{ "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": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
YearMonthDayHourLatLonPressureDepthAmmoniumAmmonium_unitsChlorophyll_ExtractedChlorophyll_Extracted_unitsNSiSilicate_unitsAbsSalConsTZdtUTC
01982.07.016.01.3549.25-123.943NaN12.0NaNNone5.28mg/m^36.613.6umol/LNaNNaN12.01982-07-16 01:21:00
11982.07.016.01.3549.25-123.943NaN21.5NaNNone0.61mg/m^321.245.0umol/LNaNNaN21.51982-07-16 01:21:00
21982.07.016.01.3549.25-123.943NaN30.5NaNNoneNaNmg/m^323.547.4umol/LNaNNaN30.51982-07-16 01:21:00
31982.07.016.01.3549.25-123.943NaN52.3NaNNoneNaNmg/m^328.050.2umol/LNaNNaN52.31982-07-16 01:21:00
41982.07.016.01.3549.25-123.943NaN75.4NaNNoneNaNmg/m^326.549.1umol/LNaNNaN75.41982-07-16 01:21:00
\n", "
" ], "text/plain": [ " Year Month Day Hour Lat Lon Pressure Depth Ammonium \\\n", "0 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 12.0 NaN \n", "1 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 21.5 NaN \n", "2 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 30.5 NaN \n", "3 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 52.3 NaN \n", "4 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 75.4 NaN \n", "\n", " Ammonium_units Chlorophyll_Extracted Chlorophyll_Extracted_units N \\\n", "0 None 5.28 mg/m^3 6.6 \n", "1 None 0.61 mg/m^3 21.2 \n", "2 None NaN mg/m^3 23.5 \n", "3 None NaN mg/m^3 28.0 \n", "4 None NaN mg/m^3 26.5 \n", "\n", " Si Silicate_units AbsSal ConsT Z dtUTC \n", "0 13.6 umol/L NaN NaN 12.0 1982-07-16 01:21:00 \n", "1 45.0 umol/L NaN NaN 21.5 1982-07-16 01:21:00 \n", "2 47.4 umol/L NaN NaN 30.5 1982-07-16 01:21:00 \n", "3 50.2 umol/L NaN NaN 52.3 1982-07-16 01:21:00 \n", "4 49.1 umol/L NaN NaN 75.4 1982-07-16 01:21:00 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "PATH= '/data/eolson/MEOPAR/SS36runs/linkHC201812/'\n", "start_date = datetime.datetime(2017,1,1)\n", "end_date = datetime.datetime(2017,12,31)\n", "flen=1\n", "namfmt='nowcast'\n", "#varmap={'N':'nitrate','Si':'silicon','Ammonium':'ammonium'}\n", "filemap={'nitrate':'ptrc_T','silicon':'ptrc_T','ammonium':'ptrc_T','diatoms':'ptrc_T','ciliates':'ptrc_T','flagellates':'ptrc_T','vosaline':'grid_T','votemper':'grid_T'}\n", "#gridmap={'nitrate':'tmask','silicon':'tmask','ammonium':'tmask'}\n", "fdict={'ptrc_T':1,'grid_T':1}\n", "\n", "df1=et.loadDFO()\n", "df1.