{ "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/NewLOGnSiT/'\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: -4.658099049760745\n", " RMSE: 7.301153878313988\n", " WSS: 0.8322404229688961\n", "15 m<=z<22 m:\n", " N: 24\n", " bias: -2.079095117648439\n", " RMSE: 4.2030771342146025\n", " WSS: 0.8557713210029002\n", "z>=22 m:\n", " N: 185\n", " bias: -0.7976157735876122\n", " RMSE: 2.504846211104536\n", " WSS: 0.7817654861793656\n", "all:\n", " N: 274\n", " bias: -1.825670215955185\n", " RMSE: 4.292950759275568\n", " WSS: 0.93170477535439\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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AJ+7XsiOx1np7e5daWnZo6dLPpH09v8pm0/qxks6RdIKZbYj9myXpBjN70cxe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\nvqSdkuSca5VUmrVSAQAKTu2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apEUv/kq3/2Vlj8d/v/npnJUhlWb5TDWHp9oFQJ9/auIf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\nrkJggg==\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: 12\n", " bias: -4.34305398305257\n", " RMSE: 4.479121696183946\n", " WSS: 0.17867070978243305\n", "April:\n", " N: 11\n", " bias: -1.421136500618676\n", " RMSE: 4.320964160399609\n", " WSS: 0.7773527791743526\n", "May-Jun:\n", " N: 19\n", " bias: -2.926686386215059\n", " RMSE: 4.788131774949763\n", " WSS: 0.6289946186634714\n", "Sep-Oct:\n", " N: 23\n", " bias: -7.800880330127217\n", " RMSE: 10.597823375808428\n", " WSS: 0.5618033483313826\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Q42oAKyKFXp8+fZgzZw6DBw/WjQhERELsrbfeonnz5tSpU4c5c+ZQooTeLoqIhMpPP/1E\nTEwMu3fvZtWqVVx55ZWuk0REPO2FF17gtddeo0+fPnTr1q3Ajqt31CJSqL388ssMGzaMrl270qdP\nH9c5IiKe9q9//Yu4uDiqVavG4sWLKV26tOskERHPysrKIikpiffee4/U1FRuueUW10kiIp42ZcoU\nnnjiCZKTk3nhhRcK9NgawIpIofXGG2/Qq1cvGjduzIgRI3QJrIhICO3evZv69esTERFBIBCgUqVK\nrpNERDzLWkvHjh3JyMjg9ddfJy4uznWSiIinZWRk0K5dO+69914mTZpEWFhYgR5fA1gRKZRWr15N\nq1atuP3225k+fTrh4eGuk0REPOvw4cNER0dz4MAB1q5dy2WXXeY6SUTE055++mkmT55M//79ad++\nvescERFP27x5M02aNOG6665j3rx5lCxZssAbNIAVkULnww8/JCEhgSuuuIKFCxcSGRnpOklExLNO\nnDhBw4YN+fjjj0lPT+fGG290nSQi4mnjxo1j4MCBtG/fnv79+7vOERHxtB07dhAbG0ulSpVIT0+n\nbNmyTjo0gBWRQuXrr7/G7/dTtmxZMjIyKF++vOskERHPysnJoU2bNqxatYpp06Zx7733uk4SEfG0\n1NRUunTpQmxsLK+++qq22BIRCaHvv/+e+vXrc/LkSQKBABdddJGzFg1gRaTQOHDgAD6fj6NHj7J+\n/XqqVavmOklExNP69OnD7NmzGTx4MC1btnSdIyLiaRs3bqR58+bUqVOHOXPmUKKEfhwXEQmVn376\niZiYGHbv3s2qVau48sornfZoxReRQuHYsWPEx8ezY8cOli1bxrXXXus6SUTE015++WWGDRtG165d\n6dOnj+scERFP+/TTT4mLi6NatWosWbKE0qVLu04SEfGsrKwskpKSeO+990hNTeWWW25xnaQBrIi4\nd/LkSZKTk3nrrbd44403uOOOO1wniYh42htvvEGvXr1o1KgRI0aM0CWwIiIhtHv3bnw+HyVLlmTp\n0qWcf/75rpNERDzLWkvHjh3JyMjg9ddfJy4uznUSoAGsiDhmraVbt24sWLCAkSNH0qRJE9dJIiKe\ntnr1alq1asXtt9/OjBkzCA8Pd50kIuJZhw4dwu/3c+DAAdauXcull17qOklExNOefvppJk+eTP/+\n/Wnfvr3rnP/QAFZEnBo8eDCvvvoqjz76KN26dXOdIyLiaR9++CEJCQlcfvnlLFy4kMjISNdJIiKe\ndfz4cRITE/nkk09IS0vjxhtvdJ0kIuJpY8eOZeDAgbRr147+/fu7zvkVDWBFxJmpU6fSr18/kpOT\nGTx4sOscERFP+/rrr/H7/ZQtW5ZAIED58uVdJ4mIeFZOTg4PPPAAq1atYtq0adx3332uk0REPC01\nNZWHHnqImJgYXnvttUK3xZYGsCLiRCAQ4MEHH+Qf//gHkyZNIiwszHWSiIhnHThwAJ/Px9GjR1m/\nfj3VqlVznSQi4ml9+vRh9uzZDB48mJYtW7rOERHxtLfeeovmzZtTu3Zt3njjDUqUKHzjzsJXJCKe\n9+6779K4cWOuvfZa5s2bR8mSJV0niYh41rFjx4iPj2fHjh0sXbqUa6+91nWSiIinvfzyywwbNoyu\nXbvSp08f1zkiIp72r3/9i7i4OKpVq8aSJUsoXbq066RT0gBWRArUjh07iImJoVKlSqSnp3Puuee6\nThIR8ayTJ0+SnJzMW2+9xZw5c7jzzjtdJ4mIeNqcOXPo1asXjRo1YsSIEYXuElgRES/ZvXs3Pp+P\niIgIAoEAlSpVcp30uzSAFZEC8/333+Pz+cjOziYQCFC5cmXXSSIinmWtpVu3bixYsICXX36ZpKQk\n10kiIp62evVqWrduze23386MGTMIDw93nSQi4lmHDh0iOjqaH374gTVr1nDZZZe5TvqfNIAVkQJx\n9OhRYmNj+fbbb1m5ciVXXnml6yQREU8bPHgwr776Ko888gg9evRwnSMi4mkffvghCQkJXH755Sxc\nuJDIyEjXSSIinnXixAkSExP5+OOPSUtL46abbnKddFoawIpIyGVlZZGUlMSWLVtYsGABdevWdZ0k\nIuJpU6dOpV+/fiQnJ/Piiy+6zhER8bSvv/4av99P2bJlCQQClC9f3nWSiIhn5eTk0KZNG1atWsW0\nadO47777XCedEQ1gRSSkrLV06tSJ9PR0xo0bR3x8vOskERFPCwQCPPjgg9xzzz1MmjSJsLAw10ki\nIp514MABfD4fR48eZf369VSrVs11koiIpz322GPMnj2bF154gZYtW7rOOWMawIpISD3zzDNMmjSJ\np59+mg4dOrjOERHxtC1bttC4cWOuvfZa5s+fT8mSJV0niYh41rFjx4iPj2fHjh0sXbqUa6+91nWS\niIinjRgxgqFDh9K1a1cee+wx1zl/iAawIhIy48aNY8CAATz44IM888wzrnNERDxtx44dREdHU6lS\nJdLT0zn33HNdJ4mIeNbJkydJTk7mrbfeYs6cOdx5552uk0REPO2NN96gZ8+eNGrUiBEjRmCMcZ30\nh2gAKyIhsWjRIrp06UJ0dDRjx44tcoujiEhRsm/fPnw+H9nZ2QQCASpXruw6SUTEs6y1dOvWjQUL\nFjBixAiSkpJcJ4mIeNrq1atp1aoVt99+OzNmzCA8PNx10h+mAayI5Lu3336bZs2aUbt2bVJSUihR\nQkuNiEioHD16lJiYGL799ltWrlzJlVde6TpJRMTTBg8ezKuvvsqjjz5K9+7dXeeIiHjahx9+SEJC\nApdffjkLFy4kMjLSddKfoqmIiOSr7du3ExsbS9WqVVmyZAmlS5d2nSQi4lnZ2dkkJSWxZcsWFixY\nQN26dV0niYh42tSpU+nXrx/JyckMHjzYdY6IiKd9/fXX+P1+ypYtSyAQoHz58q6T/jQNYEUk33z3\n3Xf4fD5KlCjB0qVLqVSpkuskERHPstbSqVMn0tPTGTduHPHx8a6TREQ8benSpbRr14577rmHSZMm\nERYW5jpJRMSzDhw4gM/n4+jRo6xfv55q1aq5TjorGsCKSL44fPgw0dHR7Nu3j7Vr13LZZZe5ThIR\n8bRnnnmGiRMn8tRTT9GhQwfXOSIinrZlyxYaNWrE1Vdfzfz58ylZsqTrJBERzzp27Bjx8fHs2LGD\npUuXcu2117pOOmsawIrIWTtx4gSJiYls27aNJUuWcNNNN7lOEhHxtHHjxjFgwAAefPBBnn32Wdc5\nIiKetmPHDqKjozn//PPJyMjg3HPPdZ0kIuJZJ0+eJDk5mbfeeos5c+Zw5513uk7KFxrAishZycnJ\noW3btqxcuZKpU6dSv35910kiIp62aNEiunTpQnR0NGPHjsUY4zpJRMSz9u3bh8/nIzs7m6VLl1K5\ncmXXSSIinmWtpVu3