{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from netCDF4 import Dataset\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.basemap import Basemap\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# read in NetCDF format grid from http://www.marine-geo.org/tools/GMRTMapTool/\n", "# be sure to select \"Coards/CF Compliant NetCDF (GMT id:nd) ?\" radio button\n", "\n", "my_example_nc_file = 'age.3.6.grd'\n", "fh = Dataset(my_example_nc_file, mode='r')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "OrderedDict([('x', \n", " float64 x(x)\n", " long_name: x\n", " actual_range: [-180. 180.]\n", " unlimited dimensions: \n", " current shape = (3601,)\n", " filling off), ('y', \n", " float64 y(y)\n", " long_name: y\n", " actual_range: [-90. 90.]\n", " unlimited dimensions: \n", " current shape = (1801,)\n", " filling off), ('z', \n", " float32 z(y, x)\n", " long_name: z\n", " _FillValue: nan\n", " actual_range: [ 0. 280.]\n", " unlimited dimensions: \n", " current shape = (1801, 3601)\n", " filling off)])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#fh.variables \n", "# you can run this in a separate cell to obtain names of variables and lat/lon limits\n", "\n", "fh.variables" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# assign variable names to NetCDF variables\n", "\n", "bathy = fh.variables['z'][:]\n", "lons = fh.variables['x'][:]\n", "lats = fh.variables['y'][:]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# select projection type and lat/lon limits of grid, and resolution of ine overlays\n", "# see https://matplotlib.org/basemap/users/mapsetup.html for different projection types\n", "# adjust resolution (c,l,i,h,f) for increasing resolution\n", "m = Basemap(projection='merc',llcrnrlat= 11.5321, urcrnrlat=31.3536,\\\n", " llcrnrlon=-175.7813,urcrnrlon=-152.2266 ,lat_ts=20,resolution='i')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/bruce/anaconda/lib/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:3296: MatplotlibDeprecationWarning: The ishold function was deprecated in version 2.0.\n", " b = ax.ishold()\n", "/Users/bruce/anaconda/lib/python3.6/site-packages/mpl_toolkits/basemap/__init__.py:3305: MatplotlibDeprecationWarning: axes.hold is deprecated.\n", " See the API Changes document (http://matplotlib.org/api/api_changes.html)\n", " for more details.\n", " ax.hold(b)\n" ] }, { "data": { "image/png": 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zrb+kTV7OmUUWAuSzL8x2nl5ZScilRC9AKHRJPec+op1RpG9SI8iOJaWFQorq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q+s6kO5VGoEVIZWEaM2vJLszQZHCQAPraQtqYZWEAs0vJKvGSNwLGCm2yFg3mnT7/qg2yXi\n7vu+hTv/+C8JHLr8q8nRF576w4FnKK3aELBuO7DmMilQ+CmLGle2CjC2gVWZ8OlnlciGLQImAUsq\n70CDnGpoHtLlMEJTbDrQaQEnX6H8CgiUZ5sKefR2ZsnT98wxDtasWWj1Pk/uR6HjyZZd19w6d3/s\nyZ6F7YbiAIp6NkMQ2seAAmc/9TehZ7AWp94NiwAY6lfJbfriPPUBrFSyPe/p2S/UImfO7jNHOvKs\neGcUo685u5n+ri/ehy/e+x36YW2a9R9dU5679/6OB24By6rKJLH/hP0L2qxuexbotmFuXngW7KJc\nWLJkbQCpE1BnsH/9WzA7foJs/hBNxBbwHduQDeCWjWFastVRKkJ+tUFG4A2OzSRgb8UlxMANrfR9\nNKvQBChqZdmZImZ0tLq6F2PXbRdVSjG7sfISWuWLcXphUOtXbPip749ANB1jxlCvtqUsus6D1TSA\nmTM0EOoQB9bi2isuRaNeQzBQO5WTDVfm3Q6Da/VAuabq92leLC9gc8sdsHv+DiiADxR/J5mRfugg\ncVIAXD3aPHLM7gCTRxk4iQF7zIABAYgPwkdU6DnCtOUdlV+DtStHMbV+NYEFsYvVZZFdXjZeTZ6/\no2tQ2vDEhEHAa96lPX1dX2kAh58D1l2p8qbLoH4IQCkEVdfvIy8yTp0WULH++SYj55Nu28f6k5h3\nwyvJqaPDquD1V8QZ4b7Nh08eAFZt4QWi4d0zhimN0wfTdaLzbrhsBdWk2Hv5c8FewNWGB8uoUHsY\nXEFq9akTBPhLn6eFAX7pdm4pYKfY0MK1BXWAAuSJ/KTEjQH6urlAntQVH3KOPe4/uPHCRNdIWc7V\nBtDy4kKHDjMGGEk4OmnJuwDaNI5LWDHNMgPUdjvN3vmTRcEFLPlZAvmLEsrStAG8cpN9/Mt3sVqI\nV3STR4kJ0WRV/F2CuZaNITLAxCoRgJxNaoPqOhDbMnXChzoQ1bDNFXNh/QAQg7/C81VebR6qZIM8\nJt6JtRRgtj7IO2WUPaNPB4nAQBrF+ozz7Fg+G50ECgP8+Aaa/At6ay3RZBuo+SKjbgERbvKyQKUO\nc817Swp37mL3fisKRGwKE7W/WNnmxddrcROXBQGzPjPjwBnfm5cAQA0yCqyHAtKEYoL5Eu0Z+t6a\nZTXqiGrX8MxKSi3sbKEsO5RMkRrWtW/rVPz2r/53mF/5z2H5NAjSHuYSB1D3iXiR0pykYw0xpOd+\nJTa+lboPUj07AcfebLkBOLrXh4FpTsNtORe3zdYsLz5kt4YWh7SpALOn/c4fKZF3Ebxr1R/0e02p\nKGRMksVCe4byueEqYP+TRSCQZP9SrK6SfuzzennkAup+0595DN3k86btSecSHV800F7A9wdp46lO\n1m5Gnsvuxj7zDbLhG15F3zW5MHkC5q1pZs7+4L9Q3sfWUx4qNb/IcV7rlhYVOuC4Ixm4btnj3lz7\n/v7z24csJxvAd479jwue7r0nP7Msyr+QsjRVwOOb6M+t5A3ZTJx61V+TwCGoNnDq+NHyOIAFsKUO\n1YZ86Ath7GYn6XiLvQTFbjCrqkFOBiEGfzbxHP34XK9A+wR/AD13eCWxFacOsrHwXANWiuaLyp+6\n3MbnteNI2aNU+pPHCxMb2QC2ivlIGWAY45kkYS1cfSuAtZhirWepCs8yHqy4ybXXuzCJr/qYpBer\nhCsMPOreWabg0W2i5FIoPjrFP1wcwLE1wKrNBIRGVpLpQaUWshCuaao2Knlsz9I7l/1Mh8aVmpHL\nUxsAKjWYD94VgQlhLiveyzlQvzMw7LYJWLamCPTNnKJn5nnYb6sNn0/DfbI9S9dL2tU6cPBZ2uXD\n5jQZa8eCAKBZ8mKuNeC2JKyxGt2g6KGbEouwDel6DaIJkDgbQNkZxwpgz7ytpKmQ17JOq1T1q+o5\nmb8+gE+ZXWDqVu14Z7Ieu4ZEq85+8VcSjMo5dcAAPkKBuig5diQerq575dAxHD7OcQC77XARph34\neoxL5o2/wDsecXvVz8w7vt8PjDJbr8LW1AcB5NQOK7XyyA4XgFgAubUL/nchytIEgAB7SWV+hQ9D\n2zZNHe9528NPvoiPfPqP0idlXtF9zy34uUO7SP4yAXT9Hqe5AjUmUzYbxu8SkWTv5FNYjhIHlNIR\nMLp2fCNNqBNHCQyWU57RucR1puSSXlkp4CE9sDILMzQePP/2f/Vp7D/EewHrkC7aucQYBgIcaifv\noLgy5wz0YloXQo6/QDaoV92KoMCpetH2f6nvmWLPdEy7giOSapSWnYQsb5Gn959NiZ74yo4JYzKy\nChhfh7u/+QPc+fmvABPHgDPHfdoO2Kg61u3CZGS7euoA72Nap8VJpZp4Jnx/Y/Wb/fK/QZCwyaj/\ntGe5rPwnW8XlHb8Y7LapLqZO8JZkDaAxSmYS4uHbadL4IXUmOyeILZ21xPjNTFD64kUbq/WzGqlY\nr3yHb5uybVe36w30Sx0fIqASs8QlnczZAFY4EHbe9nUi9776JLBys38vshe3AGFX+XMsUOazkCrb\nVaWgFTAe9AkzJtvHyfEsSqsXO5nMZzQQJdc9Ufm1uUrZc0oksAGUcEOpvM+lgTGGdvwwFR8IWu+h\n7tKReuW6bM34scNkPVT5F4bYRfh3IcrSBYCdJnWU4VV+IhW3+eYZdWH44sZHh7Htss3euSPFFAIK\ndADODqVaD73nAOqEo2uBk696o2/wZFBreApfAsRqur6gluAfqcGm58ChWS9179gaVifMAvufKTq0\nBIXWK21bxIapuin7Lcc0C+bAA4e0mZkgoMo3X3vlVrIBlOulKFkGYjcYKeRdZknVg00lWvFamoAX\nUczN/zODP8Bc+RPAiw/7cgcX9pGYnvAFXBguNxDWYwB4LTkbNUYIiAyMAYPj9M5XbYFnuWzxWbUB\nAuEjq6j9jqzxHrCTp4CJY1g7UsOWDWvgEFo8qUmb1uzf0RfJYaJaIwZNYvYBcKFXdH66nTCodFaF\n+Wm9Y4JVkx2Kk2lWobBIAuDEo3nVVt8mpA/bHJhh04NKnSbJU68So9KeUdcbMu94/lEE9lR6YWZB\ndsGNEeDQLnpXetcWqevS3S3iDgb/bP8jeeubdmwn55QCw6xQuDG8WDUMjoX5S3Tqc1H9Fu6Jy1vS\nIYTFT0m1Tu2mWocbD3XMVi3a/hjwwDEYU+UCbmOxjayc16FVCs9JZ1Vk8/rVWLeK7S2b0wjarR6b\nXEieMjHUT9ozcO+uPug1Q7NngDNHVTtjW9dYPX5w1xzPuSgXZW5ZmjaAN95oH//Cp8gurxrvQMDS\nnmHvPiBAM3r+7LZpopIytmdIfePUPfDgryeLxh/7dgKXXK9UGoY6rNvYXtKLV7cMbCoVf1/hMTlN\n1pMnSvJhwq+BXZQ6bS3FK6vUybsxWSQNSKJHWIR1CPjyJAdoqPpTGRHmJamyjCZHbfMnK/Us43AV\nPJhr1ZZgzQW2gelX7O6HojrSoAXlTak25IM7V9iBSHYDMYCzWcq7FGBYnBaEieu06HxzihZCEg/R\n5pEaCmoS5Elet/HC7xg88GdrhtKdOkkOIIFntywiDDuRKDOBTpP7Waqdc7utNvxewl0ulzijaKas\nPkiLifasWghmYVoWPFY0vBq0UmWP5QF1Led3aAXv+mOL5wdGydbW5sD6qyi9oy9I5oMPF5ctBXRi\nW0W5MR7KBISlHC103+m0Vagcthe75hZgz997Zjiublv6Y2GkkGcTfJSDS+4kxtCiNVMLvDJmK7bB\ndbH9TAhkq3Ufjgrg9sDOT+K0l3pGNo+tPo/tI/W7zAPCUAPAxBFgbD3MdR+Affqr1BabUzA3/gtf\n+h/+pfc2F1MLCay/cjMx69UGLQLaTe8o6N6vAfY+CvO+z/SX3z5ludgAjlc32h8b/ZUFT/cbpz67\nLMq/kLI0GcBZ2usVG17HDKDYy6kRrjboJw418Jw6reMA1kJWrNrwkyhAn85rMjVYRce2vlnR//zM\ngRECgTIBuxAESgy8eqxX0ODJE8Q6JG1m1ABv3X8+fUfwGWDNpQT+LICjLwOTJxPliu5PFDeVhVJG\nNT4hwbRnzwDW4qndL7ENYJThYGVr/H1dXv26cmUu6ddazFW3wFx5C4WLeelhAjxip9gVda2Aqgqp\nEiX2nKzs8y6dEztDy2xAJvZ+dbpP7pEAsQBNCDOnFWtiFTiK+gnkZ/SSLdgG8Eh4oTHENo6tpTY0\nsoq+CzBz4I9Bi6hGux2OvZcpx4UoEyoos/0vv+YXYG1Wb4kNYJ7TX3uG0p89g+DFB/alLLVB9g5X\nW+tVG56lcSxl5rfd6rYZPHEaeRd4+QkPTo+9RPEOuwnAIPWessUqY9zKwJ/ki2Xnk7tgAxUFIpDJ\n9zz7t+RwNThOrKgezuOF3WLYzJpE2UV6BrjW43gjZGZ1faacTAInqzhZbptxWWsDCNtfQpJqYV+f\ngQ2gG99YRH1rLYUWMiDwJ2motO29H+NQTzUPSLV39umD3owBoC0wbe7brCz4LspFWQBZur7kBsDx\nl2hgrw3SCt/KCRa3pQ4cOHn4+8/gP939N/j6H97hJ5jY6Lw1472FHQsYY2FhOBAONI0Rouh3fwd4\n4wfo/NAK4OBzwIarEaiRYlBkDGCq3lvZnVL5a07RQ2sD3uYprheASKe5gJsBsPZSVi9YHx9udpIB\nSFidxfQSdJYpP0XH+ISwM4O0tdvtH/40/uY/3YErLmPVpdWFUIyA3q9Vq3/6BannUcxtnzyn++2B\nHwBTR70qT9pIY4xAnjHUVsSjFVBMB08SGYPFfEanDFdhssCRhYmolQDc/cB38NyLr+IP/v3/wjab\nhtrGNDtMVCqhfZK1inXJyDatPUt5Leyew/mw8Ey8mqDNBz9Hv4++4L1q64PAyDou9yyBr9ZMGMBa\nxLE1qt/WGr4vWRUf0Jk8cJuaPE42jyuYxWHVNKwl1s8xopxEt8NjTTQYWItguy7Ah58R0XZnAXOp\nPt21dP7mX/jXaD75NXgoVAbeDNkAb/sxqq9jL1JeZ8/AsdJB/xbQtFCdSPotEmXpE3AGTDU8Ix54\nEqsxwtH/JgrIrwCztHW9s4wDUCUSj/PRsbu+eB82rV2F3/zln3FxNENVs+qfov2QNIZWwD7+FxQo\nevtbqU0DcMSDOElJrE5ZWFW5fAbsNdyHw9FZin323kVJdzHE4mIYmIWSpckAamlPEwtYH/aAJfgL\nkcH4qIoDaHNvpydMk0RZzzt+MDRx77fJr06GVgCv/2ng0S/5yWXj6yhuWnLgi5BWtdHboB/Wh8BI\nqVFTtykQnBzIYNl7coKeXR8kw/3xDSEYLqRbov5NFlPKqRLqkHH/tVdcikaDQa2A38BZAghUkXIs\n9p5MEFzLVqaOeaCswUprimzZWrwYkONWtdV4kREEj4W/ThYROshxtQ4MjWPtxkuwZdMGundmgp0i\nbJhuViGA1+3ATcJikyRMmTCC+r3YLge9RWLyNdSvn/tbWpSMrKW8tWaAYy+Qg0dtkBYPtQHfx7ot\nmiQdGEVxgeccrUwI/GBhH/7/KD8uNEydYwG22MN4mswnYinzuBQwHKh7E+BPJnlV/FIxRu0FzPf2\nCquSd4G93wUO7QbWbAPWbiOtRGO46GjRVwbmITpIseuvmIP9kywY1ex1W+a/aoMZMpXXLPOAXcaC\nWoPeZ63u06nUw0WDQcgyVhJgMDkW+2cHNoBiX1omskuLiLTty9+iwB+30UzZRYsNuixuui11nTiJ\nUD4XSv1rn70P9pnlA/5ILKxd+L8LUZamDeB1V9rH//L3+RdPZPVh+mzNIJgsHXOiVtc6uKiIpuJz\n9qysDyK4sFL1jFuyWvSqz9D3l3YC294SrgCf+xbwulsQRvVNDLo2p0k3FcxV31cfpPw6r1i2lXLG\n6MVbQhYvArR6QS2SVSmQaaVKNl9i6JxS85SygD0mlhqHMZA9f/Ug7BgEo5JQzAngAYayXzQ7Xhsb\nwIUQ+9BvA5e+DQDbMmnTAVEXSyBnWQw4UCN1kXt7txWXANMn4QJyG8Dv58ttVVTJgRNDqjHIcWH6\neMEweyY0qXAOQMxuZaoMZfZ/MxN03cAYPac5RSzW2Do+BnL66LSA8fXeG7mr7LM0INPP0zaKmvGU\nvjLEu6SYDDjwHHDpm4DDuzmAr9ybKXZRAU/H2FtvqygMrByXOiy0YRvVhy0ZX+DzG6RhIpDL70/A\ng9u60gBb3kRe55NHCEi3pj0QLzyzn7G/0MmjMujz1rdRIPxeEL3oKxk3gtA8hvsJx8TMsvD5wpKJ\n+YxbTGrHHkuLEb2Dk+UxKcUQpvb7Bei9t2bL47E+8RXg5g/6cnZawKtPA1e9g+Ojgsc/3Wai8U4Y\nacNpuDmPtDnmutvTz+5D7LP36V/uW7bjZ5aFDdxYdYO9eeSXFzzdh07fuSzKv5Cy9BlAaaDChlTr\nvs3quGk80Jw6PYHn9yUi8+dqoJHYatOnQwZBA5PkmKfAnwENEFvfQB7CM+yZbAxwzf8AvLyTbbjK\nEmMZHCNmrlf5W9P0rNoAr3QR2FP5lX402Bp9LJ6cIsk7pNqWGINZhZjXlZs4BlrinsKx8gnlqWd3\nY1bwa7Xm46i5tIwa7CJ2K1AFZ35CWM5y6dv4i0xult5Bp0kx67ptmvD0BKqBhDAnoiY+ud+zWE3e\nOm92gkDb9CkCXs0pBaQsjpwQG0BpG2LbynUsoA7wOx+4PqcmVS36nORTwrGYjMBWViM1bGuGQN+G\nqzmQc06gZcOV5LmcVbyji3iHa4nrRmKG6sDSLl8ZgbiTB6nfd2YpysDAGFx8P2tZfepuggfD6piM\nAylvUv1u5HoTnSztJrRY2/n0HmYkDDsBJRi1AqhkeWUnhYgZXkvq7PoQs7R6qI8WhT2lrJ8pwK2P\nxWxsL0n2Y9X/ZbFDP1BkuXVagLcjTeRVjyHBqaxcPaxtAA8exeFjbANYG/B7TcftHQDWXB5mrFoD\ntt1E7W5gVC1+VfsSu2Apcy6g3fr2nKv555xlPm1g6UkOu+B/F6IsAwCopDVFnbJSCQcGwA38D//g\nOXzkP/5J8d4ADPlJfcMAACAASURBVIEGisFx2qMUoAnUwgdejduDVYBLFmRiyAvQpHviFbiTW14P\nHN5FbEZK9LZb9SEOdFu2uTen2W56JxTndcwDg4EfjKKqSS7/C4c08OKTMxMECGVropHVfjswnXYw\nliQGFpPh9g9/BvtfeZUBfDR56bQc9ovVwercYhi0n29xakzdJmsc6mWlN1WIZ7nCzhHGO4sA1K4l\nUKx2fAgfDsDg7gcexp2f/yuVly4BPtnBo9uiNqd3KRgYjvKu8h9suaXaZaVGLIs4S9UG2KxjkEI6\nWUsLgjNHaOI7dYg+W7MheBTGUy9+4nJZC6QCl585Ahx7mdKY4Z0Wsiox0xLPz2pPfVUOB0C73r5L\nqwC14430Q1cnkWdpr3mmS04sN3/wI8hzrtuCGle950Ki/NlpUsSCyZPAphuo/htDiXZwlhKovCsI\nC9VP34xBcZB4+vp+Jug4wLZrJ6qfpdS/pen5r3d94ev44r3f9mnEJjwuRBiAS9/gv0s/ac2kA9oD\nKMQ0dcx6YRLqP+9zySImfVGWjywvAAiwZ2DFq4QBP9lZi/HRQWzbsqHPBm2BM4cJ/E0cBp5/BEUG\nyqIQEDci1bDyErKlMxXgu2wXeOBZH3/tpZ3RY6OVnET4bwx5G73AY40nIb0ilImlQJhZdayABNXF\nickzeT1fay2xM5MciFuMsAfHeJeHqr82kfa1V3AcQDF07qgQJsFgyOVzk2oMTLFwE9lrJHb3g/oX\n/CIGvNpXjjByjVuUGFU3CbAtAClmD0Xk3qyCtWtWY8uGdf45FlHb00Am9+/GgcDcv79g+z5mh6ZP\nAdMTdKhWJ/YD8IbtADu7gFSy666gGIPSnzPFNmaZD6Fjcx8eR9gRV50KNInNY96h/jm2lmz8xtez\nbWEe2teldugR9XxYiUpTkEXMpK4zUSHqd2XLwQ+HAyIbQGF8ooudXWMEdlJy/EXgpUeBTdfT4q0+\n0P/iqRd7F9v6CoMqLN2c/dP2Tr/AuiJRxzb8KWA5AKeJsp5lAHmyARz3+dO2r4A3jZC2OjMR5jnj\n2H/BeKcmkl5e/L3KM09x6t/Yi3oZraktLjKACyXLwAYwJYbioLWmSZUD8C4AEhBVIzQb/tRpWGpK\nTvY8DFQawLab+YAwLpqqz5Hcw1fLkb3Auu3k4XhiP7D+Spq8Gmyc7QaBVBr8rNOHCDy6MDWKYXB2\ncfzbqUX1RCj/2ei38YN18NheBuNleY1keKW3cdGi413Js6yyzdJgN55AnL2bK4RL0+x439x5WmJi\nd30DfmEBP+C//D1g+7uUrSuzwaLi9SnAA2cgYKaBEHA4+ye+Pm97IAd1W9A/ItCpmcbYji1grCVf\nloDf2NooLQamOnC0SIv3t331adqSTrbCyng7QNkxwTGPeoGg65FFGDoxDxla4ZnFrAKs3sq2k7wX\nq7S3zqxS6xpf93rfb1PxqmaAWbtKsUxldn8B8x0xSLL1obtW28DJPQxITfTMZIgTTmvtldQ3T+2n\nd9OaQqCqjaVMvZwUPT4k5pJ+QpYkvZP1qlanrcYwd3l8n4x5ue8D3Q6z49XQnrSnlIx70r5EG2MM\nscqywAFII9Rucj+QY1Mc5quRcOyJywv/DvY+Cmy/GX4uOzsbQAJ/qrNHc3927fKwARytbrA3jvyL\nuS+cp3z79P+5LMq/kLJMqRRLdlJ6cuPV36mJSTz/8kH4XQnUPc4ORCYRIOjgV7wD2HgN2U4JeyD3\niqrT2UT18Mxbt53uXXMZGf7CAPt+CBx+ntRQiJ4bl80Y2mWhWuNt6MQhA8UBVVRtYrPlYkuhONE7\nb1vrY63Z1KCrv/cY3GMR8De8UiVjgEpd7QUMHwNPPjVzpFVrbqKHL7tTvVjYr/67ufO0RMQ+9Nsc\naoFBhOxuwhOIue2TwN5vU3y/TtOXW4OwyN4VgK8/ZzvEddTtsAd202+xJluFsRw5fgr7Xj2q2oV+\nHkIgHhATMYMBoDlDQK5SAUZXq4JbUv9a+ODXcdvPc9ptY3Cc+szYWmLp5HPVJdQfRtd41acFvEpY\ntskTR5cmXZuzA01XTdSDY/RdbP20k1PQxHmM0OGaZKzR7yYF/iTEUjHRULThv3P8sNj51B7YLgNT\n8YbVycXgL524H9+OPU9gfXwjhb4RR5i58hVLkixItIUgrbkYQdW/U4uMUmAp7TQ+p/tGFl1rescC\nLMsbIhtAWcjovDivY87D6SNEAOg6m5nwtq/BY3rMBRLweUHMXqS9qZ/6bxnJwvN/fSxU/hHK0geA\nqT4OeE88ZysFwFpvA2hzhMXTjZ9bvANAajU5OEoD5LGXVEc1wQcAH2S2OTV3GcbXATveTQGaD+4G\nfvB1uq8s8rxMxBbA4ApSk+UdAlhl2xzZrp/89DZeqZAMBio+nClO/C4TemSYxwgxfZrejWwFl2W4\n/cOfxv5Dx+BVeG0/+eqYWRIDzKnjFLCRcAgAgAy46sf6z9N5Fnv/x2G//XuwD30G9mu/SW1p3+Mw\nV78H2PfdCPiSUFxB6xmYwMBcVLBzsDOlc0mxHdz9wMO488/+im+KJ+rovWubP5nU6kMeEA0M05+W\nbotud6GMLNu6TtFEuP9psjE9uJuM5Nds5Vh+1gMvxxBbSmdsLYHBFesJ5A2Nhd6Y0kaMIQemVZsJ\nnFbrZKrRGKa6H10L72XJUhUnl4iBlnSD/mp92ZIAJ2KtAo9rPiaLvbwT2PTd/MGPINfAVBZ2OnBw\nP6Lx06FnAGuAgXGyM22MzAHM4rTmwwomJK5X3f710OPGZ/gDegwrw9N9MY0oAbFzS2ADKM9zaRll\nAsPH2jPA5utUnVlaGA+vonxoM4uAyQwX4eZ9n4F9+mtnne+iJN7hQiV93mQx4N+yq4QFkaUbCDrG\nH8E5PimejkMrINT4+Mggtm3dBLeC16oCrWpIRn5X163fTpP2gWeBTTuifCiKvsEqu3ZTbSuVSLvT\novhc176bwNqefyDD9BveQ2zN4BjcaC2DtgxYwu4NjdPxTsuzR5IfvZm4NpxH5kOvVOuewXT1wExB\nbNczH9VvUDVq1S0OMNWGtwGE8SEQArWXqCSYVRka957VsByUWDuGZAs4KC6M2Hs/Rnv0dts00bab\n9B4aAoyoLs0td9D1D36Sft/2SZ+IjnvnVL1cNzrocBxiI/B4lU9lPmAyOBDJk+ra1SswNcv79Op7\nddvTKMLyc2oqjmUhJIujEr3qdOIwvcvx9cSCGEMAZPVWKt8176DPoRVh+xHwVx2gspuIIc6qQL3i\ng2a3Z4Gp034ytl12iMlo8TTMzGTe8SGV3EIpCvkhTgSapavUfF90IUkUW+rU3OKtKu+wB0sFUD0p\nMPqmHdt9G9f5AZT5SZxm1F+NOm74fbzyfWDLm4HxTYA5SMeaWh3co78vlONVme1iaiu80u8pEGMp\n/E3pmGCKVTYP2bx+Ndas1OG6NCC24VgMC6ze4vsy4Bcm3TYvNDTiNeG98nvvo8C171fHpB/OvyBO\n/RuYCxkEjPZFueBkedgABhOSiJpoZGJyp4xaNaYGDAUAtQG8HjS1TB4nu75tNyXSiqTT7O1pNnNa\ngT0AR14AXvw+8Ib3AFOniCWU1bbkKVBbqAE+z4llsZbj7OkJmD/FLlLYCwGUsXehxMaqRSqv+UoZ\nq6BDiui0xatSJnAwwGhOscpQXy/ASJVvz3cXfE/MsxH76J8RKOi2Cfg1p4C8BSCjiQkAsgzm1o/N\nndbeb/P1VXjbPXl/8HXiTBpU2BOp/6Sqq8yQPgYUivWTfidG720VnBY2tAMUOyvpW6cOkSps45X0\n7rsdmvxk27ihFcSOt2aINR5ZRYuUjphfaGCa+SDAEhew2/ag08B/zpwhgImc2K6pk9QvJfZgpx0G\nBoYpxqbU9RsfM8bbD2ppz4a7T0ieHLiM+6eqs6Dq+T3G+ZGQMLqOdb7imHpx35F0N78RQJdsApuT\nEQhMyLmyfwXpkVZqm7/g1qwkr4baWGxPLGm6+xJzwdmItWqXJm53QfpS32qxagw5OY2uVc9N1IXw\nANd9APaejwLb3+Kv42eY6z7Qf1afvc8Dvazq40JGslziAI5U19s3jPzigqf7yOm7lkX5F1KWrgrY\nqr8k+IMfCNQq5tTEJJ5/6dVogI/TVl64yX4YDQojq4DLbwQO7Sl69MbiBu2SgWWQt9xqTlJHXLcN\neOvP08R4YDftB3x8H9kLioNLXA75mmU0MdcZ/M2cieKYgSY7MXoWRsgFUVVSG/AMZp6T2qzT5Emn\nz0HSaOYjlKd2v4jZWb1tE1/nmEujQMYsh+kQtsP4d+bYSr7/yrfhtRb7xBe8KtDVb04esFlGg261\njp57pyox298FTBxE4IE6B4nU42DiEqq/I8dOYd+BY3BMcUC5W2LWGiMc9JjtCWOgOLRCOWrIYUPs\n/MargGvf5QM61wZIbbtqE7BiAzPavBgZXknfO6w2jp9jLT1/dpLapsl4m8gGbzNX8dcOjNKzsiqB\nm1VbeYHE+RJwmVXpPh1WydWTYvY022rAO/lE4K/bKYI/y+lkKm+uXHxRvPetBXY+9TxswT4XCBx+\nZL9jfa8W/VN7ltocePWHgDXEBI6u7a0OPlvwN5eXby+AF+eloD6OmG1ZkAg7m7oegLN11c28