{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Notebook to Look at SMELT results \n", "after removing bizarre negative code" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/sallen/anaconda/envs/py3/lib/python3.5/site-packages/pandas/computation/__init__.py:19: UserWarning: The installed version of numexpr 2.4.4 is not supported in pandas and will be not be used\n", "\n", " UserWarning)\n" ] } ], "source": [ "import netCDF4 as nc\n", "import matplotlib.pyplot as plt\n", "import datetime\n", "import os\n", "import numpy as np\n", "\n", "from salishsea_tools import visualisations as vis\n", "from salishsea_tools import (teos_tools, tidetools)\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def results_dataset(results_dir, date, ndays, period, grid_type):\n", " datestr = date.strftime('%Y%m%d')\n", " dateend = date + datetime.timedelta(days=ndays-1)\n", " dateendstr = dateend.strftime('%Y%m%d')\n", " fname = os.path.join(results_dir,\n", " 'SalishSea_{}_{}_{}_{}.nc'.format(period, datestr, dateendstr, grid_type))\n", " print (fname)\n", " grid = nc.Dataset(fname)\n", " return grid" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "odict_keys(['nav_lon', 'nav_lat', 'nav_lev', 'time_counter', 'tmask', 'umask', 'vmask', 'fmask', 'tmaskutil', 'umaskutil', 'vmaskutil', 'fmaskutil', 'glamt', 'glamu', 'glamv', 'glamf', 'gphit', 'gphiu', 'gphiv', 'gphif', 'e1t', 'e1u', 'e1v', 'e1f', 'e2t', 'e2u', 'e2v', 'e2f', 'ff', 'mbathy', 'misf', 'isfdraft', 'e3t_0', 'e3u_0', 'e3v_0', 'e3w_0', 'gdept_0', 'gdepu', 'gdepv', 'gdepw_0', 'gdept_1d', 'gdepw_1d', 'e3t_1d', 'e3w_1d'])\n", "/ocean/sallen/allen/research/MEOPAR/myResults/nowcast-green/SMELTbase/SalishSea_1h_20160209_20160210_ptrc_T.nc\n", "(40, 898, 398)\n" ] } ], "source": [ "mesh_mask = nc.Dataset('/ocean/sallen/allen/research/MEOPAR/NEMO-forcing/grid/mesh_mask_downbyone.nc')\n", "\n", "grid_B = nc.Dataset('/ocean/sallen/allen/research/MEOPAR/NEMO-forcing/grid/bathy_downonegrid.nc')\n", "bathy, lons, lats = tidetools.get_bathy_data(grid_B)\n", "\n", "final = '/ocean/sallen/allen/research/MEOPAR/myResults/nowcast-green/SMELTbase/'\n", "date = datetime.datetime(2016, 2, 9)\n", "ptrc_T = results_dataset(final, date, 2, '1h', 'ptrc_T')\n", "nitrateF = ptrc_T.variables['NO3'][47,:,:,:]\n", "\n", "initial = '/ocean/sallen/allen/research/MEOPAR/NEMO-forcing/initial_green/BioIC_SMELT_v1.nc'\n", "ni = nc.Dataset(initial)\n", "nitrate0 = ni.variables['NO3'][0,:]" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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gNMyaMnFMjEAZVpiMorBi3gHwJk7iY4Hz48MsJ/liosIwskfGakHZGqolsZ60\nhIkU0IIy603RxOu7zSALiht8vooKjb4+ckYZKb1AKbowGVVWrkl067qn4XJFpTnubhhG4TFRYhg5\n47nkl653gCuTl9KC0h7gF8+CAuCJsqs+g6vCmdpq17oH15bbFpRTTnjWVjcQXi4ODBA7RvkorUAx\nYbLFJIoTIz1ZZvAyio0JE8MYDaKV/FylBkz+t4pEJo09acuTjCwo82vLrNeeoOEmL/MQRlVdXn7s\nJgA+ePjT29a3eh31rXdaUIzJo7QCJS0mTOIzqe5dRjzyCJA3965sMGFiGCMmp0ryECNGpF8K4gEt\nA5nFzjzl0e/gkd1388ieu0ZyL2+lGY4UKK0YlJwFykOrS7m2b4SzYwSKCZNkFEWcmJvX5GDiZHhM\nmBjGeHCa0/k1PsDCIV411YSRFDhIfhAvWTnIQiDMovrfcgGr5Pj5TJyMj+JFTuVAnlXfW3+jwty5\nJhcL2i8eRRHqYOLEMMaJ05jNs/XQpRr4foVVm49FYGHIOkg+78mmB9eWu0RJVPz7lotXPkPZnSpO\nROSwiPytiHxNRO4UkZ/tWf9zIuKJyJ48+zHRFpQ8hcmoGaUwKdKgLC+KKAZaRSSLQNbuXWY9GQ4T\nJ4YxXpxmPs8MRQdaOCS1e1l5LSgbsuU5ESU/HBUUbQsVIzMawFtU9Q4RmQduE5GPqerXReQw8F3A\ng3l3YmItKHmIk1FbS1qY1WTyKZI4MXx2glA3DCMekpOLVz/x0HbRSilQ2i1nEKOx/8ylQ7cRhwfX\nlgHYlK2sXFHfkYvgkU8Myk61ngCo6lFVvSN4vQLcDRwKVv8W8Auj6MfECZT9cyuZi5NxCRMwcWIY\n46BI4sSsJ4YxfpxmbWzH7qyDknDP4P/DD+AvOfnUodtIQrdA2eJtJ69mLki77A9gNTcXLwNE5BLg\nRuDzIvIK4CFVvXMUx54oF688hMm4GJcwKdLArEXWgfJFc+/K0npiKYYnCxMnhlEA1IHUIiED0rp4\ntWNQyucC5ajgoTgh8mracznvNAMXr3yD5CeNR287ymO3HQWgWfegj6EicO/6MPBmoAm8Hd+9q71J\nbh1lQgRKXu5c48KsJjsHc+0yojBxYhjFwGnMgDSGSPc7HH4V+xT75TB+HJXYcVXaWboGZfGqZWxB\nKbN714mNObRf/69eYv/VVwHQWKvDf/lqaIVLEangi5NbVfUjInItcAnwTyIiwGH82JSbVfV4tp/C\np/QCxayGjQfEAAAgAElEQVQm2VFE60nWFMV6kocwMetJNuyE68AwjPg49XlUvMhsUnnT9KaGbCE7\nUXGuvgt4PLP2oui0ikT1XvDjUBaapR/KFpH3AXep6m8DqOpXgYOtlSLyLeBpqno6rw6U9lc1YZIt\neQ/K7t/cZzPCAWY1KS5FESd2rRhGcXAac5kEmqel2pjB8Sp4TiPRfnnUQammtOYkpUug9Hz3rbe+\n+5ewZ2gBt0WZrSdZISK3AK8B7hSR2/GdBd+uqn/TsZliLl75YsHvO5vN9QVQh9pM/udBWYRJHhXk\nDcMwyoq7sTu1m1UWeNJgdnOBlelTCfcMxo8ZWn7cnALS968v8qLHr+Ody3cD3bVNtrKRBe+Df1uV\n5pea43G9m1RU9TNA3xNeVXNP67ZjBYoJk51HmHvX0XtegXo1jtzwvtyOOwphYu5dw2PWE8Mwwqit\nHEH6j9dyx01TrLE1oM9woruSk1Cb6fl8YamDnfa/0vV+aozi0ciPHSlQrJZJN0UZmI0DcRqol1/6\nyLJYTXY6RbkGTJwYRsFQqGzkWjA7BoLjJR+EbwmT4gsU6bT2CFTYbkHpFSatfaoZud+Ze1ex2FEC\nxYTJdooyMBtE1qmG2wRmZFUQy1S4IynLNWAYxujJq0Bjoj6Q0oKSA5UUQmkbIS5nrXYXmhXOVRpd\nFpSWEGm5dPUKFaskP5nsiOo2oy60eGTmZPuvyOzkgVmjPkOjPoMX3PQ145v/OW/NrCcB924cGHcX\nDMMwUuFuLqGSw+RYEtTBSVWHJbsg+bXqOQCm0tZk6SCsP1NBHMmbzl4B+GmGt7b3abt4qXRlVMui\nUKNZT4pHrgJFRN4rIsdE5Csdy94hIg+LyJeDv+/pWPc2EblHRO4WkRdn0YdxCBMjnCIFXz/69R/g\n6Ddf2U4Hsnr2yJh7lB6LP0lPUUT6pbUT5t5lGAXE3VwYawYv8C0Gbgph0B7EDxEkP7+2TKVZQwIR\nUM2gYKUTIlCmOyYJHe22ivS6eEnwuvWxzIIymeTt4vV+4HeBD/