bixYsIARI0aQlJTkOinfaAArImelb9++zJw5k+eff55WrVq5zhER8bS3336b\nZs2aUbt2bVJSUihRQm/lRERC5ejRo8TExPDNN9+watUqrrzyStdJIiKeNnjwYF599VUeeeQRunfv\n7jonX+ldu4j8aSNHjuSll17ioYceom/fvq5zREQ8bfv27cTGxlK1alWWLFlC6dKlXSeJiHhWdnY2\nSUlJbNmyhQULFlC3bl3XSSIinjZ16lT69evH/fffz4svvug6J99pACsif0pKSgo9e/YkMTGRkSNH\n6hJYEZEQ+u6776hfvz4lSpRg6dKlVKpUyXWSiIhnWWvp2LEj6enpjB07lvj4eNdJIiKeFggEaNeu\nHffccw+TJ08mLCzMdVK+0wBWRP6wNWvW0LJlS+rVq8eMGTMIDw93nSQi4lmHDx8mOjqa/fv3s3bt\nWi677DLXSSIinvbMM88wadIknnrqKTp27Og6R0TE07Zs2ULjxo25+uqrmT9/PiVLlnSdFBKnHSkb\nY6oZY1YbYz4xxnxsjOke/PwzxphvjTHvB/9Ehz5XRFz76KOPSEhIoEaNGixcuJCoqCjXSZ6iNVdE\n8jpx4gSJiYls27aNuXPnctNNN7lO8hytuyKS17hx4xgwYABt27bl2WefdZ3jOVpzRSSvHTt2EB0d\nzfnnn096ejrnnnuu66SQOZMzYLOB3tba94wxZYEtxpjlwcdettYODV2eiBQmX3/9NT6fj9KlSxMI\nBKhQoYLrJC/SmisiAOTk5NC2bVtWrlzJlClT8Pl8rpO8SuuuiACwaNEiunTpQnR0NGPHjtUWW6Gh\nNVdEANi3bx8+n4/s7GwCgQBVqlRxnRRSpx3AWmu/A74LfnzEGPMpUDXUYSJSuPz444/4/X5++ukn\n1q9fz8UXX+w6yZO05orIL/r27cvMmTN5/vnnad26tescz9K6KyIAb7/9Ns2aNeOmm24iJSWFiIgI\n10mepDVXRACOHj1KbGws33zzDStXruRvf/ub66SQ+0O72hpjqgM3AJuCn3rYGPOhMWaSMab873xN\nB2PMu8aYd/ft23dWsSLiRmZmJvHx8Xz++eekpqZy3XXXuU4qFrTmihRfI0eO5KWXXqJLly707dvX\ndU6xoXVXpHjavn07sbGxVK1albS0NEqXLu06qVjQmitSPGVnZ5OUlMS7777L7NmzufXWW10nFYgz\nHsAaY8oA84Ae1trDwGvAZUAtcn+DNexUX2etfd1aW9taW1t37BUpek6ePElycjIbNmxg2rRp3HXX\nXa6TigWtuSLFV0pKCj179qRhw4aMGjVKl8AWEK27IsXTd999R/369SlRogSBQAD9e1wwtOaKFE/W\nWjp27Eh6ejqvvvoqCQkJrpMKzBkNYI0xEeQujjOttfMBrLV7rbUnrbU5wHjg5tBliogL1lq6d+/O\n/PnzGT58OE2bNnWdVCxozRUpvtauXUvLli259dZbmTlzJuHh4a6TigWtuyLF0+HDh4mOjmb//v2k\npaVRo0YN10nFgtZckeLrmWeeYdKkSTz55JN07NjRdU6BOu0A1uSedjER+NRaOzzP5yvneVpDYFv+\n54mIS0OGDOGVV16hd+/e9OzZ03VOsaA1V6T4+uijj2jQoAE1atRg0aJFREVFuU4qFrTuihRPJ06c\nIDExkW3btjF37lxq167tOqlY0JorUny9/vrrDBgwgLZt2zJgwADXOQXutDfhAuoBLYGPjDHvBz/X\nD2hujKkFWOAroHiNrkU8bvr06fTt25fmzZszZMgQ1znFidZckWJo165d+P1+SpcuTSAQoEKFCq6T\nihOtuyLFTE5ODm3btmXlypVMmTIFn8/nOqk40ZorUgwtWrSIzp07Ex0dzdixY4vlFlunHcBaazcA\np/onk57/OSJSGCxbtoy2bdty9913M3nyZMLC/tD9+uQsaM0VKX5+/PFHfD4fR44cYf369Vx88cWu\nk4oVrbsixU/fvn2ZOXMmzz//PK1bt3adU6xozRUpft5++22aNWvGTTfdREpKChEREa6TnDiTM2BF\npBh57733aNSoEVdffTULFiygVKlSrpNERDwrMzOTBg0a8PnnnxMIBLjuuutcJ4mIeNrIkSN56aWX\n6NKlC3379nWdIyLiadu3bycuLo6qVauyZMkSSpcu7TrJGQ1gReQ/vvjiC/x+PxUrViQ9PZ1zzz3X\ndZKIiGedPHmSFi1asH79eubMmcNdd93lOklExNNSUlLo2bMnDRs2ZNSoUcXyElgRkYLy3Xff4fP5\nCA8PJxAIcMEFF7hOckoDWBEBYN++ffh8PrKzswkEAlSpUsV1koiIZ1lr6dGjB/PmzWP48OE0bdrU\ndZKIiKetXbuWli1bcuuttzJz5kzCw8NdJ4mIeNbhw4eJjo5m3759rFmzhho1arhOck4DWBHh6NGj\nxMbGsmvXLlauXMnf/vY310kiIp42ZMgQxowZQ+/evenZs6frHBERT/voo49o0KABNWrUYNGiRURF\nRblOEhHxrBMnTtCoUSO2bdvG4sWLqV27tuukQkEDWJFiLjs7m2bNmvHuu+8yf/58br31VtdJIiKe\nNn36dPr27Uvz5s0ZMmSI6xwREU/btWsXfr+f0qVLEwgEqFChguskERHPysnJoW3btqxYsYIpU6bg\n8/lcJxUaGsCKFGPWWjp37sySJUt47bXXaNCgQciOlbl5G8c2biWq3g1E1rkmZMcRESnMli1bRtu2\nbbnrrrv4V2CnAAAgAElEQVSYPHkyYWFhrpNERDzrxx9/xOfzceTIEdavX8/FF1/sOklExNMef/xx\nZs6cyaBBg2jdurXrnEJFA1iRYuzZZ59lwoQJPPnkk3Tq1Clkx8ncvI3diT2wWVmYiAiqzB+hIayI\nFDvvvfcejRo14qqrrmLBggWUKlXKdZKIiGdlZmbSoEEDPv/8cwKBANddd53rJBERTxs1ahRDhgyh\nS5cuPP74465zCh2ddiFSTI0fP55nn32WBx54gAEDBoT0WMc2bsVmZcHJHGxWFsc2bg3p8URECpsv\nvvgCv99PhQoVyMjIoFy5cq6TREQ86+TJk7Ro0YL169czbdo07rrrLtdJIiKe9uabb9KjRw8aNmzI\nqFGjMMa4Tip0dAasSDG0ePFiOnXqhN/vZ9y4cfm+OP52u4GoejdgIiKw5J4BG1Xvhnw9nohIYbZv\n3z58Ph9ZWVmsWbOGKlWquE4SEfEsay09evRg3rx5DB8+nKZNm7pOEhHxtLVr19KiRQtuvfVWZs6c\nSXh4uOukQkkDWJFi5p133qFp06bcdNNNvPnmm0REROTr6//edgNV5o/QHrAiUuwcPXqU2NhYdu3a\nxYoVK6hZs6brJBERTxsyZAhjxoyhd+/e9OzZ03WOiIinffTRRzRo0IAaNWqwaNEioqKiXCcVWhrA\nihQj27dvJzY2lipVqrBkyRJKly6d78f41XYD5G43EFnnmv/8EREpLrKzs2nWrBnvvvsu8+bNo169\neq6TREQ8bfr06fTt25dmzZoxZMgQ1zkiIp62a9cu/H4/pUuXJhAIUKFCBddJhZoGsCLFxJ49e/D5\nfISFhbF06VIuuOCCkBxH2w2IiOReAtu5c2eWLFnCa6+9RkJCguskERFPW7ZsGW3btuWuu+5iypQp\nhIXpdiciIqHy448/4vP5OHLkCOvXr+fiiy92nVToaQArUgwcPnyY6Oho9u3bx5o1a6hRo0bIjqXt\nBkRE4Nlnn2XChAk8+eSTdOrUyXWOiIinvffeezRq1IirrrqKBQsWUKpUKddJIiKelZmZSYMGDfj3\nv//N0qVLue6661wnFQkawIp43IkTJ2jUqBEffvghixcvpnbt2iE/prYbEJHibPz48Tz77LM88MAD\nDBgwwHWOiIinffHFF/j9fipUqEBGRgblypVznSQi4lknT56kRYsWrF+/ntmzZ3PXXXe5TioyNIAV\n8bCcnBwefPBBVqxYweTJk/H7/a6TREQ8bfHixXTq1Am/38+4ceMwxrhOEhHxrH379uHz+cjKymLN\nmjVUqVLFdZKIiGdZa+nRowfz5s1j+PDhNGvWzHVSkaIBrIiH9evXjxkzZjBw4EDatGnjOkdExNPe\neecdmjZtyo033khKSgoRERGuk0REPOvo0aPExsaya9cuVqxYQc2aNV0niYh42pAhQxgzZgy9evWi\nZ8+ernOKHA1gRTxq9OjRvPjii3Tu3Jl+/fq5zhER8bTPPvuM2NhYqlSpQlpaGmXKlHGdJCLiWdnZ\n2TRr1ox3332XefPmUa9ePddJIiKeNn36dPr27UuzZs146aWXXOcUSbo1pIgHzZ07l+7du5OQkMDo\n0aPz/RLYzM3b+HHEdDI3b8vX1xURKYr27NlD/fr1CQsLY+nSpVxwwQWuk0REPMtaS+fOnVmyZAlj\nxowhISHBdZKIiKctW7aMtm3bctdddzFlyhTCwjRK/DN0BqyIx6xbt44WLVpQt25dZs2aRXh4eL6+\nfubmbexO7IHNysJERFBl/gjdcEtEiq0jR44QHR3Nvn37WLNmDTVq1HCdJCLiaQMGDGDChAk88cQT\ndO7c2XWOiIinvffeezRq1IirrrqKBQsWUKpUKddJRZbG1iIesm3bNuLj47n00ktZvHgxUVFR+X6M\nYxu3YrOy4GQONiuLYxu35vsxRESKghMnTtCoUSM+/PBD3nzzTWrXru06SUTE08aPH88zzzxDmzZt\neO6551zniIh42hdffEF0dDQVKlQgIyODcuXKuU4q0nQGrIhH7Nq1C7/fzznnnEMgEKBChQohOU5Y\nhXJgDISFYSIiiKp3Q0iOIyJSmFlrefDBB1m+fDmTJ0/G7/e7ThIR8bQlS5bQqVMn/H4/r7/+er5v\nsSUiIv9n//79+Hw+Tpw4werVq6lSpYrrpCJPA1gRDzh48CB+v5/Dhw+zbt06LrnkkpAcJ3PzNn54\nYhTk5EBYGBUHddP2AyJSLD3++OPMmDGDgQMH0qZNG9c5IiKe9s4775CUlMSNN95ISkoKERERrpNE\nRDzr6NGjxMbGsmvXLlasWEHNmjVdJ3mCBrAiRVxmZiYNGjTgs88+IxAIcP3114fsWP/ZfiDHgrHk\nHDgUsmOJiBRWo0eP5sUXX6Rz587069fPdY6IiKd99tlnxMbGUqVKFdLS0ihTpozrJBERz8rOzqZZ\ns2Zs3ryZefPmUa9ePddJnqEBrEgRlpOTQ8uWLVm3bh2zZ8/m7rvvDunxourdgImIwJKl7QdEpFia\nN28e3bt3JyEhgdGjR+sSWBGRENqzZw8+n4+wsDCWLl3KBRdc4DpJRMSzrLV06dKFJUuW8Oqrr5KQ\nkOA6yVM0gBUpoqy19OzZk7lz5zJs2DCaNWsW8mNG1rmGKvNHcGzjVqLq3aDtB0SkWFm/fj3JycnU\nrVuXWbNmER4e7jpJRMSzjhw5QkxMDN9//z1r1qyhRo0arpNERDxtwIABjB8/nieeeILOnTu7zvEc\nDWBFiqihQ4cyatQoevbsSa9evQrsuJF1rvlDg9fMzds0sBWRIu/jjz8mPj6eSy+9lEWLFhEVFeU6\nSUTEs06cOEHjxo354IMPWLx4MbVr13adJCLiaRMmTOCZZ56hdevWPPfcc65zPEkDWJEiaMaMGfTp\n04emTZsydOhQ1zm/K3PzNnYn9sBm5W5ZUHFQN3IOHNIwVkSKlG+++Qafz0dUVBSBQICKFSu6ThIR\n8SxrLe3atWPZsmVMnjwZv9/vOklExNOWLFlCp06d8Pl8jB8/XltshYgGsCJFzPLly3nggQe46667\nmDp1KmFhYa6Tftd/btp1MgdrT7D/seFgLSYigirzR2gIKyKF3sGDB/H7/Rw+fJh169ZxySWXuE4S\nEfG0xx9/nOnTpzNw4EDatGnjOkdExNM2bdpEUlISN9xwA2+++SYRERGukzyr8E5uROS/bN26lcTE\nRGrWrMmCBQsoVaqU66T/6ZebdhEeBmFhkJOTO4zNyuLYxq2u80RE/qfMzEwSEhLYvn07CxYs4Prr\nr3edJCLiaaNHj+bFF1+kc+fO9OvXz3WOiIinffbZZ8TExFClShXS0tIoU6aM6yRP0xmwIkXEl19+\nSXR0NBUqVCAjI4Ny5cq5TjqtvDftCqtQjh+eGPWf7Qii6t3gOk9E5Hfl5OTQqlUr1q5dy6xZs7j7\n7rtdJ4mIeNrcuXPp3r07CQkJjB49WpfAioiE0J49e/D5fISFhREIBLjgggtcJ3meBrAiRcD+/fvx\n+XwcP36cVatWUbVqVddJZyzvTbtK1bxMN+QSkULPWkvPnj158803GTp0KM2bN3edJCLiaevWraNF\nixbUrVuXWbNmER4e7jpJRMSzjhw5QkxMDHv37mXNmjVcfvnlrpOKBQ1gRQq5n3/+mbi4OL7++muW\nL19OzZo1XSf9T5mbt/1nyAr8auCadxgrIlJYDR06lFGjRtGzZ0969+7tOkdExNO2bdtGfHw8l156\nKYsWLSIqKsp1koiIZ504cYLGjRvzwQcfsHjxYurUqeM6qdjQAFakEMvOzqZZs2Zs2rSJefPmcdtt\nt7lO+p8yN29jd2KP3G0GwsOxACdP6qZbIlJkzJgxgz59+tC0aVOGDh3qOkdExNN27dqF3+/nnHPO\nIRAIULFiRddJIiKeZa2lXbt2LFu2jEmTJuH3+10nFSu6CZdIIWWtpUuXLixevJgxY8bQsGFD10mn\ndWzjVmxWVvBGW9mQlZ378fHj7HtyFJmbt7lOFBH5XcuXL+eBBx7gzjvvZOrUqYSF6W2SiEioHDx4\nEL/fz6FDh8jIyOCSSy5xnSQi4mn9+vVj+vTpPPfcczzwwAOuc4od/WQhUkg999xzjB8/nn79+tGl\nSxfXOWckqt4NmIgICA/DRJSA8OASY+HEe5/ybUI3DWFFpFDaunUriYmJ1KxZk9TUVEqVKuU6SUTE\nszIzM2nQoAGfffYZqampXH/99a6TREQ8bcyYMQwePJhOnTrxxBNPuM4pljSAFSmEJk6cSP/+/Wnd\nujUDBw50nXPGIutcQ5X5I6jQtx1VUkdRNjn210/IyubYxq1u4kREfseXX35JdHQ05cuXJyMjg3Ll\nyrlOEhHxrJycHFq2bMm6deuYOnUqd999t+skERFPmzt3Lt26daNBgwaMGTMGY4zrpGJJe8CKFDJp\naWl07NiR+vXrM378+CK3OP72Rls/zU7HnsjK/UtEif/cnEtEpDDYv38/Pp+P48ePs3LlSqpWreo6\nSUTEs6y19OzZk7lz5zJ06FCaN2/uOklExNPWrVtHixYtqFu3LrNnzyY8PNx1UrGlAaxIIbJp0yaa\nNGlCrVq1mDt3LhEREa6Tzljm5m0c27iVqHo3/GcAG1nnGqqkjuLIGwEscG5Tn27EJSKFxs8//0xc\nXBw7d+5kxYoVXHXVVa6TREQ8bejQoYwaNYoePXrQq1cv1zkiIp728ccf06BBAy699FIWLVpEVFSU\n66RiTQNYkULis88+IzY2lsqVK5OWlkaZMmVcJ53SqQatmZu3sTuxBzYrCxMRQZX5I341hNXQVUQK\nm+zsbJo1a8amTZuYO3cut912m+skERFPmzFjBn369CEpKYlhw4YVuau8RESKkm+++Qafz0dUVBSB\nQICKFSu6Tir2NIAVKQT27NmDz+cDIBAIcOGFFzouOrXfG7Qe27gVm5UFJ3OwZHFs41YNXUWk0LLW\n0qVLFxYvXsyYMWNITEx0nSQi4mnLly/ngQce4M4772TatGmEhelWJCIioXLw4EH8fj+HDh1i3bp1\nXHLJJa6TBN2ES8S5I0eOEBMTw969e0lLS+OKK65wnfS7fjVozcr6zw21ourdgImIgPAwTESE9nkV\nkULtueeeY/z48Tz++OM89NBDrnNERDxt69atJCYmUrNmTVJTUylVqpTrJBERz8rMzKRBgwZs376d\n1NRUatWq5TpJgnQGrIhDJ06coHHjxnzwwQcsWrSIm2++2XXS//TLoNWS9atBa2Sda6gyf8R/bU0g\nIlLYTJgwgf79+9O6dWsGDRrkOkdExNO+/PJL/H4/5cuXJyMjg3LlyrlOEhHxrJycHFq2bMm6deuY\nNWsWd999t+skyeO0A1hjTDVgGnAhYIHXrbUjjTEVgDeA6sBXQJK19sfQpYp4i7WWdu3asWzZMiZN\nmkR0dLTrpNP6X4NW7fWaP7TmioTOkiVL6NSpE/Xr12f8+PHaf1AArbsiobJ//358Ph8nTpxg1apV\nVK1a1XWSFAJac0VCw1pLz549mTt3LkOHDqV58+auk+Q3zmQLgmygt7X2KuAW4CFjzFVAX2CltfYK\nYGXw7yJyhvr168f06dN57rnneOCBB1znnLHIOtdQvkdLDVtDR2uuSAhs2rSJpKQkatWqxdy5c4mI\niHCdJIWH1l2RfPbzzz8TFxfHzp07WbRoEVdddZXrJCk8tOaKhMDQoUMZNWoUPXv2pHfv3q5z5BRO\nO4C11n5nrX0v+PER4FOgKtAAmBp82lQgIVSRIl4zZswYBg8eTMeOHXniiSdc50ghojVXvCRz8zZ+\nHDGdzM3bnHb8+9//JjY2lsqVK5OWlkaZMmWc9kjhonVXJH9lZ2fTrFkzNm3axKxZs7jttttcJ0kh\nojVXJP/NnDmTPn360LRpU4YOHeo6R37HH9oD1hhTHbgB2ARcaK39LvjQHnIvITjV13QAOgBcfPHF\nf7ZTxDPmzZtHt27daNCgAa+88oougZXfpTVXirLMzdvYndgDm5W7Z3SV+SOcnDm/Z88e6tevD0Ag\nEODCC0/5r44IoHVX5GxZa+nSpQuLFy9mzJgxJCYmuk6SQkxrrsjZW758OW3atOHOO+9k6tSphIWd\nyYXu4sIZ/zdjjCkDzAN6WGsP533MWmvJ3b/lv1hrX7fW1rbW1q5UqdJZxYoUdevXryc5OZlbbrmF\nWbNmER4e7jpJCimtuVLUHdu4FZuVBSdzsFlZHNu4tcAbjhw5QkxMDHv37iUtLY0rrriiwBuk6NC6\nK3L2nnvuOcaPH8/jjz/OQw895DpHCjGtuSJnb+vWrSQmJlKzZk1SU1MpVaqU6yT5H85oAGuMiSB3\ncZxprZ0f/PReY0zl4OOVge9DkyjiDR9//DHx8fFUr16dxYsXc84557hOkkJKa654QVS9GzARERAe\nhomIIKreDQV6/BMnTtC4cWM++OAD3nzzTW6++eYCPb4ULVp3Rc7exIkT6d+/P61atWLQoEGuc6QQ\n05orcva+/PJLoqOjKV++PBkZGZQrV851kpzGaQewJvf66InAp9ba4XkeWgS0Dn7cGliY/3ki3vDN\nN9/g8/mIjIwkEAhQsWJF10lSSGnNFa+IrHMNVeaPoELfdgW+/YC1lnbt2rFs2TJef/11oqOjC+zY\nUvRo3RU5e2lpaXTs2JH69eszYcIEbbElv0trrsjZ279/Pz6fj+PHjxMIBKhatarrJDkDZ7IHbD2g\nJfCRMeb94Of6AYOBFGPMg8BOICk0iSJF28GDB/H7/Rw6dIh169ZRvXp110lSuGnNFc+IrHONk31f\n+/Xrx/Tp0xkwYABt27Yt8ONLkaN1V+QsbNq0iSZNmlCrVi3mzp1LRESE6yQp3LTmipyFn3/+mbi4\nOHbu3MmKFSu46qqrXCfJGTrtANZauwH4vV9h3pO/OSLecvz4cRISEti+fTsZGRnUqlXLdZIUclpz\nRc7OmDFjGDx4MB07duTJJ590nSNFgNZdkT/vs88+IzY2lsqVK5OWlkaZMmVcJ0khpzVX5M/Lzs6m\nWbNmbNq0iblz53Lbbbe5TpI/4EzOgBWRPyEnJ4dWrVqxdu1aZs6cyT336P2EiEgozZs3j27duhEf\nH8+YMWN0CayISAjt3bsXn88HQCAQ4MILT3nTehERyQfWWrp06cLixYsZM2YMiYmJrpPkD9IAViQE\nrLX06tWLlJQUXnrpJe6//37XSSIinrZ+/XqSk5O55ZZbmD17NiVK6C2OiEioHDlyhOjoaPbu3cvq\n1au54oorXCeJiHjawIEDGT9+PI8//jgPPfSQ6xz5E/TTiUgIDBs2jJEjR9K9e3d69+7tOkdExNM+\n/vhj4uPjqV69OosXL+acc85xnSQi4llZWVk0adKEDz74gIULF3LzzTe7ThIR8bSJEyfy9NNP06pV\nKwYNGuQ6R/4kDWBF8tmsWbN49NFHadKkCcOHD9clsCIiIfTNN9/g8/mIjIwkEAhQsWJF10kiIp5l\nraVdu3YsXbqUiRMnEhMT4zpJRMTT0tLS6NixI/Xr12fChAmaLxRhGsCK5KOVK1fSpk0b7rjjDqZN\nm0ZYWJjrJBERzzp48CB+v59Dhw6xbt06qlev7jpJRMTTnnjiCaZNm8aAAQNo27at6xwREU/75z//\nSVJSErVq1WLu3LlERES4TpKzoAGsSD55//33adiwIVdeeSWpqalERka6ThIR8azjx4+TkJDA9u3b\nSU9Pp1atWq6TREQ87ZVXXuGFF16gQ4cOPPnkk65zREQ87d///jcxMTFcdNFFpKWlUaZMGddJcpY0\ngBXJB1999RV+v59y5cqRkZHBeeed5zpJRMSzcnJyaNWqFWvXrmXGjBn84x//cJ0kIuJp8+fP5+GH\nHyY+Pp5XXnlFl8CKiITQ3r17qV+/PgCBQIALL7wwZMfK3LyNYxu3ElXvBiLrXBOy44gGsCJn7Ycf\nfsDn85GZmcmGDRv4y1/+4jpJRMSzrLX06tWLlJQUhgwZQnJysuskERFPW79+Pffffz+33HILs2fP\npkQJ/QgpIhIqR44cITo6mr1797J69WquuOKKkB0rc/M2dif2wGZlYSIiqDJ/hIawIaQNKkXOws8/\n/0xcXBxfffUVixYt4uqrr3adJCLiacOGDWPkyJF0796dRx55xHWOiIinffLJJ8THx1O9enUWL17M\nOeec4zpJRMSzsrKyaNKkCR988AEpKSncfPPNIT3esY1bsVlZcDIHm5XFsY1bQ3q84k6/vhT5k7Kz\ns2nevDnvvPMOb775JrfffrvrJBERT5s1axaPPvooTZo0Yfjw4boEVkQkhL755ht8Ph+RkZEEAgEq\nVqzoOklExLOstbRr146lS5cyceJEYmJiQn7MqHo3YCIisOSeARtV74aQH7M40wBW5E+w1tK1a1cW\nLVrE6NGjadSokeskERFPW7lyJW3atOGOO+5g2rRphIXpIh4RkVA5ePAgfr+fgwcPsm7dOqpXr+46\nSUTE05544gmmTZvGgAEDaNu2bYEcM7LONVSZP0J7wBYQDWBF/oRBgwYxbtw4+vbtS9euXV3niIh4\n2vvvv0/Dhg258sorSU1NJTIy0nWSiIhnHT9+nISEBLZv3056ejq1atVynSQi4mmvvPIKL7zwAh06\ndODJJ58s0GNH1rlGg9cCogGsyB80adIknnrqKVq1asXzzz/vOkdExNO++uor/H4/5cqVIyMjg/PO\nO891koiIZ+Xk5NCqVSvWrl3LjBkz+Mc//uE6SUTE0+bPn8/DDz9MfHw8r7zyirbY8jANYEX+gPT0\ndDp06MB9993HhAkTtDiKiITQDz/8gM/nIzMzkw0bNvCXv/zFdZKIiGdZa+nVqxcpKSkMGTKE5ORk\n10kiIp62YcMG7r//fm655RZmz55NiRIa0XmZ/tsVOUP//Oc/adKkCddffz1z584lIiLCdZKIiGf9\n/PPPxMXF8dVXX7F8+XKuvvpq10kiIp42bNgwRo4cSffu3XnkkUdc54iIeNonn3xCfHw81atXZ/Hi\nxZxzzjmukyTENIAVOQOff/45MTExXHjhhaSlpVG2bFnXSSIinpWdnU3z5s155513SElJ4fbbb3ed\nJCLiabNmzeLRRx+lSZMmDB8+XFd5iYiE0LfffovP56NUqVJkZGRQsWJF10lSADSAFTmNvXv3Ur9+\nfQCWLl3KRRdd5LhIRMS7rLV07dqVRYsWMXr0aBo3buw6SUTE01auXEmbNm244447mDZtGmFhYa6T\nREQ86+DBg/j9fg4ePMi6deu49NJLXSdJAdEAVuR/+Omnn4iJiWHPnj2sWrWKK664wnWSiIinDRo0\niHHjxvHYY4/RtWtX1zkiIp72/vvv07BhQ6688kpSU1OJjIx0nSQi4lnHjx+nYcOG/Otf/yI9PZ1a\ntWq5TpICpAGsyO/IysqicePGvP/++yxcuJC///3vrpNERDxt0qRJPPXUU7Rs2ZIXXnjBdY6IiKd9\n9dVX+P1+ypUrR0ZGBuedd57rJBERz8rJyaFVq1asWbOGGTNm8I9//MN1khQwDWBFTsFaS/v27Vm6\ndCnjx48nJibGdZKIiKelp6fToUMH7rvvPiZOnKj9B0VEQuiHH37A5/ORmZnJhg0b+Mtf/uI6SUTE\ns6y19O7dm5SUFIYMGUJycrLrJHFAA1iRU3jqqaeYOnUqzz77LO3atXOdIyJSKGRu3saxjVuJqncD\nkXWuybfX3bx5M02aNOH6669n7ty5RERE5Ntri4jIrx07doy4uDi++uorli9fztVXX+06SUTE04YP\nH86IESPo3r07jzzyiOsccUQDWJHfeO211xg0aBDt27fnqaeecp0jIlIoZG7exu7EHtisLExEBFXm\nj8iXIeznn39OTEwMF154IWlpaZQtWzYfakVE5FSys7Np3rw577zzDikpKdx+++2uk0REPG3WrFk8\n8sgjNGnShOHDh+sqr2JMt7gUyWPBggU89NBDxMXF8eqrr2pxFBEJOrZxKzYrC07mYLOyOLZx61m/\n5t69e6lfvz7WWgKBABdddFE+lIqIyKlYa+natSsLFy5k5MiRNG7c2HWSiIinrVy5kjZt2nDHHXcw\nbdo0wsI0givOdAasSNDGjRu5//77ufnmm5kzZw4lSuhfDxGRX0TVuwETEYEl9wzYqHo3nNXr/fTT\nT8TGxvLdd9+xevVq/vrXv+ZTqYiInMqgQYMYN24cjz32GA8//LDrHBERT3v//fdp2LAhf/3rX0lN\nTSUyMtJ1kjimCZMI8OmnnxIXF8fFF1/MkiVLOOecc1wniYgUKpF1rqHK/BH5sgdsVlYWTZo0YevW\nraSmpvL3v/89H0tFROS3Jk+ezFNPPUWLFi14/vnnXeeIiHjazp078fv9lCtXjkAgwHnnnec6SQoB\nDWCl2Nu9ezc+n4+SJUsSCAQ4//zzXSeJiBRKkXWuOet9X621tG/fnkAgwPjx44mNjc2nOhEROZX0\n9HTat2/Pvffey8SJE3UJrIhICP3www/U///s3XlclOX+//H3gCCouG9prpktmkdLWrTScuEehn0T\nEFzBnURzzSV3csXIfUVQUWSTbQY3FOFnRUWe0CzTMgv3hVxABub+/VHnfE/nlBuMF1y8n4+HDw2H\nmZc+7GLuD/d93Q4OKCoqQk5ODp5++mnRSVRJcABL1VphYSG0Wi2uX7+OrKwstGvXTnQSEZHUZs2a\nhW3btmHOnDkICgoSnUNEJLXc3Fx4e3ujS5cuiI+Ph7W1tegkIiJpFRUVwdnZGT/99BP27duHTp06\niU6iSoQDWKq27t27B3d3d5w8eRLp6eno1q18+xkSEdH9rV27FgsXLkRwcDBmz54tOoeISGo//PAD\ndDodmjZtivT0dNjZ2YlOIiKSVmlpKfz8/PDpp58iNjYWb7/9tugkqmQ4gKVqyWQyYfDgwcjMzER0\ndDT69esnOomISGqJiYkYO3YsnJ2dsWbNGmg0GtFJRETSunTpEhwcHGAymZCRkYHmzZuLTiIikpaq\nqskarlAAACAASURBVBg3bhz27t2LiIgIeHl5iU6iSogDWKqWJk+ejN27d2Px4sUICAgQnUNEJLXs\n7Gz4+fnh1Vdfxa5du1CjBt9+EBGZy+3bt+Hk5IQLFy4gMzMTHTt2FJ1ERCS1hQsXYv369Zg6dSpC\nQkJE51AlxSMgqnZWrFiBFStWICQkBJMnTxadQ0QktZMnT8LFxQVt2rRBamoqatWqJTqJiEhaRqMR\n3t7e+Oqrr7B371689tpropOIiKS2detWzJo1C4GBgQgLCxOdQ5UYB7BUrezatQvvv/8+vLy8EB4e\nzktgiYjM6Ndff4WiKLC2tobBYEDjxo1FJxERSUtVVQQHB8NgMGDjxo1wcnISnUREJLX09HQEBwej\nf//+2LRpE+cLdF8cwFK1cejQIQwaNAhvv/02oqOjYWlpKTqJiEhahYWFcHR0xI0bN5CVlYV27dqJ\nTiIiktqsWbOwbds2zJkzB0FBQaJziIiklpubC29vb3Tp0gVxcXGwtrYWnUSVHAewVC0cP34cbm5u\n6NixI5KSkmBjYyM6iYhIWvfu3YObmxtOnjyJ9PR0dOvWTXQSEZHU1q5di4ULFyI4OBizZ88WnUNE\nJLUffvgBOp0OzZo1Q3p6Ouzs7EQnURXAASxJ79y5c9Bqtahbty70ej0aNGggOomISFomkwmDBw/G\n4cOHER0djX79+olOIiKSWmJiIsaOHQtnZ2esWbOGl8ASEZnR5cuX4eDgAFVVYTAY0Lx5c9FJVEVw\nAEtSu3btGhRFwd27d5GdnY1WrVqJTiIiktqkSZOwe/dufPTRRwgICBCdQ0QktZycHPj7++PVV1/F\nrl27UKMGD++IiMzl9u3b0Ol0uHDhAjIzM9GxY0fRSVSF8Cs0SauoqAguLi44e/Ys9u3bh86dO4tO\nIiKS2ooVKxAeHo6QkBBMmTJFdA4RkdS+/fZbODs7o3Xr1khNTUWtWrVEJxERSctoNMLb2xt5eXlI\nSkrCa6+9JjqJqhgOYElKZWVl8Pf3x7FjxxAbG4tevXqJTiIiklpMTAzef/99eHl5ITw8nJfAEhGZ\nUUFBARRFgbW1NQwGAxo3biw6iYhIWqqqIjg4GAaDARs3boSTk5PoJKqCOIAl6aiqipCQECQlJSEi\nIgJeXl6ik4iIpHbo0CEMHjwYb7/9NqKjo2FpaSk6iYhIWoWFhdBqtbh+/TqysrLQrl070UlERFKb\nNWsWtm3bhjlz5iAoKEh0DlVRHMCSdMLCwrB27VpMmTIFISEhonOIiKR2/PhxuLu7o2PHjkhKSoKN\njY3oJCIiad27dw/u7u44efIk0tPT0a1bN9FJRERSW7t2LRYuXIjg4GDMnj1bdA5VYRzAklQiIyMx\nY8YMBAQEICwsTHQOEZHUzp07B61WCzs7O+j1ejRo0EB0EhGRtEwmE4YMGYLMzExER0ejX79+opOI\niKSWlJSEcePGwdnZGWvWrOEWW1QuHMCSNPR6PYKCgtCvXz9s3rwZFhYWopOIiKR1/fp1KIqCu3fv\nIjs7G61atRKdREQktcmTJ2PXrl1YvHgxAgICROcQEUktJycHfn5+sLe3x65du1CjBsdnVD4PnFBp\nNJotGo3mskajyf+Pj83RaDS/ajSar//44WjeTKL7y83Nhbe3N7p06YL4+HhYW1uLTiJ6bFx3qbIr\nKiqCs7Mzzp49i71796Jz586ik4geG9dcqgpWrFiBFStWICQkBJMnTxadQ/TYuOZSVfDtt9/C2dkZ\nrVu3RmpqKmrVqiU6iSTwMKcIRgJQ/uLj4aqqdv3jR3rFZhE9vDNnzkCn06FJkyZIT0+HnZ2d6CSi\n8ooE112qpMrKyuDv749jx45h+/bt6NWrl+gkovKKBNdcqsR27dqF999/H15eXggPD+clsFTVRYJr\nLlViBQUFUBQF1tbWMBgMaNy4segkksQDB7CqqmYBuP4EWoge2eXLl+Hg4ACTyYSMjAw0b95cdBJR\nuXHdpcpKVVWEhIQgKSkJK1euhLe3t+gkonLjmkuV2aFDhzBo0CC8/fbbiI6OhqWlpegkonLhmkuV\nWWFhIbRaLa5fvw69Xo927dqJTiKJlGeTzBCNRvPPPy4h4F036Im7ffs2nJycUFBQgNTUVHTs2FF0\nEpG5cd0locLCwrB27VpMmTIF7733nugcInPjmktCHT9+HO7u7ujYsSOSkpJgY2MjOonInLjmklD3\n7t2Dh4cHTp48iYSEBHTr1k10EknmcQewawG0B9AVwAUAy//ugRqNZoRGo/lCo9F8ceXKlcd8OaI/\nMxqN8PHxwZdffondu3fj9ddfF51EZG4Pte5yzSVziYyMxIwZMzBw4ECEhYVV+PMX5+bjxspoFOfm\nP/jBRObH97ok1Llz56DVamFnZwe9Xo8GDTiPIqlxzSWhTCYThgwZgkOHDmHr1q3o16+f6CSS0GMN\nYFVVvaSqapmqqiYAGwG8ep/HblBVtbuqqt2bNGnyuJ1E/6aqKkaOHAm9Xo9169bB2dlZdBKR2T3s\nuss1l8xBr9cjKCgIffv2xZYtW2BhUZ4LaP5XcW4+CjxCcf2jTSjwCOUQloTje10S6fr161AUBXfv\n3oXBYECrVq1EJxGZFddcEm3KlCnYtWsXFi9ejICAANE5JKnHOoLSaDRP/cd/ugPgkRI9MbNnz8bW\nrVvx4YcfIjg4WHQO0RPBdZdEyc3Nhbe3N1566SXEx8fD2tq6wl+jKCcPqtEIlJmgGo0oysmr8Ncg\nehRcc0mUoqIiODs74+zZs9i7dy86d+4sOonI7Ljmkkjh4eFYvnw5QkJCMHnyZNE5JLEaD3qARqOJ\nAdAbQGONRvMLgA8B9NZoNF0BqAB+AjDSjI1E/7Zu3TosWLAAQUFB+PDDD0XnEJkF112qLM6cOQOd\nTocmTZpAr9ejbt26Znkd257doLGyggojNFZWsO3JPbfoyeGaS5VFWVkZ/P39cezYMezevRu9evUS\nnURU4bjmUmWya9cuTJw4EV5eXggPD4dGoxGdRBJ74ABWVVW/v/jwZjO0EN1XUlISxo4dCycnJ6xd\nu5aLI0mL6y5VBpcvX4aDgwNMJhMMBgOaN29utteyse+MFgkrUZSTB9ue3WBjzzO+6MnhmkuVgaqq\nCAkJQVJSEj7++GN4e3uLTiIyC665VFkcOnQIgwYNwttvv43o6GhYWlqKTiLJPXAAS1QZ5OTkwM/P\nD/b29ti1axdq1OA/XSIic7l9+zZ0Oh0KCgpw6NAhPPfcc2Z/TRv7zhy8ElG1FRYWhrVr12LKlCl4\n7733ROcQEUnt+PHjcHd3R8eOHZGUlAQbGxvRSVQNcIpFld63334LZ2dntGrVCikpKahdu7boJCIi\naRmNRvj4+OCrr75CUlISXn/9ddFJRERSi4yMxIwZMzBw4ECEhYWJziEiktq5c+eg1WphZ2cHvV6P\nBg0aiE6iaoIDWKrUCgoKoCgKrK2tYTAYwDtdEhGZj6qqGDlyJPR6PTZs2ABnZ2fRSUREUtPr9QgK\nCkLfvn2xZcsWWFg81j2SiYjoIVy/fh1arRZ3795FdnY2WrVqJTqJqhEOYKnSKiwshFarxfXr13Hk\nyBG0b99edBIRkdRmz56NrVu34sMPP0RwcLDoHCIiqeXm5sLb2xsvvfQS4uPjYW1tLTqJiEhaRUVF\ncHZ2xpkzZ7Bv3z507sytr+jJ4gCWKqV79+7Bw8MDJ0+eRFpaGl5++WXRSUREUlu/fj0WLFiAoKAg\nfPjhh6JziIikdubMGeh0OjRp0gTp6emoW7eu6CQiImmVlZXB398fx44dw+7du9GrVy/RSVQNcQBL\nlY7JZMKQIUNw6NAhbNu2Df379xedREQktaSkJIwZMwY6nQ5r166FRqMRnUREJK3Lly/DwcEBZWVl\nMBgMeOqpp0QnERFJS1VVhISEICkpCStXroS3t7foJKqmOIClSmfKlCnYtWsXwsLCMGjQINE5RERS\n+3//7//Bz88P3bt3x+7du1GjBt8aEBGZy+3bt6HT6VBQUICDBw/iueeeE51ERCS1sLAwrF27FpMn\nT8b48eNF51A1xqMsqlTCw8OxfPlyjBs3DlOnThWdQ0QktVOnTsHZ2RmtWrVCamoqateuLTqJiEha\nRqMRPj4++Oqrr5CYmIg33nhDdBIRkdQiIyMxY8YMDBw4EB999JHoHKrmOIClSmP37t2YOHEiPD09\nsXLlSl4CS0RkRgUFBXBwcICVlRUMBgOaNGkiOomISFqqqmLUqFHQ6/VYv349XFxcRCcREUnNYDAg\nKCgIffv2xZYtW2BhYSE6iao5DmCpUsjMzMSgQYPw1ltvYfv27bC0tBSdREQkrcLCQjg6OuL69es4\ncuQI2rdvLzqJiEhqH374IbZs2YLZs2djxIgRonOIiKT2xRdfwMvLCy+99BLi4+NhbW0tOomIA1gS\n75///Cfc3NzQoUMH7N27FzY2NqKTiIikVVJSAg8PD5w4cQJpaWl4+eWXRScREUlt/fr1mD9/PoYP\nH445c+aIziEiktqZM2eg0+nQpEkT6PV61K1bV3QSEQAOYEmwn3/+GVqtFnZ2djAYDGjQoIHoJCIi\naZlMJgwZMgSHDh1CVFQU+vfvLzqJiEhqe/fuxZgxY6DT6bBu3TpusUVEZEaXL1+Gg4MDysrKYDAY\n0Lx5c9FJRP/GASwJc/36dSiKgjt37uDo0aNo1aqV6CQiIqlNnToVMTExCAsLQ2BgoOgcIiKpHTt2\nDL6+vujevTt2796NGjV46EVEZC537tyBk5MTCgoKcOjQITz33HOik4j+hO8CSIiioiK4urrizJkz\nyMjIwEsvvSQ6iYhIaitXrsSyZcswbtw4TJ06VXQOEZHUTp06BScnJ7Rq1QqpqamoXbu26CQiImkZ\njUb4+Pjgyy+/RGJiIl5//XXRSUT/g7eBoyeurKwMAQEByMnJQXR0NHr37i06iYhIarGxsZgwYQIm\n9HXGnPb2uPfFCdFJRETSunDhAhRFgZWVFQwGA5o0aSI6iYhIWqqqYtSoUUhPT8e6devg4uIiOono\nL3EAS0+UqqoYP348EhISsGLFCvj4+IhOIiKSWmZmJgIDAzH4lTcx7tRd3Fy8GQUeoSjOzRedRkQk\nnd9++w1arRbXrl1DWloa2rdvLzqJiEhqH374IbZs2YLZs2cjODhYdA7R3+IAlp6oxYsXY/Xq1Zg0\naRJCQ0NF5xARSe2bb76Bm5sbOnTogEWegVCNRqDMBNVoRFFOnug8IiKplJSUwMPDAydOnEB8fDxe\neeUV0UlERFJbv3495s+fj6CgIMyZM0d0DtF9cQBLT0xUVBSmT58Of39/LF68WHQOEZHUfv75ZyiK\nAjs7OxgMBjTs2wMaKyvA0gIaKyvY9uwmOpGISBomkwlDhw7FwYMHsWXLFvTv3190EhGR1Pbu3Ysx\nY8ZAp9Nh7dq10Gg0opOI7os34aInIiMjA8OHD0efPn2wdetWWFhw9k9EZC7Xr1+Hoii4ffs2srOz\n0apVK6BVK7RIWIminDzY9uwGG/vOojOJiKQxdepU7Ny5E2FhYQgMDBSdQ0QktWPHjsHX1xfdu3fH\n7t27UaMGR1tU+fFfKZndl19+CU9PT3Tq1AkJCQmwtrYWnUREJK2ioiK4urrizJkzyMjIwEsvvfTv\n37Ox78zBKxFRBVu5ciWWLVuGsWPHYurUqaJziIikdurUKTg5OaFVq1ZITU1F7dq1RScRPRQOYMms\nzp49C0dHRzRu3Bh6vR5169YVnUREJK2ysjIEBAQgOzsbu3fvRu/evZ94Q3FuPs+yJaJqIzY2FhMn\nToSHhwc+/vhjXgJLRGRGFy5cgKIoqFGjBgwGA5o0aSI6ieihcQBLZnPlyhU4ODigtLQUBoMBTz31\nlOgkIiJpqaqK8ePHIyEhAeHh4fDx8XniDcW5+SjwCIVqNEJjZYUWCSs5hCUiaWVmZiIwMBA9e/bE\n9u3bYWlpKTqJiEhav/32G7RaLa5du4bDhw+jffv2opOIHgk34iSzuHPnDpycnPDLL78gJSUFzz//\nvOgkIiKpLV68GKtXr8akSZMQGhoqpKEoJw+q0QiUmaAajSjKyRPSQURkbt988w3c3NzQoUMHJCcn\nw9bWVnQSEZG0SkpK4OHhgRMnTiA+Ph6vvPKK6CSiR8YzYKnClZaWYsCAAfjiiy+QkJCAHj16iE4i\nIpJaVFQUpk+fDn9/fyxevFhYh23PbtBYWUHF72fA2vbsJqyFiMhcfv75ZyiKAjs7O+j1ejRo0EB0\nEhGRtEwmE4YOHYqDBw9i27Zt6N+/v+gkosfCASxVKFVVMWrUKKSlpWHdunVwdXUVnUREJLWMjAwM\nHz4cffr0wdatW2FhIe7iFhv7zmiRsJJ7wBKRtG7cuAFFUXD79m1kZ2ejdevWopOIiKQ2bdo07Ny5\nE2FhYRg0aJDoHKLHxgEsVag5c+Zg8+bNmDlzJkaOHCk6h4hIal9++SU8PT3RqVMnJCQkwNra+m8f\n+6RujmVj35mDVyKSUlFREVxcXHDmzBkYDAa89NJLopOIiKT28ccfY+nSpRg7diymTp0qOoeoXDiA\npQqzfv16zJs3D8OGDcO8efNE5xARSe3s2bNwdHRE48aNkZ6ejrp16/7tY3lzLCKi8ikrK0NAQACy\ns7Oxe/duvPPOO6KTiIikFhsbiwkTJsDDwwMff/wxNBqN6CSicuFNuKhCJCcnY8yYMXB0dMS6deu4\nOBIRmdGVK1fg4OCA0tJSGAwGtGjR4r6P582xiIgen6qqGD9+PBISEhAeHg4fHx/RSUREUjt8+DAC\nAwPRs2dPbN++HZaWlqKTiMqNZ8BSuR07dgy+vr545ZVXEBsbCysrK9FJRETSunPnDpycnPDLL7/g\n4MGDeP755x/4Obw5FhHR41u8eDFWr16NSZMmITQ0VHQOEZHUvvnmG7i5uaFDhw5ITk6Gra2t6CSi\nCsEBLJXLd999BycnJ7Rs2RJpaWmoXbu26CQiImmVlpZiwIAB+OKLL5CQkIAePXo81Ofx5lhERI8n\nKioK06dPh7+/PxYvXiw6h4hIaj///DMURUGdOnWg1+vRoEED0UlEFYYDWHpsFy5cgIODA2rUqAGD\nwYAmTZqITiIikpaqqhg1ahTS0tKwbt06uLq6PtLn8+ZYRESPJiMjA8OHD0efPn2wdetWWFhw9zYi\nInO5fv06tFotbt++jezsbLRu3Vp0ElGF4gCWHstvv/0GR0dHXL16FYcPH8YzzzwjOomISGpz587F\n5s2bMWvWLIwcOVJ0DhGR1L788kt4enqiU6dOSEhIgLW1tegkIiJpFRcXw9XVFT/88AMyMjLw0ksv\niU4iqnAcwNIjKykpgYeHB/Lz85GSkoLu3buLTiIiktqGDRswd+5cDBs2DHPnzhWdQ0QktbNnz8LR\n0RGNGzeGXq9H3bp1RScREUmrrKwMAwcORHZ2Nnbv3o3evXuLTiIyCw5g6ZGYTCYMGzYMBw8eRGRk\nJBRFEZ1ERCS1lJQUjB49Go6Ojli3bh00Go3oJCIiaV25cgWKoqC0tBQGgwFPPfWU6CQiImmpqorx\n48cjISEB4eHh8PHxEZ1EZDYcwNIjmTZtGnbs2IFFixZh8ODBonOIiKT26aefYsCAAXjllVcQGxsL\nKysr0UlERNK6c+cOnJyccP78eRw8eBDPP/+86CQiIqktXrwYq1evxqRJkxAaGio6RzrFufm8CW8l\nwgEsPbSIiAgsXboUY8aMwbRp00TnEBFJ7bvvvoOTkxNatmyJtLQ01K5dW3QSEZG0SktL4evriy++\n+AKJiYno0aOH6CQiIqlFR0dj+vTp8Pf3x+LFi0XnSKc4Nx8FHqFQjUZorKzQImElh7CC8Vae9FBi\nY2MRGhoKd3d3RERE8BJYIiIzunDhAhRFgaWlJQwGA5o0aSI6iYhIWqqqYtSoUUhNTcWaNWvg4uIi\nOomISGoZGRkYNmwY3n33XWzZsgUWFhxNVbSinDyoRiNQZoJqNKIoJ090UrXHM2DpgY4cOYLAwED0\n6NEDO3bsgKWlpegkIiJp/fbbb3B0dMSVK1dw+PBhPPPMM6KTiIikNnfuXGzevBmzZs3CyJEjRecQ\nEd1XVb+s/Msvv4Snpyc6deqExMRE1KxZU3SSlGx7doPGygoqfj8D1rZnN9FJ1R4HsHRf33zzDVxd\nXfHMM88gOTkZtra2opOIiKRVUlICT09P5OfnIyUlBd27dxedREQktQ0bNmDu3LkYNmwY5s6dKzqH\niOi+qvpl5WfPnoWjoyMaN26M9PR01K1bV3SStGzsO6NFwsoqPayXDQew9LfOnz8PrVaL2rVrw2Aw\noGHDhqKTiIikZTKZMGzYMBw4cACRkZFQFEV0EhGR1FJSUjB69Gg4Ojpi3bp13GKLiCq9P11Wjt8v\nK68qg7UrV65AURSUlpbCYDCgRYsWopOkZ2Pfucr8+6gOOIClv3Tjxg0oioJbt27h6NGjaN26tegk\nIiKpTZ8+HTt27MDChQsxePBg0TlERFL79NNPMWDAALzyyiuIjY2FlZWV6CQiogeqqpeV37lzB05O\nTjh//jwOHjyI559/XnQS0RPHASz9j+LiYri6uuL06dPIyMhAly5dRCcREUktIiICS5YswZgxYzB9\n+nTROUREUvvuu+/g5OSEli1bIjU1FbVr1xadRET0UKriZeWlpaUYMGAAvvjiCyQkJKBHjx6ik4iE\neOCt5jQazRaNRnNZo9Hk/8fHGmo0mv0ajeb0Hz83MG8mPSllZWUICAjA0aNHERUVhXfeeUd0ElG1\nw3W3eomNjUVoaCjc3d0RERHBS2CJnjCuudXLhQsXoCgKLC0tYTAY0LRpU9FJRNUK19zys7HvjAah\ngVVi+KqqKkaNGoW0tDSsWbMGrq6uopOIhHngABZAJID/3ohuGoCDqqo+C+DgH/9NVZyqqggNDUV8\nfDxWrFgBX19f0UlE1VUkuO5WC0eOHEFgYCB69OiBHTt2wNLSUnQSUXUUCa651cJvv/0GR0dHXLly\nBWlpaXjmmWdEJxFVR5HgmlttzJ07F5s3b8bMmTMxcuRI0TlEQj1wAKuqahaA6//1YVcA2/749TYA\nbhXcRQIsWbIEq1atwsSJEzFhwgTROUTVFtfd6uGbb76Bq6sr2rdvj+TkZNja2opOqjaKc/NxY2U0\ninPzH/xgkh7X3OqhpKQEnp6e+OabbxAXF4fu3buLTiKqlrjmVh8bNmzA3LlzMXToUMybN090DpFw\nj7sHbDNVVS/88euLAJpVUA8Jsn37dkybNg2+vr5YunSp6Bwi+l9cdyVy/vx5aLVa1K5dGwaDAQ0b\nNvzbxxbn5lepfb4qu+LcfBR4hEI1/n7zihYJK/n3Sn+Fa65ETCYThg8fjgMHDmDr1q1QlP8++Y6I\nBOOaK5mUlBSMHj0aWq0W69ev5xZbRKiAm3CpqqpqNBr1735fo9GMADACAFq3bl3elyMz2LdvH4YO\nHYp33nkHkZGRsLB4mJ0piEiU+627XHMrvxs3bkBRFNy6dQtZWVlo06bN3z6Ww8KKV5STB9VoBMpM\nUGFEUU4e/07pvvhet+qbPn06tm/fjgULFmDIkCGic4joPrjmVn2ffvopBgwYgJdffhmxsbGwsrIS\nnURUKTzupO2SRqN5CgD++Pny3z1QVdUNqqp2V1W1e5MmTR7z5chcvvrqK3h6euLFF19EYmIiatas\nKTqJiP7aQ627XHMrt+LiYri6uuL06dNITEzEP/7xj/s+/k/DQuPvw0IqH9ue3aCxsgIsLaCxsoJt\nz26ik6hy4ntdSURERGDJkiUYM2YMPvjgA9E5RPTXuOZK4rvvvoOTkxNatmyJtLQ01KlTR3QSUaXx\nuAPYZACD//j1YAB7KyaHnqSzZ8/C0dERDRs2hF6vR7169UQnEdHf47pbxZWVlSEgIABHjx5FVFQU\n3n333Qd+DoeFFc/GvjNaJKxEw2lBPKOY7odrrgT27NmD0NBQuLm5ISIigpfAElVeXHMlcOHCBSiK\nAgsLCxgMBjRt2lR0ElUCvPfC/3ngFgQajSYGQG8AjTUazS8APgTwEYBYjUYzHMA5AD7mjKSKd/Xq\nVSiKgpKSEmRmZqJFixaik4joD1x35aOqKkJDQxEfH4/ly5fD19f3oT7vX8NC7gFbsWzsO/Pvkv6N\na66cjhw5goCAAPTo0QM7d+6EpaWl6CQiAtdcWf32229wdHTElStXcPjwYTzzzDOik6gS4HZqf/bA\nAayqqn5/81t9KriFnpA7d+7AyckJ58+fx4EDB/DCCy+ITiKi/8B1Vz5LlizBqlWrMHHiREycOPGR\nPpfDQiLz4porn/z8fLi6uqJ9+/ZITk6Gra2t6CQi+gPXXPmUlJTA09MT33zzDVJTU9G9e3fRSVRJ\n8N4Lf1bum3BR1VJaWgpfX1/k5uYiPj4ePXv2FJ1ERCS16OhoTJs2Db6+vli6dKnoHCIiqZ0/fx6K\noqB27dowGAxo2LCh6CQiImmZTCYMGzYMBw4cwNatW6EoiugkqkT+tZ2aCiO3UwMHsNWKqqoYPXo0\nUlNTsWbNGri5uYlOIiKS2r59+zBs2DC88847iIyMhIXF4269TkRED3Ljxg0oioJbt27h6NGjaNOm\njegkIiKpTZ8+HTt27MDChQsxZMgQ0TlUyXA7tT/jALYamTdvHjZt2oQZM2Zg9OjRonOIiKT21Vdf\nwdPTEy+++CISExNRs2ZN0UlERNIqLi6Gq6srTp8+DYPBgC5duohOIiKSWkREBJYsWYIxY8Zg+vTp\nonOokuJ2av+HA9hqYuPGjZgzZw6GDBmC+fPni84hIpLa2bNn4ejoiIYNG0Kv16NevXqik4iIpFVW\nVoaAgAAcPXoUMTExePfdd0UnERFJbc+ePQgNDYWbmxsiIiKg0WhEJxFVehzAVgOpqakYNWoUtFot\nNmzYwMWRiMiMrl69CkVRUFJSgszMTLRo0UJ0EhGRtFRVxYQJExAfH4/ly5fD19dXdBIRkdSyMd6R\nIwAAIABJREFUsrIQEBCAHj16YOfOnbC0tBSdRFQlcAAruU8//RQ+Pj54+eWXERsbCysrK9FJRETS\nunPnDpycnHD+/Hns378fL7zwgugkIiKpLVmyBJ988gkmTJiAiRMnis4hIpJafn4+XFxc0L59eyQn\nJ8PW1lZ0ElGVwQGsxL777js4OTmhRYsWSEtLQ506dUQnERFJq7S0FL6+vsjNzUVcXBzefPNN0UlE\nRFKLjo7GtGnT4Ovri2XLlonOISKS2vnz56EoCmrXrg2DwYCGDRuKTiKqUjiAldTFixehKAosLCxg\nMBjQtGlT0UlERNJSVRWjR49Gamoq1qxZA3d3d9FJRERS27dvH4YNG4Z33nkHkZGRsLCwEJ1ERCSt\nGzduQKvV4tatWzh69CjatGkjOomoyuEAVkK//fYbHB0dcfnyZRw+fBgdOnQQnUREJLV58+Zh06ZN\nmDFjBkaPHi06h4hIal999RU8PT3x4osvIjExETVr1hSdREQkreLiYri5ueH777+HwWBAly5dRCcR\nVUkcwEqmpKQEnp6e+Oc//4mUlBTY29uLTiIiktrGjRsxZ84cDBkyBPPnzxedQ0QktbNnz8LR0REN\nGzaEXq9HvXr1RCcREUmrrKwMgYGByMrKQkxMDN59913RSURVFgewEjGZTBg+fDgOHDiArVu3QqvV\nik4iIpJaamoqRo0aBUVRsGHDBmg0GtFJRETSunr1KhRFQUlJCTIzM9GiRQvRSURE0lJVFRMmTEBc\nXByWL18OX19f0UlEVRoHsBL54IMPsH37dixYsABDhgwRnUNEJLXPPvsMPj4+ePnll7Fnzx5YWVmJ\nTiIiktbdu3fh5OSE8+fP48CBA3jhhRdEJxERSW3p0qX45JNPMHHiREycOFF0DlGVxwGsJD755BMs\nXrwYo0aNwgcffCA6h4hIat9//z10Oh1atGiBtLQ01KlTR3QSEZG0SktLMWDAAOTm5iI+Ph49e/YU\nnUREJLXo6GhMnToVAwYMwNKlS0XnEEmBtwuVQFxcHMaPHw9XV1esWrWKl8ASEZnRxYsXoSgKLCws\nYDAY0LRpU9FJRETSUlUVY8aMQWpqKlatWgU3NzfRSUREUtu/fz+GDRuGd955B9u2bYOFBcdGVLGK\nc/NxY2U0inPzRac8UTwDtorLyspCQEAA3njjDcTExMDS0lJ0EhGRtG7dugWdTodLly7h8OHD6NCh\ng+gkIiKpzZs3Dxs3bsSMGTMwevRo0TlERFLLy8uDh4cHXnjhBSQmJqJmzZqik0gyxbn5KPAIhWo0\nQmNlhRYJK2Fj31l01hPBb2VUYfn5+XBxcUHbtm2RnJwMW1tb0UlERNIqKSmBl5cXjh8/jj179sDe\n3l50EhGR1DZt2oQ5c+Zg8ODBmD9/vugcIiKp/fjjj9BqtWjQoAH0ej3q1asnOokkVJSTB9VoBMpM\nUI1GFOXkiU56YngGbBV1/vx5aLVa1KpVCxkZGWjUqJHoJCIiaamqiqCgIOzbtw9btmyBo6Oj6CQi\nIqmlpqZi1KhRUBQFGzdu5BZbRERmdPXqVTg4OKCkpASZmZlo2bKl6CSSlG3PbtBYWUHF72fA2vbs\nJjrpieEAtgq6efMmtFotCgsLkZWVhTZt2ohOIiKS2vTp0xEdHY358+dj6NChonOIiKT22WefwcfH\nB926dcOePXtgZWUlOomISFp3796Fk5MTzp8/j/379+OFF14QnUQSs7HvjBYJK1GUkwfbnt2qzfYD\nAAewVU5xcTFcXV3x/fffQ6/Xo2vXrqKTiIik9sknn2Dx4sUYNWoUZsyYITqHiEhq33//PXQ6HVq0\naIG0tDTUqVNHdBIRkbRKS0sxYMAA5ObmIi4uDm+++aboJKoGbOw7V6vB679wAFuFmEwmBAYGIisr\nCzt37kSfPn1EJxERSS0uLg7jx4+Hq6srVq1axUtgiYjM6OLFi1AUBRYWFjAYDGjatKnopAcqzs2v\nlmfxEFHVp6oqxowZg9TUVKxZswbu7u6ik4ikxgFsFaGqKiZMmIC4uDgsW7YMfn5+opOIiKSWlZWF\ngIAAvPHGG4iJiYGlpeV9H8+DcCKix3fr1i3odDpcunQJhw8fRocOHUQnPVB1vpMzEVV98+bNw8aN\nG/HBBx9g9OjRonOIpMcBbBWxbNkyREREIDQ0FBMnThSdQ0QktRMnTsDV1RXt2rVDcnIybG1t7/t4\nHoQTET2+kpISeHl54fjx40hJSYG9vb3opIfypzs54/c7OXPtJ6KqYNOmTZgzZw4GDx6MBQsWiM4h\nqhYsRAfQg23fvh1TpkyBj48Pli9fzktgiYjM6Pz581AUBba2tjAYDGjUqNEDP+dPB+HG3w/CiYjo\nwVRVRVBQEPbt24eNGzdCq9WKTnpo/7qTMywtqt2dnImo6kpNTcWoUaOgKAo2btxYaecLxbn5uLEy\nGsW5+aJTiCoEz4Ct5Pbv34+hQ4eid+/eiIqKgoUFZ+ZEROZy8+ZNaLVaFBYWIisrC23atHmoz/vX\nQbgKIw/CiYgewQcffIDo6GjMnz8fQ4cOrfDnN+f2MNX5Ts5EVDV99tln8PHxQbdu3bBnzx5YWVmJ\nTvpLvLqMZMQBbCWWl5cHDw8PvPDCC0hMTETNmjVFJxERSau4uBiurq74/vvvodfr0bVr14f+XB6E\nExE9ulWrVuGjjz7CqFGjMGPGjAp//idxAF9d7+RMRJXPg77h9P3330On06FFixZIS0tDnTp1BFQ+\nHG7xQjLiALaS+vHHH+Ho6IgGDRpAr9ejfv36opOIiKRlMpkQGBiIrKws7NixA3369Hnk5+BBOBHR\nw4uPj8d7770HV1dXrFq1yiyXwPIAnoiqiwd9w+nixYtQFAUWFhYwGAxo2rSpwNoH49VlJCMOYCuh\nq1evQlEUFBcX4+DBg2jZsqXoJCIiaamqigkTJiAuLg7Lli2Dv7+/6CQiIqkdPXoUAwcOxBtvvIGY\nmBhYWlqa5XV4AE9E1cX9vuF069Yt6HQ6XLp0CYcPH0aHDh0E1z4Yry4jGXEAW8ncvXsXzs7OOHfu\nHA4cOIAXX3xRdBIRkdSWLVuGiIgIhIaGYuLEiaJziIikduLECbi4uKBdu3ZITk6Gra2t2V6LB/BE\nVF383TecSkpK4OXlhePHjyMlJQX29vaCSx8ery4j2XAAW4mUlpbC19cXn332GeLi4vDmm2+KTiIi\nktr27dsxZcoU+Pj4YPny5ZX2LrBERDL45ZdfoCgKbG1tYTAY0KhRI7O/Jg/giag6+KtvOKmqiqCg\nIOzbtw9btmyBVqsVnUlUrXEAW0moqooxY8YgJSUFq1atgoeHh+gkIiKp7d+/H0OHDkXv3r0RFRUF\nCwsL0UmPxZx3+CYiqig3b96EVqtFYWEhsrKy0KZNG9FJRERS+e9vOH3wwQeIjo7G/PnzMXToUIFl\nRARwAFtpLFiwABs3bsT06dMxduxY0TlERFLLy8uDh4cHXnjhBSQmJqJmzZqikx7Lk7jDNxFReRUX\nF8PNzQ3fffcd9Ho9unbtKjqJiEhqq1atwkcffYRRo0ZhxowZonOqDJ7YQObEAWwlsHnzZsyePRuD\nBg3CwoULRecQEUntxx9/hKOjIxo0aAC9Xo/69euLTnpsvMM3EVV2JpMJgwYNwpEjR7Bjxw706dNH\ndBIRkdTi4+Px3nvvwdXVFatWreIWWw+JJzaQuVXN6y0lkpaWhpEjR8LBwQGbNm3i4khEZEZXr16F\noigoLi6GwWBAy5YtRSeVy79uuABLC97hm4gqHVVVMXHiROzZswdLly6Fv7+/6CQiIqkdPXoUAwcO\nxOuvv46dO3fC0tJSdFKV8acTG4y/n9hAVJF4BqxAn3/+OXx8fNC1a1fs2bMHVlZWopOIiKR19+5d\nODs749y5czhw4ABefPFF0Unlxjt8E1FltmzZMnz88ccIDQ3F+++/LzqHiEhqJ06cgIuLC9q2bYuU\nlBTUqlVLdFKV8q8TG1TVCGg0sGhYT3QSSYZnwApy+vRp6HQ6NG/eHGlpabCzsxOdREQkrdLSUvj5\n+eGzzz7Dzp078eabb4pOqjA29p3RIDSQw1ciqlR27NiBKVOmwMfHB8uXL+dVXkREZvTLL79AURTY\n2NjAYDCgUaNGFfK8xbn5uLEyGsW5+RXyfJWZjX1nNFr4HmChAUwmXJsRUS3+3PTk8AxYAS5dugRF\nUQAABoMBzZo1E1xERCQvVVUxduxYJCcnY9WqVfDw8BCdREQktQMHDmDo0KHo3bs3oqKiYGHBcz6I\niMzl5s2bcHR0RGFhIbKystC2bdsKed7quCeq6XohoKqASf33NgSy/5npyeG7oSfs1q1bcHR0xMWL\nF5GWloZnn31WdBIRkdQWLFiADRs2YPr06Rg7dqzoHCIiqeXl5cHd3R3PPfccEhMTUbNmTdFJRETS\nunfvHtzc3HDq1CkkJiaia9euFfbc1XFPVN5fgcyJZ8A+QUajEd7e3jh+/Dj27t2LV199VXQSEZHU\nNm/ejNmzZ2PQoEFYuHCh6BwiIqn9+OOPcHR0RIMGDWAwGFC/fn3RSURE0jKZTBg0aBCOHDmCHTt2\noE+fPhX6/P/eExXGajOMfNT7KxTn5vNeDPTQOIB9QlRVRVBQEDIyMrB582bodDrRSUREUktLS8PI\nkSPh4OCATZs2cf9BIiIzunr1KhRFQXFxMQ4cOICWLVuKTiIikpaqqpg4cSJiY2OxdOlS+Pv7V/hr\nVNebvdrYd36oP2t13KKByocD2CdkxowZiIqKwrx58zBs2DDROUREUvv888/h4+ODrl27Ii4uDlZW\nVqKTiIikdffuXTg7O+PcuXPYv38/OnXqJDqJiEhqy5cvx8cff4zQ0FC8//77Znudhx1GVkd/2qIB\n3C+WHowD2Cdg1apVCAsLw4gRIzBz5kzROUREUjt9+jR0Oh2aN2+OtLQ01KlTR3QSEZG0SktL4efn\nh88++wxxcXF46623RCcREUltx44dmDx5Mnx8fLB8+XJe5SVIddyigcqHA1gzS0hIwHvvvQcXFxes\nXr2aiyMRkRldunQJDg4OAACDwYBmzZoJLiIikpeqqhg7diySk5OxatUqeHh4iE4iIpLagQMHMHTo\nUPTu3RtRUVGwsOB91UWprls00OMr1wBWo9H8BOAWgDIApaqqdq+IKFkcPXoU/v7+eP311xETE4Ma\nNTjvJqLy4br7927dugVHR0dcunQJmZmZePbZZ0UnEVEVxzX3/hYsWIANGzZg+vTpGDt2rOgcIqri\nuObe39dffw0PDw88//zzSExMRM2aNUUnVXvcooEeRUVMBN9RVfVqBTyPVE6cOAEXFxe0bdsWKSkp\nqFWrlugkIpIH193/YjQa4e3tjePHj2Pv3r149dVXRScRkTy45v6FzZs3Y/bs2Rg0aBAWLlwoOoeI\n5ME19y/8+OOP0Gq1qF+/PvR6PerXry86iYgeEU/JNINffvkFiqLAxsYGBoMBjRo1Ep1ERPRIinPz\nq8zlNKqqIigoCBkZGdi8eTN0Op3oJCIiqaWlpWHkyJFwcHDApk2buMUWEZEZXb16FYqioLi4GAcO\nHEDLli1FJxHRYyjvAFYFcECj0ZQBWK+q6oYKaKrSbt68CUdHRxQWFiIrKwtt27YVnUREcjH7uluc\nm48Cj1Coxt83lG+RsLJSD2FnzJiBqKgozJs3D8OGDROdQ0Ry4Xvd//L555/Dx8cHXbt2RVxcHKys\nrEQnEZE8uOb+l7t378LFxQXnzp3D/v370alTJ9FJVE5V6UQXqljlHcC+qarqrxqNpimA/RqN5pSq\nqln/+QCNRjMCwAgAaN26dTlfrnK7d+8e3NzccOrUKaSnp6Nr166ik4hIPvdddytizS3KyYNqNAJl\nJqgwoignr9K+OVi9ejXCwsIwYsQIzJw5U3QOEcmH73X/w+nTp6HT6dC8eXOkpaWhTp06opOISC5c\nc/9DaWkp/Pz88Omnn2LPnj146623RCdROVW1E12oYpXrlnmqqv76x8+XASQC+J9N91RV3aCqandV\nVbs3adKkPC9XqZlMJgwaNAhHjhzB1q1b0bdvX9FJRCShB627FbHm2vbsBo2VFWB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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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Tm9/8Zu3du7ei93788cfV1dWl4447Tj/84Q/H7r/zzju1fv16rV+/XvPmzavKeQAAGluY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\nEAMEOgAAMUCgAwAQA/8HlBdEBodj5cQAAAAASUVORK5CYII=\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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DN2bh1HmoVGCh2ZZqFdIUZmfha/fC1cBNh/O2tl5rH79NFUiB6zjNl7mXX+B/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\nJElSh/j/IYYmXubB2W0AAAAASUVORK5CYII=\n", "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: -15.15633291097788\n", " RMSE: 21.86762491979503\n", " WSS: 0.6181952472972225\n", "15 m<=z<22 m:\n", " N: 24\n", " bias: -9.05353037675222\n", " RMSE: 13.393892840678042\n", " WSS: 0.7128998830255326\n", "z>=22 m:\n", " N: 185\n", " bias: -5.9073023644524625\n", " RMSE: 8.37346576603478\n", " WSS: 0.813324273913547\n", "all:\n", " N: 274\n", " bias: -8.376997465982917\n", " RMSE: 13.285099619328642\n", " WSS: 0.7983990360770289\n", "obs Si < 50:\n", " N: 108\n", " bias: -7.371914895198966\n", " RMSE: 15.623700799189608\n", " WSS: 0.6169265618343008\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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IaAwMoJUeQ8+0KdOOxYtX9GcQ+vqcp556ldraGk4++SDuuutZ+vreieqPPPIS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\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: -7.598554242451982\n", " RMSE: 7.620413874598993\n", " WSS: 0.105555659528618\n", "April:\n", " N: 11\n", " bias: 6.689558923894712\n", " RMSE: 10.021043875402691\n", " WSS: 0.4779284095140912\n", "May-Jun:\n", " N: 19\n", " bias: -11.665848574889335\n", " RMSE: 13.634038463674148\n", " WSS: 0.7414314682411115\n", "Sep-Oct:\n", " N: 23\n", " bias: -32.43100058887316\n", " RMSE: 33.459391460631075\n", " WSS: 0.3063382371895542\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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wYZ58IQIRkfzk9ddfJykpiVq1ajF//nwKFdLTRRGRUDl+/DjR0dHs2bOHNWvWcN1117lO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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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8j3tAhXmBkrTWjCQh0IEAzYjxVOpAvkIXAZlMu555ZrX6+g4qk/mVJk9eEut/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\nAwCQAP8/Iio+B0V66yAAAAAASUVORK5CYII=\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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6O0VERMaKbIrNmmYsIiKjZtOmTVRVVXHllVfiSVAPs4iIiAxfJsdmjcyKiMiomTdvHtu2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\nR5kFAACgHWUWAACAdpRZAAAA2vkFDeivJHvVJLoAAAAASUVORK5CYII=\n", "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: -0.027249109996362098\n", " RMSE: 0.45779364721076726\n", " WSS: 0.6078700230424683\n", "z>=15 m:\n", " N: 25\n", " bias: 0.2189255563898026\n", " RMSE: 0.5536996785610814\n", " WSS: 0.3865220350780547\n", "all:\n", " N: 119\n", " bias: 0.024468256891487628\n", " RMSE: 0.47953615151931367\n", " WSS: 0.6896964428218878\n", "\n", "\n", "Chl\n", "z<15 m:\n", " N: 94\n", " bias: -1.9941929966908818\n", " RMSE: 5.956572827539068\n", " WSS: 0.5271128746598011\n", "z>=15 m:\n", " N: 25\n", " bias: 0.12846801104247574\n", " RMSE: 1.5545280591501323\n", " WSS: 0.1877191891847264\n", "all:\n", " N: 119\n", " bias: -1.548255810192277\n", " RMSE: 5.341769262063576\n", " WSS: 0.5650697722766252\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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0IlIQ/fHHH7Rq1Yr//Oc//Pvf/6Zr165Oh+TyVDCJiDjg7bffZs6cOYwYMYJu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\nkiRJkjrYMEmSJElSBxsmSZIkSerwF1O191dliW1fAAAAAElFTkSuQmCC\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 }