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#data=et.matchData(df1,filemap, fdict, start_date, end_date, namfmt, PATH, flen)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pickle\n", "data=pickle.load(open('/data/eolson/MEOPAR/SS36runs/calcFiles/evalMatches/dataDFO.pkl','rb'))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAFMCAYAAAA3E+DAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (6,6))\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "ax.plot(data['Lon'], data['Lat'], 'ro',label='data')\n", "ax.plot(data.loc[(data.Lon < -123.5) & (data.Lat < 48.6),['Lon']], \n", " data.loc[(data.Lon < -123.5) & (data.Lat < 48.6),['Lat']], \n", " 'bo', label = 'Juan de Fuca')\n", "\n", "ax.plot(data.loc[data.Si>75,['Lon']],data.loc[data.Si>75,['Lat']],'*',color='y',label='high Si')\n", "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "viz_tools.plot_coastline(ax, grid, coords = 'map')\n", "ax.set_ylim(48, 50.5)\n", "ax.legend()\n", "ax.set_xlim(-125.7, -122.5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Nitrate" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate\n", "z<15 m:\n", " N: 1160\n", " bias: -3.3667101992947224\n", " RMSE: 5.888237330651951\n", " WSS: 0.8672607422026446\n", "15 m<=z<22 m:\n", " N: 314\n", " bias: -2.4758662317361058\n", " RMSE: 4.329926144577236\n", " WSS: 0.7936470305798553\n", "z>=22 m:\n", " N: 2418\n", " bias: -1.0370727952873544\n", " RMSE: 2.62811424334143\n", " WSS: 0.9083896206441381\n", "all:\n", " N: 3892\n", " bias: -1.847494308055456\n", " RMSE: 4.017139388667979\n", " WSS: 0.9475337039573822\n" ] } ], "source": [ "N_s, modmean_s, obsmean_s, bias_s, RMSE_s, WSS_s = et.stats(data.loc[data.Z<15,['N']],data.loc[data.Z<15,['mod_nitrate']])\n", "N_i, modmean_i, obsmean_i, bias_i, RMSE_i, WSS_i = et.stats(data.loc[(data.Z>=15)&(data.Z<22),['N']],data.loc[(data.Z>=15)&(data.Z<22),['mod_nitrate']])\n", "N_d, modmean_d, obsmean_d, bias_d, RMSE_d, WSS_d = et.stats(data.loc[data.Z>=22,['N']],data.loc[data.Z>=22,['mod_nitrate']])\n", "N, modmean, obsmean, bias, RMSE, WSS = et.stats(data.loc[:,['N']],data.loc[:,['mod_nitrate']])\n", "print('Nitrate')\n", "print('z<15 m:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_s,bias_s,RMSE_s,WSS_s))\n", "print('15 m<=z<22 m:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_i,bias_i,RMSE_i,WSS_i))\n", "print('z>=22 m:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_d,bias_d,RMSE_d,WSS_d))\n", "print('all:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N,bias,RMSE,WSS))\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfIAAAHyCAYAAAAQkUzQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\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": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate, z<15\n", "Feb-Mar:\n", " N: 685\n", " bias: -3.2143418756245055\n", " RMSE: 5.518963966423021\n", " WSS: 0.8968999357308982\n", "April:\n", " N: 188\n", " bias: -4.329515312969524\n", " RMSE: 6.4712158080217\n", " WSS: 0.7622620462911704\n", "May-Jun:\n", " N: 187\n", " bias: -2.603768077613239\n", " RMSE: 5.573742129364376\n", " WSS: 0.8272290336519501\n", "Sep-Oct:\n", " N: 100\n", " bias: -4.0270613702714435\n", " RMSE: 7.531335604647922\n", " WSS: 0.7658565315011495\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABWAAAAF1CAYAAABmo0PmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n5P8D4M6XJY4NWHkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABWoAAABZCAYAAACnmB3WAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/5vvQCIhV55mAAAAAElFTkSuQmCC\n", "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", "#ii4=(data.Z < 15)&(data.dtUTC<=dt.datetime(2016,4,1))&(data.dtUTC>dt.datetime(2016,2,1))\n", "#ps=et.varvarPlot(ax[0],data.loc[ii4,:],obsvar,modvar,cols=('darkturquoise','navy'))\n", "#ii5=(data.Z < 15)&(data.dtUTC<=dt.datetime(2016,5,1))&(data.dtUTC>dt.datetime(2016,4,1))\n", "#ps=et.varvarPlot(ax[1],data.loc[ii5,:],obsvar,modvar,cols=('darkturquoise','navy'))\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": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfwAAAGvCAYAAAC+SGdKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n650xXr2qfpYAAAAASUVORK5CYII=\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": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfIAAAHyCAYAAAAQkUzQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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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)')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(-40, 20)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/EAAAHkCAYAAAB2Ra+UAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\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[1].set_xlabel('model - obs