{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "

Basic test of the wflow BMI interface" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Anaconda\\lib\\site-packages\\IPython\\html.py:14: ShimWarning: The `IPython.html` package has been deprecated. You should import from `notebook` instead. `IPython.html.widgets` has moved to `ipywidgets`.\n", " \"`IPython.html.widgets` has moved to `ipywidgets`.\", ShimWarning)\n" ] } ], "source": [ "import wflow.wflow_bmi as bmi\n", "import logging\n", "\n", "reload(bmi)\n", "%pylab inline \n", "import datetime\n", "from IPython.html.widgets import interact" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Startup two models:\n", "\n", "+ The wflow_sbm model calculates the runoff from each cell (the LA land-atmosphere model)\n", "+ the wflow_routing model that uses a kinimatic wave for routing the flow (the RT routing model)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# This is the LAnd Atmophere (LA) model\n", "LA_model = bmi.wflowbmi_csdms()\n", "LA_model.initialize('../examples/wflow_rhine_sbm/wflow_sbm_bmi.ini',loglevel=logging.ERROR)\n", "\n", "# This is the routing (RT) model\n", "RT_model = bmi.wflowbmi_csdms()\n", "RT_model.initialize('../examples/wflow_rhine_sbm/wflow_routing_bmi.ini',loglevel=logging.ERROR)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Now we can investigate some model parameters" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "86400\n", "631152000\n" ] } ], "source": [ "print(LA_model.get_value(\"timestepsecs\"))\n", "print LA_model.get_start_time()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "aa = LA_model.get_attribute_names()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'0'" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "LA_model.get_attribute_value(\"run:reinit\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'1'" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "LA_model.set_attribute_value(\"run:reinit\",'1')\n", "LA_model.get_attribute_value(\"run:reinit\")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Ut2kacW4qD7BHllUxSSORoB6Jc4tjmAzQfZu13hTOrsJLyWc4r19Bx6FBnCQ+\nRschZrew4l1cNOZCC8yVFsnG9lmLjnNt6SJrlWm0HZej3GFKWSZCGxsTDY8RdkmJGjOhRSpHRtkz\nM9TeyeC8YoEG4jddEk/vk7e2uN1P4I8ZxKablOJlBD61zREa99KwpsKnI1i/2MF3dfqXI3BXZev1\nMeKhJpHZNhYdOqbFbjdP+24M+3+PElytwyMGxt/WyDyxwk4qyzLTjLKJIlyenPoxHd0iGaozGyxy\nZnWeiNJlOb5FNZqSljqkYcb6pNnjKHc5477PVlDgrnqUkNqnGcSpnUqQ/2frfEn8JQvM8f7SORpf\nTXP5P3uY07n3OJ2+QT2c4oZ5krjeBAK2RZ6vab/KcW6zqd7mjneEsijgjeuMuZtMGivsKynyQgaM\nk9Rx0egQoUqWup/im84v0tUtKr2irNhdH8CMAY+oMCLgm8glzbvAOeB3gRnwejr7PyzwbuZRWn6M\nViLDZmGSVH4XUxtgiS4h+hTYYpJVMmqVGC0EgexnIpT0TR7XXuU5fkxHRFgW04ybG7x47lPsv53D\nedn8SE3/BIEm4H6KewAiDIolC+4Q4ApwA8CH/jCG4yKZRhyJD2Hu17gkh5uFdK9mhr93kQsjdoZt\nfpDdcpA+WF9eA13Ga3aGwBQetndQD5Iftrsj/V62hxmWqGCwFsHzdRwrjKgFdAnjC4Hh2vS2FII3\nBLzmwIoPlgKnYT+UpeVG6Sk6t5HrjcbYwDcU6jNJrJkuW5OjLDxwlBFll9pOiv3FLO21ODU9I4Gn\njATGozA/fpqeFcFkQNuP0ogkSMQaRLU2m41Rmn6c5lYSp2mwu1PkhdxnWUofIRzqUvdTTOSWiJtt\nUAPybHOc25wU8+iWQy2WYpc0+RNlFMujp4XYUzIc9+YZUXepUKJJnL1mDts2EUFAb8ti0Azjrhqo\nRY/43D7KIw561qa3HSWWr2EkHCZGVihSYY8MzWsJBjfCGLE+pd9cp/TMOnu7eZaUo6S6ezTWU+zc\nKZCe3WWWRZLU2eqOsr04Ct9QYKBjnnbIfKHGXO42KWoAKPgc4w7n1OsMnDBa3+FY9y4parT0KB3V\nIqz0yBUqaDGbPDs0SOCikWYfF523/QRv7z1C2RhjOrvExcI7PKW8TI4KXdXirfeeYPHWEU5pN5jN\nLmAYNimqlChjMKDMKPOcxEUjUMBQ+ij4rCWKLDPJW/5FKu0SId9GMxx6YZMqGXbaRfpqhHyoQk2k\n2Not0azStiKyAAAgAElEQVSlh+GDocs/AlwIIBbAnwhY6IDmwHJKBuhNwaAVYqdhQQ96zSj77Qxm\newKtOCBqtEjaDZK9JtnMNrruyLgNLg46IXo8IG7ymHidQlDhLseouSl2+iM4CYWgHUgm+RHyCQGN\n/1c+B7LDFAv8HtJvGrpTgQBfDJcMBLJzd7m/tuaAlBwEi7PIdHUSGWuJBbIAcIAkTwiZVg0OSoIP\ngCaQx1wks6kLqcjrQgLKLJLh9AV+2JTxIAHBnsDuWegTNsKEViOJik843cZuGmy8NAb/wYPdPkQU\nmDThcRBnPczRHqFwnwpFFphjDllz8zwvEKPF+vg44+MrnAzmWRIzvL9ynoWV41AUKNd9BpcN+oth\nRDfg9YUneS38FKruYjJAZAOcjIFnqFg7HQJfQAeSXo1wv8dKc5b59Bn6ehil5XH6yXcJp7okqHGS\neU5xg4TfoB+EeUV9ghopxk6scuzEPJWgyHzvBHP+PUpqmQgdXFR2OgX2WnkcV6f94zh+TcEsDch8\nZYeJE4sIw2enXGR1d5rSgytMGquUKKMFLnveCIM3QoiqT+z5Jg/+0luctG7xvjhP5alRjh+/zvz/\ncJb2VpSd3Txj2Q3mxAK9IErFm2DghqCUQB+pEw2aJJotokGXnmJR01NM6qsc7y2Sc6tY/Q7GvkP7\niE45Ms0WI2TEPo9NvExC1Ml6VXAEHTOCLUw6RFj05vj61leYyd/jc8lv8Wl+SBeLSVaZHVvgvWcu\noO34bO8WWbZmGFfWOW1e52LwDiPssSNyXLYfJqT0mVUXmFaWyLAHwOs8xmX/EtvdEoorCEU6hMMt\nfFR2t0ZpkOZs7h1KsU2262M4LRMUBdSQnL67yAXBv+XgL+vQ7sjs3jcMuUD1jICpAHoQsdvoAxvR\nCXA3NCLxLoEvKLdHubN7mlJ8lYy+S4IGMVpkqJJmnxmWyLLH2+Ih3g4e4oZzhpXOFO1ejMBTCI11\n6X+Exn9CQDNMO6MOPw3wDLkqGBtUXQJJIOQqwLgAz4emL9cxdbkfj7mNLJ47CBy7SJepD9R9uGTD\ne4bMLC0z9NYEuAaS3Rwwm2GcZuDKXRR5LUeVmYZ1pDuWB/4cGRvKD6/3IORGy5QKa6SpEaHN9e4Z\nlm/Mwtd9aLeAMJw04G8jF3Dmu8ST+8RoUqHIX/IlnuJlfoN/xySrdLCYY4FfD/6MlF+jpiR5eeJp\nXhj7NK7QsKY7rHx+mnnvBLrqUHsvj2uoxCb2mY0toikO5d1J2p0456feZEAIEfhkqHJK3GRFTPH2\n0qPcvXqS4JZg+8E8asojQptVJniPc8T0FpOs8gSvIgjwUUhRwxA2/1v4d3lHXKRFnC/ybQwGHMnf\nYy83QqVa4rXF5+iei1B8aoOHp18hodaxMVBiAZtjY/TUEOOsEwCveo+zWR/Dvh7FmOmR+q+2mQ4v\nM8sClWiRqFrjgniXzV8fY/mtI5S/PsXYP1znqHYXOzvP+vkxlj93nCAj6NQSLP5pjOUHjqHYPiIa\noOVtwmN1finxTT6j/IBLzjtMRipoqscJ+zYlpcKGNsYv9r6DpwuCgUK63GJ/KkrM66L6gk44gh9V\neMZ8kad4mXXGaROlRgotbzP7/DyZYJ+l9WO8eesJsuE9fvfI/4ThukTp4qlVfnvz36JZHrV4jBVr\njGVmiNFilE2y2h7JkTpJaigioEmcbfKIpYD5ymlWCtPknl+HGQcz26Vnx6ThGwHioOg+RrSL/Y9j\n+E4E/rgLL12H6gOwHINLoMz5nDj/HuORNVQ8dhjhmHoHTbgsmEd4UXmOrL7LEe5SYpMETVLs08Vi\nlxFe5Fmucp7b3nEUzeeRxJu8tvYc7tMeMyN3mf+Dv17jP+E6moN3OSSQ9MQBFMlgPiwmMsaiqTJ2\nUkXWvahI1+YmMnAbR6a7H0TGa1QBawYcE5LhrCFfLnoLaCpDVnNAixw+CPgEH0q/+yq0dBjo0B6m\n3CNIIGsiXbU9GAwMtgdFVqtzaBsejc0E3oumXM5vB/AMRH+1RfaLW+jCYVfkabZTaJpDQdsmTI8m\ncb7Br1AniUVX0n1xlY4SISOqnBbvE1E6MhbSbVNX4+xG0iQGLf7k+G9R1dIcse7wnPZjXHReHnmG\nrUSRf+r9t9iaSl83QYEkDZaZJju+Rym2TvVchnVtjK9t/DpvqU8QLdbQ8Bhjg33SjLPGJKtYdInS\nxqTP74o/5Id8GhcdHZsEDd4JLnKtdYFeI8bE7yyy5Y+x0y9wrXKJ5wrfI661SIerjOsrPK68Spwm\n99aPU35nmsG7IYIlFWcUqvYI70YuEqZHEBKU9E1M0efZzI+Jxzpsbk6QY5sZFtGEQ2G0zObvj/Jr\nsa9yXLtNTGtjxToMAhNUcEMa1XCSbbXAT8QzLOvTPBt/iSPOAr4Cat/nxOYi0UoXf1cGkvUVl6zl\noZ33iVzoMjGzymRhAaG7KHic8a9jtWxaIYu8uY2quDzFK+wVc7wUf4ar7nmOKncQho/jaOQG+6gp\nB+09n/RuEzOywtjULm+MX6QRSxChw5eV/zB0WaTr8j5n+fb0l1iNztBpRan82ym8goq7p9+vjh9q\nsBp4RCJtwkf69PIWfREHew/uOXDUQ4mAPtHBswRtXS6A7BNigMksi0yYa6gZh3veEZaUaRTVI05r\nWBfbpoVgjQlWmWC3WsTZD7HfLdDfDDGZXuRi9G3mP0LjP0HX6SBecuD3HLgyyv3K3wPGYWugKxJI\nDhaMHaS0o9zPODlItjOFzEq5wzVTeWS16uzwuADuCrnozwtxPwN2EDM6cOkOYkMuuA64KrgKxASY\niiwUXFFgTaFzJ043GqO7F4FdG6o+LPVhf5hhS4OY9FGnbTRsQs2uHGgRwkXFR6FFjA4RNhnF6ess\niRmWzSkKYps5Fhgg/XYNl5jaZa63yKX221h6j/14irqWYNZb4uHW2/TCBgPD5Lp+hqqdZkoska3u\nY1X7iG5AwdyjNLLFyfxN7paOcLdzDLsbpini3HAeJU4DTXWZVFaIBW2me+tEWh2MwEakfFTDZ1HM\n0fdDHPEX2FOz9L0wdmAwHV3EmVbY28rR64YZGDoIwTjrhLUeaDDA5Pb1kywvHcFphshMVGmVEgw8\nk8GaRTceQWhQULfoqWEUAsaNNdYz0+wUi+TFNiYDPDSUiM/E+RUuGW9wWrlOhC5xGgQoqHgIH7p2\nlNeVR1gT47SUKO8Zp2kRw1T6JJ0Gxb0FOpEQ+p6L6TuQhpDr4IYEptVjTizwlPUTZlgiQpcoLXLK\nPgVHoAgfTXN4svYm9yKzLKamWbXHOTZYJKPUGBBiX8vSDRtMpDdJD5qkeg1SrzQ48fA9ykdKhKw+\nT/kvc1s5TlkUaRKnRYyZ4j2KiTL9usViMMugEcKra9LAnUGGCzrg7ynY6xZEwccAEQKK0OrBjk6w\nbeG3VLaMURpqhsAW2D0DCgI15JFTdxhTN9lx8rSJsUuOORYRBCSpk6KGRRcfQcaos2vl6ath1AmX\nwBVUa7mP1PhPmNEcfA+4Xxls3z+u+OD1oR2G5BBoGkg0H0GyFxMZLwmG3w+8oT4SOw6K7kJIkClw\n/0VYd4VMf3uAb4PvDE/+q/dmy80WsDtcY8JwEypoKj3dlPjUP0C7oXsoFNA18AWuo9EOogS2gmL6\n6P4At2ewIwpEzDY5bYcUNQQBm+1xVtQZFow5joh7LDNNM4hT9kpk3SrnQtd4vPcmZ1o36WZjHOc2\nDioJv43eha6uUlQr7JPmbR4iUMFse0RWbYyazaRfZmJ6g5P2PHfEUXazb+CPKNz1j/JH9t/HR+AK\nDRSBRZfwYEB6p0nY6+MYGtuaYETdJRT0OeIuEFL7jAXrqGGPh1Nv8TJPkQ5XiYZbFDPrpNhnnHWy\n7FHzU/yo+zzl65P4DY3kA1WSU1X65TC655LrbBMOuoywS5Q2IWTgdICJURhQNDaZFYsMCLFNnr4S\n4njoNiUqaHg0SAxTtw1pxnybUXsZR1cpUGGPLC1i3DGOoONQUrbIW1WcI4JwdoA/pSAiAa6tMSiq\nBCMex/w7jCg75Ngl7dXwbRU7rKL0BXGnzTHlLvFmG1s3GegmprAJBipdJcqemaJsFBBdQXqiTjLf\nRF0FvgWnErfQog53M7OMe5tcj59mzZhkizx7ZHkw+g7paI1qLoNy9GnWL89SX0jjjJgy4bECeOBt\n67TuZFAnXRmPM1XojgJLsGkQ3IjhHI9Q6ViAzOqKQUAtnGJPzTJjLHKEe5zU57nLUbpYDDDRcNFx\nSFJnlgVOc533U2e4mzrCXjDCXfcIq8tzvLN/6SM1/hPOOh0wCZefLqjjflIKDwbBB7V8GEiwsZBM\nJTU81ud+uGUfCUoRfpqkhJAg9fTwM410u5rG0D1yuF+487PeOPrhTBnyfg+Azf3wKR9Ko6smjERg\nUkHN91Bdn53yqMy29wQ0VdADxmeWUJMVVDw6RHDtEIEq0AOHGbGIALacPNda53FqUXpFi246zI3U\ncXThMCY2cNFY0A2quVVWxBRJ6ny+9z2mNiosj4+yMVlkZWKMSW+NyR9WCC8OGLnRJFO+Qu/vKdQn\n4qTVfQZhEweNG5ziL/kSt8QJziTf53nvJR5o3wEH3EDjJPMYqs2OOkKA4BfMb3+wArqLxfH0bfbI\n0iHCM/yEfdLyRUsDi62bE/SmI0zml5iyFnjr3zzFYC7EQ2ff4JGTr/Bj9Vl0HApsoeIRpseLPEs8\nX+NS7nU+q3yft7lEh8hwgWOZCX8NT6hsiDEEAce5LUsnNQ1iSyACBAFp9nmUN/BRuMkD3EkcoXk2\nxqc7P2FQNNmezKAKnyppHKGT8uqcsa+zH0qiKR6RVp9oeUBvWuGuNceimKUhkgwmTXrCwG/rLNRP\n8EeF38TTFMbEBs/1fsLZm7cIBX0UNZDuvwvU4OidJeaCZdSQx9jZCqWRb1KkwhYF+oTYI4tFh1/l\na7xy4UneUy5SSU/IOVxAJj+GyREr38CdMuiNxuTLr1BhU8g1fhlgYZjciENwRNBtx+mEmyiGzzjr\npNnHZMASM1QoMsMS64xTpsQD3GCKFXYZYYccLT/BWm2KphWRy1E+Qj5BoDkAFR/ZUxqyJ8L8dNVw\nVO53+OnSl4OK4SgSMECCTQ+ZNSrz0+zmYHnBOFAKZKDZHJ67gazTaWlQjUMtkDU8+Nx/Mc7Pqnz8\nEBgFBmCAoss2D+LclgpPK/C4jzcO9sAguKkQ9BXUoo023sNej7Jzs0Q7kkC3XFpulMFOGCPXw8np\nLDONh8ZWfQx1T3Bs/AoToRX2RJZr4hxdwnyB72Bjssw0cdHkMV5ntr7C+M425q7N+N4WI0YdXxOE\nuz2M9xyoglACVMPD2vLQt5pYzjyTYxWCkMJScoL3rFO8zxm+Lz7DfiLDhchV0kqVsNrBZECLGAvM\n0SFCkjpJ6vgo5NnCFaMU2CJBgzsc40et57lZOU1nM0E/sHh45nWyhW126jm8fRXjYoeRyQoPq2/x\nGX7AyfpdVNVlJ7ZDhyglyhwTt7kg3qU3DJY3iZOkzhwLCBHgCg1BwC4jlCgz2d0g6TYRUZuyKFIj\nRZwmGi4WHc7yHnHR5Lp6mpetx/AUBVdRSfp1Tu/dwbK76IpD2PBIKk1WjEkqEYOpiTUwPJJKnQhd\n3ucs88pJaqS4a84RSrbwVcGsWGSOe2S1HYycjXI3kLE9kAt2T0B/SqdrmKTrLU7du0OwFzCY1LkS\nLrEspqgh16bNsMiD6hW8ozpqwSWidqi6GVqrSdyWjnWqSSTWouPFYdBHLn5qgh2S7x37YyTIGEgD\n/X8x955Pkp1Zet/vvS5velOZVZXlq7uq2hsA3Q0zA2Bmdses1nINuaRIBvmFDH1ghBShf4NfJAWp\nUDCkoLjBkbRc7s46zuzsAgNgBqa70Whvqru8r8pK76/Th/e+lQnsDL4ObkRGV2Zfn3nOPec5z3nO\nNvCagBGBh4aPxhLLWPRI0GCfIve5jIFLnhLHjFAizzbTHFFgU5tiNH3AleAeM/om/+lLrP0rAAYr\ngEXpOIQtAQLZ4OiHejV9BhoyMJB5UMQ9O9w03ByBdDjbDHgwimE8LmSnsI18IjxFCvzsauCHkoQd\noO/Lniulc/M5/MZEstCQTixmgGHKdUc44R6SQALRAryeQc+JEESAVVlRM2Y9psef0nSSdEwbNxIh\ncCE22kAkPJq9BBvWHN2DOL2OzUimxERim6Ro0CGK4xs87pxnxD4mqTc58grcat/gVGyFhpGglMgR\n6IJEv0FNT7Knj1Mz07wev0V2rSrv61nQViFy5BBp18idrkEcCtlDCpNHZOaqPOYcJXOEd823SNDk\nIg8oUMJ2e0w5e6xHpjnQRtlgljYx9hljK5jGxSRFnY6IUjFyjMUOiI5sci76iKn8Bl3bYtuYJBgT\nZEfLFBO7zHvrXKw9Idbt0YlF6KNTJkeEHnHa+Giscoo8JUZCYt1FHhIIwQFjVMiSo0yUDpbew0Ow\nzxSPuYCBy3jnkNx+nUisS0ZrETX7BHHBpjHDgRiTzamske1WpeMxdSDACFz8QFAxM/RNExOHGC1S\n1BnjgH3G6WOxYD5nQX/OZe0+F7pPmW5vk+7WaOUixLQebTtOZTrF5MweRt9Da/m4OZO70UuMG/vk\ntCpaJyAdrZGhRpkRtpjmkAJRuhRTu+gpV8pZBDUOYkWqrRxGukf30xjOvQBqLTCiMGFALybtZR35\n21TaSlvADOQmyxSyJdpEOWCUHpGTsraDRYImM84Wc50tPk28RFmTT/YJscdkZJdpthjl8Est/pfc\ngqA8Qg/pFZrIClQYDggGmr9qUZ0KbST9Oou0+RzSqDUGynkaAw+u/EUNmVLFgfEARsUgjbKRDsYM\nT6WhhZ3fZojfqL4pwLDBsiAiJHdHnUefgbOLIPddBw413GOLIBEQTAPPArwdAzZ1pq+tU7Mk+Odg\n4vk6hnDpOxatboIDr0h7LU0uXWL81HbI5k2Tos6Cv8Jy/wz3+1cZ5QjDd9j0p3lmn8VMuGQTFUY4\nZoZN1pjno+B1HvUvMFY+4mLpMZG1vrzmZ0g+Rje8Z0VIZ5uc1Z6TmTtmnjU+5RWecI5NZiRuE3SZ\ncneZ7B8SRALucYlNpjlkjDZRShRoBXH2KGIKh5ejdzg1tUJ8SirPVciywSzRaAfrpR4j+RIF7ZB4\nv4XeCuhYUdqmTON8dGw6OJhsM80xI1TI0sUOxakC9ijyjDNUyXCJB6SoU4/EqTHBAeM84RyzrJPq\n1hnZrkMavKjGaLxEwr5JSc/TEEl0ZMWlHYnSjEcREZ94p4GvaViiT48I68wRp8Us60ToMcsG86zS\nJYovNOJai1l3i2LvkFSjidMyeVRYID3aomXGOV7KMHp8iHHTw+q6GOMeG6kpjjMpRjoVkt02M2yS\npYyGzy4T3OEViuyRdJsk+y1Kbp5UrEE7EafhJXGeRuh8P4r3YReEBxdHZSvCXmgraaSURBWZVu3L\nfyPFPkbSo5rMcosbtIkRpc0Sy/SxGKEsr6VzSCcWpaklMHGYZw2bLpPskDiRrfz5yy+5BUEtHtKy\nj5DhgZCynAGDqrfSDFYgr4tMnZRxKLIe4a6McFcKUumE6+eQEaUBJIR0EOcCmBeyj8pHGp3qTNCB\nuoC+NYiuQHJ7FK8mHR6/j3RklfD8EuGrK6/D10z8YwPSfZgy4L5O/0cRXlxcYMQqkaRBH4usVqFH\nBM/S6AYxnm5dwasYJOwmeUr0sXjAJZZY5pzxhLey7/P+p9/m0/1FoskWk2+usipO8ZCLROnwj/k+\nCZpUybDhzPI3te/wazf+G6P+AdM/2JPCq0vhuUbC+7QAzIFX0OljEaHHNW4zzRaPuECUDtPONkWx\nSz0dx8Dha3zIVe6xwmmiSLmMjohi0yFNnRFKuBiUKKAxwAQa8SRbX58mK6T6XdeKcDiVpkSBjrCx\n6XKJBxi4VMnQx6JLhLtc5ZgRuth8yisYuJTJkqJBijp9LFaZZ59xCpSoh8pnMbstI1oBraxNPR3F\nEQZ5jphglwpZ/k77FvOja0yLTcadA0DQNywczaJOii2mmWUDQUCPCEcUeIv3yfqSjewFBrlai0Y8\nSn08Srcf5Qf6b2Ne7jPOPqc6G+ibIHzoZg20TJ9fa/2I/z36r3gQu8BEbJc/4I+ZYQsTBwOXSXZ4\nyllu1V9nbXcRKpC/tEuvblP7cAT+RMD7+9Cx4ZUs/E+hDTxCOpY0sjUhHv7G/wq4D/eCVzjyR3n1\ntQ+ok6JFHA+d21wnQ4U51tmPjpO2azwVZ2iHYnV1UoxwzAUeMc/al1r4L9nRnCC+SE+gvEYGyEKQ\nkk5GtVEMA66q76lJqNbOILLxw8/7yIgiHe6jwyAK8sO/S8gS32gP7SUHd9Qg+P8seKDJ/UeQkY6P\nrDoJ5BelWrNU1KUUABUwbDCo2vtIwe4OUhLBMeGRgC1w4waHDyepJkaBgEDX2E46aMkemuXi9iz8\npiazNMvHR1Amx05zkpqe5iA6Row244tbOAc6lVt5dq1TlM0Jxie2GSs+YYtpRjnER8No+zjLcX52\n+es0r6SYLW4w/4frbMWmmNK3WVxdIfPXLXntLkTbPSZ3jjBGXR6aF2gT42XuMMMm091dun6c5cgS\nt3mFOG0MZEh/zb9NUyRoiCQmDqMcEqVDjVQYlMqodYllTrHKlLZFnmPGOOA4yHG6t0LTStETFjUy\noVPJU2SXOdYxcDjDM0BQJ8U6c9ziOoeMcopVAPqYlMlx273O/fZl0vEa6NDRbZy0YN2eYT0ygyN0\nFnnBefcJ49oBG9osyyxyR7xMmRyHxh5aLCCnHZPvVrgefEYmWgmB7gQGLmlqtIiHLXMJ1oM5VlKL\n9HWTRZa5bNxnTlvnR3yXD3mDxcgKT86cw5hzOY7kKGkjFGIllvVFnjYu8E7le/xt79eJ5mrkk0dM\nWjvMsiGrP8lVns+d4YPimzR+msHZiMDTAN7vQCUNXzMR/8hHv9jD83WCnAbzGuKFYG7qBfn8Id1M\nnAf6S/AXEOwISsuj/CzyTZJnyuRix4yzxyybjHLALJuMcEwgBK/zET/m2xwwxmXu8xv8JTYdjih8\nqaX/ElMnMfQ3DJSmhkrMgQWuKenWQnw+hVI+SkU2NaTxKww5QBqLatBW8sQqwrEYiF/vQdDX8AsG\nTOpwVsgctol0DkPVbNUWhWAANCs1vy+W1c2h4x6G+0sAPU1iRxUIOhq9pzF6BpAGY8YhG2nhGBqG\nFhA3mjRiGTzXolLJs1paop/TcXWDUnOU+v4I6V6N/PQ+Y4s7OC2T+sc52mMJROBj2X3crMEBY3jo\nbHVm8NdMPpl5jefZRTLZGmPaEaVYnmuZm3wv+CGvJ+9AE2okqCeTdIIIrhBsMEedFC+7d5hd2SG1\n26KdipJ8pc4oh3SxqZLhkFGiokOcFkkaJGlQI42DSYBGjDbbTNEmxnywxlX/LnHRIiJ69JCU/z29\nyEMuIPDJUcYPO4w1POZZw8UkTpksMvprkJTYUHUCq+OxVyxi0ueQMV4ECzx2zvMHwR8zzj4dI8rD\nxFl+an6NI61AnhIFShTEEZPlfbJOg0y2wTNrgX1tnF0xQcJo8jofEfdbpIIGXQx2mGKPIgkaROjR\nIs4RBY4ocCDG8EzBcxZYZ4Z9xhihjIPJi90zbD5f4Lb+GsL0adlxmmaSRLdBrxXhuFmg1Blj3T+N\nnuuT80tMtbeZMrbRjIB+zqJaTJMo1uhMeARPNdzHHhwewtI44i1B9OtN8uP76J5HxcpTdfMIEVDM\n7HAq+YK2mWD7+iSNT7K4LZPeoc1ho0i7HsE3NGyrQ44KaWq4GDRJUCbHJjPsBhN0sYmILjHaJ8zh\nL1u+Ao4GPl+BUs1GodivH4NuVLYlqMkGSr5GGXfAQA1PMDBw5RgUNSaCTMWUHnEsXG8f/C0T6qZM\nhUaRHAXlaFSla/iUh7VyNGSUo1I6dbzh6n03XLcert8Nt1eKdDF5blrUI5UpU3dSROmSjldpjCbx\n9iM0e0lqWxlizSqW2cc5sqlupjmsTGC1uugjHpFiR0oyTMFxZZTGVorDqQK37RuYgYtTsQh6cNAf\no92NUWqOsV5axM0YRGJdiqk9ihdL2MkOz5OnWMvN4AYGjmPxyLtATlQY7xySXmlhbHhEpnuMcoiL\nyTqzbDPFCxZ4Lha5zH0u8BADlzXm0fFCkp3OMktUkaJNZ/2nnNZWZCOjMBAiYNuc5CEXAJhjHYAt\nfwpL9DgnnlAlQxebNjEidPHRpMB4Ncl2ZY7HxfOYODxtn2O7OUPQ0THwqURGuGO8Qt2MsyzOkKBJ\nlgodojT0JKlWh+nWHrlElbjV4A4vsc4cbWJUyJLQW1g4dIhSJoeGj4dOgUMCBG2itJCp5CUecESe\ne1xhm2mu+7doNRPUn2U5/nCM6GSLfLxEPNEiGunitSycsk3OKTNjbqGbLn5Vo1uJcrhb5G7vOkHI\nfrf2+4zs72Fle/RxYNOQP66lPMblgNR8mcXYcyz6PK+ep26MYJ9vMxbdZ5w92nac6ck1XpyJ4a6Y\n0IJgT9AQGbw5HW9MJ7A0BFI4zUb25H3GS2z2Z0kETap2hntcRsenf6JK9/OXrwhGo+Q81eIjQ40+\nJ4SZICWBWficjjl1Bi0BKo1Skw1AGnc03FUF6QTSSOOPh39PISOYI2RZPIF0NBYDSo3i4A2rTXhD\nn7sMql79oc/qyPQsisSQ8gxmS7UYRGlngXFwfJPt1gTuTpx+vIFxymEis4v5lsPx7hi7D2Zp/F1+\nwAIIM85Hj16S59tDciaeADXod2x2rXkpiOTKY2j/2uds4SnX059wpvCM5HyDOimqZFjPzPAf/uk/\n4xQrvM9bPOMsE/4u75S+w5nkY/6Z8UcUq8eIvLzPvZEIZfKUyLPKKdaYp0KGJgle5RNS1CmTZYXT\nbDB7gqnEaFMiT1VLk9EqpKnzPm8RILjEfSbDXpsPeJM/4x8wywaP+xeIaH2OrAICnw95HRAUOMJH\nI2+YkA0AACAASURBVEGTpF6nbmS5HVxjQ8yytrnI0fMJhBXwH61/RZAWGCN9Evljfj/6x7whPmSR\n52SoEKGHPuLRztjsJUcocMh3+BGrnOJv+TY/4LeZimxT4AgHk33GGeUQLZySMMIxp3lBkyR7FJlh\nkzdI4aPzsf8q/0v339B4mMddjRAttDn9Dx/zu7E/4SIPidDDR+cFC+Qoy7I7NbrYrHCad6rf5t99\n/D/iTmuwAc7fWez9ZA6+hVQFLHWBJPQMLL1HLl5mjnUcTLYiXSIjXcZnN5liK2yCNZjX19h6aYF2\nPCG1bf4IWNJpv5Whes1ndFKyr3tE0PBP7lG/GmfPz/Fp8RrPWeQ0K5xh+Ust/JfkaL441U6R9YY/\nV+AHgCNHfSgDV5UlkIampq04DPg2II0xzUCzJhq+FNfGYMDDMZGlcoXjtJBOJI9Me5QkRT+QcpEq\nclLpF+GxEuF+6uH6ilPTRZbW++H/K6C7gcRvws+CtIZTSxKYOq1Oiv6BjYgGmBMtMskql6/fwjlv\n0tCTcozpQZze+wkperTNoNnUQFYYriPbL9bD62iA/+80nkxcZuftOUbf2Gep8IgllslTIkGTbab4\nPv+E5e1zVB/mWX1+DvN3e2RiFbbFBP/H6L/gVzN/y2T1kHizw6knWxSLh8wktpg0dvlr57/j3dUr\nPBs9x1xWCXMf8oRz7IaSEve4wl5lmrqWpZFOohFwyCiLPOcSD3AxSdJggRd4jsHt0hvU19J8mjfp\nL1lc5S4FSmE15iWidLl//2X2fzaFu2fwk/3vIq726YxEmLOf8fvp/0JDpNg1iuwYk5TNNCtiASsM\nP7/GT+kSpRb1iAUtsn6FRLmP1gpIWo/JjNV4V/smm8ycVLV+nb9isn2AFvgcxbNSKoM8XWxEAMlO\ni6vWPVxDp6alaNlx1hIxUlcOuDB5l5x9RIoGo84RZxov0HYExZl9olqXYuuQg9EcD7WL3OY6K4lT\nfO/Gn/N7jR9gn+tw+8xL/OCf/Dbb9Xk6T+IQt+BmEWIW8VCeYolnrDFPJNUiH9/jHE9YZ44IPU6z\nyoS2R/RsD2fW4uhagfdX34L/ZMJHgnSqxsXJByzwgiMKHDNChB67FGm5MTqdGFvlGV5P/4wxXY79\n/bLlK8AMVoAKfL7HSOVGPtLiDUmyIyKbLpUfUhFEE+loGgx6NQnf2wzAW4/BKCmV+tQZyIRa4bpN\nBlFPNPxc+UGXQRtDgHQiyvmpl0rl+kjwWQHKqvNcMMB3DpGVgRKQEvi67GVxhYlrmHAa9JSBZvqI\nSIAjbLpPovTXbPx1Q277LNxeQ1ZUJkB83cP6eof0eA12oLWTole2ifkNWkcpGnfTHD8doTySYys7\nT8asEQg49kdY6Z6m7uXQdB97qcVIqkRLj/OAS6xHZmlFbM6aLyjG94l2OjStGPtilDI5bK1LMlXn\nwf5VYo0OYuZdasjGwVedm9h9h5nYFk+tFTbFDFtMyzrRbpZqM0/dzJEcrdIwEvSMCB3NJh5t0DDS\nHBxNIoDEQpOXtTtUyHJMngRNKuUROhsx9KpLZ9ziiv2QphUnlaxzw/5YznlilB0mqZI5EZZ6yhmm\n2aJFnIJ+JDGhQCOu7dK2bToRm6Ro0CaGRZ8ie8yyQZIGgR7QDZ96dVJ0iGLTZSLYIdbv4est5ox1\nvsaHGJqLM2ET19pczN1nim2WWCapNen6NlM7hwR5j2o6w4p9ii0xToDGHOukjRrJXINv9N4jLWqc\nTj9n+vQGm6VTbI3PsHlmhrW35ql8kkdz/JOBdQeMY1sdskiKwj5jdLFxMSiKPRaTzygl81TjaYkd\n9oENaKwmefzSJQ6cKZqxGLFok3mxRrlZIIgEZCLH5K0jbNFlNTjNE84D//4XWvtXoOoEfx8Y9hkg\nvRrSG4RKVyIyAILVGBWF06i+yKGuVpp8fiimErRSEzxbDCpWaWQPlWrqViXqUwwckpoU0w/CYw6l\nfOq4CjBWhTSPAc9GOUPlQ5Vv7SK7y2MMOnNVm8UoeFsmtaMcdT2L14vAD4XsRN8Ir7HLYCb5WXnO\n4rSPkekTSzThPATTAsvrkpk8ov+Zhfaeif9YY2N1no3iPCLmQyAI2jrsgrXYZeTrB8y/8ZwYbTpE\nqZHGwOUxF3Bsi5qdIE5LQr5eCsezmNK3uVq8xa2jN3h341foODb7s2NcM27xmneLaWeHqWCdS/H7\n3OYVbnM91LOZolrJ8mnkGpVMArdvEe13yPRrxGli+A6drTSl1XGepC9SiJY51kepajl6QRS3ZoEO\n9nSH2YsvuCzusUcRF4M4TYrsk6JOhqqcr0TAAy5wwDg3uUEM2ejaDCtJhXiJlh6lbiRxMdDwSVEn\nTosmCTmuJZKlSwQ97MVK0OQUq2SpcKzl6QuNNHUu8pAeETbzs8RoczF4yFnvGRPOHr6r027FCcqC\nVKtFLZmmHGRwDqLMeWtc8R7io9GNRshWK6TcJhd7T0nPHFPNZ1nPz3H/3GV+xht8dvga3U6UxlGa\nXsEmRZ28VjoZjJeijiCgj0WMNlkqHDBGzc/I5uW4/J1Xdke4ufc6MbtD0qwwbW+Q8JrUVzIEuiAa\naxNvdSh1x9jwZyl5ilvy85dfcguCSo2+iNHAwHPACRIr7MEmCuRVmIyq8qiKUhyZjqjoQpXDFV6T\nC9fRGJTJWwzaGtSguCxSdkKlOT0ROhtfbtfXB/tUlXqdAd7tIlMapW+szlWByb3wmKobXY0AViNf\nLOA+0NDx+/pAWfABknCleI5qWoMaeFcD/5FJq5qjNZ+DBBSKe0yMbWAGfY7m8kTPuJi6w+Gx1KY1\nIn2EK+jvJOFDyN04YvHGU86FAgAaPlHajFBmkh1GgmMM4dIhSpYKb3Y/Jk6TF/FZTvOC46UCH/7s\n6yz/n+fI/c977GQneGBf4mX7Dr/HfyFJg3M85QzLvBrcZG1xjucs8pjz/BW/zubOAuVHRcrPivK+\ndkAcBbS9OA/Sr/Bg9BXplM1AyoisAEVIvtLgVXETDz3kzkCFLHXSSCi0SIDgm7zLVe5xF8H7vMk3\neI8dJjlmhLPiKa6pExdN9BD8fYv3+YA3+Tt+hRZxfDQqZKmSoUMUiz5v8b6stmkNHqSkHvQoRwgC\nbLpkQ17Km/5PmWnuY1Q8RDgBlTLoZVhwtljY35JFgiaD1Px0+FsJoDGW5PbUdTk9AY8llgmA1Uvn\n2dieZ/nD89z57Ze5zH3O85gnnOMpZ8lQZZwDRjkkSYMoHUQQ4KuZ6lPIB15DoO/BzPUVivEdXEw+\n7rxO570kzr5FS8uylVmQYv4uiO7P6w0cLF8RMPjnYTQqqlGepQtBRQpkaXEQxqDkDAPeynDZ20c6\nDLUbjQGA6yANMskgulAAs8ZAElRhOefD49wDXgBVLdQ0djmRFnM0OUcoEe5PNXoGSNynE+7XHjpX\nGHQ4DJ9DcuhcjxiU2aMMZlq1kI7KCz/PMhj3q3CoKhLoLkF1bYSWkUTEfLoTNv1sH81y0HQPK+KQ\nsmtYukNN79H+8wzlZ6Msjwf0ZiwOWmMUrCMWrBcIH/706B/R6sRJ2xVmxleZY42OHSNGm8ec5Sav\nsvrZEs5qjPRsjX9sfJ9RDk7o+h4Gs7VdFtxNAiFIVRrY2WWSyQZJs0GWCluFWR7euMjGxVkJbPom\nu60Jtg9m8F7YkoRWQyooBkhHswiN8wlucw0fjVJtDNET/OfR/z5MfXpo+NRI0yPCIs+ZZQMDh0dc\nIEeZMzxDx6Mm0tREGkHAnL9OvlZnPHrE6/ZHHFEgR5k15jlgjB4R7nGFe8EV7vgvk/ZrLBnLREUX\nB4tjctzkOn0smiS4qd2glFhlyVkjq9flQ3I9/H2posEc0gHNIR9Ad5FESh0yXo1fXf6A5Zl5Potf\nOWFtVyazcATVaoYPeJMOUQoccYFHWPRxME9aOFaDU/y49W02a6foBHHSC4e0/jCO9zBCcGTgbRhs\n1BfZ1WYJ+oJuI4rbC3v52khHeAaS58qM5EphbfDnL18RR/PzMJphjyGQllOSYlV+V1ahRHQQPahy\nts7A+JSelWL4qkMpqo5Kg5S+jaouGXxOK50uMlq4htRgfQCsC4mt1LSBE3ED8BzZLxWEc6TUJX3R\nkbh8Pjob9qnq0tuctFSdSJcqXk6bAaCsxNRVa4Wat+4wAKAFOLaFE7HkPrIB9kgbw3Xo78aJnG6i\nWT5Ow8J5YRM81+g/MSivj+K8YVEfT1GLjtBJJjnMjPHk6XkyIxXGszvkKTHDFobuUCbLVjDDvc4V\njj4exd/X8b8j6JhRDhkNX2PoeCSse6S1Kl6gs5aU5LmWFiUWtPmO+2O2jUmmMxtsZmYosoePxoY7\ny6PCRVYSS/gNDbdhILoBGa3KUaJINxWlV46y8f0FvJ5G34xCET69do1YvHWCwRQoIUIcMEOVJA32\nKLLLBC3iNEiiC48UdcbZJx60OdXeZq62RUE/pmnHSehNJuJ7NLUkejdgKb7MJ+JVnotFmlqCJ+Ic\nDaSExzj77DLJAi+4HNxnii1cQ+cwOQIBZN36oBKpouMlcNIatXSKbhBl8vk+IhZQH0nQMSKMuscc\nkzoB8Y8ocHXmNqbh0gssnDDiAjBxThpfu9iUOgX2D6ZY7iyRitaZz77ASnRoLcQxkz6N3QwrR0tE\nJ1pEzTZRt0O834KzEDU6VI9yPHlxEUZgfmSVcyMPv4qO5st4NOIL792hv0MgInBC4zRAmPJvBfQq\ngBik8deR0YHCaYY1t5TBq5RGSc/AoKKkWiAiyGhhHhk5nEIKnh9Lhq9Un/eg6UNXlbnUK7weLwiF\n1hkMJlPHUZGUOifVc6UcTYzB8AYl26OmCg9HOqFIITAQcz9A4lKKU1UDpkHL+2heQPDCREzLCdN+\n38CtWAS2gCfQ27LprYzDy1Cei9FbiFKLJ+g9jBC70CI/e0iRXZI0OKLADpNs9abZ/XSKzs0Y6NCN\nRLldfxVT62JZPfKUMHCIRjsc+xlafpyV1Gk+Dl7DQ+cy95nxN5nRN/HQw7EfcjrAgvGC2dwG93Nb\n9IiAH2D7PdJGjXfnvk2tlSPWbhO53WV3ZYo+NtpFl+qVDJPBNnlKZKmE42x7YSlaw8Gg2UuxLuYR\nhg/aQNR8nH2aIkHPNDFbgqjbI9Nr0olZTLGH4W8T6buMRXexjS5TYos2cZ5xhhVOU/ZznPZWODZG\neEN8yFmeMhns0AiS+Gj0HROvr1OfjBPvdLBqjowWMuCPCLpY1Owk9pkeabtBIxfnaCSLXe4RM9vk\nKTHKIZPs8