{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## DFO Nutrient Comparison" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [], "source": [ "import sqlalchemy\n", "from sqlalchemy import (create_engine, Column, String, Integer, Float, MetaData, \n", " Table, type_coerce, ForeignKey, case)\n", "from sqlalchemy.orm import mapper, create_session, relationship, aliased, Session\n", "from sqlalchemy.ext.declarative import declarative_base\n", "from sqlalchemy import case\n", "import numpy as np\n", "from sqlalchemy.ext.automap import automap_base\n", "import matplotlib.pyplot as plt\n", "import sqlalchemy.types as types\n", "from sqlalchemy.sql import and_, or_, not_, func\n", "from sqlalchemy.sql import select\n", "import os\n", "from os.path import isfile\n", "import pandas as pd\n", "import netCDF4 as nc\n", "import datetime as dt\n", "from salishsea_tools import evaltools as et, viz_tools\n", "import datetime\n", "import glob\n", "import gsw\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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YearMonthDayHourLatLonPressureDepthAmmoniumAmmonium_unitsChlorophyll_ExtractedChlorophyll_Extracted_unitsNSiSilicate_unitsAbsSalTT_unitsZdtUTC
02015.02.011.011.06861148.300833-124.0003331.9NoneNoneNoneNaNmg/m^315.3132.14umol/L29.2275079.7647'deg_C_(ITS90)'1.8842015-02-11 11:04:07
12015.02.011.011.06861148.300833-124.0003336.6NoneNoneNone2.57mg/m^317.1333.90umol/L29.4843419.6880'deg_C_(ITS90)'6.544342015-02-11 11:04:07
22015.02.011.011.06861148.300833-124.0003336.7NoneNoneNoneNaNmg/m^3NaNNaNumol/L29.4848399.6828'deg_C_(ITS90)'6.64352015-02-11 11:04:07
32015.02.011.011.06861148.300833-124.00033311.0NoneNoneNoneNaNmg/m^3NaNNaNumol/L30.1445499.3646'deg_C_(ITS90)'10.90712015-02-11 11:04:07
42015.02.011.011.06861148.300833-124.00033311.0NoneNoneNoneNaNmg/m^320.6237.65umol/L30.1579139.3586'deg_C_(ITS90)'10.90712015-02-11 11:04:07
\n", "
" ], "text/plain": [ " Year Month Day Hour Lat Lon Pressure Depth \\\n", "0 2015.0 2.0 11.0 11.068611 48.300833 -124.000333 1.9 None \n", "1 2015.0 2.0 11.0 11.068611 48.300833 -124.000333 6.6 None \n", "2 2015.0 2.0 11.0 11.068611 48.300833 -124.000333 6.7 None \n", "3 2015.0 2.0 11.0 11.068611 48.300833 -124.000333 11.0 None \n", "4 2015.0 2.0 11.0 11.068611 48.300833 -124.000333 11.0 None \n", "\n", " Ammonium Ammonium_units Chlorophyll_Extracted Chlorophyll_Extracted_units \\\n", "0 None None NaN mg/m^3 \n", "1 None None 2.57 mg/m^3 \n", "2 None None NaN mg/m^3 \n", "3 None None NaN mg/m^3 \n", "4 None None NaN mg/m^3 \n", "\n", " N Si Silicate_units AbsSal T T_units Z \\\n", "0 15.31 32.14 umol/L 29.227507 9.7647 'deg_C_(ITS90)' 1.884 \n", "1 17.13 33.90 umol/L 29.484341 9.6880 'deg_C_(ITS90)' 6.54434 \n", "2 NaN NaN umol/L 29.484839 9.6828 'deg_C_(ITS90)' 6.6435 \n", "3 NaN NaN umol/L 30.144549 9.3646 'deg_C_(ITS90)' 10.9071 \n", "4 20.62 37.65 umol/L 30.157913 9.3586 'deg_C_(ITS90)' 10.9071 \n", "\n", " dtUTC \n", "0 2015-02-11 11:04:07 \n", "1 2015-02-11 11:04:07 \n", "2 2015-02-11 11:04:07 \n", "3 2015-02-11 11:04:07 \n", "4 2015-02-11 11:04:07 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "PATH= '/data/eolson/MEOPAR/SS36runs/CedarRuns/spring2015_NoMZME/'\n", "start_date = datetime.datetime(2015,2,6)\n", "end_date = datetime.datetime(2015,10,3)\n", "#end_date = datetime.datetime(2015,11,12)\n", "flen=10\n", "namfmt='long'\n", "#varmap={'N':'nitrate','Si':'silicon','Ammonium':'ammonium'}\n", "filemap={'nitrate':'ptrc_T','silicon':'ptrc_T','ammonium':'ptrc_T','diatoms':'ptrc_T','ciliates':'ptrc_T','flagellates':'ptrc_T'}\n", "#gridmap={'nitrate':'tmask','silicon':'tmask','ammonium':'tmask'}\n", "fdict={'ptrc_T':1,'grid_T':1}\n", "\n", "df1=et.loadDFO()\n", "df1.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "data=et.matchData(df1,filemap, fdict, start_date, end_date, namfmt, PATH, flen)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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B3LlzAQCHDx8WbStWrIC9vT1OnjyJrl27Yu7cuWjSpAkAwNbWNtPjaGhooFy5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\nTuN5fuEX9dJUIc40P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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (6,6))\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "ax.plot(data['Lon'], data['Lat'], 'ro',label='data')\n", "ax.plot(data.loc[(data.Lon < -123.5) & (data.Lat < 48.6),['Lon']], \n", " data.loc[(data.Lon < -123.5) & (data.Lat < 48.6),['Lat']], \n", " 'bo', label = 'Juan de Fuca')\n", "\n", "ax.plot(data.loc[data.Si>75,['Lon']],data.loc[data.Si>75,['Lat']],'*',color='y',label='high Si')\n", "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "viz_tools.plot_coastline(ax, grid, coords = 'map')\n", "ax.set_ylim(48, 50.5)\n", "ax.legend()\n", "ax.set_xlim(-125.7, -122.5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Nitrate" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate\n", "z<15 m:\n", " N: 136\n", " bias: -2.2004546288882985\n", " RMSE: 5.574862333995962\n", " WSS: 0.8613777859079017\n", "15 m<=z<22 m:\n", " N: 41\n", " bias: -1.9271846026909039\n", " RMSE: 4.852372751853912\n", " WSS: 0.6989059275283884\n", "z>=22 m:\n", " N: 383\n", " bias: -1.7770715158726418\n", " RMSE: 3.6611458046393928\n", " WSS: 0.7523525437201022\n", "all:\n", " N: 560\n", " bias: -1.8908837694440557\n", " RMSE: 4.294067804826921\n", " WSS: 0.9184889801585957\n" ] } ], "source": [ "N_s, modmean_s, obsmean_s, bias_s, RMSE_s, WSS_s = et.stats(data.loc[data.Z<15,['N']],data.loc[data.Z<15,['mod_nitrate']])\n", "N_i, modmean_i, obsmean_i, bias_i, RMSE_i, WSS_i = et.stats(data.loc[(data.Z>=15)&(data.Z<22),['N']],data.loc[(data.Z>=15)&(data.Z<22),['mod_nitrate']])\n", "N_d, modmean_d, obsmean_d, bias_d, RMSE_d, WSS_d = et.stats(data.loc[data.Z>=22,['N']],data.loc[data.Z>=22,['mod_nitrate']])\n", "N, modmean, obsmean, bias, RMSE, WSS = et.stats(data.loc[:,['N']],data.loc[:,['mod_nitrate']])\n", "print('Nitrate')\n", "print('z<15 m:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_s,bias_s,RMSE_s,WSS_s))\n", "print('15 m<=z<22 m:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_i,bias_i,RMSE_i,WSS_i))\n", "print('z>=22 m:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_d,bias_d,RMSE_d,WSS_d))\n", "print('all:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N,bias,RMSE,WSS))\n" ] }, { "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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vvNFjZqfLGxpq4fMpUNXYljUrgm0gMATNzZOxcuVOjBkzCGecUeWKNfJcMJAT\nEXnM2JoRqFD86FK7cbjyTOyouRKqUDCzPYzhp4VT1qrtEqiuxvqRwwzXyNM1XUl+LNfpciES/79Q\noVAb5s5dg66uKDZu3Ov42ng+GMiJiDxCn7ne6JuGB36yEX95/wTUc/8ETD8P0dE1CdPbxRCoTi1y\niz9nsBc++bFcpsuDwVZEIiqkBCIR1fTUeqaMvxTa4TKQExF5gD5z9fsVdHefLNDCnnbg1X/At/Qy\nNJw3vOjjKqSKPJd2tPm0rs2W8ZdCO1wGciIiD9BnjtFoNPWCiMSMVrWo2bgVVeT6Nepp0y4o+Pz1\nZNky7lLou85ATkTkASerq6PxVqZ6FRUKGj87sqhjsmJaOnmNuq5uQNZgnstnmMm4vd4Oly1aiYg8\nQMscJ006N6XQS1EEFi2aWvRgpFWRC4G8q8jTbVOziva9zZ8/wZOFbGYwIyci8ohAYAiamhqwceNe\nnDgRgdaYU0qJLVv2OzKmQqvIi7FG7fWMOxtm5EREHqJlmF/72nhUVMT+CZcSWL58K0KhtoLfPxRq\nw4IFG+PvteNgK57etQ47DramXGtURZ7rZ5RDxmw3ZuRERB6jzzCfeGJzztux0kkuXlv87GfwVHQl\nutUIKhQ/mgOzE7rHWVlFzgCeP2bkREQe1dg4Gr16+eHzWdNWNHm9+vmXd+JD/xnYc+ootP71NHy7\naXVC1p9PNm33mng5YkZORORRVm+dSs6wz/zkQKysuQjq9kPAPfvwfvcBbFiyAr9fPz3+Wdmy6eR9\n5oWuiac7bc3qU9G8hIGciMjDrJyWTr4xeOi0NqidCrC5A+hWARU5bTNLN42e781HutPW7DgVzUts\nC+RCiCEAWgCcBUACWCylfFgI0QTgFgD/7Ln0v6SUq+waBxERmae/MXh/fydWfnAE6vgaoEIButWc\nsuh0+8y199em1c0GXaPT1vDnj9DUFIzvr/dqm9VC2JmRRwDcJaV8SwjRB8BmIcTLPc89JKV80MbP\nJiKiAsVOUtuFB367E/8c2Quj/q0GP/jOZ0wHyXTT6Plm0MmnrR363124/K718cp5Lx5BagXbArmU\ncj+A/T1/PiqEeAfAOXZ9HhERFS55rfnYC4fx9vz3AQC/33EM2685YDqQp5tGz7cjnP60tZqdh3Hb\nnc8hEok1nBcCmDTpXDQ1NZRVNg4UaY1cCFELYCyANwBcAuB2IUQjgE2IZe0HizEOIqJSYnWBl1Gm\nvHLlzoSIqNwtAAAgAElEQVRrVq7ciVmzxpseR/IafijUhr17D8PnUwBkn6pPfm/ttLUFy/8CNX5q\nDOD3K2UZxIEiBHIhxKkAVgKYK6U8IoR4DMB8xNbN5wP4CYAZBq+bBWAWAAwdOtTuYRIReYodBV5G\nmfK0aRdg7drd8WumTbsgIbgCwMSJLejsjEBRFDz66NSUQG80Zr9fwS23jENj4+j4uJODdqbfsaGh\nFlVV/vjnOtGi1i1sDeRCiArEgvj/SCl/AwBSyn/onl8C4EWj10opFwNYDAD19fWpJwQQEblQsbZB\n5TM9nW1s6da0KyoUdHer8U5y+uA6ffpodHZGoKqAqqqYM2dV2oNP9GMGVAwdenpCEE8O2pl+x+RT\n09LdPJQDO6vWBYAnAbwjpfyp7vFBPevnAHAdgB12jYGIqJiKuQ3KKOhmCtRmxma0pr1gwcb4aWuq\nKrFy5c6E4AoAiqLEp7mjUZn2piLTHvLkoN3Ssg0A0k7B53pqWimzMyO/BMANALYLIbb2PPZfAL4k\nhBiD2NR6K4Cv2TgGIqKiseJYT8BcVp8cdAFkDNQtLdviB61kGpt+TdtoPXvatAuwcePe+Oc0No7G\n2LGDMGfOKkSjElVVPTcVBo1bMu0h1wd5v1/BsmVbEY2qhlPwVn7XpcDOqvVXARidh8M940RUkqw4\nyStd5mwU3PVBd8GCjSkZrT7IL1u2NX5amt+f/cjRTOvZdXUDEgvQkh7DRf0MG7ckj1lPH+T37j2M\nJUveMpyCt/K7LhXs7EZEZBErWqam60WuD+7NzZPR0XEs4TPSZbTaOnY0enKb1k03jTEcm3azcOhQ\nJ37zm526o1ITg6lRME64qWg/kNK4Rd9ONdP3p920rFixLWOQtro9rZcxkBMRWajQlqlaQO7sjEAI\ngZqa3gnBvbMzgjlzVkFVZcoU+vTpo+Pvo2W02jq2PnttbByd8rlaBq4/51yjjcOMUKgNbz65GTh0\nBMrnhqByTH809MkexPXMBmmemhbDQE5E5CJaNba25jx37ho0N0+OB2IhBKJRmdCOFEjN2JMDd2Pj\n6IyBUbtZSA3isSK3uXPXZC0oC4XacPnlT6G7O5b9+17Yi+bVXzSVjRt9DwzS5jCQExG5TEfHMajq\nyWDd0XEsnqHW1PSOV2tr087J0/H66/V7sjPRzwTo+qxASkDKxJuGdDcELS3b4kEcANTuKDreaAeu\nGGnZdwPEbhi0qvbkIrhyxEBOROQyRoVcyRmqtn9aeyzd9aFQG2bPfhHLl29FJKJm3XrW0rINO3f+\nE//85zG8995H8RaoPp+CQ4c6cemly+PT+hs2TM8YRBVFWF6EFgq1YcKEFejsjC0ZLFu2FcFg5nGU\nOgZyIiKLpDsrO1fJzU6SW5wa7Z82WlM2WvfOtFVr+/YDWLp0C1RV7dkbHnuREMDUqSPw4IOvxx/r\n7IxVxuvfp7FxNJYt24ru7igUReDnP7/K8gCrzT5ourvLe+sZwEBORB5SrK5p8c/LITCnOys7r881\nCNYA4luztOnvzs5IwtGgyd9J8rq3EEhbBR4KtWHOnFXxDFzK2B5u7TUA4kE8nUBgCILB6Rmb0hT6\n93dyCSAWzCsqynvrGcBATkQeUcyuaUDugdnorOx8A7lRlzNtO5aiiPgatqoCb775d4RCbVk7qfl8\nCmbMGJN2TTkYbO3Ztx3j88X6l2vb3BYufD3hekWBYfV7uiI1q/7+AoEh2LBhuuEaeXIP+HLZmsZA\nTkSeUOxOXrkG5uSzsnPdcpXwXklr5ADiv7uqSgiBeJb929/+BS+99L7plquZPrOqKpbp+nwCixbF\nDj/RCst+97u/xq9VFIHHHstt2tzKvz+jm4XkBjZSIr6P3u6bPqcxkBORJxS7k1eugVl/VrYVa+TJ\n7Ve1jNzni013a1PmubRcNfOZWqZbVzfAcI1dCGDWrHE5H1Ji99+f/kZBVWPT7tm+m1LBQE5EnlDs\nTl75BGbtrOxcpFs3Tg7AyYG9pWVbQve2QgOjlnlr77lixTZMnz46ZY29Vy+/4ZR6Nnb//SV3ttNn\n5KW+hs5ATkSeUewmIfkE5lxoGa+Zs7wTxtXzPWRr8pLrOI4fj8QfS+4Il2mN3WwRW7opcSt+B6NZ\nDK6RExGRrYLBVlNneacrFLPqxkYbh57PpyR0hKup6Y2OjmMpry2kiM3qAsbk76PUA7iGgZyIyCEN\nDbWmzvK2utAvOQtOHocQwIwZiQerpAu4hYyNR5FaQ3F6AERE5SoQGIJHH52KigoFiiLiZ3kn09Z/\nfT5R8JqvlgXfe+8GTJzYEt+6ph9H8jp4uhPZ8h1bKNSGBQs2oqamt2W/V6bPydae1uuYkRMROWjW\nrPEp53sns7JQLF0WnGkcyRXnNTW9sWDBxvh1uYwteTrd6EhWK+Rbf+BFDORERA5LVwSW3PTEqPFJ\nLsEvFGrDm2/+HUBsL3hyFqzvz64P1PpgnXxoi3693gyjA17mzbvU9O9g9DsZfRdm6w9KAQM5EZHL\nhEJtaGhYEa8cX758a/yAksWLN8ePOK2qMl8gFgq14bLLnoq3YFUUgebmyTkX1i1YsNGwRaxZVu4n\nz1QsZ7b+oBRwjZyIKAfFWHcNBlvR3X3yYBBtCjwUasNtt61Cd7cKVZXo7Excr86kpWVbPIgDsb7p\nW7bsN/zsdOvhAFBT0zuhRWxNTe+cfjctu58/f0LWm5Bs33W6sWpZ+p13BrLWH5QCZuRERCYVq997\nQ0Mt/H4lfra3lLGAGQy2xjNMAPD5rD8mVH8uuRAChw51Jkyzd3Qc6+n3LqEownBLWjZmpuLNfNdG\n2X3y6/T94ksxGweYkRMRmZYtW7VKIDAEM2eOjf+sKEBHxzHU1PSOt2j1+2OHmgAwNUPQ2Dgafn/i\nP/ljxw4y/Ozm5snw+RREoyoWLnwN3/3u7+MV7lpPdp8vluVqhW9Wz1Bkyra1zzPK7tOtwZdqEAeY\nkRMRmVbMfu+NjaPj/dW1SvG5c9cgGlXh88WqsOvqBmDChBXxa7R1dCOBwBDcfPNYPPHEZkh58ubA\nSEfHMaiqjLdmVVXET2EbOvT0eKV5usI3jVHBnllmsm2jQrti9+R3AwZyIiKTitnvPfmzYlXY0Z71\naYmOjmNoadkWP5e7szMWaDONKfnmIF2Q04Kh/rAUn0/B8uVbEYmcPFEsU0OXUKgNEyasiI9v2bKt\nCAbT32hk+/21QrtsDWSK3ZPfDRjIiahgoXDYklO/vKCY/d71n7V9+wGoaiyqqqpETU1v7N17OOf3\nMxPkAoEhuP32T2Lhwtfij33qU4Px2mt7E4JopuxXC/Ka7u7cO7flm20Xuye/0xjIiciUdME6FA5j\n4nu7Y8d9tgusHzms5IO5E2JFZrFpbm1avLFxNJYt24ru7igqKnwJ3die2b8Lz390ANf0G4CvDhoR\nf9xskNu6NbGi/cSJ7pQgmu7GIBRqw969hxMK9ioqzE9zZzoRrtyybTMYyIkoq0zBOng0jC4pEQXQ\nJSWCR8MM5DaIFZn5UwLpI49MwcqVOzFt2gXxwHbfCyHMf2kvZP2ZWFl3BMCuhGBuxrRpF2Dt2t3x\nn2fOHGfY+S35xkC/ju33K7j22o9h4MBTTa2RJx+larTuXm7ZthkM5ESUVaZg3dCnGpXtIhbkhUBD\nH3cGca9P/2vZaEvLNrS3/wstLduwffuBeLHZxo17UVc3AADww+vXQXapQMV7UB//NJ7vdcIwkGfq\nEKe1M9VuErSfswVR/bo5oOITnzjHVOc27QZAvy7Pg1TMYSAnoqwyBetAdTXWjxzm6iDp9el/LeDW\n1PTGsmVb42vPPp+AlLE1c/0WLdmtAiqArijw4l5cc+W/G75ntn3as2aNz7k/eb5V49oNgBbEhUDZ\nVJ0XioGcqETsONiKLR27MLZmBEb1rbX0vbMF60C1OwO4xsvT//qAK4RI6M4WjUpUVCgpQa/C70Nn\nNApIwP9CG4bfVQUkbRm38gjR5Mw+n3Vs/Q2A36/gppvGYOzYQQgGW7F9+4G0TV3y7TtfShjIiUrA\njoOtmBt6DN1qBBWKH82B2bYEc68Ev2Remf7X6IOTPuAKIROuq6hQDDuX3XTTmPh+cZmmx7hV+63N\n7O02I/kGAED89LJYgZ9I6S1frE57bsfObkQlYEvHLnSrEaiQ6FYj2NKxy+khuYo2ozB/0EDLp9VD\n4TAWtB9AKBw2fj7H3uzJ54UfOtQJIQQUBfGubkBs6nnmzLHxdXG9xsbR6NXLn/acb+1Gobl5sqme\n55lY2e0uEBgS78Kmve/Jvu6p71+sTntux4ycqASMrRmBCsUfz8jH1uRWoVwOtBmFZ/bvwkOtqduy\n8pFp7V2rwE5uopJLsVhnZwQPPRSCqkr4fAq++c0AHnnkjXgGOnbsoLTZcLptYfmMKRO7Oqnpe75r\nGXny+5djFzcjDOREJWBU31o0B2bbtkZeKp7ZvwvTPzgCVfTGyg/y25YFnMxo99adjq5zkLL2nq0C\nO9O6rj44CSEQjUqoqoQQwBlnVKV0e0u3zp1uW5h+TFo3uELWmK3Y2230fSSfgW60Rs595TEM5EQl\nYlTfWgbwLJ7/6ABU0RsQCtSen3MN5An7pCt98D12CXBRv4S190wV2NnWdZMDmL6XuRas9NebzUiT\nxwTEpquXLt0CKaVja8yZvg8za+3cV85ATlQ27Kxqt/O9rXRNvwFY+cERqAAUqeKafqnry9nos2DZ\nGUX903swbm4/NE44Oa2uz6p9PgUzZoyJN0TJ1i88OTs1asKiP4xEO8AkW0Zq1D8dAKJRFVLmv2e7\n0IIzK6vnyxUDOVEZsLOqvRgV89mYbfYSy76NW5eadXLtNgpVldi0oRXbX9+HxvWNQCD22ZmmfDOt\n65qpAE8+jKSy0pf1MBJ9cduWLfvja+TaueJS5r9nu9BAzHXuwjGQE5UBo6p2q4Ktne9tRq7NXr46\naERBRW5akG5qCuLldbvjR3wmB7B0U76ZgnxLy7Z4xpwuKOZ6GIl2c9DZGYGixI4/bWwcHW+FKqUK\nRVHQ3Dw5r0y40EDMde7CMZATlQE7q9qdrph3otlLIDAEN9z5MawLvg8ZAaRPYsi4qpxeb9TYJBZY\nYz/7/YphUNTPCADGh5Ek70PXKr9VVcWcOavwhz/ciKFDT0c0qkJVASFk2rPJzfwu6QKx2WYtXOcu\nDAM5URmws6rd6Yp5p5q9yOFHcNEPj+Hgdh/61kUhhx8p6P2CwVZEo7FN00LEmrqky+g3bJgeXyNP\nPowkeXq+uXkyFEWB2rMhO9rTIMbKKe10NyZs1lIcDOREZcLOqnYnK+ad6vU+tmYEai54Gaed32XJ\nTERyYNUfSZosUwabvGbd0XEMjz46FXPmrEI0KlFVlfkIUquwiK14GMiJyPOS28faWUWvny62cibC\nqsBqlGmnq363c0qbRWzFI6SU2a9yWH19vdy0aZPTwyAiD0iuov/GhdficHfYkmCbbbrYLQd4JI/D\nqXG55fvwIiHEZillvZlrmZETUUnRV9F3qd346Y6VkFJasjUu03RxsdaEzQRHfaad67isDL4sYisO\nBnIiKin6KnohBFQpIS3aGpduujgUakNTUzBeHZ7rmrDZ4HlyK1kUPp/AokVTs54XnstaNQvUvImB\nnIhKir6K/vSKavzs7ecs2xpntI6tD66xwz1ya66SS/CMbSWLNaJRVYnbbluFuroBCASGYPHizVi5\nciemTbsgIbjnslZtJui7bbrcbeNxAgM5EZUcfRX9sNMGWVr4ljxdfPK4TQlFEZg06Vw0NTWYDirJ\np501Nj6L//zPSwwz7YaGWvh8sW5sQGxfeDDYiu3bD+BrX3sRALB27W4AiL8+lyK6bEHfiozdysDL\nGYQYBnIiKmn5bI3LJdgkB79cgrj+9SdOxKbld+06GA/KycE8EBiCRYum4utf/x1UVcLvjwXbpqZg\nwnUrV+5MeK3ZtepsQb/QLWVWB15ucYtRnB4AEZGbaMHm3ns3YOLEFoRCbRmv14Lf/PkT8gpMgcAQ\nNDdPTnl85cqdAIC7716HkSN/hrvvXodQqA1btuyHoggAscYxADBt2gUJr03+OdfxzJt3qeHvod10\n+HypZ4ObYRR49UKhNixYsDHrd27VeEoFM3IicpzZQ0+KIZ8sL1PGmy27D4XasHLlTiTvBB4zZhDu\nvnsdFi58DQCwcOFr+MlPXo8fcgIAkYgaf2+/X0EkosLvV1BXl/upbmYUutc9nwNj7BxPqWAgJyJH\n5Xroid2Mgk2mBjP6QA3AsBAu077ziRNbcOJEJGUcDz0UwimnJP4THY0mRnufT4n3U9d6gkgpbZ1i\nLmRLWaEHxlg9nlLBQE5EjnLi0JNM9MGmpqY3frl6K157/XX0/lhXyl507UjRrq4o/H4FiiIQiajx\noJ0tu9cHr2Td3Sq6u7tSHhcC8eu1qXU7u6hZXRWeri/78uUnD4zRblDIHAZyInKUU4eeZKIFGu34\nT/irMOqHEZxxfuJe9IULX4+fQtbdrcaDrBa0MwXYxYs3Y8mStwyDeCZ9+/bCoUMn4vvVW1q24bHH\nPmfLFHOxqsKDwVZEIicPjJkxw/jAGDLGQE5EjnLq0JNsTm4rAxABjmz348wL1Phe9FCoDS+88JeE\n12hFaPoe50b7zhc+uRm/ferPkD1T5UIAn//8+Rg4sBpLl25BNKpCytiedODkdjMAuPnm8Whu/iO6\nuqKQEli+fGv8BDQzwS+XDDufeoF8MvhcDoyhVLYFciHEEAAtAM4CIAEsllI+LIToB+CXAGoBtAK4\nXkp50K5xEJH7JR964gY1Nb0hhICiSFRW+XHD5y7C9YFxOPquDwuCG7F372Hoz6rw+QR+/vOr0NFx\nzPBgklCoDbNnv4gnl29Fd08Wr/H7FXz7259GIDAEjY2jEQy24tChTvz0pyGoaqyAbdy4gZg5cxxm\nzRqPI0dO4IknNkPKWMFby9r3EDy3KuuNUK4Zdq5T9vlm8CxaK4ydGXkEwF1SyreEEH0AbBZCvAzg\nRgDrpZQPCCHuAXAPgLttHAcRUU5CoTbMnbsGqirh8yl4uHkKZv3H+IRA5fcr8Pt9iESiUBQFjz6a\nvl2qvqgteSpd9LRaTQ78CxZshJQSqgoIIXHttefH37+xcTRWrNgWG0elD8tqFUT3txsWC+ozZLMZ\ntv41RjMKduwzZ9Fa/mwL5FLK/QD29/z5qBDiHQDnAPg8gIaey1YACIKBnIhcRN+tTQigo+NYwuOx\n6nEVt9wyDkOHnp41i9ReZ7Qe/vkbL0rbxU3Lhn0+BXv3HkYo1BYPeFqA3Vt3OpacA8NiweQMubl5\nctYM2yirnjfv0rTP6X9vHl3qjKKskQshagGMBfAGgLN6gjwAtCM29U5E5BrpApLRWq6ZLLKhoRb+\nSh+iXZHYQqN68rnzak41fI0WrFtatmH58q1YsuQtrFixLR4841P24TBWaNv3kooFkzPkLVv2Y/r0\n2PpzurFnyqqzZdycIneG7YFcCHEqgJUA5kopjwhtvwQAKaUUQhjWbAohZgGYBQBDhw61e5hEVGYy\nTRGnC0hmA1XyvvNAYAhu+tXVeOKlv0Bu+AB4+1D82q1b9xu+h/Z5WkV32uCZoVgwOatfvnxrfHtc\nuoKyTFm1mYybU+TFZ2sgF0JUIBbE/0dK+Zueh/8hhBgkpdwvhBgE4IDRa6WUiwEsBoD6+vocN2gQ\nEaVnpigrOSDFu89d1A/zMgSqHQdbMTf0WPzENW3feeOE4VgxWODE6ZWQb2+NX5+tnaqp4JmmWDBh\nCn7vYSxZ8lbW9etMNyvMuN3Jzqp1AeBJAO9IKX+qe+p5ANMBPNDz/7+1awxEREZyPaO7Ze17sYKy\ni/pl7T63pWMXutUI1KQz0APV1WgefDaeHH0Mm3wCalTC5xNZ26kWGjz1VfNagVy29etMWXW+GTeP\nG7WPnRn5JQBuALBdCKHdfv4XYgH8V0KImQD2ALjexjEQkY0ytS51s2w9v/UtVydObMGJriikXwEe\nvwRdo2sydp8bWzMCFYo/5Qz0UDiMufs+wIlfvhvfPx6NSrS0bEtp22o0pV9o8HMym+Zxo/ays2r9\nVQAizdMT7fpcIiqOdFPIXpAuqCUHnOnTR8eqzaMSQBRi84eoHNM/Y/e5UX1r0RyYnXKDo7WizbRO\nmE/Ay9Tr3ej3diKA8rhRe7GzGxHlJd0UslcYBbXkgAMgnrn7K3246cqPodHEoS5GZ6BrrWg7PzcU\n6m/3ABGJigoloegs14CXvK9dSiAaVV2X9XJbmr0YyIkc4NUpab10U8hekG691mh7mdZprdDpaK26\nvGWfxJOKgoiIQgiB7cdPINh+AA19qnMOePrAr6qxG49cTw8rBhbJ2YuBnKjIvDwlrZduCtntMk1f\nZ9p2lu69cglOgepqBLcfhtrTSz0SVXHbs9sg+54XK6K7aFhOAU8f+JMzcrdlvdyWZh8GcqIi8/qU\ntJ7RFLLbmWlqYvbwkXwKuPTBV6nwITq+BipOdmWbl0PAS77x0H4/Zr3lhYGcqMi8PCVdbHYsQeQy\nfW1HX/GE884/ORBz+50o6AjX5BsPBvDyw0BOlId4c5A8jt306pR0sdm1BGF2vbbQvuKZbkL6nB/F\n4DM7MbamAusrz3bdEa7kLQzkRDkKhcOYqPW2ztIcJB0vTkkXm51LEGamz/UZ94muKFrWvme6y1mm\nmxCj5+YNtOb3ovKkOD0AIq/R9gPrT5si64RCbViwYCPE+6ehQvFDgSh4CUJ7z1CozfRrtINO4AOk\nX8GyWgWhcOLfdSAwBPPmXZpyU2B0E2LmOaJ8MCMnypG2H7iQdU0yljydvfjZaZDnHTGcnjZbMZ5v\nUVqf86O4ZMlYbPhjGHJ8f0Qv6pexo5tepjoI1kiQ1RjIiXKU6bQpKkxyAVnbW52Yd+WklOtyCc75\nFKVp098fndkX4sbPQlH8aW/ajNbCM9VBsEaCrMZATpSHdKdNUWHMVpTnEpwbGmpRUalAdkVRUamY\n2l+tTX+f2nUAF3WsxchzLsM3a0en/J1nWgvPVAdh9BwPFaF8MZATkWuYrSjPZQtZn/OjGDU/jA//\nDPS/KPazEf1OBP30d03kIL539tkYZXDjZlVBHg8VoUIwkBORq5ipKM+l5eeWjl3o/bEuDP6YhAJh\nGGyTdyIsPusUTB5SDwCYPPjitMG5kPVu/ZR8MNjGQ0UobwzkRORJZjuwmQm2yTsRmv76Os45ug0V\nih+TB1+c9r3zXe9OnpK/cdw0HipCeWMgJyJbuGXN10yw1e9E8EGiT+cHWafL9Rn1DSNSC/IySZ6S\nl+cd4aEilDcGciKynNvWfLM14NHvRBgij+Cp/QfRnWH/eqFd54xmCUaN4KEilB8GciKyXL59yJ10\ncifCAIzplT6DD4XDeOiDD9Dh74tTuw7kVeTGLWhkJQZyIrJcrudqu026DF4riuuUpwI1n8VFHWtR\nEzmYV1MXtuklqzCQE5HlcqkqT8eOk88KpRXFqQB8ih8jz7kstjXNJeOj8sRATkS2MFtVbsSKk8+s\nKLZLfo+Eorg/f4SaVhVHP+sDAkmvM3E6nluKAcn7GMiJyHUKbbRiptguXcavPS7ePw2zrns55T3W\njxyGlg3vY/ns17CkK4oV/x1KeH8zp+O5rRiwUIXelPCmpjAM5ERlzK3/gBZ6sEi2Yrt0Gb/+8b//\nuhc6uyqhRpHwHoHqagS3H0YkzfsbnY6XHMi9WAyYTqE3JaV2U+MEBnKiMuXmf0ALrerOVmyXLuPX\nP95nVDf8Fb0QhUx5j0zvb+Z0PK8XA+oVelNSSjc1TmEgJypTbv8HtJCq7mzFduky/oQe6xcIPPnc\nlXjtuQM5vb+Z0/GsKAZ0i0JvSkrppsYpQkrp9Biyqq+vl5s2bXJ6GEQlxc0ZeTFkWyMfWzMCR9/1\nJZ2P/hnI4cbno1vx2V7FNXLrCSE2SynrTV3LQE5UvvgPaGYLFmzEvfduQDQq4fMJ1H61E+d84UTe\nlfSANRX5VPpyCeScWicqY4VsESsF2baJ6ad9fRUCfUZ1F3xkqVVHnxJpGMiJKGelMDVsZpuYfi17\nyLgqPBVdiW41fQ92I8nfVaEV+UTJGMiJKCelMjVsZpsYkDhrMebggJxuYNJ9V+yzTlZSnB4AEXmL\n0dSwkVA4jAXtBxAKh4s8QnMa+lSjUgj4gLTbxAqV7rsa1bcWN4yYxCBOlmBGTkQ5MTM1bGba2mlm\ntonp5TMTwWl0KoaMgVwI0S/T81LKj6wdDhG5nZmpYbPT1k47eXRpdvkUqbl1Gj2f3Qrc4eBe2TLy\nzQAkAGHwnAQwzPIREZHrZWvWYqa7mdfkm1277bjSfPoHlHvPAbfLGMillOcWayBEVDpynbYutnyq\n7t2aXecqn45+bu8CWO5MrZELIQSArwA4V0o5XwgxFMBAKeWbto6OiByVLuCZOaYzl2nrYiqk6t5t\n2XU+8mmJyjaq7ma22O3nAFQAVwCYD+AogJUALrZpXETksHQBzwuFbBqjG5Fyb8iST5/3UuoNX4rM\nBvJPSinHCSG2AICU8qAQotLGcRGRw9IFvFwL2ZxqHpPuRsQrleR2Fpfl09Gv3LsAupnZQN4thPAh\nVuAGIcSZiGXoRFSi0gW8XArZnGwek+5GxAtr3Swuo1yYDeQ/A/AsgAFCiB8C+AKA79o2KiJyXLqA\nl0shm5PT2Jkyb/1atxvbzbK4jHJhKpBLKf9HCLEZwETEtqJdK6V8x9aREZHjjlaeiX2n9saIyqQe\n5CYL2ZycxjaTebu13SyLyygXGY8xdUtDGB5jSlR8CUVtIv+iNrdlvPrxbOnYhaXvroYKCQUCN58/\nBTeMmOT0EAGwAUu5s/IYU31DmKEADvb8+QwAewFwnzmRi1gZNK3qzuamLVvJGfg3LrzWtYVvLC4j\ns0w1hBFCLAHwrJRyVc/PUwBca//wiMgsq6eJS7E7W/Ka/eHusOsL34iyMVvs9ikp5S3aD1LK1UKI\nhXVLi4MAABpUSURBVDaNiYjyYHVhmdu7s+XDaM3eTTMGRPkwG8g/EEJ8F8AzPT9/BcAH9gyJiPJh\nR2GZW7uz5cvJrWdWrHlz3ZyMZCx2i18UK3q7D8BlPQ+9AuB+FrsRuYvbCssoxop94dxbXl6sLHYD\nEK9Ov0MI0Sf2o/xXIQMkIntwmrhwhdwMpcuYrdgXzr3llI7ZQ1PqALQA6Nfz84cApkspd9g4NiKi\noiqkYDBTxmzFvnDuLad0zK6RPwHgTinlBgAQQjQAWAzg0zaNi4h6cLrcHCu+py0du9CxU+Lg9kr0\nrYtiy3nmCwYzZcxWHDrCg0soHbOBvFoL4gAgpQwKIUqnAobIpdzaecxtrPqexPun4c/f6Q01ArT5\nAVF3GmCyZjBbxmzFvnDuLScjisnrdgsh7hVC1Pb877sAdts5MCIy3lJGqaz6ntre6gSiAlAFRFSJ\n/YxYl7sF7QcQCofTvlbLmOfPn8BCNCoqsxn5DAD3A/hNz88bex4jIht55chNp5n9nrJt32poqEVV\npT8hq87l/HVmzOQEU9vPnMbtZ1TOuEZuTrbvafHv38Ocq36FaHcUVRm2byUH+wXtB3Dv/nZEAfgA\nzB80EPMGDrD996HyZtn2MyHE85mel1Jek+G1ywB8DsABKeWonseaANwC4J89l/2X1vaVqFxlC0Dc\nUmZOpu8pFA7jtme3IdIVAVSgM8P2reSsuhRb1VJpyTa1HgDQBuAXAN5A7MAUs54CsAixbWt6D0kp\nH8zhfYhKVroiLWbhucn2fQWPhqGOrwEqfEAkCqVCwfER/8SOg61Zv99SbFVLpSVbIB8I4DMAvgTg\nywB+B+AXUsq3s72xlPIVIURtoQMkKmXpirRYqZ5ectA2U7He0KcaVWP6o/PxS6Bs/hAjRryPP5zy\nGl4PvWHq+zXTqpbtU8kp2U4/iwJYA2CNEKIKsYAeFELcL6VclOdn3i6EaASwCcBdUsqDRhcJIWYB\nmAUAQ4cOzfOjyMvKISs1KtKy+vCTUmIUtNPdDOn/24ln1QPPwvHATvzhvT9a+v2yfSo5KWvVek8A\nvwqxIF4L4GcAns3z8x4DMB+xM87nA/gJ0lS/SykXI9Z0BvX19e6vyCNLlcv+6XSHeJRipbpVDVuS\ng3byzdDpFdWG/+1oWfWOqmN4/X1rv1+2TyUnZSt2awEwCsAqxA5JKaglq5TyH7r3XgLgxULej0pX\nOWWlyUVadp3Q5eQMh1U3ZumOIdV/X9n+27Hj+2X7VHJStoz8qwDCAO4A8A0h4rVuArHDU07L5cOE\nEIOklPt7frwOAHu1k6Fy3z9tdaW60zMcVt2YpQvCyd9Xtv92rP5+2T6VnJRtjdxs57cUQohfAGgA\n0F8IsQ+xY1AbhBBjEJtabwXwtXzfn0qbk+dGlyKnZzisvDHLFoSd+m+HzWDIKWY7u+VMSvklg4ef\ntOvzqPRw/7R1nJ7hKHZwzee/HVadk1exsxtRmSilXQChcNjSfd2sOie3sayzGxGVjlKZ4cil97lZ\nrDonL8t7DZyIyAnBo2F0SYkogC4pETya/kQys7Sqc59PsOqcPIcZORF5ih29z71adc51fQIYyInK\nkpfXy+3qfe61qnOu65OGgZyozDi9p9wKZnqf58NLGS7X9UnDQE5UZvR7yrvUbiz76xrMOG+y54K5\n1UKhNkzQZbgbXJ7hspscaVjsRlRmtD3lArHOTJv++R7mhh7DjoOtDo/MWS1r30NnZwQyKtHZFUHL\n2vecHlJG2rr+/PkTOK1e5hjIKW7HwVY8vWtd1n/Qrb6OiktrzlJ/5nkQEJBJp4aVrfH9Y+eV+wD4\nfbGfXS4QGIJ58y5lEC9znFonAObXTa2+jpwxqm8tZpw3GX/u+FvZ9rNP1jhhOJY98e/o3vRPVNSf\nicYJw50eEpEpDOQEwHwvbquvI+ewn32iQHU1gl+4GMErra2GJ7IbA7kLObE1yGwvbquvK0du2vpV\nKt3erGJXNTyRndhr3WWcnJI2G2Csvq6ccMnBO/jfLzmJvdY9zMkpabPZmdXXlRMuOcS4PUjyhou8\nhIHcZTglXdr49+uNIMkbLvISBnKXYQFSaePfrzeCJG+4yEsYyHNQrOlATkmXtnL/+/VCkLTqhstL\nLV/Ju1jsZpIXpgOJvMLta+RW4KEmVIhcit3Y2c0ko+lAIsrPqL61uGHEpJIN4oDxoSZEdmAgN0mb\nDlQgXDsdSETuoR1q4vMJHmpCtuLUeg7KYTqQiKzDNXLKVy5T6wzkRERELsM1ciIiojLBQE5E1CMU\nDmNB+wGEwmGnh0JkGveRE5HrOFGPEgqHMfG93eiSEpXtAutHDuMBKuQJDORElJYTAdWpng3Bo2F0\nSYkogC4pETwaZiAnT2AgJyJDTgVUp1q4NvSpRmW7iGXkQqChD4M4eQMDOREZciqgOtXCNVBdjfUj\nhyF4NIyGPjyXnLyDgZyIDDkVUK0+WCaX5YFANQM4eQ/3kRNRWl5vgsQzEsirctlHzoyciNLy+klt\nXjgylahQ3EdORCWLZyRQOWBGTkQly+r1diI3YiAnIls5vc7u9eUBomwYyInINiw2I7If18iJimjH\nwVY8vWsddhxsdXooRWFUbEZE1mJGTlQk5ZidOrUXnaicMJATFUk5boVisRmR/RjIiYqkXLNTFpsR\n2YuBnKhImJ0SkR0YyImKiNkpEVmNVetEZaTcquaJygEzcjLF6aYeVLhyrJonKgcM5JQVA0BpKMeq\neaJywKl1yopNPYrPjilwHiBCVJqYkVNW5bptyil2zYCwap6oNDGQU1YMAMVl5xS401XzoXAYwaNh\nNPSpRqC62vL3Zy0HlSMGcjLF6QBQTkp1BiQUDmPie7vRJSUq2wXWjxxmaTBnLQeVKwZyIpfJNAPi\n5YwzeDSMLikRBdAlJYJHw5YGchbzUbliICdyIaMZEC9lnEZT6A19qlHZLmIZuRBo6GPt1HqpzmQQ\nZcNATuQRXsk4002hB6qrsX7kMNvWyFnLQeWKgZzII7yScWaaQtcCul1Yy0HliIGcyCO8knHaPYVO\nRIlsC+RCiGUAPgfggJRyVM9j/QD8EkAtgFYA10spD9o1BqJS44WMM9cpdC8X8BG5gZ2d3Z4CMDnp\nsXsArJdSjgSwvudnIioxgepqzBs4wFQQnxt6DEvfXY25ocd4mAtRHmwL5FLKVwB8lPTw5wGs6Pnz\nCgDX2vX5RE7g6WK5YftfosIVe438LCnl/p4/twM4K92FQohZAGYBwNChQ4swNO/gVKQ7eWl7mFto\nBXwd/r44WnU2RHWt00Mi8hzHit2klFIIITM8vxjAYgCor69Pe125YbBwL69sD3OTUX1rcePYWzCz\nPYwIBGb94ziGn2ZtoxiiUlfs08/+IYQYBAA9/3+gyJ/veZyKdC+eLpafNnEaohBQcXK7GhGZV+yM\n/HkA0wE80PP/vy3y53ueV/YSlyOvbA9zG25XIyqMkNKeWWshxC8ANADoD+AfAO4D8ByAXwEYCmAP\nYtvPkgviUtTX18tNmzbZMk4v4ho5lRq7T0Uj8hohxGYpZb2pa+0K5FZiICcionKSSyAv9ho5UVni\ntjQisgtbtJKrlOKyAXcaEJGdGMjJNUo14HFbGhHZiVPr5BqlurWO29KIyE7MyMk1rN5a55Zpem5L\nIyI7sWqdXMWq4Fuq0/REVB5yqVpnRk6uYtUxnVyXJqJywTVyKkluX5fmdjQisgozcipJbl6X5rQ/\nEVmJgZxKllXT9FbjtD8RWYlT60RFlm3an9PuRJQLZuTkWm7ZPma1TNP+nHYnolwxkJMrlXpA00/7\n60/+2sVpdyLKEQM5uVK5rCOHwmFMfG937CzudoHFZ9XyvHkiygkDObmS1V3e3Cp4NIwuKREF0CUl\n2sRprq22JyJ3YiAn04q5Zu3m7WNWauhTjcp2EcvIhUBDn2qMqh5Qsr8vEVmPgZxMcWLN2q3bx6wU\nqK7G+pHD4mvkgepqp4fkCqVa6EhkBwZyMqVc1qydEKhmANcr9UJHIqtxHzmZ4vaWp1Q6SvU4WyK7\nMCMnU8plzZqcVy6FjkRW4TGmZAuucVqjHL5Ho9+xHH5vokx4jCk5imuc1nDqeyxmEE33O5ZDoSOR\nVbhGTpZz6xqn13qYO/E9aoF16burMTf0mO3flVv/WyHyEmbkZDk3rnF6cZbAie+x2LsT3PjfCpHX\nMJCT5dxYGOfF7XNOfI/FDqxu/G+FyGsYyEuQGwqFktc4nR6TVzO/Yq8VOxFYuR5OVBhWrZcYN04h\nu2VMTt9MEBGZxar1MubGKWS3jImZHxGVIgZyF9MyyNMrqnG4O2wqk3TjFLIbx0REVCo4te5S2nR0\nlxqBhIQAUKlUmJqWduMUshvHRETkVpxaLwHadLRE7EZLAqanpYs1hZxLcOa0NhGRPRjIXUo/Ha32\nZORumpZ2SwEbEVG5YyB3Kf02oFzWyIvFLQVsRETljoHcxdw8Hc0CNiIid2Agp7yUc0cuFu4RkZsw\nkFPe3DxjYBfWBhCR2/D0M6Ic8LQuInIbBnKiHGi1AQoEawOIyBU4tU6Ug3KuDSAid2IgJ8pROdYG\nEJF7leXU+o6DrXh61zrsONjq9FCIiIgKUnYZOauOiYiolJRdRs6qYyIiKiVlF8hZdUxERKWk7KbW\nWXVMRESlpOwCOcCqYyIiKh1lN7VORERUShjIiYiIPIyBnIiIyMMYyImIiDyMgZyIiMjDGMjJU9he\nl4goUVluPyNvYntdIqJUjmTkQohWIcR2IcRWIcQmJ8ZA3sP2ukREqZzMyCdIKT908PPJY7T2ulpG\nzva6REScWicPYXtdIqJUTgVyCWCdECIK4Akp5eLkC4QQswDMAoChQ4cWeXjkVmyvS0SUyKmq9X+X\nUo4BMAXAbUKIy5IvkFIullLWSynrzzzzzOKPkIiIyAMcCeRSyr/3/P8BAM8C+IQT4yAiIvK6ogdy\nIUS1EKKP9mcAnwWwo9jjoNLmtf3mXhsvEbmHE2vkZwF4Vgihff7/k1KucWAcVKK8tt/ca+MlIncp\neiCXUu4GMLrYn0vlw2i/uZsDo9fGS0TuwhatVHK0/eYKhCf2m3ttvETkLkJK6fQYsqqvr5ebNrEB\nHJm342Crp/abe228RGQvIcRmKWW9mWvZEIZKktf2m3ttvETkHpxaJyIi8jAGciIiIg9jICci7mMn\n8jCukROVOe5jJ/I2ZuREZY7nvBN5GwM5UZnjPnYib+PUusO4f5icxnPeibyNgdxBXJskt+A+diLv\n4tS6g7g2SUREhWIgdxDXJomIqFCcWncQ1yaJiKhQDOQ2MVvExrVJIiIqBAO5DVjERkRExcI1chuw\niI1yFQqHsaD9AELhsO2fxXasRKWFGbkNtCI2LSMvtIiNe81LWygcxsT3dqNLSlS2C6wfOQyB/9/e\nvcXaUdVxHP/+z6GNcLiISBApVCr4QlXUijaiaYiYqlFUIgKJQnzAxEtEXjQ+eIsmeCNqNCaoeIki\nwRS1iRiDSiMalBZBOIBCJUVupQgItIotPX8f9py6e+w+Pbaz9+yZ9f0kTffMPt17ra6T+c1aa2bW\n1NRQvsvRIql7DPKazA3bui5iW3vP9VwyvYaZnGHxxCIPvB207sltbM9kJ7A9k3VPbhtakO9ptMjf\nJ6ndDPIaDOrl7O8BcvqxTVwyvYadOQPA9pkdHng7aNUhUyzeHL0eeQSrDhlOiEP9o0WSmmeQ12BY\nvZybHtnITOau7YmY8MDbQSunpvjVictY9+Q2Vh0yNbTeOLT3lkenl6TBDPIaDKuX85IjTmBx9bkR\nwUXLz/Qg1lErp4Yb4P3adsuj8/rS/AzyGgyrl9PW3pNUJ+f1pfkZ5DUZVi+nbb0nOQxcN+f1pfkZ\n5FKNHAaunyNT0vwMcqlGDgMPhyNT0mDFP9nNp1ypTq5oJ2nUiu6ROwyqufZ3ftthYEmjVnSQOwyq\nfnWd2DkMLGmUih5adxhU/VzspllOc0n7pugeucOg6udtTs1xmkvad0UHOTgMqv/yxK45TnNJ+674\nIJf6eWLXDEdDpH1nkEsd1aYnzDkaIu07g1zqoHGecx50guFoiLRvDHKpg8Z1znmcTzCktiru9jNv\ncVEJxvXWSm/xk+pXVI/c3oBKMa5zzl7UJtWvqCAf1+FGaRjGcc55XE8wpDYrKsjtDWjU2nTl+KiM\n4wmG1GZFBbm9AY2SUzmSRqGoIIfdewP2ljRMTuVIGoXignxWHb0lTwQ0H6dyJI1CsUG+v70lh021\nN8OcyvEkUtKsYoN8f3tLDptqIYZxYZcnkZL6FRvk+9tbcthUTfEkUlK/IoO8f1jynSe8dp8+wyvg\n1RRPIiX1i8xsugx7tWLFitywYUMtnzU7LLl95mkmIrho+Zm8eenKWj5b7dameec2lVXS/y8ibszM\nFQv52eJ65Dc9spF/z+wAYGcml0yvYdmhR3swHCNNhFTb5p19qIqkWcUtmnLYoqndtnfmzF4Xbljo\nQisuyLL/ZgP1m3/+ORde//WR/V+6mIektiquR/74jm0EMDuhMBkT884xLrSnVmePro4e6bgOve6t\nXE1dyOW8s6S2Ki7It25/Cqoon4wJLlp+5rxBMainNjeM6gqguh5UM47DxAspV1OB6sWLktqqqCBf\ne8/1XH73r3dtv+P4VSw79Gi+cOuPAFi95OW7HcCnH9vEQ/96jMmJSZjZyaKJAzhs0dQew6iuAKrj\nhGBcb09aSLmaDFTnnSW1USNBHhGrgS8Dk8A3M/PiUXzvus1/2m371w/cxBV3X8tMNdB+9b3r+crK\n97L88Oft1nucjAnetPSVrF7y8oFhVFcA1XFCMK7DxAstl4EqSQs38iCPiEnga8DpwH3A+ohYm5m3\nD/u7Vz3nxax/+M5d25ufemy395/uC+b+wCZnOOrAw3eFy6AwqiOA6jghGNdh4nEtlyS1WRM98lOA\njZl5N0BEXAGcAQw9yN+8dCW/f/gOrts8vcf3D+gL5kG9x1GEUV0nBOMYlONaLklqqyaC/Bjg3r7t\n+4BXzP2hiLgAuADguOOOq+3Lz33+adyw5S9sn9lB0rvsLQheddRJnHvCabtCZr7ANowkSeNibC92\ny8xLgUuh92S3uj63P6APWzTF4zu2DexZG9iSpHHXRJDfDxzbt72k2jcyBrQkqSuaeLLbeuDEiDg+\nIhYDZwNrGyiHJEmtN/IeeWY+HRHvB35B7/azyzLztlGXQ5KkLmhkjjwzrwaubuK7JUnqkuIWTZEk\nqUsMckmSWswglySpxQxySZJazCCXJKnFDHJJklrMIJckqcUMckmSWswglySpxQxySZJazCCXJKnF\nDHJJklrMIJckqcUiM5suw15FxMPAPTV+5LOBv9f4eW1Sat2td3lKrbv17oalmXnkQn6wFUFet4jY\nkJkrmi5HE0qtu/UuT6l1t97lcWhdkqQWM8glSWqxUoP80qYL0KBS6269y1Nq3a13YYqcI5ckqStK\n7ZFLktQJxQV5RKyOiL9ExMaI+EjT5RmViNgUEbdGxM0RsaHp8gxTRFwWEVsiYrpv37Mi4pqIuKv6\n+/AmyzgMA+r9iYi4v2r3myPiDU2WcRgi4tiIuDYibo+I2yLig9X+Trf5PPUuoc2fERE3RMSfqrp/\nstrf6TYfpKih9YiYBO4ETgfuA9YD52Tm7Y0WbAQiYhOwIjO7dJ/lHkXEa4CtwPcyc3m173PAo5l5\ncXUCd3hmfrjJctZtQL0/AWzNzC80WbZhioijgaMz848RcQhwI/AW4Hw63Obz1Pssut/mAUxl5taI\nWAT8Fvgg8DY63OaDlNYjPwXYmJl3Z+Z24ArgjIbLpJpl5m+AR+fsPgP4bvX6u/QOeJ0yoN6dl5kP\nZuYfq9dPAncAx9DxNp+n3p2XPVurzUXVn6TjbT5IaUF+DHBv3/Z9FPKLT++X/JcRcWNEXNB0YRpw\nVGY+WL3eDBzVZGFG7AMRcUs19N7pocaIeB7wEuAPFNTmc+oNBbR5RExGxM3AFuCazCyqzfuVFuQl\nOzUzTwZeD7yvGoYtUvbmk0qZU/o6sAw4GXgQ+GKzxRmeiDgYWANcmJlP9L/X5TbfQ72LaPPM3Fkd\n05YAp0TE8jnvd7bN5yotyO8Hju3bXlLt67zMvL/6ewvwY3rTDCV5qJpTnJ1b3NJweUYiMx+qDngz\nwDfoaLtX86RrgB9k5lXV7s63+Z7qXUqbz8rMfwDXAqspoM33pLQgXw+cGBHHR8Ri4GxgbcNlGrqI\nmKouhiEipoDXAdPz/6vOWQucV70+D/hpg2UZmdmDWuWtdLDdqwufvgXckZmX9L3V6TYfVO9C2vzI\niHhm9fpAehcw/5mOt/kgRV21DlDdivElYBK4LDM/03CRhi4iltHrhQMcAFze5XpHxA+BVfRWQ3oI\n+DjwE+BK4Dh6K+mdlZmdujBsQL1X0RtiTWAT8J6+OcROiIhTgeuAW4GZavdH6c0Xd7bN56n3OXS/\nzV9E72K2SXod0isz81MRcQQdbvNBigtySZK6pLShdUmSOsUglySpxQxySZJazCCXJKnFDHJJklrM\nIJcKFhFLIuKn1WpRf42IL0fE4og4PyK+2nT5JO2dQS4VqnqgyFXATzLzROAFwMFAZ58xIHWRQS6V\n6zTgqcz8NvSeXQ18CHg3cBBwbESsq3rrH4ddTwn8WbUO9HREvKOx0ksCek/5klSmk+itYb1LZj4R\nEX+jd2w4BVgO/BNYHxE/A5YCD2TmGwEi4rDRFlnSXPbIJQ1yTWY+kpn/ojcEfyq9x4GeHhGfjYhX\nZ+bjzRZRkkEulet24GX9OyLiUHrPqX6a/10CMjPzTuCl9AL90xHxsVEUVNJgBrlUrl8BB0XEuwAi\nYpLe2tXfoTecfnpEPKtaXeotwO8i4rnAPzPz+8Dn6YW6pAYZ5FKhsrdi0luBt0fEXcCdwFP0VtAC\nuIHeWte3AGsycwPwQuCGiLiZ3upqnx55wSXtxtXPJElqMXvkkiS1mEEuSVKLGeSSJLWYQS5JUosZ\n5JIktZhBLklSixnkkiS1mEEuSVKL/Qc26CKo/fyfiQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ps=et.varvarPlot(ax,data,'N','mod_nitrate','Z',(15,22),'z','m',('mediumseagreen','darkturquoise','navy'))\n", "ax.legend(handles=ps)\n", "ax.set_xlabel('Obs')\n", "ax.set_ylabel('Model')\n", "ax.set_title('NO$_3$ ($\\mu$M)')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate, z<15\n", "Feb-Mar:\n", " N: 8\n", " bias: 1.435205383300783\n", " RMSE: 3.01142358654671\n", " WSS: 0.7702694726778002\n", "April:\n", " N: 70\n", " bias: -3.1590709119524334\n", " RMSE: 6.773738986865845\n", " WSS: 0.6850920691983444\n", "May-Jun:\n", " N: 32\n", " bias: -1.8340747261047365\n", " RMSE: 4.356419617234505\n", " WSS: 0.7991463238512354\n", "Sep-Oct:\n", " N: 26\n", " bias: -1.1891562388493444\n", " RMSE: 3.589785397214403\n", " WSS: 0.8893109245614527\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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RCbK33nqLZs2accsttzB37lyKFNHloohIsPz+++9ER0ezY8cOVq5cyVVXXeU6koiIp73w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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,4,figsize = (24,6))\n", "for axi in ax:\n", " axi.plot(np.arange(0,30),np.arange(0,30),'k-')\n", "ps=et.varvarPlot(ax[0],data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2015,4,1)),:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[0].set_title('Feb-Mar')\n", "ii1=(data.Z < 15)&(data.dtUTC<=dt.datetime(2015,5,1))&(data.dtUTC>dt.datetime(2015,4,1))\n", "ps=et.varvarPlot(ax[1],data.loc[ii1,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[1].set_title('April')\n", "ii2=(data.Z < 15)&(data.dtUTC<=dt.datetime(2015,9,1))&(data.dtUTC>dt.datetime(2015,5,1))\n", "ps=et.varvarPlot(ax[2],data.loc[ii2,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[2].set_title('May-Jun')\n", "ii3=(data.Z < 15)&(data.dtUTC<=dt.datetime(2015,12,1))&(data.dtUTC>dt.datetime(2015,9,1))\n", "ps=et.varvarPlot(ax[3],data.loc[ii3,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[3].set_title('Sep-Oct')\n", "\n", "print('Nitrate, z<15')\n", "print('Feb-Mar:')\n", "et.printstats(data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2015,4,1)),:],'N','mod_nitrate')\n", "print('April:')\n", "et.printstats(data.loc[ii1,:],'N','mod_nitrate')\n", "print('May-Jun:')\n", "et.printstats(data.loc[ii2,:],'N','mod_nitrate')\n", "print('Sep-Oct:')\n", "et.printstats(data.loc[ii3,:],'N','mod_nitrate')\n", "fig,ax=plt.subplots(1,1,figsize=(24,1))\n", "plt.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ckMsBmSz337IQ/fwEPyEhAXp6egDUl/TzxtMvLVzwy1Hw30apVOKPP/5gxm5v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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "ax.plot(data['Lon'], data['Lat'], 'ro',label='data')\n", "dJDF=data.loc[(data.Lon<-123.6)&(data.Lat<48.6)]\n", "ax.plot(dJDF['Lon'],dJDF['Lat'],'b.',label='JDF')\n", "dSJGI=data.loc[(data.Lon>=-123.6)&(data.Lat<48.9)]\n", "ax.plot(dSJGI['Lon'],dSJGI['Lat'],'c.',label='SJGI')\n", "dSOG=data.loc[(data.Lat>=48.9)&(data.Lon>-124.0)]\n", "ax.plot(dSOG['Lon'],dSOG['Lat'],'y.',label='SOG')\n", "dNSOG=data.loc[(data.Lat>=48.9)&(data.Lon<=-124.0)]\n", "ax.plot(dNSOG['Lon'],dNSOG['Lat'],'m.',label='NSOG')\n", "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "viz_tools.plot_coastline(ax, grid, coords = 'map')\n", "ax.set_ylim(48, 50.5)\n", "ax.legend()\n", "ax.set_xlim(-125.7, -122.5);" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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RMAhuDSYWuCmHYuyFMYyAkTMopy9wa6QAHieBXAghREniC83MsfhKcydMOJg3sJnhm1On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\nAQCoMIIcAIAK+39nHWowgavsIQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ps1=et.varvarPlot(ax,dJDF,'N','mod_nitrate',cols=('b','darkturquoise','navy'),lname='SJDF')\n", "ps2=et.varvarPlot(ax,dSJGI,'N','mod_nitrate',cols=('c','darkturquoise','navy'),lname='SJGI')\n", "ps3=et.varvarPlot(ax,dSOG,'N','mod_nitrate',cols=('y','darkturquoise','navy'),lname='SOG')\n", "ps4=et.varvarPlot(ax,dNSOG,'N','mod_nitrate',cols=('m','darkturquoise','navy'),lname='NSOGF')\n", "ax.legend(handles=[ps1[0][0],ps2[0][0],ps3[0][0],ps4[0][0]])\n", "ax.set_xlabel('Obs')\n", "ax.set_ylabel('Model')\n", "ax.set_title('NO$_3$ ($\\mu$M)')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(-40, 20)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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1w6Od+S63429kYsz/LmZED7hFucHAWIiRDwW49H/6t9LPl6GT6onPygar2StM3RisZnVj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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2,figsize = (17,8))\n", "cols=('crimson','orangered','darkorange','gold','chartreuse','green','lightseagreen','cyan',\n", " 'lightskyblue','blue','mediumslateblue','blueviolet','darkmagenta','fuchsia')\n", "ii0=start_date\n", "for ii in range(0,int((end_date-start_date).days/30)):\n", " iii=(data.dtUTC>=(start_date+dt.timedelta(days=ii*30)))&(data.dtUTC<(start_date+dt.timedelta(days=(ii+1)*30)))\n", " ax[0].plot(data.loc[iii,['mod_nitrate']].values-data.loc[iii,['N']].values, data.loc[iii,['Z']].values, \n", " '.', color = cols[ii],label=str(ii))\n", " ax[1].plot(data.loc[iii,['mod_silicon']].values-data.loc[iii,['Si']].values, data.loc[iii,['Z']].values, \n", " '.', color = cols[ii],label=str(ii))\n", "for axi in (ax[0],ax[1]):\n", " axi.legend(loc=4)\n", " axi.set_ylim(400,0)\n", " axi.set_ylabel('depth (m)')\n", "ax[0].set_xlabel('model - obs N')\n", "ax[1].set_xlabel('model - obs Si')\n", "ax[1].set_xlim(-40,20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Silicate" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate\n", "z<15 m:\n", " N: 136\n", " bias: 3.1400894524069436\n", " RMSE: 9.117043632001728\n", " WSS: 0.7711320811808722\n", "15 m<=z<22 m:\n", " N: 41\n", " bias: 2.1030872661311477\n", " RMSE: 7.22749068578051\n", " WSS: 0.7431729194468029\n", "z>=22 m:\n", " N: 383\n", " bias: -2.731972907243133\n", " RMSE: 5.891621185157409\n", " WSS: 0.8770706391828201\n", "all:\n", " N: 560\n", " bias: -0.9519039916992256\n", " RMSE: 6.910199121409662\n", " WSS: 0.8916302440137249\n" ] } ], "source": [ "print('Nitrate')\n", "print('z<15 m:')\n", "et.printstats(data.loc[data.Z<15,:],'Si','mod_silicon')\n", "print('15 m<=z<22 m:')\n", "et.printstats(data.loc[(data.Z>=15)&(data.Z<22),:],'Si','mod_silicon')\n", "print('z>=22 m:')\n", "et.printstats(data.loc[data.Z>=22,:],'Si','mod_silicon')\n", "print('all:')\n", "et.printstats(data,'Si','mod_silicon')\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 85)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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TcZzkjb2lpaWRnzu7Tei//vUv3nvvPbZv3869997LP//5T1asWMEpp5zCU089RV5eXpc+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\nNS+RMAW5yDEuE0t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J43t30q9pN32b+kKSQXnJmuCXPbsF1w+4BmssHo/BYiOLp8QbOOlE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\n9H3ObOJ7S87l+K2DYmrN4X/j53pvPlDHE3vr+Pn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192cRMdpke7rsmcD/Nd2ILrOm9uu3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\nMINckqSC/T846vW3gZ8FoQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ps=et.varvarPlot(ax,data,'Si','mod_silicon','Z',(15,22),'z','m',('mediumseagreen','darkturquoise','navy'))\n", "ax.legend(handles=ps)\n", "ax.set_xlabel('Obs')\n", "ax.set_ylabel('Model')\n", "ax.set_title('dSi ($\\mu$M)')\n", "ax.set_xlim(0,85)\n", "ax.set_ylim(0,85)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Silicate, z<15\n", "Feb-Mar:\n", " N: 8\n", " bias: -3.699679870605472\n", " RMSE: 4.8023019447462\n", " WSS: 0.8687234613341265\n", "April:\n", " N: 70\n", " bias: 0.975446829659596\n", " RMSE: 9.469837611872318\n", " WSS: 0.7343743807331989\n", "May-Jun:\n", " N: 32\n", " bias: 7.063675994873044\n", " RMSE: 10.401390756589482\n", " WSS: 0.6039147503793147\n", "Sep-Oct:\n", " N: 26\n", " bias: 6.243495882474463\n", " RMSE: 7.286435276618624\n", " WSS: 0.5752536043242795\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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mCPAV0JbM5u0cY0x74BugSWgiiogr1lq6d+/OggULePnll2natKnrSAWFaq5I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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "obsvar='Si'; modvar='mod_silicon'\n", "fig, ax = plt.subplots(1,4,figsize = (24,6))\n", "for axi in ax:\n", " axi.plot(np.arange(0,70),np.arange(0,70),'k-')\n", "ps=et.varvarPlot(ax[0],data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2015,4,1)),:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[0].set_title('Feb-Mar')\n", "ii1=(data.Z < 15)&(data.dtUTC<=dt.datetime(2015,5,1))&(data.dtUTC>dt.datetime(2015,4,1))\n", "ps=et.varvarPlot(ax[1],data.loc[ii1,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[1].set_title('April')\n", "ii2=(data.Z < 15)&(data.dtUTC<=dt.datetime(2015,9,1))&(data.dtUTC>dt.datetime(2015,5,1))\n", "ps=et.varvarPlot(ax[2],data.loc[ii2,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[2].set_title('May-Jun')\n", "ii3=(data.Z < 15)&(data.dtUTC<=dt.datetime(2015,12,1))&(data.dtUTC>dt.datetime(2015,9,1))\n", "ps=et.varvarPlot(ax[3],data.loc[ii3,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[3].set_title('Sep-Oct')\n", "\n", "print('Silicate, z<15')\n", "print('Feb-Mar:')\n", "et.printstats(data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2015,4,1)),:],obsvar,modvar)\n", "print('April:')\n", "et.printstats(data.loc[ii1,:],obsvar,modvar)\n", "print('May-Jun:')\n", "et.printstats(data.loc[ii2,:],obsvar,modvar)\n", "print('Sep-Oct:')\n", "et.printstats(data.loc[ii3,:],obsvar,modvar)\n", "fig,ax=plt.subplots(1,1,figsize=(24,1))\n", "plt.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AlPLUxdSKmH4kkAshioqGouhhDaYb4hr95HKiHy/c+yyldrvdMrRo9O68DwJ2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\nQpYAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ps1=et.varvarPlot(ax,dJDF,obsvar,modvar,cols=('b','darkturquoise','navy'),lname='SJDF')\n", "ps2=et.varvarPlot(ax,dSJGI,obsvar,modvar,cols=('c','darkturquoise','navy'),lname='SJGI')\n", "ps3=et.varvarPlot(ax,dSOG,obsvar,modvar,cols=('y','darkturquoise','navy'),lname='SOG')\n", "ps4=et.varvarPlot(ax,dNSOG,obsvar,modvar,cols=('m','darkturquoise','navy'),lname='NSOGF')\n", "ax.legend(handles=[ps1[0][0],ps2[0][0],ps3[0][0],ps4[0][0]])\n", "ax.set_xlabel('Obs')\n", "ax.set_ylabel('Model')\n", "ax.set_title('Si ($\\mu$M)')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Ratios" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Rq69G5IVKZl03QmPjh7G2E4Bo9AFqahqyZlzdiEusIUbH6x14cQ96wIt7xBpi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IAAAg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\nQkICw4YNI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/Dggw8SFhbGV199xbRp01TIioiIOGTJkiW0bt2a//u//6NatWp8/fXXfPzx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\nmCIiIuXWihUr8Hg8fP311zRp0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,2,figsize=(16,7))\n", "p1=ax[0].plot(dJDF['N'],dJDF['Si'],'b.',label='SJDF')\n", "p2=ax[0].plot(dSJGI['N'],dSJGI['Si'],'c.',label='SJGI')\n", "p3=ax[0].plot(dSOG['N'],dSOG['Si'],'y.',label='SOG')\n", "p4=ax[0].plot(dNSOG['N'],dNSOG['Si'],'m.',label='NSOG')\n", "ax[0].set_title('Observed')\n", "ax[0].set_xlabel('N')\n", "ax[0].set_ylabel('Si')\n", "ax[0].set_xlim(0,40)\n", "ax[0].set_ylim(0,85)\n", "ax[0].legend()\n", "\n", "p5=ax[1].plot(dJDF['mod_nitrate'],dJDF['mod_silicon'],'b.',label='SJDF')\n", "p6=ax[1].plot(dSJGI['mod_nitrate'],dSJGI['mod_silicon'],'c.',label='SJGI')\n", "p7=ax[1].plot(dSOG['mod_nitrate'],dSOG['mod_silicon'],'y.',label='SOG')\n", "p8=ax[1].plot(dNSOG['mod_nitrate'],dNSOG['mod_silicon'],'m.',label='NSOG')\n", "ax[1].set_title('Model')\n", "ax[1].set_xlabel('N')\n", "ax[1].set_ylabel('Si')\n", "ax[1].set_xlim(0,40)\n", "ax[1].set_ylim(0,85)\n", "ax[1].legend()\n", "ax[0].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')\n", "ax[1].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Chlorophyll" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "data['l10_obsChl']=np.log10(data['Chlorophyll_Extracted']+0.01)\n", "data['l10_modChl']=np.log10(2*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates'])+0.01)\n", "data['mod_Chl']=2*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates'])" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "log10[Chl+0.01]\n", "z<15 m:\n", " N: 96\n", " bias: 0.17182464757692512\n", " RMSE: 0.41964651979491635\n", " WSS: 0.5984324232550063\n", "z>=15 m:\n", " N: 38\n", " bias: 0.29874846087485335\n", " RMSE: 0.4253531060020494\n", " WSS: 0.5568900519824231\n", "all:\n", " N: 134\n", " bias: 0.20781799223048286\n", " RMSE: 0.4212726579507837\n", " WSS: 0.6592088231817896\n", "\n", "\n", "Chl\n", "z<15 m:\n", " N: 96\n", " bias: 0.5639875920613604\n", " RMSE: 4.077239328912461\n", " WSS: 0.6945830434776676\n", "z>=15 m:\n", " N: 38\n", " bias: 0.7444234694932637\n", " RMSE: 1.4207931172168697\n", " WSS: 0.5172304372499779\n", "all:\n", " N: 134\n", " bias: 0.6151561976190822\n", " RMSE: 3.5330015033682427\n", " WSS: 0.7181654760143069\n" ] } ], "source": [ "print('log10[Chl+0.01]')\n", "print('z<15 m:')\n", "et.printstats(data.loc[data.Z<15,:],'l10_obsChl','l10_modChl')\n", "print('z>=15 m:')\n", "et.printstats(data.loc[data.Z>=15,:],'l10_obsChl','l10_modChl')\n", "print('all:')\n", "et.printstats(data,'l10_obsChl','l10_modChl')\n", "print('\\n')\n", "print('Chl')\n", "print('z<15 m:')\n", "et.printstats(data.loc[data.Z<15,:],'Chlorophyll_Extracted','mod_Chl')\n", "print('z>=15 m:')\n", "et.printstats(data.loc[data.Z>=15,:],'Chlorophyll_Extracted','mod_Chl')\n", "print('all:')\n", "et.printstats(data,'Chlorophyll_Extracted','mod_Chl')\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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QpWrZsmW88MIL1KlTh7i4OGrXrm10SIAkTEIIUS5cvnwZb29vfvzxRyIiIujSpYvRIQkr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\np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i1bRqNGjViyZAk2m+03nKnyFhGxAjOAu4H9QKqIfGGMSa+I4+Xl5TF48GAWLlzI6NGj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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2,figsize = (14,6))\n", "ax[0].plot(np.arange(-.6,1.6,.1),np.arange(-.6,1.6,.1),'k-')\n", "ps=et.varvarPlot(ax[0],data,'l10_obsChl','l10_modChl','Z',(5,10,15,20,25),'z','m',('crimson','darkorange','lime','mediumseagreen','darkturquoise','navy'))\n", "ax[0].legend(handles=ps)\n", "ax[0].set_xlabel('Obs')\n", "ax[0].set_ylabel('Model')\n", "ax[0].set_title('log10[Chl ($\\mu$g/L)+0.01]')\n", "ax[1].plot(np.arange(0,35),np.arange(0,35),'k-')\n", "ps=et.varvarPlot(ax[1],data,'Chlorophyll_Extracted','mod_Chl','Z',(5,10,15,20,25),'z','m',('crimson','darkorange','lime','mediumseagreen','darkturquoise','navy'))\n", "ax[1].legend(handles=ps)\n", "ax[1].set_xlabel('Obs')\n", "ax[1].set_ylabel('Model')\n", "ax[1].set_title('Chl ($\\mu$g/L)')" ] }, { "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": 2 }