{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Federal Reserve Sentiment and Macro-Tracking ETFs\n", "By John Loeber\n", "\n", "Notebook released under the Creative Commons Attribution 4.0 License.\n", "\n", "---\n", "\n", "### Abstract\n", "\n", "We try to find relationships between macro-tracking ETFs and the sentiment of the Federal Reserve Bank. We conclude that while these relationships seem to exist for certain ETFs, we need to incorporate higher-level macroeconomic variables to use these relationships as signals in practice.\n", "\n", "### Introduction\n", "\n", "[Prattle](http://prattle.co/) provides sentiment data from central bank communications. We explore their Central Bank Sentiment Dataset: this dataset contains weekly *sentiment data* from many central banks around the globe (though we focus on the Federal Reserve Bank). The sentiment data wraps up all publications of the Fed from every week (between about 1998 and 2015) into a single real number representing the general sentiment of the Fed that week.\n", "\n", "We try to find a relationship between sentiment at the Federal Reserve and various macro-tracking ETFs. We quickly find that the data itself is quite noisy. To mitigate the noise, we use [Kalman-Filtered Moving Averages](https://www.quantopian.com/posts/quantopian-lecture-series-kalman-filters) in our investigation. In this context, a Kalman Filter is a mathematical tool that allows us to construct moving averages that don't have the drawbacks of traditionally calculated moving averages.\n", "\n", "We look at the following ETFs (relationship with the Fed Sentiment data included parenthetically):\n", "- SHY (no signal)\n", "- IEI (no signal)\n", "- IEF (possible signal)\n", "- TLT (probably a signal)\n", "- CWB (probably no signal)\n", "- DIA (probably a signal)\n", "- SPY (probably a signal)\n", "- GLD (probably no signal)\n", "\n", "### Conclusion\n", "\n", "We conclude that finding relationships between Fed Sentiment Data and certain macro-tracking ETFs is possible, and in the cases of DIA and SPY looks quite promising, but can be problematic because of macroeconomic [confounders](https://en.wikipedia.org/wiki/Confounding). It seems that for the ETFs that have a reasonably close correspondence to Fed Sentiment, both Fed Sentiment and those ETFs really respond to the same general macroeconomic variables. However, they respond at different speeds -- so sometimes the Fed Sentiment responds first, at other times the ETF price responds first. Thus, when taking Fed Sentiment data as a signal, it is not easy to know whether you are moving to capture a future trend, or whether you are moving to capture a past trend. This makes it harder to trade on Fed Sentiment, though not at all impossible.\n", "\n", "## Investigation" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Import libraries we will use\n", "from matplotlib import pyplot\n", "import datetime\n", "import time\n", "from pykalman import KalmanFilter\n", "import numpy\n", "import scipy\n", "import pandas" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# grab the prattle dataset\n", "prattle_data = local_csv('prattle.csv')\n", "# filter to data from the fed only\n", "fed_data = prattle_data[prattle_data.bank=='frc']" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# helper functions\n", "\n", "def convert_date(mydate):\n", " return datetime.datetime.strptime(mydate, \"%Y-%m-%d\")\n", "\n", "# for grabbing dates and prices for a relevant equity\n", "def get_data(etf_name,trading_start,trading_end='2015-07-20'):\n", " # using today as a default arg: assuming most of the ETFs I want to inspect\n", " # are still trading.\n", " stock_data = get_pricing(etf_name,\n", " start_date = trading_start,\n", " end_date = trading_end,\n", " fields = ['close_price'],\n", " frequency = 'daily')\n", " stock_data['date'] = stock_data.index\n", "\n", " # drop nans. For whatever reason, nans were causing the kf to return a nan array.\n", " stock_data = stock_data.dropna()\n", " # the dates are just those on which the prices were recorded\n", " dates = stock_data['date']\n", " dates = [convert_date(str(x)[:10]) for x in dates]\n", " prices = stock_data['close_price']\n", " return dates, prices\n", "\n", "# for grabbing the prattle data on which the etf has been trading.\n", "def get_prattle(trading_start,trading_end='2015-07-20'):\n", " # filter down to the relevant time period\n", " data_prattle = fed_data[fed_data.date > trading_start]\n", " data_prattle = data_prattle[trading_end > data_prattle.date]\n", " dates_prattle = data_prattle['date']\n", " dates_prattle = [convert_date(str(x)[:10]) for x in dates_prattle]\n", " scores_prattle = data_prattle['score']\n", " return dates_prattle, scores_prattle" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## SHY\n", "\n", "The first ETF we will test against the Prattle data is **SHY**. It's a [1-3 Year Treasury Bond ETF](http://etfdb.com/type/bond/treasuries/) that has been trading since `2002-06-24`. It's the most popular Treasury Bond ETF, storing nearly $11bn in assets." ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# grab the SHY dataset.\n", "dates_shy, prices_shy = get_data('SHY', '06-24-2002')\n", "# grab the relevant prattle data.\n", "dates_shy_prattle, scores_shy_prattle = get_prattle('2002-06-24')" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Lr1pgwZEFyCrMwqXsS9h8zlKU4HjKcfyT8Y90rMFkwIqTK7D4mPVCXMyCeVux\nsRgLjiwoUeaE7MmDlwOXD7jdPynTOk/VsGXD8MKGF6THtuO2Mgsz0fTzpvj60NeK9Vdzr0pBi7x7\n38ubXsbChIWImBaB93a8B7PZjC3/bEG+Ph/Dfx/utE2peakAgEd+e0Ra527coW3wla/Ph9lsRrY+\n264yra1KEZUcLt9MGHwRkcdJ8/MwCCMPEbsdhmpDpck5RaWZpJMCh3WeL+/ps6gPOn7TEYkpiXbb\nxO6t1aKqOzy2bkXrXfsLWRcAAM+vfx79f+mPs+lncer6KYxdPRZVP6yKBp80QN/FffHRno/QZm4b\nxH4ei2u5lhLca3Rr8PCvD+O3E79Jz1eaCnDlsSxxGcauHosxq8agzdw2MJqM7g9SiWJjsV//xqTk\npditc1cAKDHV+j1bdmKZYtu8+Hk4df2U9PjA5QM4l3EOz617TnqdG89uREZhhtRdb/3j1nLrH+/7\nGGtOr4HBZMA3h79B5P9Fos+iPnhy9ZPS824ftd2uTS2+ssydJd5AAICI0AiXr8N2bq4CQwFm7JoB\nM8wIczEvHgDojdaeC/LuiTcTBl9E5HHsdqheJrMJvxz7RdHFKRCI3Q5DtaF2F4ic6ys4WX9HvPdD\nIpbrll8UW8/p+hIpPCRcWs4pykF8cjwW/L3Abj951ddXN78qLW89vxUAHBbYWHR0kfvGe8CZ9DPS\n8vGU49h+Ybv0OKMgA7+f+F2VN9EuZV9C488a46nVT/nl/O/veB+1P6otPa5fsT4ASzAvBtWOOArY\nRL+d+A0tvmohdRu8lH1J2iZ+NmKmrGejngCA5tWbK6rAns84Lx0rBoJLji9BWkEaGlRqgLsb3Y23\nur+lOG9aQZrdeLVaMbWcthNQfvcBS+Zr/+X9ABxXR7TdFwBqRNdwuV8wY/BFRB5n8sEdayqbXxN/\nxWPLH8PgpYP93ZRSEf9gh2pDYYJyTIP8Tiqpj8FkKFMmx5cX/WIVONHGsxulsi5mFxONLR2yFACw\n7cI2zN47u1Tn/GjPRxi1cpTDbEliaqKia6K32Aadcq9ufhVDlg3Bp/s+ldZN3jYZM3bN8Hq73Jmx\nawaSc5Lx/d/fI6swy2fnHbhkIOrOrovJ2ydL6xYPXozLOZapB3Ym7YTwpYCcohyHxydlJdmte7CZ\ncqzY5/s/B6Ccv+vwlcPo+WNPnE0/iwrhFfBWD2sAVTmysrQsD6blUvJSpHFctpMmA0DNWTUVj90F\nXy1qtsBMlyibAAAgAElEQVTLXV7GpLsmAQCyirJwNfcqQjWhdkU1bD3W5jG83u11xD8T73K/YMbg\ni4g8zhd3rKlsTqSeAADsurjLzy1xLD5Z+Qf58/s/R+f6naVxN6HaULtMl7wAB6nLvEPzEPZ+GKrN\nrFbqYMLkwwy6baW55SeXQ7xEcnX6Ya2GScu2JcCPPntUmozWUQGDI1ePYGHCQulxv2b9sPmJzZjV\nZxYKDYXYmbSzlK/C3sWsi1hwZIHD3+KMggxFV0cA6P9Lf2lf8fOa+MdEAJbf8/d3vo9JWyf5rFuk\n3NeHvsaGMxvQfUF3fHXwK2n9I789It2c8aa9/+7Fat1qu7ndbql0C7aO3Co9zirKQudvO9sdbzKb\ncOr6KXSs11FalzguET8M+kGx34RNEwBAkY0avWq0tGx7o+CT+6zBjquKieJ3cOBtAzG05VBUjXQ+\nF9fttW93ug2w9ET4qO9H+KD3B6gdUxu66zr8k/EPakXWknopOBMWEoYZ987ArZVvdblfMGPwRUQe\nx4Ib6iVWpVLr3CodvumgePxC5xew76l9CAuxjCNwNOZL3lWK1ON6/nU8u+5Z6fGcg3NK9wRSBt37\nvye2F9TfHvlWGvPl7uesWbVmAICz6WcV69vUboP3e76Pj/p8hP1PWbpk9W/eHymv2Hc9G3TbIKx7\nbB3ubXKvVLb7ywNflrj96QXp2Jm0ExvPbkTlGZUx5+AcmMwm9FjQA2NXj0XNWTXtAjD5GB9RoaFQ\nyp40rtJYWt/086bYd2mf9HjlqZUO23Em7QzSC9JL3G5beqMe/X/ur8iuXcm5ghoza+C5dc+h38/9\n7G4cbTq3CU+seAIHLx/0+A2/KdumYPTK0QDgNMC7pdIt6NW4l6Iwy8nrJ+32e/vPt2EymxRZpRBN\niNMCFc5K1z/c4mHF4yZVm5SoZLtYtChUG4pfh/6K9NfTMaO3fRbzs/s/w/jO490+n+i+pvfhcs5l\npOanommlpiU+7mbG4IuIPE7spmNy0V2H/KPQUAgAdvO4BIoQbQgKjYWKdW/9+ZaTvclfPtrzEZ5Z\n84xi3ey9sxXjWNyRfj689DMin5/rWt417P13Lzp90wnjN4gXnjeCLzcNkGe/asfUVmxrWKUhXu76\nMtrWbotLEy5h9aOrHY51GdpyqLTcro5lzEz8lfgSd6mtPrM67v7hbjzw0wPILsrG8+ufx28nfpO6\nuaUVpCGjUJmtErsc9m7cG31j+0rrxep3WUXW7nznMs6h6/ddpcebzm2ya0N2UTbafd0OTT9viqu5\nV3Ex6yKeWPEEWs9pjeScZLv9vz38Ld7c+iaMJiNm7p6Jw1cOY9uFbVh3Zh0mbZ2EY9eOYcGRBXj4\n14cVc1SJTow7gXoV6wGwZCo7fdsJ03dNL9H7VRLX86/jvZ3v4ceEH1GgL3D6PRDbsOQ/SxTrxd9a\nkdi2s+ln8euQX/FE2yfQrHozu4JBd95yJwD7GwIA0Ll+Z/z08E926z+9z9o1VP59lAdlf1/92+44\n29d05L9HML7zeClQK4nejXtLy9XC7adlIHsMvojI46Ruh/5tBjkgXhCoNfPlTqg2VFFqntQnNS8V\nr25+FStOrbDbdiXnSimeybtjR+VlvosMRRi0dBAOJh/EFwe+AGCtduiuAfJy2fc2udfpfvUr1YdG\no4FGo8HIdiMV2/o16yctN6jUQFruu7gv3FmWuMzh+j3/7lE8XnVqleJxZmEmAODbAd9i04hN+PDe\nDwEAdy24C5qpGvx+8nen51yauBQVp1eUCvek5qWi8ozKKDAUIKMwAz0W9EDDTxti8dHFSExNxBMr\nLN0vjSYjhm4fCs1UDZ5e8zSm75qOVze/ite3vI64+XFYe3qtdI4JmyZg7OqxiowbALx515swTzGj\nRc0W+GvMX4pt8hsxR64ccRj0ldTTa56Wll/a+BKOXbOU/x/Wahjy3szDpLsmYcPjG6QbWR3rd8Sh\npw9JmS1xLNr0v6Yj9vNY6bkm3z0ZQ1sNxcLBC6Uuep3rW7spVo6ojA1nNmBH0g7UiqmFIS2HSNvW\nDF/j8LdbfjNtwp0TpOXLEy8rAntbtl0ExXm8SiMmLEZarhhWsdTH34wYfBGRx5kYfalWgUG93Q4d\nTQ5qS36XWN5dRz5ZKfnXhcwLTre5Gw8i580xX6l5qYpuZHqT3kElOs2NdrhuQOUIa8GDVjVbAQAa\nVWnk8piBwkBpOf/NfMV3WaPRSN/z7Re2Y378fIzfMN5pl7qRK5WB3Nvd3wYAfLb/M8X6savHSl10\nzWazVH68+o1S+u7mZ7Ido5NbnItx68chMSURt3xyi2KbbeGHw1cOY+SKkZi1ZxbO555XbPtkn3XM\n0mrdauliXqwGKTr23DEUvlWI93u9L61rUrUJJveYDFvrTq/DHfPvwAM/PeD09RhMBrvslJy8a+Wh\nK4fw4W5LcNqvaT9Eh0Xjg94f4P6m9yuOiasXJ322p9NO47HfH8Obf74pjZ+rX7E+hre2n3Nr55id\nuPiSpcBGbnEu+v1sCcaHtx6OOf3m4PE2jyN5YjJqxtS0OxawZt861OuAO2+5E+/d8x4+v/9zaDVa\nTL7b8v6I30255zs+Ly1PumtSmf4uRIdFS8vVIxxPy0BKnByFiDzOGnsx+lIbNWe+bKu+PdDU/sJJ\nHnz9MPAHDFo6CIClG9SItiO820AqkdT8VKfbSlMYweylOSs2n9tsl1Fy1C6NuWSBYoPK1kxVp/qd\nsGfsHjSv3tzlMb0a90KtmFp4o9sbDrsAn3r+FJp+YRk/89+1/wUA3FH3Doy+fbRiv8nbJkv/ppcN\nXYbKEZXRs3FPTPtrmrRPq5qtpC6GPX/sCfMUM97c+iYOJh/EbTVuQ8UIS7bCtotj9ajquPDSBRy8\nfBA9G/eU1r+w/gV8edAyHm3b+W0Ox46JzrxwBnHz45BZmGlXPr99nfY4cvWIYl1SVhK63NIFKXkp\nOJdxDoCl6E5stVi0rtXa4Tmm9pyKd+5+B2HvW8aFHr12VAo8j147qtjXbDZjlW4VNp3dhK/jLZMX\nH3/uOFrVsg9MFK8j7Yw0J9UjrR9xuW+1KEvXux4/9LDbdjnnssO5rcJDwnFLJUsAu/vf3dL6trXb\nomZMTSx+2PXNpQ71OmDH6B1Smfd37n5H2ta6VmvsHrtbGksoFxMeA/OU8v37kgdftaJcV0kkC2a+\niMjjpFLzjL1UR83BV5GhSFp+pNUjWPfYOrt95MGX/C6wbQUw8g+z2YzjKcedbhczryV7rhv/LW+j\nZLad36YIvAbfZply4UyaJVMTWzXW7hh3v2PywhSNqjRClwZdUD3adQagSmQVXHvlGiZ0meBwe2y1\nWCwarAxWxqwaYzeH1Ps7LVmgR1o9giEth6BPbB+EakMVGcYdo3coujK2+KoF1p+1TM77Qa8PpPW2\nAcjQlkNRIbyCIvACgC/6fYE1w9cAsA+0lw9bjpe7vIxWNVvhxLgTaFqtqcMKfEv+swQz+8x0+No7\n1e+ER1pZApzXur6GFzq/oOiW6UioNhT/jbMEqe2+bofN/2x2uN+n+z7F4KWDpcALsFRLtPXF/i8U\nj3OKc5BdlI37m97v9rdT3k2wNOQZT5E8sHGnR8MeirLzcl0bdHX7nSwreaGRWpEMvkqCwZcLyenF\nKNIHzmzvRGphloIvRl9qIwZfh68c9nNL7BUZrcFXpYhKDu8QyydYlo81CNGUfIC4Wv109CfF3D6B\naObumXh9y+tOt4vFHErC7OGbOAaTAb0W9lKsE+dnErvJybuRacRS824aIO9iGFvNPngrqw71Otit\nkxcskbfr2wHfKvY78NQBablqVFXcXsdaOvzU9VM4eu0oakTXwOAW1vn+7ml0Dw4/cxj3N70fNaNr\nugwi+jfvL1V5lEsvSMdHfT/C8XHH0aJmCwDANw99o9jnjTZvYEjLIejawFrA48wLZyBUFzCj9wxM\n6zUNb/d4G/HPxOPDPh86bYMtR93qAOX79M3hb+y2O5oba/xGS9GVKXdPwXMdnpPW16tQz207HH1u\nJWU7jUZUqPoLI8kzv7Uja7vYk0TsduhE4j9pmL8xBYeTDmLKU3f6uzlEAYVDvtTL1RgHf5NnviqG\nOx64LW+/vGtXoHdxXXd6HUasGIHm1ZtD9z+dv5tTJgaTAW9sfUOxrnP9zth/eb/0+HzmedvDnPJ0\n92VH1d7EcU+iFjVayB7ZB/+OiN0G3Y2ZKi1HXRf3XtqLuHpxAKxdJe9vej8qhFdQ7BdXLw6LBi9C\nq5qtoNVo8f3A79F3UV9FNz/bLAsAtK/bHhse31Ci9ond6+QcBR5P3fEUnrrjKelxfHw8QrQhiNZG\nY8UjK1ApohKaVmuKU/9TfhZ31L2jRO0QiVUCbRnNRoRqLPMD2paAD9GEoNhYjEJDoSKjFRMWgzx9\nHiZ2mYixq8ZK68WxVb5SmjGS/tSudjskXEtAjUj7Sp5kLzA+VT84e8lSBejQyWtu9iQiWyy4oV6l\n6fbla/LMlzgOxZbY/m4NuinGygR6t8O9l/YCsAzSDwRXc6/ilT9ewfgN45GUaSln3nqOckzOX2P+\nwrZR2zCuwzg83uZxAMD5jNIEX579HXE0b5I8kwooAxIx81WSGTMyXs+QCiZ4ilajRdprach6Iwsf\n9fkIgKVCoxh0idUK5dUW5Ua0HYH2ddsDAGpE18D+p/Zj0l2TpO3t67QvV/t+HPSjtJw8MRnJE5Ol\nMvklNei2QejVuJf7HUugY/2OWDR4Ef7X8X+K9eJYUkf/tsSgdeCSgYrvQmy1WFSOqIxKEZUUUwOU\ntete8+rN0a9ZP/z88M8u95N34QPcF25Riz1P7sH1V68jTBvm76YEBAZfThiN7qtuEZFj4kUTJ1tW\nn2DJfImD08X/ysfdOHPg8gGp/LPa6NIs2a6m1QJjktKn1zyN2Xtn44sDX0hjZsTXIGpevTmiwqLw\n1YNfSd3iSpP5Mnn4Ho6jyX8NJoMi4ErKSlKMjwJK1n26SmQVpzcMyqNaVDVUiqikmLspLT8Nrea0\nQsdvOgIAmlYt2XcmLCQMH/T+AKbJJvz08E+Y139eudom1BDwx4g/kPBsAupWrIu6FeuW6/k8YUTb\nEfjk/k8U68TfFUeBv9g18o9zfyjmfSs2FiMiNAIAML136ecOm3rPVADWrpBh2jCse2wdhrexr3Qo\nJ07GPUAYgJWPrESb2m1KfW5/iA6L9tqYsmDE4MsJIyeHJSozb5aIpvJRdfBVksyXXlkq/9chlkpr\n8nLfjpxMPYnO33ZG9wXdPdFUjxNLUQdC8FVsLFbMx+Rs4uSa0daCKJGhkYgJi1FM3OueZ8eOOgu+\nNLLuhaHaUOj+p8Og2wahx613e+S8ntCgcgOpmue6M+twIvUEruRa5kxzVgXQGY1Gg8faPKYYq1NW\nfWL7oG3ttuV+Hk+y7U7518W/8Py65zFkmWUM229Df5Nu2ohBEqD8fhQZihAeEg7AMmbu6LNHMbz1\ncDzZ/skSteGdHu+g8K1CKWgWC7u4UyO6BgreKsCKR1Zg4G0D3R9AAYnBlxMGI68aicqKhTbUS82f\nTUkyX2K3Q3EgeliIpZuLbdbFljio/ljKsXK30xsyCjIAQNHFSa0mb1POqyR2exMD4FWPrkLaa2l2\nBVMiQiNKFfx7+h6o/OJarGpYt2JdCDWUJbijwqKw4pEVqBppGdOkln8ydStYMkviXF2i0gZfN4Oz\nL5xF31hLVcuBSwZizqE50nevXZ12OPT0IWx8fCP6xvaVxq69sfUNhL5nCdyKjcWICImQnq9N7Tb4\n+T8/lzi7qdFoEBEagUl3TcLa4WsxtedU9wfdEBkaGTBjvahs+Ok6YTRZuh1qSzbelohkxLly1Xyh\nT+pjW+3QETHzJY73Eu9yr9KtAmAZ+2U7jgewryKmNmJGSH7Bp1biZLOiShGVEJ8cj6yiLHSq3wkD\nhAEOizGEh4Tjev51HLh8AIOXDnZYglxO/PkweSgKE4Ovw88cxrHnjmFch3H4Y8Qf6FSvk7SPfKJv\nacoMlQxeFbO9SxOXKta7m1PsZhRbLRa9GjkeS9a4SmPUrlAb9zW9D4CyGqPRbER2UTby9HkemY4j\nLCQMDzZ/kMEUKfDb4ITxRuZLq+VbRFRanOdLnXKKcko15sbX5JmvmPAYh/uId6/FzJf8YtlgMqDi\n9Iro8l0Xu+PUHnyJxRMC8YZFpYhK0kS7DSs3dLrf1dyrSMlLQedvO2PlqZVYmLDQ5fN68r0o0BdI\nE+9Wi6omjUVrUbOFogiNo3Oq5SOR//uQE8cmkZKz35AQrXJaCtsuy38l/YXMwkzUr1Tfa22jmxsj\nCyfEMV+hIUx9EZWWWWV3jMnixY0v+rsJLskzX84uNI1mS1ZLvCstVn4DrJmNg8kH7Y5Te/AlBpFq\n/jdjNpsVRQlEm//ZjC8PfgkATifOdeSFDS+4nJDZk/N8tZ9nrexn27VT3h3RYeZLJdGXvMumqyCX\nLGzL7ztjm2VfcWoFANgVXiHyFAZfTojVDkPY75Co1FhwQ532XdqneDxs2TBM2TbFT62xJw+47m7k\nutiB2O1QPjbsXPo5p/uL5abVSH7Br+bga2niUjy52nHBATEIFsclldT/1v/P6TZPVZo3m83SmMBq\nUdXsMiIZhRnS8q2Vb7Ue5+lyi+Ukz9D1a9YPw1oNw6LBi/zYInWrHmVffa9z/c5261rWbIluDbph\neGtLJUJxXjr5d4HIkxh8OSFmvkJC+BYRlZan5+chz7CdYHTZiWV4b+d7fmqNPTHzNb//fLfjLcRu\nh+3qtEPtmNoALOWinRELWqjR1dyr0rJasiy2Cg2FeG+H6+9KtahqLrvAdW3Q1W7djqQdOJF6wuH+\nZg9lnpJzkqXlHwb+YLc9LT9NWpZPBqy2nzF55iu3OBdLhyyVKiCSPUcTPq96dJXdupjwGOwauwtv\n93gbAKRsLDNf5C2MLJwwMPNFVGac50t98orz/N0Et8TMl6sLeHFi2Ntq3Catm9hlIgDg3R3vOj1O\nnGBXjQPf5d3e1Jr5embNM3bBu62qkVVdbr+z/p0O17+7/V2H6z1V7fDNP9+UlsXqmHLdG1qmH5jT\nb45iu9nDpe7LS575cjRhNCk5mnesdoXaTve3veHjiVL8RI6Eut/l5mRi5ouozFTWW+emZzKbUGF6\nycY/+JPYLdJVxb8/nvgDP277Eb2b9JbWlaQqWWp+KgB1lnIXKzgC6rnQt7XoqLJ729wH56LLLV1w\n+7zbpXVVo1wHX+K8SbYaVWlkt07+PpTnLUnJS1EU9nCUffuq31cY0mII+jXrZ9OG8p/fk+RdbN+4\n6w0/tiTwLBu6DJ3qd3K5j+3viNrmL6PgweDLCWa+iMqO3Q7VxdV4pxBNiNNtvvbtkW8BuM581Yiu\ngXvq3KNY5yj4up5/HTWiayCjIAPPrH0G8cnxAJQT/6qFotqeCv/R6I16xeNn457Fsx2etdvPXebL\n2QTL9SvaV5WTBzzleU+WJS6TlneP3e1wCoPosGg82PxBu/XWUvPqML33dIRqQzH57snSJMHk2rZR\n27Dr4i4MaTnE7b62N31qxdTyVrPoJsfgywlWOyQqO2vmSy2XLTc3V9kUZ9kIXzKajOj4TUfpcWnn\nunIUfA1dNhTbRm3DZ/s/w28nfpPWO5s/zJ/kk+aqLfNlNpsRPk35HRnXcZzDfatEVnH5XGtOr3G4\nXl5wRDqv0wcld/TaUcyLnyc9Lu133Zr5UsdnUrtCbcx/aL6/mxFQ7ml0D+5pdE+J9vXEvF5EJcE+\ndU5wni+isvNkiWgqP0cXtyJxkmJfW3p8Kb49bMl0peSl4MjVI9K20s5b5Oii6WSqZXySbdbG1Xvh\nLwv+XiAtq+GGxbrT6zDglwHIK87DxayLdtvl1QLl2QFH1eXk5JPZyjmaBkDR7dDFc6bkpSimG5Br\n93U7HEs5Jj0u7Xg/tQRd5Bvy3x35mFIiT2Pmywmx2yEzX0SlJ5Zo5sWLOrgKOBwVIPCFR39/FAAw\npOUQ1Pu4nmJbaTNfjjIa4mu2fX1qm+/LbDYjJS9F8djf+v/SHwDw07GfMHHTRLvt8s/nzAtnUHmG\nZZJad5PS3lH3Dofr9Sa93TrlmC/n70ntj2qjelR1XH/NfQGK0o7hUduYL/Iu+Y2oQ08f8mNLKNgx\nreOEVGqeY74C3tW0PCzdrJMCavI+FtxQF5fBl9b3wZd8DNrLm162217azJej1yC+ZtvMnsFkQGZh\nJhJTEkt1Dm9JuJaAfH2+NP+QGjJfIpPZhDy9fZXMalHVpGV5N846Feq4fD55sZONj2+Ulm2zk4Ay\n4FmWuMxhdT/xM04rSLPbZiu2amyps7xqm2SZfMd2LjgiT2Lw5YRUcIPVDgPeH/uTsHjjKZy9lOnv\nptw0WHBDXdTW7VBe9v5U2im77aXNfDnK3qUVpGHt6bV2gZnBZECLr1qg9dzWyCz03W/CzN0zsf7M\nerv1YiEQsYCCmi70HX0O11+9Lk1wbctdwQ15tz/5xa2jzJd8moprudcwe89su31cZTFtv/Mnn3dd\nJt8hZr6IyAsYWThhkgpu8C0KdEXFRgCAwcDMl6+IFyuc50sd1NbtUJ5NcTReq7SZL2cB5EO/PASj\n2ahYZzAZpEmNs4uyS3WestIb9Xh9y+t48Gf7inpn088CAB5tbemGqaYxaQaTwa6IRvVo5+O6SlId\nrvut3dG4SmPFZ+Yo86W8caNRVISUt88ZMagFLJnRsnzPrdUO+TtGRJ7DMV9OsNR88Ci+EXQxEPAd\nEwtuqIqrC3p/TDosL5AwUBiIP8//qdhe6syXi66TttUN5Rfsvgp0bDM7ucW5eHrN03i166s4k34G\nANCsWjMA/r/Ql3cJLTAUIKcoB3Uq1JECVkd2jdmF9WfW465b73L7/DvH7AQAHLx8UFpn+/6YzCYY\njPKgWQOjSRlEA66DL/k4urJW9GThoJvPV/2+UuVE7BRcvBp8CYIwCcAIACYAxwCM0el0RTe2vQxg\nFoAaOp0u3ZvtKAtxzJeGsVfAK9Zb/mir6IZy0LN2neJVixq4CjL8kWmRdzt0dP5Sj/lykdWwHYck\nv2AvMhSV6jxlJX+9ADA/fj6WHF+CNbo1aFqtKWLCYlC3Yl0A/u92KK9umJSZBKPZiObVm7sMvrrd\n2g3dbu1WqvPIuy7aZr7eS3gPG9f+ifvxs7TOUaAlP85oMiJEa52zrsho/Wzb1G5TqraJTPz5uuk4\nm0aByJO8Ft4LgtAIwNMA7tDpdG0AhAB49Ma2BgD6AEjy1vnLy3gj88U7XoFPfyPzZeSH6TMmjpVQ\nFVcBlj8u9uXdDh1dVJcn8xUVqhyPJHbrc3S+1PxU3LvwXuy4sAMA8Py65zFr96xSnbsk7v/pfmn5\nm/hvpOxSnj4PCdcSkKfPk+62+zvzdT7jvLQszsvlrpBGWTSu0lhats18rb20FoD1zqcGGoffE/m6\n3OJcxTYxsK4ZXRMrH1lZtkay+zQReYE3c6vZAPQAogVBCAUQDeDyjW0fA3jNi+cuN8ONeb6MvPUV\n8MTMl4mfpc+wu4662I57kvN35svReJ/SZr7kGY9Jd01SbJu0VflYfsE+auUobD2/Fff8eA8AYM6h\nOXhti2f/NJ3POI/DVw5Lj59Z+4zDMWqaG8GGvzNf5zOtwZfYJbJKhOvJk8siJjwGO0Zbgl75d0B8\n/RrIu51oYDDbB18bzm6Qlm2rIYoB7ox7Z6B2hdplaqMpgAoH5RfqpRuNRKRuXgu+bnQlnA3gIoBk\nAJk6nW6LIAgDAVzS6XRHvXVuTxB/xPz9h5DKT+p2yM/SZ8wcqK4qLjNfPvqMio3FaDu3LT7d96ki\n8+Wo0l1pM185RTnSsrtgUh58/ZPxj7Tsrd+Hk9ftq+zZBpz/6/g/aG70cff3vxl55kskdhEUx6V5\nSsPKDQEABrMBZ9PPIrso21o23mwTfDnIfM3cPVNaTs5JVmwTA97SfpfkAukm0iNvrcdT/7fZ380g\nohLw2pgvQRBiAbwEoBGALADLBEEYCWAcgL6yXUs0qio+Pt79Th6Ul2+prJSdk+vzc5NnpWdmAQBO\nnzkLbcFlxTZ+tt4hVpY8d+4fRBmcjxXxJn62Vsn5yU63FRcX++S9Op19GsdSjmHCpgmYevtUaf3F\nyxcV+33S8RP8feRvt88nb3O4yVpQ4VSSfel6uUJ9ocP1ew/udfjc5bX1n6126978803F48qFlZHw\ndwIAICMjw6/f3dP/ngYAjGgyAov/WQwA2HZ6G7bdtw1RIVEebVtqYSoA4OCFg2iW0Axda3aVupBq\nFN0OgZTrKXbnvpxl/T3fdXQXoq9HAwB+PPsjvjj1BQDgUtIlxOvL1ub8Ast1QFp6WkD8nqRnFwZE\nOwH+PgczfrbuebPgRgcAe3Q6XRoACIKwHMAYWIKxBEEQAOAWAPGCIHTS6XQpzp4IAOLi4rzYVHva\ntRsBGBETHePzc5Nn/bxrB4BiNGnSBHFt6knr4+Pj+dl6iebXZABmNGncBHHt6/v8/PxslapmVAX+\ndLwtJDTEJ+9V2LUwwFLoDqcM1gApumq0tDyv/zw8E/eM2+dy9PnG7o3FuYxz0FTQ4P2e7+Odbe84\nPDbfkO9wPepaF529HxkFGdCl6XDnLXe6bSMAHE85jo/Xfux2v9ua3ob2zdsDfwCVq1T263e3wr8V\ngIvAe/3fw89f/AyT2YRCbSHuufMej58rNS8V2AKczLJkB/ek7pFtVWa+HL0v2WutUwVE1IiQtvf8\no6e0vsftPRDXoGzvZ+TWrUBWLqpVrab+35OfLwHw/bVSWfD3OXip4bMNhODPm2O+TgG4UxCEKEEQ\nNADuBfC7Tqero9PpGut0usYALsFSkMNl4OUPLNIQPIr1Yql5PzdE5uT5dBw6ec3fzfAaEweqq4q7\nbodms9mn3XJ/Of6LtPzFgS+kZUflxEuqZkxNAJYS4291f8tuuzgHlbNufd2+t1brc/Z+DVo6CF2+\n67LW2MMAACAASURBVIIDlw84bceS40swaYtlnJl8rJcrESERqhnzVWiwZAajw6LxzUPfAADui73P\nK+dyVaVydLvRskeOux3Kid0OMwszkVNs6YYaqg0tcaDsiOnG10Dtv2Mcz0wUWLw55isBwEIAhwCI\n47vm2+ym2l8MjvkKHnqD+gpuzFt5FJ8tPeLvZniNdcwXqYGr4CstPw3a97R4YcMLXm2DpgQ9zCtG\nVCzz87eu2RoAUCWyijR+Sm5Wn1nockuXEj3Xnn/3OFy/M8mSutt9cbfTY4f/Phwzds9AkaGoxPNL\n3V7ndtWM+RKDr8jQSIy5fQx2jt6JWX08XwESsAR4zhhkgbhttcPL2Zex6tQqxf6b/7GMdyrQW7oK\nNqrSCNdeuebwu1BSgfI7xsJgRIHFq/N86XS6mQBmutjexJvnLw8x+FLTBTuVTZFefZ9lUbFRKgQS\njKSbFrx5oQqugi+x4MVXB7/Cl/2+9Fob3F0E92/eH4+0eqTMz//ZA5+hVkwtTOwyEQDwQNMHFNXw\ntBqtYu4nV7ov6I6UV1KkbJooKjQKBYYCxVxYcvLMXfcF3TG89XC35xp9+2g0q95MKhri7xt+YvAS\nGRoJjUaD7g27e+1croJTsR0WGsXkz70X9oYuTQcA6NmoJ7Zd2CZ9JmKQ1q1BN1SLqlau9pntFtTJ\naGKVQ6JAwmm8HTCZzNKdJF47Bj4p86WiD9Nk8m03L18ym83Web782xS6wR/l5G25y3x91Ocjl93Q\n3IkOi8b/9f4/VI+uDgBY/shyu/OLWR1bLWu2tFsnr6QnKjBYAoJLOZccPs+xlGPS8sHkg5j4hyUQ\nnHDnBKftrh5laa8aMl+ZhZlSBqmkWTtv0WpCFI/F9x6AFHgBls+9XsV60rxeYvDlqJx/aQVK1VY1\n3VgkIvcYfDmgN1ovVNR0wU5lI475UlOwYzSZYfT/9bBXyN9mNb3nN7OSBl+2E9V6krvMV3kCL0ci\nQyNRJdI6P1WBoUC6QAeAB5s9KC2fSD1hd7yrLJk8CyN3LdfxOM4O9To4fS6x6504ybKvAuUCfQE6\nzO+ARQmLkFOUg6TMJCxKWCRtL093PU/QyC5PQjWhyNdbCqXYfkfDQ8IhVBdQYCiAwWTAvkv7AFjn\nKCuPQJksnsEXUWBh8OWAfKJC/qgFPjWO+TIGeebLuuzHhpCkpBf0mYWZXmuDu8yXWGLck+TZj4yC\nDKTmp0qPX7rzJZdBkasCD86Cr6SsJIfrw0PCsWjwIofbokItc2j5uuDG9gvbEX8lHiNXjsSAJQPQ\n6LNG0pxkPRr28EkbAODHQT86XC8GowAQqg2Tgq+kTOV7HB4SLo0VzC3OxaiVowA4H7dXGtZ5vtT9\nQ8YxX0SBhcGXA+LFOqD+H11yzWgyw2A031j2c2NkTCazqoJBTzIpMl/+awdZiWOR3AVAtpP/epK7\nTIonuonZkgdJGYUZyC6yliavU6EOVj6y0umxjiovigGBGAjYupB5weH68JBwjGg7AufGn0Pvxr0V\n28QJjH3d7VD+fm+/sB0AMPfQXADAx33dl8f3lJHtRqJ+RfvpKDRmefBlzXxdzlHO1RgWEoaK4Zbg\nK6cox21VxNIIlKGrDL6IAguDLweUmS8/NoTKrTyB9Lrd5/HlMveTvZaFyWQO2i6tyvc5OF9joBGL\naoRoQ1zu58kL19KSZzo8RR5sZRRkSMsNKjVAq5qt7N6PXWN2ScvzD89XfJcNJoOUQdyZtBPTdk6z\nO19qXqrdOsDatbBJ1SZ4oOkDDrf5OvPlKtgVx835yqWJ9mPoNBrHwdfGsxsV+2UXZaNSRCUAQE5x\njkeD10C5+Wo0BkY7iciCwZcDiuArQH58yTFxvBdQ+s/y6+VHsWlfklf+AFu6HQbOH/fSkL/PvCGr\nDmJGa1irYQCALx/4EjtH70S9ivWU+5m8l/ly910vb2U6RxYMXCAtPx33tLS8bOgyaDQau4CvdoXa\nisfHU45Ly7bFOhxN4pxVlGV3XgCIq2uddNS2kIX42NeZr/mHbWd+sRKLgPjSdwO+UzwOkRXcCNGE\nIq84DwBwLU85ri6jIEPKfHm626y126FHn9bjeJ1CFFi8Wmo+UDH4Ch7yzFdZu/kZjCaEhbrOGJSW\nyWSd+DnEv+PaPc7MboeqIwZVTas2hWmySbrQr1OhjjQ5LeDdzJercWcHnjrg8YIbgKWM++jbR8Ns\nNkOj0eDAUwew/cJ2dKrfCYDyAh8AKoRXUDyWd1ucd2ie3fPrjXpFu8Xg69HWj2LMqjHS+qpRVaVl\n2+CrToU6AHyf+VpyfInD9aNvH12u+dbKamz7sXhy9ZOyNfaZL7PZjH+z/lUcl1mYidhqsQCAU9dP\nebRNgTJZPEvNEwWWgM18XbiSjYdeXoXdR5Pd71xKiq5qvHUf0MqT+RLJg3FPsU5lEHzfL3Y7VB8x\n8xUWEqYYe2U7BsybY75cZXS80eVQTnzNHet3xKvdXpUey6shAvbBlzxg3J603e558/R50vKKkyuw\n6+IuhIeEKyot2gZbMeEx0vKesXvQN7avoo3+Lms+5e4pfj2/SCv7boZoQmGGGUXGIrs51mKrxaJ9\nnfYAgLf/fNvlxM2lFiA/X+x2eHMrKDIgOdV7lWrJ8wI2+Fq3+zwAS9cwT2PmK3gUKzJfZXsOgxf+\nsIlZODUU3dAbTFi54yzSsx3PgVRaLLihHj8f+xkP/fKQNEeSbUVBedYL8F/my9vBlzO2Y76iw6Kx\ndMhS6bE8EIpPjkeDSg0U+4td4XKLc/Hwrw8jX5+PyhGVAQARIREAgNHtRiuOkXev7NKgi/TafZ35\nali5ocP1/p7fS9S94d3SspihzNfn2xXc+G7Ad2hdqzUA4EruFdxe53YAwIbHN6C8TGbP3yQzm80e\nL5Chhr8j5Fvy7+RLH2/Hf2dsRVZuySaRJ/8L2OBL/OJpvdBlSxl8ef75yXf0+vJPG2DwQplE8Y+v\nGoL7UxfS8d3qRGw9eNH9ziWgLDVf9teXnJqLGT8e9FhQeDN6fPnjWHt6Lf6+aikcY9u170ruFcVj\nb475chV8uSsE4itajVbKogDKiofFxmJUjqys2F+cC+xytjUgEDNenW/pDABoXr254piqkVXhiK8z\nX/J5zuT8FQjLrem1Bj1utZa7F4OvpMwkGEwG1IyuKW2rFlVNqhgJWEvMN63WtNztsE6y7Dlzlx/F\n+NnbPPiMrHZ4synSGzHszXVYuN4yP2HydctNoOw8x1NgkPr4/1e2jKwX0p6PvtQ+z5fZbEbC6VTk\nF3rvQilYFHtg2gCDF7odikGXGr5fRXrLe+Sp7pXy11SeVxd/KgW7jyYj8Z+08jfqJidmVdzNpeXN\nzJdtlTo5f17wT7prkuKx/ELeaLb82zCajEgrSLMbIya+X8+ue1ZaJwZoPwz8Ad8N+A4vdH5BcYyz\nwiKaG//zRcXJfH0+5hya43Cbs+DQl+pE1VH8dmhvvO/ixMkNKjdwcJSSmHksD+lPhgd/pi8kZ+Pi\n1RyPZtPU8HeEfOdqWh4Ki41YtlU5kXhoSMBe0t90Av6T8nbmS41jci5ey8Hb8/Zg9V//+Lspqles\nl3U7LGvw5eHMl+lGpUNAHZlV8Q+3p+6eeqrghvi+88Ki/HKKcwDYZ75seXPM16Stk5xu82fw9WT7\nJxWPxUmPAev7MXvvbABAwrUExb5ioCQPmMRuh1WjqmJs+7F23ficBl8aDaLDolGgLyjLyyiV8xnn\nHa7PfzMfEaHlD1rKS6PRKP72isHX1dyrAIAa0TXsjnmnh7L6pCdeh9gGT/ZQMMqKLXn6OenmEBXu\nuFae1hsXxOQVARt8ST+GbibuLAuDyjNfufl6xX/JuWIPfJZ6Dwdf8iBHDcG9dDHgseDLM9GXmrpm\nBiJ5N7+cohvBlx8zX67YZpR8yTYglWe+xPfw9S2vOzxWfL9a12wtrRO7Ijojr3xoKzosWlHEwxt+\nPvYzWs+1tFceaALK1+4P/Zv3lzJv8n/2ITeC8/SCdAD2hVEA4L2e7ykeeyLzZfJC5svohfG+7HZ4\ncwkNdXzprobrCbUTBOF7QRCuCYJwzJ/tCNjgS/yOeSXzZVT3mC8xOPTGWKRgoxjzVcbP0tPdDhXz\nYKngC2b0cObLU/N8GW98v1nJq2zkc1R9Hf81gBJkvrw45ssVf2a+5OO6ACAyNFJaNsPsMhN17Jrl\n77d87NyjrR51eT5XkxtHh0Xj1PVTeHf7uy6fozze3/m+tPxwi4e9dp6yWDN8DdJes3Qzlv+OhN64\naZCYmggAaFmjJQCgVc1WTp/Lk5kvT47DE3/PPHmhzOAruB1IvIr5K4+5/c6o4XoiACwAcL+/GxGw\nwZf4w6zxQubLUwUDvMVgYvBVUsUemufLk4xGdVXTFC8GPJf5ki2X46JFrDKphvcoEM3aM8tunWoz\nX34suNGgcgPE1Y3Dh/d+CEAZCJrMJrvJleVGrBgBwNodDgBqxdRye86HWzxs190RgFQmfeqOqSVr\nfBnIx3TJu0A+c8czXjtnaUiFR2T/7sXJwH878RsAoFWtVkh4NgF7n9zr9Hk8MuZL/K8Xugh68kLZ\nxBtUQW3D3gtY89c/bgtq8G+lezqd7i8AGf5uR8AGX+KvohdiL8WPohrvJDDzVXKemOfL06Xm5V8p\nNXy/rJkvDxXcUEZfZeaNi5SbyeKji+3W2Wa+bMcjeXPMlyv+zHyFakNx6JlDeK3ba9K6D3p9AMAS\nALgLSIsMRUjNT5UelyT4+n3Y7/h2wLd26+VzVLm68ZdXnIfuC7pjYcJCAMCXB77EqJWjSnSzUF6x\nUR58zXvIfhJpf5K/lArhykmfY8Ji0LZ2W7vJoEe0tQTDZ18465Ebs96Y59PohZtKRl50BzVx7HpB\nkevfIm/9rTyiS8F73+1TjKGn8tGoMbNjKz4+3q6Rv+9Ow7GkAlSrEIrxA+p49nxnc7HmQCYAIEQL\nvPPoLR59/vI6cTEfv+5KR5tG0fhPV8eDt8livy4XG+L/n73vDrerKtN/T78tuWkkpAAhlE0P4wW7\nM4hg17EM/sY26owNxToO6sgo6qgUGXRsCCKCFEEHlF5CEiCBtJsOyU5Pbsltuf2ee8ouvz/2Xnuv\ntfba9exzS+59nydPzj1l77XbWutb7/u9n3Et33jODFx2YaPPL2xce28rAOBfLp2HZSfW+Hw7OEYK\nKm580JApfe19J6Kxzl2GNBbYsn8Ef1vfh4vOqMe7L67c6axvWMHPHzaYgLe9qhGvO2uGzy/EeHpL\nP17cNYx3XTwLF5/hzPGYxjSmcfyitaeI3z1tBLXS4hp8+B+cJhvVxg//1ApVA06Zn8WnLvMPqoPg\nZ387iv4RFd/8p0Wozcaz6LCnbRT3PmfINa/9yMSar0yjcvzu6S609pRw5TsXYMGsDIZGVdz0kDGH\nuPYjS6y5Cvk8bjy6sQ+b9o7g8++YjxNnT4w6gH5oampyXX2RJGkpgEdkWT5/7FrEYnxnfSHQ1NTE\n/L3ylU3A4TbU1uYcn1WKrtIhwAy+dCRi336lGE60Amt60dg4a8K1baLh8OBeAMa1XLBgAZqa7ByB\n5uZm7/NndminLjsdTWcvCLXfsqJB13VkM045Vd9gATCDr/POPR/z59Q5vjOW6CkfAtb3Ye7ceWhq\nurDi7XUcGwHM4GvJkiVoaopWb2dz6w5g1zCWLDkJTU3LQv3W99pOASS+7xx7Hv3wo3jXmXZ9p7k3\nzLVMDADgjn+8A5+88JNj1h6C1q+1YvHMxYG3Ve3re/2a6/GtZ7+Fxz/yOM5fcD5Outm2Nn/hUy/g\nTXe8ifn+nNo51nls+3qbJZMLi7ff/XY8tf8pAMAD//QA3n/2+4U5Yuta1+F1t78OAND9H9044Uaj\n7tW+L+3DaXNO89zHpx/+NG7fcjsA4Lq3XIdvvlFsJjKeaG5uhnTWWYAZfDU2NuKiRy+yPl/3b+us\nOmpVxZ/aAOhoaJgR2/2WfvxpAKNYvnw5ZtTFM5FVckcBM/iaDP3edP8cDnetXg2ghGWnnYmzls4x\nal+awdeFF/6dNVc566yzsWxx8AXmoFi7bwuAEUjS2Tj9pFme350I17a5uXlc9x8Ek1Z2WM2cL22C\nudHxUKdzvgKDdjuMmpQcpf7VD25fh//89VrhZ6whxfjfX1rM7lsakzMZfTtx56JNwyk7fNtpb2P+\nHq+cr4lQ2JcGaY+ma4whRwIJvPHkNzJFfgFYeWFXXnQlFjYsjLxfejz70F8+hOvWXCf8Xkm1cz/o\nnLSukS7ffdBOgbx1/kQCXZOb7wFEVvNVaUMVtqlWoYTGtOHG8Y2ih+ywUKo8r90PZK45XdIgPkys\nES8Equg0zwVfEy8AKytGe+LORToeQWuUo17GKEHu0Z4RdPSKLaNp976JEHzF7XYYV52vaav5+MEb\nbtz6nluZv6dizpcIlukD7JyvpbOW4vBXDwMAfvrWnzLfLygFvPHkN+LX7/p1RQuCdFAFAE/se8L3\ne0XFtrYPEnyRgtsA6+w40eC1iOPH7sUFy+2wCs6EcfZr033k8Q1iHFYoOYOvfMF+r1r3AZmzHA9z\nTkmS7gPwIoAzJUlqkSTpU+PRjok14oUAcVGrttshMPHs5kkwMM18+YNmrcayyLKqaq4W6RPVaj42\n5ovZTgV1vqaLLIdGvpzHR/7vI9jeuV34Oc98NWQboH1XwwP/9ACA6lrNnz7HXX7qVnh4vEACFF3X\noerGxOfyZZfjpEZDfvgvy/8FC+ptKbKma7EEMnQgBTiDMQDoyffgH//0j9bfrYOt1uu2oTbffdDX\nOA5HwLHAeCyA6rpuBX3xuh1Woc7XcTApnoY7bMMNp+HFUN7uI6oVfJWPo7FYluUPy7K8SJblnCzL\nJ8myfMd4tGPyBl9Wna8qyA754GuC3XDT9Y+Cg2a+IlvNR5AdKpru2hGqHLMaFKqm48s3rcIDK/aE\nbo/ndmO3mo+nzpctdZi+z4Pi1uZbcd/O+7D8luXCz0VW84lEwqqJVE3m691nvNvx3tdf+3V84OwP\n+NYfG2uImC++EDRfRyqW4Isr0MwHYwDwn8/+J/LlvPX3JXdeYr2ma3i5gZaWLpk5cc0ZGOaLev+q\ni68ak/2zDH6MLJXl4hrbJqf7yOMcZB4jYr4Ghu0+olpzVZv5ml7wjwuTxnCDRzUDIn7bE012OM18\nBUc8VvMRmS+Xe5Sp8xXiPs4XyjjYPoh5s2pDt8cLRMddHdlhJczXdM5XWPjV8XILcojlfDWZL8Ig\n0bjpbTdVbX+VgDBfdM4Xb3zB/10N5ouvMbahbQNu23yb6++DMFkkwK5J1+Brr/tahFaOETgC/YF/\negCZVAbvO+t947H72KBUociyNp2LM254duMR1NWk8brzo5nsBEHRnMcUBDlfdO2v6ud8TY/FcWHS\nBl8EYZmvbXu68acVMq751GtQXyueiPA32ESb/CnTqxCBEUeR5XKE86youofskH4dvE3VCkbI9qpS\n56sCVEOec7yDr9vFwy04I++LZG5xYbzMPKKA5KDRdb74QtBVCb445mukzOaNfupv3ukJfQX/2qGK\nbhzP7i/uZuqKTTSwOV86rjj3ijHdPxMcVUN2WIU8MhHyhTLqaiYWs3w84Y5HX0ZjQ65qwZeiatYY\nmPcJvqrFEyjHkexwomDSyg6tjiuk6rBZ7sLO/cfQ0jnk+h1L0pjk9jVBMM18BQeT8xVZdhj+d6qq\nua5GRmW+SHAU9+1oBznxbE+PGFzysFbbJtjzN5Hhx1z5Ml9VlB3SroETHUR2qGgKvvaUwQ5t6djC\nfIeXIdak4me+Rkps8OXn8jdYHPRkVJ479JxVmFlkYT+RoLvIDsdn//FJsrUqBF9u48iBtgH8v+88\njjseeTm2fU2DRamsoVyu3lyMTp0oCHK+xpL5mp5zxodJG3zZOV/hfqcGoE9Jp5gyB+Cy4i4hGw/Y\nD8LEadNExXi5HRo5X+LOMKoVe7WYL7WazFcFTZ1mvsKDZ5dObGAL0LsyX6nqM1+87PCpjz1VtX1V\nCiI7vOmlm/Dc4ecAAAOFAeY7lyy9hPl7LJivZbP9693xUkUan3/s89briZZnx4PpG8ehC4jLtZUG\nPY8YC6v5rXuMOmkPrt4X276mwULV9EjqGL9t3nzfZmyWuyybecAl52vE7jOqtVAZRnY40dJ0Jiom\nbfAVtc6XRZ963CCkU0yZZ+dbv1qDn/xhQ4RWVgck6FKnVyF8MR5uh36rm8wAHKJNiuZ/70ZB3K6C\nca1YT0sdwoMPvs6ceybz93jmfPFtm5mbWbV9VQoyrqxvW2+9d+8H72W+c/1l1zN/VyPniz9nQdjD\nS++61PUzWpY68Zkv6vU4RF+87DEORDVbCrNdGulUFWrxTIOBqmqxM0JdvXms3NSC5za3Mnnrojpf\nY8J8KcHmnD39o7jpoaNYt/NoVdpxPGHSBl+kLw6b8xVkNZ10ukmTVmvtGkZrl7tMcayhTlPAgRGL\n22HI80wzkqJBkanzFUZ2qLoHdJVgotb5sgPYChvkg+bdnYxd72QGLxvUdPbe5aVyBGOR88UzX25t\nmQhICPTsp81ma0vNyM1gilRXg/niwTNhIqxrXef6GR18+ZmzjDfiKtYeFdVI+YoqOfffrnhbqdTk\nneJNBui6DlXTY18It9RNiuYrOxwaqb7VvBLQlKutaxjDBQ2Hjw5WpR3HEybtkxk15yvIajrPfAET\ny+WlPC07DIyobof0Smc5pNU83RGLOmWmzlcYw40qyfC0mIOvuFaMx4L5au8exrW3rcNDx4ksh2dK\ndF3HGXPO8P3deOR8TWTmRVT0mbeWB8AYVog+Dwu/4JfPAaMRJJiaTMzXeEOvQvCnRVQ9+G7XZVvT\nzFd1Qa5n3AvhZHtllQu+BLJDxnCjasxXsOCLfJ4Mmw80BTFpgy/SMUZlvrz6PU1wA0WdmG54pQOH\nBKsAmqbj1r/uwM79PaG3OdVrLqze3IrO3rz/FxHd7ZD+atg6X4qPrl+LzHxV23AjJuaLOl2VtLVa\nTB+N4VEj2BgtTB4nPi/wskEdOp762FO4fNnl+PGlP8bimYuFvyOT8pI2dm6HvHvgREJQOTsdfMXB\nfHk5Qmq6hqf2s3ly//H6/7Be/8PSf7BeX/HnK4TbGi2PWq8nes7XRGK+4qK+lIh9vx/c8nVT05Pg\nqoKM9eUIplxeoOd4/rJDqs5X1Zgvb9lhWVFxuGPQug9TyUkbWowZJu0Zsoiv0IYb/hM68lGK2ngU\nWlnVdPzw9vX40k9XOT7b29KHR144gG//em3o7VrJj1Mw+NrX2o+b7mnGl366MtD3S4qGbMaY5EVm\nvkKeZ4b5EskOoxpuVJn5imu7bHHUCpgvrfr3OekPjhdHRX7CrekaTp19Kp7++NP49pu+7fo7MhGv\nKvOlTx7mSyQ7FKE+U2+9jiP4WvHxFXj14lcz75Fr8uCuB633zp9/PgDgvPnnWe996JwPWa//8spf\nsKNzh2P7tGPjRJZ9AmACnvHI+aqG2yEdJMXZ5WguKpjk9CS4qqBTQOI0miD3SZmXHfowX9Uq9+bH\nfD24eh+uunEV2rqHAQCpacbVF5P2ybSDr4iGG4Fyvuz3ojBfZcU9OToOI4LyFJQd9g0aTl6jAu2z\nCOWyipwZfIXpG+n7I3zOl3fwpfkwY26oes5XTNuNqz6OfbwVNsgDlonJBJIVVwI+eApaW8tivqqZ\n86VNopyvcWK+3rLsLVj/6fXMeyQP7JE9jwAAbrz8Rjz5sSfxi3f8Ah89/6NY2LAQJzaciPdI72F+\n53cMYcfOscZ4M190l1AVt8MxqPM1LTusLqrlXknXci1S80jRvKdabCq7D+9Ul/5Bo486NmDMz6YZ\nV39M3KVHH5CVqKjMl6fVvJXzRTNf4W9qL7lauoJE2KnMfIXtXEqKhrqaNIbyYWWHVPAVUlJA3yui\n+4ZJup4IbodkuzEF83HV+VLHIDCK2+lxvMEbNmxq3xTodyRfaCzdDhuyDVXbV6UQ5XyJEHfwJQIJ\niEm+1yeWfwIn1J+Aq159FQDgwFcOWPu/fNnleObAMwCA4dIwdF1HIpHAqoOrHHXKJjrG27KazfmK\nSRUwxlbz04Yb1QW90FpWtdjONxn7eMMNkeyQ+V2VnhkyThZKCu5fIeOyi0/G3MZa63OiDiL58dPB\nlz8m7ZNp1/kKyXwFmMCKDTfCBzolj+Ark45+6ukAcrwHqLFG2PGqVFZRkzVW2MOwlxUxX5p3cBXV\ncIMER3rMMXdV63xVAKVKdc1E+5hIhjqVgLcq5+3Q3RAH81VWNM9cTFp22JhrdM0/mwgILDvMxis7\nJDj0lUNYNGMRAPuajCqjwv3UpGus9w72H7Tef3Lfk0j+IImH5Ydx6V2X4t+f/vfY2jcWYF1Tx0N2\nSL2OaZtKxIU3P7j2kcdHtzZhwc4TqsN8sW6HiuezUK3nhKistu/twd1P7Mbq5lb2c3OuS9o6HfT7\nY9KeIXLTh2e+QsgOE5UxX14ueZWsC9A5SFPN8TBs3lZZ0ZDLpq2/g+/Hfh02+GKYL0FAE1WqUC3m\nS4tZzhiXS5j1rFZx4uW1D1XV8Njag5Ypx2QAzXyp31Vx9RuuDvQ7kvPlVaDXD/c8uQuf/ckKDAyL\n7dJp2eEV51wReT9jgfGSHRKcMusUXHqqUa+LBF/k2tRmal1/994z32u9/tELPwIAXLPymtjaNZao\nRpHjcPuPX/Y41kWWq9l3ToOdf4U15vKCSsn8ipThhqrpnvORassO80VjLKQDQsA+dmIOMs18+WPS\nBl+kYwy6Qklgux16BV/G/ykqJSH2nK8YJqX8awJN03H/CnlC1SaLC2E6FxL8EuYrzG8rMtyg9iMK\n2ul2RDLcqFbOV0yBPJsrUYnscAyYL4993Pe0jFse3I7f/GVb1fYfN+jgK6h0DrBlhysPrsS1q6+N\ntO/+4SI0TXcNVmnma6I77fHjyrfe8C3h97pHuq3XccsOs0mWjVx50DAZ8jIque6y6/DxCz7OdsFR\nfgAAIABJREFUvJdMJBmJ55zaOTjw5QOxtrUaGA+TDRpsPxusLc9tbsWmXZ3u26xakWXayKP6OUDT\nMECf9zjdp0lQRxtukHjGK9+9Gtdb03Rru8WSsW9+TkT+Ju7SUyn4kiTpMkmSrjJfL5Ak6cwgv5u8\nwRd5EdXtMEDOF8N8RZD4eTFflUygmdUWwQO/aXcn7n5iN75683OR9zFREaZzKVnBlzFZCSXxo+UE\nYa3mfQppMsFZBKv5uDtYNWZGLT7mq/rBF39OR0bL6DKlc7sO9QIAuvtHxT+egOBlh0FBMz3ff+77\nkbbj55pJ53xNZKdDwMl8feW1XxF+7/kjz1uv4w6+iIRwf+9+7OreFeg3mVQGZ807i3kvmUjilMZT\nrL+XL1iOU2efGl9DqwS2ZMX4yg6DKrJ/+9B23PX4K66fq1UyR2CNPEC9ng6+qglVMBeLIxffyvmi\nZIcz6o3FmIJH3lfc17u7bxQdx+zagkWzLfzc1iE7nCIum5IkfRvA9wCQASIL4PdBfjtpz1DUOl9K\nACkT2TYvWw3bWXoGXxV0vIqP7JDULCKrFMcTwgzCZbMjiOR2qDs71aDwtZpX6eAkhOyQ5HxVi/mK\nq85XTLkS1mBWxQkE3x/87wNb8JX/WQ1d13FswAi65jRWx0ihGuANN6LivN+c5/8lDmSC6ta30bLD\nIAWBxxM8a+gWWP3gkh9YrxtzjbG2YdWhVQCA32/9Pbrz3T7ftvHJCz/J/D1cGmbui4nOOhKwJSvG\nHmy3E6wFxbLmOe765QNHBfPMTTNfYwZ2LqbhsTUH8L6rH8G+1v6KtkvX+SIBT2ODUcR9VGA3TxD3\n9f7v36/Hf936kvV3wWTd+DkR+ZvIDpNTx2XzwwDeAmAYAGRZbgEwM8gPJ3HwZfwfuc6Xx03qVqU7\n7OTUK/iqpN/lH3gelZh56LqOXQd7HZreiYIwAxZhvnJjbbjhk/MV1XDDluGFak7g7cYnO/QPLoMM\nEmPhdsibevQPFTE8Woaq6ZZt7tzJFHxFZL4A4KqLr7Je7+vdF/r35Lq73dOTVXZYm651DayWzV5m\nvW6siTf4+vGlPwYAvOXUt4T63aIZi/CJ5Z+w/u7OdzO5fEHLD4w3IsQ+8e4/AoOvqBozXhztGcF/\n/O/zONg+AIBjvqoUfDFiyWnmq6pQmXmCjt89vBMA8OL29gq3S9f5Ml431hvBlzfzVdFuHegfLqKH\nUn6QQJBf9LeYr6knOxyVZTmSS9UkDr6Mix+6zhcp3OoxgdUs5qvS4MtDm1tJLoyP7DBdQfAlH+7D\n1b98Ac+sPxx5G9VEKNmh2VFkMykkEyGt5qnT6hVEi0AHXELmix4oQ2y6WgYUsRtu+JznH92xHu+/\n+mHHxOClHe3YT60Yjq3skN2nomoomCvYtdmJLZGjUQnz5SatCwpy/7j1k5NVdrh01lLXcYYOImfV\nzIq1DafNOQ1AtMLX9PkdKg5htGxPoIZLw5U3bgxQjSLHYRCWeVPN3Bh6vPjDYy9j9+E+3HRPs7HN\nquV8iRe8pmA1mjEFrXJRFM0KSqKWEmrrHsZ1d260pO607HCmJTscu5yvsqIx2yRt4VMxFIfscMoE\nX0ckSXoTAEiSlJIk6RoAO4P8cNIGX+R+SCQMavTPz+4J9LsgE1gyIeafn7BaXi+r+SDsgBvozl3I\nfAke/ObdnfjJnRt8WZy+IWPyNjRBHd7CXAI7+EoikUiEOs/0dytivnwMN8JI6iaj4Yaoret2dkDT\neWMSDdfftQl/eMzOlyBmGNW0gVe4wJMEzn4LHBMVhPlq/mxz6N9WWvTYL+drMskOaebLKz+KDnLi\nrluWSxkr3UW1GNqFsmuky3r9ttPfxvw+rEnVeGG83Q4ZBNi/XYjW7i/SZu6LJaGmZYdx5nwxUnb7\n/TBjRbGsei4YT8MJJv+eurZR1UebdnVi7fZ2bN/bY2yTMtyY2WAEX7TssDbHLmLFPTdQVPH9wI+J\nZU52OFVyvgB8GcB3AZwHIA/gEgBfC/LDyXuGzHtM14H1L3egeXeX9/dNBHM7NGWHiSrKDqmPwtrF\nM8yK4Lcpgd722tvW4cXtR7Fzf4/ntq2VjQk64QzTuZDzn02nkEwmwhluVFRk2c9wQ+xMFXS7fsxS\nWPjJxcKCOSaPTdJfK5ZVqJpu5Uvouu2wVFWreSvYIpMjY1+0XfpkqgFWVItoyDbgVQtfFfq3qSQb\nfH3ukc+FYl00n76Vlh3OzAWSxY8baKbr5Jknu36PDiLDuEsGAam9VlSK2HPMWFy8bNllgX47WBy0\nXp819yyMlEeQTCTxzjPeiWsvuTbWdlYLekjmKW6ElYeT1X963CcqFPKeUiXZoeqSSxbG+fBbv1qD\nH/xufWxtmgpwM+aKGnyR+VfBDLAM5ouVHdKFlnlJfDWYryDvl617f+owX5IkpQC8R5blywHMAjBP\nluXLZFl2tzulMGmDL9LBkM4l6E0XpHCrqMgyEG/wRXeQYfOrFB/my6tP96PDSVviYkHiRji3Q5P5\nSieN4CuM7LACq3nfnK+ItV5o5mvrni48uGof8oVwDOXKTUccAbgtvYsn4A5quKEzzwC7Mlytejg8\nnMyX8X97j+3wNJmS1otK0WJMwoJnvm7dfKtlbx4EVhDvchsR2eG5J5zrMIWYaKADKS9Gq5q5a7m0\ncR1Lagmbj24GAPzsbT8L9NuyZvcLT+x7AoDBeD32kcfw9tPfHnNLqwPdJYgYu/1TrwN8X8h8pVjm\nK2rf7wVV1dhAjma+tODjWFdvHt397kXSp+GEW/59VNkhyakidvKabgdijQ1Ot0M++IrzOdE03ZUY\n8DPcEBEAxxtkWVYBfM58PSLLcqjaTpM2+OKDrqAdWagiy1z0HpYNKguCKlXTcbhjsLLgy0cS5XVs\nvsGX4pz8TiTwnUtb9zDW7zwq/C7pCDIk5yvEIVViuOGX8xV1ALYXDoB7n5Jxx6Mv48rrVwYOwDRN\nx833bcG3f72Wa2/cssNgkybRM6BQOVfW98Yh56u9x86LmagssAhFtWhN2sNCxNyMKqPoG+2z/tZ1\nHf1D4rwycjldDTc0FQvqF2DHlTswu3Z2pDaOFWhpntf5rKZ8sjZtFFMeKY9APiYjlUhBmicF+i2p\nDQYAu3oMm/o5tXPib2QVMd6yQzcHQQBYseEIvnfrS5zhgs1ukX4vYzFfrKwZiIf5au8Zxoe+8zhe\n3G6PgfRWmeCLWww+0jGIK69/Fntb+sy26bEbNhzv4A03CKIGX2TOUqSkhSPm+G4zX5SCoJ7tm+Kc\nt3mNe446Xw7DjUkbWoTFSkmSrojyw0l7hsg9Zk0cA3Zk/Eq3cNsuzFdoq3nBzbtmaxuuunEVtu2x\nrYOLoYMvb6t5r2PzM4+wma+JOeHkr8EfH9+FH/9hA0PFE5Rp5isRkvmqqM4XzXyJZIe09CT4djWq\nHhc53t7Bgutk2PF76r4YztuTs7hzyYK6hPGyQ4CS/1VJnsPDLeer85i9AjxRFyJEqIj5Sjpzvt5/\n//sx54Y51jV9ev0RfPzaJ3GkY9DxXX4hbFvHNvx+i13yRNVVpJKp0CZJ4wG6jV71u6ppHLKgYQEA\noHOkE/lyHnWZusD7E5lqbPzMxljbV20wj904P4L87n9+/xZslrvQ0mkvdotysXnmK6rZkhtaO4cd\ni7eM1JBWcHDf2982gNauYextMUyONC18LdOpDnqeRF9/fuE+KMg1oueE+VFjrLcMN6jAjN9LnGOl\n11zR3XBj6jBfJj4F4H5JkvKSJHWb/wLlQE3a4It0hyo34PshiH11fG6HzpuX5JL0Uzkl4Zkvb9mh\n17EFDb6qudqvqBq+d+tLeHTNgdC/5TuXQkmBpkMYfBVp5itkzhf91UrqfImuBcN8RajzpWk642gZ\ntH30/UsKCNPtiSvIYBeM3bdJf8Zb2I4Z88X1B+QcjFBsIr//kdGyb+7keKES5svLcIPI2Lr7jKCU\n2PDT4IOvC397If7t4X9Dy0ALAEN2ONFdDgnoc+EVzKaSKfzx/X/ES//2kut3ouLEhhMBAEeHjhpB\ndYjr+oWLvsD8vWz2Mpwy65RY21d9UIHKeLsduvRBbgoJMs6mzUmoKOcrjvqFItUDY7jh4drLL3RN\nM1/hoVAnzE/xEgRFK+fLnhOOFMrIpJOorTH6Tn6u89G3n4VF8+oBuEu+o8CT+eJzvjjJbdTgcxLi\nIgDLAJwD4GLz36uD/HDSBl+2TMg/mKIRpKAs2ZajzldY2aEg0BFNLslqQVCEcdPj//ZzMxoL2eHO\n/T3YLHfhtw/tCP1bt2MTFba0iyyHdzuspMhyGOYrlOEGZWjAOCaGlNwCbPBFBg1djyfQCZooL7Kw\nFS2OjGWdL/I80fcTf36v+e2L+Pav12LPkT5MNMTNfNHbBbyL1LsZtwyVhlBUijjUfwhHBo5EattY\ng2a7vJgvAPjYBR/Da5e8NvY21GXqMDM3E0eHj2JXzy705IMH/F989RfR+Q0773tGdkbs7as2PFR/\nY4IgOV9usj4r+ErzOV/RzJbcIFp0ZGSHtLSbG/sVKugy2haN+drb0hc69/h4gUangFDXX4u4eG3L\nDinmq1BGNpOynA0L3Fznny+XcNUVFxr7jXGs9GS+XGSHBFPBcAMAZFk+BKAVQL35r9V8zxeTNvjS\nuYE+7AQ0iByKZ05DM1/CnC9ncBNGdqjruj/zxTWTXsX3S7odC8ON7fuiswb8NSDXX3QOSSCZIW6H\nUWWHavBBacWGI2jvtiU/muA8RjWToMskRMlJo3f1ykEq+BJI/F4+cAz3r5ADt41GULdDuj3OnK9o\n7GBYWKu/XA4pPcDx53efKdPp7hvFREPcOV8ExKq87LHY5SZfVTQFf9z+x0htGi/UZmqt10OlUHnU\nsWJhw0Ls7ApUNoZBMpHE/Pr51t/vOuNdcTZrTDDeErgg8mma7RCNy7zrHdPXxjBRzhcEwZeLw6GD\n+bKCLntcCeuke6RjEF//2fP4z9+s9f/yJMW2Pd1Wn89Dcbn+URev+QAZMJQWOTr4EgTchCjwe2YU\nVcP6nUcDzTnDBF/831Ml+JIk6SIA+wH81fy3V5KkpiC/nbzBl/m/SHaoqBp2H+p1dG5G4CKeINBw\nZ75CBl8ekkB6W2Fkh/wxiYMvlhUZovJ7/Fg2S/4Vgr8eHCnhQNtA4O/vMIOvZYsbA/+GgL9upJl0\ngiqBM+cr+n6ClAPY19KPn9+/BQ+u3me95+t2KLgPD7YP4Cjltmdvi9y73DUOeF/SzFdblx0gioLB\nvz2/H3c/sZu5d4KCPmTPenoit0NBPZzq1vniZYdEu+7OfBFkMhOr+9R1HSW1FJvbIQ1SvFnxYMbd\nnGeX37Iczx1+LlKbxgvE7AIA/mX5v4xbOxbOWBjLdoht/WQCa7gx9oEYu0vx/um+ji5JQiaufM3N\nqKoHN+RFzJfLeXOVHZqMlxZBdthijiP7W4OP/5MN1/z2RXztZ+L+ix57yz6KlyAQzQU1HajJplCT\nE8sOAaPerfFd7/1ulrvw33dswJqtbb5t8VJJ8YEm3+enIhqOTEL8L4B/lWX5DFmWzwDwb+Z7vpi0\nZ4h0KqogmHphaxv+4xcvYCtlagEElzLZOV/s+6KJtBdEKwfkoWRlh8GDLz6g88v5KpdVDI3YE2i/\nnK+yOQkWMTZuuPL6Z/GV/1nN1EYi2NvSh42vdFh/5wtl7DFXkfgCgUHA9y2ezJfD7TAa8wUEY5dG\nBIWpfQ03BJv9/u/W4eb7NjvepwOFKEWA6WMqlu0OnCl2bL6263aEl08EnVTQ14PILETPR3VzvtiA\ngQTZdFKz2/5z6ehFidu6h3H1L15gEvYrBXG4i5zzFUh2KA6w6PdEn929/e5IbRov0MzXrJpZ49YO\nkvdVKeIKvsYyCJpIdb7cDttNns4bbhCozKS18jaKc7504UKIG/NF53rpuo6129pxzS1rA/X9InXP\n8QpRMMLWXPVWJAWB2+J4TTaNmqzRPxcEC82EKPAbK/PmHEU0V+HhbbhB31fO8zJVmC8A9bIsP0v+\nkGV5JQD32iQUJm3wRe4xUY5I36AxUaBX7XVdZwKXaFbz4YYAOqjiE/pZ5iv4g8q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q/fvgQAeNOFiynmC2ZH7F3tvqyo0HSjCCJvCMcHKx2D3czfu7tkLF98DhRNQdcIm+NB\n8kD8mK9sJgmMGteAdJC5bMr6XdjJPfm+ruvmP+p4yipoY2tV1ZEizFeCTUh1g9Pt0AxwqHa6Ws0H\nlh3qrnVIvCR/TrdDW7pJLx4UXQw3yO9TSTtwJ+9lUkkUoTrkuFEmwF4BLr06TPZdzyVcq5puTQzo\nPMWyojHSmb6hIlVywX2fbtbTvO6d7ydSqYTlokjaSicZK6pmBV+AweSxDLTBxP/XLS/iLRefhLe9\ndil27O/B/tYBzDIDTsJME2zc1Ynf/W0nAKDprPm48Mz53LE4V9+N7ZjBVyL+4Ksx1wheiFNS+IHX\n7lxI8MUXZA+KMjcBncqgXcvc5pG0c6bxPfa85QsK0uaMyMsExg0rN7Xgrsd34Q2m7I3dt2HmVJtL\nCXO+6CCESGYD53yFrPNFj4FlRfPNHbTLargzEjTIeEn3tWGYL7oMDgCsbm7F6uZW/PjKN1iLTMT8\ni7TtLRefhA0vd+DzH7gAgBFE2TlfRnvcZHu0rJwEX0P5kpVHRuedimWHonkTtSDbK2a+SmUVjQ1Z\ny3xieLRk7V+0naig52dkcYGwRVa/7RPo09epp38UJ8yuFebRp6nJ04y6LNq6ho2xUtORTCYB1ZYd\npijZoVtwzraBU7SkkygpmmUnX5ML1qcnkwnrvPLMF8/UGaZW9n7pRRlV1fDg6n040DaAdCphLVyT\nc1CTTWG0qE5pq3nT/X0+gBpTDUgwC0BdkG0EcTucD6BVluVfy7L8awAt420779ZZGlbzzjo8bgUP\nyy6GGyTni6fDw7A0HceMSdmiefXWNsl+edDBF5lEiaDrurXClOCZL5dkZzIRT6USDtkhH3wNjLJT\nrK7hHmi6hswPM1h+y3LmM7LCzjJfzmOzZIdl1erUahjZYbjJALn2OpzXQ8h8xWS4oQgYGyBAkWWX\ngIw4T4aymufdDtO2JJLp5GnZIbH4p2SHqWTSlKwqDoaJ1/9HybthAnKH26GTVbvorAWYWZ/FskWN\n1nFqXLvI92nHLlXTrUEmSI05HvxvFFHOFydXpSfDxZKKHkp60ztQYGSHZUXFtr3d2HWoF7/88zaj\nLea1oU0U6Has2GAbJYly1Xh5EgGRBsaV70Xjm2/4puM9TWP7xoQg+PKTULth2n+jnc8AACAASURB\nVHDDBh3su8oOuSBCGHxRfUVYkH67KFCVqJpRxqQ2lxYuAJJFSCD8deX8LnxBP5slRRMaZNDgg1Ye\n/NvkPIiUBYDxbJI+2S3nS5SbapTMYFU4pP+bP7sOv/jGm3HusrkAjIkv6RfI+ZROmS1sf4FyOyTq\nAr7/JP+LxmGh7JB6j2W+2OArk6aYL8EkveQhyfYCfV7phTjCupK8JEtG7+cQShtA9RvHUxT0u3S+\n/Iy6LDTduN80VWeYr/lz6pBO2YYbbHDuzcASkFNMAkk/sw2CRCJh53zxwVeeD77YcX6Qkh0+tvYg\n7np8F0aLCjNnJGMhCfbznNshWaiusJ70ZMFHATwKYBmAx6h/vwFwQ5ANBDlNjwKgr37GfG/c4DZ/\n5nO+PGWH3KSHlgnqluEG+5swAxehxhef0MC0xeEuB9WYrJjGFTzzxdfeYnO+0iiaEgs3yQc5H6mk\nM/jiAzZNNSdNMN5PJ7IoKk46GrClSEwtFsGFoVf0yP5ylcgOKeaL71jpa0/s0q3gi6sL5gb+c5v5\nEgdfdAcU1O1Q03WrM/cy3PB3O0xZ36PbVGJWYG3myzJroZgvsn/a2ILJQYridki3kzt80cRlZn0W\n9/zgHXjPm5aZ79s5CClKw6CqmiUJmT+HXVzyYklETphkP0zbuOc7nUoglWJlhyOjZWuC1d49DE23\nXamODYwyq/9lRUMHZwnPF1PlbfXpHELRSikJrPkJQjVlh6fOPtXxHj+noev9JYKXjxTCmqRHnKBN\nVogMK3jZYaGo4Es/XYWVm1qs9xUuiOCfhXyhbN2jUQx07ILrNGtt7zOZSqIml2bav3Z7O17Y0sYG\nX5TzWxAw/UgA2SG98FEqq9Z9VFY0bJG7sOGVDqaN/rJD8eIeL+u3t6d5MvG87JAgX1RYm/oynYvL\nTkKSCSerMrM+i4d/+l68/5LTHe0l2yGmRrRsmz5+UTcvHrvswMYt56ukaMhlUjbzlXcGX6OlaAsr\ntNKAtlAn/S5hiXjFghvoe5oYQBUFC9l0mR7izjiUL0PRNGaMmj/blB2a+w0kO+TeJ9snQZdfjS8C\norICgLwpfyfjpG24YbOd9D1KPtc0HY+/eNB6P52y952ymC9j7sefWtLOqcB8ybL8M1mWTwXwA1mW\nT6X+LZdl+fYg2wjqdmg9ZbIsDwPIeXy/6nAvbMfV+fKQHWq6zkwsycBApGwJgdV8EBnM4EgJDz+/\nH61dhuRmkRl8WU5U3DY00ziSsF9kEkVAW56WFdvRj+R86bpxfG42vyXzfKRTSYfbIW+4UTQ7xHKC\nMGBJlFRxjgAJvuhO25f5IrLDTMrBKHjh6fWH8ckfPIXBkRIVfDl/yxbYNv63dcoBc764jy079wBF\nlkWdq5gN0y0K38twg598e9X5cmPmbKt5hWK+bLMW3thC1XjDjfCTNfocO+t8OZkvQtaQCaKqadZ5\noe9ZVdOtycPSE2cy2/VqZ7EsfjYcxamFdb7s86LrOkYKiiWhIQssyxYbjF3vYMFxPxw268WQ6+0o\nQcGtOhc46RSPkjWhHDvZoTjxnv2bYb70CoMvYrhRrWrBExAPP78fV/znY3jl4DHmfX5xp7M3j0NH\nB5nvkT7D+p+7OPmiYk2cvMofuIH0a6zLH8kdMWop1mbTGKUWAK+7cyNuuHsTeungK6SRCjkKItH2\nA71wQecYb9vbje/e+hJ+ePt6/OkZux6fRgWQwv1zb4tzMFnZYSadRDqVFOd8KeJ6WqOFMtPXlxTN\nUG0knLbdKWpiT/adSSeRSCQc8xXACCQSCWBmPQmEqJpP1PGHkR3ONFm0zl7bd41e6NY0HdlMksr5\nii/4au2y1Tl0IFksqUgk7IDFWtwNITvs7jeOR6SU4Jkvsn8iu/3Shy7E+y85HbW5NFMbkg/OxW0w\n3j9tSSM+/o6zcfHZRvmeVCqJC884AcvPCCY0SyYS1nwsX1BQm0uh0ZKbGtdAsa4TO+6QnK+XDx5D\nW7cd4IqYrxoXmWuKW+ieCpBl+UeSJNVJknSmJEnnkH9BfhvoNJnSQ/r1uJ7esDlfbswXvbJKmC+L\nWUoIZIcBJqJ/fGIXbvvbTqzb2YFMOol5s2rM7ZI2cZOvBBt88cwXXSCSto5NJhLWKluxrOJQT6uw\nPWTimUzahhtkRYpf4SETRxJ87es5gLIm1vWSSZ6v7NAc9EuKZl0bWnYYhPna29KPYwMFHO4YtGWH\nunPAYGUxpgzL3I/tWheO+RIVWXbL+eJ/S1aiFFXDKwePMTkZaZeVOd58gd42f6rSVMBEBox0KiGu\n81WyAy2W+TK+R1g0Teet5iMwX+7EFzMpsWt5kWtEpFH2taVXHFVVtxLGT13EBl9e7QzKfPEmOazh\nhm7VzZlhDmhkwWPRPGOB5dhAwZF3cqDdcM6aMzMn3IfKMV/MyrxIumQl/XPbqSLzJcrlhO4uOyTL\nVh+/4OOR9mdP7KdO8PXnZ/cCAMNoAaxZgabr1rkRuaK65XyNFhXrOYryPCsWE0kzX4Q10YzgK5e2\n5M/0gsuxQXuCHlZ2SPrqRCIRyGqefvaKZdXqE3upMbTTlMrR/WmgOl8Q19TkJ9fplOEqLGJty4oq\nfJZGCgrnpqtCVTVhvaSkwEmPjFEiwmG0qCCZSKChjp2EG+017xfO9IdANDZruo76mowxzjBKE7vt\ngLEw6Ml8FSMGX512HikdfI0WFdRkU9acjYwpvm6HQubLOAb6/GdSLsGXKbt962tOwb++51wAYGpD\nllwkqjTIdTjlxJn40GVnWouq6VQCP/z86/HJd5/reQwEyaQtOxwtKKjNZSx7fMIS0kWW6XGHuB3y\nBcnpNvOyQ4L/d/mZOP+0eZjbaMx1p5LVvCRJXwTQCWAFWPmhL4IEUf8LYK0kSddIkvRfANYC+FnE\ntsYCL6t5enWK3GhuzJfKSMk0630Aka3m6Q5rwZw6a5JtrwzxzJfRMSVNx8NfbfwV+kbtwpjHBlnZ\nBmO4YT6kxZKKR3Y/6WhLOpWwOhJjUDC+T+qt8JNSPvj62pNf92W+WMMNwfmh6nzRSbFh6nyRQb9v\nsGAzX3DX5NPbtVdjAuZ8OQw33K3mkwku54u7tiTx9u4nduGbv1yDx9cetNpGAid+gHcLfIS5ggnj\nGtM5X5l0kmFwFNW2mifHRpivkmIn3WYoho/ZbxWZL7IfK0CmJH6WHJIa9BRVswbypVzw5Sk7dDHc\n4CccvBmBUefLZuMIC0GYL7q2C2A8qwVuAnj46CDTBpGjKCt/drILNKycL76UhZlfFZb5evKlQzjc\n4e1KKJJQeTFfZ86RcM8H7sGd77szVFsI7El6+HtvsoKUf+Br54zSOV8qFXxRF8DO+RIHX/mCYi/2\nRAi+yD1HszNWwGey+ETuVSgpTJ/I5nz5l4VgYH4tGZD6YnK+yipT45DAkl9p/n2cm+yQBm9OlE6Z\nzJfgPCsqKfvCTizyhbIz+NJMIwcOKUpaRs4n6btFlu2jRQXJZEIoO6Rz3kSLkuJFa6O/5h1qyT1Y\npIKvestwIz7mq5PKM6MDyWJJYepQkflbGLdDkvNFAsiZVP1JxnCDYpMU1ZDd0iC1IY1tBWe+yD7I\n9UyFTJ5KJux+YaRQRn1tmmqrWZdMs/tW+tyQ4Ix2pAZYIw5bdsiOMVe85Uz8+AtvsOaXU0F2SOEb\nAM6TZflkWn4Y5Ie+V1eW5d8D+AyARgAzAHzafG/c4FVkmcn50t2DL11jB3fSkWlUh0/6SHIvBVmx\nI5XVAeCEWbXUCgy56blEeZP5+t7ff9967xtPf8N6Ta9ElEznQqNNLPOV0Fg3IcBYEaPld+ShJqsh\nvOyQ/F1OGLRzAimUeUtpkO3ZTAmB1wS4VNasaxM254uc997BIiM79Ga+7CAasAcmX7dDB/PllB1a\nnXNDjpks8TIpsgK2bqdh0/+yKRXSNM023PDI+WIkeoJ7L5k03PhUVbPu33QqJZYdllRrMSKZTFir\na0SqQ7NoTAAYJedLF782jsk56eHdlBTVngzQycy07PAUh+wwCvPF/kbodkgtEpDEcb4o9LxZtUgk\ngP6hIiN9OnR00NomuU/4AE9VxTVeRO0B/N0Owxhu9A0W8Ku/bMODq7zNa0XnVueYL7rY+j+ccgk+\ncv5HQtfvIbAn6dGZL03Tce1tLzH5CxMZdS4SLZr5Uin7dEZxYOXuaNb3aIwWytYiQpSA1pIdKs5n\n1wgSEpYUabSoMBM2+tkrCxg0L9gqj6BFlmnZoWbXOBQFXwL5s3P/7N9+zFdZMRbVDOZLvHCiaroj\n9zpfYHO+SmY9MFFtJ5pVIQEeGUvcmK9EImHlEdGBEJ0jKLaaFy26GHLIRqrg8JyZOWi6jkdeOID7\nnjZkndl00hpjRP1Y1OCLXkx2MF8cI0MHqm6gnweyUECu84x624WXlR3aEk7NZL74/apcgAw4c1h1\nXcf3bn0J9z0lm8fEjoN+tb14MDlfBQV1uQzqawyVkaPIssbmHw6OFKHrupVLvHThTPBwkx0SRRWf\nXz9FcFSW5cNRfhiotLgsy6sBrI6yg2rANfgKIzvUuRVnwnxRk/ZEwnid5Wy5PdtGDXz9w0VHfSnH\nZNtkvt667B34zpqvAQBGFVuqQUsmSgzzlWCYL1HwlcukrFVI2u2QMF+O4MvU7JcSBrWfQDoU8+W1\nymRo8G2ZRJgiy2VKPkLLDp2yEKcE0GK+qCLCiqq5Tgz5FUAv2eGshhz6h4ooK4a7EwluvvDBC3Dm\nybPxnd+sharq9iBJTDZ0ewDmg5NQzFcygXQqCYVaEc+kk5wUhqzAsVbz5LwQaVuWMgCJkvOlqIb8\nKJFIOK4LDaZtlMQXAMMy2UYgrOHGaEFDbS7FLHLQ2xKBXC9exsMfm6jOl22Uo2Fk1Li/ZnC2yVkz\nh1FVNcb4hshYyLbLiiqs/+f23JQVDU+tO4yms+Zj3qxa8z2byWS2Q2SHIZgvkYudCMIJu24nxW74\n9Aa88dbL7bYEeKaD7K8S5msoX0Lz7i4kEgm88/WBFiLHFXUkeOGYrzw1Wda0gLJD7rzlC3ax3aAF\njmmQSaOoBIVqPve1WTv4ou8nUZ5Y0AUd0mbDQtv/+w7ZIeX0SjA4UsLgSInNpXM5J/w+3ZgvXdeR\nSCSgqKqVWy1kvsyam5l0khl7RcyX5hp8GX2SbkpQU8mEY4GRxmhRRW0uZS0YDQtkh/yCG4E419M4\nVjKHqKtJY1ZDDY4eG2EKeGcz3gushYjBFzmvcxprMETVphopKJjTWMt8lza+cAN93olqwQq+qEU2\nOmCeUWuySSMlg8l0MF92zhfDfHH3faGkYrPchdockRkmhf8HhZHzpaOsqFBUDbU1aSQSCcyoy1Bu\nh2T+xDt8G++Re/yUhTOx+3Afs30yPtdSDGM2Y0s97bnWlGK+npEk6QYAfwJgTdZlWX7F74euwZck\nSTfIsny1JEl/Fnysy7L8oUhNjQHuskO2gxQlPdLbEBVFZHO+jM+yadYZzgv08/X21y11dEB8n0wM\nN+iV5BPq7ATLvkG7gynxhhtZOvhyFlqkK5ITLTpg287yEzjSIZZhMF9JpDxzvog5iQYFSaQ9zw8r\ncbMn/0FWt8nvGNkhxXwRVYoo8LZXYxLWMX/qh0/jH/5uCf5uiXNfDrdDgUUz2Q+p1ZQvKGhsSFn7\nfP0Fi9DYkLM6fxLgZFI2i0ZWufhgT2PkMN6ShWQi4SI7dE4SWNmhnctUsn4nLrIchO1t6RzCF25Y\niU+9+xx84M1ncLJD9rvs6jmRb5orfhTLJJIdqprBbOeyaab+FwBrQiKagJDrxa8488cmyvlSE/bE\ndoSTHRJkUkkz6HSvtwcAI6OKoy9SOJknjX2t/VizrR3vv+R0/Ot7zmWcKMucfLF9qB1AOOaLztvx\n/p4387Vs9jJGduiXV+kH0hdXYjUflmUZb7iZE9BMqlvwFcRwgw6WwoJMGsuqs19QzfxVkgdS4Jkv\nAQsf9JpYY13Se0GHgGa+iiX7mOlxYShfwke/+wTzu6Buh