Qs/01V/c3OBSJyNfBq4Gr8AjCf\nEJErVDXVpTUqYVJWQVKUgdmo6AyQV/UtJk11EPFQhZMPPY+1Jy5k35G/H/pYZjkxDMOYDNzNBWRM\nBRpbCE4qgUIGMShPefQ7eGT33e02qhm4eIUWe9ycb79c9Ko9FpTtLl6uChoErDgwVNJbs54Uk1wt\nKKr6aSCsiEvYafRK4E9UtaGqDwD3ADenOe4oxEmZrSU7TZz04jUCn2IFxKN1GayeuZRmfTh/41GL\nE7OepGenXweGYQymsnYwl4rsifvRTJ/MZdje7145xHRjLmhL2kIhy/7MBwKsjkdNna46KABot4uX\n22FB8YBqAX4jI1vGFYPy0yJyh4j8gYgsBssOAQ91bPNIsCw2ecealCW2pB82KIP6xhJIk9403yIe\nZ09cN55OTTBFOucunzrW/isK5tplGMXE3dhNbfXwuLsBpAuSzyqL12x9of3aE4+pIWM2wwTOXOA6\n1kSpqtMVV6IoDt3B8d0Cxd/HmCzG8Yv+f8ClqnojcBT4D8M2OCphUmaKNigbFRpiju6ON9nyIFSt\nsHb24hH0aucxjnOvU4wU9fw3cWIYxaW6cgiVZNXb86I6TDaxDAs1KuECIwlhFqmZVvpiYZsFRYN9\ntgRKy8XLp4rD965cMFSfjOIx8jTDqtr5RH4P8FfB60eAizrWHQ6WhXLP+z/HYnUdAPemg1x408GM\ne1re+JJeijgwGwVrx5/G+rFns/SUd7eluNes8MTj13Rs1X2jbDaGc/FacGYsBiWCy6eO5ZbRq4zn\nuIkTwyg2lfX9SAZB4Vkwt7E7eZyFZpfFq6PRoavJh8WgtCwgovDPn+ieKFT8R3g7BqXt4rWlvC6v\n7xqqT72cvP1hTt3xcKZtjoIz6zN45+cHbwg01zdz7s1wjOLKEzouKRE5qKpHg7ffD3w1eP1R4I9E\n5LfwXbsuB74Q1egL3nRVLp01UTIZnLvnB2mu7wegsXYAqv7v2ticR5zNjuKM3TdK9aZoNmq4lWJf\nuHlyae1EbhnXshQpO/0cNwwjX5wC1EDZQpnZXGBt6lzsPZLKkoOnn8z8+h7uveBzfXoBzpACJSyL\nVxPF6SOlRKWjknwgVoRMrUOdLD/1MMtP3XLvu++/RA5HjZzIVaCIyAeB7wCWReTbwDuA7xSRG/Hj\nmh4A/iWAqt4lIh8C7gLqwBvTZvBKw6QIE7CBW3NzoS1OwKNx/iAstARK9yyLhszkPPbN7+PwUz6U\n+vijtKJcUWmWLlC+dX5GCZUrK6dwT13H7MxRvlTtrj+w089twzBGhzSnxt2FNooyt7GbA2cv54H9\nX064dzypsrxymLnN3QO3Gzatb5gMaYpS1fB122NQAgtKxwjxrFMfqk9G8chVoKjqj4Qsfn+f7d8J\nvDO/HnUzSaIEbPAGUF+5gPMPfTe+/vVvaY21/cDXAF+gaOfsT8hMkIy7KNcOIcyacvnUMZ78yPPZ\ntb6X9dV9fOngHV3rJgVz7zKM4iNe+sxZWeOoy8Unr6fi1RIIFOn4f5Z9yd7Fq1WzJUr8+NnDguMD\nbsvdTbv3NyaHYjhXjhgTJuXknobLFZVw8bBx+gpWHw6v7emtL6MKIr6LF10+xdtvtI36POvn9zM9\ndzx1X8sei5Knm1cnYdaUWsOvWbNaO7tjzm3DMIqHDJHaN2scXJxW0pfENT+ylSjDBsmHuXhVgmdx\n2LrWx20XagxiUDrdu7alJTZKz47KyzYJ2bhge3YiA9YffypRzqhefYFvf+V1qEJjcyF0my5UOH5/\nuNhJQmdxSKM/nedyJXCrSFeYrPiY9cQwis+uh74btzk37m6E4mg8t962u1TG1oU8guQHuY2FZfHq\n3MUdUjQZxWMyRwA9TIooMaLRzQWiZ4n8mieba8s0NuM8cBzUq7StLsbocDy37T6QJu+/YRhGFkhM\nETAOXK+K58R3Rc660KQz5Nz2oN4o2tVnxXfp2qokzzYLStq4GKsiX1wm2oJSdouJWUm2ExYQrs0q\n2ncw6wIeq2eP0KzHnBETb6vi/A5lHDP91cYMnngAuDp5AsWsJ4ZRDrxKcV10L378emY2Y6TVTWA5\nmarPxQqQh+GtFU5PiuBeegWVijKlblcl+V5XsF7BYpSfibSglFWUmBBJR3NzAZwG9A1odKhvLOLF\n9CkW8WjU53CDWjtpabl55RmPUsZMXlHUmtMogUCZMBcvEyeGUSa8cXcgkuXzF3F+6gxrtScGbBm/\nkvzS+XiFDv1g9eHmthfqs4msOqowrc42F6/OFhRfpDRNpQyNiBwGPgAcwL8Q3q2qvysivwG8HNgA\n7gN+XFXj571OyESNAMomTEyQZIM2ZokzdVJf24M4TdSLc3NVvAKlmNwp1Boz7QdXXD/rMmDixDDK\nRZEyeIXRcDcGbhNfnsSfEBIdPkj+2aefnHifaXXbsSsOfmHHzl54KFUVmpbOKwsawFtU9Q4RmQdu\nE5GPAx8D3qqqnoj8GvC24C8XJkKglEGYmBjJD68x266Y24/G5iLixC3AKGgzOxejsmb1GlU2rxa1\nxkxbmEyKQDFxYhjlo+gCRZMMxGNsmiTmzx1xdIADTHsu9cD995lry3xm5vEuNy8PmFGX9QJbvspC\nUEz9aPB6RUTuBg6p6ic6Nvsc8Ko8+1FqgVJUYWJiZLR49VmIOZjV2G5DgpdxkHZZRcooqXg1WvWC\nRZ0U6TQNwzCGRwqapKMVQN5OOdyX+DaUUIESImyycPFKioMwrU7bOjKnFWodLl8AniiLzRqnXSvY\nmCUicglwI/D5nlWvA/4kz2OXVqAURZyYGBk/Wt+FHwgfh3g3VtXsBQqUU6SM0oridlmtFFEHlfLO\niJn1xDDKiRQ0Bk4QPJqZW5iroS7NIQUVkaFdvJLiIkx7Lusdz4KpHoHiqLBUUFFZVgL3rg8Db1bV\nlY7lvwTUVfWDeR6/mFdgQTExUgx6CzY2VuMF9yVCnUxdvMrOqERK5yyeiuJqhQZx3fKKhYkTwygx\nBR7s+iJhgEDRrWxYcQLSwywoooLita3a0ApQH8KCkiJERBBmtcI5Gu1lMz2fv4bDoj2zOb86hT4R\nXYNt7WvfYu2ubwGgjSZEzNqKSAVfnNyqqh/pWP5jwEuBF2TW6QhMoPTBBElxaYkUrzFDcyOPPOZO\nLhYUoz9dAgUtbRyKiZP+dE4whDEpWemM8lLkOiiCE8vFq7eeyKCttx9HQr1shxEoYZXi4zDruVQ6\nLDezIRauI41Zfu7klfzXxQc5VhkuA+ekMnPNk5i55kkAeOubnPnLv49yUXgfcJeq/nZrgYh8D/AL\nwPNUdXCWhiExgdKBCZLy4W3uAmmCZn8qe40tk/fauQvZXN/N4v6vpW6vbK5d46A7k4zG9LMePyZI\n4jFImPRuZ0LFGAvq4MRMST8u3IHPvA4hEMMlKyzoXtQhTLhUhhAo1ZT39Fl1qXSkEe61oAAcaswC\n8H1PXMi7dt8fq92LZs9YscYeROQW4DXAnSJyO/5J8EvA7wA14OPiV7H+nKq+Ma9+7GiBYoKk/Hhx\nCy+mabs5hapw9vj1nD36VMDBcRqcOfo0vOYMc7u/yd6LPz2wnWGESXNjF07tPBIRhzFpAzin46Gr\nTE4mr51MXFESte+kneNG8ameP1T4/BzOgBiZ5H0Pt6Ag21fNDVHEuJLynj6tLlV1cBEaeMz0ETq7\nvRpTTYcNt7zxi+NEVT9DeGDvFaPsx0RXko/CqrNPDl59PnYGr6RsrO7j7PHrOHvsBsBBpMGpR27B\na/r+nedPP5nj33ohq+cOU19f6Nr3nLfW/kuLqnDum/+CxhMXha6fxIFblyCRcrh4mfUkmmHESWcb\nWbRjGHEpeophiFG3RLeURTyxErKVhld8n28OL1D6VZIPY0odqoHlRoP3UQjCW85cGbvti2bPJOqL\nMRp2nAXFhMlk0dzYnYt7F0CzMcPZo09vv9e2uXvrRr527ghr5y5CxOOi625FMiwS5W36omflwZcB\nsHj1H+BUcnf7HCu9Ll2DZgnHiQmT/pioMMqKn8GryPaTbmtzGN2xJ/7r2fUlPKfJelgF+o5H1/Tm\nPOu1lcj4lZkh3N+qnsumNKglfG7X1KXWIVBqfebXFeXBymrqPhrDIyIfjbHZKVX9saiVxX36Z4wJ\nk8lDFTZPX53jAXpn78NuiJ6/XJqcOXojSwdvRzJ6rjXXl8HZBM8FXNZPPJ3ZCz4zNsvJKDJ5dVlM\ntJguXiZMBpOHODF3L2NUiFdJEFw+HuLUIul1U7v2kReyUTnPPx35m5Ctt7Z88mO38JUj/zOIQdlO\nRV0cFbyEE3I1r8KLT9zApjQGb9yDo7QFCihun7gaQdpFHeNisSiZczXwE33WC/B7/RqYeIFiwmRy\nUa/G+Ge5ghkdr8q5409lfs+9VKdCZqdS0FjbB16lfYyNk9dSXbgfpo5n0n4R6RYkcYuRjQ4TJ/3J\n22piIsUYBeJVYwWWj5Mo8dCxBaE5fSM+V+fSptMIloW30RSPmWaN8wkt+sNm/6oGfVegMiBCIU0g\nv4mUTPklVf1Uvw1E5Ff7rZ9YgWLCpJjcv7kvs0GeNmaDDF7FGLCIs8nG+QOZCJS1409j48TTuxeq\n0Dh/cHIFinbn9vdz/RfjFmXCpD/mzmVMEr4FpRjPlSj6WZenNudodlRU77QGRVuGtpY3HX/fKBGk\nKLPNqcQCRRPFxGzvXSsGJUp7deKOffJyZ6OqHxp2m8inv4g8LUYf6qp6Z4ztRoYJk52D15ghVdWn\nnFCvxpnHbmJq7hhU0wfH11cOsn7s5pA1Ls21/ek7mAF5unlVmjVUvHb9AUcdakNki8kCEyb9GYcw\nMSuKkTslCJLvZ0G54aHv4ZsH/3FrIN/xmIzjuuYFFhTXq/jph3seswLMNadIendsVaBP4z4nCNWW\nx0KMx34lpQXMrCjZMCgGRVVfMaiNftOTnwK+SH+x+yTgkkEHGQUmTHYeGuQ8LxLNxiwnH3ous5f+\neeo21o4+h/AMf9Bc35O63aJT8WooHq3PLjjMbi6OpS8mTKIxa4kx6TglECiDYlBEnfBMWVEuXh3L\nm0GMSJQFW1Sopkhg0q5sn0I8CB2iI2cLiomUTHg28BDwx8DnSWE463eGfVFV+5ayF5G/TXrArDFh\nsnPx6rOFce/aQthY3ceM0hUs35rxjRrctdZfsr6f5toFka0XUZRlhW9B6Z6tm9lciN4hB0yYRFMk\nYWJWFCNPpOBFGmFwDEq3gInj4rVFpwUlSgikSVg5TOIBB9kqzhjj2P2C6ONgImVoDgLfBfww8CPA\nfwf+WFVjV7uOPMMHiZO42+SF1TIx6mcvyy3F8DCIKN9a3dt+3zmQuqfhtv/C1q8/fmPfttWrjT14\nM69BfCXks03V56hEDBay6MeltRNdf2lZuv9VzB571tD9KRKt+iNWh8TYaYhXHXcXBiI4TNXnuPm+\nV4Wv7xAoSeugePgZsPwkJdv3FgQnhdgYxsULYK5ltYmxexYxKFYfJT2q2lTVv1HV1wLPAu4FPiki\nPx23jVijOxG5Ht+Vq729qg70YRGRw8AHgAP4+Vjfo6q/IyK7gT8FjgAPAK9W1bPBPm8DXgc0gDer\n6sfifhhjsqmdu4Rdj76IlYN/T/X8RTTWDoy7S+EoVNYOwNzjAEyfvA6nOY27sYfV/Z+nOeXf9LbN\nACs0zh/q37Y0cRqzeNXzefR8rLheddsjRUW5Yn2eu+dOhe6TNCYmN3G1sQ+vkj7uaNyUUYCYFcXI\nC9ESCBR1qDVm+q4PrQ4fmcWr08riixtXq6FiQkgnMtouXon39PFanyeGBSWNgDKyRUSmgO/Ft6Jc\nAvwO8Bdx9x8oUETkfcD1wNeAVmJpBeI42TeAt6jqHSIyD9wmIh8Dfhz4hKr+hoj8a+BtwFtF5CnA\nq/HzJx8GPiEiV6jGCYkyykLaTF5zx56LaIVdj70AlXohrScAqlXmjt/M/TPHaE6dZvn4c7ZWSpMn\nDn9i2z5Sn2X25FMZeOsWD6e+MHaBkkewvO9O0G3UdbVCdfUwRAiUKMxVqz9lFCRGNE59HmlM0Zw5\nOe6uTAQyRKX0UTEojsNRp2Mcv71o4zY6Rlkt9zDXq0QcRxLFkczWa6iz1edR1JjpdfGqqLCnUeN4\nNVnmsbJZURprFeor8VwUvRzrPovIB4Brgf8B/KqqfjVpG3FGeM9S1ackbRhAVY8CR4PXKyJyN77w\neCXw/GCzPwQ+CbwVeAXwJ6raAB4QkXuAm/EDbIydjOfg9JktKhpOc5bpU9dy/uCnAa+dsnLqicup\nfvMQm/MPMHXuck5e9V6mTl/JrqPfGa9hr8rMyet5Yvax/Do/JlyvGjrrJQOCMccuRlqiakTxUIPE\nRT+rggmTyWTpW6/Cac7w+NW/P+6ulB8Ftz4/7l4MpOpNcejU1tDswlNXAfDonq8DW1aQXuKkGW55\n/zueG9qOkMxC8X3HbqaJx8f3fyX2Pv16KDGC5Ht7fenmPK9aOcw7l+8eqg9GbP534DzwZuBnZSso\nVwBV1YEBpnEEymdF5CmqelfqbgIicglwI/A54ICqHsPv5VERaeVOPQR8tmO3R4Jlxg7H3dyNOk0k\nKNxXBhN8dfVCKuv7UGm2U+eCH4A5ffbq9uuZ09ejaMxZJYfKxnJOPU5GSxhkZUmpeNXwh2GHpWzs\nYiSEloDq9FufPnUNGwv3oZX1TI8VR2D0bnNPw51YYWJuXiCNGZymP3mz9+43mEgZkjJYT1osrG/d\new+fvgZFeXS3L1AcddvZrrqeLVFB7x2vW7EiFa8W4eKVzIICfnHHNNm7eo8MpHLxmhqiSKSRHNXh\nv/A4AuUD+CLlKLDBlvq5Pu5BAveuD+PHlKyIbMv/YC5cO4ykbl6V9b1suZ96kbNDRcJpzDJ7/Bld\n4gRoW1NU6iw++ArcjaVEJm+nPud/FwVxsc3K3cuNypyjTvi54jl+Kpk06WQypCVMOgXK/LF/hldZ\nY3Ph/kyOMYzAmFRxYvjUnrgET+o4waSNu7Gb5tTpMfeqvLibi8GkUjFdiPshQXQItALcO+6NurVV\n1N7tVy0Xr2b0RGDSLFmeKA6Ch6aOD2lbUGLs39s/EyjjQUQuDluuqt8etG+cK/C9wI8Cd7IVgxIb\nEangi5NbVfUjweJjInJAVY+JyEGgVRr7EeCijt0PB8u28We/s7X4Kc/cxTXPHG060olD/RkXzynm\nYKayth9H/QFsGcQJgONNUV27ILIisWiVysbe0HV9EQ+nMY9XXRmyh8OTZRxKVLauKBevvd94PesL\n97By6H9l1oc0bFlQKj3Li2/lM8pPZX1vW5wAzB29hXNH/nqMPSo3bn0XhZn9iUtIIUZH3Y5JPWU6\ncFuL88laAqXSpx7MoDTHvXgookJDmtSGFH+xPkPP+1rC/j5621Eeu+1oon2MUP57x+tp/PqJ3wCu\nGbRjnLPkhKr2rQg5gPcBd6nqb3cs+yjwY8CvA68FPtKx/I9E5LfwXbsuB74Q1ugP/qx5fmWF41W4\n7NjN7F69gAf3/BPHdt+7tVLbNuJgW5el8xdwav5hpjfnAWF96onc+1hdvTD3Y4yaVhGtpAGDKh7u\n5sJYBEpeVeTBd/EKpc+DJelDMhe8qm/V016BErxX2Pv1N3D6SR+iOZ0s2N/oz0537wJwelySqkXN\nblgSnM2FgXFvxaPT+tEhUDpiNa55+IXbtu1uYXutlKhJI0ieJUtFh5Z90vNvP3r7N50wRvDCmw5y\n4U0H2++//J7h4md2Kqp6Xed7EXka8MY4+8a5Cm8XkQ8Cf4Xv4tU6aJw0w7cArwHuFJHb8S+Vt+ML\nkw+JyOuAB/Ezd6Gqd4nIh4C7gDrwRsvglR+1+gz7z13KhWeuoim+5eSi09dyZv4xNqrnqTRrPO2B\nl9NwNrnr0CdZrz3B7MYSlx9/Jg/Xd3H4tB+g94XL/luu/XQ3lqhs7s71GHnRz00gdSYTdaisXkB9\n7tGUvYpPnoKkFzditq7XRa6LAggU0QqIty1IvmVBceqLW9sZRsZIc6p7gbrguVBQa3jRceuLpbHS\nt+iM7WgLFM/t9vASb3s8SiedVph2Fq9oK3BSgeLhZZb6N+6z01WhGbgAT3cWeSyZgWySUNUvi8gz\n42wb54k5gy9MXtx5DGKkGVbVz0CEfwu8KGKfdwLvjNEvY0guOfE0ltYOoni4HRfvnpXDPLb7G+xa\n20tD6lS8Gtc/9GJWpk5yfOFbeDTb4gTgyY89hwf23sFmdRWASmOKplNHncQegW06Y1RmTzyjNHEn\no0C0wtzjz2B9911oxrU3RilIenGjZi37CJQiDPqlbUHpFSh+32pPHGlvZ2THTreeSGOamVPXIT3C\nXqWB05jDq50bU8/KjfSJuygqgtORaKVlQem8N2rbYh+rvUDk9BUoCSeHVAanRh7YrwR1VDyUmjqs\nBZOv014guhCaFvY8MkTkLR1vHeBpQKzZ1YFPd1X98ZT9MoqMSjsDSOfA38Fl37kjnJ57lItOXofb\ncZOb31imdmoWTzzffBywtHoBC2uP8nj1AcRzeNqDL2Oldoq7Dv9d5J2kVp9l9pRfH2R9z1dDH6Yt\nkeLUd5k46UAQPGeDyvoy9fmHh25vnKKkkyiB0s+NaxyuGFNnrmL+6HM5edUfBH2o+ue553TNQlbP\nXwx6G1PnLvMHD80qeC5OfRYvgVukBblvZ6eLE4DKxjKzJ2/Cc3smKURx6iZQ0lKESY+kdFtQtlIE\ndz6AVfwJwyihEl6oMfq76L0rv+DEtay463xhz72h2+sQwfHbjz24HQ9lsVnFQ9lwvLYFpdOqYoST\npsh6H3Z1vG7gx6TEcruJPPtE5PWq+u5+O8fZxigms5sLKB5hBq5aY5ZrHn5B6M2p1pyhKfWuZYpH\nteG7GSw/cRFNqTO/uYenPvAybr/kr9v3yOnNeWqNWVQ8LjnxtHbQHuKxeuBzkX11GrPpPuQEI16F\nyvrexAKlKGIkDCfKUtJvpm5EtUc6ceqz/iAmcBVwmlP+AEEaOJuL7YFhdX0/Tn0+iBHwcOuLzB87\nwvSZq3n8qnfFyj5m4sSIou1C2OytDyW4jTkao+/SZFC6+JPuSZyuIPkAJVqY9GvP6fNd9FpQDm4s\nseZsRm7vavLUxNv6lWBbD/jxc0/ipLPBu3ffz1RLoJh/VxwSFVnv15Cq/mraTvS7Et8qIo/3WS/4\nBVhMoJSQuY099L/co9f1zmgLDhedvpa1qXMcOXkDrlbx8Kh6U1zz8As4Nf8IR5fu4ZqHX9gWPU0a\n7Rvp7Kkb0co6a8t3hB6vNwjU8FMVVzqCYcPSNhdZjGxDowVKP+vZONym1PGHfk5jFq+6ijSmQV3U\naVBd389G9TyKhzp1nOZM2wVn7viz221Uzx/KxPq1EzHric+22JPWcq+CU4JCg0Wlb8xbQZF2NPyW\nCHC10vUU14ETIj1xLP3iVVrbRLawHUedkVSQ72XZ86+TVprhpOmRdyIpiqxvQ0R+RVV/pd9xBm3T\nT6B8Cnh5v8aBjw9YbxSU+bXlSPOtQ3dwXS9RA8ZLTtzY3s0Jtpnb3M3MqUUuOnVtOxAfwO059dyN\nxdA2o5YbMLXyJKrfeB2nrnwfUDJB0kPfbFxh61ozfBGDtDxxgsw27uaSL1CaM/414bk4jVl23/dD\ngU84