Si')\n", "ax[1].set_xlim(-40,20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Silicate" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate\n", "z<15 m:\n", " N: 517\n", " bias: 2.5008700380011675\n", " RMSE: 8.592049062387854\n", " WSS: 0.8565845556526809\n", "15 m<=z<22 m:\n", " N: 140\n", " bias: 0.5921669578552198\n", " RMSE: 6.589876419268737\n", " WSS: 0.8464364739662879\n", "z>=22 m:\n", " N: 958\n", " bias: -1.0775190403565915\n", " RMSE: 7.512859111751416\n", " WSS: 0.7464839236785057\n", "all:\n", " N: 1615\n", " bias: 0.21274919076453358\n", " RMSE: 7.80246843470353\n", " WSS: 0.8814251294560127\n", "obs Si < 50:\n", " N: 1060\n", " bias: 3.572561176803873\n", " RMSE: 7.357114248942437\n", " WSS: 0.861408502966083\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": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfIAAAHyCAYAAAAQkUzQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n2P8D7KsbPL0UXhYAAAAASUVORK5CYII=\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)')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Silicate, z<15\n", "Feb-Mar:\n", " N: 0\n", " bias: nan\n", " RMSE: nan\n", " WSS: nan\n", "April:\n", " N: 0\n", " bias: nan\n", " RMSE: nan\n", " WSS: nan\n", "May-Jun:\n", " N: 0\n", " bias: nan\n", " RMSE: nan\n", " WSS: nan\n", "Sep-Oct:\n", " N: 0\n", " bias: nan\n", " RMSE: nan\n", " WSS: nan\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/fromnumeric.py:2957: RuntimeWarning: Mean of empty slice.\n", " out=out, **kwargs)\n", "/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/_methods.py:80: RuntimeWarning: invalid value encountered in double_scalars\n", " ret = ret.dtype.type(ret / rcount)\n", "/data/eolson/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:779: RuntimeWarning: invalid value encountered in double_scalars\n", " RMSE=np.sqrt(np.sum((mod-obs)**2)/N)\n", "/data/eolson/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:780: RuntimeWarning: invalid value encountered in double_scalars\n", " WSS=1.0-np.sum((mod-obs)**2)/np.sum((np.abs(mod-obsmean)+np.abs(obs-obsmean))**2)\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABWAAAAF1CAYAAABmo0PmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd4lGW+//H3HXoT6QqyoujalaPoIj/dRdg1M+m0QOgd\nBAQRREBQREBAQJo0BQSpoQQSQgYwEIod7KhYUZAuUqWF3L8/MpyT9bBHVCZ3ePJ5XRcXSWYm886e\nPd+dfHmeZ4y1FhERERERERERERG59MJcB4iIiIiIiIiIiIh4lRawIiIiIiIiIiIiIiGiBayIiIiI\niIiIiIhIiGgBKyIiIiIiIiIiIhIiWsCKiIiIiIiIiIiIhIgWsCIiIiIiIiIiIiIhogWs5AnGmAxj\nTAfXHSIicvGMMceNMdcHP37VGDPUdZOIiIiIiEheowWsXHLGmB3GmJPBX8zP/6l8iZ8jwxhjjTF3\n/errScGv17mUzyci4iXBGfqzMabIn/k+1tqS1tpvL1WXiMjlIPha94wxpvyvvv5B8HVotUv8fION\nMXMv5fcUEbncGGMeMMa8aYw5Yow5ZIx5wxhzbwiexxhjnjDGfBXca/xgjHn+Yl43G2OqBf93oOCl\n7pLLnxawEirRwV/Mz//ZHYLn+BJodf4TY0w54H7gwB/5ZhqSIpIfBBcDDwIWiPmD30PzUkTyu++A\nhPOfGGPuAIq7yxER8S5jzBXASmAiUBaoAjwLnA7B000AOpG9aygF+IF6QGIInkvyES1gJdcYY2oF\n/8XqsDHmowscpVrdGPOuMeaoMWaFMabsb3zLeUATY0yB4OcJQBJwJsdz3meMeSv4nHuMMZOMMYVz\n3G6NMd2MMV8BX/35n1JEJM9rBbwNvAq0Pv/F4CUEphpj1hpjjhljNhhjrs1x+/+al8Gv3ZDL/SIi\necFr5DgQgOx5Ouf8J8aYyOARsUeNMTuNMYNz3JZqjHk05zczxnxsjKn/W096oaOrcl7KyxjTxhiz\n2RgzOnimw3fGGP8f/zFFRPKEvwJYaxdYa89Za09aa9dYaz8GMMa0M8Z8Hpx7qy/wGraHMeZbY8xB\nY8wLxpgL7sKMMTcCXYHm1tq3rLWZ1tptQEPAZ4ypG7xfMWPMGGPM98EjcjcbY4oBG4Pf6nDwTOD7\nQ/cfiVxutICVXGGMqQKkAkPJ/herPsBSY0yFHHdrBbQDrgYyyf6Xp//LbuAz4OEcj5/zq/ucA3oB\n5ck+OrYe2QM1pzjgb8CtF/8TiYhctlqR/Q9Y84BwY0ylHLc1B54je2Z+GLxPTpqXIiLZ3gauMMbc\nEjwYoCmQ8zIBJ8iet1cCkcAjxpi44G2zgRbn7xi8pNb518qXwt+A7WTP8lHADGOMuUTfW0TEhS+B\nc8aY2cYYvzGmzPkbjDGxwACgAVAB2AQs+NXj6wM1gbuBWLL3DhdSD9hlrX035xettTvJnvv/Cn5p\nNHAPUJvs/UZfIAv4e/D2K4NnAr/1B35W8SgtYCVUlgePOj1sjFlO9ovMVdbaVdbaLGvtWmALEJHj\nMa9Zaz+11p4ABgHxOY5u/U/mAK2MMTeTPeT+bcBZa7daa98O/svVDmAa8I9ffY/nrbWHrLUn//iP\nKyKS9xljHgCuBRKttVuBb4BmOe6Saq3daK09DTwF3G+MqZrjds1LEZH/cf4o2H8BnwM/nr/BWpth\nrf0k+Lr3Y7KXAedfgyYDfw0eaQXQElhkrT3DpfG9tfZla+05spe9VwOVfuMxIiJ5lrX2KPAA2ZfQ\nehk4YIxJDh5I0IXs16ifW2szgeFAjZxHwQIjg69hfwDGkeMSMr9SHtjzH27bA5QPHj3bDuhprf0x\neETum8HXzyL/kRawEipx1torg3/iyP6Fv3GOpexhsgfo1TkeszPHx98DhcgecFPN/7yZ14BfPc8y\noC7QnewXwf/GGPNXY8xKY8xeY8xRsodx+V/dbeevHyci4lGtgTXW2oPBz+eT4zIE5JiH1trjwCGg\n8oVuFxERXiP7H7Ha8KuzsIwxfzPGrDfGHDDGHCF7QVAewFp7ClgEtAj+Ip8Q/F4YYwbkeN079Q92\n7T3/gbX2l+CHJf/g9xIRyROCC9Y21tprgNvJfo06juxdw/gce4ZDgCH7zILzfr1rqAxgjNmWY+Y+\nCBzk33cUOV0dvL08UJTsAxlELpoWsJJbdpJ9hOuVOf6UsNaOyHGfnEdZ/QU4Cxy01nbJ8WZew3N+\n0+CLyjTgES6wgAWmAF8AN1prryD71IRfn4Jl/9yPJiKS9wWvSxUP/CP4j1J7yb5Ey13B018hxxw2\nxpQk+5SqnG+iqHkpIhJkrf2e7DfjiiD7oICc5pN9pGtVa21pYCr//hp0NtmXfakH/HL+LC5r7fAc\nr3u7XOBpTwT/zvmGX1f96R9GROQyYq39guz3M7id7F1D51/tGopZa9/M8ZBf7xp2B7/PbTlm7iZg\nHVDVGHNfzucLnhFWC0gnewl7Cqh+obRL8xOKF2kBK7llLhBtjAk3xhQwxhQ1xtQxxlyT4z4tjDG3\nGmOKA0OAJcFTp37LAOAfwUsM/Fop4ChwPHiZgkf+5M8hInK5iiP7uti3AjWCf24h+zpZ599IJsIY\n80DwzQqfA94OXvNKREQurD1QN3gJrZxKAYestaeCv8jnvNwLwYVrFjCGCx9EcEHW2gNkX+qgRfA1\ndTsuvAQQEfEMY8zNxpje5/cHwYVoAtnXZZ0K9DfG3Ba8rbQxpvGvvsUTxpgywcf1JPsshP/FWvtl\n8PvNM9lvIl4g+H2XAq9ba1+31mYBM4GxxpjKwfvcb4wpAhwge7Zff6n/M5DLnxawkiuCv8Cfvzj2\nAbL/leoJ/v2/g6+R/a9Ye8k+pL/HRX7v3dbazf/h5j5kv+A9Rva1Yi44aEVE8oHWwCxr7Q/W2r3n\n/wCTyD4KqyDZR2w9Q/apW/eQ401iRETkf7PWfmOt3XKBm7oCQ4wxx4CngcQL3GcOcAf//uZd//Gp\ncnzckezX0T8BtwFvXvARIiLecYzsNxh8xxhzguzF66dAb2ttEjASWBi87OCngP9Xj18BbCX7TWZT\ngRn/x3N1B14hezYfBwJABtAwx336AJ8A75H9unkkEBY8Q3cY8Ebwkgi1/ugPLN5jrNUR0iIiIvmd\nMeZVst/1daDrFhGR/MAY0wroZK194DfuN5bsX+wfy50yERHvMMZYsi9J+LXrFsnfdASsiIiIiIhI\nLgpecqsrMP037nclEA5c6ChbERERuUxoASsiIiIiIpJLjDHhZF+Sax/Zl375T/eLIvtdtt/hwpcw\nEBERkcuELkEgIiIiIiIiIiIiEiI6AlZEREREREREREQkRLSAFREREREREREREQmRgrn5ZOXLl7fV\nqlXLzacUEflftm7detBaW8F1R6hp5opIXpBfZi5o7opI3pBf5q5mrojkBRc7c3N1AVutWjW2bNEb\neIqIW8aY71035AbNXBHJC/LLzAXNXRHJG/LL3NXMFZG84GJnri5BICIiIiIiIiIiIhIiWsCKiIiI\niIiIiIiIhIgWsCIiIiIiIiIiIiIhogWsiIiIiIiIiIiISIhoASsiIiIiIiIiIiISIr+5gDXG3GSM\n+TDHn6PGmMeMMWWNMWuNMV8F/y6TG8EiIl6mmSsikrs0d0VEco9mrojkV7+5gLXWbrfW1rDW1gDu\nAX4BkoB+QLq19kYgPfi5iIj8CZq5IiK5S3NXRCT3aOaKSH71ey9BUA/4xlr7PRALzA5+fTYQdynD\nREREM1dEJJdp7oqI5B7NXBHJN37vArYpsCD4cSVr7Z7gx3uBShd6gDGmkzFmizFmy4EDB/5gpohI\nvqSZKyKSuzR3RURyj2auiOQbF72ANcYUBmKAxb++zVprAXuhx1lrp1tra1pra1aoUOEPh4qI5Cea\nuSIiuUtzV0Qk92jmikh+83uOgPUD71tr9wU/32eMuRog+Pf+Sx0nIpKPaeaKiOQuzV0RkdyjmSsi\n+crvWcAm8D+nBwAkA62DH7cGVlyqKBGRi/H666+zd+9e1xmhopkrInnK/v37WbNmjeuMUNLcFZE8\nw1rLwoULyczMdJ0SKpq5IpKnbN68me+//z5k3/+iFrDGmBLAv4BlOb48AviXMeYr4J/Bz0VEcsUb\nb7xBdHQ0jz32mOuUS04zV0TymuPHjxMZGUmjRo04dOiQ65xLTnNXRPKa4cOHk5CQwLx581ynXHKa\nuSKS13z00UdERkbSsWPHkD1HwYu5k7X2BFDuV1/7iex3LRQRyVWff/450dHRVK1alYkTJ7rOueQ0\nc0UkLzl79iyNGzfm/fffZ/ny5ZQtW9Z10iWnuSsiecmrr77KwIEDad68OS1btnSdc8lp5opIXvL9\n99/j9/spVaoUM2bMCNnzXNQCVkQkr9i9ezc+n4/ChQsTCATQxfdFRELHWkunTp0IBAJMnz6d6Oho\n10kiIp6WlpZGhw4d+Oc//8nMmTMJC/s9Vw0UEZHf49ChQ/h8Pn755Rc2b95M1apVQ/ZcWsCKyGXj\nyJEj+P1+Dh06xIYNG7j++utdJ4mIeNqgQYN49dVXeeaZZ0J6SpaIiMB7771Ho0aNuOOOO1i6dCmF\nCxd2nSQi4lknT54kJiaGb7/9ljVr1nD77beH9Pm0gBWRy8Lp06dp0KABn332Gampqdx9992uk0RE\nPG3KlCkMGzaMDh068Mwzz7jOERHxtK+//prIyEgqVqxIWloaV1xxheskERHPOnfuHM2aNePNN98k\nMTGRf/zjHyF/Ti1gRSTPy8rKok2bNqxbt445c+bw8MMPu04SEfG05cuX0717d6KiopgyZQrGGNdJ\nIiKetX//fnw+H1lZWQQCAa666irXSSIinmWt5dFHH2X58uWMHz+eRo0a5crzagErInle3759Wbhw\nISNGjPDkGxGIiOQlb7zxBgkJCdx7770sXLiQggX1clFEJFSOHz9OZGQku3fvZt26ddx0002uk0RE\nPG348OFMmTKFvn370qNHj1x7Xr2iFpE87cUXX2TMmDF0