{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "import netCDF4 as nc\n", "import matplotlib.pyplot as plt\n", "from salishsea_tools import viz_tools, places\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#fmar1=nc.Dataset('/results/SalishSea/hindcast_v1/08mar15/SalishSea_2h_20150301_20150331_dia1_T.nc')\n", "fmar2=nc.Dataset('/results/SalishSea/hindcast_v1/08mar15/SalishSea_1d_20150308_20150308_dia2_T.nc')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "j,i=places.PLACES['S3']['NEMO grid ji']" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#fmar1.variables.keys()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "odict_keys(['nav_lat', 'nav_lon', 'bounds_lon', 'bounds_lat', 'area', 'deptht', 'deptht_bounds', 'HetMRub', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'MORTPHY', 'MORTMRUB', 'MORTDIAT', 'GRMESZDIAT', 'GRMESZMRUB', 'GRMESZPHY', 'GRMESZPON', 'GRMESZMICZ', 'GRMICZDIAT', 'GRMICZMRUB', 'GRMICZPHY', 'GRMICZPON', 'GRMICZMICZ'])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fmar2.variables.keys()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3dk+OIUv5T9ESl8vURMjLM5O48vKa3q67PnDA1E3weMzr/P1h3LiGMK67JCT0\n3wpjzUnBk07acecO9j66F4DIh7Yy9tZz8A+I7dNzcjlcFH9RTMHiAoo+LcJdWk7IiB3EnZqF7cht\nBISvx1K5reEFYWMhcnqHu7C7qrMFROomgv3wA1x2mSkqAKbAwAknmEpjY8e29708VFbuwOFYjd2+\nCodjFQ7HapzOgtojFEFByYSEHFkfzsHBR6BUPxuU6kNSTER0hcdjljg1D9yWwjcvz3RbtxRDFotZ\n9xwba7bPjY019f/HjzeBPHr0wK/zLZPJWnCo1nD+4nyyn8iGYAcWwhg849f4B3TDZradUJVdReHH\nhRQuzqcqcx2hSZmEp2xl2P3bCIjYgqJ2NkTAIBPGUZfVTviaCn4H7+4FPbsZRUcKiBQWwjffmNZU\nejr88Y9w5ZXmm/C4cXD99abVNXGi+cfaGo/HRUXFpmahvAa32w6YLuzg4PFERZ1NaOgUQkKOJCRk\nIlZr7623GGitSBlDFs1pDaWlLQduS+FbUND6ntuRkSZwY2PNnvUnnNA0iOuuY2NNcZH+NqmrrxxW\nQd3WJhnF6cVsvWIrAedtofKa3zPc/iWbLtjUa2PPWmscqx2UfJZJ9frv8WU1YSM3E3f+FnwCys0x\nPqGoqKkQdUZtN/Z0s365nf08PbUZxaEKiHg8JnCrqszsyjVrzOuCg02Rkrrt/oYPh8WLW/4Mt7uK\n8vINtd3WppVcXr4Oj8eUILVYAgkJmUxc3CWEhh5JSMiRBAcfgcXS8z0JbRlIm0jIGPLhQWsoL289\ncFsK37pZ0s2FhzeE68iRkJraELTNwzcqqn11DsTBDruu75Y2yVC+iqLPiwieWcO24BkEBo5hypSl\nlH7r6NGxZ+1240hfStVPn2ApzyAkYSP+kaaLVmsfPEETsCQejYo+2oRy6NguL43qic0oGrfUtYbs\nbFi9Op2cnAxeeul2EhPho4/MsVdeCcOGwYknmhBr6R+uy2XH4ViDw7G6vrVcUZGJ1mb/PKs1vDaM\np9SHclDQmH7bfT1Q1g4PtNa/MKHrcJiu5qIic2l8u27st3n4Vla2/H7BwQe3bFu6HRNjLgNhxnR/\nJmPUbWi8SUbI5BAyL8ok+vwIqv94HeXlG5g6dQ2BgSN65sMdu6he+xnO9Z/hb/0B3+BSAKrtSXiC\njsJ33LH4DDsGbJNNcZEe0J2bURQVmXWJxxxj7s+e3RDKvr7mG/ZZZ8Gf/tTy62tq8psEssOxmspG\n4+2+vrG/5nynAAAgAElEQVSEhh7VKJSnEBAwfMAtjZJxX9EWl8sEbGuB2/x+49tt7f/s79924DYP\n36Cg3vuZhYxRt6rxGujsv2bjLncTlhqG/x1vkZ+/jJSUd7o3pKuLIHcJ7t1foLO+wMeahT+AKxp7\n3vFYR/6SkNPOxj8qsfs+sw1d3Yxi0yb4/HPTyvr5ZzPxy8fHlN8LCIALLjCt5enTYdIk8xjUzbze\n2ySQHY7VVFdn1793QMAwQkKmEBd3ae2Y8hT8/OIHXCg3J+O+hwetoaKi7YBtLXAbr/dtSViYGd+N\njDRjt4MHN73f0u3ISFO1b4D/8xF4eVA3nzxWnF7MhnM2EHNBDMpP4Xa4UX6KpHlJ2INDSfC9ltjY\nC7r2oe4qyP8RDnyJ3v8VFK9EodGVQZRkTqa88Hx8J/+KqPOPITKx/S3m7pgI1pHNKFwus17x559N\nKD/wgBlL/uQT0w06eLDpJr3iCnNdN+njwgvrZl5vo7R0Ffv21bWWV9fXwAYLQUHJhIcfXx/IISGT\n8fXt2sS9/th1K+O+A4/bDSUl7W/RNr7f1r7HPj5NQzQhwcxgPlTgRkQM/NnNomu8+j9/88ljee/k\ngYLoc6LZccsO4i6NI+63cThWOxj2q3vo1DCA1mb3qP1fwoGv0Pnfo9yVaI8PZTuPoGjNXBz7Uwk8\n5ngGXTqY6EkhnftZumEiWGubUZSVZRAamoaPD6xYYWZhr1plWgdg/lBcdpkJ6ssvh4svNn9kwMy8\nLi/fQEHBqkat5bV4PGYCnFJ+tVs4zq6ddT2lduZ19/ex9ceJW7KJRN+prjZjtO1t3dbdLylp+31D\nQpoGbkpK6y3axveDg6V1KzrH68eoW5o8Zkuz4Sx04mPzYeu2a4iJ+TWRkad27I1d5bD7Ldj6D7OT\nFOD2HUfhyikc+Hw89t1TsJ0+lLhL4rCdbMPi08Y6o/b+LN00EczlMjOvf/jB7Lm6dCk89JBpHW/Z\nYsJ4+nQTfNOnw6hRDX9g3O5K7PafKSn5ntLS7ygrW4bbbSqiWa0hhIRMrg/k0NApBAWlYOngDlpd\nMVAmbon2q+tSLiw0S38KC9t32+Fo/T2t1rZDtbXnbDaZuSy6j4xR17Kl2eo30Ii7NI4DLx8g9KhQ\nfKN8KSr6nP37XyAwcGT7g9q+Hbb+E3b+G5ylEDGJ6iFPs2vBBA68rfCN9SXpniRS5g7CJ6x7f71t\nbVbRFofDtBaGDjVjYYmJDX/EkpLgpJNgRO2w/Nix8OOPDa91OksoKvqRkpLvKC39Hrs9A62dgCI4\neDxxcXMJDz+W0NCpBAaORKmufyHpCtn0oX/T2vw/2JHALSgwrePWRESYpT9RUabXJyXF3I6ONteR\nkQ3XdYEbGiqtWzFweF1QtzQunf10NuG/CCf3jVz84v3AAh5PDdu23URg4GgGD7657Tf1uGH//0zr\nef//QPnA0F9THXEVu/4az4GXc7EGWxn2wBAG/3EwPiEH/1q7a4y5PRPB9u9v2lpeswbOPNPMxg4L\nM/usjhsHxx5rxpobq64+QGmpaS2XlHxPefk6QKOUD6Gh0xg8+I+Ehx9HePix+Pqa33F/GhuWiVu9\nx+02XcUtBWtrwdvWLGWLpSFUo6PNMr6jjmoI3MbhW3c7MlLGb4X387r/xRuPSwNsOGcDKFBW8/XZ\nU+7BnmHHPvIlKiu3MGHCp1gsrSwGrC4yLedtC8CxEwLjYcL9OKMuY8/fnOz7+z60J4/BNw5m6F1D\n8YtpvbhGV8eYW5sINm7cQg4cSGPbNjj7bHPsuefC8uVmxmdqKtx1l2k117nvPnOttaaycmd9N3Zp\n6fdUVpr6nRZLEOHhxxATcx/h4ccRFnZ0q+PK/WVsWCZudZ7T2fGu5eLilks/gukebhysycltB25U\nlGkZt1WJTojDlVeOUdeNSwdPCsa+ws7gGweT9WAWw/88nLAZYZQsO0D2cUcTHv4LJk785OA3cDpg\n3b2wfYGZxR37CxjzB3Ti2ex/qYCd/7cTV6mLuN/GMeyBYQQOa98GDl0ZY27cIs/Lg08/NUVFHI4M\nXn75dvz9TZk/f3/47juzLGrKlIPH0zweFyUlS8jLe4eiov/Vb0zh4xNFePhMIiKOIzz8OEJCpnRo\nbLk/jA33p5Z9f1BebjYyaO2Sm9sQum0tDwoMPHTINr8tXctCHNphX/CkcVGT4iXFuIpcTFs/DWVV\neDw15Od/SGjoUQQFjW76wv1fwM9XQ/keGHE5JN8MEROoKahhy5VbKPxPIREnRjDqr6MImdjxGdyd\nKTaiNaxbZ4rQBwWZiV/z5plu61NOMXszz5zZdNJX09d7KC39kby8d8jPfw+nMw+rNYyoqNMJDz+e\niIjjCAoa1+XxZSnq0fOczoadhA51aWkylcViilsMGmTGc+vCtaXArbsOPDw3EhOixx2Wk8nqxqeB\nhqImT2cTNSuKwX8dXN/9bbH4ERd3YdMX1xTDqltg5ytm96lTvoeYYwEo+qqIzZduxlngZOSTIxl8\n82D2Zv8FZ3HHxpw7Umykqsq0Bj/+2Kxd3rsXFi2Cc84xs7LPPNMUFGmt1aK15qGHchg+/GNGjnyY\n6uq9WCwB7NhxB7t2ncf8+aOwdmPlMxkb7jyPx4zdtid8Cwtbfo+ICBO+gwbB1KkNt5tfoqNlowMh\nBhqvCurQaaFsmL0BNIz/aDwA2c9kU7i4kPjfxQMmLMvKljF48E0Nuyjt/RAyfg/V+XDEXTB+HlgD\n8FR72Hn3TrKfzCYoOYgJn00gdLL5ItDRMef2FBtxu80f0awsM3O1osKsvTzlFDOuPHOmea/ERHNp\nSXn5ZvLy3iYv7x1CQhL4wx8W8sQTWZx11njWr5/N7bcHsXBh9/6xlrHhljkc7Qvf3NyWJ1gFBEB8\nvAnYMWNMz0lL4RsX11ABTgjhfbwqqG1pNmIviCXv3TxK0kvIWZBDyJQQos+Kxp5hx5ZmY+/eJ3E4\nVjJkyJ+gqgAyroW9H4BtCqT919TYBiq2VpB5YSaO1Q4Srk1g5JMjsQY1pFtdsZD2jjm3Vmxk584M\nPvkkjY8/hsmT4cUXzTKqG24wW8CdcMKh/whXV+8jN/cN8vLeweFYAygiItK44IILGT/en4sueoQ9\ne3pu7PhwK+pRWQl79pgvVHv3mln2LQVwefnBr7VYTLDWhezEia23fmWcVwgBXjpGXTc+PeiyQRx4\n5QDj3h5H3IVxVFfnsGzZYIYOvYsRg66HJSeBYxdMuA/G3Qq1k6fKVpSx7jRTxCT5pWSiz45u/bM6\nucHFwoXwzDNmGZVSZnb2JZeYyVjt4fE4KSz8lP37X6So6L+Ah7CwVGJjLyQmZg7+/vH1x8rYcftp\nbbqhs7Iawrj57fz8g19ns7UeuI0vUVHS9SyEMA7LMWpouunG3if3AmA72az3zct7B9AMCj8Fvjoe\nqg7AiV+YWd21Sr4tYf1Z6/GJ9GHSV5MIGtV6qcuOjDlrbcpzTp1qgnnpUvMH/7HHTEDHx7f4soNU\nVGxh//6XOHDgNZzOXPz84hk69A4GDbqcoKBRBx0vY8dNuVyQk9N6CO/Zc3BLODDQFIYZOtTMpK+7\nXXcdHy/b/Qkheo5Xtai3XLOFvHfyGP/ReGxpNlZMW4FjlYP4K+MZ+6+xrFhxFMrj5Kj9dqgpghP+\nBzEz6l9f+GkhG965G7+yiUx59ncEDDZ9zi1NEms+5tz8fp28PHj9dXjpJbPz1Lffwi9+Ycaf63a2\nOdSyIre7nLy89zhw4CVKS5cCVqKiziQ+/koiI0/DYmn5+1bzsePm971RRUXbIZydbeYCNBYd3RC8\njUO47nZ0tHRBCyG632Hboqb2D6rH6aF8QznKxzzgdlfiZwkjKm8NOBWc+DVENfx+ct/JZfMlm/Gf\nPRnXbfOoDB5HAK1PEmttzNluz8BmSyM313Rjf/yxacXNmGHGn6dMMa9vvO9rywVDNC+/vJktW/5G\nXt7buN12AgNHM2LEo8TFzcXff9AhfxXeNnastZn13FoIZ2WZdcGNWa1mGdvQoWYyVvPW8NChZsKe\nEEL0V17VooaGYiexF8eS82wOSfckMWz+MFNl7LOJ4KmGE78C26T61+R/mM/GX28kfGY4Ez6egN3z\nfacKk5SVwbZtpuxhTY3p5v7lL+F3vzMlO9tS19q99lrNggVO/vznmxk7dgEWSyAxMecTH38F4eHH\nDfi9mQ/F6TShu2OHuWzf3nB7586GHb3qBAU1tH5bag0nJEiJSSFE/3TYtqgbb8KRNK82pAHn6pvx\nrToAv/ypSUiXZ5azee5mQqeHMvF/E7EGWbHRsc0v9u83E8MWLDAzdXftAj8/WLu2/V2maWlw+eV7\neOihoVxyyaNMnPgpQ4c+S1zcxfj4hHf219EvlZc3hG/zS1ZW067pgACzYcjIkXDyyab+c+NAjoyU\nbmkhhHfzqqDe8/gelI8iZ0EOQ+8eSs6CHHwifHAVbSLrpNcZPfwkEiOPqi/HGWo5jg3nbMASbGHI\n6wXsK3iSoUNvb/cksf/7P9iwAb76ynRvn3eeCdynnjJjy+0NELt9Je++u5Dnn7+Nyy57isWL/8Tc\nuXeQmNh67fD+TGvTBd08hOtax7m5TY+32UwQT5sGF15oKqyNHGku8fFS/1kIcXjzqqBWPoodt+1g\nxOMjyH4ym9DUUHbctoO4KxaCgpAxdwANxUoC33qUql2jGPF1GdvyfkdKysJ2FSZxuUx3akQEfPYZ\nzJoFTz5p1tR2ZDOK8vKN7Np1L19+WcT997/Hc899xfnnX8t33wX2+0lfbrf5eVtrGdvtTY9PTDQB\nfMYZDSFcd7HZ+uZnEEKIgcCrglq7NCOfGEnWg1m4SlyUflvKyFt3kFdQjtUSSGjE8YCZ+BW54hly\nT7kO2/GXscf6Zn0Q79nzeKuTxFavTuO+++CYY+DRR+GOO8yuQFdfDa+91v6CIlVVe9m1625yc9/A\nag0hN/cD3n8/gJNPNmVN+9Okr5ISU2d87VrYurUhiHftMuPJdXx9YfhwE7wzZzYN4uHDpV60EEJ0\nllcF9dDbhwJQkl5C4SeFDLokmiHTz2R/jIfwiBPrd4NybHCQe2s8wX+5iOIpT5OU0DAO3VKdbqcz\njbvvTuONN2DIELPuGUzX9uzZsHp1Q0GRtoLV43Gyb98z7No1H3AzZMhtDB36fxx3XNRBx/b2emeP\nx4Tv2rUNlzVrzJhxndBQE7wTJpia43VBPGqUmVkthTyEEKL7eVVQg5n1XbykGBTkvb2fCNsIKk5e\nQ1z4MYDZrGL7DduxHLuO6qnvkTS47XHoTz81wexwmApfd97ZtKRnewuKlJb+yNat11Jevp6oqLMY\nNeoZAgOH9dBvoW0VFbB+fdNQXreuobvaYjE7daWmwjXXmM0/Jk0yM6hl4pYQQvQurwrquoIn4ceE\nU7GtguSbXmX9PQ8REPoufmNN6a/89/MpKUnH8sR8YmJ/w/DhD9SPQ69bt5Dk5DTS0syEKKVMwZKo\nKFPqs/kSq/ZsRuF0FrJz5x3s3/8i/v5DGD/+I6Kjz+6V34fWpgrXmjVNQ3nrVvMcmFbyxIlw6aUN\ngTx+fNN13kIIIfqOVwU1YCaNTQ4h/BgrFGagLOcR5DiJnTtvw48h7Lg1GJ9rv0f7WYiNNWPCdePQ\nNTUZzJmTxq9+Zd7q8svN7O2FC1teB91WQZETTtDk5r7Gjh234XQWM2TIn0hKuhcfn47vYd0eNTWm\n8lnzUG68LeKwYSaIL7ywIZSHDZNZ1UII0Z95bcGThPP3kvNGAENeKCdm1jFUVe1mfcav8bxzBtZL\nP2P8pPcO6ureuhVOOsmUmZwwwayP7szM66qqbDZvvpSSknTCwo5lzJgFhIRM6Jafr05xMXz3HXzz\njSlLumFDw+SugADTKp40yezINWmSaTWHe9dybCGEGNAO64Ing64YRNZjTpLmLGbv4LeoyPoVY0a9\nBB/PgktfYXALRUyWLYOzzjKty4svhjffPPTksJYUFHzC5s2X4fFUMWbM88THX4FSXW+ylpY2BHN6\numk5a21CecYMuOWWhlAePVqqcQkhhLfwuj/nxenF7H1sL2HjtrHv85NxpaYT/OsJ7PliMZ6TFhFT\ndetBk8eqq+H888163vnz4Y9/7PhuUx5PDTt33kF29l8JCZlMSsq7BAWN6fTPUVYG33/fEMyrV5uZ\n2f7+JpjnzzfnNX36oferFkIIMXB5VVDXTSbjwrcJjN1NzBFT2XHLg+Qd2II97RJ2LDsL98mPc2TK\nGfVFTNasSSMjAz76yNSYvuaatieHtaSycgeZmRdit68gMfEPjBjxF6zWjqWn3W62vqwL5pUrTTD7\n+ZnZ1/fcY84hNVWCWQghDideFdT1NieTf+mruErigBnUDPsBXJow5zlceJGFhQvTmDRpIS+8kMH9\n96fxySdmA40lSzq+21Re3rts2XIVSlk54ogPiYmZ3a5TdDjMTPL0dBPOK1aYal++vnD00XDXXQ3B\nLDOwhRDi8OV1k8ny/5PPxnM2EnLu2zgufQdVFYGKdOC5/R6mvX01P+8PZs4cGDvWBOUZZ5itKDuz\nPjgr62F27bqbsLBjSEl5i4CApEO+ZtkyU270P/9pKEU6fTqccIIJ5hkzZNtFIYQ4HBy2k8nCU83U\nZseHvyH0dI195AsELL8GKo4hODmYtGQ491x4/nkz8aqzIV1U9BW7dt1DbOxvSE5+tb7qWUvcbli0\nyAT08uWmRvgNN8Bpp5lypCE9s2JLCCGEF/C6FbRlK8qw+Luw/e4V7DHvEatvozLlXQJmbwLg66/h\n3/82taezs023c0dVV+9n06aLCQoax9ixL7Qa0g6H2f5y9GgzWS0319zfu9fssHXqqRLSQggh2uZV\nLeot12zhQPXfiH9xDfmJK9jy6VN4/jkByxnllFx7PenpSZx9dhoeDzz7rCn20dFdqjweF5s2XYTb\n7WDy5HSs1oP7qfftg7//Hf71L7OpxYwZ8Je/mPrYUg9bCCFER3hdi1ptT2b/oBUkukZiqVhF9di1\neC5+m8Tgeaxdm4GPD7z+Osyd23SyWHtlZT1ASck3jBmzgODglCbPrVljSnEOG2aC+eST4ccfzeW8\n8ySkhRBCdJxXtajH/mss4W+Fs/lPHrIeupfRuhz3n+dx793vk3bGKTz7T8WiRU1bzx3Zpaqo6Euy\nsh5i0KDLGTTo0vrHf/zRbNjx9ddmItj118NNN8GIEd38AwohhDjseF2LOjw1HNZMQX8wGy54D//t\nM0gpnMBDf1aUlJgyoZ3hcjnYsuUKgoLGMXr0PwAoLzeBPHOmqbP92GNm/PnppyWkhRBCdA+vC+rS\nZaUweTXq1x/Cu+dTPWw5m+M3csIJpuRmZ5c+7d49j+rqbMaOfRGrNYhvvjH1s595xrSgN282G3jY\nbN350wghhDjceVVQF6cXs/X5hTD/fmyFM9imgqmc/yD3zb8AP790jjzSlAdNT+/Y+5aVrSA7+xkS\nEq7DYpnB9deb7nKlzKzxf/zDbBcphBBCdDevGqO2Z9iJ+mMe+ffPJ3qOlT2cB2uzSfzwr0RGZnDl\nlWlER7ddaaw5j8fF1q1X4ecXR1bWw5x6qik1evPN8NBDUpxECCFEz/KqoC4Z9BwrfzyKQFsmU1PC\nuX6QhS3LfmSrTy4ff/wor75qamd3ZEes7Oy/4XCs4bvv3mf+/HDGjjU1uY85pud+DiGEEKJOp7u+\nlVJDlFLpSqlMpdRGpdRNtY9HKqW+VEptq73utVFb25BUhh17Bf+rGMWXeZVk7X0EPf9+ftgwgyef\nNCHdEZWVu9mxYz4rV87i/vvP5fbbzS5WEtJCCCF6S1fGqF3ArVrrFCAV+L1SKgW4A/haaz0a+Lr2\nfq8YkjaLkX7PMvfOa8n5eTeVE1/j5Qdf5rIHz+aaazr+fkuW3EFVleLDD//BsmWKxx4zFc2EEEKI\n3tLpoNZa79dar6q9bQc2AYnA2cCrtYe9CpzT1ZPsiJikmaj/nM0RFz/HusWXsnnnyaxc2fH3Wbs2\nF3//D1iz5hqWLBnC9Ondf65CCCHEoXTLrG+l1DBgCvATEKe13l/71AEgrjs+o71y1qajZy1m45vX\nMnHWawwbtoSPPurYe9jt8NJLr+Dj4+Kii67C379nzlUIIYQ4lC4HtVIqBPgAuFlrXdb4OW320Gxx\nH02l1NVKqRVKqRX5+fldPQ0A9qYvZk/Qzfz7/pfxjChEZxzNtfMvI6lmcbuXZGkNV13l4eijXwB+\nQVJScrecmxBCCNEZXQpqpZQvJqTf1Fp/WPtwrlIqvvb5eCCvpddqrZ/XWk/VWk+NiYnpymnUK967\nnN3pCzhyzXCOPPIbyjy+LLj/Vc49bXm763kvWADbtqWTmLiDceM6MbAthBBCdCNlGr2deKFSCjMG\nXaS1vrnR438BCrXWjyql7gAitda3t/VeU6dO1StWrOjUeTRXuWEHP03Yy8iHdvHswxN5rOIodu6E\n4cMP/doVK+DYY+Hppy9g/PivmDFjH1ZrQLeclxBCCNGYUmql1nrqoY7rSov6WOAS4ESl1Jray+nA\no8ApSqltwMm193vFovvu4scvljH6sr8ROlzjqAjj8tSPWPPqXYd8bXGx2TN69Og8xo1bxKBBcyWk\nhRBC9LlOFzzRWi8FVCtPn9TZ9+2KiIRUdOylbM5JJTH2TVJPziHh90+i8l5t83Vaw2WXmX2klyx5\nBZfLSXz8Vb1z0kIIIUQbvKrWd9rVs9B7/o6auZzVX4WQ8PsncGa+SNrVs9p83T//CYsXw1/+ovH1\nfYHw8OMIDh7XS2cthBBCtM6rghrgmLSjyf3418SftphdX55DUeSZbR7v8cCTT8Jxx8GVV26lsnI7\nsbEX9dLZCiGEEG3zuqBe+uly4s56n/3/m8XwUz6iJPO/bR6/ZAns2gXXXQclJUsAsNn6pOdeCCGE\nOIhXBXX684uxJt9IzhN3E3/aYha/NI+xJ15O+vOLW33NCy9AZCTMng3FxV/j7z+EwMBRvXjWQggh\nROu8KqhLcpbj3vwMg3OiAFhdlkT+xlcoyVne4vEFBbBoEVxyCfj7eygpScdmOwmz8kwIIYToe161\nzeXs+x6mcv1Wfrozh123fc7S1Sfx5ptWBg8+u8XjX3sNnE648kpwONbichUREXFiL5+1EEII0Tqv\nalED+EZbSL72YXRMNSmWcloreqY1vPgipKbC+PGm2xtkfFoIIUT/4lUtagCfUAuhaV8ypbqUf+VX\n4e9/fovH/fgjbNoEL71k7peUfE1QUDL+/gm9eLZCCCFE27yuRe2u9FC4P4nSIT+jYuytHvfiixAS\nAnPmgMdTQ0nJ99LtLYQQot/xuqCuOeBh5/tXAPBc7ogWjykthXffhYsuMmFdVvYzHk+5dHsLIYTo\nd7yq63vRfXcREpCMr68TgHJXIOnPL6YkZzmz73u4/ri334bKSjOJDOrWTysiIk7o/ZMWQggh2uBV\nLeqIhFSsyTeSHWyCOjluPTp2LhEJqU2Oe+EFmDQJptbuWVJc/DUhIVPw9Y3s7VMWQggh2uRVQZ12\n9Szcm58h4YoF7P/vOZz4+9tQea82qfW9cSOsWmVa00qB211JWdky6fYWQgjRL3lVUAPMPCOV3MVz\niP/VR+z+78UHbcixapW5Pqk2l8vLN6K1k7Cwo3v5TIUQQohD87qg/nHJT8TNWsi2N65h2K/ePKh8\n6KZN4OMDo2qrhDocawAICZnc26cqhBBCHJJXBXX684tRSTdQvTyViUf9QMm7T6Fj5zYJ602bYPRo\n8PU198vL12K1hhAQMLyPzloIIYRonVcFdUnOcnTW3xk2LJPKcRtIsR2Fynu1Sa3vzEwY12iraYdj\nDcHBE1HKq34VQgghvIRXpdPs+x7mmBOPJveHUwD4creNtKtn1S/NqqmBHTsaglprjcOxTrq9hRBC\n9FteFdT1rG4AlKXpMvFt28DthpQUc7+qajdudxkhIZN6+wyFEEKIdvHOoPZx4XFb8fdrul1lZqa5\nrmtRy0QyIYQQ/Z13BnVVAPaCOAL8mz68aZNZOz12rLnvcKwFLAQHj+/1UxRCCCHawzuD+s3f8s8L\nV+IfoJs8vGkTDBsGQUHmvsOxhqCgMVitQb1/jkIIIUQ7eF1Q+w2yEHrFP4iO2kuczdPkueYzvsvL\n1xIcLOPTQggh+i+vC2proIVBZ37ADfdczvC4hqB2u2HLloaJZE5nCVVVu2UimRBCiH7N64La5fCQ\nXxxP9YgslE/DZLLdu6G6uqFFXV6+DpCJZEIIIfo3rwtqZ76Hks2TKK0M40C5tf7xTZvMdcOM77UA\n0qIWQgjRr3ldUANgdeN2+xAQ2NCibmlplq9vDH5+8X1wgkIIIUT7eG1Qa7cPAYEND23aBPHxEBFh\n7jscawkJmYRSquX3EEIIIfoBn0MfMnAsuu8uQgKS8S2JoGT/UAKjFenPL6YkZzmbNj1c35r2eFyU\nl29g8OAb+vaEhRBCiEPwqhZ1REIq1uQbyV56Mu/935usyfwGHTuX8PhUMjMbZnxXVm5B62pZmiWE\nEKLf86qgTrt6FnrP30mYfye/vuI+gmZeh8p7lXGzZmG3Q3KyOc7hWA9ASMjEPjxbIYQQ4tC8KqgB\nTvrdsRT+eDwjf/sCxT9eRNrVs8jPN88NGmSua2r2ARAQkNRHZymEEEK0j9cF9dcv/EDUMd9y4JNz\nsR3zFunPL6a42Dxns5nrmppclPLHag3ruxMVQggh2sGrgjr9+cWo4TeQ88Us9PDdVP/0L3TsXLb/\nbzHQNKj9/OJkxrcQQoh+z6uCuiRnOe7NzzB45Ea0tjB95kmovFexVi0HDg5qIYQQor/zqqCefd/D\nzDwjFZQGjwKrmWBWNORhoGENtdOZJ0EthBBiQPCqoK63L5GS7OEoi+naLikx+1CH1Q5J19Tk4usb\n24cnKIQQQrSPVxU8qffUrXznM4Tf/NIEdXGxaU1bLKC1R1rUQgghBgyva1H7J1opuvgthsdvqf/p\niksYKPQAACAASURBVIsbxqddrmK0dklQCyGEGBC8rkVt8VOkXPQCieNXoqxfA02DuqYmFwBfXwlq\nIYQQ/Z/XBbWr1EOhPQpXuKNJi7puIlldUEuLWgghxEDgdV3fziIPzqIY9trjUNaGyWTNW9QS1EII\nIQYCrwtqACwetLbUz/pu3PXtdOYByKxvIYQQA4J3BrXSoM06amhpjNqKr29kn52eEEII0V5eN0YN\nwLbRlNgTUVZFZSVUVzcdo/bzi0Up7/yOIoQQwrt4Z1A/8SfWBUSjrlMHbcjhdEr5UCGEEAOH1zUr\n/YdYyZv7OmMGZ4LVTCSDpl3fsjRLCCHEQOF1LWqLjyL5wn8zbMw6lOWMFre4DAoa13cnKIQQQnSA\n1wW1s9hDSXkEHn8XytrQ9R0RAVpr2TlLCCHEgOJ1Xd+uEg+eihD22AeBhSYtarfbjtbVsjRLCCHE\ngOF1QQ2AxQNaNWlR22xS7EQIIcTA451BrTR4LCirqp9MFhEhQS2EEGLg8boxagDWTKY0Z3R913do\nKPj4mKVZIEEthBBi4PDOoP7L7ewKCUE9rlrckEOWZwkhhBgovK7rO2Coldyr/s3YIevrW9RNy4cq\nfH2j+/QchRBCiPbyuha1sipGnP86eshWlPXig4La1zcKi8XrfmwhhBBeyqsSa9F9dxEWmox1bBAa\nH5RFkeK7mPEjlgMP43TmSbe3EEKIAcWrur4jElJRI28k+4eT2VsWx3dvf8qcG+ZywJ4KIMVOhBBC\nDDheFdRpV8/CvfkZEo7+FkuNH2rw5bzw51epSJgFNOycJYQQQgwUXhXUADPPSCX3xzQGz36H0lW/\nZeGqWQQFmedcrmJ8fGQfaiGEEAOH1wX10k+XE3dMOnvfu4TwI9/g3ImL8fc3db7d7jJ8fML7+hSF\nEEKIdvOqoE5/fjHW5BvJuf8Rtr5xLa69L3Pd/LkE5SzG46lEa5cEtRBCiAHFq4K6JGc57Ps7fsd+\nw7iktRx1/iwW3P8qNt/luFylAFitEtRCCCEGDq9anjX7vofBsZMff7oUn9g91Div4f01szjx6lm4\nXJsB8PEJ6+OzFEIIIdrPq4IaoKbATY3Lj8rqIKqdCgA/P3C7TYtaur6FEEIMJF7V9Q3gtpuds/aV\nx1LjNI/5+4PLVQZI17cQQoiBxeuCGjDbXGqorjF3TVBLi1oIIcTA471BjaKmxnR9+/tL17cQQoiB\nyTuD+r+/wr51HDW1LWo/PxrN+pbJZEIIIQYOr5tMhoLqp/9Ivs1CdbV5qGnXd2gfnpwQQgjRMV7X\nog4c5kPNrU8wecTqJkHtdpdhtYailLVvT1AIIYToAO9rUQNhZ3xCUHgR+6tvBBq6vmV8WgghxEDj\ndS3qmnw3Hq0odYTXj1HXdX3L+LQQQoiBxuuC2u3QKGC/I/qgMWppUQshhBhovC6oAbCY5VlNx6gl\nqIUQQgw83hnUAJpmy7PKpCqZEEKIAcc7g3rh+di3HiFd30IIIQY875v1bYHiBTdRHOPE91TzUEPX\nt0wmE0IIMbB0uUWtlLIqpVYrpT6pvR+plPpSKbWt9trW9dNsv4ChVkLvuZtpR2TUt6h9fGrweKqk\n61sIIcSA0x1d3zcBmxrdvwP4Wms9Gvi69n6v0bjxOelbok78hJoaUApA6nwLIYQYmLoU1EqpwcAZ\nwIuNHj4beLX29qv/396dh1dV3fsff68TEhLCkDBKCJMtypBAggmCcNEU2joVtHoBB2TwkSpyrd5W\nqvSKkar1Wm61toqXX1uDV1QQK4LKYxVDBRUhSESIIFOYwhgIJJA56/fHOcSEBEhyTjjZm8/reXhy\nsvc+e6+95PHDWnv4Ajf5c4z6Kj5YBsDR420pLvZOe1dUeEtcKqhFRMRp/B1RPw9MByqqLOtkrd3v\n+3wA6OTnMeql4pS3KQcKvg9qlbgUERGnanBQG2NuBA5Za9edbRtrrQXsWb4/xRiTYYzJOHz4cEOb\nUcsxffvH+3iWKmeJiIiT+TOiHgqMMsZkA28CPzLGvAYcNMZ0BvD9PFTbl621c621SdbapA4dOvjR\njBr79X0yGlGLiIjjNTiorbWPWmtjrbU9gHHAJ9baO4ElwATfZhOAd/1uZb0aFgLz7uLk5rjKoC4v\nV1CLiIgzNcZz1M8AC40xdwO7gDGNcIyzMs2asS/tPo53OUlJh+/fSgbo8SwREXGcgAS1tXYFsML3\nORcYEYj9NkRENw+XPj2Vrp/fwqriEWdMfesatYiIOIvrXiFqKaR4yHpaDVpRberb4wnH4wkLdvNE\nRETqxXVBfWpvKQBHjlZ/PEvT3iIi4kSuC+riAu/PwwVR1R7P0o1kIiLiRK4Laut7bNtWeTyrvPyE\nglpERBzJfUFd4Q1qA2dMfetGMhERcR7XBTW2Ocy5l5Nb4jX1LSIijue6etSe0HC2LZxMQc88isu/\nH1ErqEVExIlcN6KO7gXJz9/OsEGfV3s8S0EtIiJO5LqgrrB5HBuwjbD4L31BXU55eYEezxIREUdy\nXVCf2FUOwKGDHSgpgRYt8gG9lUxERJzJdUF96rj3ru/cgtYUF0NkpApyiIiIc7kuqL8vcwnl5dCi\nxela1ApqERFxHlfd9f1O6gw8tjttUsD7JDWE7vqCnIM307+/glpERJzHVSPqqJjBtEr8DXufn86p\n7+K4NWEJcT/6DRURpzT1LSIijuSqoE6ZMoqCDX8mZuL/Etp3Lfc9PoHvVj5GbMqHhIS0CnbzRERE\n6s1VQQ1w3X8kk7vyR3S9/a98s2Q8UcnRAISEtAhyy0REROrPdUG94rV/0e7fPuHgu2OJH/V/FKw/\nAIDHEx7klomIiNSfq4I6fe4SQrr+hpz1g2lT3JI5T8zj0iHPsjf9pwpqERFxJFcFdV7Oak6s/29i\nUz4krzCSRZmjyP7yl3gKWyioRUTEkVz1eNbNqU+z/ZNV7MFbjxqg41BLy5aLMSYsuI0TERFpAFeN\nqGvj8RTh8YRjjAl2U0REROrNVSNqAA9t4MnfcurkDwAICSnStLeIiDiW60bUzcJbsHr5GAqOXQKA\nMQpqERFxLtcFdee+Jdz+6lCGD/0X8P3Ut4iIiBO5LqjLKo6yo2sBtsdmQEEtIiLO5rqgPvpdBQAH\n9nUEwJhCBbWIiDiW64L61Envz+NF3leG6hq1iIg4meuC+kwKahERcTLXBzUoqEVExLlc+Bx1NMx4\nipNlsYBG1CIi4myuG1GHRLRgxRejyS/o4FuioBYREedyXVB36VfEfQv6c83Q5b4lRXg8EUFtk4iI\nSEO5LqjLyo/ybccKyrpuB8BajahFRMS5XBfUR771PUe95xLfEgW1iIg4l+uCurDQWyUrv8QbzhpR\ni4iIk7kuqKvyeMqAMgW1iIg4lquDOiysGEBBLSIijuW656hDaAsP/ZF804mwsEJAQS0iIs7luhF1\nSGQEH379EwqKoggLKwIU1CIi4lyuC+rYvqd48O04hg/7WEEtIiKO57qgLi3L49toKOucraAWERHH\nc11QH9pUDsDBvZcoqEVExPFcF9SFRd7nqE+WNldQi4iI47kuqKv6Pqj1rm8REXEmVwd1eLhG1CIi\n4mwufI66HfziZU6ERRHRSUEtIiLO5roRdWjrCN7fOYRTFZEaUYuIiOO5Lqi79CngoYUDuPKq5Qpq\nERFxPNcFdWlJHt9FQUWn3TRvrqAWERFnc11QH9zkrUd9aF9nwsP1rm8REXE21wV1UbH3lIpKwzT1\nLSIijue6oD7Ncvo56hA8Htfd3C4iIhcJVwd18+ZFGk2LiIijuW6oGUJHuGsex1u0pPkPliuoRUTE\n0Vw3og6LCmNJbjxFIc0IC9OIWkREnM11Qd3l8nween0gV1yZTlhYESEhes+3iIg4l+umvktL8tje\nBui4l7CwCo2oRUTE0Vw3os7ZZAE4lNOZ0FBNfYuIiLO5LqhLSrz1qIvLQ3WNWkREHM91QV2VRtQi\nIuJ0rg1qaxXUIiLifK4L6hB7Cdz6FsfWDKdZMwW1iIg4m+uCOrx9KO+WdaW4uSU0tFBBLSIijua6\noO78w+P88tXB9B+UrhG1iIg4nuuCuqToONmtwbQ9oKAWERHHc11Qn36OOvdgZwW1iIg4nuuCurTU\n+xx1aXmIL6j1ClEREXEu1wV1JQPGWI2oRUTE0dwb1HinwBXUIiLiZK4L6hDbBa5/n6OrhwEKahER\ncTbXBXVEx2YsadmSkjanAAW1iIg4m+uCuvMPjjL171cTN+RDQEEtIiLO5qqgfid1Bulpa9jbEpq1\nyQVg3ZuHeCd1RpBbJiIi0jDNgt2AQIqKGYzteBd703+KzemOSf8pMYmpRES8GuymiYiINIirRtQp\nU0ZxLOP3xCSuxrTKJyZxNcV7niZlyqhgN01ERKRBXBXUAH2G9ebg6quJvXU+B1dfzZDx/YPdJBER\nkQZzXVB/u2oznQb/i72L7qDT4H+x+rWsYDdJRESkwVwV1OlzlxCd9Cg5T/yegx/dSM76wYTFTid9\n7pJgN01ERKRB/ApqY0yUMWaRMWazMeZbY8wQY0xbY8xHxpitvp/RgWrs+eTlrOZk1l9Yn/sDyjsd\nIjblQ0r3zSYvZ/WFaoKIiEhAGWttw79szDxgpbX2r8aYMKAFMAM4aq19xhjzCBBtrf3NufaTlJRk\nMzIyGtyOqkqOrWXn54PY9ul1RF63jCuu+IpWrRIDsm8REZFAMcass9YmnW+7Bo+ojTFtgOHA3wCs\ntSXW2jxgNDDPt9k84KaGHqMhSk7lsz8SPBGnfO0MuZCHFxERCSh/pr57AoeBV4wx640xfzXGRAKd\nrLX7fdscADr528j62LfJ+/Pwrst8S1x1GV5ERC4y/qRYM2AgMMdamwicBB6puoH1zqvXOrdujJli\njMkwxmQcPnzYj2ZUV15hfD9DfMfRiFpERJzLn6DeC+y11n7p+30R3uA+aIzpDOD7eai2L1tr51pr\nk6y1SR06dPCjGbUzvjNTUIuIiJM1OKittQeAPcaYy32LRgBZwBJggm/ZBOBdv1pYbwYKw7Hlxve7\npr5FRMS5/E2x/wDmG2M2AAnA08AzwI+NMVuBkb7fL5hmtitcv4xjGVcBGlGLiIiz+VWUw1qbCdR2\na/kIf/brj1ZdPbz/wxNcErsHAGM0ohYREedyVfUsgHZdDjPpT6PZteZq3xKNqEVExLlcN9wsOVnA\noRYQ0qwU0IhaRESczXUj6j2bDDSHAzv70G3Y57pGLSIClJaWsnfvXoqKioLdlItOeHg4sbGxhIaG\nNuj7rgvq029EtZWTBQpqEZG9e/fSqlUrevTogTHm/F+QgLDWkpuby969e+nZs2eD9uH6eWFNfYuI\nQFFREe3atVNIX2DGGNq1a+fXTIYLUywEcttSUeqdYtDUt4iIl0I6OPztd9dNfTezXeDWt8mLz/Yt\nceG/RURE5KLhuhRr3cPwYfx+PD/YCmhELSLiRpmZmXzwwQf1+k6PHj04cuQIAFddddU5t83Ly+Ol\nl15qcPsCyXVBHX3JYW5/9nb6DP4IUFCLiLhNWVlZg4K6qs8///yc65tSULtu6rs0/yS54WCs3vUt\nIlKbBx+EzMzA7jMhAZ5//tzbZGdnc+211zJ48GA+//xzkpOTmTRpEo8//jiHDh1i/vz5/PCHP2Ty\n5Mns2LGDFi1aMHfuXPr3709qairbt29nx44ddOvWjc8++4zCwkJWrVrFo48+ytixY2scLzc3l9tu\nu419+/YxZMgQrP2+mGPLli0pKCigoKCA0aNHc+zYMUpLS3nyyScZPXo0jzzyCNu3bychIYEf//jH\n/OEPfwhsh9WD64J6d5aBcMjZHkf3wWs0ohYRaUK2bdvGW2+9xd///neSk5N5/fXXWbVqFUuWLOHp\np5+ma9euJCYmsnjxYj755BPuuusuMn3/qsjKymLVqlVERESQlpZGRkYGf/nLX856rCeeeIJhw4Yx\nc+ZM3n//ff72t7/V2CY8PJx33nmH1q1bc+TIEQYPHsyoUaN45pln2LhxY+Wxg8l1QV2T7nIUEanq\nfCPfxtSzZ0/i4+MB6NevHyNGjMAYQ3x8PNnZ2ezatYu3334bgB/96Efk5uZy4sQJAEaNGkVERESd\nj/Xpp5/yj3/8A4AbbriB6OjoGttYa5kxYwaffvopHo+Hffv2cfDgQX9PM6BcG9QGi7UePY4gItKE\nNG/evPKzx+Op/N3j8VBWVnbOt3dFRkYGvD3z58/n8OHDrFu3jtDQUHr06NHk3t7mugu4hmawJ5by\n4nD0VjIREWf5t3/7N+bPnw/AihUraN++Pa1bt66xXatWrcjPzz/nvoYPH87rr78OwLJlyzh27FiN\nbY4fP07Hjh0JDQ0lPT2dXbt21Xn/F4rrgjrExsBd/8eJjYlY67rTExFxtdTUVNatW0f//v155JFH\nmDdvXq3bpaSkkJWVRUJCAgsWLKh1m8cff5xPP/2Ufv368Y9//INu3brV2OaOO+4gIyOD+Ph4Xn31\nVXr37g1Au3btGDp0KHFxcTz88MOBO8EGMFXvgguWpKQkm5GREZB9HdqygxcnLKfzD77hsrv/xo9+\ndDIg+xURcbJvv/2WPn36BLsZF63a+t8Ys85am3S+77ruGnWbDge5+Ykp5G6Ow4UTBiIicpFxXVAX\nHy8krznY4jCwukYtIuJ2r7zyCn/605+qLRs6dCgvvvhikFoUWK4L6r1bTj9H3Z8uV2QHuzkiItLI\nJk2axKRJk4LdjEbj4rlhi6tPT0RELgquTTLv49Oa+hYREWdzXVAbGwrf9aK8sAUuPD0REbnIuC7J\nQugMv5hL/rfxWN1MJiIiDue6oG7by8PnKV8RmbgGTX2LiLiTv2UuGyItLY1p06Zd0GOCC4O6Zdsc\nfvLIr/jBwJW48PRERC56gahHfTbl5eUB36e/XPd4VvGxYgrCoKygFVAQ7OaIiDQ5Wx/cSkFmYP//\n2DKhJb2e73XObS50PerU1FR27tzJjh072L17N8899xyrV69m2bJldOnShaVLl1YW4hg7diwfffQR\n06dP5+WXX2b27NkkJSVx5MgRkpKSyM7OBmDPnj1cc8017Nu3jzvvvJPHH388oP1YG9cF9b6t3ueo\n92+Lp/OAL4PdHBERqeJC1qMG2L59O+np6WRlZTFkyBDefvttnn32WW6++Wbef/99brrpJsD7bu+v\nvvoKgJdffvms+1uzZg0bN26kRYsWJCcnc8MNN5CUdN63gPrFdUF9mjEWXaMWEanpfCPfxnQh61ED\nXHfddYSGhhIfH095eTnXXnstQOXxTqttRF6bH//4x7Rr1w6An//856xatarRg9rlF3FdfnoiIg5z\nvnrU59KQetRV9x8aGorxvmSjxvGq7rtZs2ZUVFQA1KhNffr7Z/u9MbguyYxtDl/3912j1ohaRMRJ\nAlmPuqF69OjBunXrAFi0aFG1dR999BFHjx6lsLCQxYsXM3To0EZpQ1WuC+oQOsGDf+Lk1j4oqEVE\nnCWQ9agb6te//jVz5swhMTGRI0eOVFs3aNAgbrnlFvr3788tt9zS6NPe4MJ61Meyd/LKA/Po0GsD\nna/bzciRgdmviIiTqR51cKkedRURrfcx9IEnKNkXQ4mJDXZzRERE/OK6oC48UkJhMyjPbQ+xrpvZ\nFxGRM6getcPs3+F9jvrAjjguGbAr2M0REZFGpnrUjqXnqEVExPncG9QG3Hx6IiJycXBdkhkbAV8M\npuxEG4zRiFpERJzNdUHtse1hxu85ubMXLjw9ERG5yLguyTr285B127u0T3kfXaMWEXEnf8pcrlix\nghtvvDHALWo8rgvq8Mi9JNz9PLF9MjX1LSLiQo1Zj7opct3jWScPllISAhUHYzCdXPfvEBERv23d\n+iAFBZkB3WfLlgn06vX8ObcJRj3q7du3s23bNo4cOcL06dO55557ACgoKODWW29l48aNXHHFFbz2\n2mukp6fzwgsvsHjxYsD7Xu+XXnqJd955J6B9VV+uC+qDuwy0gAM7+hEzoDjYzRERkSoudD3qDRs2\nsHr1ak6ePEliYiI33HADAOvXr2fTpk3ExMQwdOhQPvvsM1JSUpg6dSqHDx+mQ4cOvPLKK0yePLnR\n++R8XBfU1WlELSJypvONfBvTha5HPXr0aCIiIoiIiCAlJYU1a9YQFRXFoEGDiI31vmY6ISGB7Oxs\nhg0bxvjx43nttdeYNGkSX3zxBa+++moAz75hXBzUVteoRUSamPPVow4NDT3rdxtSj/ps9aOrtiMk\nJKSyNvWkSZP42c9+Rnh4OP/+7/9Os2bBj0nXDTmNbQHLf0RpXjS661tExFkCXY/63XffpaioiNzc\nXFasWEFycvI5t4+JiSEmJoYnn3yyybyW1HVBHUJ7ePIxCvf0xBjXnZ6IiKsFuh51//79SUlJYfDg\nwTz22GPExMSctw133HEHXbt2bTJlQV1Xj/r4nu0s/t3viL58I1HJfRk+PPjXF0REgu1irEedmppK\ny5Yt+fWvf12v702bNo3ExETuvvvugLVF9airCG2+h0vHzSPseAtKTFywmyMiIg5yxRVXEBkZyf/8\nz/8EuymVXBfUBQfKKffAyT09Ceuga9QiIm4XyHrU69atC1SzAsZ1QX1oDxAJB3f2oetAXaMWEXE7\n1aN2MD2eJSIiTue+oD59b5xRUIuIiPO5Lqg9tIT3bqD0aFtceHoiInKRcV2SeWhL0f9Mp2h/V42o\nRUTE8VwX1F0SPJx68Hm63zJPLzwREXEp1aN2ME/ILtqOfof2sTs1ohYRcSHVo3a4/Bzv3WTHt19O\ny/YKahGRGtY9CMcCW4+a6AS4QvWoG4PrgvpIDtAKDmX3puWVrpswEBFxNNWjrj/XBfX3j2dZPB6N\nqEVEajjPyLcxqR51/bkvqH28FUc1ohYRaUpUj7r+XJdkHlrBW7dSkttBN5OJiDiM6lHX5L6gNtEc\ne+lBCg9foqlvERGHUT3qmlxXj/rE7u/4cu4vCL18M23iHiAx8dGA7FdExMlUj7ruVI+6Eb2TOoPI\nqFjCRq6gdTF4PCGkz11CXs5qbk59OtjNExGRJk71qBtZVMxgbMe72Jv+U2La7iP3q0La9ZlAFLVP\nnYiIiPOpHrWDpEwZxVuPPk3MlTPYn34dnVOewxx6lZQpo4LdNBERaSSqR+0wvYdczsHVV9Pl5jc5\nsuYmhbSIiDia64J68xdb6DT4X+x7ZxztBy0mfe6SYDdJRESkwVwV1Olzl9DuyhnkvDmB8rwojm1+\nGNtxgsJaREQcy1VBnZezmry1L2AW3Ebhsfb0GRWNOTSPvJzVwW6aiIhIg7gqqG9OfZqf3DuIS5+e\nSr/b5mCMh5Qpo/RolohIE2CM4c4776z8vaysjA4dOlTWhk5LS6NDhw4kJCRU/snKyqKiooIHHniA\nuLg44uPjSU5OZufOnXz55ZfVtk1ISCA8PJw5c+bUqT2pqanMnj0bgJkzZ/Lxxx+fc/u0tDRycnIa\nePYN56q7vgEI2UfxkPW0Lq75jlcREQmeyMhINm7cSGFhIREREXz00Ud06dKl2jZjx46tURHrjTfe\nICcnhw0bNuDxeNi7dy+RkZH07NmzsrIWwIcffsiDDz7IhAkT6t22WbNmnXebtLQ04uLi6vR2s0By\n1Yga4Hi2901rRzclYIzrTk9EJCCuuabmn5de8q47dar29Wlp3vVHjtRcV1fXX38977//PuAN4Ntu\nu+2839m/fz+dO3fG4/H+Pz02Npbo6Ohq2xw5coQpU6bw2muv0aJFi7Pu66mnnuKyyy5j2LBhbNmy\npXL5xIkTWbRoEeAN7eTkZOLi4pgyZQrWWhYtWkRGRgZ33HEHCQkJFBYW1v2k/eS6JDt6xDuKzs3p\nqaAWEWlixo0bx5tvvklRUREbNmzgyiuvrLZ+wYIF1aayCwsLGTNmDEuXLiUhIYFf/epXrF+/vsZ+\n7777bqZOncoVV1xx1mOvW7eON998k8zMTD744APWrl1b63bTpk1j7dq1laP/9957j1tvvZWkpCTm\nz59PZmZmvctt+sN9U99VaOpbRKR2K1acfV2LFude3779udefS//+/cnOzuaNN97g+uuvr7G+tqnv\n2NhYtmzZwieffMInn3zCiBEjeOuttxgxYgQAL7/8MidOnODhhx8+57FXrlzJzTffXDniHjWq9vds\npKen8+yzz3Lq1CmOHj1Kv379+NnPftaQ0w0Ilwe1RtQiIk3NqFGj+PWvf82KFSvIzc2t03eaN2/O\nddddx3XXXUenTp1YvHgxI0aMYPPmzTz55JOsXr26cmrcH0VFRUydOpWMjAy6du1KamoqRUVFfu/X\nH65LMo9tA3PupfhgjIJaRKQJmjx5Mo8//jjx8fF12v6rr76qvNu6oqKCDRs20L17d0pKSrj99tt5\n7rnniI2NPe9+hg8fzuLFiyksLCQ/P5+lS5fW2OZ0KLdv356CgoLK69ZQ9xrYgeZXkhljHjLGbDLG\nbDTGvGGMCTfGtDXGfGSM2er7GX3+PQVOSEgbti2czKn8NoCmvkVEmprY2FgeeOCBWtedeY36888/\n59ChQ/zsZz8jLi6O/v3706xZM6ZNm8bbb7/NN998w1NPPVXtO88991yt+x44cCBjx45lwIABXHfd\ndSQnJ9fYJioqinvuuYe4uDh++tOfVttm4sSJ3HvvvRf8ZrIG16M2xnQBVgF9rbWFxpiFwAdAX+Co\ntfYZY8wjQLS19jfn2lcg61Gf3LOJbf+4iVOdD9Mp6UUuvfSOgOxXRMTJLsZ61E2JP/Wo/Z0bbgZE\nGGOaAS2AHGA0VNaVnAfc5Ocx6sWaAxwbsI3mbY7rZjIREXG8Bt9MZq3dZ4yZDewGCoF/Wmv/aYzp\nZK3d79vsANApAO2ss2M7vTMER75Opu3lukYtInKxyc3NrbwjvKrly5fTrl27ILTIPw0Oat+159FA\nTyAPeMsYc2fVbay11hhT69y6MWYKMAWgW7duDW1GDXlHDbSBY4didTOZiMhFqF27dtXeWOZ0y3kz\n4wAAFwpJREFU/iTZSGCntfawtbYU+AdwFXDQGNMZwPfzUG1fttbOtdYmWWuTOnTo4Eczzs7j0dS3\niIg4mz9BvRsYbIxpYbwXg0cA3wJLgNMvWp0AvOtfExtOI2oREXE6f65Rf2mMWQR8BZQB64G5QEtg\noTHmbmAXMCYQDa0rUxENf3yIopZlCmoREXE8v5LMWvu4tba3tTbOWjveWltsrc211o6w1vay1o60\n1h4NVGPrIiSsFRuWjudUUaTu+hYRaUKaWpnLQGjZsmWjH8N1rxDt1r+Ya//3eo63P4ExbwS7OSIi\n4tOUy1yeTVlZGc2aBTcqXTc3bDlIzmUHCIk8palvEZEmJphlLrOzs+nduzcTJ07ksssu44477uDj\njz9m6NCh9OrVizVr1gCQmprK+PHjGTp0KOPHjyctLY1p06ZV7ufGG29kRZWqJA899BD9+vVjxIgR\nHD58uF79UReuS7Ij2ysAOPTVYE19i4icxfpr1tf4s++lfQCUnyqvdf3+NO8rMkqOlNRYV1fBLHMJ\nsG3bNn71q1+xefNmNm/ezOuvv86qVauYPXs2Tz/9dOV2WVlZfPzxx7zxxrlnZk+ePElSUhKbNm3i\n6quv5oknnqhzX9SV64I6/7j3lI7ndtaIWkSkialLmcvMzMzKPxEREZVlLn//+9/j8XgYMWIEy5cv\nr/xOXctcAvTs2ZP4+Hg8Hk/lKNgYQ3x8PNnZ2ZXbjRo1qk41pz0eD2PHjgXgzjvvZNWqVXXohfpx\n3TVqqrxeRSNqEZHaJa5IPOu6kBYh51wf1j7snOvPJ5hlLps3b1752ePxVP7u8XgoKyurXBcZGVn5\nuVmzZlRUVFT+fq6yl42RO64ecmpELSLS9ASrzGVD9ejRg8zMTCoqKtizZ0/ltezT7TldCvP1119n\n2LBhAT++60bUpqItPPlbCtsXBKSIuIiIBNb5ylxWnT5+6aWXOHHiBPfccw/FxcUADBo0qEaZy6ee\neqryOxMmTOChhx4KWHuHDh1Kz5496du3L3369GHgwIGV6yIjI1mzZg1PPvkkHTt2ZMGCBQE77mkN\nLnMZSIEsc/nt+1t598ZCWt86n9vm/oTo6JovZhcRudiozGVw+VPm0nUj6u79C7n91aHktikGrg12\nc0RERPziuqCusIfZ0bWA1sW6Ri0icjFSmcsm7vB3FdAMDq4dxqVX6q5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kUfh9M5m11hpj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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(8,8))\n", "ax.set_ylim(100,0)\n", "ax.plot(fmar2.variables['MORTDIAT'][0,:,j,i]/40,fmar2.variables['deptht'][:],'b-',label='mort_diat')\n", "ax.plot(fmar2.variables['MORTMRUB'][0,:,j,i]/40,fmar2.variables['deptht'][:],'m-',label='mort_mrub')\n", "ax.plot(fmar2.variables['MORTPHY'][0,:,j,i]/40,fmar2.variables['deptht'][:],'y-',label='mort_phy')\n", "ax.plot(fmar2.variables['HetMRub'][0,:,j,i]/40,fmar2.variables['deptht'][:],'-',\n", " color='orange',label='mort_phy')\n", "ax.plot(fmar2.variables['GRMESZDIAT'][0,:,j,i],fmar2.variables['deptht'][:],'b--',label='MESZ_diat')\n", "ax.plot(fmar2.variables['GRMESZMRUB'][0,:,j,i],fmar2.variables['deptht'][:],'m--',label='MESZ_mrub')\n", "ax.plot(fmar2.variables['GRMESZPHY'][0,:,j,i],fmar2.variables['deptht'][:],'y--',label='MESZ_diat')\n", "ax.plot(fmar2.variables['GRMICZDIAT'][0,:,j,i],fmar2.variables['deptht'][:],'bx',label='MIC_diat')\n", "ax.plot(fmar2.variables['GRMICZMRUB'][0,:,j,i],fmar2.variables['deptht'][:],'mx',label='MIC_mrub')\n", "ax.plot(fmar2.variables['GRMICZPHY'][0,:,j,i],fmar2.variables['deptht'][:],'yx',label='MIC_diat')\n", "plt.legend(loc=4)\n", "ax.set_title('March 8')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#fjun1=nc.Dataset('/results/SalishSea/hindcast_v1/06jun15/SalishSea_2h_20150601_20150630_dia1_T.nc')\n", "fjun2=nc.Dataset('/results/SalishSea/hindcast_v1/06jun15/SalishSea_1d_20150606_20150606_dia2_T.nc')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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KXrKaBrNmwTvvNBw/Bh+eIgnThVKIQ3NMJKTvRtMg6foRTDxVj2uxH0lX7SDuyS/48bb/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BzRdWhJS4c26EvpFv/VxD5pByUt4jezmWa2kdhVyo3JBNYNKd8Gvqv1OOfc35KOKnkpH793ke8W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\n/wHuTkHtfQYyrAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(8,8))\n", "ax.set_ylim(100,0)\n", "ax.plot(fjun2.variables['MORTDIAT'][0,:,j,i]/40,fmar2.variables['deptht'][:],'b-',label='mort_diat')\n", "ax.plot(fjun2.variables['MORTMRUB'][0,:,j,i]/40,fmar2.variables['deptht'][:],'m-',label='mort_mrub')\n", "ax.plot(fjun2.variables['MORTPHY'][0,:,j,i]/40,fmar2.variables['deptht'][:],'y-',label='mort_phy')\n", "ax.plot(fjun2.variables['HetMRub'][0,:,j,i]/40,fmar2.variables['deptht'][:],'-',\n", " color='orange',label='mort_phy')\n", "ax.plot(fjun2.variables['GRMESZDIAT'][0,:,j,i],fmar2.variables['deptht'][:],'b--',label='MESZ_diat')\n", "ax.plot(fjun2.variables['GRMESZMRUB'][0,:,j,i],fmar2.variables['deptht'][:],'m--',label='MESZ_mrub')\n", "ax.plot(fjun2.variables['GRMESZPHY'][0,:,j,i],fmar2.variables['deptht'][:],'y--',label='MESZ_diat')\n", "ax.plot(fjun2.variables['GRMICZDIAT'][0,:,j,i],fmar2.variables['deptht'][:],'bx',label='MIC_diat')\n", "ax.plot(fjun2.variables['GRMICZMRUB'][0,:,j,i],fmar2.variables['deptht'][:],'mx',label='MIC_mrub')\n", "ax.plot(fjun2.variables['GRMICZPHY'][0,:,j,i],fmar2.variables['deptht'][:],'yx',label='MIC_diat')\n", "plt.legend(loc=4)\n", "ax.set_title('June 6')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#faug1=nc.Dataset('/results/SalishSea/hindcast_v1/05aug15/SalishSea_2h_20150805_20150814_dia1_T.nc')\n", "faug2=nc.Dataset('/results/SalishSea/hindcast_v1/05aug15/SalishSea_1d_20150805_20150805_dia2_T.nc')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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EGvvdR0afxl8KmIgIVusXHDiwELt9A2FhIxk37h0SE6/rWttYnSPoV65vgDvu\ngOefPzKJzGxW8esW2itg0heSxk6ERdVfIT29Z8bzeFyEhAxiyJD7CAw0tntsYyNs3QozZvhuPk0H\nm8ADE1ZMIGxo2PEPEg/kvgCfT4X6Qjj7Q5j5qi7SbRCPUPRCERunbMRhcTD+w/GMfXWsLtI9yIkK\nllgsi455rLcTxmw2M5s3n8X27ZfS1FTBmDH/ZPr0XSQlXa+LtLfoiNnt681bru+VK1UDiuho9fvR\n+y2cqEiJZbHFr4qXdJbf/Ebdqz+yZo1amrXcBw1x2rq42y26UVek6nS/g4j5cpH6Uu9Ppo/TWNQo\nWy7cImbMsvXyreIo1V3dvcGJGmi0dW135BhfUlX1vWzefL6Yzcj336dIUdFL4nbr/y+dgYHo+s7O\nho8+Ur/PmaNc4JoGc+ce6QJvSQbLmZNDyoIUipcUtyaHnShprC+4wA8c6LmlWXb7RkRcREXN7NDx\na9aonzM7dniH8Tg97L97P4ZwA8MfG44h+DhOIlcd7H0Zdv4V3A6Y/jKMvN33WW19CGeVk+KXiil8\nuhCPw8PoV0Yz6OeDdIuol2hJ/srJmUNKygKKi5cck7HdXsKYr1zgLlc1FRX/oazsbaqqsggKSmDE\niGdJSbmDgIATeLF0uo2mRL13mTZtmmzYsMGr13zwwcNx6kdOsGoo/8H81lj0sEeGeXX83uCxx8Dp\nhIce8u04TmclGzaciqYFMX36jg69QWfMUFnf27d7bx6Ogw52zt1Jzfc1DL5zMCOeGXGksLjqYe8S\n2LUIGssh+UKY9jeIGu29SfRxHKUOip4tonhJMW67m9hLYhn5wkjCR4X39tR0gPz8B1vjz8OGtb/8\n0Vd4PA4qK/9Hefk7HDr0MSIOQkNHkJLyc1JSfkVgoB426iqapm0UkWknO65fWdQt3HGHWqLVEqfO\nLLPAGCPZLhP33quOKXymkMLFha2x6JjMmD5hNbfHAw/4fgwRD7t23UxTUxlTpvzQIZHevl15O559\n1nvzsH1jI+f6HNx1bsa9O46k65IOP+mqVxb0ricPC/TEhyDhTO9NoI/TkNdA4VOFlLxegjiFhGsT\nGHLfEIyT28810Ok47a1zHjLk3pOef3T8OSYms8eSxUQ8VFd/T1nZv6ioeB+Xy0ZQUAIpKbeTlHQD\nRuMM3dvSg/Q7oTablUhrmnJ3Z2bCwh8Zuachh+lPZwAmCp8pZP8f9jPi6RGk3ZXmtwVMOkNFBURH\nQ3Cwb8c0MP3bAAAgAElEQVQpLFyM1fopo0b9DaNxaofO+ec/ISgIbrzRO3NoOtTE9iu3EzoklMlZ\nk4kY17ym9xiBngUTHoLEs7wzcD+gdnstlicslP+7HC1AI/nmZNLuTSN8pG5Be5uji460rHPOyFh2\n0nPbHtuTBUvq6nZSVvYvysrexeGwYDCEEx9/NUlJN2AyzcJgCPLZ2Donpt8J9fHi1DuCTGw4P4NL\nHs8hvyqFwmcKW0Ua+l4s+nj84Q+wahXk5/su9Fpbu428vPtJSPgJKSm/7NA5Dgf8619w1VUQH9+9\n8R2lDoKTggmOD2bifydinGEkMDJQiXLem7B7MTSWQdIFcNZDkHh29wbsJ3icHmxf2yh+qZjKTyoJ\niAwg7fdpDP79YEJSQnp7ev2WjsSZT0RPxZ9F3Njtm7HZvqa8fCl1dVuBAGJjL2L48MeIi7tSd237\nAf02Rg3Hxqn7W0y6LRMmwPDh8N//+m4MEQ8HD/6N5OSbCQyM7tA5a9bAGWfA8uVw9dVdG9dV66Jw\nUSGFTxcy9s2xJF6bCO4mKP4U8t6A4s9AXJB0Pkz8sy7QqNUcNWtqKHu3jIplFTgrnATGBTL4d4NJ\n/VUqQbG6ZdRT+EOcuQURoa5uJ1VVK7HZVlJVlYXbXQ2A0TiTpKQbSEycS3BwYq/Oc6AwoGPUcGxT\njswYG8Ft1kf3h5h0CyKq2MnFF/vm+ocO/ZewsFFERIxj8ODfdurcffvUz6404hC3UPpGKfl/yqep\ntImEOQkYRxXCxsfgwDvgOAShyTD2Lhh+M0RndH6QfkbdzjrK3i2j/N1yGg80Ygg1EPfjOJKuTyL2\nklgMIf2udIJf05txZlDC3NCwv40wm3E6ywEIDR1BYuIcYmLOJybmPEJCkntsXjqdo18Ktdms3N6z\nZzfHqTflUn93OSyewIFTTewui8Fz1Q4S5yUy5pUxvT3dblNaqjKqh/ug2VNp6Zvs3v1T4uOvZsKE\nDzp9/r59YDDA0KGdH3vH1Tuo/LiSqBlhjH9mL9Exv4ecLWAIhsFXwrBbYNBFYOiX/8YdptHSSPnS\ncsreLaNuax0YwHShiaEPDyX+qngCowb269MVupsI1nJ8b8SZGxsLm4XZTFXVShyOQgCCg1OIjb2Y\nmJjzMZkyCQ3tocpIOt2mX76Ds7OPbMqx7DQIj4CVZnj5cVh2P9CPEhb371c/R4zw7nWLip5n3747\nMZkuZOzYN7p0jX371Nrujia51e2qI3RYKAHBwqCrC0makkXC6GfRxAXaNLW8Kn0ehAzs9opOq5OK\n9ysoe7eM6m+V6zLqtChGvjCSxDmJBCf5OKuwn9OdRLAWeirO3NR0iKqqb5ot5pU0NCg3VmBgHCbT\n+cTEPIDJdD5hYaP0TO0+Sr+OUcNh6/r+S22M/FcOxhtTCP5fcZ/O8D4aiwXefx+uvx4GDfLONUtL\n32b37puIj7+GjIx3MBi6lnR04YWQmws7d4KxnZU/4hGKni0i7748ht3nYMjM30HNbghNhKHzYfgt\nEDOhazfTj6jPrafouSJK3yzF0+AhfGw4iTckknR9EmHD9YIT3qRFnDubCNYTuN2NVFZ+TFnZW1RW\n/g9wExAQRUzMuc0W8/lERExA0/RQhz8z4GPULbQ06bj7UROvnZ1C1NsFpPSxZhsnY8gQuPtu711P\nRCgre5vo6HPIyFiKoRuu5Xvugcsug+uuU9n4gce5VFN5E7tv2Y31f1biz8olefC9IElw1vvKxT3A\nl4SICFXmKoqeLaLyk0q0EI3k+cmk/DKFyMmRupXkI/yl4UULItK8tvktysuX4XZXExycSlra3SQk\nzCYycmq33qs6/ku//6u2JJUtnm9j0NuFyIVJ7HummAMxMWTeZcJmtmHPtrN/+hCys2ktiNLXaGhQ\nzUjOOUdlWXcHTdOYOPFT3O6abr/xL7oI/vY39WXprrvghReOfL5qdRU51+7AaXUw6tYXSblkFdqk\nh2HULyFgYLtvPU0eypeWU/hMIXVb6whKCGLon4eSsiCF4MSB/dp0hq7Gm3s7EayF+vp9lJW9TVnZ\n2zQ25mMwRJCQMJukpJswmTLRtIAen5NOz9KvhbrF7b3sfhvBj+fQtGAY9pctVF8xhOg/5GDeN4Tg\n9y003Z+hjut4+MnvEFFC/emn8O23XV9LXVb2DibTxQQHx2MweCcO/ItfwN698MwzMHIk/LYlcdzd\nSEDJ2wQFRzLpkceIvOBSmLhPjz9XOil+pZiDfztIU0kT4RnhjHl1DIk3JBIQqn8od5auxJt7KxGs\nBafTSnn5MsrK3qKmZg2gYTJdwNChDxMff7W+tnmA0a9j1IsWwfTpMCLbgnG6EVOmCfMzNlwP5hB4\nRiyOryrImT+Rx/9nYtmyzveu9jeWLIFf/hL+/W/1BaWzVFV9x5Yt5zJ48F2MHPm0V+fmdsM118DH\nH8MrTzZxiWMNgyfcCnX5SPKP0KY+BdFjvTpmX6OpvAnL4xaKXynG0+DBdJGJtLvSMF1k0t3b3aSz\n8WZvZH13Bbt9E4WFT1FRsRyRJsLDx5OcfBOJidcTGjrYZ+Pq9A4djVH3a6E+ES2FT/LPTuen3w1r\nt3FHX8LpVG7vHTvgf/+D887r+LkiHjZunIbTWcmMGTkEBER4fX51dXDbRXXM3/IdRqfG1L8vJOKK\nx1SpzwGMq8ZF4eJCip4pwl3vJml+Eml3pxE5UbeavIk/FR5pi4hQVZWFxfIENtuXBAREkZx8K8nJ\nNxMZOVn/ktaP6ahQD7iUwNw7cil6vgiZn07c6mIWz7fx7fM2nptpwXxUz3WzWVnlfYWgICXQw4ap\nDPCGho6fW17+HrW1mxk+/DGfiDSAK9vCr3esIiagEdvVnzD+z1/z71UDV6TdjW4KFxeydvhaCh4p\nIPaSWKbvnM64N8bpIt0BLJZF2GxHvmltNjMWy7Fv2qPjzUef1xuIeKio+JBNm05j69bzqa3dyrBh\nj3P66RZGjXoOo/FUXaR1gAEm1DazjfKl5bjc8PCKGIxPZzB9xQ4ecu/ggx1Grr6aVrFuiW9Pn967\nc+4s8fHw1VewYgWEdXC1jtvdSF7eA0RGTiEx8TqfzKv8te/ZctFugsKtnPqfCsY98gLJaVHMmwfz\n5kFlpU+G9Us8Lg/FrxazftR69v9hP8apRqZumMr498cTMdY3X5L6Iy2x5xbRbXFvG41HvmnbxpuH\nDXuktf52b4m1x9NEScnrZGePZ+fO2Tidhxg1agmnnZZPevp9HS7PqzNwGFBCbc+2M+GjCey+YQIP\naTkMraoCDVJuSOTRT0zMnavE+cEHaU0u64tx69TUw18wXn1VrWNuD4+njujoMxkx4infrLvc83dk\n08NEjTzAqatGE37hzxk9RmP1avjrX1Ud8AkT1Fpwl8v7w/sTh/57iOwJ2ez5+R6CU4M5ZeUpnPLF\nKRin6u0lO0vbphf5+Q+eMNmrvcIjPYmIUFT0IuvWjSA396cYDKGMG/ceM2bkkpr6iw61jNUZoIhI\nr29Tp06VniZvYZ6YMUvewrwjHl+4UATUz75ORYVIXJxIcLDI/feL2O29MIm6gyLvILLyEvE0VB73\nkM2bRSZOVK/7oEEi990nkpvbw/PsAQqeKhAzZlmXsU7KPywXj8fT21PqF+TlLRSzGcnL8+83bUnJ\nW2I2I5s2nSOVlZ/rf38dATZIBzRyQFnULdjMNorbNOiwmW3AsY08jo5Z9zXi42HbNpg7Fx5/HEaP\nhrffBo/nyOMaGvJpair3yRxybthO0efXwMSH0EJjj3vM5MmwcaMqiDJtGjz1FIwZo9aEv/EG1Nb6\nZGo9hoiQ98c88u7JI+HaBKZtnkbCVQl6/NEL+GPs+Xi43Y3k5/+JyMipTJ5sJjb2Yv3vr9NhBpxQ\n28w2cubkED87npjMGDKWZZAzJwfzMzYevsrGstkWHnlEub3nzOmYWC9adOxx/pKIlpICb72l2k2m\npcEdd0BJyZHHbNmSyf7993h97Oo11ZR/FILHFQqmye0eGxQEV16p2nQWFsKTT0JZGdx6qyqL+vOf\nq3vwg0UKnUI8wt5f78XymIVBPxtExnsZGIIH3NvOKxydPGazmdmx4yri42f7Rey5PYqLX8LhsDBi\nxJN6WU+dTjPg/mPs2XYylmWQOC+RnDk5AGQsy6D83+U8pOUweZ6KFWZmKrHO7kAYa/r0I0XdHxPR\nTjtNCd3atSqGLaIs15ISEGnCYPB+pasDDx0gKKaOlGvzISC0w+cNGqQqxO3eDatXw7XXwnvvqaVn\n48fD008rEfd3PE4Pu27aRfFLxaTdk8bof4xGC9CtqK5ydPJYeflSQCMxcR7Qe7Hnk+F0VlFQ8FdM\nposxmS7o7eno9EU64h/39dYbMWoREetKq6yOXy15C/Nkdfxqsa60dvlaK1eKxMer2HZ8vNr3Z3bt\nUrHriAiRL76Ik+3bf+nV69uybGLGLJb5N4is7/61a2pEXn1V5IwzVCw7MFDk0ktF3npLPedvOO1O\n2XrZVjFjlgOPHdDjkV7Cal0pq1fHS17eQlm9Ol6sVj9/o4nIvn33iNmsid2+pbenouNnoMeoT44p\n00TKghQKHi0gZUFKtxp1tDT/ePRR9dPfs8XHjlUdrS69FFwuB6+9FsqTT3Zu7fWJEBH237OfkFQD\nKZkfQOxJ1/OfFKMRbrsNvv8ecnJU3fCdO+GmmyAxUVndy5dDY2P3599dHKUOtpy3BevnVka/PJr0\n+9P1eKSXaNsoIyVlQa83yjgZdXW7KSp6juTkW4iMPKW3p6PTRxlwQm1ZZGlNHmtJKkuan0Th4sLW\nx7uCtxPReiLuPXKkWhIVHt5IYmIIzz13bKJZV9A0jVEvjmLMY1YCQhwnjU93lnHjVAw7P1+5xn/2\nM1Xf/JprlGjffDN8/rmq1NbT1O2qY9Npm6jfVc+EFRNIuSOl5yfRhzlZEZO+kjwG6gvrvn2/xWAI\nZ/jwJ3p7Ojp9mY6Y3b7eetL13eLutiy2HPdnV9zfLW7vFnf30ftdwRfXPB4ej0cOHnxZqqvXSnm5\neqypSeSCC0Ref13E6ezGxTffL/JuoIir0RtTbRenU+TLL0V++lOR6GjlHo+PF1mwQGTVKhG32+dT\nENsqm3xn+k5WJ62W6uxq3w/YD2lxbbe4tNvut/ecP1JevlzMZqSw8IXenoqOn0IHXd+9LtLSCzFq\n60qrrIpYJTnzc44QZ+tKqxQ8WdDp6z355LECunKlerw79Fbc22IRmTpV/XeMGSPyzjtKvDtC/qP5\nsuu2XeJ2ukVWXizy6STfTvY4NDaKfPSRyNy5ImFh6j4GDxa5+26RrCwRh8O743lcHil+tViygrNk\n3dh1Up9X790BBhgnikMXFDx5jChbrSuloKCbbzQf0Nh4UH74IV3Wr58obnd3vu3q9Gd0oT4JJyp4\n4m/4ugBLTc0mqar6/pjHPR6R//xHJCNDjZ+SIpLXzkvlcXlk3737xIxZdszdIbL9UVXoZMOdvpl4\nB7HbRd59V+SKK0SCgtS9REaKXHmlyJIl7d/TyfC4PFL6TqmsG7tOzJhl0zmbpKmyg99odNqlrxQx\nOZqGhgOSm7tAsrKCJSsrSGy273p7Sjp+TEeFekB2z2pZS52yIIXiJcVkLMvoViKZr2hZ5rVggYp7\n+6Kk6datF1Fbu43TTy/AYAg55nmPR8V7ly+Hf/wDDAbVRnPkSJg6VR3jtDrJuS4H25c2Un6RzMgb\nnsNgeQWGzoeZr0KA95d+dYWaGvWafv652g4cUI+PHg0XXwyXXALnngsRJym37XF5KF9aTsFfCmjI\nbSBiQgTpD6aTcE0CmkFPGusunW1J6Q/U1+/DYnmcsrK3AI3k5FsZMuQ+wsKG9fbUdPyYjnbP6nVr\nWnrQoi54suCYWLRlsUVWha/q1tIsX+CrGHVbN3119Xoxm5H33nuvw256l0skLU1ZpmecIbL0PY9k\nT9sgWcFZUvxKnoj5MmVJb/mjMsv9FI9HlSl9/nm1zKvFRR4cLDJrlshTT4ls337kLbidbil5s0TW\njlorZsyyfuJ6Kf+gXDxu/71Pf6AzLuu+Foeurd0pO3feIGazQVatCpU9e34jDQ2FvT0tnT4Cuuv7\nWFpi05bFltb9lkSyrsSmfYmv494rV4ps336VPP/8FRIf7+7UF4CqKpHnnhMZMUL9B82Ks8onfy0S\n+d80kXcNInte7t4ke4GGBpWMdvfdIuPHq/sCkdRUkdtuccuKXxbL98ObBfqU9VL+H12gO0pnxLev\nxKFrajbLjh0/EbNZk1WrImTfvj9IY2NJb09Lp4/RUaEecK7vvuL29iVmM1x7rZPLLnucTz+9mw8+\niOiUS70+t56CvxYQNiacHRNSePHpch654pfMTP+KhinvEzLicgx9fOFfURF8/V4jpW+WMXRXCcme\nRvYSyeaJ6cx5Lp7zztdd3J2hL7qz2yIi1NVtx2r9HKv1f1RVZREQEEVq6m8YPPhOgoPje3uKOn2Q\njrq+A3tiMv5E2yIn6QvTB5xIg4pz33JLPosXP8gDDzR0WKRrt9ZS8FgBFe9XYAg1MHh+MZdn3MOP\nFhRBzCnI9CxuuGMGTU3wzjsQ3Qfb6rob3VSuqKTy9RKGfmVjqAeizo6m/vKRFNbGseI1jSUXqNfw\n4Yfh7LN7e8Z9g7aFStLTF/YJkXY6K7Fav8Jm+wKr9QuamlSR/IiIiQwd+iipqb8mKCiml2epMxAY\ncEJ9dOesmMyYASXWLped774z8uabo/nTnzy8/HIYs2adPEmt4IkC8u/PJ8BoYMitBQw+488Ehx0A\n43kw8//BoIsBjVmz4He/g5kzYcUK1QXL3xERajfVUvJ6CeXvluOyuQhJCyH9gXSSb0kmbITqE3wW\ncP8DKqnuiSdUd68LLlCCfeaZvXsP/s7RhUpiYjL9Tqw9Hhd2+3qs1i+wWj9vrhkuBAaaMJkuIjb2\nYmJjLyIkJLW3p6ozwBgQrm/LIgvG6arZRs6cHDKWZQBQvrScQ8sPDRj3d23tNl5//c88/PB7vP9+\nCJmZhzPLj84oFxGqsqoITQ/lxQ/CGB9WxPidH5M6/c8EhZVjLv8T2bafce/D6ceMs2qVKunpcMC7\n78Lll/fgTXaCpoomyv5VRunrpdRtr0ML0UiYnUDyrcmYzje120Cjvh5eeUUJdnk5XHSREuzTTuvB\nG+gBLJZFGI3TjxBVm82M3Z7NkCH3dugaLW7vFnf30fu9SWNjUbPF/Dk229e4XFWAgaiomc3CfAlG\n4zQ0LaBX56nTP+mo63tACHXb1paJ8xKBIwXbnm1nyL1DfDa+P1BXt5MtW87j3Xfv5IorbuWSSw6X\ntjSbVZewe+9VAm39zErBXwuoWVND6s/DKJpkZs4Dt7Hst9eR+aM0zBUPMeenQ9tdLmaxwFVXQXEx\n7N9/8iVPPYXH5cH6Pyulr5dS+XEl4hKM040k35pM4rxEgkxBnbpeXZ1aOvfkk3DokKqd/vDD/tU5\nrTt4Q2S9Ifbewu1upLr6u+ZY8xfU1+8EIDg4tVWYTaYLCAo6fu90HR1vogv1UQzkJDKr9Qt27boJ\nTQtg8uRVhIePOu5xZUvLsDxuoW5bHSGpTQyZ/RXJU54nICwIc9Ui5vzxFyz4ZUCH13TX18OHH8IN\nN/jgpjqBuIXq1dWULyun4oMKnOVOghKDSJqfxKBbBxExvvvfImpr4fHH4bHH1P7LL6ve3/2BvpoI\nJiI0NuZRU7Meuz2bmpr11NZuxONpRNOCiYk5p1mYLyYiYrzeOEWnx9GTyY5ioCaR1dZuZdu2SwgP\nH8/48R8cI9JOq5NAUyBaQzHVH69Bqt2Muf0Nks78CkPsaEhfCKMWkBkaz4KDqjvYwoUnF+m9e+EP\nf4D//hfS0lQ8tycRj1D9QzUV/66g4oMKmkqbMIQZiLs8jqT5ScReGoshyDup6bm58Le/wRtvqP3T\nT+8/FjX0nUQwh6MUuz0bu309NTXZ2O3ZuFxWAAyGUCIjpzR33LqQmJhzCQgI7+UZ6+h0jAEj1AMt\niczptBIUFEtk5CmMG/cO8fGzCQgIbX2+blcdRU/lUvZuFZP++ioxg95jxKwQDNeNQku/FoYshuiM\n1uOP7g6WmXl8sa6qUmL+4osQGqpiuDNm9MQdK3GuWVujLOf3K2gqbsIQaiD28lgS5yQSd3kcARHe\niTV6PPDFF/DCC6rKWXAwzJsHv/kNTOt+V0+/wh8TwVyuGuz2Da2Wst2ejcNR2PxsABERE0hImI3R\nOAOjcToREeMxGDoX1tDR8Rf6pVC3JI+1CLHNbGPHVTtInJfIsEeGEZMZ0xqj7m9iLeLGYlmExfIY\np576PZGRk0hKur75OaHq090UPrUH67fRaEFNJJ/1JSExZTDpUQLSfgLRY1m0SFmELUJsNqt487x5\n8Mgj6vHjJaC53Srbe+9e1Xry0UchKcnX9yvUrKuhYlkFFe9X4ChyoIVoxF0WR8KcBOJ+FEdgpPf+\nzWtq4M031ReRvXshOVm9Jrff7vt77SjejAkfHZOOicns8UQwj8dBbe3WVkG229dTX58LqLBdaOgI\noqPPwmicTlTUDCIjT9WtZZ1+Rb8UauN04xFCXL60HDRaE8lMmSYylmVgz7b3K6FuaMhn9+6bqK5e\nTULCHEJCBqsnavPA8gGefR+RM/8eQBh64+ek/DyO4Ml3QNSR7vDp048U4qVLQdOUUIN6bNkylYCW\nmal6QZ95JgQEqKSqoUNhsndbUB+BiGDfYKdiWQXly8pxWBxowRqxl8Qy/InhxF0RR2CUd/+19+5V\n7u3XXwe7XWV3P/yw6oEd7B+lzFsxGqefMAGss9jt2UeIssmUSUbGMuz2bJ8ItYib+vrdza5rJcy1\ntVsRUc3Fg4KSiIqaQWLiDURFTcdonEZQUJzX56Gj40/022SygZY8Vlr6Fnv3/hrQGDXq7yRFnIFz\ny3JKXi2ncm0apy68Ey1+Cva6mwk/5xICEka2e72TNQTxeJRAL1oE//ufKnBy/fW+vcfaHbWUvV1G\nxbIKGg80ogVpmC4ykTg3kfgfxxMY7V1xLimBb76B996Dzz6DoCCYO1e5t3vKnd9V+kICmIjgcBQ2\nW8rrW5O93O5aAAICjBiN0zAaZzSL8gxCQgbrSV86/YYBn0w20JLH6upyiAyfwLjQi3AuX07usu2U\n/XAB4gzGdGY1zjP3EDxsBMYOXi8zU4n00cljTU3wl7/A22+r7lPR0fD008qy9AVNFU2Uv1dO6Zul\n1G6qRQvUMF1oIv2hdOKvjO/0cqr2qK5Wa8C/+Qa+/hpyctTjycnw5z+rLO7kZK8N51P8MQHM6axq\njiuvaxXnpqZSADQtmMjIySQl3UxUlIorh4ePQdP6eC1aHR0v0G+FeiAkjx069DGBohFTXcqwgnVo\n5Wupzqljy1+exxDmZtBNMaTeNZaIjM4vP2qbPPbSSxAXpyqOBQWpJVejRyvBvvpqCPdyONDT5KHy\nk0pK3yzF+pkVcQmRUyIZ+fxIEq9LJDjBO75mhwPWrFGi/M03ypXvdkNYmMpSv+UWVXls8mT6XO3y\n3k4A83iaqK3d2mop19Sso6Eht/X5sLAxmEwXEhU1E6NxBpGRk47bZlVHR6efCnWL27vF3d3fksdc\nDSXs23k9pbVZmOqCqHn3agwRoxn867OJvnguowbFkHhd54t3tNDi9v7DH2DLFpVA9fvfq3Kgl1wC\nGzZAiJc/U1vizqVvllL+Xjkuq4vg5GAG3zmYpJuTiJwQ2e0x3G51Py0W8+rV0NCgYuszZsD998Os\nWSr+7O3760l6OgFMRGho2EdNzbo2LuzNiDQBLXHlmSQnz2/NwtZrZOvodJx+GaM+OusblHj36Qpk\nbgeUfE5V/gvsdphpDBAi15xB3RN/ROzhJFybwPhl470y1C23wMcfg9UKJhNcdx2MH6+SqP7v/7wy\nRCuOgw5VxvPNUup31aOFaMRfFU/yzcmYLjRhCOy6KSsC+/YdtpjNZnVPoO5n1ixlMZ97LkRFeemG\n/ABfVwJraipvE1de17xe2QaAwRCO0Tit2X09k6ioGYSEpOlxZR2d4zAgK5P1O4H2uKDMDAVLoXA5\n1VoVm+MgsC4O1/0Poe2dxMeTxnH+7UYu+1lY62ltS4J2hMpKlTB1+ukwdSps2qRisjffDD/6kfet\nS3e9m0MfHqL0rVJsX9vAA1FnRJF8czIJcxIIiul63Lm09LDF/M03UNi8tDYtTQnzrFlw/vk9E2v2\np9KZXcXtrsdu33REXLmx8UDzswYiIiY2i/IMoqJmEh4+DoOhXzrqdHS8js+TyTRNSwPeApJQCxr/\nISLPa5oWC/wbGAocAOaIiK2r43SGo5dltXWB9xlE4NAaKHgPLMugsRyHK4GKLf+H6apTGDE0h8ji\n66i5zsmg2wfh2R6sllKN4JgmG+3hdKpM5jffhE8+UfsPPqiEesoUVVHMu7clVH9XTembpVS8X4Hb\n7iYkPYT0P6aTdFMS4SO7FuiuqVEJYC3CvFOVbiY2Vr0eDzygrOaRI9USs57Em8ukegIRN3V1Oa2W\nck3NeurqdgBuAEJC0omKmkFq6q+bXdhTCAjwkyLuOjr9mC5b1JqmDQIGicgmTdOMwEbgKuAWwCoi\nT2iadh9gEpF2HabedH332WVZrgY48A7kPgfVOyEglIaAueTmR1I14j2442WG3zPzuJ6Bky2lOhoR\nmDQJduxQRTpuuEFZz5Mmef+23PVuyt4uo+j5Iup31WOIMJB4bSJJNycRc04MmqHz6llUpL5IrFih\n7t3pVAlgZ5+tRHnWLP9JAPPnZVJudwN2+3qqq1c3bz/gdtcAEBgY02wlz2j9GRzsJxVddHT6CT63\nqEWkBChp/t2uadouIBW4Ejiv+bA3gSzAy5HNE9PnlmU1lMCel2Dfy+A4BKbJyIzX2PVEBuVJC+HC\nrwi2nMXYT6YRO/P47vsTLaVqy549aq3zQw8pAbv7bpXJfemlEOgDT2WjpZGDfz9Iyf8rwWVzETkl\nknzOoEQAACAASURBVDGvjyHx2sROl/EUUV8qVqxQW8t3ulGj4M471T2ccYZ/JoD50zIpp7OS6urv\nW4XZbt/QWkgkPHw8iYnXER19JlFRMwkLG6kvjdLR8RO88hGtadpQ4FRgHZDULOIApSjXeI/RZ5Zl\nWTcr67ngPfC4kEFXUmX9HaZLzqWhYS+2H18Bxr0MNj3IiHMfavdD80R1uEWUW/iZZ5R7OyhIrXee\nNEkljHkbEaH6+2oOPn+Qig8rQCBhdgKpv0sl+szoTiUUuVzw/ffw0UdKnPPz1eOnnaa6VF15JYwd\n2/Pu7M7SW8ukVOeoA22s5e+or98FgKYFYTROZ/Dgu4iOPovo6DP0to46On5Mt4Va07RI4D/AnSJS\n0/bDWERE07Tj+tY1TbsduB1gyBDvJHr5/bIsjxsOfqwEunwVBEbgTv0Vpdk3U/SQg4Z9DUxZa6c4\nehESW8mkjM+Jjb2o3Uu2jUm3CPScOaoW9aJFsHkzxMcrEf/lL31Tj9rj8FC+rJyi54qo3VRLYEwg\naXelkfqrVELTQ09+gWbq6lSjixUr1BcLq1VZyRdcAPfdB1dcAYMGeX/+vqInl0mJuKmt3U519Xet\n4tzUVAxAQEA00dFnkpQ0v7km9jQCAsJOckUdHR1/oVtZ35qmBQGfAF+IyDPNj+UC54lISXMcO0tE\nxrR3nX6f9e20Q97rkPsC1O6H8CG4Uu7EsvwSiv9fJS6ri8jTwhh0dziDrhqPh3pcLhuhoWknvXTb\nBhqVlarlosMB69ZBVhb85CcqBh3mg8/lprImil8u5uCSgzjLnISPCyf1t6kkz0/usHu7rEwtBVux\nQiWENTaqJWGXX64agVx8MUR2fwl1r+DLrG+3u56amsPx5ZqaH3C77QCEhAwmOvrs5u2s5l7Luhtb\nR8ff8PnyLE2Zzm+iEsfubPP4U0Blm2SyWBFp91PJF7W+/YLaA7DnRdj/KjhrIP4MXIPvInDslbgb\nNNYOXUv0OdEk/z4QS/jPcLurmTp1U6fb8eXmwnPPqQzumBiwWHwTd27BvslO0fNFlC8tR5qE2Mti\nGfy7wZguNHXIvZ2bezjevGaNctGnpythvvJKOOss5abXOUxT0yFqatrGlzc2x5c1IiImNLuw1RYa\n2geXIuroDEB6otb3mcB8YLumaVuaH3sAeAJYpmnabUABMKcbY3QKX1rUR7d+hBOsVxaBQz/A7ueg\naDmgIWnXYj34W4qeDqfR0siMnAACIjRm7p+J3b2anJy5uGtrGTPm1U6J9ObNaknVJ58oF/GNN6rk\nKl+ItMfloXJFJUXPFVG9uhpDhIGU21NI/U0q4aPbX1rl8SgLf8UKFXPOba4kOWWKWq995ZUqbt6i\n8f1h/XF3UPHl/NbYcnX1aurrdwOqJnZU1AzS0u4mOvosoqLOICjID8I6Ojo6PqM7Wd+rgROZTxd0\n9brdwZfrqI9u/XjMemWPEywfwO5nwZoNwSbcw/+P8k03UvjXWup31hM8SEj9TSriFAgWDtqeJj//\nj4SHj2byZDMRESefp8Oh3MPR0SqGu26dErsFCyAxsdu3eQxOm5OSV0s4+LeDOCwOQoeGMmLxCJJ/\nmtxuYZLGRrWu+aOPlGu7rEx9gTjvPPj1r+HHP4b/z959h0dVZg8c/94p6b1CEiB0CBBCFQWRiB0F\nOyqKoKv7s62ua9dVdu1lxV5YFVDBLoqiq9JEVKRIiwkYEiCNZFJJm8m0+/vjhkBIQtqEJJfzeR6f\nOHfu3PtOfB5Pzn3f95ymliZ0t/3H7eV2O6mq2nHEwq/12O3aekyTKYSgoIn06DGH4OBJBASMwWhs\n+by/EKL701VlMujYfdRN7lfO/QY2/RWqcyBwEAy5A/rOxvJFFamXpeI/0p9ed/Yi6oooDF7aXKHL\nZWPr1lPw9R3I4MFvYTI139dq3TqtJ/TMmTB/vpa819SATwf8f9teZCfriSzy3szDXe0mZEoIsbfH\nEnFBBIqx6cfbNTVazewFC7TFYYGB2vapGTPgvPO0R/Mt0ZX3H3uCy1VNcfFXFBQspaxszRHzy33q\nPcb290+Q+WUhdOqEbXPZkfuoG+xXPs0F2+fBH49BSCKu4W+Q98UIDDlGYm/yJ+JCX0auGUnIaSEc\ntRoeo9GHkSNXYzK1bNvSli1aOc+YGG31M2iPij0dpJ0VTnLm55D9XDauKhfRV0fT685eBIxsfkVX\nVhZcdhls3AizZ2v9qadMadv+5q60/9hT3G4nZWWrKShYQlHR57hclXh5xRIdfXXdwq+WLCAUQpxY\ndBeoO3Ifdf39ym6Sg+8lued/cMXcQN6m+8iaewCHJZOoK6KIvSkWg8lA6JT697ZYPiI/fzEJCR+2\nuIPQrl1a16qwMG1ldFycR75OPe4aN3lv5rH/sf04Ch1EXBxB38f64j+0ZSUiv/tOW11ut8Nnn8HF\nF7dvPJ3dptFTVFWlomILFssSLJYPsdvzMRqDiYycSXT0LEJCJqMorSsAI4Q4segqUHfkPup6+5VH\nbCDZ/DyX/+tVFlx3HlEfeuMoyCL0jFDi58UTPDG40WtUVGxl1665BAaOwWBoWSrsdmtZqsEAP/zg\n+SCtulQKlhaw7+F92PbZCEkOod+T/Qg6qWXtpFwu7QnDv/8Nw4drQXrgwPaN6Xi3aewIVmsGBQVL\nKChYgtX6J4riRXj4NKKjZxEWNk3mmYUQLaarQF2xqaJeUA5NDiXh4wQqNlW0O1Bv2gQff6SSHPMK\nrm/uZ1L/eD5+r4x1/zuZGcN2E/9JPCGnNp0h2+0WUlJmYDZHMGzYZxgMXi26r8GgbbtSlPYHwCOp\nqkrx18XsfWAvVSlVBIwOIHFBIqFntGyLFUBRkZZFf/+99qj79dfBr229NeqpqNhULyiHhiaTkPAx\nFRWbunSgttstWCwfU1DwPhUVvwEQEjKFXr3uJjLyElmdLYRoE90tJuswjkpcP/0fBxZZyfpmLhGX\n9mHQGyNa9FG328727VOpqNjCqFHrCQwc3exnysu1FdOzZ7d34A2V/VRG5n2ZlP9Sju9AX/o+1pfI\nSyNb1SDjt9+0TN9i0aqg/eUvXb+cZ0dwuaooKvqCgoIllJR8D7jw908kOnoWUVFXypyzEKJJJ+xi\nso7gKkjlwCMvk/XxhdhLIwieHEzUlS3/H7DNth+rNZMhQxa2KEhbrdr2pZ9/hpNOgsHHrOvWcpXb\nK8l8IJOSb0rwivFi0JuD6DG3BwZzy1cVqyq8+irceSfExmpjHDPGM+PrLtxuB6WlP9QuCvsCt7sa\nb+/e9O59N1FRswgIGN7ZQxRC6IgE6ubs/4jMm34j99uZBJ+kMvTJkYRMCWlVgwk/v4GMH78bk6n5\nldMOh7b9at06rduVJ4K0NcPK3of3YvnAginYRL+n+xF7ayxGv9YtYqqshBtugA8/1Fagv/uuVu7z\nRKCqKuXlv9UuCvsIh6MQkymU6OiriY6eRXDwJNlGJYToEBKoG+GucXPgrRyCQt8mkH8Td8U0Im6J\nJeS8Aa0K0KWlaykp+ZZ+/Z5oUZB2u+H667UCIa+9Blde2Z5vATX5Nex/dD8HFhxAMSv0vq83ve7u\nhTm09fU509K0zlu7d8MTT8C993aNfs8drbp6d+2isKXYbBkYDD6Eh19QuyjsHAyGLthbUwihKxKo\nj+C2u8lfmM/+xzKpyXHS64IDBD5yB76jnsG3lfW3rda9/PHHpXh5RdKnz0MtKmjy88/w3nvw2GPa\nfu22ch50kvVsFjnzc1DtKj1v6Emff/bBu2fbgsqHH2pz0H5+2srz009v+9i6g5qafCyWDykoeJ/K\nyi2AQkjI6fTp8xCRkRdjMrVsRbwQQniCrgL10bW+n3kGxplK6e88XOu70frcQP77+ex9aC81+2sI\nGvQngx94n9AbboX41pcqdzorSUmZAbgYPnx5i4I0wKmnaoVNRo1q+b2OrIvtsrrIfTWXfV99gTvm\nD6Jm3E78v+PxG9C2pdh2O/zjH/DKKzBxInz0kTYvrUdOZzlFRcsoKFhCaekqwE1AwGj69/8PUVFX\n4O0d09lDFEKcoHQVqI+u9T3OVErFXalkPJdAbxrW53Y73CgmBUVRqE6rwiuoiEH3Pk7YpAqUUz+D\n4CGtHoOqutm1aw5VVX+QmPgtfn7N76l6/XUYMADOPFNrVNGq7xw4jtQ/Lid6/2tY7o3FHvkbyuOP\nMijyPWLGtb3GeXa2tqr7t9/g73+Hp5/WX0crt9tOScl3FBQsobj4S9xuGz4+fenT5wGioq7C339o\nZw9RCCH0FagP7Zs+VOvb6/U8Ap9L4PInQ7mprH59blVV2XHODuJujyNiegTxF7xK34T5KPFXwvgF\nYG5bE+SKis0UF39N//7PEhZ2VrPnL18ON9+s/QFx5pmtv5+35SSMLz5Kzqwb8Jp7Gcapyxg+8rN2\n7Tfetg3OOktrrPHJJ1pPaz1xOErJy3uDnJwXcTgKMJnC6dHjOqKjZxEUdHKr1iEIIURH01Wghoa1\nvvveqQXpuvrctfGr6IsiylaXEXlJJFh+wpA5HwbdAmNfbteG4KCg8Zx00h68vZt/Rrx/P8yZo2XR\nixe3/l757+bz581/YvAZTsTc6yma+ny762Jv3Ahnn60101i3Doa0/qFCl2WzZZOT8wIHDizA5aok\nNPRsYmNvJSzs7Fb3ABdCiONFd4H66Frf+0JCeP310Nr63FqgPu1UN5n3Z+I31I+e14XA99dBQD8Y\n9XS7gvTBgxsIDp6Aj0/zdT4dDm1Vt9Opzf22prmGs9JJ+s3pFLxXQPBpwcT+10K65V36xLSvLvb6\n9VqHq4gIWL0a4uNbfYkuqbJyJ9nZz2KxfICqqkRHX0mvXncREDCys4cmhBDN0lWgPrrW976QECru\nSuXj5xJIvjOU5GTtEfNrs0uI3G1l+BfDMaTNg8o9cPoqMLWsAUVjioq+JCXlQhISPiEqqvlnxR98\nAL/+qv0cMKDl96nYVkHqzFSse6z0eaQPwbftJW3X1e2ui716tdaVKy5O+/fuvmhMVVXKyn4kO/sZ\nSkq+xWDwJzb2VuLi7sDHp09nD08IIVpMV4H66Frfm5yhjHsugf7OCkAL1B++7+bzyyq5fmIQ4adk\nwMrnYcBfoUfb9xw5nZWkp9+Gv/9wIiJmtOgz11yjBcWWbnVSVZXcV3PJ+EcG5ggzI1eNJHRKKFlZ\nn7S7Lva338JFF2m1xFeuhOjolo2pK1JVF4WFy8jOfoaKik2YzVH07fsYMTE3YTaHdfbwhBCi1U7I\nWt9lP5Vh9HERaDkNHAdh2h9gbvve2D177iIn5z+MGvUzwcGnHPPcvDytRGj//i2/vqPEwe7rd1P0\nRRFh08IYsmgIXhEta+rRnGXLtEpow4drzTUiIjxy2ePO5bKSn7+Y7OznsNky8PUdQK9edxEdPRuj\n0bezhyeEEA1Ire9jCDk1BHY8DAf/gNNWtCtIV1ZuJyfnBXr2vKHZIO10wlVXQXo6ZGS0bF764M8H\nSb0yFXu+nf7P9yfujjiPrUr+8EO4+moYN07LqkNa1h67S3E4SsjNfY3c3JdwOAoJDBxH//5PExFx\nofR5FkLowgkVqDPuycBd42bAI1UofzwJfWdD7HntumZNTR5+fkPo1++pZs999FH48UdthXdzQVp1\nqWQ9ncXeh/fi08eHUb+MImis5ypiLVqklSudNAm+/lpb5d2d2Gz7yc6ez4EDb+F2VxEWdh69e99D\ncPBk2V4lhNCVEyZQW/dayXkhhx6zo1B+uw68w2H0/HZfNzz8XMLCzm62IcPq1VqgnjOn+daVNfk1\npF2dRtmqMqKuiGLQm4MwBXnuP9Ubb2glSs88U2ul6Yke0sdLZeV2srKexWL5EEVRiIqaVbuCWzpW\nCSH06YQJ1Hv/uRfFpBB/1TeQvxVO/Qy82764yG4vwGL5mJiYmzAYjv1rLCiAWbO0TlivvHLs65Z8\nV0La7DRcFS4GvzWYHtf18GiG+MILWqWx88/Xipm0ZltYZ9FWcK8mK+sZSku/x2gMIC7uDuLibpd+\nz0II3TshAnXF1gosSyz0vtMPb8sD0Psy6HVxu665Z88/KCz8mLCwc5otExoYCBdeqFUg829iB5jb\n4WbvQ3vJfiYb/+H+JKxJwD+h7dvFGvPEE/Dgg1oXrKVLwcsz69E6jNvtpKjoM7KynqGy8nfM5mj6\n9n2SmJj/w2zuhhPqQgjRBidEoN77z72Ywkz0mngfuANgzMvtul5JyUosliX06fPPZoO0y6U9Wn79\n9abPse6zknpFKhW/VdDzxp4MeGEARl/PLYRSVXj4Ya0r16xZ2vy0qQv/l3e5qsnPX0h29n+w2fbi\n6zuIQYP+S3T01RiN3eARgBBCeFAX/t+15wx8cSDVK5ditq2Bk98H37ZvFHa5bKSn34yPT396937g\nmOf+9JM2F/zFF00XNSn8rJBd1+8CFRI+SiDq8qg2j60xqgp33w3/+Y+2eOzNN8HYRRdD2+1F5OW9\nSk7OyzidxQQFTaB//+eJiJje7BoAIYTQK10HalVVURQF36g8fENug+jzIf6qdl0zK+sprNZ0EhO/\nP2Z2V1SklQj18YGoRmKvy+oi484M8t7II3B8IAkfJuDb17P7fd1uuO02eO01uOUWeOklMHTBeGe1\n7iUn53kOHHgbt9tKePgF9Op1D8HBE2UFtxDihKfrQG35yELB+wUMve5ezAYzjH+jXbW8AUJDT0dV\nHYSFNd3qSlW11d2FhVqZ0KCjdlVVpVWROjOVqp1V9Lq7F30f64vBy7MR1OWCG2+Ed96Bu+7SenN3\ntZhXUfF7bQ3uj1EUI9HR19Cr1z/w9297e04hhNAb3QZqt93N3gf3YvQqw1T9HUxYAH7tL2AdEjKZ\nkJDJxzxn/nxYsULLYI/sL62qKvkL80m/LR2jn5ER34wg/Nzwdo/paE4nXHuttmDs4Ydh3ryuE6RV\nVaW09Aeys5+ltHQlRmMQvXrdRVzc31rUcUwIIU40XfBBaNu9e14Wa54vBSDvzTxsmTYKYjfz3ssf\nQf/rAWq3+Kyp97nS0jVkZT1zzGsXFHxAevoduFy2Y57ndmtz0hdeCLfeevi4s8JJ2tVp7L5+N0En\nBTF2+9gOCdJ2u1YSdOlSbZX3v/7VNYK02+2koGApmzePYseOs6mq+oN+/Z7h5JOz6N//aQnSQgjR\nBF1l1L3OCKTirlRW2YbgM38/OTF2glafRq/HY+qiVWDguHrdpUpL19S9borDUcqePXfg49MXg+HY\ne5oMBli1Cmy2wwGyYksFqVekYs20Ev9oPH3u74Ni9Hz0tNng0ku1bH7+fLjjDo/fotVcrioOHHib\n7OznqanZj5/fUAYPfofo6KswGLw7e3hCCNHl6SpQJ98ZyhoSKP/HH+zAn364Cby3lOT7T60751B3\nqdTUy4mJuYm8vNebbQmZlfUUDkcxiYnfHXP18UcfweTJ0LMnmM3ascrtlfw+8Xe8Ir1IWpuk1Rnv\nAKqqVTxbsUKrPPbXv3bIbVqlsnI7O3dOp6Ymi+DgSQwc+DLh4dNkBbcQQrSC7v6PmXxnKEVjezCK\ng5QMziT54TENzgkNTSYm5ib273+UmJibjhmkVdWNxfIB4eHnERiY1OR5+/ZpDS6efvqIz7pUdt+w\nG1OwiTFbxnRYkAZYsECrNPbUU10jSBcVLef33ycCbpKSfmTUqJ+IiLhAgrQQQrSS7v6vueb5UiK3\nFLB3jIHwP/ux5rWGm4ZLS9eQl/c6ffr8k7y81xvMWR+pvHwjNTXZREZedsz7HlpVfdddh4/lvppL\nxaYKBrw4AK+ojisDlpKiPeY++2xtz3RnUlWVrKxnSEm5EH//YYwevbHZxXdCCCGapqtAveb5Uiru\nSsXrzv7M+MtGAq9aRMU9GXULzIB6c9J9+/677jF4U8HabI4gNvZ2IiKmN3nfvDx4+22YOxfi4rRj\ntiwbmQ9kEnZOGFEzPVvE5EjV1driseBgrStXZ+6Tdrtr2L37OjIz7yUy8nKSktbi7d2z8wYkhBA6\noKtAnb2ygsDnEuhXVU7aA8NJvugrAp9LIHtlRd05FRWb6s1JH5qzrqjY1Og1/fwGMHDgC5hMwU3e\n9z//0fYt33uv9lpVVdJvTQcVBr42sEOLdvz975CaCu++C9FtL7jWbnZ7Edu3n0l+/iL69HmEhIQP\nMBo9W8BFCCFORLpaTDb7m94A7Lq+AIPZCV4hJN8ZCneG1p3Tu/c9DT4XGprc6Dy11ZpBTU1ubYWs\nputulpVp89P9+mmviz4vovirYvo/19/j1caO9Mkn2tz0vffCWWd12G2aVVWVys6d52O3H2Do0A+I\njr6i8wYjhBA6o6tAfYhqV1GMTmhnh6W8vDfJyXmBU04pwGwObfK8t9/W9k8DOMocpN+WTsCoAGJv\n77i9wfv2wQ03wEknaX2uO0tx8f9ITZ2J0ehHUtKPBAWN77zBCCGEDunq0fchbrsbxWgHr6aDa3NU\nVaWw8BNCQ89oMkgfPKgt5ILDc8N779+LvcDO4P8OxmDqmF+vwwFXXaVtyfrgg8NbwY4nVVXJyXmZ\nnTun4evbj9GjN0qQFkKIDqDLQK06VAwmO3i1PaOuqNiCzbbvmKu9X34ZEhNh717t9cGfD5L3Rh5x\nt8cROCawzfduzrx5Wg3xBQugb98Ou02T3G4H6em3sGfP34iImE5S0k/4+PQ6/gMRQogTgC4ffcf/\nOx73ir+C1/A2X6Ow8FMUxURExIxG36+shBdegPPO04Kl2+5m94278e7tTfy/49t83+asXg1PPqm1\nrJw5s8Nu0ySHo5Q//riMsrJV9Op1L/36PSF7o4UQogPpMlAHDPOHlM3gdWrzJzehrGw1ISFTMZvD\nGn1/wQIoLoYHH9ReZz2TRXVqNSNWjMAU0DG/VosFZs2CwYPhxRc75BbHVF2dzs6d52Oz7WXw4IX0\n7Dnn+A9CCCFOMLoM1CXfFaDsTCB0RNsffY8a9TMOR2Gj79ls8OyzcPrpcPLJUL27mv2P7idyZiTh\n53m+0QZoi9XmzIHSUvjuO/D375DbNKm0dA1//HEJimJk5MjVhIRMOr4DEEKIE5Qun1num7ePrOWz\n2jVHbTCY8faOafS933+H8nItm1ZVld1/3Y3Rz8iAFwa0+X7NeeEF+PZbbc92YmKH3aZReXn/ZceO\ns/Dy6sno0b9JkBZCiONIl4FatTtRTM42rfpWVZXt28/mwIFFTZ5zyimQnQ3JyZC/MJ+DPx6k3zP9\n8O7RMd2gtmyB++7TWmfefHOH3KJRqupiz547+fPPGwkNPYPRo3/B17ff8RuAEEIIfQZqd40Lg8nR\npn3UlZXbKS39HlV1NPp+QYG2LSosDByFdjLuyiD41GB6Xt8xpTIrKuCKK6BHD22/9vHqLe10lrNz\n53RycuYTG3s7w4d/dczqbEIIITqGLueoVbsLJdDVpkffhYWfAEYiIi5q8J7LBaeeCpMmwTvvwJ6/\n78FV5WLQm4NQDB0TQW++GTIzYe1a7Y+D48Fq3UdKygVUVaUxaNAbxMR0gXZcQghxgtJnRm13o5gc\nrX70fajISUjIFLy8Ihq8/+mnkJ4O06ZB8f+KsSy10Pv+3vgP7ZiVXe++C++/D488ov2BcDwcPPgz\nv/8+npqaHEaO/E6CtBBCdDJdBurhr+6j76ULW51RV1XtwGpNJyqqYZETtxseewyGDoXpZ7lIvykd\n38G+9Lm/j6eGXc+ff2rZ9GmnHd4C1tHy899j27bTMZlCGD36N0JDpx6fGwshhGiSLh99B8QXQPmB\nNsxRG4mMnNnoY++vvtLKhb73HmT9ex+2fTaSfkzC4O35v3VqarR5aW9vLaM2Nt0PxCNU1c3evQ+R\nlfUkISGnM2zYJ03uHxdCCHF86TJQH/gkAD/TaIKNXq36XEDAcIYN+7DR9/77X6071rTBFWyfk03P\nG3oSMrl9TT+act99sHUrfPnl4f7WHcXlqiIt7RqKipbRs+eNDBz4CgZDJxQPF0II0ShdBur0ZxOI\nOWMqrVmjXFNzAJerAj+/QY2+/+mnkJGukjF3N+YIM/2e7phtSl9/re2Zvu02mD69Q25Rx2bLISVl\nOpWV2+nffz5xcbd3aO9sIYQQrafLOWrVacDg3brnxXl5b7Bx41Ds9qIG7zmd4OMDQatyqNxSycAX\nB2IO9XzWmZurVR9LSoJnnvH45espL9/E77+Px2rdw4gRX9Gr1x0SpIUQogvSXaBWVRXVYUTxaV0g\n1VZ7T26w2nvdOhg4EDZ/X8Peh/YSdl4YkZdHenLIgLb16+qrtfKkH36o/WHQUSyWT9i2bTIGgzej\nR/9KePh5HXczIYQQ7aK/QO1UATB4tzxQV1WlUl2dRmTkpQ3ee/xxqK5Wcc3/E1QY9NqgDsk8n3xS\n2yv9yita042OoKoq+/Y9Smrq5QQEjGH06I34+w/rmJsJIYTwCN3NUasOLVAr3i1fSKYVOVGIiLi4\n3vFNm+D77+Ghq6qwLi2m//P98enj+VT355+1HtNXXQXXXuvxywPgclnZvft6LJYPiI6ezeDBCzAY\nOqbkqRBCCM/RXaA2+BgY/9ItmIee0+LPFBV9SXDwJLy965cBffxxCA1ROfWHFAJGBxB7W6ynh0tp\nqRag4+Ph9dc7pkRoTU0+KSkXUlHxG337Pknv3vfKfLQQQnQTugrUy+Y9QEjPk0iO2AWRWna8ZsFy\nyvI2cNG8J5r83MiRq7DbC+odS0vTtkfdOqYYr602Bv9vDAaTZ2cKVBX+8hfIy4NffoGgII9eHtBq\nl+/ceQEORzHDhn1OZGTDPeJCCCG6Ll0F6pCYCahR17J86U2c7t+DTb8tR426lhAWH/NzZnMoZnP9\ncqODB8OSxysJeHAXcf+II3B0oMfH++ab8PnnWm/rceM8fnmKipaTmnoVZnMoo0atJzBwlOdvIoQQ\nokPpajFZ8o3Tce16iYCr3ud/a35HjboWxbKY5Bub3pC8a9dfsFg+bXDcYIBBn+4iso+Rvv/qr0L8\nuAAAIABJREFU6/Gx7tsHf/87nH023Hmnxy9Pfv77pKRciL9/AqNHb5QgLYQQ3ZSuAjXApGknUbD8\nciJmvMPBbdccM0i7XFby8xdRVbWj3vFly+COG52UbK0m7vY4jP6er+H53HPalqy33tL+KPCk0tLV\n7N59HSEhySQl/dhg7l0IIUT3obtAvX7FBqKnf0zR8usJTnqPNQuWN3luVdVOwEVAQP1sc+lS+PhT\nBTNuws7yfM3rggKtt/Ts2Z4vEVpV9QcpKRfj6zuIYcM+w2j09ewNhBBCHFe6CtRrFizHOORv5P3r\nSSbFnItiWYwadW2TwbqycitAvUDtcsHq1XBScDneMV74Jfh5fJwvvqg13rj7bs9et6bmADt2nIfR\n6Edi4jeYW92URAghRFejq0BdlrcB166XiNs2FNDmrBXLYsryNjR6fkXFVkymEHx8Dreq3LYNSkog\nsdBC6JmhHt/GdPAgvPoqXHKJZwubOJ2V7Nw5DaezhBEjVuDj09tzFxdCCNFpdLXq+6J5T+Auy8AR\nOB7TlBcAaueom56nDg4+tV4w/uEH7efIqiLCzhrg8TG+8QaUl2sdsjzF7XaSmjqTysodjBjxlSwc\nE0IIHdFVoAYwmBS8Q0vAV2323MGD32hwzOmECX1thO11EHpGaCOfajubDebPhzPPhDFjPHNNVVVJ\nT7+FkpJvGDRoAeHh53rmwkIIIboE3QVqR6mbnM+uJTLYTEAbOlE+9BCcv2oXzuAAvKJa18+6OYsW\naQvJ7r/fc9fMynqaAwcW0Lv3A8TE3OC5CwshhOgSdDVHDeAsc7P/8zlUph07yFosH7F581hqavIP\nf9YJzkonB38+SOhZns2mnU6tsMn48TBlimeuWVDwAXv33k9U1FX07fuYZy4qhBCiS9FdoG6p8vLf\nqK7+A7P5cFvLBx+ExOHgdKiEnunZQP3JJ5CZqWXTnlifVla2jl275hAcfBpDhrwjtbuFEEKnTthA\nXVm5FX//RAyGw0//f/gBAp12zD4GgicFe+xeqgpPPQVDh8L0pte1tVhVVRopKTPw9e3P8OHLpAuW\nEELo2AkZqFVVpbJyW73900VFsHUrjLKXEDw5GKOP56qRffst7NgB997b/ipkdnsBO3eeh6J4M2LE\nNw1qlAshhNAX3S0mawmbbR9OZ1m9bUyrV2s/EwsthJ0V6dH7Pfkk9OqltbNsD5erip07z8dut5CU\n9CO+vvEeGZ8QQoiuS3cZtU8fI5PeOo+oC6qaPEdVHURGXkZQ0Ml1x374AYJ83QymwqMLydav1/65\n6y4wm9t+HVV1kZp6JRUVv5OQ8BFBQWM9NkYhhBBdl+4yasWgYPK1wjGCop/fIIYN+7jesQsugIgt\nFnwPmPEf7u+x8Tz1FEREaH2n20rbK/03iou/YuDA14iION9j4xNCCNG16S6jdhS72PP+TZTvaHp7\nltNZ0eDYBeernJ+d4dGyoTt2wIoV8Le/gV87SoZnZ/+HvLzX6NXrHmJjb/LI2IQQQnQPugvUznKV\nnG8vp3pP0yn1xo1D+fPPW+pep6TA78uqsRc5PLot6+mnISAAbr217dewWD4hM/NuIiNn0q/fkx4b\nmxBCiO5Bd4G6OXZ7IXZ7Lr6+h8uW/etfMP16bYuTp8qGZmbChx/CX/8KoW28ZFnZetLSriE4eBJD\nhixCUU64/1xCCHHC090cdXOObm3pcsGqVTDZ7yABffzx7umZPcnPPQcmE9x5Z9s+X129m5SUGfj4\n9GH48C8wGn08Mi4hhBDdywmXoh0O1EmAtne6tBRGWCwee+ydnw/vvAPXXgsxMa3/vN1uYceO81AU\nI4mJ32I2h3tkXEIIIbqfdgdqRVGMiqJsVRTl69rXYYqi/KAoSnrtzy5VkaOiYive3n0wm8OAw20t\nR7lKCDsrzCP3ePFFcDjg7rtb/1mXq5qdOy/Abj/AiBFf13tEL4QQ4sTjiYz6diDtiNf3AatUVR0I\nrKp9fdz49jUxZUkyPS5ufB91dPSV9OnzUN3rlSthSEQN4d5Ogk9tf9nQgwfhtdfg0kth4MDWfVZV\nXaSlzaKiYhMJCR8QFDS+3eMRQgjRvbUrUCuKEgdMA9464vAMYHHtvy8GLmzPPTwtImIGMTGHNzV/\n8gn8M/hPQk4Nwejb/rKhr78O5eVwXxv+PNmz506Kir5gwIAXiYiY0e6xCCGE6P7am1G/ANwDuI84\nFq2q6oHaf88Hott5j1axF7rY/dY/OPh7w33UdnsBlZXbcbuddcf8rTXEZBR7pBqZ1Qrz58PZZ8Oo\nUc2ff6Ts7BfIzX2JuLg7iYu7rd1jEUIIoQ9tDtSKopwPWFRV3dLUOaqqqoDaxOdvVBRls6IomwsL\nC9s6jAZclSoH1pyPdV/DfdQWyyds3pyEw1EAwNtvw1N31wB4ZCHZokVgsWitLFujsPAzMjLuJCLi\nEvr3f7bd4xBCCKEf7dmeNRGYrijKeYAPEKQoyvtAgaIoPVVVPaAoSk/A0tiHVVVdACwAGDt2bKPB\n3NMqK7diNkfi5aUtxX71VTDlGjkjykxAYkC7ru10wrPPwoQJMHlyyz938OCvpKVdTVDQBIYOfU/2\nSgshhKinzVFBVdX7VVWNU1U1HrgCWK2q6tXAcuDa2tOuBb5s9yg9pLJyKwEBo1AUhcJCbWtWUlUR\noWeEohjaVzb0449h714tm25pBdLq6j2kpEzH2zuO4cOXYzT6tmsMQggh9Kcj0rengDMVRUkHzqh9\n3encbjtVVSl1hU4OtbVMqipq97YsVdWabyQkwPkt7Jdhtxexc+e5AIwY8S1eXhHtGoMQQgh98khl\nMlVV1wJra/+9GJjqieu2iQJGn2oUU/2n6VVVqaiqo64H9Q8/QJCPm8G2inbPT69YATt3wrvvgqEF\nf/q4XFZSUqZTU5PDyJGr8fMb0K77CyGE0C/dTYj6xps49e1pRE+vrn/cdwCJif8jJOR0AGw2OCX4\nIIHD/PCOaV/Z0Keegj594Iormj9XVd2kpV1DefkGhg59n+Dgk5v/kBBCiBPWCVPr22QKICzs7LrX\nixe4+Cl0B2FXxbbruj/9BD//DC+/DOZj9MA+JCPjboqKPqN//+eJjLykXfcWQgihf7rLqO0WF6mv\nPETZxvpZcn7+e5SX/wZoc8oHfzoIdrXdj72fegoiI+G665o/NyfnZXJynic29m/Exd3RrvsKIYQ4\nMeguULuqVCy/TsWWc/hhgaq6SU+/mfz89wC48kq45m9mFC+FkMkhbb7X9u3wzTdw++3g53fsc4uK\nvmTPntuJiLiQAQOeR2np0nAhhBAnNN0F6sZYrRm4XJUEBo7C5YLvvwdjoY3gScEY/dteNvTppyEw\nEG655djnlZdvJDX1SgIDxzF06BIUpf2lSoUQQpwYTohAfWQP6t9/19pajiwtbNdj74wM+Ogj+L//\ng5BjJOVWayY7d56Pl1dPRoz4CqOxmdRbCCGEOMIJE6gVxYS//zBWrtSOjaa0Xfunn31WWzz29783\nfY7DUcyOHeehqi4SE7/ByyuqzfcTQghxYtLdqm/FCF4hRRh8Du+jrqzcjp/fMAwGb1auhMGhNqKM\nEJDUtrKhBw7AwoUwdy707Nn4OS6XjZSUC7HZ9jFy5Er8/Aa36V5CCCFObLoL1D69TZzy6mUwYXHd\nseHDv8Ru1xpxXHSRSu7mbELPbnvZ0Bde0Gp733134++rqptdu+Zw8OB6EhI+IiRkUpvuI4QQQpwQ\nj74NBjM+PnEAzJlcxdnluW1ua1lWpvWcvvxy6N+/8XMyM++nsPAj+vV7hqioy9s6bCGEEEJ/gbqm\nwMXO5x6n9BdtH/XBg7+Snn47druF7dsh/fMyoO1tLV97DSoq4N57G38/N/d1srOfISbmZnr1uqtN\n9xBCCCEO0V2gdlerFG89hZp87al+aekqcnNfwmDwYc4cuPGlEPyG+uET59Pqa1ut2mPvc8+FpKSG\n7xcVfU16+q2Eh5/PgAEvyl5pIYQQ7aarOepl8x4gwGcIZnrXHdv8YR6O0sspSQhi2zb4i6mQ0Gva\nlk2/8w4UFmqtLI9WXr6Z1NSZBASMIiHhQwwGXf1qhRBCdBJdZdQhMRMwDvkbOUlpAKxZsJywIUvx\nCo2sa2s52lnSpm1ZDoe2JeuUU2DSUWvDrNZ97Nx5PmZzJCNGfI3R6N/eryKEEEIAOgvUyTdOx7Xr\nJWIeuZ/1ed+iRl1L3tYJjL2yJz//DAFebgYpFQSfFtzqa//vf7B/vzY3ffQT7fT0m1HVGhITv8Xb\nu4eHvo0QQgihs0ANcOqFEyj8+mIipr/Nwa1X0e/sHXh59eTAAejh58AnyowpoPWPpb//Xqvnfc45\n9Y/bbDmUlPyP2Nhb8fcf6qFvIYQQQmh0N5H666qNRJ7/OaUr5xI8dik1KYvpecp0Hn0UthRk43XQ\nq03XXbkSTjsNvI76eEHBe4BKjx5z2j12IYQQ4mi6yqjXLFiOGnsryvoJXHTdFBTLYtSoa1mzYDlD\nh0KCsxxzVAuaRh8lNxd27YIzzqh/XFVV8vMXEhw8GV/fJjZVCyGEEO2gq0BdlrcBV/pLhHxzDiXr\nfBh3VR+K0y6nNOdHFi+G1GwTXtGtz6hXrdJ+Tp1a/3h5+S9Yren06DHXA6MXQgghGtLVo++L5j2B\ndeef/HZPHvaiYtSaXCJPXkBi4m+Eh8N1XsFMiHK0+rorV0JkJIwYUf/4gQMLMRj8iYy81EPfQAgh\nhKhPVxn10VyuCgDKy7XmG8H2mlY/+lZVLVBPnQqGI35bLlcVhYUfExV1GSZT25p7CCGEEM3ReaCu\nBKC0VAukIdjximrdo++0NK1b1tHz04WFn+NyVchjbyGEEB3qhAjURUWHArWj1Rl1U/PT+fkL8fHp\nT3Dwqe0epxBCCNEU3QVqxQsC4v/EFOLCYPDD13cAhYVtz6hXrtS6ZMXHHz5mte6lrGwNPXrMkXre\nQgghOpTuArVPrImxj/+ViNNtxMTcwEknpXPBBV78MK+QnthalVE7nbBmTcPH3vn5iwGFHj1me3bw\nQgghxFF0F6gbExgIA72rMaO2KqPetElraXlkoFZVNwUFiwkNnYqPT++mPyyEEEJ4gK62ZwHYcp2k\nPPgm8Q/6UGn4N9XVu8jIWMrutT6M9zNg9De2+FqrVml1vZOTDx8rK/sRm20fffs+3gGjF0IIIerT\nXaBW7VC5bxDOsmIqK3dQXb2Lt96C3RuDmdTKYicrV8KoURAefvhYfv5CjMZgIiIu8vDIhRBCiIZ0\n/ejb5arAZArEYoFQpXUrvquq4Jdf6j/2djrLKSz8lKioKzAafTtgxEIIIUR9Og/UlRiNAVgsEOJu\n3Yrvn37SelAfGagtlo9xu63SgEMIIcRxc0IE6sJCCHK0rirZqlVap6yJEw8fy89fhJ/fEIKCTuqA\n0QohhBAN6S5QG3wgeOg2vCJc+PkNxssrgYoKCLbaWpVRr1ypBWk/P+11dfWflJf/TI8ec2XvtBBC\niONGd4vJvHuaGPXQ32HCYsL6fYyqwoF0B5sH5mKOim/RNQoLYds2ePyIhd35+YsAA9HR13TEsIUQ\nQohG6S6jPpqiQKDTTgCuFmfUq1drPw+VDVVVF/n57xIWdg7e3j07aKRCCCFEQ7oL1LYcJ7/9410s\n33mxceNwNm16m0ceN1KCV4vnqFetguBgGDNGe11S8gN2e6404BBCCHHc6S5Qqw6w5vfCYbNTXf0H\n2dnl/Od9H2wYWpxRr1ypFTkx1U4M5OcvwmQKIyLigg4cuRBCCNGQ7gL1IW6DDYCDB7WGHKE48GpB\nwZPMTNi79/C2LIejlKKiL4iOnoXB4N1h4xVCCCEao99AbdQCdWlpIN4mNz64MIU3v3Zu5Urt56H5\naYvlA1S1Rh57CyGE6BS6W/V9iNtgBaC4OIBwHxdePmYMpub/Llm1CmJjYfBg7XV+/kL8/RMJCEjq\nyOEKIYQQjdJdRm3wUwgf9QveYUZCQ88kPz+GUFPLyoe63VqgPuMMbbV4ZWUKFRWbZe+0EEKITqO7\njNo72siIux6E8YuJ6fc9b70FG9K24eXd/Pz09u1QXHx4fjo/fxGKYiI6elYHj1oIIYRonO4y6qMp\nChiKW1Y+9ND89Omng9vtoKDgPcLDL8DLK7KDRymEEEI0TneB2pbl5JdbPuXPXzaxYUNfbr21gHW5\nAS3amrVqFSQkQEwMlJR8i8NhkUVkQgghOpXuArXqAntZOE61ApttH4sW+ZBZ5dNsRl1TA+vWHfnY\neyFmcxRhYecch1ELIYQQjdNdoD7k0D5qq9WfYJpvcfnrr2C1atuy7PZCiou/Jjr6GgyGlnfcEkII\nITxNv4HaaAN8cbtNhOLAHH3sgLtyJRiNcNppUFCwBFV10rOnPPYWQgjRufQbqA1W3G6tKllICzLq\nVatg/HgIClLJz19IYOA4/P2HHY+hCiGEEE3SXaA2+itEnbyKAJ84rNaL8PdxE8Kx91EfPAgbN2rz\n05WVW6mq2iGLyIQQQnQJugvUXlFGEm59jAHDT2PatDdJfTSHaGqOmVGvXasVO5k6VVtEpijeREVd\ncfwGLYQQQjRBd4H6aA6LA8VbwRhobPKclSvBzw/Gj6+hoGApEREXYjaHHsdRCiGEEI3TXaC27nPy\n0/Ur2PjHM3z66UweXRGCV5TXMUuArloFkydDRcVXOJ0lsohMCCFEl6G7QI0KLpsfTtNBCgtdbMs7\n9h7q3FxIS9Pmp/PzF+LtHUdo6BnHccBCCCFE0/QXqGu5DTbKywMIUY+94nvVKu1ncnIeJSX/Izp6\nNorS9GNyIYQQ4njSb6A22igrCyTIaccruulAvXIlRERAePh7gJsePa49foMUQgghmqHbQK0abJSU\n+BNstTX56FtVtYx66lSVgoJFBAVNxM9v0HEeqRBCCNE03QVqY4BCj9OXE1Q9hbLSk4hy25p89L1r\nF+TlwbRpv1FdvUsWkQkhhOhydBeovSKNDLl+PqMSrmHh42dzAQeazKgPtbUcOnQhBoMfkZGXH8eR\nCiGEEM0zdfYAOoIKoLpxWBwATWbUK1fCkCHVWK0fEhl5KSZT4PEbpBBCCNECusuorXud/PjgO/yY\nPZe7X/+WArwbzaidTq0i2TXXLMPlKqdHjznHfaxCCCFEc3QXqAHwtQKwY08QZtRGM+rNm6G8HMaO\nXYSPTzwhIacd71EKIYQQzdJ1oK6uDiQYB+bIhhn1ypUQFZWFl9cqevSYg6Lo81chhBCie9NndKoN\n1CaXL94hRgxeDb/mypUwZ85iQCU6WvZOCyGE6Jp0Hai9nH6Yoxtm01VVsGGDm8mTFxESkoyvb/xx\nHqAQQgjRMroL1KYghaheu8nZMoveTp9G56fXr4chQ37C3z9T+k4LIYTo0nS3PcscbiThjM9ImLCY\nQW8XYY7ya3DOypVw3nmLMBgCiYy8pBNGKYQQQrSM7jJq1a1SY/PBUVOD3dJ4Q4516yqZMuUToqNn\nYjQ2DORCCCFEV6G7QG3b7+LXLeezdt/f+bI4ssEe6qIiCAv7BC+vKnnsLYQQosvTXaAGwNdKTbU/\nDpQGGfXq1XDOOQtRlEEEBZ3cSQMUQgghWka3gdpeHUAojgYZ9YYNexg58id6956DoiidNEAhhBCi\nZfQbqK1+BNNwjlpRFuN2G4iJmd1JgxNCCCFaTseB2r9BRp2R4WL8+MVUVZ2Ft3dsJw5QCCGEaBnd\nbc8yhRhwZ/Ylo/QkxmLHK/pwRr1hw2piY7MJDn6uE0cohBBCtJyuMupl8x5g/fINnH7yMm5JNBJk\ncvHTx9+wbN4DAFRXL6SqKoTExOmdPFIhhBCiZXQVqENiJqDG3sp3G6djO1hN7km7IHoOITETsNvL\n6N17GVlZV2E0+nT2UIUQQogW0VWgTr5xOq5dL2Ge8iPrKnfR4657USyLSb5xOlu3foS3t43QUNk7\nLYQQovvQVaAGmDRtAgW/TiHuog8o/O4Kkm/UHnMXFa2joKAXo0aN6eQRCiGEEC2nu0C9fsUGok9e\nS/bnVxF59oesWbAcAJerioqKMEJCZO+0EEKI7kNXgXrNguUYh/yNvN9PodLtS/Hbz6NGXVsbrKuw\n2fzw9+/sUQohhBAt165ArShKiKIonyqKsktRlDRFUU5WFCVMUZQfFEVJr/0Z6qnBNqcsbwOuXS8R\nN/l7UBUGO8eiWBZTlrcBVa3GZvPH1/d4jUYIIYRov/Zm1C8C/1NVdQgwEkgD7gNWqao6EFhV+/q4\nuGjeE0y5+hSKvrwU277hYNAWmF007wkUpQqHww+j8XiNRgghhGi/NgdqRVGCgcnA2wCqqtpVVS0D\nZgCLa09bDFzY3kG2hjnEwKUnf8SFoWUohsPz0YpSjdMpz72FEEJ0L+3JqPsChcBCRVG2KorylqIo\n/kC0qqoHas/JB6LbO8jWcNtVikt6YDdU1/t2RmMVLpf0nhZCCNG9tCdQm4DRwOuqqo4CqjjqMbeq\nqiqgNvZhRVFuVBRls6IomwsLC9sxjPpqcl3sHGphbWAJivFwRm00VuN2S0YthBCie2lPoM4BclRV\n/a329adogbtAUZSeALU/LY19WFXVBaqqjlVVdWxkZGQ7htEIRUVVlXrfzmSqQlUloxZCCNG9tDlQ\nq6qaD2QrijK49tBUIBVYDlxbe+xa4Mt2jbCtVKVujtrtdmA0OlBVyaiFEEJ0L+3tnnUbsERRFC8g\nE5iLFvw/VhTlemA/cHk779F6hton7rV/hrjd1bVvSEYthBCie2lXoFZVdRswtpG3prbnuh6hUpdR\nu1xaoNbWugkhhBDdh64qkwGYww1YPr4K596Eum/nclUBYDRKRi2EEKJ7ae+j7y7HFGTg8klL2ZPf\nH0fdHLUWqA0GyaiFEEJ0L7oL1C6bm3xLb2wmK8a6jFp79G02S0YthDgxORwOcnJysNlsnT2UE46P\njw9xcXGYzeY2fV53gbomz0l6Uha7UiuY4jw0R61l1CaTZNRCiBNTTk4OgYGBxMfHoyjSRfB4UVWV\n4uJicnJy6Nu3b5uuobs56nr1VWq/XU2NllF7eUlGLYQ4MdlsNsLDwyVIH2eKohAeHt6uJxk6DNQa\nBaWuMpnVqmXUXl6SUQshTlwSpDtHe3/vOgzUat3PQ9uzbDYto/bxkYxaCCFE96LDQF3riBKiNpuW\nUfv4SEYthBB6sG3bNr755ptWfSY+Pp6ioiIATjnllGOeW1ZWxmuvvdbm8XmS7gK1OdJEwQfXwJ7B\ndRm13S4ZtRBC6IXT6WxToD7SL7/8csz3u1Kg1t2qb3OgiZmnvcef+3rX/Rlit1fhdiv4+/t07uCE\nEKILuOMO2LbNs9dMSoIXXjj2Ofv27eOcc85hwoQJ/PLLL4wbN465c+fyyCOPYLFYWLJkCQMGDOC6\n664jMzMTPz8/FixYQGJiIvPmzSMjI4PMzEx69+7Nzz//jNVqZf369dx///3MnDmzwf2Ki4u58sor\nyc3N5eSTT0Zr6KgJCAigsrKSyspKZsyYQWlpKQ6Hg8cee4wZM2Zw3333kZGRQVJSEmeeeSbPPvus\nZ39hraC7QO2sdpKZlUC5l42Q2oza4ajGbvcjMFAWUgghRGfas2cPn3zyCe+88w7jxo1j6dKlrF+/\nnuXLl/PEE0/Qq1cvRo0axRdffMHq1auZPXs222r/qkhNTWX9+vX4+vqyaNEiNm/ezCuvvNLkvf71\nr38xadIkHn74YVasWMHbb7/d4BwfHx+WLVtGUFAQRUVFTJgwgenTp/PUU0+RkpJSd+/OpLtAXZNv\nJ29CKrv3nMbU2oza6azCavWnR4/OHZsQQnQFzWW+Halv376MGDECgGHDhjF16lQURWHEiBHs27eP\n/fv389lnnwFw+umnU1xcTHl5OQDTp0/H19e3xfdat24dn3/+OQDTpk0jNDS0wTmqqvLAAw+wbt06\nDAYDubm5FBQUtPdrepTuAvVhar2mHDU1fvjJFLUQQnQqb2/vun83GAx1rw0GA06n85jVu/z9Pb8g\neMmSJRQWFrJlyxbMZjPx8fFdrnqb7haTHaK4OaLNZRU2mz8d8N9YCCGEB5166qksWbIEgLVr1xIR\nEUFQUFCD8wIDA6moqDjmtSZPnszSpUsB+PbbbyktLW1wzsGDB4mKisJsNrNmzRr279/f4usfLzoM\n1IcXCyh1TTmqsdkkoxZCiK5u3rx5bNmyhcTERO677z4WL17c6HnJycmkpqaSlJTERx991Og5jzzy\nCOvWrWPYsGF8/vnn9O7du8E5s2bNYvPmzYwYMYJ3332XIUOGABAeHs7EiRMZPnw4d999t+e+YBso\nR66C6yxjx45VN2/e7JFrVe3YyaaSRP589/84I+Zu+j3Wj+XLJ5ORYeTmm9dwxFMXIYQ4YaSlpTF0\n6NDOHsYJq7Hfv6IoW1RVHdvcZ3WXUXtHeZG/ZDam3QPrMmqopqbGHy+vTh2aEEII0Wq6C9SmADNX\nJL/LyYbCum+nKFU4nX5ImVshhNCfhQsXkpSUVO+fW265pbOH5TG6W/XtrHTwx54xVPo6iK3NqA2G\napxOWUkmhBB6NHfuXObOndvZw+gwusuobRYbpZO3kBpjrft2RmMVbresJBNCCNH96C5Q1636Vg7v\nozaZqnC7JaMWQgjR/egwUNeq7Z6lqm5MJhuqKhm1EEKI7keHgVrLqBW0fdQuV3XtccmohRBCdD86\nDNS1VMCgFTsBUBTJqIUQQi/a2+ayLRYtWsStt956XO8JOgzUPj38KFgyG9/dfWsz6ioADAbJqIUQ\nQg880Y+6KS6Xy+PXbC/dbc8y+ZmZmfwuabvuq5dRGwySUQshBED6HelUbqv06DUDkgIY+MLAY55z\nvPtRz5s3j71795KZmUlWVhbz589nw4YNfPvtt8TGxvLVV1/VNeKYOXMmP/zwA/fccw9vvPEGzz33\nHGPHjqWoqIixY8eyb98+ALKzs5kyZQq5ublcffXVPPLIIx79PTZGd4HaXlHD1t2nYPUKTIY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khJSbGeZ8mSJeS0ykqyYcMGQkNDiYuL4/r16z1qD1sYLlCbTOA9pI5ByozS8h61EEJ0pGBhQbvP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\nhRBCCBcmgVoIIYRwYRKohRBCCBf2/wFrFl2nL+NqswAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(8,8))\n", "ax.set_ylim(100,0)\n", "ax.plot(faug2.variables['MORTDIAT'][0,:,j,i]/40,fmar2.variables['deptht'][:],'b-',label='mort_diat')\n", "ax.plot(faug2.variables['MORTMRUB'][0,:,j,i]/40,fmar2.variables['deptht'][:],'m-',label='mort_mrub')\n", "ax.plot(faug2.variables['MORTPHY'][0,:,j,i]/40,fmar2.variables['deptht'][:],'y-',label='mort_phy')\n", "ax.plot(faug2.variables['HetMRub'][0,:,j,i]/40,fmar2.variables['deptht'][:],'-',\n", " color='orange',label='mort_phy')\n", "ax.plot(faug2.variables['GRMESZDIAT'][0,:,j,i],fmar2.variables['deptht'][:],'b--',label='MESZ_diat')\n", "ax.plot(faug2.variables['GRMESZMRUB'][0,:,j,i],fmar2.variables['deptht'][:],'m--',label='MESZ_mrub')\n", "ax.plot(faug2.variables['GRMESZPHY'][0,:,j,i],fmar2.variables['deptht'][:],'y--',label='MESZ_diat')\n", "ax.plot(faug2.variables['GRMICZDIAT'][0,:,j,i],fmar2.variables['deptht'][:],'bx',label='MIC_diat')\n", "ax.plot(faug2.variables['GRMICZMRUB'][0,:,j,i],fmar2.variables['deptht'][:],'mx',label='MIC_mrub')\n", "ax.plot(faug2.variables['GRMICZPHY'][0,:,j,i],fmar2.variables['deptht'][:],'yx',label='MIC_diat')\n", "plt.legend(loc=4)\n", "ax.set_title('Aug 5')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#foct1=nc.Dataset('/results/SalishSea/hindcast_v1/14oct15/SalishSea_2h_20151014_20151023_dia1_T.nc')\n", "foct2=nc.Dataset('/results/SalishSea/hindcast_v1/14aug15/SalishSea_1d_20150814_20150814_dia2_T.nc')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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SyVibwa7zd1H4WGGH/bpLMIuPh08/hZkz4dJL1QlDgo1x4+7DYIgiJ+fXgTal/+iMcOKj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iJ546STTqKioiLX1ZB+yOTS9wrgp73K7gXesdaeC7zjfsYYUwncDFS5+zxpjAlmrbYZ+L59JDw5\njwM7L8RGLVjiErXOqEVExFvSJmpr7fvAt72KbwCedZefBW6MK3/RWnvEWvspsBOYkqW6ZqStHSg+\nzN6virBdzr2YLiVqERHxqP52Jhttrf3SXf4KGO0unwV8HrfdPrdsyETNPlh9LUU/ersnUUcxQIc6\nk4mIiOcMuDOZtdYaY064G6Ex5nbgdvfjIWNM40DrkujRUTz86Dfdn2quBOd2+vPZPczQGgV8k3Yr\n71Fc3qK4vEVx5a9xmWzU30S93xhzprX2S2PMmcDXbvkXwNi47crcsuNYa58Gnu7n8dMyxqzPZAxV\nL/FjTKC4vEZxeYvi8r7+Xvp+FZjjLs8BXokrv9kYU2SMqQDOBeoGVkUREZEfrkwez/oncCUwyhiz\nD3gAWAKsNMbMBT4DZgJYaz8yxqwEGoAuYJ61NjpIdRcREfG9tInaWvuLJKuuSrL9I8AjA6lUlgza\nZfUc8mNMoLi8RnF5i+LyuLyYj1pERET65quxvkVERHzHWjukL5wRyxpxBkO5t4/1Bljmrt8CTE63\nLzASeAvY4b6H49YtcLdvBK6OK78Y2OquW8axqwtFOMOj7gQ+BM6O22eOe4wdwBwfxRUF6t3Xqx6L\naxqwEadPxE296ubl9koVV5/t5YGY7sHpv7IFZ0TDcT5pq1Rxefm3dYdbXg+sASp90l6p4kraXrl8\nDe3BIAjsAs4BCoHN8f9I7jbXAqvdxrwU+DDdvsDS7kbFGc70MXe50t2uCKhw9w+66+rc7zfu8a5x\ny38DLHeXbwZq4v5QdrvvYXc57PW43M+HPNxeZwMXAs8Rl9B80F59xpWsvTwSUwQY7i7fiX9+W33G\n5YPfVmlcXWYAb/ikvfqMK1V75fo11Je+pwA7rbW7rbWdwIs4w47GuwF4zjrWAiH3We1U+57QkKbu\n95Vaa9dap3We67VP93f9C7jKGGOAq4G3rLXfWmcCkrc4Nga6l+NKJe/jstbusdZuAWK96uXp9koR\nVzJeiKnWWvu9u/9anHEWwPttlSyuVLwQ18G4uowArLvs9fZKFlfeGupEnckQo8m2SbXviQ5pepa7\n3Nd39exjre0C2oBT0xzfy3EBFBtjNhpj1hpjbozb3wtxJeP19kqlr/byWkxzcc5y0tXdy3GBx39b\nxph5xphdOGe0d2dQdy/HBcnbK6d8NR819H9I03w3yHGNs9Z+YYw5B3jXGLPVWrtrkI6VQO3VL8e1\n1yAdJ0G2YjLG/AqoBq4YeK0GbpDj8vRvy1r7BPCEMeaXwO85NtBVzgxyXDlrr1SG+ow6kyFGk22T\nat/97qUOMhzS9AsSL0/Ff1fPPsaYAuAUoDnN8b0cF9baL9z33cB7wCQPxZWM19srqSTt5YmYjDHT\ngfuBGdbaI2m+K926fI/LT7+tFzl2udnz7ZUkrlTtlVt2CG+I45zB78a56d/dWaCq1zbXkdjRoC7d\nvsAfSexosNRdriKxo8Fuknc0uNYtn0dip6uV9lgHik9xOk+E3eWRPogrDBS5y6NwelVWeiWuuHqs\n4PjOZJ5trxRx9dleXogJ5z96u4Bze9XL022VIi5P/7bi4wF+Bqz3SXsliytpe+X6NfQHdHr8feL+\nYd/vlt0B3OEuG+AJd/1WoDrVvm75qTiPRewA3u7+o3HX3e9u34jb688trwa2uev+xrGu+8XAKpxO\nCXXAOXH73OaW7wRu9UNcwFS3Ppvd97kei+sSnPtP3+FcIfjIJ+3VZ1yp2ssDMb0N7KfvR8u83FZ9\nxpWqrTwS11+Bj9yYaolLuB5vrz7jStdeuXxpZDIREZE8ppHJRERE8pgStYiISB5TohYREcljStQi\nIiJ5TIlaREQkjylRi4iI5DElahERkTymRC0iIpLH/g+lkOnQFLcLDgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(8,8))\n", "ax.set_ylim(100,0)\n", "#f1=foct1\n", "f2=foct2\n", "ax.plot(f2.variables['MORTDIAT'][0,:,j,i]/40,fmar2.variables['deptht'][:],'b-',label='mort_diat')\n", "ax.plot(f2.variables['MORTMRUB'][0,:,j,i]/40,fmar2.variables['deptht'][:],'m-',label='mort_mrub')\n", "ax.plot(f2.variables['MORTPHY'][0,:,j,i]/40,fmar2.variables['deptht'][:],'y-',label='mort_phy')\n", "ax.plot(f2.variables['HetMRub'][0,:,j,i]/40,fmar2.variables['deptht'][:],'-',\n", " color='orange',label='mort_phy')\n", "ax.plot(f2.variables['GRMESZDIAT'][0,:,j,i],fmar2.variables['deptht'][:],'b--',label='MESZ_diat')\n", "ax.plot(f2.variables['GRMESZMRUB'][0,:,j,i],fmar2.variables['deptht'][:],'m--',label='MESZ_mrub')\n", "ax.plot(f2.variables['GRMESZPHY'][0,:,j,i],fmar2.variables['deptht'][:],'y--',label='MESZ_diat')\n", "ax.plot(f2.variables['GRMICZDIAT'][0,:,j,i],fmar2.variables['deptht'][:],'bx',label='MIC_diat')\n", "ax.plot(f2.variables['GRMICZMRUB'][0,:,j,i],fmar2.variables['deptht'][:],'mx',label='MIC_mrub')\n", "ax.plot(f2.variables['GRMICZPHY'][0,:,j,i],fmar2.variables['deptht'][:],'yx',label='MIC_diat')\n", "plt.legend(loc=4)\n", "ax.set_title('Oct 14')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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pEzQ0FrBPP90OwTEx8NBDdlfnQw+1qyvt+f0N1NbmdFjRra3NxpiWwXaWFdoc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\nuZqO8/mWExu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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,axs=plt.subplots(4,1,figsize=(16,12))\n", "ax=axs[0]\n", "ax.set_ylim(40,0)\n", "#f1=fmar1\n", "f2=fmar2\n", "ax.plot(f2.variables['MORTDIAT'][0,:,j,i]/40,fmar2.variables['deptht'][:],'b-',label='mort_diat')\n", "ax.plot(f2.variables['MORTMRUB'][0,:,j,i]/40,fmar2.variables['deptht'][:],'m-',label='mort_mrub')\n", "ax.plot(f2.variables['MORTPHY'][0,:,j,i]/40,fmar2.variables['deptht'][:],'y-',label='mort_phy')\n", "ax.plot(f2.variables['HetMRub'][0,:,j,i]/40,fmar2.variables['deptht'][:],'-',\n", " color='orange',label='mort_phy')\n", "ax.plot(f2.variables['GRMESZDIAT'][0,:,j,i],fmar2.variables['deptht'][:],'b--',label='MESZ_diat')\n", "ax.plot(f2.variables['GRMESZMRUB'][0,:,j,i],fmar2.variables['deptht'][:],'m--',label='MESZ_mrub')\n", "ax.plot(f2.variables['GRMESZPHY'][0,:,j,i],fmar2.variables['deptht'][:],'y--',label='MESZ_diat')\n", "ax.plot(f2.variables['GRMICZDIAT'][0,:,j,i],fmar2.variables['deptht'][:],'bx',label='MIC_diat')\n", "ax.plot(f2.variables['GRMICZMRUB'][0,:,j,i],fmar2.variables['deptht'][:],'mx',label='MIC_mrub')\n", "ax.plot(f2.variables['GRMICZPHY'][0,:,j,i],fmar2.variables['deptht'][:],'yx',label='MIC_diat')\n", "ax.set_xlim(0,2e-5)\n", "ax.set_title('Mar')\n", "\n", "ax=axs[1]\n", "ax.set_ylim(40,0)\n", "#f1=fjun1\n", "f2=fjun2\n", "ax.plot(f2.variables['MORTDIAT'][0,:,j,i]/40,fmar2.variables['deptht'][:],'b-',label='mort_diat')\n", "ax.plot(f2.variables['MORTMRUB'][0,:,j,i]/40,fmar2.variables['deptht'][:],'m-',label='mort_mrub')\n", "ax.plot(f2.variables['MORTPHY'][0,:,j,i]/40,fmar2.variables['deptht'][:],'y-',label='mort_phy')\n", "ax.plot(f2.variables['HetMRub'][0,:,j,i]/40,fmar2.variables['deptht'][:],'-',\n", " color='orange',label='mort_phy')\n", "ax.plot(f2.variables['GRMESZDIAT'][0,:,j,i],fmar2.variables['deptht'][:],'b--',label='MESZ_diat')\n", "ax.plot(f2.variables['GRMESZMRUB'][0,:,j,i],fmar2.variables['deptht'][:],'m--',label='MESZ_mrub')\n", "ax.plot(f2.variables['GRMESZPHY'][0,:,j,i],fmar2.variables['deptht'][:],'y--',label='MESZ_diat')\n", "ax.plot(f2.variables['GRMICZDIAT'][0,:,j,i],fmar2.variables['deptht'][:],'bx',label='MIC_diat')\n", "ax.plot(f2.variables['GRMICZMRUB'][0,:,j,i],fmar2.variables['deptht'][:],'mx',label='MIC_mrub')\n", "ax.plot(f2.variables['GRMICZPHY'][0,:,j,i],fmar2.variables['deptht'][:],'yx',label='MIC_diat')\n", "\n", "ax.set_xlim(0,2e-5)\n", "ax.set_title('Jun')\n", "\n", "ax=axs[2]\n", "ax.set_ylim(40,0)\n", "#f1=faug1\n", "f2=faug2\n", "ax.plot(f2.variables['MORTDIAT'][0,:,j,i]/40,fmar2.variables['deptht'][:],'b-',label='mort_diat')\n", "ax.plot(f2.variables['MORTMRUB'][0,:,j,i]/40,fmar2.variables['deptht'][:],'m-',label='mort_mrub')\n", "ax.plot(f2.variables['MORTPHY'][0,:,j,i]/40,fmar2.variables['deptht'][:],'y-',label='mort_phy')\n", "ax.plot(f2.variables['HetMRub'][0,:,j,i]/40,fmar2.variables['deptht'][:],'-',\n", " color='orange',label='mort_phy')\n", "ax.plot(f2.variables['GRMESZDIAT'][0,:,j,i],fmar2.variables['deptht'][:],'b--',label='MESZ_diat')\n", "ax.plot(f2.variables['GRMESZMRUB'][0,:,j,i],fmar2.variables['deptht'][:],'m--',label='MESZ_mrub')\n", "ax.plot(f2.variables['GRMESZPHY'][0,:,j,i],fmar2.variables['deptht'][:],'y--',label='MESZ_diat')\n", "ax.plot(f2.variables['GRMICZDIAT'][0,:,j,i],fmar2.variables['deptht'][:],'bx',label='MIC_diat')\n", "ax.plot(f2.variables['GRMICZMRUB'][0,:,j,i],fmar2.variables['deptht'][:],'mx',label='MIC_mrub')\n", "ax.plot(f2.variables['GRMICZPHY'][0,:,j,i],fmar2.variables['deptht'][:],'yx',label='MIC_diat')\n", "\n", "ax.set_xlim(0,2e-5)\n", "ax.set_title('Aug')\n", "\n", "ax=axs[3]\n", "ax.set_ylim(40,0)\n", "#f1=foct1\n", "f2=foct2\n", "ax.plot(f2.variables['MORTDIAT'][0,:,j,i]/40,fmar2.variables['deptht'][:],'b-',label='mort_diat')\n", "ax.plot(f2.variables['MORTMRUB'][0,:,j,i]/40,fmar2.variables['deptht'][:],'m-',label='mort_mrub')\n", "ax.plot(f2.variables['MORTPHY'][0,:,j,i]/40,fmar2.variables['deptht'][:],'y-',label='mort_phy')\n", "ax.plot(f2.variables['HetMRub'][0,:,j,i]/40,fmar2.variables['deptht'][:],'-',\n", " color='orange',label='mort_phy')\n", "ax.plot(f2.variables['GRMESZDIAT'][0,:,j,i],fmar2.variables['deptht'][:],'b--',label='MESZ_diat')\n", "ax.plot(f2.variables['GRMESZMRUB'][0,:,j,i],fmar2.variables['deptht'][:],'m--',label='MESZ_mrub')\n", "ax.plot(f2.variables['GRMESZPHY'][0,:,j,i],fmar2.variables['deptht'][:],'y--',label='MESZ_diat')\n", "ax.plot(f2.variables['GRMICZDIAT'][0,:,j,i],fmar2.variables['deptht'][:],'bx',label='MIC_diat')\n", "ax.plot(f2.variables['GRMICZMRUB'][0,:,j,i],fmar2.variables['deptht'][:],'mx',label='MIC_mrub')\n", "ax.plot(f2.variables['GRMICZPHY'][0,:,j,i],fmar2.variables['deptht'][:],'yx',label='MIC_diat')\n", "\n", "ax.set_xlim(0,2e-5)\n", "ax.set_title('Oct')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [conda env:python36]", "language": "python", "name": "conda-env-python36-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 1 }