OI2ZQER1PxQXHvpezl38VyNJdDBJmDgJUP/cD4vNExzckiYVKQKlFChd98jOOigtlIHl5npS\nFfsTRtER5UndtRyEYSXKMPtWdSsGxYhPzCLrYfyEiPTzMxXgh4BfidogUqBY7MlkM7exlHrfqFtM\nrTkbakZ2cPA6A/FDmDp3OeuL91Bd38/c8Wdxf5AZrLZySZDq2OhFpY7j1QqRyWpYKl7VT0MZ8gwN\nEy/SrAZxHdMjz8rSqjTtbC7C3KO4jblgjQNeBbcRzF6rw8LDLwlvA2H2+DM5+6S/iDyOuXd1Y+IE\npBZG6eQAACAASURBVFlj7ugtTJ+7ks25b/cER2/hbtrETmpKGYPibHvtC4zOGJSOtPYh98zuavOC\naOvcCscJfS6HLNPW9g7POXUlzeTl9ML7OHDbbqrqB8ebQInPkEXW30N3/EnUNpGU70rMiCRVzDsp\n/Cy1wuFT17Cwto+7Dn0y9H5x2dGbma3n8wCLuoE4A4LcRassffsVNCvnAag2pqlX1pFmLbLQ4U5H\ntOqLlPrc4I0Ljqjbx0d6+7nj1HehTh3xXMSroW6073PWtFwO3U1f5EsQAyBIl9vNoJnYysYyTr0Y\nBTeLjokTn+mT1zN17nKUJtXVC4Dwe667sdvSqaZEvPKda4K0f+52DIpX2Zrcky3h0hK0/WJSBMeP\nMRGNHILGFQutrdwRT6R1WXgUKjg08SbexctZd3BXos/htXvuZf3e+wDQRhPCHrCQtMj6NoaJPWmx\n4wRKWmEStX/RBEurrgn4we6blVWuOPocHM+l6dSpNWeY39gz5l6Go3i+24LUma7PBwJl9C48ZWP2\n+M2wv9xFpLZ8qEMIeaC06uKo08RpzNHsEChTp6+mMfsozalByUXSIYFPcyW4jpzGVoyU0xETEyfz\n3PSp61g98Nlty816soWJky2mVi5BcIO01tHxV+JVWXzg+zl75C9hiHTvO5FCFH9NyIWnr2xPAnYW\nauy8c27F+KlvHZHee0x3DIo/aRRNuAVlOy0h47b6NyLV3BmBsysI9vfTAk22QBnEzBWXM3PF5QB4\nGxuc/cTfRt0gkhRZz4UdIVCGFSWD2i6KSBEVdq3tDWZGlBu/7buXeNKklcMjMlNSARAcCG6cVz/6\nfL546Z9vy/FvdCNaZeqJS2HfnbGyQhWVvqmEcbpmg5fv/pc0a2f8+iPOJk5jhubU6fb2u44+n7U9\n/8T5kIF/Jn0NLCi18xcx99g/68qi5DS2W7PCXHDAT2c6c+paVvd9wYrqhWDCZDttq90gizQOlfV9\nQT2U+CmtDYgu3VZc9q4cab9uCwKt4HW4UzmdFpQBAe5+DIpDPw+e0HtaxHZeR4rhUcmDVv/qeOxv\nTtMI0ixPugUlC5IWWc+LgQJFRKaAVwGXdG6vqv82v25lQ57CJOo44xQru9b2snz+ouDd1kUYJkqi\nBk2FILiRzm3stuJ2MVCnyezmIqtTZ8bdldSISuSj0E+H7UDwsBVky4KChKahTpJSMymdFpPq2v4u\nK5/T2J49qd91pk4Td3OR5vSpbDtZckycRJBgdl+dzeDcNIGSiBJaUDrpqokS/Kvo1jhAYghcdYIY\nlGhCCzWGxhC2VoxnvNEU5UBjCg26sNMtKHFIU2Q9D+JciR/BTy3WAM53/BWWS2snRiZOxnls0e7C\ncLMbS10Ds/4+psW9SAWhKQ1mN5bMghILZape7loxg85HaUyz9+434Gx2x9yJ5yBhdXIkP7eWVgyK\noqjT7DpWJbH7pHYFNF9Rae5o9657Gq6Jkyg0nttgJ45nLrJJKaOLVzey7bWrlbZA0cDFaxtdwkYG\nVooPu2NPaZX96wvbttSud6Mfezx/bX/b5atiFpSRIiJPFpH/JSJfDd5fLyK/HGffOC5eh1X1e4bq\n4QgZlzDpJVfXLxXm1/fwlEe/A4Bv7/kKx5bu5eJT13dtVmQRMghHXdxm1SwoMRB1qW0r1lYu/EKH\nEQGZotRWDwHbXaiECk4j7LMPb0GRZtWvb1JZ72jWaReHFITq2sHhjuFVqawdYHPhW0O1U2ZMkMRF\nklm+VdruiEYCSi5Qwoo29vLUB7+Xuw79HSsRlltRJxDD0ffRqBiUFz1+PR88/OmOPnQzau+NliCp\n4NDQZmbV7I3YvAf4BeBdAKr6FRH5IPB/D9oxjkD5RxG5TlXvHK6P+VIUYdJJFiJldmOJpfMXUGvM\nAMoD+29nz/kLufzYs9o58HefP8SpXQ/TlEZkbZOyIQhVbwopYVXfUSNaoVZyCwo4fZ6F2nbjckMK\n0IWK2BTxOJXVg+x6+LvAabK29FVqK5dQW7uQx6/+/fY20yevSzyL3Q/BYfrMVazu+xI4O6P2twmS\nlAyoS9GLIGOpE1RmpFkli8mNUdJbCydq8N8rDGY2FrsESue6VpB8P7rTEnev+5GHn9sWKZ0uZx7e\nwIyeUaQVNpXO70b8dMPGSJlV1S+IdH3vsR52kaM/EbkT/7SrAD8uIvcDG/h3R1XV66P2NbJj77mL\nOXjuinbg+wP7b2d+fTm4WP0Lb6oxS7UxjYpXtntrXyrNabOgxGSmPijdeLHxLShEnL/angl2N1qx\nJ1sP5a4HaevhE+M6cDZ2gdAOIq6uXoDTnEWawvyJ52z1rbmVxnjuxDNDi+MNg6jL9OmrWV8u9BxQ\nakyQZIMMSPu6DXUtC2JCnPo86jRLlWq4txZOWAC8v91WREr3+/A2B7t4dcS59m1rK6VxWnHSe7yk\ntIL0RYVKyS1kJeRxEbmM4MQTkR8AHouzY7/p6Zdl0DFjSCpBDEYrEwYKi6sHuy7WWnOGqx59XrsQ\n06RQbdbwvGoJc6qMnl1r+5iqz7FRLXR4WCTt4mEheAhOYwZFqazvQ6XenWK1w2rYFrR9UrC22HP/\nawDaFhJpTm97CHrOJk59nqZ7KnD9UPrV5UkzyydaZeb0tRMjUEyQ5MSArEq9CE6pBtpFwKnvooyz\nfK17jodHrTHb9z7ULzK1sz2/En30vazTxSu0xklg7JNW02P8WjsziFUznFwyYvEm4N3AVSLyCPAt\n/AxhA+lXSf5BABG5VVV/tHOdiNwK/GjojkabYd27Fs8fZHHtQPu9g8PN978qdFtXKzTjWc1KQ7Ux\njTMhLmujYGF1PycWyxnL4M8OE/kQcxqzvtvf6oWoeF0eXJ2DsJZAGWR5W+q4jqorh6jPP9KVnWsL\nbSdqcDeWBs6upp3lcxqzVFYPwMKjqfYfJyZIRoO0XbwSYPfPRLj1XQNdm4qMSpM95w8RxxWwb3ZB\nPByt9G2hc/+Kutvcty5Z3cfR6TOFioV1EHPxGj2qqi8SkTnAUdUnRORJcXaMIyWv6XwjIi5wU4pO\n5kYR40+yCJC/8ugtVBMEOU5K/EmLvKrdTyKuVlheuai0GWhEoy0ooEgQCC9aoXfDzgFFLIHiOV3B\n9osPvRzYys7VS8uPv7KxnNssoGiV+ceen0/jOdDKtmXiZISkuLbNRTYZ4tVKGyTvpxKusLR6AX3F\nSWt2p2eg3jnpoyjugPjPzr0rnuN7eHTwnNNXcnhteetwBbBMuQhVr5y/b4n5bwCqel5VWznPPxxn\nx34xKG/DL8wyIyLn2DofN/HNNUZBKHRNkyGZNNGVJwvr+7jhwZdwxyX/nXs3DnD51LFxdyk2/WI6\nlG7xsG2GsysGJciw1WdgtvDwi3Ga25MKSFhKVpW2H39l9SCO5pf22t1cYv3EDUzv+6fcjpEWEyIF\nQB1UNFH+B0sykgzx3Ezjy0ZJV5B7v/GAtmJV+nxOAder0k/ozDWn2bM5z6naCm5wbvZqEAn+00F9\nGiFTJf19y4aIXIVv4FgUke/vWLUAxJp57+fi9U7gnSLyTlV921A93WFkYT1ZPH9g8EYBRbnwjfGi\nKOvVJ7h3wz93yiRSogI7W3RlI+oRKF0WlOChGyVQqiuHqZ2/JLwPze3iQ9RpC5fq6oV9+zgsgkP9\niSOFESgmSopFmoGz2ARPMmLErpWd1p3W3eaqunUPbltQBtyXL1pdDgSKG5UhvnDjk6kSu/CVjCvx\nY9mXgJd3LH8C+Mk4DcS5e709UD/PxdfH/6Cqf5mwozuGTGqfKOw/d9nw7Rg7CgmylPTSEizFFivS\nP6tMYLkIzaDV9cAJZgcjZo4r68uhbey9+w0RR3ZxGr5ACatYnzVeSBrlUWGCpOAkDJIHs6AkZRK+\nr8EeFa3ijf3EmOJ61YHSYrYVnxdhjfGfSX57RaFWUhe+uLirDpVz8T6jt5nfd6GqHwE+IiLPVtXP\npmkjztX4e8DlwB8H798gIt+lqm9Kc8BJJqvCjDc8+BKmQlxQDGMQraxvYbSESifjEC27Vvci6nBu\n7nh7WX8LytbDLWwWuctVQR0/wDNioF9Z359oJloQ3I3l4Dj5D+A1tOhkfpgoKQ+pzj+zoCRiEgTK\nIItFa73brIYuB/+O63qVgW0t1v1YvqjUvRKjP6Nm0gVKAbldRN6E7+7Vdu1S1dcN2jHOL/UC4LtV\n9f2q+n7gpcEyo4NhxMnFj1/PVY88j1p9hsXzB02cGKlxEwbF3rtxIFS45MlVjz2Pq47+s65lfUXD\ngOdbZWMvS/f/oP9UVUGdOo431Q6sb6MOtZWL/ZcJZvSmVp7E9KlrtrmW5YF6NXQED1ALcC8haYLk\nzZ0lETvCJS649Q16VjhehUE332rgJhZlQWntXxz7iQmUMXArcBD4buBTwGF8N6+BxLka7wUuBh4M\n3l8ULDMChk4nvHqQmfoubvz2S4HJDno38sVJOQM4Wjew7SkwfQtKxDkf4+lW2Vhm79d9Ny3P2UCl\nSWV9L83aOdTZRCtrVNb2t1MUJ72+Kuv7QvudOdJk/cT1zOy/I5fmTZSUl1QZ+qwOSiImwYIyiNa9\nb3FtP+I5qOOFbKW4Wh14n2wJk4q6odsWMQbF0gyPnMtV9QdF5JWq+oci8kHgH+LsGOeOtwu4W0Q+\nKSJ/B9wFLIjIR0Xko/12FJHDIvK3IvI1EblTRH4mWP4OEXlYRL4c/H1Pxz5vE5F7RORuEXlxnA8x\nToYVJ/Ory9uqgBftgjbKg6tu14D+5vte1Z7likPLopKvVSXkQdb3VpT8ehDPpbZyMXvu+2F23/fD\nSGOG2RPPSD0Aceq7QMIe5BmjVTZO3ojmMOVo4qTkpLKgTP6AO1N2wPfVqjyvwNzG7q0VPQP3QWmG\nAdzgvl31XJyQe1ZUXOQ4sSD5kVMP/j0jItcCi8D+ODvGuRr/r7S9AhrAW1T1DhGZB24TkY8H635T\nVX+zc2MRuRp4NXA1vhnoEyJyhWoej+vxIypcefSWcXfDmCAUpaoudWm2hYqjDtBM3NYos4D1q4OS\nRLCr1IN9KkyduwzP2QSU2hOXUFs9lLp/bn0+CK7PH21OofV5pLaSSXsmTCaDNO5a5uKVjJ3yfQmC\now5z67tZmTkZLOsmjruwE4jmXY0ZXLZ/d33s4mNjeof8xgXi3SKyG/hl4KPAPPBv4uw4UKCo6qdE\n5Ahwhap+QkRmgEpHwZV++x4FjgavV0TkbqA1Sgg7b18J/ImqNoAHROQe4Gbg83E+zCi5f3Pf0AUi\nZzeWCuWbaZQfFY/pZpW602wP7Id5QOTj+hVkxVcHDawSotFZvBJZFNVpWzqc5iyKh0qD+aPPRaWO\npEwj6jTm0A7RlyvSpLF2gFoGAsXEyQSRxsXL/O2TsYNc4hxcdm0scyzCYz+OBcUJrCOLERkOW3VQ\nisSUOiPx1jVARBzgnKqeBv4euDTJ/gPvXiLyk/hVH98VLDoMJE4zLCKXADeyJTZ+WkTuEJE/EJFW\nyfBDwEMduz3ClqApHMO6dy2dv6A9A2EYWaAoM80pFuuzuNpKJzn8OZat25fg0ex6APZ18UrgIiA9\ns3iCg6iL4KYWJzBiVxmvSnNjcfB2AzBxMmGoQ9JR1U6xCGTFTnOJm91Y6ngnXa9jCRR8y/dsIzx7\npGgrzXBx8FBm7LoYCarqAb+Ydv84I5c3AbcA54ID3kNM/7EW/397dx4n113e+f7zPVXVi1pSa7Mk\ny7Ily5LBuy2DYoKJjTGLgRgCJBAS1qxDFgNJJsDM63pm7ryGJZdAwoTcSSCOQ/AlkAEC8yIEDISw\nxBiwsQU2YCNblmUkWXurl+qqc577xznVXV1dVV3dXafW5+1Xv1R96lTVr4/rLM95fr/nl3Tv+kfg\nFjM7A3wQ2GFmVxJnWN67mPdrl33TZ838LNfasXM45+RFBFXSos4tnXjKmbN50eHdrE1K7TYzCF52\nkJIMmjTZ3AH9dTMoy1MZtHS+gCi/rt2NcB1GFePLGuI3wBZlSYUIulgurD6ht1honpTSeuLVB6+d\n172rvEpip2VQQoyRPsqUdYA7Jf2hpHMlrSv9NPLCRm4X5M1sWkq6i0hZFnGYTNb/R+AjycQtmFl5\n36i/Bj6bPD5IXCWsZGuybJ5P/Pns4hufGXH1M6rvaJ1q27Er2t0E14OE2DIV7/ubp+K7Y0GTTxDL\nHZtiyX9zMyj1eisvsv0pDcps5d3o5WZQPHvSi5aSQemvjMCy9dmd9SAJekfyayqCs8V9zyqz9AWF\nDFi2I+dBMcHKKMtRpuuu98R3D/HT7x5qUas6j6QPE88Ef9jMLk+WXQH8v8TzmRSAN5nZdxZ4q1cm\n/5bPnWg00N2rkaPXVyW9AxiW9FzgTcwGFI34G+ABM/uz0gJJm5PxKQAvA76fPP4M8FFJ7yPu2rUT\nuLvam/7i78/2/FruWJBWyxWH6k6o59xSBWXlHs+aXg00p4tXpaWOTZk9WRmZsosnWVB3DEojpbdn\nZogXqYwVaeXFXjtnlHedJSisZM0jL2Niw3cXf6lngiiAqqVk3RwGQY2MQq8yIjJRjksOPqfiiUWW\nYa81UaN1WngCgcGqBgoAbLl6M1uu3jzz+z1/fX+azepEtwEfAP6ubNl7gFvN7AuSbgL+BHj2Au9z\nkZlNlS+Q1NCO1siVy9uAJ4G9wG8BnyMejb8gSc8EfgW4QdK9ZSWF3yPpfknfA64D3gJgZg8AHycu\nZfw54uis7T0Yc2PnkZ3YvPCKDTr7xFPogD/L9aDy08FZ+ThACVIs87joLl82Gz2UV4lpTtcKm/NP\nNzO/geESA2PbCMIVcYC82P1EEUE4vPB6DvXhdjJZ1Wpdiz1j1LoJFo9R6awQJUvAqj6Y72a5zOzr\nwImKxRFxmWCANdTo4VThmw0um6eRKl6RpE8Dn67omrUgM/sGVO0A/vk6r3kn8M7FfE75mJCmZlOi\nLJnplYw+Hk+g+DQivnPBp9hwehtnBo8zNdjQZJgzFMXVI9aNn0OmoeSVc0tXqlHfSYUYZiuLBYyO\nb+bUijgDkw3rX5Av7j5c80+ILZ88NcpiBlriR+7Kht7Nq0cExfjCWWFu0eOpTBEKhyA3nkbTekpm\nehRT2Ffd4gyr2puj/rxU89U6NgadmEFBXDe5kadOr+Zv1jzS7uZ0m7cA/yLpvcQn2p+ttaKkzcQ9\noYYlXcXsiXk1UL3sW4Wae6LiQSe3Ar9LkmmRFAIfMLP/1sibt0OjA9gXCmQykxtYefhacpOzmZOA\nAJnY8eTTODZygJ9srtr7rKqVk+u5+InrAYi0+DkpnFuqTEedIoQBGcuyZmIzj3EfALlwsL3NWkDr\nT7MGUQ4yhYVXrcGDlN6gpNuRwobO6RWMIBxawixI/acUCPYVGdmwWgZlece70qsDanfdbbdNfdad\nr2TikYeZfCQuLW1hCI31pCr5D8TFrj4t6RXEQzieW2Pd5wOvJx5LXj7n4RjwjkY+rN6tgrcQV+96\nupk9AiBpB/CXkt5iZu9r5AO6UTC9mrWPvoJIs4OoDMMUsSKZeXX9+LkcKHyf6dxEzffZcvypbD1x\nybzlkcJ4cJpzKSrd9e+oDEpZF6/yu3TLDVCs1wrbK8LCQbSMAMX1BkXxvrGkC2jTTIDj6ou70PXQ\nMaQRJjLL6E5aK7NcWpaxoONmkoe41HCzi8d0iuwk5OpMoTV61k5Gz9oJQDSd58S/fWkxA9ReZ2a3\nAJjZPyYD6asys9uB2yW93Mz+9yI+Y0a9K5fXAL9cCk6SD9wH/Crw2qV8WDdQOMjIkZ/BKBJYvOOW\ndkLDuOTgs4mS+1FbTjy1dn93E6umNlR9KvASd64FSl/N645d3NZ2lCs/mZWPO1nOSbL0vqWAp1Pv\n2C2KIqImXFjuyobsyvr9824WhMsIUBDy/vaNibL01E2OBgSWYWh66QU5hIiocn1rpffvzKNxgIgw\nzh86zrbhY+1uTierLK95UNJ1AJKeA/y45gulX00ebpf01sqfRj683pErZ2ZHKxea2ZOSlj7jWYdb\n/+M3zFs2ezcgm/weXwhtHDufjWPnA3D3BXMDxD37XlbzM3zuE9cKc04MLUgwNFR+2DRTZav8zlq2\ngaoq/caa2O2tPEjxbl/dRUnwvpRMiEwzr3f1ybIdebc/TQFBzRupjVsgg9KRIUocpFx26jzuW7O/\n3U3pSJLuAK4H1kt6jHjIx28Afy4pA0wBv1nnLUaSf5ccAdcLUOoVia5fQLpbRZnZUqU11Epp7vnJ\nyzmyeh/7199HJsrOTFTUqTun6y8HJzdwzop59xuabqEgpZSJhMoMShPv8vbIRUYzA5RyHqx0l1KA\nkS2sWWDNajKoyhgDN1+caeqc7rCtMrTMkubVjralZRnLMFxjlvlOcMmZcz1AqcHMXl3jqac1+Pr/\nlfz7X5fahnpXBVdIOl1luYgnaek5uYmzMRWR1d6h6gUca8bPJhsOsG58axrNc25Ryr+rGRM3HrmM\nb677ERPZFO4vLKG0b3n7fExWBQuwFowdqNX9ywOXzqFw6cG78AxKoxRlF129qhc0p8R7dZvzo2zJ\nr2VaxdQ+oxm2DR9j/+T6djejp0j6v+o8bWb2fy/0HjWPfGb9ccWgMEcwvZpw6ASrnrhhZtzJkt7L\nAsIg3hFbXpbUuToyiI3To6wsDjc9QFmRH+XSx2/k8KbvMJabqptFKe9CMXNitMWXtayvB/Y7yxAV\n23cfqJFxKx7EtIZseRmQoMMr5HWMPu1muvyKXfMn0p0tJ989x2IPUpquWm3zEeDXgPXA0gOUfqDi\nMOsfet3M77aEKL98xwwsIEzeo9aO6YGLa6XS9y2bYrenbU9eCcCq4jBjuakF1q52EgsW7FrZfwKs\nuJSysq1TLYjxoKX5SoPcl7qPyAOUhgT9GqCkcG7oxgAFmBkw74HK8pnZe0uPJa0CbgHeAHwMeG+t\n15Xr2wBlxeFnsOL4FXMXLiFpNLcqUYaF+rp02w7rekM2xYv/4cJqIkJGyi6EamVRVBohX2JCFjR5\nDH9v7GNRYWThlTpMZdDiAcsyRZmy89LSvtfexasx/bqdWnFN0tFH5ConH8+mNIekdcBbgV8Bbgd2\nm1nl7PQ19eUty+HpVfOCk/ju1PJ2o4CAwWL3XVS43jVbTSX5bsuaduANTKyeHiaIsgRkWFVYuAzq\n3Lt1RmBBPE+LljCIpdZndPbpsGFRD0wc52WOlycojiwps19OfZoZWKz+LcfciuNlZx6T682Hsm34\nmJcgXgZJfwJ8m3hixsvM7L8sJjiBPg1Q1o+dhxFiZfW7m9W9ZO3Elqa8j3PNMq3izGzyh/KjQEUK\n22DXmc084/iFi3rfcybX8eIjV2OKL0CHK+5APpzfVOVVsycDw5AFSQaleQFKr7Cw+wOUklKg4gHL\n4gTFkZngfamBtwcoDerT7dSK0spBh1ZWNIzsAvPSeZCyZH8AbAH+M/CEpNPJz1iNAlzz9NUtgzVn\nNnNq5Ahrx7cgn4vE9ZFqY1D2T65n2/AxnnpmC1edOh8h/n1dzXmXZlx5cjsXn9nKgysPAqWujVQ9\n0Fd29ZJpJhQxxRmUNKvIdDMrdPYYlOXwrmCNCQojLPvus+9fDQn6tItXK7IbmQ69Fx7JyFqGaepn\nKT1IWTyz5R94+idAMXHh4WfGD6vNfNqMj/CBvq5DZWqdhAyuOLU9mRHYyFhAqPr7x8qkutTZU2sw\njCD5zmcbOh7NbYcsE3fx8gzKPBYNYFGAgnSOV53EA5bqgnAIRcs7p/g5qTH9mmlqxg2ibu1Waxgr\nwgEmsvl2N8VV0TdHrlzZAN60Dth+InCdajaDMjcQCNBMH9xQEcPhwncRS++0pjgy58SUbaDIxNwT\n2WwGxcOTKoIi0TInUetW3h0sFhSHYLnZ/g7tXtNp+jZAWWZw0c3dc7MWsNUHw3esvrmiXj92LqGK\nRERdvUM5txSZ5C5Z5Tf/iYkNRMnSnGW4+dDTGFxgYrjBKIcl/1X7jErlY1HKx8Ib8d27OLD3fXI+\nIyqsancj2q6fgxSFK5pwd9oDlIZY/3QoKdeMeVC6VUDA2fk17W5GU2UnYGCssZ/cmXa3tr6+CFBW\n5Ec57/jlZCxLQNDVO5RzS5GdqUs/f3l5oFFQyJo65W2zUcBoIb5oqtyPagUoc5WVGZaRiXI+BqWO\nVswm3w36NZsSNKGSm+9fjdECg6Xd0oQpdalvltWFFX5/rEP1xZFrRX4tEf13cnMOmDNRY2VQkbVg\nTg8Qwxis09Vhy9S6mmUZGwlQ5ny+iVw4mIxBcfNYgLVxNvlO1G9BStCUSm5+Q25BJvrkcqiqNHuV\n1DpfdArRWPdk13rdvUc2sE8NFIbZ8eTVBF61y/UpGQwkQcC8DIrNzaAEproBymhhRc2DeUOVWkwz\njRAiGw3Gd3g7+xzWHpYh8gBlnn4KUtSMDJqPQVmQohwsUBykl6XZq6TTe6yEMob6dPxRp+vaAGXn\noWvYs+/lbHvyqtorGVz52At9zInra0KzAUrFxUqu4hCQIag7BmX99MqaJ5xGMiFCMzcWAsuQLQ54\nF5SaAqzYu6WGl6NfgpSgKV38OvsCsRPEs8j3Z4DS79dHhjEYeoDSibr2ymDd+DkARHVm2S1V7ur0\nCN65NAWI6yY3Jo/nqpwfRWjehIvl6lX5amgyrooMykBxOA5s+vscWVPkAUpNPR+kGKiBqnoL8RsA\nC1M4gMkPQv3KMyidqevLVhQz0zWfu2r/i+PZqj1AcX2s/Ptf/vgXT2/lWJX9p14QMlCn0k1Qyo7U\n2d0q98XB4khSxcv30Wo8QKmvFKT04rwpigbi/pnLvm72fWshcQalXwOUBQ7aPU7U79bs2qdrA5RS\n4BFEAVc8ehNRELL3vC/MPL/cya2c60Xlp6GdhVWcXZyfgRyIZg8LK4qDnDO1luFwAANyUe1DhhEH\nKVGdE315Fy+AgeJwUmrYVeNdvBqzKxv2XJASFFdgCtGyB/D63rUQ9e0s8i5rAasLzShG4ZotOnuc\nHgAAIABJREFU1at4SYOSviXpXkl7Jd2aLF8r6QuSfiTpXySNlr3m7ZIekvSgpOfVfO/koJuJBhgM\nVzBcMV/AcGEVRRU8e+Jcmcq9YaRKRqQ0CF4Gu0+ez9NP7uTSsfO4bOy8uhmUSBEjxcGazwNzungB\n5MKhZOyK76fVeJnh/qVwmKbc1fdB8guKu9L153bq17xRiRCb8qMLr9hnJH1Y0mFJ91cs/73k+nyv\npHel2YZUAxQzywPPNrOrgCuBmyTtAd4G3GlmTwG+DLwdQNLFwC8BFwE3AR+UVPeokY0Gqg7yWjO+\nxcuXOlehNE5koCzDOL+yV/zcmsII501taPzNDc7Or627SmUGJRsNEETZeYP3XczCAazfryAa1Gtz\npcgH7rZMEA34MaiPjfpcKNXcBjy/fIGk64GfBy4zs8uA/yfNBqR+BW9mE8nDQeIuZQa8BLg9WX47\n8NLk8c3Ax8ysaGaPAg8Be+q9/+rJs2ayJCOTaxmaXsWKqTVsOHOulxZ2rkLpFLwqyhImR+TKE3Np\nPpPRwgoKSRGKRiq9ZMkwtOCgXlEeEhlGNhrwTGctirBwgayUm6NXghRZrinZD+FFKBaicAD69oam\nfzkQrPDj7Bxm9nXgRMXi/wC8y8yKyTpH02xD6nukpEDSvcAh4Itm9m1gk5kdBjCzQ8DGZPVzgANl\nLz+YLKtpoGwiq0ueuIHLDzyPSw8+h6GKLl/OOfiFM1sZjjIMWYaCIgybN5FWKUBZXZyd86QUQCwU\nqAzWGaMCcbexcqaIXHEoGSjv5lGEFUfa3Yqu0wtBiqIszeh2ZH0+CLoRigaR39DsWxHGmoKP92vA\nhcDPSbpL0lckPS3ND2tFBiVKunhtBfZIuoT5IbuH8M61SM7E4MzEjSKoOAyUukYOh3MzG/UGv5cM\nLBCgzL9QMgZ8nEUdRjjtN1uWotuDFEXZJmUWzcehLCA3Xvc+qOtxXsmrYVlgrZldA/xH4ONpf1hL\nmNlpSf8KvAA4LGmTmR2WtBk4kqx2EDi37GVbk2XzvP8jd848vubyHVxzxQ6MyO/EOrcAI55ZvlbZ\n/1IGZaiiD3wjtbYWClAqu5OZjJzPll6bZYimV7e7FV2rm6t7Kco1qdtRXF+vXyciXFCUJTu1vt2t\ncG0UmOadu/bdfYxHvn2sTS1Kz9jBhzlz8GEALAphcYmKA8AnAczs25IiSevNLJUNlWqAImkDUDCz\nU5KGgecC7wI+A7weeDfwOuCfkpd8BviopPcRd+3aCdxd7b3f/Job53+eByfONWTAgtozwifLF+qu\nVfV967zm6n03c2LkiXmfmvMMSm2WJZr2CjPL0a1zpSjKNeecpniyRu+mUF02vxYLQhR11/fDNU+G\nYN75bsee9ezYMxu4fuUvH2p1s5YkN2kMjNXe29evvoD1qy8AICzkOXLPl+rduZg7aBQ+DdwAfFXS\nhUAureAE0s+gnA3cLikgjtL+wcw+J+ku4OOS3gjsJ67chZk9IOnjwANAAXiTmdewca6ZAsSAVXbs\nmktV7ig1IldrzgaDjOVYmV/HnOOdiWzkgxPrKU4uopKa6xnNm5vDu3jVM3x0d39vH+Gd7IFhHyQ/\nh6Q7gOuB9ZIeA24F/ga4TdJeIA+8Ns02pBqgmNleYHeV5ceB+SmQ+Ll3Au9c1Of4bPHONUzEGZRM\njX0mwshaQK7OnCe1ZGvchVTSVWWguGJONy/BvDEwbq4ov67dTegJ3dbdSwtWxFsM38eqMhg8c367\nW9FeHpwA87s09zsze3WNp17Tqjb0xFHLgxPnGhcgNmama+43JiNjQe1sSB3ZGn3mg+S9AsvM6bYS\nLHuW7N5n0QDRQhNguoZ008D5ZmZQ1OsldC1g5cEbFh3UKRzCklLqrr8N+SD5jtPjRy3nXKWtg6fq\ndt8y4rEkS5noNFMl4Ng5eLhmIOLjxhqgIuFiJsx0dXVLkNK8AAV6vcxwJr+WodMXMnjyKY29wCA3\ndh6Z6VFM3fF9SE1vfzUatpQuzS5dfnXgXJ9ZaHyJYawpjBBq8VV/amVl6t3BbWQSyL4WZZg+taPd\nregp3TDrfFAcXnilBhjW85MQlqpwDZzZ1tD6mfx6Rh9/ISsPPav3s0sL8cMvAANL6NLs0tXne6Zz\n/UfUGcyeWD+9akmBQ4CqnvDqdeXyLpoLyTJ9/HIs8sN1PwmaNUGn5pf37jXZqbMAyE1uhgb2k9z4\n2fHr8huQedceV3v8pGsfP+M512cCE5k6B2Mh1k+vXFLgEFWZmT7+TD/ULEsw7eWGU1DKpHRcNiXK\nxPOgNE1v73/ZyU0AGBFDJy5dMEjJTZ7dima5LiJE0OOBfLfp7aOWc24eoZqD2QEyJtYWRuquU4th\nc4KRnYOH48/0AGWZjDC/pt2N6GmdFKQExZVNHLzd2128cuNbyE1tBCCwAVYe+Vk2/Og3a64fTK8m\nN761Vc3rAn5RDhAp8tnkO0zvHrWcc1UFaGa2+OrPxyWGl9b1yshUuQvl1bqWKcpRnDyr3a3oeZ2S\nTQnCQVDzBgeoR/e/7MRmRh+7ueH1M/k1rN33Sr9hUsbDk5gBWybXtrsZrozvpc71idKYEpnIpLTr\nm2a7c5WyJ+AByvIFFMcaGwDslq/dgUpzu3fRsxmUxZYVzo2fQ1x22e+Uu7lylmFj3rvRdhIvW+Bc\nnyhlRLRABmU5DKoGP7KAUAUyfmGwZGF+PWYBWkJ1Nbc05UFKKyd5VJMnjevVDEoQDmGEiCp/n2le\nFiqTX4u8WlMFz6GU+FwonaU3b6s452oKTCkOWje2547PyZ7Enxl4NcvlUkg45bPKt0srsyqblY0v\nsJulZwOU2qWYN/zwt+Yty+TXp9mcruRVFGcNRFkwGAxzvPrxa3u++l2n81sJzvWZtDMo1YIfWcZP\nhE0Q5dfA8NF2N6OvVQYpaWRWLBxo6iSmvTjmYvDkLoaPXVk1e1LKqigcwDLTM8uz015owtU2EGXZ\nc3InO8c3A5C1gEKXTeSZG48YPNVYm8NiZ2fjPUBxrs8o+S8NAVHV7iReZrgJogxRYWW7W+EqVMuq\nLDdosSjX3KCiBzMoKw9dV7O7lsgQBXmyk5sorDyAikOsPHRt3YyLcznLzik1nLGAAt0VoPQSD1Cc\n6zNZqzZTSfNUC0YCy3i6fNkyRNOr2t0I14BGuoLVCmJ2ZUMmwkGa1gPb1JMZFAumUVj7EiaIBhk9\n8KLZ9TFMRR+D4moainLzAhTXPr6nOtdnslGGCCOTVhalyt3aXrxAaofQJ2vsGfWCmGh6dRM/ST2Z\nQVlspTMh8ODELWD75MaZx9ke3G+6iV81ONdncpaZKTmchmrBiCy9bmX9JJzYTFQcbHczXMrCfPPm\nYxA9eIPA8GDDpe5Fh3e3uwl9rceOWs65heSiTFMLBM1VvTtJPODXA5TlMiCc3NTuZriURYUmduWz\nHsygWABeF9C5nuYBinN9ZiDKppZBETWqeEWeQWkKC3wcSgpO7P0dpk/ubHczAIjCAYiaGVCo5+ZB\nkWXnzXHiXDNEHvh2DA9QnOszA6lORiUuOLKHDae3VSz1Q01TWM7HoaTEOmSStmh6NQTFJr5j0HMz\nycfjTzq7RKrrTpUlZAIv7tI2vXXUcs7VFRIyGKXXd7tUqWv9mXMrlvuhplmaOT7BgSU3TNXUoGDp\nmp0hE0INZmTW7HsFGx787aZ+fiosi3kGxbVArqnZzO4h6cOSDku6v8pzfyApkpTqzMF+1eBcXxGD\nUS61zlZBMmlaLpw7kNsDlOaJpn0ulGaycCj+t0PulEaFVU0fM7K2wVO9km3R6RRl8TEorhUGUryh\n1+FuA55fuVDSVuC5wP60G+BXDc71EREfcNOekyQTDsz53SdqbB7zyeaayorJ9uyULl7FFc2vUGXZ\n2bLGFrD24V9mZ6ZameO5x4X1P/w1Bk9e2Ny2NIH696LRtdC0itx05CpG+rByopl9HThR5an3AX/U\nijb4VYNzfUSIFeEgQcq7fuVcKJ5BaR4L++9kmSaLBpJ/O+OiN40MmZXtjwoHyBRGsXCQXdlwJnAJ\nCiNkiiNzXifLkZ06q+ntWS6fbNG1StYyrC76TSEASTcDB8xsbys+L9WrBkmDkr4l6V5JeyXdmiy/\nVdLjku5Jfl5Q9pq3S3pI0oOSnpdm+5zrN0IEyU9aDCNTcTfaB8k3kQUdczHdC0rbslMGyVtFkNCU\n9yz7vigaTD5nxZx1zj5xWcWLSv92Xh98z6C4Vij1NPDOhCBpGHgHcGv54jQ/M9W93Mzykp5tZhOS\nMsA3JP1z8vSfmtmflq8v6SLgl4CLgK3AnZJ2mZl/P5zrEkIYRhBliILk7qxnUJpHIVFhhMzgqXa3\npCeUApNSJqXdojTu1pYFGUGSgYuKK8gkPTh2ZUMms1MVL4r32Y4MBqIcPq+SS1sm2Qe6aaB8ZrxI\n7lSh5vMnTu7jxMlHALAohMYTFRcA24H7JIn4Gv27kvaY2ZHltLmW1K8azGwieThIHBCVgo1qR5eX\nAB8zs6KZPQo8BOxJu43OueYyRWTLuiJ5F68mUsT4gecyPba13S3pDaUMSlg9QCmMnceJvb/TsuZY\nCgPVS0GYioMMjG2Pl1VkUKSKMSlWClA6I7MEkJncABYHWX5McWkr9TTI9VCXwrVrdrBj+3PYsf05\nbN92PdSv163kBzP7vpltNrMdZnY+8DhwVVrBCbQgQJEUSLoXOAR80cy+nTz1u5K+J+lDkkqF/c8B\nDpS9/GCyzDnXRUzRnEpeaQ/K7yvRAOHkJsYfu8krejVBvQxKmB/lzKM/Hz8fpn+hbgZWTCNAyRJO\nrWH9Q29gxbHdAISFkYp1Zv++8/MbGd1/M9BB4z2iDGsffQVBYRUKBzuy65nrTf1YyUvSHcA3gQsl\nPSbpDRWrGCmnMVuRQYnM7CridNAeSRcDHwR2mNmVxIHLe9Nuh3OudWQBI2XzdfgYlGZKzglRltMP\nv5LTP3kZ4ZTPjbJU8YW5VR2Dkj9+CfENxpAwvyb1tkSFVaAUJiCMskQVY1uiqXWYwYm9v0PhzNaZ\nwMgwCuNbyE1tBDqni1eQZHwy06MExRHkXbxci+wc39zuJrScmb3azLaY2aCZnWdmt1U8v8PMjqfZ\nhpYdeczstKR/BV5QMfbkr4HPJo8PAuUzvG1Nls3z/o/cOfP4mst3cM0VO5raXufc0mUsy9rxLRwZ\n3Qd4F690BFg4RDixmTOPvpjVF97BqQffwPCWrzG49kftblxXOHPgBgonLwKsahevwtg2IABNE05t\nILviyVTbE+XXIEU0e9SlRbl5GYdwan0cEAHFyXVEMxnPiOny0sIdkKnI5NeQndwEwOiBF5Nf+Uib\nW+R63V337eOu+/e1uxl9LdUARdIGoGBmp5IKAM8F3iVps5kdSlZ7GfD95PFngI9Keh9x166dwN3V\n3vvNr7kxzaY755ZpoDDbx927eKVJROEQ44/fgEWDFMfP9gClQXFwAqB5AUpUHCKaXh3/YgMUJzcy\nyIOptqc4sSmVCm1mmfh9gzwkVbzC6TWEk3GWpDi2neJ4fG9QZIjysxNEtzuDonCAtfteNWdZpuBd\nG126rrli9sZ3RMSff/RLbW5R/0n7yHM2cLukgLg72T+Y2eck/Z2kK4lz548CvwVgZg9I+jjwAFAA\n3uQVvJzrTrmobAyKd/FKVzSQ3O03iuM+bG9JKsagFMfPAYUzkyYWx89OvQmF0zuAFDIWlk2yKGU3\nCqIBxh97AfF35tyaL1WbMyjZqQ0zj40IU0hQWN3GFrl+Y15ouC3SLjO8F9hdZflr67zmncA702yX\ncy592WiATJgjzBS8i1crJAFhNL0KC3MoU7vUpJuvcgxKOLVuzuzy0fQazAKUxhgRoDi+Ob1xLlEm\nqVZWmcmMmB2KGlI1OGpzgJKZWo+piCyLCDAVCCKfrNS5XtcZo9+ccz3p6kdv5vTQk97Fq5WCIuHU\nOrIjh9vdkq5S2bWqOLGJOXVkFBJNr2r6/DPFyQ2MP/Z8osJIasGAWRBXKZt3o2CB4IT2ZlAUDrLi\n2O6KSmJ+LHGuH/htTedcqgqZKa+402JR0fvoL5plZwanW5ir0lXO4iCiyaaOPI1oeg1YjtROyZYh\nCrN13r9OENKuAMVg1eM3ooryzp00L4tzLj0eoDjnUlXI5L2LVytFmVQupHtfNNOlqzixKR5/MoeI\nmjw4O5xeTfFMK8YMBeSf3MNSsg/t2ncHTl9AbnIzqujoIeRjApzrA37V4JxLVaZq33eXnuxs9SnX\nOEUzkzUWJzbPzDA/o8mBnxmM/eQXUqna1UyyLLmxra37vOIgA6e3M3TyYmTVsyWekXWu93mA4pxL\nVcayPgalxQpj27DID+/1WOV3UhFRMllhOLWB+d2eMkT5tcuao8SigPyxS5g6dilnHrkZC4dpzVDQ\nymzQ4ow+/uImtWNhQycvYvXBF5Cb6L/J8Zxzszr71o1zrusFUdbLDLdYVBhh4qfXMnLOv7W7KZ0r\nquw6BBYmAUp+tOpLpk/vYPr78dwpay/7i0V/5OSha8gfvywp9xvQusziUsaRGOXt25WNg5yHiumN\nSVFxiOFjV6X2/s657uEBinMuVYFlyETtn426r1iO6RNPJbfyAAOjPut2NZVlhQ3NBChWa6zJMsrb\nFs5sIX/80pl5VTrf3AClZFc2bF6QYmLtw79CJinqEOZOoSiLEaE05oNxrsdlz+TJabKhdRVNp9ya\n5fHbms65VAWWIeiai7IeYjnGH78R8+CwqsoABRNWHKI4uR5roHLVYrdr/vglSaWubjE3OLGywfK7\nsuFMRiV+cmmfMHj6AhTOBn2Zwigi4xlX55wfBZxz6cqGgxjpTG7nFhbPTu4qzRucbhmi4hCFsfOq\nzBcy3+ThPTPvcWLv78QTO9ZRHG/dQPM0WFgje2QBG37426w4sofcmS2Les/M1PqKOU6ccy7mAYpz\nLlW5cBBLafZtt4BogKmjl7W7FZ0pyjH31n9AVBwhnNxII2M28kd3M3n46VgyT0e9Cl9ROFD7Ar9j\nzc2g1Pr7ckngteLYbkYP3LyoT8hMr/WKXM65qvzWhXMuVRnLUgwKS+4G4pYnnNyIRQEKPEgsmfjp\nNQTZPBBRHoxEhVUNlGieHZuRP3oVhdPnAxDm1zD15G6C3Dgj594Zr2nx9j/z6Isaysp0snBqHdnh\no/OWD57aiWGzgUaUhaC44PtlJzYzeGZ7k1vpnOsVHqA459K3nNqsbnmCkOLEZnIrn2h3SzpG/ujV\nBIPHk9Jds8utsKKByRjL7vgrJJpeC8DkT38OVASMwQ0byA4fZfrkTiYO3phU7ZobDHWbcGIjrP3x\nzO+F8c2MnNjF0OkLZ5aZCmTz6ygOH6n7XgoHWP3481Nrq3Ou+3mA4pxrAe/G0TZRjsmfXktu18fb\n3ZLOMq+LV5xBmTdBYz0z4yeist8jxh5+JbnRhyiMbYMGBtx3g6iwas7vZ/a9nGFIKm6VskNi+OiV\noIiBsfM5ccE/EA2cTt4gy+DY+WABQycvQmE3FQxwzrWaByjOudR5eNJOIsyvJSqMEOTGW/apq4Ph\nJb/2dNRYmczliAe4V1SqCofjLMiiu2MF8x4XTm/vkeAk7tJWXvWsvKJXecUtWZaB8fNmnlnzyCuI\ncmMABMVhFA3E3cFMyC8/nHN1+BHCOef6QP7EUxjeeE9q77+cgKTR92pm4GJRLul6VWZJwUmtD+iV\nDEG8jeYEKHWyH+VVuRQNEOTXV3k351wnk/Rh4MXAYTO7PFn2HuDngTzwE+ANZnY6rTZ096g951yX\n8MuStrIs+eOXNn0o0OpgeOanFco/b9mfaVnmnQKrLXNARYASDYIKbWyNc63Tp2ev24DKgWJfAC4x\nsyuBh4C3p9kAPxI751KnyjvVruWsOEQ4taEp79XKoKSRdiymLV6vYYnmZFAGwEuHO9ezzOzrwImK\nZXeaWWnHvwtIdXIn7+LlnGsBD1DazgIKY+dVLRXbiE4ISOqpbF/N7mA9MS6k9ays65aFA21siXOu\nA7wR+FiaH+ABinMudT4ZWyfILDjbeblOD0gWUmp/ZaAybwZ51xArriB//CIG1z2IRR6gONeNjp95\nlONn9gMQWQhL6Ekl6T8BBTO7o7mtm8uP1M651HmA0hmi6TULrtPtgUmleYFK1CuD11tv4uANDKx9\nMMmg+D7tXKfRmUlUHKv5/HrWs34wLlxRjAo8wjcX1VdT0uuBFwI3LKOZDfExKM451ycWmoSw14KT\ncqW/zbyL17JYYWX8PfJMlHO9TpTdiZD0AuCPgJvNLJ/2h3uA4pxzfcKKwz5IvFllhPtSxPSpnUw9\nuRu/fHCud0m6A/gmcKGkxyS9AfgAsBL4oqR7JH0wzTa05BaIpAD4DvC4md0saS3wD8A24FHgl8zs\nVLLu24kH3xSBW8zsC61oo3PO9TwZRAOQmW53S9pidTDMCe+atEQGBEweema7G+KcS5mZvbrK4tta\n2YZW3QK5BXig7Pe3AXea2VOAL5PUUpZ0MfBLwEXATcAHJfnZxDnnmkEhEz99BpOHrmHyyJXtbk1b\njGgYgtR7J/Sg0qnYyws759KXeoAiaSvxgJoPlS1+CXB78vh24KXJ45uBj5lZ0cweJZ4IZk/abXTO\nuf5gTJ+4lKknr2bqcH/eCTfzkg3L4127nHPpa8WR5n3Eg2rKez5vMrPDAGZ2CNiYLD8HOFC23sFk\nmXPOuSazKIOFfVbVygL6fRiOc851ulQDFEkvAg6b2feoX5PQzxfOOZe28hK7wTSnfvg6Tj7wm4TT\nq5g6dkn72tVCZoFnUJxzrsOlPUj+mcDNkl4IDAOrJH0EOCRpk5kdlrQZOJKsfxA4t+z1W5Nl87z/\nI3fOPL7m8h1cc8WONNrvnHM9pOyeVBRgxBPunf7RawGYHJpieNUT7WhYC3l44pyr76779nHX/fsA\nMB931RapBihm9g7gHQCSrgP+wMxeI+k9wOuBdwOvA/4peclngI9Keh9x166dwN3V3vvNr7kxzaY7\n55rEMJ+osSPNP/wfP3gN5zz1k21oS+uYlxl2zi3gmitmb3xHhHzgo19pc4v6T7tmWnoX8HFJbwT2\nE1fuwswekPRx4opfBeBNZn1ftd+5rubBSfcIp1diBj1dO9F6+Y9zzrne0LIAxcy+Cnw1eXwcqJoC\nMbN3Au9sVbucc87FDIiKQ2RyU+1uSmqMAO/m5Zxznc1z3c455wCQIgr5Ne1uRro8g+Kccx2vXV28\nnHPOdRizgMM/eSEjax5m/OROVozuI5ObQIoYHn0MiBgaOdruZi6LeYDinOtR0ekxovHjja1rhZRb\nszweoDjnnItZfEoYP7kTiJg4VaqOGHH6ycsBGFp5kPzEBiRYt/XrjKzZ3562LpUPknfOuY7nR2rn\nnHNVBFUf58c3YtEgUTjI0f03UMivbn3TlsF8/IlzznU8D1Ccc841zKx85vmIU4evbFtblsR8kLxz\nznU6D1Ccc84tUYbxk+dTmOqeLIqZ4nJlzjnnOpYHKM4555bBOLzvBXTPjFV+2nPOuU7nR2rnnHNL\nZ1micJCpM1va3ZLGWODjUJxzrsN5gOKcc25ZLMrx5CM3cub4BR2fSfEyw8451/k8QHHOObdsZlmO\nHbiWo/uvJwo7uYK9fLJG55zrcB6gOOeca5IME6e3cfTAs9rdkJrMq3g551xdkj4s6bCk+8uWrZX0\nBUk/kvQvkkbTbIMHKM4555rHMkyd3sr4ie3tbkl1nj1xzrmF3AY8v2LZ24A7zewpwJeBt6fZAA9Q\nnHPONZVZjmOPX8vUmU3tbgqF/GrOHN9JFMbzt3gGxTnn6jOzrwMnKha/BLg9eXw78NI029DJHYWd\nc851KYuyHP7JTaw+ay8r1/8YgEx2kiBTXNb7RlGGiZPbOP3kZYBYv/UbDI48WXXd4vQIhx5+IVE4\nyMSpbWw8/0vJIHkPUJxzbpE2mtlhADM7JGljmh/mAYpzzrkUxAn6sWMXM3bsIjChoMjqjXtZfdYP\nkBZf7mvs6IWcOnIlUXEIs/j0dfSx69i86/+QyU7NWbc4PcLBH74CMLAM+fHN8ROWWdZf5ZxzHerH\nJ8LDz92QqV3y/Xh4iOPhYQAm7DTAE8v4vFRrNnoXL+ecc6mxKIdFA5jliMJhTh7azanDly/qPYrT\nI+y/740cf+IZhIWVM8FJ/NxKju6/bk55YzM4uv/6+PSZrBuFgxz4/q9QyHfPrPfOObcIf/J48cdM\nTZwkmpys+rNmepQd4YWcX9zFRHgK4I8X8f6HJW0CkLQZOJLGH1HiAYpzzrnWsSynj1zBkUeeQyG/\nasF5SfIT6zn0kxdSyoTMF5Af38jYsacCEIUDHNn3PKYn1wHl60dE4QCTp7c36Q9xzrnOYWb7N7KV\nx/jxguse4xAREcCn66xW2R/2M8Drk8evA/5paS1tjHfxcs4511JmWSZPn8vk6W0EmSnOvfSOmuuO\nPXkx4fSqBd4vx+kjVyCFHH/8WaDiTOZklt+Pc871toPs255j4NHz7EIGNFh1HTNjHw+wg4u5z74Z\nVVtH0h3A9cB6SY8BtwLvAj4h6Y3AfuCXUvkjEh6gOOeca4M4YIiiHFE4QJCZrrrWVGnsyAKi4kAc\nnECV4MQ553qfme3fqgt4jB+zk8uqrlPKntzPv9cckGdmr67x1I3NaGcj/JaSc865tpFCpqfWMD21\nmvzkmjnPnTmxg7C4oqH3Mcul0TznnOsqB9m3/SCPMG35ec+VZ0/MrGr2pFP4bSbnnHNtY1GGiZPb\nGT+xiygcRIrLEJ/9lE9x8tDVXnXLOecWoV4WpZHsSafwDIpzzrk2yjB29FKiMO4vbZbFgCd++IsL\njj1xzjk3X7UsSjdlT6BFAYqkQNK9kj6T/H6rpMcl3ZP8vKBs3bdLekjSg5Ke14r2Oeeca6cIKJvA\ncWYMSapl9p1zbkFBMNDuJixatYpe3ZQ9gdZlUG4BflCx7E/NbHfy83kASRcRVwW4CLjS9l3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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(1,1,figsize=(15,5))\n", "clevels = np.arange(10., 30., 1)\n", "cbar = vis.contour_thalweg(ax, nitrate0, bathy, lons, lats, mesh_mask, 'gdept_0', clevels, cmap='viridis')\n", "ax.set_ylim([450,0])\n", "cbar.set_label('Nitrate [uM]')\n", "ax.set_title('Initial Nitrate')" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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pdQstrSch//H1CwCv7euIumAsYlA2ipPmH06Y1SstnQTA5846bcWgpHXt6mUl+VZcnqvy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9LbK557kqQ/a/DaUyW9sjMtbZ2kByRtSvH4i35uSa+R9IFlHuPfJF3S/tYteZ9nSDos6V8q/v7Z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\ninPOOeecc65n/P+fHGw/CFDIjgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(1,1,figsize=(15,5))\n", "cbar = vis.contour_thalweg(ax, nitrateF, bathy, lons, lats, mesh_mask, 'gdept_0', clevels, cmap='viridis')\n", "ax.set_ylim([450,0])\n", "cbar.set_label('Nitrate [uM]')\n", "ax.set_title('Nitrate after 48 hours')" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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wetq9J/weTd33k0YY5gIme1GuqqqLmsDb9cUv3jHwGHvV06li0udLWdGonuSwbQR0PXd+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Oz+wF0oxvLVNGuStdi0GPxfEh5J9iUqZg5u/xXZoRXBrD3iLuXy07j84djnnN9zG/lDDwHgzx/i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\nwWYrbwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(1,1,figsize=(15,5))\n", "clevels = np.arange(-4, 4.4, 0.4)\n", "cbar = vis.contour_thalweg(ax, nitrateF-nitrate0, bathy, lons, lats, mesh_mask, 'gdept_0', clevels, cmap='bwr')\n", "ax.set_ylim([450,0])\n", "cbar.set_label('Nitrate [uM]')\n", "ax.set_title('Difference in Nitrate over 48 hours')" ] }, { "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": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }