{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## DFO Nutrient Comparison" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "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": [], "source": [ "PATH= '/data/eolson/MEOPAR/SS36runs/CedarRuns/NewLONoSiT/'\n", "start_date = datetime.datetime(2017,1,1)\n", "end_date = datetime.datetime(2017,10,27)\n", "flen=10\n", "namfmt='long'\n", "filemap={'nitrate':'ptrc_T','silicon':'ptrc_T','ammonium':'ptrc_T','diatoms':'ptrc_T','ciliates':'ptrc_T',\n", " 'flagellates':'ptrc_T'}\n", "fdict={'ptrc_T':1,'grid_T':1}\n", "df1=et.loadDFO()\n", "df1.head()\n", "df2=df1.loc[(df1.Lat>48.9)&(df1.Lat<49.5)&(df1.Lon>-124)]" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "data=et.matchData(df2,filemap, fdict, start_date, end_date, namfmt, PATH, flen)" ] }, { "cell_type": "raw", "metadata": { "collapsed": true }, "source": [ "import pickle\n", "data=pickle.load(open('/data/eolson/MEOPAR/SS36runs/calcFiles/evalMatches/dataDFO.pkl','rb'))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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x4yzn53WkUb169WxfPpcvX85q1arRycmJZmZm/Pnnn7McU5CikRGDWwazZ88G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\n8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M65b98+xRJKN2Kv/HuUhemWLVsM2qpZs2auxrV371726dOHvr6+PHXqlOI0eO/ePZPS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\njB492uRr8soUhGTK6SZmGgKBI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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", "ax.plot(data.loc[(data.Lat>48.8)&(data.Lat<49.5)&(data.Lon>-124),['Lon']],data.loc[(data.Lat>48.8)&(data.Lat<49.5)&(data.Lon>-124),['Lat']],'s',color='c',label='Central SOG')\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: 65\n", " bias: -4.920397658503973\n", " RMSE: 7.671056007934723\n", " WSS: 0.8178866003508698\n", "15 m<=z<22 m:\n", " N: 24\n", " bias: -2.8696303788820856\n", " RMSE: 5.309957888369662\n", " WSS: 0.7932227412036283\n", "z>=22 m:\n", " N: 185\n", " bias: -0.5969267000765406\n", " RMSE: 2.5191581267253147\n", " WSS: 0.7460408360099606\n", "all:\n", " N: 274\n", " bias: -1.8216365562412022\n", " RMSE: 4.551275730798269\n", " WSS: 0.9244274809096328\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))" ] }, { "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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XjsXjat4Z1ysPvTRo0Zhks3py6llHxzulfbMlVswa+YclnSnpGTPbmLrvCkln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\nsVxATlo627Qkdp26Ez2qjFR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"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: 12\n", " bias: -4.297724253336586\n", " RMSE: 4.414697752750363\n", " WSS: 0.19608706577786994\n", "April:\n", " N: 11\n", " bias: -1.2297649296847268\n", " RMSE: 4.738499375387916\n", " WSS: 0.6873941838994079\n", "May-Jun:\n", " N: 19\n", " bias: -2.6440489030198044\n", " RMSE: 4.313946702957443\n", " WSS: 0.6842830767726542\n", "Sep-Oct:\n", " N: 23\n", " bias: -8.890817972991776\n", " RMSE: 11.402663907708648\n", " WSS: 0.5423480274427703\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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H06hRI9dJhYLWXJHCa82aNTRv3py77rqLWbNmUaRIEddJhYLWXZHC6ciRI0RG\nRnLgwAFSUlKoWrWq66RCQWuuSOHVv39/pkyZwvPPP0/79u1d5+SrMw5gTfZpF5OBz621w3PcXiHH\nw+oC23I/T0RcGjJkCG+88QY9e/ake/furnMKBa25IoXXJ598Qp06dahatSqLFi0iPDzcdVKhoHVX\npHA6efIk8fHxbNu2jcTERGrUqOE6qVDQmitSeE2YMIEBAwbQunVrBgwY4Don353xQ7iA2kBz4BNj\nzIfB2/oATYwx1QEL7AQK1+haxONmzJhB7969adKkCUOGDHGdU5hozRUphHbv3o3f76dEiRIEAgHK\nli3rOqkw0borUshkZWXRunVrVqxYwdSpU/H5fK6TChOtuSKF0KJFi+jYsSORkZGMGzeuUG6xdcYB\nrLV2PXC6fzKpuZ8jIgXB0qVLad26NQ888ABvvfUWISF/6fP65BxozRUpfH7++Wd8Ph9Hjx5l3bp1\nXHHFFa6TChWtuyKFT+/evZk1axYvv/wyLVu2dJ1TqGjNFSl83nvvPRo3bsztt99OQkICoaGhrpOc\nOJszYEWkEPnggw+oV68eN9xwAwsWLKB48eKuk0REPCs9PZ06derw1VdfEQgEuPnmm10niYh42siR\nI3nttdfo1KkTvXv3dp0jIuJp27dvJyYmhkqVKrF48WJKlCjhOskZDWBF5L++/vpr/H4/5cqVIzU1\nlQsvvNB1koiIZ506dYpmzZqxbt065s6dy/333+86SUTE0xISEujevTt169Zl1KhRhfISWBGR/PLD\nDz/g8/koUqQIgUCASy65xHWSUxrAiggA+/fvx+fzkZmZSSAQoGLFiq6TREQ8y1pLt27dmDdvHsOH\nD6dRo0auk0REPG3NmjU0b96cu+66i1mzZlGkSBHXSSIinnXkyBEiIyPZv38/q1evpmrVqq6TnNMA\nVkQ4duwY0dHR7N69mxUrVvDPf/7TdZKIiKcNGTKEMWPG0LNnT7p37+46R0TE0z755BPq1KlD1apV\nWbRoEeHh4a6TREQ86+TJk9SrV49t27aRnJxMjRo1XCcVCBrAihRymZmZNG7cmM2bNzN//nzuuuuu\nc37N9E3bOL5hK+G1byWs5o25UCki4h0zZsygd+/eNGnShCFDhrjOERHxtN27d+P3+ylRogSBQICy\nZcu6ThIR8aysrCxat27N8uXLmTp1Kj6fz3VSgaEBrEghZq2lY8eOLF68mDfffJM6deqc82umb9rG\nnvhu2IyctbS3AAAgAElEQVQMTGgoFeeP0BBWRCRo6dKltG7dmvvvv5+33nqLkJAQ10kiIp71888/\n4/P5OHr0KOvWreOKK65wnSQi4mnPPvsss2bNYtCgQbRs2dJ1ToGid/0ihdiLL77IpEmTeP755+nQ\noUOuvObxDVuxGRlwKgubkcHxDVtz5XVFRM53H3zwAfXq1eP6669nwYIFFC9e3HWSiIhnpaenU6dO\nHb766iuSkpK4+eabXSeJiHjaqFGjGDJkCJ06deLZZ591nVPg6AxYkUJq4sSJvPjiizz22GMMGDAg\n1143vPatmNBQLNlnwIbXvjXXXltE5Hz19ddf4/f7KVu2LGlpaZQuXdp1koiIZ506dYpmzZqxbt06\n5s6dy/333+86SUTE09555x26detG3bp1GTVqFMYY10kFjgawIoVQcnIyHTp0wO/3M378+FxdHMNq\n3kjF+SO0B6yISND+/fvx+XxkZGSwevVqKlas6DpJRMSzrLV069aNefPmMXz4cBo1auQ6SUTE09as\nWUOzZs246667mDVrFkWKFHGdVCBpACtSyLz//vs0atSI22+/nXfeeYfQ0NBcP0ZYzRs1eBURAY4d\nO0Z0dDS7d+9m+fLlVKtWzXWSiIinDRkyhDFjxtCzZ0+6d+/uOkdExNM++eQT6tSpQ9WqVVm0aBHh\n4eGukwosDWBFCpHt27cTHR1NxYoVWbx4MSVKlHCdJCLiWZmZmTRu3JjNmzczb948ateu7TpJRMTT\nZsyYQe/evWncuDFDhgxxnSMi4mm7d+/G7/dTokQJAoEAZcuWdZ1UoGkAK1JI7N27F5/PR0hICEuW\nLOGSSy5xnSQi4lnWWjp27MjixYt58803iYuLc50kIuJpS5cupXXr1tx///1MnTqVkBB93rSISF75\n+eef8fl8HD16lHXr1nHFFVe4TirwNIAVKQSOHDlCZGQk+/fvZ/Xq1VStWjXfG9I3bdO+sCJSaLz4\n4otMmjSJ559/ng4dOrjOERHxtA8++IB69epx/fXXs2DBAooXL+46SUTEs9LT06lTpw5ffvklS5Ys\n4eabb3addF7QAFbE406ePEm9evX4+OOPSU5OpkaNGvnekL5pG3viu2EzMjChoVScP0JDWBHxrIkT\nJ/Liiy/y2GOPMWDAANc5IiKe9vXXX+P3+ylbtixpaWmULl3adZKIiGedOnWKZs2asW7dOubMmcP9\n99/vOum8oesyRDwsKyuLxx9/nOXLlzNp0iT8fr+TjuMbtmIzMuBUFjYjg+MbtjrpEBHJa8nJyXTo\n0AG/38/48eMxxrhOEhHxrP379+Pz+cjIyCAQCFCxYkXXSSIinmWtpVu3bsybN4/hw4fTuHFj10nn\nFZ0BK+Jhffr0YebMmQwcOJBWrVo56wivfSsmNBRL9hmw4bVvddYiIpJX3n//fRo1asRtt91GQkIC\noaGhrpNERDzr2LFjREdHs3v3bpYvX061atVcJ4mIeNqQIUMYM2YMPXr0oHv37q5zzjsawIp41OjR\no3n11Vfp2LEjffr0cdoSVvNGKs4foT1gRcSzvvjiC6Kjo6lYsSIpKSmULFnSdZKIiGdlZmbSuHFj\nNm/ezLx586hdu7brJBERT5sxYwa9e/emcePGvPbaa65zzksawIp4UGJiIl27diUuLo7Ro0cXiEtg\nw2reqMGriHjS3r17iYiIICQkhCVLlnDJJZe4ThIR8SxrLR07dmTx4sWMHTuWuLg410kiIp62dOlS\nWrduzf3338/UqVMJCdFupn+HBrAiHrN27VqaNWtGrVq1mD17NkWKFMn1Y6Rv2qazWUVEgKNHjxIZ\nGcn+/ftZvXo1VatWdZ0kIuJpAwYMYNKkSTz33HN07NjRdY6IiKd98MEH1KtXj+uvv54FCxZQvHhx\n10nnLQ1gRTxk27ZtxMbGctVVV5GcnEx4eHiuHyN90zb2xHfDZmTv51px/oj/OYTVsFZEvOrkyZPU\nq1ePjz/+mOTkZGrUqOE6SUTE0yZOnEj//v1p1aoVL730kuscERFP+/rrr4mMjKRs2bKkpaVRunRp\n10nnNQ1gRTxi9+7d+P1+LrjgAgKBAGXLls2T4xzfsBWbkQGnsrBkcHzD1j8drP5xWFtuUBeyDh7W\nMFZEznvWWh5//HGWLVvGW2+9hd/vd50kIuJpixcvpkOHDvj9fiZMmFAgttgSEfGqAwcO4PP5OHny\nJKtWraJixYquk857GsCKeMChQ4fw+/0cOXKEtWvXcuWVV+bZscJr34oJDcWSPVQNr33rnz72d8Na\ne5IDzwwHa8/qzFkRkYLs2WefZebMmQwcOJBWrVq5zhER8bT333+fhg0bctttt5GQkEBoaKjrJBER\nzzp27BjR0dHs3r2b5cuXU61aNddJnqABrMh5Lj09nTp16vDFF18QCAS45ZZb8vR4YTVvpOL8EWe1\nrUDOYS3GQFYWZNkznjkrIlKQjR49mldffZWOHTvSp08f1zkiIp72xRdfEB0dTcWKFUlJSaFkyZKu\nk0REPCszM5PGjRuzadMm5s2bR+3atV0neYYGsCLnsaysLJo3b87atWuZM2cODzzwQL4cN6zmjWc1\nPM05rA0pW5qfnhv13+0I/teZsyIiBdW8efPo2rUrcXFxjB49WpfAiojkob179+Lz+QgJCWHJkiVc\ncsklrpNERDzLWkunTp1YvHgxY8eOJS4uznWSp2gAK3KestbSvXt3EhMTGTZsGI0bN3addFo5h7XF\nq12tD+QSkfPWunXraNq0KbVq1WL27NkUKVLEdZKIiGcdPXqUqKgofvzxR1avXk3VqlVdJ4mIeNqA\nAQOYOHEizz33HB07dnSd4zkawIqcp4YOHcqoUaPo3r07PXr0cJ1zVs72zFkRkYLm008/JTY2lquu\nuopFixYRHh7uOklExLNOnjxJ/fr1+eijj0hOTqZGjRquk0REPG3SpEn079+fli1b8tJLL7nO8aQQ\n1wEi8tfNnDmTXr160ahRI4YOHeo6B4D0Tdv4ecQM0jdtc50iIpKrvvvuO3w+H+Hh4QQCAcqVK+c6\nSUTEs6y1tGnThqVLlzJp0iT8fr/rJBERT1u8eDEdOnTA5/MxceJEbbGVR3QGrMh5ZtmyZTz22GPc\nf//9TJs2jZCQ/P09Svqmbf9nG4H0TdvYE9/tv/u7Vpw/Qme6iognHDp0CL/fz5EjR1i7di1XXnml\n6yQREU979tlnmTFjBgMHDqRVq1auc0REPG3jxo00bNiQW2+9lXfeeYfQ0FDXSZ6lAazIeWTr1q3E\nx8dTrVo1FixYQPHixfP1+H82aD2+YSs2IwNOZWHJ4PiGrRrAish5Lz09nbi4OLZv304gEOCWW25x\nnSQi4mmjR4/m1VdfpWPHjvTp08d1joiIp33xxRdERUVRsWJFUlJSKFmypOskT9MWBCLniW+++YbI\nyEjKli1LWloapUuXzveG3w1aM7IHrQDhtW/FhIZCkRBMaCjhtW/N9zYRkdyUlZVFixYtWLNmDdOm\nTeOBBx5wnSQi4mmJiYl07dqVuLg4Ro8erUtgRUTy0N69e/H5fISEhBAIBLjkkktcJ3mezoAVOQ8c\nOHAAn8/HiRMnWLlyJZUqVXLS8dug1ZLxu0FrWM0bqTh/xP/ZmkBE5HxkraV79+688847DB06lCZN\nmrhOEhHxtLVr19KsWTNq1arF7NmzKVKkiOskERHPOnr0KFFRUezbt4/Vq1dzzTXXuE4qFDSAFSng\nfv31V2JiYvj2229ZtmwZ1apVc9byvwatYTVvJKzmjf/9MK7fhrMayorI+Wbo0KGMGjWK7t2707Nn\nT9c5IiKetm3bNmJjY7nqqqtYtGgR4eHhrpNERDzr5MmT1K9fn48++ojk5GRq1qzpOqnQ0ABWpADL\nzMykcePGbNy4kXnz5nH33Xe7TvrvoPV0frdHbJEiWIDMTDCGCx6pTZknH9UgVkQKtJkzZ9KrVy8a\nNWrE0KFDXeeIiHja7t278fv9XHDBBQQCAcqVK+c6SUTEs6y1tGnThqVLlzJlyhT8fr/rpEJFe8CK\nFFDWWjp16kRycjJjxoyhbt26rpPO6Pd7xGZCRgZkWTiVxa9p6/g+rgvpm7a5zhQROa1ly5bx2GOP\ncd999zFt2jRCQvQ2SUQkrxw6dAi/38/hw4dJS0vjyiuvdJ0kIuJpffr0YcaMGbz00ks89thjrnMK\nHf1kIVJAvfTSS0ycOJE+ffrQqVMn1zln5fcfxlUU/ji8yMj87wd3iYgUJFu3biU+Pp5q1aqRlJRE\n8eLFXSeJiHhWeno6derU4YsvviApKYlbbrnFdZKIiKeNGTOGwYMH06FDB5577jnXOYWStiAQKYAm\nT55Mv379aNmyJQMHDnSdc9b+uEfsic+/5kCvYXAqK/sBoUX/uzesiEhB8c033xAZGUmZMmVIS0uj\ndOnSrpNERDwrKyuL5s2bs3btWmbPns0DDzzgOklExNMSExPp0qULderUYcyYMRhjXCcVShrAihQw\nKSkptG/fnoiICCZOnHjeLY4594gNq3kjxatdzdG3A1jgwkY+7QErIgXKgQMH8Pl8nDhxghUrVlCp\nUiXXSSIinmWtpXv37iQmJjJ06FCaNGniOklExNPWrl1Ls2bNqFWrFnPmzKFIkSKukwotDWBFCpCN\nGzfSoEEDqlevTmJiIqGhoa6Tztn/+tAuERGXfv31V2JiYti1axfLly/n+uuvd50kIuJpQ4cOZdSo\nUXTr1o0ePXq4zhER8bRPP/2UOnXqcNVVV7Fo0SLCw8NdJxVqGsCKFBBffPEF0dHRVKhQgZSUFEqW\nLOk6SUTEszIzM2ncuDEbN24kMTGRu+++23WSiIinzZw5k169etGwYUOGDRt23l3lJSJyPvnuu+/w\n+XyEh4cTCAQoV66c66RCTwNYkQJg7969+Hw+AAKBAJdeeqnjIhER77LW0qlTJ5KTkxkzZgzx8fGu\nk0REPG3ZsmU89thj3HfffUyfPp2QP35Qq4iI5JpDhw7h9/s5fPgwa9eu5corr3SdJGgAK+Lc0aNH\niYqKYt++faxatYprr73WdZKIiKe99NJLTJw4kWeffZYnnnjCdY6IiKdt3bqV+Ph4qlWrRlJSEsWL\nF3edJCLiWenp6dSpU4ft27cTCASoXr266yQJ0gBWxKGTJ09Sv359PvroIxYtWsQdd9zhOklExNMm\nTZpEv379aNmyJYMGDXKdIyLiad988w1+v58yZcqQlpZG6dKlXSeJiHhWVlYWzZs3Z+3atcyePZsH\nHnjAdZLkcMZrP4wxlY0xq4wxnxljPjXGdA3eXtYYs8wY82XwP8vkfa6Id1hradOmDUuXLmXixIlE\nRka6TpICQGuuSN5ZvHgxHTp0ICIigokTJ2r/QQG07orklQMHDuDz+Th58iSBQIBKlSq5TpICQGuu\nSN6w1tK9e3cSExMZOnQoTZo0cZ0kf3A2m+9kAj2ttdcDdwJPGGOuB3oDK6y11wIrgn8XkbPUp08f\nZsyYwUsvvcRjjz3mOkcKDq25Inlg48aNNGzYkOrVq5OYmEhoaKjrJCk4tO6K5LJff/2VmJgYdu3a\nxaJFi7j++utdJ0nBoTVXJA8MHTqUUaNG0b17d3r27Ok6R07jjANYa+0P1toPgl8fBT4HKgF1gGnB\nh00D4vIqUsRrxowZw+DBg2nfvj3PPfec6xwpQLTmiuS+L7/8kujoaCpUqEBKSgolS5Z0nSQFiNZd\nkdyVmZlJ48aN2bhxI7Nnz+buu+92nSQFiNZckdw3a9YsevXqRaNGjRg6dKjrHPkTf+njJ40xVYBb\ngY3ApdbaH4J37QVO+7Htxph2xpjNxpjN+/fvP4dUEW+YN28eXbp0oU6dOrzxxhu6BFb+lNZckXO3\nd+9eIiIiAAgEAlx66Wn/1REBtO6KnCtrLZ06dSI5OZnRo0cTHx/vOkkKMK25Iudu2bJltGrVivvu\nu49p06YREvKXxnySj876vxljTElgHtDNWnsk533WWgvY0z3PWjvBWlvDWlujfPny5xQrcr5bt24d\nTZs25c4772T27NkUKVLEdZIUUFpzRc7d0aNHiYqKYt++faSkpHDttde6TpICTOuuyLl76aWXmDhx\nIs8++yxPPPGE6xwpwLTmipy7rVu3Eh8fT7Vq1UhKSqJ48eKuk+R/OKsBrDEmlOzFcZa1dn7w5n3G\nmArB+ysAP+ZNoog3fPrpp8TGxlKlShWSk5O54IILXCf9LembtvHziBmkb9rmOsWztOaKnLuTJ09S\nv359PvroI9555x3uuOMO10lSgGndFTl3kydPpl+/frRo0YJBgwa5zpECTGuuyLn75ptviIyMpEyZ\nMqSlpVG6dGnXSXIGZxzAmuzroycDn1trh+e4axHQMvh1S2Bh7ueJeMN3332Hz+cjLCyMQCBAuXLl\nXCf9LembtrEnvhsHB09iT3w3DWHzgNZckXNnraVNmzYsXbqUCRMmEBkZ6TpJCjCtuyLnLiUlhfbt\n2xMREcGkSZO0xZb8Ka25IufuwIED+Hw+Tpw4QSAQoFKlSq6T5CwUPYvH1AaaA58YYz4M3tYHGAwk\nGGMeB3YBDfMmUeT8dujQIfx+P4cPH2bt2rVUqVLFddLfdnzDVmxGBpzKwpLB8Q1bCat5o+ssr9Ga\nK3KO+vTpw4wZMxgwYACtW7d2nSMFn9ZdkXOwceNGGjRoQPXq1UlMTCQ0NNR1khRsWnNFzsGvv/5K\nTEwMu3btYvny5Vx//fWuk+QsnXEAa61dD/zZrzAfzN0cEW85ceIEcXFxbN++nbS0NKpXr+466ZyE\n174VExqKJQMTGkp47VtdJ3mO1lyRczNmzBgGDx5M+/btef75513nyHlA667I3/fFF18QHR1NhQoV\nSElJoWTJkq6TpIDTmivy92VmZtK4cWM2btxIYmIid999t+sk+QvO5gxYEfkbsrKyaNGiBWvWrGHW\nrFk8+OD5/34irOaNVJw/guMbthJe+1ad/SoiBcq8efPo0qULsbGxjBkzRpfAiojkoX379uHz+QAI\nBAJceulpP7ReRERygbWWTp06kZyczJgxY4iPj3edJH+RBrAiecBaS48ePUhISOC1117j0UcfdZ2U\na8Jq3qjBq4gUOOvWraNp06bceeedzJkzh6JF9RZHRCSvHD16lMjISPbt28eqVau49tprXSeJiHja\nwIEDmThxIs8++yxPPPGE6xz5G/TTiUgeGDZsGCNHjqRr16707NnTdY6IiKd9+umnxMbGUqVKFZKT\nk7ngggtcJ4mIeFZGRgYNGjTgo48+YuHChdxxxx2uk0REPG3y5Mm88MILtGjRgkGDBrnOkb8pxHWA\niNfMnj2bp59+mgYNGjB8+HBdAisikoe+++47fD4fYWFhBAIBypUrd8bnpG/axs8jZpC+aVs+FIqI\neIe1ljZt2rBkyRImTJhAVFSU6yQREU9LSUmhffv2REREMGnSJM0XzmM6A1YkF61YsYJWrVpx7733\nMn36dEJC9DsOEZG8cujQIfx+P4cPH2bt2rVUqVLljM9J37SNPfHdsBnZHyZYcf4IbasiInKWnnvu\nOaZPn86AAQNo3bq16xwREU/797//TcOGDalevTqJiYmEhoa6TpJzoOmQSC758MMPqVu3Ltdddx1J\nSUmEhYW5ThIR8awTJ04QFxfH9u3bmT9/PtWrVz+r5x3fsBWbkQGnsrAZGRzfsDWPS0VEvOGNN97g\nlVdeoV27djz//POuc0REPO3LL78kKiqKyy67jJSUFEqWLOk6Sc6RzoAVyQU7d+7E7/dTunRp0tLS\nuOiii1wniYh4VlZWFi1atGDNmjXMnDmThx566KyfG177VkxoKJbsM2DDa9+ah6UiIt4wf/58nnzy\nSWJjY3njjTd0CayISB7at28fERERAAQCAS699FLHRZIbNIAVOUc//fQTPp+P9PR01q9fz+WXX+46\nSUTEs6y19OjRg4SEBIYMGULTpk3/0vPDat5IxfkjOL5hK+G1b9X2AyIiZ7Bu3ToeffRR7rzzTubM\nmUPRovoRUkQkrxw9epTIyEj27dvHqlWruPbaa10nSS7R/3uKnINff/2VmJgYdu7cybJly7jhhhtc\nJ4mIeNqwYcMYOXIkXbt25amnnvpbrxFW80YNXkVEzsJnn31GbGwsVapUITk5mQsuuMB1koiIZ2Vk\nZNCgQQM++ugjFi5cyB133OE6SXKRBrAif1NmZiZNmjTh/fff55133uGee+5xnSQi4mmzZ8/m6aef\npkGDBgwfPlyXwIqI5KHvvvsOn89HWFgYgUCAcuXKuU4SEfEsay1t2rRhyZIlTJ48maioKNdJkss0\ngBX5G6y1dO7cmUWLFjF69Gjq1avnOklExNNWrFhBq1atuPfee5k+fTohIfocURGRvHLo0CH8fj+H\nDh1i7dq1VKlSxXWSiIinPffcc0yfPp0BAwbQunVr1zmSBzSAFfkbBg0axPjx4+nduzedO3d2nSMi\n4mkffvghdevW5brrriMpKYmwsDDXSSIinnXixAni4uLYvn07qampVK9e3XWSiIinvfHGG7zyyiu0\na9eO559/3nWO5BENYEX+oilTptC3b19atGjByy+/7DpHRMTTdu7cid/vp3Tp0qSlpXHRRRe5ThIR\n8aysrCxatGjBmjVrmDlzJg899JDrJBERT5s/fz5PPvkksbGxvPHGG9piy8M0gBX5C1JTU2nXrh2P\nPPIIkyZN0uIoIpKHfvrpJ3w+H+np6axfv57LL7/cdZKIiGdZa+nRowcJCQkMGTKEpk2buk4SEfG0\n9evX8+ijj3LnnXcyZ84cihbViM7L9N+uyFn697//TYMGDbjllltITEwkNDTUdZKIiGf9+uuvxMTE\nsHPnTpYtW8YNN9zgOklExNOGDRvGyJEj6dq1K0899ZTrHBERT/vss8+IjY2lSpUqJCcnc8EFF7hO\nkjymAazIWfjqq6+Iiori0ksvJSUlhVKlSrlOEhHxrMzMTJo0acL7779PQkIC99xzj+skERFPmz17\nNk8//TQNGjRg+PDhuspLRCQPff/99/h8PooXL05aWhrlypVznST5QANYkTPYt28fERERACxZsoTL\nLrvMcZGIiHdZa+ncuTOLFi1i9OjR1K9f33WSiIinrVixglatWnHvvfcyffp0QkJCXCeJiHjWoUOH\n8Pv9HDp0iLVr13LVVVe5TpJ8ogGsyP/wyy+/EBUVxd69e1m5ciXXXnut6yQREU8bNGgQ48eP55ln\nnqFz586uc0REPO3DDz+kbt26XHfddSQlJREWFuY6SUTEs06cOEHdunX5z3/+Q2pqKtWrV3edJPlI\nA1iRP5GRkUH9+vX58MMPWbhwIf/6179cJ4mIeNqUKVPo27cvzZs355VXXnGdIyLiaTt37sTv91O6\ndGnS0tK46KKLXCeJiHhWVlYWLVq0YPXq1cycOZOHHnrIdZLkMw1gRU7DWkvbtm1ZsmQJEydOJCoq\nynWSiIinpaam0q5dOx555BEmT56s/QdFRPLQTz/9hM/nIz09nfXr13P55Ze7ThIR8SxrLT179iQh\nIYEhQ4bQtGlT10nigAawIqfRt29fpk2bxosvvkibNm1c54iIeNqmTZto0KABt9xyC4mJiYSGhrpO\nEhHxrOPHjxMTE8POnTtZtmwZN9xwg+skERFPGz58OCNGjKBr16489dRTrnPEEQ1gRf7gzTffZNCg\nQbRt25a+ffu6zhER8bSvvvqKqKgoLr30UlJSUihVqpTrJBERz8rMzKRJkya8//77JCQkcM8997hO\nEhHxtNmzZ/PUU0/RoEEDhg8frqu8CjENYEVyWLBgAU888QQxMTGMHTtWi6OISB7at28fERERWGsJ\nBAJcdtllrpNERDzLWkvnzp1ZuHAho0aNon79+q6TREQ8bcWKFbRq1Yp7772X6dOnExIS4jpJHNIA\nViRow4YNPProo9xxxx3MnTuXokX1r4eISF755ZdfiI6O5ocffmDVqlX84x//cJ0kIuJpgwYNYvz4\n8TzzzDM8+eSTrnNERDztww8/pG7duvzjH/8gKSmJsLAw10nimCZMIsDnn39OTEwMV1xxBYsXL+aC\nCy5wnSQi4lkZGRk0aNCArVu3kpSUxL/+9S/XSSIinvbWW2/Rt29fmjVrxssvv+w6R0TE03bt2oXf\n76d06dIEAgEuuugi10lSAGgAK4Xenj178Pl8FCtWjEAgwMUXX+w6SUTEs6y1tG3blkAgwMSJE4mO\njnadJCLiaampqbRt25aHH36YyZMn6xJYEZE89NNPPxEREcHx48fZsGEDl19+ueskKSA0gJVC7fDh\nw/j9fg4ePMjatWu56qqrXCeJiHha3759mTZtGv3796dNmzb/vT190zaOb9hKeO1bCat5o8NCERHv\n2LRpEw0aNODmm29m3rx5FCtWzHWSiIhnHT9+nJiYGHbu3MnSpUu54YYbXCdJAaIBrBRaJ06coG7d\nunz22Wekpqby/7N352FRl/v/x18DDoK75hZmmpktWkdKWqTMcuEzDJtsCuIO7iTummbu5AqSu7gE\nKoIIyDaDG4rws6IiT2iWaZmFay65gAzM5/eHnvM9ndNiynDDPa/HdXVlMjjPi8vrbuY99+f+ODk5\niU4iIpLamjVrsGDBAoSGhmLWrFn//v3SgiIU+4RDNZmg0WrhmBzFISwR0UP67rvvoNfr0bx5c2Rl\nZaF+/fqik4iIpFVeXo7AwEB8/PHHSExMRLdu3UQnUTXD60/IKpnNZgwaNAg5OTnYvHkzevXqJTqJ\niEhqKSkpGDNmDDw8PLB69WpoNJp/f60kvxCqyQRUmKGaTCjJLxRYSkRU8124cAGurq4wm83Izs5G\ny5YtRScREUlLVVWMHTsWu3fvxooVK+Dn5yc6iaoh7oAlqzR58mQkJCRg0aJFCA4OFp1DRCS1vLw8\nBAYG4uWXX8aOHTtQq9ZvX344uDhBo9VCxd0dsA4uvCKBiOhB3bx5E+7u7jh37hxycnLQoUMH0UlE\nRCDdlfcAACAASURBVFJbsGAB1q1bh6lTpyIsLEx0DlVTHMCS1Vm+fDmWL1+OsLAwTJ48WXQOEZHU\njh8/Dk9PT7Rp0wYZGRmoU6fO/zzG3rkTHJOjeAYsEdFDMplM8Pf3xxdffIHdu3fjlVdeEZ1ERCS1\nzZs347333sOAAQMQEREhOoeqMQ5gyars2LEDEydOhJ+fHyIjI39zCSwREVWun3/+GYqiwM7ODkaj\nEU2bNv3Dx9o7d+LglYjoIaiqitDQUBiNRmzYsAHu7u6ik4iIpJaVlYXQ0FD07t0bMTExnC/Qn+IA\nlqzGgQMHMHDgQHTr1g1xcXGwtbUVnUREJK3r16/Dzc0NV69eRW5uLp544gnRSUREUnvvvffw0Ucf\nYfbs2QgJCRGdQ0QktYKCAvj7++OFF15AUlIS7OzsRCdRNccBLFmFo0ePwtvbGx06dEBqairs7e1F\nJxERSevOnTvw9vbG8ePHkZWVBScnnulKRGRJa9aswYIFCxAaGopZs2aJziEiktp3330HvV6PFi1a\nICsrC/Xr1xedRDUAB7AkvTNnzkCn06FBgwYwGAxo3Lix6CQiImmZzWYMGjQIBw8eRFxcHHr16iU6\niYhIaikpKRgzZgw8PDywevVqXgJLRGRBFy9ehKurK1RVhdFoRMuWLUUnUQ3BASxJ7ZdffoGiKLh9\n+zby8vLQunVr0UlERFKbNGkSEhIS8MEHHyA4OFh0DhGR1PLz8xEUFISXX34ZO3bsQK1afHtHRGQp\nN2/ehF6vx7lz55CTk4MOHTqITqIahP+HJmmVlJTA09MTp0+fxp49e9CpE2/uQkRkScuXL0dkZCTC\nwsIwZcoU0TlERFL7+uuv4eHhgccffxwZGRmoU6eO6CQiImmZTCb4+/ujsLAQqampeOWVV0QnUQ3D\nASxJqaKiAkFBQThy5AgSExPx5ptvik4iIpJafHw8Jk6cCD8/P0RGRvISWCIiCyouLoaiKLCzs4PR\naETTpk1FJxERSUtVVYSGhsJoNGLDhg1wd3cXnUQ1EAewJB1VVREWFobU1FRER0fDz89PdBIRkdQO\nHDiAQYMGoVu3boiLi4Otra3oJCIiaV2/fh06nQ5XrlxBbm4unnjiCdFJRERSe++99/DRRx9h9uzZ\nCAkJEZ1DNRQHsCSdiIgIrFmzBlOmTEFYWJjoHCKyEqUFRSjJL4SDixPsna3nyJOjR4+iT58+6NCh\nA1JTU2Fvby86iYhIWnfu3EGfPn1w/PhxZGVlwcnJSXQSEZHU1qxZgwULFiA0NBSzZs0SnUM1GAew\nJJUtW7ZgxowZCA4ORkREhOgcIrISpQVFKPYJh2oyQaPVwjE5yiqGsGfOnIFOp0P9+vVhMBjQuHFj\n0UlERNIym80YPHgwcnJyEBcXh169eolOIiKSWmpqKsaOHQsPDw+sXr2aR2zRQ7ERHUBUWQwGA0JC\nQtCrVy9s3LgRNjb8601EVaMkvxCqyQRUmKGaTCjJLxSdZHFXrlyBoii4ffs2jEYjWrduLTqJiEhq\nkydPxo4dO7Bo0SIEBweLziEiklp+fj4CAwPh7OyMHTt2oFYt7l+kh/OXEyqNRrNJo9Fc1Gg0Rf/x\ne7M1Gs3PGo3my3v/uFk2k+jPFRQUwN/fHy+88AJ27doFOzs70UlED4zrbs3j4OIEjVYL2NpAo9XC\nwUXuS0JLSkrg4eGB06dPY/fu3ejUSf7dviQvrrlUEyxfvhzLly9HWFgYJk+eLDqH6IFxzaWa4Ouv\nv4aHhwcef/xxZGRkoE6dOqKTSAL3s0VwCwDld34/UlXVzvf+yarcLKL7d+rUKej1ejRr1gxZWVmo\nX7++6CSih7UFXHdrFHvnTnBMjkKTaSHSHz9QUVGBoKAgHDlyBFu3bsWbb74pOonoYW0B11yqxnbs\n2IGJEyfCz88PkZGRvASWarot4JpL1VhxcTEURYGdnR2MRiOaNm0qOokk8Zd7qFVVzdVoNG0tn0L0\n9128eBGurq4wm83Izs5Gy5YtRScRPTSuuzWTvXMnqQevAKCqKsLCwpCamooVK1bA399fdBLRQ+Oa\nS9XZgQMHMHDgQHTr1g1xcXGwtbUVnUT0ULjmUnV2/fp16HQ6XLlyBbm5uXjiiSdEJ5FEHuaQzDCN\nRvPPe5cQ8K4bVOVu3rwJd3d3FBcXIyMjAx06dBCdRGRpXHdJqIiICKxZswZTpkzBO++8IzqHyNK4\n5pJQR48eRZ8+fdChQwekpqbC3t5edBKRJXHNJaHu3LkDHx8fHD9+HMnJyXBykvtIMap6DzqAXQOg\nHYDOAM4BWPZHD9RoNMM1Gs1nGo3ms0uXLj3g0xH9lslkQkBAAD7//HMkJCTg1VdfFZ1EZGn3te5y\nzSVL2bJlC2bMmIH+/fsjIiJCdA6RpfG1Lgl15swZ6HQ61K9fHwaDAY0bcx5FUuOaS0KZzWYMHjwY\nBw4cwObNm9GrVy/RSSShBxrAqqp6QVXVClVVzQA2AHj5Tx67XlXVLqqqdmnWrNmDdhL9m6qqGDFi\nBAwGA9auXQsPDw/RSUQWd7/rLtdcsgSDwYCQkBD07NkTmzZtgo3Nw1xAQ1T98bUuiXTlyhUoioLb\nt2/DaDSidevWopOILIprLok2ZcoU7NixA4sWLUJwcLDoHJLUA72D0mg0j/7Hf/YBUPRHjyWqbLNm\nzcLmzZvx/vvvIzQ0VHQOUZXgukuiFBQUwN/fH88//zx27doFOzs70UlEFsc1l0QpKSmBh4cHTp8+\njd27d6NTJ7nPFicCuOaSWJGRkVi2bBnCwsIwefJk0Tkksb+8CZdGo4kH0B1AU41G8xOA9wF012g0\nnQGoAH4AMMKCjUT/tnbtWsyfPx8hISF4//33RecQWQTXXaouTp06Bb1ej2bNmsFgMKBBgwaik4gq\nHddcqi4qKioQFBSEI0eOICEhAW+++aboJKJKxzWXqpMdO3ZgwoQJ8PPzQ2RkJDQajegkkthfDmBV\nVQ38nd/eaIEWoj+VmpqKMWPGwN3dHWvWrOHiSNLiukvVwcWLF+Hq6gqz2Qyj0YiWLVuitKAIJfmF\ncHBxgr0zd2WRHLjmUnWgqirCwsKQmpqKFStWwN/fX3QSkUVwzaXq4sCBAxg4cCC6deuGuLg42Nra\nik4iyf3lAJaoOsjPz0dgYCCcnZ2xY8cO1KrFv7pERJZy8+ZN6PV6FBcX48CBA3j66adRWlCEYp9w\nqCYTNFotHJOjOIQlIqokERERWLNmDaZMmYJ33nlHdA4RkdSOHj2KPn36oEOHDkhNTYW9vb3oJLIC\nvIsGVXtff/01PDw80Lp1a6Snp6Nu3bqik4iIpGUymRAQEIAvvvgCCQkJePXVVwEAJfmFUE0moMIM\n1WRCSX6h4FIiIjls2bIFM2bMQP/+/RERESE6h4hIamfOnIFOp0P9+vVhMBjQuHFj0UlkJbiNkKq1\n4uJiKIoCOzs7GI1G8E6XRESWo6oqRowYAYPBgPXr18PDw+PfX3NwcYJGq4WKuztgHVycBJYSEcnB\nYDAgJCQEPXv2xKZNm2Bjw/0xRESWcuXKFeh0Oty+fRt5eXlo3bq16CTheMRY1eEAlqqt69evQ6fT\n4cqVKzh06BDatWsnOomISGqzZs3C5s2b8f777yM0NPQ3X7N37gTH5Ci+QCMiqiQFBQXw9/fH888/\nj127dsHOzk50EhGRtEpKSuDh4YFTp05hz5496NSJr2V5xFjV4gCWqqU7d+7Ax8cHx48fR2ZmJl58\n8UXRSUREUlu3bh3mz5+PkJAQvP/++7/7GHvnTnxRRkRUCU6dOgW9Xo9mzZohKysLDRo0EJ1ERCSt\niooKBAUF4ciRI0hISMCbb74pOqla+M0RY7h7xBhf61sOB7BU7ZjNZgwePBgHDhzARx99hN69e4tO\nIiKSWmpqKkaPHg29Xo81a9ZAo9GITiIiktbFixfh6uqKiooKGI1GPProo6KTiIikpaoqwsLCkJqa\niqioKPj7+4tOqjZ4xFjV4gCWqp0pU6Zgx44diIiIwMCBA0XnEBFJ7f/9v/+HwMBAdOnSBQkJCahV\niy8NiIgs5ebNm9Dr9SguLsb+/fvx9NNPi04iIpJaREQE1qxZg8mTJ2PcuHGic6oVHjFWtfgui6qV\nyMhILFu2DGPHjsXUqVNF5xARSe3EiRPw8PBA69atkZGRgbp164pOIiKSlslkQkBAAL744gukpKTg\ntddeE51ERCS1LVu2YMaMGejfvz8++OAD0TnVEo8YqzocwFK1kZCQgAkTJsDX1xdRUVG8BJaIyIKK\ni4vh6uoKrVYLo9GIZs2aiU4iIpKWqqoYOXIkDAYD1q1bB09PT9FJRERSMxqNCAkJQc+ePbFp0ybY\n2NiITiIrxwEsVQs5OTkYOHAg3njjDWzduhW2traik4iIpHX9+nW4ubnhypUrOHToENq1ayc6iYhI\nau+//z42bdqEWbNmYfjw4aJziIik9tlnn8HPzw/PP/88du3aBTs7O9FJRBzAknj//Oc/4e3tjfbt\n22P37t2wt7cXnUREJK2ysjL4+Pjg2LFjyMzMxIsvvig6iYhIauvWrcO8efMwbNgwzJ49W3QOEZHU\nTp06Bb1ej2bNmsFgMKBBgwaik4gAANyDTUL9+OOP0Ol0qF+/PoxGIxo3biw6iYhIWmazGYMHD8aB\nAwewadMm9O7d26LPV1pQhKtRcSgtKLLo8xARVVe7d+/G6NGjodfrsXbtWh6xRURkQRcvXoSrqysq\nKipgNBrRsmVL0UlE/8YdsCTMlStXoCgKbt26hcOHD6N169aik4iIpDZ16lTEx8cjIiICAwYMsOhz\nlRYUodgnHKrJBI1WC8fkKB7wT0RW5ciRI+jXrx+6dOmChIQE1KrFt15ERJZy69YtuLu7o7i4GAcO\nHMDTTz8tOkm40oIilOQXwsHFia/DqwG+CiAhSkpK4OXlhVOnTiE7OxvPP/+86CQiIqlFRUVh6dKl\nGDt2LKZOnWrx5yvJL4RqMgEVZqgwoSS/kC/8iMhqnDhxAu7u7mjdujUyMjJQt25d0UlERNIymUwI\nCAjA559/jpSUFLz66quik4TjZojqh0cQUJWrqKhAcHAw8vPzERcXh+7du4tOIiKSWmJiIsaPHw9f\nX19ERUVVySWwDi5O0Gi1gK0NNFotHFycLP6cRETVwblz56AoCrRaLYxGI5o1ayY6iYhIWqqqYuTI\nkcjKysLatWvh6ekpOqla+M1mCNPdzRAkFnfAUpVSVRXjxo1DcnIyIiMjERAQIDqJiEhqOTk5GDBg\nAF5//XVs3boVtra2VfK89s6d4JgcxcueiMiq/Prrr9DpdPjll19w8OBBtGvXTnQSEZHU3n//fWza\ntAmzZs1CaGio6Jxq41+bIVSYuBmimuAAlqrUokWLsGrVKkyaNAnh4eGic4iIpPbVV1/B29sb7du3\nR1paGuzt7av0+e2dO3HwSkRWo6ysDD4+Pjh27BgyMzPx0ksviU4iIpLaunXrMG/ePISEhGD27Nmi\nc6oVboaofjiApSoTGxuL6dOnIygoCIsWLRKdQ0QktR9//BGKoqB+/fowGo1o3Lix6CQiImmZzWYM\nGTIE+/fvR2xsLHr37i06iYhIart378bo0aOh1+uxZs2aKjliq6bhZojqhQNYqhLZ2dkYNmwYevTo\ngc2bN8PGhscPExFZypUrV6AoCm7evIm8vDy0bt1adBIRkdSmTp2K7du3IyIiAgMGDBCdQ0QktSNH\njqBfv37o0qULEhISUKsWR1tU/fFvKVnc559/Dl9fX3Ts2BHJycmws7MTnUREJK2SkhJ4eXnh1KlT\nyM7OxvPPPy86iYhIalFRUVi6dCnGjBmDqVOnis4hIpLaiRMn4O7ujtatWyMjIwN169YVnUR0XziA\nJYs6ffo03Nzc0LRpUxgMBjRo0EB0EhGRtCoqKhAcHIy8vDwkJCSge/fuopOIiKSWmJiICRMmwMfH\nBytWrOAlsEREFnTu3DkoioJatWrBaDSiWbNmopOI7hsHsGQxly5dgqurK8rLy2E0GvHoo4+KTiIi\nkpaqqhg3bhySk5MRGRmJgIAAIR2lBUU87J+IrEJOTg4GDBgAFxcXbN26Fba2tqKTiIik9euvv0Kn\n0+GXX37BwYMH0a5dO9FJRH8LB7BkEbdu3YK7uzt++ukn7N+/H88884zoJCIiqS1atAirVq3CpEmT\nEB4eLqShtKAIxT7hUE0maLRaOCZHcQhLRFL66quv4O3tjfbt2yMtLQ0ODg6ik4iIpFVWVgYfHx8c\nO3YMmZmZeOmll0QnEf1tvBMSVbry8nL07dsXn332GXbs2IGuXbuKTiIiklpsbCymT5+OoKAgLFq0\nSFhHSX4hVJMJqDBDNZlQkl8orIWIyFJ+/PFHKIqC+vXrw2AwoHHjxqKTiIikZTabMWTIEOzfvx8b\nN25E7969RScRPRDugKVKpaoqRo4ciczMTKxduxZeXl6ik4iIpJadnY1hw4ahR48e2Lx5M2xsxH22\n6uDiBI1WCxV3d8A6uDgJayEisoSrV69CURTcvHkTeXl5ePzxx0UnERFJbdq0adi+fTsiIiIwcOBA\n0TlED4wDWKpUs2fPxsaNGzFz5kyMGDFCdA4RkdQ+//xz+Pr6omPHjkhOToadnZ3QHnvnTnBMjuIZ\nsEQkpZKSEnh6euLUqVMwGo14/vnnRScREUltxYoVWLJkCcaMGYOpU6eKziF6KBzAUqVZt24d5s6d\ni6FDh2Lu3Lmic4iIpHb69Gm4ubmhadOmyMrKQoMGDUQnAbg7hOXglYhkU1FRgeDgYOTl5SEhIQFv\nvfWW6CQiIqklJiZi/Pjx8PHxwYoVK6DRaEQnET0UngFLlSItLQ2jR4+Gm5sb1q5dy8WRiMiCLl26\nBFdXV5SXl8NoNMLR0VF0EhGRtFRVxbhx45CcnIzIyEgEBASITiIiktrBgwcxYMAAuLi4YOvWrbC1\ntRWdRPTQuAOWHtqRI0fQr18/vPTSS0hMTIRWqxWdREQkrVu3bsHd3R0//fQT9u/fj2eeeUZ0EhGR\n1BYtWoRVq1Zh0qRJCA8PF51DRCS1r776Ct7e3mjfvj3S0tLg4OAgOomoUnAASw/lm2++gbu7O1q1\naoXMzEzUrVtXdBIRkbTKy8vRt29ffPbZZ0hOTkbXrl1FJxERSS02NhbTp09HUFAQFi1aJDqHiEhq\nP/74IxRFQb169WAwGNC4cWPRSUSVhgNYemDnzp2Dq6sratWqBaPRiGbNmolOIiKSlqqqGDlyJDIz\nM7F27Vp4eXmJTiIiklp2djaGDRuGHj16YPPmzbCx4eltRESWcuXKFeh0Oty8eRN5eXl4/PHHRScR\nVSoOYOmB/Prrr3Bzc8Ply5dx8OBBPPnkk6KTiIikNmfOHGzcuBHvvfceRowYITqHiEhqn3/+OXx9\nfdGxY0ckJyfDzs5OdBIRkbRKS0vh5eWF7777DtnZ2Xj++edFJxFVOg5g6W8rKyuDj48PioqKkJ6e\nji5duohOIiKS2vr16zFnzhwMHToUc+bMEZ1DRCS106dPw83NDU2bNoXBYECDBg1EJxERSauiogL9\n+/dHXl4eEhIS0L17d9FJRBbBASz9LWazGUOHDsX+/fuxZcsWKIoiOomISGrp6ekYNWoU3NzcsHbt\nWmg0GtFJRETSunTpEhRFQXl5OYxGIx599FHRSURE0lJVFePGjUNycjIiIyMREBAgOonIYjiApb9l\n2rRp2LZtGxYuXIhBgwaJziEiktrHH3+Mvn374qWXXkJiYiK0Wq3oJCIiad26dQvu7u44e/Ys9u/f\nj2eeeUZ0EhGR1BYtWoRVq1Zh0qRJCA8PF51DZFEcwNJ9i46OxpIlSzB69GhMmzZNdA4RkdS++eYb\nuLu7o1WrVsjMzETdunVFJxERSau8vBz9+vXDZ599hpSUFHTt2lV0EhGR1OLi4jB9+nQEBQVh0aJF\nonOILI4DWLoviYmJCA8PR58+fRAdHc1LYImILOjcuXNQFAW2trYwGo1o1qyZ6CQiImmpqoqRI0ci\nIyMDa9euhaenp+gkIiKpZWdnY+jQoXj77bexadMm2NjYiE4isjgOYOkvHTp0CAMGDEDXrl2xbds2\n2Nraik4iIpLWr7/+Cjc3N1y6dAkHDx7Ek08+KTqJiEhqc+bMwcaNG/Hee+9hxIgRonOIiKT2+eef\nw9fXFx07dkRKSgpq164tOoksqLSgCCX5hXBwcYK9cyfROUJxAEt/6quvvoKXlxeefPJJpKWlwcHB\nQXQSEZG0ysrK4Ovri6KiIqSnp6NLly6ik4iIpLZ+/XrMmTMHQ4cOxZw5c0TnEBFJ7fTp03Bzc0PT\npk2RlZWFBg0aiE4iCyotKEKxTzhUkwkarRaOyVFWPYTlPm/6Q2fPnoVOp0PdunVhNBrRpEkT0UlE\nRNIym80YOnQo9u3bh5iYGCiKIjqJiEhq6enpGDVqFNzc3LB27VoesUVEZEGXLl2CoigoLy+H0WiE\no6Oj6CSysJL8QqgmE1BhhmoyoSS/UHSSUNwBS7/r6tWrUBQFN27cwOHDh/H444+LTiIiktr06dOx\nbds2LFiwAIMGDRKdQ0QktY8//hh9+/bFSy+9hMTERGi1WtFJRETSunXrFtzd3XH27Fns378fzzzz\njOgkqgIOLk7QaLVQcXcHrIOLk+gkoTiApf9RWloKLy8vnDx5EtnZ2XjhhRdEJxERSS06OhqLFy/G\n6NGjMX36dNE5RERS++abb+Du7o5WrVohIyMDdevWFZ1ERCSt8vJy9O3bF5999hmSk5PRtWtX0UlU\nReydO8ExOYpnwN7zl0cQaDSaTRqN5qJGoyn6j99rotFo9mo0mpP3/t3YsplUVSoqKhAcHIzDhw8j\nNjYWb731lugkIqvDdde6JCYmIjw8HH369EF0dDQvgSWqYlxzrcu5c+egKApsbW1hNBrRvHlz0UlE\nVoVrrnVRVRUjR45EZmYmVq9eDS8vL9FJVMXsnTuhcfgAqx++Avd3BuwWAP99EN00APtVVX0KwP57\n/001nKqqCA8Px65du7B8+XL069dPdBKRtdoCrrtW4dChQxgwYAC6du2Kbdu2wdbWVnQSkTXaAq65\nVuHXX3+Fm5sbLl26hMzMTDz55JOik4is0RZwzbUac+bMwcaNGzFz5kyMGDFCdE61UFpQhKtRcSgt\nKPrrB5NU/nIAq6pqLoAr//XbXgA+uvfrjwB4V3IXCbB48WKsXLkSEyZMwPjx40XnEFktrrvW4auv\nvoKXlxfatWuHtLQ0ODg4iE4iskpcc61DWVkZfH198dVXXyEpKQldunQRnURklbjmWo/169djzpw5\nGDJkCObOnSs6p1ooLShCsU84rnwQg2KfcA5hrcz97ID9PS1UVT1379fnAbSopB4SZOvWrZg2bRr6\n9euHJUuWiM4hov/FdVciZ8+ehU6nQ926dWE0GtGkSRPRSUT0W1xzJWI2mzFs2DDs27cPMTExUJT/\n3nxHRIJxzZVMeno6Ro0aBZ1Oh3Xr1vGIrXtK8guhmkxAhRmqyYSS/ELRSVSFHnQA+2+qqqoA1D/6\nukajGa7RaD7TaDSfXbp06WGfjixgz549GDJkCN566y1s2bIFNjYP/deCiCzoz9ZdrrnV39WrV6Eo\nCm7cuIGsrCy0adNGdBIR/Qm+1q35pk+fjq1bt2L+/PkYPHiw6Bwi+hNcc2u+jz/+GH379sWLL76I\nxMREaLVa0UnVhoOLEzRaLWBrA41WCwcXJ9FJVIUedNJ2QaPRPAoA9/598Y8eqKrqelVVu6iq2qVZ\ns2YP+HRkKV988QV8fX3x3HPPISUlBbVr1xadRES/777WXa651VtpaSm8vLxw8uRJpKSk4B//+Ifo\nJCL6fXytK4no6GgsXrwYo0ePxrvvvis6h4h+H9dcSXzzzTdwd3dHq1atkJmZiXr16olOqlbsnTvB\nMTkKTaaFwDE5ijemsjIPOoBNAzDo3q8HAdhdOTlUlU6fPg03Nzc0adIEBoMBDRs2FJ1ERH+M624N\nV1FRgeDgYBw+fBixsbF4++23RScR0R/jmiuBnTt3Ijw8HN7e3oiOjuYlsETVF9dcCZw7dw6KosDG\nxgZGoxHNmzcXnVQt2Tt3QuPwARy+WqG/HMBqNJp4AEcAPK3RaH7SaDTDAHwAoJdGozkJoOe9/6Ya\n5PLly1AUBWVlZTAajXB0dBSdRET3cN2Vj6qqCA8Px65du7Bs2TL069dPSAfvukr0v7jmyunQoUMI\nDg5G165dsX37dtja2opOIiJwzZXVr7/+Cjc3N1y6dAlZWVl48sknRScRVTu1/uoBqqoG/sGXelRy\nC1WRW7duwd3dHWfPnsW+ffvw7LPPik4iov/AdVc+ixcvxsqVKzFhwgRMmDBBSMO/7rqqmkzQaLW8\n7InoHq658ikqKoKXlxfatWuHtLQ0ODg4iE4ionu45sqnrKwMvr6++Oqrr5CRkYEuXbqITiKqlni3\nJStTXl6Ofv36oaCgAPHx8XBxcRGdREQktbi4OEybNg39+vXDkiVLhHXwrqtEZA3Onj0LRVFQt25d\nGI1GNGnSRHQSEZG0zGYzhg4din379iEmJgaKoohOIqq2/nIHLMlDVVWMGjUKGRkZWL16Nby9vUUn\nERFJbc+ePRg6dCjeeustbNmyBTY24j73/NddV1WYeNdVIpLS1atXoSgKbty4gcOHD6NNmzaik4iI\npDZ9+nRs27YNCxYswODBg0XnEFVrHMBakblz5yImJgYzZszAqFGjROcQEUntiy++gK+vL5577jmk\npKSgdu3aQnv+ddfVkvxCOLg48fgBIpJKaWkpvLy8cPLkSRiNRrzwwguik4iIpBYdHY3Fixdj9OjR\nmD59uugcomqPA1grsWHDBsyePRuDBw/GvHnzROcQEUnt9OnTcHNzQ5MmTWAwGNCwYUPRSQDuDmE5\neCUi2VRUVCA4OBiHDx9GfHw83n77bdFJRERS27lzJ8LDw+Ht7Y3o6GhoNBrRSUTVHgewViAjMwz6\npAAAIABJREFUIwMjR46ETqfD+vXruTgS0V8qLSjiTskHdPnyZSiKgrKyMuTk5MDR0VF0EhGRtFRV\nxfjx47Fr1y4sW7YM/fr1E51ERCS13NxcBAcHo2vXrti+fTtsbW1FJxHVCBzASu7jjz9GQEAAXnzx\nRSQmJkKr1YpOIqJqrrSgCMU+4VBNd88KdUyO4hD2Pt26dQvu7u44e/Ys9u7di2effdbiz8lhORFZ\ns8WLF+PDDz/E+PHjMWHChP/5OtdIIqLKU1RUBE9PT7Rr1w5paWlwcHAQnURUY3AAK7FvvvkG7u7u\ncHR0RGZmJurVqyc6iYhqgJL8QqgmE1BhhgoTSvIL+ab1PpSXl6Nfv34oKChAUlISXn/9dYs/J4fl\nRGTN4uLiMG3aNPTr1w9Lly79n69zjSQiqjxnz56FoiioW7cujEYjmjRpIjqJqEYRdztmsqjz589D\nURTY2NjAaDSiefPmopOIqIZwcHGCRqsFbG2g0Wrh4OIkOqnaU1UVo0aNQkZGBlauXIk+ffpUyfP+\nZlhuujssJyKyBnv27MHQoUPx1ltvYcuWLbCx+d+3NVwjiYgqx9WrV6HT6XDjxg0YDAa0adNGdBJR\njcMdsBL69ddf4ebmhosXL+LgwYNo37696CQiqkHsnTvBMTmKl2z+DXPnzkVMTAxmzJiBUaNGVdnz\n/mtYrsLEYTkRWY0vvvgCvr6+eO6555CSkoLatWv/7uO4RhKRNbHUkSulpaXw9vbGt99+C6PRiBde\neKHS/mwia8IBrGTKysrg6+uLf/7zn0hPT4ezs7PoJCKqgeydO3Hwep82bNiA2bNnY/DgwZg3b16V\nPjeH5URkbU6fPg03Nzc0adIEBoMBDRs2/MPHco0kImthqSNXKioqMGDAAOTm5iI+Ph5vv/12JdQS\nWScOYCViNpsxbNgw7Nu3D5s3b4ZOpxOdREQktYyMDIwcORKKomD9+vXQaDRV3sBhORFZi8uXL0NR\nFJSVlSEnJweOjo5/+T1cI4nIGljiHg6qqmL8+PFISkrCsmXL0K9fv0qqJbJOHMBK5N1338XWrVsx\nf/58DB48WHQOEZHUPvnkEwQEBODFF1/Ezp07odVqRScREUnr9u3bcHd3x9mzZ7Fv3z48++yzopOI\niKoNSxy5smTJEnz44YeYMGECJkyYUAmVRNaNA1hJfPjhh1i0aBFGjhyJd999V3QOEZHUvv32W+j1\nejg6OiIzMxP16tUTnUREJK3y8nL07dsXBQUF2LVrF1xcXEQnERFVK5V95EpcXBymTp2Kvn37YsmS\nJZVUSWTdOICVQFJSEsaNGwcvLy+sXLlSyCWwRETW4vz581AUBTY2NjAajWjevLnoJCIiaamqitGj\nRyMjIwOrV6+Gt7e36CQiomqpso5c2bt3L4YOHYq33noLH330EWxsbCqhjog4gK3hcnNzERwcjNde\new3x8fGwtbUVnUREJK0bN25Ar9fjwoULOHjwINq3by86iYhIanPnzsWGDRswY8YMjBo1SnQOEZHU\nCgsL4ePjg2effRYpKSmoXbu26CQiaXAAW4MVFRXB09MTbdu2RVpaGhwcHEQnERFJq6ysDH5+fjh6\n9CjS0tLg7OwsOomISGoxMTGYPXs2Bg0ahHnz5onOISKS2vfffw+dTofGjRvDYDCgYcOGopOIpMIB\nbA119uxZ6HQ61KlTB9nZ2XjkkUdEJxERSUtVVYSEhGDPnj3YtGkT3NzcRCcREUktIyMDI0eOhKIo\n2LBhA4/YIiKyoMuXL8PV1RVlZWXIyclBq1atRCcRSYcD2Bro2rVr0Ol0uH79OnJzc9GmTRvRSURE\nUps+fTri4uIwb948DBkyRHQOEZHUPvnkEwQEBMDJyQk7d+6EVqsVnUREJK3bt2/D3d0dZ8+exd69\ne/Hss8+KTiKSEgewNUxpaSm8vLzw7bffwmAwoHPnzqKTiIik9uGHH2LRokUYOXIkZsyYITqHiEhq\n3377LfR6PRwdHZGZmYl69eqJTiIiklZ5eTn69u2LgoICJCUl4fXXXxedRCQtDmBrELPZjAEDBiA3\nNxfbt29Hjx49RCcREUktKSkJ48aNg5eXF1auXMlLYImILOj8+fNQFAU2NjYwGo1o3ry56CQiImmp\nqorRo0cjIyMDq1evRp8+fUQnCVdaUISS/EI4uDjB3rmT6BySDAewNYSqqhg/fjySkpKwdOlSBAYG\nik4iIpJabm4ugoOD8dprryE+Ph62traik4iIpHXjxg3o9XpcuHABBw8eRPv27UUn3Re+WSeimmru\n3LnYsGED3n33XYwaNUp0jnClBUUo9gmHajJBo9XCMTmK6zpVKg5ga4ilS5ciOjoa4eHhmDBhgugc\nIiKpHTt2DF5eXnjiiSeQlpYGBwcH0UlERNIqKyuDn58fjh49ivT0dDg7O4tOui98s05ENVVMTAxm\nz56NQYMGYf78+aJzqoWS/EKoJhNQYYYKE0ryC7mmU6WyER1Af23r1q2YMmUKAgICsGzZMl4CS0Rk\nQWfPnoWiKHBwcIDRaMQjjzwiOomISFqqqiIkJAR79uzBhg0boNPpRCfdt9+8WTfdfbNORFTdZWRk\nYOTIkVAUBRs2bOB84R4HFydotFrA1gYarRYOLk6ik0gy3AFbze3duxdDhgxB9+7dERsbCxsbzsyJ\niCzl2rVr0Ol0uH79OnJzc9GmTRvRSUREUnv33XcRFxeHefPmYciQIaJz/pZ/vVlXYeKbdSKqET75\n5BMEBATAyckJO3fuhFarFZ1Ubdg7d4JjchSPlSGL4QC2GissLISPjw+effZZpKSkoHbt2qKTiIik\nVVpaCi8vL3z77bcwGAzo3Lmz6CQiIqmtXLkSH3zwAUaOHIkZM2aIzvnb+GadiGqSb7/9Fnq9Ho6O\njsjMzES9evVEJ1U79s6duJaTxXAAW019//33cHNzQ+PGjWEwGNCoUSPRSURE0jKbzRgwYAByc3Ox\nbds29OjRQ3QSEZHUdu3ahXfeeQdeXl5YuXJljb0Elm/WiagmOH/+PBRFgY2NDYxGI5o3by46icjq\ncABbDV2+fBmKoqC0tBT79+9Hq1atRCcREUlLVVWMHz8eSUlJWLp0KYKCgkQnERFJ7fDhw+jfvz9e\ne+01xMfHw9bWVnQSEZG0bty4Ab1ejwsXLuDgwYNo3779fX9vaUERd/kTVRIOYKuZ27dvw8PDA2fO\nnMG+ffvw3HPPiU4iIpLa0qVLER0djfDwcEyYMEF0DhGR1I4dOwZPT0888cQTSEtLg4ODg+gkIiJp\nlZWVwc/PD0ePHkV6ejqcnZ3v+3tLC4pQ7BMO1XT3nGvH5CgOYYkeAu/oVI2Ul5ejX79++OSTT7B9\n+3a8/vrropOIiKS2detWTJkyBQEBAVi2bFmNvQSWiKgm+Omnn6AoChwcHGA0GvHII4+ITiIikpaq\nqggJCcGePXuwYcMG6HS6v/X9JfmFUE0moMIM1WRCSX6hhUqJrAN3wFYTqqpi9OjRSE9Px8qVK+Hj\n4yM6iYhIanv37sWQIUPQvXt3xMbGwsaGn0kSEVnKtWvXoNPpcP36deTm5qJNmzaik4iIpPbuu+8i\nLi4O8+bNw5AhQ/729zu4OEGj1ULF3R2wDi5OFqgksh4cwFYT8+fPx4YNGzB9+nSMGTNGdA4RkdQK\nCwvh4+ODZ599FikpKahdu7boJIvjGV5EJEppaSm8vb3xzTffwGAwoHPnzqKTiIiktnLlSnzwwQcY\nOXIkZsyY8UB/hr1zJzgmR/H1I1El4QC2Gti4cSNmzZqFgQMHYsGCBaJziIik9v3338PNzQ2NGzeG\nwWBAo0aNRCdZHM/wIiJRzGYzBg4ciEOHDmHbtm3o0aOH6CQiIqnt2rUL77zzDry8vLBy5cqHOmLL\n3rkTXzMSVRJebylYZmYmRowYAVdXV8TExPD8QSIiC7p8+TIURUFpaSmMRiNatWolOqlK8AwvIhJB\nVVVMmDABO3fuxJIlSxAUFCQ6iYhIaocPH0b//v3x6quvYvv27bC1tRWdRET3cAesQJ9++ikCAgLQ\nuXNn7Ny5E1qtVnQSEZG0bt++DQ8PD5w5cwb79u3Dc889JzqpyvAMLyISYenSpVixYgXCw8MxceJE\n0TlERFI7duwYPD090bZtW6Snp6NOnTqik4joP3AAK8jJkyeh1+vRsmVLZGZmon79+qKTiIikVV5e\njsDAQHzyySdISkrC66+/LjqpSvEMLyKqatu2bcOUKVMQEBCAZcuW8SovIiIL+umnn6AoCuzt7WE0\nGvHII4+ITiKi/8IBrAAXLlyAoigAAKPRiBYtWgguIiKSl6qqGDNmDNLS0rBy5Ur4+PiIThKCZ3gR\nUVXZt28fhgwZgu7duyM2NhY2Njz1jIjIUq5duwY3Nzdcv34dubm5aNu2regkIvodHMBWsRs3bsDN\nzQ3nz59HTk4OnnrqKdFJRERSmz9/PtavX4/p06djzJgxonOIiKRWWFiIPn364Omnn0ZKSgpq164t\nOomISFp37tyBt7c3Tpw4AYPBgM6dO4tOIqI/wAFsFTKZTPD398fRo0exe/duvPzyy6KTiIiktnHj\nRsyaNQsDBw7EggULROcQEUnt+++/h5ubGxo3bgyj0YhGjRqJTiIikpbZbMbAgQNx6NAhbNu2DT16\n9BCdRER/ggPYKqKqKkJCQpCdnY2NGzdCr9eLTiIiklpmZiZGjBgBV1dXxMTE8PxBIiILunz5MhRF\nQWlpKfbt24dWrVqJTiIikpaqqpgwYQISExOxZMkSBAUFiU4ior/AAWwVmTFjBmJjYzF37lwMHTpU\ndA4RkdQ+/fRTBAQEoHPnzkhKSoJWqxWdREQkrdu3b8PDwwNnzpzB3r170bFjR9FJRERSW7ZsGVas\nWIHw8HBMnDhRdA4R3QcOYKvAypUrERERgeHDh2PmzJmic4iIpHby5Eno9Xq0bNkSmZmZqFevnuik\nh1JaUISS/EI4uDjxJlpEVO2Ul5cjMDAQn3zyCZKSkvDGG2+ITiIiktq2bdswefJkBAQEYNmyZbzK\ni6iG4ADWwpKTk/HOO+/A09MTq1at4uJIRGRBFy5cgKurKwDAaDSiRYsWgoseTmlBEYp9wqGaTNBo\ntXBMjuIQloiqDVVVMWbMGKSlpWHlypXw8fERnUREJLV9+/ZhyJAh6N69O2JjY2FjYyM6iYju00MN\nYDUazQ8AbgCoAFCuqmqXyoiSxeHDhxEUFIRXX30V8fHxqFWL824iejhcd//YjRs34ObmhgsXLiAn\nJwdPPfWU6KSHVpJfCNVkAirMUGFCSX4hB7BEVYhr7p+bP38+1q9fj+nTp2PMmDGic4iohuOa++e+\n/PJL+Pj44JlnnkFKSgpq164tOomI/obKmAi+parq5Ur4c6Ry7NgxeHp6om3btkhPT0edOnVEJxGR\nPLju/heTyQR/f38cPXoUu3fvxssvvyw6qVI4uDhBo9VCxd0dsA4uTqKTiKwR19zfsXHjRsyaNQsD\nBw7EggULROcQkTy45v6O77//HjqdDo0aNYLBYECjRo1EJxHR38QtmRbw008/QVEU2Nvbw2g04pFH\nHhGdREQkLVVVERISguzsbGzcuBF6vV50UqWxd+4Ex+QongFLRNVKZmYmRowYAVdXV8TExPCILSIi\nC7p8+TIURUFpaSn27duHVq1aiU4iogfwsANYFcA+jUZTAWCdqqrrK6GpRrt27Rrc3Nxw/fp15Obm\nom3btqKTiEguXHf/y4wZMxAbG4u5c+di6NChonMqnb1zJw5eicThmvtfPv30UwQEBKBz585ISkqC\nVqsVnURE8uCa+19u374NT09PnDlzBnv37kXHjh1FJxHRA3rYAezrqqr+rNFomgPYq9FoTqiqmvuf\nD9BoNMMBDAeAxx9//CGfrnq7c+cOvL29ceLECWRlZaFz586ik4hIPn+67lrTmgsAq1atQkREBIYP\nH46ZM2eKziEi+fC17n84efIk9Ho9WrZsiczMTNSrV090EhHJhWvufygvL0dgYCA+/vhj7Ny5E2+8\n8YboJCJ6CA91yzxVVX++9++LAFIA/M+he6qqrldVtYuqql2aNWv2ME9XrZnNZgw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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(2017,4,1)),:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[0].set_title('Feb-Mar')\n", "ii1=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,5,1))&(data.dtUTC>dt.datetime(2017,4,1))\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(2017,9,1))&(data.dtUTC>dt.datetime(2017,5,1))\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(2017,12,1))&(data.dtUTC>dt.datetime(2017,9,1))\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(2017,4,1)),:],'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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DS/VuyhpBENCkSZMCByPPnz/H9u3bMWzYMGzbtg1BQUE4cOAADh8+jF27dmHbtm3YunUr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\nQAh8gUAgEAjKAf8HHCxhUoJyDNkAAAAASUVORK5CYII=\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": [ "(0, 35)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3vEF79+4d12c/9dRT6ujo0AknnKDvfe97g8fvuecerVu3TuvWrVNLS0tVzgMAEG9h1tD3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\nAAAASUVORK5CYII=\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)')\n", "ax.set_xlim(0,35)\n", "ax.set_ylim(0,35)" ] }, { "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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ekiRJkqScsIiXJEmSJCknLOIlSZIkScoJi3hJkiRJknLCIl6SJEmSpJywiJck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\nspe9jIMOOijXcSX1ruetXxlhiMbMa+IX1LIp9MMNc4W6rlO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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2,figsize = (17,8))\n", "cols=('crimson','red','orangered','darkorange','gold','chartreuse','green','lightseagreen','cyan','darkturquoise','royalblue',\n", " 'lightskyblue','blue','darkblue','mediumslateblue','blueviolet','darkmagenta','fuchsia','deeppink','pink')\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[0].set_xlim(-20,20)\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: 65\n", " bias: -12.707437172302836\n", " RMSE: 19.820199305354276\n", " WSS: 0.6402152223765163\n", "15 m<=z<22 m:\n", " N: 24\n", " bias: -6.8209352906545035\n", " RMSE: 12.703821503133883\n", " WSS: 0.7069811562531892\n", "z>=22 m:\n", " N: 185\n", " bias: -2.515602599272853\n", " RMSE: 6.639347166486058\n", " WSS: 0.8350030285221062\n", "all:\n", " N: 274\n", " bias: -5.3104830074484255\n", " RMSE: 11.708578436815374\n", " WSS: 0.82127744817519\n", "obs Si < 50:\n", " N: 108\n", " bias: -3.1306586592727257\n", " RMSE: 14.542890923662105\n", " WSS: 0.6654865470609095\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", "print('obs Si < 50:')\n", "et.printstats(data.loc[data.Si<50,:],'Si','mod_silicon')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 80)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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j6EUQdKB/yN1fMbN9gN+a2bPpD7q7m1nGafZmthBYCHDggQcGXEwRyUeQY9XF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\nAFvdfdVQ17i7k1wKl+GxZe7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ZagxdY5MiEhY6PlUEaKrLPBlOY5PBUw+ISOko0KVipMYm\nUy10jU0WlnpAREpLgS4VQ2OTwVIPiEhpKdClooRxvXRYurGL1QOSz+cRls9QZDQU6CJlLEzd2MXo\nAcnn8wjTZygyGjo+VaSMhe3gk+kTGjhn2kcDC8x8Po+wfYYi+VKgSx+daV1+tMlIf/l8HvoMpVJo\nHboA6pYsZxr/7U9j6FIJtA5d8qYZyuUrjBP5gpTP56HPUCqButwFULdkMWloQ0SCoBa6AMWboVzp\n3Z7FHtrQZy5SORTo0ifIbkmN0ScUc2hDn7lIZVGXu2RltN3E5bx0aGDdguwSL+bQRjl/5iJSeGqh\ny4gK0dIr133UB9bt4iNP56dP/SqwVm0xt58t189cRIKhQJcRFaKbuFz3UR9Yt7YtawPvEi/WjOty\n/cxFJBgKdBlRoVp65bh0aGDdmvedyV87X4pMq7YcP3MRCYY2lpGsRHm29MC6RbmuIhIO+Wwso0AX\nEREpM/kEuma5i4iIRIACXUREJAIU6CIiIhGgWe4iZebeDe20bVlL874zOfU9TaUujoiEhAJdpIzc\nu6Gd//PknQA8vu1vAAp1EcmKutxFykjblrXD3hYRGYoCXaSMNO87c9jbIiJDUZe7SBlJda9rDF1E\ncqVAFykzp76nSUEuIjlTl7uIiEgEKNBFREQiQIEuIiISAQp0EYmMdds7uGX9w6zb3lHqoogUnSbF\niUgkrNveweL2a/vOsm9pWqTjb6WiqIUuIpGwunM9PfFe4jg98V5Wd64vdZFEikqBLiKRMLt+GjVV\nY6jCqKkaw+z6aaUukkhRqctdRCJh+oQGWpoWsbpzPbPrp6m7XSqOAl1EImP6hAYFuVQsdbmLyKhp\ndrlI6amFLiKjotnlIuVBLXQRGRXNLhcpDwp0ERkVzS4XKQ/qcheRUdHscpHyoEAXkVHT7HKR0lOX\nu4iISAQo0EVERCJAgS4iIhIBJQl0M5tnZs+Z2XozW1KKMoiIiERJ0QPdzKqBfwdOBI4AzjazI4pd\nDhERkSgpRQv9aGC9u7/o7t3A/w+cVoJyiIiIREYpAn1/YGPa7U3J+0RERCRPZbsO3cwWAguTN3eb\n2bpSlidgewGvlboQAYpy/aJcN1D9wk71C69Dc31CKQL9FeCAtNtTkvf14+7LgGUAZrbS3RuLU7zi\nU/3CK8p1A9Uv7FS/8DKzlbk+pxRd7o8Dh5jZQWZWC3wGuLcE5RAREYmMorfQ3b3XzC4C/guoBm50\n96eKXQ4REZEoKckYurvfD9yfw1OWBVWWMqH6hVeU6waqX9ipfuGVc93M3YMoiIiIiBSRtn4VERGJ\ngLIO9ChuEWtmN5rZ1vRleGY20cx+a2bPJ/+dUMoy5svMDjCzR8zsaTN7yswuSd4flfqNM7PHzGxt\nsn5XJO+PRP0gsZOjma02s18nb0epbh1m9qSZrUnNII5Y/d5tZr8ws2fN7Bkza4pK/czs0OTvLfW/\nt8xscVTqB2BmX0n+XVlnZrcl/97kVL+yDfQIbxF7MzBvwH1LgFZ3PwRoTd4Oo17ga+5+BHAMcGHy\ndxaV+u0Gjnf3mcAsYJ6ZHUN06gdwCfBM2u0o1Q3gOHeflbbUKUr1+wnwoLsfBswk8XuMRP3c/bnk\n720WMAfYCfySiNTPzPYHLgYa3X06iQnjnyHX+rl7Wf4PaAL+K+32ZcBlpS5XgerWAKxLu/0cMDn5\n82TguVKXsUD1vAc4IYr1A/YEngA+EJX6kdgTohU4Hvh18r5I1C1Z/g5grwH3RaJ+wLuAl0jOi4pa\n/QbU6WPAH6NUP97eQXUiicnqv07WM6f6lW0LncraInaSu29O/rwFmFTKwhSCmTUAs4G/EKH6Jbuk\n1wBbgd+6e5Tq1wJ8A4in3ReVugE48LCZrUruRAnRqd9BwDbgpuSQyQ1mVkd06pfuM8BtyZ8jUT93\nfwW4CngZ2Ay86e4PkWP9yjnQK5InvoqFeumBmb0DuAtY7O5vpT8W9vq5e8wT3X5TgKPNbPqAx0NZ\nPzP7BLDV3VcNdU1Y65bmQ8nf3YkkhoM+nP5gyOs3BjgKuNbdZwNdDOieDXn9AEhuRnYqcOfAx8Jc\nv+TY+GkkvpjtB9SZ2efTr8mmfuUc6FltERsRr5rZZIDkv1tLXJ68mVkNiTC/1d3vTt4dmfqluPsb\nwCMk5kNEoX4fBE41sw4SJyAeb2Y/Jxp1A/paQbj7VhLjr0cTnfptAjYle4wAfkEi4KNSv5QTgSfc\n/dXk7ajU76PAS+6+zd17gLuBfyLH+pVzoFfSFrH3AguSPy8gMfYcOmZmwH8Az7j7j9Ieikr99jaz\ndyd/3oPE/IBniUD93P0yd5/i7g0k/r/2O3f/PBGoG4CZ1ZnZ+NTPJMYn1xGR+rn7FmCjmaUO9JgL\nPE1E6pfmbN7ubofo1O9l4Bgz2zP5d3QuiUmNOdWvrDeWMbOTSIzrpbaI/UGJizRqZnYb0EzilKBX\ngY0uOokAAAIrSURBVG8DvwLuAA4ENgBnufvrpSpjvszsQ8CjwJO8PQ77TRLj6FGo3/uA5ST+e6wC\n7nD375pZPRGoX4qZNQNfd/dPRKVuZjaVRKscEt3T/+nuP4hK/QDMbBZwA1ALvAh8geR/p0SjfnUk\ngm+qu7+ZvC9Kv78rgE+TWC20GrgAeAc51K+sA11ERESyU85d7iIiIpIlBbqIiEgEKNBFREQiQIEu\nIiISAQp0ERGRCFCgi1QwM5tiZvckT3N6wcx+Yma1ZnaumV1T6vKJSPYU6CIVKrmBxd3ArzxxmtN7\nSax7Df1+DyKVSIEuUrmOB3a5+02Q2Kce+ApwHonT5A4ws7Zk6/3b0Lfj2m8scSb8OjP7dMlKLyL9\njCl1AUSkZI4E+h3G4u5vmdnLJP42HA1MJ3H29ONm9hvgPcDf3f1kADN7V3GLLCJDUQtdRIbyW3fv\ndPd/kOia/xCJbX1PMLP/bWbHprbgFJHSU6CLVK6ngTnpd5jZO0nsG93L4KMa3d3/RuIUryeB75vZ\nvxajoCIyMgW6SOVqBfY0s/kAZlYN/H/AzSS62U8ws4nJk+VOB/5oZvsBO93958D/IRHuIlIGFOgi\nFcoTJzOdAfwvM3se+Buwi8QJeQCPkTjb/q/AXe6+EpgBPGZma0icFPj9ohdcRDLSaWsiIiIRoBa6\niIhIBCjQRUREIkCBLiIiEgEKdBERkQhQoIuIiESAAl1ERCQCFOgiIiIRoEAXERGJgP8H8++TXUCA\n/tMAAAAASUVORK5CYII=\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(0,80)\n", "ax.set_ylim(0,80)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Silicate, z<15\n", "Feb-Mar:\n", " N: 12\n", " bias: -7.424685745239259\n", " RMSE: 7.4451981814857495\n", " WSS: 0.10962531770795336\n", "April:\n", " N: 11\n", " bias: 8.029087267788977\n", " RMSE: 10.935235604716244\n", " WSS: 0.5459844975452466\n", "May-Jun:\n", " N: 19\n", " bias: -7.894512257826957\n", " RMSE: 10.24369279514843\n", " WSS: 0.8225258864508787\n", "Sep-Oct:\n", " N: 23\n", " bias: -29.35701801320781\n", " RMSE: 30.61709033021411\n", " WSS: 0.3337175264153165\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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hwzz5QgQiIgXJW2+9RWJiIrVq1WLu3LkUKaKHiyIiofLLL78QHR3N7t27Wb16Nddff73r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\n//3vrpNERAqcExs/4/hbH1Lib3+leK1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/PxGRLTl37hy0Wi2qVasGnU6HmjVrik4iIlIs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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(2017,4,1)),:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[0].set_title('Feb-Mar')\n", "ii1=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,5,1))&(data.dtUTC>dt.datetime(2017,4,1))\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(2017,9,1))&(data.dtUTC>dt.datetime(2017,5,1))\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(2017,12,1))&(data.dtUTC>dt.datetime(2017,9,1))\n", "ps=et.varvarPlot(ax[3],data.loc[ii3,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[3].set_title('Sep-Oct')\n", "\n", "ii4=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,4,1))&(data.dtUTC>dt.datetime(2017,2,1))\n", "ps=et.varvarPlot(ax[0],data.loc[ii4,:],obsvar,modvar,cols=('darkturquoise','navy'))\n", "ii5=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,5,1))&(data.dtUTC>dt.datetime(2017,4,1))\n", "ps=et.varvarPlot(ax[1],data.loc[ii5,:],obsvar,modvar,cols=('darkturquoise','navy'))\n", "\n", "\n", "print('Silicate, z<15')\n", "print('Feb-Mar:')\n", "et.printstats(data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],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": [ "(0, 80)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Cf8eesJa1dOk1Wrx43Zju/UOH9jImjTFCC3R3/72kjgL375W0Kqz3BTB51Ri3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\nLIsYuRwAAAAASUVORK5CYII=\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)')\n", "ax.set_xlim(0,80)\n", "ax.set_ylim(0,80)" ] }, { "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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tlGTQNGMRkRhKS+sDG6z3ApaOjo2Bxz0R13m9jZpqLCIiMkKiizyFC9+aB6C3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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": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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MonthLatLonZSi
142.049.027667-123.437833297.566.85
152.049.027667-123.437833311.867.82
312.049.163167-123.551000347.166.29
322.049.163167-123.551000367.268.34
432.049.250833-123.749000390.972.03
884.049.030000-123.437000314.067.87
1074.049.164167-123.549833298.065.52
1084.049.164167-123.549833347.169.04
1094.049.164167-123.549833368.571.44
1294.049.318333-123.799000297.566.13
1304.049.318333-123.799000336.667.33
1576.049.250833-123.751500198.270.85
1586.049.250833-123.751500388.971.47
1626.049.054667-123.3731671.466.25
1976.049.029667-123.436333247.869.83
1986.049.029667-123.436333298.167.66
1996.049.029667-123.436333313.069.44
2156.049.163333-123.550333297.969.22
2166.049.163333-123.550333347.183.94
2176.049.163333-123.550333370.583.76
2426.049.318167-123.799333297.869.70
2436.049.318167-123.799333334.580.44
\n", "
" ], "text/plain": [ " Month Lat Lon Z Si\n", "14 2.0 49.027667 -123.437833 297.5 66.85\n", "15 2.0 49.027667 -123.437833 311.8 67.82\n", "31 2.0 49.163167 -123.551000 347.1 66.29\n", "32 2.0 49.163167 -123.551000 367.2 68.34\n", "43 2.0 49.250833 -123.749000 390.9 72.03\n", "88 4.0 49.030000 -123.437000 314.0 67.87\n", "107 4.0 49.164167 -123.549833 298.0 65.52\n", "108 4.0 49.164167 -123.549833 347.1 69.04\n", "109 4.0 49.164167 -123.549833 368.5 71.44\n", "129 4.0 49.318333 -123.799000 297.5 66.13\n", "130 4.0 49.318333 -123.799000 336.6 67.33\n", "157 6.0 49.250833 -123.751500 198.2 70.85\n", "158 6.0 49.250833 -123.751500 388.9 71.47\n", "162 6.0 49.054667 -123.373167 1.4 66.25\n", "197 6.0 49.029667 -123.436333 247.8 69.83\n", "198 6.0 49.029667 -123.436333 298.1 67.66\n", "199 6.0 49.029667 -123.436333 313.0 69.44\n", "215 6.0 49.163333 -123.550333 297.9 69.22\n", "216 6.0 49.163333 -123.550333 347.1 83.94\n", "217 6.0 49.163333 -123.550333 370.5 83.76\n", "242 6.0 49.318167 -123.799333 297.8 69.70\n", "243 6.0 49.318167 -123.799333 334.5 80.44" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.loc[data.Si>65,['Month','Lat','Lon','Z','Si']]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Chlorophyll" ] }, { "cell_type": "code", "execution_count": 17, "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": 18, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "log10[Chl+0.01]\n", "z<15 m:\n", " N: 94\n", " bias: -0.04497990725614304\n", " RMSE: 0.45026047340536035\n", " WSS: 0.6253052858931223\n", "z>=15 m:\n", " N: 25\n", " bias: 0.24624135631199395\n", " RMSE: 0.5900435826932964\n", " WSS: 0.3692663005960831\n", "all:\n", " N: 119\n", " bias: 0.01620103046825533\n", " RMSE: 0.48299510379578237\n", " WSS: 0.6772831626907425\n", "\n", "\n", "Chl\n", "z<15 m:\n", " N: 94\n", " bias: -2.088345563727173\n", " RMSE: 5.905776871146265\n", " WSS: 0.5497301187047098\n", "z>=15 m:\n", " N: 25\n", " bias: 0.24996662272363912\n", " RMSE: 1.6987049534532326\n", " WSS: 0.17686745650405478\n", "all:\n", " N: 119\n", " bias: -1.5971035077501115\n", " RMSE: 5.3063231707009235\n", " WSS: 0.5799711724865728\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": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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nHkQrIgXRX3/9RfPmzfnvf//L119/TceOHZ0OyeWpYBIRccDQoUOZOnUqgwcP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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": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "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 }