27lXBRVQyadQlkxSohkUkmMlJzjZlk1\n8p7rajOMZC5fUNiyN2VjQSaVcvZltGtv2TT4IHCb8iYTCSv/akhguKGFqPOl6cb2SP87e0YOyaTz\nnstl6AVWAfMVMeeLjG1zZ9agqzfPKDvqa5zMl3/OF6VoMRlHcr801PrIDkfL1uIDjbTAFAVw3vdE\nSUGMahyywyjMl26XXyFS5hl1WQwMFw23Tep8ONyuKWZdzHyZskOq7hhtg0/aP8WYr0/AIOav4N73\nXfHzOk0vmP//f/beO9yyo7oSXyfd8FLnHNQtqXUVQOrWkwSIZGMwGLDBeGzM2GPA9tiMbeIYj7Ex\nwXgAmwFmGOMBY0yyDZhggkQGoUxL/VpSJ/WVOufwcrjppN8fdXbVrjp17gvdQugH+/v66/vuPaFO\nnXOqau+19tq3QkjL34p5JpQ9Vla0yI+TxJr3Uyw1r794AB/wFYxftuT9zNa2N77ierzgqZs0hMcK\n7TvZIJyoW3HLo0rJf3SKI1+G4AYhX2GENMn70SU2MLuuw3K+iHaov3znJkeRIETsCIfPST00wkzR\nbcml+NALPiS39V1f0jJImr6b80XRGAAIPC+HCHYzcpJHNedLUdOI620rM0ADBi3wpxodjE+18f37\nj1kH5hztUCoKsmeFkK9+0Y+04Kbro0HT8xwkie4YAeJZoGhZtzpfPDhg61uBYLlCap4QrMDN5RUB\nmeBGrJ5t6n/ZtkC1p5vcvc1+uFOIvXziFhHs6Vbni1+T6SAralQiqVOm4AblVdisaKKVeQiG82Vu\nn0e+7LRD0/nyM7WxJE2tcuFkjXaYU0EzxyFuZgH1r+9Xw64ZOHn+vzwfAHDro3MfmmkhPhvCZKcf\nqc99pT78wubnyr/nWz7CNFVkeeGOE72jC0F6Hg+jPIqGkR/DayQlaarEL1jfzCY132RS5hdNcCNO\nZTFgTjtstWPN+eJIsGr73J4PesYosNHN+PwC6P3WMso/mFb0vM5FcIOOmabZ2JTRDq1lIqIYzXaE\n3ooeKDWl5juRCPTaEAQ+HuWcrwLEwXEEzbwUeFLtUBMcibvTDlMtmJbCdYGJabFGWNxfEc6xGbRk\nzpft2M3OwsYIun9LBqhumUIxKYBBNjfaoRGAy1QyS76r5TbxOUdKzWfqy77hJLtFtMMMJaW+M+uf\neQbtcN7Il+sgSVUAp6cs2nnJmgFMNUK89SP3aM9/ri4qczw3rOoHACmiAah1De/ncqCvMYGfLuSr\nXq9vMqTmLzznq16vf71Wq3kALq3X65+q1+ufZP8Wlkl9kayYo60WP76nlF/ogSuzlylJ9YizWZDR\nYTlfxF3m5x0eb1qjcfTdqqU9Wa0wNQBZFYUy5IvnTBwaO4SP7vgo0jTVc74Y7dBxoSFfVac/d2yO\nDvieK18UGvzNRdVMq4PIaaLkZ4UK4ePMtMhX+r1tv4dXPPkVclvP9eS1kvM1W84X3QefI19sn6lG\nBx/6/AM4bdRGkoIbUy15/Snbl6KuVuSL1I+Yah0guO/HzudrmOUEN2TOl/6seK7i0dPiOOdMuEL6\nVSF+Kk/Oy+rI5Wio7O+i/C8yQTt0ECWJpAYFnpdDcAAdefRcV/aL6RgmRiJunIj6bO/7zA4cPDGe\nOy4g3gUAWDpQkddXZDbki8ZqnyGDNtphlCSI40ROdmZksGhhOVfky0Y75AitFNwwcr4C3xV5KUbO\nKRn1S6MZWQQ3ksJ20yRKE/iv//tvFraVBDeOTsydfq6EGrovyK00sWy8eu1Nr0XZLyNwVZ9cIPB1\nUQQ36D48UQo1072YMWmHhppqGOdFK2QeR6xQMT43NZiU+YXkfJnKfjRUCbVDlUM6Ma3n4pDJNswV\n+YIaw2drtSlUMt3UKYhAPleTrOgZMc9ZRM8NI4Uo+J4jaIeWa2y0IiRp3kloNE3aYXHOFw/mRjnn\ny9o8uU+JtUubZwpphwmmGh38zju+jW/dewSAeLYcx5Hoz6XrFmnFfclKfr5APbeF5nwR1ZJyziYb\nHTlOmk4td4KKzLz3rU6UsSs8ue4D9NxjLl5SRDukd9Csufml2w7gt9/+Lew5OJwTIqFAI815NuSz\nmzkZ7VAiX1WxLvqTX9+KKy9Zgr2HRjDOSheZc1WSqHqhfdUAH/uL5+L//unP5/pg7fJeKTLFe/en\nUWoeAGq12nNrtdqfZJ9X1Wq1K+ayX9duqtfrMYAXXIT2XVTrKjUfxnAdAYeqKuPigeKwtBlxNlWk\nXFfVzfA8V0tmvH3nCbz6Xd/BV+84BAD44L0fxMs+/zINjaGBkEd/bBHkJEO+kkR/0V5z62vwjUe/\nodEOQya4oSNfMdIkn+vBIWHPdfD069bhV555KbZesUK2SW9MgAgt/PebRe6ZAxeHxw4DAJZWl6In\nUHk2vqtohnQN3Qa6MFLqU37Wn4C+iNhzcATfve8Y7tl1ythX7EeLfECXmpfOlw358vRoDI9I7j8h\nHNtT56fxsa/uRqsT5WmHVuQrQSnw0JMN9jTYmVQ5UjvkDo4YlIUDRIMlt9hC7QHsKIBNcCMI7LRD\nAFr+n4l8yYLNiS4AEccpHj48ijsePInbHzhpPS7dlxVZXlLKmmoGKHTFNN1Zpf+pVgxg0A7jFFGS\nyuivmXtVFOWk/vANquJsOV+epnaoZO77ekqanG4gkS81fnCUbWkWPZxudnLviFCdsre7kS0giWLo\npup6zXvspoFUTJ2rcdGEuWynWeqgv9SPD/2SQMNX966RP10s5OtCHCcZTHuCOF90rSZtlYqlAtCk\n5s3FM/8/SfWyFA1DynyhbTNzUKlvNdphJ8Iky8XRi45TgHOutEPxvzeHnC/qN3rvppsMfcucJh7F\n51ZIOzS+L0K+eJ1FP6Md2vqbFOV6DHocp4UCAvmKk7yKHsBKpiQit4ePaYW0Qza+0vgUG/fStqaK\n4xTnRhsYn27LkhlEO3ztb2zFr/385fidF14lc424lQJPBZ4tx+a0w7lQSsk6UYxS4Mqxf7oRSgTJ\njnzNElgy7lO7kyFfgSeVjn1PLztUKXnwPRfTjRBJkqcdcqdTL7Kc4lO3CnbI0P5zOYoxOXHBApEv\nL7sPdE5a//VVA2zOalFyM+cQLlhXLnlYvaxXC1iQ+mbgeXj29SJng6uZStrhTxHyVavV3gLg7QBe\nn31VAvCJuew7l7t7a61We3OtVluZFRPrqdVqPbPv9thZEU0nScRAWy75mtwnoQL0cvqeK2kCZPQg\nygGf1fnyXAe+qyrLUy2WOx8UdKs3fedN+I/9/4HpznROZY+/iNboEiFfSf5WHBk/onH+26bgBkO+\nDo/mI94858tzHaxa2oP/+tIny35I0hSfvGWvTJR14hISp4VyIH534ON133qd6J+4g4qvT14KhZqd\ndhjFalAIfFW8lg/MtL85KKmFiV5XhPatVuaDfKl7Xj8h0Msf7jyBr91xCPUjYzDHakKodMGNCOWS\nJxcchbRDyvmKlSOhnHt7Inmc5J0Tfj1a22TOV8pyt+xRV0Dlj7iOQh5DU3Aj1SkoUZJIp6NhKZYJ\nqOKU9FzpNBV9W9428x7x2md2tUOxyKHvzEh2UVSfngsHwDfuOYyPfHlXtr2JfJk5XzrtkHPpuQw0\nR77oennUdFmGfI1P58VrxPOht4PuBb0HhGS6UIsLcyF4U+Ov8JTGO7Bt9TZrH9iMEK35RocBAKle\nU+yNT32T/HyhOV+0kL0Qx6lzEdCzC7X3fup+fPxre+a0re29AJQDDnQR3DDuo6C4q+M1DTW9+Tpi\nSgBF7cfRHtd1JPXbzPkiJkq17Mm2h5YaWDbTApmzPFM0Bi/KqOAzmgy5eFeW9JfzO6KberL+dzfk\ni5fsoCCb+V5Rv+SQL1PtMExk8WrTeDAojBONlu0U5Ai5bB1DayeT+mmbMyKW/yvn+jSF4wg0/1Uv\nvkbW7DT7anbaYXdKfZF1wgS+50nFwcmZTlfna/axTf+91YnR7sQoBx7K2TNtOkEkYjEx00aS5n/3\n2DxWVGR56UAlRzv0TeRr3jlfetqAx+YoHogns9IOWakA0zau6kel5GHdyj783PX5hPmfUuTrFQB+\nAcA0ANTr9eMQqvCz2ly66e0A/hbAmewE0wCmuu7xGFsh8pUKzmq55GVIVTbYx4R8iZeTBkebEpMS\ncXAYHcqBly1yAQF1A5CFC8kaYaNw0W8Wr5VtzlCjnHQzoDlzgCiwqgluBArxmWhN5/bnLxCHxnn0\n7M4HT+Kb9xxGGCVwkhJipyWFD9xU7d+KWrlkfqngOAfaIcBkzRmikGgOhrgHJhxvWyxw5KvHhnyR\nuIRHSlB0LHW+8ZkYR05PykW1kPLXr0GiSwl3vgj5oto8OvLHI428T0TdETUwuq6Tk4W2qZgB9oWo\nK3O+VOQ18NzCCC0pqbluHvmSUvOWOl+UJ8Dvy727T+F9n9mBdhhL5IvO273OV/6abDlftJumdphR\nd+m7N75iG5Yvrsrk4KLFelsGVlL8vy/twq13H8bIRFPeC6LumJRA8zmdYbkFnBJCyBcPCJRY4IMi\n7sT15xbHSS6YpBBVoh0S8qUWF3xS33l6JxbFl6E/2Tiv2lqxZVFt3c7yXqdwNWXF3qBPfr5g5OsC\nKHJkMufrcRTcuHvXKXzl9oNz2pYvvqeY88IDUdz5sr1HXHhDc+DaodaXpsrtrG2zIl8JG8scmR/T\nbMc52qFgovjy/Zqz85c12XVnpx1KamEmksDHKjrfkoF5Il9mzlcX54sENKpln5XM0K+TxC5Melwn\njLV70k3tkJeumbvghvjfK0C+ADsVNI7zzr5N1MjWTq52OBvtcD7vaBQlAvli1D9Soc3RDr3Z1Q5p\nXqdAdqsT5ZAvk64OiLUfUfhMFV1OVdeQL3adge9anC+xHznU867zlbGz6Jp44NLmTOVoh6l6xm3O\n2vVXrsTn/ueLcOm6Rdiwqh+vetHVeOurb1LnN1hGPyXWrNfrdknwWWxWONfDmwAAIABJREFUnkq9\nXv+J82O7S82LSudhlEgUg5Cv5z/1Eqxf2Y+9h0fQ7kTai9kxBhkuuCEWykp2mhaj/dWSzq0PG0oe\n13S+ku45X6kF+RptjmoLWRqU6bh8wOALMzJOfeK1KEwRkChOceT0BBx4iN22fOkdeAiSfrjwrNQA\n6r7ECYF09kg1OTkCKcgPzLJGRVOn3tidL7W9jXZoKulxShsgFtAzzRDb956RUdNOpEcSaX+Scyfr\nhDEW9ZVyyBdNmBIx9ZwcjZA7HISWcNOUBgui4bJtMudLCW54nptTwiPTaIdZG6XTxpAvU+2QFjIz\nzRAf+fIuLF9clfSJVct65ORJx+eXZLbaJp+fQ75YzpcuuJEgilMZHNiyYQk+8Ve/iPf/6xCOnJ4s\nFtzo6EqmALD/yJh0oCgXwkyS9xl9KEoSFWGtBNqCw/eU4AZRlfhkt7Sb82VBvqplH+PTbaVsmPWv\nBxXs4c/6WGMCAXoRpyHW9q+19oHNZF2o2ZwvK/LlaMgX79sLlZq/GHW+aNHzRMn54s/exHRbivlo\nOV+z0g7VHMbvR7MdaVHwdieS6ndzMepD/l5HsU47JGGiMI4xwWiHrXaUk1+f633lKQCzgak0jnUr\n7Lu0yPmaJedLqul2oR2OZ+/28sVVec9Mp2KygHbIfxP7xYiTJLeoBxSaQY44D/IUeV+2YGBObMjS\nBzwfVVFa886GbbFdCtxZka+S76JjGXe7WSeKUfI9+fxy6Xwb8tW25JalaYrJmQ4W9ZXlc9NXDdDO\nUC/K+SIHxEb/G+gt4fjZKevv3OnkzwDP/+qEsUbJBVSgkeZis37YbOZmZV5MOj+gBwPJbMiXSVk0\njc97v/acLXr7pbjZvJr9RLdjtVrtmQCQaWS8BcCc6A7dpOYvAfABADUAOwG8qV6vD194Wy/ciiZ3\nUjvsrQaas0OT+bO2rcdzb7oEr3nv94UQgvEyAPqAz+sPUf4OoCqr9/cEGG2OymM0woa2P2DQDi2R\nXKrz5cDD9t/fjqd9/Gkyef7k1Elt4OpEiUbFoBek1RFS76aVGB/cZVEQXQREHO/OvY+K75y2go/h\n4YbmW1BK+5EKVBU3rr0RiyuLASjHIcmuYTa6EUXyuZCBrUhzjnZooamkLK/BJrhBv0kKIDl72UC/\n7YoVuGf3KWzfcxprl4uofRgluYnEcSDl3MnaWWSMEDeabGOD/21yzuM41dpl48oXybzTs8Npha7D\nc7709tmsyWiHEvkyxEB4Lgedl573mWaIW+8+DABYvqiC4YmWFtknilHSxfuyvQP5d8We80Wy7GYi\nsulYm0b133i7Hj4yiqs2LWXXHuWiv76nC8PQfe6t6s5X4LtwXZ12yMVulg2IXDie7MzNXKRVjcUZ\njU0a8sXucTs7rIdAoybOZgr5mh81BwCc1NWQ8G4Kl/M1VQ9q4cdpzxdleZyNP3vkvHRCXcGPI196\nGQqFeAF56nCjFUkKFdC9HMJsbSOLYx35okBfGCaaI9HsxKiWPAS+i3ZHp2fPatkliGBW92eB+oUc\nm+lGPhhd6HzNgny5jmAotAuk5sMo0fJeT50XglFmv41MiG2qZV86dGTcYe1ESSHyJWmHMakdsjm+\nAHFQ46srg3TmOGxTyBUOtnq2eH9ws51WIF/KUeQWRjHCKMXKpVWcG23MqxxEJ0zQUwkk62imFcrz\nmwEF1yIE0miFeM8n78eDj57He//4GfLd6a0GGJloZfmRqaAdkvNlQ77YufI5XyqIyMf2c6MN+bkd\nxhKxM/cjIS+TWTWbUQ45D4qQ2ZypbjlfNqRsNpP59T9xcE3earXaCwD8bwAegH+q1+t/u8BDvQ7A\npwE8CUADQiX+t+ayY7du+hiAIwD+DEAI4P0LbNxFt2LkS1AqKiVf5tsAaoGp6hCICBBX8coJbjDa\noee6MrcGgMYxPj19Wh6jETZyOV82R0drsyMmiShOcNO6m/DK614pf5vu6Kp/HVNwg+SJ2x0r8uVr\nyBejHbIaU+RQfvi2L4rv3LaEqx34KKeLUE4XyYF3++9vx3f+y3fkNYlrmCPtMFu8+j4TMjAWF0Be\ngtXMxQHEVExtIufr1PA0/vA938PO+rkcpc2RC3SxT39PCWuWBDh0alLSIaNutEMZ/RXRoXLgyUUy\nXZdQPtIRRs2ZSnTkyyahXFTbi+4Tp0DwIssd9vza+ku0U/Qrr/OVk8GPk1ybaSHDiwZvXD0g96dj\nkaSzlvNlLJpsC3Or2iHlfLHrFZLO+UgjzxWzmUS+UmDN8l4AwP4jozmJYuo3l7XHY22aaYZZfoun\nIQmB72UTn7q+soV2OG5Bvnj7yMzIeJg51z5Uqi1fLPGFm5vY81psdkF1vgCUPLU40KimF4h8SbTx\nAiiD4eOMfM0X/dORL/G+0bhCSoIikq6r8gKQAR6enxMbzhfvSy7/Phez9WHE6LKu58jFWidKMMme\n8yRJlfz6PPPwJHXcyecUcUtTVbNzQchXl/UEoOaQblLz5HwtX1yVY6nZb6OZeFZP2c9R97jD2gnj\nQrVDz2iLydSwGZ3LdYvfeducIZgG6tnidTW52RA6vc6X3r+EVlEO3nyQrygWghvyPjdUzpc5bprM\nEwD46u0H8eCj5wEAJ89Py34gyiLdB5LmB+zIF883JqEpfl5A9DFXHj5xTqWGhFGSW+cEvtjvykuW\n4m/+8GY87ykbC3rBbiSowoMi6thzoB1myJcIJs4fvnqiFFnOEKq/hxATvBrAK2q12lULOVa9Xj9d\nr9efB2AxgOX1ev259Xr97Fz27fbmrqnX6/+9Xq9/A8B/BXDdQhr3WFiRgg0VmxU5X+qlpyR9TQI8\nNep8hTo1SSyOxW9CHc7CH3aA8ZaS39aQr2xfOuddR+/GeHMi12YS3KDJ8TU3vIZdj8qREm1MtMKT\nFM1otDuiyDHUy+Q6+kLdK0C+aHBdGotnL3U7inaYevIfLaL5pCGdLxLcmGVSpcVuEe2QPudzvuzI\nl8zZySgOx89O49TwDN79yftyCKSk2THnp1oSVFJaFFO9Fm5uJrYSMZQgTQWqSHU0dNqhnltnSsdr\nyKolIbhIal5JGevHl8WSswV8WuDkA2oxx9UO87RDQ+iD0Q6588Ajeq952bW4dO0iKYiioyB6G4rq\nlfH/IyOqTkaTRT7BOe/Ic2uzd5v2PXhyHCNZGQeieEnlx+y98jhCm4icL1o4mTlfRCGl+8snu260\nQyAfgaTnSv2e4K0fuRtPbbwjd00AMDWj3pf5oBqq8G7399b6e+JqzpfmDFwk5Oti1Pl6vIosa4j3\nHBwx3k5aANJ4SRFwHfniCDktqNX//B4025G2uDbpTrNZaLn/EStJ4buuHD9anSgnl+97pvM1t3si\nxzzfgImYbd9zGr/zjm/jZLawvai0Q2MOMYMkNJYkaao5X/R9US5TteLnFqi680VS8/nlmdkWHpwq\nRL6k8+UW5nna2kqiHgC0umDmeWwL9VKg5nhzPKDctyXGuDsX64SJRjucaUbzUjscYaV7Zpphjq5K\nSp3l2ZwvprS7aa2uJKjRDlmQ7Pg5JZXQCeN8nS9XgQPXXbFCitjM1cR6Qo0NnoZ8zZV2mBRSDmcz\nT4IbC9r9x2k3AThQr9eP1Ov1EMDnALxkoQer1WqXAXg6gGfWarUX1mq1F85lv27dJEfQer2eYDbc\n/8doRWM3LTyE86VytMJYL8yquLGJdLDMxFLXUVLzRJNLjBMnSYpWpF5mjnxxpUQA+M7B7+EN33oT\nTPvd6wXSRYPhsuoy+RsJhVDkU8v5coycLwSIwSLgGSpCxgdyHpGiCbSSCgpW4uq0QwcuHLgFOV+6\n89UM7YtLMk1wwxIVo+PlkK840Wq0AXrOF5fdB0RJAXPxblLTBG1T9MloRgchugc31xF1W1QEMMu/\n8RyL4IZOifNcXXmQS6gX0Q41gRVLfpT2HLN73GD5VkXSvd1phwr54hNWFKcar162LVvM/eNbnosX\nPG0TKmUPrU6EH+w4hu17z6gNjbbY2qbovUztMEnhOvpza5YPIOuW2B1leWJ0bjpGFKc4cFwEThb1\niYlUKUaKZylgz2kUJ2i0InnPTdohoZhK7VC0u+Sr5HCb2iGQj0DmkK8oxtEzU7nvyPj9mY/zJYNT\nszgHRc6DhnxpSMycm2C1i1PnK6OcP05qh7ztRXQ1bnycoM9Ev+63OV8anVl3yMycL0BR5UV75ol8\nzUY7ZMiXOXYDmQKgN3/nK2TvY9FdPHBiAuPTbRzOpNAJwbCNWUsGytZcN/58/80/b8fnv1cHoBY8\nND6ZQiX0jidxiuFxsQ7ohnyRVct+Li9Gc75Iar4L8kUsg/nU+dIEN3JUQNs9VhS2OFGByRzyZcv5\n8j2rqBagHGMSQJlrgIQUowOfIV/NjiaExM2mdsif/elmKMe+vqqOfJVLnlxz2AQ3SG0RADavHTDO\nq9gSHPni9UvbFufLRm+cj5HU/HwFN+j2kWDdQiiHwBMH+QKwDsBx9veJ7Lt5W61W+zsA9wB4K4A3\ns3+zWre7XavVavfTPwBXsL/vW0hDL5YVIV8U2S9nSjsc+dIGKVehPqTSRC8JLZ4cRy3yAt+VwgYm\nMlHkfJmLfgce7j56T67NtZWXiTZmA9TmJZsl9TCKqeaCWIwRHYHaRw7HTKsFNw0QO8z5MqLzvkGH\nE/2Yn6Q15AuedMA2L9mcazvdBlJs/NGJ7bltuDWywSbwXFnDJDH6U1xPXu1w5RId2k9SRkth4iOA\nUIvL0z/pWOr7Skm0YWxKIV8258tzXYxMtPDyv7wVD9TPyf3zUvM6VcScPGPGoRfIV3fBDR7dthUd\nFpTIDPliOYtFa2m+WMoVWWZR3DzylXcawuzdIRpfpewjTYG//8JDchvHyUdsbMgXBSroGRUFXFNN\nlZFbEe2QL3YmGzG++INHZR4anZtHYYkGsqhPj8DSs0SINyD6rp2VsQB0pzCgOoCZc+e6jnTgKmVf\nOlNFOV+m80XjDVkYJbkFfJtFVGeaan+z2Gw3U4v27osfu9S8i7KnKI78Ob5oyNcFSc0/zrRDniNq\nLNrTNMUHP7sTtw2p+Z+3kz7TvaSFYTyL4AbP+cpRvZoLc9DF8YvygRSLgMYPG+Lkey5KgacJPJF1\nq/HEy2AUbUbb8HxM0b58m8uBhw++8dn4pZs3GdcnDt7qRNi+9wz+5Zv7tbYV0Q5lwCpJMTzRRLkk\nEBkaowuRr7KfG9f4QpyCrLaxz5XOl61wvH3Ry9cikqI6S41DQFDONdohOV+m4IYV+VJ1vkxFX0U7\nFM7XXGmHspal72bUbwczzVDmTpmOtccC8O/+5H1420fv0e7hdKMjn+Heap52SOsrG7WT52NdssZw\nvjTaof3aOmGCaWOdM1+BDdOcjH1B7xdfi1idL/kMid8o52vByJd8zha0+4/TLmZE7mUANtfr9WfV\n6/Wfp39z2bEbrtkNOvuxhxOHhobk5yNH87LqAHDwyDEAwPTUONqtEGEYYWhoCFMzTaRpIo/RbDQQ\nxTGmZxpAmsL3gLHxKQwNDeHMmHj5hoeHUdm0GL80uBjrlkU4cKyNdifBXffeL8936vQZXLt2DXa8\neIf4ogk8OCw0Sfbu24vTfT6OD4sF16suexWedMkf4aPfOqe1+fQpUbj20OGjGCqNAABeu+G1eO2G\n16IVJnjvnlNAIl7S02fOSdRv79490nloTIZYWVmDwHMwNq1ktUfOq3MdP34cQ0NCHIQmm/GJiVyU\n+ncv/y84dvQwAODPn/QXuH3PJFqdBLXOZdo9AICxaTHoPXv1M7D/RAtX9V2T22ZmWkV7phrtrO27\ncfyYQJsOHjqEvlRQZI8eE9H9difG9vt2yAVoGMZA3EHJd9CJaKER4+GHxSR59uxZIGELiriDhx+u\nZ7+dwdBQEydPimOfOCH6+/y5cygHTtZXyM5/AhO9+sCzZ89uhB3hYDdaET70OXF9k5MT2P+wqI92\n5twIhoaG0Gy2kKbqWW3M6M/pufPDeGi3eL7Gx0YRhhHSJNL67MzZMfl5ZGxM/nbgtGhDHClH6Pjx\nY5hiNArRril0OvZ6XGS7dj2E8+dFf4yMCvTn5Anx7pw9Nww/npTbNtsdhGH+eFNTM3CQyva1ZsTx\n+CTuAJiZaWjXZ8st2L37IfSUPVn/Z3RsHM22iLSePHk8t/3kxLh2zPPnRdR7776HMXlOOAT37p/C\nvftPY2ZcoXBhFKPZVP11aljcn8akeO/aWb+lsfj/yOFDUhL50KHDaLZD9FfENXcYyrtr14MIOx2k\nAKamIwAppqdEm1zE2LPrQThOnl5INjqm05HHx0a06PJ0o51DgTphjB07dsBxHPTNLAcg7tnuvQ+j\nNaYHKorswGHxbrbandx7y+2RY43cdysrq/HeGz4m9zt2XvXH5ORU1+PNZq02CfgA99+/ozD/oNs5\njh3PisImaddjPFY201L3esfOh7C0X021080YP9hxGj/YcRwDEGN0o6n679jxExgamsTDx8UYGbXF\nfTp16jTGszF3pqHyL48cPYah6hgaLfFsR1GMXbt2a+3RlD4fOYie+Azmaq12/v0/ePgw2pNiAToy\nPIyH94n2nz0/nts27LTRyKix990/hFOn1fN+/46hwnpGY+PimW42xfXb7vfJU+PZecW4ef6svRA8\nIMbynrKL1vSk9v10NkaNz6g5ZGhoCCdOiO2SRNzLnBOdfV9/5BGcGZ5CX9nFzp07MTIs2rR7zz45\nR3I7evhAYQAZAE6fFWuIxsx07pqHs/7dt/8RAMDkhJojaI4zrdlsYmhoCK1mA2Ek1kEnR/SA2vnh\n0dx+rVYbBw4eAQCMjU1g584HAABTk5NauybG8/f80UceRk85Y5aMjmnb7z4k7ufU2Bl57LmMF42s\nMPPM9CR27tyJcuBgeGwKjYY43t49D2moS6MxgygW13vvbpGbf9kaFTA6fvIsWtPC6ZoaF31+/JTI\nBxsfHcaRw2J+aDZncu07f0aNiXt2Paj9NjoinsXdu/dictK+Vj199jxGx/R7cPjwIfjtU7P2Q5E1\nGjOIkxSHDov127FjRzHkies6erqV2/7seTHvuU6StXcPGs02fNdf0Ph97px4rz3HuaDx/8dgJwFs\nYH9vgEC/FmLHAXRfcBVYofNVr9d/uMDGPCY2ODgoP5+cOQjsyL/wi5esADCFdWtWYSYcw8jUJAYH\nB+F98zvo8dUx+u++A+cmxhEEZVSSCG6UoFSuYHBwEAdOjAPfPIfVq1cC6OCP/vOzAQDf230bGu0G\nNl12JQDxIi9fsQI33bpNqhN+6qWfwu7JEQCX4rVDf4z9b9qBgeNjwHfO49MH/wWnjt2FZ+J/aW2+\n/NJNwI4HsXbdOgwOXi6/d97pIEh78Xz8KxYv6sPw5DgGFglqII40sPW6a0XE/guncPeZ7ViUbEbL\nGcMALgEgVBTXrVsLPCwG6csu3YTBQZHAmSQp8LmTiP0UYaIrJX78yEfw4V/5AHDXKN63+/3Y0vl1\nBGmv1v9kZ0ZmgK+dwQ/OfA9r8QzcdfZu/O22t8F31fE+e/cdQDbQk+N0w/Xb0PJOAfeNYePGSzA4\nKNp8dPIAsFO8wFde/WQs6isLtOLfTmDxogEkTgsnz9Ng5mLLliuA757HurVrcGz0NMYzB2Dl8sW4\nfMvlwPfPY/26dRgcrIln5oEJrFi5Ctg7hbVrVmNsRHeEV6xchbXLe4EfKQfouuuuxdeGtuPchGhX\nX28F060Gli1dgqfedAPcL3wNQVn0j3/rt+H7ruyrr+64Bzh7Xh5r0eIluPrqK4GvncHKFStwcuwc\nHMfR+vbuAw8AEJNJb2+//C19+Cxw2zD6e3swMikWBZs3bcJ4+xxwQg3YvX198KYnARRP7oPbtuHg\n6CPAvin09PYBaOPqq7bgS/dsR1//IqxZsxRA5jy4Pjpx3mnws3eH2nfnozux77juKLmui2q1ql2f\n88XTAPTjbdu2DX3VQEQh//0kenv7AS+EPz2NTRs3AkP6QnLFimXaMfedexjYN4UtW2q45lJB2/3X\nH34bANC/ZA0AsbBwXBdBqQTMiIUrOd21yzfh9j27ZWBjoL8HI1OTuLJ2hcgB+NEY1q3fgGj7GJYu\nGcDg4CB6f/ADjExOwXGAG28YROW730MUp+jtqcAbj7Bi+TLsP3ESi/p7cMMNN6Dvq+dlroNpQbkK\nQP22ds1q7D95DGEkxvR2aI91Xbd1GwLfw2d2fhbIxDjWrd+MwW1zY1CMxUeBe8fgup71/Sabdk4A\nd6nFWYwQ55qjeOOuv8Mdr74DAFA5NAJ8VzzrPb328WKulnz+FCi+d93Wbdao7dDQUNdzPHBiD6gc\nZdExHksbmWgCXxbzxOVXXInNLC9kZKIJ/If4ja7B+cpZ0Du7ctVqDA5ehbH4GIARbFi3EvuOH8XK\nlasQezMAmgiCEgDxHK9Zsw6Dg1vg3/ptADFSOLj66muAr9kdrNVr1mNw8NI5X0v6hfw7u37dBtQu\nWQp88xzWrlmFGwZr4prcAPxZBoD+/l4sG6jgwOkzeNK112HniX3IapIiLK/Fl+88hLf93lNkfTtA\n3N9ypQclP0J/fz9wbgTXX399TqjiviMPAZiGV6oAaOPq2uX4+n33W5Gyweu3oqcS4NjUAdy2a6/8\nvlQqY3BwEI8eH4MoZyruy4HROrBrEuUgQLOdR617qxVMNmawfuNmNG4fwZaNSzE4OCjGo4cfweVb\nrhD3+h7dsdl63ZPw2TvvQieyr9mqPf0Amli8aCD3jO86tReoH8D6DZcAGMXqVSsxOCjS8Y9PiznO\ntL6+HgwODsp1z+DgIHqPjALfVvNfT18/AH2B7no+1m/YANw3hr7+fmzduhX4wiksWbxYa9f39+0A\njutO77at1woK6JdOY2Bgkbb98emDAMbw5Ku34Nb770elOrfxYnSyBXzpFFYuF+P/4u+MiTpyfhm9\n1RQ33nCDtv0XfnQXjg+L5wb/JtbWlaqY7wCgVO3HqtVLgF2TuGzzRtyxdy/gVQC0sGH9Gjz5mtXA\n9+/EksX5+zCRHgPNK+ZvQ8d3A48eQu3Kq+Dddz9YBo+0/oFFiDLnh+yq2hW47ooVs/ZDkX1x+13A\n+RGsW78RuG8cl192KQa3iWLI5YPDwG26WLl4zlqolktoddq46qqrEX/rPBYPLGz8rg/vB/bW4br5\nPvlx2yzO3w4AW2q12iYApwC8HKJY8kLszQBuqdVq3wZk3k9ar9f/YbYdf/IBQosV5SAQnYIgaYLJ\nTdoh5dpESQrPc0W9iVCp2dE23HxP0Bh50vyJiZPS8RLtiqVC4YaB9dpxHAjhCtNkfRQbPJ268noA\nQaVRvGuR75MghIcy3DRAgkjmX0VplBNnkNeffZ5uT8OFj5ajJoeRzhlJO7x5/TOE4AbsCxeldhjK\n9p6YLA4gKBlupnbILpvTlYiGQbQH33OMhGldvELL+aoGqoZU1gU0aROC4DhOLgk1jJJcPqEQ3NCV\n7QBSw3RQrQSKdmgoVJlFEnnOF6kdzl1qPusH4zk2KXhpF9qhahcvskx5hURt1dUOO1EshTS4tTNV\nJDJbcrDn5dUcbbRDU5xG5XwV0A4NXgPRNXh/DU+K52eUIYM2mm1vxZfXofK1FO2Q6IUyn5R+y84Z\nZDW+nCyPNMmKkBJqW8n6ta8nn2tCZiJige9a8wxMI+ohA/Nk7t9cTNKyZxPcyLbrDOzHseC7aLpn\n4cDtkvO1cGIE5eKSLZQ2qBU3fRyoh7GW8xXj6OlJfOjzD6DRCrWxnsZz/h3t28gQJ6JTJSm60g6L\n1A5Na3UifOX2A7jjgbkFe61qhyy3xHMdmf9EFDAtJ9JTz3MYxVrf/Gj3aew9NIJjZ/KoTRSLguqU\nfc3Hkvv2nsEtdx2S/UG1IcW7Y5+vqA0l492ivpowcjKlwETBq0hj8fkxgYIsz1TvJA26G+2wCxBL\nlEJbkV2aN220Q75k4eOmzKl11XwzF8GNKE7lNXDBjbnmfNnUDs+PNfGjPSLw0NdTgu97c6Yd0jsd\nZM9abzXAdDPETCvM5XsB6hnkr0KzFaHMKItRAe2wXOouuHHTNWuwZcNivO33nlJ4XiqEbb+WvNrh\nheZ8makE/PnplvPF6bNhlKAczE/og0xKzf+E53zV6/UIwJ8A+DaAfQA+X6/XH17g4f4MwCoAWwHc\nkP27cS47LqyXH2ejh4sXQQWMnC9W3TyMkpxQQZKqaumu68lFKBdx4Oa5QtJ7YkoN0A+efkjbJkkT\nzHQaqALYsGi9PBeQ1cWxODE0EVhr6YCcL5XzZar3xejAS8twESBxQqQgHj7guuqY5kDuuQ6aYQdA\nCTPuKfhxD3xU0Iyn5OL2Fy99Pr545ADSGNh7aARfu/Mg3viK62V75GSfOXwuPBweO4xNizflrkVe\nk5PlKsm8M3X/+KJt2nC+At9DP6MEJqmuTKnnfPm5+ygnApanQLRDspDVUSMzc+dkPlDWRz0VXy54\n4zjV+nlxny77Hce6DKznOIhTfXC25cCJ6xWfA+M5zjtf3fMoxH6ubD+9S+Tgt8O4a74KWaMVYemA\nur5KKf9su46ojXff3jO47ooVKAdegfOVvSNOVk8vFpLyhTlfxiTFhTrENcUYnxHtpto6gC64Qdbf\nW8qdg+rj+Z4r6+PJsaVkOF9ZW0jtME3TTGlUbFfN3pVuRW3NPg58F37BAhIAIjThoyrouNUAbeZ8\nzU/tMFu0z7HIctR/GLvwUTxr+v/AgYtzMypyzt+bC8n5MheFCy3YzBPd56OmdrGMlzFpdSJ88tZ9\n2HtoBJ7n4leeqVCnqUaIgd6ScDSyciZmzpddcEPPyxT/5x0ym7U7MT79DbHWeFYWGS8yW8CCzhmz\n8deXOV+qkDCJfPBgQhgm2j02x3luYRY0pamYt+Lz36vj0MkJPGOrQHnJUfV9F+XAtVJ8acwLjIWo\ncr50dKsoEEtGDicp6FEOk7xWdk08B72H5XyZaxhAOAi0j2ky56ucq28vAAAgAElEQVSdl5rnzRR1\n1ah0Bsv5Su3OuY0Onpg5X0YetWpTbldrkeXv338MH/nyLrQ6MS5ZWcKVlyxF4DlzFtzgAiyAGFPD\nKMHYZBsbV/XntretMSZm2qiUPKSBJwQ3sneGgmPS+Qq6F1nuqwb4wBuebW2nXmQ51u59b8XHTCvC\n1Ewndw9MIan5mhlQ5TlktjwuM+eLnilbQea5mFJrXNDuP1ar1+vfBPDNi3CobQBqmSjhvKywm2q1\n2k+s+yqrcBsLPqV26MNzHamIF8U68sUVzHxCvmSER2yTH2BEsiqX257p6DB9nMaSStBXFkIEo00B\n9ZJqoGkUkbAtgJTzpdAxXmujE3cQO234aQUufFy98gqkkh6S4h92/H3umuWxXeD0pMi1ShBhyjsq\n+sRpqoWlW4HviIn/zz98F+7ZdRq3DaloqSqyHMn2Hp04mrsObn6GFNiiYnptmlBeMyDkhjXkK03V\nvTLUDgGmjMfkWwE1IbqOEtwgswpuGA4OnYcGmGrZRzNra2IUWV63sk87Fq/z5WWCG92Qr7moHZoD\nthR96PL2uo5qPw9klAJPOF9WUQz972Y70iLMhJxp53GF/P+7/nk77syi7Fa1QwMtJGEb13GsCx8z\nMZlQJurb08MzMkp+hhW2JMENrlTV11PKnYPGFd9z5LlIBIYCD+TwUR84WS2iJBWfabyplNVCocjM\nAqdCHa74BoaOQNcpctlpq22bRhJ3t0U4IRfd1A6b7UgtDrNgTooETurhzLSitV0s5Mt0lBaOfF04\nenYhxh2hVieWgZgf7TmttWdkoilFKOjZot8pMk4LwyQtKLIsES/2nWVBO1s9POt1FOQmhazOF43p\nJd+Vi1lOIRRS857cT3O+GqrOZe4cUaKLHWjy+bGobxjqghtcCY8bD+SYKACpGOeRL7uzQUZtIzlx\n6l+b1DyvC1Vldb4GmGS574lxg0oBWNUOs/3aNrVDJrjB0T2ziL1ZZsdsK1kU61LzhWqHrJ1XbVqK\nd/7B09BTCZjzI/b7jx8eQBQneP3Lt+KVv7BCopT83PfuPoX3/+uQdT0kS4H4CvkS7UzQU7XPP4D+\nvE9Md1AOhDDKTDOU5+mr6GVjSoEnWQvzFaCgueHNH7oTE9MdTb22txrA9xyMTuVzsGxO3nxsrsgX\n3T9VUDljd3T0AON8TakdLmj3J6o9AqB3ITt2u9t31Wq1y7v8/rgZOUrmS0EL9nJJKe2EcSIUXBgt\nih6+ThhnzpenqcUBwER7DGGiFjKeJxZXDba48Rz9hY+TWDpMnVg4acenhJCBcL4syFdgl6XdsnSL\n3N51xcDcDhXt0HMdHB47jBhtBNm9XzOwSiJfURri2OQReTzzxQ7jDlyIASdFgnH3AADgxVf/glY3\nKS/VytTj5E8JEkQopYvwwA6/sJ4RoCYLc2A2PxN9RdEOXRlZpHNrtEM2YHCEyVQ75GqDJvLVieLc\nwpHonWTK+RL79pR9NFqRoEsZtMN1K3TnK44Trc1iwW46X3mqIW+3GUQooh16BRFROq85UJMD2+7E\nWp+T2WrkcASqYnO+uGhEMyqkRPLJ2/ecTO5e9KUt6GyiuKRISAs/lRcInGafKeq7qK8sjzvQY0G+\nArWIonNxVB1Qz68sSJ7RDgn5or6jBTVXxzLNpqJWRJ0ClPPVkc6X6g9OO2y0Qrzynd/CV24/YD0O\nlya3OcWHTk7gN/7iVvzjV/Zk10jOlxjnZkIlpqMhX+wm3/3QKZFHO0fLOV/RApEv1qez1TF7LIyP\nm61OLClp41NtjW40PN5U5T7K5HyJfWkhqNf5yhdZjhk6QcaDKmQ0Rs7H+SpCDeNYpx0C+tjUy5wv\nDfmKdOeLgho25odAvjwr8tU2nC6u2rpqaQ9M4wGbItrh5Iwxb0maXYHz5augKKCrIwO6A9zfG8hz\ne54rx0bd+RKBYFJotaoddqEd8s0Di/PF63vmiyzn73PMHGyuFGv2Bw9erV/Zh+trK/XzUfpHnKK3\nGuC5N10ifxNorzr3uz95P3648wTqx1TeNVkn0q+Zj6lL+/PzEwVe+XgUZWVriLIoi3MbtPBy4GFJ\nfxm//UtX4pefNff8SHFevX/4vaiWfZQCD2NZwe1e5phdsPPl6nO6rnaYd8Sk85U9x9zxXIg9UWiH\nF9mmAAzVarUP1Wq192X//m4uO3a72x8BcFutVnvtRWniRbSwAPlqsJwvGqTGJoUCHaeA0cPRiURd\npiBQOV80UHz4/g/j0wc/LfchKh5fKBEqRCbyv8SxbznwdXzigU/InDAHHtw0v0ANPBUR5Pbqra+W\njty9J+4REaIwkWiP4zh4yj89BbHTRpAK56vke1hSFYndYdJB4qiFmOs6+Pyez+O7B78r2goltJE6\nMR4pfw73Vd+Fnv5Qk+42nRFbvkLqpEiRoD/ZgEMP9+P+fcVKWnRsj0l4k/EJgegofBHBaW4Ac74M\n5IvQH3EefUCQRZYdoGLJ+crTDnU6AA1i1P5q2ZdcaZN2uN5EvgzaoUBT9f7hTpaW8zVn5EvcF74d\nz8cyCxpL5ytzYHk5A/5+2RY0QcE5yPgkHWVUQpvx7YjeK6Tm7QtF37hm+pvuOUnIA8gVfKU6MRSJ\n7u8p5SZLzvWnCY0WzCbtVOUACtQ8zSFfxbRDukc558tzu/L/Q0dcHwWhwo4vi7Vz2uHIRAsT0x0c\nOplPwqe+sH0GhPPyro//CAAvTM6QL3hY3LgBYxnlSguipMp5eO+n78cbP3j7nNGwPO1wYahV+8eQ\n8yXosfbr4udsdyLt7wceUSI8wxMt+Q5SPUdypuiZI6SW0w4jC8VQR83F9fOoO42Rs/XHZ7+9H7sO\nnM+dx7w+M8DF6XwciaAiy0A+54tkx4uQr6KcLwoCNky5bt/F6mX5QDR/n8zFJV3juBE05KVMbEbX\nRE6BCsjkaYd9VTHe0HhAt8p0voLAkzW8bOelccdW54tHqjht2VZHka65JK8h3/9JqoIYcZrK/u9W\nZNn87DgsPSFNc/uayBeZrWQBIYw05nLHZeNqC+1Q5pXrzzAhX2GUyPHSzMMrBR4cx8HLn1vDlZcs\nzR27m5n3bXRSPVfkfNHzvoQFNc15bb6m1rWUM8jXLep5IGfLLNTdMvKa52tPJNrhRbT9AP4NQn1l\nGkItbabrHpl1Uzv8TK1W+y6Aj9RqtV8F8EEwyaN6vf6NC2nxhRhNrHnkS8Gm9AKMTIjFweJ+5nwx\n1MV3BfJFjgYtElInwY7hHWofWU+JL4iNhUKqkK+zM2fxu1/7XXz2xbcAAAbiTVbaISWPmjSRxZXF\n6liNM7g0qKEdxhpyMtGeQOy0JULm+ypSnyJhFETgXOMMfvOW3xS/vT2F73lwY4V8he4UzrlDKHtP\nz1H0uNkm/advvBnHDqhztcPiyZ0mJhslQEe+zJwvF1duWool/WVZl0uhWNCQzTjO89NztEPXQdlY\n4EZzoB2atFSi1zRaUY52aC4C4lgX3HCtyFc2KQae1teqzheb3BwnJz5BeU1+SW3XU/FVgWXZHzo1\nxnOFAMlMK1LOV+CSMCBWLe3BvsO6apcuuJEfsPk8y1E/UY9E/cbnKo58uY49H8CMEHosWADoyBff\nJ4oTRFEC13WwqK+MyZkO+nuCXIR52UAFriMWRrQg4wXcAbbQyvogL7ihU4ZtVKhy4FoDHL7vWWvL\nkHHkK4oTJJGHpnsafcl6mS/C+6MI+dGoa7GeF3vo5ASGJwxqDCFfTgwPJVzffBO+esdBvOrF11iL\nLA+Pq3y7Bx89LyPi3exi0Q61osWPkfP1hg/ejkvXLcIbX3F97jfeHy2GJgPA8bNKXGJkvMnyLn2t\nvarOV4Z8MdqhXgg9j3wRYthT8TURAcAQ9zDQ+tPDM/i374gyHV9//0sK+5+zC+i54YhST9mkHarx\nht8Pc5znFsWxlvPFsS9aOJp17QLfxRqb86VRsPR3i/qSaIe0CJbOBuufwFfFovk1AXkEULxTos8p\n2EP0bHo+qGZVqxPD9wXyNTGtO3Pc6DtaA3GnUsv5sjAfONuE1i6lwEMnShBZcr4A5ZQlcVqYA+dq\nwbP8b1KYK8nXLvN9N1fXE1A1QblJ2mGQR75szpfK8zacr5Ivx+OJbC3hey7KJU+KSy2UegfkmRlr\nlvfKAss9lUBzhJYOVGSw8MKRL/G/eh7tAYdyycNUIy+4caHOFwVoF/U8IaUkFmT1ev0dC923692u\n1+tnAPxvCCWPN2OeFZwfKzOLoZIptUNfDgKjXZwvQLz85ACFbCGUIsGS8hK5HR2P01lGGzqdhtMO\nyfHpxNn5k8uxIXxO7lqKBDdW9q6Ek6kdLqkuQhC4CKNYW8ACQAwVVQk8V7YzzaiAZJ/Z9Sn5Oc0i\nUJx2KNvjleQgYOaiiHaq76ivblp3I3pKqrZQtwR3KVBgoR3yxYNJRwk8EdH89DtegGsvX55tr1Pm\nZLvSPCUmJ7jhOCj7+kRQVGSZD4qhEeWkybTRCgXdT1NGNJy7RKdDutmCnVsiHR8PsyFfngX5SpM8\n8sWj32YhxIg7o4EvkK9YTcxkZv6aeX085+vjf/k8fPlvX6zlIPB3i/eR6xjIV5bzRUWWbflINvEY\nQD0PJ85Ni7w21jWL+0ryel3HwaLsb1Nww3WA//z8K/HhP3sOlgxUZD9KSjPRTg2KETnSaYbY0fdV\nC/JFp+Pjl0kZ6qZ2GGXOVxgmGJsSOW0NR+Rv3rvnNN79yfsQRrF8D4ucj6KC3oD9HVa0Q04bE2MM\nv000Rp1nztc37zlceD3dzrtQyqCGfF1EwY00TfHQo+fRakc4emYSR89MWrfj726rrSNfHK0ZnmjK\n3+hZkWqHrRC8mHscFyNfppiMeUxAPbt8DjOLd5vlEIr6zsxfBRQiAejIF6fRCoaAOmbHcj1kSnBD\nd4bSrBgsYHe+Vi+3OV+cdmgX3CDaIfWTWWQZ0MdEs5gyBbRkLhjrO8rbM50v33NlAI+cVLpOzwIh\nUF+3DLEEQB9HuYNpBiDjROV80XZFczYtyOOEsW6MZpk5u+ZvvPi36XwFnms9NwUMuJm0Qx7Q2rh6\nILc9z3HjVg486bhxh5sHcMtdaN+zGXdA3/iKbfjrP3ia/Lta9rUgxVIN+bpItEOZg2in2prjAL0P\nDSPAOF+74apV+Oy7fgmbVpVn3/gJbrVa7Tey//+4Vqv9Efv3x7Va7Y/mcoxCF7VWq/UA+FsAzwPw\nonq9fu9FafVFMHoJzWh7ky2Q6EEkJSIb7RDIZHKlElPMIvJ6HoSNIkSO1tue9Tb89R1/jZlwhjlf\nGXUkmgawuPBaSgVUkJW9K7X8sZLvYaYVIjXodLHDnC/fVdfmJEgZ7fDMjKoFdXDsIOAkcDIaJF9M\nlf2yXNDbFKP4ZMwjYXxMtSknkSnaoQX5sknNS8GNfCSP52/xySZO9NwqaiOgS82bghsd5tySmdQ+\njpwBwLJFYvCkaHY3xaI4TpDEygFxXJvghspn5BQyis6aXH5zwE6yvCq/wDGStEMzOdd1UQqEQhZH\n38i2rFeBCDIN+SqrbZcMVMRvGvKlcgYEz198b+YP+J6jUU1tiddFtMMoi86ePDeNJX0+2pEj6SuL\n+8sYnmghSSGRL0BEpF3D+SsFHtav7Nf6i5wMKbhhRLkdV6GOOvKVl5rvrQaYaoRGNFKhk0LtsHgi\n7mS0w/fd9X/wtSOfwbPxITTd80As7ue9u09j36FReYwiB6abpLuN7kdrQT5emLmygHqmOfK1s34+\nh67ZzFyILRS1eqyk5uvHxvDWj9yDV73oaqRpsXNiCm7w3DWe8zUy3sohX1JwoxWht6KU8TjyZZ6r\niB7OhS8qFuSr2Y7QUwlw6OQEPvBvQ/jFp1yiHaeo76JI0Q7pXeBjMM/58nM5X/nn0ezHJBXUOD6O\n0F5hpCjMOdqhNxfkq0jtMBP/oACshWZX8l3JKZKUvdCgHTLki4zohdL5orHQd9FT8TE6SZL8LCDT\nDfki54sjXGw7a85XAfIFFDtfbfZ+c5o/N835MtoslP4IrU1z779JryczKaC8jVztkGy1hRZP7TKf\nrXLJk5RFOo/nutp68oKQL9YHT7lmjZYPTbRDMk47vFC1Q8cyp5u/AflrI/CBHPoLqYnYLbf5/2d2\nTfb/jdDTUeds3WbChyBohtt+khwvQCEyOdWirAsE7VBcGklNFyJfmeAGIKJwNMCkiDXBDTOZERDO\nl5t6uGGtKO73Tzv/Sdbmovsx0e6ebB5YBmpAd74aUQOlTD7XHABjVtDS9124jHbIka8T08fk5y3/\ndwvgpPAk8qUWKmWvnMsH4qYjX+J/UxJ8smmv6s6vV0Xh2PHi/ALFljhOiApHkXKCG7G+MKCBLZJR\nSierT6P2s+V8cXEK3h767spNgg++59CIdj6ym69dIz9HcYpYOoWEluj9oxwfd3a1Q8eBOVzL7Yza\nZGaunZyYpDMp3ps4SZkKkuqbKzctwX/7tWtxw1WrtOOS0cKxh9XN4l0RacgXQ5oskzXRf13XsS6+\nc7RDlj84OdPBdDPEsgFfOjyOAwz06sGXxdL5CrT25Ggz2d9czIe3QTpfTO3QdTjyRQsFNSlRxLYc\n2Cd7oXZYPDQ3HSHxfufB+1FKRcS37UygzIMJjnrWo4K8qW7S5NbSF64aG8nk4swSRBnJnK91K3rR\nCePC3DNuZuBmNhn8ItOdr4WhZzajRHkK6hUtWjXkqxNp94DnIY5OMeerrC+EG60wpxpnO9/EdBtD\ndb1gvFm/D1DPGO8bWnC98YM/xNEzU7jlLh2hLKQdMvTEM94FQEfbScWPrs12zByFP/sz8Fw5xlGw\nr9XJt58s8F2sXpZfiHNExkSVTal5euZszgYfE2cT3LCpHVK/JGycpu9839GCLl2l5m1qhxp6bsn5\nctScq3KLZ3G+sv6N42K1Q/63bfykW0siStz8jMaZpvr8NjZpc74IqcmQL+bgW2uiEVvJGFM48kVo\np++7cg7zPcdKY5yr8bb0VHztmqsVXxv3eR57tzF/TueVInP5nC9uJq2Q+pNQThMZ/pnlrV6vvz37\n+Pp6vf5q/g/AG+ZyjG53+/fr9fob6vV6s8s2j4t1CnK+yHjOl5V2yBNTPUU77ISxRjtsJ2oAsNEO\n3bSEF059CV//pqD+HJ04mkO+xtt6ngw3x1GDn835otsz3h6F7znoGIIbVb+aQ77oBRQSGDzn66xx\n9hSOFNwooh3mESy+GOboEl9EjzdVToO5eKLJxaZ2GDPHx6z/ojlfEvnitEM12WtROgP5CpmzAehJ\nu4J2qF+v6+gTE7WH2n/lJQIRUs6X/kr96W8N4h/f8lws6S9rOV+e62p8eNkHsXA6zIigzBHQBDeA\npz55DZ5+7Vp8+M0/j4HekkTIeG4Y5XPx63aNdgrkK1M9auW53z2VAC+8eTOu2KgQMBvtcFEvpxyo\nNkRxIh1NT7sGc7IW9fkoOduG2piTClfnJP788gHF6++tBDmhElKfW7ao2jVyq2iHSsyHt1vmMDpA\nmtG/HMeR5yanj0dp6Tc9CVpfHHajHTZdsdAup0sQpGKR0HEmJd2E2kvPOo/8Hjgxjg9/8SFNMAHI\no2PdimFbkS9L7ibRDqkW077DI4XXRJbP+VqY46RJzV9E2iGhk91ylQDdmW13Yq0NHK2JmfS6oheS\n8xWhhyNfSYoozo/J2/eewbs+vl37jo7Zo9EOs5wyA/k6N9ZQQSBjvdZdcKML7TAnNZ8FGQucL/Me\nySASox1SfLmo9iC1gZ/bVig3F7RNUrQ6kXTkZFFxQ4rb/MxFRADWD0YOKiCCPL//kifhPz1nizyn\nuD5Hpx0atHLTaNxutW3Ol9peV0HM5kApTKTQPbqeIgVM6uuuyBf7OzeeOwz5KqAd8vPTODlmkWLv\nSMENVx6vm5m1LMlI7RBQz7fvOvLdvnrzMu0Zmq/x+2YyO3rKvvYMLe6/+LTDTphfM3Ez182BoXZ4\nIajfT6HdNsfvctY1M65Wqz2r6Ld6vX7HXE7wWFgYCWGDImpOpaQmLCvtUOMoO9LTDzXkK0Gc0sCT\noBFlCmPMISlB5MGcPl4BMspxzvlq5SVTyQQ9iRAZfSDhghspEpxvnUEUV+WAfmDsUTSjZi7ni64t\nRYLUUZM8j1YDQoreRVVrK5DRDt1i54smyZDJsjuOPuDw+mfD4y09SdmgHRZLzWfIV6wPuOJ8eeSL\n6H/0vUmJMZEeclJ7KoEU8LDlfDmOI6OMtA0/Xl9PCRtW9ePAcYFwmo5B4HtYs7xX5TIlagJzXXvO\nl+cK/nm7E0sEiC9GyFzXwea1i/Dnr7xRHjNmzh3frlzyMNOK5ORtjssi50sfhKnPeV0sfh9siopc\nvUsX3EhZdJNN1sb6ggpSuo5ok22hVoR8RXEqxTaW9QeYDj3ZJjM6+8KbN2HVkh486bJleKCu1Ofy\nTqmOAptS8zbky3Ec3HztGgT+DbjpGoEUciljitjySc7zXFlkdzbnq0HOV7IYbUeML6E7paGohJoA\n+sLqjR+8HQBwfW2FXsogSbDj4bMY2n8Wf/DSJ1tph8+45Om49fQnkDpqXKAxIu1CO3zW1nX4/Hcf\nwb7Do3jpswsvS1wHEy+Ik7wk9lyNj10XU3CjZajsFUuxc+RLr53HaYeklApw2qEYv4gSKFkOBbRD\nm0kFxYoF+WJIQKsd4UGmvnh+TI+1dhXckMhXRjvUpOaNnC+pABhbAyqh8R1XfaXFJG3RDosLiZvv\nTSVTcNXyX7gz5Ysan+NTah5NU3FfyBnj6KGOfGXzpCG4YeaCkb3kWZfJzwlDeiTy5bl6rpYFuTAF\nN/Q6X8p02mH2v4Z8ZeyhWVAOet5FXmF2HsOh0JkDxvjpKVGpIsENIFO29FzZ1rGpLrTD7B5svWIF\nnnvjRjzvKRutbbcFzAGldmi242xWE3LrFSusx5urdSvlYNIOOfJlQ+/mYybNskilM0c7zO6BdL4W\nWGT5p8lqtVoAoATAy1K0yBYDyEPvFuvWy+9n/75p/P3+hTT4YlknikUF9YJ6AuXgwpEvIEWUiIfx\n3Xe+G1/e/yVxvIZKsHYs0vGKCCaOM94pdr64mIM5yTmOg99+0m9nR0rQisWish3GcB3gdd98HQAz\n58vTnC+OfJnO10yk0KlVfWqwKXkllfNVQDucboZ42f+4BR/83E4AwpHhY26zI9rU6kQYn25rkut5\n2mGB89WaH/J187Vr8TevuVkep0jtkI7nuOR8ceQrn/MF6JFWWw2NqzcrKdqiAY9U/GS02BMyvLY6\nX57ryHbxyQ8w63zpr6/jsEie4aRR1Nt0Rnm7aVKgvqcF5rJFSkyFn1+r61MVAY+lzAnmZ9BohwZ1\nUmuHJ4qZC/ESB5vW5BOpTedLSc0nOGlBvgZyohoi2vzMbeuygt/6+bkFgbmYs+d8kXhKmkV3KyUf\nz9y6zpqfYEO+fM9R9C3Ps9b5ajvjKAUOmo4o3F5Jl0raYcfRhR9mWqGiHVreYyqRQBbFCb517xHc\nctdhjE+3rYjHC7Y8D4CJfOkULUDlygxPNNFXDbBhVT+WLarg4SOjhdLsZOQoyZpXWVAqihNrNLzI\nHqucr5ZEvvQ6hKZxoZhWJ9LugSmWQccoBa4MONBCqLei1DgFSjY3JDA00DRABQ44QtrqxBidVP1q\nXk+RsxfGSS7QUwrsyFdgqh0W1JTiRv0XeKzOV/bsdEO+aGz4+z/9ebzzD54mz6shX+zdojabwh1x\nnMjz8Jwdvq9JL5SCGwzlKzJNcKPMBTdYQMYmuNGlzpdesiOPRulqhzryVWScVmzOqebxefvkb6ba\nYU5qXl//0HgybnnXTdqh77l4/W9uw9Wbl1nbXpQ+US7lnS/eX9dtuTDna9ziOJJVK6bz9VhKzc8V\n+crQ1A4xyn561AovwP4SosbXkyEk5unfwxDS87NaN6n5G+hzrVZ7oF6v33hBTb2I1gljrfiiaeWS\nLrhRLXtaHSI+pvlFyJeTIErFgPwvu/4FJTwHAPDQqT1YDEEd8NJ8cqEDVzg6WdvGWqMoSkF0nbxM\nNrfXPuX1ePP2O8VixxUvRrsTi0VuVSz4NeTLL1Y75DW/6HeyX669GN/Z91fiGG5gjRi5jojqR3GK\nY5nCF0VJBe3QBVUimGmLgfNcFklav7Ifh0+JfbrX+VKDe8PI+To+dQTNcB2qQdWKfHmugydfJlQQ\n+eRi1rWSOV/ZMThv3IZ8AXrtJBP5AoBL1y2Sn20TJn3fimOtXQL5gqSq0TV5riMnZEE9CqTTFnRx\nXBzHUcIcBn2lbNDlbEnTtA0tRGgSIYoeUOx89VQCvPXVN2mFpR3WRxGTmvcNVE7vJ6Iaion6Gdet\nw0BvCQ8+ch5fuk0UCzYnKSvyNeCjb1JR/4pq0Zh/+8ZvOo3SUucrk5IW8vkp0iSF5+cHJp6ILJGv\nQF9o+a6DNoTDZ5uIt/e8E9/7w8/jyx+bQoIQ5XQxc76mtG2brQh9VfE+2nK+0lQfc+I4lUp3UZRa\no7e0MORjhy3ni9T3hsebWLW0F47j4IqNS3Dv7tMYnWxpzrxp9H5Wyz5mmqFs+8e+shs/2HEcn3nn\nC6w15fRrS7XAUZGD9O0fHcHGVQO4avPc6/g0DNphkXPC81fbBvLFjSsYBp4rSyJQ4IPTDm3qs0Um\npeZtOV8M+Wq2I0w38spy8jiFyBdTOzRynQBdic5naoedMLGimTnBl6yJge/CaevvgpnnRUbzAABc\nsmYAl6wZUGhUgdR8KfCAZphDR6I4kYEvHfni4x85s7PX+TJNUbAdqQxpIt62OJ5UO2zb1A7BPuep\nb7zOl03R1mZtRsUsyvnqJjVPCDZgpx3KvorI+RLnG59q58og0DvdjRWgtUvmfBnOV+Bpz6fnOnAc\nB+9//bPw6PFxbNlQLJA2FyMRD84CIespmzlfFa0NF2K0uy1AzM285yWD8TKbQ/4zkxLz76jVah+u\n1+t/vJBjPCF7uRMmogheTm5AGEe+OmGMxX169fO84AbRB39XsEEAACAASURBVGKEkXgAOe3QdVyJ\nHLnMlVpeVeIDZML5UhPtaGu48DqcbLIoolfx/DOi+rTDGI7jYG3/WgAWtUN5bTF6y2qRwxdM5t/8\nJd0/vD83IAI6cmQuOBzH0Y7RyJCvc5lzxpEvU+3QRjvs7wkU8pWd6wPb/xde9dVXZefLrrAA3YoN\neh//n0urA9AmviLnq6UhX7G2PwAsZ4vJoiRXQSnL1/kCdJnuOEnhsiRsWoQlVkRLP4frqD7h7fAY\npVA5o3l6XdnI+RqzOV9dEtdvvHo11nLni/1mq70G2CgsLOfLFdtuvWKlFkm3UVvEORIMTzQFp7/s\n6shXl7wEjaJpRAu5gAjAnC9jwWnSDk3ji2Cb4IaGfPmuFfmK0RZovCNQsHKyREO+/ua/3YTnP/US\nAELUISTUiAk4kIVRkgt8UJ6lkJXOj0fUT7acLz58JWmKRitCsx3LZ2dzhmBSEKbIigoOnxtrotWJ\npdPz6KmmFhSxHYPMhkB0whgf/uJD+Nz36l3bYxotek1k3jTu8LY6UaFwSMKQL993M4Q8lQGQnooq\n/moW4+5mlHRftRRZ5k5cqx1ZC9rSgqxYKTMf4CoqPcGdijBKrPfDRPQk8uW7DPkS/xf1g21RTu8U\nd758Tx2T+sQ8ZsJoh5ym1ZV26JHzpQf6ullgIl88aGZBLmjsas8iuKHRrOUcqK7NpmhrsxYT3KDh\nYj5qh1xqPk7yYy9HCXnQJEmVGAaZqXY4mynpdYN2WPI09VmaU6/YuAQvevrmC3aCbsxEqSi/j1u1\nrOaTwHdlcedu6rZzNVMUrmgtwstAUDvEfvnacT+z7kaOV61WK9VqtR76N5d9n5C9HEYxSr5rRb5K\nmQPCBy5OOQSMSE1WVR4Qk9JESywOTOcryZwfjnb5sNQzSPV27Ti1I7+NbEd2HM8ut8qdr6U9Al2J\nYlEkdnXfagC68+XzOl9Oqg1SKcyFiu5YfeXlXwEAvHLrK3O8ctFW9WKbixsecQSAVkdEUolDvXZ5\nr+yTudAOB3pLaLZjLRk9RYR/3/vvACxqh3yiyQZ75YTo56PcArqepz15LbZesQJrlvda1Q4BvRaO\njU/NqQNF0SbPcwXXniNf5HwZwgeep2iHFGmPWY4AmTmROa4SqNDrgbm54sA29KcsKThiMUb3iks3\na8jXbBx1rhIZKzETLefL0g5ynvUgCftsTA4+i+hGUSIU0jTRi1LX6Cz/LTAmLMdRsvQAcggipx0C\nWXTX8gjwa3nKNavxpMuW4bL1DDH1FNrFF6v8WLHTxkwohK7bzhjK6RKUEhLcmMKTLl0p80oarVAW\nTqWF7anzM/JYot6STjucbiiHwrboJpSPU5iLcr6Iyka5mJvWCufr6Om5OV88/4mfJ4wSPPjIOfzr\nD0fwzn/6kfUYNhTDdp40tee1drO84EZe5h3I53x1E+aIWETf94TKKb2DvdUgt+Cei/GFqiyCLGXF\nTeQrhOvo4xg5v3k6vPhf1FLUx1i+kNeQL8/V5NdttfvyyFeeZi1zvgqQL9t45BsOkbgGR86NJZZy\noLcnRbsTCfEuTWreRjs0BDdmURDk5hk5X7OpHSoFv+JcaPOzpB1m/UMy/uJ65kg7TLupHfJz6cfT\n6nwlqdaXgI4Smv1l0vc6ljy3bmb2FVk58PRSCAVz9kLtpmtW45Nv+0W89NmX5X7jaoe91QCOI+j+\nF6MNyvnKnKiC+ZkHRoB8XbqiNczPLG+1Wu1ltVrtBIAWFPVwqvtewrrV+bo6++gAqLC/AQD1en3f\nwpp74dYJEwz0ermFGwBZKI8vqKigKplJMyqxQXSyLfotRYI4EQ/xxkUbceR4NsAy5KvNIohPW3cz\n7j15Dxy4xsNbPABTGwPPyQluADyPIkHgBVkbExEpcTNlrC60w2U9SpkuQYznXfo87Dq7C2dnziIx\nnK+XXPkSpG9P5TkAPWLEkS9zouT0SbGNOA7RDlct7UXgU+KzjnzpSf+EfIk+nmmp4qQJEw+hXLbY\nQLHos4jc605WjnaYNffnrl+Pn7t+Pf70Q3doIiLc+ntLEsUzpeYBaHlORTxrElMwBTeA/MLVcx0Z\nsaYIOM8RkNdqoR0Spcd00mhhpFBCvX2u4zBakjjG/3zN0/GNew7jxc/YLLfjDv1sETIT+aLr7Jrz\nxZ4zt2BSNycqvk+cpDLiRxNsf28JoyyHIO/wqc/9ljoli/tKUjyCJk7qX+oDlYeYzho5ffLly/Ge\ny5+B24aOq2vyXCPnS3zuqQQKkXJaeM5mQX9uuWNYnFyB3nSNKDfhhPBcRafR1A6z/08NqxIQYRRr\n9K84ZshXnMoFcm/Fl9LoknbI1FFtOV9icafTXzetEY7mkdmcr1h3vugdpwV3J4wlIrv3kF090UQx\nTDEHQPXJfIs4U86XpliYJHBdPRrPkZxWJ4brOKiWPTTbJsKSyGv2PUK+EvneV8u+NRg2m/GSGuWS\nh6iZ5N5vAGh2BPLVWw0w0FuSTjMt0EzqnOeKcSy1ULuLpeZVYCGOi5CvgpwvHmSlnK+CfrCNR4TW\nmuNyyRelW0oWNBAQ97TViYW6KXudA4vaIe1L5yrK47a22WNFln1H60O782UPPAH6eOtqjpj+XRzn\n63wVmVQ7tMyp8lysSTbaYbsL7ZAjX6aTNDbVxmb2N829c61D5RlOBZmZ83WhQhc2K6JWc8ENmp9K\nQXEKzXwsX7vTflCTtk3PtFJyfkJiMo+XvQ/AbwDYXq/X5xXJ69bL3wBwK4BbAFSzz/zf42Yi58u1\nLnLMCD+g1/gBDMENX0e+2pFAbVKonC+ddpjVxnIiLVrW44nFhXC+PLznF96D7ItC41xsGz9cIl9O\nAjgq8itU7cTfr9z2W3J7TjtMkeD6tdfJ31InRuAFWFShaLtqu42CBuiTNLXVRjs0ka+saTg7Jpyv\nlUur0sE1kS9z0QYorvRMU4kG8Py1Wx75urgCy2SgVNL0hUGurpUl8ZdTabj92W/fgGdmctl0nzik\nz5GRQuTLdTPBDUULlFFkjf6VaDlfRAG0RYLzsr5McMOkHZrIlzE5cweNvrt8w2K87uXbrFQb8bn7\nJMjPwXO+tGRwo7tk8MCg72nXY6od0sIuu+90jDXLBWK3dnmv7sh1oc30W3j6XA44J7ghpeYJxUwK\nnS8Tgee5bx57hwgBAYAetkgYqPbCdcT3bUeoa/Yma9FxJlHyszpC2aJ5phXK95QcmJMM+eoYtMNm\nR41nUZwgIalyA8EAZs/5Si3J+auW9qBS8mZ3viISOdCRFzpPh9UEAmAV8DCpi90W+/NVQmxm6BMf\nJqwCEmyDdkcEkUqBZwkU5ZGvKE4kstZbVWqH3YQmTIsYwk8BA0J5eFCt1Y4x0+ygr1rSAg/0zpt9\n5zP0ROZ8ZdfEUSGOLIigoEI44iTJvfdFOV9cap66tAgBtCEiviUfjV9fqYB2GMcpWu0I5ZKvF6jl\nY6Ehk26i4XN5tnzGcuCS/Px43IqcFwAaJMWHoJzgRqrez9lQJBmkSFCodqgzifJja1e1Q+YgmfTA\nyWk77XA2tE62xUCCyMqBD89z5fhwoRLv87GeSiCfOXIAeV3aCzHKsVY0WPsxPdfR5lMT+bI9dz+z\nQhup1+v3zNfxAroLbmy6oCY9Rka8YJHzlbeKkZMB6BQIIM9R5shXJ6KBPZW0w1NTp5BAOC1eKhZQ\nqRNqaocliIWeA4FoPP+y5+Mt339L12uhQayYdkgtSXC+cQ7ApoxyGSBJxY+rBpaB0DU+yaVI8Mu1\nF+Gj94pFWoIIgRugv9SftZ8hX0ZHinwkk4qhULGc8+U42kKyGQoH9txoA4HvYkl/RUz8TV7nS5+4\nAOVgSOSrGeLs9IhsPwC0o7bMqTPzt8RxVZFe/lvO+XIdDZSkAci2wFm7og9/8uvX4c4HT8oJqIjG\nVpzz5WaCJXR+1+qAxkmKku/lcr6sRZZN2qHTRWre1YUi+MBM7dcFIAquo0Bww2rsEDzfrds1FNUA\n49+bYhScdkg5cwAweOVKfOANz8Ll6xfj/n2qzp2tFg2ZDfniyLnpxKqcL8g2FM1d//zWX9Tecy4l\nLSjDPOdLfO6rBDgH8T6XPHV/SGIeEJTDkleS7XNdB82WUtiTtEMN+dKphXyhw4MXvZUA59HM2lVM\nOzSLLJsLNdd1cMnqARw8OY4oFrLSIxNNLO4r66g5E9zgbafFcRQlWo7SH7zne7jhqlX4w1+9VvVN\ntm1PJRD0ZavAg54PN1ez5ZnNpt7X6sSolhOZX0x5NJWSp42nhH62O7GkG/cwtcMioQmbcSocPbMl\n34Pr6IwNkfMVYemiKvp71TxJ99Ocl8S9iqUcuzhH9txSLUFHz5PiToUQGElRrQSa5L6Z82VTd51N\n7dBGO6RnyxzPyBFVeXAG7TBDvpYtCrR1RlEgClDjiqRYzuHZMqXmdbVDG/JV7Hzxn2zBJqWaqebH\nuRbUFQq0+Zxds002Sncc53OwzfZHccLeWx+NVoTxaV0IpjPPnKQioRp6NnurJTTbzQtWGZyPVcu+\nlHKn+/6rz758wSU1uPHUEKB4Do+TFD2VAJMzHfieYuDMJlH/M7Paf9RqtT8C8DkI6iEAoF6vN2bb\ncc7udq1WW1yr1V5aq9Wum33rx86kLG9BzpeZkwHoNUf+cegfcWbmtPw78D05AHWiBLcd+SEAPefr\n1NQpKXhByJdnjFklh/JihAT++oH1s14LrY99v8D5kjXHYuwb3is+p8B0OCWdL7M4Kx0zRYJqoCLt\naUZdHCiL3AtOO7RWh/dcvVaOpCImuYnKcfQcu5GZMbSiFs6NNbByiShiS5MKDXTUTq4KZiJfQyf2\n4N13vDdrr1iMTLQnQI4gd7D+4f5/wPYT22U0mQYzU92PBhgzekftK6K0mH1UFB0qKn8g5fuJouJ0\nE9zI53xJpUBtss0jX5qgB4t4lk3aoWVy5guLoqhZkdqhzXjrSERDHFuP/nMrmsj5ZzNSyR3rJE7k\nto7jYMuGJZmc/NyQL5tCFa8RKIsqm84XLWySYtohJVjLYxlOuy3nixLDE6eDSqAQuJarnK+QOV+O\n46Cn7Avky6AdUtkNQCzOuSgEX+hETNKc08dUzpdOFY5jPVcyYfea9+3G1f2I4hRnRmYwMd3Gq/76\nO/gfH75L66PQcL5ytMMoxkxDLdrPjDRwy12HtWN02CKOH5NbZPTNXK1lcb6sRYPZuBaGosiy57na\nO1YpeZrUPEe+SO21p/L/sffe8ZYd1Znot9MJN9/OOajDUatboft2CyQBEhIZGTGABAYnDBiDhc0M\nY3h4DGPGmHnj8J6fnMbm2W+GH9HCgAETLBEEIlpXqdVSH6lzq9XqePO9J+zw/qhdVatq1w7nBskt\n9fr9+tfnnrN37VS7qtb6vvUthrxYVoeCGySKzQOSrI6SOteMT7fQagfoqXpK4CFIc75IwEgX9+F9\nthQLXvHXwCV0eD9kyJeed1JEap5bR4IbmkMkt83O+QqCKKYduspAps636iJAD8gUQb4oyyGhdpgh\nNW86BypAxtkMrB0V+aK5x3opjTQLidqhKVhLr0c5X9tWCzRrh1OQr7jPcpGeNMGNog5jKvJVUpGn\nZxL5UmiH8fF/4cWX4PXXb55z2wnBjVTnKxTItG3Lkk1tQzD7ouXaHwH4SwBn0WHOV2qvq9Vqn6nV\nalfFnxcBeCQ+0F21Wu1dcz3j2RqP2pU8x7jQFbQg8pvIg2hP491ffzfufPQL4reeLk+p8/VvJ5hA\nRmSF8EMfTb+JU1OnsLaP0c544eNFXaocqRd1id8d28KSriW510JzvhpNX4kEAma1QwBoBDPCMdSl\nbyXiEaHkygkugg/XdtFb7uWtJ86DmutYilMgI9B+IgLLaIdk0oCHkakJjE22sGywSzlPPlkI5Iui\nPvHLzxcB/3b0QdgxOMul8j/+g48L5OvUBCsO+t5/eQ9+6xu/hRf+/QtxduYM/EDmbiWk5lMGGN4H\n0qKqablJ3PiiPS06LSeZ2IknESej4AaRmmffqzk0QHIiVhOu1YhnQmqe8vTjdpSivykDcEfOF0W+\niJIkbTtBYUlxklwNJaImkK+YNmqKZKp0r/TfjDlfvUlhHYpS0XNlyFexyUtF82TOF0UK+NgVWi2U\nXXYefeU+TNlPiX1Dq42KKx2zrqrHcr581cEYJehW2w+VwAdd6NDgBVWZdA2CGwBbDNPALVN9TC7U\neL2kth+KvK360REcOjGmnBdABDdCVXCj1Q4x2Uiq81HjbfB3yFQbiwdhOs350nO26PGo0Uh2GLF7\n5DmWsngvl1yEYaQgX1wVlaspikWSZXVIOyQ5XzxP0bUTYwbPZezWnC+JfKn3x46dqihCKu2Q5bDI\nGpZcQh9gwbsoSib9646KEA5yLeFUCLXDtDHWSDuU50CNow9ptMNmm4mklEvqOsMzCG5w06XmiyBf\ntm1h8QB7d/u6S0r/MI3BacgRAFgKA1EG93TkizrORcUrwkgycfQxO1twQ6sRlnL+bYJ8LY2drzEN\n+WqLtV9ntEOT4AYgx9aFyPnSbXMsX1/2ZA1HnZE1V+Pdpe0HmdL1YRChu8rR1ovI11ysXq/bhn+F\nogNZvW5XvV5/MP78ywAerdfr2wHsAnD7HM+5Y/vRw0/hJ3tPCl5wyXOUOkLcRISfTDJ8AdEO2IRG\npeB7uzwxaTRabeFc8Zyv//Tt/wQAODouo6sh2mIhItpxWa0YCyy6aFkWpn9vGiMfSi+yzF+O5Yu7\nMTHdxm/9yXeViTygzpey4Ikk8lUii2GH5nwFSpQ1QqjSDhXky7RYNXeNZlvWP5HbWsr9sCMP50bZ\nwLlsEXO+dOSLH1OnKwEy7+Yf9/4z7JjaGYI9u7/4+V+AI19Nn313dPwIuc4AE82pVBn6NLlcmTyd\ngnzpdArtb573NTZpLrCoJ83blkW41vKYYZzzVU2hHXoZyJeucGVCvkxS87wdSjtMS2o2qX2lGT0f\nPy6cDBQT3ODXID+nO516RNfUd005EKZzMOV80Zw+/Rx0wY0wjJRFUJbRa920ph/Vsotq2YmR4tj5\niseuAE3hYK3rX4dzzl4cLrHcx3H7MJZ1LxNtdZVdTJOcL76AHtOcLwX5IspiAaGI0twdTnuklGWA\nOUSJYuGB+v7R6w3CSOnzX/zuE8p5ASTny1dzvtp+kAhSLepTn4+OnhnVDjNyvqYbbbz7v9+Nz357\nf+K3wrRDQeuy4zZ95lST90qXOZfIVyRyPTl612k0mka/eVDFc3QxKOl86cgXf55JcSUrricYJWiH\nJVd1aKgojSwOHF+X5nzpjgr/03Ol4AWft9MCXEbaIR/vtN8E8kXqjwHyPvNxVxcnKBkEN+SxJMXR\ntq1Caoe2bWHZYBfu+MANuO1lW1XBDcO8rOcGUWctgXxZ8hj8vACVdujpFJ4M431BX9NnKsnaUr2W\nngs36qhy52ppHLDV51JOOyxe50uiatSSyNfCOxt/+tsvwZ2feG0cDLGV48+XSQGvNMed/c9phwB7\ntfg8LSXqnzkk8LlgtVpta61WuyX+3BuDVbmWdZdpifEXAfgKANTr9SeRJeG3QPb3X30E/9/X9ikS\nq6ZXRi+CCshOztEi6nj0VEsC9aDOF2La4Z2P3sn/EvvoAhMA8KqNrwMAWJGc4KpeFQOVZME+qT7E\n/v/wr+7Btg2LcG6soahoSdqh6nxFCKXzRWsFUbVDK0TZjaPmYLWBPNtD1a0mrycF+TJZsxUkqDe2\npS3m4eLnhx4DwBLtATlJ6AIFNPKsqx26UZcicMLvJX9+FBmk9yYKkaA9ZdHb6HnpjqW4ppz9B3Kc\nLz7JCNqhYwkkgC4muGAEj4rxxV6RfCn6p21ZysIjiXwlHRvqfC0fNJeqoBNfHl1DR744bSW7yLL5\ntyzkS6CogSq4oWyTIbihiPMY1Q5NyBfbR+/PgLnOl8no4uray1fhnbfswAd/mdWyr8aoDUfdfDSE\n87W2by1gAfsqf4/vd9+Ox8v/qDhf3VUPM01VQCMII4xPtWQ0uB0o796YQjuUUtS0Jkwa8tVqJ1VC\n5UIted/DMFLyME6dn0rsxxfnfqyyJouwSkn8T7znOizpryRyOngbugNHLcigHZ44M4mnzk7hc/9a\nxz33P6n8ZhofzLTD2AGMnSemwmkr7xinA3Ikx3WI4IYoshxH5zt0vlTkS0a5s50vuRgMUnLiWD6w\nZaYdchELVyK4gIp88bGO1h8D1NxfenzPIfM8R75SaYdJR0Kiyep1V+P6aeIZxG3y5zM1w55zpeSk\nC27ozpc2RhWhHfJ3YuOqflRKbr7UPKVsW9pCWRv/9bHehHyloUhcjIKaoKVlsBWSgTE7lYYMULl+\nmc6wqLcM27YwPqUhXwQhLmJ0rKOmI1/PBO3QseV8z9dslFUwH5ZXI+6mPesAAFvXD4prb7YDSVfU\nkOyLlm+1Wu3XAHwNwP8df7UawD8W2Ter10W1Wm11rVarArgBwD3kN7OO5gJao+mj2ZYLCk5t0M2k\ndsijh34oCyhz6+nyxGTRaLdhRezz2v61aIdtvP7S1wMA3nbFL4p9LCs5yCypsLpbjHZovq1/+tsv\nxnvfdCWu3LKUbRufY6XkCqidTuRU7TDUHAyudqhH4qjaYdmLHZd4seQ5Hqpe/Oio4IZpkE+5hpYf\nJGgftmUpiy878vDf7v6/AIDQDiX1hbUv0Qp6vZYFNMFoSKu6NkjaIXxcs+Ya5bhNIY5C2oiTwTml\nSqcdctO7Dp8EsvIq0lAZAOiLRRlSkS9HnQgc2xKReRpNZ86DLRafgnZoQL6S16RFPvmkayWRL1O0\nktIOV5DaXtQ6oR3S1YBSlNVJHlv8rSwu6HbpTp8oahqECILQGDG2Mp6dqnaYnBCL0A4VZK3g3EUp\nXWuX92LzmgHsjgt0Dl26DO9/y068dIjljvpooOyw87j1slvFfpPOkwitluJ8Vcsuyw0lCNHYZBNR\nJPMpuOoc/Z1bQH6j0VnupOsF25vtILG4EsiXQQktCCJlQaQWMeeOk2vctu1Lx+SySxZjsK+SoBUV\nQb74vTcVP6aO6Nd+eEh8jqLImPNlFtyIlHMA2OKIvjMcVdGRrzCMxOK/u0PkS8/7sC2S8+Um5yY+\nbPd0lRTUNxX5spkYU0TKCUjaoYp8eS77norJ8LkjQTtMIF9yvOPjGn9bZqN2qI8Zb3vlpfjtN++U\n8vvc+Spx56sl/qZ33stwvugz8ly7MO1QvQbCIDGsb5SAlOZs0qZoniv/miLPgsaeMoZ3GxwDU0BF\nP6dc5Evbl68H2kEokK1yyUFfdykxl7b9dJVrk+nvArdnM+cLALZtXIQXbF+Bq7evmNd2lUC8YQ58\n75uuxB0fuAF7ti0Xz9cPZO01ISZ20fnqxN4PYDfAFq31en0/gEIPNqvX/XcADwA4AODeer2+DwBq\ntdo1AI7O5WxnY81WgLYfEefLLLjBJzRFcKOq0w7ly9jbVRKdttH2wYcqx7Ex5U/hk/d/EgCwcXCD\n2MeywsQkxmkigJVK2Vu/sg+vvmaDHBRTFibc0nK+KPJV0SYD3nbZLeGSReycOcpFkS+FdpgTYaPW\nbAVCbpmbZVmqihs8dIVsMbhc0A7VxaqJdshRi//9CLvno1PTQlEyRFtcM6c9ffOJbyWuBRajtwU5\nyJf+t+D+Z+RVZIk2vPhKlhN47RWrjPtK5EvSDnlkXne+bAPtsEidL11Eg9Y40xFh2kX5ddHBe8Xi\nfOSrk5yvICTIF61No3Uz1cEl3zvJd0X+HSNfYTrypdYMy3C+jGqHWbRDJ76OzpEvXrz65VevS/xW\n8hzctGedOHZgSdrh23e+PbG9gnzFEyulEp4bYwiHcL78UHH+xkjOl08WS6borO58tdoBIq1/ckqj\ngsaSgAt1qJom56skHaem4nwFmJxuo+wxFKfksfqBVHJed75MCIRUgjQ5X/JePE1QOeZkJjY3tsED\nDdTJcBy1nIOYdzjyReh5PAeP7180j5AiCfyYZUVww9xOT9VTEF7+/PV7Z1sskMFygHgwhY/t7Dh6\nLTzmVLLjqo6mPBfdCaalNfhWQu0wrc5Xhtqh/tvWdYO4ac868TsN6gLA5Iyss0ZvPaX56dRsOu54\njl2MdqjT3zNyehPHSIy/WvBNCDrxuZBtT5GotHIhpnwkUVdTO620IBk9Xz0NQFyDoB0GhNXkoN/g\nfLXaYWGZeXrsNOSrR+R8PbPOxmBvBb//6y/AhpV989quIphlWIO6jo2Nq/qZKBNhNOSxei5aprXq\n9bousFEoOTe1J9fr9TsBXAngZgBvID8dBfCMC260/BB+ECiKN6YJib9YZ6dPi+8mg/MAJPIFHfkS\nC29f0A4dLXGjtywXoyXXS3RYrkpnwU6NfIt8NL4oVgQF2PFOnZ/GHV94ACPjDaXIsp7zdXqKXV9J\nk/Tlbd689bUou2XYthn5ogso04TspjiQAATth+6vOl8uqrHzxXO+RDRUpx2GqrNpWxa8UjwxRN2C\ndhhaPho+ZcICFpLqayECJcHXhPSY/u4U+dIHt+uuXIW//uCNeNsrL83cl9IOq/ECk0fTo7j+Ck+S\nt20rgXy5broTYWkOlaQdUrXD5PkLh72A80UXMXn5AkqdrxTBjSxHSKnzlYF80VwGjhzqRh+3Y6VP\nNia1w/74uyWkmPZgjIYt7mPfZdURS7OVS7rxqT94JW6/9arUbfgz8a0ZIbhhssXVxeIzn1jp4uXs\nKHt3OMLebodK4COJfPGcr2Q1Ep122PZDEezwOAppqBnDn0sYlwvhZnK+OO0pCCLlnWzFyFfFkwt7\nQHWAEsiXYREscr4Mxe3pvRibbIngSMMgtkGPR40vVBV1y1hqnp83X/RxJIfS88anWqiUHOEcFI1G\ni8UsoYhRZyhtodld9bB13SDefvNl6Kq4om/ogiQsqMPG6kBjF3iaiAXN+eIIB6dt6rLqurCHzPmy\nE7UyU3O+MtQO065bz8Xl+Tg8r7Cs0Q5dR87vaeMQRONgkwAAIABJREFUkK5grFsaDY/9lrweHV1T\nfqOBDksKLsh8K/YbLSWRRjs0OV++b3agTAEWeh5Aeg0pKbgRKQ5wf08ZU7Fo0NnRGTSa7LPnZc85\n1ITaYfwcLl0/iFtv2iICSs8k7fCZMEUwK8ehpMhmlgDVRcu1s7Varcb/qNVqvwTgeJEdU+t8AUC9\nXj8J4KT23VMpmxutVqt9GMAvgXk8ewG8HcDHwZy6FoCDAN5er9fHUhuJre1HApouubZxocwpFqNN\nKXSx6+934OgHnkA7jJEvQrnrqZZIPkEgnS+tA/aUJQ2ru1xN/D6jOF/mzitq3lgc+ZK/8QHgp/tO\n4q6fH8OOTUtEpC+R82WF+Lv7/07cB26eawuhEZFXZgNRZEK+aJHl4sgXgAQX27YtMTADjHbYFS6D\n59oimsoHWT4Jyyi4hnw5Fpb29uEkADfqhm+xcgkhfNxz9B5xPwDAipLOV4QQYYhEgq9pkU+nRpnz\nxe7Lx37jGrHApvuYPnNbu7w38R03gXyJ+ju2zPlqqrWSuFIRF05g90ZGBdPOQUdf6LUnkS+6KObI\nl+xL80M7lMbQlPh4KdRCei5p5wgYFj18wR/nB5lptBkOHxXcMCBfjmPjf330FUry/YuvWo3NawcE\nepUl6JFlg6SAs8kqZRe/dssleMfdH8BGd6hQm5yyOkbe0/NG5Eu+AVTFj+V88ZwldRF22/bbMHj+\nBpyoy++aJOdLoJDxYlpB94mTTAU3mm2J/LYDXgNLIl80ct1qM8GN3go7jqzTFIp3w9ccH30RPDnT\nVqTmo0gtD8Bl9y9Z3Y9DJ8Zw+vw01q/sM4ptmNo3nQPAxj6PoEG8n/B5zCVo0PhUS0Edi/YpXk+R\n5nzxZ76or5Ia1e6psoDiG166BffcfwInz00Zr43nfEWRVMTUBTe4E8bHepprxsc617FR8mzMNNX7\nxY3SrIuqHZpph/E5pSywdXSE9ycquEHz/ByHlVUJ/dCQ80UDU+b1iW5ZzldenS/9+DrtXJYF4PvG\nwY8gErR8XVCEW081OQ5yNDtToTYlmCYoqmm0Qz8gJU9sEQQ7cHwUH/zLH+LFV60WtMOixucFLuTx\nwh0r8cYbt8hr7HpuOV8q8pU9XtCxRX+eF5Gvjuw/AvgsgK21Wu0ogGkAv1BkxwXtdbVabQMYSrar\nXq9fDsAB8BYA3wawvV6vXwngcQDZ1YhjYxOxFJrIyvlqhRIl8TGDJ849gVbAJlW6WPdcWygeNX2C\nfGnhgLInByOuZkSNT8w2nMRvb3zpZrzuJZeIv3nTJtohn5xoUVrmfKkOBjfXcaWalSsdP6Fw5Fiz\nQr6yXkCdDmBbUJTTbLioRstEjS9AqkrxgY47B6EB+VrWtwgRAoZ8RVw0JCkvbXPkywrx/he8X1xX\nGCYLgJqKP1LjkwCf2LeuG8TGVf2p96TT6JCj0W5si+R8tVR0ix+nq+LKOl+C1mV2SFib6mfRByxJ\ndxJIoMGxKZOJON356kTtUH72famIl0WdVIo/G94Per7cqIy16Xeg2AIBSFd5XNxfVaLBlmVh1ZKe\nRECF/WZsYta2+4o+jDkHFTl53TglF5ARXaoKeG6cjYcy5ytIiBxwo8iXrsj1hTd9ATdsfInyHRXc\n4P3TVDOGBlyUQr8tSRs05WvRxXazFWC64aNSitEWg0ppsg15nf/26NP4xd//Br75kyPiO10shI9v\ntXWDAICnY0ckTYwnS+1Qretmk3woKY7Er4/nfAHMQaQ11oqiqbRuEsDehddfvwmf/L2XYeWSbuXd\nWL9CBot6utRIuMj5MghuWJYVS81rghuptENHfOYon+NYGvKVRjuUdb6E80VEAqhl1vlKWWDb2jPg\nYyDPl6yU1PGAChmlSc0DxZEv3RnJd75UB08xsjmbX9lnPRAZEMGNpYPm9P3uatIpkzUy1e/zcr6A\nfOTLpyklriPo1lxx9IcPnkDL74x2yN8ZEfDUAsrcwXwmiywvpJVJ8DRPsbAnk3b43HBGnwmr1+t1\nAC8AsAfAqwHsqNfrB4rsu9B3eRxAG0BXrVZzAXQBOFGv1++u1+t8ZPoZgPyKxLHxiJSXkvPFHZFm\nQChqVoQgCvCZhz8DIJmzQAstSudLDrr95X5t0ZuU7J1p+pj48AQWV5cknMJfu3k73nXL5fJ0hIMk\nt5FqUGxy8knhUpPaITfbkgparM6X5nzZ1ixzvtK7xpgB+aKcfQdllKN+IRkLyGioLpWuS83bto3e\ncg/amIEXdePypVcAALpLcuEpkC9CO/zN3b+Jf7rtnxAhEPQ9fgx6P+g5U+OLIj+F167v02l0KOEg\nOJagVnHaYaChB10VL0k7zHBcdGU5gXw5piLLyeuig/eiPvNCn74HnUjNB2FoVLzK4pubKGvsHMyL\nHipmknUueWUDZmMmVb/5smbAnAEuuJFnuow3AJyLCyzzxVarHRrFJgA95yvZln55rbh2E0BrriXf\nIxGJDyNRMgRgi2pRxF0T3PjGj4/gRw9LsgWvVVYpqRQ3SmPMEtz4+o8OAwDu3y9p6XpeEz/G1tj5\nOnWeoe+dIF8mwQ3XlSUEqOy7QL5sW+nb3bNAvvhwShe7jmOLYAqlsr38BevFZ4p0cIU6IOlEC6l5\nqnaoIec80MadAzdGiwDJLPAIBRNI3kMquKFLzTdbAborMhdL0BsNcxb/Lm0+k4wEns6g0w7dxNih\n57hxUyiBznzQDjtDvvQAEP+bBzbk+yfH4sHeivG+GWmHaWqHGWMr/zutvqaYF4NAoOElzxbO14NP\nsFqeW9cNMNphwQLL7NjqnKsf+5ms8/VMWJ7gBjUFVc9AMi+a2Wq1mrhJ9XrdB2PxvRKM0VfIFrTX\n1ev18wD+DMAxAE8BGK3X63drm/06gG8UbZMvRtNzvmIqVzCjfB+EAew4KUZ3vvgL3fJDoXZ4/9P3\nid/fevlblcWf41iJ6MBM00dPqQdhSo0FanQi4yYjgwbkywoRWpTCoDlfFPnS2u7pdtCyGKOzp9Qj\nkS/SXidS8wASdXZsy0LbUKy0p0suPHTkC2D3kSquBQETS4iiCL41BS/qhhUzY0U9JVhY27cm/iyd\nr/UD67G0a2kS+XKS99r0d9ZEJs53LsiX5iAwFTJV7VBfzFTLLmYa7Zjik1Q7zKLPWTbJ+bKTUvMK\nwmSIDqddn2XJBaSpqKm6rfzsk9oyWcdJdb6ojLOBbmPblljEmibTTMGNeXCW1AKnc25OMZ7rmIV8\n0dqFXYaFE5cUF6qqfpiJfPHFkkn1LNTedap2KAU3MmiHoRTREEqzLV7Hix2X5h/e+R1ZB4yLiFR1\n50sT5QDUos7cxg1qpHq+0dhkE5WSg/UrGTKU53yZkC/OBEhDvqjyoAgaOJbybijIV8HxRpfQz6L1\n9lQ9/PKrt2Hjqj4sGZB9iyvU0XZ4YMaOERVW54sHklRnpJSgHdoxlRrKO+opzpcuNQ+xrzhjQTv0\nUS65wrnj98mIfHFUrmjOF1c7bEjki+7pOJIamo18Fa3zpf5NnYu8dICs4JdtWULhVZ9XaL6e61hY\n3J8cV8oGBgB3xLPVDm3jb1R9kxpFvjgazpAvlfZowUK73RntkKdgUKo/NaF2+BxBeso5ghvUsgI7\nF2mHhezuWq12JQDUarU1AO4D8HIA/2etVvsvRRrIzPmaq9VqtU1gUowbwKQY76zVam+r1+ufiX//\nL2BqIZ8t2ubjB44AAJ46cQznJpKT4ckTxzA8fBYnz54AsER8X3+8DqvBOhUtRjg8PCwiQ2Njk0qR\nZW7l6TIOHz4k/m41G5iyVQfk1OnzGB4eRrvto9GYwfDwcOo1jI6wfLRGoyG2O32aOUinz7Lfjhw9\nLiaMJPIlJ6rH9z+OKGCLhL0PP4jz50YBACPnz2F4eBg37mrhMz/+BADg50/8HLsW7Upc37FjRzHs\nnlXOcWZ6OvX8dTt06BBmZhqJ7+978scYHmYDwrmz7PqOHDmEcjtOI4xCTE5Ni3swM9NAEIQ4fOQw\n2tZidIUr0JiKxShisZRt/dtwhXsF9p5riQLMg6V+7HtoH46NHUNkMQrUuXNMZGXv3ofRU3Ew01In\nwscf3481S8ri2CeenFJ+f/ChBxMTtu/L/nbw4AFY02oNoCw7Ez/f0fFJAEC9/phI9j987ASGhycx\n1WDPeHx8jPWl5jTCCPjpz+/D6Cjbf98je+U5PviAMlBOTU2S451Gq8UWmk89dQLdOAdA9ovz5N2h\n/fD6Hb0Y6HEz+69tsfN+bN8jOF5Nj0ROkz7U9kPUH38cAHD2DBHDmZxQjsXfAwA4H58rAJwckWjr\nQ9p183OamGTHm5gYA7BEaffpp8fF51NPP43hYRmcoRS4rOvOspHz58XniYmJWbdjsu+c/A4AYPTs\naGq7J06cEL899eRM8vfTbFw4fpgla50fHTPKpgPAkaPHcOY8G98OPPGY+J63f/yEmp77xMFDODPG\n2mq3WZ87fPhofF5PYnh4LP7M+ucTBw7i9GiMLHgWWj5w3/AD6O92MTo2AccGjhx8FF1lG9NN9b09\nfpL144pnY3h4GCPn2XU99PAjOL2ILdiOHWfP+sRxhnKdH5H37cz5Seh2//0PoLsi+/GZ85OoeMDT\nx5nTt//QUxgebmHfMfOYeODgYfThtPLd2bPsPEfPnxHfjY2NoDUTLzbbLZw/H28zzsaefY/sxciI\n7KfNmUlx3u2WdBodG0gDVZotdl+nptn2TzxRR2NEIqbNhuwbx44exRUbu7Dphj48/NCD4vupqUmE\nYYTh4WGcOn0uPiZ752ca0/D9ADMzIc6dZ8/84YceRNmz0Q4iXLKijMWVKQwPD2M6Ho8eeeRhVDwm\nVMEX4WfPnEK71SDHVOdM7rw/Xn8M588zMbGH9+5Fd8XG2GQDvVVHjENOHEg8d/Z04v04d5b1jydP\nHMfw8Ah0431ydIz9PzXB+uqZc7wPHcHT5+XYc/DgAYSBvG5qjzyyFz1xP2rMTKPthzh0iPXBo8eO\nYbh8HrodOnQIpZZMqz9xTh7r0MGDsGdOKNtPzhAKrrbOOPCUvJ+nT59Gu8XaOnuWjaNHj7J+dujw\nEZwfYds+9NCDKDvJceD06VOJ744eZToC9J0GgMPkvXj88Tqmz0vHaWyM3f9H9rFxhI7pw8PDOH6G\n9dPjJ54Sq7JDh56A51jordrYvbkHP3psAqPjk2j5IZqN6cJj65F4HBwdY/3nySePYXhYPoNmO0S1\nZMMJx+d1vH62jPYdvW9kbXvwwBPKbw8//GBH9E6TPRfuZ46trNfrD8Wf3wbg7nq9/qZarTYA4F4A\nf5TXwII6X2D69z+u1+vnAKBWq30JwLUAPhMXJ3sNgJs6aXBwyXIAY9i6ZROOPT0BPFJXfr+0thlD\nO1aiuu87yvebNm9CebwMPMyK9wJMdGJoiCWxl774NLySC3uKRQQ+/JIP4Xd//KsAgI3rNqLWuxn4\nIZuIerq7MdBXBp6WE65X7sLQ0BDsL55Ed3eXaNdk33tsGDj2JLq75HZPnK8Dj+xHudIFoImVK1ex\nKNx9o5k5X1fuuBI/ffAUzk2MYc/uITzw5F7gicNYunQphoauwvLx5Wj+lE06G1dvRG1NDbhfbWPT\nJRsxNLRWOccv/uxeHI8XEHm2dctmfOuBB8CQV2lP+8fE9R0YqePeR/dj+7aaqHNW+soplMsVsY37\nrbtghxHWrluL9k/PwEMXPNtCb5eLrmoVaAF9vX1Y1bcSew8fFY7yukVrMTQ0hOqZKqJvHYENF339\n/cDxGezaeRV6u0qMrvpFSV/atm0bJs4cEseewHHgZ3Jy3j20K0HHqHzrLozHDsWlW7fiyq1LC90f\nAHj8XB3Ytx+uVwLQxo4d21kk967vYWBwCYaGrsDIeAP40kksXjSIoaEhfOfR+3Dg5AlsvXQHeu6/\nH0ATu4d2Al86GZ/jkBK1uvOn9wJn2DNbsWI5ToyexrnxCaxftxYvv24j9p64Hy+7eh121ZaxaP7X\nngYA9PbIfpjRbeV9+OppNNstDA3tTOQEUev+4T1AvDgGgEsu2Qx89yxWr1oJ7GcDfn9fn/Ku7D+z\nH9jH3ullcR8GgKMnx4Fvsvdtz+6hRPTV+6enYTkeAB+LFw3G1yLbPXC+DuxlC6rVq1dhaEhVpXxH\n8wA2rRnA5ZuWYDb2wyfuBw6zvjHQ35/5/ndqfCIbWDIg2/26us2qVavkWDZwFp//wY+U36ebEWwL\neNE1e/D/fPXrKFe6YE9NAUiu4leuXI2ZcAzANHZedSXwz6yf8PYfemofgAmy/RrAmwLqk+jt7saZ\nsTGsWr0GGB7FunVrMTS0CQBwunUEuG8UGzZsRHhiDMAEFg90Y2JmHFtql2Ht8l586vvfR8kLcc0L\n9uDq3SH+8x0/wIEn5UKvFboA2qiUbAwNDeGRpx/Fz+pPYPOWGi7dsAgAsO/UowDGcfn2bcD370VX\nd48495k72Y2j+abbd1yOxf0xIyCKMP2Fr+OS1X140TV78Bdf/wYagYehoSGMBMcAnEd3xcVUQy5Y\nV69Zi6Ghjco9/NdHfg5gBhs3rMUP9j0KAFi+bCkTEqg/gb6ebixfNggcnILjsjFh166deOzUY8AB\ntmBfvXIphoZ2AgC67robI5Ns8Vwpewn2ATfLsgGEsB0HQIDLtm0T9EkA6L33HpwcYe/k5k2XYGjn\n6kQb//SzHwFnzmLnzl345kPsOvp7qpicmUJvTzeafgOlkoPe3m4ADezZvUsgNi+8Wrbzs8MPYWzm\nJF549W44tgXviycRxAjnmtWrcG76DJ6Kgxau5ynvzFd+ehcA4KorL8f+03Xg8DR27NiBT33jMTTb\nEV597Xrcc/+TaLSbWDTQg5HJMaxZswpDQ9uUa9l7ch+w/wA2bdyIoaF1iWs95x8F7nsQsNnYsXLF\nMuw9ehSRxfrZ9stqwKFzYp1xaW0rvv3gA5huNrBn9xDwBekc8bkGAL78bz/CsTNnsW79BuDH57F+\n3Tq1j3yWBe62bNmMoctkWaBFT40B3z4tjqXPMWOTTeDLbPwfHFDHTqvnNPB9FkRdsWI5jp57GqNT\nUxgYZPPJlP0k8JNhrF27Dk+OngRONrB7aBfuffwBHDujOnmrVq6Eu39KoU6uWLkKeGAM68k7DQCt\n0lPAvew5bt++DZvXDIjfvvvofcCxE9i0aQtw9xksW7YUQ0NXYnh4GENDQ+h/chS46x4sWcJLZUzg\n8h2XYfOaAdz8cvbNg3/wLUS2A6CNRYPFx9aw+jTwg3MolasA2rhkwwYMDa1Xtrl6T/icEdxYcnJc\n9J3e3u7M+7Ts1ATw7e8CAGq1rcB3ZfB999CujuiduvFn+2zaM+D8UQrFdQD+GQDq9fporVYzRzU1\nW2jnaz+Aj8SFmhsAXgbg57Va7VUAfhfA9fV6PQmZZNh0POmUXLPgBk+QnW6qjkAQBUJq3oudrzZk\nxKbk2nj87AHYDrslV62UOVqO5Rhoh+qxqTBCHo2JU5QoVUmoQXHaIeE3/8+b/wbf3H83TgjQgwhu\n2C52XLIElZibrqvZDVTkQPjR6z+Kuw6ySY0iaZ1KzSeuxzLLOU8F0pm5MZ74Ltu4SDluEEZ49PA5\n/PCBE/E12wijEL7FFhrjExGWD5ZQctik5tmeeO6cdsiVKIMwEE4lp7EUzfnSJWyNtENKXeswSVfW\nuZH0C14mIEk7ZPeeKz6NT7UQxAWoM4UjtLwjWmDadWx88Jd3m7ftkGZAFduyTG+W0qvSjp32m6ir\n5ZiLbDq2JSi7Zqn57Ot9/fWbU6+jiC2k4AYvqH7t2mvFd7tX7cZ9T91n3N6U8zXTDNDfU4JtM9qo\nXucLYOcdRYwy5wslOwuveMF6JQdQz2VRaIeumuPhaH2SXY+Umud9nNO+2oFUkXMcO6E+OToRUzBj\nwQ0eoW35lHbIlUEZRYzKpfM+SHNNKT1suuHDD0L095RhWRY2rxnA3oNncfTkuBCL6OkqKc6Xaewz\n5Xw5jqVKzWtUZNe2FEptd9VMDSp7NqY0cLNadjDTDAT92yT1D6jvRtoYRmsz6UWRLSo1z2u5pcwV\nv/mGK/Drr9uu0ZqJ2qGgKTrJnC+lzhfbf2S8iR8+eAKb1vTjV15zGX4c5wJ2ldl9Mikayjpf5msV\nJUbiZ1vSpOZ12qFtW3BtRu+3Yyolz3dU87HYtR08MSr2M5k+zyq0clOdL3KNCfo1PU9L1nnUi+dS\nqXnbtrHIQDu0bQslT81bk4Ib6fNOgpGgC/Bol8SfWdsPxHnqlEfPc8Tz6Ih2qOcCG+7nc8XxAjSp\n+Zz1G902mfP13LknC2jNWq22A8BpANcD+B1A5IJlSxjHtqDOV71ef6hWq30KjA8ZArgfwCcB7ANQ\nAnBXLJH/k3q9/t4ibXInp+Sp9bRcx4IfRCLnq60FBoMwQBBLrrtgi3UuYw4AodWGFblCXW/zYhml\ncm1Xq/GUdL44hYeJRmSvvoRDkJXzRZLeV/Yux1suvw1/tvd+AKpUvmu7eOctUj5VF1ToKfXg6PuP\nYlF1Ebq8LmPem+lF7cS5sG1zzte4L5GzpYNVvPllNeV3Ny5E+aG/vFd8t3JJN8IoRDt2voIA6O0u\nwbEccb38zLjzxWuybVu6DRG+BABoxB2AOiDU9L8TOV+GZ6g4Ph2usEXyL1Fe4oGChq52GN97nnQ8\nNtlEEIRMZTPFmQSScud2yrXTY9BzK2qeIX/PZBbU40oFtnTRECXny6LfZy+iXMcW9zFX7XC+vSPM\nrshyUeNKhvwdAIB7fu0ePDn+JA6PHMbv3vW7eNeQLL1oSpYH5ALacx1Wm0vL+ertKjFHP1BrOL3v\nNrUOme5stNphQs6a5x5Z2rjJfpPKZty5aipBJ9k/erW6a3xRLup8Eal5/fy4eiBf+OmqhrJNuS9X\nOuQlMl5//SbsPXgWX/zuE9i8lgWydBESY86XQWrec9ScL5GTQvKgaN+lTjTtszSx/h2v246dtWX4\nb//vTzHTnBH3naodUisiGsS3CSNWY40Xs+bnYdmWkoeaNt3ZtqVImdPxwnUsIcLUVXET9db4I2HB\nFvb51Aibry/ftASeK+uEZeV8udzxS1m0cweQl1rgC3/uXFdKrjKwMsENOf/bliVq3NF7y8epr/7g\nEBb1lbF723LluB/59RfgX392FFdsUZF2pZRITt6x7mwmBDdIjhfdV3G+LLO4khUr5E6TIEOaA5Wp\ndhifU67aYSCdef05lj0bZ0Zk0L2oieCGnx0keK6YKriRfa1L+qu4autS7LlsuSGIuyCn91yzDwP4\nAYBuAH9Xr9cPx9+/HAx0yrWFRr5Qr9f/GMAfa19vMW1bxGQEREW+HMeGHwSoxApyYaB2Pop8cdph\nmzhfjgPYkSeK+lZKHl639nX46vGv4kXrXoRwQj2W3mF55DaM8hd3psK/CbVDX1WHowtWmvPlOepC\nyyQlvq5f0i2E80UcONOY1AnyZVuWUTmtEY0btpbWXfUY1U5rizpfAFug2c148W27IsRnR6qSlWu7\nWNm3Av4IMNNkiyhZ6yop0kCNTmRpznOaAEQRc7WFliI1LxQN1QXTQJx0PDrJkC/bTgqqKOeXMvka\nHck5IF9uLOySm5ir/Swi/FnIV4qTxO93mjKV41jy3toWAHUxN5frLWKK4zvPztft37w9bpeIMXhd\n2Lp4K7Yu3opXbn6lsn2XQSQDkDV9PM9G2w8QBCFKniPuW39PGeNTLfhEat50v3WUgkrNy6KpyQR7\n/gyDkDhfsXPFxz29lo+p6DVABTdU0Qp6bDcuWsydMb0+ITeKjHGlQx742L1tOdYu78EPHjyBNct6\nACRrIxnVDoXUPC18aiuqr3xM52i466jIV1cK8kUXWX3dZaxf0YdNawZwemQGyxd14amzU0apf34M\ncT55zleMfJVLjjKWWLFKLWN5FA82KKI5jo1XvXADVi7pxt4DZ4WoCbcgUPsTAJyJnS8uGlMizhtg\ndrAk8mUeN/Qi3WXt2bIiy6S9GDnm7Tq2lWAssHbZM+rrLuEP332toLVyu3r7Cly9fQV0U6TmTciX\ngq5p16QF32SdL5UFIp5d/Cz1epZsWyTyfnjgw9L6jTovmkVIctUO/UC0n0C+XEegYh3V+bK5mEd6\nCZLnknVS58u2LfzhuxmTYv/R88r38x08fC5avV7/Xq1WWwagt16v02TSHwH4cZE2LrhQgFA71KTm\neYSLv7hhGE/0cX0oP/SF8xWB/d+wJc/VcQAHJYF8ea6Nj1zxEZz+z6exfdl2xRlx7KTaIacLphV5\npSZoc/T8eZ0vgXyFSn0OikRFGu2Qmsn5oraqdxX7XYnmpatEUdMViLjZlmVUTrtkiawgwEVNqHVX\nkrkLjpN0vvq6S+KeubYri1THsQNFhpwriPkqCpKI1ml/6xL4JktzDIoYn5RabYn+cHVK/sz5goM/\nO74AHJ1oIowiOGRgND0f3QHglK88JKjTSamn6qHbIEGeOB/t71YB5Is6yaZzzCqWKtEX0/WSzwsw\nuSwk7ZAbLX+RZSZ5eEBSsr0YcQ7CSCkvwNGegChTmu6l7myMTjZFCRCKbgFmtcMwDEVf6I3rS3Hk\ni9IOAaDPUPSaXUvsfHGlWkOdL4aO2OI3rvioG5WaH4nVFAfiBalts3puYRgJenC1nI98GaXmHUvK\nsBPaYdsPxKJHlZonlEXyHOjilH/9vtuuwjtv2YHbXrYVAKGaJZBl2/hZ3YY4X20fJU8qCzs2G1ei\nKEIUdYbyKgqrjo2rt6/Au265XHGQuUmpeRlkPTOiFgrn/aS2bhBLB6tKrhE3ruKYWjojgbKo7xij\n85NrsG3ceuNW/NKrLo2vwzyObl7Tj8HeMj72G9dg3Yo+47FNNrciyzD+nSiAHjtfvC1ToXemaqve\niyBF7bBIGY809U2KfPH3VE8BoM9kVrRDoXb43HYqFLXDTphLGc/voqVbvV73NccL9Xp9ql6vJ1Wd\nDLbgyNd823QzmfNlWXJg4VxWZ/njOHsiQL3gVWFKAAAgAElEQVT8aQBAK2iJ3Il9lX9A0Gxhf/lT\nAD4OALCdSEG+eG7J0m6W8KoPsrSTVssuZpo+gfLzow7svJMRo6YB+XIsHWWQjozufGUhIwCwc+VO\n3HnrnTjx6Brc/ZNTyj7UTC/hqiU9GJtMKjbZtoUlA1WcHZ0R+SQAMB1KsYVNd2zC1auvxuff9Hnx\nXXfVg+6zWYhYzhc05Gs0zmWz7CTtkCwiLIsXa1UdGZGroPHfudGoURHkq2O0iET9AdafrBj9mtEK\nKQvkq5fSDplTzw9rer40Isnl19m5Gmilc3Ak3/PGKzAxbUYRlPPR2m0bil3qh06Tmpf1elIcY21h\npwtJPKPI1wJNYJR2mGVuTG+jDglAkC/XxsiEpFlNxAGqvji44odSat7sfEnKUhgB373vuDy2hiRQ\nX1lQEsNI1N7pE8iXlJr3HHmdOu1QXouGfJHFO6Uddlc90VfPjpmdL+pMnosdtCUEqeDPk7MbKmX1\nOZiQLz8IYVuy9Amg0g6p8xVFclFJna9qihw0Hav4O9bbVcItL9mEn+yVokLA3GiHPOer7Mn6kZbF\n/lH0pKi5hveZf/a1iUDWNbTEu3WGl0sY5M4Xuw+b1gzgH37/FcZjvnRoLa7YvFQ4bLqZKG7UWM6X\nOna8mIiU2GQNQu/FG166Ba+/fvOs82mBlHQAxflS+2FanccgVOdCnq8n8sL7ksiXZSUd0TTaoZMx\ntupS83qf4+NF2w/EeKU/A/qMSgYJ/DRzBNvk+YF86bVoi9pF5+vZsQsO+eJICYvGse/oQpPTBkJn\nCj/t/ghGXKZS1PAbAvlq2GfxYPXP0bClIxGizZAvmPnjOrRO/+Y5Ftxxyuv3vK+bOOJ8DuLRKb4d\nfSmu3/AS8dmzU2iHGQvqN132JvRXeo3XJs/HjIatXd6b+J5B2NfgP9ywGa+5dqP4/nyLOXdRFOHw\n6GF8Yd8XlP1MSnkjzfMx8iVpKL3dHjYMbAAAPHb2MeFk2Cbni0TadEpMGqoC6BHHxGnF389+kErU\nP4nPq1pyDDlfbNsBmvMVSuTLtszPTHcwsmiHipPTIYVy46p+XLE5X+lR74J8EqSLsEzBDUNwIr1Y\navazUftB3pl3bguFfPF8L6A48gWY0S9RD9CTfY4uZijypS/YqIl8JgO90SXRdcB838PQkPPVls4X\nF+0A0mmHQnAjPv92Cu2wu+phcprVyktDvijtkC/wad0rV0OtiyBfYRjBcWzhHAJQ/vYcxzj+035M\nkS/av1TkS1vsJpBk7f0q8N5TelqzrdEOLTYGRVGx/Gbl2FrOl/xsxw6BfA5+EIttkOs5HdMOuSNV\nMjisulmWlep4AQbnq6SiiibaITU+p+SxC4paHvLFx3/TuVuJ7fiaQgZxAZnzxdtfu6wXL9m5Gq+9\nTs7dji1z8rgFgTm4nOXQ82Om0Q65s+kHTITHspLPszRb5Es79nOlmHKaqcH84n1vLiyYizZ7u+B6\no6w8L5Ev25IvGqfWcEeL27u+9i4huMGt6rJBeaI5gQOj+2HDgxOxBYj+kivFgTVniDsRHMHIo2I4\nlpzITO0DbEJXnS86cZHEyjTkK+clUl44U2Kv4eW1LQub1/QnvrcsYM2yXvz6L2xXFiZnmk+hHbQT\nz4KbSRigFTSTtMOuEl6yjjmch0YOSeQrYvfh1JSsk8Ivy/eTC4MstEcp/Jvy/OYD+eLG72+l7KIR\nJ3vrOV+CdjjZRBiGJPpsGc9RVTuU7TwbAhRA8j3g9A97NkWW489uyn3X1Uh1U9ua/2FPRx3ny6bb\nMghBc77yzEQLFciXYwtaGl3Y8P7GC7xTmiu12162FdWyg9tvvTLxm1hMGRLsKfLV8gPYlsxPa7Z8\nRFHEkC8S0dfVDsW1eCrtkNZqo7TDnqonEJy0nC9KeTs3xnJQ6YKd9ydd+U8cT0O+2j5Ti6RCFYCq\n8EeRL0DeG7XIcoraIXEQ9C6RNebRa2HHTHuX5KJdIl+2aM+22W9hFHWUnK87XPr3NG/YDyIxB0va\n4TQ810Z/N5+j5b2crek0ZopUVspuZkFhgNL852dMoYHddAaGzBukZmnjP98/4usIHuDVaIe2beF3\nf2k3XrZnndKWLm7hp9AOs8ZWoXaYUmSZIl9tP4BnULOlAYzOcr6yn91z2TpRcVTXNRecS3DB2gVH\nO6TIF39HOfLFJbWBpPNl+m7Gn0E7aOPk5EmEFmvXjdikq3deZaJ0LCWKwp0Ino+Wm/NFKByyzWSU\niSbKpuUblV2VMpCX8yW3S18A67/Ttt9+83acODOJ0yMzGJ1QRS0AdXBsRhN4/NzjArXSzeR82bal\nSM0DjHr0+jWvxwfv/iBu3npzQmr+vpP/JrblixE/iBIDCb3Fadxz/XrU/WcfIdKfrwgWlF2cjnMZ\nAo122FVx4To2xiabCEP12ZqjovSzdNCMztezQDVotyVtxbbM4jTptMPY+UqZfPPUG+klXkiCG5Mt\nSR8vSjsEzKgUp8vRxQxdyPOcziCI4Adhar/YvGYA//iJmxGEES7ftAR7D9LcWTXabJL454IbnueI\nYFmzJRPu6YKY0g4ti1H0HNtCKUbHPLJ44yZphw56qmz/yZm2otxGjTpPZ0dnYNsWBkgejMwjVZ2v\ncslh502ct+OnJvDeP2b1c7qrnjKuuI4lkS/XNvZvR3G+CPJFtqWL4qLOgfw7G1mhbfg+y81jyJf8\nzY5zvoqUVaGmUw3FeQj0IxTO6kwrRG8Xm9v4EWaaAVYu7hbnR8VLZmv6vvTd4MGKLESBn8t8jqGe\na6PZCtKdY8cSyCA1Zfy3k8iXLPUQxshXxv6WpdwLgKJX6vmYRHX039JLHzBaKcv5ChP5XoDa3zuj\nHaav4Z6rxufVTq6Vbvp8uEfzYbVa7U7yZwQVeI7q9fpteW1ccG4uZyaUPYJ8xYvRCllIcEfrh2//\nofiOR5EpVe93vvU7aPgNBHGB4M39lxlrCdFO6dpq1LK7oiJfuTlfJuRL6/Q8+syuT6WI2LaF9139\nPty+5/aOc7707fTP3NLQg8G+Cv7sd67HVaT4YxqC51szOD9zHs2gCZN1GxaIEQKj2uGWxVtw8LcP\n4nNv/JykbcbOV1+5h5wL+z8IogR9MCvvx5RHodvckC/zRNBVdtFqB4wKogluWJaFgZ4SRieaCkef\nBRvyz4/3mbzE7YWKCOp9UCBflkRUMgU3DJTRNBVOXRAncS4LjPTpNdbmyxTnqwPaYSbyRRYzZRPy\nxRdnOdQVx7bwifdehzfcIGuk6bRDiqpLqWu2qC+5jjinRisQDhR1sCntkCNB3VVZ64+/tzTnS9IO\nLfTEgh7M+TIXJqY5W2fHZrCor5IItgGSGsmdLy4FT523++unyb3QkC8ij07VDtkxOB0xOa8Ask+5\njq28+3pXz4v2m9A23fg+MzE1tewlaYdh2LnghgntAlTRBSAudN0M5LMnh6CIJEdF09Q9i5ieN0Wf\nF1eqVAI3+rogY4yd9Tk5EmU0WZr4EM1NY2wUNi+uWNytnCuneCacKGWMTDo6HL1KOvzJc9P/TqMd\ncpEZhnyFRkdaoR12gOiknctz2QQNdpa0w+cTOjhH+5f432kAGwHcC6Z0uD7+LtcuOOQLYAMDTcS1\nLTYh0pRd7nztWbUHe1btwSOnH8H5GZbjtf/2/dh0B6vQ/jf3/Q1u3HgjQq6K2LbhuUllPhpFsR1L\n6aTdVVUyPLfIMj9vZYJPRpmC0JzzZVnAHa++w9h2cdqh/GwalEywtRKpTVkk08EzsnyMNEbQCiTd\nJ4xCQZ/i941aZIVGtUMAuGTwEgBy8O9yexC2obTPT8sPooRUbtGcryLIV6cL7FTaYbz4bLZ8Irgh\nz6W/t4zjpybRU/XEQtmxzcdX0Rfi5Oc4Iws1KemnSCdv27aMC4As2qFlpU8qedejIn2FL6GwKXW+\n5rH92SJfpgWpUDtMSWDX1Q6L0jMHScK+S1AMQCskzxd/ARPcKHm2QN6abYJ8pagd9nYxdVSaK2qS\nmvf9UATQ+LaT0y1RI5JHh7nxoEcQRjg31kBt3aByfbw/cdohf2e7Ki5GJppKzhetzcUQOhXtWbG4\nCyXPwdrlvcKZY7/Fi3iKfBmk5vU8qDzkKzM/JyfniwcTyyWNdmgxZdGgQ8ENBZ02oGCcdshQUDnu\n0yNwsQ0AeOsrarjm8pVCmGg2lpXzVRHPMt1hFeyCDvNmi5xTqnPMHXEd+dKYHe943Q6sWdaLV75w\nvbIfzyfPKr9iWRZ2bFqMn+yVlP402mFWAXtdcMM0b3muDd+PEkqn3Og7pOehZZn+TBaCbv7vzdwY\nFe2IdjjLXLHns9Xr9f8FALVa7TcAvKRer8/Ef/8tgO8UaeOCdL5KMeollYZYIVC+eJ1uT+OuQ3cB\n4NLkNsIoFM7Xouoipb1b77wVV1isls5Uo52o4wIkKWcK8sVph7ESY947TpWjuOkRHT8IC9EOE22T\nPLgsy1N/y0NLHMe8vz54NvyG4hxNt6fRU2IRORPtMIzMyBc1cmQAQCuSyJqYYALA9tIjX/otVOp8\npSFfygK+s4E8nXbIi3z6MueL3NuBnjIOPjmGaUtG3KnADDV98pQ5X+kR7k4Vy+ZitA4XRa2pqYIb\n6v7rV/Rhw0qzbLOek6lb1gJhPiwrOj4Xo85XJzlfnLJWKTlCSbAiiixT54s4+px2GKsdFp2IqVQ1\nXxCapObFuxlJIQdRaLzpC+SLnh9dDPPxgo4baVLzvA2+7eRMWwTH+nvKQlIekMjV6EQDYRhhcb8q\nvS0FNzjyxY7JqZ3nxxo4cnIcG1b2oUrl4R1boVG5joXF/VV8/uOvhuc6+Pq9h+S2Ws6X7rhR5ysL\nZc2i8ep/pwaZ4ufO71fZcxAPTQz5shFLzXeqdkgW0QrtMF6gx89hLM7N40gs7UO0JtVgXwWDKRLy\nRS2pdkiRLz7eyt+TC3pL+X8+TDhfqcquvC9oaofadt1VD294qUSlaQkBKrgh9teCd6+69hKsX96H\nx4+P4FPfeIwIbqjHycz50pAv033yXBvtIIDvB8a1lyq4UTwApas1Ph8cC7bOCDp6Ly8KbszJlgCg\nycSt+LtcuyBDAXxC5t3EsixsXTeISzcwp+qvfv5XYlvbsmFbNoIowPmZ87AtG33lPrxikypNy5Gv\nNOhboR06ttH5ErTDnA5sEadRtK8NDLTWji64kdW+nUNZEMfLzfnKRkvoZzpo6xGXMAoV52uqJZ2q\nwEqqj52aPomPfv+j8EHVDjXnKz6eFRdZHqhIERCpqGbi55PPs8n5UoQijJukWpp6Jp/gG60gkfMF\nyAVIoxWI62HOuCmvSX0+efkIWTlh82G6D9IivH9+yKI5XwDw5//xerzvtquMx1KcthzBjYWgHaqO\n7/y1O3vaYVwsniAxJuSLLlD6ulW1w6L9gtZQ0pEvU8AiDCO0/QAlV0W+qFAGN3pfuaOlOF9c7VCh\nHcpCzRL5YrRDx7YSQR+ej3J2VK0jJc474Xyx/TnK9diR83jfn34PUzNt5Xxd21acDH5v+AIyS+2w\nq+IZHVc9V0zva/mCGwVyvuJGpwXy5SZyvsIIoshyUVOKLLtJR4z3mfEp5hibkK9OFt9FLJnzRZCv\nksH5SgkWzadQAT+nvHqT2YIbhjndke9fSGjspn042+bKrUvFO5pGHczKhebvfFrRbyAuNeBHqWsv\ninbpbJYs052v5wOlbjZz+UWp+TnZ9wD8S61W+8VarfZWAF+Pv8u1C9L54gOkkBzX+suX939ZfGYI\ngCOQr8HKIGzLxjff9k1sXbxVbBda0kEwDQCJfBryt1A7bBRTOzTlZSXUDgNN7TBFgjvRdkouTdo5\nAMVph6riotlZ0e9dFEVo+jLKTBeTpVKS3tkK422tCOUSe9b6ICoKDVvsvn/h1s8ZzyUrKpycRAuo\nTM0B+aL5iBT54c7XTMM3Ol+cCkaPn5bzRS/XsvIpqHLhsFDOl9ouFdxIR77SEUjHkIspfsuIvvJj\nis8LcL1q1Hj+2p+94AbrV9WSyflKJrB3VVyxsOGU56LSzJT2xZ0H6XzJ7Xh/C4IIzTi5vixot9T5\nMl8nR+lMtMNmCvLFc76mGm1MNXx0VbxELksQhhiZaODzdz0OIOl88WvS63zpcv5tP1TEN5yYni5r\n1Kn3U2USqMiX3jZdcKvvefpCGMhbKKcj4oCKfPFtLYv17zDkaofF+7prQLvYZxUt5aqUppwvWoZg\nPkwJulnq31Uj7dA8p8wv8hXTy1Mp1tyJ150v+tkQgIq/YrTD5Dmn7a/LxSeormJeMjn/7P92iuAG\nv462H6CVlvNFx6sOnG/9PX8+OBaiZJFeQDXDLuZ8zcneB5b7dSuAN4I5X7cX2fGCpB3yxXjaAu7g\nyEHlb0o75JRD27IxWJHc/gAyGds0ACSl5gk3v8Jph2yyMkm3UxPIjWFhIs4nCGVBYMtS3OSs5ouq\nHSooUFHkK8V5yaIwHh8/jv1n94u/p9oS+SqXk8eIIBdRPT0OKk6SVsIPxyfrF6y52nj8BPJFnqFp\nchIqU2kL/BSqZRGjdApFrZLTrlo+EdyQ50mj9Pz4a5b1mJUitcink/J+6NsvFBdeP6oQ3Jgl8pVl\nebTDhZ5g1DpfC+R8zQL5orLoHAXT85Bsizk0dBEcBmGqsqRumciX4b77YYi2zyTMVbXDJPIFAJ/9\nw1fDD0Lc8YUH2bVVPQCcophEvnjOFwCpdjjdxkyjrTiZdPsvfe8A7nuM1SVcsahL+Z2fN0e+umLk\nq1JyhQIjACGVz433w5Jnww/CBLVcZVPE72K8jS5GVJh2mOFs6X+n0tq480Vyviirg11zhDBSSyzk\nmYJ8GcQ3JPKlOl86mjifpqsu0rGQvztZgRu+/Xwu7Pl7l1cKIFnni75rhv048hWxIstpjiSgoWgJ\nNFttN4thkVA7NIyNrmNjpuknykxw00VrihoPVPD38/ngfDnasypiWbTRi5Zt9Xq9BeAv4n8d2QXp\nfPGXkfcZPlCcmz6HRdVFgub2lTd/Jd6OdahzM+ewrl/Wsqh6MsKZh3wlaIcENeDR5aK0Q9OiWEea\nqNqhY1uwSCAjk3ZY0PlSaIcZFAW1bbq/eTGrFxz90N0fUv6mtMNSyeR8yf3fdstKbFm8JbENf95B\nGMGykvVNaGvUnAwnEWD0lyaCVErhXBbwNHeFLkJ4IKHVVp+3cb/4+0+89zrjAl9BXwg6mydSsXC0\nQ7VdmnQtqbfqPrN1vvLqF+VRcuZqzwjtsCPBjTjnq5ykUSmFXGNFvt7uklwEhyH8MEK54P3vUvKc\n+EI6mfPFn0urHSKK2HlwCnej5UvkSxt7eM6ninwFynctrcgydzSl2iET3Fi+qCup4hZEQob+jS/d\njN3bliu/87GZC26sXNKN11+/CS/csRLfv/9JsV0YRcqih38uuQ6m4SfGeBpk4eMxv/YuTYxI0A4d\nR3vPYdzOdAz2d/Z7QrfhOcwM+bJE+6zIslorqoilSc3rDvvYJHe+VKl5oLPFdxHjant+EMJ1LEUY\nSbw7Gc4Xv73zmU/EgwO5aof6vSCbm5GveN4MIqNYSto8KhQL/eQ7zf6O9zGWp8mnHXqujVY7QBhG\nZuSL0g47ENxgcvmOeG+f60WWAfmsaOH4PNPXDRetuNVqta0A/gHAmnq9vqFWq+0C8Lp6vf4Hefte\nkL1R0tD4hAA8euZRLPmTJXjPv7wH7aCNXSt34ZZLb4l/jyfooCXEHgBZZBmQOV9ACuVOW9zxTu7a\nFspcNEHQDrPP3yITWdox/VnmfJnEPEyWp3qlq/OxttUooWiLHIzW2zEZRb5K5eQAQZ2vLWsWGwUW\nsihe9LoOjx3Evx78V/KbeTtuXt6kNwdudCry5fGcF7PgRkVxviQ1Kc/BoKIcebkdCzbgas3yBbJl\nZQhu5AQF0iytb4q2Fhz5op/nr33qfNFgUZ51GXK+uCNPF7CubeM9b7wCv/qay6QKZcDKHhRdrNB+\np+fvmBb7jaakswGsj9Ocr7QFtjHny5XBC26K4EZF5nzNNBntUG+fBrpedc2GVHogL+TsOkxJbvsl\ni5XtwlCNOE/NsOvkOStpYg2sTXUbjq5xE8iXp+d8pY9/QBKlKEQ7jNsUtMOSKjVv2yTna9bOV/La\n+eJez/lSaIcLsICm6oL02fOgqpWhdiiRr/k7r0rZjRWds2mhepBCRa6S+wnBjShfcMMUrGob8jjp\n+WQxDtLqfAEc+UqWmeA2W9qhvv3zAvkiheyL2sWcrznZ3wD4IwCj8d8PAcit8QVcoM5XZLex55N7\ncHDkCQBsoLjnyD0AgL8d/lu0w7ZSy4uqhHmO/L7Lk/SSAHnIl+r8SIlZWyyQpwsiX5QjLdrXJubZ\nqh1ycYo+TSEw7RzS2jNFsdKiplnIl250MWlZEXw0lN8p7XBJl1k0RqVXpC8+IoS442d3kN+yF/ae\nQFRTnJU50Q7Nk0CZ0K6MyBeJ0hftV+wzoaDm0CgXasDVj8v7hmPLnLWs5zefyFeeuudcjdKvFgr5\nKjvFJbWXx9S5ZYNyjON9UFmQOBZu3L0OO2vLALBgEnNG0ossZxl/xwIDRUnkEsXjJB9ny7Eio0nt\nkJouosHbdB1bUFoBc87XmdEZRBGjkum0wyAIReAjbXEIEMW2lEVxpCFfkzMsoMePl6j1p+Q9Wco2\nOvJF0Y6itEPbMuSEpeRdmdqYaRrqfJG5r2PBjRSmh35/E7RDmPebL/PI86HnWDGpHaaMV/MZcHnb\nKy/F+39xV+q1yr6g50KT8zLO6ey7tFIS6hhJjidyNXnOl9ZuRt6bLP2SLTUvPhuumaJdnRbULpeK\nz5/PBdMpvEUsSzDlouVaf71e/yZimlW9Xg+gqh+m2gVJOzw6fhD3te7D1FN/iU14OyzLQhBR2klb\ncbKo80WLEqu0w+ycL8l1V2mHrmMJVKNokWUB02dw2XW1w7yBldtVW5biT3/7xdi8ZiDzHPIioGbk\ny/yS0tO5fBNzmGqXNfF1ycgRRmmHJydPwrem4EYyZySy2KDxG7t+Q0EpqZkWdNx6y92yLYSICPXQ\n0RYmuuUVt5xLhIirlIVa8VqJfAWKzLT4nSBmecfUI5eSdpgd4X6mJiWj1HxicTg7Jym3yHLGAmo+\nrOj72ak1fBmcKLvFna8tawfwtx++CTMNH9/6yREAKbRDPZLv2AiCCH6HlLK//uCNOD/ewNGnxwFI\n2qEpn6ARF+8tCeTLxeRMO5V2yE06XyUQgBwlzxZiLtwB4u9StezCti2cGWHqqV0VV2cjo01qKuaV\n2EjbBmCIgpJ7xmmH8XXqY6qJ+cDzjPo0hVeKdmRRXNWgWDZ9Pi+naFqp8yXHCn5MP0gq5mVZKu3Q\nVReMyZwv2sb8v7tU2p2OP0JqnmybFiwyKazO1rauG8RWrdYcNUFR1Sh4WfXf2H6xExUXUc+mHSY/\np6kdZtHbBe1QBN6S10P7glHtkDiZHTtfXva88FwzgXx1QDtUWVAXJB7zbJpfq9XEYF2r1VYDyKZ/\nxXZB3ukAjJZQcpmDZduWEiGOEKUjX+R7SjtUkS8ztE1retCFLV9AiyLLOS+5SRRDh9sTaodkIs1a\n29m2hdr6RbkvkYowGM4xh7qVJlm8fmUfvvBHr8FVu9swGaUdvuOr71DqeQGSdvjxGz+efvKpOV7A\nqr6Viba4HR6VQiyzoh0WRB9NZlmWQB5MghtNIjVPF02dRO5s7fwGesuwreRCTt/+mZaatyzi+OnO\n1yzvsQlFoKbfm/k2hfIzj/czCOU4XnGL1zSyLAurlvQYpbPpPb5so1rz0HUs+GHIaIcdUKnWLu/F\nlVuWJhZbppwvHqTi57ZxdT/Gp1o4+vQEgPQFFt9eF5spuY5QIgzCSOST8eN3VzyciWXkuyteYtHq\n+2pBe90SNMSUsTUMI+F06ucHGJAvgyO0ZlkP3v+WnfgP129WtpVS845yjlm0wzwhpdQgE39ORO1Q\nvq/yXFjO7dzfUR44oc6XZQE9BvbGgtIOHVtpn9dzy3qfnQUeQ03GHb2k4Ab5bDgdgXyJIst636H7\nJ59Vmtph1j0QtMOcnC/TZ26U/dG580WDlxfkcrcjEyhlWBz5ymNBXbRM+xsAXwKwpFarfQzAvQD+\nrMiOF0xvpC+2HztfZ6fPAGATwoe/82Fl+zTkK412mId8AXLSpc6Q68haNaLIck4H5gNQFp0hCEIE\nlHY4B8pb1jmwY2dHSM37pC8Auipe6kBHneQjo0fQsiaU37nD1Fc2F9MFNORLO/aynqWkLTUAMdYc\ni883Xe2Q/Z69KNE/FzXufKm0wlhqu22u85VGVzSZWkgYeMvLa/i733u5okZHrag4y2zN0pK+OK3M\ntojaYQJVoNTQ4sfKi/gvdJHlhRLc8EO2AL5hww2J4vBFTMkfjBeTm9cOYKC3jN9581WCbii3t5nS\nali8yDI1ucAz1PnixXvj/A5Ox7tqC3tnudpg2vi7bLALlgWsWKKqEZY8W/Qtk1x9T5cnFM+Y2qEu\nNR8Rym82C8CyspEvE92HO3t6gM0xIEGWZeGmPesScveq2iH5PrEQpkGx5DkWUTbj23CE0pTzBbA5\narZS80r9M1HiQOZ8VUuSAqioHc6z4AZAaIe2pY29SeRLt2fD+RK0Q/0Bk1PIQr7SCh7nI1/mIssy\nfzd9HdHOUTvkZgp8K3W+PHNgPM0oZfH5UGSZ38uOBDcKoOEXzWz1ev1/A/gfAD4HoArgV+r1+meL\n7HvB0A67q56gI7QRF+e1zOo7gIpwUZUwSjuk24QU+crhWlNuOKUdThdEvkxFlrPUDm27eM5XUctT\n/uuEdmjkl1vme0hphwCwv/xpDASbsb35DgDSYcqkWNHFh3bulH4WWb74/Lm9n0NkycW/yfjAnio1\nP8eJllEIm8o50yKzXSKnhDpnScGNNNNph65ji9wfkxUtSzBbSyBfbTkBW2JhZT6nTs8rITWvAf8X\nquAGd77+6jV/lbOl2eh94ePUZRsX4wlvusMAACAASURBVFP/9ZXGcdO1LbR9VuZiNpHiLGlpPZeI\nv29XbWXO175D5wCkO183v2gjXrJzNfp7yjh5VH7vuQ6mGizwJUQ7yDtEkbJqxRXCAdx836w0ys3J\noLR+5B0vwJ9+ehgzTZ8hX4ac1zTkK0/0yLQtk88mzqB2q7qVfDjTYjifhpWQmvdSaIcdCm6oMvc0\nFUB1CsanWugqE6YHaSNtbp6LeQ6vq6XeWyFWk/E+S/bAMxfHpgW3Td+zz4b9NEcoU3CD5nxpzyet\nzlem1PyzhXx1ELx8LphAKWeLfD0PHNT5sFqt9mf1ev0D8Z/Ver3+wU7buGCQLzqptCLmfPF8HtM7\nRSk6abTDU1OnxOeASM2nRdfo4tshgy5/wYtKzZsoV0nBDTXna74Xj/Qly1twiH2U8yUIhXHQTXG+\n2qrzNeI+huOlu8XfOlXQZFniCfQ++mig4Tcw057BW7/0VtF2GrKVm/M1R2dFIl80ksc+U9qhKemb\nHTe7/U7pA2LSXCCqgd5s2zfkfCWoL7Pr52k0WNHWAjlH3BZKyp7nstKgUSeWlk+RWqzasYWTPJvF\nilyoxYEx0mf5feFqhxz5WrG4GysWyyCBm0L7tiwL/T3JoEzJs0U+oawVJtugAYiusiecIX55NOcr\nLxClUw6vvmwFXjq0BgDLBzYiX2mCG+RYeXQ6vqleZFnva90VV5yvuYSIDHrk5bZOm9QOybvbqeCG\norJpRL6YEzyhO1/kGAuBXsjno7bdZcj50m0h6nzlmSNoh+kokFFqXkeh9LE3JWdM1I5KQa+y5kWp\ndpjxfuU4X6pz1iny9fwS3Ni2gbEjtqxNzxnULY3RdNEy7Uby+X/MpoELxvmitWRaEUue5otpKqqw\nYWADAGBt31rx3dnps+Izdb6OjR0Tn8OcIssAGWg1wQ2R89UsJjVvolzpET1V7VBdsM/H2i5P/c2Y\nPJvisBmjbCnOF6UdcqP3nqNTRS1NfQoAAquB7x7+rii6zftL2iDMJ4H0nK+5TbQceaBOFBXcCAzU\np9kiX4WcLz5pLlC0S18AUBEGfgt1x0+h13aST5IzgSz0BLPQtMNOanxR6zRHxnUskT81F9qhSZaa\nL+Iacd0dj/RtLtQDdB7dLnmOcBgl7VC2sWl1v/hMiyzzwIZeU1G3PLSIX7MuuLF1HRM9qsZzV1mj\nTHWiMsaP4bq61Ly6HXVQs8RDso5nUjukyqmzVQ5Nk5oXEuhhhMmZNsIIivOV1sZ8mSgFoF2LSe1Q\nN6Ha+gwiBlT5Uj2X7DmZ92NfIF9Z+yc/+2lqhxl9StAOg3TWiZcSIOJGHShdqTTPSh3Mn88F+8VX\n1PDhX92DX3rVpYX3oY/tovP1zNmFQzusSKepEXL0hE2YfiQX7yMzIwCg5Ef86PiPxGcaQX7Ljrfg\nnqP3AAA+ftPH8I2vse9TaYdEmpsPInwyLHmOpB3OIudLn8QCLRo7WzpWmuW1l4t85eyfh3yNzIyI\nhWUISQ/sGPnSF+/kb99iSnFv/uKb47bjRWXKGCwEN3JyvuaKfFFGAFczVAU3rMQ+7Lxz+lUGHclk\neVL0C2U0505PZi9az043JwOdAPKDDXM1O+Ndnovxd2T2yFdn58KQL/6ezIJ2GF97YHK+NPoSXWjV\n1g/irp8fS3xfxEquIxwok1z9JqL82lVxRZClUmJjNis6m472qUEnQ98izgO/to+/+1psi8VMbrtp\nK67ashQDvWXjfkAB5IssuNMQCm79PWWcG2tkCm6YKIn6NsL5KrnKnJUmzJBn1PFTczDjPJUwEjW+\nukhx8Cx6/nwYn+/1cYOPvVnX+KwgX1ztMFNwIz1IwMsy6MGVvCLLvHRUEjFTtzMdszDyZZKan5Pa\n4fOLdui5Dq69YlVH+1hxDnYYPT/QwXmySq1WuwzsteOfhdXr9UfzGrhgnK8qoV81Qo6esBc6iuRq\nlosqpBUkpYIb7x56N1675bVY278WR06O4xtf+x6AorRDnqTL/i97Dlm0ZHdgk8w2y9GxBDoQRnIB\nw9UVLYtRW+ZjsZyHBJgWbWlqh0Vyvnat3IX7T94vcr4+ef8n5Y9k921La3j7C/8k89wVp1XPoyB/\nB3ENsUfPPArXdlH1KkDAkNKPfu+juKl6k7KvoCOljO9zdVZ4JJXWJFKRr+QCUFE7zFlId0p9W+h8\nhSwnVqC/CcGAuUfVHdtKuPALRQs0td/JgjTP5pN2WGh725YI7Cyi+bqDlTXO0IUUldbuNK+HIxct\nnxRqJm2oyJcnouE8BzOfdmhGbLiJuldRJBC/lUu7xXHWLu/F2uW9if3UHKhigZWS6+T25YEY+TLV\nXLQLOAv8Hkyb1A51x6mDvu6mODlSAj0Sed1ptMNOF99FzEvJyTNJzev2bAhulDxGPdWR1DzBDX6K\nNPfW9DugBsWy6In076zARLtgzpexyLInGSmdSqF3Uifz+WxWvLh8PqCD82RVAP8Sf7bIZ24b8xq4\nYJyvCql31AynAFvSDZtBI7F9yTHLa1PaoWVZWNvP6ImlHN4xoNIO+UKYT5qVsoOJadlulpmQL96u\nH8iFuT5IOjZzzubb+TLmBnRQI8YkxUudr4pbwZff/GWs//P1ePQMCwg0/ab4/bq11wH72Oebt74W\nv3bt9sxzV/joKRMBAFy6fDP2srJDWNW7CgNWP9oNYLw5hj/8wR/i6KajuP6F14vtiyJfs8074I4U\nf670u2YrQBgkF71ujpNLTUmY7oR2uFCTUkqztpWe8zVrqXltIasvO+cbOdZNWbjMY/OCdmjPjnbY\n6WIlr1h1nklpaS6GRNrWnS9ybutWSHXTThXt+AKr7YdGVI3miVHaYTWeU3yfSevbVopKXMEC3lEk\nKV1FHEg6xuY5yZRqltfXOMI2MZ2s9dkJ7ZBbueSIe2Dbs6cdilwlvd4ZR1aCMMX5mlufzDMhNa+1\nXS1EO1zYAJbJ3vrKS3HdFauUfGBAD+Ym97MsxqBpd6p2mNhObTeLvi6CMRlqhyrtMDnO8SBGp5RD\nQA1eXrR0s20LQYe1HZ/PVq/XN8y1jQvGzS15sgYHpx1y5+v4+LHE9vWzdWM7aRFkpZBfAdohVT4E\nVHpYvuCGeTt9Am4RgQL2f3ZOUifGnZa0xOu8Wkl5uTl0IL99z+1Y08eS0rnzxReVAPCJmz5B2s3v\nkll0TTp47FmzU35vOVjZuxyALOQ80hxR9i1a52vWyFe82GsT5ItPLK2UnK9OFh55ale68T6wUANu\nFEXG7xXnK2Ui7/S81LycZB/K6jPzYUqkeB69r7nSDjt9tiqCOAvaYUoyvv4Z0Is9y99MiE2W8XZa\n7cCY80XNdWwx1nPp/SCMEEZRKhUvTaWPG79kSjssgtB04ugqtMOcvmYSJdGPmRVA0tssEeTLsSz1\nXZpn5Gtskjlf3RUyBtI2FlJqXjsv+QzzHdVnctG6cVU/bhham7lNVrkUn68rErRD8+csJ423adqO\n/paFfOUJbnCnazaoZ6fS9M9XW/BA7EVL2AXjfLmuDc+NX+RYcANCcCM5Wb9z1zvF5xete5H4TGmH\n1Gg9iFzaoWMlIohlgswVzfnSt9MpLa12oOTHyLonmc0XMj7wpp2rKRKrIl8UkTG0T5CvAyMHYFs2\nSk4JPaUeAEA7lHl6VEyg2GSevqCji4r+Lqlydnj0MFb2rgAg+4u+oM1zvuY60XIHnS4uHZtJwqfV\n+aKW55h26mAs9IDLfS9TYnhaACJPRTPNTAn8+jHF5wW43PmmHQ4/NYwjo0dEkeXZOl8A8D//j5vw\n6Y+9qtC2ecWqO9kfSFKr6b3Xo9yvvmYDAGDN0p6Ojsnpwq12KJ0v7V254wM34Fdesw0bVvaJsb5C\nka8wSr3eXCVNjtxEsshyEbpnRzlflnS+8sRdBnrMrA+gGPKlqjBagvYOsCCD6lBnnrbWrtnJccj9\nkzlfNLFMflwQqXlRZNnsZGS9ziIg9+9AojstZ4uaY1upUvNpuYTFaYfJgwrBDX7MXOTLsO5wWMCh\nU6VDQF3XXbR0y3qGF21h7IKhHXouR74CBHFNLh5Xp2qHAPDyS16OnSsl6rFhYAPuPXYvgCzkKxv6\nBmhyrS0nElfmfHHL67+mOl+0fW6ttlrE0pnHxXLey5arGJdT9Jk6X1/Z/xUAwM4VO/Hg0w8CANoB\ncb7sznjZdJOsCWSguzvl/Fl/4fk03PJoh3O9/3yxx50sbuWSkyq4YTp+mqkqaMWdr4UacLmCXMm1\nFYeToq1ZOV+d+DB5tMKFLrJMm5xr81EUYfcndwMAXrvltQAwa7VDAFjdgTPj2tmORp5lIV/sbxth\nCjr0m2+4Ar/62suUsiJFrGTK+dLa3riqHxtX9cfH5TlfcTAkCBFm0LmVe5Ih5kLrfBVBaPIQNeUY\nHPlybIShHLfSBDdSjynKaaQfjz4zUfuQvK95gh9pxoOnepCRn1MQ0JwvIrhBvK+FENxwNeTrdS+5\nRJwHkH2NzwbylWZFaOc2cb70/p5G5y9CO1zcX8HSgWRNyfmo8wUAZc+elSNV9i6YJe6zaheRr2fe\nLpie6Tm2eDEDi+cLxQs6S0W+7jp0l/L3h677ED798KdZO3Ya8pWvqEMpGzrtsNwR7dAcUTMhXyaH\nZ16KLOe8bLKWiG0crCkKZ07ulffw6tVXA2CFk1tBC1EUoRXIyY0uLAtNYnShm4F8DXapSe4iNyPu\nN5f0XgKAoQxT7Sl47jJjm/r+sx2g0vjnZc9JFdxQjp9z3E4T4efTmc+ykudgqiFppjRpf95yvnLQ\niTTUdr5sPpGvkAgIHR49DGBuyFcnlqcamWd5CzXHscBZt7qDYttWx44XIMfudtuc85XcPqYxOXYs\nchQiCMMMxJku/tODUlGE1Hwak6nIV/b2Yr5xHbQ05Fy3TOergLNgcr7o4my2FN405EsoZBYQ3FjI\nOl/8nrzrlsuV34sgX/8ehAqok5oVQGy2uNqh9hyo82ar+yjbGZ75X3/wRiPFjyqBpu2bRzsEWJ/u\n605HdNOsfBH5KmT8sfx7CCI8X+zCcb5cRwzaK/qW4Ny0RLx05Eu3Hct2yHZSaIeOLeU20wU35MSl\nR7w6UdVJQ52SOV+hMQdmXpCvPOeLyNmaaAo8Gpy20JxuT4vPd956JwAmghIhgh/6ODl5khyrU+Qr\neU9Mf3dXSujyusS58N+6SqwAd8lmgzlHGT5/3f7Mc6A5f7Ox1KhejHxJwQ11O66Cma+iaf6cZgtN\nNeB16jxtUrYJ/SyJ/qZHXLMsqxAuP+Zs2i1qdof3PssoJZfnSD5TzpeuGtmpZSHR+u/zpVzH22m2\nA1HAOYuexmmKbsymCOKaiqm0Q8MYTI0WHfaDEK5jF3LA8/IUqaXlfJmOMzBH54v+VtIcE5qvyf8u\narNWOzS0MZ/G+0pa21lXyK/l38OiVS0BkLaNlUpvTwsg5b3TAFMRNVmRfRXaYcoz+K/vfOGsaIcX\nBTeKmRQTu+isPlN2wdxpz5XIVztqYMPABlyxgkWo8pwvammLGMuyxCLx/2fvvOPkJq+9/5Ombe/2\nundbNsZ1bTDFwRQDJoBDyA2QQEJJIMCl3QQCAQIJ3CSQcAMESF4CyaWXXELvpjcDXlcMlnu3d9e7\na3v7zs7M+4fm0UgzkkaakWZGM+fLh4+1qs+oPuc55/yO3kuY3ZhePvYBZOsqa1GYVzuM99rEhx2G\n4jqNzOAx3L0pkoVLKD1f8dsAyXPGmNjC5LrJGFU5CkBsZG5N8xpVgWurni/lGkbx6EUBLz6+4OOE\ndcv8UjhiKKwOO+we6DD8Tel6vvTUmmKeL+2PotlOqlUDQ76GDnUcWM5X/O828nwZCTQYwScJl0tV\nJMAsdkrZK8VoGKmqHVrFLrVD+W+d/BDAPuOLDXy17O/BY69/AwAYM6xSd30mTe/18FGF2QhCBoMb\nKoNUy7CPzgpFJOOLhdclIz63ygh1zldsvtatZuz50s5vUh1LZSDHe77S8U5Hf4Ou8RXGwa4++Lw8\n/F7tH+mk1LzuOTEKO8zRXBm9PojR4JbeOzKZN9uIxPd74jpmUj5GDC5HfU1iWGMySHDDHLl6H+cz\nrjK+2EewP9INL+9VdNrNq2PphR0CyVV1lMm17EUtG18K97ZZSfBkYYdBPc9XBsIO5VFKnaK3ybZf\nPHkxHjz1QXx64afyvOV7lgMALnv1Mny+63N5fpG3SJ42M2LMabRD/lvxYS/ye2SBD2Vb2TEGIupO\nbmtvs7Rekg9XqiEm+vHs6pyvRI+odJ8PJFGBs1znK0OeL79Xy/OlfS9zXMyrbG1U3dhoSFUkwCx2\nhh0q8yEBadBCr2i53STLb0pGspwvZQfXLvEE1mF77ZMtaG7vwVkLJ2HquFr99T0xA8TnkTz7obB+\nzpd5qfkIggNh094ZKzlfxUXSoGFpsS9O1TSxPVXlZgQ3DHK+FPuUaywpnld1/qRhs1V4PdqGH2tL\nOOr5qij164qKOOL50lE7lI9vsK3bBDeMokY4jtPsm8TfK1beb0aDawzlebfbuCbjyxy5lLtYKLjL\n+GKSwpEeeHmv3CllOTz3n3I/AGDJeUt096Ps6CcewyMfSwtlyIZS+RCwGHao07lMFi5lJmTELGYF\nNzyexBBLIPbC1H/J8/hpw09RXRwrnvqXRX8BAJXhBaivSTic3IupPKTRSHtxwItSf2nCMvYteWzT\nY6pt9/U0qZbHk4pRoERvVC/g92AgFJYl6BMluaW/WT6JHlZD35zOV4hEr6WW2iFrn9b9k8p97knm\nncik4EaapzPe85WpkENA3Ym0I+wwIefLgbBDltex70APAODwqUMM1x9RX46ZkwbhsEOGyDlf4Ugk\noWA7Q11kWf/eYoIbZg0EKzlfC2aPwHXnzcH0CXVJww59Xg8WNIzA+d8+JPGYJrzdqpwv5hVSlDlJ\nPedLPWAZ24f0bygkSc1Xlqo9d8ojOBEWpVfnS26fKcGN7HelTAluJAkr1opIMGNA6WEq7FBZ5sdm\n4yuhEDWhCQluZB4X5Xzx8ohlMNIDL18FL+9BGLGwwxPHn4jILcadd73iy4AiEVtXcEMRrhKXPOy3\noHaoF3boUxg0zAZRj45qb5cKyQyJmLKj5KUII6L5QrbysJ4z7Rxc8OIF6Av1qeYX+4rl6bBObSgl\nRvHoyr+L/F6U+GLGV7xgSVt/m2rb/f2tAGr0BTfkDkjSJmqip9bE7p2ePlZQNy7ny5soUa+FVUU/\nZSiRE7BLyfOSnD4TQ1CKtGi108NzCOos0yNZXo5aat7+D4ydni+xVV2jMFMhh4ANaofJwg4V+08l\nh0MLFi7O8oWK/MaftYDPg9suORKA9E6Xcr6AgF9v0M1chzUSkVTdzNaiUovEGG9TUuTD/JnDVccD\n9J/dn/+gQfuYJgY2VAZy9J11yLgazJlSjxkTB2H73g55uZV73etRfzNjx5P+7u0fQE/fQKKwgsoL\nY/+zm8zzZZTWYOeAaLooBTf0LkuynFqek+KIjD1k5tuUzBMOqAce7K7jRsaXOdJNqSCsk/3hGpOo\nPV9S2KFX7pRIL8fx1eOT7sfoRWrW88XzHEbWl2NBwwh8a5b0QfSnILihF5KjqhmmaIpy9DFdYuES\neqO9MUNFNlo0OiFWO7LlgfKEeUrPF1P8M8IoJEI5cl/k96DEF4sTZ20t9cfm/fiFH8vTL214QbVe\nPOxUpR52qO/5AoDuqCJgfFiOPOiQ1PiKTZsKO3R41FZpSCvzYJSCNXrGF2A17NBcB1lvebokCwWz\nwvx/zlf93TvQm9b+rGC32qGRmqVdo9wsXJypuCUzvpR4PRwGwhGEzYYdauZ8SctDCsENMyhPTTLP\nl952Vg19y2qH0XdWbWUxbvnJPIysL1eHn6dkfGl/9w5EjeeyEnVqAGcY+Jc+sTpf2tfNKBojp4wv\nM56vJAN0WrXNkg2oGJGgqKhxTEc9XyS4YYpYJJRrTALX45oz7fN4cGzDSJx4+GgE0QsP54HXI31k\nIwjjzyf92fBDNKhkEACg2Fusu05Mglinzpciz8vn5fHzHzTgkLFSbkEqUvPxq7FR5yLlvjRelrYK\nbui9pJVhh1ziuuxDavXjXxGoSJgX8MTCTEzYXqYLQBYFvPB5fFh5yUrs/q/dCpEUD44bexwA4NFV\nj8aOHa0fl9zzldoFMMr5AoBu2fMVZ3xFtxtIGnaYfORTCbueTgtuMM8Xg1flFmh5qdi9Zf5YyUd0\njZenizIlKwf6YSljt9ph/PXlnTC+4ka3iwPmO1zM8xUKh1NWO2T9FSnnK2L6dyULldUjWZFlw2Py\nxoYGoH5WtH6LmU6+5rHlUi3aHXJmPMdfTwcc1SqShR0aRcLnUq6MmZxfdf6i1rXlVP9K66VufMWf\nFq1tvV773wkMyvkyB7sVcuE+LhRcE3bo9fI4cdZonHj4aFx7ewge3oNibxG6AUS4MH4252eG2y+/\nZDkeWv4QzjzkTN11YhLEeh9h/Ze0MqQs2Qdp2KBSVJb55aKf8v6jL0Zp5FYKzdMSubAy2qhHspAz\npeCGlpci1RG/cn/M8/X0mU+jpbsFAW/M+DLl+VJMJwpuxP5mRs2MITOi6+4DIP0OraK1YS4oL9ci\n3bjoEYMl8Y8pY2pU85nh3tMbjLZTvX/m8XUu7NAh4yvqZeY4daee47QNeobHRF6K3jbStJZ3QjHt\ndNihiz9gtqsdZsLzFdfBCljxfPGS2iHP6f9etdqhvmEfjljzfGnl0JohHS+rmXIZWu9Q3eOnILgR\nf91ZW/qDIcXf5hWM04UNtuoZ30aeL/kdmhOCG9rTSozCCaXlyddLR3BD65jKwW69ge9UiRd7IrTJ\npUGEbCIIwn8AuBXAZABzRVFc7tSxXGN8KV/YoUgIXt6LrQe2oBxHoMRXbCikAQAjKkbg1gW3mjqG\nXniYkcGhEtxI8nIaUluKx249OeEllqxgMzuuHZ27WAilXn5brAOsFSaZqheOhR2W+Epw1qFnqfYX\njob/JMOs50uvI8hznKaIQRhRz5Nu2GF6L6jaymI8dONC1FSoE8plz1c07DBBcEMOO1RL48ejrvNi\n3viyw5jXQi6syXGqWH69e4qRTElTi2R5OZmt8+XeD5jtaodxp8LJOl9ALCrBLB6PVPcoYmB8qYos\na7wv2f0UCUveabMqjspzZSns0OJzrt42+bOl8nxp5KlaHeRhxCsEy/N59eCSdN/FBpqcfp68yXK+\nDPKQYwOy2Q8isur5Sjns0MJPTUgL0Dimk54vCjs0hzwYmgODCFlmDYAzAPw/pw+U/TeGSVTGVzgE\nD+fB4smnAwCm1R+qt5kl2Aiq3gugoswPnpPkfvW2BWK5QUZofVDYy18v7JB1huwYuU+udhgLsdMy\nOmS1wxQ9X1VFVZrtMWd8KbYzMbIWfwwt4+uY0ccgBMnz9MzXzyTUAFMeK53Oe31NSYJxH4gX3Ii7\ngXypeL5M3CNOyySzPgvHqWXFeU6/3IKqXZbySZKM6CYJS0wXMzLPeqzYswLT/zodG9s22twq61SV\nxwYG7Ag7TCyyrDaU7EA58GUl5JC1QQo7jOjeFyrDXuNZYdee1fkyKxogDUKw/aYWdmj1EqWa86W3\nPLUiy9rv7L6o58sb72kxfYTUqI7e85XxQh9RjESgcsljoGyBXmUKX5KwYtnzZfC+TEtqXmNbJ3O+\n9ESuCDXpKjnnC6IorhNFcX0mjuWaO5M9lOFIGBFE4OE9WDRhEQBgSFm9rcfQG7k89+QpuPfnx2oW\nsVQaX6mO1KnDDiU0PV+2hh1q78urCE9hfQ+ttlg2vqKer+5gt2o+++0hi56veK+NYS6Dos3xdZO6\ngl3o5VsQRhBbu1djb+fehO1T/c3JYKNzvf3KsJsY5dFOQbL4dSOjVAunX7hsxJjT8HxxBufSKLxX\nD7OKdIAzv1edb2dt/5e8cgnWNK/BFa9fAQAYXj4cNcWx0NQLZl5gTyNNcOT0YfJ0KqOgCR21+M6X\nwvthl0dD2WErClgL5mCer1A4ouu98CbJk2HXfmAgjEjEqhdLW4TCiHSUNc14arTUDpXwFt8zjOry\nAEqKvBg+qEw1n91ncthh3Dvc6f6gMLoad131LZxw2GjN5UafpJwV3NAxWZXPh6HUvEZ+t9ZxkuGP\nM6aSqR3abnxFDbthdaVJ1ixs2HXPhfu4UHBN2OHGDevR0yZ1QpedugwAIIqSJPOBAwfQ2NiY9jE8\noU4U+Ths2rAWO6IvAa397tuduO32XT3y9LZtW9HIt1g+/oH97QCAnp6YlG9/X6/chs5Oaf6O7dvQ\n6Ntnef9KevolL0pvT7fuuSsr5sGFejAwIHlkNm3aCK57JwCgq1f6UAb7+y2d++vGXofrxl4HQH1u\nI9Fcrz17m9DY2Ke5LWPr1i55ev/+dtV+mg/ECtTGt6u56YDU9q5O3Hzkzbh54s3qHc8GeoNhBLy3\nYO+GvdgLtQG2OXqNOw4etOV+k9ulkG4GgBUrlqs+foePjWB/ezG+NdljeNydOzrl6W++/hqtu/UL\nigNA6z7pftuwQURve+KAQrp0dErXqaPjIPr7Yl67VatWouPgQQDA5s2b4OtTP1D9Qen6r/16LfaU\nmXtF7W3vl6dXrFgOjuNU54rd72y53WxSPP/bt21Do9f88/nX2X8FZkvTjY2NePGYFxPWsfN+M8ta\ncQvqA23JV1Swv0tdo2zlihWqzlVvtzTownORtH8T275F8cxHQkFL++3ukp6ZcDiC7u5O3W05TvLk\ntre3Jqyzfbt0n2/cvAUA0NWpv59EpJ79xg0bEDyw3dQW27bFBq5WrVop1zkzA7s+Bw/u123jrtbY\ns9S2ryVhvaboexQA9u3bZ+l8X3N6PbyeDtU2HT3St6SjS3qGWlqagBFV8jo7d8Xej04+B6t1Ptlb\nt8beq/HH37lTWrZr1040Nu53rG1m6AvG3nHrN6xH/4FtCev0dsfO5c6diW0ORyM+vv56LZp3xr4f\nPB8Tw1qzejVKi8x5mHuD6miNYcNkbgAAIABJREFUr75ag/JiaVt2Lts7Y++MVatW2D449svvDYPP\nw2XlHeoWenukd8rOnTvQ2Nie9v5y+VwLgvA2AK1ikL8SRfHlTLXDNcbX9GlTMWZoBYb/z3Ds7tiN\nE8efiPuOeRp4qxk1NdVoaNCua2KF2bMj6AuGZM9TY2Oj6f36KluADz4FAIwfNw4Ns0dYPv6nm1YC\nW7Zh6OA6iDslI6e0tERuw8vLPwP2NmPcuDFoaBhlef9KunuDwP/tRnl5me5v/OukQ1Hk9+DyP76L\ng909mDxpEmZMklQju3qCwL/3oLioyNK5v+aNa3D353cDgKomm//5JvQPBFFXNwgNDdMN99HB7QQ+\nkx7uurpaNDTMlpftaukEXpWKJce3S9y3DlgrorKiAke8dgSC4Vin7aJZF+HhFQ/Lf6/+2WpMq5+m\nPnBpE/BBK2qqq2y53xj7gluB5asASKPKc+fMSVjn2PkJsxLY27sFiH5MDz10KkbWJ8r6K/ly22pg\n4xYcMmUKJo2qNlw3FZ746AOgtR9VlZXw+oLY2y691GfPno23v/oS2N2LSRMnomGK2nNd+u67aD3Y\ngRnTpmFwTYnWrhPY0dQBvP4uPDyHOXPmJDy77H738Jyt144RKZHuDQAYO9ba83n0P47GJzs+wXFj\nj8M7P3oHdXfWYUjZEGzdvxVdwS60XdemKlbuND9sK8MTb6zDkbMno2HGsOQbKGg90AO8GBu0mNMw\nW+XJeObTj4DWNhQFfGldB+X1bWrrBl59GwBQXan/PtOCvVMBoLKiQndb37O70T8QRv3gQWhomKFa\ntj+8Hfi8HUOGDgewH7U15t8Pvuf2YiA0gKmHTIYwuib5BgB6vLuATySjePasWZa8fez61NbW6Lax\naud+4E3pnIwaMQwNDZNVy9c2fQ18LXXitc6HVQ509gHP7wHHewGEMHzYUAA9cvu2d2wEVkgGnxPP\nbjJ2d28Glu3XPH5L/1Zg2X6MGTMaDQ1jMt42Jb19A8C/pIGsyYKAqeNqE9b5QGzEumjfYuyYUWho\nGKta7n+pBd19fZh26KEYpvBQljzfhM4e6Xs5a9ZMlJfo10tVEgqF5TYBwMwZM1BVHlA9v60HeoCX\n9sLr4TS/fYTzlH/8IdDWHv12aXuAzWKl3+wURsafKIoLM9gUXVwXdtgTlEbHPJxH00WeDhzHWaoR\no8RKnS89YnW+9AQ3UpN314I3ce6qygMoCnhj+V8aeTVW84y16nwBwCXflQyuhYcl77QqWxzvJjej\nTMVxUBle18y7Brcfd7tq3Y5+tTcKUJwzu8MOVfdO6o+kWvQh+fost9CppGTdsEOF2qHW/Zea4IZx\n2ITTRSTTCTvsD0meBlYAfiA8AC/vxaYrN2HpRUszangBwNkLBTxw3XE4YtpQy9smVTuMvkPsDC9S\nhjYVWww7VJVAMLg39MQigNj1lnOWrAh+sPs21Zwvi/dzRWkA44ZV4lCNjrnWPn1aaoc250+y3x5k\n5y/DYYfJMBbcyKFwLWU4qM5JUxrqWt8avRIgyjx0a+UF+KRqocnqqxLOk0u5izmEoyfDNZ4vlofF\nhBI8vEd+wWT75QxYUzvUIya4oXhBqgQ37DM2YzVXzOQG6bfFjjpfALBg9ggcM2u4OZU+g84HyxvQ\nQq9Tf8VhV6iKMQNAR1+i8WVGptmI1u5WVAQq4POowwFVYi1piF9Y7ZSdevQ4DB9UhlFJPGSpwuxg\nnuPUght8rM6Xlq2ZkvGlk8yvPKbVfVpBlW9n8RB6xld9WT3qbcpntUoyr6ke8e+m+OeZXVs7O1pK\nA8Hq4JlZaX1pACpkWGS5PxpiZVbtUHl8a1LzsWmr71+fl8c9P19g3CaV4IZ+jlv8dKrEBDeY2mH8\nPrP7gTfK+Ro+uAx+nychjy0bqAaAdG6nElXOV+JyLbVDQF2+wer7rcjvQWdPOKGNDK/8DJAyYbZw\n+vvoFgRBOAPAvQDqALwqCMIKURQXOXEs9xhfshiG1HGVPF/SslxQaFF7L1LbB/toFwW0PV92CiTw\nvCTJbKazoiy4zFCqIVpBWecrHtMdCcVq8R2mmgqp5MDYYYlGntL7Mbh0MJq7mvHQaQ9hbPXYBAGQ\ng30HDbe3ypb2LRh37zhcPvdy3HfKfaplSs9TOiNPVkUl6qqKsfDw9EIMjIh5vhDn+dIu5smIeXjN\nH4t9wPU8h3Z7yeOxw/Pl46V3GzO+3EiyYtfs2tppfClznoqsqh2qhFr02xSre5j4m9gsNvBjSeo+\nhRFntfFjejPz+1caXxqer3Q8b1qw386KyCdeh8zV/NLCKJrikLG1ePa/T0mpLIPdqAeAUvN8aakd\nStulLigW8HvkkEWt+4U8X9mHXdJC93yJovg8gOczcSzXfOHZg8k6JV7eG+tQ5cAN47fB87WgYQR6\n+wdU+TdaxQ7t+uDdctE81FUXJ11XK0SMeS+s/la9sEMrGHm+qiuK8OANJ6C6IlFAQmm8fnbRZ3js\ng8dw0eyLACChs7unc0/C9lYMzv5QPza3b8bkOilf4m/L/gYAuP/L+3HnwjtVnraAzx7jK50RcSdg\n0TpKTxegLrKsdS5TGWRIppDouOdL0W+w+kzoeb7ciFqGXH+5ncVUJeVE6X6zGnaornuUfD3NIsuy\n50s7bM6ImNqhhbBDxYl14jlXG1/Gaod2HD+hqHzcOR4IZdn4Mgg7BFKrh+cEahVM7XWUg62aaoc6\n717ldlYveSBJSobXgVBkwhqx0kN0DTKFa860N8748vAxz1cO9DPVUvMpdvDGDqvEpWfOUIUGaEvN\np9jIOGZMGmQqXEKv4+rhOevGl4HnyzQqz1fiLTy0rlTTo6fs1I+rHodTR54qL2NeB8ZVb1yF1u7W\nuO3ZMWMNiEQimjkBl75yKabcPwWf7pBEWLbs3yIv+2T7J6p11Z6v1B9Jp+XUraLstMR3Lo0MrFTC\nO5NtI4/oZsLzZeIS9g304Zb3bsG6fetk48vDexCJROQi8m6ET2IYOBF2yHGcPHpuNX9RlY9iJL8u\ne770c75YHT4rOV9aUQVJtzHRyU4H5W+Mr0kIJDewrZL4XVGfv1DIuL6h05ipPZkLKM+inlGsHJww\nqlkXv3lRGtEZemkUymNaLY5O2AuFHWYe19ztsms62knmYJy0n2mUI4TptqeuKuaN8qiMr9RC/dJF\nLxkz4PNo1oExwh7PV2LbzGAkEqL1sbr6zavjtlcXuV6yeQn43/Lgf8vj1CdPVa37j5X/AAB8sesL\nAMBXzV/JywJetVcu2cigWZS/KxcGsCLKnK+4D6tRmIMTghscJ3nfnAqrsFp76bYPb8NvP/wtLnnl\nEtn4CoaCCEVYoVl3Gl/Jwg7ZPCsGihlYblKx5Zwv4/pw8cu06nGx90FfCp6v2H6t5HzFOsiOeL4U\n+9TK+bI77JDjONV+cs3zZSS4kVMo30E6qyiLkGv1U/QGqdSeL2vXXE9ATElpsRelRcalUQjnSGUQ\niEgP13zhY50r6UFmnRQgN0Ks/F57OtCA2vhySnDDCnohYledPQsVpdbqQ9ni+VJ8WizlSljs1G9u\n36z6OxZ6JHVIbnz3RnnZqxteNdzXN/u+kaeLvEWqZU4IbuTCM8FGjDlOw/NlIJbDzq+V+5ztnzfo\nxEqdPNO7tIRVEYLn1z0fXZeXja/+UD8GwlLNG7caX8nykZzwfAHRwa8e60WWvUpj0eDZixWd1w/D\nkz1fFp7hVHK+9BTp7EL5EzXVDpWDXza1gec4hKO5XfG5SKFogalsjcq7xPFlalDSbJHl+HsrkKLa\nYfy2epfw+h/NRWkxGV/ZIhZ2mP1+Q6Hgui8865QEQ0EMrinBxJFVmDahLsutsjcUw+vhUVMRQNvB\nPm3BjRzxfB0xzVoNIAAo86evCqVsRiqJ6nofj+uOvA73fXmfLL5R7FXnw7GQDfZvvBEFANv2b8MH\n2z6Q/97TkZg7Fr9dtgQ3nIaNGPM8l+DpiKkdJrbz5HljMHpIhaWOtJlOrFLi3m7UOV/mt3t/6/so\n9ZUCkMofuN744o3vQScEN4DYAEaxxbBDpefL6N6QcwoNcr6Y58uS2mEani+nPgOqnK8MeL4A6bwO\nRMdT441XNojjzZbx5RLry8zgm9IzrKncqfNeLjJhQOmhjOzQa9eh47PfhytkcimKrFBw3RdeqQgW\n8HnwP1cfk+UWJWLHB2lQdQnaDvbJo6mAIhwrRzxfqVDqL017H6l+/GUjUuf83bHwDtyx8A787qPf\n4cZ3b8Spk9ShhENqS3HTBYfJxVADnkSv37h7xyEciV2zzv5OAJLRyab5uKQgZwQ3Ut6NbbBoHQ5c\nQofUSH3wiGlDLdeYksPZDLwOPM8ZesbSQZ3zlfzkKw3wrmAXgPzwfEliKpK3QDPny6HkehaWbtnz\nZVJqXpbDNgilDAat53wZGXV6sNeHU54vpXdPS+0wWV5fasdURnjwKoFDFnaYLWGLqeOk9/1J85xT\nhrULJjyjd1mUOV96+VfSMv3t0vF8EbmJnM9OYYcZIwcyQ6zBOiWsk5KL2GEcDa6W1PBa9sck0FOR\n4LYDO8Md9ep8WSJFz5fZXKLp9VLB52vevAb7uveplh1+6FBUlUtGV0RDAllpeAHAvh5pe+X9Gr+O\nXUWWnRiRTgd2fjheP+zQrnZKSducoWgCz+kb3ukfX3kc7WPs7dyLP3/2Z7y35T0s37M8YXk+GF+A\nsYeenRs71Q6BWM6tVeNLlfNl0LmPFZrX9wSlpHaYUp0vYw9+uqiKLGt6vpTr2nNM5Xs8fgAlJEvQ\nZ+edNnPSYDx4wwm49MwZWTm+FdgZ0peaNx7o0w87TP19ZLX2HpF5YtFNrjMJXIvrngo3GF92fBQH\nRyXgm9t75Hl2Ss1bwU4Z0opABf65+J84ZNAhabcHSM3zlWwbJvkNAA82Pohfzf+V5nrxhpkWz659\nFt8/5Puq+zU+gdvj4eH18BgIhdPzfCUJ+co0YROCG3a20+PhDa8tzzuX82VG5vmMZ87A0p1LdfcR\nDLk/7BCIDiCEQoZKlraHHTLPl1W1Q5Ph4h4Dzxcz6FMS3Egh10LPO2EXyv0GNHO+7H/PKL8t8eci\nFGaer+y904bWpR+xkRGiri9Tni9N8ZjYbpRYfa6UkOcr96Gcr8zjui+8G4wvO27gwTWS50sZb541\nwQ0DlcBUOH/m+fbsCKnmfBmvFwwF5Wk9pavegV6s3LvS1HHv/eJeQ88XIH2gBnrCaXUwci/sULvI\nMuBM/uIZx0xAXVViHh4jXlXNTswUWU52v+SL54vZHlrvC7nOlxOCG7A+ym7W8yUXWdbyfEVnyZ4v\nC7+tvqYE7Z19lgbsnPZ8KX+jltS8E7mlqpIqcedYv/gyEQ/PAWEYeL5MyL5rLUvH+EpnWyIzkNR8\n5nHdF97nieV85Sp23MAs7FDJoOoScBxQW6nfwXSCXHNJp+r5Mmu8srBDAGjqatJcp6OvI2Hemxvf\n1FxXWVAZ0A5XDPh4dPVIxuRL4ktY/PRirLxkJWYMMR/qknOCG9GBA57jErwB08bXYePO/RhUlbzI\nt1l+ePJkw+UjB5ehusKZZ0cddqizjq4AtEQ+CG4AxsaBU2qHzEiwWmTZbM6XkaAL+739suCG+Wfv\nv34wG/0D1upYMWPPOc9XbMeaRZaTlBNIBeWgk5fnVW9I5vmyoiJZuHAAIrpa80VJ6nzJz2684IbF\n50qJlveUyC3sTgMgkuO6L7wbPF92MGWMlOR75rET5HknzxuNo6YPQ0WpX28zR8i5B1OVc2B9xDjZ\nNiMrR2L71dsx6u5R2N2xW3MdJg+u5OX1L2uuG298aXq+fF4AffDwPC579TIAwL2f34uHFz9s2FYl\nVkUfnIY5bTkN4+uY2SNwzOwRGW3PHy4/2rk8GRtk/pWeLw/n3g4Lb1CP0Cm1Q9bBU+a0mMF0na/o\nelohhXKR5VBYdx2j/RZbFJLIds6X2sNuk+dLsR+Ph4Py6y57vrIkuOEmkoVzq+uGani+ZMPePs8X\nhR3mPnqK1oRzuO5t5gbjK2RDUcjSYh9evmsxzj91qjyP47iMG14AUF7ig8/L58xLVCU1byVcx4Jr\nfXjFcHh5L3Z17NJc3hfqS5h3/5f3q/7+4PwPAADNXc2q+Xphh6xtrJad3rH1MCP6kEmUYYd2d7ZT\nIVlOWDrYce7zJ+xQ3zhwqsjysEGlKA54UV1uzbPpNenFMcq3ZcuYMq3TEQKOG1+K3WqpHaqFfew5\nppFRIOd8UccwKXqCGVpo3ad6+YTpCG6ksy2RGSjnK/M4/lQIgnADgHMhhSKvAXABgNMB3ApgMoC5\noigmSn/pwKTmg+FgkjWzRzAUSr6Si/jJ4mk4Y8GEnAkfUIZvWZEOl40vEx8mnuMxvHw4dh7cqbm8\nbyDR+IrnqJFHAQDae9pV87XyyNi59fActh/YDgB4c5N2GKMe6rBDS5s6QkQhuGHFG+BGzAhuJGNj\n20Z85+nvAHC38SXLFmcw7PC8RVPwH8dPshx2qKrzZSg1zzxfWnky0r8DUePLqFizHbDjOdVRUt7L\n2mGWsWm71ENVYYceHsq3aygFj2Khwi6HmcuirUbKtrfR85Uj/QZCHzb4S4Zy5nD0bSYIwhgAPwUw\nWxTFaQA8AM6GZISdAeBDq/tknRKtsK9cYWDAHUUZzVJR6sfYYZXZboaMuqCthZwvi0mlIypGYE/H\nHk0vK7v/Jtdp5xmdfejZ8PAe8ByPtS1rVcuMPF/p1flKP/TNTsKxQl/webPfHiexq/aR2CoCcLvx\npV8SQza+bJaa5zjOsuEFxOd8GUjNR9fTLEzLPF8ZkkTnZc+io4eJHkPfewnYF96sUjuMM15jdb7y\n+x1iB3KRZFOeL62BBO17Kx25eBLcyH2+u2ACrjlnNuprErUGCGdweijpIIAggBJBELwASgDsEkVx\nnSiK61PZIasTdbDvoG2NtB36RjiK0vOVitqhWYNtRMUIhCIh7O3cm7CMhR2eOvFUXHHYFaplp0w8\nBXefdDcAdSFm1qHWEtxg4T3p5DWo6+9k/yYsLM9XbFrv/tIyuvVwt/GlH/rEnldvjhjjyrp6RiF0\nstqhQYeV3e+OG18Ohx0mw2m1w/h3hez5yhHBp9zGvGGuV4eP4zQ8XxZzKZXkSroCoc/gmhIcN2dk\ntptRUDj6NhNFsQ3AXQC2A9gNYL8oikvS2efsobMBANMGT0u7fXbzh8uPxknzRmPGxEHZbkpek6qR\nYXXEuLqoGoC2oc88X36PH6U+dQ2YO064A/Vl9QCAnoFYnbZfHPELAHqCG/Z5vnLA7gIQ83xxXP6H\nDKnFTrTX0coT1MPNxhcLRdPs3Ml1vnKjQ2ba88WMRo37OP6ZdTrnKyaq4OhhDI5vv4ddeQ7j75tJ\no6T38CHjam05Vj5jpX6isowN44hpQ3HMrEQhpPQ8X+59lxGEUzj6VAiCMB7A1QDGADgA4F+CIPxQ\nFMUnrO6rsbERADCHm4Obpt+EY+qPkec5idVjHDEOWLnCdAobkQLbmmOd2O3btqKRazZYO8bW6HYt\nzU1obJSmja5vW2sbAGDNV2vQU9GjWrZm3xoAQGtza0IHRPxGRN+OxI52S3MLAOCbdd+guEUtsd7Z\nsR8AcPDgAdX8ZcuWme7gbGnqlacz8WwkY2BACtfc19KCbZ6YAZuptmXyHLR3xkJTxXUiuvalJ4zT\n0tySE9cwFfqD0r3f19uT8Bv27Jbug107t6OxsTWt49hxfrZt75an9+zehcZG7YiKtjYpb3PDehG9\n7QHVsqb96vzjTZs2INK1I+226dFyQDpeMBh0/B7R2v/WrbFztmP7NjT6khebT0ZPT2yf6775GnUV\nPvnYE2sjOPtbtZhQn3g/EWrC0Xzz1WtWo6zIeIBj5eqv0Fyjfk+NKgdGTU687r3B2ICh1Wuwuy2W\nIqLclq5l/kLXNjlOD0nMAfCpKIqtACAIwr8BHAnAsvHV0NAgTx825zC72mdIY2Oj6rhEblC8pRVY\nIhky48ePQ8PM4aa2q9y5H1jyAcaMHoGGBiHp9R3aMhTYCkyaPAmzhs5SLWva0AQsBcaOHAu/xw+I\nsWWzp8/G2OqxAIDad2rR2tOKu0+6G209bcAGYNKkSWgYoz7u51tWYdWWraitqcaFYy/EP1b+Q/p9\nU8ejurja1O/zb9oHvLMPHg+fE/dt+Wut6Nvfg5EjhmLy+Drgg88AICNty/Sz29zeDbwkhadOPWQK\nJoysSlzplcRZM+pnYFXTqoT5I4eNzIlrmAol77yL1oMdKC0tSfgN2w5uBFatxcTx49CQRqkBu67v\nQGAP8PEXAIDRo0aioWG85nrLtq0GNm7B1KlTMHGk+nncvvcg8FqsHuCUyQIOHV+Xdtv02N3SCbza\nhEBRwLl75ElJaEhr/z3eXcCn0sDUuHFj0NAwKu3D/Wvpx9i5TzLGZ0yfhl1b16mOfXjaRygMvM83\nAcEgZs6YgcqygOY657aV4ZWPt+DEBYeZFsMIhSPAv14CYP39PbipA3jjXdW21LfKX3Lh2rrB+HPa\n+FoH4GZBEIoB9AI4AcAXcevkSJAU4RZSzfkaP7wS1507B9MnmusYsdCvtS1rE4wvZdhhfCFmFnII\nAO/9+D0AwLT6abj1/VsBAC+KL+Jbo7+l8mgppeYri2LiJs1dzaaNr2zngsRz60/m4dl31uO7x07E\nlt0Hkm/gYtRiJ4nLtRQuAeCdH72DL3Z9gYHwAE5/+nR5vqvDDg1yvoqLpN9VWuzLaJv0MKt2OH5E\nJSrL/BhcnZiQHv87nQ87dD68+O+/OkFXkdKJsENVnS/K7UqZmNqh/nU5a6GAsxYKlvabTjg85XwR\nRCKOfuFFUVwlCMKjAJZBkppfDuDvgiCcAeBeAHUAXhUEYYUoioucbAuRPyhzaqx8FDiOw/xZ5rxk\nQKwDfN7z5+Hc6eeqljGp+YBXPbrIc7yqqPK0+mmqZQDw56V/xuS6ybi44WJ5mTLnKxSOlSpo7mqG\nUGfuQ5ntXJB4Rg+twLXnzgEA+PI85ytZHmJ3sDthHgDUltRi0cRFCcaZm40vo2LmC2aPQFmRDzMn\n5UZerDrnS//BOeGw0Th+7ihDERH57wxJzTs5yDKktlR3mfLn2iW44VEJbuTIC8yFZMIwtwpJzRNE\nIo5/4UVRvBPAnXGzn4/+TxCWUX5XnFT1C4ZiuRw7DuzAyMqYGpDS86UU0IgX31DCK6zGZbuXqY0v\nWWqeRygSM77ae9U1woww6vRmm4IS3NDokO7rNs6L4TgON82/Cbd/dDsAlxtfHv0OYHHAa2kAxGnU\nni/je1TP2Il/3px+/rItrOOI2qHSCM7zd4WTZMIwt0pRCiUgCCLfobcc4Tq4DIWoKA2fxj3qGGKm\nXBfwBHDCuBPk+UXeIt39KcMl42uHxaTm1Z6vr1u+1g1ZS9h/Dn54GXYX1c01khVZ1vN8KVEaXG42\nvmS1wxy8D+NRypenGlqVGHbosPFlENaZCZTX1S5Dkzxf9qBXp8sOHrv1ZDx268mWt/Pn+bufIFKB\nngrCdahDvJw7Tkd/hzx9oFeds8TCDv0eP04cfyIWjFkAAPDw+iEWSs9X70CvahkLzeB5TmWY3fDO\nDTj1qVNNtTcXQ04Y3jz/ACer86UsOaCH0oMaH87qJrJtHFhBGSKYqiERf72dNr6yPciiPE92vX+N\npOYJ87Az58TAR1V5AFXl1t9LHMfh0PG1WPwtbTEbgihE3Du8ShQsmfJ8dfQpjK8+yfjqCfZgVdOq\nmOcr2kk+auRReH/r+5oFmRlK40tp2AHKsENOFXYIAK9teM1Ue3NNcENJ3ocdKjqMWqc/3tjW4p7P\n75GnjTyouQ47F27oRCvvy1SNpvhXkNNhc9kPO1RO2+X5ip2zfH9XOIlsmOfYs/f7y47OdhMIIqeg\ntxzhOjKV89XZ3ylP7+3ci6vfuBqT7puEIx4+Ai+vfxmAFHYIABNrJibdn7KjsqV9C658/UrZWIsJ\nbvByPplVZMGNHPvwAvkfSpQsD8aM8TV3+Fx5mt1XboQZMW4IO/Soco3c4vnK7iAL53DYodPnL5+R\n740st4MgCGPI80W4Dj5DH2qld+r3H/9etezLXV8CkMIOAeDbk74Nv8eP3y74re7+lJ6vtS1rsbZl\nLbYf2I4Xzn5B5fkKBoMJ2x758JH49KJPDdsrexxy8MubiwahnfBJvAFmjK+HTnsIY+4ZA8DlYYcO\n5p3YjdLLkqqxmGmpeT7Lxq0TaodMcMPDcznpuXcL7MzROSSI3IaML8LVONmpXzhuIVY3rdZcFgxL\nBhLrJNeV1KHvpj7D/W3dvzVh3oviiwCAIr/0KB7ob8Oza59NWO+znZ8lbW+2R8SNcIMXJB2SCW5o\neTOPGX2M6u+6klj9OVeHHTK1QxcY3HZ4XOJ/p9NS8+xwXJbiVlQ5XzbX+SKvV5rkcN4vQRAxKOyQ\ncB1OqG1p8bvjf4fXfqCdb6WUmjfLWVPPwoSaCQnze4I9mDSqGmceOwE3rzpHnv/Ed59QrZdM9TCX\nww5ZUd3ZwuAst8QZkgluxKtbfnbRZ3jlB6+o5hX7iuXp0ZWj7W1gBonlJOXefRiPKucrxVyj+Mct\nU2GH2Tq/6rBDe/bJzhnJzKeHbJi74NkjiEKG3nSE+1B8V5zs6Pg9fiyauAj1pfW669QU15je3/zR\n87Hhig04dsyxqvnnv3g+fF4e5586FZ2eXfL8M6ecqVqvK9hluP9cF9z49x2n4dafzst2UxwhWZ0v\nVjNu9tDZWHLeEswbMQ9l/rK4ffDwcB54ea+qOLfbkHO+cnAQIB5b1A7jPV8ZkprPXtih8b2eCszo\nyvfcUMdxUcgvQRQyZHwRriNTni9GVVGV7jIjw0yPV3/wKu4/5X75b60wQwDweXwqD8iejj2G+5U9\nXzn64fV5+Zw0DO0gmTeAeb4um3MZjh93vO5+9vx8D/Zda1yQOdeJSc1nuSEmUHm+bMr5cvqdFJOa\nd/QwSY8P2C+4QZ6v9OBBJnUoAAAgAElEQVQ56frk63uWIPIFetMRriYTo7+DS7VD5eYOm4vyQLnl\n/RX7ilVGW2WgUnM9nuNx27G3yX9v2b/FcL9uCvfKN5IJbrAcwWTFkweVDkJlkfb94Bay7Zmxgqq+\nVKpqhwk5X5mRms+JOl+2Sc1TzpcdcCDBEoJwA2R8Ea5D+W1xOrkdkELFtIjP2bHCiIoR8nRtSS0A\nYE3TmoT1lEWbt7QbG1+5LLiR7ySTmmeeL5/Hl7E2ZQvmQXJD2KEtdb6ylfOVpfPLJ7nXU9oneb7s\ngcvdyAeCIGLQm45wHU58/I2YOWSm5nw9j5UZDh9xOJ4/63lUBirlemINDzbIy6+Zdw0AYMGYBfK8\nl9a/ZLjPmOBGys0iUkRdeDZxOcv5Sub5ygdktUMXDAIoO/sp53xluM5XtsM61WGH9uyTnTMvWQ5p\nIZ0+OocEketQN41wHyrBDedv4bnD5mrOT7cW03cmfwdjqsbINaBYaBoA3HXiXQCAYeXDsOpnqwAA\nr23QVl5kUNhh9uA4zlBtknm+CsL4clHSv1RXKjadCvFFh532PPMcMKi6GPU1JY4eRw91WQV7BTfI\n85UuHHm+CMIF0JuOcB1K4yITYYdTB0/FiktWqOZNqZtiy76LfcXoCfYAAMZWjQUA/P20v6s6NeV+\nc3llFHaYXYzOPzOsfXwBhB26SO0QiA3gpDqQk6mi7wyO4/DAdcfhiu/PcvxYWqjy5Gz6vVTnyx54\nHuDoHBJEzkPGF+FqMuXliQ89/PCCD23Zb5G3CMFwEKFwCHOGzQEAnDbpNNU6Jb7YCLdWsV4G6zuS\n5ys7sD6PVt+noDxfLhLcAGLy5ul0/OWcpQx1fIv83qwZKsnyG1OBDaKR1Hy6kOeLINwAGV+E68i0\n54tx1tSz5Om6kjpb9lnslQrr9g706hZuVhbf3d+7X3dfsueFnuqsYOj5iuZ8FYLgBu82z1c01C2d\n9rJNC8FzQ1LzuQvJzBOEO6A3HeE+lB//DH5oHv/u4wDUIhjpUuQtAgA8s/YZvCi+CCAxl0zp+Wrv\nadfdV6zOF318swFnkOtUSJ4vj4tyvgCbPF+yAmH+f1LVgkf27FMW3CDjKy14jqTmCcIN5H9PgMg7\nVJ6vDI40e3kvOm7oQMCTntCGEubVuuili+R58fv38l78ZNZP8NCKhww9XyS4kV14A+NXlpovgJwv\nt4UdslyvdLw4nOy5ccdvTgflebKro8/LeXf5f/6c5JSjxuJAZ1+2m0EQRBLI+CJchxNhL2Yp85fZ\nuj8WdhjwBNAXkj6aytpejCFlQwBAXkcLI88L4TxmBDcKwfPltrBD5vlKL+ywcAQjVHUW7Q47LIDz\n5ySLjhiT7SYQBGEC8vETroPLkufLCVjY4fia8QCAfy7+p+Z6LBSxb0Df+JI9Ly4/J27FjOBGIeR8\nsWfSLeFPssy5HTlfBRA2p/Ro2ic1TzlfBEEUDvSmI1yH8nPvdkODeb5YOOHpwuma67FQRHOeL3ef\nE7diRnCjoDxfLrkNYzlfqX8OM612mE3i65rZQSznK//PH0EQRP73BIi8w4kin9mCeb6YkAYzxuIx\n4/kiwY3sohX2+Yu3foHa4lrK+cph5DpfaXT8uQIKO1QLbthd54vGgwmCyH/I+CJch0v6dKZgghs9\nA1KhZWaMxcPk5408XzHFNTtbSJiF5xOlnu/67C4AwEWzJEGVQvB8eeT70B0PqpzzlcaLpZA8X8r3\ni13vmljYYf6fP4IgCOqmEa7D7d4uJUplw4AnoPvb2HpGRZY5l+Xa5BtcnMzzS+JL8jQT3CiEnC/e\nZfehrTlfBTDy4USRZaZ2SFLzBEEUAvSmI1yHS/p0plAaU8piyvGYCTv0e3kcMrYGh46vta+BhGl4\nTt0ZXfz0Ynm6Jyh5NvXCSvMJ96kdph92KHudC8Bzo3z/2ia4UUCeQ4IgiPyPgSHyDreMqJuBeUQA\n4465WcGNO/5zvn2NKzBC4RA+3PYhFoxZkNI9xnGcrshEd7AbgLpgdr7icZngRmWZH8UBb1oFkrkC\nMh5UOV92S82T54sgiAKAjC/CdeRT90ZpcJUHynXXY56vez6/B+X+cqxtWYuF4xbipAknJT1GOBIG\nz8U6Nf2hfjmHjIhx47s34o5P7sC9J9+LKw6/wvL2HMfJnXBAyt/rHegFUFjGl9s8X5d/byYOdPal\nGXZYQMYX75zx5S2A80cQBEHDTITryCPHF86dfq48Pal2ku56zFja3L4ZF750Ie767C6c/MTJiEQi\nhvv/0fM/QunvShGOhAEAf/r0TwjcHgD3G042DAiJZ9c+CwB4Zu0zKW0vhR3G/q4uqpanu4JdCHgC\nmgW08w235XxVlPoxsl5/4MMM7DcXQs6SOufLnn3KeXcFcP4IgiDoTUe4Drd06swwtHwoptRNAQBD\nb5RSmEPJpvZN8vTvPvodrnnjGjm/CAAeW/0Yegd6sWrvKjR1NuHat6+Vl21u35xu8/OGSCSCLfu3\nAAA+2fFJSvuIF9yYUDNBnm7uasag0kHpNdIlyGqHefScJqOQCpwrf6J9ghtU54sgiMKBwg4J15Fv\nfbqqoioAwM6DO3XXYWGH8SgFOG5890YAwJItS7Dm0jWq9d7d8i46+ztV81q7W1Nqbz7yn6/9p+6y\nZ756BqOrRmPeiHmG++DjjK+a4hp5euv+rThs+GHpN9QFuK3Ish0UlNS8ss6iXWGHLitPQBAEkQ7k\n+SJcRz55vgDgiBFHAAD2du7VXUfP88WK9yr5qvkreZrleq1sWokRFSNU6ynFPgqR9a3r5dDLB5Y9\nIM8/dPCh8nQwFMTZz52NIx4+Iun+uLiww/jzO6x8WJotdgdMuMKujrkbiBVZzv9PqvK62uX5GlRT\nDJ7nMLS21Jb9EQRB5DL5/6Ug8o5869PdfMzNOHXSqXjsjMd019HzfGkZX0pYUd++gb6EfCOjmmFu\n4d0t7+Ivn//F8nYbWjdAuE/ASY8nCpYoPVatPea9g/Fhh8GQ2vhq6myy3E43wtJ2CivssHCKBKvC\nDm16GQ+rK8NTty3CwsNH27I/giCIXIbCDgkXkl8dnKqiKrx8zsuG6+h5vvS8V3s69mBo+VCEwiEA\nwIa2DVi5d6VqnVw1vrr6u/B1y9eYO3xu0nWPf/R4AMAlcy6xpOC4sW0jAODDbR+ipatFtUwZyvnJ\ndvP5X+OHV+JgV+ycxl+bbQe2md6Xm4kJbmS5IRmEL6CwOScENwCgpCj/C5ATBEEAZHwRLqQA+jcJ\n6BkWep6vV9a/glAkhFBEMr5W7l0pG19HjzoaH2//OGeNrzOfPRNvbnoTn174KY4YmTzcD5C8TFaM\nL6Uncdb/m6Vapjwv3/vX90zv8xfnNkApPhnv+brn5HtM78vNFJLsOoNFGxbCb2bXl+PyLwScIAgi\nE1DYIeE+CvCDbzXssNhXjEtfvVRzWalPyqvY07HHnsbZzJub3gQAHPmPI01vY9WQLPIWydO7Onap\nlrFC1lb3yXGcyvMR7/mqCFRY2p9bYXlPhdQx5wrI4GSXtZCuL0EQhJ2Q8UW4jkL85OuFHXb0dWjO\nV9aYiufTHZ8CAK5848r0G5ZBwpEw9vful/9W1jizaiixXLh4BpcOlsMOu/q7UmhljPg2ebj8r/EF\nuK/Ish0UWp0vSVymcK4vQRCEneT/l4LIOwrxm1/mL9Ocf/rTp2vOj0C/+PLFDRfL00s2L0mvYRlk\n0ROLUH1HNdp62gAA+7r3ycusGl8sFy6eUl+pvK+uYHrGV3zYYSEUWAaAUUPKUVdZhHHDK7PdlIxR\nSDlfQKKXlyAIgjAPGV+E6yjEcBcP78FrP3gNr//wdYyuVCuCfd3yNR5e/rBqntJDFM9xY4+Tp3cc\n2GFvQx3krU1vAQC27ZeEK5TGkWXjK6JtfPk9fjns0OgcmiE+7LBQPF8j68vxz1+fhGnj67LdlIxR\nSHW+AMnYLJCfShAEYTtkfBGu5PCpQ3DuyZOz3YyMsmjiIpw84WSsvWwtvj3x2/L8jW0b8ZOXf6Ja\nt72nXXc/FYEK3HnCnQCMPWS5CqtdpgwLvO+L+yztQy9XLuANyIbc1v1b5fnKHDGzFKrnqxBh40Ge\nAgg7BCTRI/J8EQRBpEZhfCmIvOOmCw/HWQuFbDcjK5T6SzGlbor8t1YIHcvn+uVRv0xYVu4vx9Dy\noQCkPKpcQmmwFHuL5WllfhczYjr7O+V5d39+Nz7b8RmG3jUUd3x8R9Lj6IUd+j1+OefrtKdOk+dP\nqJlg8hfEKFTPVyFSaAqPHM8VZAQCQRCEHZDxRRAu5NfH/Fqe1guhA7QV9jiOk71HuWZ8KZUHK4ti\nOUPPffOcPM2MmA1tG1TbviS+hL2de3H9O9ejvU/f8wdoe77uW3QfAp6AHHaoJJXzRJ6vwqHQjC+e\nBDcIgiBShowvgnAh5YFy3H/K/QDUXpwLZ16oWq8yEDNgOHAo8ZVgQs2EnDW+mrua5enuYLc8/VXz\nV/I0C5Vcvmc5AOCw4YcBAP7wyR/kddYdWGd4nHiDdUzVGFx+2OUIeAMIR8Iq46zIW5TSeeod6FX9\nTZ6v/KXQFB55jisYQ5MgCMJuyPgiCJfC5NJDkRAahjag1FeKyXXqPDil9+gfi/+Brl91ocRXklPG\n18viyzjv+fMQjoRVwhk9wR55emTFSHmaGZtf7v4SPMdj7rC5Cfs08gYCiZ4vdj5YoWZm+B0/9nhU\nFVXZYny5Mb+OMEchSc0DMbl5giAIwjqF8aUgiDyEeVJC4RD6Qn0IeAOyEcFQhh3WlcTU53LJ+Dr9\n6dPx+OrHsbpptcr4CoaDWNO0BoBa4TIUCaFvoA+f7/wcs4bMQk1xTcI+kxk68SGB9aX1AGL11Fg+\nmd/jB8/xls9TJBJJCF9kuWRE/iELbhSIN4ik5gmCIFJHu9IoQRA5D8shCkVC6B3oRbG32ND4KvWV\nytO5ZHwxPJwnQTJ++t+mI3JLRGW4DIQH0NLdgmA4iIm1E2VvlZJknq/dHbtVfw+vGA4g5vlixpfP\n40vJ+NLKG7Mqh0+4h0Kr88XzhVnygyCI/EUQhD8COBVAP4BNAC4QRfGAE8cizxdBuBTm+fpi1xfY\n2LYRRd6iBOOr1FcqF2hWer44SB2nXDK+/B6/roGiNGZC4ZBcaLm2uFbT+FKqI2qxZf8W1d/Dy9XG\n18fbP5b/TsX4UoZMMsoD5Zb2QbiHWJ2vwvik8uT5Iggi/3gLwFRRFGcAWA/gBqcORJ4vgnApzPP1\n12V/BQBsbt+sMr7OnHIm5g6fi68u/Qpf7v4S0+qnycty0fPFc7yu8aWcH4qE0NrdCkAyvliooJIw\njH8XM75+ccQv8KfP/oQfzfgRAKBxTyMA4KKXLgIA+PjUPF+3fXgbAGBy3WRcffjVCHgDmD10tqV9\nEO5BVjv0FIZB4vHw8BXIbyUIojAQRfFtxZ+fAzjTqWOR8UUQLiVePS8S/Y9x07duAgCMrhqN0VWj\nVesy4yuZhyiThCKhhFwshjLsMBQOobUnanyV1OKokUclrJ/MWNpxYAeKvEW4c+Gd+O2xv0WxT6op\ndtjww7BuX0wpkXm+BsID2N2xG7d9cBt+fcyv5Tpp8cdk5/XPS/8MABhaNhSXzLnEsC2E+ym0nK8L\nT5taMOIiBEEUJBcCeMqpnXO51PnSo7GxMfcbSRAEQRQk//dJK77a1oNvz63C3Ill2W4OQRBEQdPQ\n0KA5EiYIwtsAhmgs+pUoii9H17kRwGxRFMnz1dDQkPFjNjY2ZuW4RGZw+/V9/pvn8d1nv6uaN3/U\nfHy0/SMAwMYrNmJ8zXjNbV/f8DpOefIU/OH4P+CXR//S8bYawf1Gekeu/tlqLN25FBe/crFqeeSW\nCK57+zr88dM/AgBeOecVXPnGlWjtbkXztc3we/yY9JdJqqLLt8+6HTeefqPm8QbCA/Dd5pP3HU/9\nn+rlemOXzbkMDyx7QLV84biFeOu8t1Tz/v3Nv3Hms2fK+2S/qaa4Bq3XtZo7EYRpcu3ZfX9dI7Bt\nJ8aOGYOGhtHJNyAMybXrS9gLXd/8JReubWNjo+4yURQXGm0rCML5AE4BcLy9rVJDcQME4VJYzpcS\npahDwJuYC8VIlvPV1tOGx1c/ntGwxFAkpC+4oQg7PPWpU7G5fTPqSupkgYxDBh0CABhRMULelx4f\nbfvIsB0lvhJ52ufxJSz3e/x4Zf0r2NS2KbYen7geoK5PRuQvsTpfhRF2SBAEkW8IgnAygGsBLBZF\nsTfZ+ungGs8XQRBqirxFCfOUxpSWCiBDaXz1h/qx8+BOPPDlAzjQewD3LroXtXfWAgDK/eVYPHmx\nzS3XJhTWN7605m9qjxk/fz/t75g/aj6KfcW4/LXLccvKW1BZX4mr5l2VsF0wrJ1Xxti6f6s8rXUO\nV+xdgdOeOg1AzHPGCl4zDh18KL5q/govnfOS4bGI/KDQcr4IgiDykL8A8AN4WxAEAPhMFMXLnDgQ\nGV8E4VJGVY5KmDe+OhZmaNb4uuzVy/DwioflZadMPEWefvKrJx01vpSeNaXna2zVWFmRcNfBXZp1\ns5QMKh2Enx/5czyy8hF53tVvXi0bX+I+ES+KL+LaI6+1pFyo5dGKrxEGJHrIQuEQ6krqNK8RkX/I\naocFIjVPEASRb4iiODFTx6IvBUG4lOqi6oR5vz/+9/J0vDdGidL4UhpegNpoe3bts2jvaU+3qbo0\ndTXJ06FwSPZK3X3y3fL8Xy75pekCxfF1zhjT/zYdv1zyS7yx8Q38+r1fm26f3+NX1UfTI/5cB8NB\n3VBEIv9gYYc8hR0SBEEQSSDjiyBcSqm/VPX3m+e+ifJAOR79zqP4yayfoNRXqrNlzEh5fM3jCeGL\n8X+/vvF1m1qcyNKdS+Xp9a3rcfN7NwMAqoqq5PlNXU14Ys0TpvYXb3z1Dkhh28x4W75nOb7c/SXm\nj5qP3huTh3R3Bbvw9nlv4/tTv48Pz/9Qd71QWJ1jFgwFNfPFiPwk5vki44sgCIIwxtGwQ0EQbgBw\nLoAwgDUALgBQCuAZAKMBbAXwfVEU9zvZDoLIR5TCEE2/aMLg0sEAgPNmnIfzZpxnuC0zUja2bUR9\nab1spACJ4YpOeb7CkTCufP1K+e/zXzxfnvbxPjx+xuM49/lzsWTzEtP7jBchufjli/HoGY/Kf7f3\nSr9lwZgFhoIkjKNGHoWZQ2bime89g7aeNtWyYeXD5OlznjtHng6Ggmjuasa46nGm2024G8r5IgiC\nIMzimOdLEIQxAH4KSSt/GgAPgLMBXA/gbVEUJwF4J/o3QRAW4TleDncbVDLI0rYcF+skKkP/AEmK\nXUnPQE+KLTTmZfFl7Di4Q3OZ3+PH5LrJutvOGjILr/8w0SMX7/nafmC76m/228r8+rWY2Lm8aNZF\nqny36qJq/PyIn+Ok8Scl7KOlu0WePth3ED0DPZhUO0n3GER+wcIOKeeLIAiCSIaTnq+DAIIASgRB\nCAEoAbAbwA0Ajomu8wiA90EGGEGkxPKLlwNQG1Nm6A526y6LF7cwWjcdVjet1l3m9/gRgb7M/W8W\n/AYnTzg5Yb6HU3u+4n8LM86M8uGmDJqClm0tsieRwXEc/nTinwAAw/9nuK5wBzNWi33Fuscg8ouY\n8UWeL4IgCMIYx4bpRFFsA3AXgO2QjK79oii+DaBeFEU21N4EoN6pNhBEvjOtfhqm1U+zvB2rh6WF\nMgQRAJ7+6mnL+zdDvFdKid/jNxSs0DNs4j1fS3culQseK5fHG2lKnvzuk7j+qOtx/dH6Y0I8x8vG\nV/z5Yn8XeRJLARD5iZzzRYIbBEEQRBIc83wJgjAewNUAxgA4AOBfgiCcq1xHFMWIIAimqrgaVax2\nkmwdl8gMhXx9nz/2eZzx3hny3/MGzcPSlqVYt2Gdar1v9n2DpV8utV29b/k2yWt328zbcPPKm1XL\nxG/EBBELJds2bUNje+K129GsHcbI2L1XkonfvWu34bX/XvX3sOGrDbrLB4IDCAfDaGxsRHNPs2pZ\n4yppvx3tHQV9fzlNLp3b5mYpbXnDhvXo278ty63JD3Lp+hL2Q9c3f6Frmxwnww7nAPhUFMVWABAE\n4d8AjgCwVxCEIaIo7hUEYSiAZqOdMBoaGpxrqQ6NjY1ZOS6RGQr9+jagAXgv9ndVZRXQAgwfNRxY\nrl538rTJKgXCdAmGglj+inSQc+afk2B8NcxokGTn35f+Pm/6eZhcNxk3vnsjAGD2obMxa+ishP32\nbu8FvtA/bnVtNbAFGDt6bFrXvujjIoQjYTQ0NODYR45VLQvVSUbjyKEjC/r+cpJce3a7+V1Yt2sN\nFhw1G9Xl5PFMl1y7voS90PXNX3Lh2rrB+HMyO3gdgHmCIBQLgsABOAHA1wBeBvDj6Do/BvCCg20g\nCMIE7/zoHTkUb0/nnoTlwZBUfysSieCmd2/C5zs/T+k4SzYvwb2f34vN7ZvleVqFiH0en0r448Tx\nJ+LbE78t/60XdlhZVGl4/AeWPQDAOOfLDMqww/e3vq9atuOA5H0rD5SndQzCPcyfNRz/++uTyPAi\nCIIgkuJkztcqAI8CWAaAZdY/COAPABYKgrAewHHRvwmCyCLjq8fL+VB7OhKNL1Yn6/Ndn+O/P/pv\nzHt4nuVjhMIhLHxsIa564yqVWIVWPSwP58HQsqHy3yeMO0G1nlJmX0lFoCJh3gnjTkgwtoxyvsyg\nNL7iuf4dKVfsuLHHpXUMwl1YFb0hCIIgChNH63yJongngDvjZrdB8oIRBJFlAp4A+kJ9GFo+VDa+\nmGDEez9+D/+78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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Lay a sentiment plot over a plot of SHY price\n", "\n", "fig, ax1 = pyplot.subplots()\n", "ax1.plot(dates_shy,prices_shy,c='green',label='SHY Price')\n", "pyplot.xlabel('Date')\n", "pyplot.ylabel('SHY Price')\n", "pyplot.legend(loc=2)\n", "# twinx to plot on the same graph\n", "ax2 = ax1.twinx()\n", "ax2.plot(dates_shy_prattle,scores_shy_prattle, label='Fed Sentiment')\n", "pyplot.ylabel('Fed Sentiment Score')\n", "pyplot.legend(loc=1)\n", "\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above graph is not particularly clear. There's a lot of noise. We'll construct some Kalman-filtered moving averages for both Fed Sentiment Score and SHY Price and overlay them to see if there are any patterns.\n", "\n", "We'll also take this opportunity to explain the Fed Sentiment Score: Prattle collects all textual publications from a central bank, and uses natural language processing techniques to assign a sentiment score to each publication -- a positive score means a bullish market outlook, a negative score a bearish one. The further from zero, the more extreme the outlook: the sentiment scores are normally distributed about zero. The weekly sentiment score is effectively the average of all sentiment scores for publications that week." ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Initialize a Kalman Filter.\n", "# Using kf to filter does not change the values of kf, so we don't need to ever reinitialize it.\n", "kf = KalmanFilter(transition_matrices = [1],\n", " observation_matrices = [1],\n", " initial_state_mean = 0,\n", " initial_state_covariance = 1,\n", " observation_covariance=1,\n", " transition_covariance=.01)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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NtdO5bSxhIUEA5GrIo19RkiYiIiIiUofsTDgBgNGmAWEhgYDWSvM3StJEREREROoQMyEF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\nD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h7pTdlH38cHlEzvRMkJ8yEfkxaNxen3BbX7ZrNatGCzcgJ71WSrSRN1pFNxD6YCwhrf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/WQAWVyxOePzUmadyae2lae/3mqXX8LMLfwbAfVvvY0PDBlRV5b/f+m9K80q54cQbRrTehWUL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\niWXb9t6zF4Cbv3Mz947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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Filter Rolling Means\n", "prices_shy_means, _ = kf.filter(prices_shy.values)\n", "scores_shy_prattle_means, _ = kf.filter(scores_shy_prattle.values)\n", "\n", "# Overlay Plots\n", "fig, ax1 = pyplot.subplots()\n", "ax1.plot(dates_shy,prices_shy_means,c='green',label='SHY Price MA')\n", "pyplot.ylim([77.5,87.5])\n", "pyplot.xlabel('Date')\n", "pyplot.ylabel('SHY Price MA')\n", "pyplot.legend(loc=2)\n", "ax2 = ax1.twinx()\n", "ax2.plot(dates_shy_prattle,scores_shy_prattle_means, label='Fed Sentiment MA')\n", "pyplot.ylabel('Fed Sentiment Score MA')\n", "pyplot.legend(loc=1)\n", "\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At first glance, there appears to be a lagged relationship between the two moving averages. If we look at the rise, fall, and rise of the SHY price MA approximately between mid-2004 and mid-2009, we can see a correspondence to the rise, fall, and rise of the Fed Sentiment MA approximately between 2007 and 2012. However, there are two serious caveats to this observation:\n", "1. SHY is what we would potentially be investing in. The fact that this signal precedes the change in Fed Sentiment is not useful -- we would want it to be the other way around, i.e. for the change in Fed Sentiment to precede change in SHY.\n", "2. This may be a spurious correlation: looking at SHY from mid-2011 onwards, there's very little change in the MA. On the other hand, there are massive shifts in Fed Sentiment Score. This suggests that the two variables are not related.\n", "\n", "We conclude that the Fed Sentiment Score MA does not provide an effective signal for trading SHY." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## IEI, IEF\n", "\n", "Next, we use the same procedure to test the **IEI** ETF against the Prattle data. Similar to SHY, IEI tracks 3-7 year Treasury Bonds. It's also quite popular, storing about $5bn in assets. IEI started trading on 11 Jan 2007." ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# grab the IEI dataset and relevant prattle data.\n", "dates_iei, prices_iei = get_data('IEI', '2007-01-11')\n", "dates_iei_prattle, scores_iei_prattle = get_prattle('2007-01-11')" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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RTUcWeq0q7lVYOXAlPx76ETsbO1ztXWlWpRnda3V/6Lif8n2Kl7q8xNJTS7mW\ndA0fFx9uJN3g2/3f8sraV3jK/ynqVqib55iM7Axaz2nNqahTAJyJPsM7rd7hw38+5HT0aco5leP4\nmOMPXaEA6FGrB462jkzZPYWwoDDqVaz30OcQJePkmDNhSdlI3m4m3yQpIwnFRynyMcMaD2PX1V2M\nXTuWl5q+xPWk64xsMpImlZuUOJ7Xn3ydpaeXMnj5YG68c6NICWVZIsmbEEIIISxKm6Vlx5Ud+Lj4\noPgo/HHyD3458gvbrmyjgksFVgxYQWX3yvkemzN8csyaMTjbOfN8g+eZ1m3aQ8fQpHKTQoeAPQwX\nexeGNBqSZ1vjSo0JWRRCvVn1GFR/EA0qNuCl4JfwcfFhxr4ZnIo6Rf+6/YlKjWLr5a30+6MfAKOa\njuKDdh8UK3EDKOdcjh97/cgLK15g8q7JzOs9r8T3Jx5OWRs2eeL2CQDq+NQp8jGDGw5m9dnVrFRX\nsuXSFgCea/CcSeJpWa0lo5qOYuaBmey+upsOAR3y7NfpdTy39Dn06Okd1Jt21duZ5LqlhSRvQggh\nhDC7QzcOMWP/DOK18Wy9vJV4bfx9bVpWa8mC3gsKTNxyjAoeRatqrajgWuG+BX5Li15KLz5u/zHT\n905n4YmFLGQhE3dMpHnV5my/sh0vJy++e+Y7vJ29WXhiIWvPraVHrR481+C5Er/HM7jhYD7e+jFL\nTy/lv93+i4+Lj4nuShRFTuUtLaNsJG9Hbx0FyHeikoI42Tmx9F9LGbd5HL8e/ZWW1VrylP9TJoup\nR2APZh6YyYbzG3C1dyUhPYGOAR2xtbFl44WNLD65GIAlJ5egQcOBZw+Y7NrWJsmbEEIIIcxq44WN\ndF/QHT2GGRBd7F0YVH8Q8dp40rLSeLLqkwxuOJh6FeoVOXFp4NvAnCGbxIQOE/jPU/9BjVZZcGwB\nC44vYOvlrdTwqsFvfX6jvEt5wFCRMFVVAgzvvr3c7GX+/fe/+fXIr7zT+h2TnVs8mPGdN23ZSN5y\n1lVr5NvooY6ztbFlcpfJTO4y2eQxta/eHmc7ZybtmsSkXZOM22t51+J87HkA3m39LvY29pyJKXzh\n8EeNJG9CCCGEMKvvD36PHj2fd/yc0c1GU965/GMzS5yTnRONKjWiUaVGTOkyhZvJN/Fx8blvjTlT\nG9xwMJN2TmLclnGEKCEElg806/XEXaVh2GSCNoHUzNQHVrEf5J9L/7Dm3BpaVWtFLe9aJoqu5Fwd\nXJnaZSqvPwJrAAAgAElEQVTv/f0eGdkZeDh6EJsWy/nY8zjaOvL+U+/zcYePje3Dw8OtGK1pyWyT\nQgghhDCLwzcO035ue5afWU6Dig0Y13YcPi4+j03idi+NRkNl98pmT9zAMCnLtz2+JSM7g58P/2z2\n64m7jBOWZGRb5fo/H/oZ/6/9eeLbJ1h2elmRjtlxZQfP/v4sOyN25tm+6MQiACZ3nlzq/t6+0uIV\nbrxzg+tvX+fmOzeZ1XMWywcs59Ibl/IkbmWNJG9CCCGEMLl/b/o3zX80vN9Vs1xNPu34aal7+Cvr\n+tXth5eTF1/v/ZrPtn0mC3dbiDUrb4dvHOalv14iMT0RbZaWvkv68r/9/7uv3awDswj4OgBlpsLo\nv0bTbm471pxbQ9tf2jJx+0TAMAPshgsb8HLyorVfa0vfSpF4OHpQwbUC9rb2jGk+hrCgsBJXG0s7\nSd6EEEIIYVLrzq1jyu4pVPeqzvIByzn/+nnCgsKsHdZjx8nOiUlPTyJLl8VHWz9i25Vt1g7pkXc2\nIo6TF2KwsdHgYJ//Y7Szoy1gneRt/rH56NGz7F/LOD7mOF5OXry67lWm7ppKZnYmYFgD8JW1r3Al\n4QpnY84y+5BhPcJnAp/BVmPLp9s/JS4tjoiUCK4kXKHzE52xtbG1+L2I/Mk7b0IIIYQwmVNRpxi1\nehQ2GhuWD1hOQ9+G1g7psTa62Wi8nLwYuHQgB64duG9adVF0O45c4+uFh8jK1vFSWANcnPIf/mpv\nZ4udrcbiydvJ2yeZdWAWPi4+9AzsiaOdI5M7T2b06tG89/d7TN87nXLO5TgVdQoHWwcOvHSAk7dP\n8sepPxjZZCTP1H6GyTsn85/N/6Hvkr7EJcYB0PWJrha9D1E4Sd6EEEKIx8SxW8d4f/P7RKVE0bVm\nV0KVUJpVaWay4YzZumwG/DmAyMRIpnSeIolbKRFcJRiAwzcPWzmSR1NmVjZ/bD7Hwo0qzo52vD+s\nBc3q+BZ6jLOjncUX6f7x0I+kZ6czr+c8HO0cAcOyGqFKKC/+9SK7InZxMe4izas0Z1zbcTT0bUhD\n34YMajDIeI7XnnyNlepK/rn8DwBhSu/71jAU1iXJmxBCCPGYeHHVixy4bljv6MD1A0zcMZEhDYfw\nv57/w93RvUTn1uv1/HfPfzlx+wTDGw/n3TbvmiJkYQJPlHsCZztnzkSXrSnTzS1Vm8mGvVdYse0C\nsYlaKpZz5qORLale2eOBx7q7OBCdoCVbp8fWxjLveh65eQQNGp4JfCbPdl83X/4a9FeRzuFi78Ku\nEbs4cP0Ai1ecJ/68D/YaB3OEK4pJkjchhBDiMbDw+EIOXD9Ar9q9+LbHt6w8s5Jv9n3D/GPzWXtu\nLb2UXtQsV5OOAR2pX7E+nk6eD3X+6Xun897f7+Hu4M6nHT81012I4rDR2BDgFcCl+Evo9XqZOKYI\ndhy5xv/+PEpKWiZODraEta9Jv06BeLo5Fun4+jV92LjvChevxRPoV87M0Rq+PDly8wiB5QNxdXAt\n0bk0Gg0tqrZgXnIMUfFpJopQmIpMWCKEEEKUUVm6LJadXsahG4cYumIo7g7uTOgwgQCvAN5o+QZH\nXz7Kpx0+JS0rjblH5vLhPx/y1C9PUXtmbWaHzy7ydbZd3sb7m9/H19WX/S/tp5pHNTPelSiO4CrB\nxGvj2X11t7VDeSRs3HeFlLRMnusWxJwPuzIypH6REzeAJkoFAA6ptwFDcrX72HWW/XMOnc70s35G\nJESQkJ5A40qNTXbOpDQdnq6O2NpKulCaSOVNCCGEKINORZ1i6IqhHLx+0Ljtm87f0LRyU+Nnd0d3\nPmz/IWObj2XftX1sv7Kd87HnWXp6KaNXj6bzE515otwThV7n8I3DPD3vafTomRM6hyCfILPdkyi+\nYY2GseDYAuYemUsb/zbWDqfUS0rNwNHBlkFdlWId3yiwAhoNHFaj6BTsz6R5+zkbEQ/AE1U9aVy7\n4gPPEZMaQ0xaDIHegQ+slh65eQSAxr6mS96S07KpVrFkVTxhepK8CSGEEI8obZaWT7d9yppza3ix\nyYs0rtSY41HHuXTqEuO3jOdszFkquxkWhfZw9Chw4oHyLuXpGdiTnoE9Afh237e8sf4Ntl/Z/sDk\n7f3N75Otz2bFgBXG40Xp07FGRzwdPdl1dZe1Q3kkJKVk4O7y4He9tlzawvxj8+kd1JsQJcS43d3F\ngUA/L85cjmXqgoOcjYinbg1vTl2KZdexGwUmb5fiLvHJtk+I18az6+ouolOjaeTbiOUDllOjXI0C\n48iZYMRUlbdUbSYZWXrKeRS92igsQ5I3IYQQ4hH10l8vseDYAgBeX//63R37DP97p9U7fNX1q4c+\nb6tqrQA4cO0AwxoPK7DdxO0T2XBhA0/XeJrQoNCHvo6wHBuNDUE+QYTfCCczOxN72/ynuRcGSakZ\nVC7vVmibzOxMhiwfwvWk68w7Oo+fev3EsMbDjFWyJrUrcjYintOXY3myXiXeH9aCYZ9sYM/x67zc\np+F9E5mEXw+n3dx2pGamGrfV8q7F0VtHCfpfEKsGrqJbrW73xXE14SrfH/wef0//Ei0FkZmVzcw/\njtKjVQDurobE1dvDqdjnE+Yhg1iFEEIIC9h0YRN9l/Tlq91fEZ0aTVJ6UrHPlZmdydRdU1lwbAHN\nqjTj2MvHePPJN2nt15pnqz3LWy3fYt3z65jaZWqxzt/QtyH2NvYcvHGwwDbnYs7x4T8fUt2zOrN7\nFf39OGE9dSrUIUuXxYW4C9YOJQ+dXsfM/TNpP7c97216jwRtglXjyczSkZaejbtrwQluYnoiL/31\nEteTrlOzXE3cHNwYsWoEE3dMNLZpohiqa+4u9rzSrxG2NhpaNahMQnIGpy7G5DmfXq/ng38+IDUz\nlcmdJxPzXgyx78Vy9tWzfPfMd2RkZzB+y3j0+vvfl1upriQ9O53/tPkPzvbOxb5v9UocWw5eZf3e\ny8QmagEoJ8lbqSOVNyGEEMLMtFlahq8czrWkayw7vYx3N72Lv6c/J8acKNIU/dosLVN2TWHZ6WXY\naGzQ6XUcvXUUJzsnZj87mwa+DZjefToA4eHhBAcHlyheRztHGvo25MjNI8SkxlDepfx9bf6757/o\n0TOly5QHDq0UpUOTSk2Yy1x2Ruy0yruJO67sYO6RuRy+eZgArwDGtR3HvKPzWHJyCbdSbgGw/cp2\nriZeZWHfhSa9tjZLS2pmKt7O3g9sm5SaAVDosMl3NrzDr0d/pZZ3LTYN2YRer6ftL2358J8PSclI\n4ZOOnxAU4E27Fl6Uq5SCl7th+GGbhlVYt+cyC3fsIdrWjfoV6+Ns70yP33qwM2Inbf3b8l6b9/Jc\n6+VmL/P3xb9ZenopS08vpV/dfnn2/33xbwC61+r+MF1yn5gEQ8J2IzqFuDvJm1TeSh+pvAkhhBBm\nlJGdwcTtE7mWdI0B9QYwqP4gbDW2RCREsOjEogcefzHuImGLwvh468ecuH2CIzePcPTWUZpWbor6\nqkqTyk3MEvfzDZ4nIzuDybsm37dv+enlzD40mxpeNehTp49Zri9ML2f9r1kHZpGYnmjRa6dnpfPc\nsueYc2QOh28eZvmZ5TT/sTkz9s9Am6VlROMRnH31LM2rNGfRiUX0XdI3z/DBkth9dTcBXwdQYWoF\nJmyd8MD2SSl3kjfX/JO3W8m3mHt0LnV86nBq7CkCvAKoUa4Gv/f9HQ9HDybtmsSQ5UMYsWoY753p\nwEtbn6H/H/0Z8OcAQta0IEOTyIGT0XT69WkqflUR78ne7IzYSYeADszrPS/fa77V8i00aBjw5wC2\nXd5m3J6Wmcami5t4otwThb4TVxS5k7dYY/Im77yVNpK8CSGEEGZyM/kmDb9ryOc7Pqe8c3m+7fEt\nv/f9nXOvnUODhim7pxT6gJqgTaDdL+3YcGEDdXzqEPNeDPH/ief0K6fZM3IP/p7+Zot9TPMxeDt7\n88epP/Js1+l1vLPxHRxsHVjUbxF2NjKI51FR07smQxoO4fDNw3y6zXJr8en0Ol7860UiEyMJVUI5\nPuY449uOx8nOiSmdpxD9XjQ/h/5MYPlAfuvzGy2rtWTZ6WV8tfvh39fMLTkjmQXHFtB3SV9updxC\np9fxybZP0HyiodJXlXhz/Zv5Hpd4p/LmkU/lTZulpc+SPmTpshjbfGyedwfbVW+H+qrKE+WeYMnJ\nJcw7Oo9yToY13paeXsqSk0uISLxMgtNRnPTe9PUfC0C2Ppv+dfuz7vl1BHgF5BtTG/82rHluDTq9\njo+2foQ2S8u5mHMEzggkNTOVkNoh+R73MGISDWu6xSWlcz0qBZBhk6WRJG9CCCGEGcSkxtD0h6ao\nMSpdnujCwVEHqehqeAemRrkavNnyTc7Hnue3Y7/le/z+a/tp9mMzriVd49Xmr3LgpQN4Onni4ehB\nkE8QDrYPngmvJJzsnGhVrRWX4y9zM/mmcfvOiJ1cir/EoPqDaFG1hVljEKb3U8hPlHcuz/xj88nW\nZVvkmlsubWHBsQU0rtSYOaFzqF+xPp93+pzUcam82+bdPF8ABJYPZOPgjXg7e/Pptk8Zt3lcvu95\nFSYlI4X/2/h/+E/3Z8jyIdxMvsmE9hM4+vJRlPKGqf9vpdzim33fEJ0afd/xhVXelp5ayu6ruwlV\nQhkVPOq+/ZXcKnF8zHHmhs5lYqeJHB9znNRxqax7fh1/9v+T+H/H880gQ9LYzXs0h0cfJuLNCJb0\nX4KTXeGJUo/AHnSr2Y3tV7bjPNGZ2jNrcy3pGqOajuLTjiVPxnMqbwCnLhneyfN2l+SttJHkTQgh\nhDCDVeoqbiTfYETjEawfvP6+b9THNBsDwPoL6+87Ni0zjReWv8DFuIu82vxVpnefjquD5ddbauvf\nFoCvdn/F8tPLWaWuYu6RuQD0r9vf4vGIknOwdaBPnT7cTrnN3si9FrnmwuOG99e+6f5NnnfOClq7\nzN3RnWX/Woafpx9f7vzyoZY3WHduHf5f+zNtzzRsbWz5oO0HbBy8kY/af0RD34bse3EfW17Ywldd\nDFW9L3Z8cV9yWNA7b5nZmcw6OAuAqV2mFvgFiou9C0MbD2Vc23FU9aiKs70z3Wt1p2/dvng6eRIc\nVAU3Z3t2HbtOw4qNqOpRtcj393PIz7wc/DIBXgE0rtSYiZ0m8v2z3xfp3dkHic2VvF25aZhQSZYK\nKH1krIMQQghhYpfiLjF191Q0aBjfbjw2mvu/K63lXYsaXjXYfHEzWbosY/UhNTOVNnPaoMaojGk2\nhhk9Z1g6fKNhjYfxybZPmLZnGtP2TDNu9/f0p2ONjlaLS5RMiBLCj4d+ZOruqbT2a/3ABaBL4kLs\nBRaeWEhV96o85f9UkY9rH9Ce2c/OpuuCrny1+yta+7XO9+9RbtGp0QxZPoR4bTzDGg9jWtdp901Q\n4unkSccaHWno25CZB2Yyfe90WlVrRf96d7+MSEhOB8AjV+VNm6Wl9c+tOXzzME/5P0Vg+cAi38u9\n7GxteLJ+JTYfuMrZiDiCAh48iUqOqh5V+e7Z74p97cLEJKTl+ezsaIO9na1ZriWKTypvQgghhAll\nZGfQbm47TkefZlTwqAJnYtRoNDwT+AwJ6QkMXzmcmFTDMKUlJ5dw5OYRwoLCmNZ1Wr7HWoqvmy87\nhu/g1eav8k6rd/Dz8KPLE13YO3LvA4d4idKrR60etK/enpXqSrZc2kKWLotZB2bRb0k/evzWg5CF\nIajRKguPL2Tzxc3Fvk62Lpsu87uQlpXGmGZjHph83atTjU60qtaKlepKY8W3MD8d+omYtBg+7/g5\nv4T+UujMkuVdyrNy4ErsbOx4YcULxsmDTt4+ycw9PwKw4NRPRKdGs+H8Bp786UkO3zxM++rt+b3P\n7w91H/l5qpGh2rbr2PUSn8sUdDo9sYlaXJ3u1nXcnSRNKI2k8iaEEEKY0Oqzq4lMjGRU01F890zh\n35C/3eptNlzYwIJjC1hwbAFP13iaqNQoAKZ1nVaiNZtMJbhKMMFVDEsPFGfBb1H62NrY8kG7D9g2\nfxuTd01m/Jbx7Lu2L0+bv87+Zfz52MvHaODb4KGucT72PNP3TOdS/CWea/Ac49qOK1ac83rPI3BG\nIL8d/40RTUYU2DYyMZKpu6fiYu/C2OZji3T+hr4NmRs6l8HLBzNo6SCquFchbFEYfinP4wn8eGwm\nM05+ZBxW2b1Wd5b+ayku9i4PfS/3qveEYfmNq7eKv96jKSWmZJCVradx7fKEn7mFXg9uzlJ1K40k\neRNCCCFMRJulNc6Q99qTrz1wOFqNcjU4MfYEn277lIk7JrL5kqHK0apaK1k7TZhVW/+2VHCpwKaL\nmwBoX709EztNxMPRg5n7Z5Kcmcy1xGtsu7KNL3d+ye99i1Zt0uv1/Hr0V15b9xrJGck42Dowvu34\nYg/NrOVdi6drPM3mS5s5fut4ge0+3/45sWmxzOo5C08nzyKf//mGz+Ng68C//vwX7ee2B6CrV2NS\nouCdp15ly9V1ZOmymNZ1Gm382xTrHvLj7GiHs6MtcYnpJjtnSeQMmazk7YKPlzNRcWm4S/JWKkny\nJoQQQpjIy6tfZk/kHjoGdKR+xfpFOsbB1oHPO33O6ODR1JtVDzsbOyZ3vn9tNSFMydHOke3Dt/Pb\nsd+o7F6ZkU1G4mhnmJzih14/AIZErO6suiw7vYzzseep5V3rgef99eivDF85HDcHN6Z0nkJoUCi1\ny9cuUawvNn2RzZc2M3zlcL5p/M19+9Oz0vnj1B9UcquU7wyQDxIWFEYt71qcjz1PgFcAVXiCC5pE\nJjw9jk9txpco9sJ4uTsRl6R9cEMLiMlZ183TicrlXSV5K8VkMKsQQghhAjeTb7LoxCL8Pf1ZOXDl\nQx/v5+nH1beucvnNy7St3tYMEQqRV5BPEJ91+oyxzccaE7fcNBoN49uOJz07neeXPf/AKfv1ej3T\n9kzDzsaOQ6MO8W6bd0ucuIFhZtPeQb0JvxHOiogV913zgy0fEJsWy+AGg7G1efiEw97WngMvHSB8\nVDinxp4iTavDzcUBGxvzTeQC4O3hREJyOtm6h1sKwRxylgko7+lMZR/DzLZuzpImlEbypyKEEEKY\nwDd7vyE9O53XWrxW7Gm7c9ZxE6K0GNxwMCFKCPuv7edM9JlC226+tJkTt0/Qp06fEs3GeC9bG1um\ndZ2Gh6MH009NZ/7R+WTpsvj1yK/U/64+X+35Cg9HjyK/65YfLycvmlZuirO9M0mpGfctE2AOXu6O\n6PSQmGz9oZM5wybLezpRraLh3y8vVxmgVxpJ8iaEEEKU0NWEq/zvwP/wcvIyrt8mRFkRpoQBsOHC\nhgLbJGckM3TFUGw0Nrzd8m2Tx1CjXA1mPzsbDRpeWPEC9p/ZM2zlME5FncLB1oGdw3dSo1yNEl9H\nr9eTlJqZZ5kAc/H2MMzYGptomaGTMQlpJKdl5rsv1lh5c6J7q+q8NagJtavIjLKlkSRvQgghRAnN\nOzqPpIwkJj09ySqLaQthTl1rdgVgzuE5RCRE5Nvm74t/cz3pOm+1fIsnqz1pljgG1B/AnDZzjJ+H\nNx7OyoErCR8V/tCzYRYkRZuFTqe3SOWtnLthqGpckvkrb3q9nremb+Pj2bvzDH/dc/wGPyw/xvXo\nFMAwbNLJwY5OzfzNPmxUFI/Z6qGKoswBngFuq6ra4M62qcCzQAZwARiuqmrCnX3vAyOAbOB1VVU3\nmis2IYQQwpSO3zbMgtetVjcrRyKE6VX1qMrghoNZcGwB9WfV589//WlM6HLkrAcXqoSaNZa6XnXZ\nOnQr/p7+Jqm03SspJQMAd1d7k5/7XuXcDZWtuEQtB0/fYs2uS/z7hWY4OZj+8TwxJYO4pHTiktI5\ncSGGBrV8AFj8t8qFyAQAXJzscHaUoZKlnTkrb78A3e/ZthGop6pqI+As8D6Aoih1gQFA3TvHzFIU\nRaqCQgghHgmnok7hau+Kv6e/tUMRwizmhc3jx14/kpqZSrcF3Zh/dH6e/ZsvbcbF3sVsVbfc2ge0\nN0viBpCUeid5s0TlzcNQeYtN0rJx3xUOnr5lTKRMLffQzOXbzgOQnpnN5euJxgpbeU/rryspHsxs\nCZKqqjuAuHu2bVJVVXfn4z6g2p2fQ4GFqqpmqqp6GTgPtDBXbEIIIYSpZOmyUGNU6laoi41GvncU\nZZNGo+HFpi+yc8RONGj46fBPxn1Hbh7hdPRp2lVvh4NtyZIevV7PgnWnOXouqqQhF0vincqbJd95\ni09MJ+JmIgC341LNcq2c2SQBDpy6ReTtJC5GJpCt09OzdQAjQ+oztGcds1xbmJY1a6MjgIV3fq4C\n7M21LxKoavGIhBBCiId0PvY8GdkZ1KtYz9qhCGF2Lau1pFGlRuyL3Ed6VjoOtg4M/HMgAK80f6XE\n578dl8biv89yNiKORoEVSny+h2XJypvXnXfebsamcuPOO2e3Y82TvOVU3lrUrcT+UzdZs+sSvt6G\n93OV6t50aFqtsMNFKWKV5E1RlPFAhqqqvxfS7IGLXoSHh5suKFEg6WfLkb62LOlvyyqr/b35huFd\nH890z1Jzj6UljsfF49bfgY6BHMk+woSVE2js3Rg1RqVL5S5UTqpc4r64fNsweUfEzbgCz2XO/j55\nJgmAqJtXCQ+PMdt1AHQ6PRoNHD9/m5yl3k6eiyDcO9nk1zp+2lDZC6yYyYkLNmw5cIXqFQ3JY2bi\nNcLDb+V73OP2u/0osHjypijKMKAn8HSuzdcAv1yfq93ZVqjg4GCTxibuFx4eLv1sIdLXliX9bVll\nub8n/TEJgJDmIQTXsP49luW+Lo0ex/5+q+JbrJi7gqknpxqXxniuxXMENy55PySGXwWiSErV0bRp\nUzSavDMemru/D0YcAxJo1awBtfy8zHadHOXWRhObeHe2SZ2Ni1nub++lo0AirZs3JCHrMqt3XkKN\nTMPdxYHO7Vvc189Qtn63y1ISatHB+YqidAfeBUJVVc29qMUqYKCiKA6KotQAAoH9loxNCCGEeFhn\nY87y56k/aVmtJR0DOlo7HItLSE5nxbYLpGdmWzsUYUGt/Fox65lZZOuzmXlgJgAdAjqY5NzR8YbF\nojOydMRbYAr9e0XeNlS9qlSwzJIf5TzyrqV2OzbNLNfJWcfN29OZjsGGeolOD7X9vfJN3ETpZbbk\nTVGUhcBuw4/KVUVRRgAzADdgk6IohxVFmQWgquopYAlwClgHjFVV9YHDJoUQQghrOnH7BAD96/Z/\nLB+Ath6K5OdVJ6w2uYSwnpFNRvJe6/eoXb42UzpPIcArwCTnjYq/m7zcMtPkHYW5FpVMeU8nXJzM\nv1QA3F0uAKCyjytR8alk60z/CByTmIajgy2uTnYE+nlR9U5yqviXM/m1hHmZbdikqqqD8tk8J59t\nOe2/AL4wVzxCCCGEqV2KuwRgsgfXR01yaiYA2vQsK0ciLE2j0TC5y2Qmd5ls0vNGxd1N3qJi0wiq\nbtLTF0qbnkVUXBqNAn0sds2chbrLuTtSq5oXN6JTiEvU4uNl2mn7YxO0eHs4Gb9k6vpkdX5Zfcq4\n3pt4dMhKfEIIIUQxXYo3JG81vMyz5lRpl3YnacuQYZPCRKKtWHm7FmUYMlm1gpvFrpkzbNK/kjsV\nyxkStluxqSZN3rKydcQnp1M3132Fta9F0yBfAip7mOw6wjJkQRohhBCimIzJm5kWDC7tjMlblu4B\nLYUomqj4NOxsDY+n5po2vyA577tVq+husWt636m8Va/kga+3C2D6td7ik9LR66G8590hmjY2Gknc\nHlGSvAkhhBDFdCnuEl5OXng5mX9WutLobuVNkjdRcmnpWaSkZRJ4Z5ZHq1XeKlqu8lazmuFeG9by\noWJO8mbipDUmwVDN9L5nchTxaJJhk0IIIUQx6PV6LsdfJsgnyNqhWE1O8paZJcMmRcnlDJn0r+RO\n5O1kK1beLJe8BQV4s/CzHri5OHD1lmGNuVsmuu/9J2/y/fJjdG8ZAEB5T9O+RyesQypvQgghRDHc\nSrlFWlbaYztkEqTyJkwrZ7ISHy9nfL2duR2bil5vucnHI28n4ehgi4+Fkxw3FweAu5U3E1UcT1yM\nISoujcV/nwWgvFTeygRJ3oQQQohi2HN1DwCB3oFWjsR6pPImTClnmQAfT2cqersY1npLtsxabzqd\nnmtRKVT1ccPGxjrLfjja2+Ll7miytd6SUzOAuxMKeXtK8lYWyLBJIYQQohj+u/e/AAxpOMTKkVhP\nTvImi3QLU8gZNlmhnDMVy919/yv3WmjmcDYijl1Hr5ORmW3RIZP58fFy5sqNRPR6fYnXjkxOy8zz\nubwkb2WCJG9CCCHEQ0pKT2JnxE6e8n+KehXrWTscq7lbeZNhk6LkouINwwUreOVO3tJQzLjWm16v\n56MfdpOiNfwuN6pdwXwXKwIvN0fOZ+lIS88q8ULhKXeSN19vF2IS0mTCkkIoitId+BqwBX5SVXXy\nPfufB94DNEASMEZV1WMWDxRJ3oQQQhSBXq9n19VdJGck071Wd2uHY3Uno04CEFw52MqRWJes8yZM\nKafyVt7Lmco+rgBcvZ1k1mumpWeRos2ibg1v3h/aAq87U/dbi6eb4f23hOSMEidvyamZODvaMuGl\nlsTEa3GwtzVFiGWOoii2wEygM3ANOKAoyipVVU/nanYRaKeqasKdRG820NLy0co7b0IIIYrgfwf+\nR9tf2tLjtx5M2z3N2uFY3fFbxwFoULGBlSOxnmydnvQMQ9Im67yJksrO1nHlZhLl3B1xtLelZjVP\nAM5Hxpv1uokphvfCKpV3tXriBuDpaoghwQTv+iWlZeDq7EC1iu5WryiWci2A86qqXlZVNRNYBITm\nbqCq6h5VVRPufNwHVLNwjEaSvAkhhMjX0lNLGbd5HJfjLzNz/0zj9sm7JpOZnVnIkWXf8dt3kjff\nxzd5S8/IMv6cKbNNihI6ci6K+KR0WtavDEA5dyd8vJw5dzXerDNO5iRvHq4OZrvGw/B0M13ylpya\nifcnnK0AACAASURBVJtzyap3j4mqwNVcnyPvbCvISGCtWSMqxCM9bDI8PNzaITwWpJ8tR/rasqS/\nCxdAAAFeAcRciOG3Vr/l2XfsyMMP9S9L/T204lCGPjsUbkL4zdJ3X5bo68TUu0Mlo2PjytSf78N6\nnO/dVP7cFQNAFfcUY3/6uOk5E5nOPzv34+ly95HVlP199pphqGZSfFSp+HOMi04B4OjJc9ilXy/2\nebJ1esOw5uz0Et1XaegTCyjytwOKonQERgBtzBdO4R7p5C04+PF+18ASwsPDpZ8tRPrasqS/C3Yt\n8Rrt5rYjMjESR1tHkjKSqFuhLn/2/xMnOydqzahFG782bB++vcjnLEv9naBNIOCbALydvbnw+gVr\nh3MfS/W1YUHhGwA4ObuWmT/fh1WWfretJSUtk7NL1lO1ghuhXVsZZ1m8GH+WM5GncfbyJ7iBoSJn\n6v6O10UAMdRVniA42IwzoxSV6y1W7N2LV/lKBAfXLvZpDJW7a1T29S52f5Wl3+0HJKHXAL9cn/0w\nVN/yUBSlIfAj0F1V1TiTBvgQ/p+99w6Pq77y/19T1XuXLNmyLV/bcpcbBkLvBAgktGwIEBKW/IBN\nWQhlEzbJZgOh5UvCUrMhhBJCM6YYLxiDjQ0ucm/Xkot6L1Ok6TO/P+7cUbHKSJrRjOTP63n8WJq5\n5Wg0mnvfn3PO+0xo8SYQCASC0NLl7GL5i8upt9Tz05U/5YEzH6DaVM2SvCWBbRbkLGB7/XZcHhcG\n3alXknP/+vvptHfybyv+LdKhRBTVrAREz5tg9Ph8Pj7cfByn28t5ywr72OPPnJIKQEVNB6f5xVuo\nmaxlk6rTpCibDIodQIkkSdOAeuA64IbeG0iSVAS8A/yLLMuV4x5hL0TPm0AgEAgCvLznZeot9dy9\n/G4ev/BxMuMz+wg3gOX5y7G77YG+r1OJQy2HeOPAG2TGZ/LgmQ9GOpyIYu/T8ybcJgUjx+ny8Lu/\nbuPvaw8RF6Pn3KWFfZ6fWaiIt8qa8JmWqCJJNQqJNKl+8TbW4eTqjLcEId6GRZZlN3AnsA44CLwh\ny/IhSZJulyTpdv9mvwLSgGckSdolSdK2CIUrMm8CgUAgUGiyNvGbjb/BqDNy/5n3DzogdsWUFTy/\n83m21m49SdhNVjxeDze+cyP/PPBPAO5aftcpmXXsjc0uMm+CsbFlXwNbDzQyZ1o6P7lhMRkpcX2e\nT4o3kpeRQGVtZ0iGVg9EIPOWGC2ZNyUOs9U5puNYupX9E+NP7c+pYJFleS2wtt9jz/X6+jbgtvGO\nayBE5k0gEAgEADz+1eM0Whv5r3P+i9zE3EG3W1GwAoAva74cr9AiztuH3uafB/5JYXIhT1z4BH+8\n+I+RDini9C6bFJk3wWjotNgB+NbZM8jPTBxwm5mFqVi6XTS1d4clBlW8pURJ2aRBryM+Vj/2zFu3\nknlLio+On0sQOoR4EwgEAgEAG05swKA1cOfyO4fcbnbmbAqSCnht32v88evJJ2Iq2ipYf2x94Puq\nzip+sOYHaDVa3rv+PX562k/RasTlU/S8CcaKJQiB0dP3pmTf1u8xseNQU8hiMHc50Wo1Yx6IHUpS\nEmPG3PNmFT1vkxZx9REIBAIBnfZOdjXsYnnBcuIMcUNuq9Pq+OR7n5Aam8ofNv8Br2/y3Ljva9rH\nsheWcf7fz+eDIx8A8Oq+V7E6rTx2wWMszlsc4Qijhz7iTWTeBKPA4s96JQ2R9Srp1fdW02Rh0wEL\nb2+oCFkMJquD5AQjWm3oSzJHS2piDKYuJ17v6OfbWW3+ssk4kXmbbAjxJhAIBAI+OfoJHp+HC2dc\nGNT2c7LmcNXsq2iwNvDg+gfDOkR3PHlq61OYHCYAXt//OgDvHHoHvVbPzYtujmBk0YfN0SPYROZN\nMBrM/r6s5CEybzOmpKDRKJm3A8eUWXDNHbbQxdDljBqnSZWURCNer4+6Fiv//dI27nlqIw+98FUf\nk6DhUMsmRc/b5EOIN4FAIDjFqTXXcudapVTyCumKoPd75PxHmJE2g4c3P8wLO18IV3jjhs/nY/3x\n9aTEpJCTkMMaeQ0/XPNDyhvKObf4XNLi0iIdYlShZt4SYvV4vT48HiHgBCPDGjDVGFw8xccaKMhK\npLK2k/1HFfHW2mkLyfvN4/FitbmixmlSRR0XsGbTMb7a18Dhqg52Hm7mRIM56GMExJsom5x0CPEm\nEAgEpzjPbH+G5q5mHj7vYRblLgp6v+yEbNb9yzoAPq78OFzhjRuv7XuN453HubTkUn57zm9xe928\nuOtFAG4vu32YvU89VPGW7L/RFNk3wUixdLmIi9Fh0A99OzqzMBWbw83X+5Wh8F6vjzazfcznD2T+\noizzpo4L2LynDoCLVirDwx3O4MuTA2WTwrBk0iHEm0AgEJzi/PPgP0k0JnL3irtHvO/0tOnkJOSw\ns2FnGCIbP3Y37uam1TcRp4/jP77xH/yw7Ifs/NFOZqTN4A/n/4Gr51wd6RCjjoB489/4ir43wUgx\ndzuDckMs8ZuW9F4gaA6B+2S0jQlQUTNvlm4XU7ITA06cIxNvYs7bZEXMeRMIBIJTmGMdx6hsr+QK\n6YphjUoGQqPRsCRvCWsr19LW3UZGfEYYogw/r+17Da/Py0tXvcTcrLmA0tdXeXdlhCOLXlTxppac\nuUTmTTBCrN1O8rMGHhHQm5LCnpLlrBQ9LSY3zR0hEG/W6My8pfQSk4tmZREbowNGKN66XcTH6tFF\nkRGLIDSIzJtAIBCconi8Hr6/+vsAXCldOerjlOWVAXDX2rtCEtd4I7fKPLrlURIMCSPq+TvVEZk3\nwVhwuT3YnZ4hzUpUiguSUTXIwuJ4IDSmJT0z3qKz5w1gUUkWMQZFvI3IsMTmEv1ukxQh3gQCgeAU\nwOwwU2uu7WPrv7ZyLV9Wf8m3Zn9rTE6Kdy6/k7zEPF7f/zqN1sYQRDt+2N12znrpLABuXXwrsfrY\nCEc0cbA53MTF6IgxKjeWw/W81bdYOVzVPib7c8HkwRzEmACVWKOekqI0UpNimFWgVAiMpWzS5fZy\nosGMqUuZpRZtmTe1502r1TB/ZiaxRqVQzjGCBZIum1P0u01SRNmkQCAQTHK6Xd2U/k8pteZaAH5/\n3u+574z7ePfQuwDcs+qeMQ2dzknM4aaFN/HI5keobK8kNzE3JHGPBxuOb6Cpq4nby27nqUueinQ4\nEwqbw02sUR8wmxgq8+b1+rj/f76k3ewgLSmGu65dxLK5E+d9Igg9I7Wyf/Dm5TjdXo5XHASgaQzi\nbd3XJ3ju3X1MzU0C+pYpRgOpSYp4mz01jfhYQ2CBxB5k2aTb48Xm8IjM2yRFiDeBQCCYxNjddn70\n/o8Cwg3g/vX3Y3VaeefwO+Qk5LBiyooxn2dm+kwAKtsrOaPojDEfb7z4/MTnAMKQpBc+n4//ff8A\n0wtSOKescNDtbA438TF6jP6SrqF63k40mGk3O8hMiaXVZOfLPfVCvJ3iBDPjrTdpyUpWvFavITUp\nhpYxlE3WNlsBqGq0KDFEYdnkv3+3jGl5yQC9xFtwZZNixtvkRpRNCgQCwSTm1b2v8uq+V8lPyqfh\n5w08cMYDAPxu0+8w2U384vRfjCnrpqKKt4q2ijEfazz5ouoL9Fo9qwpXRTqUqKH8cDOrvzjK+5uO\nDbmd3eEmLlaPMYjM297KFgCuOlt5n6j9coJTF8sIyib7k5MWT0tnN55RluC29xszEG2ZN4Czlkxh\nqireDCMzLAmMCYiLvp9LMHZE5k0gEAgmMR9VfgTA2u+uJTcxl9+c8xvm58zH6rRy4YwLKUopCsl5\npqYoc4hqzDUhOd54sK1uGzvqd7C8YDmJxuEd704FfD4fr//fYQC6/FbjA+H1+rA7PcTF6DHoh8+8\n7aloBWBFaS4vvrcfm12It1Mdiz87lDSK7FB2ejxydQcdZjuZqSN3yW0329FpNeRlJtDSaYu6nrf+\nxBpHKN7EgO5JjRBvQ7DvaCt5GQmj+mAQCASCSNPa3cr6Y+uZnjadBTkLANBpdVw/7/qQn6sguQAN\nmgkl3n7y8U/w+rz85pzfRDqUqKH8cDNHqjsB6LIPLt7U8q1Yo54Yg5J5G8xMwe3xcuBYKwVZieRm\nJGDQa+l2DH5swamBxV82Gcyct/5kp/lNSzq6R3WP1mG2k5YUw3/fcTrtZntgASJaiRmhYcmBY20A\nTMkWi1KTEVE2OQjWbie/fHYLz6/eF+lQBAKBYFRc889rMDlM3Lzw5rCfy6gzkpOYQ41pYog3i8PC\ntrptrJyykvOnnx/pcKKGD75USiVTE2Posrnw+QYuS1PLHuNj9BgCPW8D31hWVHdic3hYUJIJQFyM\nXpRNnkI4XR4+31l7kvAYS9lkdrp/XMAoTEt8Ph/tZgfpKbGkJccywz8APJqJHWHP2+a99Wi1GlbM\nywtnWIIIIcTbIHRYHHi8Po7WmSIdikAgEIyYirYKNlZt5Pzp5/Mf3/iPcTnnlOQp1JprB73hjya+\nrv0aj8/DN6Z+I9KhRBXH6kxkp8UxfUoKbo9v0JX+bn/ZY9+et4HLJtV+t4UlWco+MXpRNnkK8dmO\nGh5/tZzn3tnb5/GxZN4K/IO991a2jnhfS7cLt8dLWtLEGQsykp63pvZuKmo6WTgzM+rLQQWjQ4i3\nQVDnjzS3dw+5QmiyOibEjYpAIDi1WHd0HQDXzr0WjUYzLucszSrF4XGw4cSGcTnfaPH6vDy/83mA\nCeWMGW4s3U46LA6KcpNJjFV6ZQbre2to7QKUnho18+YcJPOmLoLOmZYOiMzbqcaR6g4APtlWzVf7\nGgKPj0W8zZuRSV5mAhvKa+noZz4yHKpZSXrKxBFvRkPwowK27K0H4PSF+WGNSRA5hHgbBLN/cCNA\nTZNlwG2O1Zn43n9+zOc7awd8XiAQCCLFx5UfA3DhjAvH7Zx3LL0DgD9t+9O4nXM0PLP9Gd46+BYr\np6wc19cn2lGvdYU5SSTEDS3e3veXV56xqCCQeXMNknlTzRNS/FkAVbyJhc9Tg8raTgx6LUa9lj/9\nc3dAPFm6XWg0BN5rI0Gn1fCts2bg9nj5YPPxEe0bEG/JE0e8abUajAZdUD1vm/coJZMrRcnkpEWI\nt0FQM28A1Y3mAbc5WtuJzwcVNZ0nPedye/hkaxUmq2OAPQUCgSB87G7czUcVH7EkbwlTU6eO23lX\nTFlBQVIBuxp2jds5R8N78nsAvH3t2xh1oqxIpdo/86qoj3g7OUNW1WBm95EW5s3IYOaU1EBWwDmI\n26Sl20l8rB6dTrnliI/V4/UF75wnmLg4XR6qGy1ML0jh5stLsXQ7eeqNXfh8PizdThJiDei0o6sM\nOHdZEckJRj748hiPvVLOR1uCE3EdE1C8gdL35him583p8iBXdyAVpZGSGF2z6wShQ4i3Qegt3tQh\njv1pNSkfAC0dfRtmPR4vj75SzlP/3M3/ba0KX5ACgUAwAE9vexofPn537u/G/dxTU6dSa67F7Y3O\nsrguZxcbqzYyP3s++UmirKg3auatKLeXeBvAcfK9jUcBuPIbMwAw+p36BpvzZu12ktirNC4uRnHO\nE6WTk58TDWY8Xh8zp6Ry2enFLJ6VRfnhZj7afBxLl3NUZiUqMQYd15wzk267my921fLcu/uGHFeh\nMhEzb6AM6h5uwaPTnzDI8Ru6CCYnQrwNgsnaK/M2SNlkm8kGQGunrc/jz7yzN1DXLS5OAoFgvPmq\n9isSDAlcMP2CcT/31JSpeHwe6i31437uYFh/fD0Oj4PLZ10e6VCiDjXzNiU7MSDerP3KJn0+H5t2\n15GdHs+yubkAGPyjAtSetz1HWrjrsQ1s2lUHgMXm6jPLS4i3U4ejtUpl0swpKWi1Gv7t+sUkxRt4\ncc0BTFYHyaPod+vN1eeU8MqvL+aMhfl4vb6T7scGYqKKt1ijbtiet06LIt5E1m1yI8TbIKg9bzqt\nJnBB60+bmnnr9WHRbraz7uuqwGDEwdy3BAKBIByY7CYOthxkWcEydNrxn12kDuuu6oy+qoPW7lZ+\nuu6nAFwpXRnhaKKP6iYLWWlxxMcaBjUssdpc2J0eivOSA+VuvXve3tlQyS+f38KJBjM7Djfhcntw\nOD19hgXHxSrirVuIt0lPZa1iVqPa8WekxPGLm5YBPrw+SBzFgO7+pCTGUJiTBEBTe9ew26viLS15\nYgmcGKN+2J43NfOWmjSxfjbByBDibRDUssmSwlRaO210D1A6oq7wmKzOwB/U/qOKbe3yUmVFcjD3\nLYFAIAgH2+u348PHioIVETl/UUoRANWm6oicfyhe3PkixzqOcc+qe1gxJTKvT7RitbloN9sDN8GD\nGZa0m07OWqg9bw6Xh1fXHSYxTsmmmKyOgFmJKJs8NTlap5iVqO8rUEZG3H3dYqBnXttYUcsEG9uG\nn/vWYXag1WpISZhYAifGoJRNer2DG/2Y/Jm3VJF5m9QI8TYI5i4nBr2WWVPTgIFLJ9WySegRcvv9\nU+0XS9nA4O5bAoFAEA4+P/E5ACunrIzI+VWDlCpT9GXeXtv3GkadkfvPuD/SoUQdNb3MSgAS4hSB\n1V+8tfmzFhm9bNYN/sxbS4cNp8vD/JkZGA06TFbHgHbw8TGKMBTibXLjcnuoajBTnJ+MXtf3dvOc\nskKe+vnZfP/SuSE5V25GAqDMOBuOdrOdtKQYtKM0SokU6qDuoZICIvM2MZEkKU6SpO8Fu70Qb4Ng\n7nKSnGBkam4ywEmlkw6XB0t3z0WttcMv3o62EWvUBebZBNM8KxAIBKFgT+MeHtn8CGmxaREbPj0r\nYxYAuxqjy3FSbpXZ17yPC6ZfQFpcWqTDiTqqmxRX5aL+mTf78Jk3dYBwXYtyncxOiyc10Yipyxm4\nTvbpeVPLJsWg7knNkepO3B4fJYUD/70V56eMakzAQKiZt+HEm8/nU8TbBOt3A8WwBIZ2ae0UmbcJ\nhSRJKyVJeh6oB24Odj992CKa4Ji7nORmxJOXOfBqjpp10+s0uD0+Wjq7MVkd1DRZWDQrK1AWIsom\nBaNhT+Me3jjwBonGRO474z60GrHOIhieNw++idvr5tnLnyU9Lj0iMcxIm8HM9Jm8ffBt1las5ZKS\nSyISR2+8Pi83v3czAN9bEPTiZtSzcVctXXY3l5w2bczHOurvTZqapyxYDmZYMtCAY3VId7u5x+ku\nJTGGqgYzVn/mrU/PmyibPCXYKTcDsHhWVtjPlZ4ci16nHbbnrcvmwuX2kjEBxVusUfm7sTs9pAyy\nTUC8icxb1CJJUjZwE3ALShItGyiVZTloly9xRzgALrcHm8NNcoKR7DRlNae53ziAtk7lAqY24bZ0\n2DjgL5mcNz2jp4FbZN4EQVBvqae2Sxn27vK4OP/v5/P7L3/Pg589yHuH34twdIKJgM/n48OKD9Fr\n9VwyM3KCSaPR8Po1r+PDx5+3/zlicfSmvL6cr2u/5puzvsm1pddGOpyQ8dq6w7z43v6QDLs+cLyN\nGKOO6QXKbWHCIIYl6sJl78yboV9JXHaaIt6cbm/A0CuxT9mkX7yJzNukpvxwE3qdhgUl4RdvWq2G\n7LS4YTNvbQGzkokn3tQM91Cz3tSySeE2GZ1IkrQa2A1MA26RZXkOYB6JcAMh3gZENStJSYghIyUW\njUYRZ71p9V/AZk9VVrdbOm2Bfrd5MzIDPQAukXkTDENrdyuLn1vMd774Dnsa97CpehOt3a0UpxYD\n8PLelyMcoWAisL1+O7sbd3PJzEtIikkafocwsjR/KQtyFrD+2HpsruGtu8PN24feBuDWxbei0Uys\nPpeh6La7cbo8dI1RBJm7nFQ3WpCK0gK9SUaDDqNee7JhyQA261qtpk9PU3Z6fKBsq7bZCiBGBZxi\ndJjtHK01Mbc4I/D7Djc56fGYrM4h31eHT7QDkOfvkZtIqGWTQ40L6LQ6SIwzBO5BBVHHMkAGtgB7\nR3sQ8dsdAFW8JScY0eu0pCfH9hkHAD1jAiS/oUlzRzc7DjZhNOiYVZSKTqdFq9WIUQGCIXF5XFz6\n6qU0dzXj8rpY9NwiLn9NmT/1lyv+wpK8Jaw+vJp3D70b4UgF0UyXs4ur37gagOtKr4twNArnTjsX\nh8fBmwffjGgcXp+XNw++SaIxkYtmXBTRWEKNarXf2zxrNBw6riw8lk7P6PN4QpxhQPGm12lJ7jdc\n2WjoJd7S4khJVJ6v84u3Pm6TsUK8TXZ2HVFKJstm54zbOXOCMC35+KsTaLUazlpSME5RhY5Az9sQ\n4wI6LQ6RdYtuioDHgGuAWkmS/gqMOA0sxNsA9BZvAFmpcbR12vD0smdt84u5gqxEkhOM7D/aRkNb\nF2cszMegV/7AjHqtyLwJhuSl3S+xvX47N86/kfvm3QeAzW3j+wu/z9nTzublq14mVh/LLz79RYQj\nFUQzW2q2UGep4ztzv8ON82+MdDgAfG/h94g3xHPLe7ewp3FPxOJ4autTHOs4xrfnfps4Q1zE4gg1\nHo83YFygmoiMlgPHlWxEafEA4m0Aw5L0lNiTMpjquICkeAPxsYbADWRti1+89ep5U8smBxrBI5gc\nlB9SxVv2uJ0zYFrSNnDfW2VNJ5W1JpbNySEjZeJ9Fqg9b4MZlng8XizdTtHvFsXIsuyRZflDWZav\nAWajZN9aJEmqkiTp98EeJ2y5bEmS/he4DGiWZXm+/7HvAP+JEvAyWZZ3+h+fBhwCDvt3/0qW5R+H\nK7bh6C/estPiOVzVQYfZTmaq8gevlk1mpMSSlRYX2OfSVdMCxzHotThFz5tgCNSsxMPnPUxzZTMx\nGTF0u7r5/Xm/R6PRUJpdyllTz2Ld0XW0dbeREZ8xzBEFpxonOk/w6y9+DcBtS26LmrLAJXlL+PMl\nf+bWNbeysWojq/SrIhLHk18/SUpMCo+c/0hEzh8ubL1u4NrGKN4OHm9Dp9UEKklUEuIMNLZ14fP5\n0Gg0eL0+2i0OpKKT3QPVPu8sf5+4Kt7UMTpJYs7bKcX+Y62kJ8dSlDt+Jdy5GUM7Tn789QkALlo5\ndbxCCik9PW8DizdzlxOfT5iVTBRkWW4FngSelCRpGYqBSVCEsxD5r8CfgN4NO/uAbwHPDbB9pSzL\ni8MYT9D0iDflDyArTRFsLR22XuLNjkGvlI5kpsRxtNbE9PwUZvW6qBn0OmFYIhiU9cfW88mxT1he\nsJzClEKaaeY/z/7Pk7Zblr+MdUfXsaN+BxfNnFxlX4Kx4fP5uOiVizjSdoRl+cs4t/jcSIfUh7L8\nMgA2VW9i1fSBxZvNZcPitJCdEPoV+mMdx6g2VfOt2d8Ky/EjSe+sldqHNhrsTjeVNZ3MmJJCbL/e\npIQ4A26PD4fLQ6xRj8nqwOv19el3U1ErTtTsR3+r8kTR83bKYHe4aTc7WDQra1wXk4YaF+Dx+ti4\nq47MlFiWjGMpZyiJDfS8Dfx3o5qVpImyyahFkqTBptIfAO4J9jhhK5uUZXkT0NHvscOyLB8J1zlD\nxUBlkwAtnT0fCO0mm9/MREO2/wPj4lXT+nxQGQ1aXEPUJgtObR7d8igAf75kaEe+ZQXLANhYtTHs\nMQkmFnua9nCk7QhXzb6KL2/9Er02uqa/zM+eT2lWKW8fepudbTsBpQftcOthNlVt4tNjn5L/RD5F\nTxaxr2lfyM//ceXHAFw448KQHzvS9BY+Y+l5k0904PH6mFt8clY/sZ/jZNsAYwJU1J431aE5ObEn\n02bQawNZA1B6d7QaId4mK6p4yh1nU5CcdOV8aqlub9pMNmwON3OnZ6CbYMO5VYbreevwjwlIEZm3\naMYKWPz/9/9nDvYg0XSlL5YkaRdgAv5DluUvIxWIuUv5A1AvPmoZiOo46XJ76bA4Ahe7S1dNI9ao\n47ylhX2OY9BrxRBSwaDsb95PYXJhQJwNxumFp5MSk8LDmx/mW3O+xdL8peMUoSDaUcdI3DDvBow6\n4zBbjz8ajYZfnP4Lblp9E3d8fQelc0q595N72Vyz+aRtn93xLE9f9nRQx/X5fPjwDTn/UDUqASad\nUQn0tdkfS+at3D+La9EAs7gCg7ptLjJS4gZ0mlQx+jNv2enKYmfvzFtinKHPwqZGoyEuRi/E2ySl\nwd9zlps+WJIhPCQnGJmam8TeihZMVgftZjtrt5zgB1fOo6FViUmd3TsRCcx5cwws3sSA7gnBRiAe\npSrxNVmW20dzkGgRb/VAoSzLHZIkLQFWS5JUKsuyZaidysvLwxLMiRrFeevEUZn2Bh0tHUom7sCR\nKqalmKlpceDzQbzOHoihNAf27d3d5zgupwO7wx22OMeLiR5/NOL0OKmz1LE0Y2mf13ew1/rf5/w7\nv9z9S17e9DKamRNz1TAamcjvbbPTzAvbX8CgNZBjyYnan2Uuc/nVwl/xmz2/4eyXzsbldWHQGnB5\nXcxKnsU1U6/h8QOPs/7Iespzh/8Ztrdu54kDT+DxeXh+1fOkGlMH3O7VY6/y+YnPKcsoo/1YO+2M\n6hoZtVTW9wi26vq2k37/wb4fvtzViF4HLlMN5eW1fZ6zmJTB3eW799OSFcOuSiWjYW5voLy87yKx\nw65kWyztDZSXd+L29Bh86bWek+LRaX10mLqi9n07UibLzxEKdhxWbt26TY0nvU9CxWCv9+x8LVWN\nPv7+3lfsOd5NY4eLFIMFq10RPA5LC+XlQ8+Ci1aqGpW/+eNVNZSXm056/oD/dW9rrqW8vC1k5xXv\n7dAhy/LZkiRNB74PbJEkaR/wErBWluWg+6yiQrzJsuwEnP6vd0qSdBQoAXYOtV9ZWVlY4lm9fQtg\n44zTyjDodVhtLp5d+xEYEikrK+PY+iNAC+edNpeyhfmDHid180ZazZ1hi3M8KC8vn9DxRytH248C\nUDqlNPD6DvVaJ0xN4Je7f4kl1iJ+HyFior+37/zoTuq667hn1T2ctfKsSIczJAsXL+QvFX+hzdnG\nrYtv5bELHyPRmBh4fkPHBnbU72DWvFlDzqg70XmCuz66C7dXydjcseMOdvxoB8kxySdt++Nd84UP\njQAAIABJREFUP0av1bP2lrVkJYR/SPB4Y9fXA60AODw6ysrKcLm9GPTaoN/bLR02Wky1lM3OZuWK\nkzP6x00VfHnwIIVTZ1A2Jwe59TDQSdnCOSzsN3h5zc6vONHczKpl8ynO9w/6fq+JLrubrPTkk+JJ\nWb8ek9U5of8GVSb6Z0mo2VG1FzCxatl8ZkwZeHFlLAz1es+UHHy6ex1f7LcG5qHp47Mwat1AJ6ct\nLR2wRHgikFDVDp9tIiMzm7Ky0pOe31t/ADBRtmhuYAbxWJlM7+1oEaGyLB8DHgIekiTpWyji7RGU\nEQJBEclRAYH0gSRJmZIk6fxfT0cRbsciFZi5y0lcjC7QgJ0QqycuRh8om9xXqVww+8/E6Y/RoMPt\n8fUZMSAQANSYawAoTC4cZkuFGWkz0Gv1HGo5FM6wBBMEn8/H+0feJy02jf8+778jHc6w6LV6Xjnz\nFRp/3sizlz/bR7gBXFZyGW6vm8e/enzI42w4vgG3180DZzzADfNuoKK9gj9vO7lntKWrhe112zm9\n8PRJKdygr2FJh8XB4RPtfPv+D9i8t77PdnsrW2gcxDq9/HATMPgsLrVs0qr2vJkGL5vMSo0jLkYf\nMI2AHsfJ3k6TKqJscvISKJuMwCDslMQYlpfmYnd6UFvbqhotgZgmctnkcG6TqmGJKJuMbiRJ0kqS\ndIkkSf8Afgc8Dbw2kmOETbxJkvQ6ygRxSZKkGkmSbpUk6SpJkmqAlcCHkiSt9W9+FrDH3/P2JnC7\nLMud4YptOExdfYccajQastLiaOm04fZ4OXiinaLcpGHtWPV+62Qx603Qn2pTNQBFKUVBbW/QGShJ\nL+FQ6yF8PrEYcCpztP0oS19YSrWpmgtnXBh1JiWDkWRIIiU2ZcDnfrLyJ6THpfO/u/53yGPsblRK\n06+QruDPl/6ZtNg0frvxt2yr29ZnuzXyGnz4uHjmxaEJPgpRhY9ep8Xr9fH+l8fwen3839aqwDaW\nbie/fO4rHnt14BXngHibM7ATZ3/DEtX2P2MAw5Jbv1nKn//9HOJje1wl1etoQq8ZbypxMXpcbi9u\nj3Bknmw0tnWTFG8c8Pc+Hlx82jQArvjGDOJi9JxoMNPQ2kVcjG5CC5tAz9sg4k2d9ziRf8bJjiRJ\nf0AZjXYt8Kwsy3NlWf5PWZbrh9m1D2G76suyfMMgT60eYNu3gbfDFctI8Pl8mKwOZhT0TfVnpcZR\n3Whhb0UrDqeH+TMyhz2WOvfG7fZC9HkJCCJIjcmfeUsJLvMGMCdrDodaD9FgbSA/afByXcHk5q61\nd7GzYSfLC5bz0FkPRTqckJBoTKQsr4xPjn2C2WEesAwSFHdNDRrmZc8jwZjAvaffy/3r7+eiVy6i\n/mf1xBnieHbHs/z4wx+j1Wi5QrpinH+S8aPbL97ysxKobrTw9b4GAPZWtHDBvDwAqhrMeL0+5KoO\nGtu6+mRCPF4feypayctMID8z8eQT0NewBOBEg5mMlNg+Ak0lPtZw0uMpftOvwTJvoIjQgZ4XTEy8\nXh9N7d0U5w/8NzweLJGyeernZ1OUm8zhE+0cqelEr9MyJSsxauZgjoah3Cb3Vrawp7KFotykk0Z+\nCKKKfwdkYB7wqCRJvZ/zybK8PJiDRLJsMirptrtxe3x9Mm9AYBzAi2v2AwQp3pQ/NDGoW9CfkWbe\nAOZkzgHgYMvBsMQkiH7+tPVPrK1cyxlFZ7D1tq3MyZoT6ZBCxtysuQCDlgbb3XbKG8qZnTmbBKMi\nQn5x+i+4bfFtdNo7+ajiI9q62/jpup+SEZ/Bun9ZFzjmZER1Mp6SrQgvp9uLRgNuj48jdUqGrKqx\nx/Nr0+66Pvur1uklhYP3JKUlK9fBxrYuOi2Ke5/azxYMPWWTA4u93j+HYHLQZrLj9ngjUjLZm+L8\nFHRaDVPzkvF6fThdHnIzx9f9MtQMNufNanPx5Ou70Gg0/Nt1UTEuWTA45wL/ijLTbaB/QSHkeT9M\n/prhlMS+K4FXnDmdXXIzNU3KxXC4fjfoKZt0hmDW276jrcQadZQUpg2/sSDqKW8oR6vRjki8nTbl\nNABe2fsK508/P1yhCaKUw62Hufvju8lNzOXZy56NdDghpzRLacDf37yfFVNWnPT8Pf93D1anlSul\nKwOPaTQa7lx+Jy/uepG/7v4rf9r2J+xuO78++9eT/m9ELZuckp0EKFm3C1dMZd3XVRyqUcVbj9Pf\nxl11fOe8WYHvG4PoSyrKSSIuRsfhqg6O1yvudjMKghdvavlW4jCZN8HkobFdfV9Fh1CamtuTAcyL\nsKAcK4P1vL37eSWtnTZuvGg2s4rEPWI0I8vy56E4jsi89aMzIN76Zt6mZCfxp5+fw7fPLeH6C6Rh\n+91AMSwBZS7cWPn9S9t48vUhzTcFE4Qd9TsobyjnspLLTjJuGIpLSi6hNKuUV/a+wvGO42GMUBCN\nvHXwLQAeveBRSrNPdhqb6CzOU1aMyxv69me1dLVgspt4YecLzEibwa/O+lWf5xfkLGBR7iI+rPiQ\nL6q+4MyiM7lr+V3jFnekUA1L1MwbwDfPnE5hTiKVDXZsDjfVjRa0Glg8K4sTDWaqe4m5xjbFLj1v\niJtsnU7LrKI0apos7DuqGHUVj0C8ZaYqM9/Sk0++XgbEm8i8TSqaImhWMhDT8nqJt0HKgycKOp0W\nvU57kngrP9yEXqfhW2fNiFBkgvFGiLd+mKzKTLf+4g0gNkbP9y+by3cvnh3UsYwBw5KxibduuwtL\nt4v6li48wzR3N7Z18esXv6a5Y2LOMTkV+PDIhwDcsuiWEe2n1Wh58MwH8fg83PjOjexr2hf0vsLk\nZOKzqXoTAJeWXBrhSMLD/Oz5GLQGvqj6IjAK4H35fbIfyyb1kVQcHgfXz7ueOENcn/00Gg1rrl/D\ndaXXcfWcq3n9mtdP2mYyomasCrOV0QrpybEU5SSxan4+bo9yQ1fVYCYvM4Fzlyq9teWHmwP7q5m3\nnGFusmdPUyzHP9mqlHpPH0HZ5LlLC/npDUtYXpp30nMi8zY5afAvCkRL5q0ot2f0SP4EdppUiTHq\n+pRNmqwOjtaamFucIXrdTiGEeOuHKWC1OvYGaoNaNjlGt0nVntnj9dE0jCj7ZFs1Ow41sWVvw5jO\nKQgflR2VACzMXTjifa8tvZa5WXP5uvZrFjy7gI1VG4fd58cf/pi8x/Oot4zIzEgQZexp3MO01Gmk\nx4Vmfk+0EaOP4eo5V3Ow5SCPbn6UjVUb+fab3w48X5pVyg+X/HDAfQtTCvnHt//B29e+TUFywXiF\nHFHUXrGi3CQKshK5YHkRGo2GVQsUM6MPNx/HanNRlJtMfpaScWg39wz2blJvstOHvqGd4xdvnVYH\n8bF9RwEMh9Gg49ylhei0J5tECPE2Przw3j7ue/rLcTtfsO+r8SIlMYY0f6XURB4ToBJr1PUxLNlT\n0QLAolmTcySKYGCEeOuHKt6SQ2C1qs6Jc7nGlnlrM9kCX9e3DDyvR+XAsTYAapstQ24niBwVbRUY\ntIYR9bup6LQ6Hr3gUeZnzwfg4lcu5t1D7w66vdlh5pkdz9DU1cSdH92J1yfMcyYih1oO0dTVxMKc\nkQv+icRzlz9HkjGJBz57gJtX34zL42L1davx/srL/h/vZ2rq1EiHGDXY7G7iYvQYDTqeve88/uUS\nxbymOD+Z1AQd+48q14KpuckkJyiLkeYuZ2D/hrYu9DrtgLb/vZF6Dfstzk9BO4AQGw094s01zJaC\nsbD9QBMHjrWNm0huM9vQaCB9mPfVeLJoVha5GfEDziecaMQYdH1GBeySFfG2eNbA4z4E0YskSedL\nknSn/+scSZJmDbePihBv/QjlkEOjITRlk2rmDaC+xTrodi63hyPVHQDUNg++nSCyVLZXUpxWPOr5\nXJeWXMreO/bywjdfwOa2ce+n9w667SNfPhL4+t3D73LHB3dwwd8v4E9b/4THK+YPThTuW38fAN9b\n8L0IRxJeUmJTuH7e9QAc7zzOT1b+hCtnXzmh7b3Dhc3hDgig3mg0GuYW9ZSNTs1LCrQBqIuToPS8\n5aTHDyvGEuMMFOYopWehtH+PjVGd88TnULjwen20dCqZsE6LY5itQ0OH2U5KQgx6XfTcXt593WL+\n595zQ7bwEElijcpwe5/Ph8/nY/eRZpLijUwfQS+qIPJIknQ/8BDwb/6HjMDQg057ET1/XVGCOdDz\nFoqySXVUQGjKJgHqW3syb62dtkDKHKCipjMgFEXmLTrpsHXQZmujJL1kzMe6bcltXCldSWV7JVWd\nVSc9/9bBt/jvL/+b4tRitv9wOwmGBJ7f+TyfHvuUuz++m+++890xxyAIP532Tj488iFleWVcPefq\nSIcTdp646Al+cfoveP2a13n8wscjHU7U0u1wER878ALQnCm9xFtuMrFGHUa9FpM/89Zlc2Hpdgbd\nl6SWTo6k3204hhs4LBg7HRY7bo/S79y7ZDactJvtUZfh0uu0gfuxic6UnEQcTg+1zVZqm620muws\nnpU1KYTpKcYNwHmAFUCW5Rog6NUxId76oWbekhNCUTbpz7yFsGyyrlfm7W8fHuRXz20JPK+WTBr0\nWkxWZ58SGUF0UNmu9LvNTJ8ZkuOdM+0cAJ78+sk+piT7mvZx63u3YtAaWH39apbmL2X9Teu5d9W9\nXD/vehKNibxx4A1uf/92THZTSGIRhIcPj3yIx+fhSunUyEAlGhN5+PyHuX7e9afEzzta1LLJgSjI\nNJKREotRryUvMwGNRkNyYgxm//WtqV01lQiuB+iilVNZMDOTZXNzQxM8PQOH+8+sEoQO9fcM45N5\n67a7sDk8gfmAgtAzzz+m6uDxNsoPNwGwWBL9bhMQmyzLo75JF9Y0/TBZHSTEGQLCaywE3CY9Q68s\nfrqtih2Hmrn1m6WBYeC9UTNvsUZdn8xbfasVrw+O15vJSInj4PF2AE5fkM/nO2upa7aSXDw5zQ0m\nKhXtFQAhybwBgVlW/2/r/2ONvIb9P95PvCGe6966DovTwl+u+AsLchYAsGLKisD8rP3N+1n83GKe\n3/k8eq2epy97OiTxCEJLu62d32z8DQDXzL0mwtEIogW3x4vT7R0086bVaLjv+8vosrkC5WspicZA\nOX0wM956M6sojd/dcXoIIu9BHTjc3/ZcEDqaO3oWfjss4c+8dfgFYrRl3iYTc/3ibf+xNjr82dSy\n2TmRDEkwOqolSToTQJIkHXA/sD/YnUXmrR+mLmdInCYBDP45b85hMm9vrq9g8956fvLkF+z3z9Lx\nen1UNSgzedpMNgx6LTOmpNLS0Y3LX4bZ2ql8MFc3mvF4fRw63kZeZgLzZ2YCUNNs4YX39vG/7x8I\nyc8jGBten5fny58HCAiqsVKaXcprV79GSkwKxzuPM+fpOexv3s+h1kNcPutybl1864D7zcueh3yn\njFFn5I0DbwSs2QXRg9Vp5cp/XMmRtiOcNuU05mbNjXRIgihBNZ8YLPMGMHtqep+buuR4Iw6nB7vT\n3Uu8Rc7OXZRNhp/mXpm3jnHIvLX7F5qFeAsfhdlJJMUb2HOkhQPH2pg5JYU08XpPRO4GfgXMA7qB\ns4GfBruzEG+98Hp9mK2OkJRMQnCjAjotDupbu8hMjaPb7uLZd/YC8Mm2Ku58bAO75GbaTHYyUmLJ\nz0zA54OG1i5cbm/gw7iq0UJ1o5kuu5vS4ozA0Nav9zewZuMxPtx8HK9XzPmKNDvqd/BF1RdcPuty\nzig6I2THvWH+DWy+dTPL8pdRbarmG3/9BgDL8pcNud/0tOnctvg22mxtfHb8s5DFIxg7f9/zd/Ie\nz+PL6i85e9rZrPuXdZEOSRBFqGMC4mMNQe+jmpaYrc7AgO5IDlIWZZPhp/e8145x6HlT++qiyWly\nsqHVaphbnEGHxYHb46Nsjsi6TTT8mbZvyrJ8AZAKZMqyfL4sy03BHkOIt15Yup14fZCaFBrxppZN\nuodwmzx0QulTu3jlVOYWZ1DdZKHb7mL3EcWIZPuhJjqtDjJS4gKzeupbu2g321FbnKobzYF+t9Lp\n6UzxD23dflB5Hzhdnj6mJ4LIoJqKnF98fsh7eUqzS3n/hveJN8TTYVccR9VxAkPx3QWKaclta27D\n7DCHNCbB6LC77dy59k6sTisPnvkga65fQ1JM0vA7Ck4Zuu2KvX78CIbyJvsrSkxdjp7M2whmtoUa\nNWsoyibDx7hn3swi8zYelPpLJwGWCfE24ZBl2QPc7v+6S5blETsMCvGGknHbc6Ql0NCbEoIxAQDG\ngNvk4OJN7VObW5zBrKJUfD6orO0MWP5v3lOPz0cg8wbKrLeWXitqNc1W9vnLLedOzyA5wRiY66My\n1IgBwfhQZ6kDCNsQ4ZzEHDbfupnZmbMBAv1tQ7GqcBU/P+3n1JhrWFuxNixxCUbGWwffwuww881Z\n3+S/zv0vIdwEJxEomxyk520gUhLUcQFO6lu7SEuKIXYE4i/UqD1v9gkwpPtIdceEiLM/zR3dJMUb\nMRp0dI5Dz5sQb+ODKt6SE4zMLEyLcDSCUfKZJEnfGe3Ok0K82Rxu7nz0MzaU14xq//LDTfzHc1sC\nvWEpCaHpedOrZZOuwVcWDx1vR6fVUFKUSkmR8ke49UBjoNFY/TDMSImjwF8OWdtsCfS7aTXKyuWO\ng02kJcWQ5y+DUefyFGQp39e1CvEWaeot9QAUJIVHvAEsyl3E3n/dS/3P6slPyg9qn+tKrwPg02Of\nhi0uQXCYHWZ+uu6nxOhihE2+YFDUssmhet76o46/aTPZaenoDlRyRAq9TotWq4n6nreDx9v4+f/b\nyJpNxyIdyojw+Xy0dNjIyYgnLSlGZN4mETMKUpgzLZ3LTi9GJ0YETFRuAd6QJKlbkqQW/7/mYHee\nFOKtobWLqkYL+4+2jWp/VQjtlJXXLWSZt2GGdNudbiprO5kxJYVYo55Z/hWU9duqgZ6VSVAybwVZ\nieh1Wo43mGnxxyxNVdwknW4vc6dnBMrx5s/IJDHOwE2XKiYHdQNk3j7bUc0HX06sC9JEJtyZNxWD\nzkBeUl7Q2y/JW0JqbCqfHPukz7gBwfjyydFPmPbHabR2t/Kz035GSUZoHEkFkw818zaiskl/5u1I\ndQdeH4FKjkih0WiINeqivudty94GgMA1d6LQaXHgdHvJTosjLSmGTosj7L3v7WY7Gk3oWk8EA6PT\nafnDXWdy40WzIx3KpEKSpIslSTosSVKFJEm/GGSbp/zP75EkafEYTrcUmA7MBZb5/y0PdudJId7U\nC5nbM7p5alabq8/3qSEumxxMvFVUd+Lx+phbrKTAM1NjSUuKocu/qnrBiqmBbTNSYtHrtBTlJlHV\nYA5k5spmZwe2KS3uqYO+8SKJvz10EQtKlPkf9S09IwZU/vrBQZ5fva/PLBhB+KgzK+ItNzF0s5JC\ngU6r49zic6kyVTHvmXncvPpmWrpaht9REDL2N+/nstcuo8PewWlTTuNfl/5rpEMSRDGBzNuIDEuU\nzJvaZx3pzBvgF2/Rm3nz+XxsO9AIQHe/+4RoRzUryU6LJy05Fo/Xh6U7vLNfO8x2UhJiAuMpBIKJ\ngt9E5M/AxSiC6gZJkub02+ZSYKYsyyXAj4BnRns+WZZPALVAgv9frf+xoJgUf2FjFW9d/T6Uk0M2\nKuDkssk1G4/y1T5lJS/Qp+afxabRaJhV1FO/fMWZ0wNfZyTHATA9PwWX28sev6HJkt7irVcTq0aj\nwWjQkRhnIDUxhrrmvpk3c5eTTosDnw8+/urEWH9UQRDUWerITsjGqAvN+yuUPHjmgxSnFnOw5SB/\n2/M3Lvj7BTg9Ysj7ePH3PX/H5XXx9KVPs+UHWyhKKYp0SIIoxuZQrlkjK5tUFiVrmpRrQaQzbwAx\nRj2OKM681TRZaPCbu3TZJ5h4a1cWeLPTlLJJCL9pSbvZLkomBROV5UClLMsnZFl2Af8Aruy3zRXA\n3wBkWd4KpEqSNCrHGEmSlgJHgdX+fxWSJJUFu/+kEG9q2UUw4s3r9eHo14OmZt4K/CuRWalxIYnL\noOubeXO4PLzw3n6efms3Ho+Xr/c3oNdpWejPjgGUFKUCUJiTSG5GAlNzld61DL/1bnFBMgANbV3E\nGnXMKEglxqgjPlbP1LzkAePIz0qgqb2rTwawpqnH3Ob/tlYFZscJwoPP56POXBfWfrexsCRvCUfu\nOkLrPa2cV3wee5r28O6hdyMd1inDltotaDVavrfge5EORTACTFYHazYdHffPT1tgVMBIDEv6LhoV\niMzbsGz1Z92gJ9s5UWjyZ95y0uMDc8DCOS6g2+7C5vCQlixKJgUTkgKgt3FGrf+x4baZMsrzPQXc\nKstyiT+T9wP/Y0EROaupEFBeXg7AoaPKylhbW0fgscHYeMDMloMW7r4ij/gYRbvW1itlJFcsS6DD\nGkNDtUxD9djj67IrF6XmljbKy8tpNSsi0WR18sKbmzheb2ZmXiyHDuwN7KOx+w1KEryUl5ezpFhP\nSmw8VccOUnNcg6vXyllirIZdu3ZyyZJkdFoNu3ftHDCOGI0drw/Wb9xGVopSZrOjQll9TYnXYepy\n8srqLSwoHtg2erjXVBAcmy7eBAz9ekbDa/1I6SNQCjiiI55wEi0/3x8X/BEWwJH9RyIdSliJltc7\nVGw5ZOH/dpno7mykJH/sGYcWk4vkeB0xhqHXVY9XdwJQdbwSt3ngi1X/19rn86HVgNr21FB9hNb6\nyJoduJ12bA43O3bsCPn4lFDw2bZmNBrQaTW0dpij/rO7NweOKI7VrY0nMLcr9w279h3Gax2dsdtg\neL0+PtltCtxbeF3WcXktou31nsycIq91sA2h/T+oRttImiDL8nr1G1mWP5Mk6clgdx6xeJMkKQ74\ntizLfx/pvqGmrEzJMNZ1HwU6SEhKDjw2GJ8d3IHdZSYrfwazpynliu/t2ALYOP8byzAadEPuPxK6\n7S54pyEQ1y65GVBmr322V8l8XXS6RFnZtMA+i7w+NHEVnL4wn/zMRPr/OJLNxUvrPwJgSm4aZWVl\nJ23Tn+OmCnYdO0hK1lTycpPIy0ygvGY/0MmPrl7Eo6+UU2MycMsAByovLx/2NRUMz4HmA8x7Zh63\nl93Os5c/O+A20fJa+3w+LnvtMtZWruXxCx/nZ6f9LNIhjZhv//PbvH3obVYUrOCVq19hZvrMk7aJ\nltf7ureu458H/slnN33GOcXnRDqcsBEtr3coqWiXARO5BVMpWzLaBViFqgYzv/nH51x+ejE/vKrv\njEafz8cXu+qYVZhKflYia3Z+BVg5fcUiMlJOrhQZ7LVO+aCVDouDzNQ4Vq5YOqZ4Q8HqHVuoaW1h\n4aLFGPShu/aGArfHS/3r7zOrMI1OqwOPxzvo+zca39vv7/wK6OLs08vYf7SN97dtJTUjj7Ky0Boh\nHa5q56vDmwLfzyqeQlnZnCH2GDvR+HpPVibTaz2MCK0DCnt9X4iSWRtqmyn+x0ZDtyRJ58iyvAFA\nkqSzgZPNKQYh6LJJSZJWSpL0PFAP3DzCIMOK2vPmCaJs0uYvsew9tLrL7sKo14ZUuAGBi5HLpcTV\n263K5vCg0cCKeX3NK3RaDd85bxb5mQOXtCTGGcj2D1YNtrxTHRfw1Bu7uP3h9Wwor6WmURGPS+fk\nkJkSS0VNp3AaDCM76ncABGawRTMajYaXv/UyRp2RNw68EelwRswHRz7g7UNvA7C1bitznp7D1tqt\nEY5qcMrry8mIy+DsaWdHOhTBCHH7S9FtIZgB9uGW43i9PqoazSc998m2ah5/tZw//mMXVpuLvRUt\nzJiSMqBwGwq17029JkSawKy3KCydbO204fVBXmYCCbEGuifYnLfmjm4S4wzExxoC7o/h6HnrP0M2\nPUX0vAkmJDuAEkmSpkmSZASuA9b022YNcBMomgjolGW5aZTnuxv4m9+5sgKll+7uYHceUrxJkpQt\nSdK/S5J0APgrcA1QKsvyeaMMNizYHcoHv9szvPhw+C8SbaYeIdVlc5EQF7xrV7DodRo0GnD6+yFU\n96fZU9P8/6eTljTyD7pif29bZtDiTRGCam/fZzuqqW6ykJUWR3ysgZKiNDotDlo7wz/E81TlsxOf\nAXBu8bkRjiQ4MuMzKUkv4XDr4Qkn6p/46gkAtty6hQfOeAC3183tH9yOyW6KcGQnY3FYONpxlIW5\nC6OybEwwNGofsW2M/VDddhef++eUqk7CKvUtVl5YvQ+AQyfaeWv9EdweH6fND34ciEqyv+9tsMXB\n8SbWqBT/qNfwaEJdbM1KiyMuVo/N4Q671X6o8Pl8NHfYyE5TFnrV+4wOczjEm5IsOHvJFBJi9X1M\n1wSCiYIsy27gTmAdcBB4Q5blQ5Ik3S5J0u3+bT4CjkmSVAk8B/x4DOfbDswErvb/K5FleUew+w9a\nNilJ0moU95V3gFtkWd4mSdJxWZbrRxtsuLCPwG1SXSFt7ZV5s9pcJMWH3gFQo9Fg0OsCF/gW/0X5\nxotm8+TrO7l01bRRHXd6QQpbDzQGLd4Kc5K45fK55GQk8O6GSvZVtuL19ThVlhSm8tW+BipqOshK\nC41Zi6AHn8/H+mPryYzPZF72vEiHEzSzM2dzoOUADdaGoAd+hwOr00qcPg6tRjuswGmwNPD5ic9Z\nVbiK0wpPY+WUlTR3NfPirhd5evvTPHDmA+MUdXDsa1ZuyhfmLIxwJILRoF5zxpp521Bei80vYFo7\nbXi9PrT+4bvPrd6H3enhnLIpbCiv5e0NlQCsmj/yv0k18xYNYwIAYgKZt+jLarX0stqvarDg8ym/\n53As9IYac5cTh9NDdrpyPe/JvIV+gVadIXvTpXP52Y1LxCKUYMIiy/JaYG2/x57r9/2doTiXJEkX\nANtlWd7n/z5VkqQzZFn+LJj9h8q8LQNkYAuwd4jtIk73CMSbPVA2qQgpn88XtswbgEGvDYg3dRj4\nvBkZvPyfF3N2WeFQuw7K+cuLOLtsCivnBbfyqtFouPqcEk5fkM8Zi/IDDeuF2YqTZUklORuQAAAg\nAElEQVSh4nBZUdM5qngEQ1PRXkGdpY5zi89Fq5k4Bq+qoFh/bP0wW4aPGlMNOY/loP+tnvnPzOeR\nLx9hV8OuAbf1+Xz8YfMf8OHj+tLrAeW9/8gFj6DVaHl0y6N0OYMuKR8X9jTuAYR4m6i4QiTePt1W\nhV6nYW5xOi63F5O1J0PS0NJFenIM/3bdYjL9JWmFOYkU5iSN+Dyq42R+1JRNKuvHjigsm1QzoFlp\nccTHKXFOlHEBvWe8gXIfEmPUhSX++tYujAYdGSmxQrgJBMHzKNC7Rt4CPB7szkPdSRYBj6GUStZK\nkvRXICqLmVVB5gmibNIeKJtUVqAcLg9ujy9s4s2o1wbmvDV3dJOWFDPmxuzstHh+fmNZoARmJKxa\n0LNaq178ZxYqZQ4VNR1jikswMBuObwDg3GkTo2RS5bsLvgvACztfiFgML+1+iW6XciNyoOUA962/\nj5V/WTlgOecre1/hj1v/SHpcOteWXht4PD0unUtLLqXT3slPPv7JuMY/HJtrNgOwMFeIt4lIqHre\nGlq7mJKdFCg5690fDcoihE6n5cKV04DRZd0AzlhUwNI5OczrNRM0ksTGRG/mrbm9RwAl+IehT5Rx\nAYEZb+k9DtIJsXq6baGN3+fz0dBqJT8zIZApFggEwSHLsrfX1x5G4EMy6IayLHtkWf5QluVrgNko\n2bcWSZKqJEn6/VgCDjVqvXzvOWaDb9s386YO6E6MDVPmzaDD5fHi9fpo7eypQY8U2WnxSP6euyK/\neEuMM5CfmUClMC0JCwdaDgBQlj+xHJump03ngukXsKl6E5XtleN+/m1123hk8yOkxKTQfm87z172\nLEvzl+L0OJnz9By0v9Hy+r7XAeUm4uHND6PX6tl0yyZyEvvOzXzzO2+yMGchL+56kQPNB8b9ZxmI\nT45+wqv7XqUkvYTSrNJIhyMYBSPJvJmsjkDfcW88Hi9ddjdJ8caACZWaOenPVWfN4KZL53DV2Se7\npwZD6fQMHrptJfFhut6NlEDPWxRm3gI9b6lxgXl6XQP8/qKRpva+mTeA+FhDyDNvnRYHNoeHvCgY\n+C4QTDAsftMTIGCAElq3SVmWW2VZflKW5QXAt4GUEYcZRmwj6nnrybypJZNAWDNvLpeXDosdt8dH\nZhT0lN106RwuXDE1MBAcYGZhKl12Nw2t0VVWNhlQhU9JemgtmseDS2ZeAsDuxt3jfu4HP3uQLlcX\nf7vqb6TFpXH70tvZdts27l11b2CbW967hWpTNb/c8EsOthzk+nnXMzdr7knHitXHcsfSOwD4uvbr\ncfsZhmKNrBhZPf/N5zHoouNm+lSlzWRj9RdHR2xIEWzmrc1k4/979DP+639Pdj1VBV1ivIEs/822\nmjnpT1yMnu+cN4vECdB3FQyq22TvsskPvzzGiYaTHTfHm5aObpLijcTG6Htl3iaGeOvp1+u530iI\nM9Btd4V0gVbtd8sX4k0gGCn3Au9KkrRekqT1wLvAz4PdeSjDksFSRAeAe0YUYpgJdlSA2+MNCDyX\n24u5y0mXv4wgMT58PW9OtyewihfpzBvAgplZLJiZ1eexksI0Nu6q40hNZ9Q0s08WKtsryYrPIiU2\nqtY8gqIkQxGcFW0V43pei8PCFye+YHHuYq6cfWXgcbWH7eHzH+aFnS9w+we3M/WPUwEoSiniobMe\nGvSYywqWAbC9fjs/WPKDUcfmcDt44qsnSDQmcoV0BVNTp474GF6flzVH1pBkTGLllJXD7yAIK+9v\nOsbbGyqZlpfEolnZQe8XjGGJ1+vjydd3YrI6MehPzqip4i0p3hgwjGrpHDjzNtmI7WdY0tTezbPv\n7mPlvFwevGVFYLs9FS243F6WzskZ8Dihxufz0dJhozBXqU6Jj5tYZZNNfvGW06ds0oDb48Pp9hIT\norFI9f7F3gJxzyAQjAhZlr+SJKkUOA1l0PdXsiwH3bs0VObNitJAZx3gX+SXxXrRk3kbekWpf2lG\nu9keKCNICFMZiVGvw+nyBpwmg53NNt70mJaIvrdQ8vbBt6lor5hQLpO9mZUxC4Aj7UfG9bzPlT+H\ny+viqtlXDfi8RqPhlkW38K9l/8qSvCXcsugWdt++e8Bh3Crzsudh1BnZXr99TLE99PlDPPDZA9z9\n8d0seX4JP3r/Rzy19alAb14wrJHXUG2q5trSa4nVR2Ur8SlFm1npga5rtg6zZV+CGRXw0Zbj7Klo\nBQbO3Fi7nYB/hqd/ca+lY+DM22Qjpl/ZZKffDbHKP4dU5X/e2sNTbwxsVBQOTFYnTrc38PuIj1Hi\nnDiZNxtxMfo+FUXhKP1UZ7yJBV+BYOTIstyOYgoZg+IzEjSDZt6AjUA88DLwmv8kUYm6ajdc2aS9\n3+poa6eNLv9FN2xukwYtbo+3V/NzdIq3GQUpaDVQUS0cJ0PJU9ueQoOGP178x0iHMiqKU4vRaXQc\naRs/8fbOoXe455N7SDIm8aOyHw26nUFn4JnLnwn6uEadkdMLT2fDiQ18euxT0hh+HlFzVzP/s/1/\n+Lr2a25bchtf1XzFE18/QUFSAT9c8kN+/cWvA4Yuv9zwS3bdvovpadOHPGaTtYnvvvNdDFoDP142\n6jExghDSoYq3EZaNB5N523FImeFakJVIfau1zxgAAEt3T9lkUryBGKPulBFvPWWTyutn6lKEbGNb\nF3anO9AT12l1BEpUxwO151DNhKr3B10TIPPm8/loau8mJz2+j/tj4GewuUhPDs2CkZp5E2WTAkFw\nSJL0KvCoLMu7JUlKR/ETMQFZkiQ9KMtyUA5xQxmWnA1cD2QBWyRJelOSpMskSYo6r3NbYEj3MOLN\nf4Ew+ksG2kx2uvyrnmETbzrl5VI/5LKioGxyIGJj9BTlJnO0zjRs+akgeOrMdeQk5rAgZ0GkQxkV\nBp2B4rTisJdNfnrsU6Q/S2h+reG6t67DoDWw4fsbyE3MDel5HrvwMXQaHXd+NPyolk+OfsLcp+fy\n6y9+zbqj6/jOm98JCLd1/7KOh85+iIq7KnjmsmdYVbgKs8PMa/teG/a4W+u20u3q5oEzH2BJ3pJQ\n/FiCMdJhUaz51R6eYFGrPYYSb+YuJ0a9lrzMBHy+k50V1cxbUrwRjUZDdlrcoIYlkw1VnKnXcLNV\neS18Pqj1Z0HdHi/ddjdOt3fcrk09lTL+zFvsxMm8WW0ubA73SS0a8WHo26tvsRIXowvMkRMIBMOy\nRJZl1UTge8BBWZZLgSUoQ8KDYkghJsvyMVmWH5JleTbwGvAS8LPRxRsePB5vwIp/2LJJ/wViij/F\n32qyYbWH2bDELxTVm4JoHoJdUpiK0+Whxn/RbDfb+dP7jbz80cEIRzYx8fl81FnqIjrgOhTMyphF\nS3cLHbbwlNRaHBau/MeVgeye2+vmt+f8NizunEvylnDxzIuR22TaHYMXE7R1t3HFP67A4rTw0FkP\n8eI3X8SoM6LVaPn/2Tvv8DjOcm/f23fVJatY3X3cY1suaU7vkEICSSD5EsoHBwIkAUILJYFzkgM5\nhwRCCBz4SEg4JAQIKSQESHNsx707LuMmq/eyWmlX278/Zmd2Je2uVtKumt/7unR5NZp599V6NDPP\n+zzP7/eLa37BkkJFHXJu3lw+v/rzvPbx1zDoDLx27LVh56CqXYrAbfKgZt4aRxi8eX3KPcUZJ3iz\n93nISjdrpfl9g+Ta1cxbZppi/VKQk0avyzslAoWxMtiku6cv7G9XGyqddISCW2W/8VGlbB0k+BH+\nv5v8/yexqnzSNa+65GQP/YEgTe19lBRkCH83gSBx+iNenw+8DCDLcj2Q8OpU3OBNkiS9JElXS5L0\nR+Ah4BcoQdykIfJi7vMH4iopqTeI0kIleOu094cFS1Jo0g0g13SRn22d1Cph89S+t9ou/P4Aj/x+\nFx0OH69trp6UPjyTne7+bvp9/ZRmlk70VMbEgjyl7+1o+9Gkj13TXcOnX/00Tq+TBy58AN/3fHR/\ns5tvnv/NpL+XysqZKwE41hO9FLS+p54b/3Qj/b5+fnDRD3jwogf5zKrPUH1PNYfuOjRAQEUl15bL\nBZUXsL1hOw9vejju+3/Q9gFAVFVMwfjj9fm1AKq106kFZIng8yn3G4/XHzMr5Ohzk5Vu0Yyene6B\nAYDW8xYSzQqLlkz/0snBapM9feFArba5Z8i28boPDRYYS5tCPm/NHSGxkhkDM2/JVsxs7XTi8QVG\nZRYvEJzBBCVJKpUkyQZcBLwX8bOEszsxgzdJkh4BjgA3A7+SZXmxLMsPyrLcOMoJp4TBF/N4Us9q\noKcqI3XY+1NuFaAGbz5/gLVLZk7qFaqwaEk3v3/jCIdOdWAx6XC5few41DzBs5t6NDqUP5WpnnlT\nVRq31G1J6rjBYJBrn7+Wvxz+i9ZDZtAbUq7KqRpiH+8ZWgoaDAb50HMfYmPNRgrSCrjjrDu0n5Vk\nlrAwf2HMcX9z7W8ozyrnwQ0PUt1VHXUfp9fJS0deojC9cNjeOMH4oJZMAgSCjMguxRsRsEUrnfR4\n/bjc/gGZt8FGyQ7XoMybGrydAX1vYZ83NfMWEby1hDJvEdvGaoaeKGr2KtzzpmatJn/mrb5N+dwG\nK0CmJTl7WBf6/ykvFMGbQDAC/hPYC5wANsuyfAhAkqRzgJpEB4mXebsPJYW3FPgvSZJ2RnztGP28\nk8vglTBvnJp49cKfk2Em3Wai3e4KB2+pUpuMkORdt6Q4Je+RLGYVZ2M06Nm8v4EX3z1BSX46/+di\nxVLg3d31Ezy7qUddTx0AZVllEzyTsbG+Yj0AG2s3JnXcE50nONh6kItmXcTJu09SmjU+GcoVM1cA\nsKV1C4HgwOvFcwef40DLAdZXrKfm3poRBd5z8+by48t+jDfg5bN/+yz+wMAMTiAY4NzfnovL5+La\nBdei10269uEzku5Q8GYM9Sc3tCUevEWKaEQrnVRL/rIyzGG1v0EBgGNQ5q0kX3norm60JzyPqUq4\nbFL5W7GHet6sZoOmODkg8+ZOXtlkr8tLhz16gNzW5cJsMpCVbg7Nx4hONzUyb2qvYNmgoCpdU5tM\nzu+gBtci8yYQJI4sy38GzgI+DNwY8aMa4LOJjhPv6eES4PMonm7RviYFgzNv/jh9b6qilcVspLQg\nnca2XtpD5RGpzrzZLAaWzZuRkvdIFiajntklWTicXsxGPd+6cw1l+WbmleewR26ly9E//CACjVp7\nLQCV2SP3AZtMlGeXMztnNptrNyds8JrIfhtObwDg5sU3YzGOX8P73Ny5XDzrYnZ27OQ/Nv6Htv1A\nywHu+cc96HV6nv3Is9hMI+9PvWXpLVy74Frern6bX+z8xYCfvXj4Rfa37GdxwWJ+csVPxvx7CJKD\n2u+2oEKpPBhJ39twmTc1GMlKN2uZj8G2Ar2Det6Wz8tHp4M9cmvC85iqWEMS/OGySTcGvY4FFbm0\ndjpxuX0Det5cSSybfPyFvdz72HtRq3Xaup0U5tq0Shm9XofNYpwSfYj1rb0YDXoK8waVTdpGXzbZ\n7/bxn8/s4MCJNm2blnkrEjYBAsFIkGW5SZblvbIsByO2NcqyXJvoGPHUJjfIsvxe6N/BX+/FOm68\nGXzDjKc4qSpa2SxGVi4oxOcPItd2YTEbtCAr2ZiNysriKqkIkzE5xpipZMkcJcD8wk3LmV2ilK9d\nXFVGIBDkhTfH1+trqlPTrWTAK7JHZN8xKVlauJROVyfd/bGtJF45+gr3/uNePvbnj7HkySU43I6Y\n+/oDfv546I8AXDjrwqTPNx46nY4Xb36RXHMuj29/HI9feTj8wXs/oMPVwaNXPMqsnFmjGluv0/Ob\naxWl3+c/eJ5gMMiOhh2c+9tzufkvN2PUG3nplpempGH7dKUzlHlTr30jUZz0DRO8qQIcWemWuJk3\no0Gn9X9lZ1iYV5bDkerOKREsjAWzUY9OF16EVcVdKkLm2HUtjkGZt+QFb/WtDrod7iEZUyVg9A7x\nZE2zmia9VUAwGKSh1UFpQToG/cAWjbDdwcjPqb3HWtlyoInfvPyBtjBX1+LAaNBRPEPYBAgE4008\nn7cpweAyinjBm3qDsFoMrFpYyAtvKcFIqkomIdyQvXZJciXPU8XHr5BYv6KUBRVhD6zL1lTwz201\nvP5+NWWFGXz4fNGrkwg1diV4q8yZ2pk3CAegtfZacm1D/dE6nB3c8MJAQ+3bX7qdFz76QlQT6l/t\n+hXvVL/D5XMuZ1H+otRMOg65tlyuKbuGP5z6A385/Be6+7v565G/sih/EXevu3tMYxdlFPGh+R/i\n9eOvc+5T57Ktfpv2s0+v+LRmfC6YOLy+AF/+73eoWlikiUgtnj0Dve64ZuuS6DgqkRk1uaaT8qJM\nLfAY0PM2JPPmISNkE6BStbCI43Xd7DvWxnRGp9NhNRu1ssmePg/52VYqZmYB0YK35JVNdjs8ofd0\nDxAS05QmB2eurEY67JO7+qSzpx+X2z+kZBLGJrpy9LSiNHy6qYeDJ9tZNjef+lYHpQUZGAyi/Fsg\nGG+m/F/d0Mzb8IIlVrMRqSJXqwFPVckkwKVrKrjtqoWsXzE1RCvSrKYBgZu67fufOZucTAu/efng\niBr6z1R6Pb28deotMs2ZU15tEqA8qxwI9/EN5htvfkN7vb5iPemmdF6VX+XBDQ8O2TcQDPD4jsex\nGCz8743/O2EiPteWXQvAbX+9jS/+/YsAfOv8byVlPo9c/gi51ly21W/DarTy8i0vE3wgyP9c+z9j\nHlswdo7XddHQ1sfm/Y1a5q0g10ZhXtqYM291LQ7ue3wTf377uBZ4ZEf0vA3Opjmc3iEqxFWLCgHY\nffQMKJ00G3B7fPj8AfpcXrIzLJSEsjnNHc4BwVuyyib9gSC9LmXcSEEUiPB4yx2aeXO6fQmXjk8E\n9S1qv9vQUsZwz9vIM29Ha8K2Kq9uPEV7dyhIFP1uAsGokCRpiPpZtG2xmDbBmyoMEjfzFtrXajZg\nMOhZsUC5QaZSvr8wL41bL5emRMlkPIry0rj50gUEgsqqsiA+T+99mpa+Fr5y9lcwGSavPUSiRGbe\norGhZgP5afn4vudj46c2UnOvknX88fs/5ofv/VDbzx/w89jWxzjWcYxblt5CYXph6icfg3lZ8/j5\n1T8HoKq4ikN3HRqgLjkWFhcspvYrtWy4cwMHv3Awqr2AYOI4eLIdUDIVx+uUrEJelpXC3DS6He64\n95FIIgVL1HuRKuRwuqlnQOZNU/uLCN4CgSC9To/W76YyvzyXzDQzu4+2EGTyBgvJQM28qUFUZrpZ\nk7lv6ewb6POWpLJJR58HNQZTbSJU2kKZN9WgWyXdZiIQCI6b19xoqG9Vzr1owZstyvmXCF5fgON1\n3cwpyUaqyGXH4WY2728AoEIEbwLBaHk+wW1RSSh4kyTpMkmSvhR6XSRJ0qSp+1FLITNDSl3xyybD\nPW8AqxYqD46pzLxNJ2aXKKUsp5t6Jngmk59NtZsA+NTKT03wTJJDvODN4XZwqusUywqXYdArixQz\n0mbwo0t/BMADGx7Qjnty55Pc9+Z9WI1WvnbO18Zp9rH50tovEXwgyK7P7Uq671qGOYMLZ13IvLx5\nSR1XMHY+ONGhvT5Zb8do0JFhM4X7ghLITgQCQfwRYhdq8KbKzDe192HvHdrzFlm25nL7CATDSpMq\nBr2OlVIBHfb+aW8ZYDEb6Pf4satZynQz+Tk29Dpo6XQOtApIUubNHmEG3jMo89bapXq8Dc68Rc+c\nTiZiKU2Cck7ZLMYhVhXDUd1ox+sLIM3K5WOXzicYhKdfOwQImwCBYKRIklQgSdISwCpJ0uKIr3OB\ntOGOVxk2eJMk6dvAA8A9oU1m4KnRTDoVqH0G6spl5EroYNRVO1WeuGphIWaTgeJ80XCbCLOKleCt\nWgRvw7KzcSf5aflTXmlSJV7wdrD1IBCW4Ff55vnf5ImrnwDgtWOvAfDikRcBePfOd1letDxl8xUI\nYuH1BTh8unOASFVOphWdTqdVYSQSvKkLhWqVrRq8tYSCt5ZOJ92h4C073RxV7U/NKg3OvIHS9wYM\nCBCnI2rZZKS4i9GgZ0aOjZZOZ0p63np6w2NGZvYgouctN7rJdbJ80lKBGryVRsm8gVI6OdLM29HT\nSqXNwso81i0t5hNXLtSyluUzRfAmEIyQ24DXgDnA6xFfvwQeSXSQRDJvHwcuBXoBZFmuA7JGONmU\n4Qpl09QbY7wbnbpqp2beZmTb+NU3L+WOa8ZfMGEqkpGmrIiebhTBWzza+to43X2aNSVrJrUp+0go\nzizGbDBzrGOo4ujepr3A0OAN4MMLPgwowVu7s53NtZtZV7qOs8vOTu2EBYIYnKjrxuP1c9GqMk2R\nLy9LsapQ7yO9Iwje1IBvcPDm8weoblCulZnpZu2+E5l5U20CBmfeAFZJE1dSPJ5YzUZ8/iCdPaFA\nN0MJZIvy0ujs6afL0Y8qnJisssnIzFu0nje9DmZkDxRaipY5nWzUt/WSn23VzrXBpNlMI84cHlGD\nt1lKL/ytly/gugvmMK88Z4gRuEAgiI8syz+VZXk28ENZlmdHfJ0ly/JvEx0nkeDNJcuyZ/jdJgb1\nYq6WTXrjZN5ULxmLOXxhK8i1YTVPedHNcWNWcRadPf1aOZBgKLsadwGwpmTNBM8keRj1Rs4qOov9\nLfvZ0bBD2x4MBvnXqX8BsLpk9ZDjKnMqmZc3j631W7nz5TvxB/3cuvTWcZu3QDAYtd+tamERc0oV\ny4bcTOVBfSSZN/Veo2bN1CoQNXgDaOroI91qxGjQYzTosZgNCWfecjItzCvPGdkvNwVRK2HUXjPV\nGLsoL41gULH4yctS/n/UBdjWTueYhEPsEZm3wWWTbV1O8rJtQ1QUo/UsTibcXj/t3S5K4gRU6SG7\ng5F8dnJtF9kZZs0SQKfT8dnrl/HYvRemzGJJIJjuyLL8kCRJaZIkLYgsn0z0+ET+8molSVoPIEmS\nQZKk7wIfjHbCycblHlg26Q/E83nzYTbqh/ifCBJH7XuraRbZt2gEg0F+u1dZPFlbunaCZ5Nc/v3i\nfycQDPDpVz5NIKj8nX3/3e/zqvwqywqXsTA/ulDS9dL1dPd38/fjf2d1yWq+tPZL4zltgWAAqvn1\nkjkzkCqVbEJuKDgYiReWmnnLDAUbqhKhWnankpUeNqBPsxgHeIVpBt0x+q6rFk7/7JuaJVJVPrND\nn1dRRNmiKtvf7/Zz6FQHn3noTd7dXT/q94xcfOyJKJv0+QN09vQP6XeLnGcy7QqSSXdINXVwxjCS\nNKtxRKIr/W4fbV0uZhdnT5sqEoFgMiBJ0heBFuAtBpZPJkQiwdvdwPeBpYATuAj4SgITe0qSpBZJ\nkg5GbPuYJEmHJEnyS5K0atD+35Yk6bgkSUclSboi0V9ADd4ytJ63eFYBPqwxygkEiVEZ8t8RpZPR\n2VK3hRePvMh55edxxdyET+MpwZXzruS2ZbdxqO0Qm2o20e5s57+3/jcV2RW8dcdb6HXRLyc/vuzH\n3H/+/RRnFPPYlY9h1Iu/QcHEcLi6g0OnOlg+L5+cTAuLZuUBaJkdrWzSmXjmTc0Uudw+unvduD1+\nrfQPICvidZrVNMAPzhGSq8+IknkDWB3qe5vOqNY07+9vBMKfl6o4CeH+M5fHR21o4XDLgcZRv2dk\n8BZZNtlh7ycQHNrvBmCzKBnC/iSJpiSbbofiQZeTGTt4i9Z3GY/mUBZ5ptAFEAiSzX3AUlmWKyLL\nJxM9eNjgTZblJlmWLwdygHxZli+TZbklgbGfBq4atO0g8BFgY+TGUKrwFmBx6JgnJUlKKB+vXkjV\nchdfnMxbv8evmWYLRscsoTgZl+0N2wG4e93d08IiYDA3LroRgHeq3+Fzf/sc/b5+vnr2V+NK/hv0\nBh669CEav9bI+RXnj9dUBYIBBINBfv/GEQBuv0rpcz53eQl3fmgxV52tCAuNRrBEK5t0+zSlybPm\nFWj7qcEdQLptoGCElnmLEbzNr1AsA6ZzedpFVWWYjHotGxQumwwHDDOyreh1SiZIVaU8cKI9YUuH\nwdj7oguWqFnTwR5vEG63SFbfXbJRS0FzMqKfSxBfdKW928Xnf/S2FkQDNHconq4z8xIWwRMIBInR\nJMtyzWgPHnYJXJKkO4DXZFnuDH2fB1wty/If4h0ny/ImSZJmDdp2NDTG4N2vB56XZdkLnJYk6QSw\nFtg23Pxcbh8mo14LyoZTm1TLYwSjo7QgA6NBP+rgzR/wc//b91Njr+EPN/5Bk5afLuxu2g3AquJV\nw+w5NTmv/DwAfrhR8W5bX7Gez1Z9diKnJBAkxP7jbXxwsoPVi4pYNFvJuBkNej56yXxtn5GUTaqZ\ntzSLEaNBh8vt0/rdpFm5bD/cjNvjHxC8pVlMeH0BvD4/JqNBCxyiCZaAIu/+nU+tJTCJjaHHSmaa\nmXOXlfDeXqUMUv28IrNfWekWrBYj/W6/ljVzuX3INV0smTNjxO+pqk3mZ1sHZN40j7eombdQ8DZJ\nfd40ZdMMS8x94omuvLmjloa2Xl7acILzzioBFJN0EJk3gSAFvClJ0iPAH4F+daMsy4cTOTiR5bz7\n1MAtNHAn8PWRznIYSoDIAvZ6oDSRA11uP1azUWsuHs7nTWTexobRoKe8KIPaFseImp73NO3hit9f\nwQW/u4BHtjzCC4deYFv9sLH5lGNP0x6yLFnMyZ0z0VNJCQXpBfzsqp9p3//+I78nzSRWZQWTn82h\njMItl8W2KR2N2qTRqMdmMQ4I3mbOSNeyFQN63mwDH55VsYxYwRsovXnL5uYPO5+pzJWhzKfNYsRk\nVO7RedlWjAalzyor3YzVbMTl8Q2Q+d8b6l8cKfY+N+k2EzlZVnpC2c8Ou4tXN50CoGTG0GBFFVZJ\nxGuutctJh318/fnUnreczNjBm3p+b9hTzz2PbqCzR3lmDAaDbNhdBygCJWrGTWTeBIKUcSfwMeBF\nRtHzlkjzSbQn9PGo4UgoMnC5fdgsBoxa8Bb9MJ8/gNcXEMqSSaAgJ43qxh76XP39XScAACAASURB\nVN6YvRqDeWrvU7x56k0AZufMprq7mteOvcZ5FeelcqrjSq+nF7ld5sJZF8bs/5oO3L3ubtZXrKe5\nt5nKnOnhYyeY/tQ2OzDodcwti63gqJVNJtDzpvZXGw1Dg7eivDRmzkinptlBdmTZZIRiYXaGhWO1\nXVjMBgpyhpbpnUksnTuDOaXZWEzhxVWDXkdBbhpN7X1kpZuxWQw4+31ahsmg17FHbuX2q0du9dPT\n6yEnw0xWmhmP109rl5OvP76Jzp5+LltTwbJ5Q4NlW+jZwZ1A5u0z/6Hc6/72k+tHPLfRYk8g86YG\nb6+/Xw3AzsPNXHn2LI7XddPY3kdmmgmH08vGvQ3cfNmCcPAWJZgVCASjR5blWWM5PpFIpkWSpJtk\nWX4RQJKkjwKjW+6KTQNQHvF9WWhbXLbv2EVXj4uiHBP1dUrp6MlT1WTrhk7P5VFWSd2uXnbv3p2M\nOZ8xDP68/B4HAJu27qEwJ7G+rk0nNmHQGXjugucoshZx6b8u5fd7f89VGVeRYZr6XjG+gI/v7v0u\nQYKU6ctGfY5NpXOzkMIpNd9oTPX5TzUm6vMOBoOcaugiN8PAgf17Y+7nCZVCNra0DzvX6hYla9HW\n2gwBLw6nn+OnmwFoOC2j9yvqiZ3tTezerZSZO+zdAOzee5DDZj31rb0sKLFyYP++sf2CUZhq5/at\n56Wj0+kGzNtmVLJcjXWnCPg89Ll8NLfbsZh0zMw1cbyum01bdpBmSbyiJhAMYu9zk2kL4u1X7mXP\nv7adzp5+1kkZnDfPz969e4Yc196jBPR1Dc3s3j3UKifa571r165xU2k8VdsBQF31Mewt0T+PlqaB\nSqibdx8n39TB33cp5+XlKzJ5ZVsn/9xynLm5Dk43dGKz6Dl6+EBqJz8Kptr5PZURn3VqkCTpMmCh\nLMtPSJJUBGTLsjzUTDcKiQRv9wCvhGozAXwoPWpjJfKK9irwnCRJj6KUS84HdkQ9KoKcojn4Aw2s\nXFTGvFl5sG03ZWXlVFUNFWxRShgaKSqcQVVVVRKmf2awe/fuIZ/XsQ6Z3SeOMrNsDisTMJINBAOc\n/OdJFhUs4uaLbgbga46v8ciWR3iq+SmeueGZlMx9PPnGm9/graa3mJ83n/+8/j8pyyob8RjRPmtB\n6hCf9/gS7fP2B4LjYt3S3u3C7W1g9aLCuP/nwWAQ44t/w2BOG/bc0B1thbfbqSgvo8XRTLujG7tL\nR3aGmXPPXoMuvYmtR3dw8TnLNb82uf0o22SZytnzaGjrA5q5ZN18qqqSW2Y9Xc7tA42HqG07yfpz\nVrLt5G6auzvw+PXkZaexZmkJNe8cJ7doDktHUFZq73UTDDZQWpRHfo6NgzXVtPUp2dGPXLYiZg9d\ne7cLXvsXGZm5Qz7bIZ/3c0oXiLR4eUwxmmTz1x3vAy7OP2d1TIGbgK2Zv27ZTnaGGa8vQGuPjrNW\nrOSxV/9JdoaZ/3PDeTT27GTbB83kFc/D7mxkdknWpDuXpsv5PRWYTp/1ZApCJUn6NnANMBN4AjCj\nCD0mVI6WiNrkERQVyOtCX0tU4ZFhJvY8sEV5KdVJkvRpSZJukCSpDjgbeF2SpDdC73EY+BNwGHgD\nuEuW5WHLJo+c7gJgYWUuxtDFyhuj5021FLAJq4Axo8pqq/Xyw3Gy8yR93j7OKjpL2/bQpQ+xYMYC\nnt3/LBf+7kIOthyMM8Lk5v3a93l066MAvHHbG6MK3ASCM43n/yXz6X//Fx5v6gUgapuVDEvFzMy4\n++l0OtJtphGpTRoNetKsJgKBIB32fmaXKMbf5ywr5o//cc0Ao23N6NnlY89RRbS5atH0twMYLR+/\nQuLn913MjGwbNouRYFDp7cpON1MU6sNq7RpZb5naZ5idYSErFFgdrlba+lUf02hYNcGSxNUm27vH\nr+/N3qv08cVTJp1Tmk1Bro3P3bCMhZV5NLb3sWF3PfZeD+tXlGI06LlgpXL/emnDCXz+gGbOLRAI\nksrHgUuBXgBZluuA+DeoCGJGMpIkWWRZdkuSpHaqVof+NUuSZJZl2Rnr2NBEPh7jRy/H2P9h4OHh\nJhzJ0RrlgrtwVh41IfVDf4yeN9VYU/S8jR3VBDTR4O1vx/4GhJUKAYx6I09e8yQffv7DbKzZyBde\n/wKbP705+ZMdB77+5tcJEmTjJzcyN2/uRE9HIJgSVDfa6ezpp8vh1h7EU0Vti3J/GC54A6UvLRHB\nEnWh0GTUc90Fc8jLsnLWggLWLg4HY+mDzLdVtb+ePg/7j7dRkp8u+oniYLUYKStU/s8ixcayMyya\nGuVgU/ThUHvDstLNmrKl1xegtCBdC66jzsU8cp+3ti6XFsynGnuvh5w4/W4AM7JtPPVdxX+0sb2P\nPXIrz/xdEbe7uErpXFmzuAibxcB7e5XOlUi/PYFAkDRcsix7oqjvJ0S8SGYbsJJQVDiIIDDhso1H\nT3eSk2mhKC+NhjZlmrHUJtULrlCbHDta5s2eWPD27P5nMelNfGzJxwZsv3TOpfR8q4fVv1nNzsad\nuH1uLMb4N5/JQjAYRKfT4XA72Fa/jfMqzmN95fqJnpZAMGVQr9WucfDN0jJvRcMHbxlpJtoSyJio\nVgFGo56qhUVUJWCorQqW7DzcjMvt59I1w5edCxQiq2ayMywU5ikiL6q3XqKoHm85GRYyI8Rk5pbG\nFrIBJcNqNOhHZBWQyHmUDPyBID19bkoLE+8fX1Sp2GV0O9yU5KczP5QhtpqNrFtSzIY9SumnWFwQ\nCFJCrSRJ6wEkSTIA3wY+SPTgmMGbLMsrQ/9OWtm8Dns/Zy+diU6nw6iPrzapXnCtomxyzGjBm2P4\n4K3d2c7+lv1cOfdK8tOG9iWYDCbWV6znQMsB9jXvY13ZuqTPN9l87Z9f44mdT/DUdU9Rnl1OkCBn\nl5490dMSCKYUapWEK4rnVLKpbXZgNOgoKRj+4Tbdqnixebx+zKbYi32qp6jJkHjPni2Uedt+SBE2\nOf+shBxxBAy8d2dnmDUvtraRlk2qmbcMy4B+tLllw2fIrGbDiEy620aYFRwtjj4PgSDDZt4imV+R\ng14HgSBcVFU+QFjlgpWlWvAmyiYFgpRwN/AssBRwApuA2xI9OG5gJkmSUZKkobJLk4hFs0Jmq8b4\nPm/q6q7IvI2drHQzBr0uoczb3iZF2W1NyZqY+6wrVQK2rfVbkzPBFNLn6ePRbY/i8Xu4/537eb/2\nfQCqSqZHQ69AMF5ombcRlKGNhmAwSG1LDyUFGZqlTDw0o+5hSicje94SJd0aDkBuvGjeqAymz1Qi\n791Z6RYsJgM5mRZaQgHS37dUI9d0xjpcQ828ZaebR5R5AyWAHC7zFul/2t6dWHXKWAnbBCQujpJm\nNTErVNJ50aqBfdorFhSSGfIeFGWTAkHykWW5SZbly4EcIF+W5ctkWW5J9Pi4dx1Zln1AryRJk9aE\nRgql/lUzT3+M4E1dbcuwJSZtL4iNXq8jN8uaUM/bniYl9l9ZvDLmPhfNugij3sjPtv8Ml3d8jU1H\nSq29dsDr+9+5H4DzK86fqCkJBFMSfyCUeUtx2WRblwuX259QySQkbtStlk2qptKJkJ9jQ6eDZXPz\nueOakfuTnclElk3mhIKUwlwbbV0umtr7+OWLB/jjm8OrbDe1K95lhXlpmmAJwJwEMm82i2HYnrfm\njnC2ra17fDJvmkH3CDJvAHfdtJz7bquiOH9gds1k1HPL5RJnL51JfvakffwTCKY0kiTNRVGXXC9J\n0jWSJF2T6LGJ1BAeA96TJOkvQF9oW1CW5SdHPtXkMq8sW6vTNhjiq02ebLADjFvz8HQnL8vCqQa7\n1vsVi11NuwBYVbwq5j7l2eV8ee2XeWzbY7wqv8otS29J+nyTxYEWxe/m9uW38/LRlzEbzHxn/XeE\nwqRAMEK0zFsKyibfP9BIr9PDlWfPorZFVZqMrSQYScaIM2+Jl03OyLbx869dTHF+unbPEiRGpNhY\nVihIKchN41htN9s+aALA4fQMO05diwOjQc/MvDTN168wLy0hSX+L2Uj/MGWaJ+q6tdfj1fOmGpfn\nZI4seJMq87QF8MFcf8Fcrr9ACHAJBKkgZL92JyADken8vydyfCLBmxFFwn/SLRM+9pWLtNem0I0w\nltrk8bpuLGYDZSNo6BXEJi/LyrHabnr6PGTHWO1rcjTxqvwqc3PnUpldGXe8mxbdxGPbHmNr/dZJ\nHbw998FzAHzj3G/wxNVPYDVap4zIikAwmVCDn5Go9yXKM68dpq3byaVrKqhvVcSsyosSu/YnmnnT\ngrc40uzRqCxOLIgUDMQWYcSdHSp3LAr1vW3apygj9g4TvAWDQepbeykpUIJnq17HeWeVMLc0sUVd\nm9mI2+OP6094oj4cvHXY+8fFyzBcNinuRQLBFOFGYPZwyv2xiBu8SZKUh2Ied1yWZfto3mC8MIRW\nP6P1vPV7fNS2OJAqcsVqZ5KI9HqLdcP46baf4vF7+Pq5X4+bnQMlM2fUG9nesD3pc00WfZ4+3jj+\nBsuLlrOsaNlET0cgSDm9Li8fnGxn7eKZ6JP8AKoJliS5bDIQCNLW7cLnD9Lc0acpEZcmIFYCiWfe\nwmWT4p4yHlgHqU2CUjYJyuIsDB9wd/b043L7KA/ZD+h0Or51R+x+7MFYQn13bo8vpq3AifpudDqo\nWljEriMtdPX0k5+T2tLD0WbeBALBhFEHDO9JE4OYdx1Jkm4B6oHXgRpJki4d7ZuMB2rTuHpDjeR0\nYw+BQFArsRSMnbwEvN5eOvoSmeZM7lxx57Dj2Uw25ufN52j70QEN35OJAy0H8Aa8XFR50URPRSAY\nF/626RQPPb2Dl987mfSxU2UVYO91a2PXtfTS0NqLTkdCSpMAGTYlq6MGAh6vn71y65Dr0mgESwSj\nJ7JsUhXmKBzkD9jr9Ma9f9SFSmhHW4Gj9t25Y4iWBAJBTtZ3U5KfofVYjodR92h73gQCwYTxdeA1\nSZK+KknSF0NfdyV6cLy7zneBc2VZLgI+Anx/jBNNKcY4ZZPqqtw8EbwljRkRXm/RbpbtznaOdx7n\nnPJzsBqtCY25YMYCuvu7aXe2J3WuY+Hx7Y9z9xt3A/B+naIsGU98RSCYTjS1K1mr//3HEe3BV8Xr\n8w8oERspqbIKiOwzqm910NDmoCDHhiWO7H8kg9Umn/vnUb7/663INV0D9tN83kTwNi6ogVOa1aiJ\nxKhG3Sr+QDCuGmRdi3I+lyUoXjMYVfEylkJqc0cfff0+5pfnUBDKCo7UymA02HtDCpoieBMIpgrf\nAIqAFcDq0FfCZQDxyib9sizvA5Bl+V1Jkh4dyyxTjXoDjVY2qT5gzCsTwVuyyMtSbkwb9zbwu9cP\n8+WbV3D20mLt51vrFNn/c8rOSXjM+XnzATjafpSC9IIkznZ0BINB7vnHPQD8fMfPAdDr9EJZUnDG\n0BGyA/H6Ajzx5338+EthI/rfv3GUlzac4KufWMXFVeUjHtsXSI1VQGTwdqy2i84eNysXJH49Sbcp\nt8U+lxd/IMi7uxW/q5ZOJwtnhcUd1HuNKJscH9TAKTs9HKCoARKA2ajH4wvQ6/QOUKaMpK5VWYAo\nH2XmzTpM5k1dKJ5blqOVSo6H4mSXox+TUU+aVfjYCgRThJWAJMtydJXFYYh317FIkrQ49LUEsEZ8\nv3hUU00hxig9b80dfcg1nRyr7cJmMSTc8yAYHrVsct/xNnr6PBypHuivo3q2nVt+bsJjrq9UHgwf\n3TY51gk6XUM9g564+gnm5c2bgNkIBONPW7eLnEwLi2blcbi6E7c3/NB64EQbAO/srBvV2P4UlU1G\nZjr2HlPmWDqCh3Ut89bv5fCpDq00XBWFUBGZt/FFDcgivczSrCbNj2zp3HwAel2xRUvqW5QS2pGc\nD5FombcY56y6UDy/PIcCLXhLbeYtGAzS0NZLcX76sL3lAoFg0nAMSB92rxjEW6axofS7qegGfT97\ntG+aCqJl3r7/P1tp6lDcDZbOnZH0hvszGVWwRKU74sHGF/Dx8tGX0ev0mgF3Ily74FrOKTuHl4++\nTJ29jvLska/mJ5P6HmXF/TMrP0OeLY88Wx6fX/35CZ2TQDBeBINBOrpdVMzM1LIIvU4PlpDvU+XM\nLE7W2znd3DOq8b2+VJVNKpkOg16nZUjKRrBwp/W8Ob28t7de266aO6uIzNv4YrOqwdvA0sB5ZTk0\ndfQxrzyHPXJrXNGSulYHBblpA/rnRoJ6XKzSTFWsZE5pNp7QQkeqyyY7e/px9odFWAQCwZTAAeyW\nJOkfgPoAHZRl+RuJHBzzCibL8qyxz238UOWa1T4Kh9NDU0cfeVlWbBYjl66e2EBgupGZZuLD58+m\nKC+d3776wYDg7Zl9z3Ck/QifWfkZsq2J++rpdDpuXHQjW+u3srl2Mx9f9vFUTD1hTnefBmBe3jy+\ndf63JnQuAsF409PnweMLkJ9jIyMtLJ8/IxS8qca+qljCSPEHVKuA2D1Ko0EViFg4K49DpzqA0WXe\n9h1vIxAIYDTo8fkDQzJvvlDwKTJv40NuppXP3rCUhYN8yb515xr8gSBvhzLAsewCep0euh1uVi0s\nHPUcrCG7gv4omTdFrMROWWEGNosRq9mA2WSg3Z7a4E3tRS0fZR+fQCCYEI6GvgCCKAmyhNX6pk2B\ntOqjopp01zYrF7QLV5Xx6WuXTNi8pis6nY5/+8hyAP7wjyPUtrfx3un3uKDyAk3u/55194x43PUV\nSunkZAjedjftBmBp4dIJnYdAMBGoQVB+jk0rWet1hrMa+ogSLb8/MGIbFl+KrALaulwYDXqWzpkR\nDt4KEn+wNRn13Hq5xKubTuJy+7l8bQVv7qgdEqR6/X5tf8H4cN36oabRqmS/avEQeY5Govn9jSFD\nFc68DT1nG9t7cbl9zA311ut0OgpyrCnPvGkm9CJ4EwimDLIsPziW46dN8KbT6TAadFofRW2olEdc\n0FKPyeKjrqODi565fsD2uXlDb7TDsbJ4JTajjU21m5I1vVHh8Xv47d7fkmHOEAIlgjMSVawkP9um\nlZzHymo0tvdx6FQH+Tk2Vi8qSmh89VrtTHLw1t7toiDHpmUiLGYDM7ITU7xVue2qhdx0yTwOV3ey\neHYe7+yqo2dw2aTIvE0qIrPD0ahuVKxqK2eO/pnAFqds8kS9Mv78CGG0gpw0Gtra6Pf4Rl2qORxh\nBU3R0y8QTHYkSbpZluU/SZL0RQZm2nQoZZNPJjLOtAneAAyh8hYIZ94qi0Xwlkr8AT/t3noswZnh\nxC9wVtFZpJnS4h4bDbPBzDnl5/Bu9bscaDnA8qLlyZ1wgjx38DkaHY189eyvkmMVKqWCM4+2iMyb\n2r/jiMhqRHpqbjnYyP++cZRZxVkJBW/BYBB/IPk9b16fny6Hm2VzM7XgrTQ/Y1T9zlazkVWSUmKX\nlW4eUBoOET5vIvM2KdAybzGCt5MNSnA1pzTxUv7BWOKUTZ6IUJpUUdUwO+z9KRNMq2txoNclbkIv\nEAgmFLUUcA0jKJMczLQK3pTeBOWzqGlWJYFF8JZKHtjwAF2+ADMpp+bLzXR6m3in+h0urLxw1GPe\nd859vFP9Dne/cTcbPrkheZMdAT/b/jOMeiP3nn3vhLy/QDDRRJZNqlmnyAdjVXYd4C9vHwfC2brh\nUAM3iF6CNlrau5X3L8i1UVaYQX6OjRUjsAmIRXaGhdaugZLvQm1ycpGRpgrNRM8OVzfaMRp0VMzM\nGvV7xM+8daPXDQwONbuALmdKg7eZM9IxJ+hjKBAIJg5Zlh8IvbxHlmV75M8kSUp4ZSlm8BaR0ou2\nZJlwam88MRp04cxbSw8zZ6RpviyC5NPh7OCn237KEtPnwQc6XxorZq5gxcwVYxr36vlXc37F+Wys\n2UhNdw2VOZVJmnFiPH/wefY17+M66boJV7wUCCYKVWghP8dGIKgEW5EPxjVNYZVJ9WHW4fTg9fk1\nE+VYRKoCe30BfP5AUoKgyIDTbDLw1HcvT4p8ek6GhdNNPQN+N58/gF6v0/qtBRNLvMyb3x/gdGMP\nFUVZY+pRVAVLBvdpBoJBTjV0U1qYOcBjTrULaE+RXYC9101Pn4dFs/KG31kgEEwm3gVWJbAtKvEi\nmzGl9CYCVRWs2+HG3utBqhAXtFTyivwKfd4+lpXOpeWEciNJluLV9dL1bK7dzJzH5/DrD/+az6z6\nTFLGHY7m3mbuePkOTHoTXz37q+PyngLBZKS924VOBzOyrdrDqvpg7PH6aWzvY9GsPBraegf0g3X1\nuCnMi18yrVZIqLjcPjLTzDH2ThzVJkB9aE6W71VWyFvM3uvRsineJAWcguQQr+etvq0Xjy8wppJJ\nCAuWDDbp7ujx4XL7mV8+sMQ+nHlLTfAmlCYFgqmFJEkmwAwYJEmKvFHmAAn3GsWzCvjkqGc3Qahl\nk7UtIbGSMTQmC4bnXyf/BcDqyiW8fqJrSE/IWLj37HvRoeMbb32DZw88O27B22vHXsMX8PGjS3/E\nhbNGX/opEEx12rtd5GZaMBr0mhGyI5R5q2/tJRAIUlmchdVsYN/xNs5ZVsyWA0109vQPG7z5IzJv\nMPbgzecPsGF3He8faALCD83JIifkLdbd69bG9vkCmAwi6zZZsJgMGA36qGWT1aF+t9mloy+ZhHDw\n5hpU6lvdotz75pYNDA7VnrdUGXWHgzfR7yYQTBG+A3w/9Lo3YrsD+Emig8RcNpQk6caI18sH/exz\nib7BeKKWTWpiJSJ4SxnPHXyOFw69QFF6EQtnzgLAPkq/p2gY9Ua+du7XWDlzJVvrttLp6kza2LE4\n2n6UX+z8BQA3Lb4p5e8nEExWgsEg7d39mqdb+iAZ9pqQmu+smZnc9dGzePgL57F49gwAOnqG73vz\nRQnexsLr71fzsxf2setICzpd8jMRqjF0T284MPD6AsOWhwrGD51OR0aaKapVgCpWMrd0bOJT0Xze\napp7eHOfHavZwNrFMwfsr2XeUhS87TveBjCmPj6BQDB+yLL8oCzLeuCXsizrI76yZVn+YaLjxKv5\n+F7E62cG/ewLI5nseGE06PFHBG/igpY6nv/geQBe/8TrzMhSVtm7kph5U/nEsk/gDXhZ+5u1vHj4\nxaSPr+Lyurj4mYvZ17yPGxbewLy8eSl7L4FgsmPv9eDzB7SHT4vJgMmop9elBC9qv1tFcRYzZ6Sz\ndG4+eVmKHH9nAqIl/ihlk6PF7w/wysaTmE0GvvOptTxx38UUDZP5GynZobLJyOoCpU9PZN4mExk2\nU9SyyVNq5q0kOZk3tcezz+Xl4ad34PUFuffWVcyckT5k/8w0c0rKJmuaethyoIl55TnMHWM5qEAg\nGF9kWf4igCRJZkmS0tSvRI+fVgX7qlWAusqV7Bu4QCEQDPB+7fvMzplNVUmV9mBj742u8jUW7lpz\nF59c8UlOdp3kU698ig5nR9LfA+Cloy/R3NvMF9d8kb/e/NeUvIdAMFVQxUoie8cybCbNKuB0KHib\nVRx+GFaDty5HApm3wKDM2xjsAjbvb6Sty8Xlays4e2lxShbt1MybfXDwJmwCJhVq8BYMhhcHgsEg\n1Y12imeka4beo8Vk1GPQ6+h3+wgEgjz63B4a2/s4b1EG551VEvWYglwb7XbXgDklg+fflAH4xBVS\n0no7BQLB+CBJ0o2SJNUD/Sjlk70opZMJMa2kGE2hnrduRz9mo54067T69SYNW+u20tXfxY2LlMra\nnEzloa07gYe2kWI1Wnn6+qcpzyrn3zf+O6t+vYotn95CaVZp0t6jw9nBjzb/CAj12okboeAMp7Uz\nJPyRG+4dy0gz0x0qja5pdpCXZR3Qp6YaYSdiFzA48zZau4BgMMhL751Ap4PrL5g7qjESISdK8Ob1\nBcQ9ZpKRkWYmEAjicvu0QM3h9OJwerWy3rFitRjp9/j589vH2HG4mRXzC7jkrNj9mgU5Nk412HE4\nvWSlj12Up9fp4e9bTvP+/kbmleck5KsoEAhGjyRJecALQCVwGrhZluXuQfuUA88ChShij7+WZfnx\nOMP+F3AzsF2W5aHeI8MQb9kwX5Kku0KWAepr7fuRvtF4YAj1vHU53ORkWcVDeIr45a5fAmjBW4bN\nhF6vS0nmTeXBix7k3nX3Umuv5U+H/qRt37i3nh/8v214fSM+9zXufPlODrYe5LOrPivKJQUCoKm9\nD4DiiDKwDJuJPpeHXqeH9m7XkJ7iXLVscgQ9bxZzdOn1ROns6edkvZ2qhUUU56cPf8AoyYpSXZAs\newNB8oimONkRyiKriwtjxWY20GF38cc3ZfKzrdx3e1Vcu4iCCK+3seL2+rnnsff4/RtHsFmM/N/r\nlornHIEg9XwLeFOW5QXA26HvB+MFviLL8hLgbOCLkiQtijNmhyzLW0YTuEH84O1tFLuA1RGv1e/f\nGs2bpRqjQU8wCF0ON7mZlomezrRkb9Ne/nDwD6wqXsWVc68EQK/XkZMRXpVPBXqdnrvW3AXAzsad\n2vbN+xvZdaSF6saeWIfGpd3Zzhsn3mB1yWp+9eFfJWWuAsFUp6kjFLxFBESZaWYCQTha0wVAZfHA\n8kSLyUC6zTSi4E315hpt2aT6XiUFqQvcICLz1hdRNukTwdtkQz2f+gYEb8o5oorvjBWL2YjD6cXn\nD3LTJfO1ktpYJFNxsrrBTmunk7OXzuTp713BkjnJySYKBIK4XEdY++MZ4IbBO8iy3CzL8r7Q617g\nCBC9llrhpVBCLG80PW/TzioAIBAIajdbQXLZWr8VgHvW3YNBH1Zay86w0Nwx9pXFeMzLm0eONWdA\n8KbepGuaelhQkTviMV879hqBYICPLf4Yep14EBMIQMm86XQMEGBQsxofnGwHoDJKb1lelpWuBII3\ntWwyM81Mh70fl2d0mXN1wSg3MzlZlVjYLEZMRr1WNhkMBoXP2yQkw6ZkSB0RdgFJz7yFFCctZgMX\nV5UPu7/6N9TY1jvMnsNzol6p1DpnWYmmACsQCFJOkSzLLaHXLUDcWmVJJ6UHfgAAIABJREFUkmYB\nK4HtcXZ7KPTvExHbgkBCEsYxgzdJkhbHO1CW5cOJvEEq2b1794Dve3vD2Ref2zHk54LREfk5rtOv\nY9eHd4Fv4HZ9wI3L7WPb9l2YjKkr43jrsrcGzKm1Q1ER23ngBHnG9hGPt4xlyu/D0PNpIpgMcziT\nEJ93mO4+H25vkKIcE6cbu8i0GTh4YJ/2c6dDeXDcfqAWAJe9gd272waMYdJ5cDi9bNuxK6oHmvp5\nn24NZbD8yr+nTtexe/fIs+f7TioZwu6OplEdPxJsZh2tHcp9xR8IEgxCv6tv0p5Dk3VeqaSrQ+n3\n3/+BjNeunKcHjyj3iI7WuiHn62jwepRgcEm5laOHD2jbY33ejh5lgXHPodNUZo3tHN2+X7HMcdsb\n2L27dUxjTXXOxPN7ojgTPmtJkt4EZkb50Xciv5FlOShJUkz1IUmSMoC/APeEMnBRCdkFjJp43dZ/\nR4kCYzF7LG+cDKqqqgZ8/68PdnCsQTFpnT+7jKqqhRMxrWnF7t27B3zOlzxzCRtOb6D3/l7STOEM\n7wZ5Nyeb65kzf/GwBr1j4d3qd7n6D1fj9ru5//z7CeguArz0B2xDzofheODdB/jhxh/y8CUP8+31\n307JfEfC4M9akFrE5z2Q+598nxP13Tz1vSvoea6e5fPyB3w+xztltslHaeryotPB5Reu0aTTVTYe\n28Op5jpmzV00RDY98vM2HmuDt9ooLsrjdGsTOXkFVFUtG/GcT3YdA7pYuUyiamFqhRsKNm6gobWX\nqqoqRWDljw3k5mZPynPoTD23uwO1/HPPXoqKy6mqqgRgy8l9gINzVi9Piv/fG/u3U9PazB3XrWZu\nmeIbF+/z9vsD/OqN1+nzmcf8f/K7d9/FbDJwxcXr4vbZTXfO1PN7IphOn3W8IFSW5ctj/UySpBZJ\nkmbKstwsSVIxEHXlRJIkE/Ai8L+yLL883HwkSVoALJJl+RVJkjIBkyzLCZkaxyubnJXIAJMJoz4c\nyOZmibLJVHC47TCVOZUDAjcI94R0OvpTGrxdPPtiXrn1Fa76w1U8vPlhbuxfCyjqd/Fwe/3c9cg7\nXLGuglsukzjcdpifbP0JGeYMvrzuyymbr0AwVahrceBy+9i4tx5giACI2k/kDwQpyU8fErhB2C6g\ns6d/SPAWiWoVMNaeN9WWYDzK5POyrJyst2PvdWsPziZRNjmpyBhkJg/JL5u8/epFrF9RqgVuw2Ew\n6CkrzKCuxUEgEEQ/yqDL4/VT2+JgQXnOGR24CQQTwKvAncCPQ/8OCcwkSdIBvwUOy7L80+EGlCTp\nk8C3ARPwClCKUkJ5WSITmlZ3nkjPHdHzlnyOdRyjpa+FZYVDV8jVFc2T9faUz+PKeVfys6t+BkEd\nHo+SHO7s6afX6aGty4XHG+6faehp4GTnSTrt/bR2Otl3rI06ex3Lf7mcPm8f/1b1b2SYM1I+Z4Fg\nMtPv8WkG1G9urwEGKk2CIsOuMlisREVdNBtOtMTnU4I31WrANUqrAK3nLSu1PW8As0sUI+RTDXa8\nIcEV4fM2uVDtASLVSzvs/dgsxjF7vKnMKs7iwlVlIzqmYmYmbo+f1i4n/R7fqNRVTzf1EAgEmZdg\n0CgQCJLGj4DLJUk6BlwS+h5JkkokSXo9tM95wO3AxZIk7Q19XRVnzHtRBCDtALIsHyV62WZUppVJ\nTeRqVKob2M9EfrVLUWO8ffntQ362eHYeAEeqO/nQeamvqP3y2i/zg7f/Ewj/n2/a38ivXzrINefN\n4rPXL8PpdVL16yq6+rv46frfAxaqm9uRnrgCf9DPRxd/lIcvfTjlcxUIJjttXWElvBOhBZhYmTeI\nLlYCMCNLUdYbNngLKIsuqgjKaK0CuhxudDrIToJ/1nDMLVWCt5MNdsoKlcUqkXmbXNgsyiPN4OAt\nWVm30VIRstWobXbw0NM7aGzrZf3KUu64ZrGWrR6OkyGxkrll2Smbp0AgGEqolHFIRkyW5UbgQ6HX\nmxlZQswjy7JDkqTIbQkrd02rO8+AzJuwCkgqXr+X3+37HUXpRdywcIhKKqUFGWSlmzl8umNc5qPT\n6ViYexYAptD/+9N/O4TPH+BItVIy/PTep2npa8Hj9/Ddt34IQG9fkGBAz61Lb+XZG57FbEj9Q59A\nEAgEeXXTSZpDEvyTjdYoHlSDg7fMtHDwNmuYzFtXT3zbEH8oc5VmNaHXjb5sstvhJivdjGEcgii1\nTO5Ug12zOhBqk5MLm3Vg8Obx+nE4PRMfvBUpfy9vbD2tZNCCQd7eWcevXzqY8BgnG5RFlUTLNQUC\nwaSmXYqI3CRJuh2oS/TgaXXnibyRiuAtuZzoPEFXfxdXz786asCj0+lYPDuPti7XgFX8VDIvawkA\nZTNDpVehG3Zti4N3q9/lS298iWxLNt9d/12MQaUPT4ee75/zCM/f9Dw2U3J8fwSC4dh1tIXfvPwB\nf9t0aqKnEpXWTiV4y4rIYA0um8yMKJusmBld+EEtTesfJpPmC1kFGA16rBajIgAyCrod/eNWIl+Y\nayPDZuJkfTden7JAahJlk5OKwZk3NQOcLI+30aIa2u86oqiNP/h/z6EoL429x1q1hYDhONlgx2TU\nJ0V0RSAQTDhfAZ4DFkiSVIOianlvogdPqzuPGrxZzQbtIi5IDkfajwCwpGBJzH0Wz1YMQ4+MU/at\nPH0eAOm5iicVQG6mBbfHz0v73gbguZue4wcX/4CPzL9ZO+7yshvHZX4Cgcq2g4oKrtpXNtloCQVv\nai9PXpYF66BrqOorZTLqKcmPLkZiMSkWNW5v/OoPv5a50pGdbhk2UxcNj9dPX79v3ErkdTodc0qz\naWzvo6dP8RETPW+Ti8HBW3t3csVKRkvRjHTMoXOlINfGsnn5rFpYiLPfhxwyvR+Oti4nhbk2ke0V\nCKYBsizLwDpgDXA1sFSW5ROJHj+trgLGkK+Q6HdLPofbFFu/RfmLYu6zKNT3drg6rHTa2unEH4jn\nODF6im0VANgDTSyszGNeeQ7Xrp8DwIHTdRh0Bi6svBC9Ts9182+KmNP4ZAYFAlDUGXceVlbcI1Xw\nJhNqtvyS1eXodFBaMHR1P8NmwqDXUTEzM2aZotmkbHcPY7qt9rwZDHpKCzPo7nUPMFZOBFWsZDyr\nLNSStT2yohQtHqQnF1azAZ0uHLx12EOZt3EQtImHQa/T+iQvWV2OXq9jlVQIwF55eL82ry+Avdcz\n4RlEgUAwNkKqlADIsuwDPMCVwIdHMs60uvOoN1JRMpl81Mzb4oLY3u1zS3MwG/V8cLKdYDDIP7ae\n5jMPvclrm1NTKlZoVYK3/R07efgL5/LIl87XFOFa2r2sLF5JulnJEDgjemqaO4b29wgEqUKu6dQy\nbiMNUMaLli4nBr2O2SXZfOeTa/nsDUuH7GMw6Pn6/1nNF25cHnMcS8g+YLjMm6o2aTToKCtU1F7r\nW2L6mUZF/UzH83o/JyRa8pd3jgOwZnFqveUEI0On02E1G7UeSjV4y5sEQY9UmYvRoOPS1cp9a/m8\nfAx6nbYQEI+uUPlnouImAoFg0vKWJElnAUiSVAbsAi4HfiRJ0nfiHhmBCN4ECXGk7Qg2o43KnMqY\n+5iMepbNy6em2cG3n3yfX/71AADVjamxDzAElBvyCfthNtdvwmQ0UDBDKdtK85XxscUf0/Z19ocz\nHpNVNEIwPdn+QbP2erIGb62dTgpybRj0OtYtLdYWQQZz3vISpMq8mONY1MzbcGWTIZ83g16vZSTq\nW+N7NQ5GfaDNHc/MWyh4CwbhuvVzWDY3f9zeW5AYNosxnHnrUTLK+TkTH/R86tol/OIbl2hCQGlW\nE4tm53Givhv7MOXU4d69if89BALBmCiWZXl/6PVtwFuyLF8DnAN8PNFBplnwpmQjRfCWXLx+L0fb\njyLlS+h18U+Ze25ZyVnz8zl0qgNjyLohVQImvS7lQdin6+NPh/4EwGun/4SXPirMZ/H1c7+u7Rup\nZqf29wgE48H2Q81YzQaK89NxTMKySY/XT5fDTWFu2pjHMhr06HUJlE2GBEsUAQYl81bXOtrM2/g9\n0JYUZJCbaaFiZiZ3fCh2FYJg4hgQvNknh2AJKPMqyR/oKbpKKiQYHL50skNk3gSC6ULkSs15wBsA\nsix3Awkrd02z4E35dUTPW3L5zZ7f4PK5uLDywmH3zc2y8oPPncvdN6/gh/92LrmZlqgy5Mmg16U8\nCKfZDPzt2N/Y2bCTr795H33GegKuDLy+sIqXM3Qzt1mMNHf0EQympg9PIIjE5w/Q0NbL3LIcZmRb\n6XN5U9YDOlraQqIOyQjedDodFrMBjy8xwZLIXqARZ94moOfNoNfx+Ncu5r++vF4TZxFMLmxWo3a9\n77T3o9fryB4nRdKRsnaJ4sm79YOmuPt12JW/0TyReRMIpjpuSZKWSpJUCFwIvANaL1zCf+DTKngz\naMHb5LxQT1We3PkkNqONb5//7YT2N+h1XL6ukiVzZlCYm0Z7t4tACh5Y+0LB29mVK6nvqWft/1uL\ny+fi3AULCQShriX8MKiWTc4qzsLZ79MCP4EglaiiGjOyrJrUft8kO/fUTHRh3tiDNwCzyZBw5s1o\n0JOVbiYr3TzynrfQZzve1/ucTItmiSCYfKRZjHi8fvz+AD19brLSzBj0uuEPnAAqijIpK8xg15HW\nuPYanZrwysRnEAUCwZj4NrARxdPtWVmWq0PbLweOJjrItAreViwoYMmcGaxaWDjRU5k2OH1ODrcd\nZk3pGooyRt6cX5Brw+cP0uXoT/rc1ADs3vPuIt2k9BGcX3E+FyxcBsDpph5tX1WwZHaJYpYq+t4E\n44Haq5KXHQ7eJlvfm+rxVpSXnAdDi8mAJ9Get1Cpe3lRJi2dfcMeF4l6TRFl8oJINLsAjx+H00tm\n+uQNtHU6HecuL8Hj9bP7aOzSyY6I64hAIJi6yLL8LlAIzJRl+csRP3ofuD3RcaZV8FZakMGPvnh+\nUsp/BArHeo4RJEhVcdWojlf/L1Ihz9/n8mI06Di3ci37P7+fr579VR678jHmlyty3sdqw/45TrcP\ns8lAaUjZTihOCsaDzohelcw05SFysgVv6kJGQZKumxazYXi1yYjMG0BZYQaBIDS2J76o0u1wo9dB\nVroI3gRh1ODN6fLS6/SQYTMPc8TEct7yEgC2HGiMuY+aecvLEue6QDDVkWXZJ8ty16BtfbIsJ1x+\nIpysBXE50q1YBIw+eFNW81u7nJoPXLLodXpJt5nQ6XTMzZvLT678CQBenx+jQT8geHP1e0mzGrWy\nE7XkSiBIJWrwlptl1XrdJpvXm5qhrpyZlZTxEiubDPe8AQP63mYVJzaPDns/2RmWSVsSJ5gYbFbl\nsabd7iIQhKz0yR28zS7JonhGOjuPNOP2+qP2UnbY+8lKN2Myij5LgUAwzTJvguRzxB4K3kpGF7wV\nhPpoUiFa0ufykmEbWhJjMhqYW5ZNdWOPlgFw9vtIsxg1E+GRlGcJBKNFk/iO6Hnr6ZtcmbfqRjv5\nObakPeSqZZPxRIHU4M1oDGfeAOoS7Hvz+vy0dTk12XWBQCUtlHlTy4Ez0iZv2SQopZMXrCzF5fbz\nzs7aqPt09vQLpUmBQKAhgjdBTHo9vWxv306WJYsFMxaMagy1bDLZdgHBYJBelzdmSYxUkYs/EORk\nfTeglE2mWY1YzMrKpQjeBOOBWu6Um2XRyiZ7R1g22WF3pex87XL009njZk4MX7fRYDEZCATDAVo0\n/IPKJtVsW2S2PB6N7X0EguGMnUCgopZNtobuOeqiyWTmQ+fNxmTU89KGk0PUaJ39Xlxun/B4EwgE\nGqJsUhCTX+36FR3uDr53wfeG9XeLhVo22ZLkzJvb68fnD5AeJfMGIFXmwiaQa7qQKnJxe/ykWU2Y\nQyUpw/XkCATJILLnratHKdUdiddbc0cfX3zkHa6/cC53XJMcX7FAIMiTL+5n8ewZZGcoD7ZzSpMX\nvGl/Yx5/zDKvwWWT+Tk2KmZmcuBEe8zSsUgaQp5wpQUZcfcTnHmEgzflnjPZyyZBKau+ZHU5/9xW\nw5YDjaxfUar9rFN4vAkE0wZJkv4c8W0QiKz7D8qyfHMi46Qs8yZJ0lOSJLVIknQwYlueJElvSpJ0\nTJKkf0mSlBPaPkuSJJckSXtDX0+mal6CxHn39LsAfGntl0Y9RprVRLrNRFuSgzdVbj1a2STAgopc\nAOTaLs2w1WYxag+FIngTjAddPW5sFgNpVpNWvjWSzNumfQ14fIERCXkMR2uXk39uq+F3rx3iRJ2S\nmZ5Tmpx+N0DLbsf7GxuceQNYs6gIj9fPwRPtUY/pcvTz2PN7aO920dCmBG9quaVAoGIbUjY5+YM3\ngBsvmodOB69sPDlgu2o0LpQmBYJpweuhr1ZgNrAZRWmyMrQtIVJZNvk0cNWgbd8C3pRleQHwduh7\nlROyLK8Mfd2VwnkJ4nCo9RBun5tgMMiuxl3MtM2kMH1s1guFuTZau1xaD8z9T77Pr/56YExjqjYB\nsTJvRXlpZGeYOVbbpdkEpFnDwZvHG7ukSyBIFp09/eRmKg9dagagZ5jgraXTybaQae/m/YoCnas/\ntgfUSFEDny6Hm79vOQ3AnNKcpI2fyAKJb5BVAMDqRYoVyc7Dzdq27/3PFh749VYA3ttTzzu76vjH\nttPUq5k3EbwJBqEKlmiZtykSvJUUZDC7JJvTTT0D+kW1vtls4fEmEEx1ZFn+nSzLvwNWAhfIsvwz\nWZZ/imLYvSrRcVIWvMmyvAkY3MBwHfBM6PUzwA2pen9BYrQ723nk/Uc457fncNtfb2PpL5dS+mgp\nD254kNa+VpblLBvzexTmpuH2+Onp8+Ds93LwZDtbDzaNaUxVsS9WM7pOp0OqyKOtK7xKP6Bschg1\nPIFgrPj8Aex9bm3FXM0A9Dq91LU42LS3IepxP/3jHh56egd/fFPmVIMdCJvMJwP17wGUB8N0m0kr\nb04GlgT+xny+kGBJROZt0aw80m0mdh1pIRgMYu91s+9YG/uOKQbG1Y2KKuaB4+00tPVi0OsoSpKx\nuGD6MLjnbbILlkSSl2XF7fFrC44QzrzNEGWTAsF0Ih+IXMn1hLYlxHj3vBXJstwSet0CRLo+z5Yk\naS9gB74ry/LmcZ7bGYfH72HNb9Zwuvs0ANvqtwHQ4erghxt/CMCts28d8/sUhB4M27pcmELqcp09\n/Tj7vaRZR3dj7euPXzYJUFmcyY7DzRyrU9YQ0qxGLXjz+ETwJkgt3Q43wSDkhTJvFpMBs1GPw+nh\n1y8fZN+xNtJsRqoW/n/27js+sru89/hn+ox6b7ur7Xt2116XFbaxwQWDAYMxplwgmBJaSCBAuAk3\nQO6FlBtCcknhkkZJiAmYGLhgisFgG+PeVustLnu2N/UujUaafv84c0bSqo12p0ij7/v18sujqT+d\nHUnnmef5Pc/Ur8EzPWM8d2wAgO/ceyh9fSicxcxbKmvlTXWF3NRSicORvXb7mTQFspsyTG/z73I5\n2W008Mi+Dk73jNHZZ5WKJpLWOIOTqeDt8OkhvB4XTbWlM4I/EZgK3qKpDwhWwp43m92UxP5Qxb4M\n2vMmUmQeBO4xDOMOrH1v705dl5GCNSwxTTNpGIZdG9AJrDNNc8gwjN3A3YZhXGSa5thCz9He3p7z\ndRazfYP7ODl8kkpPJTW+GowKg6sbrmYiPsF/nfgvfn/773NpzaUXfJyjIeuf8fE9B/FMK5N64JE9\ntNSc3x/W505YJ3b9vZ20t4/OeZ/IuHWfPQdPAjDY38MLz1mlNH39g8vy/bMc11TMcnm8OwasD9Wi\nkyPp1/F5HPQOjBGKWCeW//S9PfzuzY3pIObedmsP2va1fg6dncTpAJ/XyfBoKGtrffFYHwBtmwM8\ncShIqXsyq8ehv8/KFh58/kWC/TNPOO3XGRyyvs+DB/bjnvY7ob7EypZ8/xd7iMSmSsfuf+wAp7qt\n540nkkyEY5R5Y/p5WcBqPTbdQzPLkk8cPcRgV+5PdbJxvCeD1nv8yT0H6G2yfnaOnLD2gHacOsxI\nr+a82Vbr+7sQdKxz4mPAh4H/htW45GfA1zJ9cL6Dtx7DMJpM0+w2DKOZ1OY80zQjpNKHpmnuNQzj\nGLAV2LvQk7W1nd/sMbHc+/C9AHzjtm/w1p1vnXHbX/FXgPVDe6HHOebr4pd7n6aksolSvxuwMgvl\nteto2732vJ7zUN8hYIjdl2ynbUfjnPcJ1Azw4ycfZWDcOjncunkDV125Ab7XgS9QtuzeP9k41pK5\nCzneyWSSWDyZziSfKx5PEH2xB+hlx9b1tLVtAaD2wQfTQ7HdLgd9IzH6IrW8/mUbCUfjfOlHv6Sq\n3McXPnYT3/7Fi5T43Tx+oIvuwfGsvTf+8Z5fUlfp5/fe/jISP9jPO1+7nY1ZHBVwcuQIDz33Ahs2\nbpnxszn9eP+/px4Dwlzxkjac07JvOy+Occ+eeznclaB0WrnbyX4n8cTU/lmAi7aupa3toqytu5is\n5t8l3QPj8Iv7019f89I2/N7cnupk63j3Rk7y0HP7qWtqpa1tHQDffuQh3K4I115zxYyfldVsNb+/\n862YjvVyCkJTcc9XUv8tWb5rTn4CvDd1+b3A3QCGYdQZhuFKXd6EFbgdz/PaVpVgJMg/PfNPBNwB\nbthwQ05fyx6k29U/Tt/w1Lw3u3zrfNilkFvXzd9ooaXOamZgz5gr8btxOBx43U7NeZML8vCzHbzt\ns/fM2D9me2x/J2/7k5/zm71nAasNuG36/pv3vG4nAZ+b/7rPJBqL88izZwlORLnpylY8bifve8NF\nvP0mg4DfzUQ4RiIx/9DrTE2GY/SPTNJSX0Z1hZ//+f6rshq4wbRukwvteYsncDqYdTIa8Lm5elcz\nXQPjHD0zzLbWKrxuJ2Zq/ttrr96QztSpWYnMxS6bBPC6nTkP3LKpptwHwFCqVBKgf3iCuiq/AjeR\nImIYxjbDMB41DONk6uvdhmH8aaaPz+WogO8Cj1sXjTOGYbwP+CJwk2EYh4EbU18DXAfsT+15+z7w\nYdM0h3O1NoEfvvhDuoJdfPKln6SuJOM9kuelsXZa8DZtWPdcJ76ZSCaTHDk9RFNtCZVlvnnvV1nm\npcQ/9Ye7JPVH3ed1aVSAXJCjZ4eJxROYpwZn3bbX7CUSjfNYqlPk9EYD0wcGX3NJCzdfvYHhsTC/\n3nOG7z9wBLfLwc1Xb5zxfCV+N8kkTEYufN+bPXIgl4HP1CzF+dcbTyRwzbNf7RW716UvX7KlfkZw\nuX1DDcb6GkAz3mRu03/nr5QxATa7udFAKniLxuIMj4Wpq1KnSZEi8y/AXwJ2rLMfyGjGG+SwbNI0\nzd+a56ZXzXHfHwI/zNVaZLY9nXsAuNW4Neev5fO4qKv00zUwTiKZxOkAt9t13pm3roFxxkJRLt+2\n8AgDh8NBc10px85a+wjs5ih2owaR82XPGewemD2/8GTXyIyvqyumPmCwg7faSj8N1QHecO0mfvzw\nMb7+4+cIR+K85qXr0w1+bCU+630bmoydd4Mfm/0ztzaHgc/UqID5x3HEYskZe92mu3RrHdXlPobG\nwly0qZbxyWg687axuYJbr91EwOdmywJZd1m9PG4XbpeDWDy5opqVwFRTkqHRMDDVaVLBm0jRqTRN\n8xeGYXwBwDTNuGEYGQ+BVauuVaq9qx2Xw8UljZfk5fWa6koZGLHa9tdU+FlTX0pHf/C8SsEOn7Y+\nqNi2vnrR+9qlkzA1/8en4E0uUDAdvM0cnp1IJDnVPcaa+jKaa0txuxwz5jOVp8omd26sxeFwUFcV\n4NrL1hCOxHE6Hbz1xq2zXqskYL1vszEu4Gxf7uejZTKOI5ZI4HLO/efH5XLy5ldsZUNzBTs31rA5\nNYOuripAWYmXay5p4fMffGk6SBQ5l106uZLGBABUlflwOKY6TNrbDOoVvIkUm5hhGOlPlwzDWANk\nfGKq4G0Viifi7Ovex876nQQ8+fmj0FxbSjJptU+vry5hTX0Z4Ug8/cniUhxOfQq/bV0mwVtp+rJd\nTuP1uDTnTS7IfJm37sFxwpE4W1ur+Mvfexl/8eFrZuzBsTNvOzfWpK970w1bcDodvOqKVppqSzmX\nXe6b6biAWDyRbsV/LjvzlsuSw/Set4XKJuMJ3PM0ewG47frNfOWPXkGJ38PmtVbZ5MaWiuwuVIpW\nIJWhLl9hZZMul5PKMl86eOtPBW/KvIkUnX/BqjisMwzjz4BHgb/N9MErZyevZI05YBKKhtjdnPEw\n9wvWPC2Iqq8KpL/u6BujvjpALJ4gGkvMONGdz+HTQ7icDjatXbzRQkv9tOAtVX7m87gWLOkSWYw9\nJP7czJs9i2xjcwX11YFZJZAvv2wNZ3uDXD+ty+qmNZV89dOvnJGhm84ulQxNLB68RWMJPvNPj4ID\nvvTx62bd3tkfxO1yUl+du+HWdkYsslDZZDyJO8MGDJtaKvmtVxvs3r5wmbSIzf7AY6UFb2CVTnb0\nBUkmkwreRIqUaZp3GIZxHHgDEADeY5rmI5k+XsHbKvTY6ccAaGvOX/vXGcFbdSBdttXRG+SybQ38\nw3efZd+RXr75v16Nxz1/OVQ0luB4xwgbWioyKpuaXjZpZ958Xlc6O+FSBy85D8EJqzR9aCzMZCSW\n7mhnjwFY3zx3lqixpoRPvOPyWdfPlXGz2e/bUHjxsskfPHAY8/TQvB+CjATDVJV5c/q+92VQNhmP\nz9+w5FxOp4N3vmZ7VtYmq0MgHbytrLJJsIK34x0jTIRjKpsUKTKGYfytaZp/mPoyYJrm/zif51HZ\n5Cp01/N3AXDLtlvy9prNtdODt5J0B7knn+umsz/Iw/vOMhKMMJjaqD2frv4g0VgivQ9m0ddNBY1u\nlyM9k8ubzgyodFLOj73nDaBnWumkHbxtmCd4Ox/p4G1y4czbic4R7rr/MDD/e3ssFKE8x00cpsom\nF9rzNn/DEpELZQdvK61hCUw1LRkYmVTmTaT43Djt8l+f75MoeFvp09CaAAAgAElEQVRluoPdPHjy\nQV669qVsrN64+AOy5NzM24bmCi7bWs++I338/Z17Saa26IwEFw7eRsatjEd1+fwjAqarKPVSGvAQ\n8HlwOKyTRa/HetsreJPzEU8kZwRS00snT3aNUl7iTZ+AZUO6bHKR4O3eJ04STyTxe13EE0ni8Zll\ni9FYgolwPOelZL4MPhyJxTLPvIks1VTDkpUXvNndaQdHreDN53VRFlh5GUQRyR2VTa4yP3jhBySS\nCX7r4vkmOeRGid9DZZmXkWAkXQLy7tftYN+X+zh0aih9v+GxhYO30VTwluknqg6HgzffsIXYtBPZ\nqVbmCt5k6exmJS6ng3giSVcq8zYRjtE9MM7Fm+rSHxRkw1TmbeGySftnY01DGcfOjhCJJQhMC5DG\nQtbtuc68ZdJtMp5I4J6n26TIhQqs4D1vtelxAVbwVlcZyOrvExEpKL9hGDsBx7TLaaZpvpDJkyh4\nW2UePvUwkJ/5budqri21grdUs4RtrdVcvauZJw520dpUzunuMYYXybwtNXgDeNurts34OpOTS7CG\ngScSSWUIZAZ7v9v6pgqOd47Qk8q8ne0dI5mE9c3lWX296XPeFmIHldXlfmCESDQ+Y+/bmP2zk+vM\nWyZlk/EkbrdOSCU37LEwK3XPG0BXvzXPNNMtAiKyIgSAe1KXHdMu2zIqiVPwtsocGTxCiaeE1srW\nvL/2e163k9M9YzNKQH73zZeweU0laxvL+eIdzyxaNjk6bt1eUZpZ2eRcMinrOnx6iC/f9Swet5N/\n+OQN5/1aUnzsIGnz2kqOd47QPWhl3oZSWeNsNxfINPM2PhnF43amf77ODZ5GQ0v/4ON8ZLKnNB6f\nf86byIW6YfdaxkIRtrUuPk5mualOBW+HUiNxtN9NpHiYprkhG8+j4G0VSSaTHBk4wpaaLTgd+T9x\n2rWljl1b6mZcV1Ph5+03GRw9Yw3eXqxscmzcOoEtLz3/T1TtzMB8rcwf3d/B//l2O4lEEofDGrzs\nVFdKSbHHBDTWlFBe4qGr38q8jaTeu5Vl5//BwlwC/szmvI1PRCkNeOYNnuzMW67LJl1OB26Xc97M\ndiKRJJEEtzLakiPbWqv5w3fmr5tyNtnjRfYe6gUUvInIbPrruYq82P8i49FxttVuW/zOeWaf8C5e\nNnnhmbd02eQcQ4STySR3/vIQToc1yDiZhMlIZsORZXWwO02WBTw01ZbSMxgikUim37vZDt5K03Pe\nFsm8TcQo9XumNeSZ+eFEes9bHvYB+byuecsm4wlrXS51mxSZpbrcz2d/+wp2bKgBSP9fRMSmzNsq\n8vdP/D0Ab9v5tgKvZLaqcuuEcvGyyQsv/fK658+8HTzWz5meINdfbg1R7ugLMj4RS3f8E7GDt9IS\nL/XVAY6cGWZ0PMJI0HpvVmU5ePO4nbhdjgUzb8lkkuBElMaakqmy4Ng5ZZNZ+NnJlM/jnDd4i8as\nnztl3kTmdvWuFq7e1UI4Gs9onqmIrC7667lKxBIxvvfC92itbOXNO95c6OXM4nG7KPW70yfA8xkd\nj+BxO/F7z/8P2kINFe557AQAr3/ZxiUNR5bVI5jKYJUFPOnmAoOjk+kPHrKdeXM4HAR8ngUblkRi\nCWLxxMJlk6lyz3w0cfB53POWTcYT1lyQXA4KFykGCtxEZC4K3laJfd37GA2P8prNr8HlXJ5/ECrL\nfIvveQtFKC/xXlDrZF+qrOzck8uBkQmefK6bjS0VbN9QPRW8TahscjVIJJJ8/utPcPdDRxe83/i0\nssnpwdtU2WT2M1slfjcTCzQssddUGvCkh9HPKpvM0543sD4gma9hiT22w+3Wnx8REZGl0l/PVeLO\ng3cCcNOmmwq8kvlVlfsYHQ+nP5mfy+h45ILLvrzzlJU99Xw3iUSS11y1HofDQWmqa9/4Il3+pDgM\nB8PsPdTL08/3LHi/4LRAqbbSCt4GRqzMW4nfnX5/ZVOp38P4Apm36cHbfHMMR/M0KgDAu0DZZDxu\n/XxrzpuIiMjS6a/nKtA51sm/7PkX1lWsK8h8t0xVlvlIJKfK0s4VjSUITcYuOHibb1TAgSP9AFy+\nvQEgvc9tsRbtUhyGRicBmFikQY3dbbKsZHbZZLZLJm0Bv5uJcIzEOR9sHDkzxEgwPBW8TQseZ5dN\nRnA6yMv+TZ/HTTSWmPODGDvzpoYlIiIiS6fgbRX4hyf/gcnYJJ+7/nP43Lk5ucwGu9HDfKWTY1ma\nUzXXkO5EIsnBY/3UVfppri0FrBNhYMGMhxQPe07bxCL/3vaQ7rKANx28DYxMMBKMZL1Zic0u4Z3e\n+XQkGOZ/fOUR/vMXL87IBk4FbzPLJkfHI5SVePMy9sLeVxqdI/tmB3RqWCIiIrJ0+uu5Cvz6xK/x\nury8+5J3F3opC6oqX3hcwFiWuuV55ygrO90zxuh4hEu21qf305UEMmvRLitPMBThp08P0ZMasA0w\nPGZl3hYbDTE+EcXndeFxO6mptGYwne4eI55I5mS/G0CJz84CT62tb2iCWDyZ6og6tQ9vvsyyvV80\nH+xxBXOVTirzJiIicv4UvBW53vFe9nbt5ao1Vy3rrBtMdembb1zAaJYaLszVbfLAkT4Adm2eGiKe\nnq+1yHBkWXnuf+YM7UfH+U37mfR16czbIv/ewYkoZanA3i5TPNk1AmS/06StJJ0Fnvogwf6QY3Bk\nMn29lXmzG5bMzCwHQxe+XzRT8+27A4hpVICIiMh501/PIhaNR/nUfZ8iSZJbtt1S6OUsarGyyWzN\nqfLNUVZ24Ki13+2SLVPB21S3SWXeis3eQ1ZTkoGRyfR1dvA2GY6RTM7eq3XgaB9ne8cIhqLpZjYO\nh4PaCj8TYStIyXXZ5PSSTvtDjoHRyfQ+vPlGBYQmoySS+ZnxBnOXJttUNikiInL+NKS7iH21/at8\na/+3MGoNPrj7g4VezqIWK5scHbeuryi9sBPkc09u44kkzx0foLGmhIaakvT97MYO6jZZXCYjMZ47\nPgBA/8hE+nq7YUkiaWWM/N6pX49joQif++oTNNaUEJqM0tpUnr6tptJP18A4kMvM2+yySftDjnAk\nTt+w9X2U+j3Ycef0rNdoar9ovsomF5qlmB4VoLJJERGRJdNHn0VqNDzKXz7yl3icHu5/z/3UBGoK\nvaRF2fuF5hvUne3Mm50V6OgdY3wiykWbamfcz25YstBwZFl5Dh7tJ5oq3Zsr8wYwGZ4ZdOw/0kc8\nkaSzf5xE0mpWYrOblkDuM2/TB8ZP/5DjTM8YcE7ZZGwqs5zPGW8wf0dXmBoV4NKoABERkSXTX88i\nlEwm+cS9n6A72M0nX/pJ1lasLfSSMrJo2WQoO3Oqzm2mcPSstV9py9qqGfcLKPNWlPYe6gXA4bC6\nRNrshiUwe9/bvsN9M74uK5lqtz89eKssz01wVJZ6z49M+9mYvjf0dPcoMH/Z5FiqrLK8JPdjAmD2\nByTTKfMmIiJy/hS8FaF93fv4j33/wWVNl/HZaz9b6OVkrDTgwe1yzGpYMhmJ0T88kYM9b9aJ5bGO\nYWB28OZyOgj4XIQmlHkrJu2Hegn43Kyr8zISjBBNDWufkXmLxDjdPco3fvwcockoz5q9lAY86T2R\ndsMSOCd4y1HmrbHaKuftGZoebE6tdyw0e0j39OAtWz87mQr47Ezh7J8de8+bS3veRERElkx73orQ\nr0/8GoA/uvqPqPRXFng1mXM4HFSW+Wbtefv63c/x6z1nqKuyTpIv9ATU5XLidjnSmbdjZ0dwOmBj\nS8Ws+5b4PTNK1WRl6+wL0jUwztW7mhkfG+F0X4SBkUmqyn0zymNDkzGeer6bHz98jDM9Y/QOTXDN\nJc285qoNHDjaT1NqFiBYe95slRe4H3M+DTXWSILeaaMNzi0vdruceN3OOee8jeV5z1t1KqC19xFO\nF40p8yYiInK+FLwVoV+ftIK3V2x8RYFXsnSVZT46+oIzrnvhxACxeILugRBetzPdDOFCeD0uItE4\niUSS4x3DrGkox++b/eNQ4vfMW8YpK097qmSybXsD+5633mfT973ZJiOx9D6xvab1mMu3NbB7ewP/\n8sc30lgzFbzVpgIVhyN3e8qqy/143E56hqbNpQvOXHdZwIPD4Zhzxlq+97xNDS+ffWzjCY0KEBER\nOV/667nCHOg5wDt+8A4ePvUwt9x5C5f962W84o5XsK97H2CNB3jk1CNsq91GS3lLgVe7dFXlPsKR\nOJOpcqtwNE5nX5DU3GzKS73pIdoXwg7eOvuDTITjbFk7d4ay1O8mNBmds3W8rDztqREBu41GKkqs\nDwEGRiYYGrUCdH/qg4GJcIzgxMzM1mXb6gFY21COxz31q9POvFWUenE5c5NNcjodNFQH6BmwgrdE\nIslIMELztAxgacD68GHuPW/5zbzVpo7J4ByZt1hcZZMiIiLnS5m3FeQrT32Fj9/7cQDuev6uGbdd\n+fUr2fM7e/jOge8wFhnjA1s+UIglXrB005JgmCafm9PdoySS8Oqr1tPRF6SptmSRZ8iMz+MiHImn\nm5VsPme/m63E7yGeSM5qHS8rTzga5+DRflqbyqmvDlAesIO3yXQWqLmulBOdo0yGY+l9ZB9648X0\nDIZmlEpOV50acZGr/W62xppSOvp6CU1GiSeSxBNJWpvK6RsOEYsn07Pn3C4nTqdjRvA2ntq3OX2v\nXi7ZmbfBuTJvdsOSHAW6IiIixUxnoyvE873P8/F7P06Vvwq/28+Va67kqjVX8ccv+2P+8pG/5PO/\n+Twf/flHebrjaVorW/mzV/xZoZd8XuwT4JFgmKZa60QaYFtrFR9722VZex2vx8XwZIxjZ+duVmIr\nmTYuQMHbyvb8sQEisQRt2xsB0pm3/pGJdLaqpa6ME52jhMIxgqEIpQEPt163ecHnLfF7eMmOxjn3\nTGaTPYOwb2gCZyrwqSr3UV3hp29oglL/VGDm8zhnjAqws4ileQrevB4X5SUeBkYnZt2mzJuIiMj5\n09noCvFj88cA/OPN/8jtl9w+47bPXf85Hj/zOL889ksAbjNuo8KX2xPJXDl3XMDJLit429Cc3e/H\nOrmNc/TsMI55mpXA1Mnu+ER0RldBWXnsksm27Q0A08omJ9PdEVvqreyaVTYZzbi1/uc/+NJsL3eW\nxlTw1jMYIpD6UKGqzEeNHbxNC8zssmDb+EQUl9ORLgvNh5oKP/3Ds4O3qT1vyryJiIgslT76XAEm\nohN8tf2reF1ebt5685z3+e5bvss7d72TTdWb+NhVH8vzCrOnKjUnazjVSe9E5wgOB6xvynLw5nUT\njsQ5dHKQTWsqKfHPfZJuX3/u3C9ZedoP9eD3uti50RpYX+qzygsHhifSHxbYe8gmw3HGQtG8lRlm\nIj0uYDCUHqdRmQregIWDt8kopamGJvlSWxlgfDKW3r9qs5un5CsLKCIiUkyUeVsBvrX/W5weOc2n\nrvkUNYGaOe9THajmO2/+Tp5Xln3TyyaTySQnO0dpri2dsxPkhfCmGk7E4klefumaee9XmspwjE/k\nd1xAPJHk3idOsttooLlu7r1WkrnugXE6+sa56qImPG4r++R0Oqip8DMwOklFqsV/S30ZYM1Fi0Tj\n6eHYy0Fj7VTwZsdgVWW+dHOQ6YGm1+2a8Z4dn4jmPVhK73sbnUwfV7DWD9BQnZ39qyIiIrliGEYN\ncBewHjgJvM00zeF57usC9gBnTdN8Q67WpMzbCvCTwz8B4Pev/P0CryT3pjcs6R+eJDgRZWNL9mfV\n2XucAF5+6fxdOe3M2/QZYPnwxMFO/vWHB/j+A4fz+rrFavqIgOlqK/0Mjkxinh7E73WlA6G+VEv+\n5ZR5s4Od3qFQehZiVfl8mTfnjFEBwQJkEe0unAPndJzsTR1bew+fiIjIMvZp4D7TNLcBD6S+ns8n\ngBeAnLYoV/C2zD1w/AEePPEgF9VfRGtla6GXk3NVqc59I2NhTnZZnSA35KARhD0rbsu6qnm7CMJU\n+/Xxyfxm3u5+6BgAnf3jeX3dYpBMJvmPnz3PvsO96evSIwJSzUpsdZUB4qm2+7e/dkd671tfaq9W\nvlrrZ6KyzIvP60qVTUbS1zWlZs7ZXS9hZtlkJBonEkvkPfOWHhdwTsfJ3sEJqsp9+Dz5238nIiJy\nnm4F7khdvgO4ba47GYaxFngd8A0gp3sUVDa5jO3v3s+r/vNVALx151sLvJr8sMvXhoPhdKfJbDcr\nAdInjtcukHWD6Zm3/AVvh04OYp4aAqBLwduSdfWP8/8ePMrh08Nctq2BSDTOgaP9rG0oSzf9sNmj\nJ267fjO3Xb+ZaMwKeOzgrSzDhiX54HA4aKguoWcwREN1ALDKjK+5pIz//s7dvOySqfeyz+OyxgnE\nE+kPHgpVNjl9UHc8kaRvOMTmNXN3dxUREVlmGk3T7Eld7gEa57nf3wOfAnLeMXBFB2/t7e2FXkLO\n7bllT/pyob7ffL+u3+ugq2+YeMQKXIIDp2lv78zqa7jjQQJeJ1XuwQW/v7M91onn0eOnaS8bWdJr\n/PDxQYKTcS7bVMq6Oi8VJa70EOe+kSget4Oq0pk/gu3t7Xzv0QEASnxOBkcneeKpZ9J79GRxx7qs\nf7PDpwd4Zs8eTvSECUfirK2e/V7eVD3OO66rZVvLJO3t7SSTSZwOCEesIG54sJf29tkdEwvF74oy\nPhHluWO9OBxw+NBBnA4HFcDBA1OZxolQEICnnmlnbML6XiaCI3n9We4dsLKDLx45RXuF9bPz0GNP\nE4sncTO5Kn5/F5KOb37peOeXjnf+rIZjbRjGfUDTHDf9yfQvTNNMGoYxqyTSMIxbgF7TNJ81DOOG\n3KxyyooO3tra2gq9hJy69bu38tPDP+XsJ8+ypmL+phq51N7envfjXHvfMMGJCCOTLkr8bl553ZVZ\n75LX1gYfTiTTwdR8Ks8Oc8cDD1FZU09b266Mnz8ai/Ond/4MgOPd1v6kgM/N337iOppqS3j3n/6S\ntQ1lfOnjV6Uf097eTnXTFl48c5bNayvZuq6ae584SXOrkZPsY7Hqf/Ik0E84mqRl/XYOdFpf33z9\nLnYbU3ve2tvbue5lV856fMndvQRTzT52bN1IW9v6vKw7E10Txznyo4MEJxLUVQW44iUvmfN+v3ru\naY50dnHRxZfQNTAO9LCxtZm2tovyttYNIxN8/Ze/whOopK2tjfb2dhrXbAG62b55TV7XstoU4vf2\naqbjnV863vlTTMd6oSDUNM2b5rvNMIwewzCaTNPsNgyjGeid427XALcahvE6wA9UGIbxLdM033Oh\n657Lig7eilkimeCxM4+xsWpjwQK3Qqkq99HZH2RsPML2DTU5a2++WOAGpAcfhyaW1rBkLGSd/F+8\nuZZLt9bz4slB9h7q5bEDnVy8qZbxiSjHzg4TjSXwpLJqyWSSf/vJcyST8N7X7UyXjXb1BxW8LUHv\n0FSm7OiZYdoP9eDzurh4U21Gj/f73OngbTmVTQLc8vJNXHNJC3sP9dBcVzbv/eyGPOFoPN11Mt9l\nk1VlPpwOGBiZ+vewm5WcW74qIiKyTP0EeC/w16n/333uHUzT/CzwWQDDMK4H/ihXgRuoYcmy9c1n\nv8ngxCAvb315oZeSd1VlPpJJSCRzs99tKUr859ewZCxklYytayjnHTcZ/NHtbTgd8KzZy/4j/YA1\npuB092j6MUc6JzlwtJ+27Q1cPm1EQFd/KBvfyqrROzh1vJ54roszPUF2ba6b0WF0IYFpYymW06gA\nW02Fn1dduZ6LFghGvalxCJECBm8ul5Oqch+D07pN2v826jQpIiIrxBeBmwzDOAzcmPoawzBaDMO4\nZ57H5LTbpDJvy1B/qJ+P/Pwj1ARq+NQ1nyr0cvKusmzqhDkXYwKWoizgwe1y0D+8tH1P9iBiO3NT\nXuJl67pqDp0amjF24HjHCJvXVhGPJ/jVsyM4HfC+N1jlZC128DagpiVL0TMYwumwfnM+fsDaK3nu\niICFBHxTQd5y6ja5FF6P9blcJJpIB2+FGHtQUxngVNcoyaT1d0wz3kREZCUxTXMQeNUc13cCr5/j\n+oeAh3K5plWfeUsmk/zzM//Mnz/05/QEexZ/QB587/nvEYlH+JNr/4RdjZnvsyoW9qw3yM2YgKVw\nuZysbSjnTM8YicTUByl3/vIQf/Ofe9InpeeyyyYrSqdO/i83GkgkkpzsGk1nd453Wo0cfvX0afpH\nY9x01XrWN1nfsz2Uuas/mP1vrIj1DYWorQqwpr4M+5+nbft8zaFmm5F5W0Zz3pbC7qYaicXTJaD5\nzrwBNNeWEo0l+PHDxwHNeBMREblQqzp46xvv410/ehcf/flH+fxvPs9V37iKX5/4daGXxaOnHwXg\nDdtyNpx9WbNnvTkcpAOZQmptKmcyEk+feHb2BbnrPpNH9nWkW8qfK5gqmywLTA/e6tOXb7qyFafD\nyryFJqPcee8hPG4Ht79me/o+fq+bmgq/xgUsQTSWYGB0kobqErass9rRt9SVpktQM+H3Ti+bXJnB\nm10iWsiySYB337yDmgo///aT59hzJGjNeCvTjDcREZHztaqDt9t/eDt3HryTi+ov4kO7P8SZ0TO8\n8luv5NsHvg1AKBriLx76C7Z9ZRs33nEjX3z0i9x//H4SyUTO1hRPxHnszGPUBGrYUrMlZ6+znFWm\nMm9NtaUzsiCF0tpUDsDpnjEAvvfAYewk3OHTQ3M+Zq7M27bW6vQeuit2NrKmoZwTnSP84NdHGA6G\nefmOcqpTs7FszXWl9A1PpOePycL6hydIJq2GGFvWWsHb7iWUTAIEUv9GHrdzxQYZU8FbYirz5i9A\n5q2ulP/9u9dQWeblZ88M0z04TkNNIO/rEBERKRarNnj792f/nfuO38d166/j2Q8/y9fe8DWe/MCT\nlHpK+eQvP8mdB+/kxjtu5HO/+RxHBo/w4MkH+cwDn+Gm/7yJjV/eyN2HZjWbyYp/3fOvnB45zW3G\nbTnrsrjc2cFboZuV2Ozs36muUbr6x3mw/Wx6X5Q9TPtcdsOS6Zkbt8vJyy9dQ02Fnx0ba9m8ppKJ\ncJz/9+BRair8XL1jdvfAlrpSksmpvUKysHRZXnUJ1162hqsuauKWl29a0nMEUpm3soBnxf4M2nve\nwtF4wTtnrmss5y8+fA1+r4NkUvvdRERELsSqDN6+//z3+cBPPoDH6eHLr/0yHpd1UnPFmiv4/PWf\npz/Uz+0/vJ2nOp7ilRtfSf+n+nnyA0/yw7f9kPdf9n56gj28/Qdv5xdHfpH1td2x/w48Tg9/9aq/\nyvpzrxSb11Ry2dZ6Xn3V8pivNT3z9tNHj5NIJPnArbtwOhbKvFnB27kNLz7ylkv4+mdfhc/jSjdj\nSSSSvPvmHXMO4m6qtTtOqnQyE+luhtUBair8/M/3X8Wa+vlb6s/FzvYux06TmZqz22QBMm+2jS2V\nvPsV9TRUB5bUPEZERERmKnxNWgF8be/XALj3XfdyWdNlM277w2v+kMayRh49/Sjv3PVObthwAwC1\nJVZb7jfteBM3bryRd//o3bzxv97IkY8dYX1VdoKMSDzC/p79XNJ4CQ2lq/cEx+9z8xe/e02hl5HW\nWFOK1+PieMcII8EwFaVeXnnFOn726HGOnh0hFk/gds0MvIKpsslzgzeXy4krVYm3ea0VvG1qqeQV\nL1nHvmf7Zr321LgABW+ZsGe8XUhDDL9vKvO2Up27583rdmY8KiFX1tR6+bf/+eqCrkFERGSlW3WZ\nt8GJQR488SBXtFzBjRtvnHW70+HkPZe+h6+94WvpwO1ct19yO19/w9eJJqL88f1/TDyRnf1Ie7v2\nEolHuHLNlVl5PskOl9NBa2MZp7vHGAlGuO6yNbhdToz11USicU51jc56zFxlk+e6eHMdv/Vqgz+8\nffe8A8MVvC1NNoZA25m3lTomAKZ1m0yNCihEsxIRERHJvpwFb4Zh/LthGD2GYRycdl2NYRj3GYZx\n2DCMXxmGUTXtts8YhnHEMIxDhmHk5OPZRDLBx3/xceLJOG/a/qYLeq7fvuy3uaj+Iu56/i6u+4/r\niMaXNsR5Lj968UcAvGrTrHESUmCt07pe3tC2FrAakMDcpZNjoQgBn3tWRm46l9PBO1+zfcZzn6s5\nVTbZqVlvGbFnvNVWnn9TjKmyyZUb8EzNebP2vK3k70VERESm5DLz9k3gtedc92ngPtM0twEPpL7G\nMIydwNuBnanH/LNhGFlf2y+O/ILvHPwOV7RcwUeu+MgFPZfL6eJX7/4VN2+5mcfPPM53Dn7ngp7v\nzoN38jeP/w2VvkoFb8vQ+tS+t+ba0nTQZqT+f2iOpiVjoSjlpReeuSkNeKgs89KtzFtGBkYmqCr3\n45lj/2Cm7GY0KzngObdsspD73URERCR7cha8mab5CHDuWe2twB2py3cAt6UuvxH4rmmaUdM0TwJH\ngazXDv7y2C8B+NKrv0Slv/KCn6+lvIUvvfpLAPzY/PF5P8/jZx7nd376O/jdfn7z27+hwrc8uizK\nFDtge+WV69IdCNc2lhPwuTh2dnjW/cdCEcqzdPLfVFtKz2CIeDx3IyqKxUgwMmPI+/mwSwwrshB8\nF4pdNjk6HiGeSKpsUkREpEjke89bo2maPanLPUBj6nILcHba/c4Ca7L94g+fehi/289Va67K2nNu\nr9vOpY2Xcvehu/nxoaUHcEcHj3LDf9xAKBriKzd/ZVYDFVkeLt5cx9/9wXW89cZt6etcTgcbmis5\n0xskHJ3a9xiJxglH4lnbM9VcV0o8kZx3ILhYorE4E+EYFWUXdtwv3VrP7a/dzquvXB7dTs+HnXkb\nHJsEZg6LFxERkZWrYN0mTdNMGoaRXOAuC90GQHt7e8av1zvRy4GeA+yu3c1z+5/L+HGZ+NS2T/Gu\nnnfx1Ue/ytrxtUt67DePfpNoIsondnyCy5OXL+l7ypfluKZC2dc78+tyb5hEIsm9v36atXXWCfLY\nhBXIRSeDSz52c94/YjVEeeiJfWxp9s+6+WjXJAdOhLjx0ggHNnAAACAASURBVAqqSldHA9l4Isk9\nzwyzszWQPiajIeu4x8KZH/f57re1Bo4feT47iy2AvhFrD+6ZzgEAQsGhZfFzvBzWsFroWOeXjnd+\n6Xjnj4718pPvM70ewzCaTNPsNgyjGbBPhTuAddPutzZ13YLa2toyfuHbf3g7SZL83jW/R9vuzB+X\nid3J3fxB+x9wcOwgu3fvzniwbzKZ5C2PvIUSTwmff8PnqQ5UZ3Vd2dDe3r6k47zaDMVP8fThfXgr\nmmlr2wCQ6j7ZRevaRtraLs34ueY71mOc4TcH91JW3UJb28ZZt9//rWc4cLKfY90R/vvtbVy5s+l8\nv50V4/DpIfYee5hAWSVvv8U6Zsc7RoAuNrY209a2a9HnKOb3du9gCO65j8m4lYHb0NpCW9vOgq6p\nmI/3cqNjnV863vml450/xXSsiykIzXfZ5E+A96Yuvxe4e9r17zAMw2sYxkZgK/B0tl40nohz96G7\n2Va7jfdd/r5sPW2aw+Hg+vXXc3b0LCeGT2T8uOf7nufUyClu2XbLsgzcZHGb1lgNU6fve7PHBFRk\nqWyyKTUuoHuejpMjQev1ovEk//euZ0kmF01ar3inu61s5Nh4JH3d6HgYWNl71bLFnlXXl5p7t5Jn\n1omIiMiUXI4K+C7wuHXROGMYxvuALwI3GYZxGLgx9TWmab4AfA94AfgF8BHTNLN2Bnp44DChaIir\n116N05Gbb9meCXfP4XsyfsxHf/5RAN628225WJLkwbrGctwuRyrrYxlLDeguy9aet9qFZ70NB8OU\nl3h46UVNjAQjdA+EsvK6y9mp7jEARoLh9HV2EFup4I2KUi8fuu1irr98LS+9uImX7mou9JJEREQk\nC3JWNmma5m/Nc9OcffBN0/wC8IVcrGVf9z4ALm+6PBdPD8Ctxq18+v5P85kHPsObd7yZNRUL91vp\nD/Xz8KmHuWHDDbxl51tyti7JLY/bSWtTBSe7RonFE7hdzqnMW2l2sh0VpV5K/W465wneRsfDVJT6\n2NpazcP7Ojh8eig93LtY2YPRR2dk3uzjfmHdJovFrdduhmsLvQoRERHJpnyXTRbE0cGjgNUZMlda\nK1v50xv+lPHoOPcfv3/R++/v3g/ANWuvydmaJD82r6kkGktwtjcIQDAVvGUr8+ZwOGiuK6V7YJxE\nYmZCOp5IMjoeoarcx7ZWq4Tz8JnZc+eKjZ15Gx2PpMtER+yyyQvsNikiIiKyXK2K4O348HEANtds\nzunrXL/+egCe6nhq0fvu6dwDwKVNmTe0kOVp8xprZuDxDmvfm102WZ7F9uzNdWVEYwkGRiZnXB8M\nRUgmrezc5rVVOJ0ODs8xNLyYBEMRBket4xBPJBmfjAHTM28K3kRERKQ4rY7gbeg4ToeT1srWnL7O\npU2XUuop5VfHfpXOBsQTcQZCAzOaSETiEb7/wvdxOpzpvXKycm1MBW8nOlNNNFKZt/IslU0CNNWW\nANA1EJxx/XBqz1dVmQ+fx8WG5gqOdYwQK+KB3nbWzWY3KhlN73lT2aSIiIgUp6IP3kbDo+zr3seG\nqg14Xbn9RN7r8nLLtls4NnSMT9z7CR488SAX/fNF1P2fOq795rWEolYjiQ/+5IO0d7Xz+q2vp6G0\nIadrktxrbaoA4HQqqEgHb1kqmwRoqbOblsxsRmIHLHap4LbWaqKxBCdTgWQxsjtNVpdbQZp9DOzM\nW3mJOiuKiIhIcSr64O1r7V9jNDzK+y97f15e7/PXf54tNVv4ytNf4cZv3Yg5YALw2JnH2PaVbdx4\nx43854H/ZHvddu58y515WZPkVlnAQ22lPx1UDI5M4nRktz17c10ZAF3982feAIxVsO/Nzrzt2lwH\nTAVtI+NW102Xq+h/rYmIiMgqVfRnOQ+ceACAD7/kw3l5vR31Ozj4ewf59Ms+zbsueRffe+v3GPwf\ng1y55ko6xjp48OSDrClfw51vvpMyb1le1iS519pYTv/IJKPjEY53jLC+uSKrQYTdPbLrnFlvo6ng\nzS4V3NpqzQs8fLqYg7dRHA7YuakWmBoXMDoe0X43ERERKWo5GxWwXLzY9yJNZU3UldTl7TX9bj9/\n9aq/mnHdEx94gv5QP6FoiNbK1pzNm5PCaG2q4NnDfTyyr4NILMG21uwOXa8u9+HzumbNehu293mV\nW0HL2voyPG4nJ7uKt2yyozdIQ3UJ9dUBwAraEqmum/ZMPBEREZFiVNQRRCga4tTIKXbU7Sj0UnA6\nnDSUNrChaoMCtyLU2lQOwP1PnwLAyHLw5nA4aK4tpat/fEbzG7s9vp15c7mctDaVc6Z7jHgRNi2J\nxhIMB8PUVwfSw7hHxiOEJqMkEkll3kRERKSoFXUUcXjgMJDb+W4iMBW8HT07ApD1zBtYpZOTkXh6\nnxtMlQxWlk11WNzQXEEklph3qPdKNjQ6STIJdZWB9DDu0fEwI6l9b9OPg4iIiEixKergrb2zHVDw\nJrnX2lievhzwuVg77etssUsCp5dOjgQjOBxQPi3jtKHZ6n5ZjKWT/SMTANRW+qlMddgcCUamum4q\n8yYiIiJFrGiDt2g8yl8/9te4nW5ev/X1hV6OFLkSvye9B2vrumpcTkfWX6Opbq7gLUx5iXfG69nB\n26kiDN4Ghq3h3HVVAQI+N26Xg7HxyFT5aJmCNxERESleRRu8/dj8MUcGj/Ch3R9ic83mQi9HVgE7\n+5aLkkmAlnkyb+cGLOvnyLw9+VwXj+zryMm68mkq8xbA4XBQUepjZDzMiDJvIiIisgoUbfD2Yt+L\nANy2/bYCr0RWCzvjZazPTfDWfE7mLR5PMBaKzNrnVV3up6rMlw7eRoJh/s+32/m/dz07o9nJSmQH\nb3VVfsAK1kbHI4ymMm/2PjgRERGRYlS0wduZ0TMArK1YW+CVyGrxxus286E3XswVO5ty8vy1VQHc\nLiedqVlvo6H5m3RsaK6gZzBEaDLKTx89TiQaZzISZ3B0ksHRSf7sG09ypmcsJ+vMpXTZZKVVolpZ\n5iU0GWNwxLpemTcREREpZkUfvK2rWFfglchqUV3h59brNudkvxuAy+mgua6Ejt4gyWQyXSpYOUfA\nYpdOHjzazz2Pnkhf39EX5IkDnex5sWdFllH2j0zgcjrSAaudaXv6hW6cDtL7DkVERESKUfEGbyNn\nqPRVUu7Lftc/kUJZ11jORDjG4OgkI2NWqWDVHJm3TWsqAfjf33ya4ESUdY1lAHT0jXOyeyx1OZin\nVWfPwPAEtZV+nKkA2Q5ce4cmuPqSFqrL/YVcnoiIiEhOFW/wNnqGdZXKuklxWddgfRhxunss3WGx\nYo7g7eWXtvCBWy/ism31GK3VvP8NFwPQ0RtMd6HsXGHBWzyeYHAsTG3lVHZtepnkm2/YUohliYiI\niOSNu9ALyIXR8Cij4VGVTErRWZfqaHmmd4zhVObNnv82ndfj4rbrt3Db9VZAM5baH9fRF+RUdyp4\n6x8nmUzicOSmzDPbhoNhEokkdVXTgrdU4Lprc13OunyKiIiILBdFmXk7M6L9blKc7ODtbE8Q89QQ\nANsy6G5ZXuKlotTL88cHCE3GAAhNxhgOhnO32CzrH54a0G27aFMtjTUlvOvm7YValoiIiEjeFGfw\nZjcrUdmkFJk1DWU4HNYMtyNnhljXWE5ZwJPZY+vLmAhbgZvHbf3od/aNL/SQ85ZMJonGEll9zv6R\nqQHdtg3NFXzjT25i58barL6WiIiIyHJUlMHbkYEjALRWthZ4JSLZ5fO4aKwpwTw1yEQ4zvYlzJRr\nqZ8qr9xtNAC5a1ryLz88wIe/eD/haPyCn6t3MMTf3dnO0893A1NjAkRERERWm6IM3n525GcA3LDh\nhsIuRCQH1jWWk0jN2t6+oSbjx62pL0tfvnpXM5C7piUvHB+gb2iC/Yf7Lvi5Hj/YyYPtZ/n1Hiuj\nXluljpIiIiKyOhVd8DYaHuXBEw+yu3m3Mm9SlOyOk8ASM29W8Ob3urg8lXnr7M9+2WQymaR3KATA\nEwe7Lvj5eoesvW4Bnxun0zFngxYRERGR1aDouk0eHTxKNBHl5eteXuiliOSE3bSkNOBhbUPmcwzt\nzNv6pgqqy30EfO6clE2OhaJMhK1yyaee7yYeT+Bynf/nRL2DViD4f//wBsLReHpAt4iIiMhqU3SZ\nt+6gtS+mqaypwCsRyQ174LbRWp0eVp2JtQ1lXL6tnlde2YrD4WBNfSld/eMk7BrMLLGDLbBGFLx4\ncvCCnq9vaAKf19rrt76p4kKXJyIiIrJiFV3w1hPsAaCxrLHAKxHJjS1rq3jt1Rt48yuWNpTa7XLy\n5x++hpuv3gBYZZTRWIK+VAv+bOlJlUzaTVEutHSydyhEQ3VgxcyjExEREcmVogveBiYGAKgrqSvw\nSkRyw+Vy8tG3XsqlW+sv6HlqU10bR7I8683OvL3qilbKS7zc89gJHtnXcV7PFZqMEpyIUl9dks0l\nioiIiKxIRRe8DU1Yg4ur/Zk3chBZjQI+a8vrRGpod7bYzUpa6kv5X++/Cp/XxZe+vYdnzd4lP1df\nqllJg4I3ERERkSIM3iat4K0mkHkLdZHVKOBzARAKZzl4G7QCrsaaEnZsrOGPbm8jkYQ9h3qW/lyp\nQLChWrPdRERERIoueBucsJojVAeUeRNZSDrztsTg7bH9nfzB3/9m3nLL3qEQJX43pQEPAE2p1v6R\naGLJa7THBKhsUkRERKQIgzc786aySZGFnU/w1jMY4st3PcuxsyMcOTM86/ZkMknPYIiG6pJ0gxGv\nx8rwhSNLz/DZ++caFbyJiIiIFN+ct8GJQfxuPwGPyqxEFrLU4C2eSPL3392bvv9YKDLr9tBklIlw\nbMYeNa/H+ozo/DJvqbLJGv08i4iIiBRd8DY0MaSsm0gGlhq8Pbqvg+ePD1Bd7mNoLMzo+FTw1jsY\n4ve/9CCXG1YHzOnBls/OvEXjS15j39AEbpeD6nL/kh8rIiIiUmyKsmxSzUpEFreU4C2ZTPKjh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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Filter Rolling Means\n", "prices_iei_means, _ = kf.filter(prices_iei.values)\n", "scores_iei_prattle_means, _ = kf.filter(scores_iei_prattle.values)\n", "\n", "# Overlay Plots\n", "fig, ax1 = pyplot.subplots()\n", "ax1.plot(dates_iei,prices_iei_means,c='green',label='IEI Price MA')\n", "pyplot.ylim([90,130])\n", "pyplot.xlabel('Date')\n", "pyplot.ylabel('IEI Price MA')\n", "pyplot.legend(loc=2)\n", "ax2 = ax1.twinx()\n", "ax2.plot(dates_iei_prattle,scores_iei_prattle_means, label='Fed Sentiment MA')\n", "pyplot.ylabel('Fed Sentiment Score MA')\n", "pyplot.legend(loc=1)\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is visually quite apparent that there most likely isn't a tradeable signal here. There are large trends in Fed Sentiment and IEI Price that do not match each other.\n", "\n", "We also looked into **IEF**, which tracks 7-10 year treasury bonds, started trading on `2002-06-24`, and stores about $6bn in assets. With IEF, we got results very similar to those for IEI. In the interest of brevity, we'll thus skip the IEF section." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## TLT\n", "\n", "Finally, we look at **TLT**, which tracks 20+ year treasury bonds. TLT stores about $6bn in assets. TLT started trading on `2002-06-24`." ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# grab the TLT dataset and relevant prattle data.\n", "dates_tlt, prices_tlt = get_data('TLT', '2002-06-24')\n", "dates_tlt_prattle, scores_tlt_prattle = get_prattle('2002-06-24')" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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UE2AJICworFvXuXDkhWz8xUbW/3w9YUFhxIbFcsbQM9hfvJ/0v6Tz6JePAq1X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\n5r97PX6HOsf+zS77Ntv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Filter Rolling Means\n", "prices_tlt_means, _ = kf.filter(prices_tlt.values)\n", "scores_tlt_prattle_means, _ = kf.filter(scores_tlt_prattle.values)\n", "\n", "# Overlay Plots\n", "fig, ax1 = pyplot.subplots()\n", "ax1.plot(dates_tlt,prices_tlt_means,c='green',label='TLT Price MA')\n", "pyplot.xlabel('Date')\n", "pyplot.ylabel('TLT Price MA')\n", "pyplot.legend(loc=2)\n", "ax2 = ax1.twinx()\n", "ax2.plot(dates_tlt_prattle,scores_tlt_prattle_means, label='Fed Sentiment MA')\n", "pyplot.ylabel('Fed Sentiment Score MA')\n", "pyplot.legend(loc=1)\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "This one is a little more promising: it looks like there is a very rough correspondence between the two time-series, though only if we shift the green one back by a few hundred days. We can think of the green peak at around 2009 to correspond to the less pronounced blue peak around mid-2007. With this shift, the following troughs and rises also correspond. We shift the TLT data back by 300 days to get a better look." ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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E/rb5b17fpy9R8CYiIiLSC5XYSgCIj4z3ed8TUibwxNwnuG7sdWz+9mb2/Whf\nqxUtU6JTgPr1Ut54Lus5Pj70Mef+81xqHDVe9yft98XJLyi2FXPJ8Et80p97zVu1vfG0ySmpUwCw\n2C3cufpOLNUWn9yvL1DwJiIiItILFVmLAHwyva05Pz73x7x53Zucm34uUaFRrbZNjUkF4GT5Sa/v\ne7T0qOd1W5uHi2+5i+BMGTjFJ/2517zZm2TebpxwI9+c9E3Pe/e6SmmbgjcRERGRXqjI5t/grSPc\nUy4/Pf6pV/3klufy+leve95vy93mVX/SMQWWAgCSo5N90l9wcBBBQaYzMm/J0cm8tPAl/jDnD0Dj\ngF1ap+BNREREpBdyZ97iI3w/bbKjMgdmMjByIO+Z38PhdLR9QQtWHliJxW7xZGU+z/3cV0OUdjhR\nfgKAgTEDfdZnWEjQGZk3t2FxwwA4UnLEZ/cLdAreRERERHqZw8WH2XhsI/ER8W1OaewKJpOJyQmT\nKasqY//p/Z3ux525u/PcO4kNj2XN4TXa/LsLuYOo4fHDO3Sd0+lk35FioL5IiVtoSPAZWwW4uSuY\natpk+/kteDMM43nDMPIMw/iqwbFHDMPYaxjGDsMw3jYMo3+Dc/cahnHAMIx9hmFc5q9xiYiIiPR2\nb+5+k/Lqch686MFWC4l0pbFxYwH4/ETnsmU1jhrWHl5LbHgsE1MmssBYwLHSY2w/pXVvXeVIyRHC\ngsM8axjb671PDrF1zynGjUhkzLDG03jDQoOw25sP3gbFDgIUvHWEPzNvLwBzmxz7EBhnNpsnAfuB\newEMwxgLfB0YW3fN3w3DUFZQREREpBnZRdkAzB42u3sH0sD4uPEAPPn5k55tDDpi+f7lHCs9xuLx\niwkOCmZq2lQADhYd9Ok4pXnVtdVkF2UztP/QDm0TsPdwES+8v5u4mHB+cfNUgoMbXxsWEnzGVgFu\nQ/sPJTkqmY8OfeS3yqIOR2Blbv0WIJnN5k+A4ibHPjKbze7QewuQXvd6AfBvs9lsN5vNR4BsYJq/\nxiYiIiLSm2UXZ2PCxIj4Ed09FI9xceO4ftz1bD2xlctfvZyjJR0rQvHlqS8BuGb0NQAM6ufKyuSW\n5/p2oNKsV3e+SrGtmCtGXdGu9k6nk9Wbj/DrZz/D6XRyz02ZJMRGnNEuMjyECqu92SAqOCiYK8+6\nknxLPvsK93n9GZoqLLGy+P4PfN5vd+rO7NZtgPtfMw1ouKtjDjCoy0ckIiIi0gtkF2WTHptORMiZ\nD8vdxWRemWaxAAAgAElEQVQy8fcr/k5avzQ+O/4Zv/z4lx263p1NHJU4CsCzKbgvNv6W1tlqbCzZ\nugSAu867q13XPL1sJ0++tYPQkCD+37fOYdKo5itUpg+Ioaq6lvziymbPj4wfCfjnez6WV06lLbD2\nCuyW4M0wjF8B1Waz+fVWmgVWjlNERET6lO0nt2MuNPu830p7JTllOWQkZPi8b28lRiVy9M6jRIVG\nse7IOmw1tnZfe6DoAKFBoQzpPwQAI8kAYGf+Tr+MVeo9svERvjz1JbecfQtD44a22b7W4WTlpiMM\nSIjiiZ/NZvqEtBbbDh0YC8DRk2Uczyvn5Q/2YK2qD6jc695OlJ3w7kM0w2K1+7zP7hbS1Tc0DOMW\n4Arg4gaHTwCDG7xPrzvWqqysLJ+OrbvvI11L32tg0vcamPS9Bp5A/k5fPfgq/z78b/JseQD88/x/\n8r9T/yMzMZOZKTO97n9LwRYA0oPSe9y/o3s8iwYv4tVDr/LU6qeYnTq7zeucTif78veRFpnGju07\nPMcTwhLYmbuTbdu29ZjCLL2du3pnw3/PZTuWEUQQt6Tc0uzPVNNjtroCJHERDo4f2svxVu5XY7EC\nsHTVDrJPVgFQXVHI5IxoACoLXBm5reatnO08u3MfqgV7sju+9rKn69LgzTCMucDPgVlms7nhn2Le\nA143DOOvuKZLjgK2ttVfZmamX8bZUFZWVpfcR7qWvtfApO81MOl7DTyB/J06nU6mLp/a6Nh3PvsO\nAO/nvk/xFcXNXdYh7657F4DF5y0mc1TP+Xds+L1eG30trx56ldq42nZ913sL9lJmL+PyUZc3an/p\n4Ut5Y/cbVKdUc/7g8/029r5i+8ntLHpzETllOcwcMpNnr3qWIf2HsOeDPZw98GxmnTfrjGua+/96\nutQK5JKaktjm95s+vJJ/b/jIE7gBVAf3JzNzEgDRhdGwBawRVp//XjhSegAo8Wmf3c2fWwX8G/jM\n9dI4bhjGbcASIAb4yDCM7YZh/B3AbDbvAd4E9gArgR+azWZNmxQREZFepbU9zkpsJR2aRtgSdwGP\nkQkjve7LXzLiXVM621spcsWBFQBcddZVjY7fNPEmAD48+KEPR9d3/X7D7zlScgSH08H6I+sxnjSI\nfCgSu8POrKFnBm4tsVW7qkdGhredBxoQH+l5PWX0AEJDgjhwrP6PGCMTRpIQmcDSXUvZdHxTBz5N\ny46eKuORV7dRWGL1SX89id8yb2azeXEzh59vpf0fgT/6azwiIiIi/rbx+EYAnpz3JDdOuJF39r3D\nbe/dRnRoNBa7hffN73PduOu8ukdhZSEAiZGJXo/XX9xVMA8Wty9421uwF4BpgxoXG5+cOhmAPQV7\nfDi6vinfks/y/cuZmDKRrO9lcdXrV7H64GoABscO5lcX/KrdfbnXrEWEtR1KNJyeufDCDCxWO9nH\nS6i21xIWGkxIUAivLXqNea/N43f/+x2rblrVwU92pg3bT7Bh+wkSYsO97qun0V5qIiIiIl5wOp28\nsesNDhUf8mSaxg0YR3xkPLdOvpXCnxey7lvrALj+P9cz99W5VNVUtdZlqworCwkyBREfGe+T8ftD\ndFg0qTGpngqSbfks5zP6hfU7Y+uDtH5pRIVGYT7t+8Ivfc2aQ2uocdRw04SbCAkKYdVNq/j8u5/z\n+qLX2X77dhKj2v/HAE/wFh7crva//950brx8NGeflcxZQ+KpdTg5lFvqOT935FxmDZ3F6oOr+eLk\nFx37YM2oqKwGoKis8//PeioFbyIiIiJeWH9kPTcsu4GMJzJYf3Q9AMPihnnOJ0YlMjFlouf96oOr\neXP3m52+X74ln+So5A5tpNwdJqdO5mjpUdYcWtNqO0u1BXOhmckDJxMWHNbonMlk4qzEszhw+gC1\njuY3epb2OV7mKisyOmm059jUtKksnrC4Q4EbgK0ueItsR+YNYLIxgMWXGZhMJkYNjgNg/7HG6z9/\ncu5PAFh5YGWHxtKcisrAqzLp1rP/14uIiIj0cE9+/qTn9WfHPwMgPTa9UZvwkHBGJYzyvP/r5r92\n+n75lnwGRA/o9PVd5Z7z7wFg+f7lrbbbeHwjTpxMHTi12fPT0qZhrbF6pqRK57hL8btL83vDVlW3\n5i2i4yuwzhriyhgfONa4kMiUgVMA+Cr/Ky9HBxUNtggICQ6sKqUK3kREREQ6qbq2mlXZq4iLiPMc\nGxY3jJCgMx9qn5v/HHefdzfjksexK39Xp4qXVNdWU1pV2iuCt2mDpmHCxLaT21pt98GBDwC48qwr\nmz2/aMwiAP6797++HWAfk1Pu2gS76R8WOsNa3f41b00NTIwmOjL0jMzb0P5DiQ6NZm/hXmocNZyu\nPN3p8VVYqz2vYyLDWmnZ+yh4ExEREemknLIcKu2VLDAWUPjzQv50yZ9467q3mm07a9gsHr38UWYN\nnUWNo4atJ9rcFekMBZYCgF4RvMWExTBt0DQ+PfYp64+sB1yZyWV7ljVqd7T0KACTUiY128+FQy8E\ntFm3t06UnSA0KJSkqCSv+3KveYts55q3hoKCXFMncwstlFfWB1kmkwkjyWBn3k5C/xBK0iNJnd64\nu7zBtMnoyC7f1tqvFLyJiIiItKLUVsqu/F3Nnsu35AOuYCoxKpFfzPgFU9Oan/7ndl76eQBc+fqV\nnrL/7XWk5AgAKdEpHbquu/x29m8B+L9P/49Pjn7CjOdn8LW3vtYocD1deRoTpkbZy4YiQyMZGDPQ\n89mlc06UnyCtX5pP1kraOlBtsjktTZ287ezbGr1PfyydX3z0iw73X9EoeAvtxAh7LgVvIiIiIq34\n3vLvMeHpCbyy45UzzjUM3trrxgk3csP4G6ioruDnH/2cb73zLXbn727Xte4phrOGtX9Pru40d+Rc\npgycwtrDa/nd/37nOb4tt34qZU5ZDikxKQQHtZzFGRY3jGOlx1S0pJOKrcXklucyNG6oT/qrz7x1\nMnhzFy053njq5B3T7iBzYOONulvbO7E5DocTi6ZNioiIiPQ9TqfTUxnypR0vnXHePa0rOSq53X0G\nBwXz3PznGNp/KK9/9Tov73iZ8U+PZ8PRDW1eu+HYBoJMQVwy4pJ236+73Tj+RuwOO2sO11eddJeD\nz6vI42jp0UbFXJozLG4YNY4aDhUf8utYA9Xy/ctxOB3MzZjrk/46skl3c9KSYwCa3UR7ybwl/N/F\n/8f3pnyPccnjeGHBCx3q21pVg8NZ/16ZNxEREZE+ory63PN6b+HeM86/ve9tAGYMmdGhfmPCYnj5\nmpeJCYvxHPvFR7/A6XS2eI3D6WD7ye2MSRrT6Lqe7s7z7mTuSFfQ8PSVT5PWL43/7PkPlfZK5v97\nPg6ng6uNq1vt4+LhFwPw4pcv+nu4AenLU18CMHvYbJ/0V7/PW+eCt5i6gMpiPbOk//TB0/nlzF/y\n7Pxn2fXDXR3ez7CiSZ8K3kRERET6iIYV73LLcymrKvO8dzgdbDy2kQkDJjAyYWSH+75w6IUU/7IY\n5wNOMgdmsuXEFv67r+WKivtP78dit3hKqvcWwUHBvH3922y8bSO3Z97OLZNuobSqlLFPjeXz3M+5\ndMSl3D397lb7uGH8DQBsytnUFUPulSzVFua9No/Uv6Sy49SORucOlbgylhkJGT65lyd4C+t4wRKo\nD6iaC968VdGgCApAdCe2M+jJFLyJiIiItKDIWtTo/UMbHvK8PlF2AmuNlbHJYzvdv3tLgd/Ndq0H\nc08nbM7z258H4Jy0czp9v+4SGRrJ+YPPx2QysXD0QqC+yuQDsx5os4hGdFg0Q/sPZU/Bnlazk33Z\nuiPrWJW9ijxLHte9dV2jrSgOFR8iOjS6Q9N7W2Pzcs1bWGgwIcFBWGz+CN5cfboDS2XeREREusDn\nJz5nzktz2FywubuHIn3Yaasr8/ajc35EWHAY/9n7H88582kzAEai4fV9RiW61nydqjjV7Hl7rZ3n\nvniO1JhUbp18q9f3606ZaZnMGTYHgPdueK/dU06npk0lz5LH8bLj/hxer3Xg9IH610UHWJ29GnCt\n2zxUfIiMhAxMJt9sWG2rriUoyERoSOdDiZjIUCzWGp+MpyH3tMnhaf0BiO8X4fN7dCcFbyIi0iO9\nsvMV1h9Zz2+2/6a7hyJ9mLsgyaTUSVyecTmHig9xouwEthobC5YuAPAq8+bm3nursLKw2fMvfvki\nJbYSFo1e1KvWuzUnyBTE2m+txfmAk/nG/HZf5w6SDxYd9NfQerU9BXsA+NvcvwGuPfUAdhfspqK6\nghHxI3x2L2tVDZHhIV4Fg9GRIT7JvOUVVVJlr69C6t6g+7Jzh3LX4snMmjLI63v0JAreRESkRyqt\nKgWgqLqIYmtxG61F/CO7KBuAkQkjmZw6GXAVLvnD//5Apb2ShMgErjzrSq/vExcRR5ApqNngzVZj\n467VdxEfEc9Pzv2J1/fqrdxr/T459kk3j6TncTqdbD6xmYiQCK4fdz0AO/Jc696e2PIEAIvHL/bZ\n/axVNUR2cr2bW3RkqNdr3orLbXznoY+4/xlXoPrZzlye+o/rc/ePCeOiqUMIDfFunD2NgjcREemR\nGj7EutfGiHS17OL64G1S6iQALn3lUp76/CkA3vjaGz7JhAWZgkiMTGw2eNtwdAMWu4Vbz74VI8n7\nKZq91cUjLibYFMzK7JXdPZQeZ83hNezK38XlGZeTGpPKpJRJfHToI46UHGFb7jYiQiJYNGaRz+5n\nq67pdKVJt6iIUOw1Dp55eyfL1h5o+4JmnC51revbe6QIh8PJwy99jntJZKDt7+am4E1ERHqkAkuB\n5/XREgVv0j0OFx8mLDiMtH5pzD+rfopfaVUp35z0TZ/ut5YUldRs8PbuvncBmDdqns/u1RvFRcQx\nZeAUsnKzsNf6vtBFb+b+GbnjnDsAuOXsW3A4HWw4uoE9BXsYlzzOUxzHF6xVtV4Hb+5CIis2HmbV\n5iOd6qNh5u7giZJG5/pFB1ahEjcFbyIi0uM4nU6OlBzxvFfmTbpLkbWIpKgkgkxBhAaH8pNp9dMW\n3Q/KvpIUlUSRtYhaR/36HVuNjZd3vsygfoOYNXSWT+/XG40fMB67w+6ZziquSpIv7niRgTEDPfu4\njUseB8Bdq+/CZI/BqPg2lT6q7FjrcFJtryUyzLvgLaZBFcjSiupWWras4Z5u67/IASCuXzg3Xj6a\nQcm9e21oSxS8iYhIj5NTlkNBZQHpsekA/HTVT1l/ZH33Dkr6pGJbMXERcZ73Q/oP8bwe1M+3hRCG\nxg3FibNRYLKnYA8V1RUsMBYQGhyYmYSOyByYCcA7+97p5pH0HP/I+gcV1RXcf+H9np+RMcljANcf\nH4bUzqHsRBqf78nzyf2qqr3bJsAtOqL+59laVYO9praV1s1zbwsAsGbrMQAuPHsQiy8zfFZZs6dR\n8CYiIj2Oe6H9tWOu9Ryb89IcPbBJl7LarRRZi0iNSfUcS46u3ycrJSbFp/c7b9B5QH2VQICv8r4C\nYELKBJ/eq7daPGExCZEJ/G3L37TfWx3370t3oRJw/WHBHehOSpwGQKmlyif383aDbreoyMbBX5ml\n49k3i7X+GovNNa7UxGivxtXTKXgTEZEex73G7dxB53LDsBs8x7Nys7prSNIHuafujoirL7GeEZ8B\nwMSUiT5dQwRwziDX5tvuh3GAr/LrgrcBCt4AEiITuHDoheRZ8siz+CaT1Ju9sesNVmWvYnTSaBKj\nEj3HTSYTm769iewfZzMzzbUuszPBUXNKyl1BYGyMdwVBYiIaZ5I7Mz73tMmM9P6eYwOTFLyJiIh0\nqRPlrr210mPT+dm4n/HO110ZN/eGySJdYf/p/QBkJGR4jp0/+Hw2fXsTW7+z1ef3G9p/KOCaNgyu\ntZ9rD6/FhInxA8b7/H5dpdJm553/HfS6LLzbmCTXlMCGm1L3RXsL9nL3h3cTbApm2fXLzjgfGhxK\nRkIG5ZWuoKisk+vKmiquC94SYr3b/Do6snHwVlrR8cyge9rkOWPqs+OpiVFejaunU/AmIiI9Tm55\nLgBp/dIwmUxMG+Sa9qPgTbqSOwM2MWWi55jJZOK89PMIDwn3+f2So5MJCw7jeNlxAHbl72L7qe1c\nM+Ya+kf0b+Pqnmvr7lP8671dbNl90if9JUe5pq725d8Hewr2MPbvY8ktz2XeqHmtbhRfXhfg+Gra\npLs8v6+DN28yb9PGuaYwm0yQkhDYwZtv8/0iIiI+UGJzlXyOj4ynhBLPdKDmyqiL+Mv2U9sBODv1\n7C65X5ApiNFJo9mZt5NiazF7CvYAMHPwzC65v7+410hVVXe8IEVz9PsA/vXFvwBXJvjVa15tta07\nKPLVtMniclfwFu9l8Bbli2mTdVnFIamxDEntR5DJFHCbcjelzJuIiPQ4FdUVAJ7Nj8OCw4gJi6HI\nWtSdw5I+ZsepHSRHJTMwZmCX3fPaMddiq7GR8OcE3t//PgBT06Z22f39ocruAKCm1jcFRpKikoC+\nG7w5nA6e//J5UmNS+fCmD9vMyrqnTXa2HH9TRXWZt0Qvg7eYM6ZNdi7zFhoSRHhoMA99fwZ/uP18\nr8bUGyh4ExGRHqeiuoKw4DDCgusXxMdFxFFqK+3GUUlfk2/JZ3D/wV1acvy+C+4jMiQSgNe+eg2g\n1SlxvYG7BHxNrcMn/bmrf7oLG/U1W09spcRWwhUjryA6rPXiHE6n05OdKvdR5q2ozDeZN/e0SXfV\nyrJOTOussNo9QWBcv3Di+vl+OnNPo+BNRER6nPLqcvqF9Wt0LC4iTpk36TJOp5NKeyXRoV1buS4k\nKISiXxYRFepat5MQmUBCZEKXjsHXqj2ZN98Eb+MHjCcyJJKNxzf6pL/eZlvuNgBmDWt703ZrVY0n\n41lWWY3D4X32s7jcRkhwEP2ivNt3sH9MGHH9wpk6xrVerbRT0ybtxHg5jt5GwZuIiPQ4FdUVnimT\nbkP7D6W0qlQBnHQJa40VJ842Mxv+EBESwWUZlwHw/czv9/rNht2Zt1ofBA7gmkZ9zqBz2JW/C1uN\nzSd99hZOp5PnvniOIFMQM4e0vRayvMEm1g6HE4vN+4qfRaU2EmLDvf65DA0J5rl7L+HOxVOAjmUG\ns4+X8M3frqK8spqYSO+2LOhtFLyJiEiPU15VTr/wxpk3I9EAwFxo7o4hSR9jqbYAdHnmze2pK57i\n6Suf5oHZD3TL/X2pusa3mTdwbULtxBmQ694e/exRLnvlMo6VHjvj3InyE+zM28mVo65kRPyIZq5u\nrGlA1Jly/A05HE6Ky6u8njLpFhEeQnhoMNGRoR0a28pNRzxbFjStWhnoFLyJiEiPUuOooayqjP7h\njRfhj04aDcC+wn3dMSzpYyx2V/Dmnr7Y1dL6pfH9qd9vtO6zt6q21615q/Fd8ObeLqDAUuCzPnsC\nq93KPR/dw0eHPmLJliWe49lF2Rw4fYDV2asBOCftnHb1V1a33i2oLknmbcXJMks1tQ6n19sENNU/\nOqxDY2u4l1vTwieBTlsFiIhIj5Jbnkuts5bB/Qc3Ou4O3synlXkT/+vuzFsgcQdvvpo2Ca498QAK\nKgMreNtdsNvz+pmsZ7ht8m04nA6mPjfVM0U02BTM1cbV7erPXawkJTGak4UWrypO2mscfLjFVSTG\n18Fbv6gw8osrOzQWt7yi9l8XCBS8iYhIj+KuIDe0/9BGxwfFDgJcFQBF/K3S7nog7I41b4HGH9Mm\n3ds35JTl+KzP7uZ0OvnDhj8AMCllEjvydjD272dWGn3k0keYlDqpXX26p00OSo7hZKGlUxUd3TZ9\nlcsrK/cCMHqYb4voREaEUFPrxF5T26592tx7B4Lrs3nLMIy5wONAMPBPs9n8pybnvwH8AjAB5cAP\nzGbzTq9v3AmaNikiIj3K0dLmg7fY8FgAyqrKunxM0ve4p00q8+Y9e121yVof7fMGMG7AOMBVNj9Q\nPLb5Md4zv8eUgVP43y3/Y/aw2Y3OT0yZyPmDz+eOaXe0u8+yuoIlQ1Jca4iLyjofvJXUrUm7a/Fk\nZk9J73Q/zYmKcOWTKm01bbR0cW/4fuNlBt9eMN6rexuGEQw8CcwFxgKLDcMY06TZIeBCs9k8EfgD\n8A+vbuoFZd5ERKRHOVl+EqjPtLm5tw5Q8CZdwTNtUpk3r3nWvPkw8zYpZRLJUck8v/157r/w/jN+\nX/Q2R0uO8vOPfk5MWAzvfP0d+kf0Z9231lFYWcgTW55g1tBZXDzi4g73e7rUCsBZQ+MByCuydHqM\n7mxXXD/fTpkEiAp3rVurtNXQP6btvdps1a6xXHTOEF+seZsGZJvN5iMAhmEsBRYAe90NzGbzpgbt\ntwC+jV47QJk3ERHpUaw1roeNphmP8JBwwoPDFbxJl1DmzXeqfbxJN0BkaCT/b+b/w+6w8+HBD33W\nb3fZemIrDqeDe2fe22i9b1JUEr+f8/tOBW4Aew4XER4WTKYxAJMJTp3u/Powa11WLCrc97mf+sxb\n+7YysNVl3twbfHtpEHC8wfucumMt+TbwgS9u3Bkmp9N3KeyulJWV1TsHLiIiItKH/GNVHrlFdsYP\njeRrMxK7ezh9RmVVLX9edpLhKeF86+Jk/vqOa1bD3QsHdqq/FZ8X8/kBCz+4IoWUON9WeFy7s5QN\nu8q55eJkhqW0nXl7ZV0BB09Wcd/1aYSFtC8XlZmZ2ezGdIZhXAvMNZvN3617fxNwrtls/nEzbecA\nTwEzzGZzcbtu7GO9etpkZmam3++RlZXVJfeRrqXvNTDpew0Md6++m8c2P0bW97KYMnBKo+915BMj\nsdXYyLk7cIoU9EW94f/q45sf567Vd7Hs+mUsGrOou4fTK7T0vYauXQvYie0f59PvvdhaTMKfE5g3\nch4ffKPbEiFee/SzR7nno3sIMgVx6menPJU0vbV510ngJNPPHk5mpsGQLZ+y+9BpJk46u11FQdzc\n3+v/zFmAhamTJzIgwbdbaBwty2bDrt0MHjqCzHGpbbZ/c9MnmExVnDdtars2C8/Kymrt9AmgYXnj\nwbiyb40YhjEReA5XoNctgRto2qSIiPQw7nLYkSGRZ5yLDY/VtEnpEu61l6kxbT9ISus81SZrfDtp\nKj4ynsGxg9lyYgs1jvYVuuhpnE4nr+x8BYCXFr7ks8ANYMcB1zYK40a4KkOmJEThdEJBsbVT/bnX\nvEVG+D73Ex3Z8WmT4aHB7Qrc2mEbMMowjGGGYYQBXwfea9jAMIwhwNvATWazOdsXN+0sBW8iItKj\nuNe8RYScuSg+NjyW8upyHE7frZ0Rac5nOZ8RZAry7C8onecpWOLw/f/b+WfNp8haxOaczT7vuyu8\ns+8dduTt4IpRV3DTxJt81u+nO06wYuNhYqPDOGuIq1hJaqJr/WZn1725K0FG+mPNm7tgSVV7q03W\nEBHmm3GYzeYa4EfAamAP8IbZbN5rGMbthmHcXtfsN0A88LRhGNsNw+i2Mqe9etqktN+mr07yj//u\n5K93ziLexxsrioj4ktXuCt4iQ5vPvAGU2EpIiPTtPkMibpZqC5uOb2LaoGn6OfOBas9WAb4P3s4Z\ndA5sg70Fe5k5ZKbP+/e3dUfWAXDvzHt92u+bH+8nOCiI3313uifISamb6niqkxUnrVU1hIYEERLs\n+9xPZAe3CrBV1xLum2IlAJjN5pXAyibHnm3w+jvAd3x2Qy8o89ZH7Dl8msJSG4dzNd1IRHq21jJv\nY5NdG9Zm5ba6fkHEK/sK91HrrGXqwKndPZSAYPdUm/R9rbmRCSMBOFh80Od9+5ul2sLqg6sJCQph\nysApvu3baic+NpyRg+M8x1ITXJm3vE5m3qxVNX7JukHnqk36qNJkr6PgrY9wz1O2WNv3n0JEpLt4\nMm/NrHm7YMgFAHx67NMuHZP0LfsK9wFoyqSPeNa8+SHzlhGfAfTO4O2hTx5i/+n9fGPCN4gK9W0B\nEGtV7RnTClMT6zNvyz89xNptxzrYpz+DN9e0SWu7N+n23bTJ3qZvfuo+yB28VViru3kkIiKts9ZY\nMWEiLDjsjHMZCa4HtZMVJ7t6WNKHKHjzndpaBw6H0/Pa11JjUokKjSK7qFtrSHTKBwc+ICQohCXz\nlvi8b1t1DZHhjQPCuH7hhIUGc7LQwmc7Xb9DL5o6pN19WqtqPFMvfc29d1x71rzV1DqoqXX6dNpk\nb6LMWx9RH7wp8yYiPZvVbiUyNLLZKmJxEa4pQKVVpV09LOlD9hTuARS8+UJVXbES8M+0SZPJxLjk\ncezM28mGoxt83r+/PLThIXbk7eCi4RfRL7yfT/uuqXVgr3GckZkymUykJERx5GTHl9A4nU5sXTBt\ncseBAu5/9jPu+/tGCkuar4pZv0F338xBKXjrI2xVrh90TZsUkZ7OWmNtdsokQP/w/gCU2hS8iX84\nnU42Hd9Eakwqaf3Suns4vZ69pj7bVuuHapMAf738rzicDma9OItV2av8cg9fqrRX8sD6B4gMieR3\ns3/n8/7dwU1zgZZ7uwA393rEtlRV1+Jw+qfSJNT3e7rUxpf7C/jqYCG7D51uYSyuhITWvElAs1a5\ngjZLO+cSi4h0F3fmrTkRIRGEBoVSYivp4lFJX3G09CgnK04yc8hMX+0h1ae5K02C7/d5c5s5ZCaX\njLgEgF989Au/3MOXdufvptZZy7cnf5vz0s/zef+2Kndwc2ag5V735lZmad9yGvd0Rn8Fb8HBQWdM\ng2wY+Dfkybz5aSw9nYK3PsIzbbJSa95EpGez1librTQJrmk/cRFxmjYpfnOs1FXEwUg0unkkgaFh\nZscf+7y5rb5pNecPPp+v8r9i64lu24KrXZ7NclWgP2fQOX7p3/3MFxF+ZmbKvdebW3uDN6ufgzeA\nyCbBpr2FNZL1wakybxLAVG1SRHoLq73laZMA/SP6a9qk+E2+JR+AAdEDunkkgaHhmjd/FCxxCzIF\n8cCsBwC4d41v90zzpaqaKpbuWsqI+BHcOOFGv9zDVt1yoNW04EhZRTuDN/cG3RH+C97K6xIMYSGu\n8KPoclwAACAASURBVKSmjcybCpZIQLO617y1c/8MEZHuYquxtThtElzr3jRtUvylwFIAQHJUcjeP\nJDA0nPrmj4IlDV2WcRnTBk1j/ZH1ni1HepIV+1cwaskoLHYLV591NSFB/gmE3HUOmp822XMzb7V1\nVUkz0l2FqVqaNlmlgiUS6JxOp+evMMq8iUhP5nA6qKqtajXzFhcRh7XGir1Wv8/E95R5863qRtUm\nz3wYt1jt7D502vPg7q0pqVNwOB3sP73fJ/35SpG1iKv+fRXHy44DsGjMIr/dy+rJvDUzbTIhisjw\nYNzLOcssVW32V2V3cPCEa7ZDVBesMxueFguAvbb5Yio2FSyRQGerrvVUFtJWASIts1XXsDO7AKfT\nv38dlpbZamwArWfeIuoqTmrdm/iBgjffqm4j8/ba6n38v6c+5faHP6a43Ob1/c5OPRuA/+77r9d9\n+dKWnC2e1y8tfIkLhl7gt3t51oQ1E2hFhIfw+F2z+eXNrvV2pe3IvK34vIR/vbcL8G/mzW14mut3\nfFsFS8KVeZNAZWuw4aHFateDqUgLPtx8lF89/RnmY8XdPZQ+yz3VqaWCJVC/XYCmToo/5JTnAJAS\nk9LNI+ld7DW1vLelmJ3ZBY2Pt7Hmbf9R1+/bvKJKDhz3/v/0NyZ+g7iIOP6R9Q8cTv+tseuotYfX\nArDqG6v45qRv+vVe1lamTQKkJceQluyaPtmeaZM7j1R6XvszeHvq53P4+U2ZDKvLvLW05k1bBUjA\nszYI3mpqnY0WD4tIvfJKV2a6olIZ6u7iznrER8S32CYhMgGAvIq8LhmT9B3uPd7SY9OVeeugD7cc\n44uDFh58vnGlx4ZbBdQ6nI3+gOx0OjmeX+55b7d7H2zFhMWwcPRCTlac5Pb3b/e6P2/kW/LJLsrm\nxS9f5C+b/kJseKxfM25utlamTbrFRocB7QveBiWGel6HhfovYBqSGsuFk9MJDXaFJy1Vm6wPThW8\nSYCqrGq8t5vWvYk0z72BbHs3LRXf212wG4CxyWNbbJM5MBOATTmbumRM0ndkF2VTUFnAjMEzunso\nvc7WPacA6FcXFLhVN/l92nBtW1GZjcoG+882bdtZj172KKkxqby04yVqHN2zv22BpYCJT09k1JJR\n3PrurQD85dK/EBUa1caV3mttnze32OhwAEor2l7z1vBv/vH9Wp4V4SuhddUmWy5Y0vbnC2QK3voA\nW5PgTeveRJrnXo/hr41kpW27813B2/gB41ts4/7L9SfHPumSMUnf8VX+VwCck+af/bcCVU2tg50H\nXNMlBw+IaXSuuskDeMOpcEdPubJuA+sqIFb7aGZQQmQCFw+/GLvDzvHS4+26xul08t33vssdK+7w\nScD3p41/Is9SPzvgp+f+lO9M+Y7X/bZHeypDhoYEERUR0q7Mm63aQUJsOH/84QzGDE/w2ThbEtLG\nVgG5py0AJMb5P5DsiRS89QHu/8Qhwa7SQsq8iTTPvR6jpQpX4n85Za71RsPjhrfYJj02nWFxw/j0\n2Kc9ak2L9H7FVtf6q+RobRPQEeajxZ4/flU3mfpobxKQ1TTIvB37/+ydd5gb1dn2f+rS9uZdr3sf\nd2NMscG0AAnw0hJIIAkJCSQkIRVS3pCEQPISSIcvHQg11CSQhFBNsTFg47I27h7Xrfb2qt7m+2M0\no5FW2pW0kna11n1dvqwy5exo5pzznPt+7icUvM2ZWhZz35FgTsUcQGZTE8GGpg38dftf+dPWP/Gn\nLX8a8fmVxaUvLP8Cyycu5+7z70anWDymGYFAkLe3NavBr2LoEcuwRIuSQnPCwVtZkZUls6tG3tgE\nYDLIcsh4zNvBxh4KrUYmVRXF/H68Ix+8nQBQgrfKUtm9LR+85ZFHbCg21vEGjDwyj35vPxB2lIyH\n1dNW0+3qTnhilkceiaDHLQdvZdayUW5JbqGt26G+9vgiWSuFeVPyk7SmJU1toeBtivy8p4t5A5hd\nPhtIPHj75qvfVF+/dPClpM8XCAb47prvUvrzUgw/NbC5ZTNnTD2DBy9/kG1f2pZRueT7e1r59ZN1\nPPnqfiA87xsuJ6yy1EbvgHvIeWEgEMTrlygqMMXdJt1QZZMxct7sTi8tHQ7mTitHr89MMDzWkQ/e\nxjkCgSC9A7KeuaosH7zlkcdQUHIx4kk1cgGBoJS2ekmjgT63bP9fYikZcjuFmdvYlM97yyN9aOht\nAGR2N4/E0dUXtvhXWB8FSk5VkU2e/GtrvSlB37SJ8vMeLbEcCRTmbV/nvmG37XP3UXe8jrOmncX8\nqvmsPbqWQDC5QPK/B/7Lrzf+mn5PP1UFVVTaKvn6aV9Pqe3JoqXdDsBr79fjdPs0hiVDM2/L5k4g\nKMH2A+1xt3GEchILbdkP3mKNxQdCjqTzpsU3tRrvyAdv4xx3PbKZB/8j1+aoCjFv+Zy3PPKIDZV5\ni+NwlQv4xG0vcsu960a7GSmj39OPUW8cskg3hCdmt665FW9geNlPHnkkgh1tO9Dr9MyrnDfaTckp\ndPa61NeeqODtgwMdmIx6hOlyrpS21pvbE8Bo0KuBXTqZt+W1yykwFbDm8Jpht93ZthOA0yafximT\nTsEX9LG3Y29S53vt0GsArP/celq/3Urn9zq5dvG1yTc8BbR1y1b+DrefNzY34vYkJps8dYFcDmPL\n3vjOvXaX3L8WWrMXvBmHMCw5GCrlM2/qicuO54O3cY6t+8IPZFUosTPPvOWRR2wEQpOKXJVNBoMS\nXn+Qo8f6Iz73B4I899ZB7M6xH+T0e/opsZQMmxty3dLruHDWhXS7upOeZOWRRyxsPbaVdxrfYUn1\nEorMJ2YuTapQmDebRR9Rjqirz0X98X4Wz6qkwCoHElrZpMvrx2o2qExLutwmQa4Ved6M8xC7xGHL\niij5aSdNPInL5l0GwLN7nk34XEEpyH/E/1Bhq2DV1FUZy22LB4XBNBv1/OedIzhcPvQ6+f1QmDW5\nlLJiC5t2H+ehF3ZHsKIKlDljVmWThvjBm5InOXPy0NL68Yx88HYCYULZ+GHe3F4/3f3u4TfMI48k\noDBuuSqbVKQyEDnobdnbxqMv7eX1zY3qZ4ebewcV0x0LUIK34aDX6bl03qUAvHnkzUw3K48TAP/Z\n/x8AvnvGd0e5JbmHrn43JqOe0gJDBPO2bb8sx1uxoCbsIKgJENzeAFaLUa0dlk7DEoClNUuB+NLJ\ntUfXcuN/buSHb/0Qo97I6mmr+cjsjwCwqWVTwuc53H2Y4/bjXDTnIoz67NvXt3e7KCu2cP5p02jv\ndiI29mC1GIcNIvV6HeeePAWH28+/3z7M/vruQdsowVs2ZZN6vQ6DXhczmLS75faUFJgHfXeiIB+8\njXNUl4elR+Ml5+393cf5+G0v8cWfvZ5QfZI88kgUgRyXTbo0ZUG0MiblOVHyXwecXr5179v88M8b\nstvABNDv6afUktiK6uppq9Gh486378TutWe4ZXmMd4hdIgDnzjh3dBuSg+jqdVFZasVk1OHx+tVC\n3HuPysHASfMmYAyxKf0OLz++fwPPvC7iCTFv4eAtvU6/Sr3Ir7z0FX678bcRJQBePfQqH37iwzz8\nwcMAfPHkLzKjbAal1lJmlc/ijSNv8OKBFxM6j3LvLJ4Qv8RJphAISnT0OqkpL+DKs2ejxGuJFtO+\n4bJFfPz8uQD02QerM5QF/2zKJkHOe4tVc9Xl9qPX67CcoAW6IR+8jXsY9OGfuLpCdjrKdebt328f\nBuTE5jz7lkc64c9x2aS22G17j1N9PRCSSyqW0M+sEbPbsAQRlIIJM28AJ9eezBdO/gJ2r51dbbsy\n3Lo8xju2HNtCubWcScWTRrspOQV/IEiv3UNlqQ2zQUdQCrNrSp9TVWrDEHIG/Nkjm9l+oIMnX92P\nyxNi3hTZZJqDtwVVCwDY37mfb6/5Nn/Y/AcAWvpb+My/PoMOHZfNu4zppdP56qlfVfe76eSbAPj6\nK4kZjhzoOgAwKrmS3X1u/AGJmooCJk0o4oJTpwHhxbrhoNPpmB4yjOlzDN5nNJg3AKNBH3Msdrh9\nFCTAKo5n5IO3cQ5/MIher+NHnz+NqTXFQO4zb9oOKVcn2XmMTSjMWyypRi7A6Q4/2x2a4M3ulD/v\nd3iRJInXNzeo3ykr5GMBDq8DCSnh4A3g9MmnA7CnY0+mmnXCo9fdyyef+yQ3/udGWvpbRrs5GUFQ\nCtLU18SCCQtO6ElhKujp9yBJUFkiM28QNi2xu7zodbLrocK8KQvI1RUFeH2BCOYt3WP6ggkLKDYX\nq+/fOPIGAI9+8Cidzk7uPv9uXvjkC9R/q55F1YvU7b535vdYPnE59b31qgPuUBjN4E3Jd6uplBfo\nr7tYDlhnTkq8Hy0tkiWIfTECvtHIeQOFeRt8PzjdfjV/8kRFPngb5/D7g9RWFnL64lqMBj02iwGH\nO7eDN61UMt2rdHmc2FAs9nN1USCSeQvLJhXmbcDppbPXjcsTfm7GUlmBfo9stJJM8Da7Qq7ltL9z\nf0balAc8sv0Rntn9DA9/8DB3rb8r4jutDC2X0e3qJiAFmFCQL86dLLr65b6mssyGySAHb241ePNR\nYDWh1+vU4E2BMpZbzUbMJvk7T5rH9AJTAQe/fpDdX9nNxKKJ1B2vwx/0s611GwCfWvKpmPvpdDrO\nn3k+AFc8cwVHe47GPUcgGODthrcx6AyqC242oagsqsvl4K2ixMqDP7iAO7+4KuFjlBZZAOiLUbB7\nVGWTMRZSnW75nhpPEATBJgjCZxLdPh+8jXP4A0GMhvAqYqHVpK7C5yJ8/mCE7DOdNWHyyCPXi3Q7\nPcPJJj00tw9E7DOWWEYleEs05w1gSfUSCkwFPLjtQZw+5/A75JE0mvqb1NfbW7cD4Pa7OeWBUzD9\nn4mvv5ydWlaZhBL8z62YO8otyT109crpC3LOW2QQZnf6VMZGOxeBMDtnNRswGvTodJnpe2uKalhU\nvYhL5lxCq72Vx3c8zq62XVTYKqgtqo2739dP/zqnTDqFtxve5qPPfjTuQsX7ze+zv3M/n1ryKWym\noUucZAItHTLzNrEyXAR8YmUhFSXWhI+hBm8xfASUOVdRlmWTJqN+kHlYMCjh8vizLuHMFARBWCkI\nwgPAMeBzie6XD97GOfyBoOrwBLJmOZdlk/1RemxfnnnLI41QSgWMpYAmGbgiZJNa5i0sm2yKCt4C\ngbHDvPW45fo9yTBvlQWVXL3wavo9/Zz1yFlqYd3d7bt5atdTGWnniYYjPUcAmF46nU0tm3j10Kt8\n/43vU3e8DoA/bvkjHY6x51yaDPa0y7JbrXTuRMVbWxt5fu2hhLdXaoxVldliyCZ96qTfYIg95bSa\n5fwlk9GQduZNi++eKbuI/mXrXzjYfZDF1YuHlMhOK53Gli9u4VNLPsWOth1sbNoYc7tD3fK1Wj1t\ndfobnQDqQ6VhZtSmbp1fUijLJvtjMG+jJZuMlfPm9vqRpOGLj49lCIJQLQjCdwRB2AM8AlwFLBJF\n8fxEj5EP3sY5/AEpQqpQaDPhdPsIjiGpVDJQ8t2UFbw885ZHOuEPZod521/fzU8fej/CHTId0DJv\n2uBNqe9md/nUGjnKKu1YClQV9iNZ6dHyicsB2HZ8G+vq1wGw4oEVfPr5T/PW0bfS2sYTDS6fi9eP\nvM7cirk8dZUcDD+39zleOvgSANcvux4JiV3tuW0Yo+QsKQYXJzLufXo7j7yYeA5pS4fs9DplQpFG\nNunH5w/g9QUossmBgZZ50+vDr60WOd/NYtJndEFWqBSYVT6LLce2ALK7ZCL42PyPAcQt9n20V5ZU\nziybmYZWJo+jx/soL7ZQVmxJ+RhGg55Cm4neGMybYwzJJh0u/6i0JV0QBOHfwAfADODzoiguAPpF\nUTyWzHHywds4hiRJIdlk+GcuspkJSpH1oHIJio3thDJ54hnLRjaPPFJFtpi39R+0sGVvGwcae9J6\nXJcm562rz6WakSjMmyTJgaNOB9NqZHZrLOW87WzbCYRrMyWKr532NTV3ZV39OiRJwhuQ+4oL/3Yh\nm5oTr9eURyTea3oPp8/JFcIVnDLpFIx6I3/d/lcOdR/iojkXcfb0swFo7Gsc5khjG73uXkBmcvOQ\nkWhOeUuHHZ0OaqsKI5g3NVcqxNho3a8nVoQlflazzKKYjIa013nTQqfT8fuLf49Jb+LMqWfy6SWf\nTmi/c2ecS7G5mJ+98zNeOvBSxHc9rh4e/eBRdOhYUrMkE80eEnanl44eFzNqE1crxENpoZn+GKUC\nWrscmI3Zt+Y3GQ2DFlKdHvmeKrDlLPN2KiACG4CdqR4kH7yNYwSDEpIUrlQPUBi64XM1701ZFZoQ\nql8Xq6N3un0q05BH8nC6fbR3n5i5Q9nKeVPyCpxpNg9SDEuKbCa8/iAebwBJktScN4CG1gEmlBeo\ng99YYt4Odh8EZIe4ZGDUG/nTJX+i1FLKLzf8ktvX3q5+F5SCrHxopeoyl0dyOD5wHJBd9MwGc0RO\n2E0n38S0UtmWfF9H7CLIuYIBr8xIa50JT3QkWlaopd1OdXkBZpNBZd48voA6z1Bkk9oUjolVhepr\nq1lh3gx4M7wge8ncS2j4VgNrPrMmYVfRyoJKXrvuNQAuffpSrvr7VfS45IW3J3Y+QUNfA9854ztM\nLJqYsXbHQ/1xWTI5c1LqkkkFpUUW+p3eCGVWV5+Llg4H06stWXdhNRn1BINSxAKjM8S8FeSubHIa\n8GtkqWSzIAiPAIknJ4aQD97GMRS62aA1LAl1ornqOKnIJpWC47E6+l88vpXv//HdrLZrPOHuRzdz\n489ePyFr6GWLeVPyChQJSLqgyCaViVGfw4vHFxgUjE6tLsIYWgUfSzlvA54BdOhSmkCXWku5ftn1\neANefvbOzwD47yf/y9ULrwZkBk5h4/JIHJ3OTgCqCqoA+PjCjwMwo2wGH13wUVZOWUmZtYxHPnhE\nzTfMRSjBW5G5aJRbMnaQyCKo3eWj1+5hSrV83czGsNukI8rowqiRSkYwb6GJuMmkzyjzpqC2uJYC\nU8HwG2qwauoq/nCJXCPu+X3Pc9ubtwHwVr0sy9bWiMsmjir5bkmUBYiH0iIzwaAUEbTvPCQ//zNr\nUpdkpgpFNaYdj5W5a64aloiiGBBF8SVRFK8C5iOzbx2CIDQIgnBPosfJB2/jGErB4WjZJORuoW6F\nsVAscWN19M3tAzS128dU/apcwo6Dcme9bX/7KLck+8hWzpsiTUk/8yYfr7YyFLzZPTFZ9oUzK9VF\nnbHEvDl8DgpMBSmv8J408ST19W2rb+PSeZfy5MeeZHa5XE5g+/HtaWnniYTo4O3H5/yYF659gW03\nyVbrReYiPjr/o3Q4O3K61p7da0ev0yc9qR/PSGSecCyU7zY5FLzFlE3GMCxRFmAhzLyZs8C8jQQ3\nn3ozv/3wbwG4v+5+1h5dy9qja5lZNpPpZdNHpU1NbfKiQ1pkkzEcJ3ceHL3gTXEu1Y7HSmpADjNv\nKkRR7BRF8V5RFJcCVwMJ06f54G0cQyk4HO02CblbqDtaNhkrudnp9qt2snkkD2Ug3Xkot93jUkG2\ninT3hVxTHe40M2+h4ylmJP0OryqZ1BY1XTa3Sl3UGUs5bw6vY0ST56sXXs2nl3yaHV/ewd3n3w2A\n2WDmR2f/CJANTfJIDtHBm0Fv4DLhMspt5eo2K6esBMjp3MIBzwBF5qITvkC3dtEzkeCtuT1sVgJo\nZJN+lbkrKhhsWKJlTpScN7NRNiwZywuvt6y6hUeveBSADz3+Ifo8fVy/7PpRa48yJ0qmLEA8xAre\n9h7totBmoqY8+0yXUQ3ewvM8hXkryFHmTRCEglj/gD3AdxM9Tj54G8dQJqCmCOYtt3PelE5lgiqb\njJxkS5KkSscGcvRvHG1MCg3C2w905KwraapQ2OpMMm+SJKnGO+lm3lwePzod1IQkSX12jxq8TZ4Q\nloPNmVI2Jpk3p89Joblw+A3joNhSzBMfe2KQ4cmK2hUAPL//+RG170REpysyeIsFJXj76/a/EpTG\nzv2UDAa8A/l8NyL7vkTmCUrdyFjM2yDZpGYuomVOtMxbUAr3w2MVn132Wa5dfC0AFoOFm0+9edTa\n0jvgQa+D4lCAPBKUhsoF9ITSUyRJoqPXRW1VIfpRWNRQ5q5+vybnzZ3bbpOAHRgI/R/9rz/Rg+Q+\n75hHXCid8HjKeesZ8GA2GSgOdTLREguPN6AGHHanV53E5pE4FIex3gEPjW0DaZFj5ApU5i2DwZvL\n41cDpnQz4E63D5vFqFlB9ar5JJWlVg6Gai0bDHpNztvYmWw7fI4hi+amisXVi1k5RTYtaeprYmrp\n1LSfY7yizd6GDl0E0xaNJdVLWD1tNe82vsuO1h0sr12exRamB33uPqoLq0e7GaMOrcOk3TV8zpti\nmDF9ojxOqEW6NWOxErxp5/8F1ljMmxzE+fwB9ThjETqdjic/9iRfO/Vr1BbXMqFwwqi1pc/uoaTI\nElF6IVUov+H+hm4ON/eybO4EfP4gZUXZl0yCRjYZCN+TyoKnzZqz4ct6oAB4HHhKFMXuVA4ydp+O\nPEYMZYKoXe0qK5Kp9fae3HMT3LDzGEda+pg5qQSLKdTJR+W8aYPSXM3rG21oi6TWH+sbxZZkH/7Q\nZCO6tkw6oS2C6syAbLLAYqS00BI6l0eVLp2+qJaLz5jBr79xFoCGeRs7q9wOr2NEzFs86HQ6zp4m\nW9o39Tel/fjjFQ6vg63HtrKkZglGffzJkk6n4xMLPwGA2CVmq3lpQ1AK0uPuyZcJILL/dyTAvB09\n1k9FiVVdMIpwm4wq7qzt77STb6XOm9mkH9SGsQq9Ts+Z085kVvmsUW1Hn92TtuBKmFGO0aDjhfVH\neG7tIX78gFyUvHwE9eNGAmOMnDfVsCRHmTdRFM8FrgUmABsEQfiHIAj/IwhCUvFYPngbx1Bc5LSy\nydlTSjEZ9ew50jVazUoJkiTx5+d2YjYZ+PonTlJXZKKZN+3gkKvS0NGGxxu+pgeaenn0xT109bmG\n2GP8IJCFUgHafIJ0M+BOtx+b1URpkTl0Lq9arHtCmY2br1qGML0CQJPzNjaYt0AwgCfgodCU/uAN\nYHLJZABa+lsycvzxiC3HtuAJePjwrA8Pu+38qvlAuNB6LqHf009QClJhqxjtpow6tCZgdpdvyJzY\nAaeXzl5XhNNhhGGJM9KwRNvfRcomQ8xbnEXZPGLD5w/gcPvV/n6ksJqNzJ06mGEfSfHvkSCWYYky\nxyvIXeYNURSPiKJ4hyiK84GngEeBW5M5Rj54G8fwxTAsMZsMCNPLOdLSx7s7WlSnorEOnz9Ir93D\nopkVTJ8Yn3nTmpQkIvnIYzA8voDqBPbfd+QVuIdfyF0XuUQhF7UPlQrIZPAWwbylL3iTJAmXx0eB\n1UiJIpt0yNJXgKkTI/N5xhrz5vA5ADLm9je5OBS8DeSDt0RxbOAYALMrZg+7bS4Hb90uWbmUD94i\nF0RfeOcIn/zRS3T2ygtAW/a2Riw+1Yds6mdqpPUK8+b2+tUxWHG5nlkrm+mdvXxypGzSEhm85QLz\nNhag5E6XplHWuHj2YPZ51GSTas6bNngLGZbkKPMGIAiCXhCEiwVBeAb4GfBH5CAuYeRu6JrHsFBk\nk4YoLfSS2VXsPtzFLx7fyuwppdx3y7mj0Lrk4Ih6YE2hTj6aedPmEOUNS5KHJEl4fQFqKgrw+gJh\nid8JYMCmXWHOqGzSHg7e0lnnzecP4g9IFFiMFFqNGPQ6+h1eHC4fhTbTIOnLWMt5c/pkKXcmZJMQ\nZt6a+5szcvzxiFZ7K0BCxYcnl0ymwlbBmsNr6HJ25ZQEsbGvEYBKW+60OVPwRgVOLk+AnYc6mVZT\nzE8f2sSkqkLuv+0CAI6GZPXaAtFKnTePL6COwYUhlmTJnCp+9+1zmVJdFKGSUQ1LYjAtecSH4jSZ\nzuBqxfwa/vHmwYjPyootMAo/iSqbDIwf5k0QhF8CVwAbgL+IorgulePkmbdxDGW1whiV+Ltkdtg1\nrOF4bjBvrqgH1qzKJiN7FKeWeUugwGgekfD5g0gSWEwGpmmYmpI0OFmNdWhdFzPJvPU7wivX6WTe\nHJpEbp1OR0mhma4+N8c6HUyrKR5kgW5QC6COEebNKzNvmZJNKkYobY62jBx/PKLNLl+rmsKaYbfV\n6/R8/8zv0+Pu4YmdT2S6aWnFc3ufA+DCWReOcktGH7Fqpx5s6qEzJJ0/1ulQP1fMSuLJJjt7XVSU\nWCLqu82cVIrJaIiYfFs0bpNyG/LMWyJQWNB0Mm+LZlXyh++cx6olYeOosSKb7LN72F/fTW1lYYSX\nQ47hO8ih8GLgV4IgbNH825zoQXIzdM0jIcTKeQNYMLOCj6yczmvvNzBpQmYmSunGIOZNeaijBhqn\nK29YMhIochWzSc/EygJ2H5ZzI50nQM28gCaICQQlgkEpLQ5e0VCkLjpdeuu8RVsolxZZ1MnV1JrB\nFuhKzaWxkvOmyCYzFbwpToKKFDCP4dHqkJm3mqLhgzeAi+dezPfe+F7OFeve3yVLPc+Zcc4ot2T0\nEStwOtjUyzRNHzLg9FJcYKYjJKfUujobDTpMRj09Ax46e13MmVoW8zwmowGjQU8gGFTTIMxxctnz\niI1MBG8A02tLqC4P/6ZlRRY6RsG7zGSQ7wtlMfXlDfV4/UEuXT0z+41JHz4ESMTWMyW8kpoP3sYx\nfDHcJpX3X/v4SdTta4swpxjLCE9M5VtWp5MHiEGGJZ68YclIoNwPFpORpXMm8PKGeiD99cjGIqLr\nnfkDQcx6Q1rPIUkSLR1yUduqMhsdPS78gWBaVhEVybBiDlBSGGZLYwVvyTJvkiRxqLmXOVPKMlLI\nWGXeMiSbtJlsLJywkI1NG3H5XNhMtoycZzwhGeYNYG7FXPQ6PXs79mayWWlHj6sHm9GG1TjyQse5\njljB25GWPhbPCktKDzT2sGJ+Db0DHmwWg2o4AqDX6ZhYWUD9sT6CUrgmaywUWI34/AG1Pwkzy18Q\nSwAAIABJREFUb2NjQWmso3dAXggsS5NhiRZVZeFnoazYSkfazzA8jCEWV2HeXt/cQKHVyAWnTRuF\n1qQHqcoko5Ex3lEQhIcFQWgTBGGX5rMKQRBeFwThgCAIawRBKNN8d5sgCAcFQdgvCMLw1lZ5DAt/\nDMMSLSxmQ87IE8K1PcJJqmajflD7nRE5b3nZZLJQmDeL2cAZS2v5250XAem3tB+LiHZVy0TexX/W\nH2HTnlamVBep9fPSVestOng7QyN7mTYxBvMWYhUTzXnbtKeVW+9bz6Y9rSNtakxk2rAE4KLZF+Hy\nu9h6bGvGzjGe0GpvpchclHBAbTFaECoFtrdup9PZmeHWpQ+97t4h69idSIgOnAqtRnz+IHX729XP\n9tf3AHLOlVJ+SItJVUUo3amWwYlGSaGZIo0k3xQqFZAr85LRhsq8ZUDWqJiWGfQ6tU5ftmFS6v4F\ngvTZPXT0uFgwszKnzUrShUyKRh8BLor67PvA66IozgPeDL1HEISFwDXAwtA+f0q25kEeg6EGb3Gk\nX2aTIWdcnWIlqZpMhkEDTQTzlpdNJg2VeTMb0Ol0lBVbsJgNJyzzlm68+O4RCqxGfnrTGRSHJi3p\nCoyjn5H/WT2Lm69ayrK5VcyfPnhimizz1tolB1fN7fZB34kN3Tz64h61KG8qUA1LMiSbBJhZLstt\njtuPZ+wc4wWSJNHU35R00fTPn/R5nD4n/97/7wy1LP3odfdSZo0t7zvRED0nOGPpJCCc3wYyExcI\nSvTbPTHzoSZNKFJfV5fHZ96+ec1ybv3kyep7Sz7nLSlkwrBEgRK8laapAHgqCLtNBtT7b6Ymv/JE\nRsYCJFEU3wF6oj6+HHgs9Pox4MrQ6yuAp0VR9ImiWA8cAk7LVNtOFMQzLFFgMRlyUDYZybz5hnCb\nzAdvyUMZNJVBFOSV17HKvD37hsgvHt+SlkArEMgs82Z3+WjrdjJvajkTym0xax+N9PhAxCrpxWfM\n5K4vnxlzpTLZnDfFOa5nwD3ou3+tO8xzaw/R0No/6LtEYffKQWGmZJMQlv8pLop5xMfhnsN0u7pZ\nMWlFUvsp2zf15UYxdEmSZObNmmfeAHVMra0qpLTIzEdWTle/Kyk0o9PJZXjsTi9BKbaZxaSq8DM8\noSI+8zZ/RgWLNQZqCtMSbUQ23vDgf3bxwz+/N+LjKMybViKfLlSVysHbaJmVQKRhiWqOU5sP3iD7\nOW81oigqVl9tgCKknwS8r9muGZiczYaNRygr6vHyaSxmA4GglLacm0zCqXHSU2AyGgZNfBXmrazY\nknebTAFKMG/WBG82iykiKN646zhdfS4uXT0r6+2LxhOvyEYDNRUFfO7SRSM6VnQAmO7gTbHVnjVZ\nttVWGLJ0sZrJ1r8JM2+J/Z3K89Tb7xn0nZLH193vjrANTwZKQJVoflUqUCzv88FbbNy/9X4a+xr5\nwVk/YEPTBgBWTVmV1DEUpi5X2E27105ACuSZtxA8ITXL5y9dxKoltQQCQcwmOcWiqsyGPxDE5fHT\nOxCf9dEaoQ0lm4yG2aQYkeXGonKq2C520NQ2MOK5l93lw2jQYbOkfypfXmKluqKAuXEMZ7IBozZ4\nOzb+gjdBEC4A5oui+AdBEGqAUlEUDySy76gZloiiKAmCMJTGZlj9TV1dXRpbNPrnSTcOH5UnVE2N\nDdTpB6ebuhzy95u21GE1je3g7UhDLwBN9YeQ7PKKrt/nweX2R/w+re2yO2KhWaJ3wM/mLVsH1blT\nkKu/ayYhNsvuYR3tx6mrk+8PKeDB7vKp1+vup+Q6WdWW7rjXNlsosumxu4I8v+4Qcyqd2Mz6lH/X\ntt7IIGrHzl0cK01dWy9JEoeOu5lRbcVk1LFxv1yWQ+ftpq6ujp5O+f3O3SK+UJ2pkeDQETk4bGk8\nSp1neEfF+tBv3dDQRF1B77DbN7bIz1bjsc6IaxwMSjS3ywPrtp0iOFKro7b1oJyHNnBsgDrn4N8w\nHc9rp13Ow9rdsDv//EfBHXDz5Ve+DMDd797NxZMvBqDMXpbUtbL75H5jX/O+YfcbC79Bq0sO5IPO\n4Jhoz2jjaIP8LDfWH8HslfuRmjIDTR0BjHgw6iV6+hxs3ibbGTgHugZdt87jR9TXLQ0iXccSm180\nhPqkI/WN1NmihVvjB129sgR946atFFhSN8Xq7BnAbNSxbdu2dDUtAjddWI5eF55jZfv5aGwJ3w97\nm1wY9NDadICOltwvPCsIwm3AJcBE4A+AGXgYWJ3I/tkO3toEQZgoimKrIAi1gJIB2wJM1Ww3JfTZ\nkFixIjk5Ryqoq6vLynkygeOuI0Avc+fMZsWySYO+f2PPFg4cO8bChUsoLxnbLlsbj3wA2Dn5pCWq\nc17Zu+vptvdF/D5Pv7ceo8HL1NoKWrpaERYsiWmjm8u/aybh1LcAXcyeOZ0VK+T8oOotGzjW3cHS\nZctlGUMoeJs1d5Gqix8t2F7pwu5yIUkwfdZ82psPpPy7HmruhZfDNcDmCQtUliwVvLLhKE+u28nF\nZ8zg5quWsf7ANqCP81efxNSaYjp9DazZ/gG1k6exYsXI3bO2Nu4EBli+bFFC7ZYK2mB9FxNrJ7Fi\nxbxht3+hbiPgwo+JFStW0NbtxGo24PL48Qfk7rqkvIYVK4SU2u87IgfPHz79w4OKQqfreZ3rmQvr\nwG/x55//KNy78d6I96+0vILVaOXac6/FbEhcliVJEgVvFeDQO4a8xmOlD97ZthPehNmTZo+J9ow2\n9rXvA/pZtFBQJY3bmnfR1HGE2dMn4vJ30mf3MqF2OtDJQmGmOlaA/Luee+Zp/PGllzAZ9Zy58tSE\nz60rbIf1G6mZmFiflIsIBiXcT8tj6Jx5i6itSl0mHvjvq5SXWMbtXLiito+n3l6H0VZOV7+dGZNK\nOe3UU1I+3hhbnPkkcAqwCUAUxSZBEBKmFbNNt7wAXB96fT3wb83n1wqCYBYEYSYwF0i4WF0esaEa\nlhhir1IohTFzwbQkukg3yNI+uah0mKR1uv3YLCbVDCJdTn4nCjw++Tprc95sceR9StHW0YQ2sV3R\n/6eKaNfFVPPo1tU1ce2PXmbNZplNU2rlHWnpw2I2qMn8hTb5uqYr5y3abXI4hHPeEjMZsbtk2WTP\ngIdgUOLW+97md89+oEomAbr6B+fDJYrm/maMeqNajy0TKDYXYzFYcsoJMdNo7Guk5J4Sbl1zKwCP\nXvEoep08Nbhl5S1JBW4gl3GpLarNGdlkr1tmnfOySRlKvplWOi9Mk/MBa8oLKLCYcLqHlk3q9Tqu\nPGc2lyUprY8uyjwe4XD7VCfOkfT9kiRhd/oS7u9zEUpgu2VvG15/cFxJJgGXKIop5/ZkjHkTBOFp\n4BygShCEJuDHwM+BvwuCcCNQD3wCQBTFvYIg/B3YC/iBm0VRTN22LA9Ak/MWx7BE6ZxzIXiLLtIN\nYVthnz+o/i1Ot48Cq1Ht0PLlApKDku+gBPYQDphdHn9EYnRXrxumM6rQuo32ObyMhD+Odl1MdQLx\nm6dkCcuhJnlSWFpkRpIkjnc5mDyhSJWaKvdyut0mC62JdetD5byt29bMxIoC5s+oUD9TDEscLh+9\ndg/9Di+Nbf20aNwnu/tGFrxNLp6sBg6ZgE6no6aohiM9R/AFfJgM43fikyjueeceBryyhPeHZ/2Q\n60+6no8u+CjtjnbmVMxJ6ZiTiifxbuO7OXGNe1yyPC9fKkCGsiCmDd7OXDoJ+1U+zl4+hQ8OdOAP\nBOkMFeiOZ2jxmYsXJH3u8Jg+9uckqUK7yDiSxWWvP4g/EKTIln6zkrECq9nIhHK5HirAjNrUlTBj\nEI2CIJwFIAiCAbgN2J3ozhkL3kRR/GScry6Is/3dwN2Zas+JCH+cIt0KFHYlFxwnnW4/eh1YNUGF\nORSUekPBmyRJOFw+JlUVqcxb3nEyOWhLBSgo1AQZWhewscC8aQf5frsHk0nimddFLlo5I2mXLMV1\nUa/XEQxKqltrsqgstdKlCWJKCs24PH483gAVGnmyEmSlix1W7nVbgoYlRr38/ES7bDpcPn7zpCwv\nue+Wc5g9RWYktEXvm9rkyX5nrzuidMDBph7uengTX7hiMRMrE5cD+YN+jg0cS9ocIxVcPu9y/rDl\nD7x2+DUunXdpxs83lnF84DgPbHuAeZXzeOSKRzh1kixxK7GUUGJJfZV7bsVc3ml8h/2d+1lSsyRd\nzc0IGkP5psmWRBivCAdv4XmDwaDnkjNkaaSixDjeKedtpdONULGG92WgTMtYQb8jvKA8ErMqxUBq\nPDNvAFMmFKnB2zgrE/AN4HFgMeAE3gE+nejOY9ulIo8RQS0VMITbJOQG8+Z0+7BZTeh0YQmoWSng\nGGp/z4AHtzdATWUBRQVyh6adcOYxPNQi3cbYskntYKOsvI4WZKfUcODR7/Cy5YCdJ1/dzx0Pbkz6\neMqxbOZwYdBUEB20+P0S3SE5YblmopN+5s2HzWJM2ETGEJJNRjNvWhnkH/7xAc+9dZDP/9+aCBa7\nsXVA3XdffTcgy6e6+z1s2tPK317Zl1TbW+2tBKUgU0unDr/xCHHVwqsAeP3w6xk/11jHvs59BKUg\n1yy6hjOmnpE2luzkWrl217bjmTFSSCf2dcr36oIJyTNF4xGKmsFsjG2koTgbHuuU+4l01hg7EWST\n2uDN4Uq973fEKA0zHjG5OlwzcLzIJkNM22WiKF4IlAFVoiheoHHjHxb54G0cY9ictxwqiOn0+AfJ\nwRSJhcIGNYUmlNNqiikOSQny5QKSg8cbynnTyiYt4SDDpQk0RiN4kySJd7a30N3vVoP2ihJ58tDn\n8OL1ywHYkZa+pI+t5LxZzPJ9luoEIrrmjsPtoyeUH6I1Bkp3nTeHK7n8B2VRJzrnTRu81R8fYOv+\ntkG/dWOIeZO36aeqzBaReK/NmUwEHQ7ZDbe6IHP5bgpOn3w6lbZKHtz2YM7UIssU6nvrAZhZNnPo\nDZOEUuut7viYMgiIiX2d+9ChQ6hMzWhnvMHrHyyb1EKR0bd2OTGbDGm1qVfqvKWqesgF9Nk1wdtI\nmLckc5xzFVOqZYO6ihJLTPO5XIQoigHgS6HXDlEUB4bZZRDywds4hm88ySZdvkH1q5SVQYUNUiaU\nU2uKKVSYt7xsMimozFuMnDen2xcx2HSNIL8pVWzcdZxfPrGVex7drAbtlaFion12D2Zj6hbCymKH\nzTKyCUR00Odw+egJMW8VGuZNGXSdI7xHg0GJHQc7GHD6Es53g+GZt9IiM/5AkAMNYctupS9pjCrG\nPaW6KKIGY7KsZZ9HDrZLrZnPabCZbPzigl/g8rt4ePvDGT/fWIYSvM0om5HW4y6tWYoOnezkOMbR\n3N9MTVENNtPoOueOFXhiyCa1UII1fyBIWbElQg0zUmSbeRMburOuPOp3hHPeRtL3nyjM25SQwdc4\ny3cDeEsQhI+nunM+eBvHCAxjWJIrsklJknB6/BFOkxBm3r7xm3W89O4RNQ9n2sRiigsUw5J88JYM\nFMmMljlRc948/giJ32jkvH1wQGZoGlr71Xw3pVxBv8OLxxdmkbQupIlAkU2qzFsgteciOtne4fbR\n3T+YeTMb9RgNuhHLJt/5oIUf/WUDLo8/NeYtKudNMSBZMV8ulq3Nc5wSkrAoskn18wlFtIZyYAA1\nWE0U/R45GCy1ZGeAvmjORQDs7kg4P3xcQgneppel13mowFTA9LLpiF1iWo+bCfS4eqiwVQy/4QkC\nNectjmxSu4hanmYmJJvB27s7WvjO797h4Rey2wdoZZP2ETBvyboL5yrmTitj5qQSzjpp8mg3Jd34\nPPCsIAhOQRA6Qv/ah90rhHzwNo6hrKib4jBv5hyRTbo8fiSJuMwbwAP/2c3mva3odTBpQpHqwKTY\nm+eRGGIZltg0xhraQKO7z52wzXy6UH9cnuRPn1iiBppFNhM2i4F+uxe3xn2yN8nSAYpsUlkkUAKu\nZKF1wAR5dbV3QMl5CwdvOp2OAqtpxLLJ9h6n+jr6GRkKSm5cNPN2rMOB2WRg8azKQfsoOQfRjPbk\n6iIuOTMsvVNkoiCzpW9tHboIeZ9bZt5GYpKRDCYVT6LEUsKe9j0ZOf77ze/j8DqG33CUcaj7EHqd\nniklU9J+7CXVS2i1t/LQtodw+pzD7zAKCEpBetw9lFvzTpMKfL4gRoMefZzcWa1MMp1mJRAO3rxZ\ncJtcv12uTbld7Mj4ubSIMCwZQc7biSKbLLCa+N23z+OC00ZeC3U4CIJwkSAI+wVBOCgIwv/G2eZ3\noe93CIKwfASnOwWYBSwETg39Oy3RnfPB2ziGsnplyLBssq3bmfRKezJwxqjxBuGEaQAdsoyvprIQ\ni8mgMm8nsmFJIBDk8Zf3qq5giUCp86bNd9CWCtAalgSCUoQEJBtoCMn1ykusEZbWJYUW+hyeiODt\nWEdyk2eFeVsxvwazycBL7x5JyLL61Y31HGwKSwu9/gBmk4FffeMsFs2qxOnxqxLT8pLIyU6h1TQi\nxzGI/K2SsdiOxbxJkkRLp51JVYUxi8fGc/uaPKGIy1bP4rE7PsLUmqKI/uDuRzdz79PbcXniT1RU\n5i0LskmQA+f5VfM52H2QoJTeVf41h9ew6qFVfOWlr6T1uOmG2CmysXkjq6asSrqWWyK4bfVtAHzh\nv19g+f3Lk2bCs4EBzwBBKZgvE6CBxxfAEkcyCdkJ3rLBvDW3y+qBKTVFw2yZXkQYlqSBeRvvssls\nIWQi8gfgIuSA6pOCICyI2uYSYI4oinOBm4A/p3o+URTrgWagMPSvOfRZQkgpeBMEIS8OzwFkq0j3\nbX96l18+sXVExxgKisudYv+v4GRBNje45ZPL+dJHZTtqhRkosJrQ6U7snLe3t7fwjzcP8p3frU94\nH5V5iwjewoYlSiCtDBjZLILeZ/eo5/f4AurqrMmop7TITL/Di9sbniAe67DT1eeiZyCxhQWlVEBl\nqZVLzphBZ5+bdXXNQ+7T7/Dyx3/u4Nb7wtfY6wtiNRuYP72CAqsRSQovNGhlkwAFNiOOEcom3Zqg\nKFrOOBTUnLdgkEBQ4kBjD119bjzeAJOri2Ja/ZcUmmNO2CZXF6HX66gosVJebGXA6cPnD0RM2Pcc\n6YrblnaHrBbJZqHk2qJa/EE/3a7utB73Nxt/A8Dfdv6N5v6h75/RxOtHZLfNG5ffmJHjr5q6im+d\n/i0ADnQdoGWgJSPnGQl63KEab3nmTYXXF4hrVgKRi6jpdJqE8IJSNoK3prb0u2Umgn6HR52TjWT8\nPFGYtyziNOCQKIr1oij6gGeAK6K2uRx4DEAUxU1AmSAINamcTBCEU4DDwL9D/w4KgrAi0f2TCt4E\nQThDEIS/AseSamUeacdbW5vYvLd1yG3UnLdhZJMjCd48vgAdPS7qj/UPv3GS6O538/PHttAQkspF\nB28XnDadh350IR86ZRoXnzGTH3zuNG64bBEg1+oqtJpO6CLdwZCkUbvSNxw8vgA6XXgFFMK19Tze\ngMoSKXlm6bK5TwSHNQ6SXl8gbGkdYt58/iD9zvC93Nxu53u/f4fb/7IhoeP7Nc+Loq/XuirGgpY1\nUwZinz+g1iBUBtaWdjuFVuMgF8ZCqwmPNxCzUPZQaG4fYLsoBzxaRusrVy1N+Bhh5i3Ii+8e4dv/\nbz33PSNbu0+fWEJFiTXiPgCwu/xMKAuv3dksRixmA1Wl4c8UaWjPgCfi3ttxML486Z3Gd4CwxXw2\nMLdiLgB1x9LniLivYx9rDq9R3/9r37/Sdux04/3m9wE5yMoUfvuR3/LdM74LwMsHX87YeVKFWqA7\nx4O3195v4JjGJXYkGC54yyTzptPpMBn1GXeb1AZN2Tcs8VJaZMFiNqSHeSvIB29pwmRAaz/cHPps\nuG1S1Zz/DrhBFMW5ISbvxtBnCWFYa7JQVHk9cnLdTOBO4KSUmppm1NVlx4Y4W+dJBvc+La/o3vmp\n+PdNZ5e8orx7906sMWQQLV3yxKqx6Rh1danlJPTY5Ymj3eXjvY1bsJrTp8TdJNp5b2cvza2dAPR1\nt1FXN1gKpzxJZqCl/hgt9fJ7kyFIT58j7u83kt/1n+91UVtu5syFxSkfI9M4cjR8rRL9W3t6BzAa\ndGzbFq7PNOCSB7fjbR047fKgbtLJ984HO/cy0GEdfKAMYIfm7+np7WfPvv0AdLS34gsFkd0D8v96\nHbyy4QgurzwJeGHNRvwBienV8Scb9fVyoNZQfxRHt9w1NrW0UlcXXxra2hMOTv69ZhPzp9hwON2Y\nDHrq6upw9MuTQ4fbT1WJcdDv4HXLE66Nm7ZSYEncXv/Op+Tn/7aPT6KxWQ5qv3JJDWbvcerqjid0\nDE8o+O3q7mV9Ty8AOw7KzxruDrZvt1NaoKezP8j/nFrGmx/0UarvwoR8PYwGHecsKiQQhO3bw/eL\n1yUfa+PmD1R2D2DjjkZOmhz7Wv5q8a9gMTTsa6CBhpjbpLsfvrbyWq699FroS++xt14aqUIYi+MH\nwC3Tb+GW6bfgaHBQ15C5Nl5TcQ3XXHoNMPhajIVro/xeY6EtqeB4j5f7X5EXcoaaD2jh8gZxeYNU\nFA2eAjrdXgos+rjXQ5k3AHR3tFBX1zNom5FcS71Oom/AntHfo74t3A+1dXRl9bfv7nNRXmTEbJDo\n7k3t79wk2nm9Tu5nD4l7Od6QXGmWVJGrz0iCSFTXHS1lS1UPXiiK4pvKG1EU3xIE4d5Ed44bvAmC\ncCVwA3A68Fzo9VOiKP48xYamHStWJMwwpoy6urqsnCdphCZvQ7XthW0bATenrDg5Zt2lqtZ+eK2d\nsooqVqxYllIz9jd0AzIDOGn6PGZOSl/Oyq7je4BeekNx5cL5s1lxcuKLHJXvvE1j6wCz5y0etEI4\nkt/V5w9w51Mv4gqY+cZYvDdCqO87CMgD69JlJ6k1dOJBkiTs/36FqtKCiGvjdPvgX8cpLCqlpNQK\n2JkzYyIHj9UzeepMViyblMG/IoxjziMof4/JbGPGjNlAJzOnT6V8wMOOo4fkCUmJhZmTSqnbHzZu\nevA1+fXf7rwo4l5we/0YDXqMBj0N/YdgWx/z5s1h1qRSeGkNxSXlQ94nshRQPvZAoIQVK5bCv9so\nKbaxYsUK9rTtZcvBgwDUTigbdKz1B7axv7mJucKimDLFuAg9/7PmLqT4qAg4WLF8KTUVBQkfwusL\nwD+OUVRUTG1VIQeUVQ/govNOobzYyie89TS1DXDTlUv48rXyd0d6drO36TBlRRa++ulzBx23of8Q\nG/fvwVY2OcSWy9enrdfH/IVLB8l8vAEvlrssnD/zfN747Bsx25qJftgX8FF0TxHLapax+Yub03LM\nn779U+5YdwcvfvJFrvnnNTh8Dv51zb+4cv6VaTl+OuD0Obn86ct58+ibfGfVd/jVh3+V8XOe/cjZ\nvNP4Dvbb7BSa5fs8m2Orw+tgR9sOVk1ZFWFt/9ze57j6H1dz30fu45srv5mVtqQbuw93ojxjiV7P\nT//4FfodXp7/xaWYjAaCQYl125pZOLMCt6+F6bUlcY9V0z4Ar70FwMlLF7B4dlXE9yP9Xa0vtGMy\nmzN6b3RsrAdkJUBBQXHW7kOfP4D3qWYmTiilu99D74An6XMHAkHufOq/6vszV54S19cgnRizc+Ek\nMEzw2QJM1byfisysDbXNlNBnqcApCMJ5oiiuBRAE4Vwg4UT9oX7x5wEPME8UxZtFUdyYYgPzSDMC\nGonVUEngivRguDpvI3Gb7NW4yrV3p9dRTDF5UIpalhQkl1RfZDPh9QX4zJ2vcqBx8OpgqlCkgtpi\nm2MR2ny/RExLOnvdDDh9zJocGYCH5bV+tS6NIp3LZk6hVqKozXkzG/VMKA/L9gptJlaHAspow7Ru\njZFGIBDkq798i/ue3i6/D+W8GfV6rJawSctQ0H4vNnSH2hZU5YbaZHLFZl+LwhHmDvY7vGobrObk\nVl8NmiLdTs3fUVVmU6WPF6+awU1XLonYT7nWRXGeR6Vo+u///gE/f3wLEM6T2dl4dND2dq/MPhaZ\ns2scYDKYqCqoSmvO2/5OmQ1eVL2Ihy5/CID/feN/x5RZx6z/N4s3j77JnIo5/Oz8n2XlnPOr5gPh\n0gTZhMvn4spnr+TMh8/kl+/9MuI7Necthw1LDPrkJu5eX0CVMytj2Ls7Wrj36W3c9fAmgkGJ2VPi\nL8JqHW0zUTTZZNBnPOdNK+fOpmxSOW9poYVCqxGn25d03xDtopyNwO0EwVZgriAIMwRBMAPXAC9E\nbfMC8FkAQRBWAr2iKLaleL5vAI+FnCsPIufSfSPRnYf61f8n9P9BQRD+KgjCOSk2MI80Q9vZDDW5\nDAQl9LqwJXg00uE2qQ3e2nrSG7xF1xErKUwueNP+1UreXDqgBG/9ds+YmpRFQ5vv15KA8+LRY7L8\nbubkSEdBmZnSyTlvofttQrnM8IzUKTEZaI09tDlvJpOBag3jVGg1sXJxLTaLgZPn10SwUQOaQbuh\ndYD2Hhd1+9uQJEnNeTMYdGog5PYmHrzJJS0kOect9GxpJzpzpw424wgXQE8td7DX7lHboM1FSQQG\nvQ6dTjY20k5mYrVTi+rQbx/vedSasih5l/NnyMf89DNf4XD34YjtBzyyXLXYkn0JcoWtIm3BmyRJ\n1B2vw2a0Ma10GtcsvoZrF1/Lga4DbGrZlJZzjBROn5M2hzzX2PrFrRlxmYyFmWVyGYlsB2+SJHHJ\nU5fwxhGZ0X1+//MR3yuGMrlc580Qx5AsHvbVh+/3focXSZJ4ft0hQO4TAeZOjR/MavuZ8jTnvAGY\njIZB5VbSDW1/l81SScp5SwrNFNpMBIJS0vMvbRmWUxak5JWRRwyIougHvga8BuwFnhVFcZ8gCF8S\nBOFLoW1eBo4IgnAIuB+4eQTn2wLMAT4W+jdXFMWEnf/ijvaiKL4CvCIIQiVwHfD/gMmCIPwUeFIU\nxbFffXOcQtuxDTh9cWs7+f3BuKwbpMdtsieCeUtv0eau3kiXwOIkgzdtDbJkB7ihoCQZgqUMAAAg\nAElEQVQZe/1BPN6AytKMNWhZsYde2E1lqZV50+IPyoohyKwY0leLyYDHF0Dv9qHXhdmVkdYoSwZK\noKjX6/D6Aqotvtmop6ZcE7zZTBQVmPndt8+jqMDMoaYeHnlxL0da+ujXBLQKU2Z3+Tje5VAZbUVG\naTLqcXuGfja0wZvXH8QfkJCksOFLoebZnBMjKFK+T/U69g14cHv8GPS6QeYiicCg1xMISBFB7cKZ\ng+u7aaEEb9EGQgrmz6jgwtOmsbauWTViKa+S+wmdp5j/W/9/SEisnLySr5z6FQa8oeDNPDrB2572\nPQSCAQz6keWNbD22lQNdB/jEok+g18m/xfXLrueZ3c9w3/v38czVz6SjySPC64dlh8lbV96atbIM\nADPL5eDtaO9g5jWTuO5f17Gufh0AC6oWsKN1B96Al7eOvsU9797D+ob1FJgKOHPqmVltVzqh1yU3\ntmmNgwYcXsTGHg4390VsM9QCjtVsQKeT+45MOB0ajfqMKzq0JW6yyrzZw8GbEsg53L6k5hDKgvln\nLl7AJy6Yl/5GnsBQ4p6oz+6Pev+1dJxLEIQLgS2iKO4KvS8TBGG1KIpvJbL/sKO9KIpdoij+P1EU\nTwJWAZVAYvZteWQE2pWiAaeX1i4Hz689qK5yK/AFghiHmNClo0h3r8aGva07fUVpJUkaxLwVJ+mq\n9MUrl1AdknilcyXPpWFJ+pJwcsw2HJoad23dTh7+79AFiRXmLVo2CXKgL7tN+rFZTWrQkQ63ye1i\nOzfd/UaEpDEWFGlhebEFjy8YwbxFyCZDbZtYWUiRzcRJ86q5+jzZWVC74ipqpLQHG3vVQEMJ9K1m\nI64kmLfIgFJ+trSTm2k1g4OTcBmGwZMVl8fP+7uPD8nu9to9uEMLCLokJ3Egm474gzLzVllq5d5v\nncOlq2cOuc/UmmJOXzRRdeSMhsVk4BvXLOdj581WP3PbZBOSguBEHtvxGI/veJybX74Zh9ehyiZH\nK3iTkFT53EjwXtN7AFw+73L1swtmXUB1YTXP7nmWp3c9PeJzjASSJHHls3Lu3fUnXZ/Vc88ul++F\nzS3pyS1MBE/vepqndj0FwHOfeI4zp56JJ+DhznV3cvGTF7O+QS7vccGsC3JaNhlMUv2x81Cn+rrf\n4VUXSaeG6p0VWI1MnhBfwqzT6bBZjJQVmVPqc4aDyajHH8hsQDUQGhuLC0yqcVM2oGXeUl08V+Zc\nFSXZLXGQR9rxK0ArCRsAfpPozkkt1YqiWCeK4leB7DgU5BET2od9wOHlxXeP8siLe0PmIWH4A8Eh\n9fBGgx6DXjcy2WRIf63TpZd563d4I3TvRoM+aVnYjNoSbrh8MYCaH5UOaCfa2S5SnQwGXF4sZgPX\nXSznm/TZh27rkZY+SovMVJQMdo+0mIx4fHKpgAKrccS5Wlr8+IGNHO9y8PKGoVfllUCxvNiC1xdQ\nnwOLyRDBPsdaDS4ulD8biGDewhP2B/69i+fWytIhY+iZsVkMETXUYsHtiS3lNIfcXY3G8OQmVm5C\noU2+px2uwee5+5HN/OyRzWzYGd89stfuwenxY0sy303bpkBAot/hpaTQzJypZUOy9SBPrn50w+mc\nOYxRTb0vPFHf1ifL1sr10yK22duxd1Rlk/Mr5Wdj2/Ftw2w5NDY1b+LHa3+MQWfgnBnhDAOj3siD\nlz0IwDN7Rpd5u+W1WwAosZSwpHrJMFunFysmrUCoFHh699O4fOlVaMTC3o69fOr5TwHwxEef4GML\nPsZZ088C4J537wGg1FLKZ5d9ljvPuTPj7ckklJJAiaJHs0imHb+WzZ0AwJwpZejjpFoouGz1LC5d\nPSup8yYKkzEbOW8eTEY9JYVmvCOY/ySLvtD1LimyaDwHkvtbFbVTWXF2XJ7zyBxEUQxqXgdIIiaL\nu6EgCP8QBOHvof8j/gF/G1mT8xgJtEyZ3elTO+COnshB0e8PYjIO3QlbzIaRySb7Peh1MHlCUVpz\n3hSzEgUlhaaUVvmUelu+NK6uac0dEjUt+dBjH2L272bzXuN7aWvHcLA7fRTbTFxzgUB5sWVIBkeS\nJDp7XUysKIx5nc0mvcq8FVpNQzJGqaJ8mOR3h9uH0aBT5XrKuaPlgtoisgqUfcKJ+h6a2+0I08sj\nPocw82YxG3ElKJvU6eRBWHk2FVZbWcE+/9SpMfdXDE36YiwCfBCSN7VHPVdaw6K+AS9ujx9bjL85\nERgNOtxePy6PP+mc0uHgNDeqr/+x/yl8+gGmWhZGbLPl2Ba6XHLx7tHIO1ICLUValyx2t+/mhv/c\nwMqHVjLgHeD2s29nSkmkI+7lwuVMLJrIB60fqJ+93/w+N/33Jpr6mqIPmRF0u7r5w+Y/APCva/6V\nEcZkKOh1elZPW40/6KehL3YpiHTi95t+D8CXVnyJTy2Rg7jrll7HGVPPAGSWt+d/e3jsysdYXrs8\n4+3JJBSjpXho7XJEqHLcmmClX6POmDyhiG9du5wvXLF42HNed/ECrvrQ3BRaOzxk5k0apCRKJ5TF\nKmVRMluIybwNo+6IhhK8ZSLfMI+sYiBkegKoBigJy9eGGvGvArYBTwFdoc+UHn/sujScANCu1PQ7\nvao+vLM3KngLSsOuoptNhpHJJu0eSossTKwspLndjt3li3DYSxXRf0u8/JrhoMjXvGlcydNKBRNh\n3jY2bWRt/VoAznrkLB678jE+s+wzaWtPPNhdPtUV0mQyDHkNvP4ggaAUM/ABOch3ewMEJQmbxThi\no40jLX0EgsGIxPh47oUKZNbPpAZG9tDEQ/mNlRXbQIxBv6RQHuiU3K41m+QJ5OplkygpNNPSbudY\nyJFTeWZsFgOtXUP/fUogX1pokc1DQgOxElBWltp4+v8uxhYnL3XaRNkc5mhLfEOdaCZRO9nos8s5\nb8mUCNDCoNerk4FUn7F46Pa1cNh8BKdeNsiwFfpwOvQc+t/D9Hl7WfHACr768lfV7WsKs598f+bU\nM9GhUwtWJ4ur/n4VB7oOAPDtVd/mjnPviLndSRNP4tVDr9Lh6MCoN3LWI2fhD/opMBVw30X3pdz+\nRHG4+zABKcAtK2/hQzM/lPHzxcKMshmAbFqiuE9mAge6DvCXur8ws2wm95x/jxqo6nV6vnvGd/na\ny1/jgcseyHoAmwokSeKVjfUsn1dNbVXsUiJDMW//fOsgj720lx987jRWLakFZLWA0aDDH5BC41eY\n8T7/1GlxjpQ9KP25PxBk865WSgrNLJ0zIa3n6Hd4qS4vUBevJUnKyv0QEbyZUpNNKsxpeQyFTB45\nhe8B/xIEYW/o/UJk45KEMNTMfjbwEnATcBnQCfxNFMVHRVF8LMXG5hEHHY4OOhwdw29INPPmVSex\ng4I3f3BYG9mSQjNdfe6UZQq9Ax7Kii3q5LEjTeybku+m5Kwla1aiwBSSr/kyJpscnnn7wVs/AODH\nZ/8YCYkfrf0RgWBmV/sCQQmHy6dO/C0mfcR94/MHVcMOQC0BUBAn8LaYjPgDQYKhAM9o0GMxG1I2\n2vjmb9dx633rI+674Zw7HS4fhVaTOugpixbKbzyUlFORTfY7vfj8Af77zhEKrEY+fPp0br/hdP7y\n/fPVba1mo/q/zx9Uc+FiQWHeSovMEec2a+oqFhWY4zq+VpRYqSixcKi5N+45zFHMolbm3NXvxusP\n0uE+Tvkvyrlr/V0Epfjtfe3Qazy16ykufepSVjywAr0+7HaWbuZtX+c+9lkfo8H8KgCLp07DH5Ao\n1k/k5NqTueGkGyK2X1qzNK3nTwTFlmKqC6tp6k+eAXN4HWrgds2ia/j1h38dd9uzpsmSvXvfv5fb\n196OPyjfN4/teCzhfn8kUFwVJxfHzlPMBqaXTgegoTezzNsrB2W/gR+d/aNBuWxXzr+S5lubuWTu\nJRltQ7rQ3G7nz8/t5J9vHYy7TazFKpCdXh97SZ4XKn19ICjh9QdV06EBR/YMpxKFsvDl8wf5xeNb\n+eGfZYuFlg47/3xrcG5/svAHgjjdstLAbNITDIadhjMNJXVBPndqbt89Ax50OihNc3+dR3YRKr+2\nCPgtcq7bwmRKssWd2YuieFQUxTuABcAfgY8D+wVBuHRkTc4jGg6vg5MfOJnqX1fz07d/Ouz2ETlv\nTp86ie2ICt58/uCgiV80ls6uwu0NDMqXGw59do8qtyorsqiDQVuaar319MudnFL0O9WJpbKKl04N\nvZZtiieb9Pg9fGfNd7j9rdt5u/5tzph6Bj857yd88eQv0tjXyP1198fcL31tDCdkw2D75efXHuQ7\nv3uH196vB8Juh4VxGCKLJqdK2abQasIZI1crGew6HE6eHypIktvop8Bm1DBv8rVXgrnTFk4EZEON\naFjN8n79Di9r3m+gZ8DDRStnUGCV5bg6nY5Hbv8w3/vMKar5iZJj6R5icFXMa5R6R8qzONxzp8Xs\nKWV097sjclG0iL53tc9/W5fMFu7v2Umvu5fb197OywdfjnmcNYfXcNGTF/Hp5z/NSwdfYtvxbbgC\n4ec11QWSWGh3tLOhaQOnTT6Nx658jA03bGDepEmhNsvnfOiKh1h7/VrKrGU8dPlDzK3MjAxrOEwu\nmUxLf0vSZT8UGeQ3TvvGsE6S3zz9m1TYKrjn3Xv445Y/Umwu5taVt9Lr7uXFAy+m3PZE0dgnS1gn\nl4xi8FYWCt4yKJt0+pxq3/qR2R/J2HmyBWVxsKsvfp5gPNlk3f5w+SlF1aBI9JTxeizmbCsma9Fl\nWl589wiPvbSXxraBER1/IIL9kvv4bJULCDNvFnVMTTbnrXfATWmhJV/fbRxAFMVuZANIC5AU7Z3o\nr28BrIAv9C+PNOKh7Q+pK6N3rLuDfR37htzeE+U26XDJHUK0O6PPH8BkGtrIYPn8akB2/EsUe492\ncd0dr/LmZnlCUFRgVpm3dBXqVjpuRSqSqqRLYWXS2Tknwry9IL7Abzb+hrveuQsJifNmnAfA7Wff\nTqmllJ+8/RO8gdj7djo7cfpGdh0VNrbIJl83S5Q8dtOeVgD+/ubB0N8kX++4sknNfaTkVxXajCMu\nFaAEjwC+IVY//QG5LEOh1aSagQy4InPevvyxpVx9ZgWXnz075jFKCkx09rh45o0DWM0GPnrunIjv\nq8psEQ6KCgM3lGmJwrwpiwuqlHOY506LOVNkW+73dx/nb6/sY21dU0QgES131a7UKt8FcKv5PDe+\ncCMef+SkzB/08/03vq++n1oi5+B5AuE+I53M27O7nyUgBbhqwVV8dtlnWTV1FRNDfURrV1jWf+6M\nc+n53x5uWH5DvENlHJOLJ+Pyu+h1D2Y/BzwDcYO6P239EwAXzblo2HMUmgu5dJ687mkxWHj7c2/z\n2WWfBUhZspkM3qqX3adPnXRqxs8VD4pscmPzxiHZ4ZHg0Q8eZV/nPm446YZRDVTTBaV/1ZbkiUY8\n5k1ryKT0/W4Ny24xGyJKp4wVKP25dmx1efzqGDVc7c3hoBy3eASOjyM5d4HViMmo18gmk895K8vn\nu+UsBEF4UhCEk0KvK4BdwF3A64IgfDHR4wxlWLJQEIRfAPuBa4G/iKK4UBTF10bW9DyisfWYXJdP\nKWQ6nPNZdKmAgTiySW8CzNuS2VUYDTq2JRG8HQ/lBikFPS0mA9UVMluRLtMSZZBRWJTKFPXdWglG\nuhBpWBJ7UNX+hnMq5nDd0usAmFo6lRuW30C7o51fvvfLQfv9cfMfmfCrCSz+02K2tGxJuY2Kq2KR\nyrzpCQQl1exCsZdu73ZyvNOhBqTxagZqmTdlmwKrCafblzRjoWXYtE6K/iF+I21wqQRGjqhAyWTU\ns3h6QVyJYnGhmV67h94BD1ecM3vYAdBqGb5Qt8vjx2TUq9fEHlpISabmmhK8/em5nfz9jQPc/69d\nEXWOoiW/sdpTVVzGu59/lwtnXUi7o53trdsjvr9r/V1sb93OhbMuRLpD4vA3DlNoKqTPG57gKXmB\n6cCu9l0AXDznYvWziZXyQkxrmhZ40gVFStgy0BLx+RtH3qDyl5X85O2fxNzvzSNvMq10WkLBG8Ad\n59zBjctv5O3Pvc3y2uXMr5qPXqdnb+fe4XceIdY3rGd2+WxmV8Re2MgGppZM5dwZ57Kufp1qKJJu\nvHZYnp7cee6dGTl+tqHIsOOx8hAZvGn71ugyJhBeiLJajBQXmCPqO44VmEKMUr9G1dLV51L/npGa\nj2nzzswZWNwd+twedZEsbFiS+LndXjmIzZuV5DROFkVRca/6DLBXFMVFwMnIRcITwlAzjN3A+cDD\nwBZgkSAINwuC8FVBEFKuKp7HYOzv3I/ZYOaxK+VUwge3PTjk9tqORpuv1mf3qt8FQvlJimwwHmwW\nI/OmlXO4uS/hvDClE1Uc8ixmgyrDSDfztnxeNbd+6mT+J0VbYtWwJEN13uIxbxuaZZ1+1/e6OPj1\ngxEJ+resvIWJRRO5fe3tg1zuntj1BCAXsz3vsfPocaVWf0qZ/CvBm1rTzy/fF01tdnXbd3e0JMW8\nFSrMm9WEPyAlbQbjisNkDeWapg0uwzlv8rVPVKKoZZYuPG36sNursskhHCfdXj82i1GdBEQHlIlg\nwcwKSovMzKgtYUZtCQ6Xj8OaHLjoezfWKvElwoXodDquXng1IPcpWmxslqX0D1/xMAAmg4l7zr8H\nXzC8+FCSRsOSPR17MOgMzKsMF5GtqQwzb529Lr788zf5/+ydd5hU5f3FP9Nntndg6Qvs0KSoSBNB\nBbGhxhpLFDX605iIGlRM1GjsvSaxEkmIBWwgKoqKUqQoXcrQl7bssn1nd/rM74877507/W6jued5\n9oGdvW3afd/ve873nIWrDo/bYiIIhmZ/XXjx9vjix/H4PUxfMz1qn2pHNWUNZQwsGKja6KAou4i3\nLniL4V2GA2DSmxjacSg/7v2RjeWJMxhbApfXRY2zRma+jhQ0Gg0vnf0SAHd8dQe/VP/SqsffU7uH\nb3Z+Q7fMbnTNjO3ueqxB9CLX2l3xe9sUigXl3EB5nxUFglgUNRt1YUHRRxNiMW+VNU75+bQ09kew\njWGmIYchLiAQkCJZMoOLZMZmGJaIgO52s5JjGsqVmFOBTwFsNts+QPVkKtGs5z9IdF5f4OTgzzDF\nv+1oBQQCAWyVNnrn9ObUbqcysstIfij5IeGkXRkqKVgwASGdFBNqIRtMhLygI2G8/q3Fa/azYEWo\nT0HcRMXN1WSQBgKzUddqWW+hFUIdp5/UtdmSLjEQtG7Om3Rt6SnGmD0Daw+uZVHJIsb1GBfT/rxr\nZleeO0vKYpz86WTZvKSysZKV+1cysstIpo2eRoOngc+2ftasa2yIIZsEaXAvr27E7fExuE8eAL/s\nrJSLo9QEbpMCQjYpCr2mZr2J4ld87gQSsaPiHKmWkNukYJyTSYMFRH9DeopBlTujkE0mCup2OIPF\nW3CRwO5ses9beoqRmQ+fwytTT2dU0BFu7daQiUXkqrCYaBQq3OcKMiRjhv75khW/0pYeYG/tXrLN\n2WE29r8/8fegCb3m2a0U+rq/bj+rDqyif35/TPrQMXMzLeh1GsoqG5n97Vb2H7Lz3c9HvngTEtId\n1TvCHt9cIcnXD9oP4vGFf8ZFcSxy4pqLKcOn4A/4ZcaoLXCoUfosFaQWtNk51GJQh0Fc3E8yVJu8\ndDJrStck2UM9Xl35Ko2eRu4fc3+rHfNIQ9xP/AGoi6PyUC56KRd6lAoRUSA4FMxbRqoRp9vXqmNj\na8AQvJcqx9bKOgXz1kIVjcy8pRibVUA1Fw1Or2TYlBo+Jjfl3CJCKTezvXg7hhGwWq2drVarBRgH\n/KD4myX2LtFIZFgy2WazXR/vp/nX3Q4lNh7aSJ2rjr55fdFoNHLfipg4xEK81TUISSflvKkkzBsg\ny8dq4gwOT8/8mZdnrZXlcaJ4EcWe2ahDo9FQkJPS6rJJczPDhwXEzbk1ZZMNTg8Wk47MNGOYvE1A\nyB1/Nyh+HMBVJ1zF5CGTKakt4acD0vZTF0zFH/BzTu9zuHbwtRh1Rn4/9/fNcmcTzKV4/UK9f365\n4XtQ73w656exeVcldQ1JZJNhzFvQsKSZQd3iMzusf7g1fCLHr1iySQG1hdLug5Idv7W7ujwxi5BN\nJul5k5i38PgCg4rvXSx06yRFB4iMN4jueRPfjcLCEOMjCs2hHYeSbc5mxroZVDkkEyJ/wE9JbQnd\nMsP7oS0GC2kmqYjVamMbvTQHH23+CJfPxa0n3xr2uE6roSA7hT1ldXy9QuqXtZVUheXWHQmM7DoS\nQI7zAKhx1nDQLvWFevweHlv8WNg+mw5JUseWWt4P6yytg7alacmB+gMAdErr1GbnaArevuBtci25\nADz9Y7R0vDk4aD/Im6vfJNucfVhiWA4XGhSGUPH63pSMnLIQc8Qo3lxK5i3ItB9t0slYzFtFjVO+\nD7dcNikcH02HtedNSF9F4dUc2aQwrslpZ96OZTwBrAG2A0tsNttGAKvVOhJQPdlrt6s5wvjb91Iu\n0MV9pdVIsXK+oWxD3H1EYabXhSZvwtBDFG+iWFHTe5MVdMqrSdAUDaEJtBgUxE1f3IQKslNocHha\nFNxsK6liybr9uNw+dFpN0py6ZJBDultxdVFiWwykmPUxc87ExG5A/oCEx5lUPAmQrK331u7lf+v/\nR5+cPtw9+m765ffj/jH34/F7mPTepLjmJvHgCU6IRfEuM29eH3uCvYpdO6QzsFcuDpePjTulKMdE\nOW8CKTLz1rygbvH5STHpufuak+QetURuk0o3TJOCTTbotapla+NOlFin80b3VLW9yZhYNhkIBBTF\nW1A2GSxkTU2QTSrRI1i87dhXKz+2ev9aJn86WWZ/xGC/qOJjeRvZRMaYyj2j76HGWcOHmz4E4Ifd\nP9DoaYwZRtwzW5IjOw2lLf6uCYh+u3E9xkX9rWNuKg6XD6/PT1a6CYfLx+7S+Bl3hwN9cvrQOb0z\ny/aGXJpnbZwFIFvKP/vjs7K9vz/gl81KxGJbc2HNtTK662gW7l7Iin0rWnSseCitl/pKO6UfHcVb\nljmLvXfuJVWfypwtc6hsrEy+UxK8/vPr1DhreHjcw5j1x8/EVrkwVl0fu+9NWbwpFymV8n4xZ3DI\ni3p6soJMe6RL9ZFGzOJN0fPWVKbwYGVD2CKriEdQyiYPR89bVZA1E4VXc5i3qrp25u1Yh81mmw0M\nBs4nPNetBGi5YUk72h67qncxZ8scBuQP4OpBVwNwardTAZi+dnpcIwjxZe/VOUt+rGehNOmrqJG+\n3OIGp6Z4Ezbn8cw3BERhGJJNBnvegjehFBXW6snw73mbeGbmKhqcHpnRawl0Oi1araZVe94aXR5S\nzHpSTAY8Xn9YYejyuliwcwEA/fL7JTzOmT3PJM2YxgvLX2D09NF4/B5uPflWefJx/2n3c+XAK9lQ\nvoFnf4yfIRULYhAXtsuyfNTjk93+OuenMrBIWgFfuUliGdQwbykmERUQlBUmYKZiQch5LGY9pw3t\nwlN/lD7ziRgYMYlRhnRD0+SJv51g5fVpZ3JyP3Vh0IJ5iyebdHl8+AOEM28R2XNNRcfc1KjntHj3\nj8xYN0PuhRXf/83V6+RtlCYtlw+4HID3f5Hs66evlXq2bjoxelyor5X2K/Nv5pud3zTrmpWobKxk\n/vb5WPSWsH43AdH3VpBt4ZqzJdZq066mxZS0NjQaDT2yenDQfhCf30edq44p86egQcODpz3IpOJJ\nNHga2FYpObNuq9zG6tLVTCqexICCxAs0as5936n3ATDHNqfFzyUWBPNWmF7YJsdvDiwGC+M7jcfh\ndXD7/NtbfDyxYHDZgMtafKyjCUo333imJWHMW4QqRyzIiPHPpVBk9OgozRmO9OJJJMRYVRvV8yY9\nt6b0WPt8fm5/7ntenR2SkYeYt8Pb81YZEa6tNudtx74aHn9nJfWNboVsUrW6rh1HIWw2W6nNZltj\ns9kCiscO2Gy2PWqP0V68HUHc9sVt+AI+bhx6o/xYcW4x5/U5j5X7V7KzemfM/cQNuqhzpvxYD7l4\nCzJvwZu1GuMEWTaZhHkT/XRisi7GDMHKGFthFavW7sLvD1BV65SZj5bCqNe2cki3VyreLHr5d4G3\nVr/FxkMbuX7I9WSYMhIeJ9OcydSRU6l317O3bi8Te03kT8P/JP9do9HwyjmvkJeSxxNLnmjSCnUk\n86pcYaxvDGXN9OkWHmKrinkLPm/B9sRiHxNBfH6EIYiYYHjUMG+WcNmk2n43kF6Lwvw01dsniwpQ\nPg9RcMkh3c2UTeq0Glk6KaBFYtVv++I2apw18gTMhwutTvoS2hWW30XZRUwomsDC3QvRPKxh5vqZ\n5KXkMbLLyKjzCal0vbaEGetmNOualXjmx2c4aD/ITSfehE4b/Rp0D0ozLzuzmBN6Sz2XP28ui9ru\ncKNzRmd8AR9lDWUs3LUQp9fJPaPvYXiX4bKbZP9/9ufxxY/L/W6xXs/mYEjHIQBsq4ofxNwSlNqD\nzNtRIpsUuO+E++iS0YWPNn0kR+U0F2sOriE/JZ8OqeoWZo4VhDNvscdnv0/Z8xZevIle8VDPW1A2\nadLLc4bdB4624k26bygXk8N73tSP5Q1OKYtWsF4QHhXQGnMWtZBlkxnhsslk537x/TUs21DKe1/b\n2nve2iFDdfFmtVrz2/JCfm3w+X0sKllEYXohU0ZMCfvb6K6jgZD8LhKuGMVbz+CET0ggmsK8ybLJ\nGMybkg2RmbeIybowgmiOhjsSgrmwOzwt7ncTMOi1TXZEjAeP14fH6yfFZJAZKGXxMnvTbDRoeOLM\nJ1Qdb/KQyXTN6Mr5xefz39/8F702vHjKTcll6sip2N12Ptr8kfrr9IS//waF62aDwomyINuCktyM\nG9KtZN5EVECM568GDuEcGdxfsIOJogJCUktD2LU0hXlrKsymxIYlYcVbRHB4c5k3gJsvPIErJhQz\n5QpJ5qgNGDih4AQA7llwD/VOZ/C8Bv5+60kM69+Bs4aHu2dGsmxn9DwjIYvtNzh5yC8AACAASURB\nVFcwc/1M3lr9VrOvG2DBzgUYtAaeGB/78z9heHce/b9RTBzRnU65qQwoymW1rTwsrP1IQI4LqNsv\nM5y/6fsbQOpPFfjrd39lrm0uECq6WorC9EJSDCkys9ea8Af8fLDxgyjnz6MBeq2eB057AJfPxXnv\nntfs7Lcvt33Jnto9jOo6qsVKjaMF67cf4rL75vHLjtCCnbqeNz9VdU5KDtbhcHnlHuFQz1uIeevW\nMQOtJn6v+5FCLNlkWWWjLKtvSs+buEcr1SF1DW4Mei1mo+6w9rwJyWNTZZPi/d25v5bKWgdaTWjO\n1o5fL5LOMKxW63Cr1VqC1GCH1WodZrVa32jzKzvOsaF8Aw2eBiYUTUCrCX8bhNwuXvEmJBC9uoSK\nt/zsFCwmvcKwpAnMW4LiTXljORQhmxSIZN6aeyMMBAKy4QOEJs8thUGva3GTs4BsnGHRyyyV6Pmq\naKxgxf4VDOowiA5p6laAu2d1p+SOEj678jPyU2Ovj1x5wpVo0HD3gruxVdhUHVewWGIglPNsvD65\nMNbrtBj0urDm5xSLipw3UwTz5mpaz5tSNgkh5i2RYYlTXjHWyc9Fel6tU+DHgiVJz5tYxLCYo2WT\nLSkq+/XM4Zqz+zFqkMSUpOkzeewMyTDjzdVv8ury1wA4peuJDO7ZlQdvHEFahM3/+KLxnNTpJPrk\n9OHKgVfy4sQXY57r7mtOYsyQzjx2kRQvc9NnN/HCsheaNZEubyhnTekaRnQZQYohtpun0aBjcHE+\nGo0GjUbD9edLPb4fLFD3uW4riOJt46GNfL7tc4Z3Hs4pnU8BpB6ty/qH5HjT107HpDPJlv8thUaj\nwZprZUvFFg41HEq+QxOwq3oXWyu38pt+vzkqQ6tvOvEmLu53MevL1vPPn/7ZrGM8u0ySlE8dNbU1\nL+2IYtXmcpxuqTdUG5REV6mUTf7zw3Xc88piGp0eLCY9JoNWXlBVMm8mg47OBeqVCIcLkcWbTqsJ\n61lrykKsGJuVc5b6RjcZqUY0Gs1hlU1WybJJab6l9txiAX3HvhrKqxrJSjeha6X+5HYcOVit1ii3\nq1iPxYOaT8ALwLnAIQCbzfYTUjZBO1qAe7+5FwiZVighjC4ig3YFBM3eKTdkFZ6eYiQvy6IwLBFu\nk8nf4ow0aeJXG2NlT1mIVQb76RrjFG/NacCNPJfStKK1mDejQdukJudEodNy8WYyKAw7pMdeWfEK\nTq+TyUMmN+n6kq0Wd8vsxqNnPEqdq061tC2RbNLe6CFNUaSJjD6I/3kR7CqECjxRxEUysckQTzaZ\nyLDEGYPlApodIaEG5iRuk2IlPCvNJL9uot+zNYrK/Q2S/D3LmMs5fc7hyoFXAuAIFsujup0Sd99s\nSzY/3/wzW/+0lXcveTeuWcVpQ7twz+9O5qpBv5Ut1u/6+i6mfh1/Iuzz+2Ia6Dy++HECBMIKnWSw\nds+hU14qJUETnSMFUdgIdvvMnmeGfS9fP/91XjvvNfn3ywdcHjMGpLm4fsj1uHwuXl7xcqsdE5BZ\nwlFdWmas0lbQaDT86RRJKj5l/hTWl62Pu+3mQ5s5679nkft0LpfOupQGdwMH7QdZVLKIEzudKPeL\nHw/YWx76PhRkS/1N8Vwhw4s3P6WVDTQGbektwSJNDumOcCHu2Skz+oBHGJHFW8fc8IWgpsgmxVjj\ndIczb8Lg7XBGBVTVOcNYMzXn9vn8lAWzc51uHxW1TnLa+92OF7yn8rGYUFO8GYWVpQJHl7fsMYgf\n9/7IgPwBcuaNEr1zetMzqyefbvmU8obyqL+LL3ukA2B+lgW7w4PT5Q3lvKnovTEb9VhMupg5b8pV\noZBsMpxpCTFvIVOM5iDSct7cSj1vBr1OtWHJ88uep+DZAn7c+2PMv4fCoqOZt/k75qPX6sN6GFsD\n78zbSMqBCegCprjXFQlRvIneK9EbZnc6sTs8YUxNB8XgGK+QFO+xTquRC5WU5va8yQWwKN6Su002\nxineiiN69loTliSySWHbnJtpjo4vaIXibfm+H/HjI92QjV6r591L3uX7675HhzT4Tyw+o8XnUOLv\np/+dOb+VTDNeWP4C26u2R20TCAS4eNbF9H21L05viAnwB/zM2jiLXEsut5x8S5POm59loabe1ap9\nqU1Fr+xeQMiyP5JVy7Zkc/NJN3PPqHsAePSMR1v1/NcPvR4NGpbsXdJqx6x2VPPwDw+TZkzj2sHX\nttpxWxvjeozj4XEP4w/4ufD9C+Munt294G4W7FxAlaOKjzZ/xMebP2bizIl4/d4mLRgcC9hXZpf/\nn5lqQq/TxJ3kh+e8+ahTjOPifhkq3kRUgHRvE31vRxNE8SbGgw6KRWpoWuyP7JDtDGXENTpDvYCH\nNyrARWZaiDXTBsfSRMxbebUDnz8Qlkua2x4TcEzDarXmW63WAYDZarX2V/yMApIH0AahpnhzWq1W\nOQDIarX2B44ub9ljDHa3HbvbTrfMbjEnyxqNhslDJuPyueTMMCXcHh8ajcRYXDyuNwXZFnIzzXIT\n66Eah8KwRB29npVmpsYeLctQ3tQiDUsEBKvTUgmCUjIJIeajpTAatHh9ya/pp/0/8eev/0xFYwUX\nf3CxnPOkhFLyJxcvLi+2Chsr969kRJcRpJtaJy9L4KOF2/l25QFO9z3O4j2LowKYYyGSeRMF142f\n/h8NDo+c0QaoCqyWHUXNevkzKzOPTXSbbBbz5g7to+x566sys605SPZ5Fs3jeZmWqGJNTa9pMizZ\nswQ/blL0oc/T2B5jmdDjHAA6ZOS1+BxKaDQaLrBewAsTXwBg5f6VUdvM3jSbuba57KrZxes/vy4/\nvmzvMkrtpUyyTsKgiy29jQcR1i6cco8ETi48WV5ISzWkxmRxNBoNT014isDfAlGZeS1FmjGN4txi\n1h5cm5D5bwo2HdpErauWG4bcQG5Kbqscs63w4NgHOa/Peeyu2c3Wyq1Rf/9+9/d8vu1z+uf3Z96V\nUoH9+JLHWV+2nnP7nMtdI+863JfcZnB7fJRVNci/p5ile168+5BfITd3eXzUKcyLLBE9b05FVABA\nz8KjkHmLkAR2jBifmrI4LIo2t9ePz+dXmHWFB2W3pht1LAQCASrrnOREGI2YjLqEz+dAhVTEjz+l\nGwXB16Gp7s7tOOpwNTAPKAI+V/z8C1AdfKlmhvE48BVQaLVaZwALgQeberXtCEEUBR3TOsbdpmeW\nlEW1v35/1N/cHh9Gg2Sjf/2kAbx9/1kY9Dry5UmQQ2FYoq4AykwzUmt34/eHTxwimTe/PxC3502t\ne1I8RAZetxbzZlTJvAmJ0eAOgylrKOPJJU9GbSMGg1SzwrDE4ZFlsDcMuaFVrjkWLI5e+P1+bphz\nQ9IJnnj/9Xot/oCfpfsXAWAKSPESFnPoqx85OMaCeG+VUQKieG012aQ3/nMS5zBHFm892o55EwVY\nvJVeUbzlZJqjFkma6zapxA8lPxDQeNET3pyeaZAm4s3NkkuG4Z0l1umt1W/J2WYCX27/Uv7/tG+n\nUe2oBkJhy9cOajrDI+5bh2oam3W9rQGNRsNHl3/E19d8zS9/+KVVJZFqMbLrSGqcNbyw/IWwx11e\nF1/v+LrJWY8VjZIJTGsXmm0FkakXS13w9Y6vAXj8jMcZXzSeDFOG7Pp5z6h7MOraTj59uLH/kB3l\nMGw06DAZ9XGLN6VssrrOGTaGW0z6sAIhJD8PyiaPSuYt/L7WIacFzJtiruJ0+2TpaXpE8eaKo65o\nLTQ4vbg9vqhwbWVhHQsHDklFfKfcVB65eSRdCtK4YExRm15rO9oWNpvtRZvN1hP4u81m66n4GWyz\n2d5We5ykxZvNZvsC+B3wMLACGG2z2RY0+8rboap4Ez0YsSyUXR5/zMlhnrJ4ayrzlm7C5w9EFVDK\nAcPp9vHCe6uJqO/kG2BIw928VSyl3TmEy0JbAoNei88fSJgjBrCpQjKI+eSKT+iZ1ZOXVrwUZRAS\nJpsMWuY/t/RV5tjm0D+/P9cPvb5VrllAOVAFAtAloxtrDq5J2hsj9ttfv4cuz3fhHz9L23cwSosC\nJfUhZ7v8rKYxbwKi+GqqYYkj0rBEr4Z586HVSAyikuVqy7wbcV3xIgwqEsgm40UuqEVpfSm2Sht6\nvSaqqBWr5631/YjE8C7DObfPuSzcvZDPbJ+F/e2H3T+QaZIMVJxeJzlP56B5WMNc21xGdR0VM5g7\nGfKzQ/etI40JvSbQI6vHETn3E2c+QbY5m+eWPQdIUtQb59yI+TEzE2dO5OHvH27S8UTxlpfSugxt\nW2FQh0FA7F5v0Qs3uttoTHqTzA7/btDvGNtj7OG7yMOAfeX2sN/tDg8mow6XJ3aBoSzeIgO3U4KL\nXV6fNP4J2aSI4cnJMMv9X0cLlKoFg14bxVa5PX4OVTtUMdQOxdjkcHnlPjrBvB2unjcRE5CdHsG8\nJWBUAUqDmayF+akU5qfxr3vPZPjAoyvyox3Ng81me8xqtaZYrdZipXxS7f5q3CYLgH02m+2fNpvt\nn8De9tiAlkFN8dYlowsgWVdHwu3xYYpRlCmLt5BhiboJXkaqtLpfH1FAiZvaJaf3pmdhBt+vji4m\nBUMWMixp3ipWWzFvyRgUgc2HNpNpyqRHVg+mnToNCPXACDQoDUuCzFtpjeQQ99T4p1rlepWIXBF8\n9yIpeHn2ptkJ9xO2+zd9fgOl9lICWum1Hd/1AgBWlC3ijVWSaWx6WvLPSCzmzWzUo9G0Xs5bouLN\n4fJiMUmSzdRg0Tyod9tOSsUKcLwIg6paZ7D30RD2PUtPMbS4500EbKcYjVFmOy6PD71OI79urQ2t\nRsvfx/0dgGs+uYYyu5TD9urKV9lVs4txPcZxw9AbsOjDC+dHT3+0WVbt4r51qPrIF29HEh3TOnJa\n99M4UH+AA/UHePbHZ+WAdYDnlz/PL+W/qD5epUOymT9WircTO51Ih9QOvL3mbRrc0qT15wM/s79u\nP8v2LaMwvVB+LjcMvYEDdx3gnYveOYJX3DYoOSjlrol7SF2DC7NRJxdekUhUvCl7hF0eH06XF71O\nI4+JGo3mqGPflDErKWY9mRGmVD9vPsgNj37NrG+i5bWRUKpCYhdv6uYGLYXIKU2LcHOWivL4xZvo\nq1azwNqOYwtWq/U2oAz4hnD5pCqoGf3nAcqZiCH4WDuaCVXMW9C6el99dLEkZJORkCdBNY5Qz5NK\n5s0SxzlQrArlZVkYf0ps+U10SHfzboT1ET1vllZzmwxeV4Ib9I6qHdgqbQzpOASNRsPpPU4HYOqC\nqWEyHsG8Wcx6TCZpopqqy+bAXQc4v/j8VrleJRwRNvWDCk5kWOEwlu9bTpWjKu5+4v1fU/Yzp3Y7\nle8mS7Iju1163K918H/z/o8+r/Sh+K0Ctln+x52Te8c9XopZkt8IiRtIDddmo75ZskmDXisXHzqt\nBq0mefEmoiMMeh0fPnk+D9/cOiHJ8aDTatBqNQlkkw65z1TJcEdKY5qDt9e8jUVvITc1K+r75HL7\n2kwyKXBipxO5ZtA1NHoambl+JoFAgOeXPU+KIYUXz36RjmkdKbmjhBcmvsBVJ1zFzzf9zOk9T2/W\nufIV961fO07qdBIAb69+m3u/uZdUQyqzLp3Ffafeh9Pr5I75dzBj7QwG/WsQK/ev5D/r/sPlsy+P\nGTFQWi+FcxekFhzW59BcpBhSuHzA5TR6Gtl0aBM7q3cy7M1hdHmhC1WOKjm6QaBTeqeomJ3jAT9t\nKkOv03D2SCm7MT87JSFDozQsiWSvlT3Cbo/EvJkiFkWPtr63wrxQfIHFpCczItNMLKDOnL8l6bHC\nZZNeuR8wI8g2igW6ti7elBFDSiidQGOh1u5GqwnJPNtxXGEqMNBms3VTyifV7qzWbVJuRrDZbHag\nPSGwBSipKQESF2+pxlSyzFlxZJO+mJIpMQmqrHXKq/Vq86aEOUiks55g0UwGHV0Koo04dNoQA9Bi\nwxJHpGyytZm3+Nc1e9Ns/AE/NwyVetb65Pbh5hNvBuDDTR/K28lh0WY9+xt2A9AjvTiuFXtL4Yx4\nPzxeP+f1OQ9fwMe9C+6Nv59HKjL1Oi1fXPUFZoO04ldVL8k3bhvxe7QaLdurtuML+LAZZrO06uO4\nxzPodbx81zhuuXhQ2OMpZn2zZJOWiAw/nU4rF2/rth6ivDq8/8npDt+n3lPNH764has+uiqmsUxr\nwaDXxvzcuDw+6hs9smxTuZjS0uKttL6UjYc2MrLrSMymcOYtEAhQa3fFzeNrLWg0oaD5xXsWs3Tv\nUnbV7OLcPufKssL81HzuGHEH/7v4f5xUeFKzz5XXXrzJuMAqMeMPfi+1lb949otcNuAyHj/zcfrn\n9+fbXd8yec5kNpRvYPhbw7nu0+uYvWm2zNQqsbt2N8ARk4E2ByImZ+OhjbywLLz37/mznj8Sl3RY\ncaDCzs79tQwpLuD68wdw3Xn9ufO3J2I26vH5AzGLDKVhSaziTSwsuTw+6T4aMXcQebFq++PbGhmp\nRnp0kthAvU5LZlrzC5fGKObNFTyHNIVVq8ppKeR2C1P4fdsYlLSKsc/vD/Dg6z/yv2BhWlPvIiPV\nhE57fITPtyMMpTabraS5O6ua2Qelk8r/H3/LXYcJgUCAj7d8TIohhaEdhybctji3mG2V22j0hE9k\n4zFvZpOeNIshzG1S7Q1ZzuxyxWbeTEYdXfKjAz2VRWRLDUsa2sptUp+cEVy4eyFAWM/OcxOfQ4OG\nVaWr5McaFYYl3+2ZD0C2QV0gd3MQ+X64vT6mnTqNHEsO87bNi6v731O9Hz8ebh12C+mmdJmBrQqa\nbAwo7MN3137Hn0f+me+v+x6L3sLMDTMT9hEU5qeFuVRCsHhrIvPW6PRG9YTpdVq83gD1jW4efHMZ\n//1yc9jfHc4Q8+YP+Lnqo6t4c/WbvPfLe1zx4RWyzKq1YdBp5YF9485K5i3ZCYTHBEBE8ZbZsuLt\n7z9IksUrBlyBUa/F4/HJ70tZVSPV9S6Ku7adUYtA5/TOFGUX8fm2z7nps5sAuP2U21v9PClmA6kW\nw69eNgkwuONg7hxxJwA5lpywKBllJmikG+aiPYvCfre77Szft5xUQ+oxI5sEGFgwEIBPtnzCrE2z\nyE/J58PLPuTzqz6nZ7bqReljFkvXHQBg9KBC9Dotl57Rh6x0U0JLe6VsMvJebDHr5UVQt8cXk3kb\nM6Qzf7h0MGOGFLbqc2kJBvaSTJn2ldsTZnlGGqxFQjl+Ol2+aNmkvmXxRmohzxsimbeIOdO+8nrW\nbD3EV8t3ywt1LSle23FUY4HVan3aarWe2CY9b8DLwFKr1Xq/1Wp9AFgKvNjcq/21o8pRxc7qnZzZ\n88yklvJjuo3B4/ewYt8K+TGfP4DXF4grmxJB3e4Iq/hkMMeTTYpMOYNOXiFXwotTluc0tfnX6/Pz\n3tc2qoLNvNE9b61kWGJIzLytLl3NNzu/YWSXkWHObGnGNPrn92fpnqVsKNsAhFbQAjo3Ty9/DIBM\nQ9tNjqKYN48fk97EuB7jOGg/KLuRltaX8tyPz3HQfpDS+lLK7ZX48fLgWGkFX3xexECfZjEwtsdY\nnj3rWcb2GMsF1gvYWrm1ST01IK0kNqfnLZJ50+u0eP1+6hokx1PR4A1SUKnb68cSnHQs3LWQBTsX\nMKjDIPrm9WVRySLO/M+ZMftDWwqJeZO+S7O+3crrn2zA6fKGxQRAuL11S5i3X8p/4c3Vb1KcW8z1\nQ67HqNfhD4DXF2DWN1v5aKGUvda/qO3dEDUaDc+d9Rxev5ctFVvolNapzYKQ8zLNckH8a8ezZz3L\nshuXUT61PMz18oHTHuCmE2/i7Qve5surv+SZCc/w/iXv0yenD59s/oSN5aE41jlb5nDQfpDrBl/X\nrD7EI4VTOp/CCQUnMNc2l/KGcs4sOpNL+l8iO1Ee79i0S5LCD+sfviAoF28xXBF9CQqYKObN5Y1a\nFNXrtJwzskdYP/ORhlWR32nQ6+IaQIkA63hoVGTS1jW4+WW71AeanSExbzqdFq0mNvPm8wfYtKsy\noZxfLcQYaYlg3sS4fOtT37KvvJ7Nu6X3v7reRWlFA3aHJ0o22o7jBtcBlwEf0RY9bzabbTpwE5AJ\npAO/Dz7WDgW8fi/f7/4ehyfxBETIILtndk96TNH/sPFQaFAWKzTxDBHysiw4XF5qgvI4tcYJYjId\nWSwomTetgroXDEy1q4Kil4uod9UrtPXqird12w7x7ldb+OR7aUIqijdhY9yaUQEQv+ftkUWP4A/4\neWjcQ1F/++uYv+IL+GRzD3ETXrz3Wxq9DWj1PjzutpscOSN63sQgM7jDYAC+2v4VK/evZNBrg5i6\nYCqdnutE4fOF+HwBTAa9PPmLLOLTLOGreWf1OguARSXhK/jJYDHr8fr8qgOWA4GANIGIeG8Neg1e\nr18ebBucXuYu3sHM+ZvlRn3xGf1sq+SA+MyEZ1h18yr65/dnxf4V3L/w/iZduxoY9FrZbVIsbLg8\nPoV7mDSwKr8bzQ1RdXqdnPu/c/EFfDw1/ikMOoO88PDLjgr+++Vm5i/bDcDAosPDplxgvYCJvSai\n1WiZduq0NisE0lONNDq9SR1hfw3QarSM6DICnTb83p1qTOWNSW9ww9AbSDOmMXXUVK4YeAVPT3ga\nX8DHSytekrddsFMyhL5uyHWH9dpbCoPOwA+Tf6BPTh/yUvK4a8Txk9+mBlW1TsxGXRTblKglQdnz\nJpAXZP+VPW/lVY043T5yM9rOobe1MKRYEnudOawrIAWVx8Lu0rqEx1Eyb2/N2cDOA7WccXLXMJdi\ng0EXc/z68sdd3PvqEmZGqECaA6VLtRKiKK+qc/HZ4p1y8Q6wYqPUDpDVXrwdl7DZbD0iogJavecN\nm832vc1mu9tms91js9l+aP7lHr94cfmLnD7jdEa8PQKfP/5EVhRvwk0yEWI5ToqVpnir+4IdO1Ah\nycjU9rxZ4skmZeYt/KYjbnY+jROn18n0NdPDVvjUoNYu6c+37pGyouyNbrRajXxjbbXiTTBvMWST\n++r28cW2LxhYMFAuYJS4tP+l5FpyeWfdO+yr2ycXb2srpPD0FFPTer4OVTv467+WsutArartxfsh\n7JxF/9PVJ1xNqiGV33/2e4a/NZyKxopw1tCQSaYlxOxGMrVpKeErgKd1Pw2A/234H/6A+gm0HFSu\nkn1ze/34A6GYAAHR89bokI7T4PDw2eKdzPpmq8zMmk06dtfs5o1Vb1CQWsDY7mNJMaSw6uZVWPQW\n5trm8sW+L1RJKN0+N2+uepMHFz6YcHsl8yYWNlweHw3BhYa0GDbbzZVNzrXNZW/dXv447I9c1Pci\nILTwsPyX0rBtu3c6PA5xWo2WL67+gvKp5dw+vPUlkwLCha2hiSxuOyQ5Ze+c3kxfM50NZRuYt3Ue\nM9bNoFNaJ4YVDjvSl9dkZFuyWX/revbftZ9hnY+9628Jquqc5GaaoxZJhDImmWxSoFtH6f6gLN5s\nJdI4e7S5S8ZCVrqJDx47lz9dNgSAjKB0MHLtSDhzxoNyXGpwSoqPWy8J79tWSuOVEPOSxWtbruhQ\ntlsooexS8PkDbI5RvGWmtxdvxyusVut4q9X6x+D/O1it1mK1+8ad2Vut1qeD/86O8TOr5Zd9/MAf\n8MsN4+vL1rO5Iv5Kze6a3YC64FS5eFMEde8OTvp7xJm85WVJE0cR7qi2501I0uK5TYoVov49JSZH\nY5AYxqwUqQ9u46GNTTYsEfrz7ftq8fn82B0e0iwGmdVrvZw3wbxFX9fjix/H7XNzx/A7Yu+rM/DU\n+Kewu+08++OzNLo8mIxa3ln3b8x6MxkplibJBrfsrmL99grWbatQtb0oGDJSpddEFKC9cnoxddRU\nebt/nPsPSu4ooWxqGctvXE6uuSDMATGSgY3sXeud05tL+l3Csn3L+M+6/6h+PqIBO7Loj/t8REyA\nMYZs0ueXC+EGh4f6Rg+BgMTQgjQRue/b+3B4HTx31nOY9NKgZtabue/U+6hyVPHg2gcZ+87YhL17\ndredSe9N4uZ5N/PIoke4eNbFUWHUAga9TlG8SZ8fj9cvs8SRRTA0Tzbp8Xl4fPHjANxy8i3y4+I9\nFMVbYV4q543ueVgb2LUaLbkpuW16DsEER5oWtSM5dFodT41/Cl/Ax7gZ47j4g4vRoOG18187piST\nSpj15mMqeDsQCCSUL6qB1+enxu4iJwYzJsbWSCUGhBuWgKRc6d8zhxSznvwsi3zvt+0RxdvR5S4Z\nDylmA7qgHL1LQZoUGxDBQiXrk22MGJc65abGUH3ELt6Ew2NkfFJzEI95276vRv7/pl1VlFY2MKh3\nHnqdhs27JIlne8/b8Qmr1Xof8DdgSvAhI/BvtfsnomUWB//9HCka4HOaocs8GuD1e3nt59fYU7un\nTY7/5bYvw0wtVpeujrvt9ipJItgrp1fS4xamSw3EYcVbUCbQI87qmXCcFDcctSHdgglxRBReMvMW\nLKQeuGE4N14wkLosyT6/OL+IdGM6C3YukM+lVjYpije3x0fJwXqq65xkppnk1alW63lL4Cj11Y6v\nyDZnM3nI5Lj7/27w77DoLczfPp9GpxetzkuVo4rbT7mddIuJRqdHVWAohNw71crDRMEg3LGUBeiD\nYx/k/Uve5+nxT8sT/oLUAoZ3GY7XG4gKOxXQaqQsskg8NO4hjDojN312E++sfUfV9TWVeRNFXmRh\nLhVvARqCzJvd4ZHZrbVbpeJtV91W3v/lffrl9ePqE64O2/+BsQ+w+bbNDMoexKrSVQkL0ClfTuHr\nHV/TM6sn3TK78fWOr/nglw9ibqtXDOyi38StYN4ii2Ag5uRLoNpRzYMLH2RH1Y6wxxfvWcy6snVc\nMeAKBhQMkB8XE6+qOhcDinJ5/b7xUY6fxwPE62hvbJpzaTsknN37bDJMGVQ5qvD4PVw96GrZubId\nbY/H31nJRXfPbVEBJxQGsRZ/QoYl0fdZb4RssjA/jUvPLGbGgxNJSzHKr/0gkwAAIABJREFU+wrm\nLd7c4WjGTReewEt3jYvKSRPqnXiIXIwuyIm+NxsMupgtFSJOIDKupzmQe94iirffndOPTnmpAOwt\nqwdgcJ98enXOQnyU2mWTxy2uBM4E7AA2m20vUmuaKsSd2dtsts+sVqsOKLLZbDNsNts7ip8ZLb3q\nw4nnlz3PrZ/fyoi3RlDrVCdXawq+2PYFEAppXl+2PuZ2Pr+Pr3Z8hU6jozg3OTtq0pvIS8kLiwuQ\ni7e4zFv4zUmtYUlc2aQ7ZFgCkkxs2FAzW2skY4s0s4Vz+5zL7prd7KrdgUajXjYpijeAnzeX0eD0\nUpiXKk/kzCb1skl/wM/Hmz9mW+W2qL/Fc5TaWL6RndU7Y/aXhO2vM3JOn3OwVdrYXbmfcpdUTN94\n4o2kpRjw+gKqmSdXkDmLHHDjwRkhm1QWoFqNlisGXsHdo++OyjvyeP0YdKHnpFyBL+qcGZORHVgw\nkG+v/Rajzsj1c67nk82fJL0+8bkRBeyj01ck7BFwRfSvCRgimDeli9j67RJL+c3u+Zh0Jv77m//G\nZBT65vVlSr8pGHVG/m/e/8XMwatsrOTDzR+SZkxj7S1rWXjdQnQaHX/88o8cqD8Qtb1Bp8UbLJhF\nIe3y+ELMW4ziTTTDx8Ilsy7hkUWPcOdXd4Y9vmTPEgCuOuGq8PMrvr9DivPjHvdYh2AwGxztxVtz\nkGJIYe5v53Lt4Gt5YeILvHPhO0f6kn5VWP6LJHGLZSiiFnLxFkN2LRYyYwV1+4LM2+Xji7nyLCsP\n3zQSnVYjj59Ceu31+TEZdXTMTW32NR4ppFoMdMxNlZ+LXidlgyrnELHgcHnC2K6CnOiwa+keH595\naw0I5i1SNjliYCfeuG88g3qHepj79czB2iNk2NJuWHLcwmGz2ZpN6yac2dtsNh9wdnMPfjRgxb4V\n3P+dZGRQai9l6d6lrXp8r9/LF9u/IN2YLrMB3+/+Pmbf0KrSVWyu2MyVJ1xJljlL1fE7p3dmf91+\nmdkpKa0jN9MsT+YjEVm8qTUsMceTTUYwbwAvrXgJV8AuPy7MM7ZVbUsaOqmE8sb7/eq9gLRqOHZo\nZ0YN6kTHGDfaWAgEAlw++3IumXUJxa8W8+6Gd8P+bgi+Bqtt5azbt0V+LX//2e8BuHLglUnP8cb5\nbzCwYCD6gAW9PsDfx/2d4txieZVUuA8mgyhevF51K7SiKBQN7ImCxpXweP1xC/eBveKbXZza7VT+\nd/H/AHh/Y3R2VCRk5s3lpb7Rw4qNB/ngm60sWhOdTwihHMFIVlWnkwxLNhyIDl4Vr4HdV8W9o+9N\nmCk2OGcwfx/3d1w+F5M/nRz198cXP06dq46/jvkrGaYMirKLeOyMx6hx1vCvn/4Vtb1Br8UfkJhS\nWTbpCckmlczbqYML6dohXc49jMQv5b/IkRSfbf2MUW+PYtJ7k9hbu5dvd30LwKiuo8L2MSqK7HgL\nNscDRBEc6TjbDvUY22MsMy6awR0j7ki4GNWOtoPX1wLmLTiG5MYo3hIblkjnvPSMPlw1sW/UZF/Z\n79y9Y/oxnRkmxrQUs4H0VGPC4s3j9eH1BcKYzA7Z0XMKo0Ebs6WiNd03G51e9DpN3DG5MBjDpNNq\n6NM1i77dQy6z7czbcYs9Vqt1DIDVatVZrdb7AdV232pomc+tVuvdVqu1wGq1poif5l7t4cYfv/wj\nXr+XG4feCMDO6p2tevz/rPsPu2t2c1n/y+ic0Znzi89nVekqmY1TQlj+TyiaoPr4xbnFNHga2FG9\ng/pGNxW1zoSTuDyFi5JWg+obtSybTMK8gVSE+jSSXMFs1NEntw8A2yq3YTToZHYpGeoa3Gg0UgG4\nt0wqBjvnpzJ8YCfuu+4UWe+eDJ9s+YSPNn8k/37zZzdTZi/jQP0BqhxVMvP21fISrnn1RYpfLebj\nko9Zvm85p3Y7ld8N/l3Sc+Sm5LL4uqXoMDGy+0k8MPYB6fHg612lsngTg0Qsh7BYCMkmg8ybisI4\nEJBCP/XxireixP1LF1ovJD8lPyyiIh4swQGu0emVV44BOWQ0EoJJjGRV9TrJ1XH2hjlxz9UhIzem\nI2gk/njKH+mV3YvPtn4WxaZ9sf0L0oxpcpYWwK3DbiUvJY/HFj/G8n3L5ccDgQBog06TLq/MBro8\nPjmTUMm83XvtMP55zxlxr0u8nkLOtmzfMuZtnUe3F7uxqGQRY7uPjcrkMihkz906qlZUHHMQRXA7\n89aOYxlqXXdjIbFsUrhBx+h5C96X4o31yoXXfj3atne1rSHuhylmPRmpRjl0OxaEVFH5esZk3uL0\nvLVmidvo8pBiNsTtQS0MSid7dcnEbNSHFW/tzNtxi9uBB4GBQCMwDrgz0Q5KqJkd/w14CjiIpM20\nA/VNvcojgVUHVvHzgZ+5wHoBN590M0BUr0lL8UOJZL5510jJ0nja6GkATHpvUpjszFZh48mlTwIw\nvPNw1cc/o6c0Gfx257ccrJRMSDrHCMsWMBp0coOrwaBT3bBukWUZ0cybRhMu39pSsYXcNIk5NBlC\nEtAV+1cEizf1zFuaxUDvLiEWsjAv/nNT4oNfPuDbnRJbIZi2VTev4pkJz9DgaWD4W8MpeqmIni/1\npKQmFGKf4+vH9qrtPL5BMoe4rP9lqs4HoPFLN1Glbl2sklbWqcuocilML9RADfN2oMIepv0XuTTx\nnEYHJCneNBoNI7uOpKS2hB92JzaXlcPdnZ6wAra8ujFmgKqYfMRqGg8EIOANZ5TzskID1/UnXqPq\n85xqTOW2YbcBMH/7fPnxOlcdWyq2MKxwmGx2ApBhymDmb2YSIMDLK17mtZ9f48L3L8T6qpWvd0qL\nMJX1IUdKt8eH3enBaNCpNgSCUC/stNHT+PeF/+bp8U9zdu+QsOEPw/4QtY+SeeuQc+zJndSinXlr\nx/EAt8qFy1gQ6o2m9ryJhcB4xZtOF3r8wtOS99ofzRD3wxSTgYxUE3aHh0Vr9rFqS1nUtrGKtw4x\nizfJlCqyb7018t2U1xIvqw4kQxaA/j2lsTk/2yLPLdoNS45P2Gy2UpvNNgHIAvJsNtt4m80W/UGO\nAzU5b9oYP8eEJuO/6/8LwM0n3UxRdhEAO2taj3lzeV3M3z6fLHMW/fL7AZLs6bw+5wHwxJIn8Aek\nm8K0b6dxoP4AF1gvUNXvJjC041BAkiSKiXwyOl9IJ9XGBIBk1W7Ua6PcmVxuLyZFEVjrrOVA/QG6\n5eeg0UBBdgoD8gdwQsEJzNo4C43Wp1o2Wd/gJiPVSJ+uiuItP/kEdfm+5fz2o98y/r/jufrjq/lo\n80cU5xYztONQfjfod2g1WkpqS3D5XNS56pix5R/yvid3GcxDYx/i7MKzeeLMJ7j15FtVXSuECiml\nbl0u3tQybx7BvKmT14hiWujvI4s+j9fHXS/8wKuz1yrOIQLaw7+mV4wv5rzRPWPa20dC5Ct9sDG2\nkYeA0rCkSlHAen0BamI0k8tukzGCYgEshMuJ1zjmyv8/obBv0usWOL/4fLQaLY8uehSXV7qOB76T\n2NJYiyfji8bTKa0T7/3yHrd+fitzbXPZU7sHs1F6rd5YEWrzdQeZt1j9bvHg9rn5YOMH5Kfkc1Lh\nSUweMpm7R9/NB5d+wISiCfTO6c3EXhOj9lNKMI9luVMyyG6TreDs1o52HCnEkt+phWDeYskmzcbk\nskltnPuDMDEb1DuP/OyjP+MtEcQisiXIvAUC8MzMVTz05vKobcWCprJ4y48hmxTHjCzWyhVOlrEW\nIpuCRqdHdmaOhRP7duDGCwZyyel95McuGNOLsUO7RPWHt+P4gdVq7QWMBsZYrdZzrVbruWr3jfup\nsFqt3YHnASuwGrjLZrOp8zc/SrC6dDVajZZxPcZh0VtIN6bHNLRoDmqcNVzz8TWUN5Rz/ZDrZcMI\njUbDvKvmcdH7FzHHNofLZ19OUXYRn275lBMKTuCTKz5pkn1zh7QOAJQ3lMs2wcm+zHmZFnbsq20S\nKwDSDTFWz5tSdiEK4pFFJzDlsolkpprQajXcdOJN3D7/drw4cbmTFweBQIC6Rjed8lIp7iY155qN\nOlU269O+mSb//90N72LQGnjnwnfQaDR0SOvAvCvnMWvTLO4ZdQ/jZoxjUeUHZKWu5kzfk9TYPTw3\n7m+sSl/FSSfF752KBbGSlxLGvEmDoeqet2DxpnZVT7znsmwyYnJwsLKRBqdXzvWTthHFW3jxfs05\n/VSdE2B4l+HotXrWHlybcDuxkOBweWUTlq4d0thbZqeixiG/n3aHh2dn/ixLQCKZt0avJJvNM3YB\nBflSrl1LJ05DjyUqXiAR+uT24Y/D/sjLK19mxNsjqHfVs6N6B33z+jLt1GlR2+u0Ot656B0e+v4h\numV2Y3CHwdx80s289uFmlq+rZPrP/+NkpN5ZdzAqIJExSSTWHVxHpaOSW066JcwCPcOUwfxrJHYw\n0nQGoLpe+lzF66M7XpBqkd7b9py3dhzLiJUlmgwffbeN4u7ZsnIhJvOWqOfNF0Cr1cSdV3TrmMHL\nfx5Htw7HvuxaLt5M+qgg80hUxjCAibXgpnSjVs6ZyqpCY2qD0xPXZyAZfP4ADpePFEv88Uun1XDR\n2HBW9OLTezfrfO04NhCMY7sOsAHKL3Z0z1UMJJoNvQlsAN4GLgGeC57omEC1o5pVpasozi0mxSCt\ntozoMoIFOxewq3oXPbNVB5lHYcW+FVw6+1L21e2jT04fXj7n5aht/n3hvzntndPkXiydRsec386J\nOUFLhPwUyWGuvKFcZn4iWYuofQTzpjImQMBi0kfLJt0+eeCYtXEWf/ryTwDcevKtZKeFbori9fTi\nxO1JXjQ2OKUeooxUI9Zg8dYpLzVpYVvvqmdRySJGdR3F6K6jmWObw4OnPcjIriPlbc7pcw7n9DkH\ngHP7nMs7a98hN89PV18uu0vrVNv6CzQ6PazfXiEzbjFlk7UqZZOieGuCbFKr1cjnjpTl7D8kFT1K\n2WS84q0pMOvN9Mvrx7qydfj8vrgGCErDEl+jdN7ibtnsLbNzqNohF+bfrCxh1Zby0PEjDEv22/cC\nuWTpO6L0gx3cxUr3hhT2HwhE2Swnw9RRU3l7zdtyAdoruxefXfkZmebYOUdn9TorKqg905IGVKL1\nh1ZsXW4fDU6PLHVRg0+3fApI96BIJLoniAWDYyFYtyUQbHA789aOYxlqWwYEau0u3vl8E0OK86ms\nc5KeYohpMmZO0vOWjJU/VrLdkkG8NqLnLRGUBjCTxhTFfY2EFNPt8ZOiqJvLqhrl/9c3uJtdvAm1\nSSLmrR2/SlwM9LTZbI1Jt4yBRLOhTjab7SwAq9U6H4l9O2bw4aYPafQ0MnnwZPmxi/pexIKdC1i4\ne2HS4i0QCDBl/hT8df4whmZ/3X5On3E6Dq+DUV1H8d4l75FmjJ7EZVuyWXL9Ep5c8iR2t51L+1/a\nrIIx1ZhKqiGVQ42HFMVb4klsbrB4a+rk3WzUU9cQ/jlyeXxkpBrZdGgTN86VTF+mjZ4mM4IC3TO7\nA+AONOLzp0iGGQnYAtFonJFqJD/bwqQxRfTqnHyAWXtwLQECjOwykqcnPM3TE55OuP0zE57hjB5n\nSO/VpxVs31fT5L6ajxZuZ9Y3WzlvtPT+KVdGM1KN6HXaNpVNWow6uVE7knnbXy4Vb3UNbnzBQdzj\nk7ZpSfEGMLTTUDaUb2Dl/pVhxbESyqgAUWhYu+fw7U97OVQTKmi1EUV5pGFJtasSPbn4PAYgtIDw\n2oUvsaWkmvcX2OSmbrXomtmV9beu5+PNH1NSU8KUEVPondO01UxD8DNsDIS+47UNLvz+QMyA7ljY\nfGgzTy59EpPOxOk9T2/S+a+aaKWuwcVNF53QpP2ONbT3vLXjSMPt8bFqSxmnDOjUbIlyUw1LhFti\nZa2TqlpHlFu0QKjnLZZs0n9cS6qVULpNJjPyUBrA3Jzg/hkvB1ZZvNU1uils1hVLrB1EB3S341eP\nvYTpjJqGRJ8meQZls9n8Vqu1ZaLfwwyRtXZm0ZnyY/3z+wOhoOy9tXt5btlzODwOXj7n5TATg6V7\nl/LKylcAmGibyCTrJJxeJ6Onj8bhdXDXiLt49qxnEzJFmeZMnhj/RIufS35qviSbdMd26otEnly8\nNVE2adLjdHkJBALy83K6fRgtDZz8xsk4vA5enPgiU0ZMidq3e5ZUvDl9DWjIw+3xJSnepEErI9WI\nRqNJeHNVYvEeKTv+pE7qJI95KXmym2R2hlToKF0RQRpwV24qY+TATjH7BnbsqwFg/XYpLFrp6KnR\naMjJNDcjKkC9bNJk1Murg8oBpqyqkX3B4i0QkFYHs9JN8jbx3CbV4tpB1/Kfdf/h9VWvqyjevFTV\nOtHrNBQFWaIKRfFmipA8KhcgnvvxOUob9tGVYuyN4cxveqqRiSO6M3FE92Y9h6LsIqaOmtqsfSH0\nGo4pHI8wqq2ukxYeYgV0x8Ln2z7HH/Dz7FnP0i2zW5POn5tp4a/Xqzc4OlZhNOgw6rXtbpPtOGL4\n4sddvD13I2eP7MFtlw5u1jHURrkIiHGwrKoRt8eHNTNx8eZ0e6m1uzhY2YA16EjoU8G8HS9IJJuM\nfB2EGiZZK0aoeAsVxl6fn0rF+FWfJE8uERwx2i3a0Q7gbmCe1Wr9ChDSqYDNZvunmp0TfZqsVqv1\nJ8XvxYrfAzab7ZSmX+vhw8ZDGwHolxfq8xGr7juqJcfJWz+/lc+3fQ5IxcdfxvxF3nbG2pBBwWWz\nL6PkjhKu/vhqSmpLuKTfJTxz1jNN6l1rCQpSC1h7cK18E0jW+5PfDMMSkOSA/gBUN9Tzz9Uvs7fm\nAC73RDZXrceRKhWsfxr+p5j7ZpgyyDZnY2+oIZ3uuDy+hMYqyuJNLWqdtTy55ElSDamM6zGuSc8N\nICddKs4jbf1nfL6ZOYt2cPXZffntBGvUfiXBYHQRZxDZUJ6bYcZWUoXP508ab+Buaki3W3KpEgOM\nmBxs3FnJtH8sCdu21u6SijePcJtsma/Q6T1PJ92Yzor98SMDxIDkcHqprHOSk2GWm8KVxVskC2gy\n6phrm8vDPzzM6tLVDNXeLv9NHwzsBkhXyW61FcR1jy48g3k7dwNwoKoaiN0/EQsiNuTS/pe2/gUe\nR0i1GNqZt3YcMVTUSOPC/GW7ueXiQei0Gg5VO9BoovNT46GpPW/1QZmwUGTEKzSUPW+3PfMdtXY3\n//nbRLIzzPj8AbTa47snVkB2m4whm3S5vWFzjkTRC0rEYt4OVTtQimPqWyDnDjFv7bLJdoThHqAD\nMITwnjdVSFQFJHI9OepZuI2HNlKUXUSqMSS1KkwvxKw3Y6uw4fQ65cIN4P7v7ufyAZfTO6c3FY0V\nzN40m3RjOr/t/lve3PYmZ808i/Vl6zm58GRmXDSjyb1rLUFBagFun5uaRonGT9b7I7tNqgzoFhBF\n4T+Wv8GDSx/A7M9hPBNxaWqZfdnspJPPoZ2GUrmpknRiN1YrUWeXboZN0ZH/6+d/Ue+u57EzHqNT\neifV+wmIxuXqeieZirp76x5pMr5he0VU8WYPZuspETmQ52aa8Qegxu6SDUziwS33vKmXTeZkmuX3\nUuz/9YqSqG1r7C660zo9byD1Yg3pOIQle5bg9Dox66MHQYNeh0Gvxe70UF3npE/XLLLSTOh1mrDi\nLdKgxa9xccWHV+DyuhjddTRnGy5ixVqpSM7PtlBa0YDZ2DQr/raAOH+DI8QI7j5UDphVMW/f7fqO\nhbsXMqbbGDqmdWyryzwukJZiYG+Znesf+ZoX7xzbnm/UjiOGVVvKOKV/R2549GsAPnvuQlX7NdVt\nMpLRyYnhNAkhtY3L7aM2OHbWN7ql4s0XCIsDOJ4h57zFYN6cbl9U8ZaeYkw6D5LHVsV7J8xKenTK\nYHdpHXUNzV9UimV01o52AEMBq81ma1YmRdzZnc1m+z7BT+LwpyOM1aWrKW8oZ0jHIWGPazVaRnQZ\nwbqydVgekybZ946+lz+P/DMBAjyx+AnOf/d88p/Jp9ZVy50j7uTszmdj0VtYX7YerUbL2xe8HVYQ\nHg50SpMKlfL6KiDa7CESuZlmCrItTXaXElK26askR8lTC6Uw8XP6jVPFGkwePBlfkP1NFhfgUikB\nBXB6nTz8/cPc9+19pBpSuWHoDUn3iYXs4ApcVV24hb143pEB5QAlB8MjDQ16bdSgIWz81bAGsmGJ\nCubN7w/gdPswG/Vhq4NOt5dlGw5EbS9MS1qr5w3glM6nECDAU0ueirtNillPWWUDPn+AnEwzWq2G\n3ExLWM9bZLj4dyVf4fQ6+cuYv7DkhiV0SA+FUwvmWE2kQVtDvIb1jaH3tqFBKryFvX0sHKg/wO6a\n3fz56z8D8OT4J9vwKo8P+HzS61pR42DPwWMiSrQdxxGU7MqOfbVhf1NrctXUnLdIRidWTACEVDR7\ny0PfCzFeqTEsOV6glE1mpoYv7kSarVXVOuO+nrGOqWTeDlZKC+UixqglzJtgALPT2xej2hGGrUCz\ni4njkmufuX4mADcOvTHqb6+f/3rY7zcOvZHHzniMwR0GM33tdJmNG9FlBH8Z8xe6p3Vn6Q1LuWbQ\nNXx/3fcM6jCo7Z9ABM7sKfXt7azYC4AliWuRXqfltWnjm2xyIBi9qoZ67hh+B0+Pk1w0T+jcJ9Fu\nMoZ0HIJHI61Y1SbRiHuSBEkrcf939/PQDw+hQcPcK+c2m8HISQ8ybxE9b4mLt7qw3/MyLVFyWeEE\nloxthFDx5lMRFeD2+AgEpOsTr5Pb42PlxoM4XD7OGdUDa7dshvWXzGNq7C48Xr/cf9caxdsDpz1A\njiWH6Wunx90mxWSQixvxGudlWaiud8rGLK6ISc1939+NBg1XDrwSCLfCz0ozYTbqyDoKBrtQ8Rb6\nPAc8weIyjvXz0j1L6f1yb3q+1JO1B9fy+6G/Z1TXUW1/scc4KhXfS4e7PTKgHYcXyu+4K+LzJ9iu\nZFCbcSpQF8m8xZH4aTQaTEYdhxTZY4LR+TUZlpgM0j03xWIgK90UptxRjr9Ol5cGp1dV9JAwpYrs\nJwfoLYq3FvS8yfLNJKqcdvzqUA+sslqtL1ut1meCP4kd+BQ4Lou3VaWr0KBhbPexUX8rzi2m4S8N\nZJgyKEgtoHdOb0x6EzMvnkmWOYscSw4vTnyRL676QjYwGdppKP/9zX8Z033M4X4qAJzR8wxAKqog\neVQASJPOeKGdkahsrOSH3T9gNEjbmzXpPDn+SZnJyVTZl1acW0yjTmKE9pYlXjkPSfsSP5cqRxUz\n189Eg4a1t6yVX4vmQEhSKiOKN9EMHrN4C/a7iW1ys5qWwRMJ2bDEl3wlV0xgzUYdhuA5PD4/C1ft\nA2DSqUU8O+U0Odiz1u7mlVlreP5dyRi2NYq3THMmY7qNYU/tHvbV7Yu5jVLGK15jEaAqrN+VzeAa\nTYBDjQe5ffjtDCgYAISbq6RYDNx9zcncfOGRd1gUr2EsC/vUOMzbPd/cg8MrTbIeO+Mx3pj0Rttd\n4HGEu648Uf5/Y3veWzsOM5QT9MixQCkBT4Smuk0qGX1I3J8V6TLd6BLFWwDdr6TnbfSgQn4zrjdD\ni/MxGnT8694zmDSmCAhlooL6fjcgNLbGKt66SMVbXQuYt8ra+OHr7fhVYwvwLlAF2IGG4I8qJArp\n7myz2fa3+PIOM/wBP2sPrsWaZ40rb0wxpLB7ym48fo/MogwsGMjeO/di0BrCXCePBuSl5JFiSMHp\n8GEmvtRw2d5lTF8znamjpmLNizbeiIVaZy1DXh/Cvrp9XJjxN2AoxdkDMOlNMnumtvfEpDeRmeUH\nB5SU1ibcVk1flj/gZ8r8KZQ1lDFt9LQWs56ZaSa0GsG8hXK7xLXEKt7EANm9Yzpb99TEbFw3K5zA\nksHdhJBuZSi7WB08VO1g/yE7vbtk0jUoi81Mk4qIWrtLLuwgtKLYUozqOoo5tjm8/vPrPHLGI1F/\nV2r5xWAppKV1DW4y00xhLmx+jQs0cPUJV8uP6RULDalmPacMODr6w8RrGDnJgthmO06vk5/2/8TJ\nhSfz000/Rf29HfExalAhd19zEs/MXEWjs924pB2HF8rveGSe2qEah8zCJEJT3SbVyiYBfjvBymsf\nr5d/dwS/I5Jhya+DecvPtnDDpAHy75lpJvk+rBx/YwV0x0Mst8myqgb0Og3dO0nOyS1h3oTrZa6K\nQrIdvx7YbLaHWrJ/otndvJYc+Ejhp/0/UeeqY2jHoQm3y7ZkU5BaEPZYmjHtqCvcQJJMdM3oiscd\nwKDXxrXgv/bTa3lrzVtc8P4Fqo4bCAS4ZNYlMqOy/pDE2AzKl147mXlrgnHAiN59CeBnxfZtCbdT\nU7w98sMjzFw/k26Z3Xho3EOqryEedFoNmWkm2epdQBRtiVb7hYNiXgzpQ6h4S77qmqh4q6pz8s3K\nErm/QhkNodVq0Os07C2rx+8PMO6krvJ+WcH3p6Y+/HkZmmhYEw9XDLgCs97Mc8uew+V1Rf1dGT4a\nq3iDcDmRM2Dn3D7ncnLhyfJjSuatc7768Ou2RiLmLVbxtnL/Sjx+D6O6tMskmwNhONDOvLXjcMPu\nCAUxR6oolv9SyoffbUva+9YS2aRWE7qXx8J5o3vy5l/Gc805fQGFbPJXZFgSC7HGXyEvVeMSGmpJ\nCGfeCrJTMBl0WEy6FvW8VdY6MRp0qqNl2nF8w2q1Xh789zar1foHxc9tVqv1D2qPc9xx7SKb7foh\n1x/hK2ldDCwYCH6DLG2MhQa3xLhurdzKuoPrYm4zfc10rvroKkrrS9lcsZlvd33L6K6jWXfLOnmi\nelHxxUDz7PzvHzeNRk05FVWJBzHh7BQviywQCDB97XRMOhMLr1vYakV1TqaZyjpn2CCsZNzirfgX\nyMVbDNmk3POWeMLp9wfklVlfDNnknS/8wEsfrGX99oqw6xKDk1JiOrhPvvz/VIsBnVZDrd0VxoK1\nhmwSpBiNm068CYfXwcr9K6P+rpTzhGST0vslwtiVkxqfxslDYx/84TDJAAAgAElEQVQK6x1ULkiI\n1c6jAeI1j5WpHssp9cklkjHJ+KLxbXpdxyvE57edeWvH4UQgEKC+0UN+tjTZj+y5/O7nvcz4fBMH\nKhKrmiKDnpOhvtEt3z+z0k1Jo2Y65qZi7ZYNhFQh/l9Rz1ssmGOMv+XVkuyxIDt58RZpWOJweam1\nu+mQI4356SnGFve85WaaD1u0VDuOegjqeFjEz8nBf1UhkdVfhtVqPRfQECMawGazfaH6Ug8jtlVt\nw6gzhoVzH6t4dfZavlm5h9lPnMdp3U9j7koLXk1s7f2hhkOU2kvl3//wxR9YesPSsG2+2fkNN86V\nTFze++U92fhj8pDJDOowiCfOepR/f7IDTUD6WDSHeeue1R2/uQKNoyPVdU7Z4TESyZi3135+jT21\ne7hm0DUUZRepPn8yZKeb2bGvFpcndvH22L9XctXEvgwoyg3b79TBhdTUOxk9uHPUMU0qmTelFXGs\nQV7o9AUrp5RNAhgNWhxB4ku5oqjRSIxird1Nitkgr8i2VvEGcHqP03ll5SvM2zovqvdTWTDmxmHe\nNpbZAOlz1DEjn2Gdw+9RyuKtqS6pbYlEr2FkBp3H52Hh7oX0z+/P+cXnt/WlHZdoZ97acSTQ6PTi\n9wfIzTSz60AtLrcvpjoi2aKCq4nMW32Dm+x0E907ppOrMksu8jvyawrpjoVYzFt5lSjeUmLuo4RY\noBOySbFvh1yp7SY91ShnvDYVXp+fWruLLgVHj5qkHUcWNpvtb8H/TrHZbGH9RVarNVPtcRLN7gqQ\nEsCnBv+N/Dkqsat6F90zux/WHLa2wlfLS/D5A1TUOJk8ZDJ6LNi91TG3fXH5iwA8M+EZRncdzY97\nf6S8oTxsm1dXvhr2+0H7QbpmdOWivhcBkJ8qregJZ8BauxutVqM6jFggJ0caSL7YsCzuNt4kxdvb\na95Gq9HyyOnRPVYtgZD11TvCnakE/p+9M49z4y7v/2c0uqW9b6/va+z4SGLZcQ4SB0gChCTQchbC\nWeivtBwpR8vRltL+aDkboLS0/KBpOApJOAIkkJA4d0LieH3Gjsf32t57V7vS6pZG8/tj5juakbS7\nurUjP+/Xyy/varWj2R3tzHy+z+f5PIdOTuJff7Iv5/vampz4+Dt8eRMQ2cVjocAS/delrFEB+kog\n+zATWKKII3aRcdp5eLJmxrR6HZgJxQ03Fxwqd0G/ac1N6PH04N9f/HdEkhHD15h4s1stmjWE9eEF\nwwmc8p/C/uFMr8aK9iU527fqbD+FjI+oFdmVYSbUE5jFmcBpw9f2Du9FLBXDrhW7aJW1RNh7KUyV\nN6KGMFtck9sOh41HLJGCP2u+JwCEFxgHU8yQblmWEQwn0OSx46sfvQ6ffndhi+5sMS+i63m7WAJL\n8sGcL/lsk10lVN5YWIm+8pZISkULc0BZkJVloKOZkiaJHB4v8LG8zHeXdFIUxVcWvz/1I5wIYyIy\nkTPfzewEw3H0dbbDKjsRTI9AluWcm8O9I3sBAB/c9kHEU3E8e/5ZfHvPt3Hf0fuwomUF/vGV/4gn\nzj6B1W2r8dz7n8M/PPEP6PX24iM7P4J2VzuAzABMtgIVCMXR7LEX3Qz9irXb8PhQHL84/Du885r8\nbyGt8sbn9mWNhcYwMDKA61dej5WtK4t67YXIJ96yg0qKFavOPBePfOg99dlpk9O6fjXW6xbLsU0q\nx6cjz7iCFq8dp4eNITHTs7k3H6XisXvwrq3vwtf+8DU8d/45gy2QpU0G5TE8fe5pXLfiOq3yNjoz\ng7f+7EPgkjdmnp9HnBUyI68e6BcXOE55b8QTEpKWWXz4tx/GQ7c/hLSchoWz4M7n7wSAvCm3RGGw\nqkKUKm9EDWHirdljh9NhRSyewmQg1+Wy0HmqmCHd0XgKUlrOa7+eD7bAEdVV3i6WwJJ8ZBZPjbbJ\nFq9duzbPR7Z4G1UHdDPx1qwen9lwAo4Cq6MMtgBQSHAKcXEgCIINgB0ALwiCvjTcCn2S3gKUtFwj\nCMLvS/m+avPsecUmKHQUlrRoFvzBOJIpCRysSMhhTEYmDV+XZRmHxw6jv6lfiXZXbW3/9NQ/4djk\nMTx86mHs/N5OBOIB3Lz2ZvR4e/CdW76Dz1//eU24AYCdRd6rK0yBcKLgMQF6Lu27BAAwNDM653PY\nidJuy30Lfv0PXwcA3LKu8taz9malchaKZoRUdkpkIbPn9DgKTJuMJzNfz7bksJEEQKZCx8RgdiWq\nK88FpEVXEWxrcmDr2k5cv21pIbtfMGxMA5ujyDgfUipQYUzgph/ehBNTJ7Set98dexz7RvZhqXeF\n9nxHniHzbLVzvob9eqAXb047D7ta/bQ7ZDx86mG0fqkVPV/rwSd//0ncd/Q+XN57Od6w4Q312l3T\nk6kqkHgjagdLmvS6bXDaecQSUt7xAKE8qbN610ShPW+SlMYvnzgFINd+vRCabTKegizLypDuizqw\nxLh4mk7LGJ+OaiFjC8HO6awffXjCKN6a1HugUkJLWOoljQkgdHwOyoy3LVBGBLB/L0MZHVAQ892l\n3jfP1zYW+gK15Hv7vgcAuH3r7XXek8oyPRtDVO1/SnFRnPSfNHz9Z0d/hpHQiDYI+Nrl1+LPfX8O\nAPjrq//aELH/ues+N+fr6FOXkqk0wtFkUf1uDHYynQjNICHlP+Hl63n7+dGf4+8f/3vcdeAutDnb\n8KEdHyr6tReC9eDNxjIn+lhCgrC8DW+7cb3ytSJP0oXaJvWVt+wh3YOjmbl47CLEKm/shpY1Teeb\nNacXPb4NPfjih66Bt8gV3YW4dsW16PZ04+6Dd2vBJVJawu7BhwAA/e2tiEtx/O3jf6vdkEwGQ9jZ\nvxOXdCoz25b3NmHLms6cbb/pleuwtNuLv/vTnRXd53LRj1twO22a3XVFhzIYPRAPYDIyqS04fPXG\nr8JppQt1qfAWDi4HT7ZJoqaEdLZJp92qijflxvv9t27C225Qrg35bJNpXZpRoWmTTx0Ywk8fEQEo\nISTF4LTz4Dilcsde+6LueXMYF09nQnGkpHRBYSVAxhqfTEkIRRJ4fOA8Wrx2LTiLVUazB6oXwoVx\n5bqeb8GVuDgRRfEfRFG0APiOKIoW3b8WURT/sdDtzFlTFkXxnyuypzVk38g+dHu6cUX/FfXelYri\nD8a0G/kUF8XzF57HVcuu0r7+pWeVhLsPX/FhAEqAxXdu+Q7+4/X/AY7jcMeVd2Dn93bi2hXXaiEl\n+WCVt0RS0lICi0maZLDKCpe24sTUCW0Qsx5mzWTi7fEzj+PN971Z+/r7Lnsf3LaCK8gFo9kmI8rr\nx5MSZFlZXbv9tRvx7MHhok/SWtrkAhdu/YVdX3nb+/IYHvrDGe1zZv/QD+kGMpadjjzjCvQi21vk\nSm6heO1efO9WZRTFvzzzL3DwDtxz5B70JndiO16FVwtXY8h/Fe49ci/ufelevA73osnShR+//X58\n/b+Pg7dw+PdP5R+y3tfpwXf+ZvGFDOkXF3o7PNrw+Q29qzDw9gHsG9mHE1Mn8MCJB/ClV3+pIYKS\n6o3baSPbJFFT2MKYIt54g21yy9pOJJIS7nn0eF7bZLqEytueI4or5VO3+3D11twe4PngOA4uhxWR\nWBKSJt4u5p434+JpJmmywMqbLWObvP/JU4jEUnj/rZvgUO+HmjzK9bSUytsLL42Ct3DYsjZ3wZK4\nuBFF8S8BQBAEO3RaTBTFyJzfpGPxJAOUSVJKYjAwiO1LtjdcWMB0MK71ZfF8Gn/3+N/h9etfj/Ud\n6xGMB3Fg9ACuWXYNrltxneH72O+hr6kPJz96EjbL/Df1Dp14Y7PQSvFqs+3wsgO7z+zOK96YRcHK\nW5CUkviL32bGW9y6/lZ85cavFP26hcDEWyiWv7rV5LZjeCKEdBF9BIUO6dZX5vQ9b3c/eBRDE2FY\nLBzSaTljm4znt0225QlNafVmRHaxPXvFcPO6m7GxcyPuP3a/9lhLK8DFgA3L2/HDXT/EtXddi5HQ\nCJLcLHqdK9Dr7UUidSyvRXaxox/P0NfhwYnzMwCURY1tfZuxrW8bAODLN365LvvXiLidVgRCpUdz\nE0SxzKqirMltg9NuhZSWMTql2Oc6W1zaYma+ypukq7wVEmohSWnsF8fR3ebCtZf1l3S/4nZYEYml\nMuKNbJOaY6WYpEkgc473B2J48eVRtDY58LqrV2pf1/e8FcP4dAQnzs/gsvVdRfc1Eo2PIAh/DOBb\nAPSrNzKAggb0zineBEGYRJ4RASpthe5grTgzcwapdAobOjfUe1cqjj8Y06owN667HvsGv41bf3Ir\nfvKmn+Abz38DaTmNV6+af8Xfzi988rDpVqBYbH3HHFH/88FWwqxw4d4j9+KjOz+a85xUKg0rbwHH\ncXj2/LM4NnkM77vsffjvN/x30a9XDCwt8qXBKJ49NIxVqjWCCbAmtx1pWeknKFQEFToqIJ7KX3mb\nmY2jv8uDv/qTbfjkt57O2CYTRmHJyFcNNVTeqijeeAuPB9/xIF559yuxa+UufPeW78LG2xCJSfA4\nreA4DsOfGMbvT/0eP/+ZjOmA8jMkU5JBCJkFfeWtr9OjVU8LaYQnSsPttGFksqDFR4KoCGwsTrPH\noZ3PL4yHYLNa0OK1a3bpvJU3nXgrJG3y5bN+hGMp7Nq2tOSFZpfThpnZuK7ydjGLN+Piqb/IhWfW\nLvLUgSEAwO2v3Wg4v7Oet2ARlTcpLeMXjyvtLVdv6Sv4+4jFiSAI7QDuAbACwFkAbxVFcSbrOcsA\n/ABKUr8M4LuiKH5rns1+FcBbAbwgimLRUabzLYX7kDtEjv1bW+wLVZtjk8cAABs6GkO86Vfzpmdj\nmo3o8v7N+OgVH8XxqePwfdeHHx76ITZ0bsAnr/5k2a/p0AWWsEbb9jLEW4ezB4fHDxsauhnJVBo2\nqwWyLONbLyjv77dtelupu14wVt6CZT3KzJVv/nSfVtFkiYmaRaKIVTaHTelBKGZUgCwrxzidlhGM\nJNDscWSGjaoCIXtIN6PFk1t504s3T5VX+Va1rcKZj53B3W+8Gw6rAxbOAq/LZrgRuWnNTehq8SIa\nTyGZkpBIpjVbrpkwiDddb0r2MSEqh9thRUpKF9w/NB/haBKf+Y9ncPjk5MJPJi5aZtS039amzHl4\nbCqMTjXZl/UPL9jzVkDa5PFzyj3f1nVdJe+v22lFNJ7UeqcvbtskG9Kt/O5DUTU5tMDroH4cTKvX\ngddctdLw9Sat8lZ4H+6PfvcyHnz2DDpbXXlnwxKm49MAHhFFcT2A3ern2SQB/JUoipsAXAngLwVB\nmC8fZEoUxedKEW7A/OLt70VRPDvXv1JerJo8Pfg0AGBz9+Y670ll0N+4TAdj2sqg22nDN1/3TXzj\nNd/Qvv7ZV3wWTY7yBxtnhlWmy4q4ZSKwzd6FYDyI4dnhnOckJQk2qwW/PfFb/PLYL7FjyQ7ctOam\nMva+cL76kevgtHGIxiUt1c5lz9gmgeL87RzHwWHjEYok8MAzpw1z4/Rk34xKUhrhWBLptIwWrz0n\ntTJ7SPebXqmsmaxd1pqz7dYaVd4YhawYs8TJYDiBZEoqOsVzMZBdeWOQeKselRzU/cTAebx0agqf\n/c6zZW+LaFxmQnFwHNDisWsBGGk5Ew5lt1pg5S2aMNAjGcTbwpU3FsZTTrKussAhZ9opLuLKG2/h\nYLNatOtmWJccWgj6c7xvY7d2/8JoLiFt8qVTk7BYOHzz49eXlBtALDpuA3C3+vHdAN6Y/QRRFEdF\nUTygfszSI+draP2lIAh/IQhCuyAIbvav0B2az/uzrdCNLAbuPXov2pxthvlTZkZfpZmZjeOQunIs\nrFAcqx++4sMIxANY2bqyYumarCcpnpQ022Q5lbdmWzuQUIJk+puNq0/JVBp2qwU/PvxDAMCdr7mz\nZr2KHpcNy7ocODEcw4wqivU9b0DxzckOO4/B0Vn81y8PI5aQ8OZXrct5TrZ4S0npvHadbNskW1l8\n7y2b8N5bcvsHAaBZ3/NWpcCSYtHmEcVTiCfTaPaYT/AYAkt04s1Btsmqwd43kXhSszmXistJx4lY\nmJnZOJrcdvC8xWCZ61RTApXqm23ByluygGpxRN2Gu4z3JlvgYKMLLBdxzxsAbbwDoBv74CpMNNl1\ndv7L8lRDmcieDhY+N3V8OoKuVhcJt8ahRxTFMfXjMQA98z1ZEISVAC4H8MI8T/ui+v+3dY+V3/Nm\nBgYGBrSPf3HtLwAALx18qaqvUyumQ5lV57QMPLnvPBw2DjNjpzAwoZyoX+99PZAC9u3bV5HXZKlZ\nfn8As0Fl7ti508cwdr64iklc9f13cX3Ye8teIJT7OwxH4rDywCdWfgKfWPkJYAIYmKjd79mmXuwO\nH1V86eNjwxgYCGJ6MgQAOHTkOBC+AP+UX3ne4UNo8cz958LJmYv20wOnsKolmPOcgcOKXYa3AFIa\nGNi3HxNqT1hk1o+XjxxW9mXCj4GBAUz6A7DyHA7sL+z42q0cEikZZ08dR3iy/gIuOKP8vPsPvoR4\nIolEvDZ/S5V8Db3lVzx6COuWOHFiOIbE7DAGBiYq9jpEhtmA8r4Z2H8YI+2Zm59Sjuv5c5neuXqc\nx4n5qfcxmQmnkEjJmJwOo8nNY2BgANNTAe3rqWhA20eekzAdTObsczCSOfdHY4kFf6ZzQ8o15fTJ\nY/CPlHYLFgkpfyP7Dh5Rfo5pf91/l3pqvS8c0gjORjAwMIChUWWh+4T4Es4VEJKV1IWHITqCgYHx\nnOc4bRwujE0X9HMlUzL8wThW9TgW1TGpBI328+gRBOERAPni2A3ztURRlAVBmCsPBIIgeAH8DMDH\n1ApcXtRxASUz35ljiyAIc92dyKIodpfzwpXA5/MBAM5Mn8Hqb63Gu7a+Cz/4ox9U9DUGBga016kl\n50aDADJDrhMpGTs39eKKHdur+rrWe0fgcLqRTKXhtCdx9ZU7it6GlJaB+34Np8uLLxz/An5z/DcA\ngGuWXYOfvvmnWNq8FNyvfovxxDC2P3ArXvjACzUf7/DLPzwCAGhq6wYwA2Hdavh8yxC1DuGBF/ei\ns7sfPt9qPCEOAGcj2LJlK7rmmRvT/NhjmAkrMfIXplLYeunlhqqNOOjHiyeeRk+7G8t7m/Di0TFs\n2rwV4qAfwASEtSuw84rV2u/N5/OB370bbidX8Puv/WE/Rqci2LnjMrQ11X/W2LGJY/jDMRErV61D\nShpHW2tz1f+WqvL3+hOlkd3n82HTlhT8gRiWdHkr+xqExvHJY3heFLFi1VpsXaushJd6XP2pQQDK\nzXI9zuPE3NTr2qrn1k/8Svt4fVcrfD4fzgRO4KkjRwEAmzesgs+3CgDQ+exTOHl+Btu2bTO4RMan\nI8D9IwAASV74fP3bAy8AiGDnjm0lW9z3XTiM/adPo69/JYBJdHd1wee7rKRtVZp6HNfmR3djNpKA\nz+fDT555Crwljqt2FpY8LssycI9yjr/+FfnvQ3oeC2ByJlrQz6XMdhvC2hU98PkuL+rnWMwshr/X\ncplPfIqieONcXxMEYUwQhF5RFEcFQegDkKvwlefZAPwcwI9EUbw/33Oynr8ewEZRFH8lCEITAJso\niv6Fvg+Yv+dNBLAd+QNLFtUgtZGQcuJc0lTcvJTFDAutePWOZdpjm1Z3VP117TaLZpssxTIJZDzo\niaSEz+/6PCyc8jZ79vyzeP+v3o9wIoxgLIJIKog1bWuwY0nxArFcbFblpM4a1V2OTNokUPqgbkCx\nRx4/N619HkukcOdP9kEG8LG3X65dsBXbpPI6LV47eAsHu867H0tIOWMC5oPZOwq1i1Qb9jthv0sz\n9rwBwPf/9kb86AuvBaCkTJJwqy4u1RKWz6JWLPro9mRWmMTT+4dw6yd+hVMXZrK/jbgIYRZd/blc\nP1zZ47JB0o1yYRhsk6l03oAuPeFYEhyn9K2VCjvHT88qVr6LuecNMNomQ9EEmtz2gtswOI7D377v\nCtx5x645n9PR6kI4ltJ6DOdj3K/MB+xur/ycWqJu/BrAe9SP3wMgR5gJgsAB+D6Ao6IofiP763me\n/14AvwFwp/pQP4B7C92h+c4eCVEUBwvdUD1hgRgNJd7UE1Fnqwt33rEL9+4+jlf6li3wXeVjt/GI\nxlOYCcWxtKf0m1SHjUcskYJviQ9Pv+9p7Bnag1+Jv8Ijpx+B91+8uFm6D2k+ifvecl9d5vIx2yTr\nOXOWEVii/37GoRMTmti+99HjGJoI4w3XrcGWNZ14fO95AKp4U+cHsQRJh92q3XDG4qmiBPQ7X7sB\nw5NhQ8WvnjDhyYaemzFtEih8XhBRGTrVkIiJ6WjZ29KP7zg9FMCyniatX+j7v1Es9r955jTueLup\nWryJKpBPvHXoArvYolsomjQsqunFG6D2c89zrovEknA5rAXPEc1Ht+oCGVFn0V3s4s1m5ZFMSpBl\nGaFosugFzJ2b54/zZyOTRqfC6O/yznt8x/zKMekh8dZIfAnAvYIg/CnUUQEAIAjCEgD/TxTF1wO4\nBsDtAA4JgrBf/b7PiKL40BzbvANKgewpABBF8ZggCPlsm3mZT7zFC91IvWHirc/bOPM02A28w8Zj\n7bJWfPa9tSl22m28YgNBaWElDIed136Gq5ddjauXXY0PbvsgNvz7BlwIDMECG3Yu3YHL++pjK7Bn\nV96cWeKtiFhgICNMnOrPffDkJP7kNcrXjp5RquC3v04ZY8HziriSJBlBtfLGGpsduhXEaLy4yttl\n67tx2fqidruqsGomE2+LRVQSi5t+tbJ5YWLOdoGC0VdJPvmtp7F2aQvu/KvrAWRCigpZTScaj+yB\n2sy54MgTWAJkxFs4mjQ8LmWJt8QC4i0cS2kLCKXCqjojk4pQuNgDSxw2HmkZSEkyZiNJw1iXSsCO\n98f+9Qk47VZ86E1b51xMHytySDix+FGtjDlpiKIoDgN4vfrxM5jfzZhNQhTFWUEQ9I8VPDZgzhcS\nRfHKInairlwIXgAA9DU1kHhTbzocNY4kt1stYK6PssSbjc+xl3jsHuz5wB78467/q3zuqF9fFrNN\nMtsJs7CwOW+sIlYobOWzu92N1f0tEAenNftjMJxAk9umVees6oVWb5tkaZFOO49EQkIylUZKSmsj\nDMwI+3nNXnkjagu78RqugHhjf4OMkxcyYRSaeKvASAKishwb9ONpdWhytWALZwzWJ8zeF3arxZAW\n6NFV3vTkVN4WSJyMRJPwlJmC2tNmFG8X85w3ALCpwSTBcBzptKzN5asUHS2KeJNlZbHnGz/dP6c7\nh4m33g4Sb8S8TAo65SYIwu0Azhf6zQ3xF//c+edg4SzY0r2l3rtSMVj1JduOV230N9jlzKFx6ux/\nevqa+vDxKz+V81q1xqZWv/zBzPw8QNnvzlaXGhhTOGx2j9dlw9a1XUhJaRw7q1TcZsMJw02AVX1t\ng21SW/VV7KZx9aaTzRwyIxnbpPIzkngjCsHpUP4Gh8YrW3ljsEoJu0mP5XkOUV8+9a2n8ZUf7s2p\nalWSYNYCHbNNsgXTjlaXwdLPzl/ZvZPprB63fNc9hizLiMTLr7x1tDhhsXAYJdskgMyxmVLn01Z6\nXE5H1rzbdFrG2eH89wgT01FYeW5RhIYRi5q/AvC/ANYLgjAIJdXyjkK/2fTiLZ6K4/kLz2P7ku1o\ncbbUe3cqht42WUv0oRLlzChh9r98zdtJdZCptY42OlZ5S0nKvuhn7qzpb4E/GNdm3RUCm7fT5LZj\n69pOAMChk5NIp2UEIwltYDWQEW/MNum089pxZqI3EmfizbyVN1d25Y1sk0SB9Hd5MBmIzTnwvlDy\n3UjPqNV2sk0uTvTzMOOJ6h2bQNhYOcnuedOHlQCZBb+UZLymZQvM+YJ2YgkJ6bSsVfFKhect6Gxx\ngr30RS/erGwxVhVvZf5+s9HbZFmI3NmR/OItEI6jxesoq6eRaHxEURQB7IQSAvk6AJtFUTxZ6Peb\n/m5qLDwGSZawrj13KLKZqZttUicWW8qovDlsPNJpOedCB2TEWz17oFjPGwBwnLHCuWZpKwDg1IUZ\npPPsfz5CqoXC47LhklXtsFg4HDoxiXAsiXRaNghhXrVNJqU0guG44WsOOw9ZzgieWldeK4mTet6I\nEmF9b8OTYQRCceMspiLItk0CwMSMEoTCFo8iJN4WFfqb4moK62CWeGOhFExYZY+GYe8Xdv1iZNsm\np2fnttxHYuUP6Gbo0wwvevGm3rewQdpNFbZNduoqb6+9aiWAucXbbCRZcfFINA5qKiUAQBTFFIAE\ngNcAuKWY7dTlzlAQhM9ASWVJAzgM4H0APADuAbACapqLKIoLZjhPRpSBjJ3uzirtbX2IJ5WLVs0r\nb7rXK7fyBigr39k37UlJEaZsJbMe2HQN3tnJX2uWKhXcXzxxEkfP+OFx2bReuLno6VAqBSzNbv2y\nVhw/P6PZWvLZJiUpjVA0aYieZ8ebBamUEyddb6jnjSgVJt4OHJ/AXQ8cwaWr3LiyhMwmZon8yT+9\nDo++eA7f//URTM3EgBVAMqnchJdb3SMqi350QzUtrUE1afjdN2/Ekk4v2lTxtqTTiw+/5VJsWWu8\np9Ds7nOIt7YmB6Zn45p1Lx+sKucp0zYJsECMKQCAsKK97O2ZGc02WaXKGxP0dqsFa5e2wspzODsS\nyHmelJYRiSXh7Wuu6OsTDcWjgiB8XBTFg4IgLAWwF8BzAFYJgrBZFMUvFrKRmt89C4KwEsAHAWwT\nRXELAB7A2wF8GsAjoiiuB7Bb/XxBgnFl9aPF0TiWSaCelTedbdJbAfGWZ+Wb3TTVsxJj01XesgXS\nmn7lvfTSqSk4bBZ8/k+vXLAC9jfv2o5337wRf7RrDQBg67oupNMy/nBYmUGor2JadfabeFIyRFOz\nj5n9w1WBFdp6kam8KTdJVHkjCmWV+jf4g98qw5IPnomUtB12HnU7behSQx5Y5Y3Z88g2ubjQh8rU\novK2YWU7rrnUOGboNVeuxJJO46gcdt5OSkbxxmyTzFrHQqrtBcsAACAASURBVLDyEY4qP08lKm/6\natvlQlfZ2zMzmm1S63mrbOWN4zj8z9/fhLv+/jWw8hYs7W7C4OhsTtU1EktCloGmCvfcEQ1FnyiK\nB9WP3wngUVEUbwZwFYA/KXQj9bibCgJIAnALgmAF4AYwDOA2AHerz7kbwBsL2VgooTS1e+2NNTi3\nfj1v+spbebZJIH/PScY2WcfAEp14c2WtgrY3O9Hd5oLLweMLH7waG1ctvKrZ1uzEW169XhsDwPre\nnjmgjLEwVt6U147GUpBl4zFmIjE7BdOMsJ63aLw+72XCvGxe3YEbr1iu3Ri3eEp778QTKTjsPCwW\nTuthmlTFGzs3JVPpeUMmiNpyaihTecsXOFMpmHhrKdBhkt0nzWCBJcxm6Z+v8qbaJsvteQOAKzYp\nI6E++MbNdZmVupjQbJOqY6XSgSWAkjjJruMrlzQjnpA0Zw2DJVBW2rZJNBR6X/U1AH4HAKrTsODV\nqpqLN3VewtcBnIMi2mZEUXwEQI8oimPq08YA9BSyvdn4LACgydFU+Z2tI4uh562cOONM5W0+8bY4\nbJPZq6Acx+GLH7oG3/rEKwsSbvnYsLIdVt6iDVFt8ebaJtmFXH+M2cczWgqmecWb3cZDf09hI/FG\nFAjHcfiLN1+KP//jrXA5rIgl0gt/Ux5iCUlbNGCVkcmAWnnTpQYGQqYZa9rw6IezV7PyxpJ+C12k\ntPHK+yhHvEnGytt8QVeZnrfyxcXOTb343uduxG3Xril7W2bHll15q3LP2Zp+pS/+xHljZw8LLqt0\n5Y9oKOKCIGwWBKEbwC4AjwFaL1zBEaU1vzMUBGENlDjMlQACAO5T5xtoiKIoC4KwYIf6wMAAjgwe\nAQBMDE1ggBuo/A6rr1NrRkaVmPnjx45i7HztDtPMdOZktG/fvpK3M+1XrC8HDx2Bf8R4cTwzppxg\nJyfGMDAQzfneWqBPPkzFI3Me46Gzpb9GdwuPYb9yoR8bPoeBgQllmxeUarF4Utl4eDagvb5/Svm9\nnT43CgAYHjqHgYHJ0neizth4DomU8qc8MnQOAwNTVX/Nevy9EtWh1wn0tvI4M5bCC3v2alXrQpkN\nRcFxynsiLcuwWIDBC5MYGBhAIJhZNX/+xYPo76AbrlqT/bcqy7IW/gQAR48dBxe5UJXXHhpVzkXH\njx0uKPBj8LxyrTpzZhADDr/2+MkR5XoWmpmElQfOj0zNeQ56+YRy7h8fuYCBAX/e5xTLhTMV2UxF\nqfU5eGxUWcSfmFZ+v2dPn0DUf7ZqrydHFeH/zF4RXnlMe/zksPJeCEyPY2Cg8LRqs0DX1orwGQBP\nQcn5+K4oiuwv+EYAxwrdSD2W9bcDeE4UxSkAEAThF1C8nqOCIPSKojgqCEIfgPGFNuTz+fBk4kng\nMLBV2ArfBl/Fd3ZgYAA+X+W3uxAPH94DIILtvsvLCg4plkPDR7DnuJJWWs7PfXxKxLNHj2HV6nW4\ndL3ixx+fjiASSwGeKLB7EsuX9cPnW1+R/S6WJ57Zo33c29NRlWN86ZmDGP7DWQCA77JNWL+8DQDg\nTw0CLx5AW0c3gAD6ervh810GADg9cxxPvfQyYHUBiGLzJQK2Cd0V37da4fnNBBKqlWXHZZfkhABU\nmnr9vRLVY/fRvTgzNoT1GzZroRKFkr7/d2j1OrT3ROfD04gk0/D5fLA89AiYS2XJstXwbSzI7EFU\niHx/q7F4CumfZIZzL+lfDp9vRVVe//u7H0OTW8YVO7YX9Py0axR4egq9ff3w+TLp1vLLY8Djk1i6\ntB+dQynE1PdXPs4GTgCYwaZL1sF3SW8lfoxFRz3OweOJs8C+g4gmlIXCbZdtQW+Hp2qvtymRwv/s\n/i0CcbvhZw1xFwBMYsPalfD5VlXt9etBI1xbF4P4FEXxcbXq1iSK4rTuS89CCS4piHqIt2MA/k4Q\nBBeAGIAbAOwBEAbwHgBfVv+/v5CNNXzPW41tkyzGvlwLvdNu7Hkbmgjhz7+0G3Ybj0/drpwAFkvP\nW7X6ytjIASCr502t+rHkMf0xZrOnmPXGzD1vgDqnThVv2dHbBFEI7G8nGE4ULd7iScnw99Xb7sah\nk5OIJyXDPDGyTS4OQuo50cpbkJLS1U2bzBrTshCZoKn8aZO8xYL2ZieOnfVDSst5q3laz1sFbJNE\nBuakYcfGVeXrptNuxcreZpwaCiAlpbX3Bqsak22SmA91RMB01mPhOZ6el3r0vB0E8AMo8ZiH1Ie/\nC+BLAG4UBOE4gFepny8IE2+N2PPGcbUfbMx61MqdL5bd8/b1HysrHgndTdPi6XmrzoV03bI5xJuF\niTd1ELfu5pKd9Fnfh5nTJgHjz9bRUtyNN0EARvFWDOm0jERWmmtfp7IaPzoVNoi3+QYrE7WDHYfO\nVuVcUa2et3hSQiCUQEdL4QtK2py3OdImLRYO7c3K4Oy5FgOYOK1EYAmRIXsMjbMGi57rlrcikZQw\nqJv3NqseX0qbJKpNXe4MRVH8CoCvZD3sh1KFKwoWWNJwlbdECg4bX/MUKXaxdDnKq4qxkAA2JFd/\ngmMXsHqKN97CwcpzSEly1UJBlvdmFhT0K4FWteqnBZbkma3HbgiqvYJYbdgiQGuTo66VVsK8lCre\nWNVfvxDVp1qpRieN4i1V4hBworKwa0NHiwujU5GqVd4mppXREz26QdcLYZtrzpvMxBvQri5Q+QMx\ntOepErP5nW1NpSc5E7noF7ktNVr03riyHQ8/P4iDJyY1l40WWOKiyhtRXUw/eCmUVCtv9saqvEVi\nqbKrX6UQq3TlTa20JXQXPHaCq/fcL4f6M1ZLvFl5C7Zv7MHl67sMIpyNE8hnm8yOra5WVbBWsJ+t\n0DhugsgmI96KszZqib26xZFetfI2NBEyCLZsKxxRH7TKm1oRm2+AejSemnem2nyMq84GNvuvEKya\nNc8o9FnaJG+xaOMoRqbyO6D8wRh4C0dR8hVGn2TsdFhrsujt29ADjgNefHlUe2xWs02a+7pNLH7M\nvawPYCampCM2Oxpnon06LWN8OoqVS2r/MzFBxWKPS0Wb85aQtNVUxmKovAHKPoajSbgc1TvRfv4D\nV+Y8xmyTkbyVN+OKrNkrb6y6QT0ARKmwG91iK2+s6q9fHFmiirezqhPAYecRT0gk3hYJoahyjJlt\ncr7K20e+9jjG/BH88iu3aj1HC5FMSfjX/90Hi9qP1l1EHy6rvCVTxn2S5IxtclWfMlz+zHAA117W\nn7ON6WAMbU0O7fWJypBvVmq1aW1yYP3yNhw940cokoDXbdcWpkmcE3MhCMJ9uk9lAPqTgSyK4lsL\n2Y657wwBDM4Mosne1FDibXo2hpSULsrSUSn+9LbN4DjgPTdfUtZ22Ak0npRy+klYU6+9zjY61gvj\ncdX2z0CzTeapvDV5MkLSYecLirBezMxGqAeAKI+SbZOai0BXeVNtk4NqtLjHaSXxtojQ2yaBuStv\nsixjzK9YH2MJCV5XYeLt8MkpPHNwWPu8uxKVN9bzxnFY1c/EW9DwnN0vnkM4moQ/GMeqOizKNjr6\nheByWz6KYcclPRAHp7FPHMd1ly/FbCQBi4Uz9XxWouo8qP6/A8AVAH4ERcC9A0p4Y0GY+h0myzLO\nzJzB6rbVNe8NqyajU8pFqbcO4q3ZY8cdb99W9naYIIklJG01iqElitW78qbuo7uKlbd88CywRKu8\nZf4MnXarVg0we9IkoEvfoh4AokRYNToYTuDXT53C718YxNfv2GVYbc9HJrE383fkcljR2uTQenDd\nThv8wTiSKRJviwEW4qQFliRyxdtLpyYNC4KJpAQUGACSvb3uIq6xc6dNKp/zFg7NHjs6W104PTSD\nWDyFv/zqY7hhx3I88uI5TM5EIcvI2wtHlIcjyzZZK9iwbraQEIom4XXZGup+lKgsoij+DwAIgvBn\nAK4TRTGqfv5fAHYXuh1T97z5o36EEiGsbF1Z712pKOxEUI/KW6XI2CZTmhUmE6e7OGyTzir3vM0F\n+7mj8fzjIFilweyWSSAj1KkHgCgVVo0OhhM4cGICg6OzGJ1cOFWZ2SadWX9ffR0eLRCIRbZT5W1x\nwK4VrPI2MR3FIy8MascrEkvi7/7rD/i/d2UWqPXBMwsxHTT2yBWTgMsGxGcHlrC3DrNCrl7SAn8w\njkOnJjE+HcX+4xOYCsSguitJvFUBmy1zL1HLrACvumjAFhNCkYT2GEEsQCcAvZ0koT5WEKYWb8Oz\niv1hadPSOu9J+ciyjN8+dwZTgahOvFVvyGS10QeWZKwwykVrVrNN1r/nDah9HH+2aJ1LvDWC9eJv\n3rUdLV47br12db13hTApTrsVNp5DMBzHrGqd9AcXDqqI5bFNAsZ+XvY3RmmTiwN2E9zsscNu43F2\nJIhv3XsAv3j8BADg6Bl/jtCOF5FIOT1rDL0ptFcOyMwlzR4VkNb1vAHAqn7FFvn0AWXY+MkLM5q1\nEkDRswqJhdG3YNRy0ZONfAhFk5BlGbORJPW7EYXyOIAHBUH4E0EQ3gHgAfWxgjD13WEkqYicRhgT\n8MKRUXzn54dw36PHcen6LgBAb0cjVN4ytsmOFifG/BEtLrneSYr1sk1mD4bNtn81u1nlzfwreDs3\n92Hn5r567wZhctxOC2ZCCW3Bp5CUwXxpk4Axpt2t3nxlV1OI+pCJWrfBaee1qtqT+y7gLa9ej4Mn\nJnK+J15G5a0YtMrbnEO6la8zK93zh0cAIMeS295MYwIqjd0QWFK7njevTryx3llymRAF8hEA/wfA\nW6AElzwAZeZ1QTSEeHPbzCtyGKwxezIQw+hUBBwHdBWRhLXYyF95U36eQJiJt/q+/a7Y1It4Qqr5\nxTRHvOVU3pT9qffvhyAWC16nBeOBuCbE/MGFxwawQcnZSaetOvFGtsn6IMuyZoVkSGlZu1a4nDY4\nHVYtpObc2CymAlEcOjkJm9WCP37lWtzzyHEAxdkmWcX2et9S7NjYU9Q+M8dEthiT1J43VnnbuLId\nwNxJmVR5qzx2Q2BJ7Stv4WhSe+9S5Y0oBFEUEwD+Tf1XNKa+O2wk8ebR+aTH/BF0NDtNPdTYOCqA\n9TEoFy3m/a93T9dNO1fgpp0rav66NisPl8OqDUTPqbx5G6fnjSAqgcfBI5lKajfOhVRQ2Kytvk6j\n/dxQeVMXSLKtcER1+eY9+7H7xSH8ZNNWJWI9msSf/fOjmI0k4HZawVs4OHR9TLIM/O65szgzHMCW\nNZ24/bUbYbfy+OHvXkYiWfixmw7G4bTz+MQ7fEXvMwuayq28Kf9b1JCK1iYHlnR6MDxHX2Z7E4m3\nSpM9561W2G087FYLwtFkZsYb9bwRBSAIwnoA/w1gqSiKKwVB2AbgNlEU/6GQ7zd1zxsTby6beStU\nDFm3CDkViKKnw7z9boAyiNrKW3JskwyOq21j8WKjxZtZncv+PbCB1rXuxSOIxYonKwp+qgDxNjqp\npvZmnUtbdTfPHrJN1oXdL54HkBnZMDgS1G5+WR8aGzOyeU0HAOAXT5yELAO+Dd0AMla5YmyT/tlY\nyZUvi4UDb+Fy3iuabZLPJAxesqoj5/uZna+NbJMVh7dwmq21lrZJQDmHhKLJjOWXKm9EYXwHwBcB\nzKifHwRQ0Iw3wOTiLZZSLuAuq/nFm96KIcvmTppkOOy8Yc6bPmXLabde1INK9dbJOQNLqPJGEAAA\nr9P4N1Jo5c3jtObMGMxXeSPbZH1giaD+QOZ4Mqsk642+ZFUHVi1p1q6RV6o9tKwyV6htUpLSCITi\nZaU92qyWnPeKZpvk9OJNsU7qFyzf8ZoN2HX5UrRR5a0qMKdSrReFvW6bofJGM02JAmkRRfF3UPrd\nIIqiBGP65LyYWrxFU1EAgNNq/pNhMmW8ADWEeLPxqm1SEW/6Fc+LvZ+L9bUBxmZr/deo8kYQCh6n\n8VI1vUDPWzotY2wqjN5OT87MJf15iHre6gtb2JuYiWqPdWf1ene0OLFd7U9b3tuEJV1KQBk7bxYq\n3mZCcciyUbwXi5W35A7pzkqbBIDtG3vQ3+XBbWrKrsvB44271uCTt/su6kXLasLaD5w1HNINKOcQ\nRbxR5Y0oipQgCNqbRRCEfgAF2whMLd5Y5a0RxFv2zUMjiDennUc8mUI4moTHaTX0cJF4y5zg+ayL\n+WXru3DtZf24ZuuSWu8WQSxKsitv/tkYZHnueP/p2RgSqXSOZRLI2JIBpa+U42hUQL0IhJSF5okZ\nxeL6F2/ain/+i1cYntPd5sZVW/rAccCuyzNjgRYSbykpbYjoZ4K/nMqb1WrJWWhlPW+8bpGgrdmJ\n//z0DbjtujWwWDh0trppcHOVYbPeXDWvvNkhpWVMqgsQVHkjCuQ7AH4BoFMQhC8AeAbA1wv9ZlPf\nQTeCeIslUjh21o9EqvHEm8POYyYUh4VLwOO2G4I5ah3Pv9jITpzU43HZ8Nfv2l7DvSGIxU125S2e\nkLTAH0WAGW+MR9SwiL484o3Xzfay23ilmkI9b3WBJYKyG9+rty5Bi1epjH3pL1+B518aweVCN3gL\nh+9+5gZ0tWWui1oo1hyBJR/52uNwOqy4845dAJTKG2BMGy0WK29BUspOyVRtk3yuOLPyFnzoj7fS\nYO4awGa91TKwBMhU70f9yjnH66LKG7EwoijeLQjCaQC3AnABeLcoik8X+v0k3urMt+89iCf3X8Da\npS2Gx808oJvBbJPptIwlXV5Db9fFbgmcT7wRBGHEo6u8tXodmAnF8fSBIXz7voP48FsuxWuuXGl4\n/qiaNJmv8qbHoYo3SpusD0xQTcxEYbdaDOfFTas7sGl1Jvgj+1ja1UpLvsCS4+emcWE8ZHiMWTTL\nSQO08Zac12PVPcsclbXXXrWy5NcjCoe9H2qd0uxxKa83NqXOHabKGzEPgiB8XRTFT6ifukRR/OtS\ntkO2yTqz99gYAODkhYD2mJXn0N5i3p+J4bDzkNIyYgkJXpfNWHm76MUbJY4RRKF4dZW3NepC17fv\nOwgA+NVTp3KePzGjXBuy+6dy4FgfE4m3eqCvvHW2uoqyFjpsyjUkn23ygWdO5zzGwlHKqcxYrdyC\nQ7qJ+qBV3mqcNsl63NiCEc15IxbgVbqPv1zqRki81RlrHqtFV5u7IS4E+tSnJo/dcNEk2ySd4Ami\nUJx2i3ZOfPWO5YavrVnamvP8SEypsngWqLLEExJs1tz4d6K6sMtbIJRAPCkhEEqgs7W41Gj7PGmT\ne46M5jwWjSvPKyeN0MbzedImcwNLiNpjt9XXNjmtpqNS5Y2oBaYufzSCeMsn0noboN8NMA6fbvHY\nYbdm1grINknijSAKxcJxaPE64A/GsHVtJ/q7PBiaUFa65Ty6S98Pl48v/NlVePj5s7h0XRdV3mpM\nMpUGyxGZCcUxpfa7dS1UJc1irjlvsiwjoh5/QBFXvIXT3hPljGCxWjnDWB8gf9okUXtsdbJN6sWa\ny2HV5hQSxBw4BUG4BACn+1hDFMWjhWzE1HfQ2pw3Ew/ptliMf+hrlrbgllesrtPeVBZ9j1uL1wGO\n45TZbwnpop9htlBFgCAII23NSq+b123HKy7rxz2PHAcAhNUqm56YWmWZ60Zum9CNbYIy7NnKWzRL\nXTaSlDYEnBDlE9f9rgOhOCYDinjrbCnuOu6YI20ymUpDH0SaktLgLTxicWabLN1Wx4S+LMuaxZNs\nk4sDbVRAHYZ0M6jqRhSAC8CD6sec7mPGqkI2Yuo76EaovGXbJj/ylsvy2oDMSHbljT0WT0gXfc9b\ni5cqbwRRDO9+3SWYDETBWzi8cddaWHkLfvzQMa2iomehypseq9WCZMSYICjLMv7t3gN49tAw/uvT\nN5SVUEgYiSUyYisSS2kR/k1FuhEyowKMlTD99gFFgMPGI1qJnjfeAllWBBuvXrvJNrk4eKVvKVwO\na82HoOsDcJooaZJYAFEUV1ZiO6a+g24E8Za9Wme1Ns4qr77y1qzGPzvsPBAGXM6Le4WqrcmJf/7Q\nNQ0xEoIgasG2Dd3ax16XDW+/UcD9T5zU+tv0MPFWyCp8Ptvkzx47gUf2nAOgRICTeKsc2VVOFvRQ\nrBtjrrTJeCK3EgdAq7yVY6tj1+ekriK7UNokURuu2rIEV22p/WzUDl24HJ8nw4AgqoGplUI0pdgt\nzCzesm2TtoYSb5mLZCsTb+pq6cVumwSALWs70U3ijSBKxuW0IRzLV3lLwm7jC7I82vKINybcgLmH\nQBOlkV0ZG1Zn8rmLXNCbyzYZTxrfD+zYFlONnQub+n7SD3Un2+TFzdLuJnzwDZth4QBhRVu9d4e4\nSDD1HTSrvDl4866KZtsmbXxt/drVRG+bbFZtgqwad7HbJgmCKB+304rpYCzn8Wi88L5aq9XYxzTm\nj2hDvoHcSg5RHtm/zzG/Mh+r2BArnrfAynMLVt4kVWjFKpA2ySpv+nRSsk0St123BjftXKFZeQmi\n2pi6zBNLxWCz2MBbzPsHk2ubbJwLgCGwxJNVebvIbZMEQZSPx2lDJJaCLBt71qLxVMHBFFae0/qY\nAODA8QkAQH+XF0BuTxVRHkxcNbmU24+JaUW8lbKgZ7fxOZW37MqeVnlLpGDlubLcLazypk+cpLRJ\nAlB6Kek9QNQK04s3M1smAeTYemxW8wrRbPSVtyZdYAlQ+zhfgiAaD5fTCikt51RfovFUwecYFu2d\nVG/yD55QxNvOTb0Acm14RGEcPjmJd//DQxgcDRoeZz1vTS7lWjAZUCqnpVjp84m37PdCUmebLPe6\nY9VskzrxRrZJgiBqjKnFWzAeRJOjqd67URbZJ/zG6nnLiDf2c5JtkiCISsFu+KO6vjdZlhFLFC/e\nWB+TOOhHq9eB1f0tAIA4Vd5K4hv37Mf0bBw/233C8DirjDW7lWsBEz+luDHsNj7n+Mxtm0yVPcBZ\ns03mEW9UdSEIolaYWikEYgG0OFrqvRtlwWcFljTSgMd8SW9rl7Wio8WJtmZzV0wJgqg/bMaSftZb\nPCFBlguv7uv7mKLxFMano1jR16QtNFHPW2mkUsrvLXtBks15a3Ybj08pC3oOm8VQeXv5jB+BUNyw\nvUxgiVRWvxuQ+Vn04k2itEmCIGqMqcsfgXgA6zrW1Xs3ykIfLWuxcA1lvchXRXzbDQLe8qr1tEpJ\nEETZMIEW0VXetDEBBYo3m84KNzGu9F8t627SzREj8VYKrC8se/xNpvKWeZzjSgsS0dsmz4/N4q+/\n/TQ6W5Vh3x6X0g/J9iMaT6Gvs7x0X2u+njeyTRIEUWNMXeZJpVOmr7zpK22NZJkE5m70J+FGEEQl\nYFY7vW2SDWMuOG1SJ97Oj80CAJb1Nmn9udk9VMTcPLX/Ah585jQAIKEKHHtWHzf7fTa7MsfHVWLY\ng92qiDdZljEVUEYHTc4o/3vU94aUTiOZSiMlpSvQ86bsIwWWEARRT0xdeQOAFqe5xZveadFIlkkA\n2mDbvg5PnfeEIIhGxKNa4/S2SSbkirVNJlNpnBtVxVuPTryRbbJg7vrNEQTDCbz+Fas1gZO9KMmG\nZTfpKm+lzv102HmkZaVfMZI178/rVsRbKiVrVs2ybZN5AktoVABBELXG/OLN5JU3ZrkAGq/ytn55\nGz7/gSuxbllrvXeFIIgGhPU1lWObZNWUlJTGhfEQAGB5TxOC4QQAsk0WymwkoSVHxpNSXjvh8XPT\nODY4DQBw2S2a7dFV4ugYfXU0W7yxyltKSiOqzngru/I2T2AJ2SYJgqgVJN7qjKQTb41WeQOA7Rt7\n6r0LBEE0KOymPxLPVN5YT1XxaZNpnBubRbPHjhavQ9sO2SYL4+xwZiRAKJLQPmZCR5Zl/OP3n0cg\npHzNZrXA67LBn5RKTh/W9yVGdNVXIBNmo4g35WsVGxWQp+eNAksIgqgVplcLZrdNNnLljSAIopp4\n8lXeirRNsvNuPCFhzB/RhnNTz1txnBkOaB/PRjJCivW+TQVimnADALuV0wRWqbZJu005domkhEg8\nyzapE29MiJc7KiCTNpm5bpNtkiCIWmN6teCyuuq9C2UhkXgjCIIoCRZYohdv7Ca+2Mrb6FQY6bSM\nng4lkZAJA+p5K4wzc1TemO307IhxWLfNymkCq5QZb0DmGEfjKYSjxsqb22CbVN8TecbXFEP2QHdA\nWYC1cABHlTeCIGqE6W2TvKW8k3G9STe4bZIgCKJaZEYFKDfu0XgKo1Nh9WuFXRvYeXdoQvm+nnZF\nvDloVEBRnB3JVN4C4Yx4iycl/M8DRzA+HTU8385zWqhIqbbJZo8SihUIxTWBxsjYJuWi+yDnIp+g\nT8syVd0IgqgpphdvFs7cgkdKZ1bwqPJGEARROOwGnVXevvqjvXjx6BiA4itvQxNKWElPmyLeeN4C\nK8+RbbIAJCmNQTWpEwAmpiPaxyfOTeMJVRjrsVjKr7w1e+wAgGA4kZs26coM6Y4VWY2dCxaCoq/y\nSWkZFgtduwmCqB0k3uoM9bwRBEGUhjur8saEG1DMqAClasLEW3d7ZpCzQzcEmpiboYkQkqk0mtx2\nzEYSGJvKiDd9/xsA/OgLr0VKSuPsyaOZnrcSK28tXkW8BUIJw7gIIBNmk0qlEeUq0/PmdSuvF4pm\nKovptAwyzRAEUUtMf8oxu3hr9LRJgiCIauGw87BYOERiKciybPhaoTO92OyuIXVMQI9OvNltPPW8\nFQDrZ9uytgMAMOrPiDd9/xsAtHgd6GhRetW9LkUMlSzemG0yHDcManfYeUO4CKu8OcvseWOVwpCu\n8qb0vJFtkiCI2mF6tdBI4o0qbwRBEIXDcRzcDisisaQhybCv02MQYfPBFs0kNXiiszUTguWwU+Wt\nEFhYyZY1nQCAMZ14013i8Ml3+gzfx3reXI4SbZNq5S0YShhGBThsvGEEBLO+liveWKUwHCHbJEEQ\n9YNsk3VGkki8EQRBlIrbaUUknsLEjCIYbrtuNT74hi0Ff79Vd97tbHUZHBB2G5+TYkjkwsYEaOJt\nKrfH7S/ffCl2bVtqeGzLmk70tLtxyar2kl5XX3kLk2mkPgAAIABJREFU6ypvTjtvGL6e0MRbmbZJ\nVnmLGStvNKCbIIhaQuKtzlDaJEEQROm4nTZMTEcwoaYZdrUWNz5Gf97tzqrWOWw84sl09rcQWZwd\nCaKjxYm+Tg+AzGw3Pfn6zVb3t+B7n7ux5NdtUit3wXACUX3lzZ6/8uYos/LmUEWhvvKmpE2WtVmC\nIIiiMP0ph+fMPSpAkqnyRhAEUSqZyhsTb4XZJRl68ba0u8nwNWab1C+yEUaC4QSmAjGsWtICu42H\n3Zb/mlyuZTEfPG9Bk9uGQChuGNJttE3KWt9iueKN4zh4XXZDYEksnoLDZvp1cIIgTITpzzimr7xJ\n+lEB5haiBEEQtcbttEGWgfNjSlR9V1txlTf9opmwvM3wNSZEEimpbMudlJbx4LOncc3WJVpgRyPA\nLJOrljQDUKyF/jx9gtUQb4Ay623MH4UsQ0u7dNitxsobE29zCMti8LhsmniTZRnBcCKnYksQROMg\nCEI7gHsArABwFsBbRVGcmeO5PIC9AC6IonhrtfbJ3MoH5hdvxrRJ8s0TBEEUAxsXMKgmHhZvm8yc\nd4UVRvGWGdRdvnXyV0+exP+7/yX8270Hyt7WYoKFlazsU8QbszJmU25M/1y0eO1aT1t3u3LsHVk9\nbzGt8lb+PnjdNoQiSciyjHAsBSkta713BEE0JJ8G8IgoiusB7FY/n4uPATgKoKp2DXMrHzSWeKPK\nG0EQRHG41RCJwdFZWHkLWrzF3UjrbZP9XV7D15h4q8S4gD3qDLqpQKzsbdWb0akwvnXPfkRiSZwd\nYZW3FgDA8GRY/bxZE3RA+WEhc6E/3r0dHnAc4HXatCCaVCqNeLIyowIApbIopWXEEhKCoTiAzLBw\ngiAaktsA3K1+fDeAN+Z7kiAISwHcDOB7AKpajTG38oH5xRsN6SYIgigdVnmLxlPoanXBUmTyX1TX\nK5X9vaxHKpEqT7zJsoxTFxSXTXuLs6xtLQae3HcBj+w5hz1Hx3BmOAi71YIlaljJhhVKcuT7b91k\n6DGrnm0yI5x62934zHt24J2v2wCrJWObjCUk8BauIqFgbDZdKJJEMKzYJ9mwcIIgGpIeURTH1I/H\nAPTM8bw7AXwKQNVTrkzd87b3lr1AAhgYGKjq61Rz+4lk5sZhfGwUAwOReZ5NVJJqv2+I+kDHtTGZ\n67jO+IPaxw4+VfTxD0cVYXb9luac753xK4Jr/8HDGG3Lf4M+7E/g/j/4cfkaDy5b7YHLboF/NgVw\nQLtXucSOTCc0697I+LTp36MnTiu/l4FDJzA4EkR3qw0HDuwHANyw2YptKzshzZ5HPJq5nonHjmDI\naRRwlfg9RGYD2sfTU+Ow98UwMjiCWfW4jk9MYSaYgpWv0OuFpgEAewYOYCasvEZwZsL0x7SS0O+i\nMWnk4yoIwiMAevN86XP6T0RRlAVByLFECoJwC4BxURT3C4JwfXX2MoOpxdv2B7bj3jffi7dsekvV\nXmNgYAA+n2/hJ5bKfSMAlAvAiuVL4fOtq95rERpVP65EXaDj2pjMd1yHI6fx2KHDAIDVy7vh820r\nevvXXS2D45Q0QT0vjR7FC8dPYO1aARtW5p9FNvz0aYwHxvHwvgAe3hfAn71xC37z3GnYbRZ8+1Ov\nAgD86KGXAYwDAJISb/r36OMvDwAIYSTIQ0oDm9f2wee7POd5v973B5wdV37undu3GfreKvW3KrvH\n8PSR5wEAG9evgs+3EoCSgolfjqC5pRX+cBAel6Uir/fy+Mt48cRxLF+1DvbJMIApXLJ+NXy+5WVv\nuxGgc3Bj0gjHdT7xKYrinDNLBEEYEwShVxTFUUEQ+sBO5kauBnCbIAg3A3ACaBYE4QeiKL673P3O\nh6nFGwDwFnP3iaXT+rRJsk0SBEEUg9uZuYwVG1bCmMtqaS+g5y2WUNwT65e34vi5GTy29xxGpsLg\nLRyktAwLp9gMnXYe3e1uDE+EIctyjlA0E8Gw0uslDipVqJVLmvM+z241DjyvBts39uB7n7sR+8Vx\nXK8bAq4PLIknUxUJKwGUwBJAsU0GyDZJEBcDvwbwHgBfVv+/P/sJoih+FsBnAUAQhF0APlkt4QZQ\nz1vd0fe82Um8EQRBFIXbmUk3LHZMwEJogSXz9Lyxnrn337oZ3e1unLyg2PiktAx/IAZxcBqjUxFc\nuaUPve0epKQ0wtHknNszA0y0MFhYSTZMsDntfNG9iMXQ0+7Ga69aaajsaaMCUsqogEqMCQCUwBIA\nCEczPW8UWEIQDc2XANwoCMJxAK9SP4cgCEsEQXhwju+patqk6StvZhZv6bSMtKxELF+6rgtXbMpn\ntyUIgiDmwlh5q+y8LY9L2fZslljRw3rZXA4rVvY2Y9yf6fMan47gqf0XAADXb1uK5w6NAACmZ+Pw\nus17wx/MFm99c1XemHir/a0Gr4o3lgxZqcAUDwssiSYRUNMmi004JQjCPIii6AdwQ57HhwG8Ps/j\nTwJ4spr7ZF7lo2Jq8SYrwrzV68AH3rC5oQa3EgRB1AKDeKtw5Y2dk6cCMUhSGl+86wU8+OwZw3Ni\n8UwM/Yq+JsPXRiZDePrAMFq9Dly2rgutTcpN/ox6029W9OKts9U1pxC12ZTrs6NKSZPzwVs4WDjF\n1iql5YrtQ3uzcgxfOjVJlTeCIOqCeZWPipnFG5vxVk07CUEQRCPj0dkmO0vseZsLtr3JQBQvnZ7C\n8y+N4j9/ccjwHFZ5czqsWNVntA8+9PwgZiMJXHt5P3jegla1QjMza17xFountKHYgDLPbS4ylbf6\n9KZbeYtmUa1U9W/98jZsWt2BF46M4sjpSVh5C1xVGkBOEASRD/MqHxUzi7c0iTeCIIiycKmVN6/L\nVvGb6E51JtvUTAzPvzSS9znRPJU3Xj2ns0APFqShVd5MLN5YtYldt1bOYZkEALtaeXPWSdxYrRaE\no8rxqVTPG8dx+NCbtoK3cIjGJbR47aYOnyEIwnyYV/momFm8scobT+KNIAiiJFhgSaUtkwDgcdng\nsPOYnIni+cMZ8RaKZGyDLG3SYbeiv8uL7jYXrtm6RPv6kk4P1i1rBYCGsE0y8Xbd5f24aksfbtgx\nd0S+rc6VN95iQSiq7G8lrZsrepvxR9evBUCWSYIgao/pa/2mFm+SMiaA50m8EQRBlILdasGrdyzD\n6v78iYflwHEcOlucOD0cMDw+MhXGOrXPK5aQ4LDz6iIch//89A2wWDgcODGBYDiB633LtMpMI9gm\nA+qYgGXdTXjrDevnfS5LUK5HYAkA2KwcZiPKImml++7eduN6HD45ic1rOiq6XYIgiIUwvXjjOfPO\nedNsk2S5IAiCKAmO43DH24sfzF0oHS0uDE2EAQCr+1tweiiA0ckI1i1rA6D0gOkrS2xeZ0+7WxFv\nutljbQ1kmyyk4sQCS+ol3ti4AKBytkmG027F1z52XUW3SRAEUQimF29mrryxtEneYt6fgSAIopHR\nh6C8avsynB4KYHgqpD2miLfcS+l7b7kEI5MR9HV6tMc8LhusvAUzoVh1d7qKBIsYTK0FljjqZJvU\nibd69d0RBEFUGtOfzcws3iRJFW9kmyQIgliU6MXbNqEbADA6mZnlFk1I6GrNFTJb13Zh61rjYxzH\nodVrN3Xljc02a/YsPNvMXsdRAUB1K28EQRD1wrzKR8XU4o0CSwiCIExDb4cbFk7peWNk2yYXorXJ\ngZnZOGTVeWE2QhElet/rti3wzExgiatePW/6yludBCRBEESlMa/yUTG3eFMCS2hUAEEQxOJEWK70\ntt123WrYrDw6Wl0YVcVbMpWGlJaL6ulqbXIikUprIwbMRiSm7Ld+vt5cMMFUrzloeldLvap/BEEQ\nlYZsk3WEhnQTBEEsbq7Y1Is779iFVWqaZXebG0fPTCGZSmtjAorp6dInTroLEECLDSY6CxFkW9Z0\n4q03rMcuXWhLLTHYJutU/SMIgqg05lU+KmYWb2myTRIEQSx61i5r1c7TPe1uyDIwFYhmBnQXUVli\ns96mdX1vg6NBfO1HAxjzR+b6trry44eO4dE95wCgqJ/Z6bDiXa/baOgbrCUs+ROgnjeCIBoH8yof\nFd5i3hNypufN9IeBIAjiooANAx/zRxBjVaiibJO5g7ofe/E8ntx/AR/44iOGAeCLgWRKwk8fEfHN\ne/YDAKLxpG6u3eJGv4/U80YQRKNgetXQCJU3sk0SBEGYg542NwBg3B9BLCEBKLLylmdQd1oXXvLE\nvguV2M2KMRUwjjWIxFJ162ErFruu2kY9bwRBNArmOAPPg5nFmzYqgMQbQRCEKehuV8Tb2HQEPR3K\nx8WmTQJG8aYPLxmaCOV8Tz3JFm/ReApuk4i3t96wHm6nFRzHYWVfS713hyAIoiKY4ww8D2YWb5kh\n3STeCIIgzECPKt4mpqOIxdXKW5m2SZbgCACjU4ur721yJmr4PBpPob3FWae9KY71y9vw8Xf46r0b\nBEEQFcW8ykfFzOKNjQog8UYQBGEOOlpc4Dil5y2TvFhK2mSmohWJKbPTrLxFG0OwWJgKZMSbkrAp\nmcY2SRAE0YiYV/momFq8SdTzRhAEYSZsVgs6mp0Yny6t563JbYfFwhlsk5FYChYOWNnXhDF/ROuH\nXgxM6myT06rgJPFGEARRP8yrfFRMLd4osIQgCMJ0dLW5MTUTRTiqVMyKsU1aLBxavXaDbTIaV0JA\n+jq9SKbSOX1m9URvm/QHSLwRBEHUG/MqHxWeM2+CVKbnzfSHgSAI4qKhs9WFtAzN4lhsDH2r12ms\nvMVTcDlt6FUDUBaTdVIv3qaCJN4IgiDqjelVg6krbyxtkqfKG0EQhFnoUAM7BkeDAAC3szgx09rk\nQCwhaXPiorEk3E4r+jo8AICRRSTe9D1vrPLmdtrqtTsEQRAXPeZVPipmFm/pNKVNEgRBmI2OFmVQ\n94nzMwAy4wMKRZ84KcsyIjElfr+3UxFvi6XylpLSmNZVCP1UeSMIgqg75lU+KmYWbyxtknreCIIg\nzENnq1J5S6bScNp5LUGyUPSDuhOpNKS0DLfThm51APhEVjx/vZiZjUM3P1yrwpF4IwiCqB/mVT4q\nZhZvVHkjCIIwHx3NLu3j3g4POK64czirvE3PxrUxAS6nFR0tTnBc7my1ejEbSQAA7Dalp48qbwRB\nEPXHvMpHxcziTSLxRhAEYTo6WjNDqvtUq2Mx6G2TbFac22GFlbegrcmBienFId5CEUVYdrcpYpWJ\nNzeJN4IgiLphXuWj0gjizUJpkwRBEKahvVmpkAHQQkaKQW+bjMTUQd9q6ElnqwtTgeiimPXGKm+s\np08bFVBkQAtBEARROUyvGniLeUcF0Jw3giAI82HlLZoA6y2n8jYbQzTGKm9KgmNXqxspSUZANweu\nXsxqlTdFvIWZ0KTKG0EQRN0wvXgzc+UtLSmBJWSbJAiCMBcdrYqVsK+juKRJwGibZD1vbl3lDVBC\nS/a+PIZnDg5VYndLIsQqb20uw+PFjkYgCIIgKofpz8BmFm+STD1vBEEQZqS7zYWT52ewpNNb9Pc2\nexywcKptkvW8ZYm3MX8EX/nhXgDAK77eX6G9Lg5mm+xqMwpUqrwRBEHUj7qcgQVBaAXwPQCbAMgA\n3gfgBIB7AKwAcBbAW0VRnFloW2YWb5Q2SRAEYU7e+ZoN2Lmpr+gZb4Byzm/2OAw9bxnbpCLe9BW3\nPUdH8dje8/j4n2zTkh9rQShqDCxhkHgjCIKoH/VSPt8E8FtRFDcC2ArgGIBPA3hEFMX1AHarny+I\nmcWbJFHPG0EQhBlZ3tuMV21fVvL3tzU7MD0b09ImM4ElSpLlc4dGtOf+bPcJPHtwGKcuBMrY4+LR\nAkt0lTcrb4HbaavpfhAEQRAZaq58BEFoAXCtKIr/DQCiKKZEUQwAuA3A3erT7gbwxkK2Z2rxplXe\nzPszEARBEMXT3uxENC5pg6+ZbbKnPTcA5dSQItr8s7Ha7SAyowLamjJDyLeu7YTNStcsgiCIelEP\n78MqABOCINwF4FIAAwDuANAjiuKY+pwxAD2FbMzM4i1NPW8EQRAXJR0tihXxwlgIQMaK2NrkwCff\n6cODz57BudEgwrEUEkkJADATrK14m40k4HZawfOZ6+yOSwq6NBMEQRBVoh7KxwpgG4D/EEVxG4Aw\nsiySoijKUHrhFsTM4k2zTfIk3giCIC4m2psVe+SJC0prd6uuurVr21J85SPX4iNvvdzwPdOztR0f\nMBtJwuu2Gx7bvpHEG0EQRD2pR+XtAoALoii+qH7+MwCfATAqCEKvKIqjgiD0ARgvZGMH9h8Az1W3\ngXtgYKAq2x0aVqwwJ44fR2JmsCqvQcxNtY4rUV/ouDYmjXZcQwGl4haOJmG3cjglvgSOMy7kjY0b\nxdqJM0MYGIjUbB8DoRg6m6wYGBjAFeu9mI1KGDp7DENnK7P9RjumhAId18aEjuvioebiTRVn5wVB\nWC+K4nEANwA4ov57D4Avq//fX8j2dvh25FzwKsnAwAB8Pl9Vtn145AhwZBaXXLIBG1a0V+U1iPxU\n87gS9YOOa2PSiMdVco3igT0vAACW9TZj+/btOc9ZMhnGXY8+qn3OO7wl/R5kWUY6LRvsjwuRTElI\n/u8F9HS2wufzodK//kY8pgQd10alEY5rI4nPeuX9fgTAjwVBsAM4BWVUAA/gXkEQ/hTqqIBCNlRN\n4VZtJBoVQBAEcVHSodomAaCvIzekBDAGhQCl2ya/eNceDBwbw8+/dGtB6cbTwRi+ec9+AIDXTcmS\nBEEQi4m6iDdRFA8C2JHnSzcUsx0z97sB+jlv5v45CIIgiOJggSUAsKQr/6Bvp8MKl8OqjROYLjGw\n5IUjowCAkakw+ud4LT17jo5i4FhBnQsEQRBEjTG1ajC7eKPKG0EQxMVJs8cOqxpWNVflDchU33gL\nh5nZuLboVwonzv//9u48SNKzsO/4t4/p2ZnZ2VvaAwlJq+MxEgiJjY4IZDDxJgKMjOMYSADLOOWY\nFGCK2MQCXFSc2IkvEkJVHBeHjYJtgoMTIWMMyFCAQzCgxeYSPOLQgaQ9pF3tMfdMT+eP9+2Znpme\nmZ7dPubZ+X6qtraP933n6Xmm+31//VwnW9quvkQAwOUXbTvrnydJar+k08/5Et5cpFuSNpZiscD2\nvOvkvgtWCG/5Npfu20J1tja3cHarGsPe9x9tLbydHs1+xht+5jpuv3X/mn6eJKmzkk4/yYe36iwA\nJZcKkKQNp75cwL5dy3dlvPW6p3HD1bu5Im8BO7nGcW8j4/OtaK22vNXD27VX7KLS19nZnCVJa5N0\n+un0EgGdNpkvvNrvyVGSNpyfesEV/Mw/upKtmyvLbvOS517GO/7lzXNj5E6scdzb6dH5sPeDx07O\n9fhYeZ8svG0ZWr5ckqTeSDq8pd7yNjlleJOkjeq51+7jZ198dUuzJm8eyGZ9HMsnL2nVqZH5bpbj\nk1U+85VHVt3nzNgUpWKBwU29mpBakrScpNNP6uFtKm95s1uKJGkl9fNE/bzRqnrL2+0/up+B/jLv\nv+ebcy1rK+0zPFRJeikeSTpfJZ1+Ug9vk9NVCgXoK6f9OiRJnVXpy84TU9Oza9qvHtQuf9o2XvQP\nL2V0YoaHD59edR+7TErS+pR0akg9vE1NV6n0lfx2U5K0oko5a3mbnlm+5S0+fII3/efPcvjJ0bnH\n6t0mtwxVGBzIukHOVJcPgNXqLCPj04Y3SVqnkk4/qYe3yenq3AlZkqTl9M21vC0f3n7l3X/DDx47\nxRe/cXjusXrL29bNFfpK2TFWCm8j49PUak5WIknrVdLpJ/3wNkt/xfAmSVpZf/5F39RM8+D14OOn\n5rfNg16tVuPUSDbmbctQP+UWwtv8TJP9515oSVLbJT2VVKmYdvCZmq4y5GxekqRVrNby9qkvPTx3\ne3yqSnW2xht+9zM8emwEgK1DFcr5+OqZmeWXC3CZAEla35Juukq+5W2qSn+f4U2StLJ6F/tmE5bU\najXu+/bRufvjkzOcGZ2aC24A/ZXSXMvb9Iotb/WWOsObJK1HSaef1MNbNmFJ2q9BktR5c7NNNpmw\n5LEnRjhyfIy9O4eAPLyNLVwOoFAorLHbpOFNktajpJNDyuFtpjpLdbbmmDdJ0qrq67xNN2l5q7e6\nPe+6fQBMTM7MhbD+Solfevl1AC1NWFLfb3jQ8CZJ61G66Ye0w5sLdEuSWlVfD7TZmLdvfv84ALdc\nm4W3scmZue6Pr77tGRy86RIAyuVsWZqZZSY9ARgZmwZg82Bfm0ouSWqndNMPaYe3ySnDmySpNf19\n9dkml4a3w8dHGdxU5qILNgNZt8lm3R9b6TY5OpGHtwHDmyStR+mmHxIPb/m3p/2GN0nSKvr6mi8V\nUKvVOHJ8jD07h+ivlCgUFnabbBbeVpqwZGQ8C29DhjdJWpeSnuqwVEgv+NRqNQqFwlzXF8ObJGk1\n9fFqi7tNnjg9wdR0lb07hygUCmyqlJdveWthqYDRMVveJKkuhLAD+DBwCfAQ8PIY48km220D3gdc\nA9SAn48x/m0nypRu0xVptry95d1/w3s/+o35ljcnLJEkraJYLNBXLi6ZsOTI8TEA9uwcBGCgf/nw\n1sqEJSMT01T6SvSVPTdJEnAncG+M8Srg0/n9Zv4r8PEY4zOAa4Fvd6pASbe8pRbeZqqzxEeeolqr\nccuzsoHljnmTJLWiUi4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Overlay Plots\n", "fig, ax1 = pyplot.subplots()\n", "ax1.plot(dates_tlt,prices_tlt_means,c='green',label='TLT Price MA')\n", "pyplot.xlabel('Date')\n", "pyplot.ylabel('TLT Price MA')\n", "pyplot.legend(loc=2)\n", "ax2 = ax1.twinx()\n", "dates_tlt_prattle2 = map(lambda x: x+datetime.timedelta(days=300), dates_tlt_prattle)\n", "ax2.plot(dates_tlt_prattle2,scores_tlt_prattle_means, label='Fed Sentiment MA')\n", "pyplot.ylabel('Fed Sentiment Score MA')\n", "pyplot.legend(loc=1)\n", "\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Having overlaid the time-series, we can see some kind of rough correspondence between the two, given some time-shift. We want to figure out what time shift maximizes the correspondence. We cannot immediately apply a [cross-correlation](https://en.wikipedia.org/wiki/Cross-correlation) because the data from the Fed is weekly and the TLT price data is daily. We have to make some adjustments before we can come to any conclusions on TLT -- thus, we postpone this investigation to a later time (i.e. a separate notebook).\n", "\n", "That being said, reflecting on IEI, IEF, and TLT, we may find ourselves somewhat surprised that there isn't a stronger relationship between Federal Reserve sentiment and treasury bond ETF price. We would expect that Fed sentiment would have a stronger impact on the shorter-term treasury bond ETFs." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CWB\n", "\n", "Next, we look at **CWB**, which is the Barclays Capital Convertible Securities, which tracks the Barclays U.S. Convertible Bond \\$500MM Index. CWB includes bonds with an outstanding issue size of more than \\$500m and more than 31 days to maturity. CWB stores about \\$3bn in assets. CWB started trading on `2009-04-16`." ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# grab the CWB dataset.\n", "dates_cwb, prices_cwb = get_data('CWB', '2009-04-16')\n", "# grab the relevant prattle data.\n", "dates_cwb_prattle, scores_cwb_prattle = get_prattle('2009-04-16')" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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AHQk7auR6lrAxeiOT1kziwKUDjG47msv/vMylmZf47/3/5XL2ZYYvH85DPz7E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0cvGSk2TEYDJqOBpATLsB3+L5R9AYAn3n8WgGuXXcbhLx0mxarV3JhNRtafXYijx8WOgw1Rz/1M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\n0p4/PQrAHTfuWvJ8c0OsaLlj3/A0iViIj/7mS7n+YAd33rS76HmXlDteo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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Filter Rolling Means\n", "prices_cwb_means, _ = kf.filter(prices_cwb.values)\n", "scores_cwb_prattle_means, _ = kf.filter(scores_cwb_prattle.values)\n", "\n", "# Overlay Plots\n", "fig, ax1 = pyplot.subplots()\n", "ax1.plot(dates_cwb,prices_cwb_means,c='green',label='CWB Price MA')\n", "pyplot.xlabel('Date')\n", "pyplot.ylabel('CWB Price MA')\n", "pyplot.legend(loc=2)\n", "ax2 = ax1.twinx()\n", "ax2.plot(dates_cwb_prattle,scores_cwb_prattle_means, label='Fed Sentiment MA')\n", "pyplot.ylabel('Fed Sentiment Score MA')\n", "pyplot.legend(loc=1)\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's not clear whether there is a relationship here -- both moving averages follow a reasonably clear upward trajectory, and there appear to be some corresponding dips and rises. On the other hand, if we propose that the two variables are related, then CWB Price appears to be the causal variable, because wherever in this plot we see CWB and Fed Sentiment moving in some corresponding way, CWB will move first. \n", "\n", "But that's barely plausible: a price change in CWB or TLT is unlikely to change Fed Sentiment, because these ETFs are far too small to be of economic concern. We'll discuss this in more detail in the next section." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## DIA\n", "\n", "Next, we look at **DIA**, which tracks the Dow Jones Industrial Average. DIA stores about \\$11bn in assets. DIA started trading on `1998-01-20`. Since we have data only from 2002 onwards, we'll start our investigation at `2002-03-03`." ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# grab the DIA dataset and relevant prattle data.\n", "dates_dia, prices_dia = get_data('DIA', '2002-03-03')\n", "dates_dia_prattle, scores_dia_prattle = get_prattle('2002-03-03')" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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WtW9OWqXgTUREREQkATU4PWSm21odKhlSVFXEI2vuBWB86mwqVs3iH8u388GX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\nyAd56w30cu0z1/L+4fe1bQe6DvDMfzyT9XEOdB3gvMnn5Xw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BHoI40p5LtlD7yhyhzw/+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X4oF4iVPbfTdlxaBehTs7I5/2A4Eqduie9I2Dn0tWJOuwVfIJxEnPUQzy/Q2yZzeP8pyZs5Q9vk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5GFajhVDY4wqbVI+1S+kYvEm4pQbOnXxuhOEGMG/kPAD21Ozptr0dVTsAOGn0SRH77158t64C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\nzd8X8I4Y40dqMkJJklaByyYlSee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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Filter Rolling Means\n", "prices_dia_means, _ = kf.filter(prices_dia.values)\n", "scores_dia_prattle_means, _ = kf.filter(scores_dia_prattle.values)\n", "\n", "# Overlay Plots\n", "fig, ax1 = pyplot.subplots()\n", "ax1.plot(dates_dia,prices_dia_means,c='green',label='DIA Price MA')\n", "pyplot.xlabel('Date')\n", "pyplot.ylabel('DIA Price MA')\n", "pyplot.legend(loc=2)\n", "ax2 = ax1.twinx()\n", "ax2.plot(dates_dia_prattle,scores_dia_prattle_means, label='Fed Sentiment MA')\n", "pyplot.ylabel('Fed Sentiment Score MA')\n", "pyplot.legend(loc=1)\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks as if there could be a strong trading signal. (This potential signal warrants deeper investigation, which exceeds the scope of this notebook.) Note that certain shifts in Fed Sentiment Data precede the shifts in DIA Price, whereas in other cases the shift in Fed Sentiment Data is preceded by a shift in DIA price.\n", "\n", "What's troublesome with that -- and we pointed it out in the previous section on CWB -- is that the causal relationship is not clear. It's unclear which one of the two variables is acting and which is reacting. We remarked that it is implausible for a single ETF to influence Fed Sentiment, but we also know that it is possible for the ETF price change to be due to some other variable that *does* impact Fed Sentiment.\n", "\n", "In other words, the solution to the problem is that **there's some hidden macroeconomic [confounder](https://en.wikipedia.org/wiki/Confounding)**. The confounder explains why we sometimes see the ETF move first, and at other times see the Fed sentiment move first: there's some general macroeconomic variable (or, more likely, several of them) to which macro-tracking ETFs and Fed Sentiment respond with different speeds.\n", "\n", "An illustration of the confounding variable below:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This explains situations in which the ETF price moves first, followed by Fed sentiment, and it may also explain situations in which Fed sentiment moves first and ETF price follows. However, there is also the possibility of Fed sentiment moving first and, by itself, impacting ETF price. In those situations, it may be hard to measure the extent to which Fed sentiment impacted ETF price, and the extent to which some overarching variable impacted ETF price." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## SPY\n", "\n", "Similar to DIA, we now look at **SPY**, which tracks the Standard & Poor's 500 Index. At the time of writing, SPY has a market cap of about \\$177bn. SPY started trading on `1993-01-29`. Since we have data only from 2002 onwards, we'll start our investigation at `2002-03-03`." ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# grab the SPY dataset and relevant prattle data.\n", "dates_spy, prices_spy = get_data('SPY', '2002-03-03')\n", "dates_spy_prattle, scores_spy_prattle = get_prattle('2002-03-03')" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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biIiIiEgCWrhtIR5cAHg8kQm0Nt68kefXPs+9k++NyPnk6Ch4ExERERFJMD6f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4OGDwDo8Laqbyhqw06dE0sIDGtxUMgmI/+LgLYwXx3vjpXbZFecWUmmny0WskTfCFBWZBiWGMgO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\nB06XF4dt8Hyf7FYzbo9fFb/o7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bcKV6WL48cdn/I67uvYx0/f/CkAH3z1A0YWjOTjho+Z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\nux4D+rni8q1s2rCi4hj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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Filter Rolling Means\n", "prices_spy_means, _ = kf.filter(prices_spy.values)\n", "scores_spy_prattle_means, _ = kf.filter(scores_spy_prattle.values)\n", "\n", "# Overlay Plots\n", "fig, ax1 = pyplot.subplots()\n", "ax1.plot(dates_spy,prices_spy_means,c='green',label='SPY Price MA')\n", "pyplot.xlabel('Date')\n", "pyplot.ylabel('SPY Price MA')\n", "pyplot.legend(loc=2)\n", "ax2 = ax1.twinx()\n", "ax2.plot(dates_spy_prattle,scores_spy_prattle_means, label='Fed Sentiment MA')\n", "pyplot.ylabel('Fed Sentiment Score MA')\n", "pyplot.legend(loc=1)\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We know (as a prior) that SPY and DIA are quite strongly correlated, and since we know from above that Fed Sentiment and DIA have a strong correspondence, we could expect SPY and Fed Sentiment to correspond quite strongly as well, which, as we can see, is the case. This result is unsurprising, but interesting for the same reasons that the previous result was interesting.\n", "\n", "We note the **near-monotonic increase in SPY price since about 2010, reflecting the exceptional bull market during this period**. It is remarkable that SPY has risen in this fashion despite serious swings in Fed Sentiment. The take-away lesson from that is not clear." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## GLD\n", "\n", "Finally, we look at **GLD**, which is the largest gold ETF, storing assets of about \\$24bn. GLD started trading on `2004-11-18`. We expect GLD to slowly appreciate in value (beating inflation), but to swing up especially in times of bad sentiment, as the price of gold usually shoots up when there is macroeconomic-level fear." ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# grab the GLD dataset and relevant prattle data.\n", "dates_gld, prices_gld = get_data('GLD', '2004-11-18')\n", "dates_gld_prattle, scores_gld_prattle = get_prattle('2004-11-18')" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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a/3rsrSk/M3919XO7iIiISGDkFOb4fMgkQIg1hIFtB7Iucx3zdsyrsM6dCJ1K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\n5wClFG+Vd5t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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Filter Rolling Means\n", "prices_gld_means, _ = kf.filter(prices_gld.values)\n", "scores_gld_prattle_means, _ = kf.filter(scores_gld_prattle.values)\n", "\n", "# Overlay Plots\n", "fig, ax1 = pyplot.subplots()\n", "ax1.plot(dates_gld,prices_gld_means,c='green',label='GLD Price MA')\n", "pyplot.xlabel('Date')\n", "pyplot.ylabel('GLD Price MA')\n", "pyplot.legend(loc=2)\n", "ax2 = ax1.twinx()\n", "ax2.plot(dates_gld_prattle,scores_gld_prattle_means, label='Fed Sentiment MA')\n", "pyplot.ylabel('Fed Sentiment Score MA')\n", "pyplot.legend(loc=1)\n", "\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Fascinating! There are sections of seemingly-proportional movement, and other sections of seemingly inversely-proportional movement. In these movements, we also see the Fed Sentiment going first, then followed by gold (e.g. between 2008 and 2009, or mid-2012 and 2014), but on other occasions, we see gold moving first, then followed by Fed Sentiment (e.g. between 2009 and mid-2010). \n", "\n", "This hearkens back to the evaluation of CWB -- there's a macroeconomic confounder at work. For that reason, and because of the seemingly shifting proportionality in relationship, **attempting to use Fed Sentiment as a predictor of Gold Price is likely a risky endeavour**. That being said, it may be possible to constrain trading to a particular set of circumstances in which Gold Price follows Fed Sentiment. \n", "\n", "We note that the interesting relationship between GLD and Fed Sentiment might be explained by the fact that Gold is heavily traded internationally -- it is well possible that the price shifts in GLD that seem counter-intuitve are in fact explained by international macro activity. \n", "\n", "Again, further investigation is warranted." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Summary of Opportunities for Further Investigation\n", "\n", "We came across a few topics that warrant further investigation. Perhaps I will address these in future notebooks, but they are also good research projects for you to get involved with:\n", " - Cross-correlate TLT and Fed Sentiment and assess the strength of that relationship\n", " - Cross-correlate DIA/SPY and Fed Sentiment, assess the strength of those relationships\n", " - Try to find the confounding variables in the relationship between DIA and Fed Sentiment\n", " - Look into GLD and international central bank data -- the gold price is dictated by international trade, so we must consider international macroeconomic activity when trying to predict it." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### More About Prattle\n", "\n", "> From the smallest companies to the largest banks, the market is always talking. Prattle decodes this chatter, producing quantitative, real-time, tradable signals from noise. Prattle’s core product, the Fed Index, is created using language processing programs in concert with domain expertise to comprehensively and quantitatively evaluate the economic impact of the central bank’s language. Along with the Federal Reserve, Prattle evaluates 18 central banks overseeing over 90 percent of global GDP, providing financial professionals with actionable, easily integratable data on the market’s biggest movers.\n", "\n", "Please reach out to info@prattle.co if you have any questions or want access to their data." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 0 }