J38D4nmOxwyxj7jHFFgvTdPrZvl0B1lur+J7+ocdsfYrs0xope4kv+MM+nH+Gj4UQFz\ngtXcAjs7k7x06jb5yOEJ47sfNllub8/yVFwgMtHmcvQ+b/IT/l9+8fIVcTTDlSf1WB/GcFQepFhz\nXXAbcqIlWbm9Ut/0kE90wYA74zPo8FaHULtWY3dV6qXwFkWw64X7c5Ad3qvIqGEWOMfJyFB+BvxU\nh8ca+D3pDE/CLBWSCPADGY0gBlpfCQZM5mZ4DoK/jz2p3SnlClVhU1W1PhK36YfnqHhAdaQz9cL7\nsQrEBA09Lc9/F3pNm3y6RGSkQvftCK14Fu+nJnwA/DnwU+APQcwG6I6HeA7Lznm62ShcCbjNdfaC\nIpUgS78cofu/pQiWdcTpAPe5yQP/ZcbOb7GUf8w4+2wxLRUGtQj72jgWPW65N6gFaZa1JdqRGBd4\nyDZT3Ocy17lFMmhwSqxylqf8Bn9JiTx5rcSodiAbLV8e4ZgR5llj8rs7/Oc/+pds/XAW/blLOlPl\njLZMniOcwKTiZ9hjggBBRWR4xHnqlRyG6XA+8ZDFyHPmWKfILnlKZLQanVGDo9EMVttjvHbMbqHA\nyG6NWLODk9VxsLDpcpW7XOQRuxT5Ab/Dj5zv8l7nbcZTe5RFjgMxRoQe084WyeMeZtWnlYrx6Poi\nZ49Xyd+vwD0IPhZEGh5T5w5Jvd3mzo2LnN97Tt8waZgJXozNkKdEnSQNEnyXH/Fa8AltYggRECDY\no8haZYH9nWmCmuDgaJqgKRDpAOtal2vFj3g78g6LPMfBIEWDFyxwkBhj9PQ2v2P+VybZYYMZ3uFb\nlBlhlwlKjKHrLvnCHpdi93idj75o5J9bfolSniq0GAaEvwxQ+gKvhgYnnH8tD0FEOowag1Kz2p0q\nRQ+XvRlaTwUgCttIMgCKh9MQ5e9KSJwmYDCc/g2kTvH7Aj6xZGQTqPBE1dSHQW8vBLQ12bRpDR3H\nC4+v/Krq3eoxSIXK4Xo2g9K7jUzxQjD4pOyeRDqgKjIyKiLTvltaKCQm6JUTHKSL6FafTtcmcq6B\nk4vijNqyx+s+8DfQMRPs/uYcTmBCExpVqUeToMles8jhZpHgIxP3tgmvQuH39jn71gMmI7t4MYGJ\ng4NJCTlzSYGjJn0SRoO9+1M8eXoF93d0nIhBgiam7/Lv+/8Dbs/gJfMzvhf7Ia9wm01muMcVHEyq\nZOT4FXecm94NZiKbNGcSEAF3zaLy4TgfXHiTVLqGf2xQ+riIjwRAvRGBt+TzW+k/ZdF8TlqrhZIU\nLXrYHDJKkySbzEjlPrvBoXlMSc/hj63hFaBlxDH0Phd5gINJgwRpavwBf0zWrPBHxj8loTUY5ZAm\nCd4Tb5Mxq3zD+JAZawfHMDhkjKn4LtkJCIROdTFG6l4Hq+8S3+3wsv6QTzKvsB8bRcMjTY3J9iHX\n9c+Yi6wTpcPYUYVn9iIPUlGecpYoHV4f+SkiCVU3w82D16n20+TiR1wp3sWyupj0KbJLhioHjBMg\nmNU2WDKXKYp9VjnFFtMs8IKAVVwMntoXWMmc47A0xTviV+jHTeDf/kLr/SXr0QxjM19IM04WlQco\ni1OfKV6/CMekxCRQHFjSEFUQodoNFJbzxWm8qjyuGiBVD5MaoBkwSK3Uoc2hU/CRkY7i4SwiZ0Ot\nibBaoJBmVapXBxeDW+CqcEX8fRxnOHtUt0Y1l6ohd8oxRhiIginyoo90Luqc1UtHEg9DuQ3/M4P2\nbgoR9/DjGpGlOsZUD/+ahteWIt9sg/c3Ot5uVOJUM9ASSdZ3F7F7XWp+mm43AduadGpp6BYjHKVG\nCExo15P02zaBAy0ngTXeIZ6Qei4JmlwUj2inEzyNX+DpX11CuwELE88hCFh35mj1EsRFm3nWThom\ne2Fp2aLPFe4RaIKbrVd59PQqLT8hfx5bGs5fRDgoT1E5VSBoarQfJOEyjIwdkMtX8WwoRI6Y1HYQ\nBCdO0DvRck7whHMUkOvEtSZNklQjGSbYJUGTDlHGOABgmykaJOmFUdt0sMWqc4p3+BZZvYKl9bki\n7lFNJsj7EfyeRpM4FTtNzqoSsVyaE3FW9dPkjyvM+xvEjSadSIQVQwqhvc17uIYg06yR26yib3lY\nSY+p6V1eTn2GTY9dJjg0R6maGXwCJowt4n6NUeOAlyOfss0kKyzgoTPNNkkaTLPFqfY6k8f7JBN1\njLhHxOoh8HnBIlv+NNv6JJFsm9eSP+MV8xbj7PNlyy/J0Qzz+IdnPKmIZbixaJjv739hW4AOBFUp\nHq7FwbRkVALy6hoMnMhwe4LiA7oMDFNVmhRW0+DzRq1OQ5W/fWSUcRSuayKjhZeQfVlbelh58kIw\neNjTqfsQLu4XOUUMnILabJh7kxh6JZFRjOrc8BikV4o1nWQwENRDOs/hsTV3wEuZkDYRhQAvsAgy\nASLiy/J+FdlD9QgpFObLz/o7FmWzAI6Qx8gywMvK0FxOsioW2UrM03XiuG4EIQIMo89Ufg0dDx+N\nGmmm2cIpmriuyfP/eoFPucHxUoHC6CF9zyZjVDGNPoeM0sHGxaTr2wSBIKtXpH6LVsFqO+zdmh5E\ngGHK6GzYOK4NIoCUDwVBdL7FeG6HpKij4eNg4GCyzhw+Gi0/zoE7Tskt0LcNNM0nQxWBj4bHPuMn\n2kDHjHCRhyeD65okOGAcgJe5Q9nP8Vws4ruyXaFgHrEZmyLt1YjSpyNsKlqGpl8i0qvjovN0cpEZ\nc5eZ8jb1VBTN8OkQpe3GmartYTkOetfDrHt0Szb9pCBmNDnLU0Y45jOu4qHRJkqXCJPxLQqYpGhg\n4JINJ2LuMkkPm0WeM84+E94+M91dRCTAqvWZ1rZo2XH6ts0OkwQWpLIVxpM7ZMwK9pdOdfpKOBq1\nKGtS4MSw7sLwdsONTsOqWC4EPnhpKcvZBrRAhv1RBlUZa7A6Hie64yd8lDEGhqsEsKoMtFp8ZLqk\n0hUTKQ+q5tDZSMp/FngsYMeAsiEdQNeXrRS+ItwMhxjK84VOSCdU7iNU+/vCS8lXKL6Ng3QYdQY+\nOcFgNHAGWTJNhNvb4WFT4TVucOIogn1B50lqMFrYCq8xy8ApjyH5Qc8CMHzI6JATMq1UX+1t8I9N\nejMmvQKSSDgD2phHfKGCHZFqeQeM8Si4wNXgLi+Zd5kd3eLfvr5I5z8meP7RBVZ+/Sx62ufi6ZvM\nxNaw6MvyN9Pc9a6y7C5hW11e9W5S91IclQsytf0IKIE462P8vkuga/gVgTB99N/tQsmk2U/iBjqv\nik/oEsVD6u+UyfHMPcuhW6DezmI04TeKf8opbZUZNplhk1EOecECjznPXa6e6CVf5yaXuc8Sy+wx\nAUBUdBiNHHKPK3zaeYXH7Qt0UzaBIbBjXebsdVpagipZ2lqMEa2GjksfE6dl0qtYrC7O0tZtUjQo\ntMssPNrAqHm4U9A8a7P7yhg9LAxcNOQcrnEOGKFMjRSPuMg+45g4uOh8yBu8xfuc44lUQSQKfkBd\nJIkke8STDSy/z8jTMsXKEWI84OrEZ1yx7vLD2Pf4Uey7vNd9m3vaZa4ad4E/4RctX5HyNgwMDgZA\nhXqv83mDHH7UD+UVgQueC4EBXl+WmonLqZPD5WJVyVG77TDwczUGYLIuNz956quKVonBXG4VJSjf\nqBzZRaThfoqMHtJIivdaWKU6aQ1REYy61hAorzMg9SnfOuybK8h1FDlRMZKD8L1JOA+LAcCs2jV6\n4UuB3spRVRl0rLc46SgnQDrKlXCbIJBRnC8grcm5Wb8m5P63kFwQO7xnbWAGSQ2Y8EAX+F2NVi1O\nNZth2Vpi2T3D7vEUz/qXiDh9vLpBb9uGMhTnt7nwyl0W9BX0iEsG+fR8wQIGHrPGBn5X5+7yDX5y\n/7t4n+h07kRlc2wE+C6M/u4Bb7/0Y/ZEkX13HFO4vJS4QzTbQZgBCa1BgSP2KFKiQJMEOLBzew5/\nImBp8gk3EreYNjaJ0qFDlCppcpSZZ5UpZJXpFtd5zgI7THCeJ0yyg4lDPJT7/FX+lgJHmBGHnmuz\ndvcsf3IqxVZumuvaLVrEucdloiN9pqx9+loEFwM/JWiJOJ9pL/Eeb3OaFb4X/yHdKxrRAx+9HhBZ\n84lebHOTGxxRYJRD3uQDbnONp5ylQ5Q8kiG8yTQlCicCavuMU2SP8/4TXt+5TTWVZC09w0MuUtT2\nMOY9EjNNpvUdRptlrnkPmYwe8M30O5QieZ6KcxwwxpctX4FxK/B5fGYYk9F+zmtYAlRtO9RVGZSB\njDQGldv0TTltQM2E+uLhlJCVSq/6SCPuMABb+0OnbTMIyxUhL8kgnTLCfc6Hf28xKJuPCRkN7DEA\nbHtBeL7qehjo7Khy9jBOo/ChHtKQFZlPOR3Vr6VSmDbSOao2hR4D56p8taq+qQAxCI+viH/qWEEA\nmhhgXhEgE0aQ2+F9m2GQgp4FLqjzEjLwPBa4h1GqmQLN0QxeVtBxoph2BS8GPdcgKCEdXd6HpI+H\n4IAiNVKkqLPDFOV6gVYlQWM1jfPjCJWGPWgo3ZP3P3u6xNxLL5hMb5GmykzYo3SRB2yaswQIdDye\ns8gLFqhu5GmupqhXUngLgun0JqPGIXuMUeCAOE2idDBxecECWcpkqJGizjVuk6TOGqd4n7cwcNHx\niNOiyC6v8QlTbHNdu4Vrm9wc99nZmuKD42+wPjFHLn7MlNimnkiybk/x1+J7ZDkmmaizZk/zDt/i\ngFEKHFHSRyim9jC3G0TaLlbgMtKuMxnZZUuf5lNewcGkhZzHXiXDHV7GxeCYEY7dPO12jEy8iqG7\nJGnQJkrcbJFqN/DQqaXTvMs3yUXLzLBJI0hy37ew/R6+CU5g8UbvFiNmhSM9z3/gFy9fEUejrEel\nRmLoczH0//oXtlGfq/DER/7S7aH3joxw+kFI7Q/TtiDch440iuGAqc1ANEvp/qp0xEQ6lA6fL36p\niEP1UCkezGx4esfhKWWQacgyg27rBgOHcZIphufrisF5qYhqmG+jwGJ1uRZD0dLQObaQUZAiNCoH\nqb4OxTQmvF6LQRWvrtYPwq8mdDYqeisBHwWykjUiZNl/FOnYiuE9rCFJjD1gH4KaQWc0Ce0Aqh5o\nAdFTLSLRHt6xjihD0INmPcXG+mnqTo5SZwS71yPpNDgORtiuzdHeTMg0aRsy58u4F3RacwmC+zr0\nwOi6CM+nShabLmmqJGjho7PSWsQyeySsOiW/wKP1yxw8mKS/bWNYfaIvNREeNBspdpKTJ3OjYnTQ\n8DmkQIk8EbokaLHEMou8AATdcOZUlQy1IIUReLS0BGd5ioGLbXSIF2t4q3McNIs4YxpparI51Ezz\nkXmDR5znt/hz/AjcNq7zSesNrkQ/Y8w7RO+Dpgl8IWinIjgJE8vvkw4nPGz50zxzzzAaHJI06ph6\n/0S/p15P02nHCCxBLJDD8HQ8jkWevdQ4dquH5gXMscYjzrPNFGVyxEWLVjweVrzqzASbaL5PLOiQ\nD+eI/6LlK5Q6weCxrAgxqqas1MWHHdRwVDMcDQQMHvFiaH++NBRHPeYF6NrJU5Y+gwhAlY01pJEO\nC2opFnKoy3XCznUYpDI6Jz0pRJA4iJIP9ZHOJ4d86laR5e1NIR3Pcdi3c+IEwvdqUbzF4ctWkE/3\nC7dFOQLFt1H8IXWNCjBWKZTCmBSnR7VqWEPbBAF4PrR1SId9X5+GeecZDWbEQHpjE5nC6Eiyqv1A\nXwAAIABJREFU42a4TyWVkQBaAl7IdpJaKosf1Wk9z8hy/BOo9XPUYjl5n46QDlsB3hF5D4Xvo/9z\nj8XfekwtnWT1g0Xc78dgF44ejdN9btN71WSMfdrE6GOR98t8ePQ2megxp1PPSHfqNP4sR68cQz/T\nx/y1Ns2dDPf3r5HKVpg7u0yVDA2S1EmFfUJdnnCOPYrEaeKjYeAwyTaXeMABYzzjDD/1v85H3usc\niDG+EbxHP7D4wPs6e+44TsImHa9xOr3Cd4K/wabLBrPsMMklHjDGAS+CBX7Y+zV2Dub4h8X/h+90\n/5Yr5Sdopkd3WmMvVqCiZxlnnxXm6WMS8Xr8pPkNOn6UhcgKV6Of8U3jXT7g62xtzOM0osy98Yyz\nPCFDFQ+dfTHG3dgFjmIFLPp8g3f5B/wZ/xf/kr/2f52sW2ZK26Gj25wSK3xN/Ixn8dM84wwVMsC7\n/KLlK+Jo/C+8V/mKweDR6/D32cSqjASDUMBmUCoa7p3SwgBIgK+Hm4uBUaldKHKcatj0kEaoIpVD\nZGSgAFalYaMiGjUYDAZd4LHw/TDv8AJypKlKvw6Q1Zy7Qv7bH3I2wwRHxe3pDe1P3UJV8VerK86Q\nAo9VNDTc4tD6wq1T5Xp1/cpxCuTAO3coymzy+UVV+R6E+1Kd6C4yfVSRlAKhj5EOZQ2Yg9bDtNz/\np8APw+usIEW0Y8hU9AbSaYffi5Z3SJyqMje9RjJdp7qSxbtrS6ekgZhwcGbhkFFS1GmQ4sAfY8ud\nwS42qN7J8fHNb6CvezTWUjAOfs6k+5M0/imNyEwbke5z4I/R0yJkqJ6Mq01RI0OVWXrsMMX/zT+n\ni42BS5QOPSyOGaGpJ0j362w+WeCPq9MER4Kea5L7nX3mz30GGhx6o/yvzX9DLNbiqnmPX+HveJk7\n7DLBe5Vvcbv+GjOTLwgs2IpMEIs1mfE2cSIGq9opVjjNt3gHmy5TbFMwSlxJ3+Mvgt9kbX2R91u/\nyvaVSTb8WVoiQUzrMM0WFbK0SDDGAa/yCbNsECC4y1U+5HWm2WKXCZpHKTYeLfJozOHS1B066V1+\nzLdZZ448Jea+muLkCrlUVqdQTBhYgbJSZfXDAPEwyKLKR8NRjQotTlTF5XGCUNNGiIGkwxcxZdWT\n5CKNU+EjqsRth+sc8XmRLWXcqjVAGa+SelA8G+W8NhjgLCrzKyCjHTWvTpXYa0K2L/jIMrLi2gw7\nokAMtlFp1XAgqP5PAdZKi6c1dFuH2dXJ8NxVQKiiOgvprHuAN0w58GA/BN3zSPC7iUyZlDD8MPm7\nEv7/fngvs+D/xJAUgENPRnvf0tBfd9Hn+/QDC5IGxMRJqisiDuZYB33E47AxQeV2gca7aYL/psmU\nTAiCuo6zE6VcH+N52qB3aNN6kSBY0zA9h/5yhP6eLZ3XN10iS00SY01ydpmpwhbpRAUj0scXOgHi\nRAPZpnPSjR2g0Q6xEAcTKyT7dbE5xxNseggzYG98isPMGGuj82w0Z6ndH2GjqJHK19CFz05pDi3u\nkko1WYotM84+TznLWusURtnjN2f+nFe02xTZxdT69H2DFW2BVSEJde/zFrtMyNHBok9MlyNTqskc\na/XTdN+5SsuK4yU0slMlzvOYedYRBEiVQNhhEh2PDFWecYYIPWK0GI0esJ8t0v6bDM+vnSV4CZYS\nz0hRx0OXsqxfsnwFFPaUJShrUM5DWYrCbNQ6wwxbf+hztSiRc3do/aHWbl8DTZeGGYiBcTF0eH/o\npfAblVoox6Ta910GFR3Vu6R4OMrgTWT0k2SgU1MNT1MdU1WW8nyeENhEsoBbAhoB1APZrTzsm4ET\n3Ek5HCWUPty1rgLAJNJRqO5ylQKq9FHNuVLXopyvAs1P/L4KqcLvqMyAl+gNvQIkRoYfrhpIR3As\nwlE2X/g+RSCxtDyIiwFcDaAZQCmQ9yEI0KZdgpgPtsBpR2j0snibJsE9TUZU6gHwSMP7ywidsQid\nSEwO7nuswQ70VFUuHl7vIogFH2u0SypdJs8+EyFj1sSlSQJBgIdODwsr7Fb10bDoy0bRUIM4QYMq\nWZI0MHHwDJ2LEw8oUeABl7Bb1+jcSbLVmqEm0mT6VbzVCP3AZi21wE/Sv8KWN8eBNsZGbw7baHOG\nZ2SpoOHTFjG6+iTPWOKYHF1sbnKDjdY8HSdKhB5JrYlrCTxNo9+yOHq3COOQfL1MZuyYNDUm2CFA\nhMLjswgCMshZYKdYJR3KifYSNhvFaSqPiuybE7gFDW3O41RklbpIcsAoX7b8knudhkFcFZnAST/T\n/8/cm8XakmTneV9k7r3PPNz53rpVXVXdXa1ms5siLQ4aSJA2BEuAAfJNhOAHARZsGH7Qq2g/GLAe\nBIsPBgw/GQZsyxMhwgYJQoBskRAbECULbYpkq8Xqsea6deczT3vITD9E/Dv+jLPPuVXVTZwKYN97\n9s7MyBj/tda/VkTMwWZk9znwyHxaEOw214Cm5L0gkuhuR9AOYvg/RJ5GQAHZJNEKcB1Mpx3xFByn\n9U8jogTftGviqGfk9UfaAjmQOYpTImA5aN0lc0Iyf3aIK8Z/QDRDzsgE9Yy43KGrItAoaaJD9jiJ\nexL9pWA+8VTLRAJXbn/t01Olcq0Szbyqi1qW+qEaZFNUINql//e7GLTYqcASKongD4k8CrNU7yFs\nBAgwezSCb41iOd6N5Q6fa6m+OqY5XWb2ZJVqcMrW555y/Oo1JneWadfqeH8L/Esi8f414P06ak8Q\nCflXgVc7wo2OsNTRvVMxPttg542a5svwuL7Dl8L3+Ep4k/s8mHtxnnKLx9zmJ/kTzlhhwohdrvEu\nr/E679AROO1WeBJux79TfM4v8M+5yyMGzLi99oThL0z5nd1f4c33vsaH33ud5oMaHsHjwcs82b7P\n7x/+tdhUX2u49/Pv84Pui+x3G9wIO6xzxIwBD4lLKYZM+LC7zx8+/IvsPL81P8hwsH1Cuzeg/fYo\ntsMSrJ6eMDyd8v7kVcaDFdo6sFdvsct1XgvvMmPAMmf8OH+a1jm9ym51jZeXH3C4dpPZe0Oef+s2\n37j+czy8cY+2jpuYX5ZC111+w486hRC6aIDL1tdSZAGNZpiH6rv2IhVDv2uVoXMycs8IPcTeSnQJ\ntNIsDMM42DVHNcEVFLdEdhsL63yFeOID2CJ6W3S6Avb7s5TX60Wx9Dkgm2KrZIJWZtS1lE+V8lKs\nyzPiNp5nSdorKnqeDITdUae5vkw02XbS39fIQYIKYjwjBiHeSuV5q4PTSQo8rKEaRWJ4ncxxPSfu\n19M08dNpfUcx3gYyhQIsdYlIDhHsfiK1+Q4Z8G/FsoT7Ld1G4OW77/HFO9/h+vA5D85e5t1vfZHH\n//g+/K/Aoy5yXTU5snuLeFjeLwF/DqrXJyzfOWJj7ZCTyRqTbkQzHsDhgNHLh9zYfM694UPu8pCO\nKu3M187PHY/RxEP22Zyfmtm2FW1TwwBuhae8zIe8wgfc4TFPuE3NjJd4yBrH7DdbfHv6Fb7x+Od4\n8//+KWaPB6x85ZClnzlh/9u36f5F1OAGX5uw/QtP+ambf8SPjb7N53mbV/iAN/kKj7nNR+1L/Ivx\nz7P79btMvpH26jmAULd0kxCXmxwA12Fwb8ro5TFLr44ZvN5QfWFMuDNjOJzys0vf4KhaZ8qQ13g3\n7tlMxTHrPJ/c4P/84/+Q3X98g41re3zx73ybX6l/mybEo3D+t/Cf0HUu6aybF/34Z5802uW39eQm\nlJL0fwccDVppLgIdJYGLPvJGPSWDWXIddbP4ATICmAkiM0iHwWmCCvNWiRNBkvwavWPE53sQ76Vn\nt+x5RRjLzDoku8ZVDXEdiu7VxFGTdMRoaAXiHRI5EBHDEF8gjadNP0qT0yp1ectO0iN+3vmAOFAP\niKDWpUjCahDz2SZvwr4PnHYwDLBeRU1nv0pmVMhdtULE/ZupHrdCbJtVIrA/J+8FrXiwpGV2j6t4\n9lR3jbdnX+Kj2RlH03WOjjfjTnT/MfD/BHizS/m0UFXxCGN5FTdg9fYxmy/tsjo84fbsMaftCofj\nTY5XN1lbOaSuGp5Nb/Lw7B5ra0dsVQdscsCISSKXN+iA+zzgPh/xiDvshW2aehBPYdh5g4fTV/jB\nyhtcX3/OtWo3nRoa94l5uf6Al+oP+fKdDZ794m12dq/RUHP2cJ3uGaz+5QPas5qzR6s8+417fLP6\nGT4YfZ7t1X02t/fZGVznZH+Vo511dro7zPbSEpzXgZc6bl//iHG7xMHDLdpvjuAJzD4YMvtgyMk3\n1+EahJsN1Y0Zg2sN/9/1AeM7S4TXGvbe2OaYtfneykezdcbfW4JnsHRtzPYgnopQ0XxWz952UsSB\nw7mY1u5VDE21IA8hQGcfJfdDazbLXaPdrgRqVb6nSXZPM4iXxHd48K6WNUi7qcjngbuJpSqJE/mA\nvI+xPnr9IVF6Q+Z9WnIMzG56h4oq17k0piPyxl3iXGYhAsN8rZUBuHD+iGxlyv0sLkZ8vTZkOpLJ\nVEE9gEGdt7I4JZpJhy0MqrSxe5X3LlO3KXbpGvON1OnS/9oyY0okzE9THVvy/kICR+BwZ4vDra28\niPQk5f8TRO/d+wGeJ/uyHeZQgaGK09HNKs5O1hl1DdUIhisTllaO4aOK8dkK43qJg7UNXlp5wKia\n0DQ1z6c3uDbYJdQdVddxNlumHjZshkM2wyHrIe6/edBe56xdYqe5zvv7r3GfB9xcesLy6ikNNVqF\nfWv5Ca9/+ftsnV3n6Ud3efbWPZgFRl89hSrQfrNm8ofLPHl+jyfTe1lBF7hrrd42bL2+x+Zru1Rv\ndGzfeMopy6w/3Gf59Yb6g4bTnRUODjc4PN2knQzpntU0D2uaGt7vPg83YPDVCZNmxOj1Kd0S7B5c\n58l37zL+/WXYaqnemFHR8pC7rHDGdC4ZF6crdG/LXlfSCHR2Vr85ACk4xIFHZIiIC9d09B6tmPSe\nkSgXeSEzroFmLQEOUf1WmQJ5EyrFofimVNJsJmR8U0SyXMrySHkAHmTNRbyKMHNI5lAEfEOimSZu\naGJ518RJqyjnpwH267zzoJpdQYyafK7ByROnJn+mZ5MQCCuwVPVBdg84aqCawfJSjpTeJy0aDRlk\nVonazHUiRySTVFHKB+Qo35oYg6O9ghL/wDE5GtojqaVhKpZpzs/VUctaCfNwheP9NU7aFZqTFZjB\nYOWUpbUTluoJz/7gDs3BEO62DH76jM3ugAA8nt3m0dE9hmHGj629CS3826Ov8eb6V7k7esQb9fe4\nEeKZ1IObccOoh5OX+Gfv/nW+dfIXeOX6O/zE5/41S4x5xq159O4rfMDry+/w/dtfYq+7xmxpmWa5\nZuXmMUs3zjh5Y5vu/UD7vKLdr2n3Am1T0X6upn25iprhCO7c/og3br5JPWh43NxlJZzy+Vff5v6r\nD1hizBNu8+7sNd49fpWznS2at4a0P6ho36tovlXTvlMx+8GIg+c32fub19i4d0D3Qc3eP7kNfwLV\nfzqm+8WGE1b5fvcltkI8zfKydIVep9Jkgj6w6G+PFNbo13fNUGknGomnZKYTcsCIJLqQQflrezrN\ncKGGfL+JkA6DrMH4/jEyO2Ri3aS/f/ET+ts4QJ7MagrlsQrzIEttvhWS+3qFOJm1IZa8V1L4RsSF\nkGo+KW+fJ1qMj1JZ9tPF1sONm7gWK1Sp3F3kTVSOroMuaaABWA65/jXphIgkJMJSdENrCcNZKr/a\nbkg+gkZLOUR6N+RIae0tJBDSyRQHqX4iqQfpb22X4Z69U+PimMJOC39SQ1PDL0P7YBTL8ePxmebr\ny5z+6YizpqO9V8NfAN6Atqt51N7ji933+dzoiJPVNQ7+6BbfvfdjMITJexs8blbYe+U6u/e22V29\nxjV2ecB9drhONwzce+09Hv7h5zhu13j/c59jzBJDpmyzxzpHPOMmX+Y7vLT6Ic/u3OKdyZ/jZLLK\n9ZNnfHn1u9x/9SPC/Za92TZP29sctuvsdDd4/vw2R0+25yEI7559gUdHd1m+f8jxR9e4s/WQ0a0x\nj7ibSNuOL9Rv8Zc3/iVPVu+wc/s6ez+9zd5km4e79zj5/U2af7ZE81s1bz/6MtUvNpFgT6Fs1bCh\nGdQ87W7xzvh1Xhp8RKgu53qvCGjKKN8y6ZpErLOm0nh8ADnhq8g0zfqOfjgsxFEsIBMJrcVOleXl\nPNBZ5DiaZTgdJJds1V+D1HYxavZ5nTkWaS9yHetexdsI76QKa/W31iTtEfkXAZPwsiUTzDooT6c+\n6ERhmXDafW9E5DpuAMcDOO6Scy/ZTV2bmj4BdJuAuBNgz2DQwfIoanltqnxIFZMG2IYcjTwjgowA\nIXEjrKT6ORWnNpE2ogBvkfJa3Kp2k8ale9Ysv3Fqx6MQ46eeJVdbM4OdJoLN0TDyQl9MZXoHuj8K\ndM/quF7rjZTHNNB9Z8DB+zd4e7ui3pxxPNxg1g5p3t6Cfeg+qJidjmh+Ho5urrPP5twFfoPnHIc1\nJqOGaqPl8Pk2j7/5Mq985W3Gw6V4kkK3zfPpDapBy6Casrxywiv33+Lpo7vsvHeX7zDg0Vfv8O+t\n/TNurz5mk30O2Izu6ZWavfVr/KuDvxRH6+mA6f42p2GVpgqMhmfc4il3eMyICTMGNKGmC4Gu6miG\nFTUzbvKUpWtnHI622P/CNnvfu8bkj0fwTxL/9ziOs/bBiOM/uMb0zirTl2AyW6HbdX70fLpiMriz\n//U7ZP3euZrLki/00ZLjJXLAh0alB/np09rfZUCMNB4RLA20ZykAo7Lrxc5a+11c3kCVrTZVUVWS\nGaMJqFXSFfkMKMfBMvDujAhqdQcrdV6VXRMBSBrWxPISDq+QuZXTLm5fofOplD9TAx0BtgpYwaw9\nz/kImLsWTqv8k+oowBiS+R83mTyqWUBT2XfIwK7gSQ0THRGsXRK3SOvKQqpbldzsU5jO4FkLOwFe\nrqMWd5cYofwReVuOMTFwcBrBZ3J9hSfTlajtLbWErZb2QQUPqrg96hks/fSYpcGEjoo9rjEaT1li\nzPrSEUess3V7l+ZswN5HN7g+eMbpYJXTpWVm6zWz9Zp3d77AaDBmafOUzc1duoOK3dNbvL//Oh99\n8Q5fW/k33K8/YoVTJow43N+irhtWbhyxtf6co6NNZkcDur2KabXEjfsPWV85IKR5tM7R/ERNHYO8\nO75B1wZuLT+im1WwGgivdrAZx3P9qIUPA83ZMA7pbw4YHw0Y/9gK9dGY3ePNzzLQOMnrJouSAMgJ\ni8au+wDXyFDkmUJapdkob49e8705FY2nPMSmavZDjqjbt/fIdSIXklQVIpHMIEYht3W2ACWNpSxJ\n0fKzpQQsIqG9Ch5817bRdawjeqchmju7xBXh4rnr0MdFEbEbRL7ipIaz1PYzIp/SShVT4UJ8cJZi\nWkKbAh+r84GDenEwTUZaR23dJQVSa5ekBYmT0mpyLZNwZVP7A4XURgdkM1JaoSzi66lYp4MYzyP0\nbidwOoo7In435XNCXkYyJWp/OiPsfsqTEM/3ujElTAZ0H1Tx/cDq4ISVwSnTyYiTdo23du+zOdjn\ny7fepG4a7tx+QFU1vD/+Am9+4yejSboG9d0Zm195xu7bt2C5Y+3ze2wu7XPz5mPCMRxV63QngW+H\nH2e/3mbIjP1uiz9+5+c4HK2xfnuPG6vPOdvbYvqwjq7tJbi3/JDRaMLD7iUeNi/xSv0+z2a3+LB5\nheN6jXE94uh4m+XZmNWlI97Z/wKn767DwwomFaO/fsTw5hjeqTn7vzZof6em2wnJGxho3lrO0+aS\ndEVxNH9AX1M5F+ZafHdSV65p90C5+1saidZLCRD0Hs3akozWd81GnVuitVMa1YrF17NChNrykSqS\n+KCwkTQce2zuICviXGr6G3RJQjedOedCLM6sgzMt+mlgawSrK8m9PElLBJJ7Srjs5oticaTkCRQG\nwMkUGi1Oghy1SDSVlrsYAyNA6GmfqS/kvq+JIOLW7TZ5IzFx+Fq9njBtDsTSYlwe6cRRcVECJS0S\ndU7njKh9TU9T7E+XM9ocwb1h5LaeELt3RIzjeYloVr1CXte2Bqy3sNHGKPPnAf4owO+lHP9aQ/Xv\nNFQrLe1xRTOruXv7Aa+9/j3+dP+r3Fx7BnXgycEdjr57HbZm8BZ0/++QarOle6WCGxA2W6obDfVe\nS/O4ZrYzJMxaRocTBsczmEDbVIw3lui6ihBa6tsNs25Ad1rNifHNX33KvVcfMGxmvLXzJbauP2f8\nwTpHzzbhbmB0/ZBq2DCsZ6yMjtk7vMYgzOieDzj5zhZf+ov/ltlmzfF0lemjJXb+27vMHg6jMHs/\njZ9tIiD/fvisxdHotc6zKHm8jD4ec6OBH+zj+YkB1d4JNVGkaQmy7nNXuPM/7ucVMAnItP5KZdH9\nwfLUzND7p9AdR/KRYOaI1Bp976J0azo4ruICRud9WvL9IQFAK7E7ixrI8QaMl2HSQntIRi0y3oZU\nRB3vO2kgnEK3GifOvHt8PVpydzlYNsGwXjyWk05kDgX63ekmY0M/XkfdPSSbnOJuxPHLnNRiWP3W\ntZGDaVI/n7YpbshN8kKg+cr6M/JC0JYcqqB3VyQTLUTifL+KvMVurkfz3ZpmWs+PXa5embAfNvn+\n21/l6OQ6TVhhsD1mcHPK/S+9y+nSEsfPNzljRPuohlchXG/o1htmkxGrd3ZYuXtCexrYPbrGZGeZ\npgrUTBm/uwp/RAwFe6OO5LX2Dkpk+PFbWzzfmDLcPuOsGzJ7+w7t3pB61LJx4zlnDJnsrDA5rDkL\n6yy/fMhsd4mzR+t0w4qDwQbjt1Y4eRKPhmlfrmNdbxEXuH6PaF4qLOOCdMVA47a/T3pzJ58DGj0z\ntwvseY1k7LpWgIuo0AKXijwTOrtX4KE1U9ILpdUM7V4HOP/fXfTJp915KLDMRc1UaUMJbGYeiaeP\n2VvdNErnufhO4Djp0poiyLuryxZJ7+2S92C+peg0Bd8B3VI0+SaanArkUThA8ko5bTNPhcBQlXyF\nuW5T7E6q8rzb5JGCvADU83DF1jmdzm1QmcREgO6NJc5/HxDBZYsIGNKmdMSO+K5huueMuNZsJfS3\nT3WtS8CZSPjT52scn23DDI6qEXU3ZXlwzOrBGd1hTfdeleXSMgyuTxjdOKE6rhhuncKgoRsPojm8\n1FGtN9TrU1jv4Dsh74n0Mqw1B8yuDxgvLcO4onl3xOFgm/rGFE4qph+MoAvUN8Z0DwPN4YjpbJk2\nDAijGcvdEdPHS0zeXyYsd+w+uEV3Gpi2Q6azEdyucizTV4ha3/eJW5x8kwvTFQONJw/QK4klTTzs\nWjl6F2psxJEo419kr8wjDU6NamkuYlGn9jkjAo4WM61bfiXwiZTQ+11UCxhVXifGKf4uNa5SY1LQ\ni8BGS7Jldym4JpWnWYZG11oI02hydTV0aXl1uwRjN0XV1pPoVaqG0WSahoQtbjKlSRwSSR0CvdM6\nvUvG9l1NsEw2x47pb0MhF783S699fRlLW1wv21oIVuVlG68TJ9BOatZrxGHzhAg2iltKK825lf4/\nSPcpnuoO0dRKyyXa90Zx6FxPrxxBczDk+Nk2x3+6Hddv7aWi3Yz5DKYz1paOWBpN2G822N+/xuxo\nOWpsuxXNtKarhhEQP09cRPoW8DMdG6/tcnZrmfHaEE6ixjV+tJplZNqsf/JkiZ3v341A+TngCy2s\nNpzsrzLbGUZP2iRw/L0t1r62x9IXjpg+2op5boccU/WlEM2m58BvcmG6QqApORnnSCS9a/KIdBeF\nRKovxPQBhD3ja6g8X0XASZQIgBqyeQSZ02ntGYX8Oni09p6R5aUyyz8tgNNk7uwe93vrXt3vhLVE\nmNYcqC0VT/RS+n5CnK2+q7kA5C6sbOcYlBbo5oE7qY6QtaYUBddOYLoSwQnIqoX6gEgQT+WbVru6\n6uJ90ULXJDLYVrZ2iZOqQ8oiZOus5xdwbaYEGZVJdRbRbyC6G6K3SdyRgv2+TzSrdFSNYqdq4uR8\nQN7yVSbWCnHCaSP8h6kLtNtJQ4xWfkImsA/IXfssfs6erDH5iRVCA/UbJ7HIp1UMvJwEmp0R7bdG\n8EGIZt5rqTx/L/D0r9ynux9gVMUyvJPKNyQCQjpvcR4QeZje+15Ft73EuBpFbU33bsG4XoKdITwa\nRg/eBrDdwE82cZvcRyF66y5JVwg04lrcxIE+qapgOd3nbu9S83HXtZJPbPl+NWnLGBxpInq3v8P5\nIE0Yla8ik84lIeFgWtnv2HX976ADGXS8bGJM5YoSUKoe0qTO6PuSC+I9zOD+ELbqHNU7Bo6WYnzN\nVOUV6I3IazAGydRKi61CDWHZOCSZd07KeNmsPWsi7xPqxEXVVtTQlx1u5So6+VyYwiKQqe3jW4yQ\nsf2QOCFF5anpxWNp7ZU0Fy0dEe13QtZsPkr3rBEnpLpwJxXhEXlrVHnbpBSfEY+X/zcVzW4Ft6Ft\nV2E9aV1PUps8D3SPU7Xvp2ofAO9BEwYx+PAr6do+fQ+aqMcz8vayWoLSBrqNkE//2I/N1NwapbqE\nXPeqinnuhJinNLYL0qcGmhDCu+TDPaZd1/1sCOE68I+IC/DfBf5G13V755/2bez03clRJwC8iCJ7\noT9JsWedTHaOQwSvYmJK75UTxR7op9/8nfIySQILlPTuushPQKI89Ls0pItMJQc4aWFa0i0Q0P0e\n+yMprwnuM7aL+Vyv81Eq2q94ZwD7g6SgtNDWMF2C8SgRz5q4WF7E36rKrLuSf3Ju6iIT124XJnmY\nU5vasWsTiM0Z4KLdPLkQSX0dDMC86/dSNouO5HHrS94sLSKV9qJ9mR+T43hOybJph6w9+skTxp3P\nrfXH6b49aE8HWQvR0hadVnGNCBYfps+Y6AnS8D8lrq37KP12jxwYWhHNu5P0Pq01/hx594DTmG9X\n1znocy3WrV5vGK6OGT9aoaP6swMaYvP9Utd1zjf/GvC7Xdf9egjh76bvv3b+UUVsAfPs6Ry3AAAg\nAElEQVTYeYkSSc7SMa8e0wRKE+YcKzmyex0gmuK3QXFNC4nMfu8RspBHvTQnAYhvU6EJ7+4RmVgC\nMZlaAi0fzT5B3byS79c8TfN2KjWGlciTkMwPQuQ46grqGkaDPFk26C8C1blPoYLJchzQOoStJZk0\nTSKLNfGJpo32o2nkNnLUKDU8sjfIm3nQRde51jLNKDSY0kTyNlJyoaPvdf5JSzhmxe3akrVc7Kow\nooa83YTyEdho0jox3JL3H/Idaaf2XcnBbEreCeCAqInIpHtOVljXiEcVv0fUlEK65y3y1rAfEkFw\nPZX1J4k80rX0zjeJ4PSEHF+1Qux3Lfdoif2yH+ZnjdXrkdCeTJajn0Pb1V6QfljTqRRPvwz8Yvr7\nHwJfZyHQyPsDmWPQZFQQRKltOIej3pbp4INYwKWRAZlV1OCHPNG1C7dW57lBrRHjUtwJRe3roOBA\nXROZoNGo9zlf5BqH19EBWCNZs0LeH+dkJILlWVuN7eNYTMheE50Vvk6+50ZqhhUi8KhK4he0kntC\nJIHHg8TrGDBqq9F5G4njUd3Vr2Yaj6q4ulvW3SExaneWOJ85xpeCx9HCNTiBeNmm1qT+UVHdEaUu\nkRdM4KAqCFS82WfkmE3JDsXjaCgqEnzRx+Ug9GXUcyIAKhhd22bITDsgh3a5ddiQdzzsiMD1h0S+\n5kMijTcigtGj9OwdIl8zSPd/QAShA+Iq+FeYH8szPVvmYLxE+1EV7RftqX1B+mE1mt8LITTAf991\n3f8A3Om67nG6/hguOlVKg1AxKj4AfRSUMTMCIInA0k1ccioaMW5KKTQW+r5Sf25o11UmJeW7CtVq\n9JIMquQSJkr1WR0lfwhQJVW96ZI7WWBSmlverHq3181NQX0X7yQWc4X5yL5HXk+0RwQYdyZtpetq\nUmWh9VYCmlXyCZXahuGMvEG6LLkq5EWNgegC1uL4Fvr8SKrHrI1belYddNMcC9Opb524FbCr3TTz\nlAawXEcv19THg71vEGK9tAxDzSfZMLTvbnG6guzWuCugbimra7TOTGagbyjgACN81Cp85SU/hCvz\nzv2f2f0lZSnOxyMuZEqtpM818iF/S+SN1FaIIPVeqt9Gyl9nkS1DdxboHoa8xccBl6YfBmj+Std1\nD0MIt4DfDSF8xy92XdfFKOBF6dfJIvLngL9Ebk3XOtS67nqWGBZAKLXFx/keN3M8kE+jZGR/a0MT\nl4YOcjIDhlAt5UWNUlA2gMMqh8xr7p8RD7E7cPDwUedg40QxLCY7pa7I7Z4id4dVBJG76acZeSMu\nBfqOyZJZUlAEqCaRuORV8sTRlqMiFKXa65kReYtSeTqOiaDT1IXlVEXwnW8HqjZIfV1VzDeTn9dd\nJpnGQWqnEOL9ImfnFnMguu673I1SEA2T56Dh8k5J3aKySwEWeDTkTd7lY5CVfEIGbQ/xcWep+ySE\nrQMyMCmyoqVvcomDUTiV3uttrHe6rD0keqgg8iravbAlajoSLjrTS4t0/X06Xuj7X4fvfj0zApek\nTw00Xdc9TP8/DSH8FjFO8HEI4W7XdY9CCPfgom23/gsyHPuklr4qMSK3sJOJtT0DeSSIWJUY8AHs\n5orMD3Ol9qLLzuw3BySJfG2XV0VJPAgZbK4TdThJiUDekeKA6AacDKAaRDfhrEv8g488jSL3sIm3\nKi3VjuweCcAIhisxxkMTfkjUbs7IDivfaF0YJRCSZJXip+hceas11yUTIAORBrS8LaV3fs55JwDo\nhSYYxxQqA4A2fRrohszd6l36p0oapdzPKoO6fhailtN1fSosELUvmUSlP8LzUZfU5O0n3PGofZ/V\n56q3QAIyDeiA4xawtCoBv0d1+JauAg55u8r9jbwOU8tH4Dcjmkp7ZF5FbfUB0Q7R1kwq84nds5ae\nnQFrvwSjX4om3BOA/4qL0qcCmhDCKlB3XXcYQlgD/v30lt8B/hbwD9L/v704B3Eh6j0tR/aT0Vxv\n1QjxCelxMNB3dzpnoxnhk1TPSbPQIC+9FpD5Bl8VnjSgSYhzXJNzi8h3vEKmb54SO+FxKvpr6d4n\noxgXcayRtOj9pTu8TF7P45jHeAgPVrPGskWWvqdETeOQKL1aIigJCKpU/k3iYPJBrTzEhWtwC3j8\nbKuO7KWQteq4Lu/KfPsJmUKpjzSo6aIpujSE5UHUjGZ+vc4E9oBM3Qk0ZWqcEbklj2/0jcmkpC5y\nirlyqfzc+SkwEZAK8NbTdZejbjJJRmiYa1Jr1zwl93eorJo6e2QPVpIzgHn/yDJWQ1zyS2voIPsT\noA9mSn6CqtpO7fqcPthdkD6tRnMH+K0QgvL437uu+6chhD8EfjOE8LdJ7u3Fj0tcSP1VzWQYS0fU\nuiX1tHsaHFiUnFWTnly6ZD2S180qPaPorIF9BPEqexUnwChdaohazCpxkqrRO6Jn5xZR25HaCfBR\ngOkAVjfg1nLctuB4l4xIDpRSP8pZoPIIRZKGdAK8vQUHwwg0HfEUgPvpcztlJSB6iQhASloAuURW\n4SVVNXC9K3Rf8kjMFcYtspkiWSJPUkdRnwV1G4VMqC4lj4c0syF5kaO6VJuBabWIzFcRunRROCRM\nnsewiFcWKa3JqL+D3S9555qCho1cxqvk4SJLXRO9K/JLxTrnC1AEyCJqblo869rRMudBzU0yLT7V\n0Jemo3eWXJQzFXq3FH+ZjKUHbUH6VEDTdd07REdZ+fsO8FdfnMOs+Nu3m/MeUgu4Liz90KOl/F6N\nFvcOScdXazjBil1ri3vkiRpFDqBOsSKTkB08cl9CtHfl0pT7cSN9donaj5ZPzYDtCrYquD1MzTCG\nqfTmknOCxeJW/6fe7rqY134L403YSR6o20Su5g4R9KapnDfJWo1scO1LrGwVZyMewAlSTTKRyNoK\nQh4Z/S0JrAHszj9NKK+eum1kH5cXKZ6jx+urC30iyxRZgt7he84rO0luTrG5Iqwu8GGrpHJJoxDg\n+MRzM8wJZO8+aSU+bCVPXTOR9uPml+6p7L5S5kqrFL8G2bR3s9GfE0g6KzG17z2hcXm6oshg18md\nqDUycN4yqoV6XCuoF4kfqeClKHDtSfqqA4r3vHrcYlIYRg1GE0nuxmW7RaroEfnsaXePHhJtY611\nvEme/BDZ/t0hTMXEeb2w/xclJ8eNOTxrYHodVofwYRUBb4sYlHVKnsB61Qk5+lVdI3NDk9bx3qk0\naQbqPoFLRVYI1RXqPsjagaSrqqJJLqAQcIlg1yoQdxw6KVoCmMyNjn73+/AqnY/uMZKm5JNUH5dr\nku6+Q4nGgIDKtazSB+Bl6OhPfiXVuxctbWXTcC6dtossc7Wva1je9/qu8e3Bhr1TNi5PVwQ0gkud\nalb+LjHpsKoWV1LtK7JrxMWiiyCJWedqSuPVdUV3SyR3UhViNjfIE+yUaKNKkmmDpEA0UbbIIewy\nUzaI4eGvEMEG4E/SfdNloq2laKmPk3zmm2aj0dKM4egO7C/BThUBbRP401TV62Q3t7gGSSxhrZpE\nG0O5qSCTSP9rIq/Ql8gK6hJJqmsq6pn97RPQtQwpme4ngKyNYeWFPthA3uNGkt/LoImmdy9bGQbE\nvt0nK9/id2xPsDkou0dKQ05aiUDQaUJ1G5wP7vYAcCwPlbktrguES4XYtSL3c6i8Pi0cFPWcQNY1\nLZX9s6vROLfi3iRBrnpKraKRrZPZxMrJWPWW1khwdkytJPHjYlfiUi1dke2ANJuGIU8GHf+h168T\nzRERhAfEjv6IiBc3yRJdAXM/kV5/TNRy3iZNYMW3u4v/BX7DeVpkXqVFl90MntUwG8DTKi4YfCs9\nskkEmy+TY2tG5DUyKneb6i7tRWs1fcmaE52nZL7C+XxpF9ICJZUFQJrorV1zB6NPQOhbvGXMi2sd\nTrq6kqhJ35DBQ+UdF3k6yarh6cPpmLx+SvEu4rhn9MsmUMLeAX3NURa0D1EHDZVX7aphK/e4a4Eq\nt/gyvUd5TixfBw/XCtVHDs7wscDmioBGo04TXUxVoL/2x4HGdXU3NIeWn1rK9UE3YD0+x0ehfLlD\n+3sAIWQJqUc8dkJxEhWZe9FGSpLwGlAbxEl3l+yROkl53Ur5nYW4GpZb9jLfT+Gy5D3to+eIuCR4\nCE/X4HAFHlWRL2nquN/wbmqae0SN7To5DF/A4pNSGokmjafKrolQljZUelygH5Pn8mZi97tJ4OXw\n7lW1S01Iw0qmmm+N6iAm7cLpPF+iIOBrOK9sSjNQfdycaor/VX/JWudtHLgC/bjO2vJxsOyKvx14\nnTHwaVECgwDehYWSyq1PCShuDFySrhBopHGU2ox63H2pankXjR5Ap9FfrnZWK8s1IhOqDNFUeVLI\nqEtBmQiVveqIDBQzEr+SHn+ZqLU4UXZKtIjWiUD0frq/I591vQ/sdnH1dHUHZg202ubhRUmjCiu4\ndGCpHjU023B8HY5XcrNTxViTR5ZFS9974hEEGlDeZc5FqM2cONYAl/tZhLNMMrW33Kxu4ToP4cBT\n8gmh+Hi51P0+wb2uqo9MPJfmDgytPe9SXnyLW/5ujpXaipdbKdj9rkW5QuvcU1Nclwak+E3VrdRC\n3OTS8619L0FI00fvLttXffwCsLlC00kjWH+r9N4TOtxNSTURISw90U+VdwNY2onizuUGEgBpJ2rp\nstOY5zAs9kLMt9BNE7sjbyiu+5+mZ7bJXhFhmMjYdSLYvEeOvjwmbg+po0h2V+FUM/OypNGtNnRR\n7DOgToVdBm7m0CAR1zqadkg0+26SgRBy7ERHVr/VNlLPS4cgZN5HMSIKANQSB2k6DdmLJ2CSF0za\nAmStQh9V000BJXEkKo+UZV9hontWOD+xHdicD3KrvpRdmnyLLN+GvilVErzley+6LjLWZaRksLpY\nddT/fr8EhJZguDGwKLmLXjoAZPBxDeyCdEVAIwLWjWfpjZ7KSeMLcyT2FFThk1KeJ9czXf9cI4OQ\nB76kTaVmabaE1EtOulVAE/prg6RIbRKtHnHTCmTaIA+CmrxT2zNyYNyE6CVqZmlyLfIylcylixCR\n4gpqkV3m4tRUg9Ob8f6bNfx5Mu+i3d7UhFKoypAlrEnLiSWCVKajunZsz2yTY24asktdE9vXZIrz\ncO1DZSqV0or+kHIzrXTFurNR/IpzD0WTzTklb1Y3fbQBQLC83VOlIQyLY09KE9CBVHkM7LdyCChf\n8TplDMwirqt0kWP3uJeqs49rqlDEKi1OVwQ0vnrNRxf0aW35Pb2FnDmDLE4FPNJWvHU9ykitJXLF\nl9wmYqB1Qz1pLp0by0AXouazRd+5pc5TFc7ILm1JwjWi1ymkYij46SjAQZUOSZP65MSEs5ilrioi\nQguYAvnsFokxW8zUDON5Tgcr8HSU4yICEQjliSonm5rKsVtd6fyLk7MOEAqy054nAhpfzlBqDaWZ\nprx88IfiOY+OcLPAJ5D/LhPBh5sDhGsZ7twUkKqZXTlXeVxmCGxLXsVTuOSess6l50n1caLd8/fv\npbnk5SwBswQij0Ypta8F6YqARmDiDn/ptAINfXeDuLH75yRDSu6H9WWvLt3V8yJQpPcK4n0EySAP\n5P1QIG6+EaIH56zuh5HPyLunbZAxbIfs/ia9/mXyaucHRHBZqaCu0kpYRUh52Zw8KJPfo6USUinU\nFs4oTmE2iSc4/usKpnU8xvYeEat8Bwa38aWxlNhfTkotaVBx5cxbIZplvmMpqS3K/F1yqi3Vte6i\ndbW/1G6ctHaNB7vfJ7EDSTlBS+7HvTVYG7gm1RS/O+fhXXYRv+EE8iLOxmO1dL/KUgbN6/eyXpd5\njXyKOfckIHIBekm6QjIY+jpqWVInNT3c0g3Ecn8ZgZN0RteDBWYDsh4uw17Egu5XuKSLScgBJkvQ\n1nkvEO3jonUqIoZ1WqKqO7Es5Fy6C/yAuGBDBGlXirBFOnKZWjLxK5eYNEJSwXxh0I1Y57MpfHQA\nW5vw0iDuLfIq/QDE5ykLxca4lqNmP6M/sH1BnwIDVUzfhVTmqE6dlFawbO8XRmphpzieucmZ7iub\nDMsfzss37H6PinBiVkNCBLfyGVo9IJPZ/m4HmmD5ON6rjIssZThvJvokV118Fk/t94+T/4uGlgsU\nB3U3maU9ni7KIKYrAhqRvKLEfbceiUdNDG1K5euinNlz0SbOZpG+LbbKDXWBiBMCkBlKPSM90fcV\nSKntolu6I5+LrUkzIR9grwETyNaNJqIWZOo8nmGA6d00OHw0l6nkbOQOP7ZrmrUKmNHmIsuwMoDB\nEA7bOFHfaiMhLTNG/PED8n420OcqShx0ld7NHH3XNgui2mTZtnafutc9Vj65ZCHKy+LPKdZpYnm6\n30G/C4AuMtUWUWClGSlQrOy7a0/Ogbjm565w6INTmRwg3PMjS7g0mSSL3SRcpDG9SJMpk5uDDjby\nbNUXPJfSFQKNekET2gMQVIsReS27RoB7oiQ2da/CRaVPupakkerMl4DIt/GUuSXxrOjl2v4v9EkN\ncBVfZBzkjtDfFTHORt4X7d96h3x65CPgYBlOtmGmE8HUZiI/XEypDcuR40a02tiWLI+qFNFaR/L5\nMMTNjb5Dtr6OiSu9FUWsCGKRxIvcompe1xBE6CoQcJsc0+HORwGSJova0b1ci8IOBA5SaLUTnTeT\nA6TuddDw+pRmjpySpTbnw6qMxmjpjwl3KzswY+/A8iy1ENfMHCQp7m+Lz6J0mbl2UeqKj/J/gdkE\nV+redj0U8oxUr0m8aLNUv1ciziONvLcl5TUK3fsE/VngGhSWr+5XOKznt2z5pN/mpyGGbLGoSGNg\nlt49ClCF7BLVMgQRpetkzrpdjcsHmBCJHvck+cy+aMRoFknTUcHSQqQ2zYgVYFbFLI+7GKm8GWIz\nnxFNwWvkTZyOiV4zhSaVklMaieSFN6XOGC9D3wUQ+l/agkDEwRtyl9nuEj0NoyOvVJYc8RiYMpbG\nJ6RzMA58rkEIGEv+xIG15II8AFC8it/r3bpIbizyiSwaBqrPCwjaT5xKgFQ5S8J7QbpC97YCLHwv\nAovK7ZHDbhos2W8yeH1hRrm0QVqOxJlGkIsxubudvfQed1ZUq8ncON0gz5qa+XGxTtKpN84Sifw8\nRJPkJnFd1AfMD/eahwiNR3B0jb7N4gtRPm6qyWc8rTInzA+Jkcg6w5oOph3sNHA6iKudpXUNrep7\nRKDZJJO4Dqyy9jT4pO25wqrdMCoiuH6OrGxp+w11rcxRN0U8OllWrXdpeSyVh/sruVWs5BPXiWQl\n12Qgx5dCX355vGhpGjlTUBe/q4sd7BbJEQ1LL9ePGlg8XZS/1/mSdEVAI43BbQqZBO5DFZi4fusj\nRa1dTj6NHrWM+zw1Ul3/dndCSTyUoofimt6hpd2DfhFaiNtV+kKeBGrTIRwOorJyPVXlcQcHaTY2\nYmSfpPeM6Lt8Pk5qyadXOruZzuaeLkWNZQZze6NbSbxTcv+frEcg1Cbl2rx8EU9dmiLuMXIzS6Dl\nxK+v6oZ+7Axky6/j/PtL4hZyPKdIbFfs4OK4D+9WN/9cCXeaz30Z7mES2PpzutfNRn33GCBpUBeB\nTEn2XmQKVZdc+1Glj5H/FXqdpBerhQf2cQNQVLYzeFL/FfXb0V/E4i5xBy/p0QIa511Kw1YjxmPS\nlVw3lekl4ErXm3S9M6axGsKwitzIWYiazwlxom+nLEYBTkM0a1ppSWMiW1zRP/zuouSjHfJskBtn\nifnqz7aCiZZlDyGskg+ES/0ya+NJieoWNe8Z/eUCepXHWLoZVeKzPE/aibQlO8WU1EU+CRdxF76j\niP4vTS1h9dCeUxKQeB7OQRQ+gHmeqk9JIAtQNPRc9pXtod9d5i3iaLys/g6lP0swuSx9jPdeEdAE\nsvQXiavedFHlcdOqzbi41wMJNCrKxS/OVfgscD3YZ4iSRnA5gnz0lMEmSVzP5HuVWNuIE3hQZ0tN\nl5wGWiZ6frouFb0mnUGayrlj7ypVCf3vQKPZpHiiPfKsUNl1zOKtVM6VaGE1RFOqayF00RsmdV2L\nSAU2/hrhoNND6gKfPGpKrRvT6QoK/FbcjU9yN1l8kslMURN01qbiyaQJubWtya2uKsney1LJ7ZR/\nex56jw/FRckXmV6UHATLOBe/pyzTFaYrjgx2NlDJW0aTTKu1O3Ksek0cGTKHBO8SgaWoKReXOGej\npB6Urq2y6R6fKSImdF3fpfNqoc6MuWtJ3qkl4pyuiVbNoVV97oE/ge40Dc7Ppxshm0ClZrPImHcb\nwHX2ETEyb5O8qU4K8OsOoul0L13aDTCuMy8vV71Ta+IW1HzyoIztd22E5U3onL4oO+23mzCPivMB\nggIGxeaIFzKarKcs612SXS05rnNIfzh6tPKLUnPB3/7bx+Avekmcz4uAppQxGupwMa/zsdMnffjF\nFbxCjsYZN2kVPqHd6BZY+I5J4i+k4WizKuUl94V0fBcn2H0ezAH984Ja+ts0yG5wrcrBprZ7aiLA\nTOmRD20Tj12pySu6D4g4skIM4PsposfpYDliwFEVt3eYiMj1yCjN7o8zOLSaWy8Xf9Omsl4HtmJW\nD8j7CctaVVPcIR32Rt8U0nVx5GO77ptZKZVSXc2t7tcZ1toPTMOhsutOnalZxMtodLsC6iaWmzvS\nJv1oFN+N5JMm7xbvGnd0XpScbH5R8q53XumHSs5Zli9ZlMpw6/PpioBGSSNQ+uIiX51zH9IaSh6l\n1JAkcmvytpgDsj3gUVRlo0oceyM78Lgm5O8VB6KZ4pzTCEJNPNC+y5pAR6aZFAHbkE4wqOFaHaX6\nDvBkAPubcHbDbv4kIOPlPyISzG5DLEO1CsNRX/toyKu8FZAoq1cYrnN/NGFV7TKIa5Ek9j+6kIfE\nYRv3Zl4JsQ2gP0x06JmUV/ctqGlcwXXS2N8tj39pAScefN4Gn8aj43UtaTOK76IN9ffH7dKF7Unf\ny/epUyj+9xe5A+fF6YpXb/voVOHFHZTBCG6qQJ/md7PFY7IlljzoTuir0eiAI23EdxxiwXUsn9L1\n7CSCBRyGJg38uu/CXSFK7RPgrIvE8JOQuW4F8S0BtXYZ9JV7l43IkthQe50RgUb7I6SI4cESLFfp\nALE00Y9DPqdb53JLY/AogI7+HmYySdScgQswseNcP3QdTJvoXh9XMKnmKz960bUyP1UtBx3I9J+H\nUrli62aYhp53r1zqots+Dm9zWXKZpeRd496sHwWxexGJ/YlTiYCloPeCL05XBDTahUimEORW0f6J\nGq1KpTtD94uVFCj5hh9T+ueIKJXAoYkrrUTgp17yYAnIPIe0H493d0+YyjmBtoV2BO1anNfar2aT\nvDRpv4PdlE8V8sHxT4GnHZyeEu0stU/JO5VJg2JQ/Oazbh34Yix3VcEgDZjjhCjVICuAWr3Q0T8l\n0fFdMkMKpMuPhSDjM7zk7MYxanl/OUYUK1UhA7QUygHZ1BGQe9Swkl9XmQRc0I9xaez5yu5pVfYy\nfQx7pwSqUtPpgXH5jhcRN6H/9dNoYefyLN9bEm16yeVQckVAIyPUd0gi/ab1T2VP1+n+GXGEi19R\n5LBGu+4r3+ed5qDl3pdANq/UoDKVlLcAyXkfzbKOPkkr/+0WcwKgJWLfMdEBpH1614BpFcFm7xTe\nHMEwdc8JMD1Kf0Bf47uMART4llqYt8MBMRR4K2oOszq6uGdL0cu0CXyevE+y9tg5Im8DpKA9kbKn\n9hopTSJZexPNTdeGHPmsOqrNJTRSO3cjOB1Fk1Kg8RE52FGbZ6kLg333tGiOaIMvp/IWmk6LNEpX\nR5ydvSgZOAgYfmgSt3Q9fRImukyL7Dz1izSa0pu7OF0h0LjZIbHiWoYb0dIQ5NHR6JEe7+qcwMq3\nmnBXuSaex+64Ye4ja0Z/drgmFCwPtws6e4+0tpN8fwfMBlCHTLCKiNwi3jMZwNkMTo4hnEIjcNUp\nbko+URe1camHu6pLqp8WLR1CuwztFoRr8YiW7SqS09fIGowUOFFfWhwpkHHy1xdeepN5UXrlU9l8\nMKsvbOOXbgbdNJLqswHUg6jx3CJrI3tE8O7IUcZ6v7pGFrSGTEu/Sf0+7+ZeKgHnMt7MG6F8LhSP\nuJ12WT8r30VC5kUg82mAKBSfkltdnK7Q66QR570nbcFNo5L38D1a5Fv1WBpthOKMnofu672uoTjN\nrz1cnDuA/gjzUSoA9HtLXunEvtuBUG2AcYhV1mZQSwHORvBsDCcNtAqm05Lkxt7htrG73fW97Hyf\n8a6CHJKPd9iI7VlXcb3TjVSuI/o47s41KR3CenWFK6Z+77xpfVIKbfUCON8PLmzGaTmHBdpM6hjs\nqOhfVfOM/pIGp+DKOa8mc2u6YvGc8vvPkSElKrkJ7iaiEyklgeOC4SJAcKLMwcVRMxTXPC0yjz5O\ncm3ay7o4XeHqbfEo4jWgrw2IB9FiFZ9U4mFkfq2Sg9Hk43QyVkAgFU+iTuqEuxyOyUEZYhMlmlVe\nF28yj5xkLuNb2uLvBsZL8ZzsUCePdYgS+VbKbrwUzZfZJsz2iEu6BboiQcqB/HF0b7UDZHtibN9r\n6M7gaDnyI1oisJVuUfxKqTj6quiSPPW1Owq9b4CutQdXOD/RPFBG9ozIfcjjIGX4dA2qOh8wGoC9\nEG/XEg93Guoe6MuiQB+YfClEuXF6r8ldyi/qD5XV+03amz//SVIZQ6Z3q5H1Dh/nDjyq8IuCd16U\nPpPubbm0/bvEg3yWHgShiayBqcWVcn1A1uc1adSgYghFKBzZMwrGcO5FmpAvHVZyAsz5Dpl22DPu\nGfJV6YpkO4nl71YSVg3jxD4hahH3iRj5UQ3NdpL+I3LQjQ8i13JUToHIZZKmKa7vxTyqAdy+C6/W\ncdGnVi6ImnqeqnGDaFaVywi8S8qgNs2HIZGTakdpnFd9Ad5Af+BrpysJIGejTbtraxh3MBulrh/A\nsI6mqrxigXwGl5pIjkltj1HWRQF+6uZFwdm9pIq6hu7fldzkh/NOCDWIh2+UqXR6BOsAACAASURB\nVAQb167EbrfFfQP6zLernD8M4CxOVwQ0HoPiywVUaXd9u8qpT7k1hEBG3h+p147uA/IRAzU5AOSM\nPmhIS3LexWdAKX1Knbo08lWGkriQRtJCV0OTQKZpo6azAZx2MJ1Bp5XXHhNUk9cAeCpV8hclDUhp\nCxV0Qzi+AQej+FrtkKdm3SdaWQqKm5IPihPGaosJ4bgfLq950wbmsTPzPZkxr45zb6qTSCHdozaw\n/uhI2mDSjGfDuGVpXUdAq0Jf6Atv1+y13s3ejWrSxq57M/aSGqTkoNw97GahfnPTe94g5HHsfeuB\nQos0Wmm/0licxPU5pN98P+8fXboioJFJAtm9XMbW+AgQGLmHxd3KrqsrTyU3uhU9LNEs7Uh5O5r7\niCvtbx8AAkfd7yPQ1VP95nVTXqk9mgpOZpG3OamhaWB2SnRT7ZE9Wpqp/rcPFgfJj5vUjsfQVXB4\nAB8k8/FWlSMNxB+LGinDoZbsbxeu8jqVlICP83Op5MmcA/Plz5o8OvdGfZLuaZoYXa22ClVSWgM0\nIbZ7Xfd9E16+kptx+eI03yJsJEAIVvxFQOPahsaUjznn1rCXuqbj+Xr7aawJbHzseUiBCq+/XZsv\n0feTpytc66TRJzPINRy3cTWJfQGKI7ero4p7d82hJYe66vcTot4sSeizwt3qvi/BzPJ0hrBMerbs\nXBeLXv5yIrVx8B9pMZEWQznh7IcMuf3te2JqAn6SJL6mAz6ER106cG45u7FlJkE8yUGbXz2zplGT\nyzItnSdupfqEPDfDS/ZYK/TL1Y/eb3IOqP1dmKQ0H1oSbkvQruQu12ub4n7fcF3KhbaigMxPqc6l\ncjk3I8swA48Pc8Gq37w91K+1/b4oudBruHg72EWmkiyORSj76cDmioBGh9i32DJhuy6eJdBfvacO\nGZAD46bE3p4UebhbBDIwCP0FItpkxYELskEP5wNABFxudiwCHhdzZdKkdqLZbXPt4qc9gLXtnmtI\nLkLdLaz6lOT0i7QcDawpMTClhuMhvD2IpPV6iCZO28BhDfshcjirRL7mCXmZggKYywPn1dW98Vqa\nnGUSuGr2qo/U5+p32XhuSgiQnGuTRiRP14g536w5Jo1NWAV5vZX8E9BXJjQ31cz+/aK9b3qZaCy4\n6eJkUGO/6bmR/Y3V19vpQpXxkt/1nO8qLweLI6jeeXm6IqBxz5J6Q40h7kETRRXUd63zL7fzLIOG\nguWryavluor+1So6BwPl0RZ/Kz837F2aumrpIlzffeK7uQXZJJIGpPKUW+Y7aa7kUt15IvEYbfH/\ni8wpIcIJcAztDpwlW2k2hNAAp9C8BCfDvAmWmrQj79er6FwnYdUkM6D1dvJ6OQqpH5z0bdNLNB5W\niX3Z0dcWxIOJp3BtQIzvIN+vOFDNLTeRNL9EiWkraxVHc19DxTekb4t7z+G9T1zbib0imrFd2Wca\n6w68lf2u8XkpgWTXygJpvgjkBvab2vLju7bhSk2ngf2v1pdU94msBlXlxEqqZ2VSuR6uweY76Dlw\niCiWhytYnm5ku4T1wS8NxMEQzhvxkqQlp1MX9ylPKGZi+tvJX0m8Ukq5RuYTcmb3erkWJZ/sU7Ir\nqQa2opdovp/DddgbwIOQJ6aaUGeSOxdaWoozb2NvAwdklVvxURoPii1aJwsrab7QD4XwUIRFXFya\nmB1xXRVV5FRCOM/JLoqw8DAWdYc7HVVkNxtDl/IpNTh/f/raLDJVVAeBpvrb+3cRqeSVwa75GMYq\npQqO7G+NS9f4X8wHXhHQaNsEV9WlGgqRRfAqxsIDGxSi6sk1BQGSZoAGcEkiSM1eIm2ga9e98/Ss\nq6OlFIa+VubepbrIR52nvHTdtbKabELKpav20aRy93RJgHh0tV+f+45fkFqiH/uUaBctkxdlDWNb\nPWsi2AyJx7HIcSVtRliiALq5CeVmQDk5PEpb5ZikjBVY2JIXOin2yc/y1cInqSIDsv9aHz+QSa8a\nxb2ST2t4Poiue82xQFaalAQ8klmeXAapCo0u6EcHPBtb6qYLUxl24b83ds2dEMrQNfHSpFRyPlTS\no3znonF/cbrCJQhCTD8yQMXRQBT/Iptb/lKBTNkb6iw/ZtEZfRdHui72ToMYskkl00UzaGb5630V\n/YU8JbmmupQEoHc49LmjRXyPDosqR7o/DxmsXIXWvRWfbIC05D2LtZhzhfnhc22Vmq+LW5NqYum1\nii8cA5Mukty9tMiNqlkpV74DUCl996xNRKzIrF4jmldpb2RWyEEyHuPkbWhqVzeD/Zq5x8hv1SJ6\nX9rg/KwsPa33nWO+xptPYsjgF3ITuAYIfaxY2G0qp8Z+Q97nouxz5+4WaSP+vXSbV/ac5sOLCeIr\nBBppCL5bkipfLgmWsa9J7aKismfVG6q8axGu8gk4nJeRt8VVUCUtRRYfpPs0ysot+5V8ALtZ55Pf\ndWy9a1g853aIQLccIO5h8PudD/J3ePtRXPfkpLXKltqnTVpnN47h/yG9p6tgPEicDtG93ApAfWI7\nQ6w+0MDWDIV+n8hk8Pgnt1WUn7ftEvlQqnJieF8Xs3eugYT+7e4Mc+VR32Vdzueo99WiiW0aTmn1\nqQhejEutFBWwFEDlPZ6xPlO77st61J6yF0tbuKQZzqcrJIN9kjtj7h8HDleBnVFzbsJJKh8NYir1\nzKK1T2osJ6jdLHFxpRGld/u+x87XlJN3EaeiyVK6o6viXo00N92clyrbQiPWo6r1HPa3nltUNorr\nIol3iTvxrZADa2riRuxpsDYr0Cxb3QQ06icRjG4mi2kVOLp/2cscyBvUaIyUICOzSVrY2nlF81wq\nJXNJvJCb1M/0UzGXyadnnvMyvci70+UilN1RWr0XybLej1Vxw4vSov6XlaG5KHvYiWj4jANNqdbr\n99LD45PMST+f8MrDJaZAp+wZPylBHIqSvBEyU2bFfQI853okfV0Vh7609vL5O3U9cR69EPFy10C1\ngTgl1UHai/M78s2O6QPUIhVZbeiuUG8zH3QN0RSRuL5N9uK5pnFKDLqRj7ucGTJlBPoiMHwvTm9D\nTz5uvB6+abDaWX2ZQgVKJfdc8rqWGohpYjrPz5Muu2X/sVNhnqlb3N+goaDfXGFZZEp1XoePkwTM\nkOus8V4K9VIb/sySwU7DLyLEHKY1kQVA5Z65kM2tjjiA5bKeWD4OZq5aOyciE8k1Jp90rjeXv7st\nWxX3l6aO3u86spcLK5/yHtIHOMhMpRbiaJlCXVyH8+SxktdJg1OhAH6/X1ecjVZ8u1dCgCnSdmSf\n1q4dkmeIZr3zMM7PaNCXXEGZ3G6BvJv6KF++dP4JrHwMaoq8QDPouOQkHB8HHq5Afl+o+xxQICve\nPhTFBV10JBkYPgcbdoUJuDAtul4KKb1c/aYCfibJYNc8vFMlEX01XsktlCaSmw4a6GoMuYQVg6FV\n3qXrT73mhrd/fOCXrmlpXqXOu8h0cqBxFt9NhkWmlp8RIn1dk1btsk7e2FcuHpHpWsF+SmYoPX/V\nwye2/+4SzMFmL+W1zvljDsb0B6dIXl+n5oCu+rtq7gT2onaVdliCjkA6bXnhx2Z2ft25KxcOpXn5\nMZJTFaW3+BxfUtlNBmxuuSvPMjbzourqFe7M66WCZ3Irf2FKN1X+HfLRz+7cuFBFnKcrApqSANWA\n0/IATegh/TiJMupLyTkEd3eoM9VDfv6GS2oNNPEJDjYaPSVoKPk1Jy0XEbZebp+UUvNre8ZNLoEm\nZL3cJb4CEaWR+VapDVnjWCVqfAIITWifuF7nUgioPPrNF7GKEHcTUZqRxLPaVsJCbVLaNKXZUgoQ\ninZV35bXxNGU4K0ySGWoOO9CaunX/4JU8qoX3l6OW401a0/XVNR1XTHuQoA69IetGwQlJi9MLkgW\nXQu5Wy60jnTDYNHFc+kKV2+rAZ3nkHdDwKJJUy4H0KBVizpxDP0BDXEQlWLGB5MIaVdpfeQob/dY\nlHmp16VtefCfkpdRE9G9V0PLT3W6iOPw72ImZWfruEeZEmlLCtbSR143bbOg8rsKXJKJpRmjayKD\ndaatjgZWPXw1pUDTTVVvW08dOShH+cgsdlNTZV0nmnGQGVmBlgAn0NeoNJZk2gnUNLa0EdclqWye\nT5Ts4RD64VRnxJCAeR0SirTJ5e7HxrjMwn6DxfO/axOAaWx5JdJ4V/cor4X1cwH7mQQapVLrgDhg\nNGEENlL7z4h7FJQbnbzI/kyHo82DuNQrmky+dkRmjUADuyYgcqjH7nf+xtXzMjlguSah5/18qs6u\neRoWvzX2/wnZlAnE/TgFztrTQff6xKqKvBalUtvyZ6R1OBGv9wog3B4oD1+CxYLHf3tRP+j92knd\nNQlNLpl2Y/rkumt5F9W9GGcXgkt576IxaoAtBXR+FpablQLJBpomxatWUWaoDJKZGoaunF6KAReQ\nVsJ2L/7CL3qJHyRwPl0hGewag9vuUoEVMNeQI1IlqRaZMT5hSyPWiUjfAFupVGn1v1g5P/xHW004\nnyOXO/QHh6dFA8ffqY+7prGyutbjmoWPLLWjeBiR3do1UG2xkX6TRqE2kRYlE841HCdjLxq5MpWk\nQZSmp7tM1B/SWHXdOR5nQl3buCio0dvyImJTs1lcl6+1cxBdoQ9QsDhC9qJUvn/RdwOfDph1ham0\nyEXdpnurvEOsg52DS9tBZ5rSvCnLsbmgrdx0cmv23P0ek3VxuiKgcTVduqIHZ8lToEmgDaoWSZuS\n0JQ54gNOeQqmz7Wc5eE8SUufF5L00yAs3QKqm4OVk9ZtkbdLuXbBb27GuTdEgOOjYWD3jO1aRz6r\nZGD3aTGinw++iPtye76UfiUxIbCTx0lJpIPyEUkvwlraTtmWKr/aQUAmrU9lGBN5py7Vyfc7co3G\niWXNSOf1Sn+yA5CXw03gH0VK+Xfe/6UmVpS7AyamRfjwv2xoz/SluKbXQH/6XMrzeHtcbmJeEdD4\nwHTJ56qvNB0HmXKQQ59TcBVb71FeTgTv2j1dkYf2KXbpHcgxGe5yPiPvFeNrmpydK6VrS18rc2mv\npDgelUGmk9e/lOqKoC7PlVIsvMwl6eYC5FXy1qACG9f4SvvdU8nZCMgdQFw7Ut+aKTD3pCmuRu/R\nWPAIYdeIxJ9Ig5sS+0IbrGvLPzdpfTGvnxrn+xe5hriIgLlMo/skyQWTyuFme8nC+n2lOR2iJjR1\nkFJqoAlRsxmWgiLk/6TxQF8+TrmguupjmdyfSY5GA6wj2+Id/UWQJ0RJ7KuqHVwWaTbqAF/voYEt\nIDgr8hjY/XWR35QonWXGORErTQDO8wzu+dJBQy6p5WXSZBNXIRZwkbQsTZmO7InzUTGxvxUqoPsc\nbFXWAXFyalL6ZHZ9+yIOZxFno36VaeILWJWv6/Pqb9faNPFn9N8nvs7FrzTNCXEh6AERbMQJDYjr\ns5S/hJtAUKAoIHL+zEHG6/hpUgkuSi5oXUhB33Hi5RWl4JqX83waW2kOtMN4blfnWoiN9+LrC7zV\n5PHiO5tdnK4IaFyCuGdgjRz56zvllVKkbJUyqTN8giyKu4EcPOhgJN5AICi7XlqTNA5NEuhrFw6I\nAtFyLY74KAcADZIz8vmvaiO5id0dUKrywZ4RWGgCDcntWtn1mgiEAiXXanyiuQlVF78tkmYa+P6u\nUsNw029q97jZ5+aO2lTfFRKgvnNNcd/K6oto5/YDmQRW2/liXI8+F1/n7vPLTYXFqTTF/PeyPfSe\nUsA4y6t7oK/5aIx4282gq/N1bYOh6VHZa9x6dMqzxd5R8m+fSY5G0s47Umq/OAYN+rICTpCVqm1p\nWglwtHUa9HVBDaja7pdGVNl1aQoCCvVAua2DGl3P6nnXrEqC1V33nd3j5XKV3supVLrklbfc+tpJ\n8JQoBQVyeo9MEV9y4Wp2+bfr2Z5KM1T5q6382ZIL0zPeFkrBnvf3qG3ce+azQhNX5qoEiZ53Yr0k\nhb2fSu3ikybvFwfSRcknrvNIpValseXA5QDtGqjnm+5xoPEqKnsNtxLPzo0FD+i5OF2x6SRuQ6q1\nCu1L6T058rsU9wENfWIUMliI9/HWcxJUwOQqrPMJelaLCR3R3T1bSvGGPhi4ZK+KewQqvu0Elpfa\nT/mU2ptrMgKyJWLYwGlqm1MisHjM/DXyyCr5Kb3/RZPMR62bXa6Nldf1Lu8zzQBvJ7Wr95WfEuf3\nOuntpqXAppyoGoO+i59rFg5Agf47L0reViXBvWhSltqj96vf423gp7Y6eHnbuVOkAB9XIJW9OzJd\nee3JFQc0104vTp+BOBq5iyV9Fx7SbPeXdqw8KOJFPF+pxpIMrkXpPo9Slo3rPIlPat0v7sFNm2My\nSE3suniaEpBqsqbk8TaS6rp3Qt5xSSDkm2a5CaqJBRm8tXt4xfl1YOvWFqvEQ+p0DI37SV9osFsq\nfaKLTFy9XxNHHEspjUu+x13/Xk/fN9NNh5q+wBHwBvKaMIFS2YY+Ndw88TJeNMFKjbO64F7XrDU2\nXePSuHZzpQwEdVCR5rwoaa6k/NoKpnX/2Ce90hXphVOxJK/VLxenK+RotD5nlUxCavmBB05pkDgy\nw3nJJWTXYBjYM24mwHkzq2Tzfd8NJy2lvvu2kSJxJYHkflWZSzIa+mZEKR2l0UF/kHl9KNpBE0jl\nL7dKTWpyVxNjKFzd9sl4k+y9uQjs9Y6LtJvyuk9K1yAFxqrnWVEWmX5uEimYsynyUl18sZ/zQ5r0\n0uAk3ARuAh79XQJCKP5XmTxWqTRTSoB1Tcy1G+xvN98WlQOrt5uLPtGb4tly3ghVUhmca/YjdUoq\nqNffbnOpbp9JjkaNqm3KFIin409cmroKWIKM4NjXupTS19V0X2nqk9s7x00yvcsHiSaFBpPzNXq3\neqw0ISryOiTnp0pXuxN7kDUlDWo39wLZPCpNTrfvS4mje1UPLfcQ+Os4g0WA4gBZEsVKJaDJ3ay2\n8nzcxOyK5xWrtEwOlHQisrW/VRfXhtzkWqTJYmVapV+HRfX2/728owX3ld8XCTjXTrxdBZBtcZ/z\nUm6+q54ao4G8nMdTeleo+iyEd6e/9sJ2cOB6sdZ7RUCjPUIkgbSqWJyNmysOCC15srlpoknotvci\nDsW9NOVE0URUHvpb2pbfP7b3e9Ceg49PbJfy0j788J9ycePA/hZAClD18YnjJKcPQpsYrZdfdVC8\nEPk+OqJreJfzrstSEpfqewk0DgJbqYza31dao7xCAzIHpnaXhtjRX7Sp95TndQlAXLoruVdHoOYC\nxvkPB4NFwCNTyGNvPJV8jn5zc6uz530JiPdjCaZl//q4dPNO5fb6OiDUUFV5CKurPLTonHzxdvD3\n+bi6OF0R0EiTqciHtpequhrd2Sgn+xxk1JC+nYIAQHyNgu1k42r/YQ0UAUr5bn13aeSazAHZq6Vo\nVS+P4jtcG9FeLAKdFfoH12utkzQ998LNyGq/cw/B8vN7BWQql0bUit07Jp4Ap4F9kww0izSkRckB\nAPptOSQCzToRZJwfWUm/r1h9pW2d2rPel6XGWHIwElalG97XN6kPncdyUHDOrKybC5RyRrqAKM2n\nRbwPZLB0garnfay76S+Qcva2TG72C6CM3/Nh7GFhZSrlSg/YHdguTlcENHtkF7JqqIlXbvy9iGhy\nHkaDS4sM3dsgU0qDKJAjeZ3MdTgfFPl5Kzt5qfuXiAFvHqAmQBOoOd8kyeJxGeo0BbdV5C0djtI9\nU/t4cJvvxCdNR0DrZZW2KLBzQG6Jk12DtSWCjRayajBdxMvomXJCKnXkBa3igsTRCFi3yKAnYF2z\nMrup6anUHKXVqH7Q15z0jJui0nDEE+m7m1IlJ+SBjf7uRSY3xd8+8d054E4L/S++rtSAJCAFUpo/\n7mmSxmZcZlX1qU1XitUswjm9ptP7m+KC1/2ysXGlcTSQ1WPIE1Rmg6t9rjI70jvp6eAAGTScz5B3\nY2z3ePCgt7BHijqZrPt05Isksp9o76SkpLCXy0EUK4/e5SS08pPG5dG/Pqh8QLkpE+w3ARmc5xRc\n9dbmYLqGfVe6SJKXQCPNTsApED2xcnlgpMBa7nbVYWbXPVTAy6Hvvt7NJ7xrqJplas/K7lF7+Gx0\nvgfyRNe9E7vHiXbndZwO8FXpZfnL78pXwqw0d/1vN5EcaHTNHnFKz63O0hrrHBQdmbxuP4RGE0L4\nH4H/AHjSdd3X0m/XgX8EvAq8C/yNruv20rX/HPiPUon+Ttd1/3Rxzm6WqIYKUVfjS+X2DveKCVic\nt3BfnaRfTf9QIUlRSRDl5411nO5bJ5OQUuW1klxh8FpeoKb0d7v55F4X51hc/ZRG5+X19tEEmtpz\nPgB8wrikFwBrALrqr9818TuiFqVji0tS1wHJ+8P/9yTv4jZRQ1H51Vc6B933xpGGk7S7QCx3J1CQ\nNiEzy7VOCQSNHwfpkrzWMg03QdzzJIHmY7I0pdQPEljOD/pxtRofTlKXJOoiAHGgKSe73NklIJUL\nWC3ftoorv1sib6diqPrehC32xU011/abqCWF6lI++EUazf8E/HfA/2K//Rrwu13X/XoI4e+m778W\nQvgK8KvAV4D7wO+FEL7Udd0Co943QZYb07UAJ5q0FaVUQfdalEkdpy0lZDbJg6JUntXtBO4yeQe6\nQN9bovzH5MWLQ/K5sM4RhSJvrWeSuaWQ/3JTKD+JrCabD+UA9g3KZWR7U8tTpT19VAfnDpz4hgyC\nN4iTH/rtXXI0AspF/ICStJkDMpA2xfXt9E5tfN4Bj+Nv1SpUaaI2NXRyeZfrzKB/ZrtrqAIiX6ku\n75+0KbVVSW5K2Pk+PhJ+zutg5ZKq4AcArhFJdtd4GnvOQcQ1ndZ+c5PFBYlzOCXP6LsVJHOwGULj\n4RZkOarqzd9djivPm9gOq+nrPhemS4Gm67p/HkJ4rfj5l4FfTH//Q+DrRLD5FeA3uq6bAu+GEH4A\n/Czwr87n7EFz3hiuwmvSr9Mf7H6wW7BnlSSlJGGc0HTb2jkeDUz3/ihwzV2qmoTSYkTkqodK7aSx\n765yDsjuZJlpFTlwcYXshVO+KptrfzLLlI+8d1PLS9pUz+AmTzDnA1RucUyuVbrJV4KNJN2i5KaR\nVldvEvv1KD0v8BFYB+b8UFdDu5rmlSa1+s49KgJ+jQcNbefFJODG5KUYgRzIKE7PvT3iqDpyJHJp\nMvhvzvk4/6fv5QF2ThG4ZuZ8yGUeHfVRqTG5diN+bp0sXP35VJaFniZ3LshqKPpar7gkfRqO5k7X\ndY/T34+BO+nvl+iDyodEzeaCJLVWA9UnvzpF8SpOpjrLXpPXMkkdF2C4WaIOlI6oiaEOr8kqtLsM\ntbeKNKCOvJ2BQDBtj1l3EDpo2/jprZ6GLM31v0spdYNPtLb4SGWXdJX2o0EmT45+k1fJNUFvZ9VH\n5VBZBV6ltuemUpku4mcgT7TD9F6ZT5ogrt6r/rrWpqydc1Jy87r0zkijcHN7YM+o/pBDLZz4Vz4O\nFlj7CGw98NInX/mbgOOIOFY1DnSfmz6h+B0WIEDxDp8X2DMCSAGGO0VKUt1Sz8vk91sAqKfZRWXM\n6Ycig7uu60IIl73hgmv/Mxlofgr48+l3NZgkgEwg51tUbEdxt49dUnhH99gt+p3kpLSTZ1KFpa4r\nqPCUeKaRtIYR1AFCSFjWQTiD9gRagaVrF273+8D1wbJclF2DXZpWuc+tCFw9p2UP0ib0vMBc4K0J\nMyFL71KKOidx+YC6OGl70VPy/sI+cBUCoDbYpOe1a51HacnahWu3qpuA03kxByC1fRlzU2pq5bgp\nF4a6iS9TSnmVvA9kb9oZWQgIWF2gSPNWmUqCWP87ce1amMa24oySAArJhO88rwI0eoqVC2pxM55+\nH/j6pdyM0qcBmschhLtd1z0KIdwjHswM8AB4xe57Of22IP0qGSxk4LmHyT1JkDtYwCHTwaVIZb9D\nf+A4v6F73cWpxXRrZB3Q+Qw18hExvkSmiqnGk2QSVcBagHoFJktwogHnZN7AyiDtp5RqboJp022N\nAJ0pra0QbhIHr+p/TJ+AFgexSuQJVlI9dlNe2n5T4OQT45Q8kdybUSbXFjxps/SGyH3JJFO/e79q\nEg7I50W1qQyPyOdny2XvUtZd4DKZBWK+fae8VwrdLyOky+S8VKk5uIYoHk5jwrd/daGoMuq9U/p1\ncPc1xbtUnhLs5RxQ+cV7rjFv41LuzrWVIskomHex17cEpn83fZT+3vn8Uvo0QPM7wN8C/kH6/7ft\n9/8jhPDfEE2mN4BvLM5C5K60BnfPuvlwkd3vHednMGtSKTm57B4p2cpSJd1MkK2u+BLxNC5JyvOJ\n6vyedpiXzXSpTnWAyibwcmL7J116tbtQpX24p6JsMwW3STt4xnmPivJVnIq8ZEPiILxO34Z3XsDN\nJC+DT8gSbNxM0b2aPArOlCfriGzza1IqXkggobge1WmdqBUdkwFGW1u49qBy6ZRM6JdVJvJG+l7Z\ns84dej28n0v+xDWLQ/I4c7J+0Xjx96kvvc/LaHGNYzetXLMfEcFZ88F4PFdIS/6/l/fQmqAUKiXx\nX3JKl/FIL3Zv/waR+L0ZQvgA+C+B/xr4zRDC3ya5twG6rnszhPCbwJuplf6zrusu0LMllRyBHdXV\nMm4yKJUkrpIaZtH9qqpUdKnckkCugip/yMFx2gXaJ+IRUUJ7vhWEYS5eE8w6SmAjr3kDnKbOmg1T\n52rwSkJ59K9Uc9XHyyQQEWmnkyPK9pjZPZoMK2S+wjU+yFxNCT6LunURx6AJsESc2DKdJkQvlGt2\nbgJOiZ6oZbuu+shkWidrltrq1cdF6faVGawOce+em+VOmLvZKk3Dywp97VNA7pPRnRvipPxTmrD+\njtJ8hQzyqo/XV5pixbn5oZ/O4UFhBrblNf1f2d/O7cHieddPL/I6/c0LLv3VC+7/+8Dfv/SNQOYr\nnFhyNHd10SvrDaqPSwDfPU6pdOX6AHGYdy+RS7aGKKkCmS9qyBNFQXBJVD5/fAAAIABJREFU5Q9r\nMKyzFuz4JzzVIzURfM6Gcb/XtknEJ2RzysFU9fc4EXEysv9Fqsqj5DE3UzK/o8EqktClkiaACuqe\nikXgD30g0sCUJ6giA4OAZjfltUqMmZEJK4/hCf34n6m9x6X9jH48jcaWe3tKc8lJaOgDjbQir4/a\nUYJI5ZEp5WCiNnKyV+VSCIcDt79b5lZJBvt41+++xEbz4CyOv86mtQ+f0hF67qY03kL6rVO+ekd3\nwedykIEfkgz+9EkRoqV5VPrINLGgr8l4vEHJ00jKuSSDvqSCrNnouXJJghpvSA4QUINLzZ2QCeu0\n72x7CoersFzlEJYDskCWArVFphwa4HmA40Eyt5TcpMDq73u5rFo9PYT/ptVTfIUG944VRmakTM5S\n+ksNL92ii5JLPogcgVbnnxBV+xvpHW+Tt6MoY2Ok+YgzE3ks7fIZcW/gm+R+2ySDqyas7veYIk0c\n8VYyMeT61rhUyIKDgjRKcUl+XbyIn1UFWevws7QUdFiOdydRyusa29L6W6ubNpcfQtX1577LV3c8\n9lIhnOcKfUnslOayMnaBvzhdEdAogEzqrSpUuujgvJQU0MiudfJWks41EoGIbOEz4BZ5F301lB8j\nK0ZMk1mA0hIH0nUi+OykPDfIku0g/j9ZgtkAQpU8Jh1xs6EqWlx6TONPNNC4gqnUeum6MtV8MWZL\nP0jQiXUNQJ3c4OA5I7uafc2M/hZxqraTaqajWWSiXZRcAIiH2Ui/n9r7JN0PyICpPjVPyVz72kuf\nM/I545LoMsv8tIyGfA652hL7W1oP9N3h7vXxxYMasxoTii/B8ji1fIapXAKnirzcoVxKsSi5eae+\nE5A67SDvXQccQluTgzxDVvxk3S9UPswscirzXHkcdCDPWbcOFqcrAhpJSblnlQQ+To66yqhnNdkq\n+uc96Z7WntXk0iQqiSuZZ+qNgeUhsNHWnTMyky/zSYF12g8mqfLtCrSuxqd6tQ1M2jggmjpKjXVy\nrNk4cTndKGk3Utm1y57c6+pcSbYTK+OMOMlkKkgL0oASYeicAOQJJm3PVWNvF4829VSq1DLnNPGP\n7G9pgiGVVUss1JfagKtK9+2Q46oU9yJtTuB0QOafIK9H+//bO5cYybbsLP87IvJVVbfuo59+tGQD\ntmRLSDaDniBkS0iWLSSMJxgmIGHAksFMGIAZYAsmTNwTEJ74ISNBI0+MjISFHyNPkNWSBZaMX5Ib\n2qbdt7tv17sqMyPiMNjni/2dnSeysq77Vt5bnVtKZWbEOfvs1/rXWv9aex8UCu03sW/Vz1z5lbrJ\ndK/ajnTTvVgpj9NC1+QzOSvbhO5KdbB2S6brmMLz7LbBB0H6LWt/d0TuOH/QpEwJz/Hj+B/DDs/5\nghFreUz7DTid9te3ck1AY8a8J3Ht9xpQbNkkU6LRmgJSkPqcgEf9ztlAQ7AQmFT79pjVZvlfH6+9\nl6Y5fYDXg7Q3OyAUkLvbZF2SR4vkWWmPZH2eJzlfjnwNFpuJ4HP9xtqyYJQ03oJ+cg9C7oiTF7Ij\nCb37BI/GePWlB56ztH1THJfh3dlJm4/+mBDzYY9TOR0IfFwf3LCHaaCyVr3md3y4WP/bnApJmlhG\nAMIcX2a/xJacE0wh8XuinWfbIu/5RYMi1rz7CO/DK30OVAeAZcVqPkiXmsO/UPrxUh8wcjCk339A\n49egIuC2cuYQfa5gclO2aRrffjB5F964B3GcVDAwUMFZYBWgeQEKciaoB/LyadrZKu+kZRXfHZ/x\nobRE6nHi1qkpIq+lYtfr460Pk2whQ+E4aNtRWk5Kxv69pTF9rDHAcgB8AVGfx7NS3bfS3KSeHL/q\ncumtrS+laXYsJhP3vIjPLsa9cTAg4x+M/wOA/Hxo/GGMev+ArQ/3MhVcit11rCi2cDgvxzwEf3vL\nQx+VgVvixELA2QS1f+/jEt0XXl3M+rub9mbO5fg/bvOQqesFKuyRJQ/rpPQKvvvqtbQtXO/MV51c\nKxnsEGAyjb9Zs/YFtAaGPcGY1d4Ix6HhSQMG/kYYACNMXLKBD9PAZtxqkMO0ydykbUOgbnI9iOis\n0jYo3krV7reSw8U0eHE6XnaWpgCfbpNTu0OY4s/GMST5DleKvhylCgz5KslUU3tRswDtnJtHcKIj\nisHpAH0x3+ZoBmBHnWhlOKGzNJA+GAeDaN+h7i2pAoW18iTtILBbafNHVCZpxC3PxpIlIoYFyFsi\nfG6NIz12fcxNYOUd6jOex674E9XpkLQF2IDFOjdnhFI4Tp37j6RuOF0kW9rn85zcB7t5khtiJ7tt\nBKwjrLznlG1GpXj5Zddo0ZhYY8B78HHpuRwmwiYnE+N64DmWuoa/cRvIRvVioRynLha7F+Z0buke\ntCfWB6Rjxme8PX53J9neTobRshsWyXqZPFk0b2en5MzsY42cpu1qP04Wx6MJjKvXh6MdnoXTYNxZ\ntFgSWHBOhPNmQ3NX+0rRDwDMvbZiB12PkCCEfQibeeP7W7ofq4R5gED2myl8rIi5PKSM6B68Gn0H\nlNhVTntZY86NSS6uU3/O2PXuDCBP8fc9yPAzph6w7WUnS/3zev5SbdoO4zRYnlhjyaVAQ8COITjO\nu9+9/d4VOtv5jHOXza5nk3FejFgmXJNMXwaXtLwTuw6OO7PIEA4Ia1sVLHZCmj53BGCL2nacuug5\nL/c4Wb+empR2Z4wUHFdXae3FklzUbPBAd2pfyyJZjtpys0225JWY26JvjA0qiCNO0bYIgUlS+og1\nBJjts2Z6Epn2uM5tpsLEZ/BM8EdJAz7zdda2uJJzigZ+CkD1rncKm1+fppENFmjms1+M5goZY/ND\njL3XuskQXFnX6SRLu63OQKZ/vdz0oOY1O0PgDiNRTER0QvqLj2KZ9w6GqafDVK/2knJNQIOGvgRk\nLCNJ9jPxDrkxgU56gnxkRD40Xo+v8uU0S4ZMVHiXqO5194MGQeNhNRBWxqXhPdBocnIwIHA/Mj6D\nWDe5EvsKfRzDqSXJ8nikCxbJM3iudRoA4hLYDUqmUSjGhBC+Xayk5dKcd5/3baNOE9PJNCGO0oPN\nozRr0/xF0sAEiwWlwBEPKAcWDuffrHSdCXWKrU8HIXxuDkLeC6X7aa6Rskxzc/uTDVln8C6sK6ds\nUK8tDcjpfbJj8pZzk0wS8x1AZE6H8cJ9TSN7CfT1t3tJX1KuCWgsBD2bP5a5KN9s4aL+JDVrBzJc\nWaCMzJC6LQsNAl/gvAwO8jZ/sdY97G9BC5OHQzj6LC1BjhAqbsJp2r7Tj4+/N2lJX4CK38NNotko\npNvUPVObcRx27jhh/5Oxj4Ae7/WGvwKEiOAhkAgahDLCv6/0RKPV4D616JAt44+QORppbbxNBaQH\nqcd9YhVgjQz6nzGmD2zSZe6SRprjVpEaYLLaxK2Ftf+/t/IYPwhmR/9YMyg1LDfWKuVxmlXpXK9x\n4+z2OPWd2hS79YBMT+jSLuTAHsJosbP0Ppyqm2+P1RJEZBmyZYz8xj3lGl0ntFmfJ6MyZ507JHeh\nTkcGMId63zZpgwuZyqKBsDR8+zWq/DhhyiYthRlYpRGa6+57FpTdIXZSA8TeMAfQDF1956OsHVQ3\nakgmC2ZX3kldnCepG+sfpUWkWOz8sBMcYO2PjzBheZkL5eJrNzOfCTxDH+BdDvQ9bU6m2hpQwfwH\nrJEMgAwBJ/rF+ug5DASa9mFFWIH1rs8ceUyaweO06OeQxrMYGGgzQu/IqN1FPjsbeb6+IAs9fxT1\nmzQM2rzUT6lD+2ZabitLHD2JTod/f3+Swc5IHbXMBRfTQDR+6TVwofAhWssE8bL7H8b1WNcz8c7k\npGFDpkDjOt1GLA4iTkvdY3esj/JwMp65H55NuzxIjBuCepb2FkoK7hVc1OPxc0LtnH38JFUQIU55\n84HTD8hxQSBsGfBzmfkJkFN6Qe25HeaJzZhE9Qhd4z4BEAhlnznr5MY3MwUyBwMYd0eESvd976bP\nWeK4HubDekuN3we6lvVzqHuwugxacJAon7E9czz0BYCxxe0jM1jvtHkc/2XqsPv0UucGLtLyJJ8X\nG8i1Ac3DNK0/Cocwp9IAIK8W1DCy5LOLujfLyTUw8LAg6TbkriNKB7qf/+dG8kjXApr8fpymoThX\nBV+cex6l0vT304Sc83N59WsfRmbROzqzSZtxA+Jpki8m+XxqtOsw9bCuj45/v6m+P07yuVS+iuxW\nJwBS/FwK4LqvCAwnEcJ1d00fiUqaWn0rjc/AWjtKO1YVwpbIGWN7niot35iqVP6vxor1AfiTcuHQ\nrpULQOC226rFkkKB3db4WLip507aUR30GdeN6w1sSTs8DD7xtUwU8GS6DISM//00C3qbtpcMpSie\n6XxZvdNbmRwkmcPUtCiopPu5eJruTLkmoHmUqbCPJuPOWmXg0WI2uR2i3MPv7AoWwZCpwLKVvgcn\nin1czjwZunv6UCK/mTBAisXrNiMUt1UH0TBACqFGMGwh2eKBrfNqIwHu/tj2b0gb73tpex7w/T+U\numjvpR2GBVnNT6/1MfGZH7sZ5nMYL7tG+/ie/h5bPk+6z5PGheEOwbvhmnw0LVcA5UYUDB4Kjc4Z\nRB5X3MdBn/Es5s2uB3X1uTiQzfTlMNPXz0AEE7zgbxICmVvyszAjHqTta6IAJJu0RFT2kPm41lup\nSg3EYI5vZ3cuDXhNV+kGlJP56eek3FwT0EBwocEOku1KQRG7CMn84uxBosx81l+LLz8DMjxyy/Ns\n5Tiixahvx7W3kCIGYAil2kTDFCfcSGRnlRaZ2KRxKdThfA2fMWHXzrwA2a1fTBXOo7SsYefGYErT\nFshUzrI5TdvIyHk3RT+4M1gZFgJraTvvQ/e5wRo3gR+7P/fGa2zeR+Pmc3tw7Qzk3moBgNxJA3Gs\nLLgo2gAYmRvpORPn5/Rn8vaRN7fvRNdgvRss/YYFxoM1gmt7O8mT6jIPbhfbMfiB96MwjubKSnZv\nc12VZhySsG1u3vmqLKn3p+sEeiY74R9KshEZlWRqyfR8ge+3PzoDNrvqmLAumrG7HRPY1ovJwCLD\naGiKcMIJMmG4fD1o0QbM5KS6V2giLImnmS50L2j7+V787C26n2qZ4L6xsKP2zOW0AJKM0VGaVnT4\nfpvpifos2FN93xOlDFzPGpqTMT9iIuA0TXNjwSAJZN7yY2ViK8Iu0Sotw3qr5zucvtB3Vk4rXe/N\nk+Zl6Bdjg1S6byUtg9mZ2NRr4pgxw7oG2Mf1NdhiL6rL4XiAEKA9Ul3jZ+U4KWV6Ygo8NuKH2DG0\nPOb9SwYnjXxM6qCyzwbt7y3+fOYT4lhU1uozlg54sVv3hBrFDw1JfXsBvJDrOWzXMQHMKWtvndTE\nO3M1PJQ2snDJlcGq+0jqCyXIwWFWfaj4nTR1wiI51s+QuiK+lOY4H6gen2WCtqRuwt2oKlyGW6kc\nCcTyO2l7rFh1sIWHmb6XyS4AguOVaUuGdvRusIUUUOPtExyixdEM7Cky8Z+0M30ep7kNrCfaxVxz\nVMWQlhH+KG2S7XKSmYwCSKZuPsXbLexjAJD0jzkn5wbLhL4wL6+l7RT/oq618nSInL/9Gh/voRtd\ntMVhCzo5QAue3x9v/Vh23tXkwML3p0WTNOBwgbRK2t6cTVq6Paex2YLpF+cMbzNRrhoRgGL3vbWh\nL0pba3g6jl5ivKyTnLGQKeY2DnUxbcSX/3DqDPpNC6eZCqT/xm6ljmepIPOnaXui4JhWadZS0g4p\nd/QIEpj/4RuwBjjs6w11nrFCKbyd9vI9FjJt9Xha4Aw+tmgguV2+rH6QlsDpYfBujA9nPZvgR5nd\nGf+n/bi5BAuwKtl5T73wGd6mgJUHSWx3n/4SPWOsmEsU0KD7kAvyoAgMwLUwfncytXhYoL1Pw+eM\ngZMxR16QI2a9Z5iUJEfzz1LTvvrsDjI53n+bKs23eJCwVhyqHEGm3EqWh8nBcqqwWJO9hWyEvRD2\nG0O3w3b0b/mqJGV50QzEWILW2HGeQ7LZVIYexbZIPVPmAsLbxTEPYc3KDDLLPgsXdKMeLB82cX4l\njdu5q+tKmoBwnwWfRf0gUy4Jc5trIKlp861kdZzcWiV3huTRJnlymKyPUwGhN+MniJ7pBHpbh3kb\nW4VsNYAgJ9EQocWd8z6nI9WbNEuEXeDch9Y3qYwFRDuS6Wl9DkWbizFhnlSwYq7OdJ1JcrtujDdz\nwJwf6DrnhnENc2My2tYQz1nVNb5M5RcdXzicuc0GIGDjbiTT4dhTrglorCn5cUIVvjM9R4MsmiLw\nuvVY92bcrFmHg5mp4mGO8H74zq45lrU5h/WiagW7UaYeFmMlPQDuwIAws3MneqvFpjGgsUzLPH57\nvI93XCOECA3jCSkML0BEgqQ280q4Xj7Qibk4rMB/tKyP2yQ5W457tfD7IXPNGNrn7Anm6D76x30n\nqUCCwMEHPUxzJd5KBRGEymQowGkBx/3x5MMDsb+LML8nj7k3D2JeES7IHBntBXTdN+bdZ+aw0M2x\n8EzGy1m/bhd5Nidp84oSX1agoQlO+3EaGUMHfiUN/2ww8d1lhy7m2oCGUCL8gd8dhDnpDRbnyXCQ\nrA9biI319mwYx7AnkEtD4033VZLZqBP1wnN68Ig+78CmM5H77U9gBW681+WuuEG2eAAfAPFppmZ2\nb3KRfYpQv5EqcOZ6cNE4ae9+poLi1/o6n4OMZVILlqkW02jZnKYaMBlSD8UmJx1AepCpW8YzjtME\njN92OX3cwSLtYCcS+E6T/L+0LQRwOIuxfcdqN33EMsTtIzEE6/F8tGpX1YLe3kqG+2nx3G0mSm/X\nJ/NtLAQWFFwMbWSRlO76XjsCePBcrA1zkjx3zsdZpvk0g64Zn2PrZM5lSi56yHZEWIbgec+CdOWa\ngAYrJmla2aw/mtSHV+FLJ3k81AWRbbI9GwfGeR38P3bPBoP3SvZNYk3igdzW57ZOSqrb5UXTB1ls\nrGCoOb9v9zD3k99z8ULvCCfBD0F5LdWiwZKAMHY0KmluWDIFdzgeVoyFxm7sYSY809li1HqjW7Dl\n8K91mstwnEpaskLpM5nQqFJHiJJm1RIJwz731gyfKucD5EnKPNQ1TCD1nmQaSh4T7A7KSOOUkZ83\n6L+RKUHts5V51a+tRaxNJNSRK9Z0P9esfe+jwvL05k/Wt4GaOkEFcod8wsBiHOKhWuEGGKYAHWN2\no+gaJ4qTZP8cJLkmoMGctLkI2NiMZJMZxxqU1GMVHNVgoaHtRw2wWO6nBSjmCe2GGduSaShvV4d5\nBOqX/7xNMpSpRzAxRub4GvrvUwJNJKOdyJP4Shq4bNKswIdpwrZI20MDH4Mg4Aqx98WEcx9BYcGK\nXB6G2sedcLPbjjo4P4D5Ynzot6Mt4s52QobrDIHLPd7KwdidpxHC7MjGfYAUPknL2HVIeqyHP2n2\nsyQPjiqg7tw3gASgxuoD2PqtJsnUwjG5bPKP9c31JkkAY+aT+ogi9SkZgDEL/KC6S6bYtqXpdFeP\nbnEid8/PEBV3l2yMzpRrAhoGbJvWc+eHJM3v9mtaiTas0zRnT8qd1s94JfiW72x+joWPvG1omek8\nM382OEqqNhh60pfZGEYhHCs34O3cuZK665bFjiVzlLZ72LndXkwIFqSo924xpYTD7qRFih6lqSOs\nFwCew70gLdnQ11sRkMWAP+0318E8WCt7g99C1zkL1tzDMs3SwDpiDFgnzD0qlVwhnr0j1LI7AqSM\n4ekh2UnRQrfb9X0tyeIgebISVcNOcNYe4OmNP/SX7x0BsnRSvDbpv4EQwCUtAXOD42RZxOO4Lg+q\n+7dOrWMh0teZBuCjpxbjyRjHlDOsxkS6MaEELpZrAhoWu9lxfHZg81x/j3s6dpOGEJpExgwZs103\nWEyMnjSJFQeBLeYV68W5acgjBkaveHeVYbLY2lol2209hHxRkmVpOQg7XEXA2dtD/gYPBwiQiGgM\nONWP5L47qaHy9fjZ3UzPkj1Py9XguAVHt/oIiqOCFiiydcnRuJX2bqUH+s2GUepEkntOApIaywnw\nsM/ZZ0Tf6eqDh7J7BhiOBHkZyVALxjINj40bt5KcLFrKyrPIZe63MfNMs6oO8ZvsZ937O/rFPBps\ne3NBkYrF7aScjDi/bE1bpu2jBfN4jHdKwEuWTE9A3ehz5KQnh9EtdrP2lGsCGtwlCEALKbarTWS0\nNwgPsnNqHd2ARF6N199PW2SyZjCoWNNFt7O+nR4BJtIsJmXnBnFRSTu444m+G7dclMOqIcn83xlx\nMMbuw5tjPx+l+vleBdaSthgYy9PxfvJAHmb6jiPyZEBUR1boIJ2N+uIwL+Fj+BOEji2/T1J5I85c\nZsAQJHKkKA5hnOs6+gRH5Exc2oR1RJ/M6cHJjGtuy/VIUGkBqDfTtDdfv5P2ppetExABkWM907kP\nFBIlGQNcMBSKzdxkKsXOt3KRCfJGktWyWtDwJyhMhsNUl7GQtc+j+wRwshowWJk+e3COyl9Srhlo\nkjYqwK1Do0mz77D11qkWDgJB5moyXQSEc2VWAiSsteXM30nDPRsoDhawjne0Sm/6WtPx7qfDusjX\nB3VRrEpry3lJBngZzk9BfWAx9IQxC3qVqo7fTDtfBzcKrUvkB0GxJAHsoCmAB6ibUH6ie89UP+ft\nYt6D1NTNvEaDDZAx0I464VJ575BDz/g4jHfUF0CbiV2P7b6XFmbmUKxxjM9Xyb3Dhm8sPzZYY6jd\nWyQPDpPTRdq2CKQyuciz2Bqk7USuSKpESpf6LRCkPv48SnKrJCcjQAKOT0ubBrxdlhDGFmDjPMue\ni3bwyiDke5e6dqJs95drdJ2SNqhFfydtYTFaaF20OVvoEUIWK1oMF+no4iPAIEeTDSyscadgIDMH\n3fXgC+TaZKypHNWwHesfgXS3r4vr2DwIMCVTdeG0e2xiiFLeiIC2RwXRAZvojmHaaXe+kgkrrIXe\nd2Qg/d5rBi9prz4ZVD8WDGA1x7J7wjyWI8CUk2RxVKNDO8+Sey3kuCpsr8CqoS8I/SLZHCePDhsF\nCC1EYIsI+Mmi8m6bJGu746h3E7C2THpNZm6JseB6FtR4L9WB4aQTsduCyKiNwZV+kmlQ154YVBqP\n9HYrmu4p4F6Htvm5kHIxLdcENDYJLO3+je2XTKW9pIVvX097vyyL6kPZOZ+LkhyVNugMkhM+e67F\nEWcOvkumaSwAkrlQNMFOQDF3EHgqe5jkVrI5Sjbe4Q2XAZDYhk3qUZ/svyFkysugaBiFEDj1EHFB\nuOFbcMLhfwAtq0DXiZqjzbi0JiaJYN1LAxb7o4TLmUsrGJQHwMT6QOLvVqKTo1gYsrNkCjLRs52B\nxtGlbFjtgHlbmtyD6wjVSSr19TTVetglJtplhTOyKeBjPkAEAyzIYHdu7AMbHF9LtVxe13BQBfKN\njnBkiCH3bp6kWTpMFV1AL5iXwdUy/ntZ7pbd+xJo7qdtDHSIsdeKSfNbzAckbbFDZmIjMpnHyeYk\neXpS/VhH1PFl4Y+TqQyCDx47JyVpLewmY4gqREhAMfvonPXCQUtU9DjtXUzr8Tch1I+nZUyfJfmE\n6k/auSU0nNA4ZpjPAUboQFfa+iCNePXxkIDLw0xza5yagKWF9oYMdw678jgmrpXBbNFdi6U27tta\nLOpc8oLKnQeOZNB/iGCDqfOVmBdAjbWU5nYMaa86R3e8yfcleQxfZPLC6RlDGke0UeVe387wpg/j\nmJWD6V5I+HvAAWuavZZjxsFuSZymbn2zQerDHx11iu6zQQXqYPkwDo5RbDJalJdDyTW6TkOmCVMO\n3/Xo3ttzRoLztB2pCJ+Tkw6Tx4tkXS5yiKA4A8lm2W2m2iLD2BQWaFpFgwXcSVPWWlzPDK/TdlgT\npu+PDCCH6M20RDFcF5xl8yyQwKhka3jsXmVa764fVB8gA9p6UEiXdsTPAuNkS/9PG1iMfXjPcX/G\njbkka/JuslglR4vGERDV31J/MpUob8j1DY7yYIExjrcqj3aq6SF4SIbAYZLjUvfcrXGX6R/gzjrE\nXLBS4Nm4+SVZLkddVJItlnjavlgH0zCM6Tuu3iotCdlT/iDJ+XZcios2fTSZCKqTq3d9Gl3LQW6q\n8wN3CneOsJ6WawIapJ2FdqbfaDn7vwggUJ40v9aCw1GHJRNhOz1Jzg+S1eJiSG+Zhs47cms93l66\n5wFsTkoz0KDFWZ3uGzOEAHOWLz99HH2Vqs3fSl1J99JWRjIlC11/L7A49o7iMO0IPOHkpb5H5WHl\nnGS60ZAxMMBC1rNIvSpRHrQtGrfoMyyFOWsnLRLCGeU7d9WKyPPAsxljLConjErqzg/qi/z6wwNO\n0k4HLWVcG2OXliVZDslmlWzWaefDQJjvogZpi05JdAzJMhXAoCc5jsERfrrnQ/PG1LHd8ocS4HVi\nZxm5wU39PYxzDCFM086TLLajhUIfuufy9+Xc74VyTUBz1P2P8AE0aD+HTnEMsRMdFgct2DyItiRS\n8nqyvZWcHdYsz2Wp5q/NZLtAw1kybLJLuNupCC5E3fWjjbDhhiy77wBLJ+LxLqmS5vKsUgGGIzb5\nHgGx+sn4HSfaA7TLNOYQlWdhN/exaNUk2b39cOB+xpHM10XaMaHRHJjwojLnjkAag/LOM7BLbBdj\ntKi2ryWnB1W7OiVoYE6QNgDKHIitCe9VglTHtH2WnJXKnZlDPk/zeNlSwvQx5IclebZKhtNkg5WE\nwlkm5TAZcIWT3cZG67JbqVOOeHgqwSoHsfBooZzOxnEHqHC91iVZb2p/t5vs5nxTlGEwKg0AacfF\njZ8PSXuj5Vy53Kq5JqDps3sAFppDqPeJrodih6XDr50DnUeZRlieppnhr9Uow7PV1NK14t0eJwMk\nM4JGOwFEQMF9sTvXaYTdtX2YlzY7JfMkFWjeGK8jrMzPozT3kPv7TFJAqR8jJ+059KbbMSI3o+u5\nE37c1AdpYVqE2zY4YEpSGtshbB36rBxbJPApFFmR21SwOVtIq0KqM124AAAgAElEQVRIe04wd0gW\nSSqojPO/Izu8J6pkR1JvlskzWRtnqbs97qbpRNMuSfJgGJUTCgWtdZQsj8cpXtVrUprOsqVCvuXd\nNI4+aTzL49SpR1x49lmS+0OyGeXksDRj7WmSs2epiuGdTF1bKuiVopVSMl3HaGSsMzT15eWagAaz\n26ax/3c0hpklHwK+gIiBicCkDZIjPpixyU4YhsNkc5AMq+qXl9ImdMBFYXbvpQ08bg8HU5m4tsvg\n4s/oI1YXgsVhS4tUXmah/9EuLAbvgcLlcp/hB/oQRBdSp8+L7msw4TSppw5yGNTDtDymhX5ol8Gd\nBeg9UF6QJkBZsA4D2hIhV2edDLwwjfk2r0UbbqdF6E5Vp908PgMUfMz/kGzHt4BmUa2P5aoRrtBW\nDMPpNtli5gyqezxcjNSHQYJLkI/hup16hjx5MeRXsjzYRE+sYBf72FZ3bbMeQe4wOTuoSqJsk/WD\nZODAeTQpfBXzxqFyWHo2s/qCkPCDlbrYc30t10gG94iJoCQXmXjf9yBtIp2qy31ITHKRkEQoOXbh\nMNkeJdtVXUhZjovBpM3DtH1AyfTNANjWg37mwnwmhGmL2+33D91JS9Aj9GnLp8/JMKj1TrQtMHYy\nE35bTOiCSfrMJIlrk5ZIiNACel6QWJ20zxGnVRpo8j8kKfeAbiaSHaFhveAae56sGFhLJ2nW1bnq\n8uZd7oesoC9jKHzAIjlphts6yfmQLEbXeueWOAmV9Tn2bdiOlszYR8LWr6ftg72VasQOme4MAWTI\nfDhNsrEriBJjvayT7UFVnjlPDT2BTt6HUDJNFoNJxrXF93L6gftnYqc3Gi6Wa3SdLCA9IrL4zCew\nkLAnz9IkBLaM7mAeQgAyMRCcydSRXVV3aseXWIvjJiSNgyF5Yy4OPmdGIoR871h50vY13U571xBW\nC2FTJt8bV+CO7PuBEo7Tc82OUMiE0VuWVh25kdmO1oy1PnOxyRQcsMwMOkQUHb5zRIn7cfMShZHG\nwhgRXgGEsPAAr5PUubP7SS7OWvU6XGIegvSDZ3qGTyU8aRbEMPZve5o8sMtoPwhNb+vpPMmdZLlo\nLtKbaa+bBevY8vB4/OzpUPN2Jl46fWH8e/DgmbhMyfRo1mVa0g170rB+Qb3XUn04Wzk82zycFe3+\nco0Jey4GlGTKzkefUZwQkExtfjgBtCLCybVoHiQK5s0hYzQvwETSFe1gEfED6ttFsnCZ7DxPO0jJ\nZjaHsnOQNtoeroPriFtimXANAMR4cpCVDxh3audZBZLzZbLmPpq0HduB4NEXgB2uDCBZ6m8A2NE0\niseOQ3/upCUJ8oIzMvIcResthke6luci8CTlMaeQcVhBZl+Z68M0UAVsTms71wfJo4P2yJ3Cw+c5\nTMsgtCLCAgQYblfa7aOp1kvSPGT4FHTbl+nqtlrZA24l42grmbXCUYeMwyLtHGqvWe8PdKBhm6aE\nWIcOe3kdOzUhuSjT03KNFo0tAUDGLhAqxODDombxs3DQ/vjp/G+2zDvG/DxOn/MCZNE9TotpRm3q\nXSb3x8jOc8wzzVlag+rEerNFRyTK2muV6Vkr3hiJemRxYhmRWCErZzhIBtpjsMX1wOSHuD1Mtflt\nFZlnQqOi7ZNmkVGInJ2N44tp3yfxMcdJW+BYCXapDvS3d037qA3vNmT9sGfO62LO8lmnnYGUNJ7u\nOA0lturLJk2BjeHtxZAcL9o+V/Izyds8162Tl4RCvDpqwZrHBWW8Bl3PWsJSRz76wAbvWDtK28ZC\nfSh7c2le6/Q7eZ8CjXMtWEgsWiM3SOvvTf6afHXWp6McRmDnuJhj8OSYUyAJYdC121xE8+gziutG\nu53PXOcxsXXkBYSwWwghxyF6+0RBgyAk7lPV7eRIFp85FRM3gI9dpDl3F8vKKQFWHowvgEASiE1v\nrFLa43k0QUx/AR6e6aRDoo+001odq89jDA/m+hlnZ1+v9Tk7sLeZvtp4JFgPjpKDg5ZtQNj8fmqM\nAT1xnkoqJ8m53dCFnjdaojvwpG99JMiM/t00gHV6sPcNrnWf89CYA9dPm8wDUt/+cs2uE6hLwxmo\nXmCTqfY34PDZHNmHkHTa6QLBhVaC20imkzI3TD1gTBjUtPwfFuR5971L6f5GEInElExfSmfSlB+0\nEm7IWS7yN7gQzqtBM5EggqZetGeWZWqkh3F5lBbxS6YgAafUE4QkMDLPfXp+D/y4xvR/mcb7mBQe\nMgUPeCgElOc5MYb2vJOWZ+R2wfFZgW31LP724V58N6ZRlDvJ6rXkzqJtH6B7bFd7kuTpWNeaOaKv\nvZWCW4Yb76AHSvQ87ehSKwxkDKsWOWEsOdPZmeIeY/rrbFfPyz7l2co1AQ2NAqHRfuY1+H5OQ7Mo\nvBgcGsUeLbqG51rgmEznuEA2+/rkIvNuhLfL0keDnkeU4daYjyI7FlBhmjDZIXQ5eS6ZhrABDhPe\nFt67aYvXO+Hp/9PsCNZymCyKDDhUs+cEQeSgq6S5MxZ2W6AApAlhh8xxzRAg5s1rxJp4SMs7Os9U\n4SSNS2HTKq6SkyCTNn/m+kxy2203Ic73b9af5Uny8UUzsHipAlkCT5IMQ7LmOSgiUAkF4HegYz3R\nZq8F5zo9UJsciXVgBaDAsj1LO0CNtQ0/SJsAL+bCwYf3JdAkU9DATLUbQ+mjGdZeDJDdjKRFlnAT\n+ucmU5BgQYL0Ng1p03LPfa7TrhqL0pOxr1C/Q9mAAp/ZgkvawgGMTdo5g5eEOEhTohFFP1zr3CRF\nNuAUhyRny+T0SNcQ6SF0rmzeXR8OMuW6sPY4l4Ws4T57uTfLrbmTluS5TAVPcvaT5r4wp0/0OTzZ\nOlUoN2o/QIUJwg54rGMnqNE+6j1OFq8nB8eVjzHvskiy2dSf8/XIiwEudsM5IpX14zQKewKsz0P9\nmMhm/jjnAkCkQRRbUFvVYbqgV7IUZNec2Xy5RovGmp7/DRb2P+3q+N5h5v9NVx/mXzIVVAOMNa1B\nwdEIXxPdG13LhLFIek7GPJQLfXXol2f0GsjPo7/9YiDNns/IBO6v7wUawB8BqiwahmFYljkwJU/H\nLh6LGovVVoAVA2MGePC9CV4/y6kBXDdq3eVhdfF202L3yq6e590us3P+cR8dEuJMYo+bgf4oGVbJ\nUGpuzcN1copbZPDALWd+rUQA0zNd7/VNQYmab8TddZgfy421zZZ0FBJW4ybTfWZWnvy2cUDZ6Fn7\ny/sgvG0/f6P/mYBeKPqCZmUiSCDy5DhdP/rbjLknEjAg2uKdv3NAY/MUs7LfnuBn9mQbgGZ3x22C\nf+nD/daEEMIIO6FbLAK/mIoIBG3x5hm+P6xJjFBFs4prO62vDPW5w22NAWfArDM9AwYNbLeT9rDg\nTYp7G4bHXPlTO+/bCoh56zkN1gUpuM5lop0bVQrPZh6Ih8qlGE6Ts21yhmtKWxBEu18oFQMK1zC/\n5mr4jDUDIDh3CCsxaYCGG4m10gcaeLbnJxpvP9sKj7VFvfvLNe91snb0/xa+ZD7cyeS54zYDbYE8\n667rB6VHabtxLHBAZi4HqH99TJ8/sq+wSOkr/YXcZYEv01JIiz43f5C0RebwJ2FwQv5e3LThqPsZ\n/XFeac0QXQAarh3BZpd3B1j0uRe8NmWl9sGjgWYAiIEPktngbW08RhnPAWOEHMCCU3Kezq00QeEQ\nc+aOI+zsQizS8k8gmxlzc2iO6pgSoDAmjDtjYWKcZ/biiQVG3f3p4w4gmGbgHqyWkkasr9MO7Ppi\naiaxd5xbISQNgBl3Elr7jdLTck1A0w9+MkVpRx9sxmXm797ftFXjZ5iotSZmUvifMOkcAW3zlnsh\nJdFC1kwuc8y8rQnAZuej6Idwu8O+Jp+ds4Ibw4bC3gxmjOFsVqn8hrYMlNKCF7ZkrMh3KR2l/iTV\nRSges1VaIiLz5BwnRyz4XK7QxDr0DlhcGUhuLJJ1GhhjjQy6j8gXJx3C3cy5IViG27Q1gStIeyHe\n/ax+3TBoRPXsqqMo1/qbQptcH2MFb8MatFUFKDNBBiYKG1EBKNzVt9Ksz6Ttf7Klbu/CPvVlHOS1\nAU0PAhaAxcw15hUYwOg7F75jMOyaMRi9prILYfehd6eStqCYXDQyz7Z71beLet1nL3C0JfXYQqP/\nBkSPlwljgxD9JcJDH8zh3EpyVkGiLLJ7D5Bxuzcme8+NIRoQCKw6kzwWQPrA+NFm0t+xEOm7hTRp\nix6gISLj8K4J9ZIWFSPaZleByArkuc/i8RzgQiFoaPZkmo7AYJmz2nY/a31O6YMCPbfDDnXWnPPM\nnFgJQHjMvD6xigEl1p7Bnb0RDpRgbWMZO8Fvf7nGqFMyRUcLjb/riUQiFEkz/fo6TR73Pq65mahu\nu1wGQYOOyUW7ID2hfBnC0y8sGL9UymNBoV0WGLSkSW4DdE982udZ6V40depnvZHmZvEYcKLnbock\nw6ISoVtzCSvduFUFBgH4klVqDsptDR+CwGlXWCi2CPq54U0QT1UvZr5PdXwjzZowh0XkjLdasu7I\nP3LUi7eCMgeMPe18I839WKQBJHyHQQCSlrVFwigu3eRYwbHwLNYdYGcF1HFpE8KZ8zyxIrkPl5L6\naQfj7LA6lt3+co0WjfmJ3o1KLroaBghbGXOhOrtc/t7AtNSPLZk5a4T2+P65/52zM1d6Toaj22gP\nGhozHzDw+DDBaBK0StIsAzbDYS1Yi9myybTu7dCw8nD8/CBVvogC43WRQcC2pB09VZJTFqBJTdyU\nJ7rZJPi4a32xnHpaEzfJGwNLmoBbuWCloH35TTibMzKdfMZ5DQ8z3VJAnVgKt8f/yTkhY5jcErgP\n3K07aa/AIeKzO/IuDeRwi1EqnAnRn0NkC4/C+uMzjgV8J83lX3Y/VuiML+f1eMPuV9IUAmudPlPm\nIroXyzVyNL2JeZVirbjve0eFALT+XgS+T7d2cURp7rse9JxXM1fsRx+m7Th2rgwggrbDpFXIecdh\nuL4+ImWBdCHa4aRExkXh2mGZnB8np4v2CPhUZPO1TPeFwvPCw94vyXpIPR4haQhlrsHjOM7DtiQF\n1wsXhk2KELjPMuXGEAKiXAjkbit62iZQb5Egkxbrh+ge7jn5RjDiEPNJUxQcn7FMs7iO0t4QCn/k\nCJx3dmNdsBcLd8q5M+YIe2og+t+RNfNAtl5NEptCSBohjcWGZYhF49f+0k7SA96XUSdK78Zc5VqT\ns/uu43fp/jd3Ya5krg39ZxaKfd9dhup2/RyWtYsHCCUXuRmTxkvVaYtwvGYxLsAygtHGZ/Cy0YbC\nInHUYlkFHllfZcwFKdU1Wqbt26HbcLDIxSrJZlFBa7KoEeZBnztRD3DCXeD1wIBL0hY5YMu4+62U\nr6lvBhjnKUWfeac1SgPuhXWD20T7NrqPTG1IZF4ux8v7cD0gZnlGTx842W6O89vHGdrCXnf38zwr\no2R63sycu4vWAPiIqA3dPTxnf7nGhL2k+Y+XFfuwFvTLTbV2r6+zFWDi9LL6Nt01XGfi4irt8WLq\nIxybTEm5TvCSTEGG71g42lJRirBrvGazUJ1+b5S15TYNaMYI1nmScxMzy2RZGpDAcyZtKxFysUo9\ngmJLH+xW+h1QWCIWWlwdXA2/PiaZEuW2SO1iONzKuKOhUTa4OAiXQ9MODeNO3VXb2PPFsRlE75i/\npIaLv5K25aEHMvpg3syZz1H/eu4wuWjlwJOYk6Gvjoai6DTXu37zvPOx3aYU4HWopw+C7C/XbNE8\nrzzfJLt6McgYbK5Sf0/2JtNF/6LPn8t5wG3qE8uSFiK2m2SQeZKqwY+rxbEZF9mGOk5V33HqfpwH\nae/0PtEzSPzqF9iydRcvY53de912iccZb70dcdAl020RkKMnY2UPU7cyI+AZKyNCtEl7xxN5/bZE\nTXwCXA/Gzzj+gHeCE2XCHXCEDzIUzgUOBbfhnbFOUHaR5COZvLRwcp7L3IZM2ovCsKXqqCB9A8H3\nJcX1+TIU2uJziyjwWA5b4xev0kCJdt3PdFuJIwE86/LyPgGanvjdV65qPVz1mf3kz2kM/OT+mVdp\nr6NZBpeVPl+kaVoWfe/a9S5TdC2akgVj39yJXJyodJ56ngxhJaIvRc/AyvLPYXJQ2nuEcJ1w02ku\nqR+sySySp1gRjthFfYV7MXjjYmHpcawEoOPdx1jGPvBsfPtF3hh/0y9cs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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imshow(LA_model.get_value(\"Altitude\"))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "jabajab\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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WZ/QPGeGQKWWd1GiTZKbBSe5gY+IEOsfcDZSey7PWK7yvX8RFJ0mTgDRux6Dd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\n+X34XAGy3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g7Vj5KV7IYNuPYqraqnGE8jleM5mRTTLpc+6bjX/TRhW1OTgshIX5KIG5vk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\n+Gr5f93kH8j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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# Save the old dem, chnage the dem in the model and set it back\n", "origdem = LA_model.get_value(\"Altitude\")\n", "newdem = origdem * 1.6\n", "LA_model.set_value('Altitude',newdem)\n", "\n", "diff = origdem - LA_model.get_value(\"Altitude\")\n", "\n", "imshow(diff)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "imshow(LA_model.get_value(\"FirstZoneDepth\"))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "imshow(LA_model.get_value(\"River\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Start and end times" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "t_end = RT_model.get_end_time()\n", "t_start = RT_model.get_start_time()\n", "t = RT_model.get_current_time()\n", "\n", "(t_end - t_start)/(86400)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Now start the models" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "t_end = RT_model.get_end_time()\n", "t = RT_model.get_start_time()\n", "\n", "res = []\n", "resq = []\n", "\n", "# Loop in time and put output of SBM in seperate routing module - 1way link\n", "while t < t_end:\n", " LA_model.update()\n", " # Now set the output from the LA model (specific Q) as input to the RT model\n", " thevar = LA_model.get_value(\"InwaterMM\")\n", " RT_model.set_value(\"IW\",thevar) # The IW is set in the wflow_routing.ini var as a forcing\n", " RT_model.update()\n", " resq.append(RT_model.get_value(\"SurfaceRunoff\"))\n", " res.append(thevar)\n", " t = RT_model.get_current_time()\n", " \n", " print datetime.datetime.fromtimestamp(t)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "LA_model.finalize()\n", "RT_model.finalize()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Define function to view the results" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def browse_res(digits):\n", " n = len(digits)\n", " def view_image(i):\n", " plt.imshow(log(digits[i]+1))\n", " plt.title('Step: %d' % i)\n", " plt.colorbar()\n", " plt.show()\n", " interact(view_image, i=(0,n-1))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "\n", "browse_res(res)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ " browse_res(resq)" ] }, { "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": "2.7.11" } }, "nbformat": 4, "nbformat_minor": 0 }