Forked from arsenovic/scikit-rf Matplotlib and Plotly .ipynb
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Hi, my name is [Alex](http://people.virginia.edu/~aia8v/), and I'm an electrical engineer at UVA, and a contributor to [scikit-rf](http://www.scikit-rf.org/). | |
[**scikit-rf**](http://www.scikit-rf.org/) (aka ``skrf``) is an Open Source, BSD-licensed package for RF/Microwave engineering implemented in the Python programming language. It provides a modern, object-oriented library which is both flexible and scalable. See some of the [features](http://www.scikit-rf.org/#features) and check out the [documentation](http://scikit-rf.readthedocs.org/) for a more in-depth look at **scikit-rf**. | |
**[Plotly](plot.ly)** is for making shareable, publication-quality plots in your browser. Plotly's [Python API](plot.ly/api/python) creates interactive graphs in your browser that you can edit with a GUI. It's online, you own your data, and public use is free (like GitHub). Sign up and get [started](https://plot.ly) or scroll other [Plotly NBs](http://nbviewer.ipython.org/github/plotly/IPython-plotly/tree/master/). | |
You can use Plotly and scikit-rf to make interactive, web-based versions of the more common plots for the scikit-rf package. This IPython Notebook showcases some of those examples. Check in with me at arsenovic at virginia.edu or matt at plot.ly with with questions, thoughts, or more suggestions. | |
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"metadata": { | |
"name": "" | |
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"nbformat": 3, | |
"nbformat_minor": 0, | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"cell_type": "heading", | |
"level": 1, | |
"metadata": {}, | |
"source": [ | |
"scikit-rf: Matplotlib and Plotly " | |
] | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 2, | |
"metadata": {}, | |
"source": [ | |
"Converter" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"%nbtoc" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"html": [ | |
"<!-- extracted from https://gist.github.com/magican/5574556 -->\n", | |
"<div id=\"toc-wrapper\">\n", | |
" <div class=\"header\">Contents <a href=\"#\" class=\"hide-btn\">[hide]</a></div>\n", | |
" <div id=\"toc\"></div>\n", | |
"</div>\n", | |
" \n", | |
"<style>\n", | |
" #toc {\n", | |
" overflow-y: scroll;\n", | |
" max-height: 300px;\n", | |
" }\n", | |
" #toc-wrapper {\n", | |
" position: fixed; top: 120px; max-width:430px; right: 20px;\n", | |
" border: thin solid rgba(0, 0, 0, 0.38); opacity: .8;\n", | |
" border-radius: 5px; background-color: #fff; padding:10px;\n", | |
" z-index: 100;\n", | |
" }\n", | |
" #toc-wrapper.closed {\n", | |
" min-width: 100px;\n", | |
" width: auto;\n", | |
" transition: width;\n", | |
" }\n", | |
" #toc-wrapper:hover{\n", | |
" opacity:1;\n", | |
" }\n", | |
" #toc-wrapper .header {\n", | |
" font-size:18px; font-weight: bold;\n", | |
" }\n", | |
" #toc-wrapper .hide-btn {\n", | |
" font-size: 14px;\n", | |
" }\n", | |
" \n", | |
"</style>\n", | |
"\n", | |
"<style>\n", | |
" ol.nested {\n", | |
" counter-reset: item;\n", | |
" list-style: none;\n", | |
" }\n", | |
" li.nested {\n", | |
" display: block;\n", | |
" }\n", | |
" li.nested:before {\n", | |
" counter-increment: item;\n", | |
" content: counters(item, \".\")\" \";\n", | |
" }\n", | |
"</style>\n" | |
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"metadata": {}, | |
"output_type": "display_data" | |
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{ | |
"javascript": [ | |
"// adapted from https://gist.github.com/magican/5574556\n", | |
"\n", | |
"function clone_anchor(element) {\n", | |
" // clone link\n", | |
" var h = element.find(\"div.text_cell_render\").children().first();\n", | |
" var a = h.find('a').clone();\n", | |
" var new_a = $(\"<a>\");\n", | |
" new_a.attr(\"href\", a.attr(\"href\"));\n", | |
" new_a.text(h[0].innerText);\n", | |
" return new_a;\n", | |
"}\n", | |
"\n", | |
"function ol_depth(element) {\n", | |
" // get depth of nested ol\n", | |
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" d += 1;\n", | |
" element = element.parent();\n", | |
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" return d;\n", | |
"}\n", | |
"\n", | |
"function table_of_contents(threshold) {\n", | |
" if (threshold === undefined) {\n", | |
" threshold = 4;\n", | |
" }\n", | |
" var cells = IPython.notebook.get_cells();\n", | |
" \n", | |
" var ol = $(\"<ol/>\");\n", | |
" $(\"#toc\").empty().append(ol);\n", | |
" \n", | |
" for (var i=0; i < cells.length; i++) {\n", | |
" var cell = cells[i];\n", | |
" \n", | |
" if (cell.cell_type !== 'heading') continue;\n", | |
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" var level = cell.level;\n", | |
" if (level > threshold) continue;\n", | |
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" var depth = ol_depth(ol);\n", | |
"\n", | |
" // walk down levels\n", | |
" for (; depth < level; depth++) {\n", | |
" var new_ol = $(\"<ol/>\");\n", | |
" ol.append(new_ol);\n", | |
" ol = new_ol;\n", | |
" }\n", | |
" // walk up levels\n", | |
" for (; depth > level; depth--) {\n", | |
" ol = ol.parent();\n", | |
" }\n", | |
" //\n", | |
" ol.append(\n", | |
" $(\"<li/>\").append(clone_anchor(cell.element))\n", | |
" );\n", | |
" }\n", | |
"\n", | |
" $('#toc-wrapper .header').click(function(){\n", | |
" $('#toc').slideToggle();\n", | |
" $('#toc-wrapper').toggleClass('closed');\n", | |
" if ($('#toc-wrapper').hasClass('closed')){\n", | |
" $('#toc-wrapper .hide-btn').text('[show]');\n", | |
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" $('#toc-wrapper .hide-btn').text('[hide]');\n", | |
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" $('#toc').css({maxHeight: $(window).height() - 200})\n", | |
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"\n", | |
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"\n", | |
"table_of_contents();\n", | |
"\n", | |
"\n" | |
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"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"prompt_number": 29 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"from pylab import * \n", | |
"import plotly\n", | |
"#py = plotly.plotly('me', 'key')\n", | |
"\n", | |
"\n", | |
"def to_plotly(ax=None):\n", | |
" '''\n", | |
" converts a matplotlib plot to a inline plotly plot. \n", | |
" '''\n", | |
" if ax is None:\n", | |
" ax = gca()\n", | |
" \n", | |
" lines = []\n", | |
" for line in ax.get_lines():\n", | |
" lines.append({'x': line.get_xdata(),\n", | |
" 'y': line.get_ydata(),\n", | |
" 'name': line.get_label(),\n", | |
" })\n", | |
" \n", | |
" \n", | |
" layout = {'title':ax.get_title(),\n", | |
" 'xaxis':{'title':ax.get_xlabel()},\n", | |
" 'yaxis':{'title':ax.get_ylabel()}\n", | |
" }\n", | |
" filename = ax.get_title() if ax.get_title() != '' else 'Untitled'\n", | |
" print filename\n", | |
" close('all')\n", | |
" #return lines, layout\n", | |
" return py.iplot(lines,layout=layout, filename = filename) " | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 30 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import skrf as rf\n", | |
"\n", | |
"# import some sample data for a Network \n", | |
"from skrf.data import ring_slot, ring_slot_meas\n", | |
"\n", | |
"# note: using tex seems to eat up all non-text legend entries\n", | |
"#rcParams['text.usetex']=False " | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 31 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 2, | |
"metadata": {}, | |
"source": [ | |
"dB Magnitude (db)" | |
] | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 3, | |
"metadata": {}, | |
"source": [ | |
"matplotlib" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"ring_slot.plot_s_db(title= 'Ring Slot Magnitude')" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
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SA1uc27R6E5UNF1HZcFHutViglY6mDXQF36dHaSfsihPS7aUxuxf2P441aMCV\nraDUOZeqySuxOMoLeAZCCDE0SSjFacukk7QffJWWzjfx6VpIuLK529jWHgMl0TqqypdTMf2i3BzX\nR48BKIT4gNVVzRTXTUzhJgBSiRidR96gs2sr3ZkmIo4YMWMzrTSztfU5TDs1OJIeSqwzqJp0EfaS\naTIuphDiBKqq0pvOEkkkcboz6PVj25xGEkoxIvFQJ0f2P0dHdBsBe6C/M00J6OIqJV0eKu2LqJt+\nNaa5chtbiHzoTVZqZnyEmhkfAfpHQ/C1bKaz/R38fQcJWYJ4nV146WKnfz36I+CIuSi1TKeq9hKc\n5bMkwRTiLDSYIIZ7+4j1hkkmoqRSEbLJKKRjaLMxDGoME71YNL3YNL249QnqdEm01d8FxrYToCSU\nYkj9g4pvoqnpFbrUg0TdSbAoYAFLj46SaB01lRdTMeNiGQtSiDGk0eooq1tGWd2y3GtB7z7am9/E\nF91N0ODHXxbAz0Z2BzaibwFH3EmJaTpVtRfhqpgrCaYQ41QykyUYTxNNxOhLhEj3hcmmImgyEbSZ\nKHo1jok4FqUXm7YXjy5BnS517E4MA48BGVUhmjERU834syW0pyw0YMI8xucimYDIyWRStB9YR1Pn\nOnzGNpJ2FYpBk1Rx+W1UmOcwaerV2GdPLnRRhTinOcum4yybnnseDbTQengdXeH3CRi68JcG8fMO\ne4LvoGsDR9RJiXkqlTUXUVw5XxJMIcaQqqrEUllC8V5i8RB9iRCZZAQ1FR5IEqNYiFGkiePUxZmq\n78WoyX6wA/3AY0BaVYhmzMSyZrxZJy0pCxmNBVVXhEZnRW+0YTDaMJvsaAxFqBozKBp0QNHAPnQG\n+5iftySU57hUIkbTvudo7X6bbpuPtKX/VrY+ChVdFVR7LqBm1lXojZZCF1UIMYwiVw0zFn+KGQPP\nY4FWWhtfwxvaQUDvpbssSDeb2BvahK4dHDEHJcapVFavoLh6oSSYQoyAqqpE+jJ0xxLE4wFSfUHU\nZAhNOow+G8asRrFqYtg0cUr0vdQfXZOo45iMK60qRDIWYqqF5kwpKbWIrLYIdDa0BjsGkx2z2YHe\nYEPVmEBRjs8zhy7jGJz3SElCeQ7qDXfRuG8NbdGtBJ1hsgYFysAU1FIZr2NS9WWUz1whXzJCTFBW\nVzXTXZ9ksA4zFmyn7fCreEPvE9B30l0SpFvZzN7IZnRbVOwRB6XmGVRPugRX+Rz52xfnnKyqEupN\nE4yF6Y1AInFdAAAgAElEQVQHSSaCZFNBtOkwxmwEixLFoY3i0ceZou/7YMPjbjdHMkYiGStd2XJa\nUlYy2iLQ29HpbRhNDiwWJ1qjPVeLeNzmJyhkgni6JKE8R0QDLRza+zTtfe8Tdvf2t4c0q1i7DVRo\np1M3+SMUz55f6GIKIcaA1VnJtEWfzI2HGQ910nr4VbqCO+jRd9JTGqJHeZe9gXfRN4Ozt5gy6yxq\nJq/CXjKloGUXIl+qqhLuy+CL9hKL+UklAijJILpMELMawq5EcOui1BniGDWZ/o20A48ByayWUNZK\nWC2mK20jo7OD3oHW4MRodmIxu8BgB0WHDrANPIYsz9iebsFIQnkWi/Q0cXjvM7Ql3ydSnAC7gpJW\ncXRbqTTPZfK0a7HNmVToYgohzjCLo5xpC29lGrcC/TWYrYdfxRvaTo/Bi6+0Gx9vsLPrDYwHFFx9\npUwuP5/iiuVYnTKerBhfsqpKsDdNIBomFusmlehBSQbQZ0NY1TAObYQyQ5Sp+kT/Blo4uodKLGMg\nlLXRnHaT0tjJ6uxojA6MJhdWqwut0YmqsYCiYD52U3EURVXVszVZHlWqqtLR0VHoYpxSuLuRQ/ue\noT21k2hxHyj9SaSzx0Z10WLqZ30ck7X4jJdLxqHMn8QwPxK/kQv7D9Ny+BW6orsIWLr7p0wdYA5o\ncacqKHcvpHrK5Zis7sIVdAKR6+/DU1UVrdXJnsZmYjEf6UQ32mQ3pmwQmxLEowtTaohh0aZP2Dar\nQihjJaLaSWjsZHQuNEYXRpMbs9WNxuBG1ZoKcFZnVklJiYxDKU4t7D/cn0Smd/UnkY7+JNLls1Fd\ndB71s66TD30hxIjZPfXM9tQzm/4hxIKdu/F536YluJ1gUZA2VytttLLl8BqsAQPFajUVnqVUNVyK\n3mQtdPHFBJTJqvhjffSEA/TGfWQS3ejSPViyQVzaMOWGCBcZevtXPqrhYSqroSdjpyNbSRIHWb0L\nncmF2VKM2eJG1TtB0WIChkobpUZt9EhCOUGFfAc5tP8Z2tO7iRUnwamgpFTcPjvVtv4k0mhxFbqY\nQogJTqPR4K6cw/T5l+Lz+XJj1La2voEveZCwI0qzsZFmGlH2/T+KAiY8mslUli+jov6D2bKEyGRV\nvJEkvnCQ3pgX+nwY0904lAAluiDTTJH+NowKx9xXDmfMRHBxIFNHVu9Ca/JgsnowWkpQdXYURTNk\ne0VJFs8sSSgnkFiglYN7/kRragdRTxKcDCSRDmrs5zF55sckiRRCjCmNRkPppPMpnXQ+0D8Va2fj\nm7R3bMSfbSTi7CWi30tjai+aHb/CHiqi1DCN6ppLZIiic0S4L0NnKEwk7CXd24Uu5adI7aFYG6TB\nFGaBLnXMMDpZVaE7Y6M1U00fxShGN0ZLCdaiEjRGN6rGSOUQTQYkYRxfJKEc5xKxbg7tepKW+BZC\nxfHc7Wx3l4Ma+/nUz/oYBrOj0MUUQpyjtDoDVVNXUTV1FQCpvjjth9fR0bUJv9JM0BMlqHmP/ZH3\n0G8CZ8xNWdEcahoux14skyRMVJmsSkc0iS8YoDfaiabPizXro1jTQ40xwBTDQAeYo3qxBDNWetQy\nOikGYwkmaykmaymqoRgU3ZA9oyVpnDgkoRyHUokYh3c/TXPoLQLuMKpVAZOKw2+lxrqEhtnXS5tI\nIcS4pDdamDTzGibNvAbo/1HccmAtHYGtBAxefGU9+FjPzs71mPZqcCfLqXAvlg4+41RWVfFFk3iD\nAWKRDpREJ+asnxJNN5PNQRbp+45p05jI6vFn3OzL1KMaPBgtpVht5SgmD6rGeEIvaUkYzx6SUI4T\nmXSSpt3PcsS/nm5nN1mjAiUqRd1Gqg3zmTLzeqzzxnZidyGEGG0mazFTF9zMVG4GBnuQr6Uztoug\nNUC7s5122tlyaA1FAQMeJlFZdgGVDRej1Z/9vW/HC1VV6elN0x4MEw+3QaIda6YLj6abOnOQubrk\nMYljPGsgkC2mmxIUUxnmokoM1nKyOgcGRTlhsG5JHM9+klAWUDaTpu3AqzR2rMVX1NE/7WEZWHp0\nVMZnMmX69TjmyKDCQoizR38P8n/I9SD3t26lreV1upL7CTtjHDEc5EjmIJr3/2eg/eVUqmouwVO9\nSNpfjpJUJktLMIEv0Eky1o4h2UGx4mOyuYeZxhhHTwIdyxjpVj14KUExlWO1V6C3VJDV2tAPTAc4\nKDvUwcQ5QxLKMyybzdLVtJFDTc/hNTX3j+9WCsaghureKUyp/xuKZy8odDGFEGLMaTQaSmuXUFq7\nBIBMKkH7ofW0e9/GTxPB4ihB7Tb2R7ah2wyuqJuyotnU1F+O3VNf4NJPDNFkhuaeGKFgC/S2Yst0\nUq7zM98cxKxNgxWwQlrV0J1xcTA7CdVcgcVWjbGokqzWhklRjhlyRxJHMRRJKM+QsO8g+/Y+Qbtm\nLwlnFkpAH4VqXy0NtVdTOvMC+fUthDinafUmamZcSc2MKwFIxHpoHWh/2WPoHGh/+QY7vW9g2qfB\nlSyjwrWImqlXSvtLINqX4XB3hGCgP3l0qJ1MMvhYYQ6i06m5Hi+RjJkuKklpKjDaKrHYqskYS1EU\nHfaj9ieJozgdklCOoUSsh4M7n6CldxNhTwLcCtqESnlXGfUVV1C15HI0WnkLhBBiKCarmykLbmIK\nNwH9M4G1HHoZb3QngaIeOpwddPAcWw/9BWvAgIdaqsqWUdmw8qxvf5lIZ2nsjtETaEaJt2DLdFBr\n8LHSEkRnVMHYv14oY6WVejKGKsy2Wgy2GrI6+zGdYzKFOglxVpFsZpQNdq5p7H6NblcAtUgBc/+s\nNXWO5Uye87fojZZCF1MIISYce/FkZhf/fa79ZXfre7QOtr90RGkyHqIpcwjNzt9iC1opNUyluvpi\nPDVLJvQdoExWpSWYoLm7i3SkiaJ0K7X6TpZZuzHqsgxWKwYzRbSqDaimKoock8BSjaqzcfQ3jtQ6\nirEiCeUoyGazdB15m4NNf8FrbSVtBUrB2m2gRj+fqbNuwjKvvNDFFEKIs4ZGo6GkdjEltYuBgfaX\nh9/ob3+pNhEqjhHSbudAdDu6zeCMuiizzqa2/jLsJeO7s2M8leGAL0Kw5wia3mZKaGemtYulht5c\n8hjPGvGqtaT0NVgcdeiKao5JHqVXtTjTJKHMwwntIkvBEFaY5K9n6tS/pXj2vEIXUQghzglavYma\n6VdQM/0KAPriAVoOvkxn9xa6DR34ywL4eZNdXW9i3K/0j3/pWkTNlMsxFXkKVm5VVfFGUxzq6qYv\nfBhbqol6QzuXWnrQmVQw9c8k4896OKKdgdFWh8FeR0bvwaRocp1lJIEUhSYJ5Wk6abvIyo9Qdf5l\nE/rWihBCnA2MFhdT5t3IFG4EINLd1D/+ZXQnQUv3B+0vG/+CNaCnWK2lsnQplfWXjmmzJFVVaQkn\nOdTpJRU+hDPTzExLJx+3BHOdZmJZE23Uo5omYXVOBksNaIy52kdp8yjGI0koRygRD/LKun+SdpFC\nCDEB2YonMav4LmYx0P6y7T1aW9bj69tPyBGh2XiY5uxhlD2/xxa0UKproKpiOaV1y/LqPKmqKq2h\nPra07iTcuQNXpoVZ1g6WmKLg6l8nlC2iWZmF1taA0VFP1lCGWVH6tx+FcxfiTJCEcoTiagh/aVDa\nRQohxASn0WgoqVlMSc1A+8t0ks7GN2nreBt/tpGIK05Yt5ODiZ1o3/spjrCDMvNMaiavwlU+66T7\nVlWVtnCSA14fqdABPNkjzC9qY7ExBs7+dXoyTpq08zE7pqCxNZDVOTENJJDSaUZMVJJQjpAha+QK\n11dwz55T6KIIIYQYRVqdgaqpq6iaugqAZG+I1kPr6PBvolvbRk9piB7lHfZ0v4PhCLh6Syi3z6Om\n4QqsziqCiTQ724OEeg5gSzUyz9LKTdZArgayO+OizTwXraUOna2erM6WG7JHEkhxtpCEcoSKbOW4\nK+XmgxBCnO0MZgf1c66jnusAiAXbaTn0Mp3h7QRMPrylPrp4hc729Uw6ZKZCa+Vaixb9QA1kLGum\nVTMLvWM6Wvs0snonlSUl+Hw+SSDFWUsSSiGEEOIkrM5K3NNvobX9cgyBvcwKb2eR04dVr4IBUmqW\ndjVBc7KX7kAWbaaaqvJKKhwLUHSGQhdfiDNCEkohhBDiOJmsyn5fnCOdRzDE9jHL3MRNRT60xf13\nqnzZUgKmaZicU+no6qK1/S18qUNEnHGyhgMcSR1As+NX2ENFlBqmMWv2avT2KTIKiDhrSUIphBBC\nANFkhvfawoT8eynN7OM8WwuXWONghb6sHq9mKgbXLLDPQNU5MNDfBrKsaBpl9SsASKd6aT/0Gu3e\nd/DTTNATJah5j/1t76HbD86YizLLbGrqL8MxzgdYF+J0SEI5Qj2RKDs6oswtt6IM9MYTQggxsQV6\n02xp9RPv3sMk5QBXOVopcqUA6Mm6aDPOxeyeTdoyGZ2iO2UbSJ3eTO2Mj1I746MAJGLdtB54GV/k\nfbo0LfhLTxxgvdw5n5qGKzDbS8f4bIUYO5JQjpBbG6a66xGePDgfT+USVtQ50Wvl1oUQQkw03miS\nbS1eMsFdTNUd4npHO0ZPf6roVyuI22ajdc0lYyhFD6TzOJbJWsyUBTdxQcnn8fl8AwOsv4w38j4B\n6+AA6x281/TCwADrNVR4llI1ZZWMbywmFEkoRyirtVBvCTPDuo6uvnf4y4ZZpFzns2pqOQ6ThFEI\nIcazjkiSTU1elND7zDcd4Fa7F22JSkbV4Fdq0brmgmM2WZ0DGLvZaPoHWL8zN8B6oON9Wptew9u3\nj5A9TLOpkWYaUfb8P2xBMx5tPVWVyymruwCtVj9GpRIif4qqqjIWzgioqkpn6yG0PRsxBt/CqsSI\nZ3Q8759Ki34pF02bTK3TWOhijlslA0NmiA9PYpgfiV9+JmL8uuMp3mnyk+zZwVzjAc6zt6PTqKRU\nLX5tAwb3fLK2maha86l3lqeRxC+TSeFtfIu29g34s4eJuBKouv4mVpqEiiNso8Qwhcqq5ZTULMlr\nBp+JZiJef+NJSUkJev3Y/iCRhHKEVFWlo6Nj4EkaQ3g7+NbjpIuMqvB6oJYtqaUsmz6T6Z6x/3Ca\naOTDIH8Sw/xI/PIzUeIX7svwbrOfmO99puv2s8zZhkGTJaNq6NZORl+8iLRtFqrGdEbL9WHil0pE\naD30Kp2+LXRrWom5kqDpTzC1cRVHxEGpeTrVNRfjqpx3VvcgnyjX33glCeU4ckxC+cGL6HsPoXa9\njjt9EICNwUrW9y5lwZQ5zC+3SAeeAfJhkD+JYX4kfvkZz/HrS2d5pyVCe8dupmp2cYmrCYs2TVZV\n8GsmoXMvIGOfg6q1FqyMoxG/RKyH1kOv0NmzlR5tB72uNAx8x+ij4Ii7KLXMpKbuUpxlM0aj2OPG\neL7+JgJJKMeRIRPKo2j7OlG6XsGZ2IVGUdkaLmNtZAkzJ8/j/BrbOZ9YyodB/iSG+ZH45We8xU9V\nVfZ3J3iv8QjFiW2sch+iwhgDoJsKcC8ma5+HqrMVuKT9xiJ+8VAnrYdepjO0g4DBS8L5QR90Qxic\nCQ9lRXOorl+FvXjyqB77TBtv199EIwnlOHKqhHKQNulH8b2KI74drZJlZ9TDs8GlzG2Yz3nV525i\nKR8G+ZMY5kfil5/xEr/ueIq3GrtI92zjwqJ9zLX1lymmFtFnX4jqWkLGMP6G3zkT8Yt0N9Ha+Are\nyC4CJh9J+wdf78aggjtZRpljHtX1l2F1Vo5pWUbbeLn+JipJKMeRkSaUgzSpAFr/a9iiW9ApGd4L\nl/FcaCmLp81jUeW5N5alfBjkT2KYH4lffgoZv3RW5Z2WMIdb9zFLu4NV7iMYNRlSqo6gcSY6z3mk\nzA2gjN82hIWIX7BrP21H1uGN7iZo7SFV9MEyc0CDO1VBmWsBNVMux1TkOaNlO13y95sfSSjHkdNN\nKAdpUkG0vpdxxLaiUVTeCVXwUuR8Lpwxh3nlhWvPc6bJh0H+JIb5kfjlpxDx88VSrDvgRRPcwlXu\nvTRYggB0K9VoipeSts89451rPqxCX3/ZbJZA507amtbTldhLqChI2jJQsZFVsQT0FGerKC9eTPWU\nVRjMjoKVdSiFjt9EJwnlOPJhE8pB2qS/P7GMb0dR4PWeGl5LrOAjc6cx2TUxPhDzIR8G+ZMY5kfi\nl58zFb+sqvJeW5RdTfuZrtnGFe5GTNoMfaqReNECsu5lZIzlY16O0Tberr9sNou/ZTNtrW/iSx4g\nbI+QMQ0kmBkVa9CAW62i3LWAqimrMFpcBS3veIvfRCMJ5TiSb0I5SJvsQud9CUffbtKqwpquqezR\nrOBv5k6irMgwCiUdn+TDIH8Sw/xI/PIz1vELJdKsO+Qn6d/Klc5dTLP2ABBUKqF4GUn7fNBM3M/I\n8X79ZTIpfEfeoa1jA/7UYcKOGFnjBzWY1oAed7aKcvdCKhsuxWR1n9Hyjff4jXdnIqE8d0ZFHScy\nhlIyNbfR09uE3vscf1u2n3jmML/fModA0YX87ZxKiozaQhdTCCHOiCOBBK/sa6WibzM3lu7FVdVH\nUtXTY14CngtIGydW55GJSqvVU96wgvKGFcDAIOtHNtLR8XZ/gmmP0mJqooUmOPw0loAed7aCMvdC\nqhtWYbIWF/gMRKFJDeUIjVYN5XE7xRDbjd77PFa1B3/SzC87llBWs4wrp7jQas6ejjvy6zJ/EsP8\nSPzyM5rxy6oq77XH2HJoP4v0W7miuBG9JksMJyn3clLOJROmbeRITfTrL5NJ4Wt6l/b2t/GnDh17\nizyrYgnqcWXKKXcuoKr+Usz20e1pP9HjV2hyy3scGZOEMrfzDMbQuxj9azHRy/uREn7fs5xVs8+e\njjvyYZA/iWF+JH75GY34JTNZXm8M0tqyjSscO1hk9wIQ0tWiei4maZ05rntq5+Nsu/6ymTRdze/S\n0f42vuRBwrYIGfMHCaY5qMOdrqDMNZ+q+kux2MvyOt7ZFr8zTRLKcWRME8oBSqYXo38tReGNgMpf\nfFPZlF3BjfPrKLdN3LZDIB8Go0FimB+JX37yiV8wkeal/X7S/i1cX7KDWnOYjKohYplLtvgi0qaq\nUS7t+HO2X3/ZTBpfy2ba297CnzxIyBb+IMFU+xNMV6qcMuc8qutXYXGcXseqsz1+Y03aUJ5jVK2Z\nRNnfkHIuxehdw9+UHmBV+gi/3LQQbclyrpvlQa89O3+9CyHOPt3xFM/u8WIKbeKmsp2U1cbpU40E\n7ZeQdl9IVmcvdBHFKNFodZTVLaOsbhnQn2D6W7fS1rYBf99BQkUh2l1ttNPGey3PY3pfiytVSql9\nNpV1l0z4mXyE1FCO2JmooTzugBhjuzB4/4JZDbEnWsyvfBdx5dyJeRtcfl3mT2KYH4lffk4nfr5Y\nimd3teOMvcsnynfj1idIYCHpvpg+5zJUjXGMSzv+nOvXXzabxd+6lY7WDXQl9hMuCpM+6qvMEFZw\n9rrxWKdTVXMRzvJZaDQfVKCc6/HLl9zyHkfOeEI5KJvE3P0KluCbgMqTnTPYpb2YTy6sxmmeOBXM\n8mGQP4lhfiR++RlJ/DoiSZ7f3Up54l2uL9uDXZekFzspz8Uk7EtBM7ZfaOOZXH/HGhxovb35TXy9\n+wmZeo6ZKlIXA0fMQbGxgYqKZcxefDXdPYEClnhik4RyDNx3333s2bPnhNcff/xxdLrhE7SCJZQD\ntH2dmDv/hCXVirfPwsOty5jWcB5XNDgmxDSO8mGaP4lhfiR++TlZ/FrDfTy7q43JqY3cULYHizZN\nTHGR9lxKn30hKBPnx+9Ykevv1ML+w7QdeR1fZDcBfRcJZwYGvt+0CRVb2IpbV0dF2VLKJ1+ITm8u\ncIknDmlDOQYURWHOnDnccsstx7x+smRyPMgYy4nW3k069C5u/4t8u+FVXuk+xIMtl/Lp8yaf1YOi\nCyHGJ280yZ/eb6eq7x3uKd+FTZciqvEQ8lxGn20uKDKmrhg5u6ceu6eemQPP46FO2hpfoyu4g6C2\nk2BxjKB2N4dTu1F2/YqioAm3Uk2ZZyFV9SvH3XSR55rxnUWNAVVVsVqtTJkypdBFOX2KhoRzGcmi\n2Zi9z3BZ8W4W2v8f/2fDMurqlvLRaU40E6C2UggxsQV60zy9s5OiyDv874r3cen76FVchEqvoK9o\n/lk79I84syyOcqYuuJmp3ExJSQltzQdpP7wer38r3WoLUWeCiP4QTRyCA09gDepxZSsodc6javLK\n0+5JLvJzziWUZ4Oszkas8pOkozso8v6ZbzW8xsvdR/jeK5dwx9J6Ku1SWymEGH3RvgzP7PGT8m3i\nzqqtlLh6SSh2wp5rSNgXSY2kGFMGs4O62ddSx7UAZFIJOo+8RUfnu3SnjxCxR2k1tdBKC1tbn8O0\nU4Mj6aHEOp3K2hU4Smcc09FHjK5zsg1lY2Mj2WwWgBkzZnDbbbdRW1t70u0K3YZyOEo6gtX7DJbe\n3fSkTPxn0wVMrT+Pj0x1jqu2ldJ+KH8Sw/xI/D68VEbljbYkO/Zs4M6KTTRYgvRhpq/4MhKOc7uz\nzUjJ9ZefkcRvcCzMjvaN+PsOEraESBV9sFwXA3vMRrG+nvLyJZRNWoZWf3bNyDQc6ZQzBv74xz9S\nWlpKeXk5Pp+Pp556ikAgwIMPPkhJScmw243XhBLoH2Iouh2Ldw16enm2awqvJS/lH86vHTc9weXD\nNH8Sw/xI/E6fqqpsbI3y+u493OzZyFJHB2l0JJwr6HVfctZNjziW5PrLz4eJXzabJezbT3vzBvzR\nvQT1XfQe1dFHSakUhUy4qKTUNY/KuotHfcrI8UISyhGIx+MEAqceSqCqauiZGILBIF/84hdZuXIl\nn/70p4fdflwnlAM06TCWziexJA7Q3GvnweaVXDl/DudX2wpdNPkwHQUSw/xI/E7Pge5entx2hMvM\nb3F1yUEUBeJFi+j1XElWJ50fTpdcf/kZrfglYt20H15PV892AmorUUeCrOGDGX1MIW3uNnlFzXKc\nZTPPitvkklCOwCuvvMLPf/7zU673hz/8Ydhl3//+90kkEtx3333DrqOqKul0+sMU8cxSs9D5CuqR\nJ8mqWX7espBI8WX80yVTMOsL175Jp9NNjPiNYxLD/Ej8RqYnluSnGw5R1PM6d1Ztp0iXIlk0HdPU\nvyNjqix08SYsuf7yM1bxS6f7aNn3Ok3NG/DG9hM0B0gdNeC6Lg7OuIMyy1Rqa5ZTO/1S9IaJVzOv\n0+nGvBnchE8oR8P3v/99+vr6uPfee4ddZyLUUB5N19eBpeP3mNI+toTL+bn3Uu66YDqTnIWZoUJ+\nnedPYpgfid/JZbIqz+8PsK9xO5+tfoc6c4g+jZPe0tUkrbMoKS2V+OVBrr/8nKn4na23yWUcyjMg\nGAyyd+9eVq1aVeiijKq0sYJw7efJ+J9nMe/wffNT3P/WJSyevpDLG5yFLp4QYhzZ6Y3z1HsHudH9\nJndObSGNjqjrcuKui6XDjTinaDQanGUzcJbNyL021G3yiKGRZhqh+RlMIS32pJticwPlFUvxVC9C\noz330qtz6oybmpr4/e9/z4UXXojb7cbv9/PMM8+g1Wq55pprCl280acxECu9jpRlKrbOJ3hw6l/5\n75Yufty1gs+cV4FJN/HbhQghPrxgb5pfbe2kIvEOD07ehlmbJm6ZS7zkarJ6+eEpBIDJWkz93I9T\nz8cByKSTeJvewdu5ie7kYcLmEF2lfrrwsyf6DprtKkVhMy6lilLXXMrrVmCxlxX4LMbeOZVQ2mw2\nVFXl8ccfJxKJYDabmT17NjfffDPFxcWFLt6YSRbNJlRbRlHH4/x99TY2Bru476+X8dkLG6gt0C1w\nIUThqKrKy4dCvLVvF/+7+i2mlfXQp3UTKOv/ASqEGJ5WZ6Cy4SIqGy7KvRb2H6aj+S184d0ElU4i\nrl7CuoFB11uewRhUcPS5KTZPobzyPIqrF6HVnl21/9KGcoQmWhvKIWVTFPnWYIlsxttn4VuHV7Jq\n7nwurrOP+aGl/VD+JIb5kfj1awsn+eW7TVxkeosbyvaCoiHuvJi4e9VJb29L/PIj8cvPRItfOtVL\nV9M7eL1b6E42EjaHSB014Iqmr78W06lUUuqaS8WkFWM6s4+0oRSjS6MnWnY9afMkPF1/5v9Mf5H/\n2B+gMbCMT84vQasZPwOhCyFGVyqj8vTubhqbd/CNug2UGeMkDLXEyv6WjPHsvx0nxJmk05upnLKS\nyikrc6+FuxvpbNowUIvpHajFPEwzh6H1zxh3Kdj73BSbGigrX0JJ7ZIJVYspCeU5KGFfQtpYRVH7\n//DV+rd5ojPAA6+t5J7l1RQZZeo0Ic42h3sS/PydJq5zbODz0w+QxkC45DoS9vNk3m0hzhB78WTs\nxZOZNvA8k0r0t8X0bqEn2UjYHMRX2o2PbvbG3x1oi2nCqVRS4phNxaTlWF3VBT2Hk5GE8hyVNlYQ\nqv089o7HubF8L3WhEPeuvYz/vWKKtKsU4iyRzqr8aVc3jc3b+V7dW/21kqYpRMuul043QhSYVm+i\ncsolVE65JPdapKeJjqYN+EO7CSgdRJwJwvqBHuXtf8GwD2y9Dlz6SZSWLKB80jL0psJPXgKSUJ7T\nVK2VUNWdFPnWcB7v8j3jn/nG65fx8UWzuKBmfFygQogPpznUx882NrHa9ib/NP0AGQyESz4+UCsp\nzVuEGI9s7knY3JOOrcVs3oTPu5XuxGHCxgDdpSG62cHB9A7Y/xiWkA572kOxZSpllUsorpxfkGGL\nJKE81ylaoqUfJ2OsoNK3hodnPMe9OyJ0RhZy3Uz3mI+sL4QYXZmsypq9PWw7uJv76tdTZYqSMDUM\n1Eq6Cl08IcRp0OpNJ/Qo7w130dn8Nr7/z959x2dV3/0ff51rj+y9IIRAgBD2EhBkKO6NYhVXbW3V\nVu19t/ft3VZrbR21Vu2tdv7U2rtWUToUFw5AkBVAVgAJJJAF2ePa+/z+CERZQriSnIzP8/Hwj+uc\nc4MZaFEAACAASURBVOW8cx7x4nN9Z/NOWsLVuGJc1NrqqKWOXY7P0DUcnfCTSUp8IZm5M0lNTe32\nrDLL+wz1i1nep2H0lBF7+FV0ER+/PjgNf/w0vj05vUsm6/S1GXq9kTzD6AyE59fkCfLbdTVMMmzk\nm9nbQdHjSbkEb/w5UbdKDoTn153k+UVHnt+pHd3dp7Z6A42OvbTq6vAkBFANX/4/f8u0F0mOG9Kt\nOaSFUnQI2vJpG3Q3cYde5r/zNvCXGjePfnouPzw3G5uG+4ALIU5vY5WTJVv28aPcTxkXW0/AmI4z\n4xsyg1uIfu5ku/uEgz4aKjdTV7+FJt8BlB5oOpSCUhwjbEqhNecu4g+9wm3ZO0lr8PDgR3P48Zxc\nkm19Z/kCIQYKfyjCy5/XE2zayh9GbiDGEMATPwNX8kWybaIQA5TeaCEj/1wy8s8FINbW/V3esl6E\nOIFqiKE159v4bSO5JLWM76e/x0Mf7uNgi0/raEKIr6hs9fPj5WWMCb7PL4avxmIy0Zp5G67Uy6WY\nFEL0KCkoxcnpTLRlLsYbN5Wp8Yd5fOg7/GbVF+xp8GidTAgBrCxv49crdvKTnH9zdXopfms+LYPv\nJWAfoXU0IcQAJF3e4tQUPc7UqwgbEhjGhzxd8B7/uSbEbeeMZGJWjNbphBiQguEI/29LPa6GHbxY\nuBa7IYA7cR7upPmySLkQQjNSUIqvpyh4kuYS0dvJavgXz418n/s2hvFOHMXM3O7fA1wI8aUGd5Bf\nr6livm09N48oIayz0pZ+m7RKCiE0JwWlOCO++KmoOhMpdW/wwsgPuHdLGHewkAXDZLcNIXrC1sNu\n/ryhnAcGr2ByfC0Bcw6OjJtkxxshRK8gBaU4Y/7Y8bQpRuJrX+N3hR9yf0kYp7+Qa0cnax1NiH5L\nVVX+sbuZdXtLeW7ECjLNLjzx5+BKuRQU+QgXQvQOMuBGdEogZjSOrFuwGyM8X/gRO8t28vrORq1j\nCdEvBcIRnll3mIMVW/hz0ftkmD04Uq/GlXqlFJNCiF5FCkrRaQFbAW1Zt2PW63hm5MfsPShFpRBd\nrdkb4icfVTAk8BlPFqzEZDDSmv0tfPFTtY4mhBAnkIJSnJWgNY/W7Dsw6A38ZsQKdh/YJUWlEF2k\nrNnHj5fvZ3Hih3x30FaCpgxaBn2PoDVP62hCCHFSUlCKsxayDKIt63ZMeh3PjPyEHeV7pKgUIkpr\nKx08vmIvjwx5jwuSD+Kzj6Y157tEjIlaRxNCiFOSglJEJWTNpS3rNsx6+O3Ij9la9oUUlUKcBVVV\n+efuJv5WvJffjXqPopgG3Ann4ci4EVVn1jqeEEJ8LSkoRdSC1jzaMm/Faojw3KiP2by/lDekqBTi\njEVUlRe31FNcuocXi94n2+zEmXoF7pSLZLFyIUSfIJ9UoksEbfk4Mm7Grg/x/KiPWL9vH+/ubdE6\nlhC9XiAc4anPDtFct4PfFy4nzhiiLWMx3vjpWkcTQogzJgWl6DIBewFtmTcRawjy3KiPeXtHGasO\ntGkdS4heyxUI8/MVVaR4t/BkwUoMBhOt2d8iEFOodTQhhOgUKShFlwrYR+FIv55Eo5fnCj/mL5sO\nUFzt1DqWEL1OoyfI/3xYwTj9Jh4Yup6IMZHWnLsIWQZrHU0IITpNVsYVXc4fOxZX2EVO4zKeHvEJ\n960zkJWaRI7MKxACgMPOAA9+XMHVSZu5PXsHQVMGbVnfJGKI1TqaEEKcFWmhFN3CmzADd+IcRtob\neSR/FQ+8XUJZs0/rWEJorrLNz/98VMHi1PXtxaQ5h9bsb0sxKYTo06SgFN3GnbQAb+wkpsXX8INB\na3h4RSU1joDWsYTQTHmzjwc/OshdGWu4PmMPAUv7BgGq3qZ1NCGEiIp0eYvuoyg4065GF3Zxccpe\nGgNWfrFKz5MLcomzyJ+eGFj2Nnr55coKfjR4NecnH8BvG05bxmLQmbSOJoQQUZMWStG9FD1tGTei\nxgzl5qwSplt38tjqGgLhiNbJhOgxu+o8/PyTCn48ZBXnJx/AZx9NW+YtUkwKIfoNKShF99OZYOS9\nhIxJ/OeQYmL8ZTy3vhZVVbVOJkS321Hr5hcrK/hx3mrOS6zAFzMWR8Y3QJFWeiFE/yEFpegZxhja\nMm8FvZknRqzmQF0Vf98hu+mI/m1XvYfHVlXyP3lrmZd0AJ+9CEf69aDotY4mhBBdSgpK0WPCpjQc\nGd/Aqgvy21EreX/PIT4pa9U6lhDdYm+jl1+srOKHQ9ZzQXIZfvsoHBmLpJgUQvRLUlCKHhWwFeBK\nuZRMUxtPjlzNH4oPsaPWrXUsIbpUWbOPn6+o5L5B67kkZR9+WwFtGTdKN7cQot+SglL0OG/8dDxx\n0xgfc4j/GLKJJ9bUcNgpywmJ/uFgi4+frajku9kbuTJtLwHrsPbZ3FJMCiH6MSkoRc9TFFyplxOw\n5nNl6hdclLibx1fX4AvJzG/Rt1W3+XloRRU3pH7OwvQ9BKxDac28GXRGraMJIUS3koJSaOPIckIh\nYzI/yN1EfKiK5zYclpnfos+qdwV58JMq5sft5pvZ2wmas2VpICHEgCEFpdCMqrfRlnEzOp2eJ0eu\nZldNPf/e06x1LCE6zeEP8/OVVYyxlPHDvI2EjEm0Zt6GqpMN7IUQA4MUlEJTYXM6jrSride7+dXI\nz/jbtjq2HZZJOqLv8Ici/HJVNSlqJb8cvgZVb6ct65uohhitowkhRI+RglJozh87AU/cNMbYD/Gd\nQdt5au0h6lwySUf0fuGIylNrDxFyH+KZUavQ6fS0Zt5G2JisdTQhhOhRUlCKXsGVehlBczaLM3cw\nxlrBE6tr8MskHdGLqarKHzfVUVFfywujP8GshGjLvJmQJVvraEII0eOkoBS9g2KgLeMmIjorjxas\nxeNu4o+b6rROJcQpLSlpYs2Ben43egXxejeO9OsI2oZpHUsIITQhBaXoNSLGRBzp12NRfDxbuJrV\nB5r59ECb1rGEOMFH+1tZsqOep0Z+RpapBVfyxfhjx2kdSwghNBPVSrtVVVWUlJRQVVVFW1sbiqIQ\nFxfH4MGDKSoqIicnp6tyigEiYB+JO3EuuS0r+eHQLTxbbKQgxUpmrCy9InqHkjoPvy+u5Yf525gQ\nU4U3dhKehFlaxxJCCE11uqAMBAKsWrWKDz/8kKqqqq+9NicnhwULFjBv3jyMRlnYV5wZd9L5GL0H\nuSJlD6sas/j1ZyZ+tSAXo17ROpoY4OpcAZ5YU8PlaWVcnbKTgCUXZ9pVoMjfphBiYOtUQbl27Vr+\n/ve/09jYSEFBAYsWLaKgoIDMzExiY2NRVRWn00ltbS2lpaVs2bKFl156ibfffpubbrqJGTNmdNfv\nIfoTRYcj/TqSqv6XXxSsZ+HWFP5vm5VvTkrXOpkYwDzBML9cVU2+6RA/GrKOsCFBtlQUQogjOvVJ\n+MILLzBv3jwuu+wyMjIyTnqN2WwmJSWFoqIirrnmGg4fPsw777zD888/LwWlOGMRYyLO1CuJr1vC\nYyM3cnfJbMZm2JmcLWv7iZ4Xjqg8vfYQAW8zT4//FBQDrZm3yFqTQghxRKcKymeffZa0tLRO3SAz\nM5Nvf/vbXHnllZ16nxD+2PH43F8wge1cl5nFb9cbePaSISTbZPiE6Fl/297ArsOtvDphFRbFR1v6\nYsLmTK1jCSFEr9GpWd6dLSa76r1i4HKmXknYkMC9gzcRrzTz9LrDhCOy37foOSvL2/jn7iYeH7WB\nDEMT7uQFBGIKtY4lhBC9iiwbJHo1VW/FkX4dekI8M3o9e+pdvP2F7Pctesa+Ji/Pb6zltkGlTI0p\nx2cvwpNwntaxhBCi1zmr0eQ+n4+dO3diNBopKirCYDDg8/l4++232bFjB16vl7y8PBYuXHjKsZZC\nnKmgdSiehNlkt37KfXklPLddz6TsGAbHm7WOJvoxpz/Mk2tqKLQ38O2sYkLGZJzp18qMbiGEOIlO\nF5QtLS389Kc/pbGxEWhfGuiRRx7hySef5Isvvui4rrq6mq1bt/LEE0+QmpradYnFgOROPh+Tdx8L\nU7fxYX0m/7vezK8W5KLXyT/uoutFVJVn1x3C53fx9KTVKIqOtoybUHUWraMJIUSv1Oku73feeYfG\nxkamTp3KggULqK+v5/nnn+fAgQN873vf48UXX+TPf/4zd9xxBx6Ph3/84x/dkVsMNIoBR/r1gI7H\nRm7kQLObf+xu0jqV6Kf+ubuZLYdc/G/RBuw428fyyiQcIYQ4pU63UH7++edMmzaN//iP/wAgLy+P\nP/7xj1x55ZXMmvXlbhELFixg//797Ny5s+vSigEtbErHnTSX1OaP+X7ebp7bqWdKdgx5idJqJLrO\nzjo3r25v4N6huxlhrsAbOwlf3GStYwkhRK/W6RbK5uZmRo8e3fG6sLB9tuPw4cNPuHbYsGE0N8sE\nCtF1PInnETKlszB1G7mWFn67/jDBsMz6Fl2jxRviqc8OMS2hlkWpWwiZMnCmXqF1LCGE6PU6XVD6\nfD7sdnvHa5vNBoDVaj3hWovFQiQSiSKeEMdRDDjSrkVB5deFxVS0eHmjpFHrVKIfCEdUnlp7CCXk\n4rGCNaiKibaMG0En+8gLIcTpyLJBos8JWQbhTZhJpr6W7+TtZ+muJvY1ebWOJfq413Y0UlLn5tkx\nm7DgwZl2NWGTTCgUQogzcVYFpcvlorm5mebmZlpbWwFwOBwdx47+5/F4ujSsEEe5ki4gbEjkprTN\nZJudPLe+lpAseC7OUkmdh6W7mvjWkAMUmA7gixmPP3ac1rGEEKLPOKt1KF9++WVefvnlY4799re/\n7ZJAQpwRnQlH2jUkHnqRXxdt4YbN5/HWnmauHZ2sdTLRx7gDYZ5dd4g8m5Pb0jcQNsTLuEkhhOik\nTheUs2fP7tT1iiwCLLpJ0DYMb+xkcp2buSnnIK/v1HFubizpMTLmTZy5P22qo9kT4MWp69ERojXt\nelT9iWPChRBCnFqnC8p77rmnO3IIcVZcKZdg8uzlzuxNLKvN5I+b6nhwTo58kRFnZM1BB6sOOnhw\n5BekKodxJ8wiaBuqdSwhhOhzZFKO6NNUvbW9qMTLI6NK2HLIzfoqp9axRB/Q6Any+021TEls5uL4\nLQRNGbiTF2gdSwgh+iQpKEWf548ZR8A6lKm23UxKaOLPm+vxBMNaxxK9WERV+e36w4RDfh4bsRZQ\ncKQvAuWshpULIcSA16lPz0WLFp3VTZYsWXJW7+uMdevWsW7dOkpLS2lra+Ouu+5izpw5J1zX3NzM\niy++SElJCQaDgZkzZ7J48WJMJhl312cpCs7UK0iq/F9+XrCJK4oX8Or2Rr49OV3rZKKXWvZFCztq\nPfx2XAkxajPO5EsImzO0jiWEEH1WpwrKk03IOXjwIJWVlWRkZJCdnQ1ATU0NtbW1DB48mLy8vK5J\nehobNmygsbGRSZMmsWLFipOOoQuFQjz66KMYjUbuv/9+3G43r7zyCm63m+9///s9klN0j7ApHU/C\nuSS3ruY7Qw/wx1Idc/PiGZYs2zKKY1W0+vm/bQ3MTWtiqmUHAUse3oSZWscSQog+rVMF5fETckpK\nStiwYQP33XcfM2bMOObc2rVr+cMf/sDtt98efcoz8IMf/ABFUfD5fKxYseKk12zYsIGamhqee+45\nUlPbFyzW6/U8++yzXHfddWRkSAtFX+ZJmofFuY0b07bwWmUOvyuu5dcX5qLXyQQd0S4cUXluw2F0\nhPhp/gZU1YAz7WpQZPSPEEJEI6pP0SVLljB37twTikmAmTNnMmfOHF5//fVobnHGzmRW77Zt2xg2\nbFhHMQkwZcoUDAYD27Zt6854ogeoOjOulIswqF5+OeYLypp9fLCvVetYohd5Z28L+5p8PDp2P7ZI\nI+7EubIbjhBCdIGoCsqDBw8yaNCgU54fNGgQBw4ciOYWXaqmpoasrKxjjhkMBjIyMjh06JBGqURX\n8seMI2gexETTDsYnOvn7jgYcfpmgI+BQm49XtzcwOdnFDPMmQqZ0PImdW1dXCCHEyUVVUBqNRsrK\nyk55vry8HKPRGM0tupTH48Fut59w3G6343K5NEgkupyiw5l6OQoRfjZiK65AmL9vb9A6ldCYqqr8\n6pN9BMIRflGwEYjgSLtGZnULIUQXierTdOLEiaxcuZLBgwdz4YUXotfrgfbJLx9++CErV65k1qxZ\nZ/WzPR4PLS0tp73u6ESgaKjqme0B/dWuctE5BoOhB59fKqp/OhkN67lx6Ghe36/wjalDGZZ64peJ\nvqRnn2H/8t7uOjZVtvLQuMMkRKpRM+aROGiS1rH6FPn7i448v+jI84uOwdD9X56jusPixYvZt28f\nr7zyCkuXLu2Y1HL48GE8Hg/p6eksXrz4rH72+vXr+dOf/nTa6zqzJJHdbsfj8Zxw3O12n9Fs9IYG\naek6W6mpqT36/HT2OSQ3buaOjI28UX4Rv/74C34xf1Cf3kGnp59hf9HqDfHsqnKGxwW40LqasD6e\nZttsVHmWnSJ/f9GR5xcdeX7RSU1N7fYe46gKyoSEBB5//HGWLVvGxo0bqaioACA9PZ2LLrqIyy+/\nHJvNdlY/e/78+cyfPz+aeCfIysqipqbmmGOhUIj6+voTxlaKvi1iiMOTcC72lpX8sLCGJ3YPYkO1\ni+mDYrWOJnrYn7fU4QqE+c207egCflpTF6HqzFrHEkKIfiXqNlCbzcaiRYvOetHznjRhwgSef/55\nGhsbSUlJAWDz5s0Eg0HGjx+vcTrR1TyJ52F1bOLS+GL+YMrir1vrmZwVg1Hfd1spRecUVzv5rMLJ\nHcMaSA3sxhczhoB9lNaxhBCi3+k3i69VV1ezYcMGiouLASgrK2PDhg3s3r2745pzzjmHrKwsnnrq\nKbZu3cpnn33GSy+9xKxZs2QNyn5I1ZlxJ83HEHHxcFE5h5xBlu8//bhc0T94gmH+UFxHginCLWnr\nUfUWXCmXaR1LCCH6pU4VlPv27TvrG0Xz3jOxfv16nnnmGV544QUAli9fzjPPPMObb77ZcY1er+cn\nP/kJycnJPPPMM7z88succ8453Hnnnd2aTWjHGzeFkDGFKabN5McGeX1nE66ALCM0ELxZ0kSTN8Tj\n48oxhVsh5woihjitYwkhRL+kqGc6xZn2vbwnTZrEFVdcwciRI8/oPbt372bZsmV8/vnnPbKnd3dR\nVZXDhw9rHaPP0nJAtcm1i4Tav7GXSdy2sYhrCpO4dUKaJlmiIYPSz1yNI8C975YzMdnPs/lLCRuS\n0E98hIYmaaE+W/L3Fx15ftGR5xedXjcp5+GHH+Yvf/kLP/vZz0hPT2fChAkMHz6cjIwMYmNjUVUV\nl8tFbW0tpaWlbN26lfr6eoYMGcLDDz/cTb+CEF8vYC8kaM6mwL+NyakjePuLFi4pSCTV3nvWSBVd\n68UtdYQi8NOCrSihEM7Uy0nQyZqTQgjRXTr1CTtq1Cgef/xxNm/ezPLly/nggw/44IMPTnl9UVER\nN998M1OmTOnTy7WIPk5RcCVfSOKhl/jvgt1ct3Ycr+9s5PvnZGqdTHSDzTUuthxy882CVlJDe/HZ\niwjahmkdSwgh+rVOf2XX6XRMnTqVqVOn4nA42LVrF1VVVTgcDgDi4uIYPHgwhYWFxMXJeCXROwSt\nwwhY8sj27eD87JGsKG/jqlFJDIqX5WP6k2A4wv/bUofNoHJz6gbUsAFXyiVaxxJCiH4vqj6guLg4\npk+fzvTp07sqjxDdQ1FwJy8gseaP3Ju3k49rJvPq9gYemJ2jdTLRhd7+ooXDziCPTazFEqrDnXAe\nEWOi1rGEEKLf6zfLBglxOkHrEPy2EaQGd3F1np/1VS5KG71axxJdpMkT5I2SRvLiVWab1xLRx+BJ\nmqN1LCGEGBCkoBQDijvpfAC+NWgHOgX+b5vMGuwvXtnagC+k8kjRfvQRN66kC1B1Fq1jCSHEgCAF\npRhQQpYc/LYRJPr3cP2wIDvqPOysc2sdS0RpT72HTw86mD9IJT9cTMiUgS9ustaxhBBiwJCCUgw4\n7qT5KKjcktneSvnajkY6sRyr6GUiqsqft9Rj0MH9Q0tQ1BCu5ItAkY83IYToKfKJKwackGUQflsB\nCf5dLBoeYle9lx11Hq1jibP0WYWTsmYfN49USfZtJWDJI2Ar0DqWEEIMKFJQigHpq62Uemml7LOC\n4Qj/t60Bu1HHjWmbUVBxpVwEsu6tEEL0KCkoxYAUsgzGbx1OvK+E64fDngYv22qllbKvea+0lXp3\nkLuL/MR4d+OzjyZkGax1LCGEGHCiLig9Hg9Lly7lwQcf5N5776W0tBQAh8PB0qVLqampiTqkEN3B\nkzgHBZXF2bsw6KSVsq9x+cO8UdJIis3AJXHrUWlfa1QIIUTPi6qgdDqd/PjHP2bp0qU4nU7q6uoI\nBAIAxMbGsnLlSj7++OMuCSpEVwta8wiaB5Ho2coV+Qb2NnrZKWMp+4x/7G7CFYjwH2M9WHwH8MVO\nJGxK0zqWEEIMSFEVlEuWLKGlpYVf/vKXPPLII8ecUxSFKVOmUFJSElVAIbqNouBOnINCmFtzvkCn\nwJu7mrROJc5AszfEO3tbyI03MdO8DhUd7qR5WscSQogBK6qCcsuWLVxwwQUMGzbspOfT0tJobGyM\n5hZCdKuAfSQhUxop3s0sGGJmR62HvbJ7Tq+3tKSRQFjlvjEuTL4KfHGTiRiTtI4lhBADVlQFZVtb\nG1lZWac8r9frO7rAheiVFB2ehPPQqX7uGLIfBXizRL4E9WZ1rgDL97cyPNnMJN1nqOhxJ87VOpYQ\nQgxoURWUsbGxNDSceuu6qqoqkpKk1UD0br7YcYQN8WT6N3HuYBubatyUN/u0jiVOYcnOJkIRuH+0\nA5O/Cm/8FCLGBK1jCSHEgBZVQTl27FhWrlyJ233i1nU1NTWsWrWKCRMmRHMLIbqfoscTPwN92Mmd\nww4B8M/dMpayN6p2+Fl5oI0x6VaKWIuKHk/iHK1jCSHEgBdVQXnttdfi8/l44IEHeO+99wDYvHkz\nL7/8Mg888ABms5mrrrqqS4IK0Z18cVOJKCZygxsZn2ljbaWTOpcM1+ht3tjZRESFe0a7MPmr8MVN\nImKI1zqWEEIMeFEVlBkZGTz88MNYrVb+9a9/AfD+++/zwQcfkJGRwc9+9jPp8hZ9gqq34IubgjFQ\ny7cK2oio8NaeZq1jia+ocQRYU+FgfIaNUZEjM7sTz9M6lhBCCMAQ7Q8YMmQITz75JJWVldTU1KCq\nKllZWQwZMqQL4gnRczwJM7C2raNIt5n8pDl8VNbGDWNSiLNE/b+J6AJvlDQSUeHOUT5MnnK8sRNk\nZrcQQvQSXbb14uDBg5k+fTozZsyQYlL0SRFjEn77aMyeUm4ZqRIIq7xX2qp1LEF76+Tqgw7GZdgo\nZB0qioydFEKIXkT28hbiKzwJ5wIw07ad9Bgj75S24A9FNE4l3jzSOvmtwhBmz178MUWyK44QQvQi\nnerLW7Ro0VndZMmSJWf1PiF6WsgymKA5G5trK9eNPIfnN7exoryNiwsStY42YB12Bvj0oIOx6TaK\nlHUAeBJk7KQQQvQmnSooZ8+efcKxgwcPUllZSUZGBtnZ2UD7kkG1tbUMHjyYvLy8rkkqRE9QFLzx\n04mrX8rFKWW8bErjnb0tXDg8AZ2iaJ1uQPrX7mYiKtxcqMfs2knAmk/Ikq11LCGEEF/RqYLynnvu\nOeZ1SUkJGzZs4L777mPGjBnHnFu7di1/+MMfuP3226NPKUQP8sWMJabxPeJcG7hw2M38c3cLWw+5\nmZQdo3W0AafJE+ST8jZGpFiYYNyKQgRPwolfbIUQQmgrqjGUS5YsYe7cuScUkwAzZ85kzpw5vP76\n69HcQoiepzPijZuCIdjEdblN6BR4e2+L1qkGpLe/aCEUUVlUaMfq2ETQlEHANlzrWEIIIY4TVUF5\n8OBBBg0adMrzgwYN4sCBA9HcQghNeOOnoaKQ6dvE9EGxbDvsprLVr3WsAcXlD/PBvlYGx5s4174L\nnRrAmzALZOiBEEL0OlEVlEajkbKyslOeLy8vx2g0RnMLITQRMSYSsI/C5NnL9QXtBcw70krZo94t\nbcEXinBdYTy2tnWE9XH4YsdqHUsIIcRJRFVQTpw4kZUrV/Lee+8RDoc7jodCId577z1WrlzJxIkT\now4phBa88dNQUBlt2ElBsoWVB9pw+MOnf6OImj8UYdneFtLsRs5PrkAfduJNmAmKLDIvhBC9UVSf\nzosXL2bfvn288sorLF26lIyMDAAOHz6Mx+MhPT2dxYsXd0lQIXpawDqMsCERi2MzlxVM4en19XxS\n1srVhclaR+v3VpS34fSHuWFMEnbH+6hK+7hWIYQQvVNULZQJCQk8/vjjXHPNNSQkJFBRUUFFRQWJ\niYlcc801PPHEEyQkJHRVViF6lqLDGzcFfdjFvJQa4s16PtjXSkRVtU7Wr0VUlbe/aMZu0nFxthOj\nvwZf7ARUvVXraEIIIU4h6v4jm83GokWLznrRcyF6M1/cJOzNHxPj2swFwy5j6a4mPj/kZrIsIdRt\nNlW7OOQMsnB0MomujwHwxJ+4koQQQojeQ7ZeFOJrRAxx+O2jMHn2cXmeik6B90plck53+veeZgw6\nuCJfh9lVQsCaT9icrnUsIYQQXyOqFspVq1ahnMESHuedJ9ukib7LFzcFi3sX2aFtTMkupLjaRa0z\nQEasSeto/c6+Ji+7G7zMGxpHVmDLkYXMpXVSCCF6u6gKyt///vdndJ0UlKIvC9iGEzYkYHFs5tLh\n09lY7eKDfa3cNjFN62j9zlt7mgG4akQc1rZiwoZEAraRGqcSQghxOlEVlA899NAJx8LhMPX19bz/\n/vtYrVZuuOGGaG4hhPYUHd64ScQ0f8KkuBqyYk18XNbKjeNSMOll1EhXafIEWVvpZGyGjQJjGbqw\nG1fyLFDkGQshRG8XVUE5evToU56bPXs2DzzwAAcPHqSoqCia2wihOV9se0Fpc33ORcMv4qXP4yAi\nUgAAIABJREFU69lQ5WL2kDito/Ub7TPo4fIRiVgdy1HR442bpHUsIYQQZ6DbvvqbTCZmz57NRx99\n1F23EKLHRIyJBKxDMbt2Mz/XiEGnsHx/q9ax+o1AOMLyfa2kxxiZmuLB5C3HH1OEqpfZ9EII0Rd0\na1+SxWKhoaGhO28hRI/xxU5CIUxqcBfTB8VQUuehxhHQOla/8FmFkzZ/mEsLEolxbgLAGz9V41RC\nCCHOVLcVlIFAgNWrV5OcLLuKiP7BHzOaiGLC4tjCgmHtC/Z/JK2UUVNVlXf2tmDWK5yfZ8Pi/JyQ\nMZWgJU/raEIIIc5QVGMof/e73530uMvlorS0FKfTya233hrNLYToNVSdGX/MGKzOLYxPc5IZa+ST\n8jZuGpeCUSbnnLUvGr2UNfu4aHgCyYHd6CJe3Enz4AyWJBNCCNE7RFVQfvrppyc9HhMTQ1ZWFt/8\n5jeZMUPWkBP9hy9uIlbnFqzOrSwYNpVXtjawsdrFubkyOedsvVfa3sp7aUEiFsdbqIoBX+xEjVMJ\nIYTojKgKyiVLlnRVDiH6hKBlCGFDIhbnNublzefV7Q18uL9VCsqz1OYLsa7SSVGalTybA1PjQXwx\n41H1Nq2jCSGE6ATppxOiMxQdvtjx6MMOUtUqJmfHsKPWQ4M7qHWyPumT8jZCEZULhydicX4OIEsF\nCSFEHxRVQblo0SI+++yzU55fu3YtixYtiuYWQvQ6vtjxAFhc25k/NB4VWFnepm2oPiiiqizf10q8\nWc/0HBsWx+eEDQkErUO1jiaEEKKTurWFUlXV7vzxQmgibEojaMrE7NrJpEwLCRY9n5S3yd97J+2o\n9VDrCjI/Px67vwx92IEvdpLsjCOEEH1Qt35yNzU1YbFYuvMWQmjCHzseXcSH1VvKnLx4al1Bdtd7\ntY7Vp3ywrwWAC4clYHFuAcAbJ5NxhBCiL+r0pJxNmzaxadOmjtcff/wxO3bsOOE6l8vFzp07GTly\nZHQJheiFfDFjiWl6/0i397X8e08zn5S3MTpdJpOciSZPkI3VLiZk2sm0BTHX7SZgHUrEmKR1NCGE\nEGeh0wXlgQMHjlkuaM+ePezZs+eE6ywWCyNGjOCOO+6ILqEQvVDEmEDAkofZvYfcNJXhyRbWVjr4\n9uR0rEbpsj2dT8rbiKhw4fAELM7tKITxxk3WOpYQQoiz1OmC8vrrr+f6668H2iflfO9732PWrFld\nHkyI3s4XOx6T70D7/t5D8/jDpjrWVTqYn5+gdbReLaKqfFLWRoJFz5TsGCw1W4koJvz20VpHE0II\ncZaiakp56KGHGDt2bFdlEaJP8ccUoaLH7NrOrNw4DDqFVQccWsfq9Urq2ifjzBsajznUhNFfjT9m\nNOhMWkcTQghxlqIqKEePHk18fHxXZRGiT1H1NgK2fEye/cQaAkzJtrOzzkOjR9ak/Dofl7UvsTQ/\nPx6LcxvQPslJCCFE39WpLu8333wTRVG45ppr0Ol0Ha9PZ+HChWcdUIjezB8zBrOnFLN7N+flFbC+\nysXqgw6uKUzWOlqv5AqEWV/lpDDVSk6sCXPlNsL6WALWfK2jCSGEiEKnCsqlS5cCcNVVV6HT6Tpe\nn44UlKK/8ttHoaLD7NrJ5KwJ2E06Pj0gBeWprDnoIBBWmZ8fj8FfjSHYhCd+Jih6raMJIYSIQqcK\nyueee679TQbDMa+FGKhUvZ2gdSgmz35MBDh3cBzL97dysMXHkERZg/V4H5W1YTHomDk4DkvrauDL\nnYeEEEL0XZ0qKNPS0r72tRADkS9mDCbvfkyePZyXN4Ll+1v59KBDCsrjHGzxUdbs44L8eKwGFYtr\nJyFjCiFzttbRhBBCREkWzBMiSv6YQlQULK6djEq1kmY38OkBBxHZivEYK4/MgJ+fH4/JU4Yu7Gpv\nnTyDcdhCCCF6t06vQ3k8n8/HZ599Rm1tLU6n86T7Gd99993R3kaIXkvVxxzp9t6HXvUze0g8S3c1\nUVLnYWyGXet4vUI4ovLpgTYyYoyMTLFirm/fXcsfM07jZEIIIbpCVAVleXk5jz32GE6n82uvk4JS\n9Hft3d5lmNxfcN6QUSzd1cRnFU4pKI/YXuumxRfmG2MTUYhgdu8maMokbErROpoQQoguEFVB+de/\n/pVgMMh9993HmDFjiI2N7apcZ2XdunWsW7eO0tJS2trauOuuu5gzZ84x1+zatYtHHnnkhPdeeeWV\n3HjjjT2UVPQ3AXshasNbmN27GZwxntx4M+sqHdw5JR2DTrp0V5a3d3fPGRKHybMfXcSLJ0Z22BJC\niP4iqoJy//79XHHFFcyYMaOr8kRlw4YNNDY2MmnSJFasWPG1a2Tee++9pKend7xOSkrqiYiin4oY\nYgmZczC594Ia4twhsby6vZHth91Myo7ROp6mPMEwG6rb157MiDVhrtsJtK/hKYQQon+IqqA0m80k\nJPSefYt/8IMfoCgKPp+PFStWfO21ubm55OTk9FAyMRD4YwqJaarC5CljVm4er25v5LNKx4AvKNdV\nOgmEVeYOjQc1LN3dQgjRD0U1y3v8+PHs2bOnq7JE7Ux27TnqZJOHhIiG314IgMm9h8xYE/lJFjZU\nuQiEIxon09bK8jaMOoUZg2M7uruldVIIIfqXqArKm2++mfLycv79738TCoW6KlOPeOSRR7jhhhu4\n5557+Oc//0kkMrD/0RfRCxtTCRmTMbv3gKoyKzcWTzDC54fcWkfTTIM7SEm9l6k5McSY9JhdR7u7\nizROJoQQoitF1eX9k5/8BL/fz2uvvcaSJUtITExEp/uyRlVVFUVReP7556MO2lXsdjtXXXUVo0aN\nwmAwsHnzZt544w0cDge33Xab1vFEX6Yo+O2F2FvXYPDXcG5uOn/Z2sCaCgfnDNJ2wppW1hxsn4xz\n3pC447q7UzVOJoQQoitFVVCmpqaiKMrXdh93phv6eB6Ph5aWltNel5195jttDBkyhCFDhnS8Lioq\nwmg08s4777Bw4UJiYgb2eDcRnYB9FPbWNZjdu0lNzmFUqpVN1S58oQgWw8DbR2B1hQO7ScfELDtG\nb9mR2d3nah1LCCFEF4uqoHz44Ye7KMbJrV+/nj/96U+nvW7JkiVR3WfatGm8/fbbVFZWUlhYeMrr\nUlOlVeVsGQyGgfH81GTUur9j85diS72JCwsDPPtpOftcOuYNj+7372vP8GCzhwMtfi4fnU5WRjqU\nfwyAfdC52G09/3v0tefX28jzi448v+jI84uOwRD1Pjanv0e33yEK8+fPZ/78+d1+nzNtRW1oaOjm\nJP1XamrqgHl+sdYRWJ1baDy0lzFJ7V3dH5TUMCbKBRH62jP89/b2rFMyTDTU15PcuAXVmESzywju\nnv89+trz623k+UVHnl905PlFJzU1FaPR2K33GHh9cCexYcMG9Ho9gwcP1jqK6Af89lEAmN1fkGIz\nMiLFyuYaN/7QwJn4paoqqw86SLToKUqzYfDXoA87CNhHy97dQgjRD0XVQrlo0aLTXmMymUhNTWXc\nuHFceeWV3bpuZXV1NdXV1QQCAQDKysowm83ExcV1dGX/+c9/JjExkby8PPR6PVu3bmX58uVceuml\nMn5SdImgbRgqekyeUrwJM5g5OJa9jV62HXYzbYBMztnf7KPWFeTykYnodQpm927gy2JbCCFE/xJV\nQTl79mwqKiqoqKggMzOTrKwsAA4dOsThw4fJzc0lLS2NQ4cO8d5777Fu3Toee+wxkpOTuyT88dav\nX8/SpUs7Xi9fvpzly5dTWFjIz372MwBycnJYsWIFy5YtIxQKkZGRwS233MIll1zSLZnEwKPqzASt\nuZi8ZRAJMn1QLC99Xs+6SueAKSg/PTK7e3ZuHABm9x4iOjtBS66WsYQQQnSTqArKefPm8cQTT/Cf\n//mfTJ069ZhzGzdu5IUXXuC2226jsLCQ4uJinn76ad544w3uuuuuqEKfynXXXcd11133tddcfPHF\nXHzxxd1yfyGO8ttGYPKWY/KWkxYzgmFJFjbVuAiGIxj1/XukSURVWVvhJCPGyPBkC7pgM4ZALd7Y\nSaD0799dCCEGqqg+3V9//XXmzJlzQjEJ7TOn58yZw+uvvw7A1KlTmT17Njt27IjmlkL0CQHbCABM\nnr0AzBgcizsYYXutR8tYPeKLBi/N3hAzB8eiKF/p7o459QoKQggh+raoCsry8vKv3Q87JyeHAwcO\ndLweOnQora2t0dxSiD4hbEojbEjA5CkF2gtKaN/Xur9be+R3PPdod7drN6piJGAdpmUsIYQQ3Siq\ngtJoNFJeXn7K8wcOHDhm7aNQKITFYonmlkL0DYpCwFaAIdiEPtBIZqyJvEQzxdVOwpH+u498RFVZ\nV9ne3Z2XaEYJezH6DhKwDQedSet4QgghuklUBeWECRNYsWIFH3744TF7YUciET788ENWrlzJxIkT\nO46Xl5eTlpYWzS2F6DP8x3V7n5MTizMQYU+DV8tY3epod/e5uXEoioLJsw8FteNZCCGE6J+impSz\nePFiSktLefHFF1myZAnp6ekA1NXV4XK5SEtL46abbgLA7/fT2trKeeedF31qIfqAoC3/K8sHzWRq\nTgyv7WxkY7WTonSb1vG6xdHu7plHuvhNni8ACNiloBRCiP4sqoIyMTGRX/3qV7z11lsUFxdTUVEB\nQFpaGueffz5XXnklNlv7P5xms5mHHnoo+sRC9BHtywcNweQth0iAvEQzqTYDxdUuvjkxLap97nuj\no93dmbHt3d2oEcyeUoKmDCKGeK3jCSGE6EZRb71os9n4xje+wTe+8Y2uyCNEv+K3FWDylmHyHSRg\nK2BqTgzvlrZS2RYgN8GsdbwudbS7e+HoZBRFweCrRhd2442drHU0IYQQ3UwWhROiGwVt7TObjZ4y\nAKbmtHcFF1f3v9ne607o7m6f4S7d3UII0f9F3UIJ0NraSnl5OS6XC1U9cQarjJsUA1XIlEFEZ8fk\n3Y8bKEq3YTfq2Fjt4rqiFK3jdRlVVdlY7STNfqS7GzC79xLRWQhaBmucTgghRHeLqqBUVZWXX36Z\njz766JhZ3seTglIMWIqOgC0fi2sHStiNQW9nYpadNRVOmjxBkm1GrRN2iYpWP/XuEJePSERRFJSw\nC4O/Gn9MESh6reMJIYToZlF1eb/77rssX76cGTNmcM899wBw4403cscdd5Cenk5+fj4PPvhglwQV\noq8KHOn2Nh3X7b2pxqVZpq62sbr9d5maEwPQsVxQQJYLEkKIASGqgnLVqlWMGTOG73//+4wfPx6A\n/Px8FixYwK9+9Sva2tqO2SlHiIHo6A4xJu9+ACZl2THooLi6/xSUxdUu7CYdhWlHVnVwt6+9GbAV\naBlLCCFED4mqoKytre1YuFyna/9R4XAYAKvVyty5c1mxYkWUEYXo2yLGRELGZEyefaCq2E16itJs\nbK/14A2eeqhIX9HkCbK/2cekrBgMOgXUCCbPfoKmTCKGWK3jCSGE6AFRFZQGgwGjsX0MmNncPhDf\n6fxy9mpCQgL19fXR3EKIfiFgHYY+1Io+1Ay0d3uHIipbD/f9VsqjLa3TjnR3GwK16CLu9u0WhRBC\nDAhRFZTJyckdBaPRaCQlJYXdu3d3nN+/fz9xcXHRJRSiH/hy+aD2bu+jYw039oNu7+JqFwYdTMyy\nA2A68jseHTsqhBCi/4tqlveoUaPYsmVLx/aKM2fO5K233iIYDKKqKmvWrOH888/vkqBC9GUB61BU\nFEye/fjip5FqNzI00cyWGhfhiIpe1zd3zfEEw+yo81CUbsdmbJ/NbfTsR1UMBC1DtA0nhBCix0RV\nUF588cXk5ubi9/sxm81ce+211NTUsHr1agDGjx8vO+gIAah6GyFzFiZvGagRUHRMy4nltZ2N7G7w\nMCbdrnXEs7L1sJtQRGVqdnuLK5EgJt9BgpZc0PWPJZGEEEKcXlQFZXZ2NtnZ2R2vzWYzP/rRj3C7\n3ej1eiwWS9QBhegvAtah2P016AN1hM2ZTM2J4bWdjRRXu/psQVl83HJBRl8lihqU7m4hhBhgumXr\nRbvdLsWkEMcJWvMAMHnbl9LKSzSTajNQXH3yHaZ6u3BEZUuNi6GJZlLt7a2RR5dGOrpUkhBCiIFB\n9vIWoocELUNQUTAeKSgVRWFqTgy1riCVbQGN03XengYvzkCEaTlfLg1k8uwnorMSMmdpmEwIIURP\n63SX99mMiXzttdc6/R4h+htVbyVkzsTkOwCqCorC1JxY3i1tZWO1k9wEs9YRO2VjdfsSYUe7u5Ww\nB4O/Br99NCjyXVUIIQaSTheUkUgEo9FIfn4+inL6malnco0QA0XQkoexbS36YD1hUzpF6TZsRh2b\na9xcX5SidbwzpqoqxdUuUmwG8hLbC2GTt/zIdovS3S2EEANNpwvKlJQUGhsbaWxsZO7cucydO5fk\n5OTuyCZEvxOw5mFrW4vJW47XlI5BpzAh0866SidtvhDxlqjmyfWYqrYAta4glxQkdHxpPLrGZtCa\nr2U0IYQQGuh0v9Tzzz/Pj3/8Y/Lz8/nXv/7F9773PR577DE2bNjQse2iEOLkgta8Y8ZRAkzOjkEF\nthxyaxesk77cHecr4ye9Bwgb4gkb5QumEEIMNJ1uDlEUhXHjxjFu3DgcDgerV69mxYoVPPPMM8TF\nxTFr1izmzZtHTk5Od+QVok9T9TZCpvT2gvLIOMqJWXYUYHONi3lD47WOeEY2VjuxGXWMTrMBoISc\nGIL1+GLHgwxzEUKIASeq/rW4uDguu+wyLrvsMvbu3csnn3zCxx9/zLvvvsutt97KJZdc0lU5heg3\ngtY8bG3r0QcbCZtSSbAYKEixdCwSbujlu+a0eEOUNvk4NzcWo749q8l3EICAZaiGyYQQQmily6Zi\n5ufnM2HCBIYMGQKA2913uu+E6ElBa3vRdXy3tycYYXe9R6tYZ2xTzZHFzI/ujgMYveXAl2ttCiGE\nGFiingFQWVnJihUrWLNmDS6Xi0GDBnHrrbcye/bsrsgnRL8TsA4B2mdF++KnAjAlO4ZXtzeyucbF\n2IzevWtOcbUTvQKTsr4sKE3eA4T1sTJ+UgghBqizKii9Xi9r165lxYoVlJWVYbFYmDlzJvPmzWPY\nMFkyRIivo+pjCBnTMPoqOo4NSTCTbDOwqcbNNydpGO40fKEI22s9jE6zEWPWA6CE3RgCdfhixsr4\nSSGEGKA6XVC+8MILbNiwgUAgQEFBAXfddRfTp0/HbO5bizILoaWgdTBWx2Z0oTYihngURWFyVgzL\n97dS4wiQHWfSOuJJbTvsJhBWOxYzBzB6DwLte5ULIYQYmDpdUK5evRqj0cjMmTPJycmhubmZd999\n92vfc80115x1QCH6o6AlF6tjM0ZfJf6YMUB7t/fy/a1srnGRHZekccKT23hkuaCvFpQmGT8phBAD\n3ll1eQeDQdauXXvG10tBKcSxgpZcAIzeio6CcmyGDZNeYfMhF1eO6n0FZTiisrnGRW6CmfSYL1tQ\njd4DhPUxhI2pGqYTQgihpU4XlA899FB35BBiQAkbU4jorMeMozQbdIxNt7H1sBtPMIzNqNcw4Yn2\nNnpx+MNcNDyh45gS9mII1OKPKZLxk0IIMYB1uqAcPXp0d+QQYmBRFIKWXEyeUogEQNfe4jc5O4bN\nh9xsPexm5uA4jUMeq/gk3d1G30EUVIIW6e4WQoiBrMvWoRRCdE7QkotCBKO/puPY5CNrO24+stZj\nb1Jc4yLJaiA/ydJx7MsJOUO0CSWEEKJXkIJSCI0ErUfGUX6l2zvVbmRIgpktNW4iqqpVtBNUO/zU\nOAJMyY5B95WubaOvkojOTNiUrmE6IYQQWpOCUgiNBM3ZqOgweiuPOT45O4Y2f5h9TT6Nkp3oaHf3\ntK90d6OGMPqrCZoHgyIfJUIIMZDJvwJCaEVnImTOam+h/Epr5JRe2O1dXO3CYlAYk2HrOGbwH0JR\nQx0trUIIIQYuKSiF0FDQkosu4kEfbOw4NjzZQpxZ37FnttbafCG+aPAyITMGk/7Ljwyjr71l9egS\nSEIIIQYuKSiF0NDJxlHqdQoTs+wcaPHT6AlqFa3DphoXKsfO7ob2NTRVFEKWHG2CCSGE6DWkoBRC\nQ0HLYODL1r6jelO3d3G1C53y5Qx0AFQVo6+CkCkDVWc59ZuFEEIMCFJQCqGhiCGesD4Og6/6mOPj\nM+3oFe0LSn8owrbDbkalWokzf7nQui7Uij7s7CiIhRBCDGxSUAqhsZAlB0Ogrn2B8yNiTHoK02xs\nr/XgD0U0y7aj1oM/rDItJ/aY40e76GVCjhBCCJCCUgjNBc2DjixwfuiY41OyYwiEVXbWeTRKBhur\nncBJxk8eLShlQo4QQgikoBRCc8Ejk1oM/mO7vSdl2wHtur0jqsqmGheD4k1kxpqOOWf0VhDWxxIx\nJGqSTQghRO8iBaUQGguZswEw+qqOOZ4dayIz1tg+y1qDXXP2Nflo9YWZmn1s66QS8WMI1LaPn/zK\nrjlCCCEGLikohdCYqrcSMqae0EKpKAqTs2No9ISoaPX3eK6O3XEGHTt+0uCrRkGVCTlCCCE6SEEp\nRC8QtORgCDajhN3HHP9y+SD3yd7WrTZWO0mw6BmefOyyQEZ/e0tqyDKoxzMJIYTonQxaBxBCQMic\nA86tGH3VBOwjOo4XptqwGnRsqnFxVw/mOewMUNUW4IL8eHTHdWsbfNWoKASPdNULIc6cyWQiLi4O\nRYaLdIpOpyM1NVXrGL2Sqqo4HA4CgcDpL+5GUlAK0QsEj7T2GfzHFpRGvcL4TDsbqpy0entu15yj\n3d3Hz+4GMPqrCZvSQWc64ZwQ4tRMJhPx8fE0NzcTDoe1jiP6Cb1eT1JSEm1tbZoWldLlLUQvEDJn\noqI/YWIOwJRsOyqw/mBzj+UprnZi0iuMy7Afc1wXcqAPtXXMTBdCnLm4uDgpJkWXC4fDNDc3ExcX\np2kOKSiF6A0UAyFzJkZ/NRw3o3tSVgwKsK68ZwpKhz/M7gYvEzLtmA3HfkQcnTgUNMv4SSE6S1EU\nKSZFtwiHw5oPo5CCUoheImjJQRd2owu1HnM8wWpgeLKFjRUthCLdv3zQlhoXEfUU3d1HtogMSQul\nEEKIr5CCUoheImRuL9KMxy0fBO2zvV2BMHsaun/XnI3VThRgcvbJCsoqVMVAyJTe7TmEEEL0HVJQ\nCtFLHJ01bfDVnHBucg8tH+QLRdhyyE1hmpUEy3Fz9lQVg7+6Paei79YcQggh+hYpKIXoJcKmVFTF\ngOG4Pb0B8hLNpMaY2NTN2zB+fshFIKwy/bjFzAH0wSZ0EV/Hzj5CCHHUkiVLyMnJwev1ah0FgHXr\n1pGTk0NpaWmn3ve3v/2N5cuXn/V9i4uLueGGGxg7dizDhw/n3HPP5Qc/+AGHDx/uuGb16tXcfffd\nTJs2jZycHJ5++ukTfk4wGOQXv/gFV199Nfn5+eTk9P5hRlJQCtFbKHpCpkyMgUMnTMxRFIUZQ5Ko\ncQQ47Oy+ZSHWV7YXrNMHn1hQGo4saB6UBc2FEMe54IILWLZsGRaL5fQX92KvvvrqWReUxcXFLFy4\nkPj4eH7zm9/w0ksvcfvtt7N//35qar7seVq1ahV79+5l9uzZWK3Wk06m8Xg8vP7669jtdiZPnqz5\nhJszIetQCtGLBM1ZGP1V6MIOIob4Y87NHJrEWyW1bK5xcfnIpC6/dyAcYVONi4JkCyk24wnnOybk\nmHv/N2UhRM8Ih8NEIhGSkpJISur6zyUtqOrZTX7861//SkFBAX/84x87js2aNYs77rjjmOsefPBB\nHnroIQA++OCDk/6s+Ph4du3aBcDLL7/M2rVrzypTT5IWSiF6kZA5CwCD/yTjKAclYNIrHYuOd7Vt\nh914Q5GTtk5C+2ShiM5C2JjcLfcXQvR+999/P5dccgkffPABc+fOJT8/n61bt57Q5V1VVUVOTg7L\nli3jv/7rvxg1ahSTJ0/mN7/5zQkF27Jly5g5cyb5+flcd911lJSUkJOTwxtvvPG1WZ577rmO940f\nP57FixfT0NBwyuu9Xi8PPvgg48ePJz8/n0svvZTVq1d3nF+4cCE7d+7kzTffJCcnh5ycHN58880z\nfjZtbW0kJ5/+87EvtDaeDSkohehFjo5PPNk4SotRz4RMOyX1Hlq9oS6/9/oqJwAzTjJ+EjWMwX+o\nvXWyn34YCiFOT1EUqqqqePTRR7n33nv529/+xqBBpx4G8+ijjxIbG8uf/vQnrr32Wp555hneeeed\njvPbt2/n7rvvZty4cbz00kssWLCA7373ux33OpU333yT559/nu985zv8/e9/5/HHHycvLw+P59Qr\nYfzoRz/ijTfe4P777+fFF18kKyuLW265hU2bNgHw+OOPM2zYMObPn8+yZctYtmwZ8+fPP+NnM3bs\nWNatW8ezzz5LZWXlGb+vv5AubyF6kZA5HRUdxpMUlADn5saxsdrF2konl45I7Lr7RlSKq13kJZrJ\niD1xS0V9oB5FDckOOUJ0s1+uqqbW1fXjpDNiTPx0TvT//6qqSktLC0uWLKGwsPC0159zzjk8+OCD\nQHv378qVK3n//fe5/PLLAXjhhRcYMWIEv/vd7wA477zzCIVCPProo1/7c7dt28bs2bO55ZZbOo5d\nfPHFp7x+3759vPXWWzzzzDMsXLiw417nn38+zz77LK+++irDhw/HZrORnJzMhAkTTvu7He+uu+5i\n06ZNPPXUUzz11FOkp6dzwQUXcOeddzJ06NBO/7y+pl+0UHq9Xl5//XX++7//m1tvvZU777yTp556\n6phZVUc1Nzfz61//mltvvZU77riDl156SfMN1YXocGSNx5O1UEL7epQmvcJnFY4uve3OOg+uQOTk\nrZPQUeAe7ZIXQgxcmf+/vXuPi7rKHz/+GhjuN0EuiiAggjdCVFxtVdIEzUtlCWVqrrU/19ua7nrZ\ntnRra73UirChlVq6lVBirrnYN28p3l3UxNRSsTQFU8QLyG1ghs/vD2JynAGGO+j7+XgM25XUAAAg\nAElEQVTs49GcOZ/P58zZM/iec23b1qxgEsqDtrsFBQUZ/Nt84sQJIiMjDfJERUVVe9+QkBB27dpF\nbGwsx48fr/YEovT0dBRFYeTIkfo0lUrFiBEjSEtLM+ejVMvR0ZHk5GQ2b97MjBkz8PPz49NPP+Wx\nxx7j1KlT9fKM5uy+6KG8fv06u3fvZvDgwXTp0gWNRsOmTZt45ZVXWLp0qX5OQ8WvHisrK2bNmkVB\nQQEfffQRBQUFzJgxo4k/hRDltDbe2N05hkqXj2JpuLm4nZUFvds5cuDSHXIKS00unqmNvRdzAfht\nJfMn1RJQCtEo6qMXsaF5eHiYnffe86WtrKzQaDT61zk5OUbzDs1Z3DNmzBjy8/NJTEwkLi4OV1dX\nnn/+eebMmYOFhXFfWXZ2Ng4ODkar0N3d3SkqKqK0tBQrq/r5e9qrVy969eoFwOnTpxk9ejTx8fF8\n8MEH9XL/5uq+6KH08vJi+fLlPPPMMzz00EOEh4fz17/+FZ1Ox+7du/X5Dh8+TFZWFrNnz6ZHjx70\n79+fF198kf3793P16tUm/ARC/KoiaKts2HuAX/kf6AM/3amX5xWVlnHw0h2CWtvi42JjMo9ac6V8\nQY76/ljFKYRoHjw8PMjJyTFIu3nzZrXXqVQqJk2aRGpqKkeOHGHKlCksX76cxMREk/k9PT0pKCig\nuLjYID0nJwc7O7t6Cybv1a1bNwYMGMD58+cb5P7NyX0RUNrY2Bg1BkdHRzw8PLh165Y+LT09nY4d\nOxr8uurduzdqtZr09PRGK68QVfl1pbfpgLKntwO2agv21dOw9+HLdyjWKgwKcDGdQSkrX5Bj3VYW\n5Agh6nWVcvfu3dm5c6dB2vbt22t0j7Zt2zJ9+nT8/f3JyMgwmScsLAyVSmWwIEhRFL788kv69Omj\nT7OysjIKOs11b2Bc8YyLFy/WqFe3pbovhrxNycvL4+rVqwwaNEiflpWVZbQaTa1W06ZNG65cMf2P\ntxCNTWvTFgVVpQGljdqCvj6OpF7M4+qdEpOLaGpi14Vc1BYwwN/Z5PuWpTexUEpkuFsIAdR+n0ZT\npk+fzsiRI5k6dSrPPPMMGRkZJCUlAZgcuq4wb948XF1d6dmzJ05OThw8eJALFy4wf/58k/mDgoIY\nNWoU8+fPJz8/Hz8/P5KSkvjxxx9ZsmSJPl/Hjh1JTU1lz549tGrVivbt2+Pq6kpsbCxxcXFkZmZW\nWqY5c+agKArDhw/Hz8+P3Nxc1q9fz5kzZwz2pszMzNR3YpWWlnL27Fm2bNmCvb09jz76qD7frl27\nKCws1O9H+eWXX6IoCj169KBdu+Z3Ytl9G1B+/PHH2NraMnDgQH1aYWEhDg4ORnkdHBzIz2/YI+2E\nMJdiYYPOyr3SgBLKV3unXsxj3095xIS41/pZ1wtKOXm1kL6+jjjbmD6fu6IcpbbN7w+YEKJxqVSq\nSnso7003le/e60NDQ1mxYgVLlixh+/btdO/encWLF/Pcc8/h5GR6TjdAeHg4SUlJrFu3Do1GQ0BA\nAEuXLmXIkCGVPv/tt99m0aJFxMfHk5eXR5cuXfjoo4/o3bu3Ps/MmTPJyspiypQp3Llzh7i4OGJi\nYigqKsLdveq/tRMnTiQ5OZn4+Hiys7NxdnamU6dOJCYmEhERoc934MABZs+erS/jli1b2LJlC76+\nvhw6dEif75VXXtEHsCqVismTJ6NSqVi2bBkxMTFVlqUpqJT6/KlRjwoLCw2GqytjKkrfvn07H374\nIXPmzDFqKD179uR3v/udQf4FCxbg4eHBSy+9VOlzFEUxuWpcmMfDw6PKDWeFIeern2Gbf4LrAa+h\nWJZPIr+7Dkt1Cr//4jy2agvee7wDlha1G4L6/NQNPjlxnVci2tGnkhXeDjlbcbi9hxu+s9DZeNXu\nAzUD0gbrRuqvbiqGPKUOq7dx40ZmzpzJ4cOHm80Z1qNHj9afy91cVfUd9fDwaLB5ohWabQ/loUOH\nWLVqVbX51q9fb/D66NGjrF27lvHjxxsEk1DeE2lq09OCggICAgKqfdaDMAeioajVaqm/migJgvwT\nuNsXgXP5NI1763BUaCEfpV3mh0I1/QJqvlhGURT2XPqJVnZqhnb3x8qykuGl69dRLKxxa9cFVKZ7\nMVsCaYN1I/VXN2q1mrKysqYuRrP08ssvExERgYuLCydPniQhIYHIyMhmE0xqtVrOnj3L6tWrm7oo\nVbKwsKj0O6pWN3y412wDysGDB9doh3qAM2fOEB8fT1RUlH7T1Lt5e3sbHNAO5Q0lOzsbb+/q54fJ\nL8vak96NmrHWOtEKyL92hiJN+Qbm99bhAG9rPlHBZ0cuEuxY9R5spnyfXcilW0WM7OTK7Zs3TGdS\nFNzv/ITOyotbOdWvvGzOpA3WjdRf3UgwXrnbt2/z6quvcuvWLdzc3HjiiScqnQvZFNRqdYvYR7Ks\nrEx6KOvD5cuXeeutt+jRowcvvviiyTw9evRg+fLl5OTk6OdCHD16lNLSUsLCwhqzuEJUSWvdFgB1\nSeXbWXk4WNG7nSNpmfn8fKeEtjVcnLPxu/IAcWhQq0rzWGhzsSgroNgmpEb3FkIIc73//vtNXQRR\nD+6LbYNyc3NZtGgRdnZ2DBs2jHPnzun/d/eKrL59++Lt7c3SpUs5fvw4+/fvZ82aNQwYMIA2bdo0\n4ScQwlCZpSNllg6oNVXP2x0e7IoCbM24XaP7X7xVzJGsfPr6OtK+kr0n4e4NzWVBjhBCiMrdFz2U\nmZmZ+o1Q//73vxu817VrV1577TUALC0tefXVV/nwww+Ji4vDysqKfv36MX78+EYvsxBVUqnQWrdB\nXXwZlDJQmf7t172NPe2crfn6h9uMDXXHRm3eb8SK3snobq2rzCdHLgohhDDHfRFQduvWzWhxTmXc\n3NyYO3duA5dIiLrTWrfBuugHLEtvorM2vV2FSqViWFArPjiWzfbzt3m8c/WLc67eKWH/T3l0b2NP\nUGu7KvOqNVdQsEDbgld3CyGEaHj3xZC3EPcjrU318ygBojq2wsNeTdK3Odwq0lZ7303f36RMqb53\nsvzZV9Bae4LqvvjtKYQQooFIQClEM6UPKDVVB5S2agsmhXtRWFrG2m+yq8x78VYxO3/IJai1LQ95\n2VeZV6UrwlKbqy+HEEIIURkJKIVoprRWHihYoC6pfkP93/g40rudA3su5vHt1QKTeQpKdCzZl4Wi\nKEwK96r2PN6KntGKFedCCCFEZSSgFKK5srBCZ+1ebQ8llM+lnBTuhbWlipVHrpGvMdyXUlEU3jn8\nMz/fKeXFXp50cq967iSgX2GutZEdEIQQVVu/fj0+Pj4UFRU1dVEAOHjwID4+Ppw7d65G161bt45t\n27bV+rlpaWmMGTOG0NBQgoKC9Kfr3H3S3t69e5k2bRp9+vTBx8eHZcuWGd0nPT2dmTNn8vDDDxMY\nGEhERARxcXFoNJpal62hSUApRDOmtW6LpfYmqrLq/4h4OVoz5iF3MvNKeOn/Luh7Km8Xafno+HUO\nX85ngJ8TI4JdzXr2rz2UElAKIaoWFRVFSkoKtra2TV2UOklMTKx1QJmWlkZ0dDQuLi7ExsayZs0a\nXnjhBc6fP29wqEpqaipnz54lIiICOzs7k6NFKSkpZGVl8dJLL5GYmMjEiRNZtWoVf/zjH2v92Rqa\nzLQXohnT2rSB/BNYaq4C1R9D9nRXN5xtLPng2DUWfH2ZQDcbfrypQQHau1gzvU/baoe6K6g1P1Nm\n6YiiNn3GtxBC6HQ6ysrKcHNzw82t5kfANkeKotTquo8//pjg4GBWrlypTxswYAC///3vDfItWLCA\nv/3tbwBs3brV5L2mT59uUJ99+/bFxsaGv/zlL2RlZdGuXfPbG1h6KIVoxip6B6tb6V1BpVIR1bEV\n8cMD6OphR1ZeCX19nfjzb9vy9lB/7KzM/MorZahLrknvpBDCwKxZsxg+fDhbt25l0KBBBAYGcvz4\ncaMh78uXL+Pj40NKSgrz5s2jS5cuhIeHExsbaxSwpaSk0K9fPwIDA4mJieHUqVP4+PiQnJxcZVkS\nEhL014WFhTF+/PgqjwctKipiwYIFhIWFERgYyIgRI9i7d6/+/ejoaE6ePMmGDRvw8fHBx8eHDRs2\nmF03ubm5tG5d/e4Z5vyoNxWcd+vWDYBr166ZXabGJD2UQjRjv670rn5hzt3aOlmzeIgfiqKY3SN5\nN8vSm6iUUlnhLYQwoFKpuHz5MgsXLuTPf/4zHh4e+Pr6cuHCBZP5Fy5cyIgRI1i1ahX79+8nLi6O\n4OBgHn/8cQBOnDjBtGnTePzxx1m0aBHnzp1jypQp+mdVZsOGDSxfvpxXX32VTp06cfPmTQ4ePEhh\nYWGl18ydO5cdO3bw17/+FX9/fxITE5kwYQIbNmygd+/eLF68mEmTJuHn58esWbMA8PPzM7tuQkND\neeedd4iPj+fpp5+mffv2Zl9rjmPHjmFhYYG/v3+93re+SEApRDNWZulMmYWd2T2U96pNMAkyf1KI\npnIh7g1Ksmv3fa+KtWcbAv70tzrfR1EUbt26xfr16+natWu1+fv27cuCBQuA8uHf3bt389VXX+kD\nyhUrVtCpUyfeffddAB555BG0Wi0LFy6s8r7p6elEREQwYcIEfdqwYcMqzZ+RkcHmzZuJi4sjOjpa\n/6zIyEji4+NJTEwkKCgIe3t7WrduTY8ePar9bPeaOnUqR44cYenSpSxduhQvLy+ioqL4wx/+QIcO\nHWp8v7tlZ2fzr3/9i+jo6GY7tUCGvIVozlQqtDZty1d613JeT23ICm8hRGXatm1rVjAJ5UHb3YKC\nggxWPJ84cYLIyEiDPFFRUdXeNyQkhF27dhEbG8vx48fR6XRV5k9PT0dRFEaOHKlPU6lUjBgxgrS0\nNHM+SrUcHR1JTk5m8+bNzJgxAz8/Pz799FMee+wxTp06Vev7lpSUMGXKFJycnHj99dfrpawNQXoo\nhWjmtNZeWBf9iFJys9GeqS65Wn7korVnoz1TCEG99CI2NA8PD7PzOjs7G7y2srIy2PomJyfHaN6h\nOT1wY8aMIT8/n8TEROLi4nB1deX5559nzpw5WFgY95VlZ2fj4OBgtArd3d2doqIiSktLsbKyMvtz\nVaVXr1706tULgNOnTzN69Gji4+P54IMPanwvRVGYOXMmGRkZfPHFF0b12ZxID6UQzZx+2Lkwq+qM\n9Uit+RmdtYccuSiEaFAeHh7k5OQYpN28Wf2PZ5VKxaRJk0hNTeXIkSNMmTKF5cuXk5iYaDK/p6cn\nBQUFFBcXG6Tn5ORgZ2dXb8Hkvbp168aAAQM4f/58ra5/7bXX2LFjB2vWrCEwMLCeS1e/JKAUopnT\nWnuV/0cjBZSqsmIstbdk/qQQwqTazs02pXv37uzcudMgbfv27TW6R9u2bZk+fTr+/v5kZGSYzBMW\nFoZKpWLLli36NEVR+PLLL+nTp48+zcrKyijoNNe9gXHFMy5evFijXt0KCQkJ/Pvf/yYhIYHevXvX\nqkyNSbofhGjmdHcHlNbhDf48S035lhSywlsIYUpt92k0Zfr06YwcOZKpU6fyzDPPkJGRQVJSEoDJ\noesK8+bNw9XVlZ49e+Lk5MTBgwe5cOEC8+fPN5k/KCiIUaNGMX/+fPLz8/Hz8yMpKYkff/yRJUuW\n6PN17NiR1NRU9uzZQ6tWrWjfvj2urq7ExsYSFxdHZmZmpWWaM2cOiqIwfPhw/Pz8yM3NZf369Zw5\nc8Zgb8rMzEzS09MBKC0t5ezZs2zZsgV7e3seffRRADZt2sRbb73FM888g5eXF8eOHdNfHxAQ0CwX\n5khAKUQzp1jaolO7YFGYBa0a/nlWv5wdLj2UQoh7qVSqSnso7003le/e60NDQ1mxYgVLlixh+/bt\ndO/encWLF/Pcc8/h5FT5oQrh4eEkJSWxbt06NBoNAQEBLF26lCFDhlT6/LfffptFixYRHx9PXl4e\nXbp04aOPPjLo/Zs5cyZZWVlMmTKFO3fuEBcXR0xMDEVFRbi7u1dZNxMnTiQ5OZn4+Hiys7Nxdnam\nU6dOJCYmEhERoc934MABZs+erS/jli1b2LJlC76+vhw6dAgoP55RpVKRnJxssB+nSqVi2bJlxMTE\nVFmWpqBS6vOnxn1MURSDlWmiZjw8PKrccFZUzeXKv7Eu+oHrHV4HlWWDPssx+wvs8/5Hjv/LlKld\nGvRZjUnaYN1I/dVNxZCn1GH1Nm7cyMyZMzl8+DA+PtWfENYYRo8erT+Xu7mq6jvq4eHRYPNEK0gP\npRAtgNbaC5vCs1iW3kDXwCuv1SXXKLOwo8yy+a4mFELcP15++WUiIiJwcXHh5MmTJCQkEBkZ2WyC\nSa1Wy9mzZ1m9enVTF6VZk4BSiBagYh6luuRawwaUioK65Gr5cHc9TrwXQojK3L59m1dffZVbt27h\n5ubGE088UelcyKagVqvrtI/kg0ICSiFagIoNxtWaa2gcH2qw51jo8rAoK/51ZbkQQjSw999/v6mL\nIOqBbBskRAugtfJAQYVlLY9gNJdaU35/nZyQI4QQogYkoBSiJbCwAlsv1CXXGvQxlr/cX3oohRBC\n1IQElEK0FPbtsCy9AWWlDfYItQSUQgghakECSiFaCntvVCioSxtu2xF1yTV0ls4olvYN9gwhhBD3\nHwkohWgp7Mu30KiY51jvlDLUJdnSOymEEKLGJKAUoqWwbwf8Os+xvlmW3kSllKKzkYBSCCFEzUhA\nKURLYeuBolKjbqCV3rIgRwghRG1JQClES6GyRGvl0WArvWVBjhCittavX4+Pjw9FRUVNXRQADh48\niI+PD+fOnavRdevWrWPbtm21fm5aWhpjxowhNDSUoKAg/XGNFUc3l5WVsXz5cp544gm6detGSEgI\nY8eO5cSJEwb3KS0t5c033+Spp54iMDCw2ZwaVBUJKIVoQbQ2bbDU5qLS1f8fbXXJVRRUElAKIWos\nKiqKlJQUbG1tm7oodZKYmFjrgDItLY3o6GhcXFyIjY1lzZo1vPDCC5w/f56srCwAioqKeO+99wgP\nD2f58uUkJCSgVqt56qmnOHnypP5ehYWFfPbZZzg4OBAeHo6qBZxcJiflCNGC3H0EY6mdf73eW11y\nDZ2VK1hY1+t9hRD3L51OR1lZGW5ubri5uTV1ceqFoii1uu7jjz8mODiYlStX6tMGDBjA73//e/1r\nOzs7Dh06hLOzsz6tf//+DBgwgLVr17Js2TIAXFxcOH36NABr167lwIEDtSpTY5IeSiFakIrew3pf\nmKNosSzJQWctJ+QIISo3a9Yshg8fztatWxk0aBCBgYEcP37caMj78uXL+Pj4kJKSwrx58+jSpQvh\n4eHExsYaBWwpKSn069ePwMBAYmJiOHXqFD4+PiQnJ1dZloSEBP11YWFhjB8/nuvXK99WraioiAUL\nFhAWFkZgYCAjRoxg7969+vejo6M5efIkGzZswMfHBx8fHzZs2GB23eTm5tK6desq81hYWBgEkwBW\nVlYEBQWRnZ1t9rOaIwkohWhBtL8EfPU9j9KyJAcVZTLcLYSokkql4vLlyyxcuJCXXnqJdevW4evr\nW2n+hQsX4uTkxKpVqxg9ejRxcXFs2bJF//6JEyeYNm0a3bt3Z82aNQwZMoQpU6bon1WZDRs2sHz5\nciZPnkxSUhKLFy8mICCAwsLCSq+ZO3cuycnJzJo1iw8//BBvb28mTJjAkSNHAFi8eDEdO3Zk8ODB\npKSkkJKSwuDBg82um9DQUA4ePEh8fDyXLl0y+zqNRsOpU6fo0KGD2dc0RzLkLUQLUqZ2oczCpt73\noqxYOS4BpRBNa9+lZeSX1H9PlaO1JwPa/7nO91EUhVu3brF+/Xq6du1abf6+ffuyYMECoHz4d/fu\n3Xz11Vc8/vjjAKxYsYJOnTrx7rvvAvDII4+g1WpZuHBhlfdNT08nIiKCCRMm6NOGDRtWaf6MjAw2\nb95MXFwc0dHR+mdFRkYSHx9PYmIiQUFB2Nvb07p1a3r06FHtZ7vX1KlTOXLkCEuXLmXp