Twls\nAEUGhtUWhybaHYQfsP/pcCHlAkAriT2T9eltbwlPZNVEaKC0uF0+nBYBCBk/o44vPSLooiy+LF0A\n6OahxECoGTynkiH1y8PffwYf+eyf+A3cC7dGITYKA0FidBDKfP0VwKVvpEll72NFsGVjhqWHNEa8\nqmpglNiu695Nk+K2m4hpyTncxcs/BHY94sJEJMUYYHCE7bA4vxJ0NGCM1ESWLC9PLo1BZlx438tO\ni5gaCUpdKukM3v7hT2P/gcN+t4f4OnFckEnNwKu6dYgRB9gNFpaV6F/sPR+Ffeqv6e/Jr1A9dTsE\nOsbWkWpzy/XAqkvJq7c6yH8DsA9+Gvb+O2Dv/RipjEvEvPEXgKe+7tkLByz4fQWDuBzPWH3OW/yt\nZI/agRH6E8DE97o4gAC9bwnpI9LmoNKB3SnnRUBue5ba5YoNagFggJUbfVpZlX6PrGLPb1b3OscN\nxfpo9bcuXyztJrXFdovbDTNm06f5/CyldXAXcPIVZg5zqoNqA55JBnsClzzHTc4MVKsNP7aIiNpX\ns/a6ncagz4LelXu3mXIIynDzB38NuQsMnFCNBt21QnEgxbs6BW5iVi3vEAhEBRhcRe21PpReoJxt\nH+vrPhv9yb3w9dJrrAkcpfrJB/cRJEBi6f103V1fuBdfvPfvw/vE/rzCge2HV4X35l3eY1uejYTz\noE3n44XH/Hmdf5sDpgL7zNd7Zts+y8AvLr70NQGD0p6WmRo4X4R/F6IsbRvAYLUig2cCZEnDNgbj\njQq2bVkfTpruGgX+tCqtoAJLPU91kPogsO1GGniefxRYv423kzpLmeFYadU6MSmnDgKbrqbnrLmU\nQF1zmiajyZOkkt5wZZhnbX8lX2cnfN7rg7wnbDsqjo0+gegCOPWbfpaAM8e09h5MnQ3g1Ak6MLqO\nti4LHsnq0g6DwYFR4OiL5BzQblKe4nHKGNhn74N53U/1fP5cYu/5aOGYqJbtPR8FLn+zZxu23eQn\nHQEabqCHt79cvdnHTRQVVW2A6o7jhNn7PgHzU59KZ6o5DTz0fwC3/haBjiyjY8f2MvM77J0DKjWv\nMp6d8GrCgTHa8UJUh/Uht6PH2g3rMdVke9HZSQ8utRMK4NmmTgtADuSW7EoBz9JOnwE27yDmusog\nU+w7Bdw3hqmftmYBe4Ydfloh++YAv3IAKrVNU3Rbt0MgdmBE3igdH13DjF3uJzwg2oow0XYd68dj\ngFyvmU75Xan56zLjHZaCsUr1T6mTSjUEL/yd4gDC14OA1Re/C1z+dlYba6cD/hNWrDTWnfHvGCDH\nkA07gMoAsPoy4PhLBKpj8xiVt3OTsveoz/sPANF7Kl39JpLKvbkBwKYFreKlfTrCbN4Q2wBCMXGS\n7zwcJ08dJHCt8z+2Hq4NBGO2XuhZcv6456PAZW8KHUxkH+LaAOzzfwdzxU+Exb7/48BlijXUdWlV\n/RsAVtqCRWH4X9JiYc2FCdgWWpauDeB//ZzqJCiuZvRSNw7NYHMeXOHniEJwXZ1OD+nHu8zmwCtP\nE8sxumbu6+eS1Mp2aIUHFKcO0bHGCE3uvZxPCuCWGb46GyjPTqVt8yhBzFk/nZb3TpyvjKz2e5Vq\nqQ+SrWSm2Ec9sLp8qgk678Jc2//ewPaej7JNp05S2BkLTBwh1aUFMb0Do9EK2tLxxlAUBNs9gfI/\neYKBckZMTaVa2qbMDT+XzKcDol/9dzAf+F1/7t6PARtf5wGgeNtWGn7ibJ7xgbpbDFYNeOeL3DcN\nYbeEcZd+pB0hYLyHNqwHVTYngL7qEmakMgKUoobNO/7arEo2jfJuDX9KuwyYfYS2j/LFqIlXVKzy\nKXH9bE710Jriz0muozpdo7dxS9nTydgjzh4p8CGRCLS9l4wzru/GCzOZgJWzS9zftZ0bs/4y0VMc\nScDt+CJbkgEM0pXZiAOcSl0aBOwGpbHhWsDwwuHUft4vOh5vdZmWuAir7ACZHsc0AAJwtshH0paA\n9gXqF8DRl8gLvTWtHMEAr6qGamsqe9YCLzxOsf+097jMY2eOAZe+GWhNw1z+Twj0Xf7WqB3rPCWk\nwHlYZP9/e28eZ8dR3Yt/q/tuM6PZJI320TpaLHlDeMEkgI3B2MaATUhCHkp4L3wIeVkAx+wJxImB\nYAPB78W/R0iABOJ5DxQCxjsG7zKLbWEw8qJ9Ga2jZfaZO3fp+v1x6lRV9+07M5KurJ6Z+s7nfuZ2\n3+7q6uquqlPnfM85694+KThwM1Jz5HmNv1/zcn/ee8ekuP9aIpkmYJszwRMMEFrsmi9hTkPvwBB2\ndB0xgXQBVATLDV8MVQeBiQh/AHXmxecRj+nQNqPRO1XokBtW+SP9wP4Xgb6jtIpsP48mgVSWNDoz\nF4XNd+EKhssul4D8cJhL1TRH8aT0gag6eNjQydfHHkhNHEBLszR4nOpsC3fsDJLKQDvzeCl1n1y/\nyGCucjvLF344fn0ByC13KW6NMPXRiw11Hw0zaQDvO0TC3+AxEgoBql9hmLR+rP0xdnZVnhIa6hpJ\nSMzUK6E7qPzwmc9/j8zLd38K8uffIPNyICFf/CHki3cDqy6D3HynaarrPgvx6veYcjhzRGGYskAM\n9yjt3oCK0ShJEPQzQHYGuvvz2KdD80gTL7BcNAIiAPQfpQDCZSsfcDpHDhz1LdRW81aSdpkD5DKK\n+bAps1yg95d5h1rgZIemwCz2ggDaZMdtCxgBFKBy+HqhPpOi+/eUUJTKQefm9iytUmw0AGEEymr5\nfoOS5e1rvT/abGmPK1xXmHejwtRtsPk3WyFts619W6vfQtdI5UzQe2uRLFZfTaGG+NxQuCEZ4Toq\nzemxHQA8lYawRbVVFa3ouKhyzETH0mqoENKthUJcHfyUyvEb1W6p52L39QmAOICWxcLzjTWFy0lH\n3pUlF9Jvg9Z55RIF+Yf1/HVd+Dla7zaPh7zgTGWArY+CF29yx8PAsktj2ldGvkfu1+a0xtKskgua\n9V0YmFogmQIgYJlsqkCCXtp0vdpBS5pNv3wJN972TZqgCsOVfTwyJlcvP8KbmcgA5vlEfG+YSZ22\nam7f04AMSHA6tI0GhBmzgHlrTK7JdB3FO8s1RgRlIDQR6ElJUMyq/qNUZyHIjFbXdJJ5M8eeHHQc\nQL48T5rDvfSsQhpcNThyruX6Fho4i3lUhC2wv6cykFsfGLMe8oW7ECaDx2hbS0USRmYvpvbd+Qtq\nz8bZJlVZtj5+0OQJN51RZtp6El79NGkB4pLV28Lg4gtIuM/NoLqtfA2ZXPl3P0XC4U+/Zl9UCVBF\nYOAotOk3KCmhVZkcew4oZ44RYHQIG+99BLd94/uouggq5kkrNKOV6l8YMXEvi6NA3xHi3I0OUbsE\npcpMC3Z4IilJwBgdGnvCSWcr+1uIe6XaWPjmHWFNHPPYygXSkAcBjQPamSMY913VIWg4Uw2gzOuW\nZpQFqaiTSLloNG6INKuEEdr0DqsfqnOIA2i1WUS7Lla9GWLZbwO7Hgd2PwXs3gTRcSVExxvNMauv\nRgWnL7qw5OuPDlLecvjkGNKi+JunxAms8lxr7kjCmryYckVcPU5vgr/923fjznseMzvqm6GFf0bU\nkYjN6bZJPhQ30h6XhXnnR/qAjteY33l8FKC+teZKOqYwqK4x3r3FtRVbTmLM/Q7TBsnlAFYDc5kY\nhWGajAsUQqS5sQHLFynTXSZHHYUnUw0BE4dJbVPhQMUK1jLZ6MF/HG/OoGQ0WzNmASe6KgeH0wET\nxIWgCefgi7S/vpXiT/V3k/CZqaNAuWUOIh0ZcABU3LOUZL5jKO2avv9CjFA7AfPvuo4lyGYylc0L\nkECQrlMTtSWQlUtmgKtvJi2cHVIhzrwNCfny/UCpUBEqgUIqXGpuuzRqAg8zCiPKRK68Rv000HGp\navPApHbyUkZgtsOvMC9SQr2TqlqsmTvn9eTUM3jcEowQbhcrQwiFblBl54fMtew2Z+FHlsnLvFyg\nybtcIq30wReAeavJ47NcUO3oo621GUPz8tY8pAQEbgMWXIUg4ZVN8UGZIsqEsmSoZzY6bDyfo4u4\n4R5oL+kgqAyea8tFmYbI5CZNuwOmTYIyaenKRZOhQViaRf6uTbq29qeatkoaz2e7jZn/p71KmXOn\n7jEoknYxiAuzYb0nIacaYWkNaXv92o5ICKT4CT4UP3KikDI+HVpxBDi6A2jrIMeQwjAg+0h7atdX\nay2VtjlceMw+XduTr2tooRf1DB6vPPt31iSfOio4gLkmCtvFfE6g0jO8VKA+27qAtrkdW+YZnqjd\nZkKNG0y94GfF7yzzfFsX0uK/mnY6FpaZ2dYaM04qQ8rZx3R12qg1kskBXNchn/nuF80OLXSpwbaQ\nJ6GPIQRlneg9aF7sqGzAuWcrEDOQjKft446utQDC6tBVMGcZaUlGBqofY0NP6jxAjDO4sndncVR5\nAgtK+1QYIjJyKmu4aPkh5Y0mjHAyUQjP5MK0941/YuhfBbKKvF/MV/7GsQ5ZoGbhKZ2NhF6AmfiD\nknn+7FG3/GJoT1UeVPMDKpRIVvHWspZgEqmw55NANdIfdoLhSbw4aoIkRzOwhPiczQACEpYCK8wO\na2xZYGEBg0NHBAFd20+RM43wIV77J+TxV1bhflIZet6NbWQC48uWi5TdZo5yMOjZDyxcR32mrpmE\nPuFRfThoOLeRSrOIVJo0mn7KLEJ4McFm3pB51jfvccsCFaaon4QkISzOX6Szcvv7GRJMeHLK1Bt6\nAKe2s72ig7JF9hf03+cQMZZWrwLWYqjaeMjCLnsAa40gC3/MK1RCZ2k0fFueB53+UF+WzcaRTsEC\nvuWAJlaGyf7jQe56onq6SluzGW37XDPQtgJAAPSp3MFFSwgMNU/02Z2uFik6aEfAjhKhfTHtZ36k\nMu13uFZoWUB9J5MLW3psbTDXmZ2s2EFppJ8WmKksKu6ZU5CmlNaP48oKQYv4GbPonNKotQAbp92i\n4PmK66fgnXfDpODANaTa5DmNv1Pzcjf3fm1S3H8tkVwTMGAJcx6Zwfh7pk55kLLqHDTptSxEb/8Q\nduw7VNkf2JwRTe9WwQmZQEfyUkYjYGsaxkL3bhK8ZrWT1/B4xwdls9rm9FVjoTSqNE6StGnH9gJH\nttNgU99CQkddE8WmS2XUpD9sJseJQgZWJhIx/n2A7mHL9r3IFwrVD+H2j+MxppSAVi6SdpOTsEfb\nPcRlEeYRL79Yee6qutuDnxBU9qFtJDh7Kes1YK2N+vgpeoZBmUy1LHy0LlQa3yyZj/XkKs117Hdr\n6AQwMqi0VpbTBax3PDSZWosaFmDY4xeAOOc6etYsPLYuJLNeYcQsVnzf5KgeHQRmtqP7QBf2bd9G\nx+UHlMn4CNB7hJxXSqNGEzFnGU0+zAFk7iiT7JvnUHtk6lRMyTqLJ+fRPecHaGJrmms0dVrbqTyN\ndUxCzyxS+J7LBWrj4qjRYAUlur7tKFQaBWbMNvXU2sMJLgDjUI4seIISdGBtWTZp5DjfMYeaYUW1\nHzFrMxcw5OVK9795y3bI0AJCQu54RH0ehdz+E/o8dHNsVeWen+r6ilVvhlj15sgBMuJFbLVFvh/o\n3g7AB1raqd7pHIw3sg3PnFeTqSQiOFUg8qwmYs4HJnbMOKjgAA6rmIDjBQ+fuZD+9x81++qaKHxR\nnEDqZ6zsSDCmeAmKnFAqQi+4Tho8Hklo7p/DtMa4vVYI8U0hRLcQYou172YhxAEhxK/U59rI8b8W\nQlyntpcKIaQQ4i+tY+4QQvz3ca5s/rPZiLVDQpC588Q+dYyaPHsPYNNvduLGW79RvTg27Y30Ra4h\nzGqtWGXlbB/L8Z/0ZDgBdbwMgBMHgO49VEbLAmD+6nghyt5nR+q3B4dQmAbrdgaOUsw1Dl9RLlI8\ntENbSRAsFUiTxaEovBQ5gZwMbO1PLFdQmI+IcABjta6WVi7qGMJIKeFQKG9Pnvw130qG/4fqAiNw\n8DHCU6tySdkqJO8XRsAFqH18lVGFzYD7X6Dj/RRwYr9JcaYFWFv4s+px8EXSBDOxOzqrslbLFgI5\nAwS/ewDQ0EKhIFT4GnHlx4hcvncztUtDq5o8lCDF1/I8WlAc3oaN9z+O2777KHB4GwU5H+kn02vj\nTFo0tC6gxUrrfGDgBNWjVCRNXK6JOICNbTRpnThA18jUAy2L6N3OzqA6F4aBbJMKc1QABo4Ae58m\nXiUvpjjArfCUNrOgvIjV5BcVirkdOA6hbwV1TmVpgq4QpIW1bS8A7UOqCAtxHrqCzdFp0y/1b56J\nD+lnjBabr8Eew9yPrEDWl77rLxAEAT0L+/qsceT7WnE55JGXILc/rITChyG3P0xa092bQoIfC4Ji\n1ZuhnWwqDfQDXQAAIABJREFU7lW9I6MDQNdmAD7xi+efY55FqK1gxj/7exSnIoCFyrHajdvC/h93\nD7b2Lz+ICQv6VVDBAWQqjE0HEF7Y2xcwi826xvB+HjMrnFuU9YAdiaQEEJgsM3ueRSUNqdoCXmkG\nQ05ikXHp9GXjVxwSQCCCmn+mIyaybPt3AFfH7P+KlPJC9bkfAIQQ5wLoAnARgD+yju0G8CEhxMmQ\nFqjDD1lcKeZdMWa2A4deNNtSojkriAMYKod/h/lS10ydID+IkHZGCGPG0zwZu4PxQAwzqXIYDNYS\nVb0fW1slacI+vJ0mrLkd5HQQp/mxwemvWIPAmi4BxPbmoR7SWtW30mCeytLEfLyLVqKlArXjgRep\n7NaFYSFz3HuRdB5P4hXH0T+TC9j+wRLMSioNHD8LnshtMPle87lg3o26JmNiCWla7LYRip+meI3a\nDKMuKwSZOf00acwA9T1dqV3k514YMQNyMU+Tb1QgNTcAtJ9PglVWOYekc/S+8SdbH+YAAtb9BibU\nizL7h9LgzWwHllxEz6N7l3p/pTXZSLrm0T1AuYS29mVoX7oMWP064NwrqV6Ns2mRkMlR3xg4BpRK\n9HxG+mkx0nuYvKPTOYrTmB8gga9xDr1vx3YDx/dCh8pIZ4HBo+o9UdzAhRcA3TuMtzd4kmIPWpBG\nWwh6Fra2VwuMvtG4cQiU0qhxPGGTrJRKI1ZlYRDFWO++3YcFzCKwOBLuE5C0YMk2GS2qfSK/b1x3\nC+vXdtAX1oBG65lrUmNOHujZS+/0zGVU8sor6TMGP1CsejPEiivC97LnqcoD9z0LyBTFCZzZbrSc\nkJEqWfcmhBHIeZv/n7ImToTbTy/MqllFrOt4Po0Lp6ntWjRvFubMaq78YXQ43I5RXl5/Ny2KWpUm\nUEp6/+OSCGgzu9Jsai9v0FhVKgBty6CVD+OhwmSuri3LZjF9kt7QDmNDCHGTUnjNtvZ9UgixQwix\nVQjxFmv/q4UQv1G//W8h6MUWQmSFEN9V+38hhFh6puo7rmeClPKJk6hAGUADgOjbeRTAUwDeC+Bf\nJ1QSv5j1LcBAN00ufspofoTiD81dRaT2hlmALON1r16H1110XnyZFaRbtWJjYc/WOvHgUioo7QKA\nqHCmy7NWmzrtWmTQqgpBA/3R3TRwNqtwLH1HqnN41OWBsqmXlAg7tqBSA9J3yJzc1EbamwMvEDeM\n4xeWirRaDcomq8JEoEnszF8Kmyju+v8+jVDb8/eoCZfjwzHsWGd6IeAbz1h+BuUiccwaWsPBlxH5\nanPGeIDMNFhaMkAHN56/HDi6r5JnGOWKccw07XCgLsivB9+r9m6NaKFC8yIL9IGyMEoj8NvtHJSV\nNtuuljRCyazFdK2RAUUPGCYTbipLAl5uEX5/ngB+azUJeSxwNs+l515SIVnKZRNQnJ1xRvrJW7Tv\nMLR2flBpdxvblAf8IH2CurCAYwdjr2smgTFTbzmMSPP4JWfYSAFCBaz2WGiSJg5fUKa2ZXoHP68Q\nby9O+2c9zwmpQiwhVLe3UJpoeywA3XNRaT5t4ZOF92hZ1vWf/sFXoWNGsqYp26ieZ69pa75kMQ8c\n3XZyXvtAyGsYSlsot/04fNC+XwALXwXMmEPXGegOB8MOOdQoQV6//5E2nbCcETNOjHlMHHgRFkzg\n2PFx43tjcu8KUelMM6LGzJBQmDJ0D65GQ6vhs0pRWT1eLHGblUtANkvUhmj5UUQXG/Z1AxVEvKTo\nQnohMrlUgUl0AhFCtAO4CsA+a99aAO8GsA7AAgA/EUKsklKWAXwVwPsB/ALA/SBF2wMA3gegR0rZ\nIYR4N4BbAdQ+8CFOj7jxl0KI55XJtxUApJQvgYTKJwD8n8jxtwL4iBATTYhqfalrJm4SpCF5axW2\noLArwz2ABHoHRrCj61BMOXE7LLNOtfyKqQydU7TMaBXlxXSeqPBXtcNag1NQosn4RBeZ+BrbSGhb\ndG6krJjrRXdVmL/s60GFknmZvENb1OpU+LR/qJdWtvPWGOeMMe/Fuo4MDO9M11Ngy/Y9Kg6gVYdo\nORxCw08rLRisVXGkPTnbBBeXHyIhYOiEySlcUe+owGVp8lJZWgyw1125BBzeSb/bmoaKUBrWfcvA\nIptHBmHAylKhT4IW8EIhRnzjKCEDxcUrGY9XT5mdLW2D3PID6/480tTlB8kzta6JNHQnDgB7f0Ve\niE1t6B4qYd+R43TPuQZqt6FeOj4oURaaukbiK7Up3iqbuvu7abtpLrU7ay2HTtDENu8cK24ja3Xt\n98Rqn9EhtWCQVndQwmypoMzloIlMB6IWJqSGDAwRnzXjLPzxdmywdFuja++O6bvCq+LoJRF6jn6a\n/vPiLVAZbTinspcigddLwYwd1hiSymLzC7sgRwdJ2EurDD7DJ2g7emkbmYj58VSgNYHWfe7/JVAs\nATOX0n52fmJqBPPWfBWv088qDXuD6eO6rnHtF0WM8Bcdn0PhdOLOrS0MB1AJS8z3jB1nInVtmUf/\nj+0xVRSgrDlAZRl+Cnj2B8qaoH6XgQmZVQ1xY5PdrySs8RQq/Z8tKDucJr4C4GMIP9B3APiOlHJU\nSrkbwA4Alwgh5gNoklL+XJIn7rcBXG+d8y31/XsArmTtYK1xqgLgVwEsB3AhgEMAvsw/SCk/LKW8\nSEr5mH2ClHIXSNL9bxO6gv0ip1RMtSFFwtVxkaw2qW8BhMCmhx/CjV/4RoxcNo6QxubLCnKtmriY\nA8MmyFjBr8ozGtNRoso5/d3E5Vv8KnLo6O8mbcCc5TEL2nE0f9WOkyDngcGjwKLzKP4Xr96DgMjg\nQZmExDhOXrVyAWhTh/r9hr/4HPYfPm6OtThPps4gr2UvRROfhAlKbAcmBoz3bFCmQU4IQw9gXli4\nUaz/IjIhWVrEUjHswcvetRWCnfUOhLSKMt7jUEDF0KNridXXQKy+prJM5imyUFXM00A9ZzmFsJm7\nHEhlIK78KMSaa3VOYt3mbFqqbyaBdkhNGpk6IqQvWw/m2W287zHc9u37VVtLc97okDLv7iGtWrYe\n6DkILH8N8cHqWkyd+4+QqTbXRPtSKsPMka10nboWq4342Uf6rudZIVZg6qKbxRYIoDT2ReMMZAuX\n5aLJX80F1jWbOmjOmuV4YpcdMjVGOG3RCbbCrKsWAfw+Ct84+djp+nLN4Xbw09Te5SKQ78el7/wA\ncQABK51jHCLvzvAJyJcfhNz6oMkYcpIQV91MPMFUlrSO2RlUt65ngLIEFq8HZi8nk3DrQvq0LIh8\n5tOiMp2j86Om8VNBNV7v2HcD3adsZ66JfCKCeQUHUAjS4vF3G1HqSlEtfNe9Mbx/bkf1ql/yLuDw\nDtMv/DRwdGfl4pIXjXFxa1WwaLIUBPTxfJpHCsMUCUCHTJpMAqBMXC5gIcQ7AByQUv468tNCEC2O\nsV/tW6i+R/eHzpFSlgD0ATiNXLPVcUoCoJTyiJSyLClc/b8CuGS8cxQ+D+DjGKf37t5/BN75v4PO\n+54AAGz4+FfgXfLf0fmT54Dew7R93jvRee/j5vfz3onO+55E85LV2L7nALxzb1C/C/r93Out4/8x\nsm2V5/mR8oXZvucxIChjwyduh3eeKl9Yv9/7WGV5sdeztgWw4eNfhrfuHeb8j6nt+x4H+o9gw4f+\nDt5r/wSdT+0ASkVs+Mit8cff+xggPGz46Jfgrb0Onfc8Sr9/9ItqWx3/0S/BW/s2dN6rfr/pVngt\nK9D53R8Ac1dhwyf/F7x1b6PjSwVseO+fwltzLTqf3Ar4GXW9t5v20dt2fdS2pOvt7DqE+594hur3\nsS/DO+facP3WXIPOex6h7T/7BLxFF6PzO98D8oOq/m9D590PA+UiNtz0BarP3Y9Y5b0VnY88b9p3\n7dsi7W21l26fRwApqT1XX0Ple76p/z2PUv0//mV451yHzvseC5d332P0/P7nJ2n761835Z97PbWf\n/Xzveghi9dXY8PedEEKgs7MTYs212PCRL9L9fI2U5hv+6vPwll+Bzu/eBfGqP8CGz/4/eHNfhc5/\nvgM4uBUbPnE7hBC48wsfjrz/TwBeChtu/Bxd755HgBmzqLy1b0Pnw7+k9rvxc/BWXoWtO/eiva0Z\nGz58C7xVb0Hn9x8A+g5jw4duofo88FPzPq25Bp13fAk4sh0bPngzlX//Jnr/P/YleEtei857n6Dy\nP/pFeh73PAKM9GHDR2+j8u5R/eUjt1J59z5K7f3R2+j47/6A+tdNX4C3+i30PIRH9V99FT1vwPr9\nESrvplvV9k8A4WPDTf8Ab9VVdL6U2PDBz8Bb9SZ0/vAnVN5Nn6ftux+m8j5ilcfba642v9/0D+r6\n6vyPqOvx+3PTF9TvDwNS0PaqN9P1ZBkbPvi38NovofJlgA3v/yC8jivQ+cMfU//64KfhLX2tvl5L\nYwPS59r991Z451j9Q2/z77eZbQHVvlfjzi9+DPKhm/Ge97yH3pdPvBNy64N6u7OzEwBit70Vr0fn\nf34fyPdhw4f+ltrjn24BRkew4U9ugjdrDTq/9wAg0tjwPz8Br20tOr93HwAfG/70Y/BmrUbnQ88C\ns5diw8f+MX78uecxGj/09qMApLX9eMzx3L/eMfbvujxQ/zonMh6Otx0aP7+Er3zrLoouweWtuRad\n/3k3bX/yf4ev/5Fbw9vv/yvqL3d+1xx/we+h88fPAIVhGm/Pf5eZ7z5xO23/dCcw3Evtd94N6HyW\nMoiExydpzSeP0fv1sS+Z+UkG1B7nvwud9z1J7f3pr8J79XvQ+aNfACO92PCJr8CLSUOZVJAIXPtc\nIABmCyGetT5/Yl9XCPETIcSWmM87AHwKwGfOQnOcFiYUB1BxAO+VUp6rtudLKQ+p7zcCuFRK+e4J\nnrsRwGsAfEZK+e9x51y0boV8+jtf5PNh11EIAXl4O2ll5q+G8Lxw5A8+fuA4MNQDMXc5pA51Iszv\nHEIjrvyq23w+e+SmIIQHWSpaxyN8vudHzo8qGca4npR0f5a8LISAbG0nzUtTG8SJLnO88Kg+ofIQ\nX77aV3G/ngfZOIc0Fse7rN/V8a0LIP2MMmeI6uWzpsvzYurHqy0R/t0+f8cmYNmlVZ5HYCmT1O9K\ncyQWroXcv0VrHeh36CWHEJ6l/BPmd2pwVYzVPpDmfCkh/BSw5q3xzwsA7vlr4G2fM9sv3QMZKA2V\nALy1b6+4n+CleyFUmUIIBE/eoUzz8+G1nYvgh58Elq4H9v0KIlMH2dhG2r1MPb1f+QGqYKaOtgFt\nJhV+CjIoEZcvWwcx0g/ppcjE7PnU/pxDt1S07pdMfeZ9inlfvBREXRPkSL+5Hr+vKlSKfv+j/U0/\nH/U8hAfUt0Ds2gQ5e6U2KVOzm9W5OV8oxZ+qr0c8K33/MM9LanOhiDwvWdlfENDzsu/X7n/pHCSb\nd4VqP3a2ET5d33JkEX4aEh7xAEv5yPs/kfFnjONlGSIo0/NU3t4iU6feN2jFaMX7z89i9dVVry+3\nPhi+nipDNC+ETDeANbpCeNS+iiZB7496vn4GwvcgPUl0k3IBIgjofRzv/tUzNuOtiBzPz6fK+KFq\nExofJtTedvta4w3/7qUgpQrR5acgghJkfYu2Tgkh6HkozR1t+6QpPbpbvS/8fgiI4V5I9hwW0fcT\nEFufhFxxKWkVu7dDzD8nPD7p8hCe/6L3w/2Dnw+Eeh5lSBUtwL/gXZMiDl5darbsaLqu5uVu6fnW\nKd2/EOI8AA8D4ICQiwAcBCnG/gcASCn/QR37IwA3A9gD4FEp5Rq1/w8AXC6l/AAfI6X8mRAiBeAw\ngDZ5BoI2jysACiH+H4DLAcwGcATA36ptlegQewB8gAXCmPOXIiwAXgDgOQB/XF0AjASCNqXB2D8l\nmVcOvkgcOaWG7+0bwrGeXnQsnk+nBCWKweSngOZ5dF6IuAzEekvp6+kbiTFDWPVicrpNCq5q+hWh\nf+Mi6qDCYB5crpG4gxUY49nas4InLLMn7/PIdJapB3oPhM8TgryKszPIS5vTg9lgs8uM2UAQYMuv\nnkPHkvnIZS1uVhz2PktmpjHjXMn4TXY8yTUSGds2A1t8RG3m1t95O9peyhxkkd7F2rePUa/aQN79\nKWDlZcCe56hOM9uJv9e6gN7VrU8AF/0O0DpPmZxTJjB6iR0OIqZpvo+RfnKgGelDtzcL+eMHsLh9\noXIEEYbDJiVxkDJ2wHU7BIpZVAEwnuPlIkLvt5cOOw2MSYeQxB18+B+BV72LhIo4E6iuh7p+Kmey\nn8BMjkR4t5wuJtTh1Pm2NzKbcwFzLbAQK8x7x9vM3eQ4oabi5hpVIbD5hW1Yv2YZhGeVF5TpuvUz\nLRK/wkgfOcFl6qk/xo1tFf1NCXCr4wI8QAuAFfDS4ZiIDKZq1M8k/mO2kepYLgCti4FcPTkXDfcS\nzeOknDMix1kCnXnXIu+VNvtGx/Vq14t7Nmau6TrYjUw6jbltM2l/w2xgsFuFbfIiAb4VLYHfQ185\nc5QLFE/zyC7rWEGRINqWxlevVCB+a1MbXePIdip/xixFr7DqbI9x9nuXzhqOLMcP5TFQCHLmap4H\n77x3ThIBcJZc3nTt+AeeJF7subMm9y+E2APgIinlMSHEOgD/FyQMLgAJiiullGUhxNMAPgjjBPJP\nUsr7hRB/DuA8KeWfKieQd0opf+906xWHcU3AUso/kFLOl1KmpZSLpJTfkFL+oZTyPCnl+VLKt1cT\n/tT5e1j4U9u/llJ61YQ/AJUpdQBUCH+8a+FaeqG3/QwAsOm5F3Hjbf9m3aFPMe6a5gAHXrIycUQ6\nvKWlCPdCYX4HqgsuQUCCmhAWTzDuHk5S+ON4YkAlT6NUoGuWSypYdJwQG9klrXvhegSyMvRLENDE\nMnicnGwy9eGJZLgH6OkiLsmsxeH4V3ycp5xKhntwwwc/j/3HlaBYrQ2P7gTmr60u/On7i5zPvCtG\nfoAEVDt0S5SvFS7Y+s8Ckwex5lri6e34uQns+wpAvP3zxEVcfCEwp4ME8fmryImkeS7wW39I3MCh\nXnJO6j8K7H0e2P4zYNtPga4XSGCZ0UYBrnsOUUL6Y13AUB/x+vw0Nt75H7jtq53G07plvhH+0jmV\nVi7i8elnw8IfC5e2d77vmwUTe3BzjL/YG4aZrI/uBC57n8lE0jQ/fGwqQ2WlMiSMZBuVt7HFEeU6\nhXigE+1w6nw7Z6v97sSOTap8XlhmZoS9ykMw2qsQykXqS6kMLv29GxGkclRGpgGoUzEdOb9zKW/6\nsZQkCAQlaofovVZdtNK51YJJVxMMAdC1iiPkBJGuo+un6+lZcEgozlSx6NXAkMqA1LJI5WhWY1XI\nH9BuF+s7axPtj6e4m56KYaqdUJQjis8xJav180g7VFxfWB/avv1bd+FOZaIHBDk7ZRrMginkKBaE\neYDMIQaAY/sQev5SAksurF69VAby2f8iIa17l4mXOdJHC/O+Q+HA+KGFrLqH4ijNf8KD9tK2x/Lm\neePEvnU4VUgpXwCwEcCLAB4E8OfKAxgA/gzA10GOITtBHsAA8A0As4QQOwD8FYBPnKn6JTMXsJei\nMChNbWZVDSD0ctvhNASAla8BgjKa88dUHEBrgvJ85dW6gvYd2UkrMa0hUcVLWCRy65IQ6rLGNBFe\nZUU6NKdI4g7GHXPMOShGA1WxquV4aLpiJnAwJ7y3zA/62spcxmZMXRd7nODJG7Y2AzRg5yW1ScNM\nGnhKxfC9sPZx1hIKUVEcpYmhbTnloQWwbsUiZEWZSOJ9MeuF7U8AK147xoQFau90nclQYX6oPHak\nT2XmKFjPLNSY4Xa0fherrwkfacfae6WQH1AZW1QwZb8O2ls9COi3woi5v2x9OD3iUA+w79cknBdG\nSJjrO0LE9YaZwEg/2tpmY6gIyvqRqSfaROsien8Gj5HZWMdJ5H4XScsWbUcZkLMAYCZ4u/uGEPNM\ngjLQf9AICNkZwMwlpGUujaig2ErrJiUJPXGekbaWPy6FWOUJVp2s+mttYtmEnLH7tYic72eBoW5T\nju5/qj7cBznlXl2Leqfzusz1azvomFwTeXEXimP0C+s6UJpLjhOYrgMGDgPwzfgVxeJLq7aIWH01\n5Ms8J6nrlAukBU0pT3t2krLfAW6vBRcCj3wBeM37SWB8biNwyR9SX0/nTDuEFt+qHGH1y/G0xqF7\nMws4LeRIxPT/8RBeOC5aMJdyAfvsvS3J8XAYAEZIGBzuqTyfkamnBdaxvRTdwbbYlEapD86YWVkN\n4UE0zQN2PE3exLkZanEiAASAr4TB/ADVx1P9kWNhch8oDFNsT45XG0U6W7kvwZAJDAPDkFIujWx/\nDsDnYo57FsC5MfvzAH73TNXPRnJzAW/8Er3AvYdIaAAQFv6AqhLV6JAaQGeYuEeAWrnmaVLJD1Kn\naJ4TLitQsce8VETIiDERCM8M6DKy38ZJDz4wA1iFCamKGYO9lP10ZCBSCIWwqCKMRk1Y4R+NF3S5\nSCtKLchZ9fJ8GgyLIzRxH3mZzMDDkRAW2QYT4+w39wNrI+mq4sBtrAN1x6RTigp7qYzxCmbNUNQ8\nyvew9YmzI+xZkJu+SgN9OmcCCPOKPZ01YVqkNDl5Uyo0zEi/CaUDwJguJQnnmQZ6tw9vNTlG0zky\nHxaGyOucz5Og/Np9BwEIMquPDhlhJlDa7kxDjKkTlcLfuBo4e1Eiw+++8EmAHVVcRxY8ABMah2NC\nRgWuCWv+ouOgKkOWzHbcO6P7ijCheuzFVbmg+kyBBLNyUWnKlBm1QvjhoqN9vwpsaooWTGHq0DQP\n6NkXPwYFZapzKguxhhY9RuCrgqAMlEeBbLO5yWrjmwTQcQXkP10G8YEf07mHf0PhhXb+nAQhICxI\nT2Q+0torFnZUoPYo9YHzL+vsP3FhfOLKFwDU2M6B9/WnDJ1xpq6JKAqlArWjnR0kmi8dwsQDXHQu\nLc5s5Boq465GIxkIAAdeNtmbWKsuPBO4Xgha4FVoV0E5ng9vjUlWQG0yWXIB51Iz5dLmt4x/4Eli\n64nvTIr7ryWSKwB+90u0wWmhSkUKUREn/Gmei+IA9vajY/E8k26LBSNO78WpolJZmvQaWpWAYJXL\nieqj/I64CYVXXH5adXpLgLK1b7GoovnTA5yazCfKiUvnVCqhSNgUqdqpWrzDqNCaylYJRC10W2PG\nHBIMulUeWggS7PLWRK0Ehy0H+tAxuw65rMVlLAxRXaMBjWNvMdpGaqAPytCm3mqDuzbPCISFQLVv\n65NnVfCTd30SWHqhlYHEFipUkOO6ZhNKpOdA/DuZSqsczyM0GelwNNY7JiVNXK2L0L3lZ8iPFrF4\n4VyaMBacAxx6yWQQgSANVWGQNj3faN4Yo4O0nxPba84dEOpP48J6LsVhoyGKBgZnmoXwlTnRMrey\nMMbmsApN/bhPIrIZEc6qCYDCJ+HU84wAG5RV8OThyLsrK9/lCDZv2Yb1566aWMtFBcCKfqIcUDh0\nDofrSdebuvH9lIuoGKxYU1k/kwTtUZUzOpTxQobHj92bzOWvutkctfNRc1zrIloklgrKdG1pMbkK\noTA83NbW2Aj1fEpFpcESphx+dpbDCFWCv9v7Ittaq2jQdegIMpk05s5sofYsl+iaqRxp3TgjENeV\nQxvZ12tQGr6hE9AhWhjZegqnVC6E+1AcykXKxsNjmf1e2jna65rDY6KUxB0c6Tf53BkC8M51AuBk\nuP9a4pTCwLwi4PfW88mUkc4Sn4w9bu3+YXF1Nj33kuIACjov10gfPxVOFp+pJ4GyVcWryhlPLAAm\nfhcPkLojRQYU3hVIw6PI1Kmgv2MJf9YgFgIPelwPlS+0rqlKQ/Hgr9qgmKdjK9KcQU1QVbQN0XqV\nRmmSiFZeaz1BJOijOykumJeie9bCnypLOYjc8L6PYv8Ry+yx9WFq0wkLf/bALc3EpOtUTfhTJht7\noLTuVay+5uwLf2svJ8E5rTR5wlOx/1aYd3bwOGnDj+8zWuqW+SomJpRpuEzHFfP0zgcxk53wiA7R\nvRMbH/0Vbvu3u8zzP/ACTewzF5vAzqMDpv3ZXGeb5bIzTMBnnrgEYtp63Jag44OSEf5S2XDdmafK\nGhghrJzKdlFB/Pcxr22V0TgP6O0KH8JaIc7OkMqRcDx0jARknvCzDSQsZRqUsGQJ6qF0gtVx6e9+\nEEF5vHpHx6E44U911IbZKiZfI7RwUxgyiwPt9JMnwYD7Ppuns41KwzUE9u4NC+VFIChDrHwTfa66\nWX9C1VlxBb3XmXoTMNzzyUkkO4PGj0wDCUN+xgQ997MmwLSXgp62JKCDfEuoMaFkFoUTQcXjsPuK\n+sgybv/mf+LO7z9oNLecIIC1vqzNZEuDneea23x0yLyv2qqlUBghE60OED4G/DQwq91kb7LHN6mu\nJSWNxflBaKcmGVA82Wy9CZrP9znJEKBc8890RDI5gIDRWDFSahAojADSBxCfUKS5PoPl7XOtCV9q\nM4cxE6kL5AdM0N3CCAlOftoEnNZ1sCY1vVq0JDvWqkm1zaYAz7M0Ygy7t9naGWuFq3+27n+knwY6\nOxdyaBWriMfFUeJvpesMuR9BeFVtX7rCsUL/AJ2VQgcKFcRJEr7RdggAx/fQpMEeoFquNfe3bsUi\nZNMqc8CLDwEr34CJIyLIxE3wcSazCmccVbdtT519U+/2H9HAvOoyqiObquuaidNTHCXSd+NsQJZp\nf/eu8AKl9xC0tiGVUw4KkibB0UHSCOo8tPyOGY1y24w0huapSSSVUWT1FAWIbWglATLfj8oFj10e\n94FqgbdDJ1Zu25q60qhKlyepPkEAmuwDeudKytM35IkcrZdVNocnGU/o6jtA9W9UOcRHeoGW9vB9\n6vqWdUgX5HtNtov6mdTm5WJY8xNaOI4Hej/Xr+2w+qas6Ev6WFubGLeW5DYpDltdKOYZ8P+mecbM\nHhSB0aL5veI86/n6mQkJtgDofco1U/nsQJHvJzMuAPgs4KvxRwmXpHkOKutim2VtrWC5aFkw1HvK\nqfKQyzBfAAAgAElEQVREWPNlFjiq/KAE7KSMKOLaWwAA7edvwezZsyHWxHufynv/BjjnjYqjKhXl\nRQlkTXOJf1suEh2mMEKCWCptFBrs7MIc34kgnSMFhgzIESzOcgQopy/ftOtQD/3eMBM6XWR9TJ5j\nhymPZJqA1y6Xz3znNusltgZhHuhGh0y2BPsHFqK08BNBrpEEtNhUQjxQpGhF13OwykrSGvzsjjbW\nSorrWXFdrrdvJouo2SL2+lVUizxwStAAk86p+61ixh6LYM0cM4BW7RzupZSnQaVhZoxp2noOcfVr\nmhsOKzMW4tq+WtvYnDiue+T64pzax46SR1+iZ/f0f+jJouKYuz8FXHCtEaRtzTJ7mw6eQMhkmm0g\nIWi4DyFhxk/RQmV0iIREm9spAMADZi8Fju2G3pnK0PMb6YPhFEaEJy3oS8P1zDYQRaJpLmkLghg+\nXDVKQUUjVHyh6wVl0jbJsqprjjhmIQEjZSZzniirmWvtMUNr0qsJTdY1fvkdYO1b6Z61rCUNp4/P\n1TmLQd65pRFUOHnZWtIQN1igog62yXP3prDJlD10l/22KbcaWGNrm0DZYUp4lnl3DEyUdwgYLbTN\nudz7swqtXxzkg58BVl5htN12yBYplQAdo5GJCjiaj1oGtj5Eh1z991Q+AJz3Dnq3+g5E7j8yLu36\nadW+e6qQ2x6Cpqiks4Y/C0HC1uBxMuM2z+Uz6J4ydSZky8lflRZJhRHTnixUMhcy6sgEgFMpehf/\n0aQwgeZSrbK9+cqal7vjxH9NivuvJZIpAK7rkM/8218rs2fMCppfYoBWL3WN9F146B0YVhzA+Qhr\n7CykMvTJD6Lq0tnzyavKTxtNSxw04X68u7KEtlQmsjq1TJhxnBU94Y1zEa4Lh2HQ+TpTxlsveiys\nyavqq6CO4bhkQZlW8PnByDOKCOES6hmUsWXbHnQsWYhcfYOV47La5Xgy15W12kbdX1CKF/KZB4Pw\nuWdC+AMAeeQFAJI0GIHllCLtVHWBclgJzAJAHydNvDrhWXH8AO3AwTw44ZOZjLXZmXpazbPTjz05\neil6f0cHjRbQT5N2q2EWUBhG9/ETyI+WsHjBHHND2owkDVlceLSISOcUd8irFCDHbyn1Pqh3OSgD\nLYuBgUPmnc80GNOk5uTC9HXeH7CmWYQFEJsDx9u2h21EGBQdV5CQteJy885pjRfXOTD/mVtbP8s8\nT91mVvsJAdHxxpNsH4PNmzdj/fr1qFX6T7nzcWqzqBCuFw6eeeYT0lTCvLNc1OqralJXXUMW4kBC\n3dlGV1cXMpkM5s6dO/7BCvLevwFWvY426pqUyVUQD2/gKKWC0/mAFZraSFsYeg/HQOiVjiyMWOhk\niw3PBzzWFIZDAr93/uQIBJ1NtcpFTZfXvNxdPXdNivuvJZLLAaxTKmkdkFVNboHSGvDqZkYrTYSp\nLCA8bPrli5QLGDCDeFTLVSrQJ50jPkRcJ5OSJte+IxQnac4yXQUqE0b7MSHhD4rXorRUs5bQPibt\nsslVTzp8qhgj9hgf44XvkT0j2YGlpDwRVcR3zePjc9UtjV1/ado+nSWBp74lYt6GEf7sQoWPG/7y\ns9h/rG/sZOaAmoQCM7BpRQlPtiDtgJ9SROwIh1D45jz1/M+U8AeA8ijDIyFDpCzHC0uzIVXblTmn\nsTSmLV9xmFIZWv3Xt9D7nGsibXW63jgY1TWRdmDgKE0mJ7pIwJu7Ugl9aeg4aTKgoMAcoFeWTWBn\nxb3a+NDPcds3v28cpHhi4OtxKBbhEUcLUN7mkZiRFWBB1LfeN1V+dgbQt594ZYPdpPFL1xmnIy3I\nKe4rm9S0g4DSFMY5PGjhL6B29TylTdQHmBp2XEH/r7oZYsXltL37yfCxrE33MkC6gZw6MjNUHD6b\nhqDqtmcTxMorT0v4A4BLLrnE5AKuAcSKNxA3b9WbgD2bgD1PGb7m7k1U32gc0FhYHdJLQay6CmL1\nVTUX/gAS+viTBNx+++248847T+occd1nIVa9Bdj2JFF4eFwcOkGe0Ie30X/A9JOB47TIYy5fbMGo\n1ItUUHmgeMV1ysrgh/ujnyKah+aW12ax4TC5kEwOoOeriV5pcwrDyllAGEcGmy8hCzR4ZXJobmzA\n8nYOHmtNCFFw8MzsDHIA8VLKRIYwv00I4ldAklDaNIfMa0FQvYNqWJ0qnQ1r4HoOmHhdxVGETB7C\no2NZA+Mp/lM0yThg8Q+tS0qAYhF61MFHeo3Xl582AuVJ9Xnr4OKoEcDqWojDk2mAzoaiTzHnrOtY\ngqwHde0q6sZQNH0BCPUQ7HiLUtWFhadinoSmkT6631CoBwFxzttO5iZPCnLn4yRoDx9XgpoaaD2h\nvPk8FTjZo5A5dU00IAuPjhcIv5ucgkxn41DmR/a4LBUU+Zy5Q5KeKb9L2rQjjTc6YDQ8bNZUnKm2\n5gYMzWkNH1MVAuFwG4gRwiwtsW4kdY+pHGn7so1A61JgVGX4KOXVfaQr+6mt1QvKNAZwaI0K06p1\nTtQsHfm9moDG5ku55ykjdArl+RwEQN72kpXm+56n6NxVEwhlNAGsX7++JuXEocJEu5JMaWL560kb\nuvwNgDYj84IUwN6fTsi8O1WxaNEizJ49e/wDYyCu+ywApRFc+Vu0c3SYNIHdu2hcKCiriOZaB9Y8\nyAVFCp4Iv1UIEF9ePU8paEHDC7KUijAwnpIhUZBIchzAyYRkmoDPP0c+81+3A8WC0QCycKA1ZjCT\nlub+SBWbaWACHSMySWTqSdDMzjCqcTtEQvTc2UuVR2a1rCUMSZ0sypXTgawlTY52aicGR9NnE21g\nwt2A41TZpqeoGYz31zUrM6Ew96OJz2WTqmhc2JOf/QwC8wzssDcS1vXKJCCl0sr0HilXE7ytc6tV\nKjTJq/v1U6Th0rwiccbTtsmdj9EX20RbrwSqcoHumZ1xEKiQFwMWb29Mu7viQgHaGYdNuV7kva/Q\nRimEeJh8vG+2x+SCCuvnyPtsmwo1n86iHwDG9M1hSNL1Shs9qhxOiuZdHWsi42PSdUabZ5t5vYjg\nytrPMSBWXDHm74AS7tmpxr4mt4Et+Dk4nAS0IJjO0VyVqTcCIEDdrb4FOPiSSl8Kq58hrKSw6VCh\nsSRmbIm+w6ksaQEV/9xbePGkMIFmUy1yYdMbal7u7p67J8X91xLJNAF7PhFkS6PQLzFPLDa5n7U9\n1uTVe+QQdnR1j21qjJvsCiP0X5ZVp7CEpShkABzdTR1v9hIYDzQA0WWaENSRzclhjRYECX9RUyZg\nvHo14Z5V+JbZuMJzOKbTD/eoEBAwmg0WXCsCXo+FmHuMpt+qIrht2d6FfEGZ8+y8xsytkvZpVQQj\nW/DQ56htNgcr4v8ZF/4euhm6Hbgt2ezqqxAREMTDGT5h6puqU89aWM9CmYdLRfUphDV4+hqWFo/f\nnTjBSVjvBf/ntFn6BoDu4yew76DFN6p+t+YTup6n25ueY4nun4VTDsnhpVSIjgKIGxmQ1+x4wh/U\nvfoZ42xhH2vnKdbtZPEFY8qdkPC36wmjSbXfMbucVW8+Y8Lf5s2bkcSF+XRGV1cXjhw5UpOyxHWf\npWxDW35Mgl5h2IQhA+idG+oBll8CLL5AncRjgepz/HrwAr4C470/gsaYviNA70HjjTxJIFGu+Wc6\nIpkCYGkUOP8aGAcIQIfKCAKKl2YLgRY2/fJF3Pj5r9HL3TQn4iUMS1iyhBlWlAhBwTiHesik2TQH\n8bAm5mNKC9g4G5i5KHKYOm5uB5koOUNJtAyAtFcspNlIZymsi82p4vuwJ9+4Dm+ZQjE6aAKDsim4\nYZbhh4QcJ8ZDVBtiX9O6N2GOueEv/g77Dx812izAClESqXNV79/opfm+pQnxsPMXEOvOrPAHADrl\nknZ4CYzwMXAYofiDEsQB4sC7Noe14qYA/UKGSPlxixHrN62BS4XfExbI2VOVdwqBjfc/jtv+9btq\nV7TN4yYQz9S7mvd4pl5x5Fg7F5AAVxhS2j+lER3tN6buavB8JSgybSDyWykSAzDqABINAVQRqqYS\ncutDVE+dyzdO+Ks9581GrTmADqePU+EAjgfx9s9DLH095RovRB3jBHC8Czj4MgmJzM0NQb2fcdEu\nYi9YRaEBqDnGYbohmRxAANj1NL3wKy4ml/kTB2lCKRVUwGVhxcUzEyFxAOfRxDNwnH7L1FMn6ous\n4KIThL2vMGxyqNY1A3t/aUiztpu+EIBIEbGXo6/XNVGoEx0ewgs7tYS8tSyb5+iAyV/Lv/sZis+l\nzcEwQoSN2HnUuoYQJITWt5JGMJ0Dun4FdD0DvOp3I+VFzIOxiAoUfrgSoSIE1q1cimwmbQQlvl7I\ndB3EazDHAof82baJYvudSYePuGvLgLTG2iRfBoTytq2fqbJo8P0JkzZN0wsiZlo7daHaZczqEX6d\n4APs+tgCY5VFgdrdNrMFQ8OczzeiSTYXqHbzgJB0T/pSnuk/7PAxdIzuqU5p1UujFm1CWhzWiMbO\nz5DJd+QEtBejfmes+9SCblCluqZfi2WvG+N+oI8zCAvfokYcv/FwJjmADqeG0+EAjodoTFL54j1m\no1wEiqz1C8x4WdG3eb5IhbnmsRdk5Qn3IX/84T5RkAgcB7AmSCYH8NyV8pmN/wi0tqtcpCBt3OgQ\n5e49tM0cnJtBoWCiL3CcV5SvQmOwRq0qhDFT8mTtp0iI2/88MG8V1cXPqglfGKFUQwKzl1nx2CwM\nnVBcsYgQxd9TaerE5ZIh6IbSCp0sIgJdrklpYLLUHr/4NnDuW01kfp7R2Yu4Ih6jLXREBL/o5aKO\nKxw5v5g3RcVp/SZyr+kcTeyrrxn/2BpDsseormdE8PLSxrxpCxU6zEoQ3uYyOIajNvVa7R3lAYWu\na1cuohUTuqHVPrutbU2ZjOk3cQIRwvu0ltGKkcc5iv0sNH/V5tRVA5Pfh4+TAK25iKqeoTiaNhWh\nbLZjNR0CYsXlY1+bi3roZmDJa6kcx/NzeIUh7/4U0HFZeKfNbddjQxWw4xIQHrJju4VZ9Hlr3zYp\nOHCZVLOc13TZ+AeeJLp6fjQp7r+WSKYJGAAggBd/pLXc6Osm54HGhfpnCJiA0I2zASHQ2z+EHfuO\nmDL0sQI6VVamwXAE0zmgbbk5Np0jEzMnSmczY7lIgtu81TSpsem1XDIp4Dx20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+Szzz4L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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.colors import LightSource\n", "from matplotlib import cm\n", "import matplotlib.colors\n", "\n", "# set up false illumination\n", "ls = LightSource(azdeg=135, altdeg=30) # azimuth and elevation of sun angle\n", "ve=0.1 # intensity of illumination\n", "\n", "# identify a color map (e.g., color palette)\n", "my_cmap = cm.magma\n", "\n", "# apply color palette and hillshade false illumination\n", "rgb = ls.shade(bathy, cmap=my_cmap, vert_exag=ve, blend_mode='overlay', vmin=-5000 , vmax = 1000)\n", "\n", "plt.figure(figsize=(15,8))\n", "m.imshow(rgb, vmin=-5000 , vmax = 1000)\n", "\n", "# little modification to plot appropriate color bar\n", "norm = matplotlib.colors.Normalize(vmin=-5000 , vmax = 1000)\n", "r = cm.ScalarMappable(cmap=my_cmap, norm=norm)\n", "r.set_array([])\n", "plt.colorbar(r, label='Bathymetry (m)')\n", "\n", "m.drawcoastlines()\n", "m.drawstates()\n", "m.drawcountries()\n", "m.drawparallels(np.arange(-90.,91.,5.),labels=[True,False,True,True])\n", "m.drawmeridians(np.arange(-180.,181.,5.),labels=[False,True,True,False])\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }