{"cells": [{"cell_type": "markdown", "metadata": {}, "source": ["# Search engines for images through a REST API\n", "\n", "\n", "This example starts a [waitress](https://github.com/Pylons/waitress) server, creates a [WSGI](https://en.wikipedia.org/wiki/Web_Server_Gateway_Interface) application based on [falcon](https://falconframework.org/) and queries the REST API. This application takes an image and searches for similar images based on features produced by a deep learning model."]}, {"cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [{"data": {"text/html": ["
run previous cell, wait for 2 seconds
\n", ""], "text/plain": [""]}, "execution_count": 2, "metadata": {}, "output_type": "execute_result"}], "source": ["from jyquickhelper import add_notebook_menu\n", "add_notebook_menu()"]}, {"cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": ["%matplotlib inline"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Settings"]}, {"cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": ["host = '127.0.0.1'\n", "port = 8085"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Creates the search engine and starts a server in a different process.\n", "See [search_images_dogcat](http://www.xavierdupre.fr/app/ensae_projects/helpsphinx/ensae_projects/restapi/search_images_dogcat.html?highlight=search_images_dogcat#module-ensae_projects.restapi.search_images_dogcat)."]}, {"cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": ["code = \"\"\"\n", "def process_server_images(host, port):\n", " # Enable the section to intercept logged information.\n", " import logging\n", " logging.basicConfig(level=logging.DEBUG)\n", " logger = logging.getLogger('search_images_dogcat')\n", " logger.setLevel(logging.INFO)\n", " hdlr = logging.FileHandler('search_images_dogcat.log')\n", " formatter = logging.Formatter('%(asctime)s %(levelname)s %(message)s')\n", " hdlr.setFormatter(formatter)\n", " logger.addHandler(hdlr)\n", "\n", " url = None\n", " # If not specified, the application looks for zip file:\n", " # http://www.xavierdupre.fr/enseignement/complements/dog-cat-pixabay.zip\n", " from ensae_projects.restapi import search_images_dogcat\n", " app = search_images_dogcat(url_images=url, module=\"torch\")\n", "\n", " from waitress import serve\n", " print(\"Start\")\n", " serve(app, host=host, port=port)\n", "\n", "print(\"Begin\")\n", "\"\"\""]}, {"cell_type": "markdown", "metadata": {}, "source": ["Saves this code into a file and adds additional paths."]}, {"cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["Write file 'C:\\xavierdupre\\__home_\\GitHub\\ensae_projects\\_doc\\notebooks\\api_rest\\temp_scripts\\_start_server.py'.\n", "# final code to run\n", "\n", "def process_server_images(host, port):\n", " # Enable the section to intercept logged information.\n", " import logging\n", " logging.basicConfig(level=logging.DEBUG)\n", " logger = logging.getLogger('search_images_dogcat')\n", " logger.setLevel(logging.INFO)\n", " hdlr = logging.FileHandler('search_images_dogcat.log')\n", " formatter = logging.Formatter('%(asctime)s %(levelname)s %(message)s')\n", " hdlr.setFormatter(formatter)\n", " logger.addHandler(hdlr)\n", "\n", " url = None\n", " # If not specified, the application looks for zip file:\n", " # http://www.xavierdupre.fr/enseignement/complements/dog-cat-pixabay.zip\n", " from ensae_projects.restapi import search_images_dogcat\n", " app = search_images_dogcat(url_images=url, module=\"torch\")\n", "\n", " from waitress import serve\n", " print(\"Start\")\n", " serve(app, host=host, port=port)\n", "\n", "print(\"Begin\")\n", "\n", "process_server_images('127.0.0.1', 8085)\n", "\n"]}], "source": ["import os\n", "import ensae_projects\n", "\n", "def path_module(mod):\n", " m = __import__(mod)\n", " return os.path.normpath(os.path.abspath(os.path.join(os.path.dirname(m.__file__), '..')))\n", "\n", "\n", "code = code + \"\\nprocess_server_images('{0}', {1})\\n\".format(host, port)\n", "dest = os.path.abspath('temp_scripts')\n", "if not os.path.exists(dest):\n", " os.mkdir(dest)\n", "code_file = os.path.join(dest, \"_start_server.py\")\n", "print(\"Write file '{0}'.\".format(code_file))\n", "with open(code_file, \"w\") as f:\n", " f.write(code)\n", "\n", "print('# final code to run')\n", "print(code)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Starts the server"]}, {"cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["Running 'c:\\python370_x64\\python.exe -u \"C:\\xavierdupre\\__home_\\GitHub\\ensae_projects\\_doc\\notebooks\\api_rest\\temp_scripts\\_start_server.py\"'\n", "Start server, process id 15556\n"]}], "source": ["import sys\n", "from subprocess import Popen\n", "if sys.platform.startswith('win'):\n", " cmd = '{0} -u \"{1}\"'.format(sys.executable.replace('w.exe', '.exe'),\n", " code_file)\n", " print(\"Running '{0}'\".format(cmd))\n", " proc = Popen(cmd)\n", "else:\n", " cmd = [sys.executable, '-u', code_file]\n", " print(\"Running '{0}'\".format(cmd))\n", " proc = Popen(cmd)\n", "print('Start server, process id', proc.pid)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Let's wait."]}, {"cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": ["from time import sleep\n", "sleep(10)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Let's load an image."]}, {"cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": ["from lightmlrestapi.args import image2base64\n", "import ensae_projects.datainc.search_images as si\n", "imgfile = os.path.abspath(os.path.join(\n", " os.path.dirname(si.__file__), \"cat-1192026__480.jpg\"))\n", "if not os.path.exists(imgfile):\n", " raise FileNotFoundError(\"Unable to find '{0}'\".format(imgfile))"]}, {"cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [{"data": {"image/png": 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XQohvCyEOCSF2CiFWnc7Gn8sIQCHBsnEtC9u20TQNOWXRKaUIBAK4rovfMAj6DQJ+A7+uYegaQrkgGx1L8xYtZPqsmVStKtl8DiPoo7m9ic1bn0L4/PQMDFI3Lbbt3EXNtPjZT/+N9hkziUWjPLFhPZmxUYpjoyi3ISa26+I4DrVaDdM0sSzr+fQkKeWLU3aOZw2eroTxI/PAT9UdPfIjY1kWCIfRoV62bNpA0CeZ3dlKdmIAZJmAz48m/PiMCKMjWTLjRYp5m3zWpliok50skssWqFTr2K7biCVrCiU919zjpbwWM+GnwI3HrPtrYJ1SagGwbuo9wNuABVPLJ4Hvn5pmvjlQ4sjpbszTo5TCdUykZaJrDVfcVRJnKo5WLpdxLJtSqUClUqJarVKuVTFNE7/hQyCp1Uz2HTrI0PgoybY2JqslJkoFntuzB1tBd3cPmqYj0Whvn8b06dO5+eab+fTHP854JsOMGTPJZ7MI18FAYQiBVa2gGxoTkxmk6+A6DupYseR4HUYar6tv8ejZMoVCCvWi2d0U2tQ+Fa5pgrQxKyUqhUm2bX4cxyyydNE8UDaTE2MEDB+60KjXHGpVC+nqpFNtJBMthIJxdC1IzbRQSqH7/Q1LWtNBNxCagdA919zjpbzqXaGUehzIHrP6HcDPpv7+GfDOo9b/XDXYBCSFEB2nqrHnOkeef4mLRCKEiy5cwkEDXRco5aKUQtM0fJqOY1nUyyU0XWJLG8sxcaWDrgtse6qIhy6YlmwhHk2gMLj8ymvZvmM/qy66gtWrr6C9o4Mrr7yS3Tt3snL5Mn78wx8we84M/ujm62lubcMfCFIoFFBmhaGeA2jKJu7Xsa0StlWinJ8kFgyB6eALBqnbFqZj4zoOjm2jlAAlcKWGVAJX8uJYp2gclzu1SBQScdylIZqAUri4uMLGFY2zBSAMPwgdx6pSr05SyPSx8ZE7KWUOM7M9RCwk8fslPl0jkWxCajEsFSMSiaMJQaVcpFYtUyrmUdJpWO6ai1QWUrpohh/dCKGUD+TUck4hX2HxOFWcbEyzTSk1AqCUGhFCtE6tnw4MHPW9wal1IyffxDcPUpMIpWG4GiDBhbrjYOqgCw0NDdutEdINgv4AtUKeemkSWS1h1qtI28EnAFfiWHXqlkW1XKEu8kyMDNDT041l+HjXJz6NVShTLFXQXYdYOklHU5rJsREWzJ7Nd7/zbT70oQ+yfv068rlJVixZxGhmlJ6+foKxOOFEE2alwt5tzzB/7iIKmQyGMJgmZhENB0DXkJaNY9mIoL/xTNo2Stcb7ruvcVs1JoBrHGpDRjWEUMDLpPLoNQBc6UNJA0OEUbaDJgBpAQVqpTx7dmzDqpWZP28Wl116IdKxqVRK2NLGrTvomh/DJ9H1RlUoHUG1WsV13cb0xlJSq9VwHAehS4K+IIFgBH8gDJo2Fbt9tXqir4NjLfSzImne47VyqjuCjnf1jxvUEkJ8koYLz8yZM09xM85ehJKNxGsF+PxkhzKEY43OFk3TGqXgHIewoWGZNexKER2JriShgB/XMilks9SLeVzbRJMKTflIt7Xw3KEDBNNNFLoPYkTi6LrG2Og4Az19uLZNe3s70bCfiy66iF/+8pfceNMNLF40j9/feyd/9tE/ocPpYDwzyuK2doYHxmhJRhno7SKdTLN7zwHOW7yYZFMS13WJJ5rIZCZIp5tpbW+nUqkwbUYnuhBY0p3qadfQEZi2jS4MNE2htJePcUrRSB0S6CB9KFchpIVyq5RLWQrFcQb6epjZOR2/kSYSCqDjkpkYpVZ3SCZT+A0/0WicWt3CdhSu61Iul9F1nVAohGmaBINBQqEQlmVhORb+QBifL4AQOkI76pE4zlzwHh4nG7QZO+J2T72OT60fBDqP+t4MYPh4G1BK/UAptVoptbqlpfkkm3Fu0eg4ESD0RkJ7scBzm57EzE1QzmYQSHQEjms1puM1NFAOTs3EtWxq1TLlYoFqsUA5n8OqlLBqVaxagcHDhwi4JlueeIx7f/Of9PV2k4hHCYeCzJzRQdDQeG7rMySjYX77618TCoXRhcbkZIZqtUouX2RwZJhAwEe1nEeaFR7+/d0sWTCb1uYUE6ODrPvD/dx39x1YtTKl/AT7d+/k//zw+/QcOsDwQC/PbXmag3t3YdZKSMfCMDQss05A1zE0sOpVNE3DtsyG9Tg1t7tAIVA4poFdFwjXhyEEwqlSyvVRLvbxxON3MTHax9KFc0lEQuBaTGTG6OrqAjSa0q3omo94PIlZt/H7g4TDYWKxGLFYjEgkQjKZBKBWq1EoFBBCEAhGCEUS+IIRhG6AOOqRELwxM3N6FZbOKU5WNO8Bbpv6+zbg7qPW/8lUL/oaoHDEjfdoxDSlmPpDKDSfxuXLl5BwaqSCOlalgMBpJLTX60jHpTmdmupZN6hV6hRyeRzHQbk2lVKZWrlMvVrFqleI+w1WLlqEWSmRGR7lwIEDZCfGmRgdQjk11j38e77xd3/Le2+99XnRWL36YpafvxLblcyft4BwOEypXEBXDp0d7UQiIRKJGGsuXc0H3vcedCXpPrCXSi7LtPYm5s3p5NGH7kNaNXq69vPYww9SzWVxqyXccgFN2ji2ieuYOI6NY1tIKUEITNN8/liVUmjSIGSE0WwTMzfC5MgBhgf28uTGh5g7q52li+YTNARKOuRzRQYHhokn0sQTaYTQMYwg5VIVXfdh243Edl3Xny/mXCgU0HUdv9+P3++nVCoRDMcbbrkeAN3H6+7M8njT81pSjn4FPA0sEkIMCiE+BnwDuE4I0QVcN/Ue4H7gMHAI+CHwF6el1ecomgKpFLZwsYWDsst89rb34ZsYRbcqCFlHV6oRazN8mLaFEDqRaIJq3cZxFQgN27aRsmGcSClxlcS2bXoOdxPQNYKawazpM4hHE4yPjnCo6wCPP7oOp16jMDnBvn37mJycZPfu3dx7170kE8088uhjxBJJLMsh6A8wb9Ei5s6dzV2/+y3Z7ATC0Nm9ezfTOtqQlsnTT6xHVw5BQ6OtKUWlkCMS8BE0BPf95lf86Dvf5MF7fkd2bIjM+BD1ehmpLOrVMla9il2v4lh1ivksulBUSgV0aSJrk9SKg+x6dh2bn3oAp1pg0dwFLJx3HtViAbNWp+dwH5nMBKl0C2bdxZU+goEoKI1croBSUK1MxSyFjq7rBAIBDMN4PpXKsiz8fj+BYKghmEog5dGuuGf5eRwfcTaMM169+kK1dfPmM92M04sCaPQkO8LBdiqo/DhPfPcb7N+4jmv//Essv/JaLBvqjkI6FuOD/QSkTWYoQ73e6EkvT040xGcsg9IcKoUSBDRc00QomLNwCQPZMlU9xLs/chsVM89zW7cwvaWFrgP72bFnD1/68ld55ImNXHrpGnRdJxaLUa2WiURDBEJ+HMeiKRFl73M7CISiFEpVlq9YwRe+8AWko7j44jVEo2Gsaon3vPtd/PinP+ePP/gRnn5qM/39/fQePMjc+QsoVsosXrKEXKlE64yZLDxvCUFfoDHGXkliyRQA9WoN26pxcNcWhvu6KOXHmTtnGul0miVLV1GrSwx/iOH+w6SampnMFWltm46rBKVyBdt2mTtzFnXLQvcZVCqlqeR8vTGOXwNp2/j9/kYVfMNojB4y/LTMXAiagUKbSjHSAIcXRPPFmQCn9p54IzuEPOv51RCG71ml1OpX+95ZdCZfKV3i3EmjUBi84OJNdfi4DkiHuqYQtTo+pTArJcYy49xwzdsYzmRIz5hOtlhANwQ+v6JUzxOK+jDrZUKGRq1WIZvNIlwNX1MLZtkmPnMOuh7Alho2GvFUE9J2mBgewMyMsv7O3+ALx4kkW7h/3WO0zZrNsgtW8vX/+Q8MDwyyaOX5/Mdvfs0nPvExeg91EdA1cplxHMsGn49i1WT/noO4tRqbHn+EaiGHXw/y+wc30DZ7AZVKjvUP/ppY1Mdkscxbrv8jhscnuOrq69i1YxfZkXEO7tqBbppkBwfY/9w2+nc9x9De58iOHKZUyqCkjV3Nkx/eT1QWOLxrKyFdY968RcyZt5DDg32IkGLXgWfRNI3h0THaO+dihGL4QxFa2zvo7JxO1ZRoviAYAfRAGMtx8QmIaDqalPiExKlX0JWDUA5SCUKxJAgNiQIhG8ns6ki9p6nZOV90cU9x0v6R2OYbMST1pJ6vs/c5O5N4wyhPOcfcZEceCClRZgnsOuND/RSxaEnE2fHYw+iBMNVqFa1WwzL81CyToKZTrltguzilMqXJMYqTWSJGiHnL5jOORkt7G+P7DmJo4NgOOJJCPo+yHZJtMXbv2EbLkgU0JcO88+03MWPGDIaGhnjXu9+NoxRPPLae9773jznU1YVEUS6XMU2TsYlx6rUcqy5Ywd7d+6gU8vT1HiIzPtio6+nUOXiomzWXXcWh3VsYG8uQTiXZuvlJWlJJtmx7lkKxiO3aFCoFWjumUatVWXPeeWzbuJF0UxwrP04gGqc4mQPbpF4usnP3Lr58++3YriSbz6OkYMmKC+jpOkjntE7MssX0zjaq1SoKEwDDMNAFhILJxuggs4auC9pamskMjZCrTmAEdeKRRqeQMHRMSyI1A38gMHWJxItePTxeCU80TxsSXMlUrTWUlPQfeA6jWERi40ZDlM16w1LUdJpa0qRndTLZ08fIWIa2thZ026Ves8kO9KHVKtQKOSKpILF4nLrtMH3uXHavf5JkOIwKBilMFkA3QCqG+g7T1tRKVJfIWpn1TzzJrLlz2f7cTvb3DhEMRdj+3E7uf+IJ3nbjTWSzeaq1Gg88cD+XXHYJfb09tCbTBHwGY+UiE+Nj3HLTdcyfv4zbv/YN5s9byLM7nmWotw+p+aZin3n+9AMfouYqvvm//pGRkWFK5QLXJuPM6ZjBjl07kVJycP8+rrvlJhyzyv49BylOjrFiySwcJRkez5DN5pg5exalYgWnb5hasY6u20QiMfy+IIFwGCkMHEeiXBvpNBLn/T4/9XIVI+jDtkyCoQC6ckFrjJt3HIdatYaDRjiaRPP5nrfwPMH0eK2cRe75mwRxlFtjCJR0QUA+nyOuylQme3HsLNnRXgYPHuQvv/D/8J5P/DnBaIw/3H0XAz2HWDCjHSefwy7k6d2zj7G+HsaHBqfmCNKYs3Q5XaMjiGCYiWKRA/sOMj6W5VBPPwe7ehgeHiERi9OUilHPT7J353YuXbOGZ7Y8yz9981sMDI/Q1NbOLbfcwt5Nm1i9+mJCsSg//vlP6e7ppTnVzOOPPUp/fx/BYJBcscD1N16HoUkMZXL9NZeTTMToH8uxt2ecR9Y9zrqH7wezxv69e2huS5MpZBnKjNM6vZOnn9nKs9u2ctHqlRRKeUq1CvnCJJVcjiUL5rFkwVwevu8eOjs72fTMZmbM7MS2XJqbW7HqNvWKRSQYw3ZdSqUSddNC0ww0Q8cXCBFPpMDQG+lTlRLFXJbx4SFcs0os3uj9D0Uj1G0LzdAJRSPEUmmMYAR1rFi+kni+mjt9sq67N7nbOYUnmqcT6SJ8vsYUuzpkRwZRdh3HqhIJ+Tnc3YUFXPqud+OPJ5gxcxaDg4PkMmPommJsaIDcxBiReIxkSyvzl61g9ZVXMVYqs2HTDmKpFP1Dw2SyBcYn81hKUHZcJopFMoUCdcshGo0RDkfZ+ORTvPPW91GxHC674kre/s538J1//haJRIyHH3mIVLqZJx5/kh07drFv337e/e738vgTTzFn4RJMUzFj5jwWLlxIOBxm8YL5XLB8CYVilUee2MzQ2AQ3XHsD995zD8l0Ex/84PspFYt88YtfZO3a64lG46QSSe67527aZ3TS1NbOvgMHyWazHDpwkMG+fpqb02g4BAM+BC7jmVGGhgZIpOIIQ2Apl2w2h6MaVqHtOhi6H8tyqNRr1Go10LXGZ/U64YCfQn6Ceq1MINgYDhmKhNEMf2Px+3ElL8zGCV4iu8drwhPNU86UlSmmRpO4LhiCer1OrVSm+9BBhoaGAElbcwuXXrmKXLmAMAIsvuQyWlvb0TQNs1Yin8sQiwRQRoBFqy8i2NzCtPMWo8JRPv35T5OYN4dK3SRfrnJ4cJhc1aJQtTCFQd/ICLe8510kUi0sXraS3QcOc+BQH/soMeTWAAAgAElEQVS6DrN3/z6aW1tJJGKMjg1xySUX09rRztBwhquuvBbbEtxz78OYNmzatI1AJEkmW8KRGgMDQ0yMj7F5/bpGO6WG40I2m+UnP/kJf/GZz/ORD32YadOmEY1GAQgGg3S0tnH+eUtYuPg8Lr/qakbHJlm9+mK2bXsO27ZJJBIsX7qESy9aRdBn4DomqXSC8ckJ5i1aSCQWIRaLNYpr+AIEA2E0TSOVTpNKNRFLJmhpaaEpnSQaCeE6FvF4jFAogItC9zXSjXSfQTAcAZ8fV4ippIY3qjPG482AJ5qnE9UoL6acRsHbIwU7isUCjuPQ0dHBx/7iz8mZFhh+QGP5+SsxDI1KqUggaCClTVVJwqkmLN2H9IUIpdJ8+LbbcLJ53va2t/HB2/6UREsLvkgMafip1E3SrW188zvfZcPGpxgam+Dmd76b4bFxpk3vJN3czMTEBB/7+J/x0EMPgJCMjY3x1a/+36SbWunrHeTCVWtIJFvZve8Q56+6hKGRcUrlOo+se4zOzk7uv+8uHnrwQap1FzSDX//61/T09jORLzBz5kwGBwepliuEQ1FuvumPaG9rY9NTT1Molnhm23YGhoZ5atMz2LbN2rXXc+BAFz1dXTS1pBkc6CMSCTEyMkzH9HaGRocYzYzjC/jxBwJIKamadapmnUqlQi6XYzKXZXIyQ6VSRjk2qWScSCQ0ZWXKxpBJy2qMXg0EUBI0Q0eIIxXfPcH0eG2c46J5utIoTn6bQjX61qRSoBvYdqOkmrQrmFKjdfpsWtPNRIFQzKCmK+K+NJn+cexSmVDnLPb3jTLUP4lR15C2Sy2f54kHHiCqC5JtSSqZDAVNIZSf1vkLuOytb+Xt730vxVKeSi7H1ZddQSQc5++/968k0u3U6i4rLljN/EXnsWPHDj5624eYyAxx/vJllPMFHn90PaXJSS5YuoTf33Mnz23fSro5xfz5c1m8ZC4uNmMTeVZdfCW2CHDTu/+YpzY/w9qrL+cH//wPWLZk71CVQCrF+z70Xu684z/44B+/h+e2b2XO7Bl873vf4/yr13L1TW9n34GDDPT28Wd/8qfcf+dvmdnZQSgaoliTuEqxYd0fCIZ81KtlHNeiXKoTjzWRSrYSDETRpKJaLOBzbeJ+P8lIjEQ4RmcsyrR0ikQwiK77qFQtYvEUQgQaw1DrFn5fmHCsGaGHAR3NFS/cC6cqFvlaLNZj/+8NTT06GbxUpaM5x0XzLETxfA04abv4hA/XNBtxzFiUQ4e7Gejrx67VGB0bpqm9FV3pSAk+f5BSscz5q9dw3tIVhMJxhObnwpWr6D/cw+PrH2Pn1i10HzjI+ic2oje3sufQYUQ0SN6s8v4/+TBtHa0sXnQetZpJtVRmweIl1GyL5uZmfvMfv8Lv03l03TrKuQKrr7qKjo4O3nrVVURCIWbMmMHbb76F6667lsOHD9M2rY1ntm7moYceYCwzzvD4JB/52Md5dMMGPvffv8Sn/vxT/PTHP+av/uqv+NEPvsX3vvcvHDywn+kzZnDTTTfR3dXF+scepVotc/9vfsOjj21g586duI5DT3c306dPx+83CASDxJMpJnMl0s1tDI+M4ipF58zZFHIFpnfMIBJOEIpG8AUDaAJKuUnsWpnB3oNMjg8w0NNN/6FDZCcmAUg3NVGzJaarIXQD224UQvEFwjSqLQmvx9zjpPBE8zTRSG8XmFYN26whXYdyKU8yGefQoUM8s3kz4+PjDA0NEotFSKVSjIyOI3WdQCSK7guwr6uLTC7PN7/9Ld79nvfwb7/4PSuuuIKWpmbWrl1LeXCAxcuX8fjmzdz4rrdjaYrv//iHrNuwnhUrlnH77V+m5toMjY9SLOb5wuc/i23WWLZoMcFAgNGuLvbt20dzczNSSpqammif1sGMmbO49Iq3cPfd9zJjxkxaWtu5+uprKFfrPP3UZh59/AmWLlvG/v37iSeizJrZSSoWpVYpk06mmLdgMaPjE8xbsAApJR/4wAdQ0iEU9mGaNf7bf/tvWJbFrFlzyOUKjE9McuVVV3PDjTdhmi7JRDP5YgmA/fv3MzQ4SDyZoFip4riKSqVEOBJE1xQ+Q1CrllDSwR8wCAR9JJNJHAVS6dTqFsVyFVeDQDCMqyRKOyKWb15ryOP04YnmKWXKLZkqzKuUIBgIYlsmlVKOaDRMsZhn8aLzME2TeqWMa5sUS9nGOPOpsdFKQLq1lWg8RiQaZebcOdx17z185fa/YM9TT7Fs2TKkgGg6RdmssXj5crZu3851b7uR//Xtb3H5Wy5j3vw5fOCP34ejHGbPnkUmO8bQ0AB+Q6dSLnPFNWs5dOgQmcwYHR1taJrGnn37sF0XJQT5XJFb3v52li5bQTyVoq29A9N2SDWlKVVrDI2O4SiH//1P/8iP/vVfuOHtN7Px6T3csPY6zl91IQvOW0ypUiVfLLB27VqWLl3MO265mcGBfkJtbeTzeR544AEq1Sobn9rE0Ng41bqN7cDw6ARrLrkCXTdYuHABsViE/t4eYrEY/mCAWDxCLBahWMqiC5d0MkqquYlkKkW6uZV6vY4QOpZlY9sOUumgGeiBIHog2LhUnqXpcZKcHaI5Va37uMu5xtRzKKVESIVr2QQMHUNXTEyOkkzEiMWjXLB8BQAbNz5OuimJUJJAwI+u65imyZ69u/GHgjR3tHDlW69meucMytUKs2bN4uGHH0ZKyV2/+x2LFy9mw4YnUJpg+66dbN+9k7379+Hz+fjDww8ykZ1k6fIlHNy/D01IDncfQqGBIxkbG2HOnFlks1nuvf9eevp6WXPZ5eQKRXr6eumYPoNcsUg0lqBUqbHi/AtwleDWW28lmUpx7bXXsn3LMyRiIYa7u/jcpz7IHXfcQdWyyBYK/PVXvsLo2DiPrPsDj29Yz0B/H+l0mtH9B+jp6eGP3n4Lh3p66e0foFI3EVoQWwpWXHABd997L5O5AqVSiZGRESKhAI5l49oOqVQKIQTBUIRQLI7uC4ARQPOHKFdruAgqlQquY6NJiRQQS6YJR2KNS6Sd5PTEr+XefC337amMYb6WZ+RcfI7OYs4O0XxTMZVuRGMEimNZjaF9msKxariuQ9DnZ+/evfT29PDZz/wFXfv3IpSNUC7ZzCj+gDY1nYWGz6dTM+uMjI9h2zZ23aSQzTFtzmzWXn8d8WSCObNm09LSRjab5ZOf/CSW6yAEbNiwnoDPj7RMFsybQzjox3VtYok4xVKZJ554grbWVv7hH/4e0zS59tpr+eGPfkRLRweRaJyH/rCOiy5eQ8f0TvYf7KKnb4Crr7mWJUuXU8rlmRwb56LVF+JaFnfccQd/eHQdUtNIplsxgiGaW9rYs38fu3fv5vJLL2HH9i3MmzObO+64g+xknubmZpYsWcK+ffuYNXsuv7vzLhKpZg4cPMzsWXMxDD9SSiqVCrquo0lFdjyDWbcplqug+ZEYmC7ooTDFap2KaeLKRrk5p1ZDSJdkMkUoEkPz+VBCQwqeXzw8ThRPNF8LJ2H5CtWYwkIIMK0qZq1EU1MK3RCMj48yc+ZMZs3qZHR0hFg0SLGQRZcmA72H0KRDczqGa1fITo5Tq1VYvnw5N9xwAz6fjxtvvJHM8DDojfnRZ7VOZ8cz23FtSSaTob+/jwMHDnDFWy5jYnSEmR3TeeDee5g7Zxa7du9g09Yt4Pdz1TVv5QMfeB+33XYbiUSCkZERPvP5z3P77bfTOXs206bPYMu2Z7nnvt/TMb2TNWvWEIsneOyxDWzauIlYKAxmjU998uN87W+/SbaQZ9eBfax/6in6+gd5ctPT/NM//RPppiYefPB+EvEoxWKRCy5YwcTEBD/96c/5zGc+x+y584nHUkSTLTyzdTuVmkmhXKFQKDB3/jzaO1opFnKMDw4SD4WwahYoH46rYdpghBJUHfCFY6D5KVUr4Ep8miQdDRAMB9H8vqn5iqYmhfME0+MkOfdE85S57ieQKnEirpTSGvFMIanZOWq1DCFD4ZdgSI1yqUa6rRM9nCaSnoZyFdViiVqtRrlaZd6c+UzmirRMn8HCFRcgNB8+3U/