{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "This is part of [**Python for Geosciences**](https://github.com/koldunovn/python_for_geosciences) notes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "=============" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some of the things will not work on ZMAW computers (Iris, Cartopy)." ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Iris" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " [Iris](http://scitools.org.uk/iris/) seeks to provide a powerful, easy to use, and community-driven Python library for analysing and visualising meteorological and oceanographic data sets. Kind of Ferret replacement. Developed in the Met Office by group of 7 full time developers. There are more than 300 active python users in Met Office.\n", "\n", "With Iris you can:\n", "\n", "* Use a single API to work on your data, irrespective of its original format.\n", "* Read and write (CF-)netCDF, GRIB, and PP files.\n", "* Easily produce graphs and maps via integration with matplotlib and cartopy.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we load data from netCDF file in to *cube* object and plot first time step. Note automatic unpacking, and the title." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import iris\n", "import iris.quickplot as qplt\n", "\n", "temperature = iris.load_cube('air.sig995.2012.nc')\n", "\n", "qplt.contourf(temperature[0,:,:])\n", "gca().coastlines()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 1, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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tz4DULjDvGehyPuxaDKFyacrX/26Y8wQ4UyTnrVmlUisUBn23XYYJ2ICOwEnA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\ndfeWcME38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"text": [ "" ] } ], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is how iris *cube* look like:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "print temperature" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "4xDaily Air temperature at sigma level 995 / (degK) (time: 1464; latitude: 73; longitude: 144)\n", " Dimension coordinates:\n", " time x - -\n", " latitude - x -\n", " longitude - - x\n", " Attributes:\n", " Conventions: COARDS\n", " GRIB_id: 11\n", " GRIB_name: TMP\n", " actual_range: [ 191.1000061 323. ]\n", " dataset: NMC Reanalysis\n", " description: Data is from NMC initialized reanalysis\n", "(4x/day). These are the 0.9950...\n", " history: created 2011/12 by Hoop (netCDF2.3)\n", " least_significant_digit: 1\n", " level_desc: Surface\n", " parent_stat: Other\n", " platform: Model\n", " precision: 2\n", " references: http://www.esrl.noaa.gov/psd/data/gridded/data.ncep.reanalysis.html\n", " statistic: Individual Obs\n", " title: 4x daily NMC reanalysis (2012)\n", " unpacked_valid_range: [ 185.16000366 331.16000366]\n", " var_desc: Air temperature\n" ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can perform different operations on cubes. For example create zonal mean:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "zonal_mean = temperature.collapsed('latitude', iris.analysis.MEAN)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "/usr/local/lib/python2.7/dist-packages/Iris-1.6.0_dev-py2.7.egg/iris/coords.py:855: UserWarning: Collapsing a non-contiguous coordinate. Metadata may not be fully descriptive for \"latitude\".\n", " self.name())\n" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "qplt.contourf(zonal_mean)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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gxX3KRbtc/MRvAygKaLbghTHIc0gOhMlnoFGDKILAQBhAmkHHJ7mJQD0GraFe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KldQpmj1M6JmMmB8FZrOGK+DMXvhUXW5IJGotB2m7GftM5S/U6bNMyGJCfSu5qL2Qm7ZpbuSaCz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\nAWmQpAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we plot timesiries from one point:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#Code is a bit more complicated in order to fix issue with dates formating\n", "fig = figure()\n", "qplt.plot(temperature[:,10,10])\n", "fig.autofmt_xdate()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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AiIyMxKhRoxAZGYkBAwZg8eLFuhzfgrsDNVNNQID0vqzLmrM5D4sqMhjoa79+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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Section along longitude:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "qplt.plot(temperature[0,:,10])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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jIxEQEIDw8HAkJCSgc+fOuHv3br5aBQ+P1b5t28Qktt9/L7ipSZ6xY8UQ1alT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\nu/4HyWN/t24JWK8AAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Cartopy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Cartopy](http://scitools.org.uk/cartopy/) is a library providing cartographic tools for python.\n", "\n", "Some of the key features of cartopy are:\n", "\n", "* object oriented projection definitions\n", "* point, line, polygon and image transformations between projections\n", "* integration to expose advanced mapping in matplotlib with a simple and intuitive interface" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Simple plot:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import cartopy.crs as ccrs" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "ax = plt.axes(projection=ccrs.PlateCarree())\n", "qplt.contourf(temperature[0,:,:])\n", "gca().coastlines()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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tz4DULjDvGehyPuxaDKFyacrX/26Y8wQ4UyTnrVmlUisUBn23XYYJ2ICOwEnA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\ndfeWcME38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CQSycAiIyclEokkxZDCLZFIJCmGFG6JRCJJMaRwSyQSSYohhVsi\nkUhSDCncEolEkmJI4ZYMKfYPeX/llVcYM2ZMp4g7iWQocNQ1JyWSwcTe/BVvvfUWN954IwsXLqS0\ntPQYH5VE0rdI4ZYMOd5//32uvfZaXn31VUaMGHGsD0ci6XNk5KRkSGEYBmlpabz33ntMnDjxWB+O\nRNIvSBu3ZEjhcDg48cQTeeyxx471oUgk/YYUbsmQQlVVnn76aRYvXtypyIBEMpSQNm7JkMPlcvHy\nyy9z8sknk5+f31FsQCIZKkjhlgwp9nqVZGZm/v/27KAGgCAEgiAqkIMCBCPvTFyymaRKAa9+DHV3\nNTPV3bW7jy+D/3hOAoSxcQOEEW6AMMINEEa4AcIIN0AY4QYII9wAYT7azYccz2+ciwAAAABJRU5E\nrkJggg==\n", "text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We only change projection:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ax = plt.axes(projection=ccrs.Mollweide())\n", "qplt.contourf(temperature[0,:,:])\n", "gca().coastlines()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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DHSYEkOtC5gUtungfci9fY3KxmEF2izytVptvuURie1im7YOza+Diz7YHvYs/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VX9plVL3di3GTmnLTw/Gn7a0nyDdhmdDi7pJoN2TYztDW9co12Z1CRoH++ZyQr/iTfQEjj+3Rc0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\nDNySJEl+RgZuSZIkP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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "ax = plt.axes(projection=ccrs.Robinson())\n", "qplt.contourf(temperature[0,:,:])\n", "gca().coastlines()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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MT77y1mC8pgnWX38DIHTyTcS++QAqXe3c/c6ncF8AxxaYcZ/YDRHtoLQAkldC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\n/wAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = figure(figsize=(7,7))\n", "ax = plt.axes(projection=ccrs.NorthPolarStereo())\n", "ax.set_extent([0, 360, 50, 90], crs=ccrs.PlateCarree())\n", "qplt.contourf(temperature[0,:,:])\n", "gca().coastlines()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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37i1ElpOGfxuFS+N5pGt7TgHnJrxD4/kvoA0JrEMpKyb9vWW4rHZMo/ojCTj1\nz1OIZneC5tJaqqRfYdUkeGDNdaGULkcgkX4slPRjoYTFFRLROxmfJjk3giF+3aMoJoVKOVuLmHhC\nCM6N+xfhj91FQL+bKNp2EF2DYPeQjkLliBxfCszjsI8aRNK0viTZZ+Dj58A32Ira30Ls4PMQVP5Q\nkz07n3N/eYvgMQMIvMV7IaSqQ+Hm/aR/8DWtE2aj0mlJ3dCE4q2vQq9LESsu7ocvR8HdiyHq6qCu\n1xNZSQFkJbUhOMJMaM9kgttm4lIp8fHqCkUxKVRKRC0ifLtKSinadogWG94HIPXNRUQ8c08VtRQc\naQGk/hpLxolgEAKO/Qfi+oEkXTbx70fRhUBajD2CpsEfka5dVhvpH3xN+vtfEnzfzcTUU1w8e3Y+\nZ8e+QeOFL6KPCSd3b0NS1lhlZWQMhq/GwPlNcMd/oOmt9SJjTcjN8CF3ZQsCtsQT0jWVBl0u4qyG\nFavgGddftjOF64pGJHtULve7rewNGc7ZcW/iyJcflCqjHkmjxlloRghB8bZDmO7qA4DkAnWpDlWB\nEenSi6cQgpIDp3HZ7BV1c8MiuSTMZ0JIXHwT+z7rICslhw2+fwROrIRh/72qTkmxliML2lNy+o9k\neWlvLqJgXQKtdvyH+FnPlBtN41qQMes7gu7oQeAtXXFl+nN2RSgsHAx+DeHr+yC6JzxzHtp6N6fX\ntaIwT8/5DY058GF30jfHIwllfM+bKBaTQqX4kUkgZgrKSUn9Oy6bneS/fUr8rKfJX5dA4mP/psnS\nV7n4zlJ8u7ZEHeiL2qpD06IXZ6cV42o2hOJsO1iLAIHBYCOwJeRNux1Hynmi351MgydHXbuTrENK\n9p8if/VOoirIGKsqMpC6pwH5hyIoKrhMiZRky8NcRhNM3A76cnJfFaRgW/04R19agyY8AmOLcMyH\nztJ231z08d4P1eMpzpJSMv+7kla/zgIgbX8gYskI+ZxufgO6PvbHHJOHqBC4rsPJnVKzhgtbY9EF\nWAnudLG+xblhUBSTQpU0IpkDtKjwePbC9RiaRBFy/2D8B3TkYOxoiiYfIOPjFbTZMxuRE8Cx5a2x\nRQzHtmsrRDwAO96F7dMhvC2WojQsjW4GQye49xNS/vUYjmbPE9s3FZdv2UgPLouVi9OXoYsOwzSi\nL5rgAK+fr8qhxpVvxJxjxFykxVKkBYsWyaJFOK4YZFABBjsYbeh97fgE2DAE2ND523DpSjj/8LtY\nz6djaBbW9RytAAAgAElEQVRNyJibUdu0uIr05F/0JXttNjkbt0CXx0CvB5cTVGpwuWDpcIjtDbdM\nhyujY7tcsGc2bHoVuj8J9yzDUZyBb+MdRL9dWK9KCSDr8zX492mHsXkMQghy3nwdsk9Ap4nQ8+lq\ntaVCoNqcj2p/Ec5uAah6BmCvIlp4fWDO9CW4voW4gZCEEMoMnpeQJIktouYLIa9XNjKYddxW4fET\ntzxL+OMjCB7Zj+SX5mJLy8Z2Pp2QB2/B2Pshzn7fHJtNDadWw6/TQa2FlJ0w6C3YOxdUGihKhSeO\ngU8IzIiCiTtQh8YS1jqV0NCtGPtEI0kSZ+6fhrOoFLWPnsJf9hPz/mOETaiZO7UkQMr3IT/Nj6JU\nP1x5vpizjBTm6hG1fTtPPwSrJqEKCMf/rr9R+PHdMHk3wmaBI1/KH1sRqHXQciRc3Aepu6D70+Ab\nDkeWwcQdVyul7JPww6PgtMNdn0F42RTpsX0v0GBgYu1krwXC6WS35maM7Rrj074Jjot5FOzNlM/p\nkR3yd+8hBqsTvs7Cctri3qc3qXF0C0DdMwDbdeLZGRhiofWkvTi1ThKk/iiP1NqjWEwKVdKMFNZV\ncMxRUEzRr4dp+s0/Kdl3iqzZq4h57zEu7lqG1Hoix7++zNJyWCFpK3QYD/csh2ZD5Dd+ALsZdL7y\n/wExcOALnM1uJ33WZNLzk9C37UGz/z6NJjgQYXOgDvJDCIGwej4fpSo0UpDiT0GyP85Mf3JTfbHb\nvLxQ0m6Bza/D/s/h5n/h6jSRApUKejwLs9qBzg9aj4Y750J0Dzj2DWx8Efq+CHfOgW3vwG8z4OFt\nZZWSvVRW6gkfQ/9XodsTsnV1BRe2xeKyq4m85Wy9uDXnfbcNAF1kKIG3dcWeH0qBPVs+WA2lpDtr\nxvV9NraCsvHsrHlOWJ+HJsUCY2q3vs5bxA87hVOrOEB4E0UxKVRJJBcAQblPOiHw69mGQ80ewJFT\nSLPv3iT/xx1EPDaCnL3xZcv6NYDW98DwOVfPMfyulABGfgHrnoFdH8GQj6DNGKzb3uFIv/tQxfdC\nH90EXWgEzb+ZQlBvE07hQBKSPAHtkpCcauy5RvLTfTBn+SDyfChI9at1GJsqyT4FX4+B4Kbw2CHw\nvyxgau+/QYs7IbRFWYXSdkxZB4C75sIds0Bzab5JCDi5Sr4eDTvD5H0QFFupGCk7o3Ba1cTdcfqa\nuzRnLZBfYYLHDCB03G2krG0KqtkgeTb8pkEg/ZSL7deiSstZj5aiTyrFGmestcy1IaprGvq4mnuu\nKpSPMpTnRW7UoTyAWfyNJMIqPG45nYIuJgyVQc/xgU/TYPJkTp+aUvMOf78tLx+uKc2TvdRiekLv\n52retrdxueDwElj3LNz8JnSZVFbumpJ9Um4z7ywM/RiaVC9aRljTPJrecxynrvpJBWuKLS2bkr0n\nCRjQEbW/D2dmdyF38T9BHwj9/lFpXWOJA/F1JpbzNo/6MsZosT0SibOenCICQy8N4V3mLq4M5XkH\nxWJS8IgoEitVTIZmf4QIspxKodBWy7hs5T3YjSa46UHY8W/o8XS1hoa8jhBwZh1sf1+eGzI1gfE/\nQ4Obat92SgL8+q487Nn7ebjvu+p5sa18GHwjyDrVB2tGR1pNTEEEWKqu5wV0kaHoIuUUKeoSPbkZ\nPuC0yXNplaA9a8bxbRb2Es8f6qXJdjR7iqCL9x1gqkJC0Gj4SWUNUx1x/bm3KFyXBJPhcVldbDhZ\nrz4Jp9Z4X5Amt4HWB+b1gbxE77d/Cb3ThY/ViS51Hypz3h8HXC44/h3M7gIb/gadH4VnU+Dxg7VX\nSumHYMHN8NVoeUHt1ETo8zcozYXtM6Aky7N2zv8C5mzY8W8K/96ChJYTuTB1MZZzabWTr5rknru0\nvsphrdKCdGXaq6WUfkfanI/eWUl+pjoiqnsaupiCa97vnwXFYlLwiMxqBE1t8c0i9j22F766B14s\nKneSvsbofGDcOvh+Iuz7DAa9WeOmVEJgLHRgPWdBlWZFW2jHVeDEmuPAagNIBm5HnltrhdrYHZf4\nGaE1ouvzIs6ud+P0VpRphw2+vhe6TJYdG9Ra2XLa9TGc+hFcDjlsj2//qtsKbQUt74QWw8FpR6Tt\nJTNhGVldn8C3QzzNV79zTRbeFp2/pJhaDJOtuKa3Q1grKEoDg0n+Li9haOdDybq8ClqqhBY+ONTX\ndigvKKyUmEHnUWylukNRTAoecYbKA2wWbjlAxodf02T5a2QciZDfkJvd4V2l9DuSBD6hoPOvcRO6\nZRk4z1sosf7xln71zMZBoDcwE9iFs3Qn8A+w9MO2VoINyTAyFNqVs/i1uuz8CEyNodtf4ehXsGsm\nFKfL20M+goW3gNa36nZOr5PXDNku5atSayGmB66YHhDSBuu5/yLVIoWGp6jsaorOm+SNZkPg1vdg\nfn/5frAWQruxsrv7JUr8tBgiNFgyPJ8P0/QPwHGzqfau/dVAQtDozpM4NdfeSvszoSgmhSrZRS9y\nqfihWHryAmfGvI4+LoKUV+bhbPGZvE6nay2cH6oi79xVa3iqg+uCBae1qqGjKOAMoAb6X/pcQgWa\nQUE4vKGUClJg+7vw6C7Y8Dxc+BX6vwzNh/2h2O0lZT0XryTjMKx/DvITYciHsgfg5Zhz4JdXsI5b\nR/ovYTQcdK7O3MmlIgMnl7WhqOCyeaWbHpSHOvWBssv8zGayi3xwY3cRR7wBMoo96AC0Q03Yu137\niOkRbbPRRikpMOoaZY5JoVJyiGIVwystkzh5BlGvjqf5mnfJnr+W3H1HIW03NBtaN0JZi+DsT7JF\nVh7mHDDnVtqEZ97LNwGxwGdl9upNavQTI3D0Diq3VrVZ/3/Q9XHZ0jn+LYxbDy3vKmtt2krKt5iK\n0uH7R+GLwbIie+KIXPfKOR1rkXzSSdtI3h5F0jdtUNu8/15qSw3k8NyO5KWXI2tEO9nV3SdYvjdO\n/lDmsKZVxWGvfkdSg3ZMaL0oJYDgltn10u+fDcViUqgQF3qW8ADWSm4T88EzWM+mEjZpOCqthqBb\nepG9d4kcrFNb/TUmRqsT6/5iJLUkfzSg0khIWglJIyGi9VhOrYa4vuAbenUDFw/AkqHygt2298nD\nSJnHoMdTZSwOSS0hr82qDBXwV+BVQM62amhhgHvCsOi8NESZc1oeumtyK+ydA6O/kh/cV+K0wQ+P\novFvjLMwHI2rIQ7NBUTKHKROExBPngRjJYrSFA+P/AZLh0HKTjLWhJDzz7P4hOQSN+dJjM1jan0q\n+YciOLuqGU5nFVpfCNnjsM/fyp5inAFJA6KC0TyNUUJ9f3i9rV3SqF0ENMtFGcSrexTFpFAhPzCc\n5EpcxF0WK+enzKDB/92LSivfSvoOA+DnL0BUb2pY53Lh2lKA7bdCXBUMsal0EtoXYqAwFUIqiN23\n8UUouigPZV3cL8eUAwiMhpvGuYtJKk/HsToC6UAamgEtsQ00eTeYaHBTeOwg5J4BfQDE97uqiNHm\nxNp5LZqTB7GdvQCkYWcfYAS+Q9odg77ACnc5segrUZimeDkg7M6PQB+Io8lgigvPc6zn0zRZ+neC\nbqvZGjxJQNrGxiTv8NBB5uI+OQxVeNsyu+0qFYaHG2A7XYohx4YjyeqO/KA3qZAejMASWj/R0gF8\n/O24Q+Er1CmKYlK4CoGKXxjMdrpXXMbl4vyk99HHhBPx9B85lhyxt0PWCxAU73F/muMlSOtzceRV\nrsyk+K1YL0TB2Q1ygNPyGPkFZB6FtL1yaJ+I9pBxCHzLhq/xMBABoEalH4DUcSuOgb08reQ5kgQN\n2sufctCtyKT0sBlcwdgYWG4Zlx0sR0vRp6WiHx2ONcpQcX+GQBjw6h91ASK6cPre0ZgmPETzd4bh\nMnjugKB2qDm7oiWZJ0I8rkNgLDgs8jqwZmXjHFqiDBBlwHxp28fiwHnBijpKj9m3fh9Xhfl6zq9s\nSdyoY0oW2zpGUUz1jLnYyfzXUnE6BL4Balp286XzoAAMPnXgzeYBNvxZyv0crcILL+2txZQeTbwq\nTbpl3wX5n8aDPOpPhUDzUy6WKpQSnMeZ9BSYW8prfHpUEKXaNwwaDZA/Paf+MdciSZB3Hg58AcKF\nkO4Bql6YqW1nhC7PYv9yJPS4F0zXNvuupsiBzcOxI2ueC2leOppbTTh6VGMOJq4P4uFd5C67i11b\nUoh44V+EdSnEGGhFbXCAzolL60BcCm8kuUBl02IvMHBmVXNy0zzwFrwc3zAYvRy+vAce3VnpNTUb\nNND8+nlMZRwLRR8WR4P+SfUtyg3N9fON3yBYzE42f51LfBsjTTv4otFU/mq1/L2LfPXv9DL7dAa5\nTmCIhvGvRTH04TDU12CtRhqNWcSDZFO1G7Z/n3ZkfLwCW0oWxhZy7DaVQ0XBwhflApcNm1WGIcOK\nOadypaTxO40zdDGiwXjZ48xTrozMvfIh2SVbUmHLGwH8G+hQfp9GCQYbsCc+Cwu/ked4fn4RRi/z\nvH8vYO8SAOc8n3AXTnCszUNjceEYYPK8o6BYmPgr4odHSX+sL+l9/g4dH/ojZh+g1TrR6lyYSzRU\naTI4rPIi35IsMGdd+nvFtssBa56CB1Z5Lud1wIUtcfiGm/Fv5eGCZ4Vqo8TK8yKSJNG4nZHAUA35\nmQ6yUm28/mVTut5a8durzeriwgkLKaflz6Yvc+k5LIgHX2zI+aOlzHwyicbtfXhudnwZy8Tb7KAf\nqxiKA88ttYz/fEfGrBW0O7YQSZLI3deAM098AmfWyiksPMibo0HA9gLEloJy3be1rVKxnx8uz73c\n+j6ENK3WeZXh45Zw7woIb43ugw+w5c8AQoBXgC7uYoYmesRQDdbv7oSQZjDsUzlFhRBlA7NeA1QI\n9HPSKE2tflZf3f1h2FpW05oBSP4Ntrwhu6D3eQE6PQLacoYHzTmQdRyyjv3xN+8slGTK0dB9QmXr\nyCfsj7+/7/t9O7QF+Ndv/qiaoNM5affwQdThZd3blVh53kFRTF5EkiSe/SSeOyeHkZVi45VRZ4ht\naeClhU08biPnoo3J3Y7x9MdxdB4cwD+GnyIjycYXR9uhN3rfu9+Jnq8ZzV6qDqcjhMCRmQcaNWo/\nI+fGv43G5Ef8J/+H2qrl4KwuNY7gbbQ4EMlWhBOEQyCcAnWYFkvC4xAYBwNfu1IYuLAdSnPkNBkh\nzUBfhaW38Dbo+Qw0G4LqlzwM6SU4cj7HYf4ZY+xX2LUqpA5+2JsacX0/SW7vthneCchaC7THirF/\nWX03ZbVeQjupIZbQ6mWLdZO6G7a8CWl7oMczspelWxEdA0epHGUirPWlTyv5e/CNkOeyrpN8SXWF\nf5CVVhMOwmVxCBXF5B0UxeRFJElik7Mraz7PYs4/khn6UBiPvBVT5XDelRzfXcwLQ0/RtpcfGq3E\na182rZOhvAIi+IK/kEx4uceFEOQs/ZmibYcoPXyO0iPnkbQahBC4iksxtmtM620fozLqSV7VnIv7\n68Ca2D9fTib4wBp5Xc/X90GDDrK7cXG6/MZdkCwPD03aAwGRFbf1/aMQ2bnswl9rMXwYD3H9Za+4\ncz/BgGnw4xR4Lk1+s69nVAj0c9MoTam+1WQI1cCkhpV761XFxf2yJ59aLyug8NayQgqIuuGVjycE\nBFvxiyxCMplJvTlOUUxeQFFMXkSSJDr09yc33UZJoQubxUVopI7uQwPpNdxE+z5+Hg/H/bQkmwXT\nUpm9uw1+gd6fCjxHSxbxIMWU734rhODCs/+hcONewh4dhk+7xhjbNkIbGlSmjCRJ2FMDODDvproJ\nDeNywopxcuDUPn+Hk9/LgVwj2kKbe0F96dps/iec+B7u/ebqyfSj38DBRZC4SU4f0WF82ePmHHmx\np7VYfuP/9gF5LqrPC9DmHq4HdGfM2JdmVtcLHwBDQy1MiMBiUKaU65zXJEUxeQFFMXkRSZJo1NZI\nSaGTv81tRKdBAZzcU8LONflsWJTDbX8J4aHXoynKd7B2fjb7filk7AsNad+n/CGo3x/83mYPPfiW\nEeXOJzlLSin8ZR/ZC9ZhS82mxdrpaEwVD5GpbRpOzO9AXkbVq/ZrzKnVsGSY7II+/mcILmdo1OWC\n3z6AX9+B2//9h/PFuV9kxXbrdGg6pPzFq5dTmg/vmOShqKEfe+zEcS0wZNvg2ywsadW3nPThGlQT\nGlBazy7XNzyKYvIKimLyIpIkMeyRMB6fEYtvQNmHfl6mnaf6H6dBnJ5ju4rpMTSIdn38WPyvNLrd\nHsSdU8IozneSn+WgINtOu97+NO9Ug4nrCnC5BCf2mPk5pQ1H/LuhDvBFHeCD2t8HIaBg7U7yVmyj\naMcR/Lq2JHBoD8InDUftX7HCUTlVnFnSjuzEOg4Pc26jHGV76Cx5oWxlJPxXXmT7fIYcv+bj5nDL\n9KstH7tFdmG7Mv6cvVTOsdTxoar7qge0QsCaHOwJHsSUuwJDqAbGhWMJquGck0LVKIrJKyiKyYtU\nlcE2O83G1hV59L/HREgD+eFQUujk81dT2L+pkMBQLUFhGvxMGrZ+m8uE16No2cWX4nwnuzcUcHJP\nCaOejqDvCJPHlpTV4uLzV1L4aVkezgATUoumOItKcRaW4Cw04ywyI2x2AgZ1Jvie/gTe2hV1QNUK\nUeWSOPdVGzJPVWGBXEsyj8KCgXDPcmh8s+wg8d0EyD4OY1eB32WLbHfNgjVPwqTdcjqJ/zF8SuxY\n9xSjP23GnFwNC0oFuva+qAcEUmpSFJTXURSTV1AUkxepSWp1gYQTAw4M2NBjQ48VPcnHC1n69E4s\n+Rb0BkHnQQHEtjSwYFoqkU0M/PWDWCJidWi0UoVKqqTQyYsjzmIOjsLvzefQtGxcbrmakPx9Cy4e\njKi6YF1SmAZ+DWS39N9j5N36PrQf+0cZIWDT63BoETywWvYcAzkyxOwu0GlimfQL/4v4FtqxHDWj\nTbcikixY8zxbkWtobUR08kMTocPhq8aqrtjrUyPkGUS74uxQOYpi8grKgLOXcaLHQgAWjJTggxkD\nRRgpxkAJ/hQSRi4hFOGDGS0WKnhrbQX6DaAHDNgpJp90crh7ZDpH3/+JSd13Yy2y4XQItHoVASFa\n7noylmFPxKL3M5B10cHfhx1E1a03kbP+D8lbCe2AzO0x9aeUSvPg0FI4tBhSdsKDa+U0Cl/eDcM+\ngdajypaXJLh5mpxeYf4AiO4hp/n+/QHraVbY65iSAC30DHQnrvM1O7AcLEF3pLhSTz7LsVI4Vor1\n0rbWT0IXpgVfFVgFotSFs8SFrciJwwE6kwrDAxFYwuovXp3CnwPFYvIikiTRQ2zCdQ2ziQiXC2G1\nYzmdQtq/FlG4+QDhjw4ja8E6wqfcSeRL47zqQGE+G8zRJW2uaXK2Mvz8Iuz8UB6uO7cRUhPkRZ2j\nlkCTWyqvm3FEDpbqssuRHFJ3w+Fl8OAa2Y38BsQn04p9ZyH2vSVeaU+tl1CPCsXWwnvznzcUisXk\nFRTF5EUkSaKb2FKvMpiPnCNj5reYRvQlaGgP7zaeb+TQ3I5YSuvR0HZY4avRchTWLlPkxZ9tRsvr\nmWrC8e/gh0kwcgE0ryC/0w2A9ocsryknJNDcEuS9fFQ3Eopi8gpKosAbDJ+2jWk053mvKyVJwNkV\nrepXKYEcu23MN3K0h2/ul1MoaGvhqt5qpOwY8f0jsGeO9+S8zpCGhWBo4KXvTsjrqhQU6gpFMSl4\nRP7RcHJSvJBG3BtodHDHxzA1SU5rseBmOUdTTYnpARN/he3TYf5AcNi8J+t1gk2lgrtDvfaLtzas\nJLWGgkItURSTQpWoXBJpm65tugePMATAwNeh8ySY2x1Or6t5W8FN5JTm6QdhRhTk3XhpDSwRBjTd\nvPNyoWuhKCaFukNRTApVUnAijKK869gTq8/zMHIhrJoM8/rCjg/AWlT9doKbyPHx/KNgZjM4tdb7\nstYzup5V56CqEhW4ohXFpFB3KIpJoUpy9v0PpCVofDM8dQr6/gMSZskeezVBa4DHD8hroX56AZJ+\n9ayeywXHVsDn/SBxa836vgaYg3QYG9VuYa1vY12la54UFGqLcncpVIqU50PmOe+FHFIJgdHuRKIO\nPJc0emh0s7xOqRqp3fVOF74ZVtS7C5G25aM/WYJvv9lobp0ur4/a+5kcTLYy9syGDc9BWBs5Xt91\njK1N7YbzLA0Ua0mhblEW2CpUSsru2llLGiEQOwrQZdiQcuyUXrRT6gSNj4QuVo81WIs6So+6mZHS\n2qRmsBbLQ3mnV0NUNwhtWWlxncuF62AJusPFmM9a3YtMAayXPrqA1qjbr8C1/wXEzo/glneg2dDy\nUz2EtZIT393+AXwQB1knIKxyGeoLTSc/+CkXp7XqsuWha26k1LsiKSiUQVFMChWicqrIO1x+riZP\nMFy0wKocLKn2qx5kDrPAccICWHBSBBIYWhkRo8KwampgyO94H+xmePIU+FUss87lwvVLPs7dRTgt\nAkclTdoKXfBbNPqQZTja78K54XnYPA0CY+UAsSHN5Oyupng5okTmYXnxbpcpciDZLpPlpHkR7T3K\n5nutsKpVaLr6w681mIdTgTPmOp5vVLghUBSTQoXkHQurcUZazaZcLJsLPa8g5BA5eikLaUx49SJL\nmHPl6OOT91aolCQEmsPFSL/k48itXlIja44L/aEeOJ84BOd+ltOsu5yQsgvmdIGo7hDbW3aa0Big\n+5Ow4XnYMQPyzoMxGIZ/Cg07VqvfukQz0IS0vxh7SfWGVH1itJivIyWrcGOiKCaFclE71KRtiq9R\nXd15M7bqKKXLsB4tRbO7CEfXaniPWQvlRbam+AqLSJvzsW8qqJFMACqtJCclbHb7Hzvb3QeD/gVH\nv4J98+RhPLUWfENh5Hy5jMslZ+FddJucebfRzXKU85JsaP9A5Rl36xCLRoWmewD8Ur1rYkmzo3O5\n5HVRCgp1hKKYFMolZWssRfnVH7IxOFyIH3Jq1bdrfS6GpgYsnqZl8IuA4ouyEqjggakrdGDxWIIk\nYD+QDmQCL6LSVmA56nyg4wT5Ux4qFXSeKIdNStwM53+BrOPysOPxFfDwVlmZ1QOqvoHo9hZhK/As\nGjnII5WcMEPr62SxtcINifLao3A1eT6k/RZVo6quVTlYqzlUdlUbduDrLDkpnickboHIrpXO46hL\nKptNupylwCjgZ0ACVgJJoK1l0FpDALS8E4Z8CHd/AaO/BHsJnF5Tu3ZrgU2lwtm9+h6XqiNeirmn\noFABimJSKIPaquXMyhY4ndW/NYylDmwHvfPQsqTaYY0HlldpPmx7G9reW2kxp0fKUgAvAROAjwEb\nEAyEg8bL0dSLL0JhCsT192671UTdyx9dYPW+a8uxUgxmTxW9gkL1URSTghup0MDx+R3ITfavUX3b\nb4V4c3mSPaEY3clKFJ3TAUvugLDW0PXxCouphMCS7cmDVAK+BNYAXYDDyBaUP6i9rJj2zoW294Ox\nfiN026QaWE0C+CoTg7V2lrGCQkUoikkBAEe6P0c+70B+prFG9dVCoDnk/SEesSobo72CB+D26bIX\n3B3/kQO7VoDB7gKPp1G6AauA75Gtpkteft62mIQLDN5buFwbtDWIn2c5b0N8moYhs4aLoRQUKkFR\nTH9yVC6JjK1xHJp3EyWFNQ9Vo71gwZrn/TdoSZJwXLmuKS8RlgyXEwaOXFDlGiGpsLrDTmogGjl/\nsIzwtsUUP0BOUph1wrvt1gCLVo3aUP3zs+Y6sc25iPZYcR1IpfBnRlFMf2LsqYGcnNuZpM1xOGow\np3Q51nOe+7xVB1cHP+yluWVToO/6GHzDYcp+CIypsg1nfu3nQ1wqLyumRgOhz9/h876wfQYUpHi3\n/Wqib1Azz0CXHcSqHPROzz37FBSqQnEX/zMi4OIvjUjZHu21FOn6Ans13LGrIgc4ANIFNJ3+iuPb\nv8CZdTDmKzkG3uEl8NAWCPDMc1BlqP37lyrHXus2yiBJ0HWyvDD313fh17fliBIt7pQ/kZ28218V\niCANsrNH9XGYBfxaAP1N1aonIbx2/yncWCgW058MlUviwvctSd4e49WHgiqrtg9uAeQD24HbgS+Q\ntMuxzIqV52NGLYbfPoAfH4NWd1crlboUUPv3L3OSDWNdzKdEtIVRi+C5dLj9Q7CVwJKhcPJH7/dV\nCTafWsQpBKTdhehc1bGaBO0f20vDDhmoVEoqcoWyKBbTnwi1Q82Zr1qTdaZ6b7ZVtisE5rSaKqZj\nwGxg06XtaOB14A6kPg5EBwMERsuH2j9Qox6ctXzoutvZWQh3hnmlratQayC+n/wJaQYHF0KLYXXT\nVznUdg7NXiRQ7S6G7p5F7DD6ONGHmYm58ySx/S9wYUssFw9E1EoGhRsHxWL6k6B2qDm1pJ3XlRKA\nU5LQ3FLddpchW0YPAa2RFdNBZFftOwAwdI3/QynVAotaQvKCbnIcKkHvuAZzKa3vgTPrwVKzsE41\nQeWsvdWij/R8nsrg88eLjAgsJebOkzS/65RiPSkAimL6U6Byqji9rC05SV7IXloBjl6BaLtW5XZs\nBy4Aa4H3gTeBrcBkIAQuG1r0idFi9vGSQS9J6ENr35bLDs4dNY+35zE+wbLX3onv6r6vS6hrqZjU\negl7NbLaanyudkgJuimd1vcfRadT1kf92VEU0w2Oyqni7FdtyD5f92tmXMNC0Le48uHkADYDU5EX\nrY4FvgDeubRdfjw+axMfr8qmDvLOcJ6UUN25lBoS2wcu7q/7fi6hstfunHQtDDjKy1NVAZqg8jM6\n+TTJpe34w/j6e9nZROF/CmWO6QZGbVdz5mvvzylVhBMJVY8TqJLewWUpRFZK54BY4E7g74Bn8wj6\nLn6YvSiby9c7isleJFDvKIQ+dRyxoSQD/K5dSnvJUTuLyRbv+cJstdpF7MCkCoOEaBoW0urBwxz8\nrAN2u/Lu/GdEUUw3KFKxnhNL25KX7nvtOs07j33ZcDQ3z0C1zf//2Tvv8Kiq9I9/7vSZlElvBAKh\nhiQuv0sAACAASURBVN5BVESKgoAIithBRV1de9nV3bWtvez6s3dFRextLYgFu0jvNQHSe29T772/\nP04gCZkkk2RCItzP8+Qhmbn3zJlJuO897/m+3xdvjQ5IAFqvNWqIrbeJ2pDAOm57LIEJTAD6dZXo\nJoXi6czWDx4HVOV03vhH4DV27L2Yh9j8vpGIn5CLam+5B64uupreM9NI/XxAh+al8edEux05BpEL\ng9n56qijG5QAjEGgN+E94Ur0F89HZ5xAW4MSgGdE4FsqyAFaMQG4KxSUNe3o/toWptwtnMc3vNy5\nr1OH2rd9VlRQtx9o8e8eNyjEQ89TMvw6NnxUPvEjC9o9L40/L1pgOoaQVCj8tRdbXh5JdUX77YXa\njTm0rrurgivegn5BFLo2Lnws/cx4R7fPRLYljBGBTQ4YD7Z8x99hgmPgopXww12w78vOfS1AN8iG\nvp0d0z0n+L9/mXBKOrLRf3FD0uxUIuK1NhvHG1pgOkaQKqzsf3Mk6at7t6tlRUAo2QfhyYe96zyD\ngzFf3wPjuGC/Lnp6i4Q0L6pT3ACkAJuwqid2nsLxMJH94fxP4ZMlkLO+U1/KpdchjW37DYFphA3P\nEP9WuBEJNUSMymvT+Ipeod/CXZjNmlLveEILTH9yJBVKNyaw+fnRFHeiHLxV0laJFhTDL2r0sCPU\niGdOFMa/90J/ejiWWN8rF0uyGdN1CThCO6ebq/dg4AyTrAMsuPoEVjXYLIkT4KzXYMWZUJLW9Pm1\nz8LPDwXkpeTTIjDMDPer5stk12EcF4xuXpTf4/c8bT9qe+4Pwhz0PiO1HSdq/FnRxA9/Ypzp4WR/\nm0xp3lHeS/LFF1fD7Gdg0DyfTzv1OphkR50UivmgA2ljFZJRwhlsxJhgxJMShNyJvmnmbGfAVH7q\n9KOjcjzMwLkw5R5YPguW/g5Bde4TjnL48W6QdKL9R2hCqw0TW0JFwnuCHUsfM9KP5ej0EopBQjVI\nKAYdsg4Uow5rihVnvBkFCX9F3b2nHcTcq7zdc7MPKyQ+PYy8zXHtHkPjz4MWmP6MlNnI+CaZgr0R\nXT2Tetw10GNCq4cpSGK10WDF0T7rUP+xZDuozQxMXYx5iBVnbDs3Y9pL3mawRYqg8/YcWLIaTEHC\nO3DAXBh+AWx+HX76ShTmBnfM2scZZ4Hzmg8AbQ3wCWPziDkxq0NzAkialYYzL5Sy/KO0WtXoMrTA\n9CdCX2si48ck8jfFoSjdyJVZkcFdLS6W3ZHfA2TtI4HutE5YLZUegLL90HeG7+e/vBZK08TKKWoQ\nvD4FLGGQux6u2gQRyeLcjy+BbStg0k2Bn2M7iUioptfMNP/7NLaAYlAYeOE29r497KgrTvV6BVuw\nB0uwF4PNjWT1IFk9qC4DtdmhlBe3X9Wo0RQtMP0J0LsNZP/ak/x1CXjcgZM9BwRFhpx1ENEXzIFX\n03UUS74T587AKOhMI204wgKsdlx1G2x5XUjtRy+FKXc2PUaVYcGb8NN9whGi7wywRUHMkMb9qMZd\nI5zJd38Mk/8J/WcGdq5txGhU6Dt/L0oA/e+UIDeDlmwl9d2hFKcHfk9VQiVuZCHRQ4oxB3kw2Dxg\n8SCbWu7ppa81UZllZ+fdAZ/ScYkWmLoxOkUif00iBWt64qjthr+qvC3w0lgw22HsVV09myZYPDJ8\nUByQsSQ96Gd0Quo0bjhYI+HCL8VnOfYqIRVvSMwwWP88JJ0CvzwIt+ZCiA9XiJ4T4dY8WPes6PHU\nfyYUbBeNFSfeCDGDAz//Fug5NR0pMvBSb9nkpd+F29B9OJjCAKazY1NKSJqWDhH1c/ZXCyjb3AQN\nLGr9QA2/6IZXOw0AKqykfpRCSXbgi00Dhs4Atmg47xOIGdrVs2mESVHg3UKcxR3vXgtgGB+CI6gT\n/ruMuBgyfoHvboe+p8GezyDlLKjIqm8WOOMRWPcMVGbDRV/5DkqHJ2qGHuNFcHp7LuRuAKMVkqcd\n1cAU3becqPGd15VX0Sv0WbgT47d9yVsf36HUdnSfCnpOO4gh4ei5uWu0jBaYuhmSCiWb48n+Lhmn\ns5ul7QAKd0HBVrCEg8Uu0kk/3QcXdX4RqL+YFAVpeQHO/YFp7GecGIw8sxOFJrOegmVTRB1Y5CB4\naRy4KmHKvTDhWuE2PuUu/8cLSRD7ff3PEF1/v7haWBwdJaw2L33P2ktnb4OqOpUep6fRY3wuGd/1\noWB3ZJvOj0ioocfUg1iTSztphhrtRQtM3QhPTigZK/tTmttNRQQAO96DTa9A7DBwlAnRw8jFXT2r\nw5gUBemtAlwHOh6UJD0YZkfgGdPJ9WFGC5z3KWx8SaTdznharHrePQvyt8CMh+sl4v4QkQzXbBPf\nq6oozj2Kv6PeZ6SiBHVCt9/mCK8laeFOkmvMlB4Ioyo9jOr0MCrLjlRPqpgtMkHhLmImZWEfXNi+\nuiqNTkcLTN0EvdPItneG4uyOe0kgRA5P9BYBSfHCBZ+DvnOKYduLARVpeWCCkjlcD4uiccX732Oo\nQ4TEiRXO5tdgyELQ6eHy3+Gra+Gp/hDSA67ZfthVw2/SVomUa+8pnTLthtgjnCTNScXSu6zTX8sX\ncpAL+7AC7MOEv56uygKyDskkoxq9KAa5YcuvZt3NNboezfmhm5C+Krn7BiWAwh0iEIX2hNoiOPhD\nq6foVBWbS0anHp1LgPRtKa4ApO8sfcxIVyccvaB0iB5jxZ5d2tfiZ3MwzF8mBA2ladCGfkfIHjiw\nGlbfCZNuadu57SBhdD6Dr9rYZUHJF0qIEyWsFtnmQjE2Dkoa3ZtufCU8fnBn2cnb2rGiyE7HbK/b\n97gLJt7gcwNeh4op04l3dy3mYjeOdBe1btAZISjRhBxhxBViwBAu/uxUFXHbqqrie5seeXD70pi2\nGg+1v3bc8ds0woY8PxpPJ1/Im2X8NbDuORgwu/4xZ4WoW/J3TooCHyyCsgOiTfuw8ztnrkBImIve\nc1KxJpf6rWDT0GgNLTB1MTpFImNl/66eRsuoKhTtFJsuSE3UXRavgnv1TnTbPsZZdQIwgIZaOMUD\nNQfdcFB4PDTnwaA/IQTaGZgkXccDiXF8MJ7ZkZ1iIus3QxbBLw8J/7vJd4jPfssyIWjwl5/+DTWF\ncMU6MHSey3x4QjUDL9mG0kqNj4ZGW9ECUxfjye/GFiuKDOtfgA3Pg9cFC98TfmwABTvgs8vRWQfj\nSt+F6t2HwkTgFeBzoO0dXs2jgtrtZ+ew6JEMoLbzGmkaaev6oARgssGSH+Gt0yFtJRis4CyHRR/5\nd77sgd8egxvSOjUoBYW6GXjeTi0oaXQKWmDqYooOdKEjeEvUFMFHF4qANPtZSJrcKJUklaVBuYyS\n0xuYBEwGzMD9wA3Aa0Ab5O46cMW034NOkSRsiSZq09vuvGeJNqB0UruNdhGaAH/ZBNvfAVcVjLnC\n/yBTvAdCE1uudeogBr1C/4W7UYKPovJO47hCEz90MZ48/5usHTWy18GLYyBhLCz+Hnqf0mR/Q7e5\nCLUmAVgMzEAEJYDbAS/waJte0hZvRO7gvo4S0T6VoDorAndntklvD3ojjLwEJvy1bSuf0jRh+NpJ\nghOTSSblgp2YelR0yvgaGqAFpq5FhfKu7KEEULgTstbU/5z+M6yYI4o+pz8I+qaLauPOauQ9pfhe\nERmAZ4AvgdX+zyMAHWbl5Lar6IxT7bj6dtNUanvoN1M4vW9+PeBDW6xeBl+0A2uf7qO80zg20VJ5\nXYhUbutaD7zS/bBsKth7wVXrxV32h+eLYszstZD+E8gu4bMWkgCFO9AFx6FfrcfDMOC/wD8R6buG\nq51w4D/A9cDHQI/W56LveBpNlxKEpC9B9VMeZjjVjueUzumtZDbLRA4vIG5YMQazF4/DQMHuSNxZ\nYZTk2jovbWi0wswn4JvboN/p8PVNEDkApt3foWFtQR4GXbgDQ1zHlY8aGq2hBaYupDyrC924XdXw\n1kw45S6h4tr4KuxfBeZQcbc99mrhXL31LbG/tOoWKE1FKcvGKX8HPAAMBrYBHwHnHPECE4BLgFlA\nELAIuLH5+QQg9eQy6LAOsODY3Uq3Wh0YZoXjHR/YNKotyEPYwBKCEiuJGlKEbKyPkEYgsa5RXj+P\nnorUCCr2ReEpsVJbacYa4sZkd6GLrCa8ZzXWMBd6a71+UZUlVI8e2a2nptxMRbodR0YYZUU+2i0k\nTYbKLHh+BIxcInzzTrhZWBu1g6BQNykXbUcXFXhDVg0NX2iBqQupyu3CwLT/GwjrLfYwKrNh/XPQ\nf7awGLLY4dR7hcvAro/Eyqpol7C5eSAYmAtcDGwG4oCHgGmIlVJD/gpcA9wMtKzekgJUBOPua4MW\nApMlzoA6NxJXYuD659gjnMRNziB8SBGKXnQeauntKEaZkMFFhAxu2Y3a1xg6xOI1ZHAhAK6McHJW\n96a44U2O3gDz3xC/3+gUIWTZ8KKQn7cRo1Fh8OJtSOGB6v+rodE6WmDqQuTCLnQOT1sF/WeJ703B\nUJEB25fDoPlib0mnA69bqLzMoTD+r1g9RoQV6BJE0KkBLgB6AsuB63y8UBVir+mbludTG5jIZBoR\nhLqrBucRtkQmuw5lfCjyifaAFc9arF7iJmURNzEHRa8EpBleWzEnlZG8pAz7xgQOft233mX70O8W\nYNLNoi37pFvaLCGPGZOnBaWWUEHvMqLUmnBXd548/3hDC0xdhKRIlOZ0UWBSVWF7M/EG8fOB72D+\nmzDgjMbHrXsG4kZAzlqY9wquLbWItNzFdQcEAc8CZyDKZo8MTDWI1dJsoGVnC29ZYAKTw6SHxfFY\nXTK6Mg9KjYIuVI8zytRh1d8hdDqV+DF59JqagWz2dElAaoQEkWNzCY6tYevrI5o+bwoBrxOyfoc+\nU/we1mhU6HVylubogAg+Gb/2QHKYUB0mPNUmnJVGqitNqJoTbMDRAlNXUW7D4+kiUWRNEbgqRJrH\n6xYtunud1PS47e+Aswz6zcQcFI+0LRcnO444KBEReD4BSoFD+xi1wJnAcKD1FJKrTEZSVdQABQ+H\nWQ9xgW8bEtmzij5z96GLqul2F2xbeDN1RW/OgJNuF7L/NhA9Kh/Z2va6sGORA1/0p2BnVFdP47hB\nC0xdRFlXNABUFMjbBPu/Fb53ildYDYX1BosP2brXCWF94KzX4KMinPnN7RONBH4CfgHm1T32KCIo\nPeHj+H3ALkT9U70FkUlRcQVAndcZGI0KiadkEHNCVrdtlaCaPUioTRV/4ckQ2b9NRq46nUri+NwA\nz/DPSeWOGC0oHWW0wNRFVOd0gfBh5/vwyWIYcyVc8IUo4szdBPGjGx1m9cjoqmW8E55ENQ5G/qoK\n105fjeb2A78BYwEXYh+pCFgPbAW+buachUAlYp/q1sPP6D0K6LtnaV3izFSiRxV061YJilHGHumi\nvOSIeq6BZ8Ke/0HKfL/HSp61HyK0vSVdrYmMr/t19TSOO7TA1EV4C7sgMA06C8KSIKwX+i3LYd0y\nVDUMRR2I+YtiDOUe3HluHNWHLr/JQEvS6x3A3QjZeBBQAWQBMxFKvUN+eduAIYiC3F0IC6O7EHtT\nixDiCZC83fey76k8yi0w2oklzAVNAtNc+OleKM+EsF6tjpE4IYeIMdpqCeDA/wZ0ba3hcYr2iXcB\nkgqlOUe3S61ZVlC+r0FneBDXt/9AVs8FViH+BGJx7a+m7c5nBoRH3gzgLODI9KSKsCj6BFgAPIgI\nVkVAPHApohD3/8ThNTIEd6/mg4eo3RcFp2R09TRaRRfqBI6ozwrvDSf/E14eD3Gj4PxPweDblzBm\nYCk9TtvfrVeGR4uyTfEU7mtf7ZdGx+ieeZNjHFUCs/XobJ1LqBi3VqE+mY1nTRWugrGgfgMsBQYh\nAsWBNo6aiVgp3Q/0By6iPiipwHaESm8rsA6R7ksF7kWk/fYgUnlLEHtT2QDINV2ub2uW0rwgvLnd\n1HC3AdaESt9P9J0O1QVQmgp637Lm8IQa+p69u9vuoR1N9E4jmd8md/U0jlu0wNRFhMZXd/prWKs8\nmN/Kx/NxCe4KXxf9g4jglNXGkfcA7wIvAv864rm1iD2kKcCnwBwgGngdUZD7CqAADiAUOBdYBoDO\n0r3/HFM/SMGd1fZ2HkeTqL4VQuSiHHHjs20FWMPhyg0+RRAx/coYeMF2ZEN30xp2DarRW18TpnHU\n0VJ5XYQuqhr2dY5P2yHUj4pwHvQl91WBXxEBZgQicLSEC2E7FIdwd+hb9/UpQnnXkO+BvyBWSW8D\nn9U9HoqoeZoFTEfsMT0AFCPSekB49/5zrKows+X14YTHOLAmViAFuwiJdBKaUIMurPaw60NX4Skq\nJ/sfj6L7cC2KR4LhF8HJd0BQtCia3vQyeGrBKoKrxeLFnlAjaqAGFXV9PVY3QtGrRPauID+1c/+P\navime18JjmEi+lSS83vnjW8+UOsjKKmIVc67iMXyXcDjCCPWlnD6OGYCQuRwJD0QcvCpiKCTUvd4\nGaKeaTQipfcUcBpi5fQF5qFWaq1/jj/HskIrZYWNLY0kVOyRLqzRteiiq4lIrCY4vho52IlOlqjY\nG0XFgXCUCguqokMf5iCoZwVRA0qRbR2vFVK9XtIW3o1lUC+GbXia/J96UfrGCjzPDsZ2xs2EzDiT\nQslD0sJa7NE7sUbXoAQ76S4tqLojpsQK0AJTlyCpaic1bjkOkSSJ8epP/h2rwt4XxlHuy4Szo/NA\nxbIsD0eTwFQBnIAITEMRvZQG408BrCiefQpIB/KBXMTq55FGR5mTduEqvh2Gf46pdDuUHMBd+jMo\nPyIEEH+nvl1GBvA25uS/I13QG6cx8AWxXU1QiDBiranyLeqQUInuU0nYiHwihhSi6Nv337Hsf7+R\ne/+bDF7zHJK+/nN07Mkg85bnqPplG8YoOyMOvNuu8Y9HlPxQNrw0sm0n3S2hXVI7zp/jFvUYRJUg\nef4etr06Aq8c2L0VW5mHGp8pvF8Q1kDDgW+BEuBvfo4aAdzT4OcVwJsIkYO46BpOteMaNw6ezICZ\nSbi/eAQc22HC+VgS70Mn98aZ44YqGYNTRq12ovT8C/JJyXiP0Vv35gLSIVQkCg/aKTxoJ2h1H6LG\n5RA/Lq/NLcuLl60k5qozGwUlAOugJAZ++Qju7EK8Jc0IIzR8oo+pwmyWcbmOvRum7o62YgogbVkx\nHaJ8axz7PhsQ0Hno11Uif1l6xKP/A+5DiA+GI0QJ1wGnIJy/G9ZV7USsbEqABEQwC0fIkE2I/aYi\nxN7TmcCTGGaE4T0pTBTsfnopLP0dHg4XPm16E6DC+OvglLqU4PLZwrHc64Ar14sWGxqHkSQVnU7F\nGuQlJK4GKbKGHiMLkaJ9i2Y2BM9keOrbmOIjj/JMj21KN8Vz4Kt+/gshtBVTQNBWTF1M2Ih8euQG\nk7M+IWBjGvJdR/i4ZSDk3e8CAxGquGiE3PtmRBuLRxB7UM8DryL2lCYgUnYFQHndVzoiYE1A1C59\niN4soZtUJ6Uu2w8R/cAUBLfkwrbl4HFAcCysvAGSTqrzbFPh9Mdh4yvw47/FuXNfAJ12dwqgqhKy\nLFFdaaK60gSEk7smkdhBJfSZk4pyxL5UyEnDqPp5K5GLpnbNhI9RIkbnERTpIPXDFGprumeN3bGI\nFpi6AT1P34+rKIji9MA0rtPlHlkqKyPqlQYeOgIh394C/IDYe3IBtyGk458jVkrgu/vsjXVfdwEP\nYRhiw6WrS0d6XVC4HfK3QWii6KA69DzYmy4a2MWNEscNWSieqykEWxRU5kDsMJh4fQA+gWOXgj2R\nOAuDGHjxdrDX20RFnDuFrL+/iLl3HMETBnfhDI89zEnlDFu6hb3vDqG8wNbV0zku0AJTN0DRqfRf\nuBvXy6OoKvddke8vZlnBkXfk/oQdoYpriASMQhTX3o3omTQKeAfwZb+Tj9hX6o9wE38PcANW1IEN\nBBzDLwTFA8tOFX2ewnrD2cubroRGXQr2JAiKga+uA2c5xAxtz1s+7qgotbD3rWGkXL4Fpc7921NU\ngTsjn/LPf+/SwCQpEpLT2GRF92dHtTtIuWwz+z9OoXCv5gbR2WiBqZsgW92Ejc6lanWfDo1jKPX4\nsBbKxPfKZxVgRdQc7QXG0VQ/rCJqke5HeNy9gNiXCq07F3R9GwQmSRJBZ8QlovOt3th8ei65Lu20\n4E0wWES9jYZfVJRaSHt/MMkXb6bo9a8ofO5TUn57lpBJXRvcq9MiqcgJIuHU7m/f1FZko0yfc3dg\n/a0XZZvjqSzr2E2kRvNogakbEZFQ02YPhiNxZvhyvNuHWPFcAZwEXIhoS/EVoo7oTWC8j/N2IyTi\nBxCpv88QKrwliNTfq9iSe1F7pMzbXQvl6RA10L89I0340C6KM0IxPJ1G0d3PIVdUY4zr+jv5og0J\nuMosMCXjmKyRUiWIPSmTuBMzyVzVl7x1vm74NDqKFpi6EbbYmg6PoS9w+2hgNw/ogyh4vb3u+88R\ngekP4BLEiqhBO27+hdh/WoQwWTUj1HsFwHkIH7wLcfRaXX+K1w21xbDvCyF00OnFntI5K3wHn4M/\nwi8PwYiLoCQVhl0A0YM69gF0EVaPjFTswZXlQq4WHgo6qw6DXY/BrkcKMaBYdbgNuo510k37Br67\nA9xVcOFXFH62mvDpE0i4fzHmPvEBejftQym1UZgmXCWU/FB08ceuPF2VIG5wiRaYOgktMHUyisNF\n+ddrMcZGYOoRhTE+Ep3Jt7pHDnJhsXlxdsBmX5/lq02FBbEi2oqQexch0nDhCPeFj4CPqQ9MLsQe\n0hqgYYO0UcDTdd+XAk4sw8w4AGQvLJ8JOevFHtO4a2DK3fBYLMg+9htUVbRuL0+Htc9AwTZI/wku\na5vc/mhilhUMxW5ceR7kYg/mWhl9uQd3gadBq5B6FMQu3JHv3mCTMNr1EGHEOzgIdUgQXn+CVVUe\nfHIJzH4OCrbD1zehnPUaVSsXkH7NE8Rdfza2Ef1QPF4s/Xog6Y6u96A52EOPEzMp3RaHMaK223X4\nDTTmhCp0OlXz1OsEtMDUyZS8+z05976BMS4CT04RnoIyDNFh2E8fR8Q5UwidPqZRoAoOc7U7MNlc\nMrWNhA9vIIpiIxCChdUIefhDCN+6HMTKqAZR4+RF/EmYESasHwNXNhhvP0IA8Vfge0xRN+OIihNP\nle2H4r1wR7lQ2JlDwGKH0VfAzw+ILriHcFXBe2cLwcPSNbB/Fay8Eea92q733ZlIqOh+r8S8r4ba\ng+5G+3ctdapqCW+tirfWC3le2OnA/F0p6thQpBPtLQeor64Xn+fgBTBgDjw3DLLX4p7/A+acxyl8\n7mMcezPxFlcwYOWjhE4e0c4Ztg+PyUOPaekknpqBrDv2a3kUg0xUz2oKM7qgt9oxTve2cz4GKP/y\nD3rcs4QhfzzPyKwPGev4hpSfn8I2vC+5Dy1nS+I55P33PRSXG121hZLc9stRvalHdpk9E5HGKwXe\nQpirTkY09XuUeufvDOAyRDO/KQiroknAM8BViPboryPSenmIuqc0PJENOpzaokSg+fURcFWApc6F\nu/8s2HGEDc5vj0HhTuh/hkj5ffM3WPw9RHa/TqH6H8uRV5VR69NJIzC4yhTkb8sxvJCDOctXp+A6\nMn6Gop3wzd9h3bNCfv/1jaB4qep1O/rzVjMm7SMiFp1K5fcbO22+raEeB0HpEMaEiq6ewjGJ5vwQ\nQA45PyhuD44dB6nZuJes215g+N63MMb63piu3XmQ7DteonbbAUIu/hsl+hugnSkYy8eFOLf6aoet\nIDzxbgVORaygvkIo8b5CBKmpiBReNkIs8R+Eku8ERL1TJqKjbZw4TgrH/NcbcUXX9aw5sBr2fi6K\nafevEntNoYlQvEc8f2+DP7NNr0Pql4AEEX1Fq/eI7tf7xrS/FvebhUf9dY0nhaDMiEA+pB448D1s\neEmsSMsOCKXj0PPAUQrOMrHSDBV7HdH9ykgY+SV75/+DkCkjSXryOnQWTT3WWTjSItm+Ykj9A5rz\nQ0DQAlMAkSSJ4ElDqd2cijk5AduYAdhPH0fUBTNaPbfql63sW7wc2emFc96BqLbZFJllBc9DmSie\n5o74FNGUbx1i18MDnI1YRfmSabuAW4DfEYav/RHtKWTgIOhXwaRrYPoDsP87+OhC6HUiZP4KV6wF\nS7i4iG59E9Y/D0knw5kvi6FfnyLql4KiIet3mPmEkJh3IyxlbuRX8vD42Ds6Gpj7W1Bnu3F/exvk\nrIPJ/xR1XuF94LOlMGgejFnq89z4kQXET97AtgEX0eOuxcReu+Aoz/44oiiYdc+Prv9ZC0wBQdtj\nCjA97llC8KSh6IPa5hoePOAk5MXXijvjV0+EOc/DkHP8Pl/eVtNCUAJhH3RW3ffZCEFEVPOHU4To\n12RBeOVdTr0bBBjOeBjv92MheRqsfRpOewxGXgJf3QCrboXzPoK92yFrDVy/D147GXZ9DN/cKgpv\nx/8VnBVCLNH3NDFodQEU7RbfJ53cZfZEllovvF3YZUEJVFypr8FTj6M/8Rrks14HU4MUr7uqPlXq\ng7wtsei8MSjVDqKvmHMU5nv84qzUVqOdgRaYAox9xrh2nVe43y6KU8ddBQlj4P2FYh/m1Lv9Ot+U\nWov/ftSJdf9WI/aM+jd47iDwCbAc0X79POBlhHjiJoS0HEyDE/HmL4L8LWC0wqqbYc1/RXCZ/pAQ\nQKx/HibeAFuXg+wRVkUAgxeKtJTeCFesg6BY+GQJ7P0fRA8Rzexqi0XwOuEmcdxRwuKR4a0CnEVt\nc/cOLP8C1oPyAcaMFAx6S73oImuN+OwGzWtxhJztYzGE2HFnF2Hpq0maO4tqrci2U9DED90ET3FQ\n/Q89xsKlP8HaJ4Ws2p/zM9ujEXuN+p5KryGEEuciAtZHwDWI/ai/I1KBTwDp6C0SDpteSL3DksQe\nx4A5oLdAcJwIUM8Ng54nCvPWza+J9N6geZAwVgTbYedD/lZ4qi88HgepK+HGdLj8F/jLRjj/WDJw\nbAAAIABJREFUU9j5vnAoz9vSjvfWdgyoqCsKcea2uPQ8CuQi0qdJODPd8E6h+Kw3vgLvzIO5L7Ye\nrCUJtd8ido79C9Xrdx+FOR+fODtoIabhG23F1E1wFQY3fiCsl0h5fbZUXNz7TIW+032ea3PL1Fb5\nE8BcdV86RLO+L4DnENZEhYg9pUn4/rNIQqyY5iM7Z2HefRmunLVw9ttiZVSZDaf8S8xVZwRzqNhD\n2vASRA0S7yesF6TMF6unF8fC7Gcg5WzI3wxZf4AltP7l4kbCtAfgs8uhcAeEJAjlX2fW5qypxHXA\nl3PG0eYJhKHuTOBqXKnPwXNV0G8KnPtBnTt768inP4U1wkzZJ78SPC6l9RM02k6tFpg6Ay0wdQN0\nso6yPB8y8bNXiFSZsxw+XQITboCTbmtymJrvr5T5VkQwMiACU39gOqLItiH7EO0tCuu+TIg2F+ch\npOKv4PrgLDjpZuFxt+a/cNFKiKurmyneBy9PAE8NhPWBuS81Hj53owg0QxeJn3uME18N+fKvIrUX\nMwy+/xd8fDEkToBLvgPzEUE8QJh2VLchHdqZhAEvIZw3HgMWYU28Fse5bW+N4gifgfr5rSTerxz1\ngtvjAaVKC0ydgfaX2h1QJXS+WmonnQQTrhUrkaV/wO+PQUla0+P0/laePwZci2gK+A+ELdGhPwE3\nwpboNUT903vArrrny4F/A6PrzrsIc+g6TH1vgz2fiuBxKChlrxNCh9MehQXLoSITXp8MW98SzyuK\nkDZXZApLIl+pyp0fwu6PwV0DOgPMewXuUcSG//YVfr7XNqKq1GZ3dQqvIRJCwr8SuBLHfjdmWWn7\nML1PweMIJf2q/6Aq7Thfo0VUzfWhU9BWTN0AxSATNaCM/F0tdB+1J4oAUH6wSSGqs4cZS6wBZ0Fz\n9/sexK/aAlwA/Ax8DVxMvdPm1YggtBGR7nsO4QDRkAqEm8RcXGVvw+s2dHHfw7DpHL7k7fsSRi8V\n8u8f/y2siYacA8vPECm/rDUwcC5EpcCKuRASD6c9Dj1PgNV3wf5voCoHJD1c9gskNJDiTr0P3pop\ngtpJtwd25SRJ6C0SsrP7Sn2NNTKu0DbeSxrMyItWUvP1yeQ/8QHxtyzqnMkdp+jDa+FgaOsHarQJ\nbcXUTQgbVNT6QVEDYcOL4Gxsjqki4Rnu6yLtROxXDEe4OkxHuD3MQDiKHwpKlcBahE3R+8AymgYl\nEH2drkdIx18GFZS8XPSbgrAU1O3NlKbV12AVbIeYwSJNt/BdmPagCEqZv0F1Hsx4VKj4/ncl/DcJ\ntiwDWyQYgwAVYoc3fvke40Qt1M8PQOYvrX9ebcQc273v01RDO+/OzSGYpiyh9N3vcR3MA0CudeLO\n8eNvTqNFDBG+Cto1OooWmLoJ4QNLMOhbSbXMeASsEfD8cEhbBUq9TaZpfAhSo7KfHEQA2gR8j3AR\nfxbhf3ctjRfLGxDBywQYEf2WjsSBkJCfj2iH8TmixXoknuICnM/lYXs1B3JKMeYXY1BVIVqIrquK\nT54GqizcIRLGwoVfwPirhYeevZdIBV67G2Y9BajifVb6aAKStUb8+/5C+PaOlj+vNqLau29g0pnA\nbW1/XZdt8pmEzZnEznFXsXfmbWyOPYt98/4ZwBken4TFtmAhpdFutMDUTZCNMrGj830/uf1dIQDQ\nm+DMl4S79Nc3w8MR8N45kPYNDoOEYWZ4g5PCgWnAdkRzvwMIS6EkHy/wDWI/ozlciGB1J8KSqGfd\nz6XAMERgg9pMD5TehGfNgygPbkevTkK/7gt01KXHQhNhyWq4ZBXE1AWswWfDVevgijUQ3lvUcnld\nUFMEIT7qb05/TNgb3ZQJuz8SATpAyB248Hc2phQbno60y7CZ6HH3EobteoPIi09jyPoXce7N1FwK\nOogtWlsxdQbd9xbxOKTHrDQskQ4OfpPc2ErfVQm/PixWGwPPFBfvIecKWXbZfvjiGlC9eIaej75n\nL+SsSYi02z0IJ/BliD5M2cAIhJNDVd1XJZCF2GRvDjNCFPEbYuX1B0LdF4lQkN2PEE+YgAHAcBT3\nL1ByKpT8B0veUjwjQjBO7I8zamD9qLKCocKLO8eFnO/BXOlBKUmEG/Jwle0Ag6n5KdkiYPA5sG0F\n9Dvdz0+4ZTxBbf/vYInUo08w4Q4y4LHpMYbp0dt06Mw6se+2uhznwQBI0Me0fz9NQqXnuDxUwBgT\nTtSFM1AVBdXtRXG40NssHZ/fcYoa7MSgV/DK2j1+INECUzcjcnwOoYlVpH0wmKoKk1CmOcshop9Q\n5xXtFko2VYbqYnBXg+yCAbNBb0LOuxmD/QG8FYf80aIRNTG3IcQLGxErnVCEOu9JwEa9G0RzDK37\nugph+nob8Erd+NEIifmhtt7jgc0I49hYIcr4pgzD+goMA22Yq73I+R6cxXKjNhKHkiKm75wwf1Lr\nH1Z0iujp5Pg/sIa3fnwrWJPN1K5u/ThjsIQyMgTzhBBqQxsXunrqvg5husSMeUUhrtT2NskAaw8j\nzqS2WVw1JG5EIWpY45STKz0fY0yYFpQ6iKpTiexXTsHeru8efCyhBaZuiDGhkuT5e9j6Qi/4by9h\n3jntAZH2akhNEbw7XwSuYReIuqHwZPQX/AXdsmLcFUfuWdlpmrL7T93jbeFaRPuMzxD+e3mI1dMh\nKhB7VT8DJ9Y9lomrbDf8MR0vLafM3FtrsZ7qxhHWwooJYMTFsO1t4b7dBl/B5lDjWnk9wDguGP3p\n4XiMevxJ4rh1Osznx2B5NQ9nTvvk6N5JdtR29imPG15I0tx9HPmX4Nh5EOuQPu0aU6MxiadkaIEp\nwGjrz26KuVc5iVNqYNJtwuw0aXLTg4w2ITBY8Bb0niwcvWU3rnArukvjMNn9+fVm0ziotMYuYD5i\nv2oEQtk3D7gLYfr6PMJr75y6558BfkSo+e5E9HR6DGioqqtFrMJuED+qoHxf7t90wpOhupm9uTbi\n1UvomolNlgQjlmvi8cyJwmls216US69DOi8GXTss/4wTQvAMbXsaz2hUSJqSQa95e1B89Ecy9YzB\nlR6Yz+14Rx9XRezA0q6exjGFtmLqhqiqiuqVSZyaTsWev1Elu2DZVNEOI3Zo/YG/PQYJ44RPHQhn\nBIMZtr2Nc8RFWC6Lw/Ravo+V0yF+QQSFmJZmg5CS5yACz3t1j1chAs3bwN2IDriXI9J4K4C+dV8p\nCKujGkSLjVhEMLyj7tiRwIsIfziAfwIxuLbVYp3ixhHZyiomoh+UpLZ8jJ+o22pQfJhoGCeF4D0t\nwr/2583gCDVimBqOsqrM73OMo4LwntG2O3GL1Uv0mDwST8hBtjbvCGIbloxc7WDH6KWY+yZg6ZeI\nISIEZ2o2jt0ZGCJCGfDZg2167eOZxCnaqimQaIGpm6F6vew57VaqfthMzLXzSbj4VvaW3Qf2JFh2\nqnDbnvwPKD0g9leu3gb6ul+jJMH8N+GdM6EqD+eJt2K5LA7rlyU49v2OSK1NRwSLnYg262fTeFfk\nSKqASzlkKip4EugFXFH3sxkhgPDFRISwYifCOeJQfdRi4B1E0HsM0ZDwSUSq8SFgLup3ZbAotn4o\n2Quyu3ELiOA40TojABg3VzWxJDLMjcAzNjAFlMqkUKx7anBktG4hZRwVhHJWlF8pPKNRIbJ/GfaB\nxUQMKkE2epFbOUfS6xm+6w0cezNx7c/FmZaDc28WJSu+w9wnnt7P3uTnu9IA0MdWETuolIKunsgx\ngtYoMIAc6mDbEeQaB5si5jJi/wqy7ngJpcaJcdGnFG70wLsLxIpo8feiTUREX5hyV9NBKrKEq0L8\naNHaPHstbHkbvXUOcsm3iD2hBMQKJgmx4vkamr0IvotY1VxU9/0qRDv2i4Ff2/tOEcW8WxEefCPr\nHt8DXIjYowKCDDDgNOg3E9K+hs2vw8jFolg3NAG+vFakMKfd1855CKxFLhzP5DV6zHhiCJ7T2pLm\nbB1LoQvns3ktHmOYHIo8LdyvoGSxehl+1SYIbb+44hB5/32Pyu820v+j+9BZNQ+4tqIUhrAhdrQm\nwQ8A2oqpm6GzWQifdyKpC+4k4Z8Xk/2vVxgwcz+FT70PkQOE80HRLtj3Odyw3/cg9p5w2a/wzW2w\n4z1hmPrXLcjBsVgr3Hh+yEfepqDKIFJ1boSQ4Ux8bzsuQgSzJ+ueTwVep17Y0B5WISToZyH6Pt2K\nCFCDEJ12y4D30CmVqM5K1E2vQk0hJE8XdkXPDhUrRIsdLv25A/MQyGsau2mYw/Wo0zuu9DsSZ4wZ\n0zAb7u1NpROWaAPK6RG4+/sw9G2GpFlpAQlKAO70fOynjdOCUjvRxVR19RSOGbTA1M2QJIm+791D\nwZMfkrbwblSPF9XuwFCyAe+YW+CZQeCqglPualkibQ6Guc83edhhN8FZvbCc4ob3i+p6D92LSMtV\nIVZBTWaFaHnhAL5C+OhtAb7swDt9CyF2mINo73AVolD3ToRKcBvwBYpjAVJhFnh2geKFxImw6wPR\n3XbUZTDlHjC1X0oNYPHKuLfVNHrMOzYEuZPcuA1nRuJJMKM6FfQeBdWsw9LXgifR0qYi2phBpdiH\nFgZsXt7yaixG7ZKg0fVoqrxuiCRJxN24kGG73mB46tsAKPnbRerOaBMqvBNu7NBrOMNNKFfEYxwV\nhFid9Eco6ZrDgWgeOAchVHgWaF4tJukhqKcR62gb0mQ75jFB6EwbgIVAJrADOKnu6L6IRoQ2RAuO\njxBpvtnA9aglj2GYvEO4RoBofbF0DeSsg/fPEf2dOoBnbVWjtvSSXqjhOotakx51kh2mhiOfHoky\nJZzantY2BSWjUSH5jACJPlQVxeMlctFUil7+okOpKL2sAy2TpdFBtNujboylX33Ra8T551L8Vp3D\nQfzoZs5oG26dDs6KRledjpI2EdSWVh5vI8QLt7c4piXOgHR+DB67kZoGF1pXVR7suwFdr1koaQsR\nXXJLEM4RIILcvxHpxP8g1HvnHz7f+2UZxnN74mm4CrzkW1gxB355yPdemx/oUDFurW4kFrAMsuJo\noyT8aBMzNg8luOOOEhXfb2Tv9JsbPbZeNwXrsGRCp4wk6akb/B5L7zKya/lQBsxJQ4rV0loa7Udb\nMXUzHLvTSTvvXrL+8RLu3OLDj/d76DLR9uG8TyAoquMvVJ4pilPXPotS+BHGhTdgCm3ujj0Tkb5r\n2TTVYJPgvBgcYabG0mpVFY3+xlyJcvErmBLurHvCVx3NWIRa7/9o5EahgvfDYoybGuwF6Q0iSG9f\nAatuFV1wQfR8KkmF2pIW52ut9aL/X3GTdiGeAf7v8XQFRqNCr5PqDW5L3ltNwbOf4NiT0eaxzH3i\nibp0FkETBwNgHd4XAMf2A4cf8wd9rYndy0ZQkRNC7vboNs9DQ6Mh2oqpG6GqKntm3ErolJHUrN9D\nzj2v0+cl0bHWVWkWarRDuKph7dMQEidal8eOaCyjPkR5Jvz+H9j5nmi6FxwP530sLua/PCTalS/5\nEU9EMpZeHixvF+LMO5TXkhEpuxXANYii2mbQgW5hNM5wH3VHB76DyhyYLNys3ckXQO51CIeINnw+\nMng+K8VY4kGeEYGCJAQhA+YI9wck0RIj/QewRoKkgxGXQPYasR81dBGSBOYsJ+raKhw7apuknfQW\nCf2wIL872cYNKyRpagY6s5fiXVFkfd8Hp6Nz/1vFjMk7XKMkV9VyYPFDRF4wjdwH3mLIuhcwJbZU\nl9YYpcZB3I0LsaQkUfXDZg4ufZRRRZ8hV9ZiSU5ArnX6ZVuUszmW8gLx9+dMD7xoROP4QgtM3YyQ\nSUOoXrsLb0kl8X+rT2VVFByRZvvxHsjdIFpGrHlCOHFf7MOI9ecHoCIDLv8N9GYRzFbdIi7as5+B\n4RcJdRvgDDFiviIe83uFuPYeUnr9D1HrtLTFeRtmheNObmalYbSBpxYUD+gNSEF6VA7QvDy9ZTy/\nVmHJdyOdFYVj1BLx4LJp8PvjQhRy9nKh1vv9v6LGaeRipF8fhV/fx6w+jLOg+aJd3fAgXHr/Egk9\nT8wiftpBVEQIDx+dR+TAUvZ/OpCi/WGtnd4uLGaZXidnHU49evJLMcZFkPza7aSdfy8V320kesks\nv8aq3rCHfTP/hiHajjuriMQHlhI2eyJpZ9+F3h5EzcZ9eArKiDx/Kj0fuxpTXL103lNUjjG6/j16\nS+t/96aY6oC8V43jFy2V142QJIl+79/LiNQVjC75HNvoAYefc5Y0uOjLXlj7lBBBLHhTBJ3MX8Dj\nQzY8eAGU7ofydKjKhbyNEDdKBLW4kYeD0iFceh3eC2IxTgwB9AiLoTcQdUu+MU4Mxju+Bb+9XidC\nj/Fi5QboLTraG5QO4Uxz4XwiB8NXxdhqveCu29OYeq8ISgCTbsY2dRmmjNOh+B3UfAlnwVnUu0z4\neC8n+FdM22N8LvHTDjZ5XAlykXz+duJH+FFq6SgXv5s2EHdSZiNHB1PvOJRqB67MAsx94nFn+afS\n85ZWkrbwbnq/cDPDd7/F0G2vUbxsJe7sIoyx4Uh6HT0fvpIRqW9jSohix7BLyX/qQzyFZVT9voPN\nMfNIO/9eXJkFeMuqcO7KFSlUIDKl5RSqhkZraCumboQqy1T9toOyj3+m7OOf8RSWk/T09cRcMRel\nrMGKSW8Q3nlZa0TNkjlEtF3PXgN9Tm08aN/T4MS/iVWSqkC/WRA/CrYa6pv4HYGMhDwrEkOCEeXz\nD1E8fWnOT884OgjvLD+KUGc8Ai+PhzFXoLgD42ityuBdW413bTXoM8AYi+4PkR5UaxUsmQ5qDx66\niJuBx4FHEE4TTzQZz9rHRG1E60auMQNKSTw9rVnxmapT6XnmXiSTTO76BN8HKQo8Hid6T13+G/Rq\n3U09IqGauBOyGxmy6owGQqaMpOrHzZh6xlC7Ja3VcQAKX/qc4HGDiDhnCgCW5AQG//4cGTc+TdUv\n27AN7UPBs5+Scd1TmHrFED7/ZEqWf0vOvW8gl1eT9NxNePJL2Z5yCZLRgOy1wIglGOc8QnCf0iam\nsRoabUELTEcJZ1o2ph7RPosXq9bsoPiNVZR/+ivGuAjCF5zMgJWPIhkN7BiymNhFCyg8MjU06jLY\n/BoMPVf8PGA2bH+naWCSJBh7hfg6xPIzhDlsK3U6XuVjpLDfMUV+iHtP03mbRtrwzvPPNoeIZLHf\n8/MDKJZ7Wz++rcifgmxFWVnvRde0t6iE8PObVvds4/Soa0BQqy8TEuai7/w9yK29ZQl6nb4fV14I\nJdk+pOe/PSaCEgibpdZe1+6i/8LdPg1ZHbvSSbjjQty5xZR//nurYwHYTx9H/uPvUbz8GyIvnIEk\nSeisZvq8eGuj41RFoeqnLRQt+xrnvmxCpowk9NRR1GzYS8XKtVgG9iTpqes5+P1CnE+dhLWfDq88\nA11LvbQ0NFpBC0xHgfKv15K28G4knQ776eMIP/sUws6YKAQO97+J62AeMX+ZR8qvTzeSiHuKytHb\ng8n+o1fjxoEAKfPhq+uE/ZC9J4y5Ap4eJApOC3eI5YTZDrHDRbEtiAvht7dD2UEYcVHrE89Zhzru\nKtwTBmLNc+LOckG5F1OtjNeoQ54dKQQI/jLxRnhxNIahd/gtLvCf+GYez0U4W/Su+zkaYX/0PaIm\nqx7rECuNy2wbI6HSd8EeZLN/s1d0Kn3P3kP1C6NxuRrIz2UPfFcnuzfahKNFC9ijHQw8byeqvWmo\n9RSW4cktwTayH6qs4Cn0z5U9aNQABq56jAOXPkzpe6vp/dJtmOKbrnwlnY7QU0cTeupo5KpaSj/8\nkYpvNxA8YTAJt19Izca97L/gPrwJOzFc+gW6HZexbdCbDP79OZ/jaWj4gxaYOhlXRj4HFj/EgC8f\nwZqSRNlnv1L8xtccvPRhTD1jiP/HRUReMB2dj4p7b14JhsgoijbFNR3YaIWh54l+TdMehMl3wKB5\n8OxgoVSzRkJtMRTtFAKJQ/tKMUNh6e/Cc681KrNFKhBwxFsgXqTgml4e/SSsFwTHYyjegpeU9o7S\nRh5EOFREA/9AFPCOBL6jYWAy2XXU2lvuS5E4KQdTYtuUhNgdJM1KY9+n9Z17Ubxiz81iF2pCV2Wz\np8cNLaLPnFRkk+9g6DqYhzk5HkmvxxgbjrfA//YLQWMGMmTDS+Tc+Sr7Zv2NweteQGdq/jPQh9iI\nvvQMoi894/Bjlv6JhM05gY1DHsC67wH6r3yQ/ef/m4qVfxB92Wy/56Kh0RAtMHUicq2TtIV3E3/b\neYROHgFAzNI5xCydg1zjQGcxIekbF3Lq3QbK08IpT42kdJUXlzMe3M0Ue556L6x/TogLAKbcDcnT\nGintkD2i623eJhizVDzvD6oKpWliNRYoFFmIMKRegRuzVa5BWBytQNRi3YUo5n2m0VG6ZEuLKUl7\npJMep6a3a+8kbHgBcfsjyD9U32O0wpVrxWfsLBcr2wZIqMQMKKPH5EwMCZUtOoWb+8Qf7qtkjAnH\nU1yB4nShs/jnd6czGUl8+CocuzPIued1ej54ZZvfn8lgR3fZZ/DFSWTd6sJ++jgKnv2UsHknYYxs\naxNKDQ0tMHUatTsOsH/RvQRNHEzcLYuaPK8Pqt/fkEqDyN8dgfNgBEXpofVpO8VerzbzRdEu0V48\n6WTxc3gf8dXohYwQN1x8tYUd74q6p9g2ntcSxXuQguNxFrS+lxM4BgMPIPaTfkX0hfoJaFxr4+nd\nst9ewtSDKPr2b+n3mZOKIyeEitIGwg9JauR3GGJ3Yx9aQI+x+T7Tdr4wRIeBrOApqcAYaSf4hCGU\nf7WWiAU+Gks2gyRJ9Hn5NnaMvJywOZMImTS09ZMa4Ci1kDCtgpjrHmXP1JuQzEaMUXZy/vUKvZ+/\npU1jaWiAFpgCjlzrpPj1leLu87GriVo8E8mHB5pO1lGwLoHSTQlUlDSjUovoJ+6oV98Np97TRNrN\npldg9NKmj7eV3E0QPRiMdfPY/x2svAEu+EIEtkBQlg4rb0QXexJylzT7vAohfz+AsEEqRjhajMAw\nNQLvyOa98WIGlhIyqKhDry4bvSQv2MPW10Y02i+MSqjBklxKXEoJurhKkNpmNSdJEub+ibhSszFG\n2om8YDolK75rU2ACMMZG0PulW9k3+++EzT4B2+j+2IYlEzQ+BX2IjcrVm9BZTFT9tgNvUTmJ911+\nWMjjdOvoMTEH1RDKwG//w54pN+DOLSbpOa2nk0b70PoxBRBJktCF2Ag+YQhJT16HdVBS02MUiZLN\ncRT82ouqCj/SLeUZ8GRfuL1MyMIP4ayEJ3rB9akQ1AELGK8bHokQBbpnviz2lb6+CRZ9WL8SCwRv\nngZxo5Cst6B+17TlQ+fjRayePAgfPgcQhhQ9EHXph2DxXb8UFltLymWbkY2ttd7zj9LNcTjKzYTF\n1xKaVNFil1l/2X/x/YROHU30pWfgLatia+9FjMh8H4O97S3Z3fkllH/+O7Xb9uPYdgBnajZhZ0yk\nfOVajPGRhEwagjurEMXtpf8n96MzGZFUUBvcG3kKy3BlFhA8dlCH39ufjXXSKVo/pgCgrZgCzMiM\n9zGEN737llQo3xlDwc9JlBe3oU1D5q+iB1HDoLTmSWHz0/vUjgUlgJy1wtJo8j/howuEI8Ti7xu3\ncO8oNUWQ/Qec9wmWL2raL57oENsRQemfwOlAIobZoXh3LYQ9nzS2e6ojJMzFwAu3BywoAUSMqvcH\nDNSo1qHJOHaIYl9DeAihU0dR8va3xF4zv81jmeIiibli7uGfK1dvIusfL5Pyy9NYkhNwZxeS++By\nil5biWNXOkEj+zcKSiD2uowxmi2RRvvRAlOA8RWU3Dl2Mr/sR2l+G/dWFAV+e1yIHA5RXSjsiCbd\nCgPnNHuq3xz4HvpMFfLzPtOEbZAtgDJf2QMfng9jr0Yy2ZDTu8oVYBRQ79RgmGrHO0yCLTWgb1pz\nExTqJuXi7ahtcPCu3XEAx/YDmJMTCBozAMlwdP57BU9IYf95/8YyoCfRV8wh4c7F7J15G2FzT8Tc\n03/fPF+ETh3NkD+ex3kgl4NXPU7pBz8SfflsRhx8V5ODa3QaWmDqRCQV8n9JIvPHXv4VoR7Jnk9E\nQ7yBczEZFcITaqj48HlcQxagnvJP/8dRlOaLaQ+uPmyu2lw6q0N8fZO48E9/EFu1l5qKrvcEMI4J\nwpPwBzx3pTCAHTiv0fNBoW4GX7INwv1LOSoeLzl3vkr5V3+gs5pRnG7cGQX0//g+QqcGpkVJS4RO\nGUW/j/7NwcsfxdgjivA5k4i9/mwOXvowA795HKkDDQ9d6Xlk3/06FV/+QczV8xi+bznGqM7xAdTQ\nOITmldeJZK/qR8aPSe0LSrUl8P2/4NR/gyQRPTqPpMWbkTLeJOWZsUy84zdOuGkd467cQty4HN9j\npH4Nb8+BB0Pg18d8H+OsgKCO3VU3y/oXxYrsnHdAp0cp7FhDv46zDVPUZuSgJ+GLa2D+MtHlt4Er\nuy3Yw+CLtyNF+BeUVEXh4GUPU7NxL9aUJJLf/AfDtr5G/O0XkPf4u530PpoScuIwYq6ZR9mHPwGQ\ncPsFyDUOCp/7tF3jqYpC7sNvs3PsVViSExie9jaJ912uBSWNo4K2YuokXJlh5K5rzo2gFTwOeGk8\nDD4H+s8S/XdOzsLjcuNMzcY2sh+KUQajjBTiJKKXhfz1R4xRmQMfXwQz/w+mPwRvTIe+MyB+ZOPj\nrBHg6ASZXPY6WP0v4QNXZ6rqzO/qwDQPdzGwa6AoMg5p/PuxWL0iKEW25P/QGE9uMSUf/EjK6v/D\nNrLf4RYRpsRoJD9dygNFxILJ5Nz7xuE6puTX/s7uydcTsXAKxtgIv8dRFYX0v/wHx850hqx/EXOf\ndv4da2i0E23F1AnovXrS/zegfSslEAKEmkI4+Q6QJGJG5SPb3Dh2pWPp26NR8WT2Pa/j2r296Rjf\n3AZjrhLWQ6GJIiWoHrHdXlsKJXvBFuDGbo4y+OBcmPsiRNU7pOsrA29E5C86IxhOXynbpNQ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InkBJGcIJk4NnEdZxpZ3lNiohtHGMBeXMpPs9FkYLTrTiQtNSC2kVPE8xPj2mUskSsPUZg6mODr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\nntsQxIWmNkcUJpF/FaUFRv573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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "One of the things it was originally created for is to handle datelines properly. Below is an example form the [post by Filipe Fernandes](http://ocefpaf.github.io/blog/2013/09/23/cartopy/), that demonstrate this feature. He show how to plot Challenger Expedition track in Basemap and Cartopy." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First download the data:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "!wget https://raw.github.com/ocefpaf/ocefpaf.github.io/master/downloads/notebooks/data/challenger_path.csv" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "Basemap version:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "kw = dict(color='#FF9900', linestyle='-', linewidth=1.5)\n", "lon, lat = np.loadtxt('./challenger_path.csv', delimiter=',', unpack=True)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "from mpl_toolkits.basemap import Basemap\n", "\n", "def make_basemap(projection='robin', figsize=(10, 5), resolution='c'):\n", " fig, ax = plt.subplots(figsize=figsize)\n", " m = Basemap(projection=projection, resolution=resolution,\n", " lon_0=0, ax=ax)\n", " m.drawcoastlines()\n", " m.fillcontinents(color='0.85')\n", " parallels = np.arange(-60, 90, 30.)\n", " meridians = np.arange(-360, 360, 60.)\n", " m.drawparallels(parallels, labels=[1, 0, 0, 0])\n", " m.drawmeridians(meridians, labels=[0, 0, 1, 0])\n", " return fig, m" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, m = make_basemap()\n", "_ = m.plot(*m(lon, lat), **kw)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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GZ2dnrKys6NChA0ePHi2wVOTs7Iy5uTkTJkwgICCAGjVqEB8fLzphX7p0iQ4d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\noKKiAhcXF3bt2tVny/xra2v1w01eXl5YW1sjk8nIyMj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"text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "Cartopy version:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import cartopy.crs as ccrs\n", "import cartopy.feature as cfeature\n", "\n", "def make_cartopy(projection=ccrs.Robinson(), figsize=(10, 5), resolution='110m'):\n", " fig, ax = plt.subplots(figsize=figsize, subplot_kw=dict(projection=projection))\n", " ax.set_global()\n", " ax.coastlines(resolution=resolution, color='k')\n", " gl = ax.gridlines(draw_labels=False) # Only PlateCarree and Mercator plots are currently supported.\n", " ax.add_feature(cfeature.LAND, facecolor='0.75')\n", " return fig, ax" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = make_cartopy(projection=ccrs.Robinson(), resolution='110m')\n", "_ = ax.plot(lon, lat, transform=ccrs.Geodetic(), **kw)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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ChQukp6djs9mw2WwkJiYyatSoTrvH165dS3x8PKIodqqeitvtxmAwEBMT02wS9oULF0hJ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\niY2NRalU8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86g1G8oaEuh9LJH7WiAT4TXpm0zMjIarEi9HZPJ1Gqb6aZNm/Dx8WkUdYqJ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\nTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Pydap" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Pydap](http://www.pydap.org/) is a pure Python library implementing the Data Access Protocol, also known as DODS or OPeNDAP. You can use Pydap as a client to access hundreds of scientific datasets in a transparent and efficient way through the internet; or as a server to easily distribute your data from a variety of formats." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from pydap.client import open_url" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are going to access [sea ice data](http://icdc.zmaw.de/seaiceconcentration_asi_amsre.html?&L=1) from [CliSAP-Integrated Climate Data Center (ICDC)](http://icdc.zmaw.de/)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dataset = open_url(\"http://icdc.zmaw.de/thredds/dodsC/amsre_asi_nh_2011\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "print dataset" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "{'latitude': , 'longitude': , 'time': , 'icecon': }\n" ] } ], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "ice = dataset['icecon']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "ice.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 21, "text": [ "(273, 1792, 1216)" ] } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "ice.attributes" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 22, "text": [ "{'_FillValue': -1000,\n", " 'missing_value': -1000,\n", " 'scale_factor': 0.10000000149011612,\n", " 'units': '%'}" ] } ], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(squeeze(ice[0,:,:])*0.10000000149011612)\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 23, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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BOAaDXQoLBt85uNYw2ZggTDPeN+Pse++9R25uLgC5ubmsWbMmAp0WxJ2wtzBtYvHDxSG/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\nXkv9rasNoU4HfENefUkGSshmfZxGr4W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Yn8cLZzUesYch7BEgI6cuKOFt7FpDu8cShmY3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\nAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 23 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "F2PY" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The [F2PY](http://www.f2py.com/) project is created to unify the efforts of supporting easy connection between Fortran and Python languages. Example below is from [Using Python and FORTRAN with F2py](http://www.f2py.com/)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create FORTRAN file (use %%file instead of %%writefile if you on IPython < 1.0):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%writefile FIB1.F\n", "C FILE: FIB1.F\n", " SUBROUTINE FIB(A,N)\n", "C\n", "C CALCULATE FIRST N FIBONACCI NUMBERS\n", "C\n", " INTEGER N\n", " REAL*8 A(N)\n", " DO I=1,N\n", " IF (I.EQ.1) THEN\n", " A(I) = 0.0D0\n", " ELSEIF (I.EQ.2) THEN\n", " A(I) = 1.0D0\n", " ELSE \n", " A(I) = A(I-1) + A(I-2)\n", " ENDIF\n", " ENDDO\n", " END\n", "C END FILE FIB1.F" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Overwriting FIB1.F\n" ] } ], "prompt_number": 24 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compile it with f2py:" ] }, { "cell_type": "code", "collapsed": true, "input": [ "!f2py -c -m --fcompiler=gnu95 fib1 FIB1.F" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\u001b[39mrunning build\u001b[0m\r\n", "\u001b[39mrunning config_cc\u001b[0m\r\n", "\u001b[39munifing config_cc, config, build_clib, build_ext, build commands --compiler options\u001b[0m\r\n", "\u001b[39mrunning config_fc\u001b[0m\r\n", "\u001b[39munifing config_fc, config, build_clib, build_ext, build commands --fcompiler options\u001b[0m\r\n", "\u001b[39mrunning build_src\u001b[0m\r\n", "\u001b[39mbuild_src\u001b[0m\r\n", "\u001b[39mbuilding extension \"fib1\" sources\u001b[0m\r\n", "\u001b[39mf2py options: []\u001b[0m\r\n", "\u001b[39mf2py:> /tmp/tmpId9Fu8/src.linux-x86_64-2.7/fib1module.c\u001b[0m\r\n", "\u001b[39mcreating /tmp/tmpId9Fu8\u001b[0m\r\n", "\u001b[39mcreating /tmp/tmpId9Fu8/src.linux-x86_64-2.7\u001b[0m\r\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "Reading fortran codes...\r\n", "\tReading file 'FIB1.F' (format:fix,strict)\r\n", "Post-processing...\r\n", "\tBlock: fib1\r\n", "\t\t\tBlock: fib\r\n", "Post-processing (stage 2)...\r\n", "Building modules...\r\n", "\tBuilding module \"fib1\"...\r\n", "\t\tConstructing wrapper function \"fib\"...\r\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\t\t fib(a,[n])\r\n", "\tWrote C/API module \"fib1\" to file \"/tmp/tmpId9Fu8/src.linux-x86_64-2.7/fib1module.c\"\r\n", "\u001b[39m adding '/tmp/tmpId9Fu8/src.linux-x86_64-2.7/fortranobject.c' to sources.\u001b[0m\r\n", "\u001b[39m adding '/tmp/tmpId9Fu8/src.linux-x86_64-2.7' to include_dirs.\u001b[0m\r\n", "\u001b[39mcopying /usr/local/lib/python2.7/dist-packages/numpy/f2py/src/fortranobject.c -> /tmp/tmpId9Fu8/src.linux-x86_64-2.7\u001b[0m\r\n", "\u001b[39mcopying /usr/local/lib/python2.7/dist-packages/numpy/f2py/src/fortranobject.h -> /tmp/tmpId9Fu8/src.linux-x86_64-2.7\u001b[0m\r\n", "\u001b[39mbuild_src: building npy-pkg config files\u001b[0m\r\n", "\u001b[39mrunning build_ext\u001b[0m\r\n", "\u001b[39mcustomize UnixCCompiler\u001b[0m\r\n", "\u001b[39mcustomize UnixCCompiler using build_ext\u001b[0m\r\n", "\u001b[39mcustomize Gnu95FCompiler\u001b[0m\r\n", "\u001b[32mFound executable /usr/bin/gfortran\u001b[0m\r\n", "\u001b[39mcustomize Gnu95FCompiler using build_ext\u001b[0m\r\n", "\u001b[39mbuilding 'fib1' extension\u001b[0m\r\n", "\u001b[39mcompiling C sources\u001b[0m\r\n", "\u001b[39mC compiler: gcc -pthread -fno-strict-aliasing -DNDEBUG -g -fwrapv -O2 -Wall -Wstrict-prototypes -fPIC\r\n", "\u001b[0m\r\n", "\u001b[39mcreating /tmp/tmpId9Fu8/tmp\u001b[0m\r\n", "\u001b[39mcreating /tmp/tmpId9Fu8/tmp/tmpId9Fu8\u001b[0m\r\n", "\u001b[39mcreating /tmp/tmpId9Fu8/tmp/tmpId9Fu8/src.linux-x86_64-2.7\u001b[0m\r\n", "\u001b[39mcompile options: '-I/tmp/tmpId9Fu8/src.linux-x86_64-2.7 -I/usr/local/lib/python2.7/dist-packages/numpy/core/include -I/usr/include/python2.7 -c'\u001b[0m\r\n", "\u001b[39mgcc: /tmp/tmpId9Fu8/src.linux-x86_64-2.7/fib1module.c\u001b[0m\r\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "In file included from /usr/local/lib/python2.7/dist-packages/numpy/core/include/numpy/ndarraytypes.h:1728:0,\r\n", " from /usr/local/lib/python2.7/dist-packages/numpy/core/include/numpy/ndarrayobject.h:17,\r\n", " from /usr/local/lib/python2.7/dist-packages/numpy/core/include/numpy/arrayobject.h:15,\r\n", " from /tmp/tmpId9Fu8/src.linux-x86_64-2.7/fortranobject.h:13,\r\n", " from /tmp/tmpId9Fu8/src.linux-x86_64-2.7/fib1module.c:18:\r\n", "/usr/local/lib/python2.7/dist-packages/numpy/core/include/numpy/npy_deprecated_api.h:11:2: warning: #warning \"Using deprecated NumPy API, disable it by #defining NPY_NO_DEPRECATED_API NPY_1_7_API_VERSION\" [-Wcpp]\r\n", "/tmp/tmpId9Fu8/src.linux-x86_64-2.7/fib1module.c:111:12: warning: \u2018f2py_size\u2019 defined but not used [-Wunused-function]\r\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\u001b[39mgcc: /tmp/tmpId9Fu8/src.linux-x86_64-2.7/fortranobject.c\u001b[0m\r\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "In file included from /usr/local/lib/python2.7/dist-packages/numpy/core/include/numpy/ndarraytypes.h:1728:0,\r\n", " from /usr/local/lib/python2.7/dist-packages/numpy/core/include/numpy/ndarrayobject.h:17,\r\n", " from /usr/local/lib/python2.7/dist-packages/numpy/core/include/numpy/arrayobject.h:15,\r\n", " from /tmp/tmpId9Fu8/src.linux-x86_64-2.7/fortranobject.h:13,\r\n", " from /tmp/tmpId9Fu8/src.linux-x86_64-2.7/fortranobject.c:2:\r\n", "/usr/local/lib/python2.7/dist-packages/numpy/core/include/numpy/npy_deprecated_api.h:11:2: warning: #warning \"Using deprecated NumPy API, disable it by #defining NPY_NO_DEPRECATED_API NPY_1_7_API_VERSION\" [-Wcpp]\r\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\u001b[39mcompiling Fortran sources\u001b[0m\r\n", "\u001b[39mFortran f77 compiler: /usr/bin/gfortran -Wall -ffixed-form -fno-second-underscore -fPIC -O3 -funroll-loops\r\n", "Fortran f90 compiler: /usr/bin/gfortran -Wall -fno-second-underscore -fPIC -O3 -funroll-loops\r\n", "Fortran fix compiler: /usr/bin/gfortran -Wall -ffixed-form -fno-second-underscore -Wall -fno-second-underscore -fPIC -O3 -funroll-loops\u001b[0m\r\n", "\u001b[39mcompile options: '-I/tmp/tmpId9Fu8/src.linux-x86_64-2.7 -I/usr/local/lib/python2.7/dist-packages/numpy/core/include -I/usr/include/python2.7 -c'\u001b[0m\r\n", "\u001b[39mgfortran:f77: FIB1.F\u001b[0m\r\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\u001b[39m/usr/bin/gfortran -Wall -Wall -shared /tmp/tmpId9Fu8/tmp/tmpId9Fu8/src.linux-x86_64-2.7/fib1module.o /tmp/tmpId9Fu8/tmp/tmpId9Fu8/src.linux-x86_64-2.7/fortranobject.o /tmp/tmpId9Fu8/FIB1.o -lgfortran -o ./fib1.so\u001b[0m\r\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\u001b[39mrunning scons\u001b[0m\r\n", "Removing build directory /tmp/tmpId9Fu8\r\n" ] } ], "prompt_number": 25 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import resulting **fib1.so** as python library:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import fib1" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 26 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read some auto generated documentation:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "print fib1.__doc__\n", "print fib1.fib.__doc__" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "This module 'fib1' is auto-generated with f2py (version:2).\n", "Functions:\n", " fib(a,n=len(a))\n", ".\n", "fib - Function signature:\n", " fib(a,[n])\n", "Required arguments:\n", " a : input rank-1 array('d') with bounds (n)\n", "Optional arguments:\n", " n := len(a) input int\n", "\n" ] } ], "prompt_number": 27 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use *fib* function:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "a=zeros(15,'d') \n", "fib1.fib(a) \n", "print a " ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[ 0. 1. 1. 2. 3. 5. 8. 13. 21. 34. 55. 89.\n", " 144. 233. 377.]\n" ] } ], "prompt_number": 28 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "netCDF4-python" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[netCDF4-python](http://netcdf4-python.googlecode.com/svn/trunk/docs/netCDF4-module.html) is advanced Python interface to the netCDF version 4 library." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Among other features it can read data from a multi-file netCDF dataset." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's download one more file from NCEP reanalysis data: " ] }, { "cell_type": "code", "collapsed": false, "input": [ "!wget ftp://ftp.cdc.noaa.gov/Datasets/ncep.reanalysis/surface/air.sig995.2011.nc" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "from netCDF4 import MFDataset\n", "f = MFDataset('air.sig995.????.nc')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "f.variables" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 30, "text": [ "OrderedDict([(u'lat', ), (u'lon', ), (u'time', ), (u'air', )])" ] } ], "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ "air = f.variables['air']\n", "time = f.variables['time']\n", "lat = f.variables['lat']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 31 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The *air* variable now have 2 years of data:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "air.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 32, "text": [ "(2924, 73, 144)" ] } ], "prompt_number": 32 }, { "cell_type": "markdown", "metadata": {}, "source": [ "It also have very nice functions for dates processing:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from netCDF4 import num2date" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "time.units" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 34, "text": [ "u'hours since 1-1-1 00:00:0.0'" ] } ], "prompt_number": 34 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can convert our *time* values to the *datetime* format, that python can work with:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "time_conv = num2date(time, time.units)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 35 }, { "cell_type": "code", "collapsed": false, "input": [ "time_conv" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 36, "text": [ "array([datetime.datetime(2011, 1, 1, 0, 0),\n", " datetime.datetime(2011, 1, 1, 6, 0),\n", " datetime.datetime(2011, 1, 1, 12, 0), ...,\n", " datetime.datetime(2012, 12, 31, 6, 0),\n", " datetime.datetime(2012, 12, 31, 12, 0),\n", " datetime.datetime(2012, 12, 31, 18, 0)], dtype=object)" ] } ], "prompt_number": 36 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = figure()\n", "plot(time_conv, air[:,10,10])\n", "fig.autofmt_xdate()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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YVS4OH9RETaSggN3LtDRg+XLbNCS1a7NqXnXrlr/tVRFXNIVVq4CePW33uVOO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\nffv2RZ06dbBjxw6cOXMGANMsfMGsWbPQs2dPAMx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"text": [ "" ] } ], "prompt_number": 37 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that we don't have to apply *scale factor* and *add offset*, it's done automatically." ] }, { "cell_type": "code", "collapsed": false, "input": [ "contourf(lat[:],time_conv,air[:,:,10])\n", "colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 38, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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kqF0IWhyHLzW6Ez4gn/S5Ink9DM10hJZWxlKj7NUuegtU+K6jC+HLmdIByIjySZS9nHKU\nU2pqlL41am4AxJa+1oWvi5m2QnC105Y0LDcCSeKXc8lAZzV1KL8jxv8Pcny3Wp9lKwe6ivCdFUAT\nAp9hmUpBkuyFIFWDoIf6OkKReh0BMaCdtsLRhfCR1OJU9M7KK7hbKdMCzd+3fU2IZNxBTEFpRfRC\nUeKpiQpfOLoQvn0O351iaq6WV1Ay2idV+u7grmD1UFCNJKRoEKjwhaNL4dtjneoRWhrZgqvLHkrV\nIGhB9lLIlEb3rsFWp4eUvhA6Ssd1dCN8MUok22PfENCKma7jykLaYgqWlllwDClSZ4NG+MLRzSgd\nV6J0IY2Dq7NtKa24IhaxRvmw7UdtC5iLBclip4iP4Ajfx8cHDQ0NnO/HxsZi3bp1iIyMtHl9+vTp\nKCsrg8lkwqBBg7Bp0yZ4era2OwsWLMC+ffvQoUMH7NixAxEREQCAWbNm4ZtvvkGPHj1w7tw5Zl+L\nFi3C119/DS8vLzz88MPYvn07OnXqZHuBHCkdMSJ+oRE+oM26OmIhh1C1sryh2KilAaDF04QhOMJ3\ntKqK5X22bZ577jl88sknAIDk5GRs3boVqampKCgoQEVFBS5duoRTp05h7ty5OHnyJABg5syZeOWV\nVzBjxgybfY0ZMwaZmZkwGo1YsmQJ0tPTkZGR0eaYYqVz+HbYkhbhkzgm3xGOpEOCaEk4BzFRi+Qt\n0PH4wnErpVNcXIy1a9fiq6++AgDMnz8fUVFRSElJ4fzMuHHjmL+joqJQU1MDAMjPz2c+Fx0djdu3\nbzOL9g4dOhSVlZVt9hUXF8f8HR0djd27d3MeV60TqNxFLZJ3BklDMvkUF1MTQq5FS2Pv9YSoOXyu\nqJ6NpqYm5OXlISsrCwBQW1uLXr16Me8HBQWhpqYGAQEBvPaXm5uLpKQk1veklD2p0b3aRU9iBy3l\nd+z//5H6O9bb2rZSoVin7bx58zB8+HA8+eSTzGv2uSy+jceqVavg5eWF5ORkUc/RGa4OwZSTu5le\nqpY+l0C0FFmLhfV35WpZY7WUVbCGyl44bgnf09MTZrOZ+ff9+/d5fW7FihW4desWtmzZwrwWGBiI\nqqoq5t/V1dUIDAx0uq8dO3agoKAAhw8f5tzmQWY687fxySEwDhlq8z6fHD/bU0JmXRoAW/ErtbqV\nGuEjJxIFT+I5AcJq2Kvp6UcK0R8rMuN4sdn5hhrBLeH36dMH5eXlaGxsxL179/Dtt99i2LBhDj+z\ndetWHDhwoI2g4+PjkZ2djWnTpuHkyZPw8/ODv7+/w30VFhZizZo1KC4uhre3N+d2nmlLWV8XsmA5\nG/biV7osMqCOlI4zoYslVst+xJIbn0XD5YTvecidhhGbjmmNokt/aKwRQ2ONzL8z3ib/vnEHQcJ/\n8OAB2rVrh6CgICQmJuIPf/gDQkJCMHDgQKefnTt3LoKDgzF48GAAQEJCAt544w2MHz8eBQUFCA0N\nxUMPPYTt27czn0lKSkJxcTFu3bqFXr16YeXKlczIncbGRqbzdvDgwcjJyWE9rr3cvbLvOpxdy7a9\nI/ikd+SM/rluDNIaAlelozbJyoHQJyGuz5DWENAUjngIGod/9uxZzJkzhxk2STKu1MO3lrw75RRI\nSOmQJnYpcEVyQiRGktS5cCV/b7+9PY4+T0ojILX8lR6HX1VVhRkzZuDGjRswGAyYPXs2FixYgJKS\nEsyfPx9NTU3w9PRETk4OoqKiAADp6enIzc2Fh4cHsrKyMGbMGM7juRzhb9y4ER988AE2bNjg6keJ\nx1HET9EfrspUCSyzhIWkdewlTorU7dFThG8ymbB+/XoMGDAADQ0NiIyMRFxcHBYvXoy3334bY8eO\nxb59+7B48WIcOXIE5eXl2LVrF8rLy1FTU4PRo0fj4sWLMBqNrPt3WfipqalITU11+8JIxSJ7V6L9\nzLq0Nh23fJHqaUDto3Sc4aqASRW2u7gjabH7NqRCitw9qQQEBDBD0X18fNCvXz/U1NSgZ8+euHOn\nNVNx+/ZtZkBLfn4+kpKSYDKZEBwcjNDQUJSUlCAmJoZ1/7qppUMiUqd+1DbDlg9ii1uJwm1iYX3u\nQvP4JMpeL3J3RmVlJc6cOYOYmBj07dsXQ4YMwWuvvQaz2YzvvvsOQOv8JWu5W+YvcUGFb4fYk7Ro\nPXxxcWccuTtyI3GIqH3RN67RQyRK3RFanmRVVNX6nzMaGhowZcoUbNiwAT4+Ppg0aRKysrLw7LPP\n4vPPP8esWbNw8OBB1s86mr+kG+G7sryhq523JFbK1KLsLQgVrzs13UmTPcB9DWoTvBbhaqQG/vc/\nCys8296nTU1NSEhIwHPPPYdJkyYBAEpKSnDo0CEAwJQpU/Diiy8CcH3+km7q4UsFHaGjHHJF90KP\nKQdakjsJkbxYo3TuPOB3LfbHa2lpQUpKCrp27Yr169czrw8cOBDr16/H8OHDcfjwYSxZsgSlpaUo\nLy9HcnIySkpKmE7biooKziifCl8ESJK+2mUv9cLlQqN8KnrlkaNBUFr4x48fx7BhwxAeHs5Ie/Xq\n1ejevTtefvll/Oc//0H79u2Rk5PDlI9fvXo1cnNz4enpiQ0bNmDs2LHc50aF3xahyxyStK6t2sVv\njdSNgJLnIAZal7+ckb/Swpca3Qpf7AVQ2GRP0zttIVGcbMIk8Ty50LLw5U7zUOGrHGfCdxS58+28\nJSmlY4E00Vvj7oxQvvtwdZ9iHENOtCx6NvSQ0pEa3QpfTEgSPsmit0asOi5SlPd1tMYtKY2AVmRP\nQketNVT4Kkcvo3TkEr2YnZ5yrSurxfVrtSJ8C6SInwpf5UglfD3m7J1JmzQxuhqlkzi5yhF8rk8N\nDYOSsrcvg/K2YTUVvppxJHxXSyCzQZr4lUzpqEmWbJBW594ZapC5I0iJ6q2hEb7KkTulAygf6Yst\nfVdWUlKLLNWMEqKXulwDKfKnwlc57gjflRILpOTyAbI6bt1pALQyTl4q1B7hA+SI3gIVvspxJaXD\nF3v5kyJ7kkRvjx6FLCVqlr0SkudbslzrOXzdFE9jgy1qFyOvrxRaKIfMR2R0DL56kFvurqxFoUd0\nHeGLASnRPUCe6JWWptZTQiRG+UqnaBwJn8+9SVM6APbu3YvJkyfj/PnzePTRR9064KJFi/D111/D\ny8sLDz/8MLZv345OnToB4F6b8W9/+xs+/vhj1NfX45dffmH29d5772Hbtm3w9PRE9+7dkZubi969\ne9teoMEAJInzhfKdbSuH9JUYd88GCdJRo6zFgoTvnw9SNwSuRvZc9ygVPoCpU6fi/v37GDhwIJYv\nX+7SAcxms836igcPHsSoUaNgNBqxZMkSAEBGRgZT5rO0tJQp83np0iUYDAaUlJSgd+/e6Nu3r43w\ni4qKEBMTA29vb2zcuBFFRUX49NNPbS/wvxG+o1QNn1y+K522NMrnxlU5az1KF4paRG+BFOG/1rzW\n4ba6z+E3NDTg1KlTOHr0KMaOHcsIv6ioCMuWLUPHjh1RUVGBESNGICcnBwaDAT4+PkhNTcWhQ4eQ\nk5ODP/7xj8z+4uLimL+jo6Oxe/duAOxrM546dQoxMTEYNGgQ67nFxsba7CsvL4/3hWtxoXIpZC9m\nhC9WOQUpz0UtKL0erdKpG3v4BFlrPV7TfY7fqfDz8/Px1FNPoXfv3ujevTtOnz6NgQNb12wpLS3F\n+fPn0bt3bzz11FP4xz/+gYSEBNy7dw8xMTFYu9bx/wm5ublISkoC4PrajPZs27YN48ePZ31P6o5Y\nUqJ7KRYut5596q5c5JKTUJnTiVfahs+9+bYM56EkToW/c+dO/PWvfwUA/OlPf8LOnTsZ4Q8aNAjB\nwcEAgKSkJBw/fhwJCQnw8PBAQkKCw/2uWrUKXl5eSE5O5tzG0dqM1uTl5eH06dM2K8RYI+dIm7Ue\nryk+8UpslFgtSugx1SJrIcgleNKidzHgH9mvlvQ8lMah8Ovq6nDkyBH89NNPMBgMaG5uhsFgwJo1\nawDYCrmlpYXJ1Xt7ezuU9Y4dO1BQUIDDhw8zr7m6NqOFQ4cOYfXq1Th69ChMJhPrNg8y0wEA5oJ2\nQI9YwD+Wec/dxoCkUTqAfEMzpRar0GJrYtTDkbOmDolRuqu/HTU0EGz35VqP11BZdBmXiy4rcEbK\n4FD4X3zxBWbMmIEPP/yQeS02NhbHjh0D0LqwbmVlJXr37o1du3YhNTXV6QELCwuxZs0aFBcXw9vb\nm3k9Pj4eycnJePXVV1FTU4NLly5x5u4tnDlzBqmpqdi/fz+6devGfZFpS1v/SLO8op6x9XxRctSO\nVIIUKkMxSj1IKX0SJS8ENYjeGcGxfRAc24f599EVxxU8G+lxOEpn5MiRWLJkCTM8EgA++OADnD9/\nHlOnTsWyZcvg6+uLiooKjBw5Ejk5OQCAjh074u5ddqn27dsXjY2N6NKlCwBg8ODBzOe41mZcvHgx\ndu7ciatXr6Jnz5546aWXsGzZMsTFxeGnn35CQEAAAKBPnz7Yu3ev7QXKWC0T0O4IHbVFvCSIXiti\nd4ZaxM8nraP1UTqCJ14VFRVh3bp1+Oqrr8Q+J1GRQvhcsgeUT+nYQ8p4fT5ILUi58/tU+GRBhe9G\naQWDwcC7U1VrZNYxuSGH8lcCuStlSnksd4Sp9LBF63OwhqRGwJmonf2W1CB6vQ/DtIeWVnADUjps\n1d5BywUJZYBJQ+h3IoacrX9napC9M9gaA61H+LoQ/pstrwOwjczFgBThW5AjfSOmEOUWOt9JZCRK\nX6zvSguilhJaWkHl0OJp4qG2jls2tHAN7kKlz43Swq+qqsKMGTNw48YNGAwGzJ49GwsWLADQOmAm\nJycHHh4emDBhAjIzW93DVYOMDV2XR3YFPrl6uWWvtoheLtyd4CXGOH5S0avs1TLxymQyYf369Rgw\nYAAaGhoQGRmJuLg4XLt2DV9++SV+/PFHmEwm/PzzzwCA8vJy7Nq1C+Xl5UwNsosXL9rUL7OGCt8K\noR2wSkX1ckyyknthbzFkqbRwpSwQ5w56lb2aCAgIYIaZ+/j4oF+/fqipqcGWLVuwdOlSZnJp9+7d\nAbDXICspKbEpU2ONLlI6lhy+Ne7k80kcg2+PEoXUxEBpWVtQ8smGNgDKoXRKx5rKykoMHz4cP/30\nE4YNG4aJEyeisLAQ3t7eWLt2LZ544gm88soriImJwfTp0wEAL774IsaNG8dZ2kZXEb5QyfON/Emo\no6PmYZmW4yklfa2P06eC/x3uFI+0KZ1jRWYcLzY73a6hoQFTpkzBhg0b4OvriwcPHqC+vh4nT55E\naWkpEhMT8e9//5v1s46Gy+tK+FKOmddqZ63cKR0tQ0sZk4FF9mz3rFjVMjkblFGAaZT1Ads2ME1N\nTUhISMBzzz2HSZMmAWitHjx58mQAQFRUFIxGI27evOlyDTLdpnSkQOno3oIaSyyQksqxoHQjJ8X3\noTfx8+motV8QRaxx+HydY3+8lpYWpKSkoGvXrjbVfzdt2oTa2lqsWLECFy9exOjRo3HlyhVm4aiS\nkhKm07aiooIzytdVhC8lJMhejlE7UoxqcbYPMeWntMgtkNbA6RXSZuKeOHECeXl5CA8PR0REBIDW\nYZezZs3CrFmz8Pjjj8PLywt///vfAQBhYWFITExEWFgYPD09mUWouKARvohoNa2jtlE6zmAruyD1\nNSopeLVH9pbfttjXIeVMW6ERvtTQCF8DSB3ZyzUDlbSZt0ofS6zvQ2xhsonSnWDH2f7U3mCRBBW+\nSGhtaUM21F4j3tmaulpr0CwIFaYr6Q4xUyNS3kukpXDkhgpfI0g5CYuUvLdQnJ2/XNdnfRw55O9u\nZMx3YXBXBa2kdO3PVW8NABW+BpArpWOBxAJqzqJ3uSCpM9b+dyFFakRING79GXvhyv2k7OhctAgV\nvgawvpHlWvAEEKfTU6y69VyNkp5mBztDqs5Pd7AfFik2epC4K9BROiKh1Vr4gDIpHaWXOnQVtUif\nJNlbI/Usdb5j8sUqrUBH6VAkwf4GljPClwox5cm1L7EbAiVLQnBBqtzZkDpgImGeDAm4JHwfHx80\nNDS4dcD33nsP27Ztg6enJ7p3747c3Fz07t0bAPDRRx9h1apVAIA33ngDM2bMAABkZ2fj/fffx7//\n/W/cvHn+mz7pAAAgAElEQVSTWQD9k08+wbvvvouWlhb4+vriww8/RHh4uFvnp2ao7B3jaAlFdxY9\nJxWtrVAlJkrV0lEal1I6vr6++OWXX9w6YFFREWJiYuDt7Y2NGzeiqKgIn376Kerq6hAVFYWysjIA\nQGRkJMrKyuDn54cffvgBnTt3RmxsLMrKyhjhf/fddwgLC0OnTp1QWFiI5cuX4+TJk7YXKENKh4To\nQSuLn9ij5HBNvpAsfSp655BUWkFqXE7p/Prrr5g4cSLq6+vR1NSEd955B/Hx8aisrMS4ceMwdOhQ\n/POf/0RgYCDy8/Ph7e1t8/nY2Fjm7+joaOTl5QEA9u/fjzFjxsDPzw8AEBcXh8LCQkybNg0DBgxg\nPZfBgwfb7Ku6utrVy3EbEmQPyDcWX27c6dTV6nBLV+D6TdCG4Hes72GxiqeRCvuyKA5o37499uzZ\ng7KyMnz77bdYuPD3X3hFRQXmz5+Pn376CX5+fti9e7fDfW3btg3jx48HANTW1iIoKIh5LygoCDU1\nNbzPy3pfckLSKAApb+LwhcrJTOhxLecs13mTJntr7mZ62fxHaQtJ97JUuBzhm81mLF26FMeOHYPR\naERtbS1u3LgBAAgJCWFy6JGRkaisrOTcT15eHk6fPm1TEU4oR44cQW5uLk6cOMH6fvHyo8zffWL7\nIDi2j9vHJBG1z7blQoyhm3w+6+51ubu0IkU6uGReWXQZl4su//dfR1m30RIuC/+TTz7BzZs3cfr0\naXh4eCAkJAS//fYbAKBdu3bMdh4eHrh//z7rPg4dOoTVq1fj6NGjzJJdgYGBKCoqYrapqqrCyJEj\nnZ7Pjz/+iJdeegmFhYXo3Lkz6zbDlw+z+bfYdT9IQIniaVJVzuRzHLHQwzh9sSJ6d35jSj1VOLtf\ng+0CwKMrjkt9SorisvDv3LmDHj16wMPDA0eOHMHly5edf8iKM2fOIDU1Ffv370e3bt2Y18eOHYvX\nX38dt2/fRktLCw4ePMisym6NdQfHlStXMHnyZOTl5SE0NJTzmO5M/Xb0WVLy90ohd45cTWPzlZa8\nNR3TGkURLtcQYEf9R0qnj9juUVKDNjngLfwHDx6gXbt2mD59Op555hmEh4fjiSeeQL9+/Zht7Osw\ns9VlXrx4MX799VdMmTIFANCnTx/s3bsXnTt3xptvvomoqCgAwFtvvcV04GZlZWHNmjW4fv06wsPD\nMWHCBGzevBkrV65EfX095s6dC6B1xfeSkpI2x3Tn/2C1/Dik7LSVq7iYo2PLuU+x6vuTJn0LYknY\nej9Ki50varmfpYL3sMyzZ89izpw5bYY9ko79ECm+BaFc2Z4E6LBMcVGynLGSqEXcUkFn2gLYuHEj\nPvjgA2zYsEHq85EcV1t4R9urpTFQE1JL09EQSjE6bbUgfa3h2j1PJ16pGq3X0rFGyXH47sjSlfIH\ncjYIfNGK5LUS3buTtqETryi8kLr4Ex/kqJopRWpHrvVsXTmu1tGK3NnQW8ljV6DC1xhii15pKUo5\ni1WJOQWkIMbvhORGg4qeHSp8jSH2aB0pFz9xFbHlL8a10HSO9Aip48/1tK33hoAKXySUTueouY6O\nVqSpZoSO1Xf2u5Ni/L8Q9C56C7TTViSUFr41auy85Rrrr0Rj4Oo1qKnBkjKS5/u7c/Uc5Fypiw7L\npKgOqStncg0/dCdFwvVZvmUdSK5YSRJSylOKfVr/jsWaMUwyVVVVmDFjBm7cuAGDwYDZs2djwYIF\nzPvr1q3DokWLbNYFSU9PR25uLjw8PJCVlYUxY8Zw7p8KXyRIGKUDyBfdkzbrVknJO/suSGuApJKm\nFI2JO/sSlsZRdhy+yWTC+vXrMWDAADQ0NCAyMhJxcXHo168fqqqqcPDgQfTp83vtn/LycuzatQvl\n5eWoqanB6NGjcfHiRRiN7IWQqfBFhATpc90gYnfkKiF8udI9Yl0faaIHpE2LaD36loOAgAAEBAQA\naF1hsF+/fqitrUW/fv3w6quv4t1338XEiROZ7fPz85GUlASTyYTg4GCEhoaipKQEMTExrPunwhcR\npWXPhtT1dQDlRu5IObNVjPpBJPRH2CNnPlwM7H+/7ozUUVvHbWVlJc6cOYPo6Gjk5+cjKCiozRKu\ntbW1NnJ3to4IFb6GUNNkK7GQSvokX7MYSFHqWOg+5Wp8Xmteq7j0bevvc9PQ0IApU6Zgw4YNMBqN\nWL16NQ4ePMi876ijl61opQUqfA0h1UxbkpcXFIqreXexKmi6CglPBfY4qrxJ+pODXNLPrEtjfyP8\nv/9ZWNGpzSZNTU1ISEjAc889h0mTJuHcuXOorKxE//79AQDV1dWIjIzEqVOnEBgYiKqqKuaz1dXV\nCAwM5DwvOixTJEhL5+gx2ufCXWmSdM0kNgBiImWDwUf0YtXS8bp1h9e2jV072RyvpaUFKSkp6Nq1\nK+dqgCEhISgrK0OXLl1QXl6O5ORklJSUMJ22FRUVnFE+jfDhoDV2QFoX28VZLD8mUsSvZLRPiiDF\nkqMU6wFoXdyu4EzyYvU7OLo3lU71WDhx4gTy8vIQHh6OiIgIAMDq1asxbtw4ZhtrmYeFhSExMRFh\nYWHw9PRETk6Ow5SOLiJ8S2trL2l7HInf2WctkCB8NU68EgupRKr0dVmjhcaCr7zZfstSPgWINfFK\naIQvNboQvqOUjpDo3hq2hoAE6VsQU/4kSc8aOQQo9rVrQdruIFT4UvcRUOGrHFe+fKHwjf6tkbpR\noFE+O+7MyJXzuvTUIMiR0nGWsrHcj1T4KkdK4XOJnpQIX8uzbp2h9dSO2NfHR6Zy/J64Fkpne08s\nrCdM6l741dXVePnll3H+/HmYzWY8/fTTWLNmDUwmE+dn3n//fcyZMwft27dv89706dNRVlYGk8mE\nQYMGYdOmTfD0bO07XrBgAfbt24cOHTpgx44dTKfFrFmz8M0336BHjx44d+4cs6/PP/8cy5cvx4UL\nF1BaWoqBAwe2vUAFInytCp8U2bkKKaWUudB6NO+OqGkOX1wcCr+lpQXR0dF4+eWXkZKSArPZjNmz\nZ6NLly549913OXcaEhKC77//Hl27dm3z3r59+5ge5+TkZAwbNgypqakoKChAdnY2CgoKcOrUKfz5\nz39mFkw/duwYfHx8MGPGDBvhX7hwAUajEXPmzMG6deuIEz7XY6RUDYIUEZhaJS8Evqkg0lBrg+Fq\nHl9N1TJJFb7DYZnffvst2rdvj5SUFACA0WjE+vXrERISgpUrV8JkMiEtLQ379++H0WjESy+9hJaW\nFtTW1mLEiBHo3r07Dh8+bLNP6+FFUVFRzDTg/Px85jjR0dG4ffs2rl27hoCAAAwdOhSVlZVtzu+x\nxx5z6+LFwFH+npRI3x2clVDgKxuphSlV3p7tcyTLX03wTdfIVQ9fC/erMxwK/1//+hciIyNtXvP1\n9UXv3r1x6dIlHD9+HFeuXMHZs2dhNBpRX1+Pzp0747333kNRURFTvpONpqYm5OXlISsrC0BrTYhe\nvXox71tqQlgKCbmDO8Mx3dmv3DjKf4oByTNu2aTOdmxXGi2Sxa7WqJ4LttE4XL9fIQ0A2wxbPQje\nHofCdzSAHwAOHz6MuXPnMqU4O3fuzPvA8+bNw/Dhw/Hkk08yr9k/2jg7Pl9WpZmZv41PDoFxyFBR\n9mtpKNgmYZHwY5K6Lr49SgmSS37OpGg5X8v/2m9P0vKO9khZOI4EHP1uhdbFZ7snjxWZcbzYzLK1\nNnEo/LCwMHzxxRc2r929exdXrlxBaGgoAMdFfLhYsWIFbt26hS1btjCvuVoTwhU805aKsh9XIOER\nUi/lFYTKz5XPkHbNgPalLwdDY40YGvt77fiMt9W7VCgfHAp/1KhRWLJkCT7++GM8//zzaG5uxsKF\nCzFz5ky0b98ecXFx2LRpE0aMGAEPDw8mpePr64u7d++ypnS2bt2KAwcOtMntx8fHIzs7G9OmTcPJ\nkyfh5+cHf39/3hei1OhS0ideiQnfcr8kytEarojeEVKUV3AXLcmeLWIXM6VDaYXXsMx58+bhwoUL\nMJvNmDBhAtauXQuTyYTm5mYsXrwYhYWFMJlMmD17NubNm4fs7GxkZ2cjMDCwjdgthfp9fHwAAAkJ\nCXjjjTcAAPPnz0dhYSEeeughbN++nRl1k5SUhOLiYty6dQs9evTAypUrMXPmTOzZswcLFizAzZs3\n0alTJ0RERGDfvn22F2gwAEniNAZe2XdZX3c2LNM62pezMaCTr8RD6etxFy01DhbcFT/bU7jSxdOk\nRhcTr8QSvjX28ufTgatF2ZMmQjnFRsK1C33y0EIDIEWkr/VhmboQPkmlFbQofXtIEKEFKcVG0nWK\ngRobAbGlr3Xh0/LIEqJULl8PI3NIQKm1fcVEjZKnCEdXwm+c35EzD68lLFGPHiplOoOOZGmLlr4P\nta3RqzQ0peMmYk++kvKpQG8pHjWWTZYDrQif5vBdR1cRPolIIXgpxe5KmQIlZagVqUmBGKUmlIZG\n9MKgwuegcX5HANxDMS1k1qURWy1TTLjKFJA6G9Wduj9qw9FIHa1eM0UYNKXjAL45fxKFr+QYfGco\n0SjQcfn8UFsDQUfpuAYVvgiQthAKibLXWnpHq8IH9C19KnyVo5cFUEiUvDuoaQ1ZrchfbaIHaITv\nKjSHrxGkGIopNVoUpdquSY2St0A7bl2HCp8Hahq/T7r4uYQodSE2qcfjkzL01Nl5qFnw1lDZC4Om\ndNyA1EqZpMreGi103ALqi+j5QmLDoIclDquqqjBjxgzcuHEDBoMBs2fPxoIFC7Bo0SJ8/fXX8PLy\nwsMPP4zt27ejU6dOAID09HTk5ubCw8MDWVlZGDNmDPe56UH4SGpxOUK3DMsEHA/NJCF/b48ahM8G\nW/llKYQqpszUJnx3rt3VpzOx0YPwr127hmvXrmHAgAFoaGhAZGQk9u7di+rqaowaNQpGoxFLliwB\nAGRkZKC8vBzJyckoLS1FTU0NRo8ejYsXLzKLUtmji5SORdh8x9bz3YYNttWu2MqwktAwkAabOMQe\n5y+WnNQmejFQOurXQxmFgIAAZllXHx8f9OvXD7W1tYiLi2O2iY6Oxu7duwG0rgWelJTElJ0PDQ1F\nSUkJYmJiWPevC+FbEDsPzzelI7fcSc/jC0WoZJUWFUnQ2kLqobKyEmfOnEF0dLTN67m5uUhKSgLQ\nuha4tdwta4FzoSvhiw3bmrZ8lja0RqrGQM2yV0P0rOZKmUJW/CIJoWvakoD5+DGYTxx3ul1DQwOm\nTJmCDRs2MItFAcCqVavg5eWF5ORkzs86WgucCt8NHE24clX8YuPohlBzYyAEsaNatYreGrXKHlBH\nSse6D9CWCf/9z0JGmy2ampqQkJCA5557DpMmTWJe37FjBwoKCmxWEXR1LXBddNpKPfEKcL1qploX\nMJcTKcUqRHhaED0XYnfmSt2gSCV9sTptea+yt9Ngc7yWlhakpKSga9euWL9+PfN6YWEhFi5ciOLi\nYnTr1o153dJpW1JSwnTaVlRUcEb5uorw7Vtdrpw+d+vs/LN8YevcFZO7mV6ql74UhdnUHNmShlJV\nN9UQ4QvlxIkTyMvLQ3h4OCIiIgAAq1evxoIFC9DY2Mh03g4ePBg5OTkICwtDYmIiwsLC4OnpiZyc\nHIcpHcERvo+PDxoaGjjfj42Nxbp16xAZGWnz+vTp01FWVgaTyYRBgwZh06ZN8PRsbXcWLFiAffv2\noUOHDtixYwdzwbNmzcI333yDHj164Ny5c8y+Pv/8cyxfvhwXLlxAaWkps+i5zQWKHOE7i+RJGH2j\ndtHzRekGQMsRvzOUaDjVNCxTaIQvNYIjfEetiOV9tm2ee+45fPLJJwCA5ORkbN26FampqSgoKEBF\nRQUuXbqEU6dOYe7cuTh58iQAYObMmXjllVcwY8YMm309/vjj2LNnD+bMmSP0MlzG0lELiL/4iRjo\nRfaAeyUNaEqHP2zfsxJj8q1/21qO8qXErZROcXEx1q5di6+++goAMH/+fERFRSElJYXzM+PGjWP+\njoqKYoYQ5efnM5+Ljo7G7du3ce3aNQQEBGDo0KGorKxss6/HHnvMndPnhO+kK65ROtZRvtSpG3us\nbwQ9yF+ohLk6ctW4OIijeviu7kOs7SywTaZzFyp74Yiaw+eK6tloampCXl4esrKyALSOJ+3Vqxfz\nvmU8qWUSgpyIOV7fInvLqB0l5E+y+JWMmvl2NpIc2VufL9+honI2ZGIdi0peHBTrtJ03bx6GDx+O\nJ598knnNPpfFt/EQA2cdta40AlxDMpXK75MsfmerNZEwUkeMCFopSHhKESPK18MsWzlwS/ienp4w\nm83Mv+/fv8/rcytWrMCtW7ewZcsW5jVXx5O6woPMdOZv45NDYBwytM02rgjdUe6ehE5bNkiUvTVc\nEhBrpA4J4pMDEq+TxHOycKzIjOPFZucbagS3hN+nTx+Ul5ejsbER9+7dw7fffothw4Y5/MzWrVtx\n4MABm8kDABAfH4/s7GxMmzYNJ0+ehJ+fH/z9/Xmfi6Oebs+0pbz3wwbfzlm6wpX0KDnDlbRIX8r1\nhEmWtJgMjTViaOzvhcYy3tb2vSRI+A8ePEC7du0QFBSExMRE/OEPf0BISAjrsEh75s6di+DgYAwe\nPBgAkJCQgDfeeAPjx49HQUEBQkND8dBDD2H79u3MZ5KSklBcXIxbt26hV69eWLlyJWbOnIk9e/Zg\nwYIFuHnzJiZMmICIiAjs27dPyCU5xHpkDkDe6BySUzZSIET6Ysy2JUX0Fuyvic/3oheRU9gRNA7/\n7NmzmDNnDjNskmSknmlLWnlkLUpfLNEKlR1porfgagezWmUvZ96ejsO3Y+PGjfjggw+wYcMGKc6H\n4iZajPbFSOOwjSVXqwAdocVroogHraUjAiRF+VoSPaB8dM8GiRE/KekcId8Nn/OSK8rXeoSve+Hz\nqZtjDddoHmvpU+G7htwC1fMsWyWu3Vlnt6vnJKX8qfBVjkX4fAunCYFG+PIj54gU0mXPZ7SOGNG9\n0v0DtJaO++imWqbYq11Z4CN764lYUjcG9jeFmhoApcSqtMiEwnfuglLnQSEP3QjfQuP8jpLJnwu5\nI341Sd4aqca58ymy5khaJK5upYRkqdjVj+6E75V9lzVvb98I8C2gZo/cxdKsUavo7ZEyxUKivIWg\nl7VpaSkFcdFNDt8erkhfiOj5LmYuB1qRPl+EjExxdVgmiQ2EHmRvgY7DFw/dCt8ertE67kjfHjkb\nAa2Ln0QJy4WWZa90RK914esupcOFtdit5c8n/cOFElG+WkSvZ2FTuLH//SrdAGgNGuG7AUmpHGvU\nIn1HKF0gzRoSGictR/X2KCl5rUf4VPhuQnqpZJLlT4JI1YjW5U+FLx00pcMB35x+Zl0aUZE+yYK3\nR2vFzCiuQ1M28kIjfDehs2zFw52p92IsV+jOouhKQWK0r2aJ0wifQpEYMWa6sslaSM18ivu4Gnio\nuYFQG1T4bkDiQihqivL5CFaqujBaQCvfAx2Z8ztVVVWYMWMGbty4AYPBgNmzZ2PBggWoq6vD1KlT\ncfnyZQQHB+Ozzz6Dn58fACA9PR25ubnw8PBAVlYWxowZw7l/mtJxAJ9JWCSldAD1pXXkLOmr9ghe\nK4J3Blc9KD0UT7t27RquXbuGAQMGoKGhAZGRkdi7dy+2b9+Obt26YfHixcjMzER9fT0yMjJQXl6O\n5ORklJaWoqamBqNHj8bFixdhNBpZD0eFLxIklEdWk+xdla8rslO72O3RkuiViN6tixc6423DaqJy\n+JMmTcL8+fMxf/58FBcXw9/fH9euXUNsbCwuXLiA9PR0GI1GpKW1LsP61FNPYfny5YiJiWHdH03p\nuAFJo3PUgFSLY2gdserIK41SqRpnFWxJpbKyEmfOnEF0dDSuX78Of39/AIC/vz+uX78OAKitrbWR\ne1BQEGpqajj3yUv4e/fuxeTJk3H+/Hk8+uij7lwDFi1ahK+//hpeXl54+OGHsX37dnTq1AkAdy7q\nb3/7Gz7++GPU19fjl19+YfZ19OhR/OUvf8G5c+fw6aefIiEhwa1zcwRppRMAdUX0gHyCInXylFiQ\nKHqS8+6KyH3njxxvlAL43unHGxoakJCQgA0bNsDX19fmPYPB0PoUwYGj93gJf+fOnXj66aexc+dO\nLF++nM9HGMxms00+acyYMcjMzITRaMSSJUuQnp7O5KJ27dqF8vJyJhd16dIlGAwGTJw4Ea+88gr6\n9u1rs+8+ffrgo48+wtq10os2sy6N8z1LY2D5YcklfrnXr7WXJoniYcOd9BFpDYXc3znJIueL9f2o\nfGQf9d//LGxss0VTUxMSEhLw/PPPY9KkSQDApHICAgJw9epV9OjRAwAQGBiIqqoq5rPV1dUIDAzk\nPLpT4Tc0NODUqVM4evQoxo4dywi/qKgIy5YtQ8eOHVFRUYERI0YgJycHBoMBPj4+SE1NxaFDh5CT\nk4M//vGPzP7i4uKYv6Ojo7F7924AQH5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