{ "metadata": { "kernelspec": { "display_name": "Iris (Python 2)", "language": "python", "name": "iris_python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.8" }, "name": "", "signature": "sha256:191318188fda97161e84e71e02ceda6664c94f2bd185d8ccdf5f5306d7d8ed7f" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "name = '2015-04-20-arctic_sea_ice_concentration'\n", "title = \"Arctic Sea Ice Concentration\"\n", "\n", "import os\n", "from datetime import datetime\n", "\n", "from IPython.core.display import HTML\n", "\n", "with open('creative_commons.txt', 'r') as f:\n", " html = f.read()\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')\n", "\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[1:] %}}\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": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Recently I got a request to help with\n", "[this question](http://stackoverflow.com/questions/29391623/plot-polar-gridded-sea-ice-concentrations-using-cartopy/29396861#29396861).\n", "I decided to create a post out of it because it is a nice example to show\n", "how to do something from start to finish. (Something that I have to do for\n", "my SWC training, but that is another story.)\n", "\n", "First download the data from http://nsidc.org/data/NSIDC-0081. The binary\n", "file description [says](http://nsidc.org/data/docs/daac/nsidc0081_ssmi_nrt_seaice.gd.html#format):\n", " > One-byte flat scaled binary (preceded by a 300-byte header)\n", "\n", "that means we can read the data with numpy's `fromfile` after skipping the\n", "header. We also need to re-size the matrix to the [grid](http://nsidc.org/data/docs/daac/nsidc0081_ssmi_nrt_seaice.gd.html#spatialcover) specifications:\n", " > North: 304 columns x 448 rows\n", "\n", "According to the documentation the sea ice concentration is scaled by 250, to\n", "make it simpler to plot let's just scaled it to 0-1. The final touch is to \n", "mask out the land values." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "import numpy.ma as ma\n", "\n", "\n", "infile = './data/nt_20150326_f17_nrt_n.bin'\n", "with open(infile, 'rb') as fr:\n", " hdr = fr.read(300)\n", " ice = np.fromfile(fr, dtype=np.uint8)\n", "\n", "ice = ice.reshape(448, 304)\n", "\n", "ice = ice / 250.\n", "\n", "ice = ma.masked_greater(ice, 1.0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The tricky part is to find the right projection to plot the data.\n", "Luckily, the text file that accompanies the data has everything we need.\n", "Including a proj4 string! (In case you are using Basemap or a\n", "[future](https://github.com/SciTools/cartopy/issues/153) version\n", "of cartopy that is all you will need.)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "!cat ./data/nt_20150326_f17_nrt_n.bin.txt" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Name: nt_20150326_f17_nrt_n.bin\r\n", "Grid Name: Polar Stereo Northern 25km\r\n", "NSIDC GPD File Name: ftp://sidads.colorado.edu/pub/tools/mapx/nsidc_maps/N3B.gpd\r\n", "Data Offset: 300\r\n", "Data Type: UNSIGNED_INTEGER\r\n", "Bytes Per Pixel:1\r\n", "Byte Order: n/a\r\n", "Image Width: 304\r\n", "Image Height: 448\r\n", "Proj.4 Projection: +proj=stere +lat_0=90 +lat_ts=70 +lon_0=-45 +k=1 +x_0=0 +y_0=0 +a=6378273 +b=6356889.449 +units=m +no_defs\r\n", "Missing Data Value: 255\r\n", "Upper Left Corner X Coordinate: -3850000.0\r\n", "Upper Left Corner Y Coordinate: 5850000.0\r\n", "Lower Right Corner X Coordinate: 3750000.0\r\n", "Lower Right Corner Y Coordinate: -5350000.0\r\n", "Subset Parent Grid Cell Start Row: 0.0\r\n", "Subset Parent Grid Cell End Row: 448.0\r\n", "Subset Parent Grid Cell Start Column: 0.0\r\n", "Subset Parent Grid Cell End Column: 304.0\r\n", "Minimum Value: 0.0\r\n", "Maximum Value: 255.0\r\n", "History: \r\n" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "dx = dy = 25000\n", "\n", "x = np.arange(-3850000, +3750000, +dx)\n", "y = np.arange(+5850000, -5350000, -dy)\n", "\n", "x.shape, y.shape, ice.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "((304,), (448,), (448, 304))" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally the figure!" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "\n", "import cartopy.crs as ccrs\n", "import matplotlib.pyplot as plt\n", "\n", "fig = plt.figure(figsize=(9, 9))\n", "ax = plt.axes(projection=ccrs.NorthPolarStereo(central_longitude=0))\n", "\n", "cs = ax.coastlines(resolution='110m', linewidth=0.5)\n", "\n", "ax.gridlines()\n", "ax.set_extent([-180, 180, 40, 90], crs=ccrs.PlateCarree())\n", "\n", "kw = dict(central_latitude=90, central_longitude=-45, true_scale_latitude=70)\n", "cs = ax.pcolormesh(x, y, ice, cmap=plt.cm.Blues,\n", " transform=ccrs.Stereographic(**kw))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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lc2VJgI+SjBwzGq2O80l2GtcIJEtnBsDfW0mOGSKqhGPXZ7HixzV8tPgjMvS2\nciMG8ihLUfD7778TExPDlClT8pWHj4uLY9y4cYwcOdIjV3aJGAKBACEGBNdJyDRgsUkkZRvwsuTw\nx08r0WuzeOLJp6gWVZ9Vy5cyetzbAOV2miCPswlalh9P4PKhv7FfOsxHHy0BHN6QvADkbZs3sH7d\navo8PZBHuz+GxWggqlrwHVcpdDelKQokSeKTTz4hNDSUwYMH3/KYvFVekZGRPPfcc/j6Fq2qZHER\nMQSViMTERGJiYnjsscfcbUq5QYgBQR4JWQaQgU6TwdeLFlIttArj3xpGjRo1ANh7/Byh4VUxmO2E\nB5bvzJ4pGhMn0tRE2tPYf/E0LSOqkaWzOKdGlAoZgT5KWrVtT9MWbaheoyaSBEZNKpsO76bX40+4\n+QrujNLyFJhMJqZMmULv3r3p2LFjgcepVComTZrE8ePHmTNnDhaLhe7du9OpUye3iywhCCoYCoVC\nBBAWASEGHIgYAgdBPo4pgIWfL2bChHdoWS8i3351ZgbVqlV1xhWUV7INFny95GRqtPy58hs+nb2I\nrz+Zh5dSTnS4L0lpGjau/4nIOg15tMv9AMiQOQIIQxrTqHFjN19B8ShpUZCamsrUqVMZP348tWvX\nduk9rVu3pnXr1lgsFrZu3cqoUaN48cUXad26dckZVkSEIKhgRERE3P4gASDEQGXHbpeQy2VIEmTp\nzKgUchKyDBw/8A/t7m5/kxhI1lg4e/oU3bo+Wu5jB8xWO9supnB8324yanRApVIhl8O1S+f49hNH\nquLzZ8/w+ZffFFqE6PSpU9SpWxd/f9dLJHsKJSUK7HY706dPZ86cOQQEFL16o0qlomfPnvTo0YP3\n3nsPHx8fmjRpUnzD7oDyOQkkyEdsbCzLli1ztxnlCiEG8lMZvQNyuYzMHDMJWQb0ZhtJaiMmo5Ed\nWzczdPCAm46vHqwiMe4aDerXc4O1JUeKxoTNDhfSjRy7EE9QeDVa1gqgeo2anDh2mDfeGkev3k/x\n4MOPEBQcjN5kK/Bc4VWrcv7cuTK0vmQpiX7gq6++4oUXXrgjMXAjcrmcGTNmsHTpUq5cuVJ8w+4A\n4SGoAERFRYlyxUVAiIHKjdbguAGu/HsaVD5EVK+BXOmNt1LOt58t5IP3xt0yo2dcpgmLzV7us31W\n8VMx5c9/AUhPTqNaqyAAJo8bDjgC4xbN/o5pM+distoI8S84ViIiIqLceyWL4ym4dOkSarWadreo\nFnknKBRduXepAAAgAElEQVQKZs2axbBhw1i6dCkqVdl6ooQgKMfodDr8/f3dHohSnihtMaDNbSDQ\nEzKhFIHKFEMQ6Kvk9y1/cWj/XmrViiIlORltjiNXf7sWTQpcqqvPSqZxg/LtHQDwVsl5rnkNXvv+\nCHaTHqM9/4D/1fLVdOj8CIF+3kU676Y/NtKqdRsiIyNL0twy4U5FwZdffsn06dNL1Ja9e/fSsmXL\nMhcDIARBuUWtVrNmzRqGDRvmblPKDaUtBn7+dQOnTsQwedLE0m1IUCwSMnV8teIHln76GbXDXE8Q\n88ef2+l8f6dStKz4WG0SkiRxMUWHf26mwOjw69UFzVY783ZcAiA5IQuj0UJCwvVKhl+s+oO05Dhe\ne3N0kdvu8tDD6HS6Yl6B+yiqKEhISKBmzZp4exdNOBXG3r172bdvH++++26JnbMoiEfLckqVKlWE\nGCgCpSUGMnPMXIlNYPzb41DJ7Oi1ajIyMkqnsVKksngHAL7+5lueeeb/+OdKWpHed/XSv0TUql9K\nVpUMSoWM9Bwz/j4KkEFIgJfTa6U1WDFZ7HSvH87q7ZcIrOJPWJgfVxb1AuD7jbs5c2QPzw0dfkce\nLl9fX8LDw0v0esqaovQTK1eu5LnnniuRdmNiYpgwYQInT57knXfeKZFz3glCEJQzjhw54m4Tyh2l\nJQbsdju/rv6Ob5Z+ydgJkzCaTNzX8f5y3ylWFJLURjR6Cxq9BavNkWBNo9Fg0yTRuHlrhtxd6zZn\nuE6C2pG5L9BH5Uxp7ImkZptQyGUcuJzI1XQtJ+LVgGMqS0LiWHwWequV6tUD8fMGbWYW3T87wOXL\nl9m7ZT3vTnyfqDC/27Rye75eupRr1+IARwpok8WOxer40+gtqHWOP5PFjtUmOb+fPA5fyXL+n5Fj\ndv5vt5d+ojxX+gu73U5aWhrVqlUrVlt79uxh3LhxxMTEMH36dF599VW3xqiIKYNyhMlkIi2taE81\nlZ3S8wyYmDttIv36P8OQoS9x+NgJTp4+x8sjxpVOg6VMRYohsFjtGK12AnyUBPooyTZYnHkDZs9d\nwHNDXqV9w5AinTMlOYlq1SKc1Q09lQOxGaTpzXy68BPurR3MuLET0Bqs5I0xBxI0WGwSLUMMrF+/\nlGod+/PFk42YMXUSYybPJMCnaPPWJosdb5WctGwTEhDsqyI+00DnXs+Al4KTsRpS9EZqV/FHJgND\n7ooFuVxGs5qOYEa7JHEyToPdbqe6t5HYa9eIj4/DnlqbGvXvQqm8PkzJZDKsNqnU80Dcbvpg586d\nPPjgg8Vq4+jRo+zdu5e5c+d6TByYEATlCG9vb3r06OFuM8oNpRkz8M0XSxjwzHO0bdeOs5fiWP7t\nV4ydPIvoEni6EhQPlVLOmXPn+ffMCa5euYzRaCQvBftdLVvT/i7XEsfcyPZtf9Kte3cMZs/N4X/w\nciYRfj7M/PUcFr2Wo2kBHD20n/b3dgBgX3wG0VW8+fmnn9EkXKFB35FM7dWczz+ez3sTJxNZPdjl\ntsxWO7bcp/WraXr0ZsePzWSxozVYAPD3VREe5I2P3MylTC0hkpHkxHjiYuNITU5EnZlOeKA3dslO\naraJ6DA/qlevTu3atWnSpClXr15h3S+/EegFNWrU4P7OjxAeVQ+ZzJFBsbTFWWGiYMuWLXz44Yd3\nfm6jkWXLlrF48WKPEQMgBIHHI0kSy5Yt44UXXij3y53KktIUA39v/4uI8FDatmtHbHwySxbMYt68\neeUyOUseFcU7kMfyrz9n0Asv83Tf3shUjlzxd7rw42qGkZS4KzRu9CJeKs8UAwDNIoPotnAndlMO\ngcGB/G/GO3wy8z063N0G/4BAukSHMHLiJBQ1GtN50HAerhNG3Mm91G3SnMjI6i63o9Y5BnyT1U6K\nxuj8P8xfRWJCAnFXL3H67DlyslJAkjh9MoYqUfWpWiOShtG1iahRk1bt7uX+lo7BvaC8R3e3acHT\nfXsDjpTs27dv58Dy5TRq0own+jryRFSvUrpVA28lCtRqNYGBgfmKFhWG1WpFoVDk67/nzp3LuHHj\nPEoMgBAE5YKHH35YiIEiUFpi4Fq6nvjL59m7ZzfTp07hWnIWC+ZMY8x708q1GKho5BithIZVpWGD\nhiVSOCbIW45coUDhoSWO8+bfd11OJyk+C1KPowyox8LdVxg3dgIfLZzDoCEv8uWnH7F44ng+O21i\nWveGnI9NY83Ov5kzd16+80kSzikGncmKQi4jx2jDZLGhVMjJyDFhsti5rMmhaVggq1f/wLWL5wkN\n9KNqtepUrVmX+zo/QrNGdWkY4c+VdCMnktT0aeG66PgvkZGRDB48mMGD4ZOvlvPLupV06fk0ft6K\nQjMplgT/FQVr1qzh2Wefdfn9s2bNQqPR8MEHHxAQEMDff/9NvXr1iI6OLgVri4cQBB6OTCZzOTe2\noPTEQFq2iez0ZFau+B/vfzgHgC8/+5jXRr1D/ajyH0RYUWIIdCbHfLlJ5osuKxmq1C32OQ8fPEDb\nu+9xFv3xNJQKGQcvZzLh++MEVvFHf+ka3g06sOy5lgC0v68ja1f9wBdLFuPl5cXcOpClt/H5R/N4\nfeRYVMrrQifv6d9bJXeuTricpqN2mB9yuYx0rQmZDHIsVi6ePMrGnZu4t1tv5kx4o0D76ob7UDfc\nIQYOHjxI+/bti3W9I4Y9z8tvvs0Dj+rJ0imQy2QElHLejxtFQUJCAvXquZaPwmq1otfrGT9+PO+8\n8w6DBw9mw4YNLFiwoBStvXM8U/IKmDlzJlarSKlXFEpzmkCtzmLJorlMmDSN6DBf/v33XySFLz6B\nYaj1lhJtq7BUsYJbozVaUestWGwSF64moslIJtUeWiLn3rZ9O+3u61wi5yoNErIM1AzxpVmjcCwW\nGzlaE9WqXU+jO7h/H+bPmoaXlyMBUVymkU8/XUKnBzpTu2b+p3aZDM4la4mJ0yDD4X2IDvXj17NJ\nWK1WTscc4bsvP+abhdNJjr3C919/yshnXa+sqlarsViK/3uJrhaIr68fcpmMLF3J/v4K4k76ly1b\ntvDYY49RrVo1Fi9ezJ49e3jvvfc81uMrPAQeyoQJE1yeoxKUnhhIyDSg1+mYP+MD3p40lYY1qwDw\n7syFDB09yZHWtQRXQhnMNtzRV5R370DeunmzxcaPSz9i2Ihx3F3f9SC5gkhQm7GajIQGB6I32fDz\n9rzfZJCPihE/n8RHpSDxxGGCQmuxd/ytBcyRy1l89dFsHnr4Udrd/wBeud4Bk8VOutYEQM0qvijk\nMoxmK0ePHePQvl1osjLZlGOiW4cOvD/uDY6k2OnatOiesW7dut35hd6AzWZDQo7ZasffW0Gy2ljk\neAJ7bqBparYJTa6oqBnqW6i3oaj9zM6dO5k9ezYASqWSsWPHFu0EZYwQBB6EXq/H19cXmUwmxEAR\nKC0xsGvnP2zbuZf4a1dYOHs6ERERZGRkMHX2Qp7o2YumkWFU8S/5+Uu7JKEzWbHZJWQyGUq54+9G\n167AsbwQYP/eXRw7epT2997HpYsXeLRbd+5uVKNE2khMSCSgSjjeKrlHThkkqR1BfSlqA9nZJqp5\npxHR7tFbHnsxIZOZH7zDy8PeoNM9LVEp5Kh1FlKzHUJAQsJqtbNtwxrirl1GLpNTt3EzHn/qOUJC\nw2gVHeg8V9diOl8kSeKbb77hpZdeuqOn5aQsPRazGaNNhkIuQ6mQYbHZ0RltVPFXka41EZxbkdJu\nvx4TEZ9pwC5JmE0mln86F6UcOj/4EA898ig6sx2rXeLQ5Sya1AhEb7aRk9u51I+4HiNkdTENRVpa\nGuHh4R7rDbgVQhB4EN9++y1Dhw4VAWpFoLTEwPdrf8OQmUj/gS8QGBSM1mri0+mzycrOYeDzw4iI\niCAypOQjnH29FI6Mcrm9jsF8/QJ9VHJ8cpe8+XspkJfgAFUeYwhUSjkWq52//tzE22+/zc49+1F5\nedG7Z8k8hQLs/Hsb3bp390gxAI77Zcqf/9KoZjDf7zpIoE6NV+DNo7XNZmP29Pd5e/xEWjdxxCRp\nDVa2XUwBoHVEFcwmM0vmf8iwIQPo8NYrpWq3TCaje/fud/z+h7r24tPF87BaLfh6Kaldrz5du9xP\n9ah6nE/MJu7MAUJDw2hyVysA/k3SEh7kjZdSzplryaz8dDYTJkygZeM6bNr6N7NmTHMupczUGqkR\nVZtXh72Cn7eCaxl60nJM3Fff8bnmLWG9HevWrWPAgJurZnoyQhB4EG+++aa7TShXlJYYSElJ4dyx\nvbw0ajJyuYzG1f2YMGk+/QY8S63adTBbSy9bms5kRS4Hk8VGps6Roc1gsaHIfcoI9lMR4u+F2Won\nLKDgKnQVHeca+NhYoqKiCAsLo2/vXiXeTlLcZVq8NLTEz1sSWKx2/L0UdG8YyisLduCtArnS65bT\nBXPmzOH1117jrlwxYLY6Ego1Dg1ELpORlJzCt0vmMmfaxDKLfq9Vy/VMkf/luSe6ULdpawCCfJUo\nchLYufcAR75ZjtVq5Z4OD7D2p18Y+c4UVF6OaYCrKWpO/XuOLWuW8+roSbRu6ggM7NX9EXp1f8R5\n7l3/ZnHq2EGmvTeWxwe9TkRkFF4KOVsPnGXbuq8JCgpyyUZfX99yFwcmBIGbuXLlCsHBwYSGlkwA\nVGWhNNMRz5k1g6nTZ1A15LqnRqfXE127bolOEeTNSWuNVudTh9nqcFsma4xc0uRglyTOpBpQyWU0\nr+5PoElJjsFKzVBfYjP0VAvyxqcE1saXN++AJIFCLmPlqtX07e/6ErCi4HDHyzzW5ZuabaLHvH8A\nCA4Pxjf1FOuWvH3TcWvXrqV2/Sbc1by587XLqY4iRCqFnG37D3B0y3qWLllAQEDATe8vbaxWK3Pm\nzGHixKIVBbuvQZUbthrTuHFjXgFOxufQIiqAuvXqsXLZV+h0eiRJwi5X4R1alSGjJ/PkfQXXpHig\nUQgPNOrOC707M+HDxagzM8Buw8vbm7kfTic0yLXkY82bN2fbtm1YrVYaN25cpGtzF0IQuJlz587x\nyCOP3P5AgZPSXE1w8sQJ7uvQkaoh1+dLj5yLQ+7lS6LaUGKCIG8lQUaO2Zmf3ZYrCrQGK1ezdShk\nMs6lGjBbJcxInE3V07SaH1qLlWyLhQh/H66l6ald1a9EREF5QqmQcTlVR0pKCr6BYaXSxv69u2nd\n7h5n4J0nYbbaWXUygRd6NGDJ6hgAMs+dp2nTpvmOO378ODFnLzLpPUf1PJtdIkVjIshXhVwOv/76\nG0ePHeP7pZ+4LUmOUqks0ep+LaIcoqZbhxZ069Dijs/j6+vLxzPu3K4WLVpw5swZtm3bxsaNGxkz\nZswdn6us8Lw7vZLx2GOPOZcDCW5PaZcwlsvlWOxykjTXC6os/exjhgx9hcgqvs512sXFJknozQ7P\ngEZvIUtnIVtvJSvHUYgnxMeLTKOFGsEq1HozerON5Gwz17KMaE1Wrmr0XFHrsEtwJVVfbHt2/rOj\n+BdVhpyOz+ZETAzBtRqUyvnPxWXx6/qfebT7Y2QbymZZm6sYLTbskkT1QC8+XXMCmUxGw6o66rdp\nk++4tLQ0vvj6f4wcPdZ5DQq5jMwcM3bJzrdfforMauDHT2a5PWNeXvt2u52cnBx8e3+Ob+/P3WpT\ncfH29mbIkCGEhITcJNQ8FSEI3MDevXs5d+6cu80od5S2GABHwJDphnXS6zZup36jJoSGhlLFX1Vs\nD4HOZEVrtGK22snSWcjIMZOuMxOn0ZOuM3FNo8NksaE2mdEa7VzNNKNSyNEZLaiUcuI0ZtJ1VnLM\nNuK0BjRGCyEBqnwV4So6F5NzWH48kdW//ETjjg/TPKpk3dwXUw0smDebl94YTRV/71LPhFcUDGYb\nl1N1xGcYOByXgyRJhIQHcHbHZqq37pLv2DHvTWP69A8x28BXpXDca1ozchm89e57tGjdjreGPe+e\nCykAvV5PyH0vgiYNTDp8u893t0nFxsfHh4iICHeb4RJCELiByMjIcjOn5CmUlRhYvuxbHny4GzWC\nvbiapmfTbz/z9LMDS2RFQY7RiiSBzSZhstjx91Y6S+km641cyXbM655Xa0nOMeOjkmGzS2gNFoer\nV23ARyknQ28lWWvBaJE4lKTm31QtMiCzGKKgvMQQ2O0SV7J0dK0fwoUrcbzSqVGJt7Fj22Zat27F\nPS0alvi5i4PeZGPDmUROpWkY/PUBli3/B3VyKpe2bkKm9GLj8Pudxx46c5UmDeuCypcqfip0ZhsK\nuYwUjZGV//uchm070L9nF/ddTAEEBASgrN3JsWEsvufLEwgKCkKn07nbDJcQMQRuoE6dOu42oVxR\nFmIA4MvPP2PgoP/jrjpVAVi54lsGDB6KjJIJKgvwUaI1WlEoZKgUMpI1RmQyiM/Rk6l3XKTRYscm\nSSjlMi5nONaH5xitmCyOmINULwW1Qhz5+ePUZqKCVRxPzsZHoaBR9UDUegtV/DznibYkMVvt/H4m\nEYBl++IJaNOTMWPGMGXKFEJCilbOuCBSU1PZv3c3Y96bhkZvca5l9wT8vBXUDw5g8Gd7HS9o05EM\nOVjjdpMddV0MxGaa2P3XJh5/og9KucwRqGqz461UcGDreiIioxj36jNuuorbY9j4Fr4PTkMy6zi7\n7P/cbU6R2HMhiz9+/hFT2hXCw8MxGAxotVpGjRrlbtMA2LFjR6H7hSAoI/78808CAwPp0KGDu00p\nV5SVGDhy+DCSJHH/fXc7X8tITaZdm1bIZA5Xv7938X8ucplj0JfLZfh5KYlT6wn38cYmSc7cA2qd\nlbQcx4UnqQ34+yjRGS0oFXKSswwo5DKCfB1xJ9fUZuqEeHMgUY2XQk7jGoF3VKK3POQh8FLKuSs8\nmGnb/iXQV8VlWwS/WjqypMVjpJ3cVGxRIEkSIyZMYdio9/D3VmK02Cl+rsOS40x8Nr4qBfe3i+Kn\ntfshqBq2C3+iCG+G8dBi53FGi43zFy/Ta0ANtEYrqRqHsLx8fCcmk5Fxb77qrktwGcM/72M2m9mx\nYwd16xa/HkVpIkkSO/cd4Z8d28nMyqJBo8b0e20mgQqzW1ZtFITFYmH9+vWFHiMEQRnxyCOPiOyD\nRaSsxEBOTg4//rCCTz5a5Hzt1IVYgoKCUMgdmdBKItJca3BckM0uYbbaUSllBHuryLFYqe7nQ7rB\nhM5iw2iRSFIbyDFaSE3Xo9c7pgK8vJQEB/twNSWHsCBv/HIFSoJcRqifkv2JWVhsEs2jgkjNNlEt\nyLvYNnsK6VoTFpvEkZQsTpxNIzUhDXNKnGP9ocqvWMm8fj2ZjMVs4udvP+XJpwZQs1oYEcGe89kl\nZjmyEf55OY3Z3+xzvJgei01zDXyCMJ1cnu94jTqLw2lW/HJFYb1q/ixa8zvy+DNMnVxy0fyljZeX\nV4mlOi5Nxs74iGqBvvTsN4hGtWvc0Fd4TrC4JElMnjyZESNG8PHHHxd4nBAEpYxer8fPz0+IgSJS\nVmIAICU5mbZt2+WLtP5+2de8OXI0kuQo8OJVwC9Fa7SizM1id7uncoVchtFiQymXYVfIMJolQvy9\nkOkgUWfAV6kgTmPiSroelUJOptqIwWBBJpOhyl1WaDBY8PVVkZFtwuJnR6WUozdZMVl9AS/+vpaB\n1mKhZpAvWTozjWsEFmpTHp7uHQgP9CYuw8Ckbw4DOMSAxYxkNYHNcscrdX47kcTuzb9y4XQMXfsN\n5p572xIVWvySySWJUiHj28OxANSqF8HFE5eRAoKxX7uMJW7PTcd37D2cni8PYdLm8wyMMrHxl7Wo\nvaqwbGb5EQP/5fTp02RnZ3ukh9WWk037Xk8SHVkNo8WW7+Hhv6WT3cXChQvp06cPDRoUvipHBBWW\nIgcOHODgwYPuNqPcURpiIDk5mS2bN2E0Gm/aF1WrFgkJ8c7tjBwLRqMR/4AgjJaCC9qodRZngKDV\nJjk9ALciL++AQi7DnhsjoFLK0JuseCnlBHqpOJuuwyZJyOUyYlNzUKkUKBRyJEnCnLtE0WSyoteb\nUShk6ExWMrUmLFY7CRk69lzI4GKanlUxyeyMTcdqkzgdn43VVnBmRbvdTmpqKlqt1uWUrGVNXs2C\nzw9c49mezQgM9if67nbY9elYr/6FsvadVSL8at8lFk0bT2hEJC+MnUL3+9qWpNklRrUgb6oFqPh1\nXxxKpYLIBtFYr+4k6+yWm5ImeXd+F7slh80rfsN7z/84c+oE82Z9yPJZnlthzxWaNWtGVFSUu824\nJT369GfLb2sJ8lXdckVKUfszg8FQQpY5+OGHH6hXr55LYuq2gsBuz1/JQaPR8MUXX7Bq1aoCDZck\nifT0dI4cOcLvv//O/v37SUhIwGarXGVd7733Xrp06eJuM8oVpeUZWPLxYry9vZk+dQrbtv6Zb9/V\nK1cICLj+JC2Xy5HJFaj1FkxWu3MNd7bBQorGRJbOjFpvwVsld3gFbGb+2rIRvU5Lls5MRo7ZWTQm\nM8dMZo4ZP28FEhIWm50cow2zVXLkx5eBxmQhVW/k4GU155J1XIhTk5WlR602YDRaHQWOlA5RIpPJ\nsFjsmExWAnxURFTxRaMzk642cOlyJgdiktDozKzaG8+PJ5PI0RtZ+8ffzmvTaDR8tGihczs7O5vt\nf21j0YJ5JCYmOl9f+uUXJCUlObfPnjmDyWS6o89erbNgMNucKypcIS3bRLrWRFq2idMJ2Sz45yIK\nuYyjlzOJiAjg6qYfsaUcR1nnUYy7Ztz2fBaLhZrDVgPQ5J0tLN51hWN//kaPp/+Pfj0epXn1YKJC\nfT3OO5CuNTNvx0Uy9FasVhspSWo0SQnI7DYCA/N7f3zuGYX17O/IbEbWfvgUn3+8gFGvv1Qh8pzI\nZLJipTouTR7r0BSDNpN0rdkpXv+Lq/3aV199xbBhwzhx4kSJ2LZ9+3Y0Gg19+/bl6tWrLFu2rNDj\nZYU9FchkMunG/VeuXGHBggWMGTMGjUbDr7/+itVqveWyirCwMOrUqUP16tVJT08nPj6e5OTkm0RB\nWFgYTZs2pWvXroBDgMTFxaHVasnJyUGn05GTk0NOTg5hYWF0797d45Wu3W53e6KP8khpiYHjx44R\nc/wYr77yIgBj357AqDHjqFq1KkajkXfGj2PJx4tRKq/79iZ98CHDXh+B3Mux3NDfW4lC7uiYtNla\n7EofZDIZGcnxLJ4/h67dHyMpIY7nhjoCttQ6i/M+DfDJ8zDIUOfWJ5DJZNQKcww+286n8NdlNQAx\nl9JR51aws1jsziptKpXcmdEw77whIb54KSH12HaMVdujychGspqxXd5G86ccxWnub1CFFvYE7u34\nADULGexuF1T4z46/ad2mLcHBjjC7Tz/5mGcHDiIszJElcPOmP+j8YBf8/K6ndc2zNycnh6+/+ZZR\no94CQF7A7zevqzFabKTlVuDL1Jn55ojDe3MpWYvdLpG0fyOXDx9DUb0dxt3TC7Q5j9DeM5ASD6IM\nCMdLbqV+jUAkCYJVdhbOdaxzjw5zLR1tWfPHaYcom/GbI2+JTAbnfvkaq399jP9Mcx7n03YElti/\nkSFDWesBjMc+c4u9ZcHq1avp37+/R/WxYyZMZuaM6c6SygXd44VNH6xYsQIfHx/69evH5MmT6d+/\nP61bt75jm9LT05k/f76z/LIkOaqnymQyJEm6pYEuz25s3LiRb775hpUrV+Lt7Qi4adOmDRaLBZPJ\ndEfRlJIkkZmZyZ49e3jzzTepUqUKMpmMOnXqEBwcTEBAAP7+/kRHRxMQEEBsbCxjx47l/vvvp2/f\nvh51Q9zIzJkzeffdd0XcQBEozZiBH39YwczZc53br77yEmtWrWT4iLeYP3c2Y8aNzycGADo98CC7\nd+2g+2O9UCnknD1zmvcnvsOMmbP5ad0aQsKq0m/wKyxcuIDPP1kMSl8mTBiHj0pOZo4FL6WcjBwz\neosNsqFOmB/g+EHqzVaMRgPBXlZWns4AHIPnySuO/20GLTaFHzKZDJvNjvrAakI7PIvNJmE2msg+\ntIaAuwegUesJCfXDHFAHHx8FyToDcoUcoh8hLlZNvfqhHLyWTetOdxHspyLHaC2w1vvtYgge7PJQ\nvu3hI97Kt12vXv18n+HCBfN4ZdhrBAYGsuTjRRw9doyoqFr0efJJQEKymfHxuZ7bQZt7A2Rojcjl\ncjJzzKiUclQKOZ3qBbPgt/MAnP35K36bN5THVhXuFfB94H0kmxmZ7gIK/3CqPjCMGrnxFI3rhPJs\ny+oAGEw2Gke6FmfhDlpFVmHOjsu0a1KNvTGJ2C1GAgNkJO24QQx0fA9ryiHkqgDkQbWQKUu+Cqcn\ncc8992CxWJzjkCfgo3IsIwaoHlzw519QTIHJZOLAgQMsWbIEgOnTp/PBBx9gtVq5++67b36DCyQl\nJZGVlUV8fDxRUVEuPUi77CGYMmUKL7zwQqktAbHZbC4PoLt27WL9+vU0b94cPz8/cnJy0Gq1VKtW\njUGDBpWKfUUhT4kJXKM0xUBiYiLrf1rH8BFvOX+I706czMjRY4mLjeXQwQO8+PIrN/1IzWYzH3w4\nm/fff5+zZ86wadNGhjw/lB+/X8H6n9cx7I0RbNz4BwMGPs+AJxy1KFau+wUv/2Date/A5TSHx0xv\ntVK7iiMCXiGXoTVYSU1OZPnnC2jSoDZ7zsc76tC3GoDC25fMTD0Zh34huPXjWHI/F7vNBjKH+DXq\njVhzSyIrcyMdlSolmgyNw25NFsoAx1N8RK1qtGvhGPje6liHdnVLZq2+K+Qtffxj4+8kxMfTp/8g\nPpr3ISNHj8UvKJTPPl7Eq28MxyIpSU1JZsmiuQT4+3H+0jUmzfsCgIPHDuNlt9K8bXsmbzhDzJ4Y\nLBe3Yzz5c6Ft+94/EVvWJezqK3i1eZYqUY4Kf9VqBNO4rqOI2P+1iyQy0OExaVbTtep1ZU2el2Tt\nqQRW74kD4MT6ZSgj7sJqBsOWcQCooh4AhQ9gRxnaFMOxJe4yudKyYsUKkrL0PPmMI2/C7TxOtxIF\nMyh9xR0AACAASURBVGfOZOjQodSoUQNwjCPTpk2jR48e3HvvvUW26eDBg6SkpPDEE0/ke70wD8Ft\nBYHNZuO7774jPDycxx9/HHDMx82ZM4dJkyYV2ciS5Pz589jtdgIDAwkICODw4cOcPHmS0aNHu9Uu\ngeuU9mqCr7/6kke7dnNkbQNOn7vI7K9/oMdzL3FgxUJmzp57y6dmvV5P9YdfZergThj1Wgx6PdM+\neB+A2NhYoqOjOXHiBC1btnS+58Tp8+w5cJC+Tz9LqsaE2mBGnZmOPiOF++69B2+VHK3BysJZH9D3\nmcF079gSSZKI7vUmOSlxRHQd7lhFp3IM/mazDVtuQKBBZwAJtGotVr0OlX8AFk3GdYNNerDkzvH7\nBhKYOwjWqBXGM53rANC/eaRzmuK/FDcPQd4TvkohQ5IcKzcWLpxP14e70P+pPgCkZWmZOmUy78+Y\nh9Wg5bdf1nPp0kVCQkOpV68+9ds9woZ132NVqDgVc5Q6jZqx5kAyObGn8Gv4AIbL+5HV60b2uoLX\n0fvc/w7W2N3IwxugqOPIeOcX5E/rux2fwROtq3N/lEMUeCnleOfGZtSp6jlTBglZjtismEQ1RpuN\nP89ncikxm4R4NZm7lmHS5SDzDiA4xB9NVg7Kqo3QXzmCMrgZxiOLb3P2isOFCxeoV6+ex3hip3+x\nksvnT/PGiLcJDfQi2FeFTEaB+Uv+2+1kZ2czZ84cZsy47v2SJImZM2dSs2ZN6tSpQ1hYGKGhoURE\nRNzk1QRHYq21a9cyfPhw/vnnH6xW603F84olCN599126dOly03pQT30K/vPPPzl//jwjRowo03bt\ndjvLly9n6FDPrJ3uiZTF0sJJ773D/LmOOTS92U6P54bS5413ucueSHZ2NgP6PXnL99V4cQVZ2xYx\n9903eOv1l11qKzldzdixY5k+Yw7BVarw9fLvuXD2NFHRddCkJfDC6yMJCgpm/JwFZMRfI6Ltw5w9\neQJ9RjKqu3qjtzgilFUqBUplXrEXCa3GkcJVk6HBZswN5NVlgSU3VXGu9wCLERS5nURgGCG5QVh1\nG1Tl+QccNe4HtIq6ZWXEOxUEdrtEZm5chNUuYbfb2bjuB+Lj4xj8ygha5GZ9zGPT9t2sWfk9UbVq\nM+DpfjRs5Eg9nNc5/rT/Alt/WY1fQAAbNE0AkOw2MmO2IvPyJ+OPW08V2O12fJoPwK5PR1n7QWQB\njtiGPG9JnUaR9HugDgAPRIcQkpvYSYbMubrCkUHS8Vl6K+Xk9YzOOA6FHJ9csVaa9Q0Ss4wciHeI\nva3nM4lLd3ib4g9vJzNDh02XRaMejpLPVqudszHXMJ1aj/n0L6Vmkydy6tQp7HZ7PlHublb89g9b\nN/7Mu+9PI9DPlyBfx42tNzti5/6bRfS/omDKlClMnTo132uSJHHq1CnS09PJzMwkIyODCxcu0KJF\nCwYNGpRPEOXdyzKZjM2bNxMUFETHjh3zna9YgsCVpUi//vor0dHRtPlPtS138ccff3Dt2jVef/31\nMmvTZrORlJTksUtjPI2yyjPw/XfLOXv2DHVr1+Lcvxd5/oUXadGyJdM+eJ/JU6biq7q1qM3Ozibq\n0dfJPvhDkdo7dTmRZV9+SlZWFoOefZqHH36YXbt2kZqayrad+wkNCyOk7cOkxl/FYjZh9a9Kkrwa\nACfPpWHOnQ7w9lY6g/KMBjPZmdkAmI1mJIPW0VhO1v+zd95hUpXn/77PzJm+ha0sbSlSpAhIURAr\nGhUj9hIsv5jEaOyaBI0aY8UoElts0di/VlQMAUSCSFFAQHpvuyzL9jp9Tv39cabsUneX3Z0tc1/X\nXLszc+acZ87MnPfzPu9TQAsH6arhhkwmM4jhtdWUTDJ6dQdgyNAc7jmrHwCn9E4n2XH8ydHBcDnl\n0toQug6VFWW89c/p3HDDjYwecwppzsPP3Mq9CllJYvQ7cPBFccG2cs4fbAiJAVPnU7N7LboiUfHf\nxw67P8d5j6Hs+wFT9ghMKeHfn9mCYDNm/Rk5hjg474x+XDXMaDLTLdmOGjm/skZVOIPCIZrpYjPE\ngmgSkFQjajyybarDghgWDXarCUdYXKmaHhUTzXFuF+8o558/5AFQURVAllXyv3ga0vvT66QRpPQ5\nKVqbIm9vFfu/fAZL7pkEfjx2xkWCluU/Szcy68PXuf+vT5CSkkqZ24gtiHw/Up2WekXD6n7/H3vs\nMR577LEGHefnn3/m448/RlEUbrvtNk488cR6z8+aNYs+ffocMi63uCCAtucxmD9/Pt9//z1Tp04l\nMzMz3uYkqENrFh0CCAaDbNpdyNhhRlGObQc8vP78NDj9Rt68emizH6+goIDvv/+eX//60E5yj371\nE4s+fp1rb7qVPn2MAXpbhY/ZPxspf+XlvugyQUQQBLwB/F4/UlDC4XKgyAqSp9YQA1IAfDVgthg3\nAKsNrMbSgDUljbTsNKw2kRP7Z/Cbcb0o9AQY3z2DvtlONB2SG1E5pdonkWQXqfRKBCUNWzj7YdmS\n71m2aAEvTn/ykHS45uarr77iupfWUvz1n+hx9s3otlT07uOMjhMmMygSosOJw+VAMAl065nOacON\nddmz+3UhxWKcJ0EAm9nMXreXYrdEmkPEJ2m4rCZcVjObS/y4gwpjeiWxdHdNdHmhZ5qN7imGaOjf\nJQk1fI1Mtoj0ynQSkFQyk62H9cQci5LaINVemTUlVfx7UT4eTwif1xAroar9BEvySOp/Kr36ZlNd\nHcDvM54r+vq5TisIdF1H1/U2FWReVVXFiy++yLaiWoaMOoVJ512A1WqNjpGDexyUMhr+CTZGEERY\nunQps2bNIj09HZvNht1ux2azsX79eu69995DGum1iiCI4PV6ef3115k6dWqjXtcSVFdX849//IMh\nQ4YwZcqUFhEsqqqyefNmRowY0ez77oi0thg4mB1Fxuz61X80nyBQFIVFixZFl9VUVTVqGRzh+/b6\nN6tZtew7zr7ieqzhWcOczeVs2FEe3p+GEs5nlkJy1DugqRpWuzEQ6bpOKGAMBqrfC34jqBAxnHNu\nFsFqzJCdqSl0yeoCwKABGVwywvBIDEpPZkg3I6Buw+ofo0sGkdSpoKQRucbK4QJMADV+iaTwumiV\nJ8jn771Galomf7nn960yKbBd/E/UghXYTCHsgy9EC7oJmbugK4bHQrTZcCQZgig9K5V+fYxgyv45\nxns9Mdsedf0XuyXyKowZ3KCuTordxvKHT1IpD0eNV9QGUcOeAlfY5ZubmRSNPemTbsMSrlaZm+Kg\nT5oRRNo9zd6k/hcb9tXy7OLdAPy8oShaC0aRFJRwpKmmaYgWY9+qouJf/wW6a1CnFAQHDhxg/vz5\n/O53v4u3KYfw9foitq9fzd51K7Barfy/W+/FYrEcIgjAEAWPP/44jzzyyFHFzZHGWEVRCIVC0Zsk\nSeTm5h7ym2xVQQBtz1uwZMkSZs2axSWXXMIZZ5yBxdJ863979uzB7/dz0kknNds+OyrxFgMRNueV\n839vv8qLzzzW5H0Eg0EsFgtmsxlVVVm7di1jx45t0Gt/8+kmfv70JX5930MAlHoNd//iDcWEwhUN\nAwGZYMAYnKSghN9jxBEkpyUbqYWAKIrRAaKiqNyIKwCwh1OAdT0aU2B1OEhJNwbEwUO6cuFJhigY\n3z2dftkufly2hHMnTsQTNGypDXdftFlMSGFxkuq0IABlpSV8+P67yFKIkKxy/uQrufK8Uxp5BhuH\n48Ln0ZUQatFqdMVP0qCzEDP6GnUhdq3AlDUIXTdjtlrRdR1XsovkNOOim5ubSk6aIY5SwgO6TTQT\nlFWqCnaiHNhKsb0fzq696drFgTU8s5dklYJSQ0CWl/vx1HgBSM8yzmNOTjI9wtHkotlEajiuYELv\nFE7MNLbJzXBiszR85loWzixYllfOjDk7jWOXulHDYkdV1OhnDmB3GiluNT99jH/9Fw0/oR2Mtjbm\nHI6vvvuZmf/3Frf/6RHGntjjsNu8+drL5ObmcvHFFx82aDDC8bzfVhcEdfn4448ZPXr0IW6L1kaW\nZZYsWcLSpUtRFIWTTz6Ziy666LiaoiRoOG1FDAD8uDGPV6Y/yh13/5FBJw4GoFd643Ka33jjDaZM\nmRIt1NMYfvPpJgrXLaNs53ou/H+3UxYyk1diDDxud5BQSCEYVKMeANEikp7hpLS4loysZFJT7fh8\nEr26paBoGjt2VRLwBakqMFLTMImGP1yVQZHA5gJdx5aSgjPJid1lZ9iJWYzq04WcZAsTemWSk2rH\nbBI4UB3AG1QoCwRJsVrwSgo5SXZSHRYqyg7w+Yfv4nIlccWUX5ORkUGtX2ZEbsstETgu/ReiqCLv\nWYIS8GLOORlzZj+cyU5MZhMBbwDF5zGWS3QN0WpBy1tE2qnXkJTiICnJGq3nkJJip6zMS3q6g4oK\nP6mpdjIDu9m7Nx9BMOEvK6C6yk/XXjkk9T6JWlM3NA1cLitlxdV4a7w4k534qmsxWQxPjDPZycAh\n3amtDZKZ6WJwry54gzLXjshhePcuKKpO97SG1wU4UB2gvDbE4oJKVu6tprDEQyik4HGHkEISgiDg\nc/vQVA1VUXEkOZBDMr51M1G2z26pjyFBM6BpGj/vPMD7rzzLXfdNpXfv3odso+s6q1csY/78+Tid\nTq699loGDBjA119/Te/evZslTi+uggDannrTdZ21a9fyzjvv8MILLzSptKeiGCVl20rKS1umLYmB\nCDsLq5k76xPy9uzipeeexuE4esnaL7/8koEDBzarJ6ikpISzbribIVfcidWVTH6RsTRQUxNEDgfs\npaU5ohkHGWkOQuHHs1LsWMKP55d42LjGCECT3NWGIFDlWKAhYEoxAuscLgfp2cbywcWn9+GyEw1P\nQe8MF4u//S+6rtNn2DhqTRbMgkCvVCeF+/L44pMP6JGTxXU3/pYhB2UOtBSOS/+FWrgGrSYfscep\nCGm9wFOBkNYttpF7H9LeHxFsKdiGXQIYg7QrJSz0vaXIZTtJHTYRn1fC6bJSU+klLdPwosieSu4b\nXMNtt91G77v/C0CfHlZ2LP+BUPEOsDrRs09GsxrLDnJIAsnw1ghhT0xyWjKp6YYoSkmxce3pxoV+\nZNcUBmQb2xytWM3BbCyo5avtpQAs21JKebimRTAgRWtQ1FbVRq89iqwgbfwMMemEDl2h8Fi0hUyv\nX7yykk9vGoMgCDisZiLJKD6fjxt+dxs5Od2xmTXmzJ7FF1/N5sTBgw+7H7toBDZ/9tln7Nq1K7rs\n3RzFmOIuCCKUl5fz2WefceeddzbbPo+HPXv28N577/Hkk8cuf3own376KWPHjuWEE05oAcs6Dm1F\nDHjDhiTZRfaWGRdYp9XMjKcf5U8PPkrfg/LQt27dyv79+7ngggta1K5hU+4nZ9RErMlGbnxp+OJf\nUe4lJTyIDOiTHm11LKtatJuawyriDxnva/WmEgp27DN2GvQangGIpSHaXNjCwX7OZCcjRhguy1sm\n9CY3xcmyRd+St3Udp02cxI9Lv8fn9aDbHAhBH9k53bjx17/B6XLRJ6P1quDZT3sQZd/3WPpfZDwg\n+cHVBV1T0Lz70WvyEdL6YhKSUMs3Iw69FGeaIXYcLkc03sJsFgiEg+88+ZsQk7ogpuTgSnGh6zol\n371NYONXUUGw7+XJ9P/zNwBU7t9PKG8Fmq8C24hrDDO8XiPFEzC5jONZbBbSsgzR0K17MueGgxiv\nGJxDz3Dth4YEb0a+m2uKqvjfjioAtudXUxH+XkghCW+tsXQhBUKYwoGO6p6fUfYvQew2nuDGN3Gc\nfGe9iVhnKVa0b9++w868W4NfvLKSP/TzM+vzj+na1SgI1rdPLpm9BrJw/n/5zS13MHqIEUgsyzK6\nrh9xMirLMi/9I1brZ86cOWiaxiWXXHLcdrYZQQBtz1uwYMECiouLDxsRnuD4aCtiAGDXzp3s2L2X\nQaOMYjVmk4AUCvHOqzN4ecbTQP3vptvtxuVytbgHaNBlt5N7zhRMFitV4YI05WXGBd+VZGVwfyND\nJjfDSSicfeAPKaS7jAuJqunsKjE8Cz+vKaA20qAo6I1lHdiM2bLodEWD7Xr2zuTKCUZtgjHdUln/\n3X8wm0z8+Y7fsibPzZi+KXy6fCf9stI4ZUDreATq4jj5TpSytZhS+2NK7Q6aii77UMs2oYsiP305\ngzOe3oBeXoBu0lArdiD2GocpqQuuZOP92pyx2ZTf7UdVVXQ5gOx340jvbgRm7luF6i4iuP7zQ204\n/zkAzIECxKQ0rN2GGQWiAMXvAy1cjCnZEAXJacnYHMYx09IcXB0+v1cO7R5NMztaPEGN3/DoLM+r\nAGBpfi1rdhmBpvvyq9DCgY3eWi+SJ5x6GvREm0DopbtQin8CMezt0lUEWxpihjEL7SyiIF5sL/bz\n4jOPceef/4rDZiHZLrI7P5/tWzbTo3t3RowcRRdXw+PXdF2PpkUXFBSwcOFCfvvb3x63nc3Sy6C5\nqCsG3nrrLSZNmhTX3P3zzz+fl19+mZUrVzJu3Li42dHRaEtioKKigtdfe4WkpGQGnjgYS1ImZrPA\nmlVLOO98wwOgKArPPPNMVJGnpLROOduKshqyZDBrCsGgTCCgIIWM9MJgUCXNZaVbqjGYpAjhpilJ\nRgU0d1DFZBYwCwIFRW7MotlYLgh6QFGMjAOrE8Fqx+EyBglRFMnpYQxgnpAxwHyfX81qpT8jK5YC\nMKav8d5/ddrAVjkHh0ML1YLFYYgBXUcpNtqImzOGENzwLwD8X47G8Ytn0X1lmFxdEFMML4vP40MU\nxVgMhlUk4AugeyrBYoOaKrzVRaj7f0JXJZLOuP3IhtgdyIV52E+YEG1apmkaJpsDTZbALKLrOkmp\nSWiqhizJ2B023O4Q20t93DSqJwdqAsiqRr/sI8crBWWV0togug7bK/xsLDREXlGRh+LdYc9PyBcV\ndwQ9RtppKBBeHlIQRAdijzNAiGW4yAd+RNdVBKFzLW2uXbuWUaNat521z+fFarNT7JXAKzEwO5k+\nub3pk9sbi9l0zPoU3y38Hw6Hk9MmTACMsTLS+yAzM5OKiooWfw9xTdy8+eab6dHj8NGWrcldd93F\n7NmzWb169TG3ff3115Fl+ZjbdWbakhiQJImnnniMx56YxgMPPswbL/+DoKwQkFR+/PFHLj7vDMAY\nKFu7FPeAqd+gayqSpOL3y9jtFhTZiCL31HhISrKyakspmS4RmyhgMQuYTeCymnBaTGQ4RUrdIbok\n2VAUjdrKWswOZ8wzEDTWui1WC4qsYLaYURSF8jIPyck2VuwoZ9P+GlburEAVrLw5dw21tbWteg6O\nhOrZgzl3AjiSUSu3MfffDyMXLImKAQDHaQ+BrxZsTnTBglk0R708UiCAqqqoqoq/ohy9LB8CHnR3\nCXL+InRPCeKgyViGXEntpzcd1obAgqno+5ZAj3H43IbL3mKz4EhyYDKbEO12TGYTzmRnLA1QB783\ngNNpYd32cubvqaA8EGRLWS07ijxUeIy2zrV+GXfAuAUklcKqAGaTwEcbi/h8WT7b86pYtcHodChY\nbIYYAOOvtwpUBfxuY2lI10E3xJ1gMtebdJnTBqJW7Wz+D6iNU1ZW1uR23U1l77oldOs/BNEk4JMV\n1h2oZneZlwqPRHFNkJKw4DuS033iuedFxUBdggo4nU78fn8Lv4M4C4JIK0aA/Px83n333bjZMW3a\nNJYuXcpnn3121G2vvvrqZk1b7Gi0JTEA8Pmnn/C7m28hOz0Zp9PJSaecwfaNa/jvtmJWbdvD999/\nHzfbPr4mE1ePQfh8UlgUSLiSrDiTnDiTnNTWBBgxKIs1BR4qvDJBWSco68iqjiCAVRTol+mgsMJH\ndnYSWd0N1745JR1sDqNAUdCDFAwhWkRUWTVy1j1+tmzYz4EDbnbsqiRvbyU7ly8j47Tr6X52w8o0\ntyTWk3+DKWswgsWOFqxGV/2HlE6PkpwO3kqsrli3VdXnBjmI6nOjhkIg2tBDPpT9P/DE5C6IvU5H\n2vgRwf89QPB/D0Rft3TpUpYtW1Zv9yVL3kLduwgC5QR8Aaw2K6IoxkSBRUQOyZhFI/1UtIhYbVZq\nqv106WJnxY5yvtleiQ7sqPKwvzJAjV+m3BOizB1if2WAvWU+JFljSX4FfdJsSJJKYX457io3JftK\nwm9KMQRe0G9kkPjdxsiiqcZ90QqWQ+M7BFsqKL5DHu/oXHjhha3eDfGSSy6hMH8P7772D5SgH0nT\nKPEH2V/rp9gTYEeph4JKP6qmo6hGMaWnn3oiWmfiSEvp1dXVPPzww4wfP77F30OrxxAcjbYQXzBr\n1ix27NjB/fff36YqX7UH2poY0HWdBx+YyjPTZ0Qrga3bW8bNDz7JZb+9g6Wfvsn/3n0+bvaln3YD\nvSbegNlqRZZVrFYRWVYJBhV8ngAZWckoioppzwKsgQrMzmR6n34pzvSu9E0TEUwmzGaRolqJTXmV\nWK0iO7eXUl1ejclkQnFXGZX7zBZMVjsWmwU5JKOFwv0QlBAmVxc0bzV6oJSU/qPxrv4Y34ZZcfsd\nOi5+BWnlPzHnnoZgSUY9sAr/3qVHDL5yTHoBtWInWukWTMk9EazJCNYko5eB341ud6FW70Cv2EvB\nqi/o3r37UY8fCoUOGUhkWcY5/HKsPUagWjJw2FR8BdvQ1RDWfhNAdJCTm4OmaSQlWaMVJl0uK93D\nWQYpTiuDujrZVuyja6qdM/ukUuAOUOlTsJpN7K0IsHxDES6Xlb07iwn6g+iajh70QnVJzBiT2Vgi\nCPnDIsAGVjsostHcKlR/8FerdiA4MjE5MjplDMHhPs+W5r2F6/jvx/+m54AhjDvvl4gWK2ZBIL82\nQJ9UBz2SnAztmUKlV8JqFkhLslLjkw8bX+Dz+bj3rjt44fkZzVZxt03FEByNuhehl156iRtvvJH0\n9PRWteHyyy9n/fr1RpOaJ58kKcn4Qf/www+cfvrprWpLe6KtiQGABd/O5/QzzqxXK/zmh57CpoUI\nqQJapA9AnBAECEiQ6oit+WZmuigsrMWV7KC0qJrgzu8wu7Jw9bsCTfIT+m4mmqqyP9VJwFPL9VMf\np4vDgaansyW/ij79jPTCqtIqBGcqur8WBBNa0EdIcxgzSrMYHTi00jyw2BDMKfg9fsxpuWzatCmu\nDWMsY29FdxejByrJWzHzqGnBgW/uw37Gowg5Vgi50b3FaCE3uhZe1jOb+Xn2PxtcSTQyeCiKwiuv\nvMK99xqV5aSt/8V28q/Rpa34HBmG6HD1JbT6A+wjrqCiSKTvoO7R/gKKoiHLGjVeCavFhD+ksLeo\nFkEQ2FfqobDKjxwu+FRW7Q8vGYnk7y4lFAghCAKaIhlLAsnpsawRX62R4RC5VjrDsS6aDhzqIteC\nVYhpAzulGACjhP0JJ5zAsGHDWu2YN513Mjed9yp//2geX7z5AhbRwrjzLqZP/0Es+fFHQgE/k84/\nn2yH4dHZXxWgR7qDSq9ERlL977rT6aR3bs9WK7/fpgRBXe6+++64HXvkyJF0796dBx54gKlTp9Kr\nVy8kSYqbPW2dtiYGdpV4Kcjbw8Lvl/Lcs3+v99zwS2+mcNHH7Csup9of/1gQm81MMCjjcFhITTEu\nEL1zu7B9WylWm5VaSzbqvk2489bjdFpRT5zIyAFJlG5fiz/cZdBlNXNq72RUVWftjjKywyV6K4sr\nwJ4M/hpjNhkJSgsYAWv4PUYQoq8GunRFra3A1vUkvv3227gJgsCcxqckB5c9juPMx0B0gatbdD0d\nILDimSbZIYpivVK4giAgrf8Ax+TXonUIkEMI/S8iuHU+KYMnUFbionffTDRNx2o1Y7WaUVWNgKpR\nHc4gURTDi7Bnfw2pqXZKS42MEp9PQgpKWO1WVMUoSmWyWNFUu/G5mcyGmHOlguwwskjAWErQNTAJ\nxjYHo8kE17/apHPQEbj00kvjduwHr78Irr8In8/Hl19+yYcvzkTM6M511/wKh2hGNAkEFQ1F09la\n7GZotxSqvBLp9USBgKy2nve8TS0ZHIktW7awZcsWrrnmmlY9riRJPProo1x44YWcddZZrXrs9kJb\nEgM/51Uzum8a63cV8cbzT/LwE9PR3EWsXbuWKVOmRLe75bXZLF++EqfmZ9XHrdc/XtM0Mqe8CdYU\nZt+ay/l3zKDnBX/A5bJiMglkZzqximYEAbbsqKCssBypqtRoYJSSjWAWcNZuIqtHJpMvvoA1/3mf\nO+//G4quk18doMgts7fUQ2GJB03TKcwvx1dZBUrIGEwsdkMY6DrUlBqR6mFUAtj6jMXutFOz/F2C\nW+cmim7VYfbs2YwcOZLc3Nx6jzsmTiOw6GG6TvoTmuQn9eRLSEmxkZpqR5ZVRNFMbW2QmmojyFHX\ndSxWC8nJNrxeCUEAk0nAZBIIhRRC/hCCSUBVVOSQIVj9Hp8h6swWw0MAhpfAkWQ0sZJDxhKCpsZ6\nWoRRPftB9iHtW9gq5ynBoUybNo2pU6ditVp595ufWP7dPAJ+Hw7RjKLpIAiMufhqTh04kBO6Glkk\nDqvx2yuuCTLr0w+47KLz6NevX7PY06bqEDSVeMUX1NbW8sknn6BpGrfccstR60u3NSorK3E4HDgc\njhY5d21JDERYs6OIV597jLv+/AinDeuFqqqHDGz9f/VXvAVb6X/u1fzw5JQj7Kn5ST7nj+A2ygsL\nKT1xDZiAIJhwJDnICBevycpwEgz3Tt/w8z58hfnGi1UZU2ZPUtJSOPdMo2vjJcOyEMOf65oDHlbv\nNQrZBIIyxcXGDLI4vxjdbeSyY3UYokAOQm258VdVwJWGWpOHffA5WO1WlOoCfLtWIm/9qjVOS7sg\nFAoRDAaPWqq653XPU7V5Ma6TryG3fw8cDpFQSKWy0vAohAKhaFySyWwy0kQBUTRFI881TUeW5Oj2\nimSkodocNnxlpUafitK9xsaOZJAjSwnVscZWB8URKGXrMSV1J7Tj0FoLnYV9+/axYcOGZinsSmoS\nbwAAIABJREFU01iONXYFAgGuvPluHn9yBiaTQM9041rgC6kIAnz00cf8YtxQTj311Gaxp93EEByN\nuif0mWee4Z577jlmudnjJS8vj7Vr1/KHP/yB9evXM3XqVCZOnMjFF18c9+DHY/Hvf/+bwsJCHA4H\nfr8fRTFG77Fjx5Kbm4skSfTq1avJaZ9tUQxsLKhFUhT27NxBbhfj8zlYDAx/aA6ewt2INifJ3ZtH\ncTeYmnyST70heleRFESriYAvQK1oIjPTSY07RGYXB0VlXvoOyGGnJCOVFBhxAIrK4GHdKaryc/24\nHngkhXS7lU2lHpa8Ox3BYmd/aRWKI4e0kZMoK6omKTUJjyIbg4SqgOYz3M0Wq/HX5gQlhLnXaCRP\nLUpxHqqig+LDNv6PhFbEL+iyLWGz2aLxBRUVFaxYsYLJkyfX26bw4z+Sca0d76oP2eu5kNReA7Da\nRETRhM9jLBlEBKqmGjUNLOGZoNUaEwXGMpKCaBGpraiNNjBCDH9mqdnGX001vD+KUQ/BiA3xG56E\nOmWrzVkjUIp+pLKykoyMjBY+U22T3r17t1rfmvXr15OXl8fll18OHDl7IILD4eCPv7mW77+dzRVX\nXoUnqJDqMAob7TxQybZN6/jrPcdfkKghtBsPQV3imY2wYMEC5s2bx3XXXccpp7Rch7dvv/2WiooK\nzjrrrCYVbvr666/ZsGFDNKUFYPTo0eTk5FBSUoLVamXTpk2EQiHuuuuuRjXpaYtioC6bN23iqy9n\n8vRTT9R7fMDU+dRumIfJYkf1VVG++N+tYo/tnL+h+yuw46bPBTcBUFpkdCbUNT1aPTAl1U52OCrd\nYRXJ318DwJ4t+6Lr1jkDT2DKLwYAMLSrUW55+YoVVJaXUpk1BoCdPy7CnbeJlJGTCciG5veUV8Zi\nB0KBaOldTGZIzUZXZZQ9C7D2HI6KBd1dBLoZad07LXhm2i95eXn07dv3sM9l3vghwd2LkWtKEPtM\nIKO/EdAW6UMgmITocoDdZSctPVxJUjRFe1h43KFoV8OgP4jfa3z+Wkke+GrQdR2SUtF9FRB0oyt+\ndE2CQC26roKmAfWv3Wvmv8XIkSOb90QkOISmjk933TeVe//0F1JSUwnIKqU1QT5882V+cfFlTD69\n+XqodIglgyOxevVqysrK+OUvf9lqx9Q0jU8++YQNGzZw6623Nms/A1mWeeaZZxg8eDBDhgxhyZIl\n5OXlceGFFzJx4sQm71fXdd5991169OhRrz5/SUkJTzzxBNOnT49mVByNtiQGInXf060yX30xk9/e\n/HsAdpd4eeLtT8gvqmDVvx6Mbj9g6nx0TaV2/VySBown740bW9zG5MnP4fJswtr7FE4aOxIsVnbt\nqcJiMSFJhlizWk2IYfdxTtckuqUZAuFApZ+dO8sJBULGACJA1x4Z9O+Txqg+XSj3KVS4g9Qe2ENF\n/k7WvPlQ9Li5t/wf3m2L8FWWYck9FT2pp5FREO1xEE5xcqWiyX6ULTPJXzOPXr16tfg56WjMnTuX\niRMnHuKxTL76beT8H1GqC0kZ9gsCQhopGYbwViQFZ7Ih6PweP5HrrN1lRw7J6JqKp3A3ydYAgbJ9\nSAEvIKB7awAd5BAzHphCVlZW9JaZmUlWVhZ2e+v1m2hvqKrKypUrmXCYAkDHw4wZM7j11ltJTm56\n58+te4t47u9PktOtByePGUt2djZffT2Hl595pBkt7eCCAJrfYzBnzhz69evHkCFDjrpdMBjkrbfe\noqioiPHjxzNp0qRGFy0KBoN8/vnnbN++ndzcXDZv3szdd9/NwIGxsrGVlZXccccdfPrpp016P3V5\n9NFHueGGGxgwwJhlVldXM23aNEaNGsV11113dFvbiBjYX2m4X5PsZlTNSBFLsYGEce5nbirk05en\nkzL2Er7586R4mkrW+KvJPvsmRg7pQVY4i2B3iYfSinCzmnC8QDCo4HQa9vftmRoNKtqwo5ySwkoA\nklKTyMwyZpPpaY5owyOTGmL7gs/Y+uXLhxw/5Vfv4V/zMZa+5xoPhAIghr+jVgfoGvL22cz510Nc\neOGFLXAGOj779u2jS5cuh/WypfzqAySfF7XwJ3T3Acw9xmJKMZbpBJuT9KwUPAf2oNYeQHUXI5pB\nVTXkkIzgzGLlW3cwaNCgRJv2ZmThwoWcd955zbrP5hqDimokfF4vG9f/zKYN63jgj3c1+9J4hxcE\nEXRd56mnnuKhhx46rghpr9fboNly3eMuX76cb775BpPJxPnnn8/o0aMP+SA1TeOjjz6iqKiI3Nxc\n9uzZQygU4uqrr2b48OEUFBSQlZVV73WzZ89mxYoVPPDAA3Tp0qXJ7ymCLMvcd999PP3007hcLu64\n4w6eeuqpY+a5tgUxsLvECJQTzSYKd/xMSnIKkiWZ/Xt24PX6cCW5+Kk0QPGe7aRnd+WNqb87xh5b\nnszxV3PylHswiRbG9E2juNbIFd+8t5JgUEEN+aleP5+Q143VKiImpTFwzDhSe/YnEHYxb9laGm1s\n40yyYw8XVsjpmkQwZAiKc2oX8Pjjjx9yfMdlb6LsXYwpewgmizGo6IoMqAhWF2r1Xj6//2wuu+yy\nlj4VnYI9e/YA1PMaOi41yi3rioRWtAbNfQBMFgTRgjMlBc2egSmlO6bkHKo/TjRZaw/s2rWLVatW\ncf3118fblEbTaQQBxL/aYTAYZNGiRaxbtw6Px8OkSZM466yz2LFjB6+++irXX389Q4cOpaCggO7d\nux9xkC8vL2fGjBmMGzeOSZMmNasbsLKykieeeIJ+/fpx9tlnH7NoS1sQAxFmffUly1aswYKE0+nE\nkpTOuaeNwqvZ8fu8LNi6D4vVxmv3to0f6sDb3iapZhNDLvo1qi6wt7CKyvkvUCElI5gtWEwqq/9v\nGue/th2H3cTcW4Yw8ZZHyBk3GSG5K253EL9fxl3jw2w2I0syyV2SSE62Rn7YqKpOyeL3KV3ywWFt\nsF/4D9T8xehquO69qoAuIw68CPXAz5hyRhD6rnndkp2VYDDIpk2bGDt27GGfd0x+DXSNwJw7cV75\nDv4vWydYLMGhuN3uJjcxi/c4czx0KkFQl8WLF6PrOuecc06Dtl+0aBGnn376USujNYby8nIeeOAB\nhg4diiAI3HXXXQ1aUvjiiy/YsGEDkydP5oMPPiArKwtJkujRowcXXXQRffr0OW7bNm3axPLly7n1\n1luPul1bEQOKovCbX9/A9Tf8Py69eFK7+jGe9+C/WPX1Rwya8ldqdqxEtDsJOPujSX4K/nXoMo0k\nSeSMv4rMCVNwZXSlpsZYIvFUe7BYje9PanoSVvy4d64kWLEfMaUrhXNeOKINjkteR9d1vLOM1Nlg\nMEjS4AsRc89CLVzJ/95+kLPPPrtF3n9nZvXq1UcUBwniy0svvcTtt9/e4GXe1157jSuvvJKuXbu2\nsGUtS4dIO2wKZ599No0RNHa7vdnEwLJly3jjjTdITk5m8uTJ9WICjsbbb7+N0+kkKyuLZcuW8cIL\nL0S/sIWFhcybN49du3YxefJkzjzzzENe39DUopNOOomTTmq+yNWWRNd1pj/zNJdefgWXTb4o3uY0\nmiKhLzizyP9pCS6zl8zhZ7PtgUM/uwhWq5WuE2+mYsVnuNP74RpwGkF/EJvDRtAfJCk1idr8bYT2\n/kDOuMmkj7yAtX87esBpYPZt9e6nXf46yDJa2TZ0ufM1v2ktqqqqkCSp2a4rCZqPe+65p1Hb33bb\nbe1qItIUOrSHoC6qqjJt2jQeeeSRZvlQ169fz+LFizn11FMZOXJkdN1f0zRefPFFUlNT2bx5M88/\n//whx9uyZQtLlixBFEUsFgsOh4OUlBS2bNmCy+Vi27Zt/P73vz9i+Vhd13n66aeZOHEi48ePJxgM\nMnPmTDZu3EhKSgqqqvLHP/6xye6wusTLQyDLMitXLGfRdwtRFIXLLr+SCePGxMeY4yQvL4/Bp0/G\nNfR8XIPOpuCfxy6OMvThBWyZdj45lz2Gv3ALXcbfiN8TbmcsCvh//oiMc25l7/NNy66xj7kPec8c\nzFnDMWUMJLji78d+UYIEnYgDBw4wd+5cbrnllnib0qx02iWDgznSuk9paWmj3UClpaXMmDGDc845\nh3Xr1hEIGG7dmpoafv/739OrVy+mT5/O3/72N5xOJ6qqMm/ePJYsWcKQIUOYNGkSmqYhyzLFxcWs\nXr2aXbt20bt3b+65555jurF0Xeexxx5DVY2gsquvvjoaC1BaWsrzzz/P2LFjufLKK/H5fJSXl1Ne\nXk5FRQUpKSmNatR0NFFgFxsmGmRZZueOHTgcDpJTUkhOTsZms9X7PDweD9/Mm8umjRuwWCyMGjWa\nPXt288DUPzXY1raIrhutTpvSPdNx0XMIBUtxjrkeWZLRNR1p1/9Iyh1Gar/h7PlH07IoHGP/GP0/\nsDpRfKg1eO6557jrrrsSaYFtjC+++IJRo0YdUho4MvZ1NK9AQhAchnnz5pGZmcmYMWP417/+xW23\n3XbsFx3EBx98wPbt27nxxhsZPHhwOMBLRRRFZFnmq6++Ij8/H7/fjyzLXHDBBZx55plomsby5ctZ\nuNCY/WZlZTF69GhGjhzZqDxWXdfx+XxHzIj47rvvWLJkCcnJyfXylHft2sWBAweYOnVqvUGqtLSU\nud8sYPCQoYw/ZVR0oK876DdUAIAhAhZ8O5+fVq7AbDYzeMhQZEnC7Xbj9XoIBoP13ovVamXSRRdz\nyugRHe5H2BScl/4TafPXWIZfi8VmDCJySEIPulG2z2bP4vfp3bv3YV9rGTAJTBak7f9p0LlcvHhx\nIoaghVEUpV2VPu8sRBrXWa1W3n//fc4888wjFp3qCCQEwRFojkjRYDDIhx9+yM6dO7nssss47bTT\nDrtPRVFYtmwZixYtQtM0JkyYwLnnntvqvbojbNiwgffff5+UlBR0XUeWZbKzszn73Av48YdlFBcX\ncc99f4oKFPtB17HDiYK621TW+njk4Qe54qqrOe20CTitpgYLie2b13f6imq1tbVkjLwEcfDlCJZw\nGqoSbm+rKui6irJzHj99MYPRo0fXe63j/OdQy7eiuwv55Nlbueqqq455vIQgaF0CgUCLl15P0Hja\nc/ZAQ0kIgmMQDAZ58cUX+ctf/tLkfaiqyuzZs1m9ejUWi4Wzzz6bM844g8WLF7N48WIAzjzzTM45\n55xGFy+KB/mFJfzzpRcYM/YUJp57Hl2SjIBLQRCOObBXVVXxxKOP8Nijj5CTk9Oo46qqypw5c+La\ntrQ1cV75DhueOYN+/fpFa2eUlZXRffSliAN/iSArIIS9OGazUaseQA6hJ6Wh7v0OIb0P0tpYiWHH\n+c+h+6tRCpbx2l9v7HBroB2B6dOn8+c//7lJy0gJmo+amhree+897r33Xvbt24ff72fw4MHxNqtF\nSQiCw1BYWMjChQu56aabgOZVhpIksWTJEhYvXszIkSO5/PLL262rcPHixaxdu5ZQKEQoFEIJt0bw\n+/2cdNJwrvnVFFw2c1QkFBYWMmP6Mzz+5DRSU1MP8SwkMHBe8hJKwU/owRqQA6z56kVGjBhBQUEB\n/Sb8CvGECxCkcNtiAEsdT1Ig3LZYlcGZilq2EU32gCl8suUgaBp6sIrn/3Zbo6OpEyToLNSNE1AU\nhbVr17Zoj5q2QEIQHIa66/0HM3PmTIYMGcLQoUPjYFnbJzL4r161ipmff8r4U8dyzTXXsGjJD8z/\nZh5//dtjOByORomBDz/8kOuvv75TzJgcv3gcecvXWEbdiMmehuYpQa3YhWBNRS1ZZ4iBYNgTIAWM\nBkRgdLMDo7BQ3Ra3jnA2iSPJKE0M6EEvqBLK/iV49q8+pns6sWQQHzRNY/PmzUfMKErQ/MycOZPB\ngwczbNiweJsSFxKCoAl0hrWk4yWoGHEDK1eu5PPPP2fw4MHccNPNOCyNO2+6rrN3795mbRLVlnFM\nfg2lYDmCaMPS73Q0VUXd8iWk5GLKGISgaxD0Gx0ONdWoLhgRBYJgNCiKNCmK7jQl5k3QVMN7YDKj\nB2pQStdQsm3RUctTJwRBfNB1na+//jraKjdBy3Osa7umaVRUVJCdnd2KVrUeCUFQh+3bt6Np2jEb\nF0Worq7m/fff5957721hyxJ0FhyTXwNAK1mLLvux9DsLzEbhGi0YiLY6JuCNtSkWTGFxoBkeAqjX\n8x6TGSz2Qx8XTOhqCKXwB3Ys/6LTiK4ECSIEg0FeeOEFHnzwwWNvjBHH9NZbb/GHP/yhhS2LDwlB\nUIctW7YwaNCgRq3pJ7wFLcP06dO555574pZp0RZwXjANpXA16CqmXhMwJWWjqwoEjUZO+Gpi3gBd\nj3kB9HAwhyLFWhmbzLHHBROI1ug2uqaiHPiRH7/+J6eeemrrvLkEjSIQCDBnzhyuvvrqeJvS4Uhc\nw2MkBEEz8t5773HWWWd16DzV1iKRl22QdM17aIqEvGUWYt8zMCV3M7obRkRBbVlMCEQ8BRDzBKhK\nbEnBZI49b0+K/R9wG3Ez5et5b/rth3RpSywZtA327NmT8OI0A/PmzSMjIyMhfg9DQhCEkWW5WVL+\nEmqz6QSDwUMqFCYwcF75b9StX+EYeA7mLj1RJAWpqtQY8P1uY/YfSUHUNWOwjwz4JjNYw4GDUgBc\n4S6aUhB81fWOIxcuQ5fcyNV7okGcCUGQoCPRHNdoWZb56KOPoploHYWjCYKOH9IdZt++fXzyySfN\nsq/IF+3AgQO8+eabzbLPzsJ7771HbW1tvM1ok/i/vBnbiGuQCtcR3LEQXdcQktKNwT4pLeYFgPDy\ngG4IBIvdWDYwicZ9m8vYxmIDV2ps6SCMpecZmLqcgJiUQ1lZGUBCDLQxKioqeP311+NtRrtBVVWe\neOKJZi03bLFYOPfcc497P+2JTuUhaAkS3oIEzU3Grz9BqdiLb+cSBHs65pwRCKawZyvgrb9kEPEY\n2MMioO530eowvAUAVUWHHEfzlyMXLOTHRXMYP358C72bBE0lsaTWOBLX4oaR8BC0IHW/gK+++mp0\nxpUgRnFxMaWlpfE2o91Q+f4Uauc+jLJrAeack1ALV6LW7A17A6xgDWcTiFawOYz6A1aH4REQrbFb\nJGUxFIhlINTB5MzC0v9KJpx/La+++upx2ewYdTd+v5+CgoLj2k+CGBExIEkSihKntqNtmMWLF/P9\n999H77eUGOhM575TCIJt27ahaVqLH+f2228nKyurxY/T3li/fn2jmjYliBH838OYMgeBaDdm/4LJ\nWC6wOQxhYDIbywWR7IJIXIGqGBkIgmA8LwcPu3+TaMV6wmTufvQ15s6d2yQb7af8EaVqMyn9zuTZ\nZ58l4VVsXkpKSvj888/jbUab46yzzuKcc85p8eO88cYbVFdXH3vDDkCnWDL4/PPPueaaa1r1mLt2\n7WLVqlWHRHMnSNBYLCf/GlP6CZicmRD01M84iMyKTOZYfYK6qYmRJYWgDwLuox5HqdwKmow5cxjB\n9Q1fv7YONn5b5vQBqEXr+O6DBznjjDMa/PoECRqCrus89dRTPPTQQ9G+H6113I60FJHIMogTHe2L\n1Bg2btyIpmmdvmthUykvL6f7hN+iS14Eqwtz7gQEs8WY9YvWWPVCORhLRRQE43EA9aDURCkQq2B4\nFLRAJWrVNkzOroTy5jfo+2s/5U+opWsRc8agqzLK/qUopWuP5+0nOAJ79+4lMzOTlJSUeJsSFzrz\nNbW5SMQQxIm6X9wZM2bg8XjiaE3rkpSUlKjPfhx0G3sV5h6jsPSdiNhzPIKmGYO62WIM+qI1Wp4Y\nKbwcoOuxpQOTYLRL1jXDMyAHjyoGVM8B42WODCw9TkewuLBkj8Ta/zIcJ99Z73YwgmhDV43iSYKq\nIFiSyMvLa94TkgCA1NRU1q1bF28zWo3Vq1czZ86c6P14iYFQKMTevXvjcuzWpEN7CILBIN999x2/\n/OUv421KQtkmaDD2s+5Hl/2YHN2NB2QpNtCLllhaoSCAp8r4P7JMADGxALHOiPrRY2hUzwHMyT3q\nPabrOlptHlqgHIh8dzUEQcSUNpDQ1g9ih+x9Bpb+k8BbjR6o5arhfj5bvA9BdCBYXAR2fNkpGlcl\naF7aynVT0zRmzpzJtddeG29TjptOu2RQU1NDTU0Nffr0ibcp9Vi/fj35+flcdtll8TalWVm+fDnB\nYJCJEyfG25R2jWXgBZhPvNy4ENaEszNUOTaoR4IJwcggiFQ0hPqdEes+3ozoagi1eie65GHWvx/n\nqqcWorn3I+aeZmxQlm8EFqohdCWALrnR3Pswpw8mtOOzFrGpM7J48WL69etHbm5uvE1pVp599lnu\nvvvuY3boTNA0Oq0gaMu0FeXbnCTyppsH27DLMfU6E0J+kEPGDcJ9C+qc38M1OYL65YtbCsGEruvo\n/hLUUDliv19gTu+OFgqApkDRznqb67qGWrkVXfLwv09nMOnezxBMxnsJrHulZW3toIRCIcrKyujV\nq1e8TWlWOuK1sS2RiCFog9T9wk+bNg1Jko6ydfsgIQaaB1UKgWgDRY6lDkYaHClS/ZLFh4sLaIIY\nUD0HjFoGgimWmXA0dA0BHZOzK5a0YQhSEK1kr+HFKN59yD4EwYSYOQwxZwwX/P5F1LJ1yMU/IRev\nQuw6mrfffrvRNnd2bDZbhxADW7du5bPPYp6jtiwGZs+e3Sop7PGiw3oIZsyYwT333NMsvQtamvau\niN977z1uvPHGVk0F6siIAy7AknuWcSfoi3kCIlUHTebY0oAqN9kboEseNG8RmuJHD1QguDKicQBA\nTIQ0liZ4KJSyDaya8zInn3xy047ZiQkEAuzevZuTTjop3qY0ifZ0/du+fTu5ubk4nc54m9JkOqWH\n4I477mgXYgDqK+Iff/yRBQsWxNGaxjNx4sSEGGgmSktLETAbzYzqigFVNpYLrA4jaDDS6tjUtPOu\n1uxGrdqB4OyK2PVk43+LC90sGpkMTRUD0CSBYs4cyqefftr0Y3Zi7HY7+/bti7cZjeKll16iqsoI\niG0vYgDgxBNPbNdi4Fh0WA9Be6Y9KeYEzYul7/mYU/sg2FJjtQagft+CSByBrscqEGpqfTf9UbIK\ndNmHUr4RpfTn6GP79u3jhAm/Quw/CcFkhuri5nxbx0St2sFPX09PeAg6CYlrXPzodB6C9t5PIPJD\n0XW9XgevtsbPP/987I0SNBhLvwtBtCO4soxAwki8QMQToGv1gwojZYnBeF4QYssJR/MciE4EazJi\nzljsw37D7t276XfyLxC7jUNQZKgta7LnoSnous7dV49IiIFmIBg8fInqeLNv3z7efffd6P32LAY8\nHg+vvfZavM1oETqch6CmpoZ58+Zx3XXXxduUZqGtKmlFUfj222/bRI2HjoB10BWAgDm1r/FAJJgQ\nYoM+xAZ9iLnmI02M6m4Tefwo7ntdCaJW70DXBQR7GmKXPvX320powWo0XwlywXetetyOyN///nf+\n8pe/tLlrRlu9jjUVn8+Hy+WKtxlNIpF22EFYsGABLpeLCRMmxNuUBM2IfeStKGXrsfQ849AmRHXF\nQEQIRLwFEBMCkdLFYCwdRJ4/nliAVkJXZdSKDchFK+NtSoJm5N///jcXXnghPXv2jLcpCeqQEAQd\niLagtEOhEDabLa42dAQ0TcMx5k7U4lWGu/5IP7VIbIBorfOYUKeJUR1RUHdJoa4HoY0jH/gRqeTn\nRDXDDkRbuFa1JBUVFWRmZsbbjEbTaWIIVq1a1WbX0JqLyA9MlmWmTZvW6sfftWsX//nPf1r9uB0R\n6wnnoQVKMGefjCDaj7zhwbP9uhfZaDOjcCVDVQn3NKgjEhpApJdBvDCnDeC+++6jvLw8rnZ0FD74\n4INoFH9rUV5eziuvxIpMdWQxAPDVV18RCoXibUaz0qE8BN999x0TJ07s8F/ECB1dgXcUZFlG13Ws\n1tgM337Okyj7FmPp9wuoKjpmrwEgHDgYbnkc6XB4pIZFEa9CQ/bL4XsZtDa6KqGUrsHkyKRi4xed\ntqNfc+DxeLDb7a2aeh0ZKxLXpLZNYsmgE/D111/Tp0+fRLvhNoDjzMfQdY3gsicA+PTTT7n+zicR\ns0dhsqUSWPcK1uHXIzgyMJmTjBcF3A3bed2YgmO0Mm6P6LqOHqhA8xSgqxKCJQlzam+CWz449osT\ntDqffPIJo0aNYtCgQfE2JUEDSQiCTkJLegzmz59Pv379GDhwYIvsvyNQUFBAvzNuMGbnwVpMaf3R\nvSXoqozYYxzqgZ/QCf+eBBAHXFS/gVFDqBtHcIwsgo6ALnlR3fnokgeTqyvmjBMJrH4+3ma1G7Zu\n3UpmZibZ2dktsv/O7qWsqanhwIEDDB06NN6mNJgOH0MgyzLvv/9+vM2IO5EfptfrZcaMGc267zFj\nxiTEQB0cpz8CgP3MR9iyZQvWoVPoN+4qxD7nYOkxAbHXOaBKmLNPxtLzdARMiN1OwdJ9PJbeZ2Pp\ncy5C0Ae+2oYdUDAZ3gGzJZxloNevN9CQ/gNHId4xBEdCsCYhZg7DknsWWqiGxPSkcfTs2bNZqxh6\nvV6ee+656P3OLAYAkpOTKSkpibcZzUaH8BBIkkR1dTVdu3aNtylths6u3FsS+yn3oZauQxdAMFsR\n7F0QrKkIrq4ICLGeA7oWm9HXnc0LpthALgUavM6PaI3tT1UOn0UQ2Vfd1MMG0BZiCI6KYEINloOm\nIG2fGW9rOjWJa0v7psN7CKxWa0IMHETdH+xHH33Ezp07j7L1kVmxYgWy3PHWqhtLeXk5loGXIPY6\nHbV8E+Ye47H0nojYfRzmtEGYXDmGGIgQKRak67HZfSQosO42dZcAjoUiGTc5FKs7EBEDdT0FZkuj\nxADQtsUAgK5hSsnlz1cMiLcl7RJN03C7GxinchD/+c9/WLt2bfR+Qgx0XNq9h0BRlETb3QbQVFW/\ncOFCzjvvvBawqP2g6zqWXuMx9zwNwWQ/9DxqaizYLzJAH1xp8HADtK7HUgmbI0CwrtjTmDB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Xbsji04bW8E43hRJWFEMaaci144FeHYQ0o8Z5wBXxURgn4TZgxnz0rcg5sx6hdjzHwTIl4OOWz0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\nIrllCdG6BkRE/t66vVVWGoCrh5Bn9HnH1X17Hrd8DEJVMPw+FM2HmXTzY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14qaPqFF17A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a6uDmtrazx79gzdSdM2uUI2bpQUSdQpAIC2bduioqJCMpMRxGb3T2FYunRpg67YHTt2YNGS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\nbdu2xZ07d/DVV1+JbJuGh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"text": [ "" ] } ], "prompt_number": 5 }, { "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": 6, "text": [ "" ] } ], "prompt_number": 6 } ], "metadata": {} } ] }