Fz586i78ydO7fwPaBYxhQNPyoebuJAMuGjcYUrbzLlFSbykWyNbPUZXV1sPnNkfHzcWCdgcMnmMl2nsDMfVO+TGcQ7Ojowf/58rbxuo2upkMlkcPbsWalcmcvlcOjQIcyfP78wblMDoktmqgy6vQnzfje5p2R6TWVlZVkMqap9v+qqq5R3lU5uq62tBQB861vf8sl+rFykal46Gqb4i26vh4aGAt/xIvisVx6iEy8M+Yx6TsVnw/zmpY7EOJ8gwUWIqNJWdQbMICl0OqVZFTXBjHKbN2/G+++/XxT51NzcrBXeXVLCVYZCESZpZ7KSCV1dXcaCXFVVFaZPn46mpiYygpgSzEQEuVCpfWLZBEw5nTJlCvksc07ILnnTJjy2Y7JJ2wsbuhRNETYOA9NyEdXV1cbrmk6n0dnZqVwndi740ilr1qwho5P4MQLQRo4B6kibXC6HmTNnGu+lqUBpolTJeIz4d1Onnuocqvih7lkdKDrZtm2bMjqV7WN9fT1Z+sOmrIEK4ryotVRF0sqckgBdroL6TWtrK1pbW0O/X8NOQTehbZvmbTzCcGbKxsfqOqvOr6siaCLDqOjYBKp9kkWi2kT4AeYNa2tqaqxKqu3fv5+UGxjENQ7SkFCXwSXbA0q+nTJlinKOJnSuoimxZrwJ/bvw0XJDvI9P/l82569//Ws8//zzTsa82bPdy2FGGZHNB7Pw5RypbzLDn2vGlUk2lw1P1ekztncF9T6ZQdzzPFx11VWF/7blxbZ7SmXyUJG+PT092LJlizLTRyU3hWWgVjmZghrExX0VeSEAjIyM+M6vWBr2iSeewPj4eMkNqSaBQWKgHZWZIYI/I6Ojo2T2uRh8IsKGhmUlW0Xe+dRTTxXRKdVTyjSTWVXWyUQupuSc2bNnkwFXPEzlujBkwgQTSIzzCSY9uru7YyHUlhI8Yz1z5gxZK9w2koR6N2WYUyl6qgtOF/GsY+w6gxa7WJgQwr5tIvzYpoTzERosuub48ePYtGkT+X5KWTQtmcB/11SQkwmgzHNPCWbieKkL1UTgV+1TNnshSoXC8PAwpk+fLqUF9g7xnToBSjcm07S9sGGbomnjMLApFyGr4ysT1E3XiW9COGXKlIKCKxvj4sWLleMQ6U8W3VtZWWk8RlcjSxAlTuSjfI1MHirBVscPZc+aZD5Q/IM5WagyHGGUsdKlNsvmRd1JskhalVOSjRuA9jdszGHzB5v70yQV31RBa29vJ41UKphE7emgGl9tba2vD8r06dMLRod02i3Tic2XMlaIBgBbQ6BpiTjZ3Wwjq1BOaqo/D5uXCS9UGT946IIxxIw08d3UOXPJ4BLlW5M5yoyxDKY0paMj9htZ5o2Mj5YbsnJGMtgY80zKYYoIeu+ayKtiXWzdN02MeLLf6Poi6HiqqcE9DIeGzGDKZBUW2LJ06VKkUiljXmy7p+LvWR3xRYsWob+/v2iddZk+OrlJR9OU88pUV7B1YoiQ7SvjhapyZKK8kMlkQjOkmtClaWAQH2jH7hBVaSXP8wpBbZlMBu+++671+IHgddxNdBmqRK1NJjOlv8nGquIl1Lv5gCuqlJ2pg68cAW4XIxLjfIIEkwwqJaqpqUnaFd323TIDgEoJkl1wJil0OsaeTheXvOChMt4yY7rskpAJTey94r9RERqyqHc+/VP3TbFkggiVoZIHtQ+e56Gvrw9VVVWkYMYgu1BtlGbTKFgRPT092LZtm7TOq0kTHtlYVWMSaUSmJIRttJfR3aFDhwqG58bGRjQ2Nlp927ZchKpxqQwq559rdNnu3bvJhshnz55Fb29vkSFk5syZ5PdZto2Jg9JEoAyqVFGgIp5YrXme/548ebIwTgbKOCQTqKkoH1Xmgyp9XDQotbe3k4ZC0zJWIl9Op9OYP38+tm3bZsWbTCNpZU5JnkfLSg7J+HiYsLk/TVLxbRW0lpYWq/EGdWaajk9W99ymvi+rJS7L5AliCJTJZLbGIR1PUcl+2ay6Ya0Nv5aBN4QAZhlpVPZhd3c3UqmU1lBja4w1ubtVTQpN7gKVjAxMRK3yDhoRFRUVmDt3Lg4fPlz4m1i6LSrYZHTwRk4ZTI15J0/qy2HKnnO9d6MqwWNixJPJ31TGhHgHyniqTYZKGNHZlMFULBeYzWaxa9euwnNMdlM5FWz3VMZjHnjgASxfvlzrzKdke5Uu4Hkezp49i0wmo9SBXHpx2DiUTbJeeTkLkPcxymYnHEMDAwPG+rYpTOlydHSU3HcqMCiXy2HatGlKZxcAzJs3D6+88gr6+voKuoOsWbCumbnJethkHpv0JrJ5X3d3Nzo7O0nZwUYuNgkIc3E8qb6ZwB6pvIn7OkGCmCGTyeCb3/wmAOAHP/jBJcMAMpkMmpqalErUnj17jCLfbN5tI9zKPL4rV64s+u2OHTuKomlVKV668dXX1zvNgXp3RUUFBgYGlGUQeLDoEuodlCI0OjqKzs5O8vcAlP9uEkWpq3kpRvipIjFV66NS+Kk5mIBfB52SQkWEiGP1PA9PPfUUZs2ahVOnTknHJKORqFKrTc6zy/dGRkak5+306dPk+gVpCmzz/dra2kJUoUqp0qGiogLbt2/Ht771raJ/E3mgaWSPjO/ozmpQgZYah2w/dMYh/vu2TZVNIyc9z8MjjzyCF154wYh2VXzZ8zwsWbIEra2thXFs2LDB54RtaGjAN77xjaI5ivOVraWKN4h8zIXXhQHVvsvuT9PxUeuwcOHCouyJAwcOKOcYtoOSva+ystJX11nHF/n5qsakMmanUikMDg4WntHxLNUcdDxcfIesbqxqXjZrYgvZ3AEUHBmZTKaoz4LqXLNnly1bRtZ6p9DR0UHeCUEcYy53t40MaiMnMn5NZfVEzV94mvM8D52dnb51UNEABZP7hEEmk7FgERlceXEQHm7yrEvN+aVLl5I9oNj7VXRpM58gfIzt3+joKNatW1f0G9n5FMHTl67ngmouJnM34b/sGYpexeahMoO77jtMx+Azhii49itQyQAsOKyvr0+5Bjb6NgUXeYrNR3bf9fb2oq2tTfqOsbExHDlyxFdSC5hYb97BKwPF62zmyEN2tmTngupNxNOTTAd6+OGHsW/fPnJ8PI1SsrM4B8AvI6vmILtjowhMu1gQlS0yiZxPkGCSQJYmK2J4eLgQHW1z6arebRN9IfPWmkYMyKKfZN5z8VKRRder5qDympuWW8jn876UZZMIdFl9PWDCIEWVa6AiVakoSmofTDIjKLhEMKXT6aI5iJAp7+zdYp1XwE9fLBpSFGKpSAw+mk82JpFGZCUEwkqt1kXxuHwP0JeLkK2fKT3o5qj6vmn5BB2y2Szeeecd8t/4/hWmNE/xHd1Z5Q0yppFUJnz57NmzZHkuKqKGj4jKZDK+76joVpyvLFpuxYoVReczl8tJDQ08+KgcGZ3ncrlCxgAz+Il9B44cOYLvfOc71ustztEkOkr1m6iUFJ3DZXR0VBptDZjxYv7fXOqyhuWgVDkhmOFAdtcz8PNVRUur+IzYBJniWaooSgbdWE3eAfij31xS2l1pVJYpwxubAPiMMCbnGpigKcowTxlWKiroDC7An1FnQ3OuUcQ2Mmg2W9wLhwKTU2Xv0GV3BuE9mUwGXV1dhUjaXC6Hrq4uq3IfPNavX485c+YAKM4UoHgDJefkcjm0tbUpDfwUL+azyQDaOauTV4OU7gTMokNFOfWZZ56R3pfZrLpppWo+4hqoZC8ZRDmHgup8isjlclJ5Zdu2bT7Hvi5iW7cf4r/LggrYGvMZfel0GrW1tWhsbCwKwOB5BQCt7k31sOLBaE7Xy0QWIS+Lmma/2b17t3RsgJm+beroVt1JoizC5kMZ5p94gm7wzfZXDNLgMzNMnBEuTl0Z7wfkepUs81jWm0inA8kM88CFcmB82R8euuyO+vp6qzs2yp4fCeRIjPMJEkwC2Bi06urqrBiq6bt1BgAeLkYRFWQKZEVFhe/yzWQyRYYd0zmoBO50Wl7fmgdVL0+cB2UAk/1eZohWzU9mgKOEPjHVkYJq7VUCv2wOohJXX19fFBWhezcb76pVq4qEaap0i7g+LIWPcrgwGlFFwlF0REUrmESjmzh/bM4eWx/deaMMwNu2bcNTTz1V9D4boZ0ZFql6vIC8nrctVEIx2wOK5pkjSxdRozurgN9gpat1Sq2VShAWkc2qewOI2TS6+v0iKANALpfDDTfcQBrudIZ58Zs6OmdrJuvzsX//fh+fMFlvCio+r1Kgo1JSxsbGfFFlPF8WnRGydTflxa6QGQyqq6utsvRMy7/oDIWpVIqcr658ggqUkQeA0uACqI2a1DtYmRcxa6G3txfTp0/H4cOHSYMyda+JBvQtW7ZII/Uo6JyPzHFBlXrijYO2CdiNjY3453/+56J7Y3x83HdviN+zdVK7BBXwEO891rBehK6HDzAhl7NvqowjJlmQtk700dFRsqzM/v37sWjRItIQLjNyNjU14cEHH7Qq5QRM8N3q6mq0traSdddlPalkMrDKOWsaHCCLpjZpBq0y4vG/Afxyqgwq56hsPidOnCi8m5+Lja5FyTkUFixYUGRIVUEmr+RyOTz33HOF/zbhHTpnCFUikJIzZAb0dDqNadOmkbTMlxo0AeVosZEdZHLYpk2blDKAah1N9G3duTB1GIiyiOwe7u7uRk1NDUZGRsjzNjY2VhRkl8/nfY5B1b6ItoEwIHMWivcW5UBiMC0hpwLbaxP7gigjqxzqolwXRomsBG5IjPMJEsQcNsy8qakJ06dPN2aoNu8OagBwrUVmGmlumllQWVkpNTaqogj4aFwVxHp5PGSCF/s9NS4bAR+QK58uiqrp2usgRqmIcxSzHUxqsMrmMz4+rlQg2Jxra2ulDhcW+aMS/GbPnq1NjRW/SzXLY+ujq7WtM0aJAiBrVMyXiwDUBmBKedFF9aqyOEQjgqyetwsoZVGkS6rOJT9XMXqQXz9ZMz92VnVzyWb9jaN1GRg6Xux5Hi6//HJSGaJqkpvUvOQxe/Zsst5/TU1N0fm87777cOTIkSJDIV/Lnn/Hm2++icrKSlRVVSnpnP2NMl7pSmPwvEwXZUoZVmyV0zCUFFm6t8wZwZxD77//vrZJtCq1uaamRrrXIlRnobW11efg0pW2oObKz5ntHxVpy4OK7qT4lMrAzzdBFo1yqihKypmzevXqonr2V199NfkOyvmUy+Vw4MABZa8Z8V5jc5w2bRoGBwd9zSbZM7L7ho1d53xkDXhlxkHGd0wddQwHDx5Ee3u7r+m5mMGVSqVIx7kuwpyHykgrQqRdWaQohb/+9a/aiGK+D4rKOCJmQVI1+036TZhg586deP7556XZlsAE38jlcnjnnXcKTXR1d5VMrhwfHyd5ne5upGRglXM2nS7uT7VgwQIAxfKKzjlgAhXfs3USUqCMgkuXLpU2mLXRtUzHNzg4iPb2dt+7/+u//svXO4FHKpWSRtrz9w6TtWVyGD8H1TzEf9fJGV1dXT7eSPEKz/OkPFlV9o93tFDOd5XsoHL2Mh7d1NRUZLimspFMS+3o5BtThwEli8h48Pvvv1+4H6nzNjw8TI7197//fcE4X1tbi6NHjxb+TdbzIEyoMrdNnKZh8AMAePfdd4v2VfduxpdVgTK8XGeSGZEgGiTG+QQJYg4Zw2UpW2fOnMHw8HBBcNZFOfHCjulFEeSysxGwqGdNFEhVAy4RvBIsE8IpxUyWDiZClcbuEtFj6nTQfV8mfMrGahvlbwqRBqhsB6a8q76hmo/MyAL4lXOZw+Wdd95RGubFkiY8VI3UZJE7vJFHpGPx7I2NjWF4eBjnz58vSg2mjOmsXARVokcGJpxTacm8YYCKzubfIZZckTUaFdeXqoMvYnBwEPfccw/q6+vR29vr44HABcOnCmL0IHtOtkb8eVEpUQxi42hqjZigq+LFzBgpU4aoyE2xuTRbV3YPUGeLMtieOXOGLDMjNjVsbGws0LPIN3bu3ImdO3cWGpbLSo9VVFSgpqbGODpPRGVlpW//+JqcgLw+vYtyGlRJkaV7M1DOCOYcamhoUDaJNmlct379+qIa1Kr3UOANKzrjFlVKh4fo8GQ8XKZA8msvywozaZhsm64PFGdFsXcDF87qBx98QL6DzdXUCMT+fbaiJJkMqlILqkABai8pJ6hJxDgFtpasjJGYAbd9+3ZpBhyVfk8ZR6k7VSbH6upiM0dHX1+f1HFomtnCO86Hh4eV2XIyZ474G1Z6Q8YPampqpGOjnDhi4AAA3HHHHYW/6fQGmQNElnnwm9/8hjwrvCPG1PAETPAaSqa85557yO+onANsvjKDmy4qWianinKirmklZRRUNZjloXIezJ492ygTjjc488E2rCb4rl27iuTeU6dOFckJFKi7NGimms7Bm8/nC7xRlu0pK53CdG8A2L9/vzRwQOV8l8kOunHncjkMDg4W/f2+++7Dpz/9aZ9c1djYWMjEUDnrdfKNicOAcupSjnYZfxUdFrLAqX379uGHP/xh4ds8UqkUnn766UD6qQkoZyGl71BnTsYDbSE6VgF9aTKeL6sCwphcR93BUWdpJphAYpxPkCDmkBl0+e7zfGq5TBj86U9/iv7+fp+wc80110i/S0XJ8peuCYIKWKYKpClEJZgSCmSGGl19VQZe6NPV3mRrLFMOzp07JzVOsqiIl156ySf8qr6/ePHiwvx1afuqtQ9T8FEJhuzfKYFSXEvZfPioRlE5l52turq6IoWFF/wAGDWhkoGnO1lzX7FJIlDcKFN8H2VM7+7uxokTJwpn32aMVFoy/+979uxRKnZsH6la4TIHBkt3PXnyJBobG9HY2KhMUZbVVTSN6OSFXDFKkcK6desKRl+Z8Y+HylnDGyRPnz5dtJZUNDrlJMtkMuSa3nLLLVi4cCHGx8eVUT7ARBo4VYdcVkrnlVde8f2Nd5awkiybNm3y/WZgYAA33ngjWXqMP5umfT5EnDp1yrdWrJ797t27fTQiRjjplNPKykpyb0xqicvgEkElK+fCQ4xQFyNMmSGuvr4efX19RU4t9g4bR17Qvhye5xU5PBk9UAqkSep8NpvFNddc40uXZ79l+y6762VKKV9Ggoe4xsyBSc0TgLERiH8/g20mHT8vXY1xz/N8DcP5ZwcGBoqcoFQvIRPw+yfbu/HxcaP+QRTNAPD9benSpZgyZYoRnWezE+XdKF544MABqQxoktkiOg4ffPBB5frJnDnib/jSGzK5k8pq4uemK9/EQ2VgUgXyyIIhZPWyeUeMSXDMr371K+m5kK1lRUWF79/53/f19WHPnj3SJrqych+io4NybAHQOkcpsHKEMtlGDAjQNTmlSh7pwBsep0+fjssvv5wsm0Q1laUg8nOds1yXGSc6eFUGdJ5fU3KR6DTldW8AWLRoEfnuWbNmoa2tzakMHSsBdeDAAfJeoN758ssvF+4XBhbkpOvVQ50t0ZCrcxjInLpURo5JsENVVRWZIQDIS/iEoZ+qnBj8b6iAOUrfEQPtZBkBLqCciLKycIA/I53K+hPfLcvWUwX4JAgHiXE+QYKYI51Oo7q6GseOHSv8rbq6WsoYKaNlPp8veJuBC0z9kUceId9xzz33YOXKlb4oVFsje9BSAKpa52IZBwodHR3I5XI+Jam5udm3DmxcvFCgEhxMold0dZBN68gzT7xMuGtvbwcwIZTpvs8LC57n4aGHHvIZa22Ud9EgpSqtYvJ3mYGcN4TIFAwmxB45csRXAkJ0bjAFiKXlMsgUp+nTp5MCIFO4wijPks1OlK547rnnfCmv27Ztw4EDBwD4lVmqBqP4PlmNT5HmecjKkTAnhUohZsqfDNRZ1SmCb7zxRlG66/z587F161ZprU2R5lXRhhSy2Yk0Z53DhX2fGX1ZCQvRyG1iUOYzMPhmfeK/yxoci0oIZZxnjgRWI5g/H0whVaVnA8BNN91E8gHKeMUbeD766CPyfVu3biX/3t3d7au3K4vsSaVSaGlpIZVmNjcRMuMp46NXX321NqNJdNQB+nrkKuiinCiw76ruY12EusqpxTJvVOVnKFAR1OK9SpXS4ed1/vx5n1GUGbpEgyhl/JOtZWdnJ2moZFAZhvlvep6HBQsWSO9jE4g0ozMC8cjn81oZRQdxP2TObdGhxp4VDcBUtKlq7lTWAiA39OZyOW3/IMqw3tXVBc/zfH/btWsXABTRucrYRNHq3r17lf1q+MyWO++8s+DIoHoJsHtZFXEPTBj5VIYxk4ATAFJZSVxTExldZmTXNWB04XkyPkBB1aScyspi9FBTU0Pecbt37/Y10d20aZPP8C4LYBHvBVmZGbGEkCr4yabvGH/fycr/uAQ3AUBvb682IEEHFT8A1DqYLkOLuhsXLVpERvaLYPL3U089BcC8VxrluD916pT0vNrUf6dA8aZ8Pk+umcgjTeqQU/NkNCzLRqZKK6oyckx0y40bN6KlpQX79+9XNklVvcMGqoxDk2xe2TroAu2CQHY3i2X1ALmzhjoXTP6VZeu5yr0JzJAY5xMkiDnGxsZ8hnkAOHbsGMbGxqTN2FQXKUM2m8XHH39MPv+LX/wCr732WoHJ2xrZdZ5l3cWpq3WuS6dOpVIFJYGl/7OLRYQYxSAzFvNRBOl0GqdPn9YKpbL5mkS/yRQ25nSgoruo74+OjvqMLblcDvv37y+6kE2Vd17xAEAKyjLjkezvurRHFwVDdG7kcjls3769qJ49pTiNjIyQwi9LGXZRMinISlfs2rULL774oi+qSmbsZDAxplPP8AKWuDcmDcBUUeEupQ8oJ2Jvb69xdFc2my3ilybI5/P4yU9+YvVMLpfD1q1bMTg4WIjouvzyy7XPsaZWZ86cQUtLS9HcWINIWXQqr4QAdNQ7P0aVc0YV2c++JRoqRWM/D7ZnFK9VYXx8vEiponhQKpVCX18feS+oyjdQEJ0U/PuojCYG12a0PNjcbAzhrLSASgk2BTWH6upq0lGkQ2VlpTb9OZ1O+0rp8Mhms9i6dWvRd9l8dTWUZWup2htdo/PTp0/7DHMqx6gJxPUWm7Gr+Cy/lizLRgeTdHQTORGgDcCUg0t8h9iwlto/l9Jy7LtsLDwoIxUDT+c6w+TChQuL9pzJSLW1taTjkPFlGwMmi7hfsWIFKQ8MDw9j/vz5vvr8uqwLSu6UydTUGonPmgZU6HoB6CJwAeCuu+7C66+/7vsbk1k/85nPSHmTiu9TWVkiLYoyKBXIA1xweHd2diqj+U3uBaZL6PqdmGYxmSCbLe5nogOjYTESXic7yMAyJaisLYDufwOAzOphd9+sWbOKMud447Ps7hFBOVdUTpST/9eTQXwHQBug+/r6MH36dKkjxqQPnMzBzTsl2ffZOsjAzrtpn4Jp06aRpcJkpRX5TNPW1larrGdgIoJ+2bJlePHFF7U6v+wdJtA1U5VlwzGo1kHURcVxq+6Hhx9+GP/4j/9YKGEqwvO8QnYP+xZzMJk6a6i58BHywIWMHRs7UAJ3JMb5BAliDlka1PDwcMF4Q12o6TTdgZ6HKpVadSGpjOwqr78unQ8wq3WuS6fmo3l5Qzh1AYrGWl20BC8s6yCbr0kdearpIjPAUgY92fepJlz5fL5ImRENAHxaKNUgr7u729eASKb46v5ONbDSRQaaKBiUsqZylphEYvJp1pRDgUVWMEHMNbKId56wiK21a9dKf29jTOfB0xCLrOOj/UZGRgo0cFLTAIxBbEI1NjZmOGsa2exERoCNEijjazaGW1Pk83kMDQ0BgPG6z5o1C0NDQ+ju7ibnlcvlcPz4cVRVVSkVGVf6skFlZWXhfLI0f13EJzPiy9KSKbCIV16JA+QGRKrWqUuKPoNYlsLE+clg6nQW0dzcjKlTp1ql/7Pv8eANCqyZpu06ZLNZHDlyxPo5VUSquB6qckWy7/KNz3QlDJ544gl0dXUVzcvUUCk6naM8V+K4xIw6WVkUU2cOX8KOUrZ5mVElJ8oMwPw8mKOBok5gh50AACAASURBVAExG4aHytHA9kNmkHBxxrHxqsq1Mdxzzz04ePAg6eBgfV+WLl1aMJrwfJmHiQEzl8vhhhtu0Moczc3NqK2t9fWbAIqzLliPAgaZTL127VpSxmfZDJlMRloyh3eGmUQDM+gcQqJhnkHVEJwK6GDrwMsiJuNi6zo6Oip1audyE83kBwcHlfIWO+Ni5irfB0VVEsw1ul0HXXN1ETYyxooVK7Ry+dGjR4v4m2hIpe4wKquH3X0y8MZnJt/y/ZpUz/ElQwD4Gm/zjb8pR5XsTjx+/Lgy8t8lKwqgnZILFizArFmzlM+lUilfoIcM/N0jZoyqSisCFzJN9+7dW5RNYtJ83cSpx9Ooi+HYdd0Z8vk8zp8/Tzr8VYF2rG+gLKNp3759qKi4UJpN7DVGORFzuRyOHTtG0iWgdtYAE7yQ8VKVjuEq9ybQIzHOJ0gQc8gao9TV1Tk1I6LAOsDbRI6eOnWqyCGg8vrLFHYRslRRVsZB1TyT/71pM6kDBw7g85//PObOnVuI4BANlVR5Hx1k8zV9x5EjR8gIhVOnThkbUBYsWCBNG+ejX0UDgGh05o3wDLLLeseOHaTHXla7mrrcTejWRVkzcQ4BamGQj8bh6xmzOfDGhlQqhTVr1iCVSlnVzqb2V+YoW7FiRRHtmkRDAvKGjrK6lEeOHFGOmzLIyCIjTWGSEWBqjHzkkUe0ShnD7bffjjfffNNojCdPnlSWpRDHylJfVQrvpk2b8NJLL+Haa6/F/fffX3CSPfHEE2Q98ajA7x+f5s++/eSTT5IlkWbPnl1IS1aVUuBBKXGA3NFM1TqlYOrEYP++bds2q3U15SsUZCUVnnrqKbJ2NfV7BmYoXbNmjXUJFs/zpJl0MvBG33PnzvloQwZWrmjLli1kQzfxb6wnhNgnACg2ssvGaGKo5J3/LmXLqD3TobKysii4Ip1OFxlgmdxjmtXgeR4WLlyI1tbWonR0irdXV1eT72lpaUFTUxOmT5+u5G+8AUwWfSnOUycHbd261defhB83v9cuziSqp4z4G5lxjTkiGBoaGvC1r31Ne9fqxqRqhC0am0RHFXNK8WsxNDRU4J8ymVp2ZsbHx0lHkGiwFJsg20CMwHUFX0pnypQpSucQQDf/5ctLMegcP/l83pfVQ/VYAVBUBoPdcXwfFBHZbHGEqwjP87Bs2TJSDmb7YXs2WlpayPr/NvfI3Llz8ac//UnqlGcZrCpDKhWN7goqm4XXa1RyeTbrLxkizkOWdcfrffydeP78eW0jVEr30e21bJ8HBwfx+c9/Xrk+rDeArjcBz1/EjFGTsVDzlcl1lF6o0mtsArFkMLWVyCDSA1sL5sigdNH58+cX6V2yufCl2fi+ZDKdTJVdqpqn53m+rFiTnlkidD0hEujh6X+SIEGCcoI1RuHBFCYq4oL3gDMjo9goRkQ+n8ecOXMKnlUTsBrN/f39hb/JjOAdHR0YGBgwSjNjlyQPXsBqamrCypUr8cwzz6C9vR1PPvkk+Z6enh4sXLgQ/f395DsZ8vk8du7ciSVLlmDDhg0AJgT4trY29PT0oK2tDf39/UbphhUVFVi7di127NhBzpc16zMRALLZCw3tZO/TYXBwEOfOnStSnlKpFJYvX170bqpPwJYtW0gBVqaQ/eIXvyD/zmpX82CXe39/f2Ffm5qaMDQ0hCeeeMKKHoEJOtm8eTMGBgbQ2trqewdvSFJFiWQyGYyMjPiMTSJ4wa+2ttaXVcEbXZkiUldXZ6TAsn4ANti5cyfa2trQ19eHkZGRwtyY8svm73ke5s2bR86FSnUUlafR0VEl3d5zzz3o7e0tolHV2WPCowx8RsCCBQukv0ulUoVINBW+8pWvYGBgAB0dHdrfLlu2zNjooCqlICKVSknrkYp44403sG/fPnzrW9/Cd77zHQB2irIIdj4ee+yxwp6o9oAvnyOLSp86dWrR3ojZSJdffjmWLl1q9E2Avstm/1+qOw/e0aFSNnbv3o2+vj50dHRg+fLlUnr0PA/Hjh2zNsybRo1SYHc0z6c6OzvR0NCAtra2Ih4t/l5ENpvFF7/4RRw4cACbN2+2omFVJh2PhoYG7Nixo9BMbOXKlb6eEMzpp+KzsnFRf2f3ELsf/vM//xM7d+6UpqEzUHujc/4Dap5FgdozmVzC4/vf/z4WLlyIlStXFmQVBvFusckKyeVyaGtrw9DQEGbPnu0zDoq8ndXzprB79260tbXh4MGDqK2tVc6fKeniuAEU3e99fX1GAQpi7WzqTnI5q7KeMuw3S5cuxaFDh1BdXe07f+y/eRw+fNi6dJuIuXPn+jIVqfuJyRwU6uvrffxUPH8U7wQm+LKKp5oajil+TSGTyWDLli1FMrzJfUyBGbgAFMls1P7K5NuVK1eisbGxcBabmppw8OBBLFmyxIgPpNNpzJw5k/y3rVu3krTB0zOFd999V0pTjN9cdtllRf/GDLk6nY/Crbfe6uRo4XHq1CllrwiVIZXBlv/KwGez8PuQzU6U/rj88suV3xHLecnA9nLFihUFGZjSBcQyWGwshw4dKpwdUWdnJZQWLVpEjlXF/3K5nHGWBMVf2ZgoPsucU8CFTHAT2VScr4w3UdH86XQaDQ0NRfLSmjVrpLqlKdi682NxOUOA/95KpVKYMmUKKSMDKJJhgImAKxlYAMaJEyfQ1tam3F/2PqYT8/IjmxtzJAAoZPWY3mWinA8U3/W8TJPAHIlxPkGCSYCNGzdiz5496OjowJ49e9De3q6s6c6jubm54EWVwfO8QuSOjVAkXuKUUMXXomSGT5UQLxofdALW1KlTpe9i6acAjJwUAwMDeOONN8i6hvv371cagFpbWwtGYVE5ZZA165szZw75XtYwkr2PrRu1l9SFzkqi8GANFSmYpvZVVFRI3yEDa6rHgxJQ+OgKU0MqGxMzkPClAphyzRuSZEIDL1jIGpCyb4mC39jYGJ577jnyTJ46dUqr9HR0dODAgQNYvny5tVAoUzKZ8rtjxw4cOHAA//Zv/0aeT/YO1fvPnTunHMMvfvGLgiOLRzqdLtp3ZtwbHBzEgQMHsGPHDp/BmIEJl5lMRqnw5XI5UlHlwfaMRe6q+FxTUxPuuOMOrF+/XmtQTqVSZLSZ53nSM6lbSwrHjh3DO++8Y/0cA1Nipk2bBgA+5WHNmjVFe8Dz3aamJrzxxhvScYnGvYGBARw+fBjr1q3DkiVL0NPTg127duHuu+9GR0cHdu/eXTAeq4zM7C5jzgEKKkcHUzaOHj1acLa+8MILhTPx2GOP+ZQUQF3qTQSvjAcBz6dMnLDs9zIDcGVlJdLpdKEJqwlsjJxHjhxBZWWlMupVZUyURUby9bdlYFFkO3fu1N5V3d3dqK+v98kcMhmF5+c6B4gIai4zZ84sitoV8atf/cpnvNm0aRMOHz6sNXLKwPMnU6cqi+SVgd0tR48elf6GGZczmUyRjEcZRCkjlS3Y8zbyai6Xw/nz53Ho0CGS3js6OjB37lzs2rULPT09WLJkCbZv316Qv2QlJv/6178GMiYePnzYF5hA3U9i2UF+jSm5LZvNFsqtAbTMuGnTJtLoJpZT5OF5Hmk4Vp13YEK2WrhwIfr6+kgjKTW+J598UulIZfIxJbNRDkKVfCsaJ7ds2YK+vj7k83k89NBDRXc/05kAf/+KsCCLkmaGtvr6erKvC19qyQae5+HPf/5zoEw8E1mSRe6Kz9ny39bWViVtPPnkk8rMB8ZvVRkkdXV1VuvIAmX6+/ulTmBKhuzp6SnSScSsFNNAu7CgO88MTGeyyQxm8+3r68Po6Ci5/kzupPQ0UV6iArFcAibeeustH/1/9atfxYoVK0gH5pNPPmkkW2WzE03KRf1lcHCQtCnwJc5U7xQj8WUQAw/4OYj/P5VKIZ1OG8uMBw8e9PFX6q43cdomKEZS1iZBgkmCqqoqVFVVKdOBU6kU6S2ePn26MuWMCTB86hhfPkEFPoqYGeL46CLmXdWV4OFhWpqDGbpUaVpi+qksTZHh5ZdfJi9MSli2qWmpwquvvkr+nTkXpk6dqkyXT6VSmDt3rrR0BG+IYw0V+bRaFlVO1U8U8fDDD2PRokWYPn26rxGNCp7n4fTp06SA8vnPf16q6Mkar4nvVu0B33NAlU5qkhnBIEYMbNiwQZrGy4Qs1TrxDiwA6OzsdK41atN40CbV8cMPP9R+W1xXZlQV9/2VV17B1772Nd/fGhsbceedd6K1tbVIwTbJNrntttukPM7zPCxevLjw3xSfqq+vR11dna+MFdUMjNVd50vLiOBLAYlnsqKiQulQVOG3v/2tdI66VG2+jiQPlt0xMDBQKKdB1QGV1d+VGfaoOrBDQ0MYGhrypeYyp5l4PvisGtlZyOfzhcwgcU0eeugh9Pf3k80S2XxPnz7tKwEgux9la85Krtg2H+PBpwCL0cnincnqjjIalUVrslJEQcoDfP3rX5eWuctm9XW7VZFrqhRyVf1tG1RUVOD9998v0LFIc1RNd6C43wpVH19EPp9HV1dXUXmwiooKLF++HH/729+wb98+o3HLGtrpymxQJTLY+rn0ILDB4cOHcfjwYbI0wsyZM0meE9aY5s6dq+2DwpDP56Xl4VKpFG666aaivR4YGEBLSwuqqqqkJSbnzp2LK6+8sqjEEl/WgGqYK4Ldn1T9fpb1Nzg4WES7ssakmzZtwi9/+UvceuutVnxAF40pk4VZtKusySU1BiqAhL2P9ZGgyu2lUin85S9/wfPPPy+dG6+bAG6lK3K5HPr7+9He3i7tA2HSaDcsMDn38OHD5DzefPNNa77J6FXX9HLevHl4+eWXyfmZypJvvfWWsgwMg65c0MKFCzF79uwi2YBFmlN8h4KKBw0PD1vTCzvDvb290u9RvI89V11d7SsnxYLDxFJSFEzL95mAv79ldetNSrjNmzcPr7zyCqnj6eiNGbY//PBDX+lOoLhPmGlDWxnGxsaKdDgmr4rI5/OYOnWq8R1GZdbKbAq6EmeAXQ8Ik7J+vL64bds243mJ/FXmJE7q0tsjiZxPkGCSIJPJ4PDhw0pDlezilkVsi78BLtT3pX6/YsUKMoKEj+gRDXEHDx7E2NiYtUfVpKEtAHz44Ye+8h0qpNNprF27Vhl1eP/99xu9i4rU1sEmkpGB1QSUpcey34yPj2ujTfjoICpSaN26ddLoDoZ9+/YVUt1NLnA2302bNlkJKHyavCpi5L777itEA8syM1RCg+o3MrCIgUwmg/7+fqVhnldYVL8RBc2BgQFlBKkpqAgYMfVbF6lkkx6bzU6krbISVOvWrSP3fd26dUWp5AcOHCANTO+++672THqeh/Xr1/uiQNauXYvW1taCQ4pF4mQyGQwODvqef+2113DVVVdh+vTpvr+LZRr27t2r5KUrVqyQliBhey1TdmQZNAysWR6fhrp8+XJ0dHSgt7cXra2tZNRlKpVSZv6wPWOGFRO+GwR8psczzzyDNWvW4M477/T9hsqqkYHiqS+++KJyvrqavjxkRjn2LtfoIFkKMLvrxTuTj+jdsGGDNgrctTxARUUFbrvtNuW/33TTTcp3UCnPDFQKOY9Zs2ZZRwnymS2pVApf/epXfYYDkeaWLl1aODfMCE6VV9Nl2TCwskDinr3wwgvSkgQyMIMMH0WfTqfR2dlJZvKo6u3rGgKGCao0QmVlJVmmMGj5DGDCkWFqmDeBrLzP/v37MTY2hvHx8aJsiIaGBoyPjxecOSwjbHBwsJCxtmDBAkybNg1z587VjiGbzeK5557zldQRy0eJcjQA6Xk6fPiwVVSrDpTMJ2ZZidGuLs0WWd8osVQNT1+7du3S6jWnTp0qKhliyxOz2YlSYboykGycVMQ/K1loWtqNQj6fx8mTJ9Hf319oXC3CtE+O+F4TY9/PfvYzX6Q5VcbTZI2ZQdAk8+yjjz4i/z48PFw4c3wUPRubrNeWDXK5HBYvXuxEL8ePHyf/TRUEkM1ONGUX9yKXy2n76rDyfQcOHHDSG3h6FHUSWd8olU7KxvTAAw9g+/bt+PrXv249JoAuOxsFZFlRMoyPj4fuhOPXnc8OoDJabd/HoOPFuVzOeF5i43HZmQvjLF5qSCLnE0x6dHZ24hOf0JPys88+W4LRRAPTJqK5XK7IS8kaO9mAijCpqKgopPzy4AUNmRFU1wyUaiCSyWR8zTVl2Llzpy/yW4z4Z5cZH9HDLr+33nrLZ1hl5Sx0neH5JlQ2SKfTWL9+fVGjraBgUUv19fXo7e01bsBIwaTJJPOw6363YsUK63GwdGXTtZVF7fGNvmbPnl0U0SQ6lVhasslYs1l5oyiGhx9+GMuWLZNGrFMNDsVzsGjRIuzatStwqvHs2bMLUexiHUwW6a6LVKLeSzXdBWBsDBCjNvbs2UPuwc6dO5VRaWyOp0+fhud5yGazBUWDj3JnRi8qK4g5wVRZPSZGhhtuuAHpdBpjY2OFhtJ84+AzZ85g//795LMtLS149NFHMTw8jJ/85CdkGRsWjfn000+TDUObm5uL+JcJ/fT09GDbtm3KBpFRgI/W4SHLquGRSqUwdepUaUSmDLLSDDLISvowuEQHUSnA3d3d+Mtf/mJUloBF9FKZMPw9p4o85f8/cIG22tvbpZFh7Bs6w9Lg4CDa29ula9Lc3IypU6eSGRbDw8O+cZlEBLJx//KXv8TRo0el2WhAcYM1Fn1MRSy2t7cb39VUFkk2my04zm2yoZgDkz/XVCaPKrtw7ty5OHLkiNX90draiiuuuMK6oTAFJvuJ0e11dXXSMjn83Sg20zQFy5qxeS6fz0szRfbt21fIfGDZEFOmTMH58+fxwgsv4PDhw+S9YdL4VvW9pqYmtLe3+7L+RDDeU19fj4aGBvzsZz8z/k5YEO9xkyaXJgjDqdDV1VV0hqqrq3HkyBFj2crzvEKpMJP+FTNnziT5MjDhNAYulJOzofOKigqjZvJh4stf/jJ++9vf+v6Wz+exfv16zJkzh+TvJpnPzOgqyzyjGhLzYPJKe3u7Tw5n9CfTeVesWIHnnnvOaP0qKirQ2tqK1tZWbRY3D8/z8Otf/1r7O+p7V155JflvP/vZz5SG+SVLlmD69OkFvcF0joA/G5qKPHc5v0x2oO53V/BZTCJsMvMpqAIwKLBSZmEFsbA9oLIDZBmttu8D9HvpeZ6RDQAo1itkThzZ3xPIUfEf//Ef/1HuQSRIYIuPP/4YP/rRjwBMNKQziUAQm6pOFmQyGTz66KNGDLmiogKrVq0q1F9mz+ouac/z8O1vf7vw3GWXXYYZM2bgtddeQz6fL1x2//AP/0AqMPX19bjmmmvwqU99Cnv37vUx7VQqhRtuuAG/+93vfH9nY33ppZfw6KOP4sc//jH27t2LGTNm4O2338ajjz6Kn//850ZrlM/nMTw8jMcffxzXXXddYdxMqf/pT3+KPXv24KOPPsKNN95YmOd9992HuXPn4tprr8WaNWvw8MMPAwBuvvlmPPjgg7jlllvwyiuv+MbteR6am5tx1VVXaetcU7j55ptx77334oorrnCKchHBz3H37t148cUXMTIyEmkaO3DBkKNqrPaNb3wDL730ktV7Pc/DnDlzcPPNNwOYoOF//dd/tRIW8vk8Xn/9dfzkJz/B3r178elPf7porfP5PG655Ra89tprWLt2bWGcqjnx+N3vfqc8kw8++CCuu+66Qjmf2267DcuWLUN9fT1WrVqFu+66C9dcc02Bhvr7+4vOwe23344rr7wSQ0NDTvvJzu17772HRx99FC+99BJZY3bGjBm45pprAAAvvfSSNOqHoaOjA9/97ndx1113YcaMGc7jE5HP59HS0lLEKxhSqRSefvppfOlLXyrQOJvjtdde6+OT+XweR48eJed73XXX4Te/+Y10DMywN3XqVFxxxRWFf6P4m4ilS5di27ZtePrpp/H666/jhz/8If72t7+hpaUFmzdvxtNPP02uL0vj/6d/+ifcddddePjhh3Hbbbfh3Llz+OMf/1g0xgceeKDIAP/aa6/hwQcfxO233457770XL774otW+sHfU1dWV1MhDKQP5fB6/+tWvpM+wTIk77rhDuycUVO+2hXjvmuD48eP48Y9/7PtbPp/Hm2++aTyXVCqF5uZmtLS0FPjK7bff7vsNu8vq6+txww034I033vCV2/iXf/kX39+BCWfET3/6U1+zMNZ0efPmzbj22mvx29/+Vtr8m83llltuwfXXX+/7eyaTwfHjx/GpT30KV111Fbl3r7/+Onl2V6xYgcsuuwzvvfce+b3XX38df/rTn4zWjn/u1VdfxQcffIB333236N+Gh4cDO0fZvrB9+J//+R/84Q9/MB7f0NAQHnzwQVx22WX4+OOP8fe//x2f/exnkU6ncebMmSI6YvjDH/5gTectLS1obm7GvffeK3UiLl++3LgZ6+uvv1401z//+c9F9yxzOD7++OOFu7GmpkYqh8lQUVGB73//+2hpacEtt9yCl19+OVRZiJVJXL16Nb773e+S/FeUv3UORhneeecdXHfddUo5uKKiAtdffz3Wrl1bRL8UVqxYUVRbOWzk8/mCTgBc0CfCkhNcxsP25qWXXsLjjz+OkZERq+f7+/sxY8YMn1z6xz/+sYgu+fN+77334tprr8Xq1avxhS98waeL5fN5vPHGG6ivr0d9fT1aWlowY8aMQnacCFbW7K233sLvfvc7o3F//etfx9jYmPE8GVjfj29/+9v49Kc/TY6ptrYWd911l/Qdl112Ga6//nrtvsvOjYnMz3g+JTs88MAD5N48/vjj0hJ9PJhcefvtt+Oyyy6T8tmOjg7ceeedBXmUnWeXdf/yl7+MZcuWkT2MqEA1z/OwaNEi/P73v8fo6KhPb+D1dxbYIlvP48ePo7+/H1dccQXS6TQ++9nP+mQZ0R6gAqvH/uqrr1qddcb/v/SlLynv3GuvvRa33nqrT474+OOPi2R/kaZ0uOKKK/CnP/3JuK8Tu1dV62qqSwIX9oDnMTxUNGjzPt1e3n///Th58qTxuHk+T+lHLrLxZAJvi2xubg5tnknkfIJJj+7u7ou6npVNk06xdirVNFb3HANVwy2TyRRF0/F17lmkHh/xwNK92W95gxpQ3Ay0u7sbqVRK6dldtmxZUZkNFkEki9pgjc/27NmDNWvWoLW1FcCFWv4i+M7wYi1RXYStCi6RVDI8+eST0vpxFMKsScgiFVnEDxW5DsC5ZiOrsbh///5ACh0fJSlCjOpg31mxYgXy+bw0glVFn+zfWSNiHk1NTdi4cWPR32WNdPiIdpuoCQDYvHkzampqcObMGV8ddwo9PT3YsmWLMW3U1dX5+IVpquWiRYukBh/AH6lE1XpmzY0aGhrQ2Njo400jIyNFayOjG9b0SKUw7ty5Ezt37izas8WLFyszJo4fP15U5og1cJOVP5LxlTvuuAPXX389XnvttaIsJqC48Rofwe2adpvN6pv/sjGL94AsK0hVv9wFYuaSbVSyip+IPJUCVVvbVgZxjSblsW/fPrz44ovkPURlo61atcqXNbN9+3b09vb6sqD4O4TP0mC1jnURjSqI0W3t7e3a88TAzqRLHXcd8vm81BkV5K6kMhlYJBzLrLnpppvgeZ4yejaXy2F0dBTnzp0rig6U1Rt3Ad/ksqqqCi0tLWQ2wFe+8hU89NBDGB0dxb//+79b38+5XA6tra2FfWdzYSVj+KyjqqqqIjlMBnG9GxoaAvVvkUGVDXro0KECb9LJ7ib1yVWNeFXZa7Lf33DDDeQ3Ozo6kMvlnDIVKFClDHR00tDQgFtvvTXUMjwM2ax5KTM+k4h/nslkfIkRdhfwWUdUb4DFixeTUfb8nS+L3l2/fj1ef/11qRwrw2233YbBwUGr/TTVa3SRxnzvjgMHDhT16uEhZp7JHH/z5s0zChpg+ydm7CxYsADj4+PKgCKxrwubC5VZW1FxoVcUi2x24YcMx44dw5kzZ4yzq++77z5fhhClN/BZVqr+KdnshRrwFA3weohqjvl8Hr/+9a+t1oDn//39/Up9oq6urkiOoM6WSzbjxo0b0dLSYpxVwxwflMzoeR4efPBBqwwuKuuIh63MKHufSqd85ZVXrGQens+LmZqusnGCxDifIEHsYcKQmbECAEZGRpSKHmugOWvWLIyPjxelsPHg0zhZWQzKKCNCdrmK6ZCUQU3XOJOVXaBqYLOLQlU3OZfLYcuWLXjvvfewYsUK7cUhu8h0FykFk6ajHR0dqKurw/j4uG8f+XVnhjDTpkcMTz/9NGbNmhWo7A1DPp9HY2Ojz0gKTDiTTpw4UVAYeeXFFCZlY6ICMwKxyFKqwSZTxMTySS0tLcoxy9IydY10ZI4ilTH9gw8+wPvvv29cnsA0lREAjhw5UqjNbmP4uPPOO6XR3KIgJ1P++DOuS72V0d3VV19trACxPTt+/Hhhrqx+rCh4V1RUSBvnsugKEWLDLJGvpNNpVFdX49ixY4VnqqurycZrfL1x1zqPFRVmDWupaLWPPvqIXM85c+ZIjQSUIUQ3PrGkmEsjcxnEkgQU1q9fH6j5GEA3JXYBc2hPnTqVNKCrGuRls1lt2RPmEAMmSoh1dXUZ7VUqlSoYegHaAcmMAalUCrfffrtRJlk2m8Xzzz+PNWvWaH/LMGfOHGWZG1ewtaUUc12jeDEogKWu79+/n5RteMM8UNw8NGipPEqR5g3o/O8YzU+bNs05o4s5YcUzJDZXZ85RdsZlBiZZGr+rc1uFVCqFuro68n4xLQ/G5IutW7cq11BljMxms/jlL39pPKcFCxaQjYU9z/MZGWVr/NBDD+HFF180ojO+lAE7+zpaOXLkCB555BGpvsPfFTqZUqanyNaKL40poxNm4BeDjxjy+Ty5n0yelTljGA9ftmyZdC663grUfMWGuvwcKQMrC+jgeUBVVRWampqKziQV0MRAlRhhcgkFsWmlDFdddZX2E24XkQAAIABJREFUN8CFEoUiDh48iJaWliL6YvyaKhMIwCdzyxrZsv8NmhkyPDxcyIR77rnnlA5oypAq6g38Xs6fPx/btm3T8guZbptOpwt901TztAnE4Pm2Tj9uamrC9OnTi+7B3bt3K4MGbVBVVSV14Dz88MNF+0GVsWK85oc//CE8zzN2KrH5yJwKLjKj7H0yGwmTGU1lCbFkTdDGvAkmkDSETZAg5tA12GHGiqGhoUIzM1mjloqKC01Mq6qqfI0OVWCN0ljDUB6szj1gZnz++OOPi2pR6uB5HjZv3lxoOmRS20z37v3795PNqyjILjJ28ZlCF0nF9pLtzdSpU4tSv/n/NV0/YEJYef/999HW1oadO3cGVlLz+Xzh0ufp6OzZsz7HEG/0FZvYyZw4nudpDfOs0WdUyOVy2Lp1K+rq6simi+3t7b79YAY73bpSjYeofaQUFtYkaPPmzVoBqqenB1u3bpX+JkizWRZR3tfXZ0xHFRUVqKmpwfr1633rJjYUY7CtX0g1X33sscfIBtY1NTVobm7GgQMHihouUThy5IiPr+VyOfT39/saUTNlTdb078tf/jL598997nNKvjI2NuYzzAMXIqxY01QGvgmnS51HNgdVA2NgYg0pepU1CWUNPvm1Wrt2bYGObQzzYnYYawDNFMcgyjHfu4OdM5HHMKOHyPdsQTVPN8Gtt95a9DcWgcnOZFdXly9Cvquri2zMWVFRgRkzZii/V1FRgRMnThTuf9n68vyc8UPTRmSsnI8pmIPdFGEZ5sWmeZ2dnYUeDzxt843iZU3KKbB6wRTNTZ06VconGC/jGyOK8DyvkC0ogm9iLY6HamhtK7/x4N8hnqGxsTEy64iViEin05g/fz5ZxnLfvn1obW3Fli1bCs3aed7AnNu68Yq8iUI+n8ff//53qfzBjK2nTp2SfocvFxUER48eLZqT53lkU9KDBw/izJkzpGOVga0xxSuWL1+Ovr4+dHR0YPny5UqdhJddTLN/s9kL/Rl4mlu+fDlWrFjhuytMolp5pFIpzJo1S7mnwERQg2ysnufh2LFjUplKF+CgktdyuRzplFM5/Hnccccdvv9m5SnEhrpTpkyROtWmTZtG3mcbN27Enj170NHRgT179pDZnwyZTAbd3d0+42lXV5fvThLnJzoFmQOJh+d5WLhwYaDzIqOvzs5O1NTUFDUQ7+7u9s2F7S/TRevr6414O8XPly9fTv6WyVDsLlCBGVJ58GdPvHtsGiLLdNuTJ0+G2u9g3759aGtrQ3///2fvzuObqPP/gb+attCWnhAoLdRyFEqhHCogCFVOuTwQPFYRVsX14L6US24BjyIoyrocC4qAq7uuotCycpQbFOWQmwKl5SxtaUvb9Er7+6O/zHeSzCSTNJkk9PV8PHiQSWc+88nkk5n5vOdz/CB7nnjmmWeEcie1jtTvrjrlRK4+JjWxu/h4i39n4vsvWyYtt/Sgyp57RkvpyX3OsWPHCu9bmrha6UM1sh1bzhN5APHTSHFrarnhYaR06dIFI0aMMLuJs8ZawF18glZyE264+TB0exwzZozF1r2mXZ4B+QlrxRcKqSF2TClt/W6pW6MtFydLvSCkAk/iiZ/ENyCmreaUtqa2pcuytclcTT+7kuF6DC2exEOu/Pbbb8LEauJuilLd6YH/CwLJ/d3QPdsRE9pVVlYiIyNDdnIv0wq2kl4uhhbhpl33TVtEiAOtYpZ6hSil0WjQo0ePavWe0OvlJ3A1JS7bSltWNLEyia8UqbQDAwMtTpgpnnApOTlZMujn7+8vGRiLi4szmuzVkK5US7NnnnkGa9asMWvdM2jQIHzzzTey5xWphzlA1QMD0xv15ORkYRLO4OBgRS1g5Lpyy51XpK45hvfkbuLz8/MlvxupnlNyTIeykRoixdYeOsD/tTiUG1pI3MPC0FLaEa2BLF0rDT2jpM6ncnMlAFVlUqrlpqXzWPfu3S2Wkx49eli9brz++utCIEHud21vTw53Yhjex/QzGiaZFJ/PAdsnqTPcE40bN064fhnKnLWeMlqtFhMmTBBao0vdJ8r1iDFMYi1F7nwtvn8T70dqMlfx+5bO+XLnut9++82opa7cb9wwdKGhJaX4fCWeUFeqFb1Ub4cZM2bI9hTZuXOn1WDr3bt3Za+Pen3VRNhSaTzyyCMW53Mw1bNnT6H3leHzyvWUkRrPWdzQApAfnkA8nIv4O/3uu+/Mhg8x7dUmdW6Wa+3asWNHyfqONZbOYxUVFcjIyLBYdiw98DNcH+TuO53BWk9hA41GYzaG/o4dO8yCghUVFVi8eDHWr19vc11GbvhPU8ePHzf7DuSOueG6IdWqV9wjyXAcWrZsqbjHoxTDZxSXL0v3IlL7MHwW09+C3LVUKkgsvt8wJb6Hkuq1YPp5pIbuMfSek7r2yMUS5I6VKSV1HFsZ6rPLly+X/Lu4R5TS/RsaDdrbq1Hq/CdXTwNgcZJmufJvOpSYtWFglD7kFJOrRwLmn1Oj0eCFF16w2CPeWl6rOzEvVWFwnshDmAaSbA1yHDp0CIcOHZId91qOpQuCXEsqS3nRaDRGJ3BLLaiBqjkFxIF5QPnYZoZK89///nfZ1nNy3b4MwVNx4NhSt0YlpPItV2m1diEWt5pTMrZgZWWlTa2cmzdvrvh7V9JjwsAwTIJcRc/wGUzHp7QUsDLQaDRo2LAhrl+/7tBW9VLHeNCgQWatbBYvXmwUrDBl6A5s2nW/d+/e2LVrl9G6SUlJQqDVlNTvTG4uBikVFRVCCyJx8MFQtsXBWEvDjpiOHWza7dzw2nRb0+62ciy18JNjmrbShwFarVZyIiYAiIyMlK3MSn0Ww9iVpsE6cfkV3/BbOpfJDe9Tv3592Za0ht+W6e/HdE4IqSCaVCVOfIMuPoZSc5JYCyCKj5VcwNa0gmvoUSR3vtHr9bKBFcM525ZAuPihrbO66Vq6VhqGCLJ0LpFj6Tci91ksjcttbQxSw6R0pt37Tdnak8P0HOSouVKUjK0tNYasoeeP1O9dqkLavXt32TIldYxM0xg3bpzZfYGSex5L94lycwaJhx+SYvqZpR6MmeZVav+mTOdFkDvXGd43zKOkpNW0aUMG8TBhpkPESTUAAap+L5GRkRg1apTZPnr16oX//ve/Fn+bQUFBFofIkhpCwNvbG2+++abkhIoTJkyQPM+9+uqrmDJliqJzsaEnoNw5WjxWuPjBM2B+z2OYsyIlJcUoP+KHxAZS5c7aEJmmvTCtsTYkJmD7sCP2jB3tCKaBa9MgrXj+LkuNWUyJW4+7emxoex4KKg0um5JrmGEgdT2We9hvaYgx04cKct+NXC8J04C4+F7StBGTYb4JMcPQPZauPVLXCCWBV8NxUzrHj9zxkxoeRq/Xy07GKr53MOzf2vB6jmjVbdpLR6rlenJyMh555BGrx8LSPa34OpmTk4MNGzYY1RsM5Mroiy++aNbAR5w/uXok8H+/J8Mwsob/TYPqcvcUYpbmTuPwNrZhcJ7IAym5sZAjN+61HLlAoNSYqtYu3N7e3ggODrZpEtOoqCjJ95UETUwfAsiNdW16ETcNnhqYtvy254JjS8thS9+ppaCX1NiCGo3GbCJTS2MtSrXUk/vebXmiL1UGDBW9LVu2CBVLqe9Kqmu/gbjlqyW2jHEtniBPfIzlWtkYWt2KgxWG3gGGmy2prvtS3R4NkwCaBgwMeZFrBau0NXxwcDCOHj1qdBx69uyJZ5991iwYC0C2teHAgQONxg6WWtfQYsvSTZppoCYtLc1qCz+llD4MkPrNGYJytlZmpVqaKalwmp4T5MZ8TUhIkMyr6W8LqPqevv76a9StW9csgDN69GirlTjxcbR0XJU+NDWQC9i++OKLZpNF2nO+UdKzrKKiAoWFhbIPOqSOAyA94aotDMdKrhXg0qVLjXoESI0B/frrr0tOXCbV40TqPGZgaTxvS2OQ2hLUseUeBTC/1gJVrRXfe+89s3VnzpyJgoICobW5l5cXhgwZYjY+tunY2oaghGkrdUOlVEk5lquQiodDMJBrCCCVhvh6aFDdB0VarbbaPUGU5tWwP7m05VrYyY1vraRnnhyp4670WHbu3FkyT507d7Z4r2t46KHVamVb63t7e5v1PJg+fTrq1q0rGbiOiIhA7969je4XxON/KzkXW3oYLPfQBZCfF0duYlzx8U6TGApD6r7f0NpV3HBDKan7W/FxlruntcTQWystLQ3/+c9/JNepzoNDjUaDF198UTJ4awhcG64zY8eONXrgL76WA1A8P5Ol1uOOIDcmuaVrkhy584dUcDk4OFjoHWbaKMHQ4wmouneX+rxyDadMe6IpGWLMtFGDku/G0jVGfC85dOhQIe3q/CZNj+XVq1cVDxmlZB4P8cMD03Ner169JMfSb9GihaIeHYMHD0ZlZSUWLlwomb/qPmwy7bVuqL/IXdMN+7T0HYvnKZN7UCQ334qB3Dl98ODBGD58uOT9m9z3bkpcRi0F1S1d0+XKoz11tpqOwXk7lZWVYe/evdizZw/S09ORm5uLwMBAhIeHo2vXrujdu7cwiZajnTx5EikpKTh16hTu3LmDsrIyhIWFoUmTJkhISED37t2FVgKuTteVx6km0WptmyjEtJuwtbSVtDIysDQEz9ixYyVvHCyx1OLO0oXCtBJpuDiKW8FIXcSlgqdihpbf1bnYKAkWmh53qaEl5NKQ+84A84CD4XuUeiKu9Hu39ABHKvCfn59v8SIuF5gFzG+C5CblkyJ1HORaaFo6xk1kumkbPoc4WKHVao1+a3Jd920lF1xQ2qrl9OnTkg8JRo4caXTTaGDa2hCo+i0MHz7crJWFpfkZrD1EEz9osLXrdXVZCi47qgW1tQqnFLmW+FJ5lfptGXpKtGzZ0mqQu7o307YcJ7mHIXKTRYq3szZkj+kwOJYCZHJj5cu17HdU111Dz65//vOfRpMCGxjOJXLDEPTo0QOrV682m5dk7NixirtKG2i1WsmHulIBRCVDlEilLxX8yMrKkg1emF5rGzduLJl2VFSUWasuoGpeGTHTsbUttQZTWo7lfkOA+bVK7vxly+9Q6YNGJcMa2HMec8Q5w1ILO6lznaWeeUoetssdd6XHUu78a3qva/qQR3wdlWutP3jwYMmesFLBbMPD/7/97W9mw5BJkRtuSaoMWOqNZPit2tMSH5C/PzQNpss9XBZTOnmn3HlK6TCQpr21LN3fGlovS/VOk5t8VXyfY9pL1BC4lvoNDxs2TFhPXHaV3PdZaz3uCHIPAAFlDzvt2Z8hnZYtW0oOh9O7d29F12y5YRFNP4uSIcZs+W5M71WUfl7Dfu35TYrJBaMtNaaRO6eZ/uakhpWUG/5Qo9FYbNwhbhCRkJAgOYSQ4UFMdcqWrdd008Y7Uqw17JObb8W0IaXc9dvS/Zu1OpOj6gFy9/POrLPdq7wqqzu1dA2UkZGBxMREXLp0SXad0NBQjB8/Hh07dnTYfgsKCvDxxx9bDe7ExMRg0qRJsi2O1UrXmccpKysLr7zyCgBg7dq1Nf6pXFZWllGXU6DqQjdu3DjJbrAbN25UHJwX78OeCp1hO1u6IBpoNBps3brVru/3yJEjePPNN83e/+KLL4RWB1KfZcOGDZKtFA28vb0lW4k5i/i4A/Jj+lrb1rC+6VjnjtqnpZtf03xIlVfxcbX0d6mxHhs3biz5XYvNnDkTCQkJkjd64s+o5PNmZWVh4MCBFoODX3zxheR57fz583jxxRfN3pdqKZeUlGRXORP/5qTG3vf29sbIkSMlu9ZOnDjRqAIolf+XXnrJrIum+Ddh7fs1zast37Ua4xdWt1W0mmz9bYnJlUV7rg/2sifQnZWVhQEDBsgG5Cydo6X2J3f+kPoN23J8rRHnRaPRoFevXti+fbtkPq5evWpTvi1d45TmSfx9OOo3IZVOVlaW7IMTe88rlq7/jrwvd8T5y5FlyhnpOTptW78bufUNQS0AQnd8uYYM7nLdULqO6TEWU3q8bTm3yh1j8T6lWvkPHjxY0X6k1gHMA7aW7uWs3VfKvWdK6t5Pbng3ufwbAu9K5i744YcfhACvl5cXhg0bhpdeesno71KNE2z9nUnVtex9mFpd9n43zth3dc9ZUvm2Zz4RJdc4W8nlwxG/faXXSmvfqz31PyXHGzA/fzjiPG/vNd1avQuQP6ZycQdr9TFT9t5PO+OeVs1rr6s4KxbJ4LyNsrKyMHnyZOTk5ACoCqC0adMGERERyMvLw7Fjx1BaWgoA8PHxwdy5c6123VKioKAAb7/9Nq5evSq817BhQ7Rq1Qq1atXCzZs3cfr0aZSXlwOoCnonJiYiPDzcJek6+zgxOG/M0sX1p59+sthVSg2WKhvWuoXaGyiSe2Dx9ddfW0xPLmAFmFcOPI29lSiln1fuJs2em1tbgv2WvjMDRwZllFRkLd3YSHVfvP/++81a6Nhbzkwrn+LAheFYtm7d2q7ArNIbeaXlyFp6nhQodxeOOvZqsfU7tvT7U1pRtrfy7qhjJnd9kmpNKldpdVYQ1lW/OUden5wZoLYl30qPpSMrtc7+XVc3r7Z+N0rXr05DBndjbRgfa9+lI46x1D7lHvrZ+2BCyTlNbjhFR7P0GUwD7JbqLHIPdW0JYDo7YFqTOOt8aM8xdkbw0pZ6l9z2al0rDWw5DpbyBzjnPF/da7qSRkym6zuqoYyry2VNOvcwOO8mpk2bhlOnTgEAGjRogHfffRdNmzYV/p6Xl4ePPvoIx48fB1A1RvLKlSsRGBhYrf0uXrwYBw4cAADUqlULY8aMQc+ePY3WuXXrFpYsWYIzZ84AqBqzbunSpRYnRnRWus4+TgzOG5NqyStuda6ktbQzyd0cPfPMMxgyZAjq1q0rOV4agGoFKqUqOEouPFITdhrG4vbUsqbkBswZN2nVuclRepGvbrDcVpYqskpvbKR+k464qbGl5au1MQ6l2Noq3p5eCNXpMUNV7G2hqXbPIHs4I4CjdtBX7pwlnmBZybnkXmup5KjWx4C6x8YR525H9k5w9u+6unm19bu518q5EtVpbWtPQNLSAwE1rwvu9l0reXBh4E49VKiKux1Ldwxe2tMTQK3rnasakah9jbOnPuZI7lgu3R2D827gyJEjwg/Fx8cHS5cuFVpoiBUXF2Ps2LG4efMmAODZZ5/FiBEj7N7vxYsXMWHCBGH5nXfeQUJCguS6RUVFGD9+vLDvyZMno0ePHqqmq8ZxYnDemFQ3/+oMiyG3D3tP3Epao0t14xSvY++NlNQTbCWBHHHw1HQiRU+k5AbH0TdBat0UOyJYbiu5ydNcWUbsOd72PLhzdCsLZ5+7SJ67BUKUUrMFmjP27cjWYKxUyaupx8YTfte2fjf8Lp0/VIHc0Chqlx93+q6tNf4wcPRx8oTfsKfgsbTOHR96G/LlTg9XbGHreczVDSnJNs6KRXJCWBuYtqSVCjgDgJ+fH4YNG4YlS5YAAJKTkzFs2DB4e9s+SSsA7Nu3T3jdtGlT2QA6AAQEBOC5557Dp59+CgDYvHmzbBDdWem66jjVZGkyE2hu27ZN8UQzllT3YmxpUle9Xo9FixZh8eLFGDNmjORYbfZMTiLet2l6FRUVwuRacp+lZcuWaNmy5T1zU9dEwWQtStaxRZpKs7drtdKTDTozWO6oCUIdyZ7jbSjntnDkZ5c7dzm6jJA0dyzHSjgj31qtsgnyHLFvqXOW6WR9js53TVRTj42zf9eOCJ7a+t3wu1R+vK2dXyxtp9XKT5SsFnf6rqXui8WcNeyOp16b3RGPpXVKfnNZWfKTeTvrmBrOZeJhPx01obCz2Xoes6c+RvceBucV0ul0whAsANCnTx+L63fr1g0rVqyATqfD3bt3cfLkSbvHnj937pzw+sEHH7S6vriF64ULF5CZmYkGDRqokq4rj1NNJnfzuHTpUnz66afVbtla3YtxcHCwxb+Lg+UvvPACNmzYYHMacizdWFv7LK64EXEWJZU1eyt0chwd7LfEFTff7lSBBNQ93o767GrmmaS5WzlWypX5dsS+GTAgZ3LW7+NeabDgSez5Lqt7fvHU64Kjmd4XS0043Lt3b1dnk6xgea4+tRpcSTEMpWxpSGWie4HG1RnwFGfOnEFZWRmAqhbfLVq0sLi+r68vYmNjheUTJ07Yve/c3FzhtVSQ3VRYWBh8fX2t7tsZ6bryONVkWq0W/fv3l/ybIaCclZVlV9qWLsZKWWo5b5rupk2bqpWGKcONtVyPDEufxRGf3Z0MHjwYW7ZswRdffIEtW7ZIVqiVrKOU6bGvbrBfyf46duxYY2/A1T7ejuCJeSZylJp+ziLPItdgwd77S3Iunl8cQ3xfnJSUhK1btzrkHtmSH374AYMGDcKbb76JQYMG4YcffnDKfoiUMjSmEXN2Yxpec6imYct5ha5evSq8jo6OVjT0SvPmzXHs2DEAQEZGht37tmdaAPE26enpqqXryuNUk2VlZSE5OVn279V5su2Ilq3WuoWKGbqtmc5yXp2Lv6EFkdzkWnJp34utepW0HnFkCxO2DlWXJx5vT8wzEVFN48qWk0SuZHpf7Mzyfi/12qV7h6N7VyvBaw7VNAzOKyQOOitpZQ4A9evXl9zeViEhIcL2mZmZVte/c+cOysvLhWW5gLcz0nXFccrJybF5G2s87YQvdfESq05A2REXY0vdQqXyOmbMGLPJqKr7nWi1WvTu3dumz+KKG5F7EbuTqssTj7cn5pmIqCa5FxssELkbBiTJXandmIbXHKppGJxX6O7du8Lr0NBQRduEhYUJrwsKCuzed0xMDE6dOgUA+P333/HXv/7V4vpHjhwxWpbbtzPSdcVxmjx5ss3bWPPTTz85PE1nstQy3REBZUdcjC21XjfN6+DBg502GZWtn4WteomIiKimY4MFIudjQJLcmZqNaXjNoZqGwXmFiouLhde1atVStI14PfH2tnrooYfw448/AgAuX76MvXv3IiEhQXLdoqIifPvtt0bv6XQ61dJ15XGqyaQuXmPHjkWrVq0cFlB2xMVYq9UiJCREMjA/ceJE9OvXT9iHMy/+tqbNVr1ERERU07HBApFzMSBJ9H94zaGahMF5hUpLS4XXPj7KDpt48tSSkhK79922bVvExcXhzJkzAIBPPvkEer0ePXr0MFovMzMTiYmJuHnzptH74rw7O11XHKclS5agbt26Nm93r/GUi5dcixBxYJ6IiIiI3A8bLBA5l6fU6YjUwGsO1RQMziskbt0tHnfdkrKyMuF17dq1q7X/yZMnY9KkScjPz0dJSQmWLFmCjRs3IjY2FrVr18aNGzdw+vRplJeXQ6PR4IEHHhCGofH391ctXVccp7p16/KE/f95wsVLq9Wif//+2LJli/Be//793T7fREREREREzuYJdToiInIcjasz4Cn8/PyE13It0U2J1xNvb4/w8HB89NFHaNq0qfDejRs3kJKSgm3btuHEiRMoLy+Hv78/Jk6ciBYtWgjr1alTR7V0XX2cyP1lZWUhOTnZ6L3k5GRkZWW5KEdERERERERERETqY8t5hYKCgoTXubm5ira5c+eO8DowMLDaeYiMjMSyZcuwf/9+7N+/HxcuXEBubi68vb3RoEEDdOrUCQMGDECDBg2wdOlSYbt69eqplq47HCdyb2lpaWZjzuv1eqSlpbGFCBERERERERER1RgMzivUuHFj4XVmZqaibW7fvi25fXVoNBokJCTITtxqcOHCBeG1uLW7s9N1l+NE7ktuzPkmTZq4LlNEREREREREREQq47A2ComDxleuXDFr+Svl4sWLwuuoqCin5EtKTk4Orl27JizHxcWplq4nHSdyDa1Wi+nTp8Pb2xtAVWB++vTpbDVPREREREREREQ1ClvOKxQXFwdfX1+UlZWhuLgYFy5cQKtWrWTXLysrw7lz54Tldu3aqZFNAEBKSgoqKioAVAXLlbScd1S6nnScyHUGDx6M7t27Iy0tDU2aNGFgnoiIiIiIiIiIahy2nFfI398f7du3F5Z37Nhhcf0DBw5Ap9MBqBpHPT4+3qn5MygsLMR///tfYXnAgAGqpuspx4lcT6vVomPHjgzMExERERERERFRjcTgvA0GDhwovN6+fTuuXLkiuV5xcTE2bNggLPfv318YwsOZ9Ho9li1bJkzEGhUV5ZDgvK3puvtxIiIiIiIiIiIiInI1Budt0KlTJ7Rp0wYAUF5ejvnz5yMtLc1onfz8fCxcuBA3btwAAAQFBWHo0KGyaW7fvh1PPPGE8E/OH3/8gY0bN+LWrVuSf8/IyMDs2bNx6NAhAICvry/Gjx8PX19fi5/JGek64zgRERERERERERER3Us45ryNpkyZgsmTJyMnJweZmZkYP3484uPjER4ejvz8fBw7dgwlJSUAqia6nDp1KgIDA6u934KCAmzatAmbNm1C48aNER0djaCgIBQVFSE9Pd0o+O3r64uZM2ciNjbWZem66jgREREREREREREReQIG522k1Wrx3nvvITExEZcuXUJFRQVOnDhhtl5ISAjGjx9vNP66o1y9ehVXr16V/FtMTAxGjx6NmJgYl6brDseJiIiIiIiIiIiIyF0xOG+HqKgoJCYmYu/evdi9ezfS09ORm5uLwMBAhIeHo2vXrujTpw9CQkIcts9OnTphxowZOHHiBM6dO4c7d+4gLy8PtWrVQt26ddGiRQt069YNDz74oE3jtjsrXcA1x4mIiIiIiIiIiIjIE3hVVlZWujoTRLbKysrCK6+8AgBYu3YttFqti3NERERERERERERE9yJnxSI5ISwRERERERERERERkcoYnCciIiIiIiIiIiIiUhnHnCePN2PGDPj4WC/KK1asUCE3RERERERERERERNax5TwRERERERERERERkcrYcp483qJFizghLBEREREREREREXkUtpwnIiIiIiIiIiIiIlIZg/NERERERERERERERCpjcJ6Be/o6AAAgAElEQVSIiIiIiIiIiIiISGUMzhMRERERERERERERqYzBeSIiIiIiIiIiIiIilTE4T0RERERERERERESkMgbniYiIiIiIiIiIiIhUxuA8EREREREREREREZHKGJwnIiIiIiIiIiIiIlIZg/NERERERERERERERCpjcJ6IiIiIiIiIiIiISGUMzhMRERERERERERERqYzBeSIiIiIiIiIiIiIilTE4T0RERERERERERESkMgbniYiIiIiIiIiIiIhU5uPqDBBV14wZM+DjY70or1ixQoXcEBEREREREREREVnHlvNERERERERERERERCpjy3nyeIsWLYJWq3V1NoiIiIiIiIiIiIgUY8t5IiIiIiIiIiIiIiKVMThPRG4vKysLTzzxBJ544glkZWW5OjtUg7EskrtgWSR3wHJI7oJlkdwFyyK5A5ZDchcsi8owOE9EREREREREREREpDIG54mIiIiIiIiIiIiIVMbgPBERERERERERERGRyhicJyIiIiIiIiIiIiJSGYPzREREREREREREREQqY3CeiIiIiIiIiIiIiEhlDM4TEREREREREREREamMwXkiIiIiIiIiIiIiIpUxOE9EREREREREREREpDIG54mIiIiIiIiIiIiIVMbgPHm8GTNmYNSoUa7OhkWjRo1iHmsATziG7p5Hd8+fp3D34+ju+QM8I4/uzhOOIfNYM3jCMXT3PLp7/jyFux9Hd88f4Bl5dHeecAzdPY/unj9P4e7H0d3zB3hGHt2dOxxDBueJiIiIiIiIiIiIiFTG4DwRERERERERERERkcp8XJ0BourKzMyEl5eX1W4oK1asUClHRERERERERERERJax5TwRERERERERERERkcrYcp48XoMGDeDj48OW8UREREREREREROQx2HKeiIiIiIiIiIiIiEhlDM4TEREREREREREREamMwXkiIiIiIiIiIiIiIpVxzHnySHq93ux1VlaWq7JjVXl5OQDm0V45OTmSr92NOx9DA3fPo7vnj2XRMdw9f4D759ETyqK7H0OAeawuTyiHgHsfQwN3z6O7549l0THcPX+A++fRE8qiux9DwP3z6O7584RyCLj/cXT3/AHun0dPKIu2HEPxZxDHJavLq7KystJhqRGp5Pz585g8ebKrs0FEREREREREREQ1yJIlS9CyZUuHpMVhbYiIiIiIiIiIiIiIVMaW8+SRSktLkZaWBgAICQmBt7e3azNERERERERERERE9yS9Xo+8vDwAQJMmTVCrVi2HpMvgPBERERERERERERGRyjisDRERERERERERERGRyhicJyIiIiIiIiIiIiJSGYPzREREREREREREREQqY3CeiIiIiIiIiIiIiEhlDM4TEREREREREREREamMwXkiIiIiIiIiIiIiIpUxOE9EREREREREREREpDIG54mIiIiIiIiIiIiIVMbgPBERERERERERERGRynxcnQEi8ny3bt3CsWPHcPLkSaSlpeH27dsoLi6Gv78/tFotYmNj8eijj6Jt27Y2p11WVoa9e/diz549SE9PR25uLgIDAxEeHo6uXbuid+/eCAkJcXma5N5WrVqFzZs3C8sNGjTAmjVrFG/PckjVkZqain379uH48ePIzs7G3bt3ERwcjNDQUDRr1gxt27bF/fffj7CwMKtpsSySPc6ePYtdu3bh7NmzyMzMhE6nQ61atYQy2KVLF3Tr1g2+vr6K02RZJL1ej/T0dFy4cAGpqam4cOEC0tLSUF5eDgCIj4/H4sWL7UrbU8oXy6zrOaMcsm5D9nDmOVEK6zckRY1yyLqN43lVVlZWujoTROSZLl68iBUrVuD8+fOK1m/bti0mTJiABg0aKFo/IyMDiYmJuHTpkuw6oaGhGD9+PDp27OiyNMm9nT9/Hm+//TYqKiqE92y5eWU5JHvl5uZizZo1SElJsbruoEGD8Oabb1pch2WRbFVQUIBPP/0UBw8etLpuREQEJk6ciLi4OKvrsizSwYMHsWTJEpSUlMiuY28AwFPKF8us6zm6HLJuQ/Zy5jlRCus3JMXZ5ZB1G+fxnjt37lxXZ4KIPNPJkyfx008/Gb3XqFEjxMfHo02bNoiIiEBRURGKiooAAJmZmdi3bx+6du2KwMBAi2lnZWVh2rRpuH79OgDAy8sL8fHxaN++PbRaLW7fvg29Xo/i4mLs378fcXFxaNiwoeppknsrLy/H/PnzcefOHaP369Spg6eeesrq9iyHZK/MzExMnToVp06dEt4LDw9H+/bt0bp1a9x3332oXbs27t69C71ej5YtW1q8QWRZJFuVlJRg5syZOHHihPBeSEgIWrdujbZt20Kr1UKv16OgoABAVSB/z549wvcvh2WRAODcuXPYv3+/xXUaNGiAPn362JSup5Qvlln34OhyyLoN2ctZ50QprN+QHGeWQ9ZtnIvD2hBRtUVEROCxxx5Dz549Ua9ePaO/VVRUYPv27Vi5ciVKSkqQk5ODxMREfPTRR/Dy8pJNMzExETk5OQCqLiDvvvsumjZtKvw9Ly8PH330EY4fP47y8nJ88MEHWLlypcUbY2ekSe7tP//5D9LS0gAAjz76KHbv3m3T9iyHZI/CwkLMnDkTt27dAgA0b94cb7zxhmSLZJ1OhyNHjsBaR0aWRbLV999/j9TUVACARqPBiy++iMGDB6N27drCOpWVldi7dy9WrFiBwsJClJSU4LPPPsPy5ctl02VZJLHQ0FC0aNFC+Hf06FGjYRZs5Snli2XWvTi6HLJuQ/ZydFmUwvoNWePocsi6jfOx5TwR2S0/Px/x8fEYM2YM4uPjERAQYLaOl5cXmjdvjqioKOzduxcAkJ2djVatWiEiIkIy3SNHjuC7774DAPj4+GDRokVGJ1UA8PPzw8MPP4y9e/eioKAApaWl0Gg0aN++vWppknszdGmrqKhAjx490KFDBxw+fBiAspYlLIdkr3/84x84fvw4AKBNmzZ47733ZM93vr6+iI6ORnR0tGx6LItkj2XLlqGwsBAA8MQTT2DEiBHw8TFul+Pl5YXo6GhERERg3759AKq6LD/88MMIDQ01S5NlkQzCwsLw+OOPY/jw4cLY25GRkTh37hxOnjwJwPbWeZ5Svlhm3YejyyHrNmQvZ5wTpbB+Q5Y4qxyybuN8GldngIg8V9u2bdGnTx94e3tbXbdr165o2bKlsPzbb7/Jrrtlyxbhde/evdGkSRPJ9fz8/DBs2DBhOTk5GXq9XrU0yX1VVlZi+fLlKCsrQ2BgIEaOHGlzGiyHZI9Lly7hf//7HwDA398fU6ZMgZ+fX7XSZFkkWxUVFSEzM1NYfvTRRy2u36VLF6MW9deuXZNcj2WRDMLCwhSPs62Up5Qvlln34ehyyLoN2csZ50RTrN+QNc4oh6zbqIPBeSJSjbjbkzhoIKbT6YSnsgCsPtXt1q0b/P39AQB3794Vngg7O01yb1u3bsWZM2cAAK+88opkC1BLWA7JXklJScLrvn37Why7WwmWRbKHTqczWq5Tp47F9b29vY1aiEp1RWZZJGfylPLFMktirNuQmli/IVdg3UYdDM4TkWrE4zCKZ5YXO3PmDMrKygBUPdVs0aKFxTR9fX0RGxsrLIsnvnNmmuS+srKy8OWXXwKo6nbXt29fm9NgOSR76PV67NmzR1i21lpZCZZFskdISAhq1aolLKenp1tcPzc3F3l5ecKyaTdggGWRnMtTyhfLLImxbkNqYf2GXIF1G/UwOE9EqjFMXANA9onr1atXhdfR0dGKupU2b95ceJ2RkaFKmuS+VqxYAZ1OBx8fH4wePdri5FxyWA7JHunp6SgqKgJQdWPYvHlzlJWVISkpCdOmTcNLL72EIUOG4OWXX8a8efOwbds24UZSDssi2cPHxwcPPvigsPzNN9+guLhYdv0vv/xSCCy1b98ejRo1MluHZZGcyVPKF8ssibFuQ2ph/YZcgXUb9fhYX4WIqPpu375t9ESyQ4cOkuuJT6xKx0urX7++5PbOTJPc0549e4QxP4cOHYqoqCi70mE5JHucP39eeN2oUSPcuHED77//Pq5cuWK0XnZ2NrKzs4WJi6ZNm4aYmBjJNFkWyV7Dhw/HsWPHoNPpcOnSJYwbNw7PP/884uLioNVqkZeXh7S0NPz73//G6dOnAQBRUVEYP368ZHosi+RMnlK+WGbJgHUbUgvrN+QqrNuoh8F5IlLF6tWrhVZ59evXR+fOnSXXu3v3rvBa6Th6YWFhwuuCggJV0iT3k5+fj1WrVgEAIiMj8fzzz9udFssh2SMrK0t47eXlhdmzZ+P27dsAgMaNG6NFixbQaDRIS0vDxYsXAQC3bt3C9OnT8f777xu14DBgWSR7RUVF4YMPPsD8+fORlZWFGzduYNmyZZLr1qlTBz169MCIESOMxp4XY1kkZ/KU8sUySwas25AaWL8hV2LdRj0MzhOR0+3YsQMHDhwQlkeMGAFfX1/JdcXd7sXj5VoiXk+q274z0iT3s3r1auTm5gIARo8eLVvGlGA5JHsUFhYKr1NTUwFUfYcTJkxAQkKC0bonTpzABx98gPz8fBQXF+PDDz/E559/Dh8f41szlkWqjqZNm+If//gH/ve//+HLL7+U/e4eeOAB9OjRQzYwD7AsknN5SvlimSWAdRtSD+s35Eqs26iHY84TkVNduHABK1asEJYTEhLQo0cP2fVLS0uF16Yncjnim5SSkhJV0iT38scff2DXrl0AgF69eqFdu3bVSo/lkOwhdWM3ceJEs5tXAGjXrh1mzZoFjabqVuz69etISUkxW49lkaojLy8PK1aswJo1a1BcXIywsDA8/PDD6NevHxISEoSuv3v37sXbb7+Nzz77DHq9XjItlkVyJk8pXyyzxLoNqYX1G3I11m3Uw5bzROQ0N2/exIIFC4STZZMmTTB69GiL24ifYJaXlyvaj3jSkdq1a6uSJrmP4uJifP755wCAoKAgvPrqq9VOk+WQ7GHaUqNFixbo3r277PqtWrVC165dsX//fgBVAdI+ffrIpsmySLa4fv06ZsyYgezsbPj6+mLUqFF47LHHjCbJqqysxL59+/D555+jsLAQ27Ztg0ajwahRo8zSY1kkZ/KU8sUyW7OxbkNqYf2G3AHrNuphy3kicoqcnBzMnj0bd+7cAQA0bNgQ8+bNQ506dSxu5+fnJ7wWPwG1RLyeeHtnpknuY/369cjMzAQAjBw5EiEhIdVOk+WQ7GH6HXXt2tXqNl26dBFenzlzxmKaLIuklF6vx6JFi5CdnQ0AGDNmDAYMGGAUmAeqxg9NSEjA9OnThfeSkpKMJgAzYFkkZ/KU8sUyW3OxbkNqYv2G3AHrNuphcJ6IHC4/Px+zZs3CjRs3AAB169bFggULULduXavbBgUFCa8N4+tZY7hJBoDAwEBV0iT3kJqaip9//hlAVVe63r17OyRdlkOyR3BwsNFyVFSU1W3uu+8+4bVOp0NRUZHR31kWyR4HDhzAlStXAFRN2NWrVy+L67dv3x4dOnQQlrdv3262DssiOZOnlC+W2ZqJdRtSE+s35C5Yt1EPh7UhIocqKirCnDlzkJ6eDqDqRDl//nw0bNhQ0faNGzcWXhtaC1hjmDHcdHtnpknuIS0tDRUVFQCqvrMpU6bIrpuXlye8zsnJMVr3+eefR6dOnYRllkOyh+l35O/vb3Ub05YaOp3OaFJOlkWyx++//y68btu2raJt2rVrh2PHjgGoGlPZFMsiOZOnlC+W2ZqHdRtSG+s35C5Yt1EPg/NE5DDFxcWYO3euMJN3QEAA5s+fj+joaMVpiE+MV65cgV6vN+uGb+rixYvCa6mnuc5Ik9zPjRs3hBZN1pSXl+PcuXPCsvjGFmA5JPuIW4oAMGspIkWn0xktm3aPZ1kkexiGswGMWxNZIm4dJVV2WRbJmTylfLHM1iys25CrsX5DrsS6jXo4rA0ROURpaSkWLFggjCtWu3ZtzJkzBzExMTalExcXJ8ycXVxcLNl6T6ysrMzoJkRqFntnpEn3NpZDskfDhg2NWtJlZGRY3Ua8TlBQkFlrE5ZFsod4Yqu7d+8q2iY/P194LTWGMssiOZOnlC+W2ZqDdRu617Askq1Yt1EPg/NEVG3l5eVYvHgxTpw4AQDw9fXFu+++i9atW9uclr+/P9q3by8s79ixw+L6Bw4cEJ7OBgYGIj4+XpU0yT306dMHP/30k6J/48ePF7Zr0KCB0d9MZ5FnOSR7iSdBOnjwoNX1xeu0adPG7O8si2SP+vXrC6///PNPRdsYruEAEBERYfZ3lkVyJk8pXyyzNQPrNuRKrN+QO2HdRh0MzhNRtej1eiQmJuLIkSMAAG9vb0ydOtVoYjlbDRw4UHi9fft2YVI7U8XFxdiwYYOw3L9/f9nuS85Ik+5tLIdkj4EDB8LHp2rUwNTUVOzbt0923bNnz+LQoUPCstyEXyyLZCtxBeXq1avYuXOnxfWPHz8ujDcPAA888IDkeiyL5EyeUr5YZu9trNvQvYxlkWzFuo06GJwnIrtVVlZi+fLl2L9/PwBAo9Fg0qRJeOihh6qVbqdOnYSnrOXl5Zg/fz7S0tKM1snPz8fChQuFMfiCgoIwdOhQVdOkexvLIdkjIiLC6OZw2bJlkjexJ06cwIIFC4QJv2JjY2XPnSyLZKtOnTqhUaNGwvLnn3+OpKQk6PV6o/UqKyuxd+9eLF68WHhPq9XikUcekU2XZZGcxVPKF8vsvYt1G7rXsSySrVi3UYdXZWVlpaszQUSeacuWLfjiiy+E5cjISNx///2Ktg0KCsKwYcNk/56VlYXJkycjJycHQNXNcXx8PMLDw5Gfn49jx46hpKQEQFWLlnnz5hm1FFQrTfIc27dvxyeffAKgqtvnmjVrrG7Dckj2KCsrw6xZs3Dq1CnhvaioKLRo0QIajQZpaWnC5HIAULduXSQmJhoNRWKKZZFsde7cOcycOVP4DoGqstaqVSsEBwejqKgIZ8+eRWZmpvB3X19fLFiwQLIbsgHLIhnMnTtX+M4M7ty5g9zcXACAn5+f5BBJc+bMQb169STT9JTyxTLrPhxZDlm3oepwxjnRGtZvyJQzyiHrNs7H4DwR2W3jxo3YtGmTXdsquXnIyMhAYmIiLl26JLtOSEgIxo8fj06dOinarzPSJM9gz80rwHJI9iksLMSKFSuwZ88ei+vFxsZi6tSpFm9eDVgWyVbnz5/Hxx9/jGvXrlldNzw8HJMmTVI0pjLLIgHAyJEjjR7uKLV69WqEh4fL/t1TyhfLrHtwZDlk3Yaqw1nnREtYvyFTziqHrNs4F4PzRGQ3Z9/AAlVPaffu3Yvdu3cjPT0dubm5CAwMRHh4OLp27Yo+ffogJCTEpn07I01yf/bevAIsh2S/kydPYufOnTh9+jRycnKg1+sRGhqKVq1aoXv37ujSpQu8vLwUp8eySLbS6/U4fPgwDh06hNTUVOTk5ECn08HPzw+hoaGIiYlB586d0a1bN2FMUSVYFsmZgShPKV8ss67nScF5gOXwXuZJwXmAZfFe5exyyLqNczA4T0RERERERERERESkMk4IS0RERERERERERESkMgbniYiIiIiIiIiIiIhUxuA8EREREREREREREZHKGJwnIiIiIiIiIiIiIlIZg/NERERERERERERERCpjcJ6IiIiIiIiIiIiISGUMzhMRERERERERERERqYzBeSIiIiIiIiIiIiIilTE4T0RERERERERERESkMgbniYiIiIiIiIiIiIhUxuA8EREREREREREREZHKGJwnIiIiIiIiIiIiIlIZg/NERERERERERERERCpjcJ6IiIiIiIiIiIiISGUMzhMRERERERERERERqYzBeSIiIiIiIiIiIiIilTE4T0RERERERERERESkMh9XZ4CIiIjI0ZYsWYKUlBRhee3atdBqta7LEDlNUVER0tPTcf36deTn56OkpAR16tRBUFAQmjZtiqioKHh5ebk6m/T/ZWZmIjU1FXfu3EFhYSF8fHxQp04dREZGIiYmBv7+/tVKv6ysDNeuXUNmZiays7NRVFSE8vJy+Pv7IzAwEFFRUWjSpAl8fX2r/Vny8/Nx7do1ZGVl4c6dOygpKQEABAQEICwsDM2aNUPDhg2rvR+l3nnnHZw5c0b27xEREVi5cqVq+SHPs23bNnz22WfC8qRJk9CzZ08X5shz6fV6DB482OI6ffv2xbhx41TKERERuSsG54mIiMipbt26hddee83p++nVqxcmTpzo9P2Qa1VUVOD06dM4fPgw/vzzT1y+fBkVFRWy6wcFBaFXr154/PHHnRYoXbx4MQ4cOGD0ni2BUCVBHGsc/QCqup9JrLi4GD/99BN++eUX3LhxQ3Y9jUaDBx98EE8++SQ6dOigOP0DBw7gyJEjOHfuHK5duwa9Xm9xfV9fX3Tp0gWDBg1CmzZtFO+nqKgIW7ZswdmzZ5GamoqcnByr22i1WvTu3RuPP/44QkNDFe/LFWwphxqNBv7+/qhTpw6ioqIQExODhIQEREdH27TPY8eOYdasWcKyPWUsIyMDs2bNQnZ2tvBe7dq1MX36dDz44ING67788stG673//vsWy8D69evx7bffWty/t7c3fH19ERAQgJCQENSvXx+NGzdGTEwM2rRpg7p169r0eYiIiKhmYXCeiIiIiDzCzZs38c477+DOnTuKt7l79y5+/PFHJCUlYcSIEXjqqaccmqcDBw6YBbE9nSM/0+nTp7FkyRJkZmZaXbeiogK//fYbfvvtN/To0QNjxoxB7dq1rW73/fff49y5c4rzVFZWhr1792Lv3r3o2bMnRo0aBT8/P6vbZWdn46uvvlK8HwDIysrCv/71L2zZsgV/+9vf0KtXL5u2d1cVFRUoLCxEYWEhMjMz8fvvv+Nf//oXOnTogLfeeguRkZGq5OPChQuYM2cO7t69K7xXp04dzJkzB3FxcarkQa/XQ6/Xo7i4GDk5Obh8+TJ+/fVXAICXlxdiY2PRp08f9OzZE7Vq1VIlT0REROQ5GJwnIiIiIo9QVFQkGZjXaDSIjo5G3bp1ERgYiMLCQly6dMmoZXNpaSlWr16NrKwsjBw50iH5KSgowN///neHpOUuHPmZTp06hblz56K4uNjo/YCAAMTExCAsLAylpaW4ceMGrly5gsrKSmGdlJQU5OXlYfbs2fDxsa3K4uvri4YNG6JBgwYICAiAl5cXCgoKkJGRgdu3bxutu2vXLty6dQvz5s1TFKA3FRQUhMjISISGhsLf3x9lZWXIyclBWloadDqdsF5BQQGWLl2KgoICPPnkkzbvx1YajcasBbqtx9Eex44dw4QJEzBnzhybeiXY48SJE3jvvfeMjnNYWBjmzZuHpk2bOnXfSlVWVuLs2bM4e/YsNm7ciFdeeQU9evRwdbZIBd7e3li9erXRe5mZmZgxY4aLckRERO6KwXkiIiJyKq1Wa1ZBlbN//36sXbtWWI6NjcXbb7+taFt7AmvkuQxDk/To0QPx8fEICAgwW+fYsWNYuXIlMjIyhPd++OEHREdHo0+fPtXOw6pVq5CbmwsA8Pf3NwoSVkdcXBwmT55s0zZhYWEO2bejPlNJSQmWLl1qFJivXbs2Xn75ZfTr189szPfr169j1apVOHLkiPDe0aNHsXnzZgwZMsTivnx8fNChQwd07NgRrVu3RrNmzeDt7S25blpaGjZt2mTUM+D06dP46quv8Prrr1v9XKGhoejUqRM6dOiAVq1aoUGDBpLrlZWV4fDhw/jyyy9x8+ZN4f01a9YgLi4OLVq0sLqv6goPD692Gh999JFk2dLr9SgoKEB6ejoOHDiA3377TfibTqfD/Pnz8fe//91pQ7ocOnQIH374IcrKyoT3wsPDsWDBAkRERDhlnwCQkJCAv/71r0bvVVZWQqfToaCgAPn5+UhNTcX58+dx+vRplJeXC+vl5ORgyZIl+OOPPzBu3DhVHpaQa5n+Bq0NuUVERDUT7wiIiIjIqby9vRUHiYKDg42WfX197QowTZ482ebgJnmGgIAAPPnkk3jqqacQGBhocd0OHTrg448/xpw5c3D69Gnh/XXr1qF79+7VeqDz+++/Y+fOnQCqgsMvvvgi1qxZY3d6YrVq1XJIYNVWjvxMKSkpuHXrlrDs5eWFd999V3Ys+cjISMyePRuLFy/GwYMHhfe/++47PPXUU7LBdgB47733FAc6mzRpgunTp2PdunX4z3/+I7y/ZcsWPPvssxYfckRGRuKrr75SNMGwr68vunfvjnbt2mHatGnCA6KKigps2rQJs2fPVpRfV9NqtRbnMmjZsiX69OmD33//HYsWLUJpaSmAql4uGzduxJgxYxyep507d+KTTz4xmmsiOjoa8+bNQ7169Ry+PzE/Pz+rv81u3boBAO7cuYOtW7di8+bNKCoqEv6+a9cu6HQ6TJ8+HRqNxqn5JSIiIvfHuwEiIiIi8gjh4eFYs2YNhg0bZjUwb+Dn54d33nnHaOzyvLw8HD161O58FBUV4fPPPxeWn376aTRp0sTu9NyBoz+TuCU1ADz88MNWJ3n18vLCG2+8YRSILygoMHqwIsWeFsjDhw9H/fr1heWKigphnHA53t7eigLzYsHBwWYTYh89etRsqB9P9+CDD2LYsGFG7x04cMDhLYU3b96MZcuWGQXmY2Nj8f777zs9MG+rsLAwDBs2DMuWLUPz5s2N/nbo0CH861//clHOiIiIyJ0wOE9EREREHqFOnTqKg/Ji9erVQ5cuXYzeO3HihN35WLdunTB2eWRkJP7yl7/YnZa7cPRnEg/lAgCdO3dWtF29evUQExNj9N7169erlRcp3t7eZg8Lbty44fD9AED79u2NHiCUl5ebjX1/LzCd7Pbu3bvIyspyWPobNmzAqlWrjOYm6NChA9577z27zgtqiYiIwKJFi9CoUSOj97/99lunlG0iIiLyLBzWhoiIiMiCyspKnA40GQYAACAASURBVDt3Djdu3EBOTg68vLwQERGBtm3bWg0IFRcX4/Tp07h69Sp0Oh2CgoLQqFEjtGnTxiHjDRcVFeHs2bPIzs5GXl4efHx8EBwcjPvuuw/Nmze3uZXvvaxZs2bYvXu3sCyeLNYWJ0+eRHJysrA8ZswY1KpVq9r5cyVnfCbTluG2tGrWarU4d+6csFxQUFCtvMgJCgoyWnbUnAGmvL29UadOHeTl5Tl9X64UGhqKwMBAo+8rLy+v2kM0VVZWYuXKlfj555+N3u/WrRsmT55sNn+BOwoICMCMGTMwfvx4YRz68vJy/Pvf/8a4ceOcvv+ioiKcPHkSt2/fRlFREerWrYsGDRogLi7OoWPfX79+HVevXhX24+XlhcDAQNStWxexsbEICQlx2L6cpbS0FGlpaUhPT0dBQQFKSkrg6+sLf39/aLVaREREoFGjRry+EhGRwzA4T0RERPecJUuWICUlRVheu3at7LjJx44dw6xZs4Tll156Cc8//zzKysrwww8/IDk5GZmZmWbb1apVC/3798fw4cPNxi7Py8vDhg0bsHPnTpSUlJhtGxQUhBdeeAGDBg2ya8zhI0eO4Pvvv8eZM2eMJhwUCwkJwWOPPYYhQ4a4datStZiOWS533CwpKSnB8uXLhZa7ffv2Rdu2bR2SP1dx1mcKCwszGnNePHGnNYZxyw2cVX5Nf9fOmrxUp9Ph7t27Ru+52xAsjiJu1Q6g2oFzvV6PZcuWGZ3PAaBfv34YNWqUR43Zft999yEhIQG7du0S3tu9ezf+9re/wd/f3yn7zM7Oxrp163DgwAGz3xVQdZ3o3bs3nnvuOdSpU8fm9HU6HX799VccPHgQJ0+eNHoAJSUmJgaDBw9GQkKCxe+uuLgYL7/8MgoLCwFU9Zpat26dzfOEXLp0CePHjxeWY2NjkZiYKLnu9evX8c033+DQoUNWH57VqVMHbdu2Rd++fRX3CiIiIpLjOXczRERERCrJy8vD1KlT8dVXX0kG5oGqAOLmzZsxffp0o8n+Lly4gLFjxyIpKUkyMA9UDfewcuVKfPrpp0ZjJ1uTm5uLmTNnYt68efjzzz8tBpjz8vLw3Xff4Y033rA6ZndNYDpkiaWJP+Vs2LBBGIYiNDQUr776qkPy5krO+kxt2rQxWr548aLibU3XbdmypUPyJJaXl4c//vjD6L127do5fD9A1eS44t95ZGTkPRmcz8vLE4KpQNUcAtVpNV9aWopFixaZBeaHDh2KMWPGeFRg3uDJJ580Wi4tLcWxY8ecsq8//vgDo0aNQkpKimRgHqj6zr7//nuMHz8e165ds3kfH3zwARITE7F//36rgXkASE1NRWJiIubMmYP8/HzZ9fz8/NC7d29hubCwEHv27LE5f0lJSUbLAwcOlFxv586dGD16tDBZrzWFhYU4dOgQ/vvf/9qcJyIiIlNsOU9EREQkUlZWhrlz5yI1NRVAVQv52NhYhIWFoaSkBOfPn8edO3eE9VNTU/Hpp59i2rRpyMjIwKxZs4QAVXBwMGJiYhAUFIT8/HycPXvWqOK/Y8cOxMTE4PHHH7ear2vXrmH27NlmDwsCAgLQvHlzhIaGoqKiArdu3cKlS5eEYGB+fj7effddzJ492+qEnPcqvV6PQ4cOGb1na8D3/Pnz+PHHH4Xl119/3aktupcuXYoLFy4gJycHJSUlCAwMRFBQEJo3b474+Hh069at2vt35md67LHH8OOPPwoPkP73v//h6aeftjpczr59+4yGHGratCmaNm3qkDwZFBYW4oMPPjB6qNaqVSvExcU5dD8AcOrUKaxbt87ovaefftrh+3EHO3fuNFpu0aIFAgIC7EqrqKgICxYswMmTJ43ef/nllzF06FC78+hqzZs3R1BQkFFPitOnT6Nr164O3c/x48excOFCs6B8gwYNEB0dDT8/P2RlZeH8+fPQ6/W4desWZs+ejUGDBtm0H9OeEgEBAbjvvvsQEhICf39/lJSUIDs7G2lpaUZ5OXbsGObOnYsPPvhAtnfFwIED8dNPPwn7SEpKwmOPPaY4bzqdzmgos6CgIHTv3t1svRMnTmDZsmVmn6VRo0aIiIhAYGAgysvLUVRUhBs3buDWrVs2PVQnIiKyhsF5IiIiIpEtW7agoKAAtWrVwrBhwzBo0CDUrl1b+HtFRQWSkpKwcuVKoYK+f/9+nDhxAitXrkRhYSHq16+P1157DV26dDFq3anT6bBmzRps27ZNeG/9+vXo06ePxe76Op0OCxcuNArMR0VFYfjw4ejcubPZkC3Z2dnYsGEDfvnlFwBVDxyWLFmCTz75xGlDd7izffv2ITs7W1j29vZGp06dFG9fXl6O5cuXC993p06dkJCQ4PB8Gty4ccOspX9ubi5yc3ORkZGBlJQUrFmzBv369cOwYcNsHuoBcP5nioyMxEsvvSQEpjMzM5GYmIjJkycb/Z7Ezp07h88++0xY1mg0eOONN6qdF71ej6KiIly7dg1Hjx7F1q1bkZubK/w9JCQEEydOrPZ+gKqW0Hl5ebh06RL27NmDffv2GQXyunbtin79+jlkX+7k6NGj2LBhg9F7gwcPtiutvLw8owekQFVZGDVqlMcfOy8vL8TGxuLIkSPCe2lpaQ7dR0FBAZYsWWIUDG/UqBHeeusttG/f3mhdwxBsSUlJyMzMxHfffWfz/po1a4YePXqgY8eOiIqKklynuLgYKSkp+Prrr4UW9hcuXMA333yD4cOHS27TqFEjtG/fXuhZkJqaitTUVLMJo+WkpKQYPQzv3bu35MPBtWvXGgXmH3nkEQwfPhwNGzaUTLeoqAjHjx/H/v37Lbb+JyIiUorBeSIiIiKRgoIC+Pj4YN68eYiPjzf7u0ajwaBBg1BYWIj169cL7y9evBgFBQWIiIjA+++/LxkE9/f3x5gxY5CZmYmjR48CqKro79+/36gLv6k1a9YgIyNDWO7UqROmTp0qG+SsV68exo0bh0aNGgnB0dzcXGzcuBFjxoxRdBzuFQUFBfjnP/9p9F6vXr1sGtbm22+/FQJo/v7+eOuttxyZRbvodDr88MMPOHLkCGbMmCEbFJOjxmcaOnQoKisr8fXXX0Ov1+PgwYMYPXo0+vfvj9atWyM0NBRlZWW4fv06Dh06hN27d0Ov1wMAfHx8MG7cOLPhcZT4/vvvsXbtWkXrNm/eHFOmTEFkZKTN+wGA0aNHIz093ep6hvPGK6+84lETSWZlZQnfiZher0dhYSGuXLmCQ4cO4ddffzUKcPbr18+uhz1FRUWYNm0arl69Krzn4+ODKVOmoFu3bvZ9CDfTuHFjo+D87du3HZr+V199ZdS7q0mTJli8eLFkr5iQkBCMGjUKDRs2xNq1a22efHnUqFGKhi7y8/ND//79cf/992Pq1KnCw9ItW7bgmWeekR1zf+DAgUbD/iQnJyu+hoknufby8kL//v3N1snOzjZ6CNShQwe8/fbbFtMNCAhA165d0bVrV9mh64iIiGzB4DwRERGRib/85S+SgXmxJ598Et9++61QOTcENSZNmmS1dfrQoUOF4DxQNQSBXHD+9u3b2LFjh7AcERFhMTBvup/jx48L+9q5cydeeuklhIaGWt32XlBZWYmlS5caDZMSGBgo21JTypUrV4xakw4fPhz169d3aD4NfHx80Lp1a7Rv3x5NmjSBVquFn58fdDodbt++jVOnTmHXrl1GYztfvXoV7777LhITExXnS83P9Mwzz6Bz5874/vvvcejQIdy6dQtffvmlxW3uv/9+vPzyy2jWrJlT8gQAbdu2xeOPP27Wu8XRfH190a9fPwwcONDmByjuwFqg0lTDhg3x7LPP2jT8iFheXp5R+fbz88OMGTNw//3325WeOzINkisZq12pgoICo+GFvL29MXnyZKvDVQ0ZMgTHjx83m4fBGlvnFAgPD8fIkSPx4YcfAqgaYurIkSOyD3I6d+6M+vXrCw8wdu/ejVdffdXqcElnz57FpUuXhOV27dqhUaNGZuuZPhh5+OGHbfo8Sq7DRERE1njeLDpERERETuTv748nnnjC6np+fn5o1aqV0Xtt27Y1e09KfHy80Ti7ly9fll03KSnJaOLXF154waaAgHhoibKyMqOHAve69evX49dffzV6b9SoUYpbzev1enzyySfC8W/ZsqXNYzIr4eXlhREjRmDdunVYuHAhnnvuOXTu3BnNmjVDZGQkmjdvji5dumDkyJFYs2YNhgwZYtT6OicnB++//77ZmMmu/Eym+9RoNLJjSxt4eXmhb9++GDlypFMD80DVWPA///yzUQtmZygrK8OuXbuwefNm3Lx506n7crWYmBgMGzYMPXv2dFialZWVHjnxqyWmgXK5yVrtsX//fqPW3N26dUOTJk0UbWvLQ8vqeOihh4y+0zNnzsiu6+3tbdTivbi4GLt27bK6D9OJYAcMGKAob+LhroiIiNTClvNEREREInFxcYonMYyMjMTx48eF5QceeEDRdt7e3ggPDxeGbrAUEBAH0318fGyeODA+Ph4ajUYY9/rUqVMODZ65q6SkJLPxk5944gmbhtr48ccfceHCBQBVx37s2LFOCRRqNBo8++yzitatXbs2XnnlFdSrVw+rVq0S3j9//jz27dtn9fOp9ZmAqqDj6tWrzQJlciorK/HLL7/gl19+wUMPPYS33noL9erVs3m//fv3NxoCpby8HHfv3sXly5dx5MgRHDlyBBUVFfjzzz/x559/onv37pg4caLVyWqlzJ8/3+jhmU6nQ05ODi5cuIBdu3bh2rVrKCwsRHJyMlJSUvDWW2+hV69eNu/HE6SmpmLJkiVYs2YNXnvtNTz66KM2p2EY3sQwVnhJSQnmz5+PWbNm3TMTWjtzMtHTp08bLdvyHcTExKBRo0a4du1atfNRUVGB4uJi6HQ6o9+HQWBgoDBeu3jINimPPfYYNm3aJKSTnJxs8YFiQUEB9u3bJyzXrVsXDz30kOS6kZGRRtfHrVu34pFHHpFsZU9EROQsDM4TERERiTRu3FjxuqZBfFuGrahTp47wuqioSHKd4uJio6759evXNxv2QQl/f38UFhYCgMNa7+bl5aG4uFjRuiEhIXZNWmqvvXv34osvvjB675FHHsFrr72mOI3r168bTXD59NNPK26BqoYnn3wSR48eNWr5vXXrVovBeTU/U3l5ORYsWGA0XrSXlxcefvhh9OrVC82bN0dwcDDKyspw+/ZtHD9+HD///LMwEe7hw4dx7tw5zJ8/H02bNrVp3wEBAZIP2Fq1aoUBAwbg8uXLWLJkCa5cuQKgasLgoqIizJkzx+YHFVIPD5o0aYIHHngAzz33HJKTk7Fq1SqUlZWhuLgYy5Ytg0ajQY8ePWzaj6usXbsWWq1W8m86nQ55eXm4ePEidu/ejYMHDwKoetiYmJiI9PR0m1tjh4aGYsKECZg7d64QoC8tLcWCBQswc+ZMxQ9A3ZnhXGzgyKFRxOOnA1U9Y2wRGxtrV3C+uLgYhw8fxq+//orLly/j+vXrknMVSLE2zn1oaCi6d++OlJQUAFUT6J49e1a2l9qOHTuMeiP07dsXPj7SYY/g4GB06NBBGM4nNzcX48aNQ8+ePdGtWzezXm5ERETOwOA8ERERkYi1sXnFvL29jZbFAXdrxEFAqZaFQNVwJeJWljdu3LApwCzl7t271dreYPXq1UKwxJpJkyap1lr/8OHD+Pjjj42OW5cuXTBp0iTFgdfKykp8+umnQoAnMjISf/nLX5yS3+p45plnjILzZ8+eRVFRkWRgWu3PtHHjRqPAfO3atTFjxgyz4Kqvry+io6MRHR2N/v374/PPPxfGzM7NzcX8+fOxfPlym36X1jRt2hQLFy7ElClThIdVf/zxB5KSkhw6xI+XlxcGDBiAkJAQLF68GEDV97BixQq0b9/epkmJ3ZG/vz/8/f3RsGFDdOvWDb///jsWLVoklLFvv/0W0dHReOSRR2xKt3Xr1pg/fz7mzJkjPLgsLS3FwoUL74kAvWkwOjg42GFpi3thBQQE2Dy/iD0TIycnJ2P9+vVCS3hbyT2cFhs4cKDR9SYpKUk2OC+eCFaj0Vid/+CNN97AlClThGtjaWkptm3bhm3btsHX1xctWvy/9u49KKryjQP4d3e5CCtydQ2Um4CwougoqGGQN9SsKWdKyy6Omma3KR2iRrkkCplm+k8602WCsbLsYlrmGGl5I01NMRUGhTCXi+ACgrqA7C6/PxzOj7MLsrvsBfD7+cv35Zzzvuuyy8xznvM8EYiMjER0dDSio6Ot+l1EREQEsOY8ERERkUhPSnx0rANuDdYKpHfUno3aH505cwYbNmwQ3eyIjY3F22+/bXQj5V727duHixcvCuPXX3/dopInthYVFSUKxGu1WqFUkiF7vqaGhgbs2bNHNPfaa691G1R1cXHBG2+8AaVSKcyp1Wp8//33Vt+jp6cnFi9eLJr74YcfrL4OcLfJ5IQJE4RxU1MT9u3bZ5O1HGn8+PFGmfI5OTld3ny8l6ioKGRmZop+v+/cuYOsrCyb9wmwNcMyLgqFwmrX7piVb2p5to7MucEMAB9//DG2bt1qcWAegEm9MpRKpagPxbFjxzrNuD9//rzoOzA2Nrbb/9+AgABs2rSp0ybwra2tKCwsxI8//oisrCw8//zzSE9Px/Hjx03aNxERkSmYOU9ERETUS1kS1LpfnTt3DtnZ2WhtbRXmxo4di1WrVpldlmDHjh3CvydMmACFQoHq6up7nmPYN0Cn0xmd4+vr22V5BUvIZDL4+fnh6tWrwlxXJY/s+ZpOnTolKivh7+9vchkXmUyGZ555Bu+++64wd/DgQSxatMik880RFxcHNzc34YbV9evXoVKpzCpPZarExERRc+IzZ87gueees/o6jjZz5kzk5uYKJU3UajX++ecfi7Ldo6KisG7dOmRkZAhB59bWVrz33ntYtWoV4uLirLp3e2hra8OlS5dEc+aWbeotDh8+jL1794rmQkJC8NBDD2HEiBFQKBTw8vKCi4uL0XfwokWLUFtba9Z6c+bMwUcffQTg7o2agwcP4oknnhAdY2kj2ICAAKxfvx5FRUU4dOgQzp49K5TY6kin06GgoAAFBQVQKpV46623rHpzhYiI7k8MzhMRERH1UoblDmJjY0VBS0dKTk5GcnKyo7cBALhw4QLWrVsnCgiPGjUKqampFmWHd7zOyZMnRUFVU9XU1BiVIProo48QHBxs9rXuxfD1ddx7V/O2fk1lZWWicUxMjFlPlYwePVrUpPHGjRu4du0aHnjgAbP3fC/Ozs4YMmQIrly5IsxVVVXZJDhv2GCys8Bff+Du7g5/f39R9vKlS5csLkUzYsQIrFu3Dunp6Z0G6Ds+kdAXXL582Sjje+TIkVa7vlwuF7LYTSkXY8iwHv69dLzhBwALFy40ubG1JXt7+OGHkZOTI+xx//79ouB8Q0OD0PcAuPtEgrm/d0qlUnhyp76+HsXFxSgsLMT58+dRWloqypYvKipCWloatmzZYvYTB0RERB2xrA0RERFRL2VYL9iSRn39XVFREdauXYuWlhZhTqlUIiMjw65NaB3FsJyENetXW8owwGdubXVnZ2d4eHiI5npSNuNeDMsddXzywpoMny6w1Tq9gWE5FcMnMMwVERGBrKwsUa1vrVaL9evX46+//urRte3t559/Fo1dXV0xZswYq12/498MjUZj9v99ZWWlScepVCrRsTExMSYH5puamiwqrzZgwADMmDFDGJeXl+P8+fPCOC8vT/S02ezZs3tUps7b2xuTJk3CkiVLsGXLFnz++eeYN2+e6LNcVVVlVMKLiIjIXAzOExEREfVSHh4eoozbqqoqoYEl3c3IXbNmjSjQExkZiTVr1sDNzc2BO7OP+vp6XL9+XTTn4+PjoN38n2EWaXNzs9nXMAze2er9NCytYW4DTVOp1Wq7rNMbGPbKsEZvg/DwcGRlZYlu2mi1Wrz//vuibOne7L///sOxY8dEc1OmTLHqTcTw8HDRuLi42KzzTT3eMIhvTomhoqIis/bU0Zw5c0RP4bQ3f21ra0NeXp4w7+TkhKSkJIvX6Yyfnx8WLlyIFStWiOb7yu8fERH1XixrQ0RERNSLjRs3TpQxn5eXh4ULFzpwR71DSUkJMjIyROURwsPDsWbNGosaIXb03XffmX1OQUEB0tPThbG/vz8++eSTHu2jO0eOHBGVWfDx8TEqn9LOnq/J19dXNP7333/NWlelUhmV5zE3+94UZWVlosxiiUQCf39/q68DAGfPnhWNAwICbLKOo7WXIOrIz8/PKtcOCwtDVlYW0tLShBsAWq0WGzduREpKCuLj462yji1oNBqsX79elNnt7OyMp556yqrrjBw5Er///rswPnLkCCZOnGjSuSUlJSY/nWX4dIw5ZV0OHjxo8rGGAgICMHbsWOHz9Oeff6KhoQElJSWi37v4+Hib3QBLSEjA1q1bhRuI3fXuICIi6g4z54mIiIh6sUceeUT0aP6ePXugUqkcuCPHu3LliqhJJHC3qeLatWtFpS/6s7q6OqOAu6lBOFsbNWqUaHzhwgVRDfLutGfDtgsKCrLJ+2pYMzsiIsImTx7U1tbit99+E831lvfK2nbv3i26YQTAqmVbhg8fjuzsbFH5pvYAfX5+vtXWsaaqqiqsXr3aKPD99NNPW72PwuTJk+Hq6iqM8/Pz8d9//5l07hdffGHyOoafR1M/38XFxT1+nx599FHh31qtFr/99ptRI9jZs2f3aI17kUgkoux9cxuOExERGWJwnoiIiKgXCwwMxLRp04TxnTt3sGbNGrMD9Hfu3OlRxmJvoVKpkJ6eLiqdERQUhHXr1hnVKe8LVCoVTp06ZdY5tbW1yMzMRENDgzBniyxcS0VERIgy0PV6PT788EOT6kyfOnUKv/zyi2hu8uTJXR6fl5dndnPVtrY2bN++HSdOnBDNdwz6GdJoNPjpp5+6bLjblfr6eqPSS4MGDUJCQoJZ1+kLfvnlF+zatUs0p1Qqrd4EOTQ0FNnZ2fD09BTmdDodPvjgAxw9etSqa/VEfX09vv76a6xcuRKlpaWin8XHx2P+/PlWX3PgwIGivxc6nQ6bNm0yakJraNeuXThz5ozJ64SEhIjGBw4c6La+fWVlJTZs2ACdTmfyOp2Ji4uDQqEQxnv37hV9hwYGBmL06NEmXevcuXM4d+6cWeufOHFC9MSWLRpIExHR/YVlbYiIiIh6uWXLluHy5ctCBmRNTQ1WrlyJuXPnYvbs2V2WjWhpaUFhYSH++usvHD16FLdu3cL06dPtuXWrqq6uRnp6uigI5O3tjTfffBPNzc1m1TZ3cnIyKr/iCLW1tVi7di1CQ0MxZcoUTJo0qcuSJxqNBgcOHMC3334rCswDwIIFC0QBK0eSSCR44YUXsHHjRmGupKQEK1euxNKlSzF+/HhR5ikANDQ0YM+ePdi1a5coeOfp6Ym5c+d2udbx48exbds2TJgwAQkJCRg7dmyXN2m0Wi1Onz6N77//3qi2dkxMjCioaai1tRWffvopfvjhByQmJmLy5MkIDw83avTarr6+Hn/88Qe+++47o8Doiy++2GduJKnV6i6DqS0tLbhx4wZKSkpw+PBho/JFLi4ueOWVV2yyr5CQEGRnZyMtLU34PmgPRAOw2c2P5uZmozImbW1taGpqgkajEUqsFBcXo7CwUFTGpt306dPx+uuvG30GrOWFF17AiRMnUF9fD+Duk0YpKSl45ZVXEBMTIzq2sbERX331Ffbt2wfgbnC/u0A+ACgUCkRGRgqfo8bGRqxevRorVqzAiBEjRMe2trbiwIED+OKLL3Dz5k24urpCIpFY1IsCAKRSKWbPno3t27cDMO4bYU7WfGlpKXJychAYGIiEhARMnDgRISEhnTaSbb/BnZOTI5q/1/cGERGRKRicJyIiIurl3N3dkZGRgYyMDKE0QktLC3bu3ImdO3fC398fQ4cOhVwuh1arRVNTE6qrq1FVVQW9Xi9cp7OAQ19SUFBgFIipr69HcnKy2deyR014c5SVlaGsrAw5OTmQy+UICgrCoEGD4ObmhubmZqjVavz777+i97PdnDlzMG/ePAfsumsJCQkoLCzE3r17hbmKigpkZmZi0KBBCAsLw6BBg9Da2oqamhqUlZUZBYFdXFzwzjvvdNtDQKfT4fjx40JjRoVCAX9/f8jlcri4uKCpqQm1tbW4evVqp5nvkZGRWL16tUmvq66uDrt378bu3bvh5OSEoKAgeHt7CzW3b9++jYqKClRXVxuVdwGARYsW9algXkpKikXnubm5ITU1FaGhoVbe0f8FBwcjOzsbqampQoBer9dj06ZN0Ov1ePjhh62+5tGjRy3Ozvfx8cGSJUtssq+OPDw8kJycjMzMTLS2tgK4W3YmNTUVCoUCoaGhcHV1hVqtRnFxsfC5UygUmDNnDnJzc01aZ/HixVi9erXwnaRSqZCcnIxhw4YhODgYMpkMN27cwKVLl0SB+JdffhlffvmlxcF5AJg5cya+/vpr4fW1c3V1tejzpVKpsGPHDuzYsQOurq4IDg6Gl5cX3N3dodPphO/flpYW0XkxMTGYMWOGxa+DiIgIYHCeiIiIqE9QKBTYvHkztm7diiNHjoh+VlVVZVJpj/ulHntfd/v2bRQVFXV7nJubG5YtW4akpCQ77Mp8L730Ery8vPDNN9+IMogbGxuNGqQaGjJkCFasWGFUv94UNTU1qKmp6fY4mUyGxx9/HM8++ywGDBhg9jpardbkZrd+fn5Yvnw5Jk2aZPY6fYlUKsWDDz6IJUuW2OVJjqCgILz33ntITU0VMsX1ej02b96MtrY2TJky5Z7ny2Qym+5PIpEgMjISM2bMwNSpU+Hi4mLT9dqNGTMGqamp2Lhxo6gES1efDYVCgczMTFy8eNHkNaKjo/Haa69h27Ztohtr5eXlndagl8lkWLZsGWbMmIEvwpCRsQAABklJREFUv/zSzFck5unpicmTJ+PQoUOi+cTExB7/nWtpacGlS5e6PS4+Ph4rV67s8ze9iYjI8RicJyIiIuoj3N3dkZKSgieffBK7du3C6dOnRU1RO+Pr64vRo0fjwQcfRFxcnJ12SqYKDg7GvHnzcOHCBZSWlppU03zo0KGYPn06Zs2aJWqM2dtIJBI8/fTTiI+Px969e3H48OFuf1+Dg4ORlJSEWbNmmRQwX7RoEaKiolBQUICSkhKTsnEVCgUSExORlJTUZQkhQwMHDkRaWhr+/vtvXLhwARUVFZ0+xdCRTCZDVFQUpk2bhsTERItuAPRmTk5OkMvl8PT0REhICEaMGIGHHnrI7uWiAgMDhQB9XV0dgLsB+i1btkCv1xv17OjIGu+JVCoV/V8MHjwYw4YNQ0REBEaNGgVvb+8er2GJ8ePHY9u2bcjNzUV+fr5RljlwN8t+6tSpWLBgAQYOHGhWcB64m8EeFBSE3NzcLs91cXFBXFwc5s+fj+HDh1v0Wjrz6KOPGgXnH3nkEbOuMXPmTPj4+OD06dO4ePEi1Gr1PY93cnLCmDFj8Pjjj2PcuHHmbpmIiKhTkrbOnrckIiIiol5Pr9ejrKwMKpUKt27dwu3bt+Hs7Ax3d3cMGTIEw4YNw+DBgx29TTKRTqdDZWUlrl27hrq6Oty+fRt37tyBq6sr5HI5fHx8EBERIWqE2Zfo9XqUl5fjypUraGxshEajgZOTE9zd3eHn54fw8HB4eXlZfH2dToeKigpcu3YNtbW10Gg0aG1txYABA4Q1hg8f3qM12mk0Gly9ehU1NTW4ceMGmpubIZFI4ObmBrlcjqFDhyIkJMRumdIA8PbbbwtPXEilUuzZs8dua/cVTz75pChA/9lnn2HIkCEO3JF9aDQanD9/HtevX0dTUxO8vb0xePBgREdHd9k3wVw1NTUoKipCXV0dtFotvLy84OvrC6VSCTc3N6us0ZFKpcKrr74qjMPDw7Fly5YeXbO2thbl5eWoqanBzZs3Rd+/Q4cORWhoaLdltu6lsrISy5cvF8ZJSUl44403erRnIiLq+5g5T0RERNRHSaVShIWFISwszNFbISuQyWQIDAxEYGCgo7diE1KpFEFBQQgKCrLJ9WUymU2v35G7uzuioqIQFRVl87XIOhoaGkSBealU6rCsdntzd3fHxIkTbbqGQqGwa1PqX3/9VTQ2N2u+M76+vr2iUTgREd1fGJwnIiIiIiLqZ6qrq0VjJyen+zrwaNgfICAgwK5PNpD1tLS04ODBg8JYLpcjMTHRgTvqnOFn0LChOREREcDgPBERERERUb+i1+uxdOlS0Zy/vz8++eQTB+3I8fLz80VjpVLpoJ1QT+Xl5eHWrVvCOCkpqdf1dNDpdEafQSIios6wtTgRERERERH1W0VFRaJMawCYMmWKYzZDPVJfX49vvvlGGDs5OeGxxx5z4I6IiIh6hpnzRERERERE1C/odDqo1WpotVqo1WqcPHkS+/fvh1arFY5RKpUYPXq0A3dJpmh/L4G7TW1LS0uxc+dONDY2CsckJSXdF019iYio/5K0tbW1OXoTRERERERERD1VWVmJ5cuXd/lzDw8PbNiwod82Xu5PunsvfXx8sHXrVgwcONCOuyIiIrIuZs4TERERERFRvxcaGoqUlBQG5vsBDw8PpKWlMTBPRER9HoPzRERERERE1K9IpVLI5XJ4eXkhKioKEyZMwMSJEyGRSBy9NbKQi4sLHnjgAcTGxmLu3Lnw9vZ29JaIiIh6jGVtiIiIiIiIiIiIiIjsTOroDRARERERERERERER3W8YnCciIiIiIiIiIiIisjMG54mIiIiIiIiIiIiI7IzBeSIiIiIiIiIiIiIiO2NwnoiIiIiIiIiIiIjIzhicJyIiIiIiIiIiIiKyMwbniYiIiIiIiIiIiIjsjMF5IiIiIiIiIiIiIiI7Y3CeiIiIiIiIiIiIiMjOGJwnIiIiIiIiIiIiIrIzBueJiIiIiIiIiIiIiOyMwXkiIiIiIiIiIiIiIjtjcJ6IiIiIiIiIiIiIyM4YnCciIiIiIiIiIiIisjMG54mIiIiIiIiIiIiI7IzBeSIiIiIiIiIiIiIiO2NwnoiIiIiIiIiIiIjIzhicJyIiIiIiIiIiIiKys/8BlJV2Ayci80sAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 375, "width": 755 } }, "output_type": "display_data" } ], "source": [ "stitched_lc.scatter();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The early quarters of the data show some clear long term wiggle-like trends. We can remove those wiggles by applying a \"corrector function\" to each lightcurve segment before stitching. \n", "\n", "The `corrector_func` input is a lightcurve and the output is an optionally processed lightcurve." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def my_custom_corrector_func(lc):\n", " corrected_lc = lc.normalize().flatten(window_length=401)\n", " return corrected_lc" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "stitched_lc = lcfs.PDCSAP_FLUX.stitch(corrector_func=my_custom_corrector_func)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 755 } }, "output_type": "display_data" } ], "source": [ "stitched_lc.scatter()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nice! The wiggle systematic is gone and all of the light curves stitch together with no visible join. We can use the `fold` and `bin` methods to form a planet transit out of all of the data for Kepler-8b." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 755 } }, "output_type": "display_data" } ], "source": [ "stitched_lc.fold(period=3.52254, t0=1.35).bin().scatter();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wow! The high quality transit lightcurve looks almost like a theoretical planet transit model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Just out of curiosity, we can see what the raw `SAP` flux looks like in comparison by passing a corrector function that returns the raw input lightcurve unchanged." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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bWm+UhIeH6+2337Zp0WZfX18NHjxYvXv31osvvmjcZCotLdXf/vY3zZs3z6bxNrbQ0NBa13bo1q2bRowYoe+++07Lli3T9evXJZU/bfPee+9pypQpTh/T9u3b9corr1isvdG5c2ctXLhQbdq0cfr5KvPz86vzZ3PQoEGSpKtXr2rz5s369NNPlZ+fb7y/Y8cOFRQUaObMmfL29nbpeAEAgPvjrwEAAADcMNq3b68NGzZo/PjxdSb3K/j5+emFF16wqOWenZ2tw4cPOzyO/Px8rVmzxtj+1a9+pYiICIf7cwfO/kyVZ3RL0sCBA+tcONfLy0tPPvmkRTI/NzfX4uaMNY7MhH700UfVtm1bY7u0tNSom14Tk8lkU3K/spYtW1ZbZPzw4cPVyhZ5uttvv13jx4+32Ld//36nz1j+9NNPtXr1aovkfnR0tFasWOHy5L69WrVqpfHjx2v16tWKjIy0eO/gwYN6//33G2lkAADAnZDgBwAAwA2jRYsWNif2K2vTpo369+9vse/o0aMOj+PNN980armHh4frd7/7ncN9uQtnf6bKZWkkqV+/fjYd16ZNG0VFRVnsu3TpUr3GYo3JZKp2wyE1NdXp55GkuLg4i5sQJSUl1dYCaAqqLiB87do1paenO63/d999V+vXr7dYq6FPnz5asmSJQ78XGkpYWJiWLVumjh07Wuz/4IMPXBLbAADAs1CiBwAAwMXKysp0+vRppaamKjMzU15eXgoLC1OvXr3qTCoVFhbqxIkTunDhggoKChQUFKSOHTuqZ8+eTqm/nJ+fr1OnTikjI0PZ2dny8fFRy5YtdfPNNysyMtLu2cZN2S233KJdu3YZ25UX4LXHsWPHtHXrVmN7ypQpatasWb3H15hc8ZmqzlC3Z3Z1aGioTp8+bWzn5ubWayw1CQoKsth21hoKVZlMJrVo0ULZ2dkuP1djCgkJUWBgoMX3Kzs7u97lpsrKyrRu3Tp9/vnnFvsHDRqkadOmVVvPwR0FBARo1qxZmjp1qlGXv6SkRP/4xz/09NNPu/z8+fn5OnbsmK5cuaL8/Hy1bt1a7dq1U0xMjFPXArh06ZIuXLhgnMfLy0uBgYFq3bq1oqOjFRwc7LRzucr169eVnJys8+fPKzc3V0VFRfL19ZW/v79CQ0MVFhamjh078u8rAMBpSPADAABYsWrVKu3cudPY3rhxY411pI8cOaK5c+ca24888ogefvhhFRcX6+OPP9bWrVuVlpZW7bhmzZpp9OjRevTRR6vVcs/Ozta7776r7du3q6ioqNqxQUFB+o//+A+NHTvWoRrMhw4d0kcffaSTJ09aLOJYWXBwsO699149+OCDbj27taFUreFe09etNkVFRXrttdeMGcQjR45Ur169nDK+xuKqz9SqVSuLGvyVF0OtS0Ud9wquit+qP9euWhC2oKBA165ds9jnbuVknKXy7HpJ9U6+m81mrV692uL3uSSNGjVKkyZN8qga9jfffLOGDBmiHTt2GPt27dql//qv/5K/v79LzpmRkaE333xT+/fvr/ZzJZX/OzF8+HD99re/VYsWLezuv6CgQN98840OHDigY8eOWdzEsiYqKkrjxo3TkCFDav3eFRYWasKECcrLy5NU/vTWm2++afe6KWfPntXUqVON7ejoaMXHx1tte+nSJf3973/XwYMH67wB16JFC/Xq1UsjR460+ekkAABq4jl/zQAAAHiQ7OxszZgxQ2+//bbV5L5UnoT89NNPNXPmTIsFFM+cOaM//OEP2rJli9XkvlReumLdunV69dVXLWpJ1yUrK0uzZ8/WwoUL9cMPP9SapM7OztaHH36oJ598ss4a5jeCquVXaltMtSbvvvuuUVIjJCRETzzxhFPG1phc9Zl69uxpsf3jjz/afGzVtt26dXPKmCrLzs7W999/b7Gvd+/eTj+PVL7gcOWf8/Dw8CaZ4M/OzjYSslL5mgr1mb1//fp1LVu2rFpy/6GHHtKUKVM8Krlf4f7777fYvn79uo4cOeKSc33//feaNGmSdu7caTW5L5V/zz766CNNnTpVFy9etPscK1euVHx8vPbt21dncl+SkpKSFB8fr/nz5ysnJ6fGdn5+fho+fLixnZeXp927d9s9vi1btlhsjxkzxmq77du3a/LkycYCyHXJy8vTwYMH9a9//cvuMQEAUBUz+AEAAJysuLhYCxYsUFJSkqTymfrR0dFq1aqVioqKlJiYqKtXrxrtk5KS9Oqrr+rFF19USkqK5s6dayS5WrZsqaioKAUFBSknJ0enTp2ySB5s27ZNUVFRuu++++oc18WLFzVv3rxqNxwCAgIUGRmpkJAQlZaW6vLlyzp79qyRUMzJydGcOXM0b968Ohc5barMZrMOHjxosc/epHFiYqI++eQTY/u///u/XTqz/OWXX9aZM2eUmZmpoqIiBQYGKigoSJGRkYqNjdWgQYPqfX5XfqZ7771Xn3zyiXET6ssvv9SvfvWrOkv/7N2716J8UpcuXdSlSxenjKlCXl6eVq5caXFjrnv37oqJiXHqeSTp+PHjevPNNy32/epXv3L6edzB9u3bLba7du2qgIAAh/rKz8/X4sWLdezYMYv9EyZM0EMPPeTwGBtbZGSkgoKCLJ7oOHHihAYMGODU8yQkJGjp0qXVEvvt2rVT586d5efnp/T0dCUmJspsNuvy5cuaN2+exo4da9d5qj6xERAQoJtvvlnBwcHy9/dXUVGRMjIylJycbDGWI0eOaMGCBVq5cmWNT3mMGTNGn332mXGOLVu26N5777V5bAUFBRZl2YKCgjR48OBq7Y4eParVq1dX+ywdO3ZUWFiYAgMDVVJSovz8fKWmpury5ct23ZgHAKAuJPgBAACcbNOmTcrNzVWzZs00fvx4jR07Vs2bNzfeLy0t1ZYtW7Ru3TrjIn/fvn06evSo1q1bp7y8PLVt21a///3v1b9/f4tZpgUFBdqwYYO++OILY98777yjESNG1Fp6oKCgQEuXLrVI7nfq1EmPPvqo+vXrV638TEZGht599139+9//llR+02LVqlV65ZVXXFaGxJ3t3btXGRkZxrbJZFLfvn1tPr6kpESvvfaa8f3u27evhgwZ4vRxVkhNTa32xEFWVpaysrKUkpKinTt3asOGDRo1apTGjx9vd9kKyfWfKTw8XI888oiR3E5LS1N8fLymTZtm8fNU2enTp/X6668b297e3nryySfrPRaz2az8/HxdvHhRhw8f1ubNm5WVlWW8HxwcrGeffbbe55HKZ2RnZ2fr7Nmz2r17t/bu3WuRDBwwYIBGjRrllHO5k8OHD+vdd9+12Ddu3DiHxYYiiwAAHvdJREFU+srOzra4ySqVx8KkSZM8/mvn5eWl6OhoHTp0yNiXnJzs1HPk5uZq1apVFgn1jh076qmnnlJcXJxF24pyclu2bFFaWpo+/PBDu893yy23aOjQobrjjjvUqVMnq20KCwu1c+dO/d///Z8x0//MmTP6+9//rkcffdTqMR07dlRcXJzxhENSUpKSkpKqLcJdk507d1rcUB8+fLjVG4wbN260SO7fddddevTRR9WhQwer/ebn5yshIUH79u2r9SkEAABsRYIfAADAyXJzc+Xj46OFCxcqNja22vve3t4aO3as8vLy9M477xj7ly9frtzcXIWFhWnFihVWE+n+/v6aMmWK0tLSdPjwYUnlyYJ9+/ZZlCOoasOGDUpJSTG2+/btqxkzZtSYKG3Tpo2efvppdezY0UiwZmVl6b333tOUKVNs+jo0Fbm5ufrrX/9qsW/YsGF2lej54IMPjCScv7+/nnrqKWcO0SEFBQX6+OOPdejQIc2aNavGxFpNGuIzPfTQQyorK9P//d//yWw268CBA5o8ebJGjx6tHj16KCQkRMXFxbp06ZIOHjyoXbt2yWw2S5J8fHz09NNPVyv1Y4uPPvpIGzdutKltZGSkpk+frvDwcLvPI0mTJ0/W+fPn62xX8Xvj8ccf96jFOdPT043vSWVms1l5eXk6d+6cDh48qG+++cYiSTpq1CiHbhjl5+frxRdf1IULF4x9Pj4+mj59ugYNGuTYh3AzN910k0WC/8qVK07t/+2337Z4yiwiIkLLly+3+nROcHCwJk2apA4dOmjjxo12L2g9adIkm8ow+fn5afTo0br11ls1Y8YM44brpk2b9Otf/7rGNQjGjBljUcJo69atNv8bVnnhcC8vL40ePbpam4yMDIsbSX369NHzzz9fa78BAQEaMGCABgwYUGMZPgAA7EGCHwAAwAV+97vfWU3uV3b//ffrgw8+MC7wKxIjzz33XJ2z5B966CEjwS+Vl1OoKcF/5coVbdu2zdgOCwurNblf9TwJCQnGubZv365HHnlEISEhdR7bFJSVlenll1+2KPkSGBhY44xRa86dO2cxq/XRRx9V27ZtnTrOCj4+PurRo4fi4uIUERGh0NBQ+fn5qaCgQFeuXNHx48e1Y8cOi1rXFy5c0Jw5cxQfH2/zuBryM/36179Wv3799NFHH+ngwYO6fPmy3nrrrVqPufXWWzVhwgTdcsstLhmTJPXq1Uv33XdftadsnM3X11ejRo3SmDFj7L4J4w7qSnZW1aFDB/3mN7+xq5RKZdnZ2Rbx7efnp1mzZunWW291qD93VDXRbkvtelvl5uZalEoymUyaNm1anaW3HnzwQSUkJFRbl6Iu9q6x0L59e02cOFEvvfSSpPJyWYcOHarxZlC/fv3Utm1b4ybIrl279MQTT9RZ+unUqVM6e/assd27d2917NixWruqN1cGDhxo1+ex5d9hAADq4nmrCgEAALg5f39//fKXv6yznZ+fn7p3726xr1evXtX2WRMbG2tRd/inn36qse2WLVssFtP9j//4D7uSCpXLZBQXF1vcWGjq3nnnHX3zzTcW+yZNmmTz7H2z2axXXnnF+Pp369bN7hrVtvDy8tJjjz2mN998U0uXLtVvf/tb9evXT7fccovCw8MVGRmp/v37a+LEidqwYYMefPBBi1ngmZmZWrFiRbUa0o35maqe09vbu8Za2xW8vLw0cuRITZw40aXJfam8Nv7nn39uMZPaFYqLi7Vjxw59+umn+vnnn116rsYWFRWl8ePH65577nFan2VlZR65mG5tqibba1oA1xH79u2zmFU+aNAgRURE2HSsPTc+6+POO++0+J6ePHmyxrYmk8li5n1hYaF27NhR5zmqLq77i1/8wqaxVS7dBQBAQ2EGPwAAgJPFxMTYvDBkeHi4EhISjO3bbrvNpuNMJpPat29vlKGoLalQOSHv4+Nj92KMsbGx8vb2NuqAHz9+3KkJOHe1ZcuWavWkf/nLX9pVNuSTTz7RmTNnJJV/7f/whz+4JNno7e2t3/zmNza1bd68uR5//HG1adNG69evN/YnJiZq7969dX6+hvpMUnni8o033qiWbKtJWVmZ/v3vf+vf//637rzzTj311FNq06aN3ecdPXq0RTmXkpISXbt2TT/99JMOHTqkQ4cOqbS0VD/88IN++OEHDR48WM8++2ydCwBbs2jRIosbcAUFBcrMzNSZM2e0Y8cOXbx4UXl5edq6dat27typp556SsOGDbP7PJ4gKSlJq1at0oYNG/T73/9ed999t919VJRqqaidXlRUpEWLFmnu3LlNZpFwVy7QeuLECYtte74HUVFR6tixoy5evFjvcZSWlqqwsFAFBQUWPx8VAgMDjfr1lcvPWXPvvffqb3/7m9HP1q1ba70pmZubq7179xrbrVu31p133mm1bXh4uMW/j5s3b9Zdd91ldbY/AACuQoIfAADAyW666Sab21a9EWBPCY4WLVoYr/Pz8622KSwstCgz0LZt22olLGzh7++vvLw8SXLaLOLs7GwVFhba1DY4ONihhWAdtWfPHv35z3+22HfXXXfp97//vc19XLp0yWLR0F/96lc2z4RtCPfff78OHz5sMQN98+bNtSb4G/IzlZSUaPHixRb1s728vDRw4EANGzZMkZGRatmypYqLi3XlyhUlJCTo888/NxYX/vrrr3X69GktWrRIXbp0sevcAQEBVm/Sde/eXb/4xS/0008/adWqVTp37pyk8kWY8/PzNX/+fLtvdli7AREREaHbbrtNv/3tb7V161atX79excXFKiws1OrVq+Xt7a2hQ4fadZ7GsnHjRoWGhlp9r6CgQNnZ2frxxx+1a9cuHThwQFL5Dcv4+HidP3/e7lnhISEheuaZZ7RgwQIjyX/9+nUtXrxYs2fPtvkmqjur+F1cwZllXirXk5fKn9CxR3R0tEMJ/sLCQn399df65ptv9NNPP+nSpUtW126wpq66/yEhIRo8eLB27twpqXxR4lOnTtX4tNy2bdssnooYOXKkfHysp05atmypPn36GKWJsrKy9PTTT+uee+7RoEGDqj1tBwCAK5DgBwAAcLK6ahVXZjKZLLYrJ+3rUjmRaG2Go1ReeqXybM/U1FS7ktTWXLt2rV7HV3jjjTeMhEtdnnvuuQZ7auDrr7/Wn/70J4uvW//+/fXcc8/ZnLwtKyvTq6++aiSJwsPD9bvf/c4l462PX//61xYJ/lOnTik/P99qcruhP9N7771nkdxv3ry5Zs2aVS1B6+vrq86dO6tz584aPXq01qxZY9QQz8rK0qJFi/Taa6/Z9XNZly5dumjp0qWaPn26ccPr+++/15YtW5xarsjLy0u/+MUvFBwcrOXLl0sq/z6sXbtWcXFxdi307I78/f3l7++vDh06aNCgQfruu++0bNkyI8Y++OADde7cWXfddZdd/fbo0UOLFi3S/PnzjZuf169f19KlS5tEkr9qQrtly5ZO67vy02ABAQF2r7fiyGLTW7du1TvvvGPMyLdXTTe4KxszZozFvzdbtmypMcFfeXFdb2/vOteDePLJJzV9+nTj38br16/riy++0BdffCFfX1917dpV0dHR6tmzp3r27OnU30UAAEjU4AcAAHC6+pQrqVwX3RmclYyvrGJWbFP0/fffa+XKlRY3TO644w698MIL1W7G1Gbz5s06fvy4sT1lyhSHyre4Wvfu3S2S+SUlJUbZp6oa8jNlZ2frk08+sdg3efLkOhOzzZo109NPP62YmBhjX3p6uv7xj384fYzBwcF6/PHHLfb985//dPp5pPKFO/v162dsFxQUaPPmzS45V2O6/fbbq83Y37hxY403MGvTvXt3LVy40CK+r1+/riVLlrh83QRXq1qSpl27dk7ru/LTAbaWmqvMnpvUkvSXv/xFa9ascTi5L8mmtUNiYmIs1uXYu3ev1Zn/P/zwg8XvwDvuuKPOr294eLji4+MVGxtb7b3i4mKdOHFC//rXv7RkyRI98sgjmjt3rg4cOGDTuAEAsAUz+AEAAJowRxJjN6qEhAQtXbpUxcXFxr4+ffpo5syZdpdYeO+994zX/fr1U7t27XT58uVaj6m6joLZbK52TJs2bWosFeEIk8mk0NBQnT9/3thXU/mmhvxM3377rUWJjLCwMJtL0phMJv3ud7/T/PnzjX3btm3ThAkTbDreHn379pW/v79x0+vKlStKSUmxq9SWre666y6LBZ+///57jR8/3unnaWz33nuv3nzzTaM8S3p6uo4ePerQrPvu3btr8eLFmjdvnpG4Li4u1rJlyzRz5kz17dvXqWNvCGVlZUpMTLTYZ28JKnexa9cuff755xb7IiIiNHjwYHXr1k3t2rVTSEiImjVrVu138IQJE5SRkWHX+caMGaPXX39dUvnNnm3btumBBx6waOPo4rrh4eFavny5Tp48qZ07d+rw4cNGubDKzGazjhw5oiNHjigmJkbTp0936g0aAMCNiQQ/AABAE1a1dMMdd9xhkfhsTNOmTdO0adMaexiSpGPHjmnx4sUWSeXY2FjNnj3boVnqlfv55ptvLBKztkpLS6tWTun1119X586d7e6rNlU/X+Wx17Tf1Z/pp59+stju3bu3XU+39OrVy2Lhy6ysLP3888/q0KGD3WOuja+vr9q3b6/k5GRjX2pqqksS/FUX7bSWPGwKAgICFBYWZjGLOjEx0eGyOt26ddPixYs1d+5cq0n+yk9GeIIzZ85Um3neo0cPp/XfokULYza9LaVvqqq6PkBtKt80lKTHHnvM5sXCHRnb3XffrY0bNxpj3Lp1q0WCPzs721gHQip/MsLeuIuJiTGeILp69apOnz6tEydO6IcfftCPP/5oMWv/5MmTmjNnjl5++WW7n3wAAKAySvQAAAA0YVXrJzuy+GFTd/LkSS1atEhFRUXGvpiYGM2bN69BF/ZtLFVLYziznrejqiYJ7a017+vrq6CgIIt99SkBUpuqpZsqPwHiTFWfcnDVedxB1dIwVZ8EsVfXrl21ZMkSi9rnJSUlWr58ub7++ut69d3QPvvsM4vt5s2bKy4uzmn9V/43Iz8/3+6v/aVLl2xql5KSYtG2d+/eNif3CwoKHCoV5+fnpxEjRhjbFy5c0A8//GBsf/nllxZPvY0ePbpeJfdatWql/v3764knntDLL7+sv/71r/rNb35j8bOcmpparRwZAAD2IsEPAADQhAUFBVnM/E1NTTUWBUX5zOAFCxZYJIuio6O1YMEC+fv7N+LIGsbVq1d15coVi32tW7dupNH8/1WdzVpYWGh3H1UTgK76flYtE2LvoqS2Sk9Pb5DzuIOqa4c4Y62HqKgoLVmyxOLGT0lJiVasWGExa9udnTt3Tnv37rXYN3ToUKfeiIyKirLYPn36tF3H29q+6o0Ae8olnTx50q4xVTZmzBiLp4EqFtQtKyvTl19+aez38fHRyJEjHT6PNaGhoXrsscf0zDPPWOz3lPgDALgvSvQAAAA0cbfddpvFzP0vv/xSjz32WCOOyD0kJSVp3rx5FqUeoqKitGDBAocWl6zsww8/tPuYI0eOaO7cucZ2WFiY1q1bV69x1GX37t0WJSNat25drRRMhYb8TG3atLHYPnv2rF3nTUlJqVZqyN6nAGzx008/Wcxw9vLyUlhYmNPPI0mHDx+22A4PD3fJeRpbRTmlykJDQ53Sd2RkpJYsWaI5c+YYNxFKSkr00ksv6fnnn9fAgQOdch5XyM/P1/Llyy1mmPv6+urXv/61U8/To0cPbd++3djevXu37rzzTpuOTUpKsvkpsapP6dhTombbtm02t60qPDxcffr0MX6e9u/fr+zsbCUlJVnE3cCBA112E23IkCFas2aNcROyrrVMAACoCzP4AQAAmrj/r707jYnqfN84fs1AQRhkU8daZAAVhbg1ta4U6oZrY0yMGpuYWKu1tk0rMbQJqCk2NNFafaUv2iYatS5diDbatGrTWkO01TaaukQrxYqgUBZFGUCY4ffCP/P3MKDDOo58P684hzPnecbxDMl1nnPfM2fONJQZOHjwoAoKCrw4I++7du2aofGm9KBR5fr16w1lPJ5m5eXlbqG9p0FeZxs2bJhh+/z584aa7I/TuCq3kc1m65TPtWkN8fj4+E55AqKsrExHjx417HtSPquOduDAAcNNJ0kdWoJmwIABys7ONpSiagz5c3NzO2ycjnTz5k1lZGS4hecLFy7s8L4SSUlJCgwMdG3n5ubq33//9ei1u3bt8nicptejp9f35cuX2/05zZ492/VzfX29jh496tZcd8aMGe0a41FMJpPhKYLWNnEHAKApAn4AAICnXHR0tCZPnuzavn//vj788MNWh/z3799v18rJJ0VBQYHWrl1rKANis9n00UcfudVt9wUFBQU6ffp0q15TVlamrKws3blzx7WvM1YDt1V8fLxhJbzT6dSnn37qUd3t06dP6/Dhw4Z9SUlJLR5/5MiRVjesbWho0M6dO3Xq1CnD/oeDw6bsdru+++67FpsYt6SiosKtjFRoaKiSk5NbdR5fcPjwYeXk5Bj2JSYmdnhj6bi4OGVnZyssLMy1z+Fw6JNPPtGJEyc6dKz2qKio0N69e5WWlqa8vDzD7yZMmKAFCxZ0+JghISGGvxcOh0ObNm1ya+zbVE5Ojv7880+Px4mNjTVsHzt27LH1/ouKirRhwwY5HA6Px2nO6NGjZbVaXduHDh0yfIdGR0dr+PDhHp3r3LlzOnfuXKvGP3XqlOHJsc5oyg0A6F4o0QMAANANLF++XH///bdrJWZJSYnS0tI0d+5czZgxo8USGLW1tbp48aJ+++03nThxQvfu3dOUKVO6cuodqri4WGvXrjUESREREXrvvfdUU1PTqlrv/v7+bqVkvKGsrEzr169XXFycJk6cqHHjxrVYvsVut+vYsWP66quvDOG+JC1atMgQenmTyWTS4sWLtXHjRte+q1evKi0tTcuWLdOoUaMMK2Al6c6dOzp48KBycnIMAWBYWJjmzp3b4lgnT57Utm3bNGbMGCUnJ+v5559v8UZPfX29zpw5o2+++cat1viIESMMwWhTdXV1+vzzz/Xtt98qJSVFSUlJGjRokFvz3EYVFRX6+eef9fXXX7uFq6+//rrP3IwqLS1tMZCtra3V7du3dfXqVR0/ftytFFNAQIBWrlzZKfOKjY1Vdna21qxZ4/o+aAyzJXXaDZSamhq3kiwNDQ2qrq6W3W53lYu5fPmyLl68aCjJ02jKlCl655133K6BjrJ48WKdOnVKFRUVkh488ZSenq6VK1dqxIgRhmMrKyv15Zdf6vvvv5f04AbB424GSJLVatWQIUNc11FlZaUyMjK0atUqDR482HBsXV2djh07pl27dunu3bsKDAyUyWRqU28OSTKbzZoxY4Z27twpyb2PRmtW7+fl5Wn79u2Kjo5WcnKyxo4dq9jY2Gab8zbeJN++fbth/6O+NwAA8AQBPwAAQDcQHBysdevWad26da4yD7W1tdq/f7/279+vfv36KSoqShaLRfX19aqurlZxcbFu3rwpp9PpOk9zoYUvOXv2rFuYU1FRodWrV7f6XF1RI7818vPzlZ+fr+3bt8tischmsyk0NFRBQUGqqalRaWmp/vnnH8Pn2WjWrFmaP3++F2bdsuTkZF28eFGHDh1y7SssLFRWVpZCQ0M1cOBAhYaGqq6uTiUlJcrPz3cLkgMCAvTBBx88tqeCw+HQyZMnXc0urVar+vXrJ4vFooCAAFVXV6usrEzXr19vdgX+kCFDlJGR4dH7Ki8v14EDB3TgwAH5+/vLZrMpIiLCVYO8qqpKhYWFKi4uditVI0lLlizxqUAwPT29Ta8LCgpSZmam4uLiOnhG/y8mJkbZ2dnKzMx0hfxOp1ObNm2S0+nUyy+/3OFjnjhxos1PCURGRmrp0qWdMq+H9ezZU6tXr1ZWVpbq6uokPSihk5mZKavVqri4OAUGBqq0tFSXL192XXdWq1WzZs3Sjh07PBrntddeU0ZGhus7qaCgQKtXr1b//v0VExMjPz8/3b59W1euXDGE+W+++aZ2797d5oBfkqZNm6a9e/e63l+jwMDANl1fBQUF2rNnj/bs2aPAwEDFxMQoPDxcwcHBcjgcru/f2tpaw+tGjBihqVOntvl9AAAgEfADAAB0G1arVZs3b9bWrVv166+/Gn538+ZNj8qUdJf69L6uqqpKly5deuxxQUFBWr58uVJTU7tgVq33xhtvKDw8XPv27TOsZK6srHRrOttU3759tWrVKrd6/p4oKSlRSUnJY4/z8/PTnDlz9Oqrr6pHjx6tHqe+vt7jBsK9e/fWihUrNG7cuFaP40vMZrPGjx+vpUuXdskTJTabTR9//LEyMzNdK9adTqc2b96shoYGTZw48ZGv9/Pz69T5mUwmDRkyRFOnTtWkSZMUEBDQqeM1GjlypDIzM7Vx40ZDOZmWrg2r1aqsrCxduHDB4zGGDh2qt99+W9u2bTPcnLtx40azNfn9/Py0fPlyTZ06Vbt3727lOzIKCwtTUlKSfvnlF8P+lJSUdv+dq62t1ZUrVx573IQJE5SWlubzN84BAN5HwA8AANCNBAcHKz09XfPmzVNOTo7OnDljaDTbnF69emn48OEaP368Ro8e3UUzhadiYmI0f/58nT9/Xnl5eR7VeI+KitKUKVM0ffp0Q7PRJ43JZNLChQs1YcIEHTp0SMePH3/s/9eYmBilpqZq+vTpHoXuS5YsUUJCgs6ePaurV696tCrYarUqJSVFqampLZZDaiokJERr1qzRH3/8ofPnz6uwsLDZpyke5ufnp4SEBE2ePFkpKSltuonwJPP395fFYlFYWJhiY2M1ePBgvfTSS11e+io6OtoV8peXl0t6EPJv2bJFTqfTrYfJwzriMzGbzYZ/iz59+qh///6Kj4/XsGHDFBER0e4x2mLUqFHatm2bduzYodzcXLfV7tKD1f6TJk3SokWLFBIS0qqAX3qwkt5ms2nHjh0tvjYgIECjR4/WggULNGDAgDa9l+bMnj3bLeCfOXNmq84xbdo0RUZG6syZM7pw4YJKS0sfeby/v79GjhypOXPm6IUXXmjtlAEAaJapobnnPgEAANAtOJ1O5efnq6CgQPfu3VNVVZWeeeYZBQcHq2/fvurfv7/69Onj7WnCQw6HQ0VFRbp165bKy8tVVVWl+/fvKzAwUBaLRZGRkYqPjzc0F/UlTqdTN27c0LVr11RZWSm73S5/f38FBwerd+/eGjRokMLDw9t8fofDocLCQt26dUtlZWWy2+2qq6tTjx49XGMMGDCgXWM0stvtun79ukpKSnT79m3V1NTIZDIpKChIFotFUVFRio2N7bIV25L0/vvvu578MJvNOnjwYJeN7SvmzZtnCPm/+OIL9e3b14sz6hp2u11//fWX/vvvP1VXVysiIkJ9+vTR0KFDW+wj0VolJSW6dOmSysvLVV9fr/DwcPXq1UuJiYkKCgrqkDEeVlBQoLfeesu1PWjQIG3ZsqVd5ywrK9ONGzdUUlKiu3fvGr5/o6KiFBcX99iSYY9SVFSkFStWuLZTU1P17rvvtmvOAADfxwp+AACAbsxsNmvgwIEaOHCgt6eCDuDn56fo6GhFR0d7eyqdwmw2y2azyWazdcr5/fz8OvX8DwsODlZCQoISEhI6fSx0jDt37hjCfbPZ7LXV9V0tODhYY8eO7dQxrFZrlzb6/vHHHw3brV2935xevXo9Ec3XAQDdCwE/AAAAAMBNcXGxYdvf379bh5dN+yU899xzXfqEBTpObW2tfvrpJ9e2xWJRSkqKF2fUvKbXYNMm8QAASAT8AAAAAIAmnE6nli1bZtjXr18/ffbZZ16akffl5uYathMTE700E7TXkSNHdO/ePdd2amrqE9fjwuFwuF2DAAA0h3btAAAAAAA8wqVLlwwrviVp4sSJ3pkM2qWiokL79u1zbfv7++uVV17x4owAAGgfVvADAAAAAPB/HA6HSktLVV9fr9LSUv3+++/64YcfVF9f7zomMTFRw4cP9+Is4YnGz1J60Cg4Ly9P+/fvV2VlpeuY1NTUbtEoGQDw9DI1NDQ0eHsSAAAAAAA8CYqKirRixYoWf9+zZ09t2LDhqW1m/TR53GcZGRmprVu3KiQkpAtnBQBAx2IFPwAAAAAAHoiLi1N6ejrh/lOgZ8+eWrNmDeE+AMDnEfADAAAAANCE2WyWxWJReHi4EhISNGbMGI0dO1Ymk8nbU0MbBQQE6Nlnn9WLL76ouXPnKiIiwttTAgCg3SjRAwAAAAAAAACADzJ7ewIAAAAAAAAAAKD1CPgBAAAAAAAAAPBBBPwAAAAAAAAAAPggAn4AAAAAAAAAAHwQAT8AAAAAAAAAAD6IgB8AAAAAAAAAAB9EwA8AAAAAAAAAgA8i4AcAAAAAAAAAwAcR8AMAAAAAAAAA4IMI+AEAAAAAAAAA8EEE/AAAAAAAAAAA+CACfgAAAAAAAAAAfBABPwAAAAAAAAAAPoiAHwAAAAAAAAAAH0TADwAAAAAAAACADyLgBwAAAAAAAADABxHwAwAAAAAAAADggwj4AQAAAAAAAADwQf8DjmmUxZK9ORwAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "image/png": { "height": 368, "width": 764 } }, "output_type": "display_data" } ], "source": [ "lcfs.SAP_FLUX.stitch(corrector_func=lambda lc:lc).scatter(normalize=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The raw simple aperture photometry contains many uncorrected systematic effects." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }