{ "metadata": { "name": "", "signature": "sha256:cdc0adc1510e373cd21e38fb32f067ab49ebf5de9df45b46a9258e91cdfc41ba" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "from IPython.core.display import HTML\n", "\n", "with open('creative_commons.txt', 'r') as f:\n", " html = f.read()\n", " \n", "name = '2015-07-20-pyugrid'\n", "\n", "html = '''\n", "\n", "

This post was written as an IPython notebook.\n", " It is available for download\n", " or as a static html.

\n", "

\n", "%s''' % (name, name, html)\n", "\n", "%matplotlib inline\n", "from matplotlib import style\n", "style.use('ggplot')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "import os\n", "from datetime import datetime\n", "\n", "title = \"SciPy 2015 sprint: pyugrid\"\n", "hour = datetime.utcnow().strftime('%H:%M')\n", "comments=\"true\"\n", "\n", "date = '-'.join(name.split('-')[:3])\n", "slug = '-'.join(name.split('-')[3:])\n", "\n", "metadata = dict(title=title,\n", " date=date,\n", " hour=hour,\n", " comments=comments,\n", " slug=slug,\n", " name=name)\n", "\n", "markdown = \"\"\"Title: {title}\n", "date: {date} {hour}\n", "comments: {comments}\n", "slug: {slug}\n", "\n", "{{% notebook {name}.ipynb cells[2:] %}}\n", "\"\"\".format(**metadata)\n", "\n", "content = os.path.abspath(os.path.join(os.getcwd(), os.pardir, os.pardir, '{}.md'.format(name)))\n", "with open('{}'.format(content), 'w') as f:\n", " f.writelines(markdown)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Last week, at the SciPy conference, I had chance to sprint on the\n", "[pyugrid](https://github.com/pyugrid/pyugrid). The pyugrid module aims to be a\n", "Python API to utilize data written using the netCDF unstructured grid\n", "[conventions](https://github.com/ugrid-conventions/ugrid-conventions). Right\n", "now it support only triangular meshes, but the conventions cover any type of\n", "unstructured grids.\n", "\n", "Let's explore this module in this post. First: how to read an unstructured?\n", "\n", "(And once hexagonal meshes are implemented I will be able to re-create\n", "Borges'\n", "[Library](https://www.google.com.br/maps/uv?hl=en&pb=!1s0x95bcca51842d40bb:0xaf79e4b89d1a272c!2m5!2m2!1i80!2i80!3m1!2i100!3m1!7e1!4s//geo3.ggpht.com/cbk?photoid%3D6VH09QOdV6YAAAQZFGcekg%26output%3Dphoto%26cb_client%3Dsearch.LOCAL_UNIVERSAL.gps%26minw%3D0%26minh%3D160!5sbuenos+aires+miguel+cane+library+-+Google+Search&sa=X&ved=0CGUQoiowC2oVChMIjpiVmrX5xgIVRh8eCh0VTw3o) of\n", "[Babel](https://en.wikipedia.org/wiki/National_Library_of_the_Argentine_Republic)\n", "and solved the\n", "[crime](http://www.amazon.com/Unimaginable-Mathematics-Borges-Library-Babel/dp/0195334574)\n", "using network theory and the connectivity array ;-)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pyugrid\n", "\n", "print(pyugrid.__version__)\n", "\n", "url = ('http://comt.sura.org/thredds/dodsC/data/comt_1_archive/'\n", " 'inundation_tropical/VIMS_SELFE/Hurricane_Ike_3D_final_run_with_waves')\n", "\n", "ugrid = pyugrid.UGrid.from_ncfile(url)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0.1.5\n" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "How about we check this dataset for consistency?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ugrid.check_consistent()" ], "language": "python", "metadata": {}, "outputs": [ { "ename": "NotImplementedError", "evalue": "", "output_type": "pyerr", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mNotImplementedError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mugrid\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcheck_consistent\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;32m/home/filipe/.virtualenvs/blog/lib/python2.7/site-packages/pyugrid/ugrid.py\u001b[0m in \u001b[0;36mcheck_consistent\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 161\u001b[0m \u001b[0mexisting\u001b[0m \u001b[0mnodes\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0metc\u001b[0m\u001b[1;33m.\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 162\u001b[0m \"\"\"\n\u001b[1;32m--> 163\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mNotImplementedError\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 164\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 165\u001b[0m \u001b[1;33m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mNotImplementedError\u001b[0m: " ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Oh, oh... I guess we should have worked harder during the sprint =)\n", "\n", "OK, since this is a triangular mesh lets read read the topology into something\n", "matplotlib users know (`x`, `y`, `triangles`)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "lon = ugrid.nodes[:, 0]\n", "lat = ugrid.nodes[:, 1]\n", "triangles = ugrid.faces[:]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The dataset has nodes (or vertexes) representing a point in a 2D space, the faces (or polygons) correspond to a plane enclosed by a set of\n", "edges. Note that the dataset does not contain the edges! We need to compute those:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%time ugrid.build_edges()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "CPU times: user 3.9 s, sys: 64 ms, total: 3.96 s\n", "Wall time: 3.95 s\n" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "~4 seconds is kind of slow. Since this grid has a 2D triangular mesh topology one might ask: how does the calculated edges compare with matplotlib triangulation? Let's check it out!" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.tri as tri\n", "\n", "%time triang = tri.Triangulation(lon, lat, triangles=triangles)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "CPU times: user 8 ms, sys: 1 ms, total: 9 ms\n", "Wall time: 9.01 ms\n" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "matplotlib create the `triang` object faster than pyugrid.\n", "Let's take a closer look to see if the computed edges are similar." ] }, { "cell_type": "code", "collapsed": false, "input": [ "ugrid.edges.shape == triang.edges.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ "True" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "ugrid.edges == triang.edges" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "array([[False, False],\n", " [False, False],\n", " [False, False],\n", " ..., \n", " [False, False],\n", " [False, False],\n", " [False, False]], dtype=bool)" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "OK. The edge matrix is different :-(, that is probably just the ordering of the elements though.\n", "\n", "Let's take a quick look at the mesh." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import cartopy.crs as ccrs\n", "import matplotlib.pyplot as plt\n", "from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n", "\n", "\n", "def make_map(projection=ccrs.PlateCarree()):\n", " fig, ax = plt.subplots(figsize=(8, 6),\n", " subplot_kw=dict(projection=projection))\n", " ax.coastlines(resolution='50m')\n", " gl = ax.gridlines(draw_labels=True)\n", " gl.xlabels_top = gl.ylabels_right = False\n", " gl.xformatter = LONGITUDE_FORMATTER\n", " gl.yformatter = LATITUDE_FORMATTER\n", " return fig, ax" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = make_map()\n", "\n", "kw = dict(marker='.', linestyle='-', alpha=0.25, color='darkgray')\n", "ax.triplot(triang, **kw) # or lon, lat, triangules\n", "ax.coastlines()\n", "ax.set_extent([-84, -78, 25, 32])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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9K+k/e573W69/4Juvo1dJWpd0w3ns/3OvROqEL0m+79clfUYXTa9V/HfGo8yZ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RLoG42GstmsHR4DAwNmNo1EkL0uydpE0XtyXXW7XeVyOVUqFW1tbalcLtvMpVarZeX7+Pi4kU3Y\n6QEJXC2jX9HyjYsUHgg0JrgCe8xVwuGwTpw40Reom82mNjc3+671brdrigQy0NHRUdPj5vN5ZTIZ\nraysaHV19eadToqY2i3nCZhMW4Sd5ySHoII8YhMEg0HNzMz0/Q6TC5FKIB0Be2XTEUQhisggCLo8\n17UW/+cOZNu7otGowuGwvvGNb7yqcv+oN//gtffzSaVS+qmf+inl83lzI5J2x5lwGNbrdfPbdPcQ\ngZML1DVHkXZUGgRCMlbXhHovW89Qt70kJ91WeKPC/LvKFnffjo2NWWmMeQh7MpFIqNlsKp1OWxZL\nYLr11lstA5RkAardbls57hK2kUjEDg6mgFJlgWPyGTK0rlaraXFxUc1m04ghBtnhO4pulM+Ix0yn\n0yZ9WlpaMou/VCqlgYFdM2imDUg711A0GjVjlFKpZHKsaDRqvqtDQ0Oanp5+hfM++PVB61AHU7fs\n4G8kEdwGMI/mlBMUUJnsAHaU39nPjcfFtuiMqtfrhqUipeKEcwM3WTBrbyZC6XgtTekb3vAGvfTS\nS3r66aePstMbvDDP+Jmf+Rkbb+w2aQDzEPB6vR0bOIIgFxxC/MHBQbsYacHk9yUZNEB5D5PtCvB5\nbtfqz00AwPEJMmCcBGnf960shqxyA7m0g/OOj49bSS7tBB068CDSPM+zqonfCQQCfYGRAEbGyPWQ\nTCbtIBgaGrIJpa6mc3l5WQMDA6pUKkqn0zbmmrlUBHse59ixY33Sp3K5rI2NjT5FAeOdZ2ZmzPsU\nfNTVAG9vb5t+NBAImDa3UChYdUv31PVavg9tMJV2Ax29tcgj0KMhvkfuwYYm6IKN8n8werjxuIJ9\nNjAuO8AJLqMKdkpAJciiMXS1r5QyZCuUYNf6wjzP0+nTp/XFL35RL7zwwoEB9QgzPXjt9/mkUimd\nPn1ao6OjWllZ6dMO828X5gFrh+yEVAJ7B3oiKLusNkQpdm/83Wq1+spqDlz+hnShY6nb7dpj0bHF\nc7lwQq/XUyaTke/71rNPmc8UUSqvQCCgxcXFvnZpRrAQiAi26J+73Z0JooFAwDwPeD2rq6vqdrua\nnp62Mr7VapkEanx8XCf29M83m00znyZzZq492SW6cPS94XDYBPurq6t2EA0MDPS9zkKhYNcpn6fn\neSoUCsrlclpaWtLa2prGx8cViUTseU+cOPGKceF716ENpm75zd+u0N11e6HTiROZ4IjGLRaLqdfb\nMYzgJKLLolar2caAGCDgkmmw2QmgZCmUX2NjYwYhuN1Te7tjuI/rEuS+35GREd1+++360pe+dMTu\n3+AVCASUTCb1gQ98wPq+pV1szW0jlXZnJZG5jYyMGMvs9uSzX1yiCYKKv7kvrDdqABcCcMvcvUP3\nJFmPOd1aSJ8o+9F3umU9GCdBNp/PGyk7OjraNyAPiRQVGt4GCOHhLNwBlJT22Nj1ej29/PLLajQa\nNs+JKQH1et2C1ejoqGW64LJra2tqtVra2NgwMomyHhKKg8z3dwxe1tbWrDuy0WjYWOxoNGps/fz8\nvD0OvxsMBk2l4XmekslkH5R3zT10w3bja7w4lff7m1IMPId0nQx0YGDA5ndzO6U9ygA2Ov3HPL5b\nnrN5eHxXquWWZ8ymkmSYq9vz7JIOZNb7Ld/3lUqllM/n9cQTT1zzsznCTA9eB30+ExMTetvb3qat\nrS0z6+BwLJfLtocQwUOGcBGyP7rdrsnd2F+w1OhMOYyZy+QSRewDFwpwzaQhnPYLtAR0CJZms6n1\n9XV1u7tmz5BLBNlMJmPGL2fOnDGijdlL2ODx/pFlgfO6pJnv+6YkIMFwRwrxfKlUStvb2yqVSqYV\nlWRD8VzIYW5uru/3abQYHx+3oE6TABlsPB63sSrr6+v22UiyGACEQdDlunWbKJhp5Soz9luHNphK\nekUZ5J7SjGpwBfb0UfOF0OZG2Z/P59Xr7fY040RD+YMQGBkWJym4K4GZpoBwONyXfRA8Ke+vDufq\nI6oCgYDC4fC+2SnPtbCwoCeffPKH/fG+LlcgENBP/MRPKBqNWoeN+4dDFLzcxTmpYFyVB4c3lROS\nI9yR3EF87CMkQS75wWuTXlnu7w207lhiXi9/U8URtHO5nAUgmlTc0SZ0QYVCIcNHkW2xx9nnwWBQ\nhULBgil6Tq4TqjKuT6aJYuacy+Us80eqhBoARyff9y1QlstlazXlMINEmpqaekW2WiqVtLq6ajCg\na8WYSCSUSqU0Pj6uW265RePj41pdXbW200gkcvPOgHJPZZcJ7fV2epEpv2A1MQR2cc9sNmvDxfbr\naeYkpkeZDAMWFVjA1SK6zC3Zi2twwZfolnJkFUisUCXsXTj3jI+P6+WXX77mZ3OEmR68rvf5pFIp\n/cqv/IoKhYLW1tb6mjD4Xsj4wDwpR6mIYOGBhNgDvV7P4CVp1z3MnRpBxkqwfDXlvptJ8TppdWV2\nFQQQfILbteUGisuXL0vaCdoY72BpR5U1PDysQqFg+lU0r9j6raysWLabTqcVjUY1NTWlYDBoXqdc\nCwR3GHWIJEjcra0ttVotTU5OamRkRIlEwjgKvg8yUKpJAqULr8ViMSWTSXtNm5ubqtfrNpuKhIkD\nzW073dzc3PeadNehDaZoQPkbcbIkw3AIovQmc1KRUbApSqWSBdm9Pc3gS2SwBEt8Fl09KkGQzAEj\nCUocd64UAmNOeJfBJevYm52OjIxoYmJCqVTKypyjdeNXIBDQG9/4Rr397W+3cp+qQZKVtW73kktS\nMrEBgpLfJ5jxndPaWK/XLXukdCaQvtpyH6LUbSogSFIV4dHpGkXzO/l83hoJIKxqtZpllcBVQ0ND\nBndFo1EjkVyTn7GxMU1PT/cFI4Jrs9nU0tKS+aXSbcgBwWukK8kV0kMMLi0taWtrywIvGnBUOvV6\n3QxQsOqD0Ye0cpsC1tbW+gyTUHTApcRiMcXj8ZtXtL8f+UQJjdmrG0Td/mR3XC7lPkwfZQhBdWho\nyGbDwH6OjIwY1uSWTpxmtKy6CgAMaZF0wDQS9MlauZ2LgOVCAPF4/EA7sCPM9OD1aj6fQCCg++67\nT8Fg0MYLu8QRVQ/7BXNnSAqyUfaNO6QOvaabVSJQbzQa5rHq9u7zmri/2yRABuo2C1AtAXeBJ7qm\nOrwnJk7gPjUzM2MZHhpVXrs7bI5ADOyRSCQsKyTw+f6OF+z09LRl8HSLEYhhyz3PM4IMH1PMrOnL\ndzFsvhekWZ7nqVQqKZvNqtlsGsTHdSvJiDm6sWKxmHkGZDIZG1kdjUaVSqUUDAaVSqXMpOXAPfPP\n2IM/dovNipyI4ENAI2jijUhmys9up4g7V5wNh94QzVun07EAykWxV4+KfASZEzq4VqtlTCfEBd0t\nyGjIdvgTDof75s4gQVlcXNStt976mn3Or9eVSqX067/+69az7XZHuQGVchuxfb1e7zMb55CkonHd\nqSjtMSsJhUKq1+sWhHu9Xh8muV8WKu2Po7bbbatuwDo53N2KCp2r21KJBR/kE9UZOHA6nbYuxHA4\nrGw2a9ksj+F5nuGaGxsb9rwYoCOar1arKhQKfW2kdCm6z4vKgISJ6x6pl4uPkgHjkIV2dHBwUNFo\nVMlkUsFgUJOTk5YgudrXTCbTl33X6/WbNzN1N7G0Kw2hhQxGHDNcTjh+JtDuzUDBQd12Uc/z+nBU\nmNJwOGwiey4ITm+CLRo9yg8yF7dN0IUCJFmwpnOE91uv161N701vetM1P5sjzPTgddDn87WvfU2f\n+MQn9NWvflWBQECnTp3SPffco0qlYr3srj4Z9Uav17PvC2d8sE+gHwhQ16eB+xCcEamDxePdGY/H\n+4Lk3ix0PxwV5lqSkaZUbK4nBQc6bZ2bm5t9+thoNGrQAxkqJBXt3K6siKmmBCMeB5JtcnKyj90H\na4a4DQQCllHTAprNZhUKhSxbZM49WfLExIQdPJ63M7tqYWFBQ0ND2trastlrYLU0VhCIO52OYctA\nAbTGXr58Wel0+ubVmXLSu4GH0rrb7VqGSLni+75tcDaBJCuvYrGYBVb0eHQ5oTt1S343M0kkEoaZ\n0vmBcBum1g224GeIrNn0ruyKrAYTCRakwT/XMPpovbr1h3/4h/r2t7+t3/qt39Jv/uZvqtFo6Od+\n7uckqa/VlEqC75rg55JVlLIQl+xT9g+ssqQ+gT1BD2lTMLgzCNINkmDyVGFUW5TSrmSLPwQNDmjE\n8HQJUnVJ/c5ZxWLRyCcyRfYlmR4JijvVdHJy0q4fz/Osa2xpaanvepFk/fzgn9PT069o51xdXdXG\nxoZJq2ZnZ01DTn/91NSUBgcH7foHygCS2dzcVC6XUzqdViaT0eLior0H2tB5XBez5fUftA5tMIVV\nZ1NRWnPyYK6MxAMRcqfTsWwSAorRC5RNBE/mzrBwMkfEy31J/8lQWq2WnfS8JndWORgTAZz/c0k0\nHm+vuQIlGZnIfusIMz14HfT53HHHHXrXu96lixcv6sknn9RXvvIV690vFotaW1vrMznB6g1WniAo\n7c4l4ztGIsdBy4VOkEQKxOOTyeIv4QZJyBZ+H4gIBnx4eFiVSkWDg4MmiGd/ux4CpVKpr6NramrK\nBjv2ej2ryHg/XFdUdZ1OR1tbW4aDwk8QbCORiO11Muhut2tSJ64nV+DfaDR05coVUwFIO9fqzMxM\nX3BbX1/XwMCAZZ0Qz8lkUu122/BRSvWhoSEdP37cHLPAb/k3csdWq2WzqFzI7nqNMoc2mMLYSbuT\nJSm76I2HEMCnEcKH4Xqwi1hztdttZbNZ8z/lxMJAFqMLcEy+KNcPklG8iH2x8EIKMzAwYH3GYGtu\n26K0i7G5pJQr5C8Wi9cdoXC0/mXrrrvu0vPPP2+qjTe84Q0KBAJ605veZJM2yfAkWYXR6+1OcwBL\nhGwEy4eNpzOJ75gAx32kXVin1WqZNZ4bJMEjBwcHLXt1A427hwYHBy0poKxmv7sZHFprqjX3Wslm\nsybydxMJ1z0KzSkldCAQsBbPWq1mrD9wArBavV63oIVECmgMFczQ0FBflxTDJqXduViYl+RyOa2u\nrqpUKtk4aCRVkqyrkSYZMunNzU1tbGxoc3PTdKVc38ePH795e/Mhj/iC+De4qCQro2D06dFnrAFS\nqFKppEKh0Ae0A9wzMwZMB30oprPValUDAwOq1WrmJkRGwOMzToLuJy4SqX9UhiTLOihNwKFcTWAy\nmTwwmB5hpgevgz6fO++8U5cuXZLv+3rhhRf0xje+UdIOGfXAAw9oY2PDMjFKeaohd2otOk93TDgX\nPdgqj8F370qvgIgIlnuDJFkvgY/5YeCZLtEVjUb7LOt4LXABVHkkBcxeIkFx58bn83k7DMrlskmY\ngKqazaaq1WpfW7fv++bcRqa+lywC2iIpgWTiWs7lcqrVasZ9kNRgSE32C8bMc66trdmh4ZJQx48f\n18jIiKamphSPx61qJfvP5/N2aEQiEZXL5Zt3BpTbTQKjn8vlDEOSZOU4G5oATCDF3CQajVq/fDab\nVavVsrIInHNkZMSmWQKuk8GSkXI7pzxG1Gz6YDBoRAAHAJsKzSlfoJul8lxkQ+4mO1o3dpGZep6n\nU6dOWadZIBDQrbfeql/4hV9QJpPR5cuXDTd3TTUIejDjjBCBhCJb5DFdph/slYkQZHzSrhzqWm2k\nBCrIG0mmcwZ64EB2Hc6w5mPyKHvMdevnOoFEA37ANm94eNiCE++T90Xp7KoZCIL8H5k5UEEymbSq\nUFJf23c6nbagDpfgMv4oIjzP6xPpZzIZc9GH6OIgoAEDbwNE/vl8XoVCQcvLy6pWq5qcnDxw7xza\nYErmx8bgCyFLpDtF2h1xwonJCUMpQcubu7lKpZJyuZwZorjlPLKNQCBgGen4+Lj1+FLmcH8IB7d7\nqtlsmr8qRBn3cVsIeU/ulFQWAXfvOsJMD14HfT4zMzM2zfL+++/XZz/7WfvMA4GA3vve95qQfmtr\nyw5F8EoMcFzJW7vdNvNhAqLby46/A5WHe6i68icCyl4BP8Hb87w+N31XzxwIBAGEXtQAACAASURB\nVAwW4EBHLO86XnW7Xc3NzfX17rtBlRZtEhDaXl9++WWD28i2MU3J5/N9UkGc7IFSUD8Ay125csXM\npGm7dUX97qGzurqqfD6varVq+tCJiQlTDZB0uFnn0tKS8vn8K1z4IaD4PQ4gDiTMb661Dm0w5cOF\n8OGL4/SNx+N9gYeSjGwVwTCbCdyJTJPNAlhNtkn5TWlARkpLK3rURqNhpZDbbdVsNvvmTSGLYqPt\ndyG5WSxZOH3QR+vGLs/zdP/99+tzn/ucPvjBD+rJJ5/UqVOn9Bd/8RcWBD/84Q9reXlZy8vLlh25\nGlAE4hzOfH/AAHzvlN7u1FO+e0p/DmdKdoKDK+BHCghhwutk76GXJrAiISS4j42NmY6S1wiRtDeo\nFotFCzaTk5N9fgV0NUUiEc3OztpnQyur6wHQarVUKpWs/Zthl9yPawG3KCaixuNxgxyGh4etSYDr\nmPHN6HWZsgqWG4lEdOLEiT4/1FarpaWlJaXTadXrda2srKjT6ZgBDV1dJ06cOHDvHNpgitUdAVKS\nZY0EVzYtgPPk5KQ8z1MqlbJeYrIJtGWVSsUE18g6KDcCgYAB+blcznAUQHQE2wR0WNK983f4IsHX\n3AuLUhEIQVLfffiZTGa/dYSZHryu9/l86EMf0ic/+UndcssteuKJJ/TJT35Sf/7nf653vvOd6vV6\nSiaTuv/++5XP5/Xcc8/J8zxrtXRHPnOxks25TL9rHE0g5XfANck+weKRArrKAEn2uLlcTpL6MFUC\nNPAASQh7lj3KAd9ut7WxsdHX6LI3qFarVdXrda2trRmuj2azVCpZF5I7F42qqlgsmi8A1y+ep4xZ\nQco4Pj6uiYkJg+VoS221WvY4QA/BYNDaPjFQwQBleHjYWldTqZSZGLmNNrOzs/aaSJo6nY6mpqbM\nif8gBY10nWDqed4xz/Me9TzvOc/znvU877ev3v6Tnued9zzvoud53/E87yeu8fuLnuc9ffV+553b\nb736+w97nhe7etv/6nlezfO8Ced+1xR2ud0XsOuBwI75M0YIksx4oVQq2QYk8NEKSmADP7363FbC\ntNtt20C0oJFBuHgpFxMnfbVa7WtBZUO4oms36yQrAHNy8TeWO4r3aP1w1n333adAIKDHHntMnufp\n3e9+tx555BGtr6+b9eGv/dqvGVuNTwKeD3QBcfhJMtYbvJwxNVy0lPcEWdZehYBrC+fi7S58AE4P\n3goBtddUmuF1TIvAaFpSXwv23qCKdtrzduzr6F7yvF3jElcYDxPutrhKMlyUMp9ynmukXC4rm83a\nTDY6l9z7VqtVK88hmVyjFwymcbjifcdiMRtVFAqFVKvVFA6HNTo6qkajYVDO2NiYpqamNDY2pqWl\npQP3zfUy07ak3/F9/5Skt0n6bz3Pu1PSJyT9O9/375b0P1/9eb/lS/pp3/fv9n3/J53b/xtJvybp\nY5Le79yelfS7e35/34Wdl8uu82VJu5pPvniCpytYdrEwMlIYegInGBAB0/M8bW1tSZK1mQ0NDdnJ\nTSdWIBAws4e9LajT09NW1nA6u33f0k5J6LbKsij/Mdvdbx1hpgev630+nufpgx/8oD796U/bbV/6\n0pcUDAZ1zz33SNr5Hn73d39XhUJBly9ftl5wV2fpBkqIHQhF92dJBhO5cAGNKPACbkMAwQns0B1S\nRw8++ldem2tCTbJBMCaQep5nEjA3iLo/RyKRPsczIDUOilAoZPsXgxIeh2ycPncaH/Z6n1J5At2h\nGwV/5UAKBALa2tqyTHloaMggOsiyYDColZUVZbNZra2tGXENP7G6umqvaXR0VMlk0hQN6+vryufz\nlnQdtA4Mpr7vb/q+/+TVf1clXZI0J2lDEi04MUkHIbP7pVBdSaGrf3Dz8CX9R0n/hmz1oMWpWC6X\n+3qNcYoCp+TLYJAWxgjgJ76/O3hM2t3UYFmbm5tqNBpKpVKmX0VoTDADe0UKA2NYKBSspECnCkvY\n7XYteBK0IRNcHGq/L5Dy7Vqep0frB1/vfve79Y//+I+SduRxH/rQh/Rnf/ZnfYoQSbr77rs1MDCg\ny5cvm2gf1QY+uNJuWQ9W71YfBEf394GpyFIJXOwZ1/uU4OwmEwRZGHeYarqlCK5Ubi4fQHaHvMht\nwWYMEH+7VSCVXLlctmyT19xqtczhfnp62ngI9KnJZNKG4vH6kVG5wZXPBKLIhVN4vTg9jYyMvKJ1\nFfKYQ8bFTSEUOfzIkGmy4bO91nrVmKnneSck3S3p25J+T9K/9zxvWdIfS/rINX7Nl/QNz/O+63ne\nf+Xc/qeS/oOk35T0/zm3V7UTUP/7670ecFKygWq1asYOCHsbjYbi8bhJJwDgwVxcPd/29rYxgmAp\ndEKR+gNmMzcHaQujH/Yzk4AQIANws002LcHU7ayRdkm2/Ra6wv3WEWZ68Ho1n8+dd96pra0t5XI5\n/fEf/7EeeOAB3XfffZJ28Mbjx4/rjW98o37yJ39S1WpVly9f1vr6umFrSJkou8ky0Xoixkcwz17k\n/tJu9cS+cTWsBEsOW+aQsddcoktSn3sVYzpoBEDSxGvE+EeSmapA+gBFSbL3Ojo6qqmpKYOjuM7Q\nimJrVywWLcHgfdXrda2urtpzVatVI7CAAXgsng+1zurq6itUPb1eT2tra8pmsyoWiyoWixaAIXNn\nZmYsC6XSQ3sKGQbRR4dlu93W/Pz8gXvmYB/+q8vzvJCkz0v6sO/7Vc/zvijpt33f/4Lneb+mnQD4\nnn1+9V/7vr9xFQf9uud53/N9/6zv+6uSfnqf+/uS/m9JT3qe9ycHvaZnn31W8/PzGhoa0qVLl9Ru\nt3X69Gl1u1390z/9kyRpYWFB29vbeuaZZ+T7vmZnZ+V5nlZWVhQIBPSWt7xF3W5Xzz77rJU38Xjc\n7n/y5Ek1Gg0zyz1z5ozy+bwuX74sz9sZcCdJL774oiRZG97ly5ft+XzfN1hgdnZW0WhUV65ckSRN\nTk6q1+spm81K2tUFutZ711qYOki7wYHyFW0kP+/9/9f7z6/287n33nt1/vx5nT9/Xvfee69Yf/In\nf6KZmRnLqM6cOaOzZ8/qpZdeUiqVMgw/FosZdl6tVjU1NWUjNqSdA7Hb7Vrg4mfMcFwdtSQz36nX\n66rX60omk2q1WkaKUjmB4S4sLKhWq9l+Y6rn4uKiJGl6elrdblcbGxuSpEQiYQYf0s7+xFxncHBQ\nd911lwKBgJ566ikNDAzozW9+s3zf1/nz5xUMBnX69Gm12209++yzGh4eNkjk6aefVqvV0pve9Cb1\nej1997vfVbPZ1Fve8hYNDQ3p/Pnz2t7e1unTpzUwMKBvfetb8jxPd911lzY2NvT9739f29vbuvXW\nWxUOh3Xx4kW7/mq1mp555hl1Oh098MADqtfrOnv2rCTpnnvu0eDgoM6fP69SqaT77rtPQ0NDeuih\nhzQ+Pq43v/nNmpmZ0eOPP25zqSTp7NmzGh8f1+nTp1WpVPSlL31Jg4ODuv/++3XQ8q7HUHmeF5T0\n95K+6vv+/3X1trLv+5Gr//YkFX3fP9B5w/O8/0VS1ff9f3+9//c872OSKpL+J9/3X5GCeZ7nX7hw\nwcYZ4BVKKVStVhUKhfpMn7HzAscKh8PWCUVrHyzo1efQ2NiYstmsjXPgNE0kEtYjTxuhJDulOXHx\np3S1ppL6mF/KLhe3otTaDxNtt9tqNps6efKkTp06pYmJiVfc52jdmPWRj3xEw8PDunjxon7jN35D\n73vf+yRJ73//+/WOd7xDH/3oR/W9731PiURCH/nIR7S9va2f/umf7msRBetkzAm4J9kl3T9kqLSn\nUtKiEeVv9jmPCTPu3rY3e9zbqcXedU1a3L/dBhJkf2gtyWalna4wV3aFuD8Wi2l9fd26rKanp1Uq\nlfr0rZVKxYjgWCxmHUeMKRkZGVE6nbbPplKpmLyQLJvSG3hhYGBAiUTCxg/5vq+FhQW7xlEJkCGT\nkDCOCDf94eFhUydQdQIbnjhxQr7v78v+Xo/N9yT9maTnCaRX12XP89559d/vlvTiPr875nle+Oq/\nxyW9V9Izr3If/5+S/msdkDkjsndlS8yfocQOBnfGwFJm0WExPDysWq3WJ8JHGO/ipZlMxsoht+Rn\nMiPzxun5haAiEKM1xSsSIJ8SAuAeogyshi9vvwVG5tq4Ha0fznrrW9+qc+fOKRaLWfbW6/X05S9/\nWb/4i7+oYrGoeDxu403AD8E5CX5uyyjjSQieLiHFYe4mOARRSX2wEQYmEJfubTD2LvPPPoRc3atX\ndf9GCcDfKE+QF3me1zdxYmxszEr3crlszvXsY0r30dFRy/44OMCOCcS0S6PzlGQWmvAZqVTKeAtX\nL8rnjoH6sWPHtLa2ptXVVRWLRYMaXKPuUqlk7cGuXIvg604kmJ2dPXC/XO+K/NeS/gtJ77oqb7ro\ned7PS/qgpE94nvekpP/96s/yPG/W87wvX/3daUlnr97nnKS/933/a9d5Pv/qpslJ+ltJ10R8MTnB\ng9BtP0PvRrBzR5FcfZ0WMCUZuE6mSFsqFwaztl3SwD35cY1yDVcgnTjhXDE1wDYMITZkUv+cof2W\n2798rYB6hJkevF7t5/PWt75V58+f1y//8i/rb//2byVJy8vL1s0Ui8Xk/f/svXlwpHd1/vu8rV3q\nlrpbrXX28dhjg22ugYwNDr8AhQsMlAGTkMRFgsGAgUDsFCG3KHIruaniJiFFscQGErYQEuBHARM2\n2wn+YULYsWHGC/Z4PB7NjJaRet/Vo5b6/iF/jk63Jc0YbDMy+lZNzYyWVut9v+/5nvOc53lOEOiG\nG27QeeedZ4cpWSVcZW8X6bv3/GHf+ODqgyz4Kx18AqFvXq33MV6PQE2PwMtS/Ry1kydPavv27fac\nBI84LnlLOy90yWQyVh1SnTUaDaNGdXZ2KpVKqVQqaWZmxl6TzBw3e2SnR48eValU0uDgoCUlkoy0\nn8/nTUXl2Q4860EQPGrsCQ1gmn88c+FwWNu2bTNfD+IETAEmCIyPj5+24bsuZtpoNL6ntQPupat8\n/bSklz3y74cl/V/r/vTm7/1/W/7/TjXTpJoWpyFdQbh0bGQCDQYnuOAEQaBUKqWuri719/fbgDBu\nhCTrCHJKjY6OqlqtKp/PW2cTugQbF74pclUEAWQFdBShjUSjURur4rPN9ZxpeCAHBgbMf3FzPXFr\nbGxMfX192rNnj+68806l02k9+OCDOu+885RKpZRIJPTAAw9oaWlJu3btUiaTscrEszuQDaM4ItAi\nMJFWAh7BwZfPnoBPI4aOPIFwrY+RINCQojyu1+vGh/YCAZ6bVCplEBmEfv+M+CYXKiSeyUqlokQi\nofn5eUUiEdVqNQtqkoyGBJQAWd/vf0xKwuGw0bJ8041nuVarGRTR09OjmZkZs9kcGhqy6x8EgYaG\nhgzy2LZtm9LptPG8q9WqhoeHjbpYLBY1MTFhv1d7e/tpnfbPqAF1ti7ItpKMgsSgOzwkCaS1Ws02\nAhw8TmtOXt8dJbi1tbUZID84OKhyuWylOt/vs8z+/n4r6zECHhgY0Pz8vGKxmN3YcrlsPwNrv6Wl\nlXEYXrvN4mFC7rpWZrrJM11/PZbrc+mll+ruu+/WFVdcoa9+9asql8vau3evUqmUzj33XD3wwAM6\n55xzLMhRwaDOoaSHwkOAJcMj8AI/BY8YfpAVQVBnXyKThCKFyAOPWwI1e96X7JIsmPNzkDKz32q1\nmsbGxowCxgRSSUYx9DPL0N5T3UEHw0t0cXFRo6OjKpVK9t4QIIRCITO4Bp6DZdPZ2amdO3eqWq2q\nWCxaUBscHGwaD8PrQCdrVTGRiaJU5LWZkloqlQwXRT6KzNXTqYDh1lsbFnijo0mHkzTdU5KCR8wn\ngmBl7jd4Jpp7ShY/eTEej1vGKMl4epCfySQpHwh+NAQw2eV7PWkfJQpfR2PAU1rWagpSQnmH8s31\nxK5XvOIVuummm3T11Vfrs5/9rP7lX/5F+/btUyqV0tDQkGZmZjQ6OmqSUojy7EMvFaVJRAXDYU1A\npfFIwAUCYn+1mk/TcJLWLu/932jUUQPBGllYWDAXNWiEfthkq58pP5+AzaKi89zP+fl5MxJB8gkc\nQPAGpqvVaorH4xocHLSfW61WtW3bNoMLoHbBM2V+VD6fN5iA5xA59vDwsCKRiNLptKanp5XNZo02\nVavVbEz0yZMnhZMVPq+4fNF0Xm9t2GAKIZ9sjVEO3Ey658jHcrmclRy9vb1NDSg2Gxs1l8spHA7b\nqea7m5zI9XrdSMsEQE5XTHYpzwiulHWlUsmAfkl2gvM6ZBx+gbe1tbVpeHh43RJ/EzNdfz2W63PN\nNddYo+KHP/yh9u3bp9e97nVKpVLWKAG/5nCOx+NNXEoyOO45WSiHvt9TdPL914OVUgVhDekrKk/m\nJ9v0eGhrY4uSHcFKo9FQNBpVR0eHJicnDTvEaZ9JFSQb/f39VjoT6EKhkIaHh+05gJ/a1rbshl8q\nlcyTlAyR3gJsmUKhYOyWkydPKpPJKJVKWRCenZ21mU6tmCjP+MDAgMbHx029dPz4cc3NzT0q08R0\nxTtKwQCq1WpKJBI2dHBiYqJJ5rva2rDBtPGIVhcCPTKznp4eJRIJ2zzhcNg69NLK4DIyRk+yBhKA\nqAyp1wfRcrls2BjgOxlx8Ii8lM0EdkpwZVPSLZRWCM6S1izbed/SMtTgVSeb64ldoVBIH/zgB/Xe\n975X3/ve93TzzTcb7o6bPPePJk2pVLI9RBYHYZzgC37JzyCA8rD7IEEAJUvF4wHYir3W0dGhwcFB\na8Cs9jeZFoYsTM71JjpASQRbbAX9CB5oSYhQ2M8TExMqFouKxWIGu+GVCuGer+3r67PrEw6Hzb9g\ncXHR6E6NR1RNcLH5mKdxwbcuFovKZrNGu/LYqm9USdLQ0JAFcxpiSHKPHTumqakpZbNZqyR47+vu\nlcdnyz35C4MCFCFsDNxioF6EQiENDQ1ZIwoSNJJPn6GyYb2Bic86MpmMZapraZd9UAVD9WyCTCZj\nG9FTsk63CMqYPay3NjHT9ddjvT6XX365Lr/8cn3jG9+wQ4wS25vVoMIDQyebJDOERsTHPZ/Yv673\nZ6AiAdP0UlNYI9g64j4PsX+1v8HyyW7pYAM39PX1aefOnea0D3zgJZrSylh1f1gQDJkmCucVX4y+\nvj7LBElevPkPrm5eVy8tHxajo6NNOn5UVbhlcV1JfLgvXDtGqqCIrNVqxuYZGxtTOBxWJBJRNBpt\n8qH1eLOf9rra2tDA28mTJzUwMKCenp4mlx7KGRpFBFDfrZdk5RcSUrJUvh9wfXFxsancp8SheQUd\nA/4p2YO0QuEiI/D8Qr7Pz+RZbdEYi0ajGh8f38xKfw3r7//+7/XMZz5T1113nbZt26aRkRFNTEyY\nq7u0nO1wQHJf2VO+YUSQ8d4LBC2/rzzxH9iAsh+8km61l5hSpuI8T9ee54TuPvsczjQww8LCgnGn\n8/m8lf9k1fC2gRjK5bIR3Xl/g4OD5oUxPz+voaGhJoqgd7vi3xDmKfsxQ0GcA/SWTCY1OjpqSi5c\n3KB3AfvRrJNkGSjNvOPHj1uyI0kjIyPKZDLK5/NNAw7BYf0ht9basE8lmxAgOZfL2bzuIAjMUMGD\n5ZJMgREEgcn8UEZ5/qkH3NH1knVys3yZBjzAa3sAn5KEB8Xz+uj8r9cpZLMlEokzUjxtYqbrr1/m\n+uzYsUNvetOb9L73LRukIQ0l4EkrXguUlnjmkq3hA0EV4xtJkpo+1pplefzdT9FlX7U2nXxG6Rum\nwGJjY2O236UVGGJxcVFTU1NKp9PK5XIWoAuFgmHClPdQhXCHogkrSdPT0wqFlp356VFQ7nueaSwW\na2qi8XwsLS1PRmVSaDqdbir1JyYmrF/CQbJlyxbT8sNUYMLw3NycTp48qWQyqWw2a9VsLpfTww8/\nrEwmo2KxqLm5uaasdnJy0ihenqu+2tqwwRTzZDJKygXK9L6+viZHJjYjuAeZJr6Fvmzi9byjjiQr\n42lIeLVVPp+3oMjHJVlQZjOzaena0sldj1+6uLhoo6c3s9Jf33rrW9+qz33uc6pWqxoZGdHs7Kwd\nkJKasj2wU4IiZiZ8batsk33gF9mW51RStlarVcu6aES1ku+hEFG1EXhDoZAZTntTHVRUkgwf9YeF\nJAt0/F6Q//mcN6EGwvDdfRpMBOBCoWANsI6ODpsAQKBlcgU/a3Z2tomzigSbMdwwEXK5nCYnJ5uM\nqPmeWCxmv3s4HNauXbtsHArvw6vRsPd7ymKmi4vLztx05aSVDRAEgU6ePGk+pz09PRoaGjJ9rR+8\n5U9/XgfqiKesQF72GSuSUz/VlBJttUYUDx5lPZuvlcLiF7zAWCxmCq/TrU3MdP31y16fHTt26NJL\nL9WXvvQljYyMKJ1OW8nO8tkmWROdao/FwSWFKL9aCUmHX1oJ1Bz6lLPQsYCX/MFNMoGsGgoSey8a\njWphYcEweJ6frVu3GubP+/aBNRwON41mgfbU3r7sZO9do0ZGRpq6+9Fo1OwspeWsliYbmDMjnEmI\n/HhnP4Cvv79f27Zts6AHlkpQ9BALpjE0xmDE0PMol8saGBgwDq6nRnV2dmrHjh3rOrVJGzyYokyg\n5Aak5mKWSiUdP35clUpF2WzWssJ8Pq+Ojg7jogHAA6pDCOZz0gr+SsbK//l8KpWyEsw3FFobUZz8\nZMpsAIjHrVw2Hpzt27eftvG0uZ749aY3vUn//M//rOHhYdsDcC3BxeEQe4zcH9oERhog0uoHKZmd\nf716vd7ETaaR46c3SM0NMhpidKShAFYqFcNTCUZIZfv6+sx6jueDMh99O9mlt9qbnJw0Pitjznt7\new1WiMfjTdNX+/r6FI/HLbgWi0VNTU0pCAJNT0+rWq1qYGDABA2hUEg7d+40azxEOp6Ly4h1MGuo\nXCMjIyoWi6rVagqHwxoZGVEQBHYoDg0NmYdAuVw2lzeqUdy51lobNphyapAJBkGgo0ePGpEfvMZP\n9WSSKBsOehQBjRKGz9HJI0NlQBplj6ewwNcD8IeQzA0uFAqWZfKe6azy+1AK+sWQsnPOOeeMS/xN\nzHT99atcn5e//OU6cuSIDh8+bHxJMlO69pKMZUJ2x9d4wjpZ1HrLB1G64GCWiFB86Q/7hKx0fn7e\noCxko61yV6iDCwsLSiaTOnLkiO1zOux4jMJ/9dAUAZ7fDVZNuVxWOp1WMpm0zBnq1JYtW9TT02MB\nG7l3NBo1TjbUsNnZWQviTCJtNBo6ceKESqWS4vG4iRGWlpY0OjpqSc709LSND5KWFV2ZTEYTExPm\necpoE5g2TCZOp9PWcDt69OhTt8wHFx0dHW1K7Wno0FknALFxSOnz+bzRo3yGKsm+F7NaPrewsKBM\nJiNJphhBceI3Nw8PY53pEHqs1M+Kklb4c60PV71e10UXXbSpeDpLVkdHh66//np9+MMf1vbt282b\nFLzR45+t1CJJTZkja60yn8XnkKV6iMDLj6UV7JO/vZiASQ9kq+VyWaVSqcmgBWcofi+SAhKRSCRi\nB8Hg4KA1nbw3BvOVPM+T6aI8o9AXJycnlc/nNT4+biR6z/3s7u5uCq74FngcdXp62qCOdDptzSmC\nO9NNfdVKEsPXcC29CxXPO94KPKtrrQ0bTFFLpFIpw1DoTvb19TXpiWkO4Zbj5ZiQcjOZjJVdvkzv\n7u62wOtH3mYyGSu3GJhHOUSARUZKUMZlh4wUbuBaC6kbNJUzXZuY6frrV70+b3nLW/TFL35Rr3rV\nq3TPPfdYt9ovmpHsSx58n0nycQKiD7CtCxjId/c9TkjmSyCFdiTJjICoeur1usmdqfAInplMRtu3\nb7eKzmfb0KDAOGl81Wo1zc3NNT179BFosoXDYQtgkUhEw8PDTdknVKWZmRnl83kNDg6aAhE80zs9\ngct2d3drx44dFgRh6wDp8WdsbMygQQ45YEIMWjDbhrXT0dFhjv9nwgc/rTn02biCIGgcOnTINpMk\nbdmyRTMzMyblQ32Bd6kkk5d6Yv3i4rLTOd9HIwoZHd1FgH5J9po9PT02yoQHxRtcACNg3cXHwc+w\nCOTEa+WZYl592WWX6aKLLtrs5J9F69prr9X555+vEydO6MILLzQcMJFINHFEvUSYICfJ9q3/+Go8\nYwIvf/yMM/9zWGRdlONkerjwU015A2mYLZFIRLOzszbTDLcofEdJGFKplP0cH9jJ5qgAh4eHjSLV\n0dGhrVu3am5uzsyY0cb39vZqeHhYExMTdi3I8jmQhoeHDe+kKcXzz3NVr9eVzWbV19fXlEEvLi4a\nbBeNRs3YBM64N3cH0kilUkZ59N6sj/BlH7s59Nm82traTIJWr9c1NTWlpaUlzc7O2kCvSqViJY4k\nIxZz8VrpUVwwZKa9vb2m52ekBJw2un1QtNikvnMPsN/R0WGAONkI0EBrmeaXd9XJZrNnfG02MdP1\n1+NxfW644QbdfPPNetGLXqSJiQnDwAmgPtOEt0gWiLMS5T1ft9oeAJuETF8sFu3ryZhoXFJyE0Ro\nUnV3dxteirVfo9FomqPG8Mi2tjYdPnxY8Xjcgmd7e7uy2ax5mCJa4XmCyhSNRpsG3+HOJi1XWdPT\n0+rp6VEymdTs7Kx6enqMGYBwgOvju/ShUMgkuvQ18vm88V99o6q/v99wYF67s7NTc3NzSqfTNrKI\nEdWTk5MmVsjlckomkzpx4oQNDJyZmTGV5OkUUBs2mCJLg65Ak4dMu1gsWqlfrVZNyUSqD/eNU9jT\noyjTI5FIk4Uf2CnWfuiMC4WC4bNw+jxUIMloGfgHeC9UMF+fYVCiwY09nfpicz2565JLLtHu3but\n8UJW6Utvb3RC8EHG6e852aXPMml8+oOW18RBn7/J4vgc+7e9vd2qr6WlJZsxxs8BIkN/39fXZ/Q7\n9nuj0TDzEEkGlQFBeSoTSQPJBU5LwG+U2mR6TAnNZDKam5uzBm9vb6+KWln9uwAAIABJREFUxaL5\nAyAJh27W1dWlcDis/v5+e61yuazJyUmFQiEVCgVrMpFs0YvAH8Fjp5T0wAQcPB6GSKfTayoUWRs2\nmNId7+zsVLlc1tzcnJUkQRDYjWAzspHIOnGHgdjMCUxnk4mnvhSim4raCe6cz0jp6HPTwGhbxwB3\ndHQYRcWXgyxPrVnPVX+1tYmZrr8er+tzww036EMf+pAuvvhis4RsbTj5gIqApJVbDLFdUlNGS+Dw\nLlEcwARwlEjg/R5LRRHIPkyn003BmNHNmUzGjEwYNMciaSDbBfYiUSkUCjpx4oRRjAhIdNuxu6SB\nS8BlUoEny6OyKhQKSiaTkmRQwsTEhBm1S7KKDQx0YGBA27dvN26vPzQ4MLg3HR0dhu2SUHHYcL84\nYKgitmzZctpncMMGU7JJSgq6f9x4HF8IWHQk/Vx7CMg0ktikdOQJlmSiZAvQrGhaee9JmkzQnHCm\nwX6Pcp3ATLBs7daj8e7t7VU0Gt101T8L1yte8QrNzMxoy5Ythv/RtfblPgc8klKaQwROnMmklWDK\n90G6p5ry1CowSg8vUOoTsNlnfK67u1tLS0tGVpeWA1NHR4eKxWLTUMdwONwkFCGwUjXBE/Wde5+V\nNxrLysD5+Xnl83lNT0+bkIZMnaSEeW7RaLSpU+8pV1CtlpaWdOLECS0uLmpkZMSCKawZXrfRaBjt\nCark/Py8OexzLU6cOKH5+XmDCebn5zU7O2v6/nA4bP2L9daGDaacjIODg3bD+/v7tXXrVrv4cPw8\nN5SslSBYKBTU2dnZRNInq2TTsiElmRQPOAA6FQGRkxG1C3gVG4PmABsclQsgP5kLwHwikdCuXbvs\nVEwmkzp8+LAOHz5sOuLWtYmZrr8er+vT1tamt7/97fr0pz+tc845x6zfWpsyUOZ8mQ5+yoFLGer3\naa1Wa5oqSmbbujjgwedRWPnXA2+EZO+zX0k2vUGSfvGLXxh0JcmCrw+sbW1tSiQSWlhY0OTkpO1l\n9jzVVDQaVSQSadLCnzx5UouLi0omk00DKaEPQsIPh8PGCOC5RR5LoJyenlYQBDp27JiZcjMIb2Rk\npCkQe6krslb+XyqVNDk5aUkVCVk+nzfNPhM31lobNpgiK5uamrK0nVIc+RnYCjeX1J7MtFAoWIZK\ngOWEJgDyfZCiObFpKMDDQ1ECpsT7gyzNw8CcHkoO1DMebC8UCkqn0xobG9PTn/502/Czs7N66KGH\ndPToUR08eFAHDhzQww8/vImn/hrXddddp1tuuUXPfvazmw5SaaV5xD6Rmrv3ZIs0P6myfJVCAMQD\n1/vfetoVDS0/1YHMi/dBkwZONFJnPE19Jk3gRGHlP085Dx7JewduqFQqGhoasuwvCAKjIUWjUZsZ\nRVCbnp5Wo9Gw4IoklcC5c+fOJs9gMs9oNNqUyRIQM5mMCoWCZmdn7Xv6+/ublFQDAwMaGRmxgwXr\nQapRaTnG7Nix41EQ3Fprw1Kjjhw5YoBwW1ub0T9CoZBGR0eVyWTMtxGCMqW2H65XqVTU399vgRVc\nh40Kp45Tn4zUjzmhxC+Xy+rt7VWhULAAGo/Hlc1mDdCmBGw0Gk1WgNwHyo5KpaJrr73WZH0Mcztx\n4oQymYxCoZAJCJ7//Ofrsssu+/XcjM2lt7/97YpGo+rv79epU6c0NDTUBMsQIMlMyTBpVBLsaCb5\nrwXDa11eSYfBif9eAjsm1exfHPah89FkAlMsFotGXSKgQS0k8IPv0vgCf+XrfOYLrhmPxzU9PW2i\ngGKxaMKV9vZ2ZTKZRx0mPFeU8PV63XxHc7mcBgcHLYGpVqtm0Xfy5EmDHMLhsKmkYABNTk6abymv\n1dbWZj9nYGBAyWTSsN1kMqnOzk6VSiXt3bv3qUeN8lw0MBduBibOKCLApyQZJYkNFg6HzQFKWr6B\nYKHlctk2IKc4nFHoVGStlCDoksmC4aFKMrNqqBg0FniYaCpw6pJJ8L6gtvD53bt3a2hoSF/+8pe1\nf/9+PfTQQ6eVJ26ux3/96Z/+qT7+8Y/rRS96kUqlUtNgRmklQ6UpQmPJ86T5GIGI/e0FKf7Q5Wvp\ngNM0IQjyGt7TVFqRLeOG5t3zCSh8XTabbTKiRnFI2S2tPAdY8Emymfa+G858pXQ6bQGb39/jphih\neEWgx2NLpZImJiZUrVY1MzOj/v5+e08ESH+wcN2SyaRyuZwKhYJxZTOZjJLJpCKRiAqFgklGFxaW\npwfjRMVKJBLr7oMNG0wXFhasc47DNxew1fAEDJL5OARFcCTGyabTaRtD6xsC0rKmF7Nb+Hbd3d3K\n5XLq7e210h49vlehAA8wllqSvVfvBs7vheu4t9zjIYCszMM6MDCgZzzjGTp27JgeeOAB/eIXv9Ad\nd9zxZN+ODbUeb0z5vPPO07Of/WwdOHDAFHPexITFfSagkkWCFVJie3weDimBAVk02CTlfXt7e5N6\nh0wUupPnUcMeoEkFXam7u1udnZ06fPiwOjo6HtV8okG1ZcsWdXV1aceOHRYMJVnDiSF37FU6+lRl\nWOmR+GDDx+/Le/E8Wpq1PMM0qLDGC4LAGkmJREJtbW02qsX3P7gvvJeFhQUbNU21yHPOxzgIT7c2\nbDDdvXu3de4kmWaZplI4HLaynJuEZI7GUSaTUTqdVqlUsiDLSSstl9zlctmaQ9xcAhynHpkr42zB\nk8BfCKKc8KxGo2FzpsDPeE/gRKx4PG7uOuFw2Ix5eRhjsZhmZmYsGD/00EP66Ec/qltvvVWHDh1a\ns1m1uR6fdcMNN+iDH/ygrr/+ei0uLj5KZAHeSDXlu/ncexIAacWrgT1OIPb7mSAqrWDu3vykra3N\n8FBpRaTibfVQA+GERsOVHgSUKQJrpVIxzjYZInCA/zoarvCwMVyRlrNqgiuV38TEhGq1mk0yjUaj\n6unp0bZt22x4Xj6ft3KdTBnKkg+G0KgYjEmTz3Ntsd/0QzW5D8yHQl3VaDQ0PDx82udnwwZTb0UG\nfQTifjab1dLSko09wPEcMnA6nbaNAy2ELmIrgR+/RWbtsPnb2trMT5UOP2A9JGAkadBVGPfr6VzI\nVL1pRb1e17Zt25pwN7huo6OjGhsbUygUamo+gW3dc8896ujo0M0336xCoaAjR47o4MGDevDBB0/b\njfxNWU8ED/eKK65QvV7X/fffr2c961l2cPuFhh7pI3sQiMfTmNjTdOah0IEj+uzWq6kIAJS6VDFU\nU+yzer2uQqFg3XISEUl62tOepvn5eQs8NHAlNfEzPc4bBIF9HZQp1EjSihUl04LhZpON+5FBx48f\nVyqVUqlUMgqUJEuUMI0mWcFSj59L5r6wsKBsNqtEImGwwrFjx8ywBSpbqVTSyMiIwuGwtm3bppmZ\nGR07dkyhUMhobUePHrURRGutDRtMwV3GxsbU3r5sQus7palUStls1ly9AZMXFhaM8As4X6/XTbvr\nCfw0meLxuN0obqz3Y+Rj/NsP1yOj5dTznVc/ohc4IZfLaWhoaFUaTCKR0I4dO3T++efr1a9+tXbv\n3t2E6WzdulV33HGH3vve9+qiiy7Srl27FI/HVS6XNT09rSNHjmxiqk/QCoLASPz79u1rGpTHvfUl\nI58jmNKp99gqpSWZHw1WAhl+pBzefA2wFoGZ/S2pCSbwMmoCued4zs3NKQgC8wKmoUPW601WcP4f\nGxtTV1eXPWP0CfABJrgCBWSzWZ06dcqCXTgctu/lOtBgo/pEjZTP53XkyBGjV3nmAYlTsVi0ycBc\nW6Sj3qCaLHtqasoazmDffB8sjbXWhg2m+XzeuuGLi4s6duyYYUFtbW1NUjPGGGSzWQuC3gSW7C4c\nDltjyCtJfGCMxWIWbOkeDgwMWFZL8wmmAGRgr8EnkLaWDUEQmGN/Pp9/1OdDoZAGBwc1NDSkoaEh\n7dmzp6m51t3drb/8y7/UddddZ1l5a4Zz4sSJJ/rWnPXrieLh/tEf/ZF+8IMfqFAo6LzzztPBgwfN\nUBgc01OZeLB9+U9pT7CFXkSF5In3GPCAraPFJ5tkRhWZKVURZTzBkP0tLctFDx06ZOq/fD5v9naV\nSkWzs7PmsNTT06PBwcGmYHPixAk1Gg2bncQASKosYAsCP45NQAL5fN7UiV4Mk8/nrWpDjo18vFwu\na2ZmpqmZVygU7ACBcUPyxHMGawflJNceU+lQKKTh4WE7gFqFNa1rwwbTIFg2UuBCcYqnUinT0mLI\nwA3kxtG995ZcEKQBr/FWhBIBJgq0gDHD/Py8ZRo0wiSZ1hm5KwYUUF2AHjh5ecgGBgbMmBZfxrUW\nJ663Vjty5Ig9QCweUk7szfXErN7eXl133XW66aab9KIXvUgnT57UsWPHmpoXBFJpBUfl0PYacRo1\nkmwwI1UO0BLBJZvNNg3ZY1AjDRdMe8AsgbbIMPH3zefzltmCFcJdhTkAfQpjZjBOScbd9Hp5XPOn\npqbs+fIEfBIbb5vJQtkE5Fav15XL5TQ3N2dZOT2DrVu3NvkAnHPOOXZY4PI2Pz9vZkMzMzP2TDAq\nu62tzSiV0C6PHTtmEAZJy1prwwZTSebJCIbkjRqYKcOJTlBqNJYNcEulkk08RLoZiUQMFpBk5YUn\n+/rJkmwKLzUFw/Fm0W1tbQaoQ5/CE8CTuVF9DA0N6d5779X8/Py6blGHDh2y01daBv1XG61w6tQp\ndXd3N3lC/iavJ9K74E/+5E/02c9+VpFIRFu2bFEymbQHlyrBc0QJoGSqZKQEAgIqjSQyU2mF+cHh\njvSSwArPmv2Kd4Dfc7BS2BdBEOiSSy5pmkDB80AG7CdYeEMe7P4I2tFotGkgXqlU0tGjR63RlEgk\nmtyYCNi+mQYvlySArv/g4KDa2tpshPTRo0cVCi3bCC4sLOj48ePWUE4kEgbF8bx6KqQkG1sNjgsX\nlurBDw5ca23YYIqjUxAE2r59u6kc2Eits2Vwp/GljXfRQQHlddUA5fl8Xslk0vAT8JZSqWQUK9RT\n0EvAcAik3mKsvX151g6YKaW/l83RPJqYmFi1E7+4uDxQkAyX1fp1sBH6+/sVi8U2Nf5P8Nq2bZte\n9KIX6TOf+Yxe85rXKJ1OK5vNqlQqNd1nz4v2+KjnhlKyk70S2OBJE5zBGn0Q9dVao9GwPeqzq76+\nvqbmK9khAdZLrOFdo3Ai6BPkfPZJN5z3QbecoX78TuzrVCqlarWqUCikXC7XRP2jQYSePhRa9iDF\ntIXx0QTfVoko8lWyT/BfgnYkEjFGzcjIiMnDeUZpHFPur7c2bDBFLwtPLQgC82OkzMnlcqYRJnji\nBiXJVBeA+th/cfrjTk4mwTRHNgcOUxg5ACP412bT+XneWJihUgFcJ5j29/ervb1dc3Nzmpub04kT\nJx5V8t99993q6elRNBpdEwrgZ0WjUQ0NDTVp/H+T1xPtXXDjjTfqH//xH/X0pz9dU1NTqlQqZqjs\nZ0FxiPvmCHtVkgUPj9377wWD9wGS0hUONcYlpVLJkgGqJhgoUIqAqg4fPmySSzDd7u7upu48fEzP\n2ySAHT9+XI1Gw2Y/McmXn0cw87LSU6dOKZvNmhIrl8vZWBVoi7ABCoWCvW+gDrJJnh2yWYI3hwNY\nMWNMSJYQFPBsUoFy3Y8fP35ap/0N+2RxEwhqnphLWYJLU6lUUkdHh82x4aL7bjxWZkhPvWdke3u7\nZblDQ0OSZP+mVGMWNxxWXltaGfdQLBabsmcyDOR5AOQEczCpbDarEydO6NZbb7VGwP79+9fNMplI\nibRx69atmyX+k7Quu+wyxeNx3XLLLXr5y1+uXC5nBHFpRZ9P997T7Tzrg4cXXwjI/RygY2NjVgWB\nFUqyAA1eyL4kO0XSyUHuxSWYjHR1dZk1n6/IeB5ITsBogZsikYjGx8ebFEzJZLJJ8YWPKcR+aTmz\nxR0fCam0orACDsFnmOtIg4xGLJgnHG6CZ2dnp4aGhgym2LVrl137aDRqJT09DElNhxeZ73prw2rz\nH374YduE8Xjc1BncXIBpAisGDbFYzEjH3DT4pJ7o7Me7ot3n1GPYXkdHh836BrviAWF8CTeHIE0Z\nx81pNBr2fz9cj+ALvSSZTGp6elrf//73lclk9La3vU179uzRavcPB/LR0VENDw/rnHPOMauyzfXk\nrM997nP65Cc/qW984xu66qqr9NKXvlSxWKyJyuT5xVjz4aVLB55DFzwfWAeTct/E8n+DNxJIgZgo\nvX0Pge+DkeL5rGR8hULBZJe8Hx9A4/G42dYRRHmOuru7Dfv3Wn/YNxwUCGnIqmHrDA8PK5vN2rMN\nTuuNVHiP8XjcOK08ozRgW20CEeXwvmg2SysOVolEQpVKxRyptm3bpsYa2vwNm6qQ0VUqFc3Nzamn\np8c2F1gOmmH07H4sAqULoxW8MwygOY2trq4uFYtFGxLGyUX5j9YXigUDwQiOnPxsNAKyV13wgEAM\n7u7uViaT0ejoqCqVis477zxdfPHFuvLKK61Dy0HhF4MDR0ZGtHPnTm3bts2mSG6uJ2/97u/+rt71\nrnfpoYceUldXl+bm5rSwsKDdu3dbIIP07n10vX0jxs58LYPkIOTjDUH56v8mqCBzpjRmxeNxZTKZ\npu9j/wdBYOyVVqtJMtJQaHmUCGq8crmsvr4+MyTBBIhAtm3bNjM6oZkDrAYEgvuatPLMxGIxOxgk\nGUwXi8Us+EWjUWO2pNNpG/VO5Qp/1gdd4Dx+BuwDGAaVSsUUYjSnTpd4btgnDF6a9y7lxOLiQX3y\nJOhkMmmNIj+OAaoVnU9cprhB9XrdKFTcYEoKTrcgCIyjBpAuNZO1JdkYaEp6r5UGNsAMmBNRkgHs\nbLzVFqYWQ0NDuvjii6202Vwr68nwe+3s7NRb3/pWfehDH9LVV1+tBx54oInIz8FPICXoLC0t2UHL\nfmCfoJwChmLvSLJOfevfkoz2Q8KwsLBgDR3//WSy999/v/n8QsPiNVHf9fT0aHR0tElk4A1eSDQk\n2SQMSZqamrLsuFwuK5fLWQ+C3oIk28MkPTSDwFChOHZ2diqbzTZNB8Z2k6kWDNjjejD7ip+BamzL\nli12UA0ODjbNszrdyBJpAwdTcEw/wyUSidjJ7elMOIZzqpKR0pWUlvFKmkRsckkGjtORZ+opJysP\nxuDgoL0WOKzn/Y2NjRmu5Q0XeJh4L5R/jcbywLPT4TR+eUuzffv2bWKkv+Z1/fXX68tf/rKuuOIK\nHT58WEtLS2afSIVEZx9sj+BJQ4ig6TvWeD+0tbUZs4QqCC6xt3r0lCz2WF9fnzVU/WA9BCtQhBha\nKcmy2FqtZsHa46u+fMd5SVqGAfx4EjrrvN9Tp06ZDzABkO4+VoGLi4s2j601i6Za7OnpMY8B2Acw\nBKBJkiBRtcJ08PcGsQ2NO2ThT1nS/uLioqanp01qR4lA6ZRMJg1v6u7uVrFYtCzNm9+iNiKrJXuI\nx+OGMQ0ODhofDmwFEL67u9te12e6yOfQPNPdJ+sAy+KBocyT1OQEdKaLk7Ovr0//63/9r9NOUvxN\nXk8kz9SvoaEhXX311frXf/1XnXPOOZqenlY2m7WDVpJlUN60x3NEpWZNv7Tijwou6LPHIFgZ3eM5\nrfhDQBtkLxIg+Tm1Ws1GV0NJ8tNUfUd/enpapVLJzNYlGVZKxlqr1YyiRHBHoQg+ixpKklWbksyv\ngP8z5pqEh+uSyWSs1xEOh5vk3RwE9DJY/LvVGYoYwn3wM+FOJ8XesMHUS0X9DWhra7POHAEWFRSj\nn8F0fBYryU4/Si7cngjGbDZkqd6BnL9x5OHGd3d3G9QA7uTNJiSZDp/v9w2Evr4+sxhba7ER6OwO\nDw8/wVd/c53puuGGG/SRj3xE1113nbLZrJniSCtdfR5a/g2kxGDGU6dOGY+UxioHMWU7XXeaWlRA\n/f39pnenocLcM5yhqKwI3pKavgZ9PqyUarVqYz/wvGD/e+coX+oDX8FEIOgyGUBaMZsGG/aG7pDo\noTiRoXpYgWYTSQg4cTKZNFiDA4JriCE8GShqMjjkqKygIa63NmwwBTPs7e1tksdBUJdkNAo6lWCR\nNGm42D09PU1WY2xoNoIPbK2bgzEkHjj36igoStIKrgWvj5sOHYSASTnC7+MJ2KutxcVFdXZ2KhwO\na9euXfrud7/7BFzxp856MmdkXXzxxdq7d6+KxaIeeughm9cOxk9Ji8qGzAtM1auVpOWSuVKpGD6P\nZBlCvPdJpZtN43VwcNAwfqaSks2RlHR1dengwYMmE2Uf+zEm7FdJpiIEx6TfkEqllE6nDa/P5/PG\njvEBsFqtKplMGg7scWOv9AJzlWRZIpxsILyuri67liQyZOFk+xwQBEyYLzSegDp8RgokCIyx1tqw\nwXT37t0mj1xcXNSWLVsMy6HTzaahjOBk987knEoYi0A9odQH/MeqDBoIFx6OGhuAAJ1KpQzEl1ZA\nb6+w4OTmdJRWuG1kCcASawHgxWLR/FZ37dq1mZWehevGG2/Uhz/8YV111VVmyAEm52lKvqPvsUQO\na4+dcmiDC3qq08LCgh2uVFuelE+Qgdva3r4y4hz4gWckn8/be6Fc5+dBy2pra7PgRTbnOZt02imj\nq9Wqybb5/YHPyNop37lOOEllMhnb84wUklYEKpif8HPxa0UAEASBCoWCcb657lC3oCT6qQUcJKdr\n5G7YYJpKpczNJpPJ6MSJExa4PMWCDBQZGbgngRXzWPBNbjL4E11ONkxrKY/0zoPieCt6lQqcOegq\nQANkzNwoyhQ+xom7mv0X7jrMDD/33HMVCoWeNExwo64n+/q87GUvUyqV0uWXX67jx48brYg9xn2m\nREdmDHQDCZ3mCC5SNE4oX5nyyXOBXHNgYMDMkk+dOmVE976+PvX19Zn1JPLRZz7zmdZYIpDAayUT\nZv/TpGHefSgUsgyOQAn7hVEhNMxIVsCHqf74faFg+Yas79rzjHuYj3Em2WzWKkCUYGSiYMUE4v7+\nfhu1wvXzHPJcLqd8Pq+ZmZl17/OGDaaczJQMNKE4KSORiEnYaCrV63XzUSRjJbCiwIASAR3CA9Wr\nlfKRSKTJRKK9vd2Iv9A/MDbxI20pvTipyVJpLJCBeK6cX5RF27dv18jIiC688MLN7v1Zutra2mxO\n1Pj4uGZnZ62b7Y2VPRQlybJLKFIEMElN+xYlE3p1Dl5s4+jAoxIKh8PKZrPq6ekx3JMATSZH1uf9\nTkdHR636owRnKF1rKc0MKLBIuu1k5dKy5JpxQjRmG42VoX48E15yK8n8DqAz0qkni6aHwGtKK1kl\neDS4Kb8fB5C0/GzBM/VVwFNWTuqpEB0dHZqbm2uyuaMEgpwL9YhTj0DLRcW4ltMRTJTTin/Pz88r\nnU5b0ASwllZcyNlMBDcw19nZWaNa8f4lGQGbzUvw991HAHgMdRcWFrR3717FYrFHBdInExPciOvX\ncX1e//rX61vf+pZe+9rXanZ2Vl1dXQYteXydYIlfLgGBvQBP1cs1/Z6XZI1TlHrePJnKCzyU+VAY\n9PT09OjgwYO2nxCSAB/wfLDP0d2j8OOZo0qDUSPJAr8v7QmumDlLsmYx0IQkG8HuIQSaZz5T5XCi\n1CfjBQdta2szg3hKeoJ6sVhsyu4bjYZ9bi2RjF8bNpVZWlrS7OysnR4Epo6ODlM40FFnNRoNU0Z5\n5x7I8JzkqEMoP7iI3DBwT5QYlGcEbahQUFHQLtN0At9hQ3pJn/+3X57Pik1fLBbTzpZZUZvr7Fz9\n/f167Wtfq9tvv12FQsEOcSohsH5P1aFE9eU/wRGsnim2ZHVeqNLb22uNn3w+b8qgeDxu85TS6bTx\nroeGhgw+gIDf1rYysRTps+eYIpUeGRkxKM3zpoG0/Ewr9nyhUDBDEt9rgIoFzcsrtDwGSr+hXC7b\nM8r7ojeCyIaRLTSuGJPO92MhyGw1KspGo6F4PK5qtdpkd7na2rCZKTcHyhFpPCYmqBcovSGzZ7NZ\nOwEpJTiVSelLpZLx3nx576Wo7e3tGhoaMtCdTqKnQnG6QQKWZM0BMFvvBrSexRcb7MiRI6rVatq5\nc6d27969aiDdxEzXX7+u6/OOd7xDn/jEJ/SSl7xE09PTZndXrVat6USjhkyKfQ2+75V4BBsysqWl\npSazEEp7+gQERoj+KIdgjfBzn/e859nXE8Ta29tVrVabRp8TOEkefFOMwI7RNBglRj0eKoPFws8i\ny2VkO5CCpxh6LNVjtUBkCGPwOPDPGtWAJPP04L34hAsLTirK060NG0zZQGAZIyMjNqoEDhuuMQQ0\nQHW6+GBJ8DjJAJCjETQxdcjlck3ek16VARblqVB0PDGxphxBXSLJArn3Ol0rqGKU8Z3vfEc//OEP\nn4SrvLkez7Vnzx495znPMbs55rh77binB3njHJ+pSjIOKmUwJXC5XNbo6Kip7cAxpRWTEfYrWGdX\nV5eNCDl16pS9Fg5n6Nn9vkylUiaLJlhi2UdDDD63JEsoPKWQzBZ6IY0rAjCcXDT+fJ6mMHBBf3+/\nHUgoqfw1AkOlz9DqgQB3FWEDkzEkmXjGP/drrQ0bTOPxuMLhsAYHB80AlgsqyQwVPDe0Xq9byYJb\nlFedEJgXFxc1NjZmHczFxUXr2kMOJrvlFAPT5OTGFg1poCSDANrb2zU8PGzZAEoOOrutzSa/EomE\ntm/frjvuuENHjhxZ9Ws2MdP116/z+uB1unXrVs3OzloAAMYh4/L8Ukp9sFLUQ95rl8alL1XZb1Rf\nkOYXFhYMo+3o6DAMnmrvpz/9qbLZrAqFQpPHRbFYVCqV0tLSkj07ZIXQ+9Dze1tMqkJwUM9cwBLQ\n9xrIKvH59a7+nmJINg9mS9MYtZYkoxV69RjiAxg1YKlcN/BYb34EtWq9tWGDKVwxQHhJpsTo7e01\nTCqTydjgOzAXCLiUMpQsAwMDKpfLSqfTOnbsmAVWSUYvkWRZKG5SYF5+Tkw2mzVg33fyeVDm5ubs\nVAZb9aXGWqujo0PxeFw7duzQxz/+8TMyYNhcZ896wQteoCAItG8J73msAAAgAElEQVTfPrOsI+Py\nenMfPH1w4NCWViofSnvK10ajYdUQpTrZHh6ljDsmMHZ3d6ter1vgo4KjqUv2ysc8p3tpacmaaRwK\niAqgYpGV8jEOAGz3eF/ABWCmZMr8bsVi0eADmli8NjCdb0bxdf76ILX1CjIqQ7jjCwsLTX4aXO/1\n1ob1M33ggQesPKa0z+fz9n/P1eQCetOGpaUlG+4F7gMXD8UUdAmAeLwoKWEwZgC7whpPWqFPceN5\nLzS0cMDx7j50Nj2Re601OzurQqGgvXv36uqrr950htpA65Of/KT279+vsbEx7dixQ7FYTENDQyYs\nkdQ0u8krodhHnZ2dZtpTKBQUjUaVTqdtDhPZbDweN0I9+w64i7IfPBQpNkPspBX2AFUXQR5clGyT\nTJeARWlOpeWFCvCweZ4IiJIsS/c+rNCUeC1vfg1cwL+lFfoTkALfyzXBKpDfhcx7YWFBAwMD1v0H\nw/bN4d/5nd9RYw0/0w37BBI0Pe7psSBJhvdIaqJt0OkDvM7n86aI4FQul8vq6Oiw7jlfS3CVVrit\nbHxkrWBLvgFAE8C/vr9ZbAgfdDllV9Plx2IxJRIJHThwQA8//PBpg+/mOnvWNddco5/85Ce64oor\nLEiB23Pw+qmZNEj8NAks6AgmZGx0z3t7e00HD0Yfj8eNEUA2hibfTwElQ4M1wscJttIKUZ7XQa3l\nh1cSyGgGS7IA7ClSzHlC0gq0AHOAYEaQzOfzFrjBMmHKUKnxOp6vjYrs1KlTTcMlgSCk5YoSfJdG\nG19zuipwwwbTSqVicrnFxUUrw6EeEdjYUN7hvKurywZkeSpKLpdTLBYz9yewWI//UBag2SXDRNMP\nTctz+8B0oIzwPngvrSc4mcd63X0YAUNDQ7rzzjubpphuYqbrr1/39enp6dGb3/xm/c///I81oXxX\n2fv0+oYkaj1f4Xh9uSQLquCJlLylUklzc3M2FykSiSidTmt2dtaeFyTWd911lwU55KoQ+clKfUWH\nPJRDH+d8ynRJ1mCTVibxeo4sB0S9XjcLPX4Xsk6yWwIivGzgNLBPSfaepRWbSwzk+V6wXprCvkIF\nCvAsnNM5sW3YYApWw8VbXFzUyMiIIpGIotGoudsgkSN4QZ+YnJy0U5hstVwuK5lMGl+ODBTiMQRm\nKFaQ+8FMAbVZ2O5JK6WHbxxIK/JRSU3NJ0/SXguKQcF1/PhxpdPpzex0A623ve1t+vd//3e98IUv\nNLtILyPFsBi6EpilN8cBywPWAiekucPyxh2Ux574j2SSYE2gJIBKMliAYAptyLvpe14plC0asAR4\n3xfw2noaaLwWQRg/AiZYEAz5w2sSrP0z5GlX0Mm80bU34CaR8RkuvFIveFhvbdhgSrY5PDxsOEc+\nn7fheZ6PB/0hFovZJqnX6xYQ8Vf02QC0jp6eHnPFaeXlsTHwokQkkEwmmxQeksxQBYyGE48sQ1oJ\nuATv07lF0XXs7e3Vj370Iyv3N3mm66+z4fqMj4/ryiuv1NTUlObm5kyJQ4LgGyVUKqVSyT5Pmdyq\n8iG7otFZrVZVKpUM06TRSvnNn1KpZJnoS1/6UksyfHZIBhcKhTQ6OipppVlG8CYQk2ki7/R8bT7O\nPicw+mdFWjFmJ7jx3PJvfiYJB8HPN7DI9Mn2eT94CpC1ck3Jmv2sKRSP61WK0gYOprFYTNlsVjMz\nM4bBEHgYrMf8GgJZLpczp5j+/v6mUxaaCHgSel9PiaLjBy6L5yLKDr4fuR2nOpuYoM1JC9GaG01p\nxAFwJs1BsNhCoaCpqSml0+kn7qJvrsd13XDDDbrpppv07Gc/WzMzM5qdnW1yQcKWj9JXWmls0oQh\nIEHxQ5EnqYkW2N3dbYT6mZkZ1Wo1xeNxM3z2FdDk5KQajYZSqVQTuwQsER4pQYigjw+pZx/AoW2t\nmpaWlpq8iFsrNU9VpPzn2aPK5PpIK/JPfg9ek/fnR8Z4KS7BHA4q155kCeiFALze2rDB1FOi6FRS\n9tBZZ7gWGWe1WlUul7MOpM9gIQJ3dXUpkUjYJvSGzmwQmke+C1gsFm0mDTPGu7u7lUgkmgJnPp+3\nrIOgz4YF9PY3jZ+5WhOKRUB9+OGHNT09rTvuuOPxv+BPofXrxkxZ+/bt08jIiBKJhKampswYhKqE\nktnvdZ+temI5AQO1j3dvAopijlKjsWwmMjExofn5ec3NzTV5l9599922t4MgsOYMCQoGPj7bpJyn\n0iKwebVR6yLoEWxJIHgmgAuYeMHv4V39eV9gr1wPslyf5ZPNE2A5mPCV5ToS0IEwisWiyuXyU7cB\nBZ8U5QSjQ/zYAp8Fwg3FlcePCvFms1w4gufCwoISiYS6u7s1PDxs8IK0cqPgnILBQu4lyLLx/ckH\nDOC79ixPOCbj9VSP1gVrAYjBz7baXGf3uvHGG/XRj35U55xzjh22ZEHcbzI0AiFZGVkdmCi6fRgm\nHic9efKkJDVZTkKGJ2DAiqGKoinDIrhKK9JP2CteueUD4loVFoGWg4KgSlCGIkjARXPP5wnAQHke\nr+Xa8DNQkkkrSRhYMe+FjJWAzc/3cNtTVgFFdkhZUSwWmygPaI/hz+FnyAYED1paWjZXIBtl80pS\nNBrV0NCQUaKY3c0mwTCaAWXScpbozWRhGjBgjNPRlxtsEn4XNrufdU7zYS0+Kea6k5OTlqVuBtTV\n19mAmbKuvvpqHTlyRL/1W7/V1I2Wmsd+0LDxozl8mc/Bz57Dog7tP0R0Ou906aXlIBmPxy3TPf/8\n8028QvIhLdOGoBf6ngQ/m5LY8z9PJ0IhSHnXNE+y99kkvysQAN9PRkk5zvJZr6cdtlLMeA9cD4I5\ngfd0vwNrwwZTTiy6mNyQdDpttnsA0t4sGrAd02iAa3CS3t5eGytBluBPslAopL6+Pm3fvt1ONEx3\nPZhOuYZLDjI7NgNOO5JsMiWBmQaCtGJ+ws8iQ11tIYGD8uLpUpvr7FwdHR36i7/4C/3DP/yD2tra\njOIkrTRWwA35P/gpwc8rj4aGhoysT9AJh8OqVqsaGBiwUl+SNW3pGzDPySugEK54Xwt4q+CKBFRp\nxRBakgWs9SAqlp8yDD/Vl+jwxL3WntdvhURaE47W4MxrsnimPOzgs2rfmF5vbdhgCmEfIJzym2Ff\nwADlctkc6blJZI61Wk2pVMrKG/4PJuMvoh/rXC6XzdmfQEtQl9SkM+bGkh0DH0D1kFacpFBP+QDq\nzWu5wZT9rQtgvlgsNokLNlfzOlswU9bb3/527dy5U5OTk1aSUq1Q0oPzVSoVdXR0NM2NIoONxWIq\nlUpWgodCIQ0PD1uALBQKxpcEe+RZoJ+QzWb185//3KAj9hDsFhqk+Hv6BpMPPr5hs15W570I+N29\n8bUPnpKafg5wAp/jerVSD1srtNaS3QdMsn2ybf81T1nMtF6vW9AD8/EzmHxHj+46GSTcso6ODtMa\no+ygwwnPj9fK5XJWchDcKLuAFMBtmD0F/Wlpacnm1kCDwr4PBQo+AYODgxb0wXP9PCg2+VrlPmVe\nPp/XyZMnN0v9DbCCINCnPvUpHTp0SPfdd591yaWVhhMiDgxFwP/BK6nK2EsEVQQlPCs+aAJ3UW2R\neUoyqhRlvu8nkAlLanqvPuD5/6+3SADgfy4tLRu4+z4C2W2rAQyZMRUbz8eZZMIsz0v11R9VqOeH\nn+51N2wwjUQiRj1CDseF4eKEw2H19/cb3sIpfOrUKRv9yqTC/v5+y2yZNUMZDsgP1Qq7Mj9TBkoU\npxeEfv7tSfhw9QYGBmx6ZCi0bNqLkQmjfXnvvhHF77xWMwqDl4WFhc1Sf5V1NmGmrL6+Pn31q1/V\nwYMHdfjw4aZyW1qZQOsxQrI5Pt7W1qZUKqVkMmklKRJSn/V5G0pYJQTJRqOhffv2NQVWppiSpZbL\nZZsWCmQFHvlYF00eMsOFhQUVCgXLuH3pT6MKTwxPo+Lne/YL5TvPUOvz4rNX/3/f0OLzXsG11tqw\nwbRQKNjoh8XFRSvvpRXyeyaTaer+wVVrNJZ19GSPlCqVSkXRaNRwpOnpaQuKvA6Z5ODgYBOHj4w1\nEonY2F1phU+HcxUGKuBAOF8xfoVsGrtAgiubx2uX11qc7EePHrWMeXOd/Wvnzp1697vfrZ/85CdN\nxtC+60yWVq1WTQ8PfumrFuCtVCplBjzgjpTgsFAI2Eyp8JxLGqF9fX2an583h3pfBreS4c90eVyS\nZpDf27wWzTYvQeUZZ6+TIUNDJLOl/+DlpSzfeKKSpSHlebdeYbbeelyCaRAE24IguCMIgvuCILg3\nCII/feTj/zsIgp8/8udoEAQ/d9/zqSAIDgRB8LJH/r8zCIKlIAje7r7mpiAIXrfOzzUJmJ+eODAw\nYEHKD8Wr1Wqam5uzU6qnp0cjIyP2eWbPtAoAGO8cj8dtQ2KEQikAKZrvw5IMd/COjg5FIpEmEnZn\nZ6dtUm+2Cz4L3ECjjZOaDGGtk5JNlEwmlc/nN7PTlnW2YaZ+/eEf/qFqtZq+9rWvWWOF+0xV5NVR\nZKeodsDxu7u7DR6SVgyVpZV5SvQJoEE1Gg0NDAzo3nvv1dLSkjKZjIIgMIELOKsPQGTEaxnyrLd8\ng8pnif51UD+txn5pNBpmdERgBl/mGvnG01rvoZXC5QMpAZ0sfr31eGWmC5L+rNFoPF3SZZL+JAiC\nCxqNxu83Go1LGo3GJZK+/MgfBUFwoaTjkp4l6Y/d68xJ+tMgCNgFa4IuoVBIqVTKTBdKpZJlmmyC\nVCplVls+I+3u7jadr7frkmT8OzZoPp9XoVBQLpezm0JHtdFYHqGAdtc3gMLhsAkHwJ14j2BfvDal\nPxs4nU7biRqNRpu6l2wUwPa1FhnHkSNHzNB3c22Mdf311yufz2t2dvZRjUc/IXNpaamJkge+Dr+Z\nQEu1E4lE7IAG8mJESDqdts8hZmFWPb4TqATr9eVJpSQQvsl6OsnlaovA19rFp9nlS27vyuYbRz64\n8yzTvDpdkF8toEorXX7+Pl1D93EJpo1G42Sj0TjwyL9Lku6XNM7ng+Xf5jWSPv/Ih+qS+iR1tbxU\nUtL/kbRmNsqii7cWNskJiuZ2bm6uyakJjBW6BWYnjCZpb2/X6OioBU+66tCnCM7QrB75PS0jxTi3\nt7dX4XBYpVLJcF4UWOC5YKhLS8szxj3Yjgs6400o6aCqrLd5u7q6lEqlNDU1tZmdunU2YqZ+vexl\nL1OtVtNdd93VhEViFUfH2evzCQJUNx5vR9MfCoUMHvDcTfBR8MkLL7xQ0WjU5jXV63VrkJIdY+Yc\nDoftvXm/08eyCGael+pL+lbKUys8wO/Nv3keERKA6a62PIeUr/EURWavrZfdsh53zDQIgp2SLpH0\nY/fh50mabTQaRySp0Wg8oOXJqP8t6eaWl3ifpD8PgmDd99bWtuy3yBwb+JX+ZPGfj8Vipk4Cr2Sz\noIYCG0kmk8pkMpqamlI4HLYMgJOQOeAEWjTL3FAaVcxC5wHI5XJNAZaRu5yqNBLYSGC4aISRqpJh\n8FCttSD7Hzx4cBM73UCro6NDz3nOc5o8PuEus8dW0+fTnIGZ4ue/Q7D3kBeGPB5rbcUtgaFQ1rFX\nCb7ev9R7lD6W5TNDSWaj6WlQvqPO8+FHSJPdtuKtrX+v9bPJjD1eCga7Wta62npcg2kQBGFJX5J0\nwyMZKusPJX2u5Zf4s0aj8VuNRuO7LR8/quVAfM16P4tJoLiI+8mG9XpdxWJRfX19KhaLRjLu7+83\njNRL46Tl0yyXyymdTttre1B7fHzc5HU0i5aWlswPke4rHojRaNRG6BJg2QSNRsNKeRx9YAKg7ydb\nrtVqZqpCV7Fer1sj63QlTG9vryqViu65557N7PSRdTZjpqw3vvGNWlxc1OTkZJMyj4ebjNXr8yUZ\nVuo9Jebn53Xy5ElVKpWmvUQZT0ChsrvnnnskqckDoK+vz4J3EASWhPC9yC5/mQW8QFBby+iH59sH\nWkmPKvU9hcqvtZ4V/7VUhVxPXvdM8ODHbeD6IzjnlyX9W6PR+A/38XZJr5L0zMfwcv+floPyf6/1\nBYcOHdLFF1+s3t5e/fzny32t0dFRLSws6MSJE3ba9vb26t5779Xi4qKe8YxnqLe3V3fffbcajYZ2\n796tjo4O3XvvvWpra9P555+varWqqakpzczM6LLLLlMQBDpw4IDuvvtuXXLJJers7NSBAwfUaDR0\n0UUXKZPJaGJiQouLi7r44otVr9d1+PBhtbW16cILL2z6eXv37lVvb6/uu+8+STL7vIMHD0patmUb\nHBzU/fffr6WlJZ1zzjlqNBo6evSolpaWtHv3bi0sLCiVSklS04hrv2hESMsPUyKR0M9+9jPt3btX\nsVhM3/3u8vlFuUtw+U35/4EDB86q97PW/7du3apkMqmRkRE7kOEsS8tBqLe312hK9AOOHz9u309A\nlqSLL75YlUpFhw4dUnt7u572tKepq6tLd955p4Ig0KWXXqqenh5zjbrwwgtVrVb18MMPS5LGxsYk\nSdPT05KWn7fOzk57P35m2mNZYKJQDlfLAD23leDXGuDIsjFmaV2rva7nmYJLU6kCpZzpnLXHZQbU\nI5joZySlG43Gn7V87iWS/u9Go/GC07zGTklfbzQaFz3y//+t5WbW/9NoNP615WsbP/vZz8zRnkFh\n0WjUZjh5QN4T6LnQ1WpVsVhM1WpVtVpNQ0NDduLn83k1Gsva+97e3ibZKadeLBbT9PR008nV3t5u\npUej0VA+n7ebi5EznVbvkeiHgnE6c1/ILAuFgpVc4Dc0GTy3dq01NTWl+fl5vfGNb9TQ0NBp72ml\nUtG3vvUt3X777aZ+6ezs1Pbt2/WOd7zjtN+/uX71ddttt+mb3/ymnve859l8qFZ8j/1Nc4h9urS0\nPAK5UCgYSwWJNXuKfU+g8hQnMlKkpOj7ae4SAINgZSIocuoz2Y9+UfHBWV3v+/0z0op3euu+tQKg\nD8D+e/njm1tkqMAei4uL+v3f/301nuAZUJdLeq2kFzgq1Ese+dzva6XxdLrlI/t7JW1d8wsbDcMB\ncfLOZDIaGRmxsjkUCimbzRqeSSBEs59KpWyT4PVIIEUZwobxZg7ValVzc3PW/AJG4EQDpB8YGFAQ\nrLhVQfxHIYW/Kdip7056o+lqtarh4WEjDjOqYT0nqdY1PDysIAh0xx13rLvRv/CFL+hVr3qVRkdH\n9aEPfUjbt2/XRRddpN27d+vrX/+6br/99jO8lZvrV11XXHGF8vm8Hn74YevKc5BSCoORguHTVIV7\nDTywsLCgWCzWtKei0ahBR7BDfDPKD3vk+aI54417fCPIB7gzXcAFkh7FWPCrtUHVuijz14MbgA98\nQ4v/e79Ulm+AnW49LmV+o9H4ntYIzI1G4/Vn+BoTki52/79b0prdlVKpZA0lOpioJyjxcWySZJsO\nSzL4etVq1cxR2ESQlufn55vwzPHxcR07dsxuGHgpTSZucrFYNJkfWcAjv5OVazTLarWaotGoYads\nYkZAs2loQKFcwWHIy934GavdeMj/99xzj/r6+vTiF7/4UcYNS0tLuvbaa/WBD3xAn/jEJ2xGuSTt\n379f8/Pz+tSnPnUmt/OsXt/5znfO+o6+JKPGPfjgg7rkkkssONbr9SbtPBNJGfAIzxqjknq9rq6u\nriaaHhTCnp4eRSIR5XI5m9Z733336dxzz5W0MiECg3Qvo87lcpa5eez1sQZTDgkfqL0vAMvvbcpz\njx97mtaZLJ/dcujAayU5IgE7k99pwyqgKAkoR/ib8QzJZNI2HF1y39HH3IRMlWYPzvk0lyTZ6Idj\nx47ZSQUfNQgCzc7OmryU7ikBlzlQnnpFUwqLvfn5eTsMyJrp7hNgpZWTt7Oz01gAlCLeyGWtFY1G\nNT4+rjvvvFP/9V//9agMNRQK6RnPeIYuvPDCpkB65MgRXX/99friF7/Y9PHN9cSv173udcpms5a9\ngetFo1GjyXFo0wiFxO4TDZq0JBBAYfCfOfSLxaIZp3d1dZk/sB8KyXPHHvcl8S8LG3qq05l0zgmE\nrcETBZNfPD+rZbP+a/37B27wbl2nWxs2mHIjydZ8ICFwQkjO5XKm8Ojs7NTAwEBT1hcKhcz1Hrcp\nCPTwUAnIANRsZjYTm9pTSSil+H+5XLag2Wgsj47GSSqXy9lp77PhXC4nSaakyufzFvwjkYjJYqFN\nwT/1OJBfkUhEo6Oj2r9/v77//e8/6ro+61nP0l133dX0sQ984AN661vfqn379j0Rt/JJXxshK2U9\n85nPVEdHh2ZmZiTJYCUqEq+U4+H3Y3I6OzvNLYq9StBgxLLnL3d1dVmjKp1Oa35+3qTQHpOE8QK3\nFLz2V+nBYELkYYPTLX6mpyq2Lp6BtT7ns1sy3l/m99iwwVSSOeYz3xpTXGhLftAd5ffi4vJIZ7JS\ngpTv6KXTaeN41mo1U0thuBAOhzU9PW2blkmpiUSiaQ5UEASmPsIH0sv3sPYDLAev8Sd0LBZrCuwE\ndUohaYVkzAwemhWrWfXRcd23b5/+7u/+Ttdcc41++tOfNlmttZZX6XRae/fufaJv5+ZaZZEkAB1x\nWHrFENXSwsKCddj9mByvX+/q6jKOqp9kiqMa+GmtVjPqFPvU+1sQVOv1uqLRqKRfXgHlF93zMwlm\nVJK5XE75fN48NfAkmJ6eViqVUjqdtnHacG9rtZrm5+ctG0cFxnN2ph18vx43atSTvThF6NTjlBON\nRm1zgHcQ8JhtT/AhWwXDpPyhG4pvY09PjyqVimZnZzU0NGT0DyCBcDisUChkM9A9cdjzWckg5+bm\nmk5eAiZKp8XFRRWLRQuskUjEsB34fTTNkPfhcRkKhVQoFDQwMGBdSN8BlWRmLm9729s0MTGh1772\ntZqYmND27ds1MzNj1C1WPp837PmpsDYKZsqq1+uanZ3VRRddZHAS2SgVFfsac59oNKpsNquBgQEj\n/mOGArkdm0nvqFar1XTfffdp7969xmhpNBpmIUkGx2Hf09Njkm3pzGz31lurfb/3S8VuEAgPTm0r\nvOVx1NbVai7tjU5w2KLhTAXM9VpvbdhgigcpPoxcEEaLgFtCfUokEopEIioWi2pvb1cikTDpJxvF\nm9Ry88j0yuWyYa6U7+l0Wj09PcrlcuYiBZUKCR50FDr9lUpFQ0NDmp2dNaFBqVQyAn8QBNb4IkAz\nigVBgH9AIpGIZcN+PC2bkmyGoMrv1NfXp0wmo7179+qWW26x5lqhUNCOHTuarvVTLZhutLWwsGAH\nMOwSqi66+mSJ3CcM0TmkR0ZGlM1mTQxSr9fV39+vYrFoY3WQaJOkkA1D7ctkMraPyI6pkHyH/Zdp\nQvF78nv4JMBn0JFIxIb/rUXMJxgChbR+3WrZM405YsAvw5fdsMEUutD8/LyV4JKsxCZdxycUeeap\nU6dsNDINJi/Rk2QnLp39kydPGhxAkyiVSjXRLCDKA87H43Hr8NMYAPyHieBvHjeYkRSZTKbpUKjX\nlydChsNhczkfHR21aaf+GlDae4Ndfi/vXVAul5XNZhWPxxWNRnX++eeveq3z+byNyH4qrI2UlUrL\nPEwG4lGRUaW08k3ZP4ODgyqVStbJJ2OFSyot7zX2F2yX/v5+Pe1pTzOPXb6Ogx4mABStrq4u0/uf\nafNIklEIWZ7z6adOtC6eF29+QsYsyX6fx0Jp4roSvH+ZQCptYMw0Eolofn5esVjMBtv19fVZ8CCo\nSsuByTvlS8umuZQLYElgrzg+edkdoD8lOZJSghh2ZnTmCaSU+Wxc3tfAwIA5RkF14vM4o6/WzALz\nxWACGz9JxlzA6Nrjpattko6ODhuSth7gv5mZ/nqXDxqSLHME3/RdaP598uTJppnvmJEvLCwYIwMb\nO4bHebYLzSASAeSkQRDY3iQzpgFFNXW6BRUK+I0smz9rBVLPC5VWgnwqlbJr4rPSx5Idk5H/Kv4V\nGzaY8kuDZRB4uru7TbEEnxSwHUwUUxTKd7rgkUikiVdXqVQssOECNT8/bzQsgrMP0pFIRKVSyXBU\nst5wOGydeIaaeQ5sPp9XJBIxAJ7Sxm9kAh8PUj6ft5+Bg/ri4qKmp6ebDCd8o8ovoI2ZmZnfqGC6\nEbT5fs3Pz1vAI4hJK1mqtBIY6bLzTPA5aHng/5KslIYeCH54/PhxE6xAMfSZaigUUnd3t/1hf7Fv\n17OGZLVWTWeyfPXIZOItW7aoq6tLt9xyizKZjMFea5Xy6702Dbhfdm3YYErWBw7psyvIxXS0JTXx\nSk+dOmUBFAUSJGEfhJDhobRqNBqam5tTsVhUoVAwChNBtr29Xblczoj3HlNaXFy0bBqIgOyRrMAD\n5vV6XalUypoE4XDYeIGVSsUcqJaWlozkDwzAe4cuxam92urr69Pk5KSmp6dXDagowyKRyON+DzfX\nma1qtWrepn7YniQbKOkdndDKUx3BQonH48aAYWJE8IjBCbxUWAI0aWKxmDo6OuznSDKWgPc3JSv1\nBPwnctVqNTtYLr30Ul177bX6p3/6J33hC18wnf9qQX091eDplIRUCGutDY2ZViqVpvKjWCwqk8lY\nJx67unK5rMHBwSYAvlarKRwOK5fLGX7oZaE0eliU8ARBSaY+yWaz6u7utqyAr/egdrlcts6oN92l\nI+/d+6UVriwPB/6rOGXRhDp16pQGBgZUrVZttEoikTCSN68PjNBKO+E1//u//1s7d+5ULBZrus40\n+X5VysvZtDYaZloqlUxDL8n8Hni48XVgb6KUIpNlL4LD9/X1WXaKLp45am1tbdq1a5cxAWjoDAwM\n2B71bBKSBKpBFFdP9AKaw/3/8ssv1/e+9z3ddNNN+vSnP635+Xk973nP0/j4eBMbhlK+WCyaITbw\ngPdPZTactCJ3XSshYW3YYEpJT3Dx0rDBwUEbmFculy0IdnZ2KhwOW2lPE4oMlXLWS0OhoPAxTKeh\nZmCsIqkpOPf396ter1smSdMKyMEPxGtra1MymVQsFrMsm/nCvQIAACAASURBVMmoULqk5Ywgm83a\nRFWkg4z9DYfDOnXqlEZHR5XJZHTq1CnFYjGjrvDzWj0nx8bG9PWvf12zs7O67bbb9KEPfUj/9m//\npj179tjmIws53ZqcnNSxY8d0+eWXP963/Dd2lUolRaNRUybR9cZchP1EI4hDE8u+paUlxeNxeyZI\nHsD/mWBKVbWwsKChoSFTCo6OjioIAttrq9GtMPmBK00l96tgkCwv+eRZw5+gq6tL27dvN8jjxhtv\n1I033qhcLqdvf/vbOnbsmLLZrB0sxArECVDIkJAivqGRJ63MwXrKBlP4mHNzcxoeHlY2m1UsFlOt\nVrPyGKUGfFLKFUoQSPQ+CFK+o27ionLqQ/hNJBJ2gtE15TUokyDbJxIJ00pLyw2xgYEB64CS4bJR\nWjc5DASy1Uqlonw+3xRUcUZfWlrSvffeq5GREXNZZ4PTcGNjevrXZZddpr/+67/We97zHv34xz/W\nc57zHN188816zWteoz179uiuu+7SZZddtub9+OlPf6r3ve992r9/v17/+tef1cF0o/FMOVypNMiw\n4Be3wknQi/zkCZ4JaaXakGROaASjer2uqakpY6/EYjHTqEvLtntwPTm0/aQK5KbgsVC3Wpdnlpyu\n6vGdfqCEhYUFyx4nJye1c+fOJmghGo3qla98pSYmJjQ/P6+jR4/a78+U1u3btyubzaq/v1/ZbFbR\naFTxeFzt7e0mApCWoTBguPXWhg2m3hl/dnbW9MM0buCUwqmjHJCWFT1w6KLRaFOGGolEbEAfhGgW\nDaxYLKZisWgZL80oXqO9vV2FQkG9vb1GKaL8YRNLK910gifvieYY+BhNsXA4bI2G1qBKE4oNiq0f\n2YEnIxPA+drFxUWdf/752r9/v+6++27t3r1b73nPe/TmN79ZV111lZ7//OfrO9/5zprB9FOf+pTe\n/e5364ILLtCuXbv0/ve//wm557+pq1Ra9lmv1Wrm3eC71V4xxyEJjk9FQnZVKBQMPkLcAT/Zvz6v\nWSwWTUVIBx5xCRkf4hWYMVR5MF1asUZeg/dPBn26RTCdnZ21r69Wq0YRbIWoQqGQdu7cqWw2q87O\nTuXzeXV3d+vUqVMaHh5WR0eHLrjgAosf6XRaDz74oNLptLLZrF1jxv6Uy+X139+vqlj4dawgCBrf\n+ta3TAFCk4UyiAAHQM2F9pxMNg2UKkB0bO7AKQnYWPN5vijKqb6+PvX391sGASgPHzQajaq/v19z\nc3MKh8PKZrNNqiQaYmAzqVTKnIAokwYHB02AQNOrXC4b/lUoFJrI0/D9yJIrlYoFYpQeXjKHFPUN\nb3iDrrrqKo2MjOjb3/623vnOd2ppaUkf+9jHdNtttz3qXrz//e/Xxz72MX3wgx/Utddeq//8z//U\nM5/5WHzAN9fpVnd3t175ylfq937v90waKskanf7/4JYYR+MNIa3IjqVlaqCXMafTaUWjUcsqvfgk\nkUiYGUpnZ6exAlKplFVr/A0bBbqftLr5CHsdfDWfz2t8fFwjIyPm0+vNXfjdHnroIcXjcY2PjysI\nAg0PD2twcFC7d+9eN3MEIpOWA/Bdd92lO++8U//xH/+hSqWisbExbdu2TYODg0okEorFYlb5wQ5o\nb2/Xq1/9ajXW8DPdsJkpp2BfX5/K5XJT1sXMcW4oQ+oIuJKMuEzpH4lELMuDR4oBCqc+nyuVSmpr\nazNHqCAIDB6AtM+p3t3dbU5Rvb29TXxXqEyUR+Vy2bJfgjEbhHLJZxV+wNrIyIgFdhpz/K6URHig\ncn08rw6s9ZprrtHhw4f1ox/9SG94wxv0pS99SR/84Af1x3/8x4/CTR944AH97d/+rX70ox/pNa95\njf7qr/5qM5A+zguDEjB0ghJUPw5uMlDwUjjH7AE/L2p+ft4UUgQ8cFBpZTBlKBTS4OCgTQBGyy7J\nLCSZdQZk5n1VvQkL+9ovhC54A3/sYx/T3r179eY3v1mLi4tKJpPmIcyk3+3bt2tgYECNRsPcsFpL\nfL/m5uZUq9V077336v7779fhw4d17NgxjY2N6YILLtDf/M3faGhoyA4RrjHPG9fWB/611obNTO+4\n4w4LmOCnlPrI3aAGcWG8ntjTS3p6elStVm0+DtgnGJQk2yhgmx0dHZqenrZJpZzmXV1d1iTq7e21\n0xvJKzxV/AP4foIxElW4gQMDA5YV856ADJDPEhBpwk1PT2t8fNx+dziq/l7TlfVk7/7+fo2OjurK\nK69UuVzW1772Nb3yla+0ES4f+chH9JznPEfSchn4ghe8QFdffbWSyaTuvfdefeUrXzktveRsWBsJ\nM83lctq5c6de9apX6corrzQdvm8mgqF6T0/knnw9fGywUCCjVCplB3Qul1MsFtM999yjHTt2GG0Q\nqAtFoc9KYc3QFSd4UdEBvXnIiYosmUxqfHxclUpFP/vZz3TJJZfowIED+vznP693vvOd1txtNBoa\nGxuz0pzpq5FIRBdeeOGjNPNTU1OamJjQoUOHdOjQIT344IPasmWL9uzZo0QioXg8blk6qkb+JsHw\n19InPOs57W/YzJRAinIJzBB+KWV4tVpVPB5XJpNRX1+f2d5xAwiS3d3ddjrt2LFDk5OTVs7j6UgJ\nVS6XzYTaA/ngToODg6rX60a9wM2KbJdueiKRsBN7cHDQIIv+/n4zi/aULVRWIyMjFlSxIPRZKQvS\nf7lcNsNgfg+vrZbUJA983/vepz//8z/Xxz/+cT396U/X7bffbrgpwfQzn/mMSqWSXvKSl+i5z32u\nDh48uCEC6UZbYOUINdhnXg3kD1NYIgSGSqXSNGSPaaJM9x0eHjaaEfSgnp4eY5Aw+qSrq8uaMBzQ\nJBYIAbLZbFNzl+YvxuZ0+3lGZ2dnNT4+rv7+fl122WX6wQ9+oD179uhzn/ucvvrVr+qiiy7Szp07\nlUgkdPLkSXvPOKTt2rWrSTBw66236q677jID97179+q8887Tc5/7XON4c/jwb89WgafrKzbGqZxJ\n0rlhgykbCgPcUChkZbUkm0za2dmp2dlZyx5RJvmLBMYETppKpQzg5gRlhpM/5QG1BwYGrBQhuOM7\n2aqhZnbTwMCAcVf5nvn5eYMtvDcpWTNlPidnvV7X8PCwksmkpBWS9vj4eFOJQkZM8CVzaA1+s7Oz\najQaeuELX6i9e/dq//79+oM/+APddtttevnLX67Xve51qlQqmpmZ0Ve+8hXdfvvteuc736l3vetd\n2rJly5N493+1tVGyUmklmHrajs+efFOIYMDXcnDSJ0CNR/9AWpFlE0QWFhZ07rnn2r6kaVMoFNTf\n32+GIxzOwAfszdnZWXsf4XDYjIV43jyPGvvJUCikcDis5z//+fr+97+vVCqlt73tbdq9e7ckKZvN\n2s8Jh8MW2IMg0K233qof//jHuvvuu9Xb26u9e/fqpS99qYlMeNbJMnlvsFsIxh4uAYYD+yVBOR3r\nYMMHU35xr6+npPYOMPDzOGE8LxUsJBRanp/T29trmFK1WjVHKEaJwCGFmgGHFaDfB62lpSUNDw8b\ntolDviTr1ksrbjdon8E5MZxGigoQTunBz4Rb6zFTNs7g4KBSqVTTCIbVdMgLCwu655571N/frw98\n4AP67d/+bX3yk5/UW97yFr34xS/WN7/5TX3+85/XBRdcoAMHDuiee+7Rgw8+qC996UtPyj3/TVxg\n7ceO/f/tvXuQ3Gd15v+8PaO5dvf09NxH1g35ImzJssFmudgmAQPGmBDYOGaXJDYbswkVZ5cUCakN\nFPyoFAlkK5AQO1CYbP1+JGyochI7Bi9ZfMMYG3BsbEuysYQl+aaRNNM909PTM6OZ6e7v74+ez+nT\nrdFIlmV7RvRbpdJMT9++7/e8533Oc55z3mdrjqzx3Hc9UiWfgF0uLCyoq6vL7jcRk5fxMfiZLmRU\nNhGlJRIJs3XOMwNx4jj5B/WFEwd08Dnt7e2ampqys6RaW1t1+eWX68EHH9SXvvQl/cqv/Ire8Y53\nqKenxzaAZDKpnTt36q//+q/1gx/8QP39/XrjG9+oa6+91iI4EDZ9A+CRmRdJ1oGNM904DDCfz1s0\nmE6nLZG9VG/g+rFqnalUe8AWN9zXqhNmEFp48bJ3Op43JAmEoXlpFcktQhcKAjhDB20d2U26VxEK\nEV6wI+L4Ozs7lc1m7Ya3t7db4iqVSml+ft52+cnJSdO4StXuT1IFjXd0dOjpp5/Wa17zGtOVkiwA\n2YA0mEOuv729XclkUg888ICuu+46/f7v/76+8IUvaPfu3ZIqXfhf//rXS6rQI29/+9t144031sjH\nVsNYTZwp1U/Dw8OGRpdqP0e4j/3TlhEqbHp62myYf/TM9XXp5XJZP/vZz7Rhw4aahCvcKXJDPt9L\nBVknvqiA6I/kLCL/ubk5JRIJZbNZQ8LQc29605t08OBB3X777fq3f/s3Q6WFQkFjY2M6cuSILrnk\nEn3sYx9TMpmsqQDjGlhHrFG04IcOHVJra6slcHt6eqyvRWdnpwYGBmp8AmCsvtBlqbFqnSl6UEk1\ni5nmHSBHSjTz+bzi8biy2WyNkBhOiUz3wsKChoaGrCRPkiW5+JxisWi6TTKmOEtUAlKVj+VnrwHk\nrKjW1lZlMhlLmFF2ys4vVVC4D/NxtIlEQuPj4+YcCdkk1VAY9WWFoPL6w8LoA5DNZvXFL35Rn/nM\nZ/T1r3/deFI/vvvd72pycrKRvX+ZR6FQUG9vrzZu3Ghidagm7iUOFjSKbnNhYcFaQVJB5e2CsBVg\nQZ1+fZd5avn9moiiyFQt2WzWFDC8V0dHh6ampgw4sImzRih4eeyxx3TBBRdYQohkbH9/v6688kod\nPnzYtK7xeFzJZFKJRMJQJ5QVKHNqakqxWExjY2MaHx9XsVhUIpHQ0NCQ1qxZo02bNlnzI3howBgD\n9QSRbP06OdZYtc6UXQhe0fdThCBHawcC9aVk09PT6uvrqzEwGubSYNqHQoiUaamXSCTMqHF+nPEE\nSU+GXJLxQhyJ0N/fb4iS3pO8b3d3t1WsZLNZQ5+EatRYe24VpNvZ2amzzz7b+hOwcUAz+NJYz7tJ\nVQecTqeVyWT04Q9/WFdeeaW+9rWvafv27TrvvPMUi8U0OTmp9evX64YbbtBFF12kT33qU7r22mtP\nSHi9EsZqQaVSxZkmk0n19vbWiPKlaru9+nvpq6MmJyetqISMO1pldNjIB0FhF110kSUk29ra1N/f\nb0dF+8dRFVDkgs0T4eFsOdSP3sOobzwth1OjSQlgY8OGDQaOaDD0wgsvmA0Tlm/atKlGUbNly5aa\nPAffyW8kvp8rOQ7/fVhXAKTT1plyEJgvXSN7T9MRyG5fhYGR4RS5URiL503b2to0OTlpiBYEiz6U\n7Pv4+HjNpHspCDuuz+jTx1SSlYNCqHd0dGh0dFQLCwuWUCOhgCyFmwoPzKICFfCdvIoB0T67LfXc\nSFh8C0FJlkUdHR3VRRddpBtvvFGXX365LrnkEuuT+frXv15btmzRt7/9bf35n/+5PvOZz+jaa699\nRe3gdB90ayJMhsrCbrn3UrXFIiEvuQI67tNDd2hoSLlczpwJdktk5BM0kgxZ+rJkSTUnO/jQGpkV\nkRIJUO9U0VHT7b+/v1+SrIyzUCiY8mZyclK7d++2wwXj8bjS6bQh1Xp5GLbs+w2zDrlm6DrWBYUs\nUAM4XXyEV00ca6xaZ0qGUpI5FCaKifM17TTFZfekAsr3hszlcurr67NuOehN/bnhhNQ0kcZBek0q\nN4fvSZIA1OxbmYEufTMSjCGZTNrmAOqmjSAOkWx/c3OzId1du3Zp48aNlsGH80GwzaLzSBIeTao4\nVEKpzs5OxeNxtbe3a8uWLZqYmKhJWIQQdPXVV+uaa67RJz/5SV1xxRUaGBh4eW76KRqrjTMdGxsz\nG/PnIXkwgMMk+SPVbrYgSBJF5XLZ0CX3k8z3rl279LrXve6oxxn83NLSokKhoJ6eHuVyuRrKgVNR\nEe3ToR+nyjEqpVJJd9xxh1VWdXR0qK+vT/F4XKlUSl1dXero6NC73/1ua9oyOztrGwXyv3w+X7PR\n0E+AOSAJlUgkDP1Ce/kEtJ83qBPA2Wl7BpTvUoND4eLhScm0YzTwLIQXnHNDFp2sPQ6PHb9UKlki\nCb6lUCiYFnRmZkaFQqGmkxTaNfgjqdrNm3rorq4uxeNxHTp0yHY+DMAnEiYmJpRIJGqcNY0mkHFR\n108JKgbDkQ5kXjlMr1gsmnCbg/gIGRmtra0644wztG7dOuOj6vuaklRra2vTFVdcoUceeURXXnnl\nK2QFp/+YmpqyE3e98kOqnu+FaJ6Eoy9VjsViNX0qcL7QVtizJDu5AiqnXC4bn08HfqlaNShVIxn0\nztBtVODhoOBkcaq0ynz7299uR+cgAZOqFIbvREWSjPdkY2EDwX6JuCQZMiX55U+8QIfL+3NtvAfd\n3tCs+3zIUmPVNodmEkGkc3NzFsKy2+AocKwcNbKwsKDZ2VlDg/zjhFIMg9f7Mk6kFkiWCGGQT+Bg\nkTX575vP5y1xBQeEhpUdvFwuG88DRwoPND8/bxwwqECSibQxrjPOOEPFYuUUS46+hTvlsD7Qrkcc\n9US8fxwEf6wjcOfn57Vhwwbt27fvuOHQqz1WCyqVKuWQTU1N5vBIhkjV0DqZTFqkggNlQyZrL8ky\n2slkUqlUyo4faWpqMt3p/Py8tm7dWiPK5/OxefpIYP+8//j4eM0R5AAXbBilSxRFdvR5Op22pJAk\na/jui0vg+aVqfwHsEBTqy1hZY1L1uB5OC2hra7OEVRRF6urqsrnt7Oy0OaXaEVXEiSSgVq0zhRMC\n0fmzY+hyQ0afsAYOBv6HJA2hDk4GmYYPp7mZ7H5wPPF4XH19fZasOuOMM2zX6+7utpMUOzo6rKoE\njpaBKmDt2rUqlyud82kcjWYVxUAmk7HvNTs7a1IrVAx0jvLVHBxhgSzFC5n9McGESIRq9QMpy1Kj\nXC4rkUhoZmZmVTjU1TLy+bzOOuusmmy9l7MRiQEscLaE0yAtnCINeah0IiTHNom4OJlCqjZUIRTP\n5/NW+UdTadQmgA3yALFYzJxu/dlR0BOs1xBCTdLKH7VMH2AAANeKcgHpn3eofD9QJ8+jEhHgEIvF\ntG7dOoUQrHG714kzB8cL81e1MwWR0fAWDsX37vSIDwcCce4rRQiVCFmp7kC7iTxkbm7OJFnz8/NW\nr8yuhrPBafOeKAkKhYJyuVxNFRY9Up977rmazCv6uY6ODqXTadvhERyza/qDxGKxmA4ePChJNVSF\nRyxQHz6ZAMLhuBMScGwMvJY6/6WqQeh8nsvlrEPPShyr6QwoFB5wnww4bhwOSVjuCwlL7h9RTi6X\nqwmJaZXH+oiiSHv37rWwuqenx2yI7mo4TBKpnGzK921qatLQ0JC1wpRkoITTL9ra2sxx4ViJ0Lzs\nECRMwxOuhw5WXkXAHOD0cLocuolPIOkEl+tPb6VLFPSHpw2OBxBWrTOVqjeI2vmWlhbjM6mhJwSA\nW5VkjoR2eqAzzxnCk2YyGU1OTlpG3HeWIURGUVDPs/IdPZFPqB6Px1UoFEzeweKA08GBY/D0E2D3\n9TsmKNsnJiSZQgBkwO4OsqG4ARSLMcGztre3m3YQ5Nvb26vnnnuuhh7wo7W1VWNjY8YbN8ZLG7Oz\nszXyOl/BRlSGPXC/PQIjsgGp0vMT6RFHlUB78Rm+rR6UmkeqvFaShf1oUaGWSHbxXaCmSBQh1Uqn\n01Zh6JNprM+WlhZriQfS9Hws10mmH2eM1AqaS5IdaIk9e9qBo1k4QNNLptDILjdWbQKKC6PDPTwK\nnZUQC9PVxkulCCk8RwhXOjU1ZTccaRE3ijKzmZkZ40mlaselECrn7JCMgtP0/CahFVIVCHLObiIE\no/IFY5ydnbUsJjcfVI7hSJXOPtTJg2QTiYQJ9XmcMAhkzYKgp6tH/v5c8lKpZA11l8rar1mzRlNT\nU5qfn9fExIQdK7ySxmriTCcnJ9XX1yepehIvEY0X6Tc1NZm4HVDgZUs4Pk8TgF5Bt93d3WpqatK6\ndevskL3x8XFzwGTusX9OokBQz3vCQZL0ymazJjdknaCXhnOl+z2ghOv0x7LwvZEn1ldakVeAqgOU\nQPdB80FvAWxoLRhCsI2LohleQzS33FjVyNTXIzPxhNYgTrhPwhYy4VJVwkSYASqEN+TMnFKpZJk9\nkBy6P3o9jo6OmrPr7OysSVL5nzEiEKU3ZgxUkt1UQhZK3tidfckrYZqkmhAKeQcSKRYYjaD98dDo\nVBnMFxlWX67X29trVEP9AOVQFdMYL214u8HRMLBVwn0a5/hkLM2jUbuQIyDRAwfKe3GU+NzcnNk8\n9tPX12e8oneggA0AQzabNZSL4+LgS3SkdHPzz2H9AoxYp4AONmbKS/lZquq1/QkVrB2KBHCuXDty\nMcAJmwfl18wdrz1eP9NV7UylKqkcQlA8Hq/plERiBiOELyS8gJskIUSZKI1TgP40HQFhUpEEnwl6\nhKMiw9jS0mK7MvIsEACif0J9356PblT5fN7q6akx9vq6I0eO2KmQ0AHlclnPPvuscZ+0U4PTYqHA\nQflMMdfts7HMLxQFC5LTXuuHb8KyUsdq4UwLhYI12/BJUxyrL+3EhrF1QAOvIWSmxHpsbMwKX+AN\nUXrs37/fHAdRHcdA033K86RUO5HoxMH6iIzThHHaUkWpgLqARs89PT0WWrNeKZn2jps8CaCJz0bW\nmE6nlUgkLOfh5VDYeBRFRmVBb6DaAVh44f7xelCsWmcKmc3P9TsJnCDaTUJX0CMTxPHLyWTS6uZB\nqz5TTsaUzCU3lORTa2urcbUksbxhRVFkmj2p4tRAmtARNIrI5/N2DTSQkKr6Pp/ZBdEipZIqHO7o\n6Ki979jYmJqaKofr8X6EbhgLxkvtfzwet/JBL3CWZAkAOCY/EFYfj19qjOOP3bt3m/PxPRWkagLK\ni/RBqdBZtJskMsIR+cQO74Hu2kc4tNyrbz8pVauiQIs4yPHxcUmyY6FBg6wDEC8AAnUB74lqBt13\nLBZTOp02sECyFZADNYC9eSkVwAYOmAgrlUrZ92Juyb/wPQFlPnJbKunqx6p1phDvUm0ZnQ9lyIxj\nIPCmtA2jC46vz8WpJZNJc3xoRqmrp9sOnBNOj50yHo+bg+PG0GwCLhG+EwPFwUMTQI63trZaJhYZ\nCs9jcYGiQRmbN29Wd3e3NVSppxqOHDmiTCZjSNobo6/bh6/yG4OX35DdrU9GQX+AlFfaWC2c6ZNP\nPlmDPqVqRZ0X8GProDWcH5s6iadisajDhw/XlFNTqcQGGEWR1q9fb58H+KA9HUJ+OFBJhmyhmLyD\nxdZ4D3TUoEFUChTa1NNhiUTC1hio0R+fQumnz4MUi0UNDAzYHHmUGUVRTRNr7JPQ3ztsqLKhoaEa\npcSxxqp2pv7gLkJkQnd0nGT5cRwkVOCLCGM5/oMJ8ydCYkScne3Fy+yqnIHjG+rOzs7W7IIQ2SC+\nmZmZmmwnqBr0SKszEHYIwUI0SZYwotoE7jiVSqm1tXIa6+DgoBH4AwMDJnfq7Oy03R1jweh85yAo\nAcI25l6SoVPQCIPwLp/Pr2iJ1Eofe/bsqZG8cR/JRLMB41w9gqUUmIYdFKTQO5T7wkYsyThSIhz+\n7rl075hINnZ0dFgPAUCAJEumkuBEt8l68tVb09PT5jxx7GwA9L5Ay9zW1lYTmtNoHflfPB63fAFy\nRQ88cMrY/OzsrDKZjAEe8gysbYodTludKUeEQFJ7+ROLHokEulAmlB0QkTBZPVAaIa/vtE1ZJ2eO\nk4WkmoJMqj82GiSaTqdt14Q8R5OJk81kMhobGzNSHGOBl0L76kMmQhzeiwTTzp07LWQDDSCqpms5\n6MAvBJyml1lxjhafiQFjqMwFcyxVQ0D6CKy0sVo400wmYzQU0QPOiXvBRivJaC8cxfT0dI36Q6ok\nh3AahUJB2WzWCkGo/NmxY4cdzYMzYr0QnaAPJTuP3Xp9qlSlHjzo8Imz8fFxW7vpdNqkTMViUfl8\n3jYAemRIVSmiJPX396urq8scLOCD+cDuOSSQeZCqvTGI6OiFwfsR0eFI/ZFAS41V60zrBcvcZAwI\nOQ88KqErYT5VIiSAyCRK1ZCKm+Iz7kgtfA9Hr/mEEqBzE0gVBCnJHDiOznOnSK6QdiCkp4qLTCOc\n1MLCgpXxeUmT17fCl2JMzc3NJl8CTeDkQavQCb7WG14JpMS/3t7emtJZkn+N8dIGJ8ZKss2LDZN7\nwj+pStFIslDVN8NhM6dzkw+dsYGpqamaTLjn/RH9g4xJDmUyGUNydC3zFYM0gobWwkHh1CkYwcao\nnGIdT0xMWIKLTaRUKlkbSxJKKG3S6bSdljE5OWma8nQ6bZpb1m4UVUpWU6mUzRmd5aADSRaftmF+\nvUzBV0CQkad6AYfArkmmW5JNKJlD30AFZ0TCJoSgTCZjuyX8DYZOdp2yOxCqJ8lJFNHFJpfL1dTV\nU2OMky4Wi6YGwLBxyuhA+QySCNu2bTMjlWS8K8biywf53jhWFgMIAieL0ydJ5oXjSMVADizeY9Xx\nv9pjNXCmVMuRfPHRgAcGDByqJDsXrampcgAdqI2oDVusT/iwYW/evNn0m2zefGZ3d7clkXCG9dlv\n1AdeyoSMLhaLGfWFFAlEizIlm80amCCsB2AcPHhQxWLR0KMv0Z6cnLSSZpJf0BGgbADF/Px8zfEt\nHFNEnmQphO0Bw1Jj1TpTP3ytOUZH9RAhJ5IdnCq7ntdK+nZ89eVsHolKso79OBofPiCZ4r3ZGX34\njkEjlC6VSkomkybDAj1KMskXxkGmkVr7VCqlsbExa+JQLpc1MjJizR3m5uaMWPe7rVTVpfb29kqq\nkvScSCnJJFnQBZTfxuNxm28WKQbX2dmp3bt3r9gk1EofhULBqogYfh5BcfzdN+CJx+OSZBI8SqBx\nxkuVSftkjc+M4yih1LycCmdIrgJ5lu84hd1SUMPfTfEVKQAAIABJREFU4fSpwx8dHTX1jE9u0rwd\nCg+un+huYWHBGvqAmMklgIRZZ0SDlEbTbIVztvL5vCYnJ5XJZFQoFMwxM7+ntWifwa6JUwKVkuTx\nJZjAd5wSBjozM2NcDLW4cEM4Sy/y5W80hvAloZSgxuNxM0Jq/alkAm3yndLptNra2qxpypo1lXPB\nQYO9vb1qb29Xd3e3SZh4D3ha5uLRRx81GZjXHhLqS5XFSKcgxNpSVTNIc5WxsTEj9qE7yBzj+FnI\nPhlFg5ndu3evuCTUauBMDxw4YGGpJONJScSgiZaqNegkm7x9+oQLYn0aoFDRNzk5ad2eoijS/v37\nlUqlLOJg40yn0+agpGoOgsiLjDjO02u2W1tbNTExYQoRRP2E7fDBcPesQ97TU1n1Jba+mxoRIZEm\nORDWsC83p1KqXC4bKq9v2MJmA5JebpwWztTLOrjBvnIIB+LDfIav9MFJwX16NAsf5auGfJjrOSYy\nq54oR+/JDppMJg0xogRg10R1QFZWqnQPIqziO8Brdnd3GweGc2Mnp1oF9IgR+qytr62Waptbcz1s\nFFSU+Z/JMoMGKGgYGhrSfffd10CmJzEOHz5scjeQInPtk4RQKZRDk3SMxWK2wXOEN9QBWXjfkg4n\niboEnpDEDRwnciuajJOATSaTNdl8nxgD3ABgOJEUbTgRFpEZciiei91jl7FYzLhaFAioAqBFRkdH\nayRThULBEsU4VxA0G8zc3Jz1LQb1U8rb399vxS3HGqeFM5VkjseLcPkZ51of5rPL83ypSuL7iiNu\noCRDe+xSXjwvVTOphDwI+tesWaPOzk4Lk32Yj3PmOuB24HK9gcOHQWPQiZ1TFo8cOaLt27dLkvFC\n6P3orgNanp+fN2RNIxdJNdwoXCk9D0h+EE5BaYAwBgcHNTk5aY69tbVV3/nOd15RWzjeWA2c6fT0\ntOLxuMn6oJ1wWEQKhLFQWyResW9eCziQVFMOjS4ax9rV1aVt27bZe7Ap8zqSpFKV/iFEhpP3DXUk\n1SBZNgRyD/39/TU8JsdB0xUN2Re0WiqVMu7WJ8Y4/YK1CMDgcwARRFvkPY4cOaJsNluD4KE6oMNQ\n7RwvB3DaOFOp2gjWd+PGwS4V5kvVBrte5sSuzP/UzMPF4BilamcmjNpnOzE8OqXjdFpbq4fh4dxI\nGDU1NVkdM2WvVKJ0dnZqeHi4xrjRvJLZ5/olmRMmucT18jOJAn+wGiFNe3u76fWoAqOVG8mxrq4u\n6xPABhVCUG9vr/F9559/vu65554VF+qv9EEITlTgcwJs7tg7dsPAkdYXY+AMpqamTMpHIyDWx/T0\ntDKZjLVZpGpOkjXB4blUG+FIyej73ADvzckPbMhEdeQioKkAKz7RRUTY3t5u7SslHVUQQ5UUaw+V\njFSpzAIFUxrOsSlcDwgebS10FvQen3uscVo5Uy8Hovs+vCn8DVIoH56zo3sn7P8nfGptba3hVqVa\nJAvXSIUG2XXkVNw8dmKObJaqoRDyE24giwoH649B6ejosFMrE4mEcVo/+9nPTFAPMod/hRtCB+qb\nWvDd+R5UpcDdUZ5IAoowE26Yxc7CyOVy6uzs1JlnnqmbbrppxYT7q4EzpfyRMB+e1JcSS6rh90FT\ntMvz9fmSTP7EBuqF//SY6Ojo0IEDByzByXPRKAMUPM+ZTCbN3v36w7Zw+P75RJL1TpV1we/8nVwF\nzjmfzy9bEDM2NlajUAGF+mScpwE8goeXpS0hjbKXauzjx2njTH1205eZ+tCG7D5G4qUlvAcIq/5/\ndnrQGQf0SbVVIXx2R0eH3UCyor7ygjAtnU5LksmoPMfKzxxnm8/nLcHDDYb7JHmwYcMGk1OBgkEz\nJKoo1/PfnZ/ZRNDL8jk4ySNHjiidTtt80LiYwgFkZ11dXXY21ute9zo9/vjjuuWWW8wJNMbyo/40\nWebNJ5l8ogmwAHjAtimygJLByc3OztaUh4JE6xOR8ITYr7cH3yCFk0cpyZa0JBr1vVWhk4j4YrGY\n9U8lfKc7GhEcvSmam5utapHvt7CwUCP0RzOKxKtcLhunCuL01Ba/w/eST0Hp4tfKUuO0cqZSlbMk\n9IETguQmHI/H4zU3jmwmJaFSNYT3obxHjlNTU5Yw4jRFZEb0T0TD1tPTY+FHLBYz7hOec3R0VFL1\nhvG5UVQ5p6arq8sSBT5sLxQKpqvLZrPav3+/tm3bJklH6WXhkSi5o2ELyIfMpk9UpNNpW5ggD3oL\nkLUFPaHpJfvb1FQ5V6u1tVUf/vCHdfPNN+s973mP9u/f/8oZxhJjNXCmcIB++MQq9gxA8Bs0dk+4\nCpft5U9smr6NHolI7Ad7p5ad6MwfPQJ6xEkS5eGMQMskm3yDad8FjbXoVTNEVdglUi9QYyqVsveC\nCsPWM5mMOXi+M4+D0Hm8r69PxWKxJgGLMiCEYKesHi+yOm2cKQaBrAjDQuwLcc9EElYTtnoekh2R\nmlzCepwHNcPs0GTkCX/hjkATEPS8n5eRsAui5fP9KNnRyeSzuEII6urqUhRFSqVS6unpMT0fnca5\nfjjO5uZmZbNZWzBQIoj061EpjpHNB/kItf1cLzs/mXxqq5uamjQ8PKzp6WmNjo5q48aNuv3223XZ\nZZfp4osv1uc///kVK+pfCYOow1fX4TCxY6IAMvwkCeG/SViRnGKjzGazJuqn0ILIB4kRj0FdYefw\noD55WyqV7FQLNlYKApBvIWvy3D3RF9Imr5rxzstrWgnrOR5HkmXhfbUjz8nn8zXVgSgkJiYmDJRQ\nJeUz+YAq/APR6HLjtHCmoEaMiqoHECBiXS/xoeQTRIXh0fSY5A67s6+pHx8f19zcnGUPyV5iKD6k\nQr4Bd4pDhtzu7e1VMplULBazs55w7D7UJwmGgaKZI7ynw83CwoL27t1rQuzDhw/XkPggdVD1wsKC\nJiYmrDsQYSLXSpgFae+lOWSD2RQk2bXiUNevX68XXnhBBw4c0MGDB/WJT3xC//7v/6777rtPF154\noR544IFX3F5WA2c6NjZmtBKOksXNBgcSA4l6JIisaHZ21hCdVFseupQkrqWlxeyHx0Bp3qmCQgEd\nHoTA1fIYeQLWJbbiG0JPTk7WqGZ4HQlOX3GXz+drOE/mgTWKUz5y5EiNpKr+cV93z5yCYNGEo81m\nHSw3Vu2xJfUDzgTuhRtIiy+aceA02UHJWs/MzKi7u9sa2PJaEAFclZd3UCXEDYZ/gl8kA75mzRrL\nMi4sLFiTiba2No2MjBhVUCwWrSMU4RMdcahUAlVyEBoJB5JEoOiJiQnjb8m8g5Y5n4mGvzRk8QjZ\no458Pm9IlZ2bhAU88cDAQE12FK4PrR4LdGJiQh0dHfr85z+vRx99VF/84hd166236iMf+YjOOeec\nV9OEVtQYHx+voapApdgzCVPm2ds3IACZlD96x/d2gAbwSBSny2abTCY1OTlpHPj8/LxSqZT9zD1m\nvRE647i8htU3aSHsl6rtNIm8WHdQWkScKA+QCMZiMR06dMhoDr9G+Qy/HokIoS68DhbnDPBgHgcH\nB2sO21tunBbIlAXODgTB7Q2Pv5P99FUjGAZhOMiLXp7IjkCsPtmFo5aqXBQZQRwU+j0vl/Id+r38\nhfCbRiSEbfQXAN3CA7OQ6FtaKpW0detWW0hcAxwtThzdoS+58w62vioE5+r7ofqQi+4/OHSuCSVB\nqVTS008/rT179uj555/XxMSE1q5dq9/+7d/W0NCQ/uiP/khbtmzRxz/+cd17770vKwWwkjnTn/70\np7ruuuus4Qg25rXTID9+J4LBlrw2lWKKpdAX66EenW7atMlCW2ggtMnkCuAx/Zrie3LwpKfccFxE\nhYAFCm5wxpwphYZaknGtdHDzVV40c+G7ee0p6BjlCd8N8FKfQPb/g2QnJiZs8zle16hVi0z9DfJh\nPo4SQyIMRhsKcsNAEAkTluP84AA9t8rfPIkOXxSPx21nJzzp7OxULpezJgrcYMrpfNIHykCSZS8l\nGTdLJ5t0Om0IUKrWZFO/jwNFF5fP562GXqqcLZXP55VIJOyYCh/C+Eoq3oP2emgZyXxyFAVO3qNY\n3oekRyqV0oEDB5TP5zU4OGiLSJK2bNmiiy++WMViUT/84Q/1x3/8x/r5z3+ud77znbrqqqv07ne/\n2zKqp/v40z/9Uz355JPatm1bzdlFUC44V6na7IdICo6dewmY4IwnNntsB+lSS0uL8YVEL9xfnCJd\nk9Big/Dq1TPwkPwsyaIVHKs/atlvuqVSyU7tZQ1Rf+9BEBs2yTg2bzSwiURC09PT1h2L/sLYqSTL\nT3g06v9nTXIuHHa+3Fi1yNRn1pA7SbUdyT0686236JsIH8TN90YKZ4iRFovFmk76UrWTOPXy7PCg\nBz6XzKFHAFJtUwm+ez6fr2nggONkJyc7zg48MTFhQutkMqnu7m7t2bPHHBYH8CFTockECBUDI2Rj\nbqkKYWGCtjlREiTLnBHSJRIJ6/YDogahrF27VlEU6emnn7Zjfefn562woVwu613vepduv/12/eQn\nP9G73vUu3Xrrrdq8ebMuueQS3XTTTafEdlYqZ7p3717df//9+tu//VuFEGrkcjgjIi7sy4e0hPw4\nUeYeR0rylaIMqCk2cpDZwYMHJVXLinHiJItAeDg1Ph/nifOl4AM7YV15BwyylWT6UaIS7IOMPvIv\nr4/m+8G9AiS8BIs+A14/Wt/tqv7/pqYmKyDwDeWXG6sWmfrhS+gkGSIlpMa4QFReMoTgHTE//ExP\nT48KhYKGhobMsRAG81o0dHAqcKZNTU3WpYYjRzA+epxSiSVVT1hEFM9jU1NTllianZ014b4/HI8y\nufn5eR08eNCODKGMVKrswu3t7RaySLICBp9Eg5OSZIkExMr+5FWOuiDzCxqiwz6GToIBfo9WhvF4\nXAcPHlQikagpr2WRkXC48MILddVVVymRSOj+++/XNddcow984AMaGhp6hSzrlR1f/vKXdf311+vN\nb36z/uIv/kJdXV011A+2SdIEtOY5P6la1QdgkGThOq8BHdKdCvTFe4BS4TNBpfyP0+K9cfYUDOBc\nuackXHl/7jlrlE0AagMnS+SEE0YfjoAeusMnrgj7sUnWC0g4iiLrdoVvAJz5OSByxTec9i34QI2e\niEfLWc/dEOITaoMgp6amNDAwYCgOZ+Gb3HKT+QzQmVTtHs7z4G39wWZUMWEo9ZUok5OTFl7AS1E/\nzXfluwwMDFhXKXjTeDxuof7WrVslVYsWqGf2Xf19CR7PLZUqR7mQpABJ+Dpor78jSUfybHx83Bys\nRx++cAIOe+3atXZ6AQsDymRiYkK5XE4HDhzQo48+qqeeekoXXHCB3vCGN+iRRx55yTazEjnTyclJ\n/f3f/71uuOEG3XLLLdqwYUNNwg/1BNw5ixuFho+siH580x6pliOluYdHrpJqdJeE2/D5Xj8K78ma\nwj5w7Nx77zz5n8d8oQGP1/88OztrURMIF8QM/8oAJXubBMT492beoCpSqdSSRThowFEDHa/gZFU7\nU4zKa9gwNqowcJjcCEInbiIcD01nMTLK1qamppROp23nwqCptUeuwuf7kCabzVpY4p0t6HFwcNAk\nUXRwYsenEw7GC2IcHx/X2NiYisWiRkdHrWY5Ho/bTs9nwdFiZPRV9bo9NLiEfOhXCevrO+n46hYM\ntVAoGEqB9PcLhQ0B+Q46RVoKFgoFQ9XcG5IN+XxeL7zwgnbs2KG3ve1tp8SZrsTxd3/3d7riiivU\n3t6uu+++W5deemmNgySzDzpkU2e+obMo7SRyQpQvyRo6Ewl5x+aTsEQJvoIItEdo75Gar1jCadY7\nHqgKng844Xc/ACqgV6maFwFp07HMV2jRbY31z/cDpACsqAADndfrTEGn2LuXAi43Vq0zZXL9zg1c\n91we0hKcDAucG+obQuAQW1tbNTY2Ztq3bDZrmWukSl7vFkLlvCeOx0UYjGMsl8vWAILHCXt8Mwep\nshsODQ3Z8/r7++1McVAmCBSJVD6f1+joqGZnZ9Xb26udO3eac8U4OC0UDpfu66BeEDlOkY2J8jt2\na8I4Qh8vsqYIQKosEOgXFg33xCcM16xZo3Xr1qm3t1cTExOGihkY9MzMjIaHh03q8lLGSuNMi8Wi\n/vEf/1HXXHONfvCDH2jDhg3q6uqyMDmKIguFQWX1ERIbFZtjT0+PNdOZm5urKaNE9lN/kCIqADZZ\nqVpiTZtK9M4gUhwW/CzXU+9MAT0ADv93HKT/GefHe3G9bCokRwEQbOD8oxgGp8z69rSAT4Ydq8kR\nvoKNYLmxqp0pjpHJJnMv1TbT9TcSw6PLt296IFV363qEh/MEmeHcfMkdhsbNgZsNIdQgQqnaT9Rr\n1yYnJ81RDQwMWP30/Py8BgYG7HVNTU3msOEwQQrPPvusSat8CMjnc1QKixDjwvlRe1+PSr3TlKoE\nvb8XkmyhsZOzKbDB8Y85YR47OzuVTqcVi8X0/PPP1yxm3qu9vV0tLS3avXv3S3aoK2Vks1l9+ctf\n1oUXXqje3l6NjIxo8+bNpiGWqooNH87jlKACoLGItPL5vJLJpEnjUG74YhFJFu56OZFUOYGBTQ+V\nCk2k69cdr/PqjWMNbAj+F6qBwXV5lCvJ1iOoE3tnveIsfd7DN4Dhe5MU88oICnt8I26piphZ0/57\nLjVWrTP1Oxu7JxMLv8Fj3HhCfMKjUqlkC5iJZofCmXAD/aJH0gRnCP/oqzzI3NP5iSYNoDxKWkmK\nJRIJC/VLpZLGxsbM0U5PT2tkZEQhVCqakGJRlw8ip9HI1q1bFUWRZfoJhzA6kkB8R4yIhYBmFK6U\nEI/MqS9ogCODroDn8iE+c4LwmU2I++ideX9/v9atW6eZmRllMhlboBj22Wefrdtvv1379u07aYe6\nkjjTXbt2aceOHbryyiuVy+U0NjZWI5MjtKTCJ4RQE9rCf3q5E7abzWZ1+PBhuw9spjhOukTl8/ka\nFNjX12f3mMdx7ji6+sFnUH0lyTZNP7jfOD+uDce91PCRDRs1UaT/fkQ65EW8gJ95hPaitSa5DWgO\nL8ki4QUgOl6Yv2qz+fWhIOE8N5vdiOweSIodhm5KMzMzNZ3omTwy0n5X40aRdfe0AHXC7OK+Hyk9\nUEdHR9Xd3S1J5iwhuXEocInpdFoHDx7U/Py8EomEUqmURkZGzAi9REqqVqwwF5QL8nsulzNnj4qA\nGnwvbGYuCHOoQmGePfLn+/JezB0Djoo543Olaus4f9045fb2dvX19Wl2dtYkU319fQqh0it1bm5O\nd999t0II2rRp03ERw0od5XJZt912my655BI1NTVpdHRUqVTK9NDMNY4Gh4ED4H4i2yM7j56Ulo04\nKbrkUxCA46PE2TsdNn360vpNb6nB3zw6BYXWh/XejtgEvP51qeETWryWjR5nx3pk8/YJMuzU0wjw\nzcwniSnPsfIeXi10rLE6rbBueIkIWcb6cJ/HfEVUsVi0BgY+vICXgktCUuKTMmjb2FWjKLJ2evBS\nnLGEXm1oaMg+H37Kd4BCy0bf1HXr1lmjkiNHjiiRSNj1ouek9R2oNooqZ0CxUDAeONJEImEqAuRZ\n8MY4PbhUvhMOmdAIjspnd9HzoYjAQUuVUHJ6etrUDFw38+TnGMdIQqG3t1ctLS169NFHrdHG4OCg\nZmZm9Mgjj2j//v0vGqGuFM705ptvVgiVctuFhQVNTU1peHjYIi2SqdwL7FuSOQ1+9uJ+n3jBzkkI\nsqkiFyJrTzK2vb3dtMQLCwtWuQcIWW7jYg1J1e5t3vktN+qTUpKOil48xcDwmlqPVr2e1RcG+DwL\nz/WFBjQaAon7COx4drZqkakf3DhPfDN5ZB9xXsB1UFsul7NKCbhIz63C1RG6Qg2Mj49bXTMI+PDh\nw5bkIllFuC2ppjIIzapUVRxgPBMTE2ZYLS2VY6OhBOC0CMdGR0ftTPKZmRk7P0eSaWBJZmAQvgt6\nX1+fLR7ObgLVcGYOhkZHf18QgZFTLcLjHs1Dl/h6fZAwyIh7x3tCg4QQNDAwoO7ubu3YsUP5fF7D\nw8Nau3at9u/fbwUUqw2hPvPMM7r11lv10Y9+1OYBJ8o8Yq90AfNJU5AVoS10E3phkCcNPXDIUlWM\nD6qlr4KX+7FJ8nypij5PdJyoI/XPl6oyRL7jcoiQ78Pc1H8/5oZIkgIVr2f1ihOvygEoHQ+RMlaP\n9S0xPLyvzyB6zqmlpcUcERk6uMYQqn0VES4TJuAQvUYziiI73oCdH+cMp4q+jRtEqF9vGCDEEIJ1\nCfLZS+9ovFxEqoRshw8fVgjBGpfQ+o9+lP5ccb4/iDSXy1mCi40FJwaq9moFvhsIAGODTvAhPtEB\n3B/vL8mcuA8tcYLcDxArIRxFEG9961uVTCatOUx/f7927Nih0dFRPfPMMye80F9tzjSKIv3hH/6h\nrrrqKttUOGSOAZpkQTO3cJkejRGas2Fi8yFUS35RWpAPiMfjdiYZUQLJLE7I9QlGf/9OJMnk/38x\n43ifVf87jtAnR7FlnCshP+u+/n34HDY03vfFXsOqdqb1/IkfLH4mEf0cXCBGJVUcDc4mFque6kj2\nHkJbUo3TlHRUQoqdDQczNjZmYS48J467p6fHFkR3d7ehDxYCx51QJRRFlf6lJCFSqVQN54WjLZcr\nbdJ85UipVFJ/f79CqJTD4mQJ/Qj3aegA+vHXREiEcfIz1ASbCJl7Nh9q/7u7u63pCjXPfDe/gXhq\ngWgBdLZ+/XoLS5PJpHp7e/WTn/xEc3Nzq+acqT179mhubk7nnnuuOTpOZPD6Z795kkQETfoqKCrq\nmDciCDbx+iYnqAOkqiMhgVrPfbJJ+kTYyzGgEDynKVWjTsZSjhxKC8fJNfE/Gzv5AJ9Qhq/3tACf\n+6KvYbk/hhDWhRDuDSE8EULYFUL4b4uP/z8hhBdCCI8u/rviGK9/JoSwY/E5D7nHXxNCeCiEcHcI\nIeXeczqE0OeeV3jRV7Q4MER2I3Z032GHoz285Mlzgt5p4rDgmkCl8IydnZ016JVGJt3d3daAgvfC\nGXDGDKEGZD/1/mNjY9Y7FR6HRAQSKjSn5XKl50AIQfv27TNnSfIJZ+X5Xp+Moz8q3xMUDzohc0z4\nyJyUSqWjhPt+8YHMuQ84CV/Cx/lS9S3ncCDT09NKpVKWEPTURDKZVBRFeuihh04Ymb7anOnPf/5z\nrV+/XlJVRwvXjLNA0udlZSRQKRQpl8t2/0GVyO+Q3fnIjX++1Ne3pCPCQlfN/eX9pRNDpiczcOL+\nHrK+/Ofh9OqHz7TD93qd6NzcnJWnwtlzjURIfqM4mWs8HjJdkPQHURSdJ+mNkn4vhPBaSZGkL0ZR\ndOHiv387xusjSb+0+Jw3uMc/KulqSZ+T9CH3eEbSx+tef9KDm4EjoXaYRYsBetTl9aiSakL5ZDJp\niShJSyakJFnXKZzymjVr1NfXZ2F0V1eX3VCcBs5XkmXcPXXBjWZTkGQhnG8mgQPkdS0tLRY+sjgk\nWcUHqJtTKD0yZ75YhPX6QJoD5/N5Sxgx18wB1wfvSggPRYD2kQ2B+8NcwAvSE2FhYUHpdNruS3Nz\ns9auXasnnnhCY2Njq0J/+tRTT6m3t9e0jRw8uJQw3CdmfEYaGgQkL8ky9URVoLP6g+cWFhZMJcFR\nyCBTwAL3i8/mvrJucK6naniuluG52vqxFD+OTfriAZJIoH/msD5R7T/jZG1oWWcaRdGhKIoeW/y5\nIOlnktYu/vlEXfdSzytJii/+o7g2kvS/JF0DWn0pwy9cdnxQmKSacIDHyCjX1zSze5GkYrcm/PXn\nbbPb4VByuVyNxAqHDRr2R0NIqjmjiXZhHnXGYjFLMsXjcfX09BgCgWPbtm2boWMQ7czMjDU/gef0\nfCqIFIkK6Adn5qvHPHr0tdG0ZkOmw+4PT+q1u4SgUAOceolERZJdLxsdnw2qwsG3tLRoeHhY99xz\nzwll919tznRiYkKDg4OSqmWcaKB9Ega6B1sDLWHHHjHydx9VsVnVl3/ynthaFEVWeVYul+0YHO4V\ng/vhlTEvx+D6+N+rPPy1LeXQoZV8uO4lUlNTU4ZSSRz7nACvOeVhvh8hhI2SLpT048WHfj+E8HgI\n4e+WcX6RpLtCCA+HED7iHr9R0k2S/oukb7rHC6o41I+d6PdaaoAGvYSHiWd3JTlEi62l0Gg9KqUO\n3u/y9QkpFgCLgySAzwou1ZB3ZmbGavIl2Tk99TsrC8Bzsj6LiTzLFwGQmcfZj4+Pm/SDrkHoQL3c\ni8XjUSMLCa4XpBpCqOlgBUpHu4pTJxrwj/Ean8H1PRSo5yeJgjzqwIEDttjXrl2riYkJHTx4cEVz\npyBCms+MjY2pr6+vxtExoGLYwH2Ho9nZWa1Zs8YQu1/8IP+FhQXr2E9lG3ZSLB595LLXamPD9UoC\n73xeriiAa/bd39igiSqlo/lb6LKlvhebhq/UY8PCpr1u+2TGCTnTEEJc0j9J+u+LCPUrkjZJukDS\nQUl/eYyXviWKogslvVsViuBSSYqi6IUoin4piqJfjaLIt6+OJH1Z0rWLn3ki380MkMUPwQ6qQTvm\nJQ/HQ6NLJZhwaoTWvN5zqyAnmpn47uQhBGUyGU1NTRnX19HRod7eXsViMTtC2XfgX0rU7HdaDCSf\nz5uhPP7441b5hOH19/dbMmcpRLqUgwdB8vnQBFAUyHfgNv3ZWZ4yoUs6C1eqblj849qYT9B8S0uL\n1ZezsHEEFEiQvBgYGNDDDz98XJt5NTnTfD5vEYI/z8tzhh7xeSkcialyuWwNxCk+YaPv6uoyJQqJ\nTkpJFxYWlEgk1NnZaSWmAAUvTp+YmLACFurxpWqSiHX2cgzvLL2CQZLZYn347zPwS3GdnmoiEecl\nZZ5eeimI+7g60xDCGkn/LOkfoii6bfEiRt3fvy7p20u9Noqig4v/j4UQbpX0Bkn3L/dxURRNhhD+\nt6QbTvQiPO/hYT3cGzeDU0WnpqZUKBSsKcl7s8XaAAAgAElEQVShQ4ckSUNDQ5qZmdHIyIgk6Ywz\nzlCpVLJjmDdt2qSmpiYdOHBAkiwcymQy9vpisaidO3cqhKC1a9cqnU7riSeeUBRFOv/881UoFLRv\n3z6FELRhwwYlk0k99dRT5siam5u1f/9+NTU1acuWLUomk3riiSe0sLCgCy64QCEE7dq1S1EUafv2\n7SoWi5YdJrwfGRlRU1OTzj33XI2Pj+u5555TCEFnnXWWyuWyduzYoSiKtHnzZnV2dmrXrl2KxWLa\nvn27SqWSDh8+rFKpZI0w0MOmUqmaai8WLAi3t7fXmu/y9yNHjpgchSQT8zk0NGRJOH6PosjuB0iX\n+9HV1WUt2fidI6mlCip/6KGHdPfdd6uvr0+//Mu/LKnqPAnvH3vssZrf6//+cv5OP1upkogEoTLY\nLCSZUgKOHEdG9ycAwMTEhCYmJuz+7t27V5I0PDysYrHSXaxUKunMM89Uc3Oz9uzZoyiKdOaZZ2p2\ndtaO3t68ebNyuZwhe84q8/cPYCDpKET8UgcbhJcvoV6Qqkk5NhjG8aRYPM7r2ezj8bhFf1wfzYlO\nZoTlJiNU3Pz/JykbRdEfuMeHcJQhhD+QdHEURf+57rUdkpqiKJoKIXRK+p6kz0ZR9L1jfNZnJBWi\nKPrLEEKPpIclDUZR1L7Ec6N/+qd/Msfph89C+pCUmnBkSxwGh2yCx+E+Fz/HwmykKJ6M9+Fz/VHM\nnZ2dFoKRqSVR5XdUGpZ4SQsaQ45T5jNYWGgTafjsS2MlWUjEQYHsxP4s9vHxceN6p6am1NXVZdIo\nmlinUikrRICqgEuTZHMrVU8NYLGzw/OacrlsiAikDwXjQ1cvySK8jcfjVkWGs4ETzufzGhoasnB/\n3759yuVyuuGGG2pONVgp484779QDDzyg888/X5lMxrrAYxOgo/qohL9Re0/CKooi6whFsUUmk7G+\nsr6JSUdHh0VL3AdoE5rc+PsFZ07CUapscLlczuixlzrgeb2Co17j6X2UD+VBoSfi0HkuVIGvjPLH\nU2PfvH/9e19zzTWKomjJfNHx8OxbJP2GpF8OVRnUuyV9IVQkT49LequkP1j8wsMhhDsWXzso6f4Q\nwmOSfiLpO8dypG5EkhRFUVbSv0hqOdYTj8WN+Ix1CKGGd8EZkfFkIklk+PCZia4X5EsyrZ4/wgHO\nlO9EqI4UCDF1R0eHSVIIbwnR6VguyY5jDqF6NDNckn9vrpXvQ8iez+etS/6aNWvsmkGKLJ5YLGZh\nv1RtOiFVHK7XHJLI8MUFXK+vZ2be4a6ZZzgppDksXB7jHkBfUHXlZWuL9mGbGZwgTn39+vUql8t6\n6qmnVmRmP5vN2vla3E9vp1AbXBNzCCokdCc8hUaBxiKR5G0SEb9Umbvu7m4rO0UahezO99AtlUom\ntSK0RmZ3Il2UTmTgHIlwfJMU/xncc58E9WWuxxt+c/f8PICJ5wCapBcvj1o2zI+i6Ida2uF+9xjP\nH5H0nsWf96nCqZ7QiKLos3W/f1y1Mqn659f8zg7HBDF5cKceobEz8TpJhhxBm2RC4f7oLIOB+j6R\nvrQUg8zlcurp6THxPEdQQHqDKHHWXBOIFM0pDVGam5stHMawcZCZTMaapkRRpD179uiss86SVNts\nmu8OcuYYE9/gAqeEs5NkCLupqcmSIigZGHBszLEkQ0dEBnwP75jh35gLFAAsFDYMNj8fHSAxO3To\nkNW3SxWHes8992hoaEgbN248arF9//vff9Uy+iMjI8b3eq7UoyDmBV6TTd0rGdjk2ODhmDkTnmNu\nsMlYLGaaZopHcCgLCwsaHBy0w+cymYyGhobs/vkMvq/G8/XwJzv85sC1c/1LRZ4+GeYTryf6WR6B\n+vkmJ4Fz9/ejnm441ljVFVCM+sXCRC/VdR9IT9VTtChhkmRSHYxlfHzc9Hz1iSlfj++RAJKTlpYW\njY2NWYnn+Pi48Y84KV95BXqk+UhbW1tN1yeSRZw0CmrkGngOx/D6no8YK2fzYDC+UTSotlisHD8C\ntSHJqrZ813HmGcPjuXTb8ioGSZbE8FKq5SRTaG1xnrw3CSfuy/r16+0AOBwuFWP79u1bUZn9YrGo\nBx980E6GJZPss+MgJ0nWFwJ7BsF3dnaqs7PTaBycK3NFYg4HTBKvq6vL6BivEuCobno78NkkpDy1\ngmP2VUMnO0DjgAM/+CycK8PLpk7ms9mYsGE2AuRUrH1vdzj1pb6nH6eFMwXtSdVzubkBPjvqO9/4\num/4OsT7XV1dxjvS5R1HdKx6fEmm0+Rnjxwwal8Jlc1mDSXgQEGNhP28Fi6T6qnu7m47zwnEsmbN\nGnV1dWnbtm0qFosmw2Hn5bMRwfMd8vm8ifURcLPQ2Ix881zmkfdm3vgMED2o3lMCLMDu7m5rylEq\nlew8KxB/qVSy+WTzk6q8IfcilUrZa/wC27hxox566KEl0cSrhUrvuOMOlctljY6O1hznjcNgM/Yh\nKBw7c0dPUiic5uZmmwOScfTLLZcrx9BMT0+bXI02iP71VMBRZdXb26uBgQH7THTO0FttbW1HHZB3\nMoNQvj4BJ8lyBf79oT64/wyv6DmR4ZGvVN2Evfa2/n1PBAGvamfK4vELmgnyoauXS8HP4HThMAkz\nE4lEjROTZAduHa+01B8/gtF6xEqCAIdI9Q8SlfHxcc3OzmpqasokLXS9l6pcLTwZiyudTlu38FKp\npEKhYM63VCpZYoeeoM3Nzerq6rLzgXCOlIZOTEyYQ2NRkwyTqllcb2wkKaBUuBegpvqKJ/oGsLkV\nCgVznNAa8MwsXBJtOBeSNd3d3crn88Yx4mDy+bx+8zd/U7fddtspzTqf7PjKV76iq666SnfeeaeG\nhoaWRDpwlV7yVS9H4lqwaxwuySy492Qyqaamppo+DL6xDZs29gJHClJF30kDIJCkVG0B6KukXszw\nUj9GfQLKP1eq6k/ZcKAaTubzl7IH7Ir5rx/HozNWtTNlYXliGjjOosQYvcwEZEmYRaiJDhKeFedE\n2ArRPz8/v2RpqVTVmfoadzhC70B8hREo1HcNgjObm5uzk0dZAHCFJJtCCDVJpL1799Ycw8xCLJVK\nVrY6Oztr6NQnqhKJhNra2iwTzvf1fFJ9UxXmk58lWdUSP9OfgIVCjTTv5yUpOOFEImEGDhWAw6UZ\ndVNTk5LJpEZHR43q4J5fe+21uuGGG/TZz35W559/vr7whS/o2WeffVV0pjt27NAjjzyiECq9Fx59\n9FHdc889JgNjeH7OJ+VwZL7ngUerPhGKQ6TKjlLhcrnSHAb5Gs1/6FwmVbjXAwcOWGTB2hoYGLAi\nDRxOfdHGixneaZZKpaP0pUQwfJ5PNLGJAKKOlYw+2eG7or2YTXjV9jPFyKSjdxnfJcdzL7wGQ4TT\n47Fisah0Om3t6ciqogbguBCOefCf6xGoJAvJfca6ra3NpE+csZNKpSzh5Y9aIKnkiw8Q+1O2CQIh\nKcGxKFLFuYNsObqaMlS6OJEkI8OMdIvQ3Gf24fK8I+Vx/887X37G2YJwCNNCCEfV5SPb4ZoIeamE\n8gkRjuKmamxmZsY2tZGREd1333167LHHdOONN2phYUHf+ta3dNFFF6m/v19f//rX9aY3vellss7a\ncd999+nXf/3X9aUvfUmf+9znNDo6qqGhIc3Pz+vSSy+teS7JTrL8ksy50meB6IUm4yQVva6XIpBC\noWD2TnREI2/uJ+WVvb29xm37BiCxWMwoI94Lx0fkUK/9PJHhIzaSjbwvtsNn+eSypJP6vJd7rFpk\n6rlQBtypD4181Q78JoQ6YQM9POmYU+8QfKaaox+QqxD+gxiotaceHiQbQkVc7Xt5LiwsKJPJmEHX\nIw34KS+SBt1y0F1HR4ey2ayhy46ODm3dutXCufHxcU1MTKipqXKkLQkxOFooDd/kemFhwQ5P41ro\nlekdKQ6xnsyv/9lrAz3KJVRDMuZLHJkfn/Agmeab+5KQ6+vr04EDB6woY25uTpdeeql+53d+Rx/4\nwAd0//3366abbtLIyIj+5E/+RO9///tN3P5yjn/4h3/Q1VdfrW9+85t68skn9fOf/1y33HKLzj77\nbG3fvr2m9p3hHQwbjiRrAC3JOGaqwkj8MceermHzRkvc2tpqSDUej1tnMzTVg4ODKhaLZufI0JDT\nkbTy2m1s4cUMn1zy6hrWK7+zXogwfRJVOvnGJKd6rFpnSg28VIX99S3MuDEe4bEgfaMNf34SjozF\n39PTYw6T7HgUVZop1IucadbhPwd6gWYVnDaKQyBTDsdL31NJlkQClYIYoQRIQCHVamtrM0Td1dVl\nnf6bmposLO7p6TFHHUVRDYdWLpdtM0AixTxjxPXDG7IP+TzC8FInHLIX/8OFev54cHDwqCNTJFlS\ngoQg96Crq8sW+sTEhNauXatzzz1Xv/Zrv6af/vSnJocaGRnRhz70IX3605/WVVddZRvVqR5RFOmz\nn/2sPvWpT+nee+/V5Zdfrm9/+9t6xzveoXQ6raefflpbtmw5KkEGJYNTJMJobm42lYNH+37zwen5\nJCycO0d98zw6SdH5q1gsWucz6ACSlWzikqyNHRwq6+5Y9nG8wTqLosiAENx3vbrBN3n2rz8VetdT\nMVbGtziJUd8xBoTJ3witOU6Y/pzceJ81Bt143gkHjSiczk7caD6rqanSD5UKI8/hSlWnThco+EOM\nGzE+zgUHS8IH1EoSiE2B8+Pb29vNUWL8jz32mCYnJzU+Pq6mpiYlEgkLC5FUsQHAobHzx2Kxmnps\n0D5z4iUjHj14uZSv3AF5IWWSqo1Xjhw5UhNqsqibmiqHy4GGKXLgbyQg4GBBW74F3YYNG6zh9tq1\na3XnnXfqve99ry6++GJ9+tOf1tVXX62RkRErBT6VY35+Xtddd53uuOMO/fjHP9Z5552nQqGgPXv2\n6J3vfKduuukmXXbZZUchKs8Veu4UJQN8PtGL33woLeVeIsxHggVHTaiMnVMFx2buy0/hDX3mHicN\nh480jyz7iQ42W3hP/z+bK5uGJDt+CDvkf95jJYxVy5kysdxkugohHfHJJ7oVwUvyODcNdOZ5J3ZL\nMp4gST5TqvKFIC+f+WQhoBWcmpqy74QxUhZImCtVEzf8z3XCq7Jj8z1nZ2ftWnDEfC/fEATRPt8H\nBMLzh4aG7BiUECqHvNFxH06OxhBe2Ow5VQbz5BMHnnbhO6NMYE6ZZ9+disWPI4VmAaEQniIXy+fz\nhuA4CVaqOPZPfOITevvb3673ve99+sY3vqHrr79emzZtekl2uGPHDt144416+OGHNTw8rK6uLmUy\nGXV2dur73/++3ddvfOMbam9v1549e5ROp9Xf31+jf5aqOmfmkA2Ov4HIpSoiww7Gx8clVfshcKYT\nTgjZm18nR44csUbQFK0AUmiWwpE4cNS+wY6novzJvycSdterQfifNek5Wb/ufKm4f68T/dyXcyxb\nm79SRwgh+td//dejQiJKQwnrcaqSaqREIC/CI86QJ0nitWWUl4Gm6p0lztGX6xHS4wAwGn9+klcQ\n+LPkC4WCBgcHDbniLNatW2fJK4wbtIpTweniyMjSUglD+SXvmU6nLbvP+5Cg8ugaNOLb82E3oCkM\nmnmAq/OtEH2ZHoiLzYLP5h5QdMDCgm5gQ+Rxz5/Ozc3p+eefV7FY1EUXXaQNGzYsedBeoVDQV7/6\nVf3u7/6uHcj3YsbCwoJuu+02/c3f/I327dun66+/Xtu3b6+pVT/nnHN03nnnqbm5Wbt27dJb3vIW\nbd68WcPDw/qt3/ots1XfrQhg4DcKNhz4eWzVP9fbAY8zx9ic34ykqrSpqanJZGSpVEoTExN2gCTO\nKZ1Om1qCz6IpOKE39uHXBN/tuJIit4bZKH31GwlgvjdRJ0lj3uN4FUrHG9gS77eUdG252vxV60y/\n973v2UJmwnEA8DogUr/4ffIDB4nGsbW11TgqHG1XV5dyuVwNb+gNhAXh/1/8joaKfZjsX+PJfKna\npAVD5PuCFtAMwhNi8N45d3d3a3x83MIv0AuyLpwS1yhVFgvvyTEhLEY4XlCLr9QBbRJ2s/jL5bJR\nEzhRTi/1fWWZKxYjdAgLBqfBnFBe6SMHnBBOfmpqSpOTk3bC6+DgoC655BK99rWvXTZBkslklM1m\nlUql7EC5+jE6Oqqbb75ZX/3qV3XhhRfqV3/1V3X22WfbMTKEyb4a7Wtf+5p+9KMfqa+vT1dccYVS\nqZQuv/xyKxLxSSbf05R5JfHj7Y4sPuXPOB/snHXhpWb8DV4VcbrnZklmspnxPNaO/903POc714fh\nPnw/FmrERviOvkeB35zYkNnQmRPswNvDyQyqDz1S5r38/P7Gb/zGMZ3pqg3zfeeXjo4OFQoF60rE\nhEvVsIfznlpaWmokJLxekpHwkmyHz+VyFsawyLn5cHVkH0mukIwCCeNQCWF5DdeBI2NjQP7Cd8aw\nCdlJyLAY+SyOwBgZGdHw8LDNBZlxjvvwdIAkoz68rpWqGRYwSAGjZhHCqfoyUf4GyufvNNWAC2ZD\nYRNqaWmpqQQjucFm4QsJvBrDI1hf/dPe3q4nnnhCn//851UoFHTZZZfprW99qzo6OvThD39Y8/Pz\nuu+++3TXXXdpcnLSUBEJuZ6eHm3YsEF9fX365je/qdtvv10f+tCH9NWvftWKPcbHxw35MWZmZvT8\n88/r2WefVSKR0AUXXKA/+7M/0w033KC/+qu/MkfE5kRU5JGQj2gk2UYHZcJgE8OR4ISnp6fV39+v\nw4cP2z2m8xibOPNNXX42m1VLS4v27dun4eFhWws4Uf+7VGl6gh1Bv3jBO2DCJyO9k5KqjYmwf+65\nL10GlXpnyfqTqqXdL2VQsMPwtfuAneMh7FWLTO+9996aTJ4Pn6Wj6/W9BAN05BMhoFkcFfwSSQ6f\n4edzcKKE+TQn8cqApZArf8cJlEolW8g4H4x/enraui2R+Oro6FAmk7HvBIJOJBIqFArau3evhoaG\njO/ls71RUlxASI8zxdlSVnro0CFL3vF6T3GARsnu+iQKEQPOHkdMkw8STn6T8v0IPFfK+5GpLper\n57p7dMKimp+f16FDh7Rp0yZTZOzatUsPPvig7rzzTqXTaW3YsEG9vb3avn27zj77bOOEJZluN5PJ\naGxsTJs3b9bWrVst8YVD8gvMU0Xz8/Pas2ePtm/frre97W26/vrr9d73vlcbN260jXDRlu07M5fM\nV3d3tyk3ZmdnTWkC4vM23tHRYfX1rAGuw+tUSdRSOonDbmtrUzwe1/j4uF544QUNDw8vi0y5XjZa\nHCD25u8F37k+YeR5U+aBKCYWi1l3NBy2pxF82O/Lx092HDhwQD09Perr66s59oTkKNVgp2WYf9dd\nd9WgPX8ufD6ftwVIBhO+iZ2dxeCfQyjJovDZTzKgZNkJl0hSeU0pBsDO6pEcKALuFUSJgyFEpFkJ\nDSpyuZzS6bRJpSgJnZiYUHd3tyErDJewHOQ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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try to find the point nearest to one of the SECOORA buoys in the dataset." ] }, { "cell_type": "code", "collapsed": false, "input": [ "duck = [-75.51997, 35.8112]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "%%time\n", "\n", "duck_face = ugrid.locate_face_simple(duck)\n", "\n", "print(duck_face)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "848669\n", "CPU times: user 40.6 s, sys: 0 ns, total: 40.6 s\n", "Wall time: 40.6 s\n" ] } ], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ouch! That took way too long. Let's see if matplotlib is faster." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%time\n", "\n", "f = triang.get_trifinder()\n", "\n", "print(f(duck[0], duck[1]))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "848669\n", "CPU times: user 9.69 s, sys: 226 ms, total: 9.92 s\n", "Wall time: 9.91 s\n" ] } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Yep! matplotlib is not only faster but subsequent calls will instantaneous since the `TriFinder` object is cached.\n", "\n", "How about finding the nodes?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%time duck_node = ugrid.locate_nodes(duck)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "CPU times: user 84 ms, sys: 5 ms, total: 89 ms\n", "Wall time: 88.9 ms\n" ] } ], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "That was much faster! Locating nodes uses a cached KDTree for optimization.\n", "\n", "Both pyugrid and matplotlib can return the face-face connectivity array (the\n", "neighbors of each triangle). The connectivity array can be extremely useful when searching for\n", "the shortest path between to grid points. Again, lets check if they\n", "are similar." ] }, { "cell_type": "code", "collapsed": false, "input": [ "ugrid.build_face_face_connectivity()\n", "\n", "(ugrid.face_face_connectivity == triang.neighbors).all()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 16, "text": [ "True" ] } ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "neighbors = triang.neighbors[duck_face]\n", "neighbors" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 17, "text": [ "array([848668, -1, 848670], dtype=int32)" ] } ], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This triangle has only two neighbors. Let's check if this \n", "is correct by plotting everything we found before ending this post." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "\n", "\n", "def plt_triangle(triang, face, ax=None, **kw):\n", " if not ax:\n", " fig, ax = plt.subplots()\n", " ax.triplot(triang.x[triang.triangles[face]],\n", " triang.y[triang.triangles[face]],\n", " triangles=triang.triangles[face], **kw)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = make_map()\n", "\n", "ax.triplot(triang, **kw)\n", "ax.plot(duck[0], duck[1], color='cornflowerblue',\n", " marker='s', zorder=2)\n", "ax.plot(lon[duck_node], lat[duck_node], color='crimson',\n", " marker='o', zorder=2)\n", "\n", "# Station.\n", "ax.tripcolor(triang.x[triang.triangles[duck_face]], triang.y[triang.triangles[duck_face]],\n", " triang.triangles[duck_face], facecolors=np.array([1]), alpha=0.25, zorder=1)\n", "\n", "# Neighbors.\n", "plt_triangle(triang, neighbors[0], ax=ax, color='darkolivegreen', zorder=1)\n", "plt_triangle(triang, neighbors[-1], ax=ax, color='darkolivegreen', zorder=1)\n", "\n", "ax.coastlines()\n", "ax.set_extent([-76, -75.2, 35.5, 36])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "/home/filipe/.virtualenvs/blog/lib/python2.7/site-packages/matplotlib/tri/triangulation.py:110: FutureWarning: comparison to `None` will result in an elementwise object comparison in the future.\n", " self._neighbors)\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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T/p2dnXC5XKoZ+iT0lYKfmiDZ7XZ0dXVBkiTO/NjbNW3E3Q+AVzoo4/9mxqD7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"text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Everything looks about right. We found the node (red circle) and the triangle\n", "(blue) nearest our buoy (blue square). We also found the neighboring triangles\n", "(green).\n", "\n", "The best feature of pyugrid is that the library interprets the UGrid\n", "conventions for you when reading/saving unstructured grids\n", "(see this\n", "[example](http://nbviewer.ipython.org/urls/gist.githubusercontent.com/cbcunc/05a4286443ebd737f08e/raw/9cc735cd67f10e145ec22f952c122768c642da8e/pyugrid-iris-test.ipynb)). \n", "However, when it comes to manipulating the grid, pyugrid is\n", "lagging behind matplotlib.\n", "\n", "BTW: matplotlib's\n", "[TriAnalyzer](http://matplotlib.org/1.3.1/api/tri_api.html#matplotlib.tri.TriAnalyzer)\n", "packs some neat methods to analyze the triangular mesh." ] }, { "cell_type": "code", "collapsed": false, "input": [ "HTML(html)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "\n", "\n", "

This post was written as an IPython notebook.\n", " It is available for download\n", " or as a static html.

\n", "

\n", "
python4oceanographers by Filipe Fernandes is\n", "licensed under a Creative Commons\n", "Attribution-ShareAlike 4.0 International License.
Based on a work at https://ocefpaf.github.io/.\n" ], "metadata": {}, "output_type": "pyout", "prompt_number": 20, "text": [ "" ] } ], "prompt_number": 20 } ], "metadata": {} } ] }