0qV4eXkR\nFRXFH/7whyqDxXfeeYe8vDwmTpxY42c2J9JDKURLolKhtW5T3kNZy3k+psgKbyGEudq2bWtWMAnl\nQdvdgoKC9CueobyHMjIy0iBPVFRUtfcNCQlh165dxMbGcvz4cXQ6XZX509PTURSFkSNH6tNUKhUj\nRowgLS3NnI9SLUdHR5KTk9m8eTMzZszAz8+PTz/9lMcee4xTp06ZvGbnzp0kJCTwyiuvSA+lEKJx\n6ay9sC7+CQtdPmVqp3q5p7rkGgoW6Kzd6+V+QojaqY9exIbm4eFhdl5T8wU1Go3+dU5OjtG8Q3MW\n94wZM4b8/HwSExOJi4vD1dWV559/njlz5mBhYdxXlp2djYODg9EqdHd3d4qKiigtLcXKysrsz1WV\nXr160atXLwBOnz7N6NGjiY+P54MPPjDIl56eztSpU5kwYYLBwp2WSnoohWhhGmJhjlpzDZ21B6jk\nN6YQovF4eHiQk5NjkHbz5s1qr1OpVEyaNInU1FSOHDnClClTWL58OYmJiSbze3p6UlBQQHFxsUF6\nTk4OdnZ29RZM3qtbt24MGDCA8+fPG6T/8MMPTJgwgYiICN58880GeXZjk4BSiBbm14U59TOPUlWm\nwVJ7U4a7hRBmqc89Ebt3787OnTsN0rZv316je7Rt25bp06fj7+9PRkaGyTxhYWGoVCqDBUGKovDl\nl1/Sp08ffZqVlZVR0GmuewPjimdcvHjRoFf32rVrjBs3joCAAFasWNEi9pg0h3RHCNHCaG08gfJe\nxfpg+csCAK1sGSSEMENt92k0Zfr06YwcOZKpU6fyzDPPkJGRQVJSEoDJoesK8+bNw9XVlZ49e+Lk\n5MTBgwe5cOEC8+fPN5k/KCiIUaNGMX/+fPLz8/Hz8yMpKYkff/yRJUuW6PN17NiR1NRU9uzZQ6tW\nrWjfvj2urq7ExsYSFxdHZmZmpWWaM2cOiqIwfPhw/Pz8yM3NZf369Zw5c0a/N2VRURHjx48nLy+P\nhQsX6veaBLCxsSEkJET/eteuXRQWFurzfPnllyiKQo8ePWjXrp0Ztdu4JKAUooVRLB3RWTrWWw+l\nLMgRQphLpVJV2qN2b7qpfPdeHxoayooVK1iyZAnbt2+ne/fuLF68mOeeew4np8rniIeHh5OUlMS6\ndevQaDQEBASwdOlShgwZUunz3377bRYtWkR8fDx5eXl06dKFjz76iN69e+vzzJw5k6ysLKZMmcKd\nO3eIi4sjJiaGoqIi3N2rnmM+ceJEkpOTiY+PJzs7G2dnZzp16kRiYiIRERFAeS/m999/j0ql4ne/\n+53B9b6+vhw6dEj/+pVXXtEHsCqVismTJ6NSqVi2bBkxMTFVlqUpqJT6/KlxH1MUxWBlmqgZDw+P\nKjecFdW7uw5bZX2AuvgyOR1eA1XdZq44Xt+Cfe4BbvjNQWdV9aa8LZm0wbqR+qubiiFPqcPqbdy4\nkZkzZ3L48OFmc4b16NGj9edyN1dVfUc9PDwabJ5oBemhFKIF0lq3wbroByy0tymzqttxZ+qSaygq\nK3Rq13oqnRBCmO/ll18mIiICFxcXTp48SUJCApGRkc0mmNRqtZw9e5bVq1c3dVGaNQkohWiBtDYV\nZ3pfpaSOAaVlyTW01p517ukUQojauH37Nq+++iq3bt3Czc2NJ554otK5kE1BrVZXuo+k+JUElEK0\nQBXzHdWaa5Q4mLfBsCkqXQGWujuU2AfXV9GEEKJG3n///aYugqgH0iUhRAukqwgo67gXpVq/wlsW\n5AghhKg9CSiFaIEUCxt0atc6r/SuOBNcJwGlEEKIOpCAUogWSmvdBsuS66Boa32PitN2tDayB6UQ\nQojak4BSiBZKa+OFijIsS27U+h7qkmuUWdhRZlk/Z4ILIYR4MElAKUQLpa3rPEpFQV1ytfw+98nR\nX0IIIZqGBJRCtFB1PdPbQpeHRVmxLMgRQghRZxJQCtFC6azdUbCodQ+lfkGOjQSUQoi6Wb9+PT4+\nPhQVFTV1UQA4ePAgPj4+nDt3rkbXrVu3jm3bttX6uWlpaYwZM4bQ0FCCgoL0p+tUnLRXVlbG8uXL\neeKJJ+jWrRshISGMHTuWEydOGNwnPT2dmTNn8vDDDxMYGEhERARxcXFoNJpal62hSUApREulUqOz\ndseylj2Uas0VAEqtveuzVEKIB1BUVBQpKSnY2to2dVHqJDExsdYBZVpaGtHR0bi4uBAbG8uaNWt4\n4YUXOH/+PFlZWQAUFRXx3nvvER4ezvLly0lISECtVvPUU09x8uRJ/b1SUlLIysripZdeIjExkYkT\nJ7Jq1Sr++Mc/1svnbAiysbkQLZjWug02+SehrAQsrGt0rVpzBQUVWpu2DVQ6IcT9TqfTUVZWhpub\nG25udTu1q7lQFKVW13388ccEBwezcuVKfdqAAQP4/e9/r39tZ2fHoUOHcHZ21qf179+fAQMGsHbt\nWpYtWwbA9OnTDeqzb9++2NjY8Je//IWsrCzatWtXqzI2JOmhFKIF01p7oUKp1bC3leYKOiv3Ggei\nQogH16xZsxg+fDhbt25l0KBBBAYGcvz4caMh78uXL+Pj40NKSgrz5s2jS5cuhIeHExsbaxSwpaSk\n0K9fPwIDA4mJieHUqVP4+PiQnJxcZVkSEhL014WFhTF+/HiuX79eaf6ioiIWLFhAWFgYgYGBjBgx\ngr179+rfj46O5uTJk2zYsAEfHx98fHzYsGGD2XWTm5tL69atq8xjYWFhEEwCWFlZERQURHZ2tj7N\nVHDerVs3AK5dq9uBFg1FAkohWrDarvRW6Yqx1N5EayPD3UII86lUKi5fvszChQt56aWXWLduHb6+\nvpXmX7hwIU5OTqxatYrRo0cTFxfHli1b9O+fOHGCadOm0b17d9asWcOQIUOYMmWK/lmV2bBhA8uX\nL2fy5MkkJSWxePFiAgICKCwsrPSauXPnkpyczKxZs/jwww/x9vZmwoQJHDlyBGM4HAgAAB+7SURB\nVIDFixfTsWNHBg8eTEpKCikpKQwePNjsugkNDeXgwYPEx8dz6dIls6/TaDScOnWKDh06VJnv2LFj\nWFhY4O/vb/a9G5MMeQvRgtX2CEZ1yS/zJyWgFKJZcbnyMZba2u8tWxmdujW53hPqfB9FUbh16xbr\n16+na9eu1ebv27cvCxYsAMqHf3fv3s1XX33F448/DsCKFSvo1KkT7777LgCPPPIIWq2WhQsXVnnf\n9PR0IiIimDDh1880bNiwSvNnZGSwefNm4uLiiI6O1j8rMjKS+Ph4EhMTCQoKwt7entatW9OjR49q\nP9u9pk6dypEjR1i6dClLly7Fy8uLqKgo/vCHP1QZLL7zzjvk5eUxceLESvNkZ2fzr3/9i+jo6GY7\ntUB6KIVowXRWbigqKyw1NQwof1mQIz2UQoiaatu2rVnBJJQHbXcLCgrSr3iG8h7KyMhIgzxRUVHV\n3jckJIRdu3YRGxvL8ePH0el0VeZPT09HURRGjhypT1OpVIwYMYK0tDRzPkq1HB0dSU5OZvPmzcyY\nMQM/Pz8+/fRTHnvsMU6dOmXymp07d5KQkMArr7xSadBZUlLClClTcHJy4vXXX6+XsjYE6aEUoiVT\nWaC19qzxXpQSUArRPNVHL2JD8/DwMDuvqfmCd299k5OTYzTv0JweuDFjxpCfn09iYiJxcXG4urry\n/PPPM2fOHCwsjPvKsrOzcXBwMFqF7u7uTlFREaWlpVhZWZn9uarSq1cvevXqBcDp06cZPXo08fHx\nfPDBBwb50tPTmTp1KhMmTDBYuHM3RVGYOXMmGRkZfPHFF0b12ZxID6UQLZzWug2WujuodAVmX2Ol\nuYJO3QrF0r4BSyaEEFXz8PAgJyfHIO3mzZvVXqdSqZg0aRKpqakcOXKEKVOmsHz5chITE03m9/T0\npKCggOLiYoP0nJwc7Ozs6i2YvFe3bt0YMGAA58+fN0j/4YcfmDBhAhEREbz55puVXv/aa6+xY8cO\n1qxZQ2BgYIOUsb5IQClEC/frwpzsanL+oqwUy5Lr0jsphKiVqhbL1FT37t3ZuXOnQdr27dtrdI+2\nbdsyffp0/P39ycjIMJknLCwMlUplsCBIURS+/PJL+vTpo0+zsrIyCjrNdW9gXPGMixcvGvTqXrt2\njXHjxhEQEMCKFSsqrc+EhAT+/e9/k5CQQO/evWtVpsYkQ95CtHBam1+OYNRkUWoXUG1+dclVVJTJ\nghwhRK3Udp9GU6ZPn87IkSOZOnUqzzzzDBkZGSQlJQGYHLquMG/ePFxdXenZsydOTk4cPHiQCxcu\nMH/+fJP5g4KCGDVqFPPnzyc/Px8/Pz+SkpL48ccfWbJkiT5fx44dSU1NZc+ePbRq1Yr27dvj6upK\nbGwscXFxZGZmVlqmOXPmoCgKw4cPx8/Pj9zcXNavX8+ZM2f0e1MWFRUxfvx48vLyWLhwIadPn9Zf\nb2NjQ0hICACbNm3irbfe4plnnsHLy4tjx47p8wUEBDTLhTkSUArRwmltfVFQYVX0E0Wt+lebX+ZP\nCiFqS6VSVdqjdm+6qXz3Xh8aGsqKFStYsmQJ27dvp3v37ixevJjnnnsOJyenSssRHh5OUlIS69at\nQ6PREBAQwNKlSxkyZEilz3/77bdZtGgR8fHx5OXl0aVLFz766COD3r+ZM2eSlZXFlClTuHPnDnFx\nccTExFBUVIS7u3uVdTNx4kSSk5OJj48nOzsbZ2dnOnXqRGJiIhEREUB5L+b333+PSqXid7/7ncH1\nvr6+HDp0CIC9e/eiUqlITk422I9TpVKxbNkyYmJiqixLU1Ap9flT4z6mKIrByjRRMx4eHlVuOCuq\nV1Udul56BwtdPjf8/wrVDEc5ZW/CLi+NHP+XKVO7NERRmyVpg3Uj9Vc3FUOeUofV27hxIzNnzuTw\n4cP4+Pg0dXEAGD16tP5c7uaqqu+oh4dHg80TrXDf9FAWFRWxefNmjh8/ztWrV7GxsSE4OJhx48bR\ntu2vR8udPn2aN954w+j6J598krFjxzZmkYWoN6V2ftjnHsZCe4syq6qHQtSaK5RZOlBm2XxXCwoh\nHhwvv/wyERERuLi4cPLkSRISEoiMjGw2waRWq+Xs2bOsXr26qYvSrN03AeX169fZvXs3gwcPpkuX\nLmg0GjZt2sQrr7zC0qVLjbYleOmll/Dy8tK/bo7zEYQwV6mtH+QexrroIsVVBZSKDnXJVUpsA6rt\nyRRCiMZw+/ZtXn31VW7duoWbmxtPPPFEpXMhm4Jara50H0nxq/smoPTy8mL58uUGXbqdO3dm2rRp\n7N69W78zfgU/P79m8+tHiLoqtfUHwKr4J4qde1aaz6r4MipFi9a28qPShBCiMb3//vtNXQRRD+6b\ngNLGxsYozdHREQ8PD27dumX0nkwdFfeTMqtW6NQuWBX/VGU+68LyLTU09sGNUSwhhBAPiPsmoDQl\nLy+Pq1evMmjQIKP33njjDe7cuUPr1q0ZPHgwo0aNqnKLAiGau1JbP2zzv0WlK0KxtDOZx7owgzIL\nW7S20jsvhBCi/tzXAeXHH3+Mra0tAwcO1Kc5ODgwatQounTpglqt5ujRoyQnJ1d7MLsQzV1FQGlV\n/BMlDp2N3lfpClFrMtE4dAWVZROUUAghxP2qWQeUhYWFJoer79WuXTujtO3bt7Nv3z7mzJmDo6Oj\nPt3f3x9/f3/965CQEKysrNiyZQvR0dEGeYVoSUrt/AEqDSiti35AhUKJDHcL0SQURcHS0hKdTtfU\nRRH3GUtLyyafytesA8pDhw6xatWqavOtX7/e4PXRo0dZu3Yt48ePN+u4oj59+vDf//6XS5cu0bVr\n10rz3X10kqgZtVot9VdH1dah4oZyxRZ77RXsTeXLuwSAk08fnGyr3qD3fiRtsG6k/upGrVaj1Wpp\n3bo1N27ckKBS1BtLS0tat26NoiiVfkfV6oYP95p1QDl48GAGDx5co2vOnDlDfHw8UVFRPP7442Zd\nY+65pLIhbe3Jpsh1Z04dtrL2wSr/R65n/wyqu77eikLrmydRrNy5eUeBOw/e/xfSButG6q9uKurP\n2toaV1fXej0P+0FgYWFBWVlZUxejWVIUhdu3b1NSUlJpHtnYvIYuX77MW2+9RY8ePXjxxRfNvu7w\n4cNYWlrSvn37BiydEA2vxC4A66Lz2BScQeMYok+3LL2OpTaXQpeHm7B0QoiSkhJycnKauhgtjvyg\naf7um4AyNzeXRYsWYWdnx7Bhwzh37pz+PXt7e/2ek6tXr8bV1ZWAgAAsLS05fvw427ZtY8SIETJ/\nUrR4xc69cbiViv3Nr39ZfFO+c4F1Yfn3QeZPCiGEaAj3TUCZmZnJzZs3Afj73/9u8F7Xrl157bXX\nAPDx8WHXrl2kpKSg1Wpp06YNEyZMYPjw4Y1eZiHqW5naiSKXvtjf3odNwXflvZSKgk3BGRQsKbHr\n0NRFFEIIcR+6bwLKbt26GS3OMWXYsGEMGzasEUokRNMoaBWBXe5hHG7uROPQFYcb27Eu+oFih25g\nYd3UxRNCCHEfkp28hbjPKGpHCl0eRl1yjVZX1uBwew+ltu254xVd/cVCCCFELaiUpt64qIVQFAWt\nVtvUxWixKrbMELVXszosw7LkBioUFJUanZUr8GCvKpU2WDdSf3Uj9Vc3Un91o1arG3xnAQkohRBC\nCCFEnciQtxBCCCGEqBMJKIUQQgghRJ1IQCmEEEIIIepEAkohhBBCCFEnElAKIYQQQog6kYBSCCGE\nEELUyX1zUk5dvf7663z//fcm3/vHP/5BUFAQ06dPJycnx+C9Vq1asXLlysYoYrO3b98+UlJSuHr1\nKvb29oSEhDBu3DhcXV0N8v3nP/9hx44d3Llzh8DAQF544QX8/f2bptDNiDn1J22wcmlpaSQnJ/Pz\nzz/j6urKY489xsiRI43ySfurnDl1KG0Qrl69yn//+1/OnTvH5cuXDY73vZs5bS0zM5M1a9aQkZGB\nvb09gwcPJjo6GguL+7u/p77qMDU1lffee8/oukmTJhEZGdmQH6FJmVN/27Zt45tvviEjI4OCggJe\ne+01unbtanSv+mqDElD+4v/9v/9HcXGx/rWiKCQnJ3Px4kUCAwP16f379zc4ulGtlioE+N///sfy\n5csZOnQoEyZM4NatW3z22WcsWbKEJUuW6DdU3bRpE//5z394/vnnadeuHSkpKbz55pvExsbSqlWr\nJv4UTcfc+gNpg6acOXOG2NhYHn30USZMmEBGRgaJiYlYWFgwfPhwfT5pf5Uztw5B2mBmZibHjx8n\nODgYnU5nMo85bS0/P58333wTX19f5s2bx9WrV/n4448pKytjzJgxjfmRGl191WGF1157DWvrX4+W\n9fT0bNDyNzVz6m/v3r1YWFgQFhbGgQMHTOapzzb4YP0VqIKPj4/Ba61Wy/nz5+nXr59BlO7q6krH\njh0bu3jN3oEDB+jQoQMvvviiPs3Ozo5//vOf/Pzzz3h7e1NSUsIXX3zBU089xdChQwH0Pb9bt269\n7/+AVsWc+qsgbdDYxo0b6dy5M5MnTwYgNDSUgoICPv/8c4YMGYJarZb2Vw1z6rDCg94Ge/XqRXh4\nOACxsbHk5+cbvG9uW9uxYwelpaXMmTMHW1tbHnroIYqKitiwYQNPPvkkdnZ2jfvBGlF91WGFwMBA\nbGxsGqfwzUB19QewcOFCAC5fvlxpQFmfbfD+7lOvg/T0dAoLC+nfv79BuhwsVLl7G569vT3wa52d\nO3eO4uJiHn74YX0eGxsbevXqRXp6euMVtJmqrv4qSBs0dvHiRUJDQw3SKgKijIwMQNpfdaqqw3Pn\nzhmkP+htsLoj7Mxta+np6XTv3h1bW1t92m9/+1tKSkr47rvv6r/gzUh91WGFB61N1uQYxarqpj7b\noASUlThw4ACtW7emc+fOBum7du1i7NixTJw4kWXLlhnNJXpQRUZGcvbsWfbu3UthYSFXrlxh/fr1\nhISE0K5dOwCysrKwsLCgbdu2Bte2a9eOrKyspih2s2FO/VWQNmistLTUaNi14nVF25L2V7Wq6vDK\nlSsG6dIGq2ZuW7ty5YrR99vd3R1ra2ujOn/Q1PT7OmPGDJ577jlmzZrFzp07G6uYLV59tkEZ8jZB\no9Fw9OhRhgwZYpDeu3dvgoODcXNzIzMzk88//5y//e1vLF26VN+b9KAKDQ1l8uTJvP/++/r5HMHB\nwcyePVufp6CgAFtbW6NfVg4ODpSUlKDT6bC0tGzUcjcX5tQfSBusTJs2bfjhhx8M0s6fPw+gHwqS\n9lc1c+oQpA2aw9y2lp+fb7LOHB0dKSgoaKziNkvm1qGrqyvPPvssHTt2pKysjAMHDrB69Wo0Gg0j\nRoxootK3HPXZBiWgNOHYsWOUlJTQr18/g/SJEyfq/7tz58506tSJefPmkZqaajRp/UHzzTffsHLl\nSkaOHElYWBi3b99mw4YN/POf/2TBggX3/YrFujK3/qQNmhYVFcXq1av5+uuv6dOnD+fPn+fLL78E\najY09CAztw6lDYrmpHv37nTv3l3/OiwsjNLSUv7zn/9IQNnIJKA04cCBA7Rp04YOHTpUmc/X1xdv\nb28uXrzYOAVrxhITE+nbty9jx47Vp/n7+/OnP/2Jo0eP8pvf/AYHBweKi4tRFMXgH6iCggKsra0f\n6N4hc+rPFGmD5QYNGsRPP/3EBx98wKpVq7CxsWHs2LGsXbtWvxpU2l/VzKlDU6QNGjO3rTk6OlJY\nWGh0fX5+Pg4ODo1W3uaoLt/XPn36cOjQIa5fv46Hh0djFLfFqs82KAHlPQoLC0lPT+fJJ59s6qK0\nKNnZ2TzyyCMGad7e3lhbW3Pt2jWgfO5LWVkZV69eNZgXk5WVZbTK/kFjTv2JyllYWPDiiy8yZswY\nbty4gaenJ5mZmUD5ylCQ9lcdc+pQmMfctubt7W00HzAnJ4eSkhKjeW0Pmrp8X2VUwnz12QZlHPIe\naWlpaLVao9Xdply6dIkrV65U25P5IPDw8ODChQsGaZmZmZSUlOh/IQYHB2NnZ8ehQ4f0eTQaDceO\nHSMsLKxRy9vcmFN/pkgbNGRvb4+vry82NjZs27aNTp066bdckvZnnqrq0BRpg8bMbWs9evTgxIkT\nBnsgHzx4EGtra5MbUD9I6vJ9PXz4ME5OTtI7aYb6bIPSQ3mPAwcO4O/vb/QH9JtvvmH//v2Eh4fj\n4uJCVlYWGzduxN3dnYEDBzZNYZuRoUOHsmbNGlxdXQkLCyM3N5fPP/8cT09PevbsCYC1tTWjRo1i\n48aNODg44O3tzZYtWwAMNkl+EJlTf9IGK5eRkcH333+Pv78/RUVFHDhwgG+//ZY33nhDn0faX9XM\nqUNpg+VKSkr45ptvALh58ybFxcUcPnwYgJ49e5rd1qKiovjqq69YunQpTz75JNeuXePzzz9n5MiR\nBtu43I/qqw5jY2MJDg7G19cXnU7HwYMHOXToEC+88ELjf6hGZE79/fDDD1y/fl2/C8N3331HXl4e\nnp6e+h+A9dkGVcqDtnlTFfLy8pg8eTJjxowxGvK+dOkSH330ET/99BMFBQU4OTkRFhbG2LFjH/gT\nNirs3LmTbdu2ce3aNezt7encuTNjx441OrFAjr4zrbr6kzZYuR9//JHVq1eTlZWFSqWiS5cujBs3\nDl9fX6O80v5MM6cOpQ2Wy87OZsaMGSbfW7FiBe7u7kDNjl48d+4cDg4ODB48mJiYmPt+2La+6vDT\nTz/lf//7Hzdu3EBRFHx9fRk+fDgDBgxojI/RZMypv3fffZc9e/YYvf/II48wbdo0/ev6aoMSUAoh\nhBBCiDqROZRCCCGEEKJOJKAUQgghhBB1IgGlEEIIIYSoEwkohRBCCCFEnUhAKYQQQggh6kQCSiGE\nEEIIUScSUAohhBBCiDqRgFIIIYQQQtSJBJRCCCGEEKJOJKAUQgghhBB1IgGlEEIIIYSoEwkohRDi\nAfXGG2+waNGipi5Gtfbv38+4ceO4fv16UxdFCFEJdVMXQAhxfzt9+jRvvPFGpe/PmDGD/v37N2KJ\nBEBaWhqnT59myZIlJt/PzMxk69atnD59mps3b1JaWoqTkxP+/v707NmTRx55BFtbW33+FStWsHfv\nXt577z3c3NyM7lfRDp599lmefvrpGpW1X79+fPHFF3zyySf8+c9/rtkHFUI0CgkohRCNom/fvvTu\n3dsoPTg4uAlKIzZs2EBISAgBAQFG723ZsoV169Zhb2/Pww8/jJ+fH9bW1ty+fZszZ87w73//m0OH\nDvH66683SllVKhXDhw9n5cqVZGZm4uPj0yjPFUKYTwJKIUSj8PPzq1FPpKIolJaWYm1t3YClejCd\nOXOGS5cuMX36dKP39u3bxyeffEKXLl2YO3cuDg4ORnlycnLYu3dvYxRV7+GHH2bt2rVs376dF198\nsVGfLYSongSUQogml5qaynvvvcf8+fM5f/48qampXL9+naeeeoqYmBgADh8+zFdffcXFixfR6XS0\na9eOoUOH8uijjxrdb//+/WzevJkrV67g5OTEb3/7Wx599FFmz55NdHS0/p4Vz33ttdfo2rWrwT0q\nhnDXr19vkH716lU2btzIt99+y507d3BxcaFXr148++yzODk56fMlJyezceNG4uPj2bt3L3v27CE3\nNxdPT09Gjx5tMrj+/vvvSUlJ4ezZsxQXF+Pi4kLnzp159tln8fLyYsmSJZw6dYqVK1caBXo3b95k\n2rRp9O3bl1mzZlVZ3wcOHACgZ8+eBularZbExERsbW2ZPXu2yWASwN3dvcbD1qa8/vrrfP/995W+\nv2LFCtzd3QGws7OjU6dOHDx4UAJKIZohCSiFEI1Co9GQl5dnkKZWq7G3t9e/XrduHSUlJQwcOBBn\nZ2dat24N/BqchYSEEBMTg7W1Nenp6axcuZKrV68yduxY/T22b9/Ohx9+iLe3NzExMVhaWrJ//36+\n++47oHz4tLYuXrzI66+/jq2tLY8++igeHh5cuXKFHTt2cOrUKRYtWmTweaA8KKoYslWpVGzfvp2E\nhAS8vLwICgrS5/v6669ZtWoVrVq1IjIyEi8vL27evMmJEye4fPkyXl5eREVFcfz4cfbu3cuwYcMM\nnpOamoqiKERGRlb7OU6fPk2bNm1wdHQ0SD979iy3bt0iIiLCIDiuifz8fNRq439aCgsLjdKefvpp\nozZRWFjIJ598gkqlMpijCeXTI06ePMmlS5do3759rconhGgYElAKIRrFF198wRdffGGQFhQUxD/+\n8Q/9a41Gw9tvv20wzH3hwgU2btzIsGHDmDhxoj59yJAhrFmzhv/+979ERkbi6elJYWEh69atw93d\nnUWLFmFnZwfA0KFDWbBgQZ0/w7vvvouTkxNLliwx6L3r27cv8+fP5//+7/+Ijo42uMbR0ZGXX37Z\nIO+MGTP46quv9AHlzZs3WbNmDZ6enixevNgg0IuOjkZRFAB69OhB69at2bVrl0FAqSgKu3btok2b\nNoSEhFT5GcrKysjKyiIsLMzovcuXLwOYnFep0WjQaDQGaU5OTkYB+ty5c6t8/t1CQ0MNXut0OpYs\nWYJWq2Xu3LlGAW+bNm0AJKAUo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| |
"text": [ | |
"<matplotlib.figure.Figure at 0xc174390>" | |
] | |
} | |
], | |
"prompt_number": 32 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 3, | |
"metadata": {}, | |
"source": [ | |
"plotly" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"ring_slot.plot_s_db(title= 'Ring Slot Magnitude')\n", | |
"to_plotly()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"Ring Slot Magnitude\n" | |
] | |
}, | |
{ | |
"html": [ | |
"<iframe height=\"500\" id=\"igraph\" scrolling=\"no\" seamless=\"seamless\" src=\"https://plot.ly/~arsenovic/25/600/450\" width=\"650\"></iframe>" | |
], | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 33, | |
"text": [ | |
"<IPython.core.display.HTML at 0xc70b350>" | |
] | |
} | |
], | |
"prompt_number": 33 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 2, | |
"metadata": {}, | |
"source": [ | |
"Phase (deg)" | |
] | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 3, | |
"metadata": {}, | |
"source": [ | |
"matplotlib" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"ring_slot.plot_s_deg(title= 'Ring Slot Phase')" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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GN8WNjQcbuX/TYfyhKF+ZnsvVE7P67ctC66h2tXiKiCQ89fGUgeKwWhiZ4WRk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QAAAg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\n2kVAhYWFxMXFkZubK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| |
"text": [ | |
"<matplotlib.figure.Figure at 0xc701450>" | |
] | |
} | |
], | |
"prompt_number": 34 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 3, | |
"metadata": {}, | |
"source": [ | |
"plotly" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"ring_slot.plot_s_deg(title= 'Ring Slot Phase')\n", | |
"to_plotly()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"Ring Slot Phase\n" | |
] | |
}, | |
{ | |
"html": [ | |
"<iframe height=\"500\" id=\"igraph\" scrolling=\"no\" seamless=\"seamless\" src=\"https://plot.ly/~arsenovic/26/600/450\" width=\"650\"></iframe>" | |
], | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 35, | |
"text": [ | |
"<IPython.core.display.HTML at 0xc2d69d0>" | |
] | |
} | |
], | |
"prompt_number": 35 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 2, | |
"metadata": {}, | |
"source": [ | |
"Complex" | |
] | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 3, | |
"metadata": {}, | |
"source": [ | |
"matplotlib" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"ring_slot.plot_s_complex()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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EkZGRWFlZcebMGTZv3kxGRgYeHh4A7N+/n9OnTxMcHMzmzZtr3HM7MTGRjIwM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| |
"text": [ | |
"<matplotlib.figure.Figure at 0xc6ef0d0>" | |
] | |
} | |
], | |
"prompt_number": 36 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 3, | |
"metadata": {}, | |
"source": [ | |
"plotly" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"ring_slot.plot_s_complex()\n", | |
"# not implmented:preserve aspect ratio\n", | |
"to_plotly()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"Complex Plane\n" | |
] | |
}, | |
{ | |
"html": [ | |
"<iframe height=\"500\" id=\"igraph\" scrolling=\"no\" seamless=\"seamless\" src=\"https://plot.ly/~arsenovic/27/600/450\" width=\"650\"></iframe>" | |
], | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 37, | |
"text": [ | |
"<IPython.core.display.HTML at 0xc7157d0>" | |
] | |
} | |
], | |
"prompt_number": 37 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 2, | |
"metadata": {}, | |
"source": [ | |
"Smith Chart" | |
] | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 3, | |
"metadata": {}, | |
"source": [ | |
"matplotlib" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"ring_slot.plot_s_smith()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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KCA4OZt68eXTo0IGAgABefPFFMf+SILQA0ZMkCM3s2rVrvP7660yePJm8vDwiIyMJCwt7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EpWUNVlp0HvpCRl4lnBmzdvsmvXrtDfERER6HS6kMO4x+Oht7eXrq4u7ty5g9fr5Y8WNSNIY9Ab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\nyAB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| |
"text": [ | |
"<matplotlib.figure.Figure at 0xc4639d0>" | |
] | |
} | |
], | |
"prompt_number": 38 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 3, | |
"metadata": {}, | |
"source": [ | |
"plotly" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"ring_slot.plot_s_smith()\n", | |
"# not implmented: everything\n", | |
"to_plotly()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"Untitled\n" | |
] | |
}, | |
{ | |
"html": [ | |
"<iframe height=\"500\" id=\"igraph\" scrolling=\"no\" seamless=\"seamless\" src=\"https://plot.ly/~arsenovic/28/600/450\" width=\"650\"></iframe>" | |
], | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 39, | |
"text": [ | |
"<IPython.core.display.HTML at 0xc4780d0>" | |
] | |
} | |
], | |
"prompt_number": 39 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 39 | |
} | |
], | |
"metadata": {} | |
} | |
] | |
} |
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