QF2Tjk5uJtrZiI3GdOgf37kRaNX74yx/T03uQJx9fx+BwP//wvW/zj//yE6647kYyE2Mc6jnMkmUr+NEPf0pzooWWeJyx7m66D3bz3I493HXvffzJbR/FHwgxMTbOhz70If75m99i147d3HTDrXTtPcDTG5/k4Ycfob+3j8WLF9Pa3kbbeUv4+b//J83t0xr5j6EwkViK+uQgh3Y8y8EdO1m1cjWjhQILV1zA3n1dmKZJtVzmmmuvJl+c5Nkd2/jIRz9COBVjxYWrWXXRpSh0Vq1cTcgf4IF776FerTYmnfPppNtakEJSq5epVosk4lHykxOIukUxM4ZdKSCrBcJhcJSNCmpogQgIf8OFRyBcieZINHmC4aCX++6J3pMvF4o6mfDUa7knz1js9s1ZWencE81zgsZUs8Ggn8zYMP293QR8PiqVCrNmzaG7p498uczKVRej+YJMZPJU6zVCkcakX6ZtUa6bdPX0cvnVV7N//3727t2LlA4jfb1Eo0GK+UkM5fCZv/w0l6xZw8TEBM3NaQ4c6uKhhx9mz3g/j6zfQF/vAOVymY98/osAbN/+LGNDQ0RDfmq1Cv39/di2TTweZ+uWzTz11JPc9uEP09bSyo3XX8/X/+4r/Ocd9/HhD3+Yvr4+mppa+O1v7mB8bISffut/s3LlSsYzk/zi5//CsqUXIBGE/DrlYp56uUyhUGD+/PnU6iarVq0iHoljWRbj46OAJDMxRrlcJhgMkkqlyOfz3HvvvYwMDtPa2sry5ctxXZfpnTNIpFN0He7GcRyq9RrBYJBKpUQyEQHXRNp1hGvR3JRCFxr+YKAxJa9mNKZPlgKkQkjViKDI0xjrez1C6HFW44nmqeaoB8NxHJqbm/H7/QwPD2PojYd2zZrLWLb8fHoGBmnrmEGqpY3MZJbewz1s2PAYPl3Hchxap3dQc22uXHsNmfw44YiPRMKPD4f77/wNY329XLh8Kdue3crnP/95Wts7+M73vssjjz3KZUuX8LWvfY1p02Ywc+Zsrly2jObmZt761qvYtOkpHnjgXu6++05uuOE6isUin/vsX3LxxRfT39dDf18PqWSCsZFhHn30ET7/2Y+yZ88eLr74YhZdsIJwOEgiFmJaWxOPrvsD5VKBQjHH0qVL+cIXvsCBrkMIIUgkEmhIErEol1x8EYVShZWrV7Js2TJikSgXXngh99xzF62traQSSdrbWnjk4Qf5+Mc+xsjoMI8/vpFUSytt0zsZGc9i+ALE4kmi8RjTO6aha4JcNotZr1OYHENaNZrSjQnllIBoqomS6aJpjSkvXiRaR83d/qL53E9E7KbWH/f/Pd60eKJ5qjnqAbIsi2w2SzAYJB6PY9Zt0ASz5swmEAqTTDXT3TfISCZLZ2cng4ODzJk9Cykl/qCPRDrN4Pg4uVqRL//N/6Biljh8aB8H9mwj4tdIRgKsWHoeSrn09HSTamrhxptu5v/7+jf46Edv4wtf/BzKUdx39z18/f/9O952/XXM6pxOe2saoWxuv/12HnnkET7z559m9coL+NW//ZyLL7qQT33y4zx4/31oAv79Fz9n/tw5bHxiAz/60Q84uGsnDz30EKtWLGPTU08wPNBPLBwm4DO4du1b+dnPfka6pYPf/vZO1lxyISOD/cyc1k5bRweVSoVvf/ObhIMBNm1+ilUrz2ft2rXcfvvt3H33PfT2dBOLhtm+dQsrVqxA9/nQjAAHuw8zc/YcmpqaiMfjbNny7PPWaTAYIJMZJ5UI0dyUoF6vIYQgFI4wOJqhd2gUTdenLo160evxxO1YEX2RIB73cqvjv/cszTctZ49ovtwNJuWLl6Pji683HnQ6EAKhaS962IrFIo7jIH1BSnWXLdt2sWtvF7lSmV1795HJ5nBdxfy5c+jav48nNj7GZC5L78gQubrJiresIWeWecs1b6FWK6CsMm+55Hy2bnmSicwIqVSKnTt3suaKy7jkssv4+t9/g56eHi5ZfSHf//4vcKXJ+g2PsHLVcpYtW8Jll1/CR7/0Bb5y+1cwTZNvf/vb/OltH+HTn/oYe3du55v/+Pd8+a//ij07t3LHf/6Kq6+8HL/f4EMf/gA+n4+33XQDQb+PdDKBwmZk8DDNTUl6D+1nWluSZResYsmyFax76EGquTGwq6x/5EGq1Rp/8zdf4Tvf/SapRBSrXqNr/wHSyRTpRJJf/Nu/8+RTm5jMF/j63/9Prr3uOiq1KgsWLOLZ7Tt48qlNRKJx2tvbCYfDuK6N39Ao5rNMTIxRrZYwzRpKgD8cIRZPUa5YKCWQUjaugZS4rovjOLiu28hIsO3nP1NKPZ+/eUQAxXGu6dECfDxRfUXBfT1x1JOwhD2hPrWce0WIz4UbYOrBU6ox77aUEkPXSbfPYNr0WYQSSYoVk9HRcfLZHBesWE4hNwkorrnmGrY88xTFShF/OMiFF19C/0A3yUSMcDREa2szfkPjF//nZ9zwtuvpPtzLgkQ7B7oP84d1j/K5L/4VX/3qV0in0+iGxh8e/iUPPfwgz2x6mt/fex/+gA+fbjC2Zz9/97d/SzyVBOWybds2mtMprl97LVs3baK7u5tr117HyosupmnOfG4Nh9mwYQOGEMyaPZftu3ez/vENXLbmcpRyyU0MY2hw/pIFBCNx5s+fz6bHHmJksIfP/fcvkW5qA0fnZz/5LrZtMWPaNLq7u7nyLVcyb+ESyjWThQsXcuhwD++89b3UyiV+//vfM2/BIgIBHzNnzqC5uQ2fprNs2TL6eg6TjMeJxWIsmDefibFeMpkMbR3tGH4fpmnS3NxEZ92kXq+jGb5GJx3gukd1NOgvDKk8niDCC+Xjjk2GPyKyR76jjrruL70lXv6+9ZLszy3OHkvztXKO/HpqmkYwGERKSalUIp/Pgy+CI3wUKyZCN5g2YzqXXXoJ0UiI/t4+7vzt79izezdLlixhMjvBmssuYyQzQbK5hbrjYvh9jI2NMDIyws3vuJmx3CRGKEBX1wEMQ2PZ8vP53Z138uX/8RXmzJnDr37575QrBS6//FJufe+7KBTzPPfccwwODLFn914WLFjA3r27cRyHycw42YkMe3fvor+3h8zYKHf89jdUymX69+4DV3LeeeexdetWrrzySh5b/zgXXXIpd911F8uXLaU1nSbqN1g4p5PZc+dz0UUXceXll6OkxQ//9bvYts15553HV//ma9z67nfy2c/+JeOjIyxevIixsTF0oREIRfjwbX/G//Wlv6ZUrTViqAvm8czmp2lKxBkcHKSnv4/R0VGSySTJZBLbrKPrAiU0zlu2jEwmQ29vL45rUatWcSybfD5PpVJp9NxXq1SrVYrFIpVKBdu2qdfrVKtVarUaUsqXXY61Ho9Yq8d+Dq9iaXqc05x7onkOcMTi8PuDtLa24fcFiMVitM/oRPP5MW2H8bEJDhw4wOLFi7CqFZYsWcLKlSup1+vcfffdzJ+3gMHhEYKRMKFQmGQyiaZpzJjZSTgapVqvEYklSDe3csGFqwgEQhTyWcbHxykUCtx9993Mnj2b7u4uHnjgAZqamli4cD4LFixg7dq17Nq1C59PZ/HixaQTSa6++mp27dpFrVrm45/4M5qaUyhX0t3dRWZiDNuqMb29nfe///3UajVa2to5dKib7u4y//Hvv2qMn09EWXn+Uqx6nWe2bmHztq1cdfU1TGSyPLnxccYnxjl8+DAt7W38y/e+T0dHB5nRMerVMmNjY6xbt47Pf/Yv+fjHP86iRYvo7u4mGIlxzz33UK7WaG5po729nVq9Tq5QZHR8AonAclzmLVjIoYMHQCoqpTJm3UYB/oDBRGaMgb5eug8dZHho4P9n772jJbmvet9P5e6uzunkODlKY4UZxZE0lnSdANuYYLCxjOFewOZxH37PfsC9a90L6wFvPfyWyYhwHTBge1nCsmUZHJBlSZYsaZImnTPnzJyc+nSurhzeH31mNCONxrIBI4e9Vq3uU11VXev07/et/fvu796b6ekpzp2bZnFxgcrKCmvLy6yvrtJuNGi3W7Tb7cs20zQvW8pf2IIguLiFYXjZ73+lMfHtcKU/tFevvTpa+F53XfTsU0/821/4Ksueq2WDiFf7l7z4mi/5/0WAQBiKhK5JY3mG2YkjeGaN8vAW1IROhIjj+ni+w/nJkwwN9uHYHsvLy/T19TEyOoQgCPi+SxAExBWJjtkmkVCZm5+hWCzSU+zlyJFjZHMlUukciqLx4IMP0t8/yFNPPcWvvu9/4+jRo4RhSDKZZGhoiG889SSqrHDixAne+95f5qlnj1IoFNi2bRsf+8hfc9999/FPj3yBbdu2kEll+cjHPk5vTx8H77yLQqmH4tAwJ48eZ8umMWamT/Hwww8zcfIMe/fuYdOWccY3j6FpGqmhrZw8dpj3/dIvMtTXx8+9452Ylsv1+w+w44Z9vOWuu/i93/lt/vgP/4idu3cxvHkLtx+6h+OHj2O0GgiEbN26lZnZWZxI4K577kVOpGisLAOwtrbG6Ogotm2jKAqKouBUlvjiZz/D6RPHue7Azdxwxz2IepqEqrKyssrZs9M4XoAWj+EFEYbZQZRkBnr7cBwHy7ZJp7OkMmmS6Tyrq6sgiKRSKfL5PIqi4XkeoiiiKApBECCIIbIsI4oi4ka7YEXRCIIAvKC7VCdAkCVEseufREKE+KIuly+tHv9dWK6/6imB774/90pb+H7vcZr/RnZVYPw3sks9CVEUkSSJhKbiBCGyrFKvdygWC9RqNfL5PL19ZTLZFK1WA4B0OkkQhDTqNRQBBE1EkSTKxRJPffMZenr7ARFF0VhYWGDPnmuYnZnD9wLuv/9+Dh26m1AIGRwcJJ/Pk8nlyefzvPltP8mxY8fYvnsPnhtg2A7vvO89tE2TZDbPubkltm9P8673vIdEIolluzz17HO8cWyUTKlAtdnAtB1kWUaRwLE6lIslRFEkW8gTRd3v/Ku/+hvGRob58z/9E26++RbEKGT57Fnuv/9+/uyP/pCUHufQoUOcODOJqkgkk0m++uV/5r3v/WVcxyGKIiRJRk4mefxLX2V0ZIienh627t6N025Tq9XI5XLYto2k6Lz+zW9j1zXXEtPTxJIpkqk056cneOTzj9AxLJSYxtDoKI12i3qjwdjYJoxWlXq9TrPdASCfL1KprmNaNr3lHjKZHDNRRK1WQ5Ik0uk0itJtn6FoKvF4HF3XSaez3Ur1G7ypJMlIkkQodDtmInSbuwmyhBR2eVRRFBFFsfvcvbTBm/BtiLtf9eD3/Wc/sKD53TBB6La5cF2XTDKJ49kodjef2nItknGFyNdRFIl4XEOMQnqKBRJ6jHa7myWUTiWxA5u1lSVsp0NKj/Pcc88xNjaO60XE4wnq1RrX7NnL0aPHKeRzvONnfpZUKsXS0hKSLPHMM88wNzfH3MI8+669Dst2OXtuGteL+PEf/wlOnTpFs1ln+9Zt5Mt9nDl5irNT5+jp6aHamEZRVV57z92cPXOGTC6PInXz6vft28c3H3+cvp4yPb0lTMsiFkswu7LKln17OXPyBEHg8WNveSvTZ88yP/8Ur3/jG5GiiHvuuYdUPMaf/PEf8pobDuBYJg9+9h9505veiK7rLCwsMDc3x7Y917B4dorR0VH0RIzFxUV6enpwHIeBgQEajQalcplms8PKcoWxHbtBkECJgyzz7FNP0K6vI4kKYijSqlcJAp9iLk0hk2KlskYQhshiiG3btJsVBAIUKaS+vkx9fbULbggoikLD6XQ9W8fBiSJKpRKxWIxGrUo8HkcWFVKpFKISu/jQjOkJQEDVNDRNQ1NiF0Hzgl0eRPo20nV/CJrfdXuVgOYr53a+rUHyH0w9CIKA4zhIksSFieB6NlEQoAgCrmOSTicRxTSh65AuJ6g3qvhBCkGATCZNu90kcF1ERULX40iKzGBfH6VSgU7Hwfci4nGNdrtJq1VDlkVWVhd55tlFRFFk+85tpJM6v/AL7yGRSGC7LrPzi2iJOKbl0em0UVWVMISzZ6fpdDq885d+lePffJx2u82zzx3hp3/m7TRaTXKFPFEkkEyn2LFrJ5/6u7/j3nvuQpUFqmur9I2M4Pk+QwN9rJ6d4pZbbuPE88cYGRmjp1DkC194mEajmym0uLjI0088zujQIJ/59Kc4dO893HzzAdrtNp1OZ4OPnaZcLDExMcH42BaiuNatlen7nD9/nvHxcQA810VNxCn19rFWXaVQLHcdsI0qR1bHIIoickoR02igJXTGhoeAkJGRQRzHoVarUSxkEYGWYVAc7mfi1ASqqiEQoet6l980PFRVpdVqkS+XEEMPGQWjWaOyYjHQN0hMEVlfWcTodLOWkukMyWQSPZVBEgVkUUGSpJdE3oGLoCkIXZnURXDdkNhdes63tCh6wRP9lrQSVz7uh/YSe5WA5vePRWFIhEAQREQbQQIASepmpQSBD1FAp9kkiiJkVSKRyNC2THw3Iq5pLC8uks2lMdohnucQkyX0ZIpqrUFCj2FZFo1TTfwQenv70dQYc7Pn2L5tC5ZlEQQBWzaPoygKX330Kxy6626+9E8PMzw8SjZfpLK63J3MyQTPPftNdmzfxeryEgiweWycv/zQhzh0910U8iV+9u1DBBsax3QsTyKps7ayTOSalMtFjOoarmfT29eDYRhUWi36B8ewLItqtcpNB+9kbmoSr9PhzoMHWaxUEInYf9MBPvpXf4EoRIyODHB28hS3334P09PTJFJJOq32hgdXZ++u3RRLvdQaVQRBoFKpkM1maTabDAwMYJomPgKdZo1USieuJ4hEhaXzU5x8/jjVWo18roSiKKRTKQaHRshkMkiiQkxPsri4yGB/P0IEJ08+z549e1hYWKCQz+I4HgDtVhPTNC++FwSBVEJDlULwXQPo/Y0AACAASURBVBQhIhAjdE2k06zRWF/Ddj3sjozrmDhWCkmAyLMJ0yGaFiNCIbo4BS/oQ1/gNy8F0ktB8lKQ/ZbgeQE4XwWxi+8X+56Lnl8tCvltRSWjq2z/CrtU0yeKIqqqkkgkuvckdOs82h2DjtEilU7QaDRYXFlG1WRM06TZqjM41E8UBV2hdhQxeW4WRJVtO3d2J0kYkIyp+KaB7xgsLp1nbHyIjtkgnlCRFYGlpXkWF+fYPDzEmZNHGR8ZYr2yjO+axGMK27du5fprr+Ft774Px2rz2jsO8qa3/jhOx2BseATHcon8iEc+/wiPPfp1VFljZWWFVqNOKpUiHo+zf/9+zk1NYpsdzk6cQU/GkSSJTDrJ0NAAhXKJxbkFhkfG2bRrF/V6lbGxMc6cOYPjOPzyL/8ylmXy9re/nb//208wOz/H0MgwqqpeTEEdGRmhYxjMnD+PLMtUKpWNTKAYhUKhWzczCOg0q0iiD4TYZocoDEmnk+hxjaSeIlfIk83k6e0boNTbQyqdpdRTxjRNesplest9tBpNRCRqaxVso0MyptExTVbX1lhZXaXRbGJaFkang6wohJ6NY7axzRahb5PW44hCiO/ZJDQRBZ9UXMG1mpjNOisLc1SWFzk3NUmtVsGyDAyjSatVx/ddPM/B971ugWrbvihpuhCdj6LoMnnTxoR42e1qmU8/tO/cvuc8zW8n2v8fwfdEUbTRJijCsjq02g0c00BXoV6pkEwk8H0fTVORRYn+colIkllbmGd25hyJRAIhChFFcCyLWFylr3cAVdOZm1/EcR0c12LixHEK2TzznQ6Zvl7OTZ0hlcrQqK0xN7tAPB4npRdptho01isEjsvZyQk8q4PveiyePU0218vs/CInz5zBNG0q1TqTpydpNV3icYgnEl3w9j3+79/5HToOnDj5HLKsYloBvX39vP+D/xcPP/ww2WIvlhMwODRCpVJFklVyuRy1yjpLCwsEtsGmsXHcDW5wfMdOnFaDgwcPIgsiP//zP08ymSQSJDw/xLIs9GScp55+kl27r6Wvr48AH9/30HUdRVFot9sUi0Vs2yahSfh2hCwKhIHD1JkTPPLQg0xOTjI4spnN27YyMDBAIp1BEGXiiSS246KpKqIoMj8/i2EYCFGE0WrTbraYmJjADqDT6aBeiJgLAqqqYpkmU1OT5DKZrmIglSLU06x6Dl4Y4HkOhXwGRZGRQo8ochC8kNX5ZVxBxDJqRFGE5bgUCgUGhgaJwu74cf1u4DCZSBCP6SCJSJKMgISsdINHL/ZGrzYeL+TdX3rkD7nQ79y+B0Dz8kFx+W999R/+O5VTCVe77re6piB2l+ieS6dZo92qo+AjiCKaouEHLhERcV3HC3yq8/Mk9Bhy5DLQU0TXdYTAxXVc4qqK7ziEXkCUiCMTIqgR6Z4cC1PQWq/hOPDssdPoug6IPH/8JMViCdM0KRRKnD17lk6njSSJFIoZTh7+Jm967UGa1SrN2SXOzi7z9SeeZN0M6LgwNpTmtltvJBUX6O/v5dzZ8yzMr1BttrGFGNfuvZ5QkFlYWGBpdRJNERnevR8920cmp2N12sQT3QrpEhGN6jqqLOKbHb78zW+wbecu9u3awX9//6+xa8d2crkcuVKZJ596mp37D6KpCZS4BtE5Hv3Kw9zzuh9hZMdO1hcrqFrA0NAAdscmk0li2xZra6uoqkpKzyOlc7Ra68SliMXzJ/CNJoVCiQifxfkZhob6sW2DfLGE51sIsgxigB/YCPiIUkgul2J5eZnFpUVAxPEDLNMknkzTrDZJJBKYlku1UkVLq7i+RzaZpN2qoyfTqPE0lheSTScRJZPIc4kpIomYhoBPTPHJqip+Z5UojOjJF0goPkZlgRARWVERNQVZVggCj07HRJbihIGEqiQJExsSpw0Zkyh2g3KCICCJIG0s78OwSwsJF1KOJenyUX0p3/lK9v/QLtqrBjRfHuC+++lnL76Xb+d7Lpzr+z6O4yCKIik9RUKJiNwQVdWIwq6naXba6IkYVrtNLp2g1aghCRGZTJrVyhqyLJNOp2m36rhOk0a9gqKKzJw7z/LSOjPnF1mtNFkzTGKxBOuVbgRXURYIgoBCvsTtB65l+/btfPZz/8jOvdfQbjVYrVuUe4Y4sP+11NsmpbFNfOqzD3DXoUMcvOVmLKNFQnFRFIVrr72OpdU6qXSOLzzyJWSOUmt1KJd7WFs/j9Gp0duvkkkXkeSI0A6QNRXfcTf4VQ/LCzl5/Bj9vd1eRJXKGvfeey/5bIbPfu7zbNt9LW/58Z9gdXGRwcFRcG2qq2sUswUyqSyRYVEs91JrrnJmYoq9u3ZTr7cwDAPP86jVasSHhhFFEcd2sQ2HRqNBpVYln8nSaBmMjAyxurzM6ObNQNd7TKSSxOMazYaFKIokEgkGeruFRQAWFhYgdNFUkXq9Sm9fD6IoMzVzHkVRyOs5Wu0O7WY3u6hQKCEqMUJEaokYQhQSODalfIZSqUA6l0XXU4AAgY+0EYVvGyairJDK5NC0GK7j0jHaGM0WST2Fpun4noAix4lndTKZDHIUIwwjfC9ElCVUVSXwg8u4TnXDixYuCSRdOkaF7oHf+UT5AbXvadB8NUozRFHs5prLMoIgdD3HqIPj2FgdGzMKQQiJ/IBYTCUQIgRClhYWcF0Xo9WisraMqnZBdWF+lkwmxXK7TTlXwKi06KxbLK00eX56iXS+yM59e+jp6eORRx5hbOt2YrEYhmHw0z/1dh7/4gPcefc9/OdfeS/X3nkb2B6zZybo7+ujXTcppPOkchne/OYfJZNKIokB42MDCKFJMpsjWxzhjdvvYn7mOP3DIxx79kk+/ZkHaDl1tm7ZxbHjz9LbV8TzIkJAjunEdJ2O3yLwrK4QfXiIW2+9FUEQOHnyJNfu3cO56WkyuTzv/Ln70DN5zs3MMDg8jiwKIGls3bKNVCqOGovh+yGm2UbVk+zYuRc1FiMWS6An07SadcplFdf1qFYbFAs5zk1N0GoabN68mWatTiqtEwUhtt1BVRWa9RqCJEMQ4roOltUFzWKx6+lns1kAUqkUdmOdtcY6d9x6kDCAf/7yVwgE2Dy8hYX5JUyjdfEBuVJpoMgaoqIQuC6SGKJrKqIwRiymksrk0FMpiETqjSqhG5DJZ5FkFS0eQ4vrAEhBt7WHJYgYjQYGDUzTwjBMhjdvwTHTdCwbRY6R0DPE9TS26SDKEZLUBVBV0QgjAQGRIAQi/7J5cDFX/oUJ8l2ZH98P9qoBzVeT/Ws9zQtSkVwuR6u2hCqoOIZBFPgbRL5POqUjCBGL83Ok0ykUWcbsdAh8l3g8TqNWRVVVhgYGWVqdY27mPLl4ktMnJzl/fpkgkQVF5+TUDJqe5obrr+cD/+f7CcOQZ555hltuvpE3vOFutg8XaRltQgIWzkwSSTIjO/eyurxGrq8PVZLZs+9aPvfQgwz2FknENSRJQEvlUZI5ziys8GsfeC+J0gBDgYcmR8RTKX7lg/8P600fVdGxLAc9n4cgpGUEOK6Hns2ALRN4HlEQ0j86xuHnDrNv33V86Z++yN13H8KyLFZWK8Q7Nj39w0SKQLVZJabG8WWJitFmUy6P5UYoiTiBECKqIi2jQyKmASJJPU0srmK22+SLBZrNBrlcnuHRzZw48iwxPYHsu6ytLpPJZFiYn0VRY2jxBB1AlkV0PU4iFkfTNKxOBy2mEBFQyGdwvQ59+67FdW3q9SaGZXDDgf1s2baD544dp91uE/ghmqbRNOrIooLjucRkkZgqIuW6EilBUugfHKRnYJDK6jrDo+NoWhxBFJFlFVGWUGQNN/AhiIirGqoIrVYL0zSIApva+jwLi9O0DJNYPEm53E+h2M/g0BhaPE4odHnoVCq1EYiULwaORKHLbV5QcXy74/qH9oK9KkCzG+z713uaVxsE34rffLGk45Xai68bbvzteR6SJCFJEkbLILDti50mc7kMlmlg2yZRFNHpdIiCiPX1OuVykWKph3Qmh+Na6Mkk/oLE4PB2Hv3G89SqbdYMH6u9xtt+6m1UVpfZ1FfCqi+z78bdmKbJzpHXo+tx7OosuUKeQjmLoinMLS6wafM2fN9HTaaxAgFRUxkaG2fi9GnuvPUmdD2FE/jYrkDHDPjkA5/nT/7i7/jvv/37BFIcU1C49dDr+PUP+vzB7/+/3HTjLXzmM58gcDukiz3ElQReZGN3LAK7w2tes4/PPfSPxBIJltaqGIZBEIVMn59hYGCAibNT/Njbfgo3FJASKqliksAL0LU8Nw324rk2MUVFlFVsy+oWPK43aCkKPT09yDGVeqtNTBEw2ha27VKv1Vlbq7B12zbm5mfwWxaR5yBGIe1GHUGWyBdKxOIatm0hyzIRIbV6FbtjoqoKpVIRJ5mktr6CaxhkyimmpqY4eMcdLK6u8Ud//ue0WyapdBZRFqm3O92xELqIAii6SBhKeL6Drie55bbbSGUKhJFE78AgsryRMbSRsy7QfS8LIuFGemY6nSWuxQj9NH65QEyG0xOn0HB59slHsdwANaajqinS2QJ9QwNs2rSJQqFAsdxLNptH02IEQUAymSQW67YvVhTlosLkotrjhcH/Cnj7H2ywfVWAJvzHL8//rXLwL1xHkiTabQtN03AvLIUkCVGWWV2voIgCS8tLZNMZ5heXqKxUuOuu17K+vo7rhTTbbTZv3szi4gKSlGJ6Zp61tstKq8O2PXvo7yuxb8dW1vI6O7ZswTAM1laWmZk9x759+3Bsk8WFGTL5AYx2m9HtmxBnbWK6xvT0NJu2bMcjhkhE3/AYuXSOpcU1tFiSVC6LGo9j2Sb33H4TX334YZ579IuMjg5z7d59LK6ucOudt/DhD32YhbkFPvJXf8lv/Ob7sRs1NC2PK0vIkki7topjmpQLRZqNrmi9mE1x440HyOezTE5OoSZ0RFkhl8qCpuCYNhIqoe0hxUW++OBn+YdPPIDrBpR6e3j3u9/Nrj3XoMUTWI6HKEpkc3k8q8vnarJGXIshRiGt+hqSJKHHE8RiKs1WA0wDVYtTKveSSeqsrHcztiyz+wBLp9PUajWSySStZh09nqDtGtRqNQ7sv5l/+pd/Yb3VomNa5HI5/EBgtVIjCEFTVMQwRFUkfC8kXczR19fL697wemJaAs/3icV05A2usVul4ELgJiQiACHEj0IQQBFkUGLYntctTK2qaJLI5PwcjmUgigrN+jp+WGV1bZGl1TnOnD5OsVhm86YtpNNZMpkc2Uye7Xt2byRZdEvaKYpyWQT+0ii7IH7PKRG/q/Z99d/5djSc/96VZi4UunVdF9u28TwP1wsQJIlCvoQbhFiOx9Hjx0imM7zj534exwuIBAlBVujpG2Lq3Azziyt85oHP8/Unj/Ds8xOUxzYzsGUrrm/zzFNfQ/AslpZXqDeazMzNc/0N+4knknRME9cLePTRr+JYHQ5//VFss835U0cZ6i9zduIUrVYDL4xw2x1+7h3vYmpqGtNyEaUYMgGiZzJWSvHQ397PvvF+nEYF22gTBB5IESERkijw6U/+A+cmzxC6DoIoEwbdiRmPx1lfX2f//v3ous5119/I3MI8zzzzDLbtksnlOHjwIIvLq3QsG9wQLZZBVhJ06h3e9877+Noj/0xOkbHW68xNT3DfO3+WqckzeI4LgGlZWJZDEIWoaoxEIkEimSKZTNNoNNA0jUIhR+B5VFbXMFot9GQcPRFjbW2NVrOJ7/tIkkQ8HqfVahFFEaZpoogKKT1Nf/8gqhrj9OnTVNZrxPU0YSTRU+6j0WoSRhGCpOAEISEvBAJFUaRU6ubkI4koWqwrHRLEi6urSBQu6jAFQUCQJARVRFJkBEkmjATiegpZiSPLCqHnE3guA/29FPNZ9ISKIIRYZpuVlTlWlueZOHOCR//lyzx//AjV9RVEIcDbqCvqOA5BEOC67sVKTS+ZCy/efmiX2avE04wQwisXKbhaNaIoCi77++re5JU/u1KV7qvblT9/QUjcFR67UYAS01BVlUwqjRPZtDp1Op0O6153kpQLXfH22bNnOXr4m8Q0Dcdscf6czcLKOjOLq5yfX6IZ5aibTca27mHv7r3kU3FOT9U4ePvNPPf009jOKc6ePcvP/NRPc/zwc2zZsgWjUSeXyyH5Bs31JRzPRZZl2oLEtHGEfKlMYFSZmpuhv2+IvbfczpeffBotrtOpVciP9CPEUxsi8TSGZUBMpGW38ASXqTMTpEsl1mZWSPnw8b/8G/7r//F+1HgMVYshA74g49g+thsQ4TMxcQpRFAh8k8NPf42d11xHKMjkymX0bAF8A4IGE5PTfPRjH+e+X/lVOutLRJZFvd3mQ3/xEUbzRT7yx3/Ar/3mB3A6Lpu37sYSHJRIJooiPK8rCM8VSuSyRRRJplpbpdrpsFKrcuPmTfSV+zGaLer1JvG4hh7L4AURtuPQ7HQY7B9gZXWZXKlILJnENi0iRUKvrnPn7bdx9twMzUSCxYVzGM0aMT2NHzqASDweJ/Q8UrpCOhlnx47tCJLU9URFEUWRifxwYxXcLVItit1WzFEU4Xs2MiGIAm7gIMgBHaNNq7VOFLjUGlX0ZBzTDSj3D3BD3yCHnz/DxMQEru3SMV1kMaCUL1DIJEmqYDdXmZ0KiCSJdDpLtlgik8siKTEkSSDwQxRJRqQbyAw2JEzipUv3H/Al+aX2LUFTEIQh4GNAL93emvdHUfRhQRDywCeBUWAG+IkoiupCF3U+DLweMIF3RVF0+N/n9l+5XcmbfHG17Utfv9W5L77GxeOCkCAKN/LObWyzQ7NaA6dD4HkQhGiqSqVSQU+mWZudp92y+NrsYVzHZ3Fxke07dzF1bp7VqoEvqJycniCdTNBpJ/nG1x6lVV3ilgM38PTTTyOEEfe+9m52bN1GGIKqxnjyyacIgoDBwUFqtSrVahXTNLnuuuswWi2IDIb6ennuyLPsv+UgsZQOUozf+K3f5Hf/53/jrW96Pfl8kXMzs6iqSsfxiaQIB0iXUkyfXuTMxBReKCBpcVodg2eePcLp0xMc6BvC9z2QFWKxBNu27eCZbz5Fsdwtt/Yjb3g9ltGgsbpEEAT0btrC+ek5klkXTY6oVdZxPZ//+du/ixxPMPXs0/hWi+35PJ+863XctnU/b/qxu/n0p/+ee++4Bzyru0zXVICN8mxJOkaLWq1GKqmjp5KoqkpfXz+9vb00m00sy0LT4vT29uIGIbVKFUFRGB4exfddisUiYgTpLLi2jWG0SSUTzC6ucOL542iJFKqeYGR0nIWVVRSlW3DadWyEqOtp95SLAMTj8YtR7TAMIQoJw8s5Rc/rpmuGYYgsCnieQxQJCIQEgUfoB6wuL2FZFvVGi1qrjRvAc0dOsLC8TiRKKKIEeKQyOrmUDoFNo7aKGDg4novrh1TXV+l3TSy7QzJTIL6RKOCFUbcSlwiKKH0LBfQPtr0ST9MHfj2KosOCIKSA5wRB+BLwLuArURT9niAIHwQ+CHwAeB2wZWPbD/zZxutV7eWA6bu1OPhOl+gvrtYdRN087U67ju/a2KZBs1UnsNqEoU8uV0CNxfDcANcPCAOB9fUqR8/XWFqvEXguh6e+iioriLKE74e8ZtsAq8vzOM1F+savQRPSLCzMUiwWed3rXkd/uYfB4XE8z2dycpJGq4NlWViOz4GbrmdoaIAnHvs6jutTWVymXltneWmB6nqFRz77d7zt7e8m3zdCvtTHf/v932Nh8gxnZxYwDAdNg0iJ43sBTz77TZBEDh97nvv/8gFicZG8piP6sF5p8KlPPsjYtmvI9PVsgJhDu91k+/btTJ+f4pYDNzO/tIxrthkfHCGR64EIyr19yILIsSeeRZIkevuGeejTn+MtP/MOIiGJns6QK5fxIhMBeNe7fxEhqTJzepIH/+HvGN+zg63bdyGIMlEY4QUuM+cnWF1bQBZ76O/tFkzudDqIoojZsdF1ndHRcer1JpEgUciXSeXyhCEkM2kc20SRBPwwxIhChoeH2bp1K3//yU/S31cioWf4xplziKKM60MgBAhhhChEFLIpeko6yWSSTZs2Yds22Vxqo/ZAgCZfHoi50Lfogvm+j6zIhH6I7/nd39Ky8DyPVDJHS3colIeoNQxaTZNEIo3r+6ihj6aqhI7F0SPPcFqVyeVyZDIprrnmGsY2bSad1hB8i/ryAoIfEloOMT2BpuvIkoosSBe9yyu1+PihvQLQjKJoGVjeeN8WBOE0MAD8KHDHxmEfBR6lC5o/Cnws6iLJU4IgZAVB6Nu4zst8yb8/aF7px7+8HNfl+7/VuZcee+nxkiQhyzKBrdBquTQaNUzTRCVC11Mk9TSNdoswhPVKlZNnJpicnGS66tOxXXrKJeKKSOA4ZJNxFElg63CRt77udgzDIKHHGOgtsvea3UxPTxOEHrNz08zNzXHzzTczvmmIrdvGmJiY4OjRo7QNk2PHT3HwrkOsra1h2zZ9vb088cQTDPZlGekv064tYbgeluOgajIDw+MMjqk8/LmHyOcVZk9NMjA8RD5X4o/+9E84cmyCvdsHGenrJS0KPPv4M9y6/zoE32H21DH29BzCbjdxOi0kEULfZ+fWrVTrdRrVGtdfu4dOq8HcwgIJC0a27QYi+ntyRL5H4LR4z32/yNLiHD/9U28n8Fwc38NzLXrKcdR4nCihseWaaxks93Js6gznz09TKpVIpjNEoU9ffy8HbtzP3Ow5pibP4vsBuq7jOA7JZJLh0RFs1yEIInr7e3C9CE2LE4bd+pdivCtAN+0ux5lOJpifn0cWRcZHhnH8AEGUMS2n26/eD4kiD3mDZtI0DV3XWVtbI5Xp6j49z0OQlBf4yw0QjaLoYmpksNE80HEcXD8kCjw0TcNWFGKxGGNjm9ixazcz80ucnvha97puQAjEkjk0WcIwDDp2RNuysEKRjh8y1m5itBsQBoS+hyjFCF0bX5KJVBnCrhi/q9x8oW/SD4t9vNS+LU5TEIRRYB/wNNBzAQijKFoWBKG8cdgAMH/JaQsb+y4DTUEQfhH4RYDhocGXgNcFMLrAab7c8vrFYt2Xue8XpB1XqBZzpe++9Nir8Z0XPrughwuCANNsY6yvEXkmrmMhhBEto0Wj0cBomzSNNouLi0xNn2N2YZFWq8WO0R3E9BSe55JJxekt5jBbDXZsGSeMAnbv2ErHspibm6PSahNFEdu2bUOSBGYXZ+gf7KPWqNBsNunt7WXLtnGS6Tif+vsH+cmf/ElOnjhNoVBg777X0G51+OmffRczU89z8uRJcoUSdiTz1JNPMjyyieNnTzLYP8Qb3vxWiMVwGw2mpqfZtDXNxz/+CQZ6+0AScZbO8+H/8Vtkb97GDXu38+zhI8yfOc6+u25HFkIkDSZPTbJj23bq9QZC4NLfV8IyDdrtNgPDmzFDCUIPPBvPahKPqQRE/I/f+i+8/t7bqTeXyWZzOK5Boa+XRsMiFDX8UEIlIl4osV0S+bO/+HNuuuVWtmzbSrlc5uSxY5w6ehhNFrAcB1lWSCdTGGaHXC7XrYgfj5HNJrEsi1i8C6jdjB2fMPS7kezQR5AF7I7J7Ox5YqpMPXAJ3C7vF4/HcSwbVVUhjBBE4aKMzLKsy+Q9kiR1Az2CcDH18YJdiGwLokzgXTJWN45RVbWrI7UMHn/8cZ47+jwhMvF4nGangeuHOLaP73c3SRUQRQU3EInkGLl8gWQ8hqZpJHUdBAlFDHEtA8+xSBIhpFJoWrxboVuSL96PQPTyKZg/gJ7oKwZNQRCSwGeAX4uiqHUV7+tKH7wEzaIouh+4H+C6ffuiK/VYuVD84tJ9V7jOhft7uft+CSBeDfwuPeaV8J0XAPkCYLqehyJJiEJEGIXkUilk30LCo1ZbJ57QyBayyLKI63sgCYyNjROLp3Bsn5CIZqtBMZsmTCgQuPT09NFuGfzLY1/HtBxuu+02Kut1tmzaRCGXot3sYXW1wtraOtu2bUMUZQRBot3ucPehOzl14jhHj59gYGCAweERbjxwE739g7iuy0q1zezcCjv2vobbbxthYX6+259nYhpJEElvyI927t4NiN1f0ndBUdESMtfuHCefTSDLMo5p0ahVcTt1QjEicDuUcirLc6dpd2xEUeWa6/dz/NgRtm/ZihUGCETgOxC6eK5NUo9BFPLmN7+BMPKIJBBEH1kQOfLYV9m7dxuCGkNJJsFywDFIFYp84AMfpNls0mgZnDk1wenTZ2i3WkTxGEHgoYgyhmHQN9CPrKgUe8qIYveeVTVGEHpIggT4SLKA6/iYptltjhdINCsrlIp5XNfl/Pnz2K5PKZtkbX0dRRaxjTaapiCIIo7n4Yfqxd5CURShadrFMRSEL0TLgcsKcMAlFd031BcXmr91Oh3W1lZwXRstplBrGASWTRB4RBEEEYhit6iHpqqk00lK5QLDw4Nks3kKhTKJZJpYLAGChGm0MW2LEBEnChCiACkjICkaoighiPJlc+uyufYDnKP+ikBTEASFLmB+IoqiBzZ2r15YdguC0AesbexfAIYuOX0QWLr6N7y0berF1xftuxS0LgW6q4Hmyx3zYi/z0uu/3GdXWrpfWgouFovRaVmsra0gBxaqqiJLEp1Oh2w2zfLyPG3TwnEc4nGNQjFHJpNGESSkIMD2YXx8HFVV2Tw+gu/ZjAyO8tjjTzI7t0Tv4CBTM3MM9fUwOzvHPz1yko5lU6/XWVtbu9hWo6enh+uvv57hUpqqKFDMZ1lfr3HfL/wSZ8+dZ+r8Arv27OH6W/MsLi6hxdMMDg1x/MQZFueXGOjrwbI6mHYHQVEplktIodBthZtMY6yuonYMbNeiUC7RcmCl3qRhmBj1Cq7d4vzUSRKagh+49PeOkcpkWZw9h9Np4TodvDAARQC7A4GN5wUkU/lu587ARRQlRFFiYXaOvp5e/uv7foU3HXwjQrpIx7NQIwUlkUIUfIJ2g+eescfx0AAAIABJREFUPUI6l6e/v5+R4TGeX1tD13U81yGhd8XdpmkyvmmgG7TxHOq1dTL5AooaQxAi/MClY1oQhchK1/uTZZkoCAnDgI7RIptNY1g2m+N56pU1DNti184uXQLguj6tVotCoYBhGBSLRTzPQ5VkEF6orfpizvDS1dAF4IzFYsgC4CfJ5/NUaxUMo4UoRmiaRKXWJBJUZEVBj8VQJBkhCsjlsvSUi2QzKQqpbkV5VUuTSReQFLkrP3JtojBAFMH3XDrtFrFYAikEQRARJWFDT/oCwF/mPPyAAucriZ4LwF8Dp6Mo+tAlHz0E/Bzwexuvn71k/3sFQfgHugGg5lX5TLrAeGHAvAScwu7S4KJ+7EWgduk1XmKS+PL8pCBu/M0l1+tOElEI6cYPX1z8FXwiLnA+AJEfXqx56Ho2jmPSqlXQVZnWegur00CIIvLlHhqNGk4AqqZjuSGREFEq9yHKMq1QpBpArdXhnv238sXPP8T07CwJCf5x8WHy5V5277kWy3VoNDssLj3PWnUdSZK47eZbOLfwGKYd0ddfYvvWbdSr63z0I5/g/e99D6lUiltuPoCeTPL80aeZn1tmeGSU08+fYMvmrdy6/yYee+wxvvHYYxw4cIDG2iL1lXO4gY9le+y7bj+der3bNCwMibsd3E6TZDpPlC4xPztLJp3D9TrMzM2wPHWMUj5FSQuJiQ6Lq0so5T5so4kkiuQSIm6njqQmCZ0OGApf+vzD7Lt2D8cPP0Oo6siK1g1qVOs8+KkHePBzX+D2Q4d456/970SujbIhz/E9i3hCQY7F2blnL51Om5gqQuSTyqUwHAvXtpE0Fbvt8Jrrr0MSI0yjtVGLMyKZTNJut0kmk5jtJmosThgKIEaIIljtBhEuqiKQTiRYdFxKmRJf/tKjuH7Ia197L08/9RyBH4EMqiyyeXSUQjZHMV/A98PuCkSLIW1oNiVZujju2Bj/oQDCBr8vSQoS4LgertuVUSmKRiwR4867DmKYNkvLFdZWqxw5/jx6IkU2nUCUoKenh4G+PpLJJKqkoGoK1VqNtnm827hvaJCYptFb7mpIHcchisA3ajTcDnqmiJDMIGgJQlFClYWLXH0YdeephNQVwb9Yy3kpiH6fAuor8TRvAd4BPC8IwtGNfb9BFyw/JQjCzwNzwNs2PvsCXbnRFF3J0X3f6c1dSXj+Yk/0qudfsuR/qQcZXsFz3CinFUH0Mr93BIRCgLhxaVEU4EI2RxDiWB3mZmeoLU0x1FPA931ss40gCCQSSYaHR/Fcn9X1CrlcgS888ghTU+eQMwVqHYv3ve/Xuf8v/wY9prJpeBOR3YKYyePffBbXdcnn88QSCVYra92CErbNF7/0RcrlMofuuoN2s8H46Aibxl/LzQeu5ytf+me8wOVHfvSN7N61i88+9BDnz89wzTXXYnQsPvOZv+fQoUM0mxV0XeWBB/6BTZs2ceOBG6g3Wtx86Ca8VoeVtRqyquGHHpKYIZdOcH5mmrHN24jrOp/46Ee4af915HIFGuvruM0Kgt9hZnmevoFBnE6TQOpmSOVzGRq1CpHUQk+kWZ21OT81yejoCNfedTdm2+Hc7AJ/8KEP8czjj7Hv2hv50If/lFvvugMtlcRzHIx2m3w5i1FZp9MMsK3uA7VYLLK6vIjtmAhihNk20eNxRFHE8zwW5ua72T6tFq7rsmXHdmqVtS432FhHllVc2yKRSHSX1qGH6zkIUYjv2oiKSCaT4ciRYwwMDtIybKanzmPaFpKkIAoCuUKBIAhotVpkMhnq61WS2dxFD/LFlNJlXmcoIiLhBwGi2C34IhNgN+u4toOmaFTrNY4fO8HS0gqqGuOmG64nncri2C0USSSTy1IolEhlMiQSCTQtxuTMDIsLM6ytLLO6vERPTw89PT14XoDVMdEkGUkSCEWFvB+CIJKQNURZQRIliCDww4v6zQ1P5lvOwe9HeyXR88d5+cKVh65wfAT8yr/mpl4MllcCyleSySNEL/VEBUHYAL7Lg0gbb4CuGPVKRQ0uZGx0O/50n7Ce7+M77kbmj4VrW/T3lsnIDq36OpqmocpdHV6z0aJjmPhRiK6nmJicZHBwmLiexDA9ii584n99lE7bZm2lytnJGeTQp2W16e/vJ55Ns1KtotsOw8OD7N61g/7eMsmkztLSEmMjg7h2gb7eMqurS5R7SvzCf34Ptfo6R44c4fEnniCZzPKf7n0TtarBmemTvPmtP8r8/Dz5UpqbbrqJYk+WpaUlZFVBUjUe+NtPcPCO1zI4OMjs/ByJZLyrMVUV+vv7+esHP83zx49wzz33IEUQj+vs3LGN82dPcHZign07t3XbD2sQKpDL57Adl0xWZ2WtTrvdZvP4FlK6BloMUFDSabZe28sf/83HUBMxsAJc10cWfCLPg9An31vg3LHDJOMyZydPsXXnDTiOA1HAli1bOHb0ObLZLJqikk4mmZubQ1VVdF3n+PHj6LrO0NAQRquFoihd3WIySbtdp7e3H8tuv8AnWhZRJCAK3ekyNj4OqHzuyadwnW7NAN8NUBMJVFWmZbSJinFyuRzz8/O85vrrUTY4zUu5zAtj+AKQRlF3VRWyUaE98DBNC9vsesWWYyMKMrKgkEmliY0nkCQFhIh6o4JvmyTiGlEUbHCpXScgl8uza9tWNFFmZWWFs5NnmJycJJlOkcsVKJVKJGQVaSPNt7JepcewKPa56Jk8gZq42KpYVVVC4fKg6pXmyvezvUoygi63ywJBV+A6X6mm8qrR9CuA5oWn/aU86ou5nIgNnvWSlgNBEOB5Hr7rYRsGa2vztNfmaderZPQYmWyaIAgYHhtF0zRaLYOOaVIsFllaWWV8fByn4/DMNw/TqTZZW6nhRSKIQrewg56m0jZJ+iE9/UOIkUe1VmFxXqO/J8v1193MXCHF+OgYRqtFq90gpsokkzFarQaWZXHHnXeiaRqG6fN7v/v/MTwySu9wkU9++lMAvOUtb+FTn/7MxT7ivgcL80uUeso0m02S6Syjo8OsVVYY3TzKmSNHOXX6GPlCjoHBPpKpBHt37KG3t5dHv/J5Th17hhv3buXZZ55hYLCM1amR7+1hYX6aWDyFoKj09paQJIXV5XkOHHgNCysrbInFsVoOsXSmS9kEIa4f4AOEAetry8xMTVJZXWR5cQbXbHPHwdsu1tZMp3Tq9Tq6rhN4XY+xVquRTCUQRZHnDj/TBYlEotuTnJC1yhKFQon1ygp6Msl6dRXDMCASUBSN0PNZW1uDEEZHxllaXqNSq1DIZjg9cZ5y7yCNhoEfhliOi57sflettk6+VCQWixFJ3Qy2MKALdJeM0QtBxIttLDayyhzHwXbMblQ/mQAhwGi1WVlZw/dDJEmi3mximCbJZJKRvjLlUgE9mSafLxJLxIkEqasNlST6CgVso43necwuLnFu5jzF3j76m010RaNQKFAuFtFiKtXqKvV2i1K5j4GBTUiJBKEQ4l3g76UQQRS7dAM/OIAJrxbQvEBfXiGCfumT+cL+lwPDS88HEHnhiX5Zu1S60hB44ccWN/gZQRC4cJUrSZKiizxnRLTRw6Ver+E5Lh2zjVGvUK9UqK+uUC5k0WMqK0vLyKqC60dkMhlUTUNRNLR4gt2791JvNsFZ5PrXbOPExDSyLrNeN7CCbpqdYTsUcnl279pNZWWFWrVBbzGOZXeIJ1Q++8AnGRgYIJ9JUa1WySR1IlXuFmVIxpFVibbRpNoIEYUYf/Knf8rx4yc5cuIIdxy8l5tvu41jhw9zzd4bicViTE1N4YcCg0OjJJNpbNtFSyV46utfo6enxPHlBYx6i0QiQb1e513veheV5SWSyQQPPfQQH//b/8XWkX7OaCp2yyIR05HwsYw6Ztuhv2+QjtONmPtBQCoZJ6HFOHVugpNPPMquWw/heTbtWgXDc1FUnUyxRKfVBZBtWzejaxHbxgYQiQh8l0wmQxj6NJt1zk1N4nkenuOQTOgIgoAeT7C4uIgkSbTqDVIJHSGMmJo4gxJTcCwTWVb/f+7eNEjS+77v+zz31c/T90zPPTuz9y4WuwAIAsRBUKSoqxSJdsJIsSNVJVYlVpRUrLiscjlyKilHVSlXEkWKlbxIJS7ZUcySrJJL1kFSIBECIEEQx2IXe859T0/f93M/efHMzM4uAFKWFBfIf9XU9nY/+3Rvz/P8/r/je+C6Q3qDPrpmUqlM4vsBqqyQd/IkgkSnc4jbdDI0bt7lqaee5M6dlRSXKct4oz7eaIiuTyBJUqrp2elg5wupynqcHOMzj4QzkiQ5BreLokgQCYeVTIREgqGrBAFIikZprIwXhKxvbrC7X2V0iOfsDjyW1japVmtMz84QCTIFQTzOYmM3xQzvV/cYeT69bpv92gHt/oDd7T2mKxPpxuON8IKIQqlMcWwCMfGJQg/fS1tWGjqiIhMlqfRcIsbHal7HmM4f8AAq/EWZMH+V64mrV5PXvvbVh4ZBJ4Pm0TralR895mg9utvFYXR87Ad2wg8JmseZ5iNZpnhiNw0PG+FxnAoJB0FAFIS4rkuzUeXOu68x7HbImjKNgx1GowFxHHP16hOEQioKUSqVQJTY29ujP3QZDofEoxbdTgsvitnZP8APodUd4Hkeim7R7fbx3JBatU4cBZxemCJfyKBKCZVCnoWFBSYm0gu/0+nwzDPP4Louw16DKIpQdZ2JiQliBCwzjyCp1BpdJFVDlmV830UQBIrF4mFGLSPIErpmkisU2Fhfoddvks9n2Vhb4fHLT7Cyeo/5ShlJjNlYWeZf/d4fpDxqI0t7dxsdl6mSjaYEXHnyMoqp4uQm6A5HWHYW03aIBYFBd0Cv3efClU/y/vIu2alTyEaGOHTRZIlcfpxGu0e+mKPdalIZLxIP+wyHA0Q5nQQXylOsra1w4713kYQEQ1dwh11UWaGYtalW93j55ZeRZZnx8XEmJibwfZ9avYqmaUxPTxMGMe1el8nJaSqTqYK7KClYhknk+XR6fYIoZGd3H922+M3/63dZ39jh/LnHODio02rUKdga+WyGq+dnOX1mnstXrvLkU88QiyJRLBIjpjqaJ661k2X7UUD1Rj069SrNep3BsIc78hkMBmxubrK8usLO3gG9vktv5OJ6MaIsIyQBGcvEMjQq5QI5J8MTV68yXi5imwbNZpO19U12qgcsLa/R7PZQTQvLsrFNC1FIKOcdisUymaxDvlAiXyhRnJzCMm00w8Sx86iahZ5x0uGQ9GDSf3zP/JVgOP/tawkJsvJ2kiRPfa/jPh6Z5iPro0rykz/w4RCijzrPBwLsUXp7eI4oPgGWP6SSHV3QR1mAIBxOVElLrSgJU25wHBAGHoE3wrYsuq0a77z1DsVCNoV/FItUq3tMzi1i21n6/SF+GPDccy+ws7fP/v4+hjLPndvvs7+/z1Rpgm63S0ZScV0Xy7Zp6QpxJPCJS48hqQr1xi6qLjM/M46tKBAn/NlXvorjOOTzReIY+v0hoRcyOTNJQsz6xgrZXIG9ahXHKSCoJogS4xPjrK2tkclkGIxS69woEbn59k2eeeZT3L19G0FMkAUR30057JEPxWLx+PsplUqMjZd49533COUesdvlR557Gr9TZ297BWdth/HpCaK4QxAnREkfJ18gSVL2TN1rELgha6tbXCjPEUkRlfEJht0OUZyQzRdYXV0mDFwcQ6bdrOPYOWJBQTEMhsMhU1NTJHGIIgncuX0Tz/PIOVmiKGJzY4PhYMD09DSlYpHhYEC/38cdjpBFiVq1TqPZxHV9zpw5R7fVo16vU5kahzghidPPGY1gfHKCV19/jXqjw9XHnySTzfH++7cp5R0cU+Kx84sYJodDGI16/QBJM7AyDpqhIQoPzNFOZplH5Xl/OMAb9IiCAE2RkDM2uaxCo9XEjQIiSWQUQnu4S4SCFwfgicSihD/w6Y4Cgiih3e4ShyHTkxVmpyrohsX07AyxKLG+sY2h61imRRCEtHs9LEMliiIcJ4OmKuiaQhKH1Gsb1BMZw3Ioj00yNX0KWZY5xu0e3VM/4Bnm0fpYBk347oHz6O8fKMdPlOBC8tHTK+ADjIyHAMYPoSaEh3ZRgYQoSYgjiMIE3w0QBYHQ8+l22nS7TSqVMqZygZ2NDQxD4+bNm1y+fJlhf0S1WsP1A5xcjrffvc7Y2BhTU1N0u12uPvEse7s73L7xHo1aE0NTuLC4SLPXIgpkMlaBGAFRFtA1E9MyKOQrnJ6pMDs7S7E0Tq/XwzAM1tc2GAxGVCby9AZDMhmTIIG9gyqzs3MEvksQRRQtnV6/xezcJPV6nSiM+H+/8TIzU2d59tln2dzc4vLli4RhyP7eGrZjoBkmQTRAVyV0TWE0GNDvtZmujHHmr/87fPXVd3C0AitLy2zcu83MTJmd3TqiaiCoGSzLQlNk4iii0x0gJhK5TJbt3T2efvYZMDJ4Mfh+QILE/eV1SuVxet0OTsYERNY2thgbCwjihN5gxJmFRQ42d9jZ3kSMw7QEdyx832d9c51GI1XCdxyHdqvLaDSiWq2iGyqCILG6uk65NE6lUiFwAza2trBtG1VVcb0hhCmLJ5PJcOfe3VREI46JSHj99dcpl4sE7hBF0tjZ3ub8mWlMM+1t1lttKhOZFEzveeiaxNGlm15zKZojilKpNlVWQNNoHQw42N2mWq2yvb3LjRvv0xz2CYIQPxDwwgQ3FAhjEQQQBYmR52NoMu4ooODYx5n4vZUlJiYm6Hb6jEYep+Zn2Nreo1wZx/NDGs0uoR/Q7HRZWVlhZv4Ugpz6uxecLIgK/X6Ptf4y3d6Q02dkDCuDpoqIsXg8KDp5D/6gro9F0HyQzT/cQ/xuQ6A4jkni8KHzxNEj1MrjVz54rqNznHx8XI6f/DwAYnJcdoR+RCIIBFFCHIMoywxaTYaDDqNem0Zjh+vXtwhHHs1GjZztcPHCRQI3oNOoMzU3zyiK+eQzz/PGd97A6HXRFAnDdBBFmeJ4TGW2RSSAaSi02i3Gp2d4amaGne1tDFWj0WjRbEYkvsja+j6dTod8ZYahn3D24mNks1na7Ta2lQFNZjDoMQxCCqUZFFlEVRRkwSdr5Qhcj2qzdUzj63a7fP6HPkuChkjI4088xs52yk2YmZml06ixfvs2+VKWopPh/s13Gc9lqGRU4qkc9+/eYTaT4Dgat3brXL72OOvrq4yiCM3MYo6BbCaMOnWMjMX2bo0rF6+x39tG1yUMHXb2VnDGpui2IhTN5OL50zSbTS6fPc/y8n1eeeUVxsfHEZMYf9Dh1OQEjU6P6ZlT7Gyusru9TmW8RKvVol5v0Gs1aDU72JkscSSyu7uL7wfYdhbN0Lh5+yayLJMvjyEqMutb60xMTFAulwmDGBDQTI3GfgvJG0ESIgQhVy6d5933bjAauRiGRgI0un0kRabXH1KtVukNfT7z+R9HMUwQZVQhIQ59EOW0JxiLxHECQowkJESxj+9FeCOX4bCPbdtcf/dt+s0mc+NjlMUJ7i+v0u60aXZGCJKMbmVJBAlVjIgEUBMRWRTptnuYqkQSe8yfOYWgyCiqRBJLlIplet0aw0EN3cyQURPafZcosWi7IezXKLgerucRBSOcXAFLs0iQ8Hp9xMQnCUYMggRJkVOap6oTH6EBRAHpAWTlI+78788A+7EImvDAkOxofa/S++Qx8YlJ9snXhOTERPwDTKMPBtLjntJJ+1MeDqgJKZwjCGN8PyAKAsJgSKO2z6DfwfNDJFnFyBrEcUyz0eDrr77K1ceuEAkSjz35CTK2w5tvvkExn6dQyGMZGrJu0u12sW2L8+fPk8867O1uk7MdRn7Ad958g9OnFoijkELe5pJxnp3dffxgxNLSNitLy1y4cA7HyTA9PU02m0UQBNwoOARLCxiaQr/bpdPp4Hkjeuv7aJpBJpPBKtoYhkWj3mF5aZ2ZqUmaoz4SAWI0YmJqgsQd8H//0/+Dr375T3n+pc/wM1/8dwmThFBScF2fSDb5xKc/Q/SNt1hZ30HMjnP3YMhm3cfQI/pijaHVZ2YqQ8EpsNcKyU/MExkGsSHRd4dMFWwiUcZ0HETFAlkljCCbzeJ5LkgyP/z5H2VjY4NWq8Hc3ByKIjGZzbKyfJec4+BmbZr1Bhuba0xMTNBppNdVGIa022263S6VygSe57FxP5W/KxQK5HI5KpUKqqqiHDpFarp5LNprGAZhGFKpVBBFkbtf+Sah71Eu5vHDiKvXroI7wO33jrniTz/9NLZt4wdBOjkXktTb/rCyCUIfCYEgcPF9F3c0Igpi4tAliWNWV1YQRJm5xbNknQJGoci1p9q8d+N9ZN3k1p17bO5UScQ4xZYGYap10O2iF/MYpnboXikgCWlGGIopLVMURcQooddqI8QStmUQRh6aYmFoCqauoWsKoR/gj1xIZDTDRFYE1lbvUywWsZw8hmQT+iGyFB1nmiLyYbn3gzcc+lgMgp584lryza+//FAJfhQIT/559AOHWWLyYNBz9NxDPc/vFjST6KFAe/K9xUc4t0eP4zi9mP0o5QW5rk+71aBV26NV36PXbVOv7zMYDJBFgf3dPfzApdtqMz8/z6ULl3EchwuXLqIoCpKiICQRECNrKpIiH1L2oN/pIwgCu9s7jIZtziwuoMoSb735BvlsjlqrSxQL7FVrbG1t0Wq1aHXaPPvsc5y/eAFJkrh27RqxKOK6qduiLAlEUUCpVCIKPJQkpllv0Ol1uXDpMbr9Pppu0mi0aNT3WVtZIRGg0Wjw1JPX2N/ZRpYEfvKLP0Nrt0m9Xmd8vIyTtfAjn06nxaDXI2nW+Q/+1t8j0DIEkoOVLeB2D8hlFBAMnrh0gc88/wSGKZEfL3PjxnucOz3L/PwMldlTIKn0+y5hoqIaOTrdPoKkYGUMuq02777zFpZlMjFeZqxUpNfrMeq3+f3f/5cIUci5swvosoxlqizdvUO7O0SSJJIkodXq0G63GQzS586cW8QwtGMPHcuy6HQ6FAoFFN1gbHwCRVHo9/spFCsMeffdd9E0jTfevslurUN7FPH2e3eZnKowbNU5NVXhxz7zNJ/73A8hKDoTswsYlp22gJJUuCOMY+IwJPQDPG9EGHh0u2267RbNgyq3bt1kaXWFBJEogjhRaTRaHDRa+L6PZlgIkojrh2iWcYhRFfBdj4ylc3p2ktnpMSqlAqcXZlmYP4WmaQwOe7mtVuvYWWA4HLK3t5e2jfJj2LksxVyeXDaLbVs4lsNgMGB1Y51Wr49uWFiWRUyCbo9TGZ9mdu4UhVIpZTuJCqKsIIsCgnhidvCBwPnxyjS/7wZBj2aWD3FcT6wjCEX6Og8F1odgRcnDPPJHp/BJEj8UKI/e79i970iq64QdgO/76KqMhIAb+AhElAsFWtVNHNvC1AQGvRbucEivl7KACoUCw+GQ3eo+umnzX/2Xf4f7S/fQdZVyuYhhpJCYIA4YuiOy2SyD3pAoSZBEiedfeImvvfzHvHP9OjMTFYqFHHEcUyrkmJia4XnHRlbTDOj1b75Brzdgb2+PH/7c53nzrbcplsaYnJwkikIURUeVVfwgAVT63T0EOcQwJe4vvU++WGKsUsK0FKZPzfDMi58BU8dvNgk9HztX4Jd/+ZdZ2dzn53725/mjP/oT7i8v8/P/8c/zyRdfQA4FJsrTJMYSjz12mn/5tWU++fxFbt9bZWaySKmUY6ZcwJBd3vnW1+n3huy3e8i6QcEuUBoLGPS6WKVxMrYNikmvF6JoBmGcgCBhOTbPv/ACuzvb9LsddrY2KZdK2JbKL/yt/4hXXnkFkpT7LWPRqNeJkI9N7arVKp1Oh3J5jGw2y2OXLrO7t407GhEGAbfef59r166Rsaz0MwCtVut48/V9n0qlQqvVopx30DMOt9d2sR0L13XJZ7MoSgoif+utt1g8d5HF85dRVD1VHxJFRsMRkiwQxyG+7+K5Q0J3yLDXZtBp06rX6HZaKTspiHD9iMGoz9ALkBQDXdZTggZCGjhd9xDZAbKqEIYxg2GPTkdhrOgwOLQZjmOQVQ3EEYgS5fESspi2ZRYXFvCjGCOTJxZAkxWyToYwDIijmNFoROj5uIM+uq4iSwle4DPotKjGAr7v8pjxBLKqkGgJIgmCLCIeUY6TE95D3+dZ58cmaB6tD4P8HAW1o2zvo7CaH8UkOjrXyXJbEh7QZtOf+BCDmRBFD2e0R+8vCQK16gGj0QhBStkRlqmhKhJr69tsbqwxNlbmiatXuXXrFtNTE4RhyOXLF/F9n8EgYmV9Dcsy2NnaJApdzIxF1skTJiGiKNNoNBCQOLW4QK/To1qvUpmZwXYsNleXaTaqVMpjOI7Dd779OnOnFlFUg2w2y4svvshg5LKxvsnS6gq7u/s0Wz2y2TzZQp6RlzovypqcMmAshygcEiTgeX06vS7y/k5arueLdAYedAdksw6qAWcvWHzlG99i1O4SDXr83M/9TWqtLnOLC7gDD013EBUVpTzFv/ezf4PXrv+3vP7am1imwmhgIE9MEI1aXLi0wPzEGNnCONuNPivbVWoHXX5i8TyiJtPYqxHFImOTM5iWhSlr+GGEKESEQsRB7YC56Rlq+zLV/V0sXSOTMdje3ua551/k9/7F/0PWzrC6vkmxUKbV6ZJxnMNNNbWkUFWN8fFxvvb1P6NSGaN72LZYWFggkzGBOIWRHTSOoVgAnuchSRLNZhNN07i7vsra6uYx3tLQZaYmyszPz/LpT3+aTK5IEERIyiFg/dBnPQg9iCMkMSYOPfZ3N2k3W6yvr9PtdJAPkRMDN0CUNDTTIEhEBm6HMIwIDpWSEARUPaWJpsLFPrIQYVkGiiTSa7fYHPXJ54rMHmabRsYiVyzQ7Xbx3PT/k8vnyRXKKLpFIkqpr5U7Yv9gh1r1gDAMKY+VmZqbJQiCFKsZRUSJmmqmBi6NZpVcoUgiCshJgiSmavqyLH/fB8qT62MTND8sQB6J9fy+AAAgAElEQVQ9Psogv1cr4QM90UeC5snHwkfM1k/S2j4ME5rN5jFUAy8M6HRarNy7R7e9xztvv4076JNEPp1WA0s3eOziRQRJZGt7A+KQT//QD/GVP/4jysUcpiYT+CNOLS6CEKMqOoOhi67r5PN57t27h23b6YCiUCIMQ2ZOLSLLIhnbojcYMDM/kyrWHCp7G3YO13WZPTWPZdkoqk6/79LrDej2UwZSIstYmRyTU3MoOhAFxL5Ht5NSGtutBqsrm8wsiOTzRSQBqlubbK5vcPrsGaIgJIki4jjEti0KM3OAwEGtztjkNM1GHcco8Oxnf5wv/e5j/Oo//Ed8+83rbG/vcnd5ixcW83zh089x+cw5ap0+9fomfhjyuZc+jWgVII5RFR9V1yEGyUizLUkSCH0P3x0xOz2BiEDgjSAM6LWaiFKWTn/An3z5n/HXv/AFvvnaa5iWQzFnU2/fotFI3Spd10WWZUzTZHV1lYnxAr12h0a9zunTp5mZnGLUH+ANR9i5PEEQkMul3uXdbpd+v5/qb+o6N+8scev2Xa488RyvfvttVElEl2XEIAXVt9td9EzuGPwtywrIEb4fHIu7DPodhMjHHQ3Y3dlie2uLTrePHwYMRi5RAr1+h87AI/AF/Dg63tQTRERRII7TIWgQe0iSAEJEq9XAVBIKWYOJiVlU3cAPY5BjdMPA0nQKxTLDfqr7SRzTHQ6RIwHDypCIErJuMFaZTCnAnQ6aZVIslbEsmzCK8LzDab+qo6gaAgGdVh3LdtDNzPFwMYqih+7jBzfi9wwLH8v1sQqaj5bjHwh0wsOCB3H0sLHao//+0azz4cHOh+M+j9k+SUySRIfPnSjbYyEVZogTbDtL5rTB6rLH008/jUjE1voKRCGqIlE92EOSJBbm5ykWi+i5EqfPnkGIPLqtJpahYlkpls8PwTQzGIbB6uoqrjvCMDQEWUCSFUrlcYKMxeTEGEQhCSmw/u6dZQ72aywsnua9996jWB7j7HiFYmmM+VOnaLV6KFoaLHb2dvGDiN1qlXavhyKnfOh81ibjTJIrS1S6HTrtFqKqYsqgyjKCLHDr+ltISYiRsfnSl75E1jb5yZ/6ad794z/lM5/9PLppsbu1w+TcKVxkoqTHY0/P8l/80i/yR3/yVX7rt38XVVG5t9IiZ0+yvLRDKAusrq9x8ROf4Oynn4FRTG1ji2I+x0G9SmU2l7KeMllcPyAOQtzhADH0aTWb3LxxHX8w4ObBPqcunmN5ZZULlx/ja994lec++TS7a8vcff/GsTOkrusUi8XDnuYATTu0M148xfnz57Ftm263e3ysGUUUi0UUJVVbr1ar5HI5LMtKaZKtDn//H/wqv/Y//2/IkoooRJAE+KMB21tbTE7PYOeLZEsQhhGimCCRKgYJSGkLKI7Y3d1m9f59Dnb2UwvniNSMLYroDYYkopIOi0jdLpPDAYuAQJIIeO4hikQSU61NOSJj58jlHSYnJ47FOTK5PMgSkiLjRyFBHCOrCo6iIIoSoyAkjCVkVcfMqIwGPYwkIZO12T844O79e8z7AYsL57CsLKI4Io48wkM1rGGnTYhE3i+RS0JARJYVNE07No47Tma+jzPPj80g6FuvvvIBDGaSJCRBOrF+0G9My5I4CUli4Rh6lB4fQXyYIQoxAg/Lb31Y2f9hw6CTn4E4TB9H4aGIQtrbjAKflEsc0GzV8LwRG+vLjFoHxHHMzv4W4+MVfC/m1OJZLMtm9tR5PG9Iv9skiQMatSrj5QpnT59lbHaS/qiPKMp0W200TUfX9TRoyzqaqiILIv1eh16nSbNepdmocfHiZRTBZG1tmdWVe5w7f5ogidEzFqpusnj+CmYmy6A75KBaQ1YV2p0GgpAgCzHFfI4kgYxp0WrXMXUZx7GQLJPWQR3LzCDKCoEf4YUR9VoD286iKzpBEGBYdqqCbmW4c+cOp0+fJpBMgtEIQxVxhyNeffVVfvUf/neMvJD/5K/9GNcuXeD9O3cpTUzzU1/897EnxsEyIYrAGxH4IwQhOQx2MqpqkMQJQ98jOswsk9hHEhKG/QFbG+t85+3rjI+P4w76xFFIFLrk7Qyba2s0Bm3Onj1NqVRif/8AU9PZ2trCdz0GoyHDoYum6giCxGDQ46XPvECpVGB2bpo4SkvyZqebMqeCKHX17PX4+rfe53f/4F+j6DbnLlxmY20VR4uZn61QzmmcOXOGK9c+wZmLV0BUkWUZRZLwhy6DXgpR63VbtJoHvPnWdzAsk2eff4mvv/otWs0OL7/8dayMA0iMPC/1IyLG90MERBRFIYoSRNIhl5uk7q1CFGHICRlVZLzsMDdT4dziPFNTU8zMzFEaq6DqGoqiEpMmIVGc6nxqmnHYglBSZ8ooQiJlrTUajWPb3/HxcTzPO8RnCrS6HVwvRBBVokTEsgqMTc6i6RaybiCrOoqmosggiwIiCRwKoHxcAqgga99PgyDhQ8vzw5cQBPEhmtlRef29wv3J8v5kqQ0f5LSfFIB9tMwPgiC9EaOI4FDbkDjm4KDK9tYauqHQ63VYW16BaMjMzAzD4Sj1BlJ0Qt9j8dIVRAUsI4OhJjjZDNmcjRCJdPoDmrfv0Oq0U+GF2QUiBIZuiGnZGKZFr9MlCAJMQ8O0c5RKJTY21mj3+kRRi/JUgUanQJjIPPeTP4Vb77C8us6Nd94iEWQMw0LXTGynTLEwT7fXRpFk9rZ3EEWZbXcXRRbpyDAcDvFdD2/kkiQJ7U4Px8kRizKO40AYIajCIZRJwsoV8EdDrly9SuSHmKYNToZk1EeTJT717CcplwqIksLZq4/zK//Nf80v/tJ/Tqhr2BPjeICCgBhFREFw+DsT0A2DKIxp1OukorgJzWaTfNbBMnN0W22KJYtmq8O1J55idXUZQZbIOhlsy+SlT7/A//Br/z2QCjsvLa2kU+YotSW2xk1u3bmdihMPRoDI4uIiqqpimiZra2v0eynfPV8qI0kSumExGAy4desW337jNU4vzpMvTXHn7hLuaEA0cMlnNK5eepJTp06h6+nmYmdT2qEqywx7XWQ5FfcNQ58wDBkrV7h+4yb3l36bn/jJn+Rrr7zCc598ipu37iHLIrpmEfghYpyQBHE6RBp5CIKALGv4vp/KuCEgCDGapJIxdcaKBQw9VTCKooRqvUYYg26mJAVRFFEUDSvjIMsygpBaeCTJA2pnGIEoq6i6SYyLpEAYixhWlsgPkEQBVdEQRAUnm0eUdQbDdKgniiKqoaFIwmFyI5MIyaGBxoe7KHzc18ckaH6wPD/+UxSORTLS0jydbCdx+qV/t3VyMv7hsKPvDqA/Cs6iKBJHaWANPA/XHTEc9un3WsiKxFvf+Tabm5tUyiXOLMwcy44tLCzguQG1Wo16/YCD2h7j42VyuRy1WpUoSsjl8ykdMAq4ePEisqww8EI03SROxHSANPIxrZSd4nsj2p0OQRyhmhl838MLu5yZmsfzPO7fWeFf//PfwcqUMK0sT1y9xEGjSa87IA4G7O/0iRGxbQvRyqJoKWvmymNP0et36HWbiJIIUchYsQKiiCw1eP/2HQRR4s/+7GvMTM/x7EsvoSgKhdIA111mZnaOgqbT6XXJihIQI+kGg+o+hqoyXi7Rbrf5R//4H3Phyad5/d3r/J+/8yWQJOQEvCgi7HQQ45BGs0Yu52BZFpKkYJomS0tL7O9t8d577/HFL36Re3fvcv36daIoYnFxkZ2dHbwwYtjrsr29zbOffJp/8aXf5Ymnn8XJGhxU94iiiFwuh5ikVr/ddodMJkOr1aHX6zE/v0Cj0UCSYWtrg0IxRyFfSm1/+4NjkY0gCAiCgEuXz1Jv9mg390nigEI2S8HMc/n8OSYmJhifmKBUHkun23IXVVJxhYQgGDEc9Oj1OviHvkS16k0atSZ+GPA7v/1PuXLtKq+8/Aq2aSDLMiPXJxFCcpaGQkz2UCszSQQ2NjbQTYVQFFOPID9ARiCXLTFWLmJbKo9dvUZlfBJJkhiMhqiqxsjzUtM21yWMI7JO/vD6P7pXxEOVeR2ECNMCUdIIw5AgjJFkUHUT33UxDJto2MN1hxSL6bXa7/t4bgr2lyQJ00qHceJh+yut1JP/f33Vv1sl/Rd8z49F0PwwRtCDTDOlmT3KFjrqPX63dbJnqSjK8XMf9vpRNvpRfdUj+bej6aksCciKhKZJmKaOZRmYpkmj1aHT7+EOh5imyc72Cp1Why//yZ9y9uwMK50GC6dPUyyNMfQDDMtieWMNJUnotTtUpqbRrWxagikKimYhJiFhFBAHPrKkMFaZIPQ9cvkiopCwt3mXd956lzvvvcfFixc5f+ECnhdxb2mV2zebCJKIphooqkYiyIRxzKDXI2MXmTu1wP5elRvv36E/6FIZKzJ7/iL7q/dxg5ByuURhapp8ZQrTNHn2hZcwLJtmu4OiKGRsB0VRMC2bBNg/qKPKCtVqlf29XYrFInkny2/9r7/BL/zCL9CUZC5cvMTf/Xu/AqpGMBwhKypSDEYux6BZx3EcDMOgXq8DIoEfYRoGwWiIJML/8uu/Tqfb5dy5c5w7dwEkmWw2SyZj0pRFZmdnEWWFXKFIvliiUd9l0B9RKo4Rhik3XRAEXNelUqlw/foNzp45h+u69HodothncrKCYRiMjaVBLwgC8vk8np9eAzMzM9y4v8T2zj6zc+fJ5UrcuXkDPVYJAx9dM+l2+ziFGM0wUSUZQUjwRi57O9u0Ww2G3RatRpOlpSUyVo7JyUlanTZZ22TU7fL5z32WWqNOt9tPKaC5PKquAqlk4GCQwssev7jIwcEBPTfADwUETWd8rMTEeJEzZ04zVsphGhn8MMRQFEqlMgAF9YGPkR9GtDtN8rliiiMNE+I4QBASJFlFlBRkRcO0UqC/qqbTfUM3MFSD7jCtXILAo15PSRPuIMDzRwRhmPL2NR1BURBECUGUiOOP9t76OK+PRdA8WidhRR/12nFATU5gNo+n3cnxzpL+Ih4MjcLwYcrlo73co8B5NOk76mmGoU8cx6mupSShiQq9XhdRhDjykKWEH/mRH0ZCotfr0Wo3GPQ7OJlFhsMhgefz4osvIosKe7v36Q99bt+6y5mLIucvXEJQNM6dP0/s+miqys7uPnbeZ2JyGtOy2Ns/wM6Y2HaGJEkYDodYuskgiuj0+gx7XfJmgYnLFdQwYH9/kxvDBtVqlTgRiKPT2LZNbtrBjwOiOOTC5WusLC9zUK/RaHYYjTzmFxYpzM1x61uv8sqXX+alz38GwpDt3R3iuI2RsXBFATVnM3IjSuWxQy62Q28wQPJDvMBnZm6edn0f28lQKl1BkiTeefttNFnh+rvX+dv/6S/yoz/6o7RqLSqqhWIYIAqogkjijrBsG8QMSeiTJAm2ncFzA5bu3ycRBc6cOcNP//RfY2Nz87CvFlCtVsnaBnfvrqcsrNDD0BUMy0I3TS5dfJyV5ftATKNRJw4TWq0GlUqFb7z2KuVymZ2dHaIoYWJinHw+nzKNVIl6vY7neQiykpbXqohlWbTbbZZXV/g7f/fv88/++e8RhSKFUomyrXD+7BkKhQKl8jiiJKNpGgC9Xg9NlQmCgN3dXfa3N9jZ2CCOErrdPqXyBI8//jjNxh6j0QjbttA0hWQiwczYlEqlw+zyAUHDtm1GoxE7OzspdCyMKBdKiILMoN9nrJRH11UEScILIhQNvCDlzYeDwTH2VFJSM75mq04UJtiHzpRBEDA8bAMc3SOynNImU3X6HqIoMBwOcd1h2vf1Rniuy0G1SYLE2OQMmYxDIkhYVgZR0x5WRfq3uU6+34fEmT/P+tgEzUd7msfPiyLJoZJ1+kUf0SBThZXkEGiZZowicXw4NEpi4uhB5vhoIH4oAPMwAP7ksUeBdHQI64m9EElM2N3Z5O69G4T+iM9+9of58ldfZml5lcWzi8xOT7G5vY03GvHsM5/k93//D5idmubc5fMYmYSJyRlMM4Pnxoj+CMURSQSFZmfAxMws/X6XRrNKrb6HLMu0610cY4Zev59aeGgypq4hCSKSAN1BB8+NiGWV02cvsb21wczsYmry5sETTz3FQb2GmEC/N2R1bR0knemJMXb3q5y7cAHfD2lsbHD2wkXcwOfWe7e4dOUKnptuIrKks7G5eWyxMdJ9crkcfdcjjAQanS6e5xFGMVF/gGEJfO0b3+bzn/88AQr/+2/+E55/4XmyGRtZEDEMDS92kcIHv/vRYECrccDM4jxRFFGZnKTX6dFut3nu+Rfo9ds0m01K5RK5nEO31eb+7VtomoamC8hCgKyqzM3Nsra2xpUrV2jW99nZcHEyaXDZ3NyiVMgThmkbYGpqiq2tHQI/RFUl4jhmYWEBWZYpFgsMBy6+n26cjUYDQZSp1WrEccwnnv0hfuUf/BqW7WDqFqYq4Yceghzj5HPHsnthGCOKYBoa+9tb2JbNmYUzaIJAKZfj3p3biLJCHI3odBpkMg7nz1+kMjGBmbFSXLCcZpe9ZjqQGgx7LC2t0O12ME2T8UoZK5vDMh1MK4tp2KiqjpExSJII08oy8nw8b4QoiwhReo17oxGCIJDJZIiiiGw2j+d5tJodWq3WYSsszRSPWFWiKNLvpkyxI0ZRGPpkcxlUSUZRVGwrR+lsntWNTba31ugPXabnFtFm5pESKWUOKQ+Snr/UOpkAfa8g/Fcw+P5YBc1HWTwPgtqDYc7DGecDlZjvBjX6sMz1UQbRyfc/gheFYUgUeMfqLYZh0Bt1MA2d559/nvGJHINeiz/8w3/Fwvxp/uZ/+PNYjs233niNrGOSy5i8++672KbF5OQkd+4us7h4hiCIOLV4joODA+I4QARKlTEs0+bGzetkszaqKtPvdQj8mHJxnIODfXK5FIdZr9UIwxBZURAkSCwJN4goTE/jdvpUZi+xtLTM41fOIY8OeOuttylPjCHIEpadJZsr0O4OUTSVyckKQ3eAN/LRdZMbN24wPz/P/fdv8+633kRRFOYWTrGztcNUeZzBYMCF0+dw/ZiR5yInIqIiEAfBcaneSQJu373PuYsXWVpZp3pQY/+gxmc/8xKXLl0ACaqNGrPlHGjicZPFsk2EpMDNd97hwoVztBoN8vki21u7qLrO5r19HDtDGKa/zygOOHN6AVkU+M4b3yB0PR67dpGbN99nenaGjfVVxsbGGPZHLC6e4datm8zOznLvzm3OnFlk4dQcb37nbfL5PKIgYRgW586dwbZtwtBnb2+P4SDFdU7NziGKIp1un0wmw9raGl99+RuMj0+wV2sgCgpCInP1hafJF/PopoFlWQ8NHgPfZXx8nG+9/k1s0+K96zdxh132drd4+plPYueyzM7MUypPpu0Gx0KWZfqjIYPBgF6vd5jRuaiazKVLl3AcG8PU0HWVMBKIRRHLzKLIJhEC7U4HVVVpd3vplDwKEVEQBY5ZUrGQELfj48pMllUytokkSfT7ffxRn2E/9VQyTfO4TXVwcMBBvUm73cbzRjz91JPMzs4iS1qKelAkCoUcMX3qB/v4AciSRtbJYzk2iZD2TCX4ywfOP+/6QQqaJ5GuR9PTJElIpAQQSOIjq4kj63o5zSpFMTV8FkAUZSIhISYkiUBMRJI4JZylgfPBxFyWJOJDONHhmyKJIlEUHp4dICGIQjw3QFEkLMvAMBR6/Q6rm+sIkk674+G6Ab3egN/6J7/J/eX7nD17luJYmWc+8RSKZfCJZ55if3eT2G3z2NlTzM6dZmXtPk4uj2Jm0C2DRm2T/SgknzNw/SHN5pC5hUVWV9aZntTo9QYc1BrouokgCChCjBR5xHGMmogoikygRgzpceb0HE7WpF7dYSgEhBHsH4y4fOUJgiBAVzXGSzKNvSrd3oC5uXm6oxaqLHLu3Gn2awfkygWG/QFziwvs7+8jiDLdXp+pqRncUUiEgKGZdJot6rUq58+fZ2trC88bUc7mGdTqbDW73H7/Fq7rcu38BRRBZBSDmnEYn5okCVLMYZIkyKoCoopomDz2qU/T2dtBUgz2D+opH7zb5tTpM+RyWTZWlol9j6EbUq812NxaZ352CtsyuP3+dWamJmnVD6hMz9IfjMhmbfar28RJSLPZYG5hjguXL7G9vZnaYdRbCCSYhkqv28Hz0uxWNwzOnD8HiUx/OEAQIoJoxEG9xhvffgtRlekN+mR0HaIYMY7oNtrIooznRhTKGpmMw97+PqoiQejTanYZ9VrYusxzn3qKN7/9OuPXLpPJZjAyFp3RkKKpImUsRN1BlmQc1SRj54njbTbXNpmamkg30FEqUu2OeqmWQaaIrKl43SGOI6MoEqoiEIUukqQQx6Q2wklEv9tnOOixtbWVsp1EsAyTQaOO6/oMXRdVM1OAv+dRrR2wsbGBrKbGbs1mm1wuR9Z2yOfz1Goh9XabSBCOdURnJhcoF8axVBNNrDIY1Bj06riBRyZycRwnFS8RRCRijrnoiZAKR3zUShLikwnlicfiv0lQPEGA+TeBXn6MguaH20ucJPY82tc8zkRPTNyPJ+UPnfPBezwqBHKyRD+y4o2CMM0yowhBBFVVEUVSVfRuA0lKHQmTKKRhWHzhC1/g9vvvk7VNfvZnvkit3uRTz7/A0vJ9ZmbmmBwrIYgJ9+7e5X/69f+Rqcl5pmcXmJs/hZnNpDCaYo6xsQp6RkMQZMbKk7RaHcbGKjSbTXJ2Bj9KsaiSJEEiEfsuQeAx8DwUUeLchXPsb+3w7vXrWBmDTDZDPpvDMCw0NYMsp5zo/iDdMGRJZ3xsDHc0JOvYuJ5Hv98D0rbExNQk9WaDkecSRQlFu8zm9jaOk+Obr38bdzhEluDChQusLN1nd3eX0aCHc+Uatm5iZzKUinleeOEFrr/3Hq7v4WTzJJJMp9NjYnqaJEo3vk6jjZNzIBEJ+j0yGQdJkXDGxrh/4wZFWSaRZNqHE29NyZLL2rz55ht4wxH71RBDV1lcXOT9mzexHYfhcMjk1EyqeLSxxrlz5zg42KNYLHLr1i263Ta13XrKpjIMDENLxaKnKmiaRi6Xo1qtYmfymKKFYUl4YXqdXLv2JMuNb+J7ITEC/X4PU7Y4c+Y0lmGmvcgoptvtoqkqw0GX0B3QqO7TbdVZuv0+Tz71OC+98Dy5YgHJsLDzBfwIzIyFqpjHFY6ISqeX6oF+6vkX2d7ZpNPvMRr0CAI/Vacv5RFEBVnSUTQRVZXpdbqMBn0AvCAmny+ytryCKILveTSbdWzbZuX+ElbOIWvbdFoNGo0W7W4PBInyxDSnF+dAVhl4AXsbWwiCwPjkBPV6nf1qjTiMUFWV2VPzHNQa7Fdvoikq3tWEUqGIocgoQozb77C1tkJufJpESlttSRLjZDIIknTocvnn63GKf/mE8S+8Phbg9qeefCL5zrde/wig+QPVo0cVj8LwUEwjPAKep1CQMPRJopg4OPQkj4PDfswD8Y2jUv/owjw5/CFOjwnDEM93ATiqHnRVxnMHDIf91PkvDFhbu8fu1ia6rpPLFbDsLKcWFymVSvT7PbJOhqW7d1i5f5fy2AR3797nxRdf4stf/Qpnz57mzJlF1td2yJfKqIrO+ESF3nDAcDjEcRxkMSaTsVLRClHC0FQiz6PfbeJ7I+qNFlevXmV7e/ewhxbieR6qqrJ49hK1epXt7S2e/tSn+Pbr3yTrFCmVxhCkdHg1OzvL+uYGlmXhhwEAsqikAwJZOexbuUzNzBz2BbepVCbRdZ16dZ8oitA1DcdJh1WB56OrKndu3SbvZBn5HoqWDiMk1SBMYi5fvox4SC8UFZl+v0+v16E8lqoW5WyHWq1KPpdDyVj06nViUUaVZMLAxXeH1A9qnJqf5Td+4zeQ4h6TlQr7ezucWVik2WxSGKvgZPPEgc/S0hLlcomdnZ3UvjdIAduV4vhxuen7LmEYYlo65XIZ3TAQFRlNtXB9j2Zrn3wxRxRKfPUrr/HG7U1UNSUgZLM2hYzO3/jiT3D61CS6VcCwHRRZRRRFXG9EMOqzu7nO1uoSo/6AyckK+VKRiclpRNNGMVKlpTByCUZRylkXJKIohDik1+vgJgLFXB7T1PF9nzDwiIMwxWFKGpKUKjF5owGKojDsD6jXa+zXm8zOzmPbNnHgU61Wqe7vks/ncRyHg2aHOPCZmZ4kjmP+8E/+lNW1LQzbIQ4iHn/iGradQVJElpeXuXjxPG7g0zhoMBy6adZuaJyanSMIPDzXZWp6nrmZWSqlPIHvU2+08BOF0uQshXKFwlgZx3HQNANN1R+6F//C6y+RaYqa+f0Jbn90fZDi+LDS0eGLx68fffFxnBxK8qeMItd1OVmeP3rek0B4kYeNr9JzpqDvna19Ws0ahqFRD312dzZYWJxB1WQqE2NMjc3x5a9+hbu37vD5H/txREmiN6ijZgqcufIUvU6HJ57+JK1el0984klqB7vcvnWTTnvAD3/us7z88ssMB7XUKVEQ6NTX8TwfJ5dOY2NBZKRpaHIabAp2EUlUWF5eRlI1XDedqp8+fZbbd+8QscqphSnqjT3WV26RLxjYlo2AhGVo1OpVGs0akOIPc9nsobGYnn5HhxqM+Xwey7IIw5BTp06RyTjcunWTbDbL/NQUSZLQrNUZDAbotoWcyXDh8cdRVZXRaMTk3CzD0ZAwiBkMBjSaTcrlMgkRg94AyzTpdyOGvT6yINJqNchms9y+c4cLFy4QJ5B1svS7XW7efJ/XX38NXVH5z37pb7O2uUXgdVENm63dfcIg5tTCHNmsw2g0wDIMpqYmaTQaZDKZdCOSZbrdLpHnI8vyca/wiPtfKpUQJEAUSRKBcrbM9EyFbr/DxvoedsbB1ExECRRdQSIkTnxWV+9TypucLk3SqNfQDQsn76AIMds7W7zz5re4cuEsHV0mVyygmjayaRMrJnYuNV+ThxGSDJ1GHUVRaLVaGIZBoZhDz5aQJCllYylpwI78w2tVlonjkEEYsNku2Y4AACAASURBVFdv0Gq1aLfb7O3tsXvQQBTTSX6pVKBcLrO0fI/l5WX6rkeAgqZI3F66x3Dg0nd9QkFifXsX30vYqr6MrErIiohpaly/9V56PQQp+cSxM8SJRLVaQ1NUMpZBHId0+x0UVcBSdez/j7r3jrLsLM98fzvvs08OlWNXdXd17pYAoUSQEBgMJjgQzNjAON419ngcFh6nmTvj8die5TG+FwfMGCNgsH25NghMMANCSCirJXVudXd1dVdOJ4d9dt73j++cUknIGDDmMt9ateqcU1Wn9qn6zvu97/u8z/Ok0yhaAiX0cBpVKnKIlTDQVXOH6tpXgP92A+c/lQR+J9D675GgKdZubvjzH//6sv1ZHnr0vICpKIoIfN6zYsKmaeJ5zgsi5Lt/dxAEO4ZsQmzY6wkW1Oh0OmSTJo1Gg2PHbiOMfCzLJIpdxiZnSJgm11eWOHbsGDffegu6rnP2/AWa7Rbjk9OMT0yRzaU5e/oUGVUil80yMTGG3e6QL2Q5+eRDZLIGnt8hjkM6dguimNnZI4SReA0tu0u1WmVqagrPbhFEkC2VKCgKrheQyeVZWlrB7rrc9JKbaVebXLl0mYRl9AaqOxSyw1iWwvrGMooU0u22kCVIJRN0ux2I4h1RCtfzMU0TRdF2lH1c10dVZaampigOlOh2u8RAy7EZGhklkELK9Rqh67FncgpUhY7TRTMNFE0cekEQ0HU6JJMJwtCn02mgKBKuK36vaZrUajWOHDnG5uYmmUyG6wsLZLNpRkZHufXW29je3uKdP/Yu3vCGN/DOn/7XvOKGo7zrne9ge22ZhJlke3ML3TTJ59Ksr6/vVBm5XI6VlRUmJyfxuw6Li4tMTk6yvLyIYRg7/PRYihgcHsY0U3Qdj67jUm82WF/b4vLleeIoIJsr0GjVqbcbRAO9/t5Whdm9IZlkis3yNrohU8xmkIhImCZtu41hGKQzOXKDw2hmCsVI0Gl3MXQdLZbZ2trCMDUSiYTIDqOIWJYI44gwiFBkBWRwuw6aZtCu1bE7LTqdDgMDA2LSI4rI5nNUalU2Njf5q7/+a2zbJo4CcrkcRw8fZH1zA9cP8SSNKPA5dGA/VirJysYmju+RzmaIIwnDMLASBr7vosoxKbOIbqh0uiGBL8SHB4oFZECVFQzDQJYhDH2xl3SDRCKBJClEREReh2bdY02C6ck5iGU0Q+m9TlBRni3Ve2pOO+ufUR0/J6h+m8/zPRU0++u5SPo/whSSnkXUd0Q8njdCtDv77M9f7g68u2Xm+pTAKIp2Mk3f9/F8j2KxSCYjeo/PXDiD63T5ylfvY3BwkEIhx9FDN3L5yjNYZgLQ2d7a4Ctf/hKdbps9e/Zw4vgRrGSacq3F06eeZHRkEE1TqNTKyIi+0erKPLqp0bVtPM9BURQShkkqlWJzc5Ou4zMcSoxOThJL0Gq2KebzIvjLCl3HwTSTtFodxicnqFarIEV07BqlUpGO3UJTLTQ1xPNtGus1glD0RzutJqPjEzSbDWRF+J5LkrZj+NX/u/RnVU1TodvtUCjlsW2bVCZDu20zNjFFvlgARSGTapDQDcIgIGslccMARdFQVGFaJwcB3U6LVisgjgJUQyebSQvygCx41aXSIJV6jaHREba2thgYKHLlyhVO3HILDz74IPfeey9WMkWlWuP4wcOcfuY8P3zXK3n3v3oHTrdDKpnENE22t7cZHhlkeXmZQwePcO2a6G+22x22trYYHBzE8zzGx8dRVZVyWWR445NjhL02TSqVQlZSRLFEIlFGUw2SCZl8ziKTM5CkQYh8Yfvr2GTTGba2KxAGuF2Hqu8zUCgyOFhiZGyUXKFIMlvASOXQzDS6kRCAmCTjtnwymRxrm2vIzSbpbI5MOodlpaBHdQyCgG7HJibCd23MhIbTFYSPBx54AM3QUTSNC2eeYXF5CUVTiSKhi6kbQtbt3IULTIyNkddNVrYrjIyP0GzWmZiY4sSJE2xXqiTSWSTfw7bbJBIJkgmDYjFPKpmkWi2zXW6SzxUZGR0imTDpdDp4bo9CrMjEgY9M3FM8ivD9gHa7jZlKY1o52s1Wr6c/iKTIRJKMGu8Chb6J9d1uMX7PBk34eoEN4HmBMtoBgnYDQt9IiOP5M5u7g2YfCFIkkQn5vSHgRqNBEHi0Wi3m5vaTy2fo2i5hGFIul1le32J0Ypbh4WGWFq4QE7K+NE+lvMmVyxd5/IlHyRcHeO0P/BCzs3twum1R/gMDgyPUqg1QdeGXnUiRyYoTW9d1HLtLHLqkUyaTk1OC++x6gEuz0SGTz2G7HslMHimGlbVVjg0N0W62aNZrpDMmzWYLQ09QrdY4cfzFzC+cZ3n5GkOD4zhhjGFa1CplZFVDQsF1HDLZpBjq3jlkngXLEokEYSxsi2VVw3a66KZBGMX4QUjseTQaDUilUXt9S9M0iSWI4hhN04Wgs2kCAYZuiufuZbWu6wqU39TIZrOsrW4wNjnKhdOnAfjD3/kdfuEXfpETJ27kQ3d/mI9+/K/4yn0P8NY3vJE/fN8f8fG7/5Js0uTGEydYXFwkmTKwLIvBwUF832d8fBzP8ymXyxw+fIT19TUajQZLS9cFg6mQJZ1Oi8F238f3Y3L5IlEc4PcM+VzXZ3R0gOGRAUbGhjl37hwyGmtrGwwWS4RhiCz1Wj5E2LaD3+2Qy6QEU2lgEElNoOoWsqLhuS5RFBDEoKgG2XwJI2khazJhGOMHMW4Yg+/1WGkSRCHV6ibVshDSkGSVlZU1bMdmuFRAkiSGx0aZmN6D4zhsbW1BFNNqN/AcF9MUth7JZJqW62IZOu1Wg3NnT3P4yDG2tzepXL7C9EiOiYkJhoeGsAwTwzAo5PLsGRmm3rIxTYtUKkUQBxQLOeI4pNVoUC6XkeIYrafYZBgGXbtBpV5B67awPAczkUcakwQDTpFRZRVJlojkZ8cLv249L0buBtrj78Ks/Pdk0Oyv3Znm1z++q8/5PMRcLJkgDoRP+a6ffz5Fsp+l9oGfOI6xu7Z4BlnGMC0URcjDmaZJq1khYarIkkw6n6FYLFIaHKHrOtTrDYbGxhkfH2dtbJiN1RW2tjdot9u87BWv4PKF8xQKebK5JJIUM1gaZatcJyQik0qTGh6i22NpqLJCFILdEm+SgcFBPv6xu3nZHXeSKwzgug5bjQZPnHqKV931WkCi2awzOTnJ2toKhqYRhzFd10bVNMrlCi968U08efIxdDPEMBUxVmOmGBktUK83UZEA0cPzHBfXc1F7smiaphFEMYmkRavVQtdVYSyHjCYbvYOoN84lK0JSTVaQe5qKSBJxFCErMu1WCykOkWWQ6B2CPYaXFMWYmo4b+NidFrqVIIx8PviBP2d6YpxPfOIT/NEf/RH79+/l3q/ez7ve9S4OHTrE3X/5YT7wp3/OL//Cz/HKl91MdWudVrtBFHvIcgLbdkilUmi6kGWrVmvs37+f7a1NkbV1uxQKoqe4sbHB0tISSBKJVJJiYagHKAZcu7bIU0+eJYoCHNem223ztfvvJ4oiisUigR9hmcYOdTcKfTqtFgOlAqGhki9kUc0kZjIHsoJqJFBVHUmS8F0Hx7ZxPA+kiHypiOO6pAyDKIrpdl3sdovQ9/Bsn0azRqdVw26LbO3K1UVCSUbVdC4tLCGpCoHrsbCwQBwFO3Ye2WyWZDrF6PAQkiRhO+JwXFtbw0oIlaNWq8Fb3vRmzl24yGjJZGZqhomJCXLZLIEv+t+B55HJ+YR9gNYJhB5BcQB5dIRzZ87SarUFoOi6gKhaisU8umlgeyHlzVXGx2ZJJCzCUEGOZOJIJSLa0eP8J9e3Mtz+HVjfI+j5i+KTjz387AP/SKa4+yOKIuhZUYRh2JPzj3akqzxPIOhBEOC53R6i3veXDnZOp91ZZj8DDX1vB133fYFCR7EYQdpamWd1aZHzz1xiz8wM41PTHDt+A44rstLS0CCWqePaLUxdxXMckgmDM2fOsLGxgSJHSHHMrTffxJUrVzBTabwgYHN9HTMhRpuazaYYaYoUnK7w9BmdGBGBMI5Rdb3HHpri5JNPk8+kOXr0qKBx1mpiZk8RZXC12gQiisU825tr5PIpWk3hMxO5OnP7D1NvlJFk4RcTxxLpdBbNTNJxuuLQ0FQURROOinFPTDZShNSZbuJHEbohBprDMAS/C5KCrAm+siRJRJ5DHImS3LKMnZaJ4zhEvQyfKGa7skUqZdFo1tjarnD//V/jLT/0VmZn9vFbv/5b/M7v/za/8mu/wr79B/Bdn0/89d/y2COPc/niKT7wgQ/w+7/7e9z5ytv573/we1y9fIZ0xmB8fJr1tU0sSwT8QkGolgdBgN91hPhyvS70K1stkskk6XSadDqNZojrH5uYQJZlrlydZ2uzTBzHbDTbpE0VOQo5d/EKbSfgrpe/jJmRAgMT4xw8cpiHv/oVxgeLBEjoVprC0AiSbGFZqR3go986gj7dN9rROBC9eG9nn3YdMWhuNxucO3OGdDLFxcvzrKys0Wy20cwkupVmq9bCcRwMNaaUtWjUaphWgqmpKQ4dOszg8DATE1P4PfWuSrXOpUuXOH36LJubm8LLvjjIxMQERw/uEUBgOk0ymSaRtHoCyDKqKiPFMkEQ4Tgejt2h3ihDFCAjoWhCF0AIhXRpNptExIyNjqBFEYur62zXHArDEwxP7CGdL5LO5Ej3lJngudbcYn37gfEbAUGSnvim0PP/LYKmeOgbB83dCjT9oBl4YgTphYKmzLOg025+ehiGSHGEbQsWRrNZJwgCqrUy1WoVVYnYv2+WiYkJMpkMnu/vjAZJkoSmQqfVJJdN4ztdZmemqVdrhGGAblh02k2y2QyPPvwgo+OTNJ0uSBq6avS6OBFWWvCLdc1iYEA4HzqODVFIt9OmWq0yOjlNq9t3SHR2MqSBgQE8z9vhR7tuyPHjR6lXyzQadZxuC9tuQxQyMjzN8vIyhqGAJHq4iqIyODAMiowfRBhGAkXT0XQL1UwiSeLNEkZgGAm8IEDTDHRdJ5bA9wLwu1ipNH4Yoxui9O62WshSTBi5SBK43Q5R4CPJMaqsiL9xtUoURbhul7bdoV5rc/DQMe6996tEIdx555188EMf5OkLp6jVatzxijvotrusL62h6/D+97+fX/vV9/IH/+33OH3qJE63hmlqbK5vkcvlBHrbowL290yr0SSKIq5fv06tVqNSqTA0NCSG3qtVwXBRVUqDwlNocXmJL3z+iwLNHh7n+tXLfN/3vZqP/M//h1A2KFgmP/Fjb6NYKjE+McLiwgXk2EE3LbKFMTLFERKpIqZp7rSZnnNghyFh6O8ceiAUmTzPw3EcNF2mVtnGszsEnsdn7vk0k3tmWV/f5Mtf/jJhLLNRaZLOFxgZGUGTItKWzvTkJI7nMjQ0xMTEJLlCgeHhUdH7VBSCMKZWq7G4uMzFixdZX19HVXQOHDjAQD5BJpNhZGyMZDKNpMgoqr7zvlFVFV01kCSFdrNBo1mh2azjdmyy+RypVApd11F1Hd/36XRtOu0WCU1lZXWdjUoLN4gZnpzhwOFjDA2NkUkJpaTd1eCz6//foPk9XZ7Ds6DQ8+/v7mHu7nPuvv184Gf3c/R56bsdLncCcijQQMuyME1d6CkWshw6dIi1tWWeuTLPmfPnWF1dZXBwkMOHD7Jnepq9e/dSr5XxwoBWu00YBDx96ozQVPQcqpU6N730xVy/do35hesMjIwxd+AIkayAL2iBkgS23abT6ZDOZkmmUnQclxiZVrtJo1LFdbucfOxxGu0OcwcOMDE9QRAEjI+P0+l0SKVSNJtNFEVhbu8M169eJ5lMYGgG1co2pmYKwYXAJmmpSBKEUUgYOEiodLvC4jedyVGv1MgXBwn72oeSGMEK6Hm/RCGqrBEFXq+PJxHEIluK44gw8npSYl00CZrtOlHg0e12KW+vMzE+RuR7LFy9SjZXIJlJU2/USGeyfO1rD1GvdZid2cfw8Cjv/9M/YWRsmD/7sw/w7h9/F+fPnOXVd91FNmnxX/7r7/Cuf/Wj/Mn7/5jPf+GzvORFx7l+zaVSq5HN50ml0yRTqZ090e9VV6tinCebzQESnY7N+vrGzhTG4uIiY2NjyLJMp9PB931uueUWNjY2xDhSELJ4fZUo1qjW2kReyPzVRVRFZ3Z6jGajSug1MFNpUrkSpmaKDL1XNfQnCfqCMiJICOHjOI4xDOM5+7lcLrO9uUF5Y519s7O8+93v5lOf+SzJZJK3ve1tnD1/keFag3MXn2Fpoc2+vTMcO3KEyR6AaJomQ0PDSIrwAfICX/yOWGJkZIRSaZDbb79dlPuXr/L000+ztdbm0KFDDAwNieuMJCRZvAYBDmrCgVKSyBcLGKZGHIf4XafnjdUBhFBINpslkbRIJS2Wry0QxyHELmEUsbm2iKkbGIqMIokUoj82+O2OCv1LCIJ8bwbNfq/yeRnn1/HTd/3IboR89+hRf/4rjp/1/QmCgDiMnvOcYRjuiLC6nodhGPi+z/Z2hbGxMeqNKtVqlctX5zl37gyKKnHj8ROcOHGCUqmALEmkMxkUM8HQ+HQPgY5x7S6GYWDbNjOhRxRHmJbF617/enHK60JA1kqYxKjUattUm8KvJgrh2vI8K2uryFHIQLHAU08/wnve8x4+/w//wPETh5jdu5+llVWSyaQoqUolFhYWaLVa7Nu3j/n5y6IcbdQwDJ3ADYhVhamJSVZWFlhZXuhR2WLR60olqNW2sKwE7WaZruMhEZHJFgiCkAgZzwvIloZQ5BjP7uLzLFEgiiJSCY12o0yIQmSDgkTg2qDI5NIJut2IjfUyy0vXcO0G3Y5NKiWuoVbeRtdVTEPnta/5Pq5dW+fhhx5idGyCf/PzP0e1XufDH/4I+XyR61fn+au/+jif+/Rn+JVf/AU+8qlP8bE//r95zWvuolzeYnRskqXlVUYGh8jlMzt7pV6v73j+zMzMsLq6CsDFixexbXuHIbRv3z6SSYt2u83y8rI4FFSFjY0NGo0Gg8PjHDp0iE995jOEapJYElqTa2trvPjYESLPJZtOoukGETqu44vsKQbP855jAbH7sO+bv/WByH4AVRQF27YZHx9HlyXuuecepBgKA0OYpsWTTz6BF0bccPwI7373j7O6vMzGxjqZbIp0Ok1xoEShUMD3A1zfx7JSVOvCaTOMECLXVop2WyDlR48eZc+ePSwtXGB5eZnNhx5iYmKKbD5HJpsXfuq6iWXpvQwenK6D63komnisfzh4noekKMJULgxIWUmKpUHanS6WlUALQxTVZHN1CU1RMRKipLcsq+dDpO+8X5+/dseIry/lv3Gc+XbW92Z53l8v0Nvsf+4zgfoBrx8Q++W5aFSL8tzutPB9l6CnVhNFzwbN/maNogjP8wDwXaeH7ILvu3iehx+4XLhwgZ/9P36C1eUlOp0OTzzxBJ7n8epXv5owDMnk8thRTLFYxHe9nUzCNE1RKte3sdtNXEfMYZqmyezcAaxkWlyj28V1u1hJjcuX50VGohpIsnjDlDfWefntL+MLX/gCN77opThBRBhLpFO5HeuBZrNJIpEgikSLQY4icrkcfuASej6VyjaSIBYRRy5EHvV6k8nJSWGe1XOqlOII07So1hpk8yUkRSWXHyRCpt7oEMli4F1XNcLQF+VqLku9XhfX0e4wODzC0rJwtzQ1GU2R6XRavTJwkX17Z/B9n2q1Sjabpd4QXOqxsTGW11ZZWlzmzle9Dgmd8ckJvvTAV/nYRz/OwcOHeMfb38p7f/mXGCwU8J0uAKWBAr//gT/lr/7sT7jjjjvY3NzGNC3sVplsNrnTs0yn01QqFVzXJZdKc/nyZVZWVuh0OnQ64hpkWRbgUC7HyMgImVxOIMAJE6frIUkSjz15itmZaf78Lz7O3NHjXLxynbQacsdLj/HSG45y66034bgtUCN0K00ikcdMlkgksqA8y35RFEVYqPTK9L43ldh/olRvtVqEYUi702Dp+gJnnnqSl99+O0+dfJKnz5xjYGCIUqnA/Pw81Uadt73tHb09HDFQKBKhEkQi+ERRTCKZJAwF59/3fTLZfO93yjtCHrKkClCots7W1hZLKysEQUQqk2b/3EGy2SyZXAFV1TEMEzkG3/dotxpUa1tUtzZJJBJC+FmW8UOx51VdwzRNEqrJRnmd9c016rUmMRqmkUZSDEoTexkfH6dUKgkH1V5CI9Y3KLG/lUD4vO+VNPN/455mf71AX7P/OY7j5/Q0d2eRu4NmEAR07Ta23SbwvF5Q9YkC0dPa7TwpPFdCFAkREHSdRqNGMplkeWVRSHLV1iEMGBgeIYwiHD9gZnYfjis299DoSO/NINNqtcjn8yQSCTq2ELglDoj8LpoUkkkn2e4pFhXyQz2LB51yZV1kyJKwKCByqVQq3HDiBI89+gSFUonB4Rla3YBk2sLrNgV7qKdo0y8/S6USq0tXdoAy33VRVYXx0THW1tZw7SqO3SWTyeH7IZZlsr6xQqmUw+3YtO0Ohp5ANUwSVlIEzGYDXbcYn9rL9vYmUhyTy2SolitIckw2lSaRSnL+wjPcceerWV5bxXVdyhtrKDI0qjUyuSKJRIJMvgCyju0JmTlDNWg1mzz48NdYX1+jWm+QTKZ59V2vY7NcoeX5TExO86lPfRq3a/MHv/e7/Np7f5FKeYN/+/O/xIfv/hAHDuznl/7zf+T//dCH2Lf3KLpmsLF2hUI+jWmaOI6YgU2lUlQqFbZW19ne3ubqVWGFsby8jOd5jI2NCfUgXRcWJHv20Gq1uPe+rxD4EYVCgasra7zs5S9H0xP88QfvJpXNYXoNfvQHXs3k1BA33XQzqDqZ/BCyroOsYKVSKLKJLKvPqZx22630NVz7QbXdbhNFEe12G91QeOhr99NtNUkYBp/6u0/yyle9WvgHeQ5dp8PExAT5rHDB7PcsV9e3aTTbwnojnSGTy7G1VaZarxEEAZlsvgcgakxOTpJOpynkSyLDC9pUKhU2trZwXR8v8JmZ3ScSEsdjbGyCZDJFKpkhCjz8wKFZr7G9sSJGzeKYZE/btN1ugyxhWSlSiTxdp4Xnd4RLqGLQdSJcJ6KFzuDgoDCES6WE/F8PlJOk52aT/5xA+ZwvfZNB83uzPN+9+i/yGwT3/ubb3ceUJAl6Skn9vgtqn7Pu7QTY/lJVIQ7bzzCazSa2bQORMDiTYxzH4er8PKHn8uSp0+zfd4ChkVFh1ZpIYBoGlc01fD8klUrheR6urhMHAcQxkirGgArFAeLQwXcd0skEEGOogi538vGLhKFPsZhndHSUVMrC7dpMjqc5d+YSR4+9iFqjTSwZWFYKPwh2UOF0Or1zgPSFbpPJJK1WiyiKME3ByihXxVyfqqrIikQUBWiaoNh5vYNFNxKEjRZtt4UZeqQSJqWBIslkkqWVVZYW5jENDUNTaZTX0WShkZkwxUDz5MQYT586ydDQEJXtDaykidsVA/CpVJql5VWKgyMoRgJJM4TrohFz9eoVjh49ShSFvPEtb+aJx5+i3qhy6ZkL3PzKV/E//uIvWF1e42Mf+wg/8VM/yf6ZaU6efJxf/fe/yL333sv73vc+HvrCF3nDG97IwtUlGu0aExMTuI7oE1uWRRRFLC8voqsC2XW9Lrl8hq3NMrKsks6mCKKYZquDXlIYHB5iYGBAWFwcPsz62ib5fB4tleHChQt87ZEz3PyyW2g2uqw+cwrPbROFBcHKUWOsvErKygqwLPafs28lSdqRReuDkn39gP7/UVcVXDfA0FTK2xvMTE+xub5OZXubn/3Zn6XRtvH9kEIhRzqTxHdFdVRrNKiuNrGSac6fv0gUibG6UqmEaVlMTEygGTrz8/Msr6wxPDxMpVJjY2ODfXvniCOJRMJCDrtUK3W6XTE2JEsqCUM4e0qK1tMLleh2Wui6sCeBiPXlJVpeRxxWXQ9V1ykUCniBTyKRJAoiWq0WshIKaqtiUMhb+B5cr1Rxux0atYpgNmWz6LpBDCj/nDbld4BZ9L0RNCVe+MW8QMB8Trm+iwlE77SOJGnnI5ZlYlXB70b9HxBZZRAThD6K+izHNQhEWd8XkMhl0mJ8yDIpl8usri6zuLjI/rnDSFFEvVYjjIR4AQsLzB3Yx9Fjx/BDbceuoe+RHUQ+mUyGlAJhKNF1fRRJRtMTLFy+wPK1eTYrdcYnJ1ldWefmm29maHQE3w/pOF3CKCJtpCkMj9Ho+ihmGklVIQZVknE8n1iSxXC6Iv6luinsIvxAQtUS6EYSRRVMJ01VMSUJNZJpt+p0nTa6abC+VcM0VVKWxbXraxRyeSaGi1x65jyBbWI3E6RLIwSL6xQSFroKGytXqVXKvOglL6Zcr6KbOpqVZiCbpxBGdF2XyelZjB5bJEKlUq0zvncOH7A7IjPqdDo88ejXkFWFdlsI4KZTGSYmpvjw3Xfz1re/g+31Nf7Dr/8qpmnxH3/rt/ihH3wbqVSKv/3MP3DTwSHe+6u/zL/+8Z9he6tGdaPB6to1DhzdTzFbYHV5hXQmR61aptNqEPs+jXaDwI+RZYliKcPGxjpIOvPX1kikNKamR0GOub58lViCcrnC/JUFJiamyOeLPPWl+5g9PMvNtx3l2rVraBiMDRaI5QBLN4iDEDNlYqQThIrUA9PknX0sScrO/CqxCnFETEgQhUiyBH6A123jdNrEhFS2xQREJpMh8DwOHjxErVaj02pz8OBBoUblB7RaLdY3Nzl97hmurWygW2ne8vrXk0omyGazVCrbbK6v86UvfpHZ2VkOHZjDMDO4rstnLn6Oru1hJFKsbWyTTCaZmRhjeVXoEwwPCwWoTqdDpVIhDMX8ciIhEPZ6zSGRSKBpGgNDY7TaDYGumyK79v0QRRbi2ZLqk04adBwxy4mhohsSpqoygoXngxLHeF0HR7fQEhGKqiLFQhxSluXnyqDtjhn/2PoOVNbfG0HzW1jPB4Pg8grdgwAAIABJREFU6ymTu+/vftzrle1RFO1QA/s90L6HUD8D29raotPp7Ix/zMzMMDAwwPDoEFubG4yPj/PYww8xPTnJQ48+RBD5yIpCp+uwb98+6vU6+XyeXC6HJAk/mlQqRdu2sbtt2o06cehRrVbZ2tri4OEjRLFMGHgMDw/jhzHpTI4gjui2O0iyimWphLHUM10DXZHwPJFZ6rpgdziOs9NmSCaTKHG4A4qpqordbWOaApGNXBfdsESfKwyQw5iMlWR1eQUpCol8h7XVFSpb23S7LnMDo3Q6HQ4cOkTsB1xbuEIsa4xPzXDh4hWGxkZZXFlhfDKJrBpkMlkUzcMwTbarNRLJLKqikUqmhbFZs0m73SYIAj7/+c9z9tST/O7v/1f+xwc/xBvf+AauzF9GkmR+/Tfey8FDR7j3vof44J//Ofc/8CC/+qu/xrmzF/hv7/sAf/gH/5mH7/8k6+ubfPF/fY59s/v59GfO8Lo3vA637bHR2cSyUmxvrBP1GE2BoogA5Ts7fcV8scileaH8YybFm7Mv3lGt1HEch5tuuomlpRWmp6e5urjC69/6ZhIbG9z/wFmKGYvR8Sy5TJpsIYthmvi+KzjXsk4cQxSIIA0xQeCJOdZeO0eSJKI4JgiEuld/vyeTSc5fOEu1XOHqwmUOHDjAI488wt69ezlx4gbm5uaYv7JAtpChUatz7do1Gi0xp7m2ukqj7WDX68zsmWBubo7NzU2Gh4c5fPgw58+f5+RTp9gzs5/p6emeLuoKly9fJpvJ43kezXqF48ePs7qyxPzCVXK5HPuSM1iJBJWq8JCXZVkIGkdCWcw0TWr1Cqqq9sSY+95CKmEIhmEQ91hCsibhuL4YgpddzIRGMpkkEavIqkEUKztz0rIsIynfJcHif2T9k0FTkiQTeAAwet//t3Ec/0dJkvYAfwMUgKeAH4vj2JMkyQA+CrwIqABvi+P4+nfqgp8fLPuPPT9Q7paZeiHVFN/3n/McjuM8ZxTFsiwxHpEQKPr169fpdDp89WtfIZ8V2oPnzp2j1W7w27/9nzCtBGQylK9e58KFCxiGQXlrk+sLVxkfHyeOY/L5IoomkzQNIs/A6fokkykOHjnK6uoq589d5B3vfCeSqhA6AXYPYR0am6C8tYnjeD0zM603piKkwXRD9DH7mbLrupim4K077Sa6bgqAybLwfBVdN4WFgmzixyoZI0W3XcM0DGqVMlbSRElILC1eY3JsFF3XyefzdG0HNWkwMJyn3bY5fOwEly+eR0sYTOeLuL7P8FAB08rQanUwjAT5QolOp0MhXxTD7HaHZDKJ4zjkMmlUWeKBr97H8OAAjclJPvPpz/LmN7+ZVCrFVqWM53l87vP38JWv3Eu+NEE2m+Huu++m1eowv3Cdc2ce5amnnoYoQRQ2uXjxHDe/9ARWcow9x47xv/7uUySTCWZmxYB2eXsT3/Mgilhf22R7c4tmp8Hi0hK1hk2r7RBEMlnZYGpykG63S6VcI5cr8Mwzl/jKvV/lxhtfzOOPP0p+cJi//Mhf87JXvoJSPkHsOowOz3Di+HEymQyaZQLiINQMA1lSkWSVviZqGIaEgYeiaMRxgFAlfHZeM+qBQLVylcHBQQaKJWI8arUKb37LGzl58iRLS4uUy9soikq9WgMgkbA4c/YCsaxw+OABLl6+iqrELC8vs7y8jGmabG5uoqoqqUyGW257WS+ox6RSKQYGBmjZHaIowrIslrc3qD/cImUliIIAPwwoFfPCxTIUvlWapqHrOrqu71CQhTRiG9u26fvYl0oFVFUATN1OB0lRKJYKJFMynhuBpO1gDBIRuqIi6wkkWUOOn1tpfgeCybf1Y99MpukCd8Zx3JYkSQMelCTpC8AvAe+L4/hvJEn6APATwJ/1PtfiON4rSdLbgd8H3vYtXdXzS/VdtMl/jBLZHznqo+Gqqu4a4WDntqIohL0g2mcR7e4D+r5PHMc0m82eeMOWCDaex/LyMplMivMXzqJJYJoGG6sr1GoVKgtVKpUKTqvL0tIShmEwNzfH6OAASUNwrVVFIg4DwjhA02WaDaeHQKsEYcz81et89b4HePX3fz9eFJM3TcIIrszPk81kCKKQibEp1ldW8XrgSRwFqKpottu23VOXEa/Z8zwkSca2uySTFq7rE0cSqqILvnHQJJ3KEgQ+rt0hl0pQDwNSRoLLVy4xNzdHPp+nODhEu+sRRCFJXafRaDA0PE4URRw4egML85ex0kUku40mq+D7TAyP0unarC0tE8Yxk3v2sLG6RiKhM//MeSYnJzn95CmOHz/O1NgwGxsbvPGNb2Rru8Lly5c5deoUqqHTbjfJ5nPEccSFs0+yXa7y8EMPcM+nP8vP/dt/xy233cqv/8Zv8qX7HmNwMM3ESIa///ynOXbkKB/6g//OT/z8e/ncp/6aq/MLdFpNDF0lDnw0VebAgYPsmZik3mkwNT3DE6cv4kVbyJLCwECa1dVV0om9DEwO0Wq1mZqaEmIeuoTTtcmNTPL4Y49if+7LGIrM/kN7uO22l2AaFqWRSXTLIogFaUJVI1RNRtFU4sgTBAu5P+7W03vtUQdjKcK220hhSHl7E69rYyVNNE0nImZxeYmLz1xm7969bGxtAnDs2HHOnz3Lfffdx+T0NMXBAbLZPGfOnufwwb3kM1kKuTxWKsnc3AFGx8cxrWRP9UgilysAEIQxzWaLaqOOpoqE4eTZJ1lZWeHKwhX2z+4liiLOnz9PKpWiNDBEoVDYwQj6IFscx3TtNsmkECKp1Srkcjms3v0wDEmkLLqOS7cbkkgmkOSQSAJZU4g7Lo7v47ghsupiJlMoho6lPzum9ZyK85sNgN+Buc1/MmjGIrS3e3e13kcM3An8aO/xjwD/JyJovql3G+BvgT+WJEmKvwsw/XNAIHhOxqmqKrEaogSCmtVHK/vMi76gQBwLWTRZlnfoa64r0OtWq8Xk9F6O//APUd7cgihgdXmF//nRj2AYBqZpUswXGRkeJI5jrl+7yite8QoGBgZ49NFHiSJIZxL4UoyixGRSFkvzC7hdh5X1Dd74gz/CxMQE9UaLVNIiDEJc12V2ZppapSpGeiplytUKU1NTBH4kRHbjgE5HiM4mEokdvUVBIY16IJmCqio7B0sYxMIOIZemVdmkXt2iWY6YmJ5ifGKSVtehMDRCp9NFUgxm98+yvl3BMDRKAyXKlS0UWWQXkxPTXLxwlv0ze2jUq7Q6LivL14njmEyvPXHpTB3btklnkkxNjvPYY48QRRHPXDzP5uYmd955Jw8++gSTU3vwPI9bbrmNuUMHuf/++1A1Q8xW+jFXr17l7//+7/H9gPXNDfbMzDI/P8+dr/1+Hn/sAcqNLhcuXsPphrzs9js5+/gjSJJCp9PBcVwkIgrZDHZbDFyvrKxw+txpbD9kaXmDcsUmDiNsu0qxYNJud1haWiaVStFqtbj55pvpdDo0Gg1qzQ4SMo7tohgBN95wkGPHjmBqCcxkjlCKkSVlx6FRUVRURaVffEtIxHFEHPedGeOdPWlZFt1Wi7GxMcqbG6iajBTD0MgYQSRz/fp1Hn70CW644QY+/vGP8/l/+BIvueE4pVKJIAhYWlqhWHKY27+XjY01DEVmfGKUfK6Ipmm4rk86q5EvCH3OKBAByEwYpNMZSkOD2B1BMT108CDjwyNcfuYiUhQTxAFOxyEMQyYmpxkYGCAIAlZXV8lkMjiOSAYMXWV1VYhbJ5NJkPp+XRGKIqHpCVRNR5J1MRxv6TsiMVbCIAy7dLpdvLBLOoJkJoMfeKBoOwnQd6JH+a2ub6o5IEmSIknSKWAL+BJwFajHcdyHn1eAsd7tMWAZoPf1BlB8gef8aUmSTkqSdHJ7u/xtXfzz+5bPL80VRXnO59410RfneL7lRb/v1z/F4jimUCgwNjbGbbfdxnve8x5iL2B1aRFdllDimMNzc7idNutrK+RzGarVCpIEmqZy6NBBtre3qFTK7N+/j6QlRl7sVhPX6/bwK4nV1XVe8/0/wNTMPrwQkumM6L0GPpoUU93aQIoD7HaDM2dP91BvDd1MEEsik+mP0ti2vfPR7XaJQnYygE7HFiW7I2iXhiZz/vRJpMglbWm0O3UWl5Yo12tM7T+IkSpg5Qew8kPYAWTzRVqNJp12k1Ihj6bKRL3DJpvO4ncdLl84z/LCBbrNLZq1Tcrri9S21zn91CPkMwnW1lZ5/PHHuHp1nkOHDrKxsU4UhVy+fAnfcSmVSpRKAwwMDNJq2szsmWNu/xH27p2jXqty9OhhgsDjVa+6g9/8zd8kjmM+8Xef5JWv+T58VFpORKsLp85eZu7gYR47+Rgvf/ntTE/PcMstt3Dk8DHW1jZ2/ueTk5MkEgnWNtYxTIsggnqzgaYpjI+Po2kas7OzqKrKK1/5SkHPDXyCwGdlZYVcroAqqaSTCfbv20OsyqhGkkQqh6ol0bUEqiSxw5CKg12oeb9aenYfBoG302fvs4WKxSLtdhvXdclmCqRTGV7y4puZmzvIZz/7eQ4ePEouV+DxRx9je3OL+77yIDffcgueF2DbNrffejOvfe1rGBseIZPJMDg4KMzjfMEXb7ftnV5/X/UfIJfLkclkSCo6hqxyYO8+ZvfMkMtk0TQBeNbrdTyv1zZKpdjY2MC27V75L6PrOs1mc8c2pv/6+uW8ZVkioZFlFEVkkX4o5qWz2SzZbBZT13Fcm2azgdt1dq51Z/Twu7y+qaAZx3EYx/EJYBy4CTj4Qt/W+/xC+e/XvbI4jj8Yx/GL4zh+8cBA6Zu93q9bu7PKFwqeuwPm7oCq6/qOPmT/cdd1dwAUSZJwXZeFhQWeeeYZHnroIR599FGcbhclhjgMMBSNZrXCvj2z/OiPvI2Xvvgl3H7rrfiui6YouN0uS9evs7G2xuK1a2ysruHYNtlcmtDz2NoSpf+BuUP4sURyaBRZE4DOYLFENpOilMuSTZm4Tpv3//H/xezsrFA8j2MkRcMPY9rt9rNsnFQKEDS8PvNFkTWhc+j1B+5FT6nZEB7tshSRz2fIZFIYlsGeffsJ0DDTBUI0VMMimcnjeL7wlLlymc31NVRVFhlXrUapkGdtZZmpsVE6zSpnTz3FYDFDytRZWZxnanyY5euX2Tu7h4NzB3jly1/B9YVrTE1McuvNt1AqFMnlciwuLnLp0iXyuSKdTpdP/t1n6bQ9atUON9xwA4VCgVtvvZXr16/z+te/nje96U28/e1v500/+IO0uw5gMn91BVVN8e9/7TeICLl8+TIXL17EsixWV1eZmZkRg+Itu+cvnmZ2dpZarUGj1WRsbIxisbhDdtjc3OTJJ59E13WGhgYZGRnp7ReH4cEhdFVjZGgIXdeIkVEMizBWMBNpJEWMD8kKRHEA0rO03efuT/FYv0IIgmBHJs/zPJrNJo888ghxLDE4OEocS0QRDJRGeOrJU2xtVjh48CAHDx7kphffyIULF7jrrrvYu3dGsIYKBQqFHGZC9C4bjcaOBJ9t21SrVTY2NnZ6+2EY0mg0aDQalPIFCtkciiRjaDpDA4MEYcjW9rYQ+6hUaDabjIyMMDw8LMz+dJ3NzU2SySTtdnvno1wuiyDae98qqo6umchST7hEEUCu49i9/RqiaYJZ1P+79BOeXhz5tmPHt7u+JfQ8juO6JElfBW4GcpIkqb1schxY633bCjABrEiSpAJZoPptX+EL9CB2MsEXsObtf11RFKRQIo4DFEVFllVQVCQUJFlFjiWisOePHoW9khykKMJ27F6pbhIEDpIk+p2u1yWTyTBQyO+AGVP5vYxPToiNYztY6TRHX/QiVFmmUCigGAaNZpNSqYRsGkihj9tpgdtl8fJlDh26kRMvOkq9sU1zdZ4wiDBTGfwwQlINYkWmU77C5z95Dz/wmh/AMovIpkoqZ1AvN5BR0FUF21dQzTyu3SWhylQ7NQw1xI89PNfGcWISqorsG2g6SImIopnE2TsNmoGqxmSySTY21nn0gX/AzIyTT1vk0hbpbI4nnniCUi5NJMH+mSnml68TBjZ22yadzFCpVRkcHePixYusrm1x7NgxHn7oUeIY3vSWN3P67HkxhtWy2TM7S7fbZWJ6RszDBjGhpHJ1cQlZFlMN93z6k6TTaX7qJ99JGMSUNwMePvk0W1tbeJ7H5laZ/QeOcMcrbuUnf+pn8Hyf6YlJ2u02w9OzOFHEQMri4N5p7rnnHv7Nv/tlrm1U2K7VeMXNN7K9sYLri+yvUBzAiyUcu8HUWI4Tx+Zw7AZRENCot9jYbrC4tMLf3/NJpsaGufGmW/jSvV9FltPMX7/AUFbmLW/5EWYmplAwIQ5RFGmH+thnwyhqDFFEEIWoqkYQgqqbyFFEGPnExEhKTGA38FwXLZlEkUI6PUGYRNLimUtXyWazdDs2hw4d4qEH7ue1d91BtVolJmRwqMT+A3OUBoYplQY5cmCOcrksCArJLNcWr7O6tonr+2iGKfr1bkCj0SKWoDjYZGxsgkKhQFpPkk1maLZr7CsUSWczRFFEq9XgZcWX74Cpgjjhce3qAqVSSVQzdhdFBV1VKeTSBL6NFMo0Oza5/ACOH5JQTOJYQlGE/kG366NJMhERbd+j6wRIkopmJEkls0i6SaypSL0EIQxDNF1/3sjRNykn989Y3wx6PgD4vYCZAO5CgDv3AT+MQNDfBXy69yOf6d1/pPf1r/xL9TOfj4i/UE9TUsRpbhiGUD/SVPRQJ/JFBiBJ0g5Ny7bbOwh6f/QolUrhui5Hjhxh7sA+QrfDl7/0RUzT5ODBg5ipNGsbImPMFwtIPaZHZbtMVG9QGhxm/4FD2HablbVVkqaC0+kS+x5SGHDm7FPEqkwUCD3HbL5E17bRdVXoWwYxVy6cJm3q3HL7bWyXbexOm3YnImkmiaIAM2HgyxK1Wo2cAdcWLrG9uYoTukztPUg+kxAGaJrK0yfPs2dmkuXVJdIJk4GRcSRFo1leY+/+/WxurKBIkExo+K6DpJksLCwwNzeH53TZWlsmikMymTTraytoqsHQwCCyXCLwIw4dO06hmKJYHEBPpTl16hSb5Tp7DxxmeHiYVrvLlStXyOYKWOkUsqbjuS66kWBjY5NcLoemqUxPT6OqKh/96EfIZbIgy0xPzWDbNq/7vtdiJYVv9n/6D7/F/v37eerpk3z4o3fz1re+lWa7QS6pocoWTz36EK+56w4++9nP8sTTpzk2t4fFy+e4/babeezkUxBFjI2NUywNcejwDXS6Dg8++CDdrsulS5dIpzNUmh0yCRNdM7nl1tsJUEjl8ihRhWxKJ5WETrtBIpEiinUSqQxxHKMZCrbdJZXKgu9B1JMgJCaWIEaGuGdLHcdEsWijBHFMHIbUKmUh5CsJPddiMcfnvngvhmEwMjTMtatX+Omf+UmiIBCMsRuP4/s+TtfDtCwUWabaqJPJFQj8iEpVDOUHQcjpRx/F90Oa7RatZodEIs2emRlm9h2gXq+ycPUK2VSafDZHupDDdrpYPaJEJpOjVin3CBPmDh4wPDzMpUuXKBaLYgROkdh2bCRCWg0xDzw6Nk0mX0BVnlVJ6me24n0rDhpBLXWRpZjI7eIFMdnBEUzDwtRU4h71uS+u891c30ymOQJ8RJKEzRTwiTiOPytJ0gXgbyRJ+i/A08CHet//IeBjkiTNIzLMt/8LXDfw9d5Bu/uW/a/3y3F23faj8Dk9kTiOegZgoiSXNXWnhMjlhAnX6uoqqiZTzCa59dZbWV1dxbIsisXiTjYhKxqqmRQ0vIlJwcqolHG9ACNhMTY0RLdVxw1CFhYW8H2XsakxAq/D2MgoheERnnz0cWYP7EdFQlcVtrfWqFRqZDJZIMDuNEgXi0SIMs5QNZyuTSqVx8bGtqs0a5u0ahtiEDhwaXdbJDRw7RqGGuPZLeQoZGbvATp+gJXMCh/1uINhWmSzeaIQYkmGOGZ23z62NjZIWha6mcBKpkhm0hBBLlsiiqDreKTTGcIwZHBUME0m0mlOvPilnDp9mrSqkUilWVpdZ8/0LO12m8cee4xEIkkikcBMJHjXu36c9fV1EgmBsF6/fp3Xvva1rK2tcfrsOcYzBf4/8t47xrL0PPP7nZxuTpWrOk/H6QndkzgcDmc0EkVJS+6YtOxVgIMswfYC/seGAUM2bBgwbNiCtVjtAlquVmstRK13yZWoRA7JYZqcOudY+Vbduvmee3LwH+dWzXBISVytpCXlD6iurkI3uuvec97zfe/7PL/nxRdfZH11jT/98ksM7TFHjhzh1MNn+Ae/+U/odtvYzghNkvD9mGLB5NqVCyxvNvlv/rv/kceffArf7lHNyXjjEYcPHmJ1dZXBYICkmbzy+rfoDYbs27ePhaVFqlMzDEcu7p27JFFAlApUG1M0t1q4rk9eTTAVgYdOHufw4SMkooKRK6EYJmEYI0jRdz/AdztXSYpIFi2dxpnzRwBIEmRJIEDa0xuranaLdro7dHsdRCHh7JmHaTW3ePHFv4tp6qiKwvRMg51Wpos0DJPV1VUq5RrpBGb91ltv8eBDp7l+/Tq6bvDJT36Sd955j5LncuniFQzdZDgc8Y9+4x/y1FNPIQgCfV2lKSvUpmcxJ6qMUqmEIovoWjZUdB2f8Xi8B3HeRSSKoojjjHDGQwwtG8Q1rImPfBLXu7vB2VW2ZGzRCEEATVFxxx6u5yBpICjgOg6ioqJJJqLw/ZBxfzPrB5meXwIe/j7fv0fW3/zw9z3gs38l/7sfYH24cO5+DyAVBYQk220KgoA06WHukmOCYNdOme0qd0kqUZpkwVf5PDMzU2xsbGAYBrIsc/XqVcTJlFNVVRzHYW5ujlKphD12UT6QrZMClVodQRJwXJ/AHpHGCUEQUSgUaHd3yBUsTp06wfrqJuHqBktLS0iCyNix8YlJk4BqbZpioUKvuY7rjFENCTOXJS0qJGw312nMSWiySKokdFprKEKCmKbMTdVobm7g2EN63RZHjhwiDGMUWQJBol6fZuR6SJpJYNuUq1PoholRnqJQqtDtD0jiFEXVWVlbZ9/iEhfOvcuBQ4coFSt4QUi9NoVpFXB9jzQQaczM4jgOQZwQJCknH3qEOI65u7LCA8dO0Ol02N5pYRhGNh1ut+m02xOniMjczCwbzU3OnDlDHCccPHiIpf2H2G612dnZoVKp8Oyzz1IolTl/KZO+FIp5vvBvvkiz2adR0chrFtONGkceP83c4iFu37jKCz/1ab759a+gJBLDXod8Po/rurS229heyLUbN9ls7rC22SJn6qysbZAv17l+8z6/9Iufobl8gzfeeIMHH36Es2fPsnx7mYIh8/zHnkGWVAwzj6gaSJpOFDokSXYd7S5RFCdHy13H2/uTc8jcQKIooSoSUSjhjh0q5TKe5/DKlctUq1UeOnWSa5cvcfbsWQLfRZZSFFkkDH0sy6I3GHD56lX+3n/886w3t7IdWxjz0EMP8errr1Gv1/nDP/xDFE3j2Wefwwt8Go0GnutTr9eZnZrmay99mUqlhDoZhm13uizOzWc+cmIatfqeKUHTNAwz46mKEkzPNBiPx6iqjGPH2Z8LIYmzfngShVkGlqwgitn9tqvL3B3QIiQgJORyJkEwhDghTkNc10E1DcJQQVN3yUo/hEXzh259ULP5fXqaH9ZlpnL21JbVLLZBVhV00yB2tb2iKQjCRJ+ZHRHSJNu19no91tdXMyF2qcSNGzeYm6py9IHDe09T13U/gMByEEURRZVRJJk4DlEkCWEitdCsHINBjzgFs1DkhR//GSRFptvtUyxVcF0fWdP3qN1R6JM3LUqlaRRFIlfU6I8HtDZXmZ1dpFaxcF2HQbeFrKnkLQ23u4mukOlITZO11RXEJETXZOZnG5QKObZa3SwoTFEQZAlZ01DkAlESYFoFCtVpIkEljBMUVafV7lAul1nad4Dbt29y+IFj9PuZna9WbTB2XSwzTyyIaIaE6w0RZQ1dFdCNHO1uF8OwKNenub+8igAUCiUeeOAYes7EWjMyOEp3wOxUmZXV+5hGjjCMuL+ygqrq7Nu3jziB2blphBS2tndwHId9+/axsd3Gtm2+/rWv8vzzT3Hv1g10w6JcrbPVanP95l0iUUfQDHRFQRREVEVna2uLbrfL9MwCRhDxkac+xv21db75rW/z4OlTjB2fSBpRbVSxHZcTJ06QNy1uXL/Ku2+9iSZGHFjax8x0A9MqIikaqqrv5Qh9EAaze80mSYIwcQYlE9ScKItEYUzoe0ipjKLItHaaFItFfvd3/wU/+7M/Sz6fQXmjIGZhfpbAd7HKZdI05eWXsyO7PQ4o5EsszC9x+dp1lpaWGAyHWYhfJ0McLi8vc+rUKbr9PlevXqXd7bC2usHM7CL1RgXXsXno1ElG4yFJEmWfBY3r169TLOWZ9WcR0oR0ksMuitn/wbZt8vk8tm3vaaCHgx6h70IMY2eI546x8iXSKN47gguCCIK0RxqTZRk/cEmTGFIQERAl0A2DeHKfkr4PIt8tnB+wvHxXnfjrWP9+/Uj/ruuDBZTvM0HfxW/JWVGT1UzmoGkZuGJX7rDbw3QcZyIIF/ZAsbIsU6vV0DSNI0eOsLCwwKVLl1hdXc10iBNdmuM4lMtlBGJIYoQ0RlMk4jAg9IOsN5NkTolUEqjUZpBNC1E1UfU8UQrVRp04SQjCGBCRFYMggvrcEma5wsjts9NZZ6peoLVxn15rlffeeJmpcoFw3KNSNLEHOwT+mEI+h5BmPE/fd4EEVZUZjodUalWsXJHQ87MLGIEoSUklldrMAqGgoZt5REnJuIiKSpxmUqiR7dDp9SmVKui6SRTFaKqBH8XohkWSCqiaSa5QRFE0xq6PYVj4QUQYxFTqDdSJHnZra4u7N29y+8ZNujttbt24znvvvYOYZszL+/fvs7a2gRf4/O7n/yXdbhdRFNnY2OD69eu89NJLezbDBw7uI3AdfvMf/WOjJGBxAAAgAElEQVTK5SoHDx4hTEUaMwucPHacY4cPcf7d91hf32Q8QcnFYUSt2qDVahFHKZvNbS5eusrho8dYXW8iqgbb221qtTrnzr1Lo1ohZ2kUDINWc42iZfDUE2eQRIVcvoiu5UBIEXgfiL3LktxdH2wj7RaKdEJr93wHz3OxRx1ypsHlixf46Eee5vVXX+PUiQcxtBynT53g1ImTqLLC5voGb7/9Luvrm7zz7gXKpTqJIPI7v/t5Lly4wNVr1xgMBtxfXSEMQ7a3t6nX67z00kvcvHmT4XDI+vo6S/sWQAgY2T2G3Q7DXpfQD9A0A8/NHEh+4OJ5Hs3mBu12e8+2G0UBsiyyvd0kDLPAt93PcZwNWPv9HqNBn1arhSgJkzTM92E5uwqW3QdNkiSEvkcY+niew3hkkyYJlVIBU9P3HH4ffCD9Ta4fvZ3mh9duwfyub+2+AQKQFcyQFCVJiDQVJVQJJ0UxO5LvNp+FTATtZKiqJEkol4uYpkm9XqfeqNKoFBj0MyDxbk+00+nsDZrCOEJVM7hwKoIiZqmZtm3T3tkkVyhSqFeIEhHZKGbTfElCVUOcKEDSdGamZ7AHA/BdNFMjQsAdB4iCw7Hj+1i+dZ+8lmfj/jVGvTXE6WnaWzuUigpR6FGvlgjCkDAGy9CpVRp4bh/SmJWVFWbnD1KpNbJMl7GN7ceomoRpWBiizNAPKRgmURijaDrIKbKq4/o+T3/8WVprG/iOSxQmqIaEbmnEUYLteuiaQRoJ2MNx5jwydKIoRteylriqSQSuhyjKyJLAxuoWU9N1Zmem2FhfZXFhH7KqYKUSvcGAYrnEN7/xbRAFvvKVr3Dw0H5UOZOf5PN5fuM3foOd3hBLk6kXy2ysrSPLCnfurtC8f4daucCRmRKhILLWsfmFX/gFvvP1P0WIfdxxFqCnaQZf//rXWd5osdUdMr24D8QhgpiiaSq1WhUl0plqVFmcnSYh5fSxI2iKzsmTJ5mamkIzM/ScH3qIYkoqTabKoY+iKJn7R5xI2tMU4oQ0ihHEmDiJGY8G+K5Le7hO6PbpdQecP/8ep06dxjKLXL92h/n5RfrdATutDptbTdY2mmxtbXP46DEcJ2Jh3xK/8sv/LZ/+9Avcun2Xf/2Ff8MTH3mCRx55hEGvT6/XY3FxkV/6pV/i3XPniOOUM2fOcOfOLT7y0SfZXG/yEz/+HOOxy2BoM/Y9ZMUAUcT3PGx7iG1Dp91ia2oaVZUpFEoUi0WWlpZYXs7SPIvFTMdZLpfpt1u4YwfTMojDAFWS9052op89UOM43hO1a1omBey1R0R+xGhgI8gagqKjFyuYBe279NX/PvqaP0RF88/a9P6ATxLhfdL7nt88TREQJ7ZJESQJQVIRZQ1RVUhcAUlRkIEkSUljUCSVJAHZyDzCw36f1eV7XPBckjTiF3/+FygUSgiChGEYTM/O0Gpv0x/2mJmZQdZyaIqKJIrEgU9v0ENTMlr31NwCmxtbGPlM9+YHGUTYyhUQhQjHG5NIAUEECQqaISOmLr4zppArIwkF3LHDgYNH6bW2ME2Tw4ePoqo65ZyJ6AeossZgNKRaKRGEMSkCcSpQyFcZDXsIKNmuuJqiWCZj38UycvT6HbRyhUK5wfqVyzRqU0RpgJSkaIqChECCgj0M0KwiiqxnVB1SHMdGUmQUSSNJfVJRQlINEAQiQDHMPV985I0Z9zq0tptUShZpYDMc+AwLeabn9lOuNPCjMGuj5HLMLi7wwLEjeG6QvWa+z2icYd5cz+O5F57j3LlzvP7660QIfOPlP2G2UaHf72PqedScRc+PadTrPDR/kFdeeY3N7TYqEZW8gaLo6Gaeqakp2v0BZ5ZO0mou89Dxo4RhzPrKGvuKKuWiiWnpDMIYU5UwVIFTp49RyJcIYglVsYhECUFRkcQULxhP6P9xhkFLM9BEGkXEgkwSBYhSShy7kARsLN9iqlFh2Nlmp9Ph/v37PPdjLyAI0h6AxXMDzr/7GlGcsnjgEK+/+TaPnH2S/+3/+C0++dMfJ001ZAWuXruJpml85Kln+PrXvk7gxJx98inuvfY6uVIFSYCHHjzFt7/1dTTR5/mPPMH9u8scOfwAuVyOhYUlTMui1emysbHBOAgp5Sxq1SqNao27d26x1lynWC4xGPQYj0fUGlNoupkJ1yWByBniDLukhCiqQLloYVo6UZqgiDJpAiIKJAIpEUkSI8gSYRIiyjJxEuH4DqmYZj1Q38H3fXLCd+uuv7dg7taLv77j+Q9R0fyrWX/WYGg3WmAXKBCoOqoekiQ2yaSHuJtHkpCxM33f3+MaPvLIIyAkXL92hSeeeII33niN6ekGW1tb5HIFFEUiihJII9IYTEPBtu2MJei4mbwpjKlWqyRJws7ODrl8kWIps72RJhnzU4IoyoLRZAWG7QGqpiErOrIoQaohpiGVxhRJK4MirK1uZ7T4wKNSLCESsbPTIp/PsbJ8n0rhFCgivd6ARmMaN4hIUwHdyDP2MnSXrmY20Nj30RR1rymv6NkgI0kjdEOn23GwLItEkpF0nTgOM/lMmhLEAZqsIYkyE2gUgiiSpvFe8qTd71KqVPEDl43tDTTd5MTR40iKRqmaHQfLhSK2ayMBze0sWkKWZeQEipUyg8GA/fv389prr7G8soIkivz9v/9fsbK6zje+8xqHjxzkzu17jO0B91ZWyUkRYZRijFzOPvE0H3/mI/zBv/o8o9GIVnuAF8N2e4f+cEB3OAYS3n77beZnZ2m32wT+PKdOPo5pZUmPK/dvIwopi0sLSKqCKKuQCqRJpjkMYx9Rlvauu921u0MSRYE4yQqFKKSErsNo2EURYtZXVpmdXyJ/okC9WkOWM6//nVu3CYKAqelpFM3kNz/3Of77/+F/5rf+2b/gp3/6o3zh979JEnl86u/8FF/96lcZj0O2tzbJ50zee/dt2oMepmFw/fpV7NGQBw4e4Jmnn0JXNTzP49lnnyVBJJ8vYOYMKuUKlXqDaq3G7eV7+LbDqD/AUGQWZudIhYRcoYCuKnT7A6Ioolgsoqkytj1CJqbX67G9vU2paO7l3Pu+j6JnIYNxGhElEwKXAkkSkkQCaRhmGuqJ5VKf7Eazlsf7FPfdnubf9PrbVTQnu80PU48+mL+yWxxVXUOfADoEyfvAmyJOcFYGuq4ysjNP8Jtvvkm5UuTwoX1stTY4dOQw/eGA8XiMLMuYehlDM+l0uwwGA5YW58nlcjiujeO5kylqlr5oWQZxNEY3VDzfRlE0hBSiJIWETKOpCji9LmEYYuSKICsIkoqUCsSBQyLI1KcX6fbamIUSiiQiRyLuaIAii1iGyrC7Q5qaxKGLl2Y7FklWyBt5wiglp1uI6WgCY86e3o43xjCVPaRZ4AcYRgbuHds2lVqF0WCEKGR4ryjO9K678Q27T/i9yWYKURCSxDGyKGAV8txfvkelWOLU3Bxj10dUcoiajj20EUXY2tnKgtdaLarVKo1KlTAMGY1G2fBm0Oc7r75CGIbMzMxgWhbdnS6yqJC38pw8foprV67T7/YxNZ2PP/MY66urbG9vYw+HfP0bL3Pp6hVmqiXc0APJ4CMffZr+2OPCxVXOPnGC9naL7sCjPfRo9YbkihUESUXVdAQhQwVWa3Xy+SJenL22CMme3lCSVBBENNWAVESUsmhoRAHf9xAnBozhoEca+tSqDXqdHQ4fPoyZKyIIAqPRCIDx2M2I58B7b5+n2qjzxNMf486dO1QqJXK5Av/Ff/YJvvSlr7AwW+PBkw9w9+5dpqcbjEYjbNfmzvXLHD16lFIux6GlBQqWyeLCPmq1GoqiMPYzmHUYZ2QjUVMQBIF8weLQ/gNcv3oNN/AZOw5auZxlxMsylpHRtHY6XaqVTJ9KpGAPu/R6GdBYkWcol4tYZn4PUAIQk+IGPlICrutOrpesDx9FEeViEdcP6Q/GGDl9b4e5eyRPP3Cy/Jtcf7uKJnzfwrlbLHfpKrtPLERpT2qUJjFRkMk+JEkgSsUM1wWESUyxUmY4kVl8+9vfZv/+/YRhyCMPPczWVou7d++ytrbG3NwMhw8dwPMcljfXKRUK5PP57AmryIgi3LhxjcOHHyCOAxBkoijNpu9xipCKSGIKqcfdezeYnprKEiAlFUGWSYII3SriJDFGXsVMUmRRI/Q9xj2HKI3QNBW1UiB2R1QqdTRFJIhirFweP4woF/MIkgIJWXxuEO+R63etbLZtU6k0iMWEKMguclGUaW83KRbLhKE/IfVIIGVhYGkqkCKgqHJ2YcdZEVE1he3NZtb71SVmpqokExhJPl9EkWRCP0A3NeI4Ipe3CH2Per3OdnOLSrGEqmtoJY04CWGQcOyBI7x3/hyt1haHDh3C8xKiKGOPFqwipXyZz3zq79Le2ebLf/xFapUyS/sPUa2WefedNyhXaux026SyiOO7vHnhIk8+8wwnH/b54z/+U1588UX+9E++TL5a5eb9FYx8gXZ/wNzCIrbjUsiX0KwSgqyiTB60SRRP7igJQU4R0ix+N0oTpMlEWUKCFBQpa/8MBj3GgwFju8vi0jyB66Fq2YOo2dxAUTSazSael+VWafkSm9sdut0u7753gQMH9nPj+iVqtRqPnTnKcDjCymn8nU/95F52u6qquONskGNZFoVSkeHARtENdCuHKEkUc1lWkCjEBJP2SAJYuRz5XJHZmSmuXLqMa48Zuza+71E2y5m1UtNI4wjL0NlpbVEo5LBdh83mOqVSkenZGRrT02iWhTaJvxi7DqopICIQhxH3790hcD0UWcbUdPwkQFMUinkLx3PxA3ePQLarePke0tHf0PrRLpoffrE+1N/Y87dOtvBpmu71h0LNQPV9gkBGkCV0w0BIQ1xi3ImGcxcMYJomhmHwxBNPcuXSe2i6ieN4WJbE66+/ztNPP82+hXlarRa6KrG1uU6332dxcTErDMUisuviudkxZmlpP4VCgW5vgCBFFPQSrjdGEjVkSUNIHLbX7+H7fSzzMJpmkogCpEIG6UhiFKtIlERoZok0SRCTJOsJxRHFnEWv3aNULiIZMrmcyXanjyipmLkcaZrJtbY3NxAlBcPUCEMfx3GwLHOSHJjdROpED9ft9NA0jVzOZDTqIcrZEE2UJXRFJYp3j55ixoWcZMuLkoAzyYGXpZS1O5cQvTy5fIE4kohJGdo9Qj8gX69jOx4bGxu0mi3KxRLDXp9Rf0ChUCIREvr9Putrq4iynKHOTJNcLoc77nL+nbfp93rkLYONzTW++IV/xX/5y7/CU4//r3zrW99is9nEdV0QBA4cOcKd27C93aTV6XHmzGNcOH+R5bUtrFyef/l7/y+KpmPkc1iKhKYZKJqe2Q9ljcMnTqDnyySCgm7o2QScFFlSJ9dbAiIkJJnrJ51YKOMQRdGI45Ao9BGBar1Ca2cTSVRICBBTWLl3H1WWefON15ifW6RgmUxPT6PmS6ytrHL1+k0MQ+PUqVM8/NCDVCoVZmbnMU0rSz/13b33TpIkVEHCscekgoCkyCDKiJLGwB4RISAJEtV6kV4nOynZts309DRx4JOKMkEQMDMzgyRlO2BFkrCHI8IwZLpRY356ipV7N0jTlLW1+7RaLaanp3noodNoho6Rs1CNPLqZJwxjXNfG8zwKuTy6qtGolNnebNJuNjOtsqjQ7XZRFJl+v4cXCJiFGUyrjK5qqJr0XQqF71npX5/06EdbcvQDrN3Cubvb3D2eK4qCqhnIk9D7MAwJ4xhRBFlVkFUJQYKEmG6vR38w4PKVKzzx1NNomsX95VVyVoFPfepTfPubL7PZXGP/vgWiKKDb7VAtl4iiiHq9zth1kFWNwI+oVrK41e2tNrKc5UWHYUiUZOmPIiI7rSZp7DFVL2Go2bRQQiCOU0RBBnFiFZV2L5oYw9TI5XIoioLrewxHI7wgRFE1vCCi2+uj6pkKIIlCxoM+g94OkpigGZkESNd1EDPQhKmZ2IMhkR8Q+QHFfA5dVfCcMUmaifezfq9AFGe9JVXVESVlYh7IJFxJGOF7HnHgQxIRBSHB2GVtZZ2dnWwg5HsOmiLQ3tqks73F4uwMjz92hsXFRdq9LoVyhWaryfz8HPV6jbNnz9DrtNlsbqBqCjnL5Ct/8sdoqkylWMR1bA4sLfLI6dP80R/+Pv/Xr/0aO+02tVqNnZ1tbt26hZUrcH9lncCPefzsY7z55pvcunWLYb/HyO5TqRYp5HW8cZ/pqSqSkCKLAqqqU6nVSAUFRBXNyAECcZQiISAIEnEWxjBRDIp7v+7qddM4IYlDwtAHsj774cOHCaKMeN7ptAnDkHv37mRH33aW6vj6669z5cpFTEvjYx/7KKdPn6ZUqfLkUx/l5KmHKNUa6FaRfKnGzMwSmpZHEDR0vYATROSrDWTdQlZNRElDkGRyVh7LslBkmWF/hK7r5K0cw/6A9956i9ZWE1VVieOQsWtjWCYJCVbOQBbZyyMqFS22m03s4ZBev8vN27d48MEHaTSm0PUJAm4CH96N0E6jCM+2GfZ7md542CdJY0RJQNc08paFPRpkoYhRwKDXZTwc7wE7/p13mJN2wN7HD7h+tHeaf8H6s4ZCWYNeQVEmH6qK6zq43jgDEk/+/q4kKZ/PMxza2LbDP/2nv80LL7zAZ5/+GBfOv8Ov//qv88lPPM+5997m6pULKIqCaeaYnZ2lXCkxGA0nlsBVHj51kosXL3L0+HHy+SKpAKIkIQgSlmURBSEKGhIprfYmaSJSKwdIhoaoQhiEoMgQZj+TLIikkkTohZmPGahW64hCSOCPaa6vUZqT2Ol1kBSNsetQkySkNEVIIooFC0GMibzs6FYolEgTiQQJS9fpdDpYVgaqlWWZfr+LLMvkS2U8P5tyqoKALEkZdWcCX0jiLNrAHdvsuA6SmDAMsiRM0yjRGQ44cvQEZqmE49g47pieM8IdexSKFQbdHqur6/hhzPT0NFevXWPf/kXiSV/z3Llz2c+PQL+fxVB8+lM/jRMEqJrF8r3bPPH4GRqVMrJymvfOnWN5efm7mI9vvvM2mmlxeGmJzY1NXvzUi6hGjt/53c+TkBL62VDNdQfUy3k0VUKUsvA5zw3IySaCpCJIMr6T9X8hE2NHaToJ9YM4iUniCGGSBpYmMbsTXiFN0TSN27dvZ157SWA06BNHEfmcxeryCp/5zGf45//8d3ju2Y9z88Y1Hn7wOMVCmWVN4eGHHyXwYyq1aZJUwPF8ZFklSkRUVUFUdTQlC+wr5MoMxw6WlQnQNUOf5LgrJFGEoetIgs9o0Mnsw7kcOV2ns71FEIRMzcwwMzOD67soioIQR+iqxiAdsbXZpFywGPS73L5zndnFJX7sx56nXq9lpg4jc0kJooztuKiygiJKmX88Dul2+ty7d49Wc4tyuUwYB4iChCgluO4YkggEmdFohKZpWVy18t0Esx94faA4/mWlSn+riyZC5vbdpc1k38pEt7GmogQqqq5l4mvPxU6EvfjfXeFxJlzPoKpHjx6l0Whw+fJlvvG1r3H2zEM89tgZLl28SDFvIUkStekZphoze2xLTVFZWVlhcXGRr33tazz/3AuMnDHlcpVev0+pksPzHISJJ9ce9pCIsYcjDh46hm7m8OMEhOzIiyggKhpiGJMkEfHEfTIajRCSmH5/gCyGSKJCvV5HUy3yeYMoyehOvh/QH3QpmEY2vU1T2p1trEKJVJKRRJXUCwnDCEXJ5EmZj9jGMAziKCIOfGTVmMQ0pJNcvCzzxnczYo8kQN4yCb0RO9tbyKIIScqBA4c4mi/Q6nRJZQ0tp+DHECcCgT9mc32DtfVNfD/M+q6iSCFv4bvZzaopCs8//zyu73Hp0iXWV1a5fv06jz9yhmq9zvrWNseOPcDmVgtRggvnznPt+hU2NjYQBZnp6WkGgwFemAnOx+NR5or55jf5uV/8T/nc536TFz/9KSqFPCePHWK7eZdywURRJGQl2/VPL8yhku7BKgQ5yy2XNZVUgCTNdpqQkiYhcegjI7MLGY5jgTSN96a/lmURhB6ipNPt9/DtEYuLixw8eBBJUpienub1N9/AsExOHT+B74ccO3YK0yrQaQ/wQtB1g/pUmV6vhyBLRHGmjojjmFp9BsexkVUN1w/QjCy9tFQq4boulmUR+hkspFGfZTzO7L6ry/fpd3uIqs7t27c5evwYhqYj5GHYaTMa27S7XUaDHsVKjub2FggCDz/8KLV6g3Gvj6pmOmNBVlFUE1FQEYVs2DPY2SGMIwqFEuPhiE6/h6Sp2J6LJCTIyvvR2s1WGz3Msb29nWmXI2Uv1+uHEdjxo7N2t+u7n9N0D9TxwaeKJEmkkoisayihiSxlmcuyIBPHHkQRSRQhyQrTtTpBELG8us5rr7yOogo88dij2MMBFy+c4+qlc/zUT7xAMZ8jThPavRFLB47g2mOkIMB3PR599FFe/vKXOXXsASRiRr0uqqSSJglB4CHIAmGY4rhtTMlnY/MeqZtiGQ3cOEJWNNJEIBEVkhSEFARFJXZ9REFCSME0c1l/VtGJwxjTNCkYmR/6/vIK8wv7EWSZTqdNKomoVg4hFUnCACHxUBQJP4hRZPD8EE2RCMOIfKmI644JkxBZETOxepiiaBqWaWU20snFqxoq49hBSBLC2GM0HhD4A6YaZbyRiyyrjMYjho6NpGhYmpoNI1QTVTMQFh16vR5zi4fJlar8/hf+NRurtyCO2N5u8id/9CWSJOHpjz1D4Ee89dZbPPvsxzl+/Dir9zeoVac5eOQ4sqpwb2WZW1ub+EHER84+hviUzE67Q7Va5ed+7udwxiOGgz6ra2v4cYRoaPzvv/Z/MlVv8Mv/yS/y3puvMV8tcOLIEr1emyABXdUJ4wBZ10gQUWQR23ERZZEgTJAUiVgARZbw3QCJlMC1EfHxwyTTMQYRgqFAIhGFNqoiUa/mGY1tTNMkn88jEXL7zh18J+bO7WUU1aTbH3Lq4RP4gczM7AJhBIKoU64aCJJGKsiM7QGKnCJJkAoCURrjBi65XAGBmDAYY9sOM9OzFHIWcRhh6haekwnLFVVnHITIpknV0tENhRuxS61WptvtMx4MM/eX4yMKMr3hAEnTcFO4vdrkwbMfZXFxnka9QRxnBCVDC5E0A1nWSKIESVFI4zhrLSnZ8d72x7hhQJDEOEFI3x5TMUT6w2E2cESgWC4xdFyazQ1qM3W0nAlhhKmpGQVfECBN+B595od3kx/4+i97uP/bVTT/gvXBSboqZfEXuq6T5PLEUcCgu43rCXsOhcDOYkpd10WS1QlwdcCXX3qJYw8cplqvoctTbGw1qddPYhgGtTmDC+++w6FDh2jv9FAUhW+9/FVkWWRh/zz37q7guSGuO0aQFVw3u2BFIYbQpdnexHV9Tp08jeeM0ESNVMim37qq4IyGE12lQJJkBHGrXCEej2iv3WJhus7GhkMi6aAZ3LpzneMnT9HpDYnGmbdXlwW67SZLSw8wtAe4nodk21imRuK7CLFD6CWYuk4YhpTKVWxbZzQcIBoqhXIRN0izFEJZIZ7s0J1hFhOiSDJ+EDEYjsjlilkftRYjCjKybuwh+Xq9HoG/lQ2PUgF3NGRtbYNXXnuNffv2U62UEJJ5Vu/foVgscuz4SXTT4OLFy8wvLfLJT/wkjudi2yMePH0SWVG4v3wXz/eZrtc4uLRIHEYYmsz6ZpNypY5uWHznO6+SswxOP3iCazdvki8WWF3folypsbm1zRe/9MccXpjBth0WpxYYj10iJ2X+yBLN7R3yVoOx6wETbzRC1uYRpYwsJQh4cTh5dmf4Mt93SRGJw5hAcNB1BYSYJMn6w2GQ4owDKtUZ2jtbfPvb36GYr/DtV17hxc/8B3RHPU6dOo0olhFEjXxew3EcdNMkDF3CVCB0RyRxpoCo1hq4zhgxgZtXLzLVqHH7xk2azSanTp3G8zzu37/P0aPHUBSFfK6I77vkC1nu1HhkI0kS84sL3Lq7wtmzj3Pr1m327ztIkiQEUYjreRw68gD79i8hiiLVahlD1YjigGF/QK1coLvTZtBqoecKmFYe0zSxx0NarRakIpZl8cbr75CKAq4XIkkytj0mdiM8b4yqifSGA1JBZ3phCVWTGI1GGDkrI5ZNEI5pmiIKIHwv7/yvfP3/pmh+0JOepimSLCLHMqqiExshemCg6SZj10Hw3SzXZZIhDdmb4bhjEpI9eEelXOThjz5N5DtEUcTlKxexChU+9swzbG5usn//fjqdDlEUsW/fPt544zXKpRrTs3MEfowsKohIiAIErk0cOLjumGK1xr2VZU49dJbh2GNs+xRKRUQy62HgO6iKgkAm/vU8lzT2yZsasZ/JSlJFBcXi4KF93Lt3BytfRlFVQs8j8n2qxQL2eIgfhZimiSQKSGImYo99BycOUDQzuwmiFFlWKVfqBJ6L5waESfY6GmqW6yLJGbFm5IzR0iz0TZZlhqM+zVaHRrWBpOqMHAdd15GErGdMmuKNbXZ2dhgObXq9Lp958dPYts3LL7/M3du3WFtdZmpqip12lwcffJBjx46xtLSE7TqcPHmSQqFAp9MltCPKxQJrG+vkCnkGvS6FXA7DMDh16hTFcoWddpeFhQWi0Kez06LRaNAdjBk7HvVGmXyhxNbqMqqYQhqz2CiTa9SIwyye1rIs4gRyuRyhnx3xDcPA84Lvur5EISUKMtNEr9dHkWTEvR57QhQHe2ALZ+yRpgKGYWKaFm+99TapILGwsMDde8vMLswTriUEfoKZy15vw8jaK56TXZ9xHCOJ0B/2CTyPJPIJw4jtnQ7D0Zhea5utrS1u3brFrZs3+Zmf+Rn+9E/+iD/4/S/yH372P+Lo8WP4foBhaASehySJBH6MYRUxDYN7d+4ii9JevIVhGBw/dRJVzXrfhqFRLhTxfR/PcREEgeb6OrZtM3ZDdto9FMNkfn4e33NYub9Kb5LT1G53mJmZIRor8xEAACAASURBVJcr0O32EQQJcgWCMMQPU3K5EptbHcTWNnNafi8qGN43DKSTU+Vf1Kf8q5An/XAUzZQ/e3r17/IzfvC4Ppm27cpi3p+mZyxNQ7fQTBPJ1pAkhaEzACFFljMWoIyK73uUKmXiOOTA4UMkgc/LL7/M1uYan/iJF/iZn/okV69c5/aN6wzHNs3mBkeOHKHdbmFZBqZlMTs/x2joMrd0kK3NJpZmkaYpmiTSGg4pFot0eztYxTKdToc4kRkOxrjjAaVanWKjDmmEMCHCBIGHICiEUUSuUGI8GqCqOkahwtDz6bd7lEsFCsUSztjD9j3SwEcUCzj2CC/yMIs5FEnGHdukUYwoRIxHY0qamVHvFR1Fk3BdF1XLnu6JICBKEs7YplafYrvZpFAosbmxRq2o0dpuks/nmZ2Zz5iOKcSCkAnmA49UyHqVxAbrwyG6pqDV6ziOzZVLF2m1WnzzG19lql7nkUceZmZmhvrUFL7vs7W1iWUZmYZxa4N2p4Vl5un2uoiKjCSJVEolDi/tQxJEtnd2uHTpChubWwRRzMbGGq5jMzs9xY07t2j3RpnfeThiZnoORRQwRIFao05v1OJAo0oUZ7rZUqWB42Z5TJKVIwpDfNHDtHJZ0UyyHm/WD3fJmzJxGBCHAcVyJeunex65vJld+hOgRxyn2bCtN0Q38kypFr1+n6NHj2SDmXKV1Y1NjhyeQlbkTCAvwvL9TMTearWYnp3LtLTtHS6df49ao47rBdSnpnn11dcZdHtcuXKFRx99lGuXL1GwTIqzM3zpD7/I0P4x8jkTXct2bd1eLyM2hSFHDh7i2rUb1Kem6bTbKKrK3NIBdna2yedz+L5Lc32DNA4pFYp4nkdra5PttVXiOKbdH7LTG9LtDXjy6Y+wvblBrzegM8xiWjwvIJcvZ7I/QcDzPNpRSs7SGI1sqqpGsVim1WohqSblej3TlIoiiqK8T5FCyHTDe7e/8OcCPf6yBfSHo2hmk4T3v/5rMuB/cJqe9TVTEjklVjRUPUQ3LFRNx5+8Gf1hfy9oKhUzIGyr1eLgwf28+uqrzDTqnH3kYT7+sae5eeNaFjAlyWysrWPmLA4cOEAURZw5c4YLFy5w7MRxhraHrKhcv3qNubk5fD97Kseeg5XPIQgphXKdYrFIqVyj2+6ysJBje6eFKiV4wyw5JEkUkjgmCoI9MTQJpLKKYebQDA3Rtlk6foKtW7dZW1llcWk/SZKyvbWBF4cM+n1m5meQVDmDlQycCXgkpFDI43kOup/DVHOAjKIaCGmCosQkokAaZyzP8XBAsZBj4/5NDDHm1vXb6IZF8djJCdRZZWSPEWURIQyplIuMRiOuXrzA8vIy6+vrnH30DGGc8Hu/93usr61g6jqLs9M8/PDDPHr2cYIgwPOyVNDHzz7GnXt3OXDgEJIkcfveXTY2Nrh46RJ/7xd+nvMXLzA3M8vxIw+Q0wxmFpYolqvMbG5x8/YdPvGJT+DYIxYX5vj13/h16tMJ56/eIEng8pXrzM808EKXTt/GUCVavQ5b7R2MfIE33niF4ydP4XoRgeNi5nI4joPnBZg5C1UzJiLxhCj0abezLPI0zoZ7sqSSSu9ne4/HY1RNxvWzQry1vUkUJaytrWCqCoVShfsryxw/cWoiIRMJwwDfd8jnTLa2tlhdvpv1ddc3MVSNarXG//PPPscTTzxBoVjljXtvMB6OUGUFxx7T3tlm/75FThw/yvr6GkcOHWA46LDVXCNvGTQaDXrdLoOhzdL+A5CkzM/PkyYwHo8x0pTNZpPBsEccxyzNL1ArV+h124xGIwa9THyPrNJqt7lw5Sa9oYPrB8zvbzMculy7cQdJ06lVqkiKhu1kgJzdE4osy9iOQ3O7xdgJKFSqTE1NIYpk/8ZgkFHKhA86hL7/Pf/nff2XWT8cRfPD67t+sD+ngH74VfrzXpAPOYUkQQRZzgYsSUKk6uimhWHliMYG49Ewi1F1XTRdYWNzk8NHDqIZJhevXEaUJBqNBucunGc82s/S0hKf//znOXLgEFEccPaxZ3Bdl+XVVWx7iGUZ9PoOiqKhWzkaDQNZFomCGM91GPU71Ot1hs6YWFQZhylJf4iqG7S3V7AsA88dQKhRKtdw7DGqnLUXiIJMuqTnSBIZWTNJfQ/cIf/Lf/0/se/QIRb2HeLwoaPseG0MM4cgKySxz6jXQbNMkEXSNIsF6fZjNCNGV7PpcBCEyJqKLKlEcUAqZMdBXVWJo4jrl85TzlvMzU4jC2AocOTAAv12i0p1Gt9xMU2D3qBPZ3OV5ds+165d5xOf/EkqlQqKojHyPFZXV1laWmJ6qkbBNDANjbm5GVxvjGHuBsZ5vPX2GzTq01y+fJGVlZVMslXKMb8wS7/f5cd//Me4f/ceO1tNknKFu6+ukkoKsqJRrdT54he/yOlTJ7lx/SqqqnL73p2MRxCnyJpKq91BTmJ8z2P/0jTDZo+VP3iJUqnAwYMHefedizQaDfYtLlIqlZienUUUZRzPJZ8rEqcJnjMg9BxCb4QohPiOT6FUYzgcki/nSOIsfTEMQyxTo1CQOX/+Xfr9IYNhltNz58ZVNMPYswDPLy7R73cmhPOYd95+nUatBjmL61evc/Thx1BVlRuXz/PUU09TqZR49Y23OXHqIVzb5cnHn8AwNS5evIjvexw5cpgnn3qM4WhEECf0O22uXb2EPdxHLGRk9m5/gBj4eF7AcGQzNTPL3Pw85y6fIyEmZ1q0Oy2SKGZ9fR1dlen3+4xGQ27f28DxE4Y+OImEl8i8/t7l7AG702Nqago/Tgk8l7zjZT1yUWZ6uoEXRKiawaGDR7hx4xaDsUexklBtNOh2u5RrdVzXxdTUvXv633qv9SO900T4699p/hkIuV2xu6ZpFPIlfC8kcsZooxH9YR/T0gGVZgvu3V2m3e1lN8r0NOfOneNXfvk/Z3tzlZnGFEQhoigwMzXNe++8y2hsky8WmVtYzDSP+QK6ZiKKIoVikW5nB5IIQYwxcwUE2UQzVapTDVRdxxl02d5YR0wCHNunUptmee0++XzWO1J3ASNJhGZaJKJBycgTDHZYv3OVm5fe4/HHP4Km6zzx5JM4joOiyBg5nd6gi6oJ+O4AK6cxGA0oledwXZdCIYeVL+MHMZIqE8RhBvLQDEQEUET6nQFKscDsVINa7jF++3P/mCfPPMK9uzfJVUocWFxk3O/iew7FUpUkdsEfI6cx01MN3nz1Ff7Br/3f3Lu/wtHjJxjaDuWixY+/8ByjYR/fGZMmEZZl0Wg0SFKBer1BqVLhqy99nfPnzxNFEVY+x759+/jGt7/D2cce47f+yW9x+PBhJFkgDSIUWQTJJIoFKvUar7/1NsePH0dI4eaNa8RpBEjZUMIssL29w3jQRyAmKle4eG2dMAxZmpuh09uh3w8IPJ/trQFbG609EMXU7AzPPfcc5967xMGDB0lCmzjyIAoInBHz84vcuH6bUrlKvgxhGCGlIuOxSxKFSKrIl/7gCzz//AuoqorneaysrbG0P3sgx3HCoD/i3Xfe5P69ZT772c+yf2mJer3O8r37bG1t8epv/Ta/+qu/SqlWJ/RGXDx/AdPQmJqqE/sua8t3ObA4z7HD+ykWi8wuzCJJEpVKiSiJ8RpVfGfMzVvXscceulXmwKHDaJLEhYtXOP3Io+iGQbO1zcGDhxAEaO9sE4Y+/W6X7Z0WU/UGfhiztrHJtdsrdG2Pke2BLGcqEEnjzkqTfKmOLOn4fogsqoRRjO+53HfW8IKI6UaNtc0tcrkc+w8c4t7KCt1+j7HnoRolDN3KPP3iBz++fwjj96sD3/P7f4v1Q1I0+XA12/vt+3EAf8Hf4XvFquIHd6kfslVlvY+ERIxQVIk4EVANA0XXkYwcgp5D1nWGnW1G9gBDNXDcmCP7jnL33k388ZDTD57g6pULnH7gATrNJrVCiXEw5vqNKyzsO0C5Wuf4iVNcvnad0w89jB8nBCSIkszW5gamqiAjYGgmqaoxsn2m5+YhFbF7NmIq0qjVCR2NyA8QBYO5mXnc8QDT0kjFhEhIUaUcRAmaGJAELmnkMrAHzB86iJGrcuTIITqdDq3WFqIEuYJJErkIiohlWFiWheuEhI5HkP5/7L15lFz5dd/3eft7ta+9b2gADaCxzgCYwWB2Dmc43Ia0SXGozcexLIVSnOTEcZwcJ84ZWovt6Dg51pEsmYoViaZkRRtJ06ZIcUjOPoPBAINlsKP3tbr2qlf19vfyx2s0RxRJkRQlUnJ+59SpxutCV3V1vfvu797v/Xw99IyEKKeRCEAMULSAyuYy2XSBbNpgbWWZUnkUu99DU3QWV27xsX/wP/Av/tkzmO06M4d380//9/+ZZ575Z6ytrbF8+y2WFhc5dOgQAwNTtJsd3rp0lZMnTzI2OMrGRoXa8gotzQe/y/j4ONO79jA5OUnfcbl06RJb1QYXby7QrDd48L77uPe+03E2Wd8CSeTv/PBP4Ho2/+gf/i/88i//EsmUzvjIMJ1ehyiM5TStVgvNMLi9uEClWifyfA7s3cNGs4ks91laXKSUGWBoLI+a1OhZJq5lk8lkaHdMNivr5O4+jpHOsVGt4HrE0zS6weuvX6LR6PPAA6fZqtRZWZljYmQYCQExMmi1PXQjS6vTQ2lsks2mCSNIJtKEkU82lSZ0HQKnz62bN3ninY/x0nMB5fIgiUQC3/dpbG4SOH1Gh8p4lk1CS+PZPrKqkMokuPT5P+HSxfPs2z1Nq77J4PAAQ4NFzNoKYyMZVFmhmM/G9XxRQVMEfATa7S6yGKEqCulsjilJQ9V1Om2Tsy8/T63j8tRTT21PBgWEIaiygSiKDI+M0TXbMXdT0mg2GlRqbSxXwPZEisVhVLUbj7paFoLvowAJVUcXJEYHRmi2GzTaHXRdRTN06t0OeP1YAmVamJaPrKUxXY9IDKlutXEcjygSEEV1uwH3p2HkXx9HvlFs+W6TM+H74bHx9evEiRPRG2fPfMPvfSev79sKmncet11Tij8EIa7rYpom9XqdWqXC+toCq6vz1NYX6fdN2mYP2/KRJQPL6jG1a5R8zmBpcY4PPvkEWT25XceJcH2PR9/xOG9evIwoKcwcmKXVbjMwOILleoiSFDtPplP0GlvUKmvoiQzlgWG6PQtZVVAkkV67TTZt4AduLJTXNHo9E1WVkVRlmzofE4qiKEKJIgh9KmtLBIFFOqVSGJrG2va4brfbDAyVURSFdrtN12wxOjJAz2wThjquK6ElU3h45HKjyKpKs1NFkBRy+QF8N2Du1jVSukqr2SQIQ3o9iygIade3iHybxbk5tESCK1euMDmxi6NHj6IoGv/+tz4Vi6gjuHTpEh/96EexbZt2u81zzz3HwMAgd909y5NPPoGqG4QBuEGI44fksgWee+ll+pGKFMHC7VtYZhfHcag1a2xUNjl86CBXr16lkC+iqjqpVIbbt+YRRZnRsXF6jsvSyjKZUinu3ksK3XaHckrBi+DGyhpRpCB6ErlUCi2lkivnmRgeJQxDKpsbGKpGtVbBtm2OHj4CosDKygqiKLJnT2xHrKoyu3fv5p7jxwgcj2a9jibB4uIiyaTB7pm99G0LWZaY3jWJLEB9axNJ9Lh04U2SySSvvP4mIyNDrC4v8sD9D5ErlpA1g41KlW5jk/HxSaYmd7O0vMrgUJlms4GmKzz/2nn2759lZvc0/X6LTqPKYLmE2WmSLQ/gOA5JzaDX7+JaNun8AIqqx/bVkYtlxZrI5597EUXTSCVj2MzEnlkMw6Df75PNxkF3ZWUllg+1a2RTaZrNJslkmlqjSa1Wo9Xq8Lkvv4KRyu5MlimKwsbGBqlUioGBAeQoIJPLAmEMNZEEbNdhYmIC+ibNdgc9kcbxwUimsD0olQbI5Ic4efIkR48ejeEzQoQkCUiiAAjfddAUFP1cFEUn/rw484OTaX4X688t6n4b8oO3A00lSULXY9RVKpWJtwCyhCBLiCL4oUMimWFm/zGuXrvMlasVHnnofl58+VXGB4fxPIdUNsG7nng38/Pz5HI5Ot0eN2/e5NSpU9yeX6JcLlMqFXE9m8W5ddxehyjwcLyA8sBAjHQze3iwA7ENRRnJSIEIRjqLrir4QSy7UFUd27ZjUpPn0mo26dkOe6ansO0enVoNSVJYWFzmrtMP0Gs2kI0cqi2SkzMouobTbKIoAZEooCcSOL3uzjSUJEn4YRgT0ZFQRThz5gV2j0+QzeU5uP8Yv/Irv8KFc+c5euQQh/YfIJ0p8eor5+j3XX7pX/8am5tNPv7x/5Vf+IVfwHQidu0a4qvPP8fExBjNZp0n3/sYR44cYWxoECOZJESgODzM3PwihfIw80vLLKxs8LlnX6TVaJPbNrmTJAEtYbB73zEaZpUPfPjD2LbL3O0lOp0ekZBAlFW6dsBqZYtUroieSCFIEpqmI6savtnEi2LKUyKRR45kEppGJEU4jsP8/DyiKLJrapJ8Ps/41DiZVIpGo8FGvc7k3t0MDw9TrVbZbNQwEhqVc6+zubnJIw8/zMDIKO16jWxxgJX1FdqXr2JZDtPT06y/+gaH9s+QSKTZWF0gny+yuLjI3cdPxnIyP6DdbiMqKjdvXWBm9iDGwBC6ruP7Hj2zg0gZz7WpVTe45/gJ+o6LbduMj03QTSXxXQtV1UikckSijZEw6Pb6eJFIp9NBN+LmS3VzlXbXxOo7TO7axfraZsxjCKMd24liscj6+ipBEFAul0kkEmQ1kY2VVWyzz9XL11E0nUiQWFvfIkTE9T0ESURPxD5Qqq6RSCUplUpUNjeoN5uYpsnuPbtIZdJUKhuYpknW0AmiLo7r4yMhiArJpE6EQCaTod/v77BuRVH47ho8f72359F3NQf63WbJO26Vb0PH3Zkz13WddDpDOlMgWyixVc/ihCGqH2BEML+yxO2lBWy7Ty6XxfEF0vkSBw4d5uyZ15goDvC5//yfec/73scnP/kpHnjgATRF4c1zZxib3EOzvkVCEZifu8Xk+Chnzp5h165dDO2a4aU3zlHIFmg0Gpy+7z6ajXbM99TAMOKMQFMU6s0GhXwOz7MhAFnRt8c2LRqdLlPT+9iobSEJAoVsyOtnX6FnOizfvkY6XyIwTTqWxdjkftYWr6NpCUyrjSKnaHWb6HoWy7LodJoUB/O4tks5n0dG4KvnnmeklOefP/Nz/MRP/hT/7T/4nwiDiEOHDvF7/+9/4rXRc+RzCseOzHLx0iVOnDhIrVHH8jp8+KMfwEhkuPtkfDG/efM6Bw8eIF/I4roOiijT79u4XsAffuazXLu5wJlzF8mXBxAljcmpaXZPS+zfvQ9BEHjt7OtYjs2bV26QSiRZ/exzJJMGrWYVhIhT95wgYWgszS9wYHqIsbExSqUBWp0OtVqDkbFRDu3fx+ef/QoL1SZOEDdcen2LSI5odOzYIVOS6Jhd9uzZQ79nxk6QtToJSSMh6WytbDI3N4fr2Rzed4Dbt2/jhgLVRoeFxWWGSmW0VIZcYZDbC/NYts/KZiOWrH3lJXZPjnDowB4MNUOj45Ef0bjr6BG2KjWy+TLPffUFTt53ina7y6ED+3nj3Ot8YP9BehcvsL65wcTICK++9DKPTcyQTmdZX1ujXMhQb7QQhQBFivW7ntmi55rgWci+g2NZRK5Lu1HDFxRELYnb86k1e9ihSL3WobuwxoVr19nY2GBsbIy7776b119/nWajjWEYZFOxZG5xeYkAFctxWatU8P2QdKZAq9tB3PZfT6VSlAbjjNfyXUzLQhDBDQJWNzbJ9OJA6Pkhm402dhAS+g62G9DqOTz04GPbnlMG6XSajY0Nivksd+p0giCA8Jc/UvkDsj0/Hp19/Rtvz/8iS4jeptH6JvioO79/sA2ZsG2bdqNJt99jfv4WN29dYXnxNl2zjdXr0enGHfBsNstWdZ2l+Xne//jDKEIsaL569S0ef/xdhGHI8ePHmZub4/HHH+f5559n/6Gj2D2TMHCwul0GB0o8++yz7N03w/Ts3Xzqd36Hf/JP/gmqJLG2tkYum6fRajM5NcTa6jIpIxGDhAUxBotEsbaP7QJ4p90gnYi3Qb4b09KblYvYjku35zAxOY2aSOMHIpbjMTKyB7OxTrU6Ryat0WxaaEaWdK6A54Somka710QSNVJGmlatTjYt8LlP/wFf/sLzjE/u4p3vforf+q1PEoYhWxubDA6UOX1qP8lMGtd1mZtfZP/sAU4/9DD5fJ5O10PTNHK5HEEQUKlsEAQBmq7w+tk3KRRK3Lh5m3xxgEanRyqTJ5svs7lV4ey5CywvLDKzZx9ra2vUmw3WqxXMnkU6UcS2umSzKTqtGpomUC6myGRTzO7ez/DwMO1Wi4nxKfbs2UMQRTQ6bV586XU+/cdfIFkaZm29RkIyEAIf2VARFREJgWw2C1EQB+R6g4mJCXZNTxH2XG7fvo0oikxOTZBMJmm3Y4kRqoyu6zz28EN0Wm267SZtsxvTsq7c2qYJGSiSSN9sMzY6iEDI8PAwrU4bq2fy4z/yNF999ktIksST730f9UaLcnmAbrdDKqlx8c1zHD9+N32zx+uvvc7MgUMMDI1Q2dpgZvc0166/RbGQw7ZtBkp5NlaWIQy4fv06qVQaQdapNprIRhJJj4Xli0srhCF0zD5hGNO/OmYHx3F2yOuu68YAat8nIMJxXcIwou86mH2LsYkpRFEkcAMSeoK1tTXy+Tyu66KqKplMhk6ng+XEjFBdVZmcnKSYz8bZqKqysr5Gv2dTazQgkgkikb/1wR8imc6QSWWZmpqgXC4zUCqgacrXtud/XtD8FtmlIGt/87fn39H6JvWNO0flt2WcKSMRXyElCTcKmF9YZnhoktXlJULBZqO6xdzSIslEgpHRMS5cvIzVa/Hed7+L97//Azuw1NXVVW7cuEa73eT4XXcxNzfHA6dOsr68SNNs0xB9Hrr/NJl8gdXVJX72//xFws11Lr1+lmP3HKdZ22JysEhtbQFdFIh8i77VQ9MMvCDEMAxEUcb1PVQ1xt25gU8oiAiijCobZNJFer0tSqVBiqO7aFUbbNVbTO3aTaO6gd1rIQgCvY6F5/hk0gqu3UbXc6i6gt9w4/KEIWD1uvi2xdBgiQ//0Ad48eVXefPcqxw7so9+r8dA3iCTStJqtTBNk3vuO8XY+CRDI8NxuaJYoFQYZn19fQeMUq3WMQyDZDKLrKV468YtDCPJRrXGv/3Eb+AHkM/nyWazVGobHD18mNXl68iSypOPP8Ln/vjzjI0OUK+02NroUy4kOHn3YWrVDU6eOMrE2AiSFLMZC9kchD69bpeN6hbnLl7g8Sc/wKVb85y/fhMjmQMPNDWJoAqIckxwQhKRBRHT7DM4MszK+hr1ep19e/ayd3Y/QRCwtVVhZWOdD37wKdbX17nw1gWOHD7M+vo6uhz7h/srS/SsHiNjw6yvb1Kt10ilEiQTOjXTodGoce7qLQ7uP0CxUOZLX3mRsbEp7rnnHpZX19k/ewBR0sgVB1lfXySVy5PK5Nmq1JFUY1umI1PMxZYgQRCCICEg4YcCgSBjWQ5aOs/SZoWb82ssrm7ihhGuF1PUwyAiEkQUWcN1fcRtJ1dJkrB7HoIg0TZdEqFMEIREgoggJGLzPUHDEFQSiRTtdhvf8QiCkEwuJnpJiszsoYMsLi4iSCKCJBEJAkEUcvHiRSanxtFkBdd1EQ2DZqOFqurIkk6ERKvdY3r3fnwvnqbKZrPbjgjfgSPl9yBJ/C8n0/x21p33wo+BAp7vM7e8yNb6Ov/htz9Fv9Om0qhQb9bw/bh5VMqlufeuA/Q6dWyzG1NrjAS2bTM8PMijDz9MFEWxE+CefShCSGD36TRiuVGuOMgXvvQs733yXZitJpcunGPv9CimaZIvFCgODGBk8gwOjaAlEtiOhx8IaEYME/bD2LDMdW0QAiRBRkBEFFV8L6JbuUG/b5ErlWm0OmTyJQTZoDwxTmPpForg0WpV0GSFnumRLWTp9GqkssP4gRCPdWaKEIqsLd7GbK9jGALr65vsmt7Dq6+dZWpqil7XpNdpMjo4QDo3SKPeYvbwId66co16s8HskSNEosCt2/M89NBDvPjiyzz77FdoNtpks1my2RzzK+s8+Og7aLfbgEChWGZiYoLFxUV0Xef0qbvotFqkkxkiRDr9Ph2zS6Ve48De3YDI+TfOkUwkSGg6s/sPQBCx2aoRRhFrS8ucO3uOQqlIp9/j9EMP87/904/TC8D0QoJQJaWlUaKIvtcnEAJkId6eF7IZVFWl3+syOTmJruusb1QQJbbrqxKxq6nAo48+yt5dU3zmD/+AXDrDw/c/gGHoKIrCyvoKZ89fYX1rC3PbCaBQKiEIAqlMGrtv4fZ75FIGEgEJXWN0dJSnnvogyXQKI5XFsXt0WjUymdh/SvBhc3OTTqdDJpVAkiQcJ+YABKHH1laFtY1NfN+n2WzTNfuYfYfFjTqRrNOzHITIQ5ZVRFHGdr3tjrSEH0Qouhb/rCCIm3meR6cZI/nSqdwO3zKXT2P1TUqlePKp1WnH46aetxPk7rvvPj7/+c9jGAZqIkmttsVQqczm5gaGpmNoCrqu0wtCHMchky4wMTFFLltEN7K85z3vJZtKIcsiw8PDqLKIokjffqb5reLF35RGkPAXiunf4Ru4k3Zu38ky+6b3sHtiir17ZlhfW+Xn/o9fIBlG+K6H6vTp93pcuXKFTFIln06wZ3waXddj6wLXodtpcuDgfgTRp716mxs3bjA5Ns7gUBld17l48Tzve+JREpKHFZrs3T3Grj27WV9fRZEENCUk9Dr4bgLH6ZBKFdFzOQhi8bWqqbS7JulEAtd2iaIAUQox2w0cxyKhKaiKhG12yCYTQBj772xs4QUqqCrlkX3YdhtPMEGQsfsiScPDbLfJFQskDYmlxRUyuTRbNYFkNs/uvaV4JO/ue6m3kVKhhAAAIABJREFU2oxOjTA6OY1uJIm8iHSziSUqWKJBtWvj+z6qCFcuvsnszB5ySYUnH7mf9c0qv/f7n+bv/9RP8/xr5/mN3/xNDuzbT71W5eDBgyhSyH0njnHh8iV+5L/6KQ7tn+Hggd0cPXSIwWKJ4YxBQRskFQm4vsX9xw8gCBGyYmD1TXQtzWipwNzcHMcOHaSQy3Nzfp6hsVGuvXWF9z/1ET7/7Feh5+AHsR9PPpdipDBMGHnIkoDVd+i0euRyCkODY1SrVSRJZGh4DNdxKBaL2D2TXtdkfHSUuSs36VZbZNIFRsfHef7lV8jlMjFbMqmDLKIZBo7nEQJzc/OUSiUkWaNn9tAkiWa3z9joII5jc+7iJS5cuUyhWOTek6f52x/4IKHvs7VZIZkycBwbz49I5guEQsT5CxdYXl3B7PbxfIfR4REKxTLXr1yl0+4j6zqikgapR+D5hK5Hz/WRZSiVMiRVgU6ngyyLuK5Fv2/ujC0SxCWEwI/wQ3B8l3Q6RtB5YYCqGWxs1tB1lUwuRyKRYHF+DkkQCX2fwLHQZZFSLkOkGOAF28qVHkNDQ7Gh4faxXDZPwshQzA2ye/c+IkASBAbLefpml8izUfQEohBt0/GFPwvs+FbNnr/ekqNvnmn+xYLmd7u2M9S3vzeCgOs4OH4s/zn/xhtcu3wJVYHlhetkMyq+bdPvdCmVSui6yvraCpOT48zduomiKDj9Hnv2THPtrSvsm9lDMZ9h9/QU66trzB4+Sjqfw/ECEpkM/b7JyPAgVr8LgYssKkiKiqToSKKG5dg4nksqm8KLwHd8NEWn1+niexaaIhNGPvXKGsV8PMceBjA6uYt+KOP5Eaqik0onqGyu0Tdb2/KULq16C0UV6Pf78aiaLMU6wUaD4kCZTCZDOpUjCjxkWWJlZQUniCgMDIMgkU1odLo9kpksa+sbjI4M065vEfoeiAL9XpeF27c5f+Y19uyeYWFxhUyhTKIwyB99+tM0m02eeuopXnvtNa5dX+SB08d48MEHOXX8KH3bwvJc/vUv/TKCpLK0usnmRhtFkyH0GRkus3d6nNHBMof37aNcLNHsmnRME7NnUW00iRDJ5PLcuHWbV89fxbJ9en1rm7gOqiAgEJDQVSRJwHV9ND2HKEs4nousyWQyGRwn5q4GrkcqkSSKAvbs3o0qyaSyGUyzS6PRQNdVIgIKhQK12haiEmd3QRBQrVYRBDGGNlsOhUIB37HRVQ1JFiEM+KGPfIip8TGqtS2e/+pzPProo6wtr6AbKtPT04wOD9HpdCgUCiBGJJNJ1tc3WVhYoFqtsrq6yoVLV/GBMJJAkFENHc92UBWZMIioNNs7c9yu6+5kiK7rEgZOTKTfnkzyvICQWFAuiHFdXRRFCoUCURRhWda2rcs4tdoWA6USc3O3OXzwENXKBvv3z7CxUWFpZZ1kMomu65j9Hpl0XH8FkVShgCLr3HX0BAf2H6RcLDM0PEgQeEyNDSPJsdpFUZQ/ZaD49es76aoLqvE3I9P8vqztkcs790EQ47vuIKi0TI6HH3iUE0fvZmH+FjduXOPSq+exzDYnT5zARuDyxUtMjo/zwitnY3+XwQKHT57ik7/x67zniXciEFAeGqSyuco7H3+UjaaDI2hoGQPT8cgUhqg2++iaRqGQJwwjxCimqjuOTyKRQgs8bMsikuItSqteQ9c0vCBET+toisTK0m26qx2IIiZGx1hcuMnQ2BTdRpMIlTAok0tnwHcgjJiYnMTsdEiksqSzZebmbqFpscTpgfe/h/7aCvVWm616BUkQ0IQQRQyx+iY4CUoDQ2xW1sgXyohCwEC5gChJaMlMjCBLGJw/d5Z2t0+93cG5dpUTJ07ywvMvceqhEf7H/+5n0BMJfv3Xf51HHn6QickxPvcfX8Lum+helwOHjzA7s49nnvk4S+tVPv/sc3g+vPDKKzSrdZbXmwS+xNZGg16nzeToALfm16k2G3huwP6Dh0CIbU+y2TRHDu1jeXmVlXWTu+66i8D1KGQMwsBDIKJr9rBsn1SmSLPZJxAELMdFjGIUmufF5ZH6VpVkMsnqxia9romiSOTyWTzPo9luIYrEdH1BYWFpBcux4/p5Ko3neVi2G0+JNZukjQSVag0hCkmlUvzbX/t3FIuxA+Se6QnMXp+777kHRY4xaa12jwiwbRdVldlcr0AYsWd6N+ViiUwqzcpahaW1DfxIJMBHcmN9cmIbazc4OIjrurF75LaO944Mb2Jigmw2v+Ox1OtZIMZTdI5r7QSmO/Bux3FiMzfLImkYceANY3+uEJGl1TUyyQyKIGB22hSLZRAUHCcgJK6fpnOD5DJ5ssUSA0NDlAoFhoYGCDxnGyoel0S+nl72V2GyJj3zzDN/6U/y561PfOITz/zXf/8nY27H192+L+vtAJFtmo94xyZDVIhCEU03kAURVdMYGx+nUCpy9PjdfPHZL/PamTcIIgHHcXEdlyAS2Kxs8dkvfYlyqYRpdjC7LdZWljl69AhBEPLWjdu4fsjA4CCqpiNKApqioKsyfrTtDSSoiJKCLCtEYYSoqQSujaSJeI5DsVhCT6eJXI9Wo8pzz32V2cP7URWZ0ZEhlpcWEKOAyfFR/uQLn+fBhx9lZWWVwHfxPJd6rU6xkKfdamE5IXsOH6Gw7Wg4tWsSt9vEc2z6ZhddljEUka21RbrNLdKGQrdeQ5cFLMcmk07RarWQJJFsLksQgiDG2cru3VNMTIyza3KShx9+hD/4/d9jeGiQyV0TXDx/nuHhYTzX4/bNmwwODXP3iVlMs8eNa9eZX1omRGJ0dILBwUEOzOxFUwR6/S5Wt4dj+TiOh6Im6NomiWyWVCZLqVBm7/59RBEoqsaNWzc5dvQYt25dI2kojA6VGCqk2Vqb59CB3ZQyBglVRFYUXKtHImnguS7ZbIZCvgBRSKfbRFVEVEVmaHSE8sAgfhBRLJeRZZmu2SUIQ5KpJM1Wm75l0+tbDAwPMTQ0hGHEJnZReAdpJmKaPXQ9ibLdZe6aJrKk0O50kGQFQZYIgogbt26yurLGxuYGM/v2ceLkPcjbViPJZApN07GtGOqsqiqtrkmIQISI7Xh4AWi6AYg4rkur1UJVVQqFAt1ud8evPZaymVQqW3S2MYmKotLrW9smdV/bjXmex8jIyE6m2u92Mbs9VFVDVRXSmQz1RoOtao1kOo3neDiOi+MG+EGE2XfQjRTZbJ79h4+RyeW4//T9GJpGLpchoalomhazSGF7uOO79z7/+gD78Z/9+Y1nnnnmE3/e//uBCZo/9ZM/+f1+GW9b3xCXsv1F7O0dhiEhscdPCOiGQWWrRhiFdMwefbPH4vIKvW6PRDpFMpnECXxkQUCIfPpmm9On7qXdMbk1v8D73vd+xscnaNTqDA8P0tyqkE8l0VQZRVWJBBkEEVE1IAJBEiGKkJVt50PAt31C2yIKXHzfY2R4EMWQSWgqzXoV33XJZtK0212iMMTxfMbGxjA0I96mhSGvvXaGY0ePkCsMoCYMJAS8wKXVaGLZPc689gr7ZmY4/9prGLJAr9lgdX6OC2+cIfAdbl27yoEjd2N22giALAp4rous6rhe3OX3XAcjkSSRTOJ7LgODA2yur/Ir/+bfE4U2swcOsHvPbgQh4vqN6+yZ3oUgilydX+H189dxHZvq5iZJVWJiqIQSOQyWstx/6iSVzQql4gDVZgsnCEkWSxiqwejICFeuXKXeaJBKpTl86BBEEQ8+eBoin+PHDtKubfJ3fvRpNDnE82ysfp/VlTWKxQKXL15EEAParTq5TIqbV69w6NABEOKTVlNVqrU6vX6faq2OIEaMT06QSqdZXFpCUTVkRWdwaCT+jHQ6dDodup1e/NlwvDgTT6cJwhC2WZvJVBpd16lsbWH2+ty8dZPrN29Sqza4ePkyluUQRCELS8uIgkSnZ6JrOtlsBj8I6ZldxAgWlhZpNJogxPVUzTDomn36/X58YQ9iMHQ6nWZgYGCHUSmKIlHok8vlGRkZodvt4vsBkqyQSqVwPSf2jdqua/q+vzNuaVv9HUdTUZDY2NpCEBWyuQJhFBsFOmFIz3KIkFA1g2Qqg26kuPfe00yNjzM5NkYunyJhqCQNA1WWESVhJ8sURfEbZpd3ss9vdvwbfe/bDZo/MDXNN85877vn3/36Jl33O6DTEEAk8HyCIKBrNmk2a8zN3+Da9bc49/oZmo0a62ur9HpdpicnYoJL5FHKJjl2aD+qELJv3160ZI5ssUQuEwNaE0aKzc0tGvUqhixz5dJ57nn4AfLlAXQtBZEUe+cIsVOmEPkxDCMA13YIAw+z00SRIdo+OVVZpNNqkjA0XMtlYGSc829eYPbwcS69dY3jx09y/frN2OMon8NxLbRUnkwuj6bINBtb5DJp5uZv8urLz3P96jVOHjuKLAioQshbly5i2zaCJJPP53nsfR8ikUjQ63YoDw6g6hpKMkMARGGIquixR7oAnmMTODaB7/DC8y9TqzUYn5xgcmIXYRjSaDQ4c+YMj77r3Xz17JusLC7R2NxiZmqKYiHNgZlpBktFSqPj9Po2N2/NY3khL585S6XWYnF5icFcCkKP6elpTpw4wfj4OBCfQFevXeLI4Vlqm2uxffv2WO3K+jrn37zMxMQMR44e4sUXX6DX62E5LhBrMK/NL2C7PsMjE3RMC1HSGNx+HfY2mDoM2Ako/b6NZVnUW3U0TSGbzcfYwUjYYT/alksY+YiiSELTEUUR3/UoFosYhsH6xiqaplCpVBgqDxBGAelkCs9zeOSRR3jnY49y9fIlBsolPMcim04hChGiLLGyvsXVm/NcuHyVSq1Jz9pmUkrxxNudSRtN03amwYrFIhPjw1SrdSpbMaCk0zEZm5ii2WxSb1RJbYOe7/hv3dkmC2FAr9dj374DzC0u4DgO2VwB3/cxkgmcIMC1HURRRpZURgZHSKfT3HXXcR556GEmp8bRVYVkSkOMiIHdokhEsPP3+2aB8c7918e3b7V9/3Zrmj8YQfP4twia35c9+jcPmpEIQRQiRAIEEPoBrt3HtW0azS2Wl27z5a98icuXL9IxO1RrFRIJnZGREe6bmaSUy2IoIvv270U10mRGptFSOYbKmbhJIMa4N0UWaddrpDWVlrkZjwzqadREGlVPgiARCbGsSgoDCAJ8pw+hR99q4ThdGrUKvhWRziTxbIfA82l1uji+wINPvJtuo8b8/CJBKHD3ifvY2tiIEXadJunyAJ4bkEoaWL0u7WaDZELHd1yGJ3fxiV/9d/z4j/0Izz37JdrteO54954ZfupjP4MRwZ7pCbJZDccyOXT0EKcfeYjywBCuGxAKCl4kkMwW4nljs0vgO0jIfObT/5FPf+YPyWWyvPfd7+Kd73gHX33uy4SRwJ6jB5netZd/88v/Dy+99Bqe6yPLsVlaJKn88Ec/hOd2UJUI33MwWzbVSp2bSyvU2x0ajQazs7Ps2jXJ8bvvJpPJcObV57jryEFcu89wucjNuXma3S7Te/czMDiOpmZ46eXn0WSPxYVbDJXL2LZDs96gG6roiRRvXblGs2vRtVwULYXZt3F9HyOZ3qazh/R79nZAgVTaIJHQd2Q9AM1GG9u2ESXI5JLxsXoLWZYRwtgY0PM8pnbviQ3uXA9dVzl65AgvvfQCiiixWdugUCggEfHRj3wIAh/Xsaisr6GIAmbfotow2ay2CBDZ2KoCoKoqjuuj6/HUWSKRoFarxWdCGJJMqEiSgqrFVs/dbo9aI2bNGgktziRFcQfKATGV3zK7GEZsONhodTh+8iTXb9wARPRUEk9Rede73sV9J+9henKKQjaDJIgkDQMjBIQQVZOIti2jETUElPj8FMI/5TD79vX22fPo6yDE34ug+QO0Pf97bCPcv/VN4Nt73F/o9nVL+Bq6ThDubNCjWN4ggB/6eGE8gdPtmLiBzf7ZaWRRIJ9KMlRIM5hVOX3XUWRJYv+BWSJBoTw4gq4mcPt9NHzOnXkFp2vS67TIpZN4rkN2fJyUqhMhkkymkCQNSRS3a6zbL48oftVRvKUjErBti37fZu32JTKpFOXSELfnlkim8uyfPcLN6zdYWVli374ZEskEyXyB+YUFEpkc7b5FOpkh8AN6/T6u55DKplAVCVEWqFQ2mJnZh+d7aAmDyaldqAkd23MYnxwjWyjzlZfP4QY+biTiOAECCmEgxPxMVaHTaqFJIgndAEmg3umgaQobWxscnD3Ecy+c4cNPfwQndDl6/DgbWxUUOUUmnaU8UOaDH/wgc4tLLCyv0miZLK9v0ur2ePPiW9y8tYgXQBgICJLE1PQeIkGg1enGMGRBRNNkZqYnqazN49h98vk8u/fuY2F5lWPH70WQNFzfw3F6jI4N4Tk2nutRLOTJ5bJIkkiEQC6doLK2guv0qW5skEim2Fhfx0hmUWQNTdGIgpCJ8TEMXSOZiJtMVq9P3+xhW30cyyLwXVJJg0w6hW4kkEQJRVTIZXLIskIYRoBAx2zjeS62Y1Mq5vnyV57FdRxkRSaZTMS1P92g1Woxs2cvlc0K+VyOjWqD9UqN1Y1NLMeNs7wwJBIkjKTBQClPJpOiUa9j9kxmZw+SLeSxHJuO61DvdGj3e8iKShhF+IGPqsqkDR1ZFHBti8mJKapbMeug17cQFQ0jlWVls8Lg8BheJOIi88g7n+Ad73icn/7xH+WpJ55g78QE5VyOpK6TVFVUSUJRY7+l+NyLnVTjMclwp476zTLNnXUn4/0WW/K3r79e2/Pjx6M3zrzy7T34r6A79g2f8877tC2Yv3MFuzN+6TgO3W6XlaUFNjbn+dznfp/1pRXK+RzjwwV6rS1mpic4ePAQhp5GUjWyuQKqYnD23Hne/cQ7mJu/haIoHDx0hKWVFYrFIpbj4bsWmqaRzmVjXx1BRBBFQCQkgNCDMCIKPCIvfrxlt3HsHtfOvsDo2BS1epdcfoDrt5YYGptgZGyUYjGH4zhcuHCBk6dOoekpNja3SKezaAkjdhTsdEgnNfp9kyB0SSQSRFGE0/fQdX3nau/7Pq1WC8uyaLZMvvjFL7K5sYEqS/Q6XfqdNoMDA+ya2cUjjzxCLp2h3e6QyeUwMilQZcZHxqlsbDF3e4mLFy/xr/7Vb/OzP/sz3P/AfbEPUK1FvV5j9uhhKptbbGzWWFpa5cWXz7C0vEy1WmX2wAH27t3NZ/7oD5jdf4CZmRlOnz5NEIWcOXuOPTN70VSJTqNC4FocObCbhaV50qksA0OjTEztIhQVOu0u3Z5J6MYGalsb60yOj7K2tkIum8HumXiyzPLCCiECr505R6PdZ6PaR9YTrNbaCGK8jVeUmEjlOE7sEpqJM7I771+v19vhclqWRRQJFItF7pjP6bq+c8LbXkw4932fKPC477772DM9Tbvd5uVXXiSR0Dl0YJZ77zlBbavK66+9yvTULpaWV6g0GsiSSs+yWdnYwPECghCKhRyaJMYQjCAilyvsAFt8P8S0e6RSKXK5+PPSM00ssxdDTvR4W15vNiiUBpBVlSAM6XRM8sVy7LmeyXHg4Cz33nsvjz72OIPDQygCZCR26qZvb+Z8p9vqb33qfu8lR//lBs3v5Pf+RkFzu1B+R2Kxg5bb3OKtq2c5c/YFVheW2LtrGt9q8+hDJ8mkDRYXF7n//gdRNJVUMsPlK9fjTmUYcObV1zh48CBPfvjD3Lp8GRCRVYXBgSKtVotMJoMoxVIPQYr1aREBUeAiRBAFHr7rEEUOdr9Ns1XFbdT58leeZ3R8N3tnDtJomOw9MMvg2ChWv00YhpjtDsvLyyQSCQwjycTEBO1eHyOZoNfrxTPXrRZhGGIYMXmJMP7dNU2j1WrF8IZslo2NDRRNxTT7iAj0zR4bq2ucefV1KhsbLK4sYtseH/7wBxgZHOLy5cs8+sQ7OHjkMI4L2UyeVrOLIEjcvHmbRqOBIETMzs6SyqRRFAk/imvJ6XQWP4i4cuUan/qd/8D87du0W12aHYe7756lUqnu4PNyuRz33ncKXVeZGB9BEUJUUSSfUVlbW+XukyeRRI25xSUGR0ZRFY1ut0t1cwVJkug2GwwNlLHsPtlUEqKITr/H5uYWnh/wxvm3uL20Ri8w0BJZ1qoNOt3eTo3vToNFlmV8390xBItlR6ltb/k+tm1vS4fU+G9jmjuui4IggAT79+9ndnaWVqPG2bNn8Rwn5g0ELjMzMxiqgm3b3HfqHsZHx1iaX6DZ6dLumHR7sYWE6wUgyXS68RSbbcWBWxAkFFEimUzvBPzluQVyuVysNfY9arXaThMmEKBjmmQyGXQjSd+xyeYK1Ot1jt91glMn7+Gee+5hcHCQoeEBgO15c43Q6cdOpNv6z/hU+94mRf+/TvP7tXYCZrR9F/2ZWxAEhJ4f1zrDGCzcbpmsrqzz5GMPsbKyjh8FvOc976HbMdECEcftcOTYXVS36jQbW4zv2sU9p0/TqVUZGhnGNE1UVd058V3XRVYiVFUFAnbYgVHM09x2g419oGUJSVHIFAbo9HwWXjnLyfseY++BEdYrm9y6dRvL6pJJpZFF8ByXjXqdfq+L4NuImk7gxxYTzUYPRdaQFB1VVhEEH991gDjDhNinpdFoxBYhTp/xsSG2KjXGx8eRJIWLF68wMDTC5Wu3OH36JH/06c8xe2Af05MTVFY3OXLoKLIoxGAIQ4VIpFDI8Yu/+IvMz1c4dHCaA4cO8PSPPB134LeDiCRJzB7Yyz//uY9z7o03+YM/+kNsN+CRRx+jY/Z48YWXaXealAZH6LRN7jp6mrWVRYg89u7ahR/6FEqDtJomohw3ZaIw1jwmk0kol5EEEbffpdPpbPu+ezQaDUZGBnB6CRw33DZ6U9C1mGwuyTq6rqNp2o47gOd5dDodXDdG+d2pU8ZEfWUnkPq+T7vd3nZoTGHbsaYz9h4SWVxc5OrVqyR0Fd/30VWVVCqFrEq4rrstE7L54p88i21ZTI5P0Ou72I6LafXxvADX8/Aj8L0QL7BwfQdFknFdn1Q+w1atjqFq1Ot18ukMnudTbTSwLAtZUVB0Ddt1sYKAZKaA7XloKZni4AhTU1P82KlTfOSpD5HLZHE9G1kUUBUVRYqQRPDt3s7nR9U0wm0t9F+H9W1nmkJcsX4DWIui6H2CIOwCfhcoAOeBH4+iyBUEQQM+CRwH6sDTURQtfqufHXfPX/3age9H9vutnvNtmeYdn+o7WeadbYxt2/S7JnPXrtFobXD5rfPkMjkUQSCX0jDUiMPH7kNRFIaHB1leXiaZMsjlcqiygqyB61psbW2hKAqB7zIyMoLv+8gi9M0eIXHAVDSDkHgSw/dCFDk2Vou3TCK2Y9LrdzDNDuVMkedeeJkokvhbf/uHiKIIs99D01Ru3bpBv9dlYmycvtli7sYNNjfWUAWJRq+FohkcPnyUg4cOI8sqPvG2yfM8IBZex9lJnHXU63XS6TTtTpNUKoXvhUiSQuCFeG5ApVLB930qlQpf+MIXuHXrFt2uxezsDLP795Mv5Tl+8m7GxsZIpVKYpsn62hbXrl3jzNmznH/zGuVyGT9w+NjHPsa+fXsRpYikrkGkgCRTrTX4zU99ikJxkI1qg0q1hud5OH2LwLV433seQww9tjbXKRTyHDt6mIOHDlGtVrl8+Qqvvvoa/+gf/2N8P2RzcxOJ2Fe7UauSThqsr67g2jadTpvR0dG4CSIrfOY/fZFqy6Tag1qrw3qlhe1425zORNxs2bbeTSaNHUsLWY4VB28HYkuSQr/fRxCEnWCZTCbjznWvs5PhK1LcrU4lEjSbTRzPjgEWUcQTjz/J5cuXdwDAla06ohh/Tmzbjl07ReVrEiEhvvD3zH5sSdx3QBS2L9CxXtP2XARRZPfu3SwsLxFFEadOnmZsbIwTJ07w0AMPomkahhF72ydkFTECQYwQohCRMC5RRoAoEL4tC/zLEqV/vzPN/x64BmS2//0vgf8riqLfFQTh14CfAH51+74ZRdEeQRA+uv24p7+D5/nere8y+P6ZesrbjkffINsMggDbtul2u+yaGGFp+QrDw4MQRhw7dBTbbKLrbJ8cPrIiksunyecyLC/Ec8dKIMaoLE1BUSTShQILczfQdZVcOkPougREIIHds1FUHdeNUFWdIIhNpQRJpme5qGoKVZNIiwnWtqp86CM/iiBpBK6P47k0Wh1KpQILC0s88fhjXLx4kRtvvcXw0AC53ADZTApr3ufA7H4Wbs/hui7jE5MUSgM4novrumSzWTqdDoqi7CDq7mwjs5k8YQiK8jXQs6KpDCtDiAjMzMwwMjbKJ3/nd/D9kAsXLnFzbomBUpEzr5/jfe9/N6dO3YMsy0xMjiCIEYqmImtJbt2ao9Xs8As//y/48R/9YR56+DQSAqqhxw0yRebv/t2/x6XLV3j2uRfJ5XKEKKTyeZJKma2tLU4cO8yuyXEqlU18BNY2K7FZWQRH7zqOrifodDpomoGqJpFFkcCPMyTLCxkdnWSj8ga1ZgzcyJfKyJrOwEgWr9rF8gKSSY9cXt/uNndR1ViYnUqlKBRybG1tkUgk6Ha7dLtdRFHchk57WJaz05GOdZH+zlSaKIrbdCsRkXhbq+s6U1NTbG5t0Gi0SKfTfP4Lf4woxhIdt9VFlPU4MEcCyXR2pxYPbOPfzG2daJaebZErFxkcGqHaqBN6PpZlUSiWUVWVffsO8NEf/TEef/xxdElDk5U4oxYhCkKkMERTJcTQRdjGFgqiEO/CiHZQhn8V63tVG/1TP+PbyTQFQRgDfgv4eeAfAu8HqsBQFEW+IAj3Ac9EUfQuQRC+uP31q4IgyMAmUI6+xRP9pWWa36Og+fbjb880gyDumJumSbfbpdOo09naIJc3GJ0cpJgr0m520JUI22ph9q1YOqQqZLNpfLePIsfb2jASMJLpWN7TbpJOJfFdD0WVUN72GhKpWMbS7VmUSiVanQ56Mku/75JM5NA8QCjSAAAgAElEQVS1BK1W3GE1EhrNZpWxsYkd2Yuqa0R4dLttGvUa/a6J59oYms5nP/tZ/puP/TS/93u/S6OyTrlcYnh4mL37ZhBkiVQuh2boGIZBq9lBEOJMJJ1O0+128byYldlu99B1nXq9jiyLDA0N4Ycetm0zNrWH1dvzDI+N8+wLL/Grv/Z/02138R0ft+cgiVAeKHDsrlmefvoj8WRN16TbM+k4FiuLK/zWb/w2qqogCQI/8tEf4p57T5AdHI3H7zJZGo0Wc/PzKFqSN998k5fOXqBarVNIa7zvsQeYGB9mcf42AwMDpDKxw2Tsjy3y6U9/mqeffhrbdimVSiwuLZHNZun3uvx/7Z1nkB3Zdd9/t+PLYfIMZjAJwCBjd7EBG7niLsnliuKSLFKiLJq0LRdLEj/Q5VK5JKtsS5YtlUyXSuUqi6FkSbYp0aRE2ZZJLcmN5GYsMrDIGExOb8LLqcP1h+43GAziIM1g9/2nul6/2z3dp/vdPn3uuef8j4KLoWkcOrifUqnE9nsfYGZmimw2TyAYZmp2jnePnuTQ0fdYSFcpFMtEIhE6Ozspl8vk83nfpeDFZNYmg2KxGIFAwK8BXsZxvPztYrG4qCCzWe9+K/qFYO6A4VWlvHfXLsrlMo3NTUxPTyOlJJPJ4uIp3VKpgisVKr7vU1NUCoUCmuZVnBRCEI/EKFtVLFeiGCZVx8ZybLZu28Gju++nv7+f5sZGNm7cSDzqpcTatk0oEEa4EoSLa1sEdAPH9ck9xIV4ShfF98FfmMVejWjCOxanKYT4W+APgSjwm8A/Ad6WUm7wt3cBz0sptwshjgHPSCnH/G3ngIeklLNXOv7tUprLY7SuhqU3c3mB+aVM745jAy5SikVyg2Iu7+Xk5tNkU+OUymna2xppafJYqmORIEeP7ieeCNLe0sz5oUFamhoRuMzPThOPRpBahHgi6V27tBkd8iyvcqWI7QcaK4pCNBb3Ao/NEIVShXA4QiAcQ6Cja4FF0odCoYBp6liySjAQQvoZGLlcBjOgUa2WsStVYrEYM9PT2I6DaZosLGQoFYokAhqvvvIiJ06coH1dB1/96lcZnhgh2dRIJpunqbGV6elpWlpayGazBINBpBQ+TZrO3Nwczc2NzM7O4iJJJuOkUilCRghNMwjH4oxMzRCLN5JOZ5ibW+DFH77Mj374D5imSjhqsHnTRj77uU/x0IMPMzE1yWhqgoAeoFyweO211zl35jQzM1N85lPP8cQzHycQCBIOR8nl80xPpwhF/Hz3hjby+TzlQpq9r73EzOQYmzb0eBZ0bx/VatVTnLbDgQMHiMeT9G/YgGEEcBWNQMBgcmKcWDhCPp8lNTPlkWMIg0Ih79GlOS5SUXnn0DFefuVVRicWmJn2JkzK1YpH/RaJYBgGqdQ0punFN3Z1dS0OZ1OpFNlsFtv2uFJrKYK1MizJZJJ0bh7XdRFSEgx6s+q93T2MjIxgBjyLLxKNcvzkGS/jpur5nCtll1AodJFLKRrzyDKaG5tobmhmLr1AuWLxyBOPs3vPg3St76G7twelWEYVniVcLZcJh8M4Zc8toxoXfLGKdP1Aeg3XtrxhufCSGKQQSKGAFEhF9YbtK+HBvEFcUjfsMqQeNdyy4bkQ4hPAjJRyvxDiyVrz5eS7jm1Lj/tl4MuAV0jp4o3XEss/6jVqAC25QdcKcl16c2ublrYtDseFjXRdBDrCBUUKVKGgCZdIwKAaFGzdvIPMzBiT54957DXxJNs3D5DPTJCZmWTj+g6e/8EP2LplAFm1aGxrZTKdx2huZHhoCKdSJBGKcOb4MQY29jOdm0fgTRCkJkfoXN9HLBYhV6ogFZW56Wmam5uZnRqnrbWFhZmz5NIeg7hqepaMbTvkcjmkdAmFDQJBHcXUqVQyRBMmxXKFQMCgKdCIlE245SK9A5s4MzTI9OQU3/vud+jb1E8yGUc3BNl0hqaGRtJpb4iu6d5DjhDkC3PYThHHjSAUB1UqVMsWbS3tZDNFzFCEUqlMQyRMemGGaDCISAYwIvCLX/wc3/n2X6FWVU6dPsdPX/kZCtDT10v3+o1MT09z7vwpEg0JHnr0EQzNYH5+nuNHD9Lft5FsJo1uBIknGwlH4oxPTTMxeYRvffMbvP7Gm2za2Mdnnvt5b/JiZgIpVDq7+0ExaGyK09nVy0uvvkIqneGjzzzDzFyOYCxJU1uvN4SOtWBEWxFC0NbQxOTkJGYgiOXY5EplSsUqVtlFVXQUP7YwHg1SKBTIZfIeM08giCMl2UKRk2fOLhLpqqrq0atpAtep+O4Bg2KxyPxcjnKpwPrudmzbiwaQUjI355E4DwwMUC0WvKqjE5MkoglKVYtSNYNQNZraPAaibDZLNBFn6/r17Nmzh1AoxLYtW9jY7708ksnk4qy+EALVdVEN1Z9wtAgGNKRbRTVrQcI2ymK0kMdn6SJB92IslyoFUVtZKc/tCrBcI4hlSnLp9hsdql+PT/NR4JNCiGeBAJ5P80+AhBBCk1LaQCcw4e8/BnQBY/7wPA7MLz+olPJbwLfAszRvSPoVYCU3aKnfsva56M8UCg4KwpU4taE63jDdlVXiIYMTxw4TVOEnP/oh6zrbGRgYYH1nG8NT87S3t/Pay6+TmpxlvqGZ6bEJThw5TnNnB4pjEdF1AqEGXnjhBXp7ezk/PMrRQ4dpb2tDVQU9PR4pb4vtULUlOeniWnD8+HHGR4c5cvgQn/vc5xgdOs/mzZspZ1OcPXWUgU3bMBS8VD63SqUAiq55dc7jScKhMLPTU3R0dpLJZNB0hab2Vv7d7/4ub77xBg/uvp+vfe2PaGvrIBZPovpWTjgcRghBJpPxyRQCSAkNySasqkNXZzcnT57GMEIsLGQIBINIaSMEVCyL/v4BpqZT9PZ08sufT2BZDg0NTRw9dJgH7r+PudQEKAr4sXzd63toSDaSyeTYt28fZdthZGKaaDxKT/cGGhsSOBJm5zI4DgQNk3MzKfo3bWP/sVMcOTlMtOkAHWfH+PRzn2BoZoZ1G5tRVA3MCFq4iY6+bfz+f/4a3/67H/FLv/QrRKPj9Pf2LZZqiDdF0TSNsqaiNLZw/Nw5fvra6/zD888zOjFJPB4nGI2Tsiqez1FTKOJihoNUpSSq6SAlPb0bFskxEokEiUSCeDxGOj1FsVgkkUiQTCbZvn07Q0NDzM7Ocub0oMfKjmdVmqE4Qg9y4sQJ0tkS4WiSUsnh6aefRgoIhUJ0tHfy2EP307WuE1VVL2TSqAq2bXsvfYXFUiqVihcZsRgGpC0ZUi+JobxaCuPVnqsbeT6Xbr+aslh+lNsxwbSiOE3f0vxNf/b8b4DvL5kIOiKl/FMhxFeAHVLKX/Mngj4jpfzFqx33kuH59eJmhvHL/vdiq9K9ouJ0kViOg3DBtiykbVMuZEnNjBEwFXJT5ygWclilAuGIydTEOA0NXrG0gf5NvPLKK+QyadpbW9iyZQCnUub06dPoQY/e7bnnnuPNt99hamaW9vZ2cvkC0nIZHBzk4IF32bZtC7sfuJ/dex5mbGqKhuY2kvEWhoeHaW9txnVshoaGOHroINlslj17diKESrFQoVq1cRyvuuC6de2YAe+dGYslsGyHiuXQ09NHam6W5vZ1FIpFFmZnCRom2UyGybFxpqamuO+B+zGCEaLRKJZfjMwMhPxgaJtKtUA4HCUYDAKQzxVxHG+yqFQqYNs2kXiCcCiG7QjyuRKoGh2d7YyMjDAzlWJmcoqjR4+Szcxy73072LlzJ7FkC4ZhEIpEefutvQwPDxONxvnzP/9L7tk1QE9PH61tHezYsQuJwtxC1qvUGYnxwouv8Pf/8DxSqJQqZUxTJxwK8Nxzz6Ei6O/rY/26Tm8CKBTk3//Bf6RarfLg7j1kMhnu3XUPk5OT9PT00NfXRyKRYGx2mlwuR7lcplAq4yIpV71woXPnhwhHImSzWY4cOUImk2F6eprW1laK8xmi4TCxWMzPSS+Sy2V8js4S3d3t9Pb2LvqLa4kTlUqFdR3djI2N4bquR5I9MMCePQ+TyWTo37STtvYOdFVD01UU6e2jGyqK7aIpwmf5r3phbPjDZ8dFuBesS/CSNmpMR84S32QNt5uC7ZLj3+j5rpExdNGu18ncfjNKs48LIUcHgS9IKStCiADwP4F78SzMz0spB6923BtWmivBta7zoplxd/GNWvPX1NZt18KyHBQErmXj2GXKuQVsp4SpgpWZBGB8YhRNU6iUCkSjYQxNx1ADHiHswf3cu2sniViUgKaSTs9zdvA9nnrqKRYyGd55dx+/+Pl/xOD5IdLpLIcOHGY+NUu1UqBcKRGOhnj2k8+xvq+PYqlCKNxIsVhkbGSIxoYkuq6TmppECMH4xCnWd/WRSedpa+v0fGzlMpZVQcoSiWiMaCLO/EKG/v6NTE1Og6LSs2kL54eHiMXi2FUv+2d8aIR4PM7evXt5/Oc+TDqdpqOzywud0b1Qk3Q6jW54cYmO7d3PUsmbgGhr72Bw6Kw342+7hCMJdD2Aohm4joJQYWp6glg0wf53DzA7O0s0bGI7FbZv305L2zqv9nuxyuDQeRLxBs4MDtLW2sHffO/btLW1cd/9D9LZ2YVAJRpPYOgBxqdTDI9PUbIspubSBMMh5mfnCAUMurrWMToyQnNjE23NLQgh0EyDw0eP8PhjH0Lghdvomrk4KVMrb1Eblkq/QoCUteGoglQ8RVPrP7XParVKLpNZVF61yZ5s1lPw3nA+spgpFPTLFdd8oJFIZDHus5ZJs2gFKobPaigQ2B7JhZAoUqIoKsgrk/QqV2H7ltr1V0C42M11/dbj1Y4Dlw6zbwdui9K8XVhrSrM2AFja2WtxdOVykUrVZxUqFjF0ycLMGOVSjpnJEVpiQWKJBoyAyezsLK1tzVRKRYYGzxINx2hsTDI9McnI8HmKhTyRkMGObdv5/t99j5//+Y+TzxfJFAq0trUxPDxKPJngzZ+9TXfnOgr5LPfu2o6ia0QSCfKlMsnGZk6dHWbXrl3g2uiaSiqVor2lmWw2y+kz79He3kFqZoH+/o2MjY2hqoKh4UFUUaWrYx3RaJR1Xd3Mzs4TjkSRUlCyvfS2RHMT+Xzeq+mimpSLRS/dr1IhHA5TLHvZUA2NzYsxnPmSRzmWTDZSqVQIhyJeHGmpgq6rxGIxdDOAIgyK5QpSqgTMEGbQYGFhgXQ6SzAY5vTp03z7239JKBzgN37t19F1nUSyEVeqnDp7lh//6AWK5QrJRCPruzt5++23aW1v5/HHP0RPTw+hUJhwKIpUVRTNxBEKWjBCsehnothVFAVM3cB1HGTV9iZLVIFuGBTLJTS0xX5RG67WXqLaRQNFhRonJngMVN6E4YUXruu66LpOoVRZJLRe7HOK95KuBZh7CtGLm1iaO61qziWjoEXFJ70zK0Kg4PixkQIFF1eYyCsQW1zTalRvj8JakbW6bF/3Cv+q3IQ6e9/UCLpjEOKieMylHarW4R3HwbFKVAsFyqUSpVwGt1qiWpyjXMzQ2dbEuVMnWaeouHmvhvfGZBM/PfgC586cZtu2LTiyytjUKNF4lEcf24OuKrz2+k/5lS/+Krlcjr373+SXfvnz2K7DfNorQfDJT36C/XvfJRwOEgqFmJlOUak6CN0goAfo7u72GGdMnZlpr4DW7OwsBw4c4KmPfoRisUwubzM7n6FqOzQ3NNDW0cHs5CixWAwjECKVmkNRVAKBEGfPDpJsaCKTz6OZJo50caUgW8zT3buBqZFRTp48SWtrK8nGJpqamsjlC+i6vviwx2IJr8zxdIpcLkci0UA+X8RxQS/bVK0KLlWiUY/dXNEEqqEucjFmczm6e3rZvHUb7e2tlKoWjU0tRCIRHFdlQ/8m+r+yFc00mV9YYD6d4YFHnqC9fR3hcBjbthE1KjEpkYqCInScagVDEThOlZCpgh+wL1yJoekoEqQrKfus41a55DvKPF5JuDCp4UqbmhdNkSCkQu2Fq/pMPAASiVAVpOLVsEn4tcJr2VRCCBRN9WbFhSDsz5xfzn/oONaSPnsxaYXnc69liWne7LQQuHhVI5d7/KR/XLn47QqPxkqeow8A6pbmZfe7sG+NWNWyLCzLopCZpZBdILcwT3ouRSmXZsfWXiQ2ru1gOQ7ZXIGmtnavtnUszOj5QTRFoVCaQ1UV+nv72Lf3bYr5HC1NDWzbto3pqTmqjkuxWOTwoSPoqsL09CSGrnL+3CCuXSWbzvBPv/RFIpEI03MLBCMJunt7qdq2V5agu4tDhw4xPj6OcB0efvhhjp08y6aNm3FdsO0qU9MT6LqCGdApzE8zOzfDrp27KeQ9PkzTNAmFo1RLZYqlEvlymZJdpaW9AzMYJhqNevGFmu4H9BcoFosMbN5KKpXyFOXsHB0dHaTTWTRNI5Wao6+vj3Q6TSSawLG9GNdAOITjOIQiYcrlsjdMzeSRaGia5187cPgQUX+42traCggaGlt9UmObcrlKLJFkPl8kHo9jlS2POs25EE8rcNGEgiMFqu7lfquKQEgHzQxSKVfQhIJrO54FisQVYAYCWNXKokW41NIEsH1fn7J02CtrL99lVqCfY+2F5oiLvtesTi8HWyCVC9Zp7Ri1JAHXvdjPvpSE1xECUBatsqWWnCrdq06SyKsMz72g9OvDRce8VnTL1SzN67RCl1ucdUvzVmL5j3ClH1T4doT/oAihIISCqmpYlpf/nZ5foJpN0xILMTo3ycjIGIphEgyHMQyd7g19DJ47ydTUFNu27aCxoZnZ2Xl6ezYyOjzEzEyK9s51BA0v0DhXKHF++Bitre1s3bqD9s5evvPt7xAOJdBVl9zCPD3ru/jEMx/l/PlzJJsa0UMxNu/Ywt633mZq8Bxly2Zdfw9tHZ2kpqZJxhOMDI4yeG6I0ZFxtmzZghnQ2bRpEyMjQ3R19lBOBGhojHHgwAEGNu+gUraQqLS0Rjk3m/IyQXI5TNMkpulIVVK1yoSjEayC9DkUTRob2xk6P0pzWzOW49LRsZ5cLoeum8TiSRxXwRUaeiDspwUWicTjuK6LZbtIV2DoASpVFyMQxKp60Qi2C9u234NApWxZ6CFv1trVDSquRGgmwWgA23VJRKLguJiGhutYKLXfW4AQKrWBs3RtNH8GWQoNq2r5ihLQVT9yUKAAVrVKLb9/afepPeza5ZTJIpXjxUPaGrWbEMJLIQRQFQR4mV7C++4CyJqiVZcpITylusT6rI2KhBCI2gu/5k5YKsO1/ItXUYxXC89bjjtthF2iJJef/3qf+5Wc86aPcCsg8YO65S25qFsCcXGYxYU3vUs4GqHq2Ly77wBz6TQArc3NaCpUC2mmR0dIRmNs37IVp2qRTCaJRCKceO8477zzDtlsln1v7+Ps2UFeffVnLCwssPve+5mfnePg/v38/u/+HgsLCwyPjdPQ1M7u+x9hdj7HD3/wEzTVJJcvsWPXToaGhihVLRZyZT7+C5/CDEYpFCuoZpBospFixaarq4vHHnuMffv2IYQgnU7T0tLCxMQE7713gnXrujh1+gxD50d45ac/pVQq8cYbb9DZ2Uk4HKajcx1V2yY1N8fguSGCholdtUC4JJuS5IoFHCQbtgwQikSpWF4us6rofqpnFc0wAQUpFCqWQzAc9YafioZmmEih4EiQQkUKDSMQxgzHCASjBCNxQrEEyYYWgsHgIgFGjW5tcVJGUS5alvoBb18XEVdcrrbvrTr30uNeTp5bhaUhd3dMKS7VBytZrnWcW4C1oTTh+m/CncCy0IrlD2Mul8N2XDZv205Pbz+lUgXLqnDy2GFEJU9Qk4wNnaOQzaAKhe9+7zu0t7czOjTMzm07CephNvYPMDo0jqmZOFWHzEKWUCBMe2sbX/jCF9h34BAVWzCeynDg8EmGRqfYuGUHeiDMY48+SbVik8nkOH7iJPvfO8l7pwfZuHkH3b0b2bJtF3/4tT9G6AZbtu9ANXQefHgPimbw9t69TM5ME45F6e7pY3Rsit7efnbs2sWeRx7DRWHjwBampmeIxOJMTE0TjsYRqkZ3dzdCqFQqFoFwkHwhR0tbM2gqhVKJhVweRyggNBwpQVHJFcokGhrJ5YtEwjFUzUCiIRT/U9VxUdHNEIFwAj0QwwjFUI0ggUgM3QwhVQPFMDGMALpu+kHjKh6HjMcrejWFsZJtK1ku7TbXt+/NnPNySrK2XsedwdpRmmsNQlxWeUYiMXQziKYHSc3Oc/jIMSYmJkjGY+C6KDjMTIzR3bUe4Uq++fVv8PSHn2L//nepVj0f3Llz54mEE5w4cYZIJIqUkpdffpX+nn5mZmYolwr09/fz3vGT/PBHL+EKg3zBYt+BIzz40CNkC0UqFYtKtUomV2BdTz9b7rmP+UweyxUcOnqML/zjLzE1O8fZs2dRFI3u7l6i0ShPP/1Rujq7veqWik6+UMayYWhkjKbmVmLxJEJVaGxppli1aO9aT1dvD83tHSQSDbx37AQLCwvk81k0Q2UuvUChVCRf8sKOunr6cFEwAiEQXhEt2xFohpd1pKgmZiBMxZFIVccwQ0gUHKHgCh0HDaGZSDWA0ANIVUMoqleJcYmCWG5dLo+n/SBYmssV5vvJ0lx+zutd7oTsa9OnufTirnaht+uBWJJyubQDKoqCUBVisTgTo2MYoQiqGcKySsymUiRiEcqWxYaNm5lP53nttbdoaWn16kDrCsF4nOdfepnZ6QVc16W1pYnOnl7a2pr5UOgjTKYWeOutt2jv6uGxx/dQsqq8/c5hpibG2X3PNn7jy7+KHgxQmp9jIZVicHCYzvW9fPTZTxOJNxIOxXjppZfYuHETe/ft4xc+/WmGzp5lIZ3lxZde4ZPPfYJCoYBhaAyPjuFUCoTDEUYnp3n4iY8RCoXIFjLMZTJMnTrNzp07Qag4qk6xXCJXWmDjxs1eeQarwMjgOOFYE67tEGuIU6k6TE/PEw1FcaROLByjUC5joBKMJKlWq5Rt0EIBzJCBqmsgBZru1612NVRdx3b9qAXpeReFBg5euurF3eLC76+skDnnRpTKSv7nVg/Dl35f2nYnLMzbdY4Vxojf0Dluh+x3t6V5o36PG3jj1CxNIbxSo11d65memaWzu5tILMrQ0CCnT5/GQePM+RHODQ7z3Kc/y6c+9RlOHj8BrmTD5gEeevQxdu2+n5d+epjeDRvZet8DHDh6hKnUPPv2H+TJD/8cDYkIlVKWcDhAS1sTH3v2KXbcs43ZhVkOHDpIIBSgUCixrqOLXTvvZWh8FNM0ee+992htaSKzkObTz30Sicu6dV4c5sc+9jFGRkYWZ2w3b95MIBDm7OAQiYYWMpksxXKZmelZWts62LnrXubm02imQaFYRugajQ1NnDt3DlVVmRofpzHZQEDTaWlqYnZm1pvJDseoVhwCgSBly0IRGq4UqKpOIBQhFImhajqabiAUHaEaSKEjhQ4IVASa8C1IX0GoCFQurfdyJ6zJO4H363W9X3FXK80bNeFXauIv7cTxeJyGhgayhTwbBjZTKlexLIujR4/Q19dHplShqa2D+x58mLnZDEePHqVcLvPX3/k2tnTZ88hj3Pfggzz6+E66evsYGxslnc9x8OgxApEIE1MzaJqCqklKxSyaKjl77iSqJrGcCqiSoaEh5ufn2bJlG739/fT09KDrOmOjw7z1xpvs2rHDL1ExTzAYYmZmxmMwms8wOTlJOp1mfHyc9nVd2DY8vOdRVM0gFk3Q299PJuPlQ3vlEAqYoSCKqjGfXmDjhgHGRkaZmRhndmqS1MwURw4d9moYhSPgCoSmIjQvYF03DUwziGZ4n2YgiBQKiqYDXk65omhI4WW31KxJb1ZUXihgB15GyxWWW6VsbqWP81Yct461h7WjNGs+xBUsQlGuvlyt8y2zPKXrXljkpQtIFEVgWxJFDdA3sJ1wUyt6NE6pKolGGphLLRDVDYrpDAupKSy7xObNmzk3OMQTTzzNzOgoubkZwsEAv/Ov/w0//vFPcKoOH3rkSZ555lm6urrRTYOK41IoWYTCcRJN7Zw8Pc7rbx9mMrWAYQaZy84TiAbJV8s4UtKQbKJQKLB7924UTWFuYR7TDBIMRKg4Ng0tLUgB7es6KJZKHr+i6/rs5Qla17UjQkEqUuIKSVMyRjabJxyJYhoGjZEYFMukhkeRhQLDZ04zn1pgLjXP2bMjtLSvZ2YuixlJUHAFgUgjRqgRNRAjEG5AD0RR1AAIDSk0UAxcNFA0pPTDZiQ4uN6f8OS46EUmXa8ekr8IRV60XNqdbn6yZaUKbOm+y2fzb/yxqCvR5bjEyFmqF+4A1o7SvM242Yej1m6aJkYgRDyRpLW9gx333EcwmuC+Bx4mNZ/l4OFDGGGTqmOh6oLR8WEcPMb0melJgsEAwaDJ9NwUv/8H/4FUKsXCwgISDUdoBIJJ0rkqbR29FCoOLS2dxBrbOD+SYt/B42SKNonGNqKxBkqlCguZLNFojGq1yosvvsjAwAC7d99PKBhFSi85OplMcvzkKaSUPPDAQ3R0dDA1NcPX//SbTE5OU7UlA1u3U6xaaKqJ60LFttBVjabGZkZHx1BVjbbWdl5/6y2e//GL2NLkL/7HdylZkli8mf5NW3CERqyhCVUPIFQNFBUpFFwEKCooKu6yLrf83kulboHVsbaxNieCbgeuNXxasn4lB7XnZ1NQpIsaDhMIh6gkEnzkuc8RNQM4RphSZZ72fi87xnUsdqzvpblrPSePH6doSbJlm/NDo+ze/QDHT5zmzPlRErEQ997/OGrOpaW5ES3SysjoJMJspuQaKIEWmjoSnBiaxvnZYR5+8F7a21tZyFdp6+rw0hOlQiSaZH4hy/DIGIFwhKbmVsbGRrCtLFu27GB8ZJh8rkQ2W6RYqKAF45wbnuHYqXPEWnowQjHm03Mko2HWd3lKOTWTIRJtZnDoPG+/tZeWljaMhi5G05JAYz9Pfz3dRdMAAAnrSURBVOLzJBONuIqCZpjYtovr5ypL90LOtrhCMt7KFGBdWdZxGSx5Xi8h+ljWv27FDPoHR2neJBZvvhCLqWxCEURjcQzDwNA0Hnry46QXpsgUClhKmFAwwMz8AsdPjlIoKTz59KdpaGpBaI0INU4w3Mz6vh289cZrZMoH2bp9OxWp8/rbRymVbeKNnTiuwqNPbqK7q5M/+9bX2bxzD9//fz8iHgvx4O772bBpB4oeRlJhw+atpOfnefnVN/jwUx/BSRcww3F028FyVdACOEInEmvg1NkRkq1dSMWgpb2XkiUpl10aW9aTiEWYnR5DxSAQCZHNF5mcyVJ0dOYLDvc/8mEaWjr4Z195kERDA1IqqIqCdEFTNVxx5c5atxLruNWQd1hprs3c89sh0wqOKa/CLC1cL99V4n26SGoldIVUUP3/LRWyXiqgVaFarmBZFomGJAoCq2wh/IkPW1qksxkqjr1YTiAejiIUDQuJ7UgMPYRpmuQLaRAO7+59k/OnT9PV2Ulfdw+J5gTSqtIYi/DOO29hWRYbNg6g+sW8vFIUEunn0JuGxvz8PKOT0wjFIJsv8sSTH6JSqZCIxTE0hWJ2AZAUKxUi4QS5fJFgNIoRCGIYASxX9SnTlEsV4VUU483V1Lr1IT83lR99g7jeB7n+grmzUMzQXUQNt3u33PfOmxcaboNMK7vOq+xrC09pCheExAVcQLoqQnp0Y0IIFNTFAlquZeMgEUKiKzrS9diyhapQtRw0U8PCRkGiIBC2ixQCRwoc6aIpXsVHVVewXAshIBgMYRfzlEtVXFWCbaHiogpJJpOhVLGIRGMIoWKaJlI6KEJQqZRRJBimRjpXJhyNoaoqlUoJTTN85nWJtCuL3JChaJxqpYzr058pqoYrPGV5YQ6mlrXNXa00VyPusa401wauV2muneH5GlDeNVyVkMDvyAJAuqiKQJECVwHhOuiGb3UKj05NqKBpplcG1q2AlGhS8WaLpY0e0qk6NihQrdqEzSDg4jp4oUcCNNfFdR2PdEJRMAImlUoFRdGJJKOUrSqKkKjSAdelNdaE47rYtouiegw6uqZRrVYIhBLgSiQOzVGPR9IwDILhKLbt+OS6Ko4TXPxNbEfi4BML++xBugoeOUSNQOJ6A67Xzu+8VnA7hpB13D6sEaV5a1KcblWGwXKGmqXHvVBEyuMn9KjHBApyMRbBO7ZA9U8hcUA6aIpA+JksHuuOx79oqN7PYJj+z6EqS85TSxvUcIXAAGTVRhMKQoBjV9F8VibwZqgdj0IHTVMXORO98gh+MWAVhPdfXuVA1wXEYnkD6boo3k6+AC6G7v2v4u8jLgh3iRq83K8gLrN24V5dep9Xihuxypae73ZbdSs5/vvVwlyJVX+jfeFmwruuF2tEad7ZDnzrcDk5L5N3XFu5Av3Wta7WXXY/xCXrV/HBXuPYV/7Ha1UMvMpL50bPWcf7Gu+XF8eaUZq3ArfrRl/dKr0157xVVtbtGtqt5U5cRx13EmtGadYfyhvHaijNut+tjpViJX1oLeuDNaM0P+i4mQ51q1wbF/lulSv7da8l343iWrLf6nNeLrtorVv87ydcj0/zcvvcTMRDPbi9jtuG+kNfx63G7QrvutN9ta4067gsViN+sY467gbUlWYdddRxR7AWLM1bcc660rwLsZJOcquGLjfqY72R416LaepmcaOhLyt56OuW+aW4kX5yPfvc6L2+0f+rK8066qjjA4kbNSjqSrOODzTu9NCujrsfdaW5RnAnhtErwc0oiLWmXFYyjK5T2NVxLXxgmNvrqKOOOm4F6kqzjjrqqGMFqCvNOuqoo44VYE2QEAshcsCp1ZbjBtAEzK62ECtEXeY7h7tR7g+yzN1SyuZr7bRWJoJOXQ9j8lqDEGLf3SZ3XeY7h7tR7rrM10Z9eF5HHXXUsQLUlWYdddRRxwqwVpTmt1ZbgBvE3Sh3XeY7h7tR7rrM18CamAiqo4466rhbsFYszTrqqKOOuwKrrjSFEM8IIU4JIc4KIX5rteWpQQjx50KIGSHEsSVtDUKIF4QQZ/zPpN8uhBD/xb+GI0KI+1ZJ5i4hxCtCiBNCiPeEEF+9S+QOCCH2CiEO+3L/nt/eK4R4x5f7u0IIw283/e9n/e09qyG3L4sqhDgohPjB3SCzEGJICHFUCHFICLHPb1vr/SMhhPhbIcRJv28/vKoySylXbQFU4BzQBxjAYWDrasq0RLYngPuAY0va/hPwW/76bwF/5K8/CzyPV4hxD/DOKsncDtznr0eB08DWu0BuAUT8dR14x5fne8Dn/fZvAL/ur/8G8A1//fPAd1exn/xL4K+BH/jf17TMwBDQtKxtrfeP/w78c3/dABKrKfOqdLQlN+Nh4MdLvv828NurKdMy+XqWKc1TQLu/3o4XXwrwTeCXL7ffKsv/f4GP3E1yAyHgAPAQXsCytryvAD8GHvbXNX8/sQqydgIvAR8GfuA/qGtd5sspzTXbP4AYcH75vVpNmVd7eL4OGF3yfcxvW6tolVJOAvifLX77mrsOf/h3L57Vtubl9oe5h4AZ4AW8EUhaSmlfRrZFuf3tGaDxzkoMwJ8A/4oLhecbWfsyS+AnQoj9Qogv+21ruX/0ASngL3w3yJ8JIcKsosyrrTQvx791N07nr6nrEEJEgO8D/0JKmb3arpdpWxW5pZSOlPIePOvtQWDL5XbzP1ddbiHEJ4AZKeX+pc2X2XXNyOzjUSnlfcDHga8IIZ64yr5rQWYNz032dSnlvUABbzh+Jdx2mVdbaY4BXUu+dwITqyTL9WBaCNEO4H/O+O1r5jqEEDqewvwrKeXf+c1rXu4apJRp4FU8f1RCCFFL9V0q26Lc/vY4MH9nJeVR4JNCiCHgf+EN0f+EtS0zUsoJ/3MG+N94L6i13D/GgDEp5Tv+97/FU6KrJvNqK813gY3+jKOB5yD/+1WW6Wr4e+BL/vqX8HyGtfYv+jN3e4BMbehwJyGEEMB/A05IKf94yaa1LnezECLhrweBp4ETwCvAZ/3dlstdu57PAi9L34F1pyCl/G0pZaeUsgev374spfwV1rDMQoiwECJaWwc+ChxjDfcPKeUUMCqEGPCbngKOr6rMd9oRfRlH77N4s7zngN9ZbXmWyPUdYBKw8N5ev4rng3oJOON/Nvj7CuC/+tdwFLh/lWR+DG8ocgQ45C/P3gVy7wQO+nIfA/6t394H7AXOAn8DmH57wP9+1t/et8p95UkuzJ6vWZl92Q77y3u15+0u6B/3APv8/vF/gORqylzPCKqjjjrqWAFWe3heRx111HFXoa4066ijjjpWgLrSrKOOOupYAepKs4466qhjBagrzTrqqKOOFaCuNOuoo446VoC60qyjjjrqWAHqSrOOOuqoYwX4/7v3WZ0mCWqGAAAAAElFTkSuQmCC\n", "text/plain": ["
"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["from PIL import Image\n", "img = Image.open(imgfile)\n", "\n", "import numpy\n", "from matplotlib.pyplot import imshow\n", "imshow(numpy.asarray(img));"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Let's query the server\n", "\n", "The first query is quite long as it loads the model."]}, {"cell_type": "code", "execution_count": 10, "metadata": {"scrolled": false}, "outputs": [{"data": {"text/plain": [""]}, "execution_count": 11, "metadata": {}, "output_type": "execute_result"}], "source": ["import requests\n", "import ujson\n", "\n", "b64 = image2base64(imgfile)[1]\n", "features = ujson.dumps({'X': b64})\n", "url_api = 'http://127.0.0.1:%d' % port\n", "r = requests.post(url_api, data=features, timeout=15)\n", "r"]}, {"cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["Number of neighbors: 5\n", "score, id [45.7871682992, 1]\n", "score, id [66.0685246001, 11]\n", "score, id [82.5819784952, 5]\n", "score, id [83.3830068399, 28]\n", "score, id [85.5619601811, 0]\n"]}], "source": ["js = r if isinstance(r, dict) else r.json()\n", "if 'description' in js:\n", " # This is an error.\n", " print(\"ERROR:\", js['description'])\n", " res = None\n", "else:\n", " res = []\n", " ans = js['Y']\n", " print(\"Number of neighbors:\", len(ans))\n", " for n in ans:\n", " print(\"score, id\", n[:2])\n", " shortname = n[2]['name'].replace(\"\\\\\", \"/\").split('/')\n", " res.append((n[0], \"/\".join(shortname[-2:])))"]}, {"cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["107 ms \u00b1 551 \u00b5s per loop (mean \u00b1 std. dev. of 7 runs, 10 loops each)\n"]}], "source": ["%timeit requests.post(url_api, data=features, timeout=60)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Let's display the images."]}, {"cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": ["
"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["txts = list(map(lambda x: str(x[0]), res))\n", "imgs = list(map(lambda x: os.path.join(\n", " 'temp_scripts', 'images', x[1]), res))\n", "if not os.path.exists(imgs[0]):\n", " imgs = list(map(lambda x: os.path.join(\n", " 'images', x[1]), res))\n", "\n", "from mlinsights.plotting import plot_gallery_images\n", "try:\n", " plot_gallery_images(imgs, txts)\n", "except FileNotFoundError as e:\n", " raise FileNotFoundError(\"Unable to find images '{0}' - cwd='{1}' full='{2}'\".format(\n", " imgs[0], os.getcwd(), os.path.abspath(imgs[0])))"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Stop the server"]}, {"cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["process psutil.Process(pid=15556, status='terminated') terminated with exit code 15\n"]}, {"data": {"text/plain": ["{15556}"]}, "execution_count": 15, "metadata": {}, "output_type": "execute_result"}], "source": ["from pyquickhelper.loghelper import reap_children\n", "reap_children(subset={proc.pid}, fLOG=print)"]}], "metadata": {"kernelspec": {"display_name": "Python 3", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.0"}}, "nbformat": 4, "nbformat_minor": 2}