796dvn37us4REfG0zz//nOjoaKpWrUpK\nSgolSpRwnSQi4llnz54lPj6e999/n+XLl1OrVi3XSSIinvbqq68ycOBAWrRowfPPP5+rz60FrIjk\nWYsWLeLxxx+nYcOGjBs3TqfAioiE0O7du/H5fBQuXJhAIECFChVcJ4mIeJa1ls6dO5OWlsb06dOJ\njo52nSQi4mlpaWl06NCBf/3rX8yYMYOwsLBcfX4tYEUkT1q/fj2tWrXiwQcfZO7cuRQoUMB1koiI\nZx05cgS/38+hQ4fIyMjg+uuvd50kIuJpTz/9NLNmzeLpp5+mY8eOrnNERDztvffeo1GjRtx5550s\nXbqUwoUL53qDFrAikud8/PHHxMXFccMNN7BixQqKFi3qOklExLNOnz5N/fr1+eyzz0hNTeWee+5x\nnSQi4mlTp05l6NChdOjQgcGDB7vOERHxtG+++YbIyEgqVqzIqlWrKFWqlJMOLWBFJE/54Ycf8Pv9\nlCpVikAgQJkyZVwniYh4VlZWFm3btmX9+vXMmTOHhx9+2HWSiIinLV++nG7duhEZGcmUKVN0iS0R\nkRDav38/4eHhZGVlEQgEuOqqq5y1aAErInnGoUOH8Pl8nDhxgs2bN1O1alXXSSIinta3b18WLFjA\n888/T8uWLV3niIh42ptvvklCQgI1a9Zk0aJFFCyoX8dFRELl+PHjREVFsXv3btatW8dNN93ktEcT\nX0TyhJMnTxITE8M333zDmjVruP32210niYh42osvvsiYMWPo3r07Tz75pOscERFP+/zzz4mKiqJq\n1aqsXLmSEiVKuE4SEfGss2fPEh8fz9atW1m+fDm1atVynaQFrIi4d+7cOZo3b86bb77JokWL+Mc/\n/uE6SUTE0xYtWsTjjz9OgwYNGDdunE6BFREJod27d+Pz+ShcuDCBQIAKFSq4ThIR8SxrLZ07dyYt\nLY1p06YRHR3tOgnQAlZEHLPW0qNHD5KSkhg/fjyNGzd2nSQi4mnr16+nVatWPPjgg8ybN48CBQq4\nThIR8awjR47g9/s5dOgQGzZs4Prrr3edJCLiaU8//TSzZs3imWeeoVOnTq5z/psWsCLi1IgRI5g8\neTJPPPEEPXr0cJ0jIuJpH3/8MXFxcdxwww2sWLGCokWLuk4SEfGs06dP06BBAz777DNSU1O5++67\nXSeJiHja1KlTGTp0KB06dOCZZ55xnfNvtIAVEWfmzJnDgAEDaN68OSNGjHCdIyLiaT/88AN+v59S\npUoRCAQoU6aM6yQREc/Kysqibdu2rFu3jjlz5vDwww+7ThIR8bTly5fTrVs3IiMjmTJlSp67xJYW\nsCLiRCAQoH379vzzn/9k5syZhIWFuU4SEfGsQ4cO4fP5OHHiBJs2baJq1aquk0REPK1v374sWLCA\n559/npYtW7rOERHxtDfffJOEhARq1qzJokWLKFgw7607816RiHjeli1baNSoEbfffjtLly6lcOHC\nrpNERDzr5MmTxMTE8M0337B69WruuOMO10kiIp724osvMmbMGLp3786TTz7pOkdExNO++OILoqOj\nqVq1KitXrqREiRKuky5IC1gRyVXffPMNkZGRVKhQgVWrVnHFFVe4ThIR8axz587RvHlz3nzzTRYu\nXEidOnVcJ4mIeNqiRYt4/PHHadiwIePGjctzp8CKiHjJ7t27CQ8Pp1ChQgQCASpUqOA66T/SAlZE\ncs3+/fvx+XxkZmYSCAS4+uqrXSeJiHiWtZaePXuSlJTEuHHjiI+Pd50kIuJp69evp1WrVjz44IPM\nnTuXAgUKuE4SEfGso0ePEhERwaFDh9iwYQPXX3+966T/kxawIpIrTpw4QVRUFLt27WLdunXcdNNN\nrpNERDxtxIgRvPTSS/Tp04eePXu6zhER8bSPP/6YuLg4brjhBlasWEHRokVdJ4mIeNaZM2do0KAB\n27ZtIzU1lbvvvtt10m/SAlZEQi4zM5P4+Hi2bt1KUlIS999/v+skERFPmz17NgMGDKB58+aMHDnS\ndY6IiKf98MMP+P1+SpUqRSAQoEyZMq6TREQ8Kysri7Zt25Kens6cOXN4+OGHXSddFC1gRSSkrLV0\n7tyZVatWMW3aNGJiYlwniYh4WiAQoH379tSrV4+ZM2cSFhbmOklExLMOHTqEz+fjxIkTbNq0iapV\nq7pOEhHxtCeffJL58+czYsQIWrZs6TrnomkBKyIhNXjwYGbOnMnTTz9Np06dXOeIiHja1q1badSo\nEbfffjvLli2jcOHCrpNERDzr5MmTxMbG8s0337B69WruuOMO10kiIp42btw4Ro8eTffu3enbt6/r\nnN9FC1gRCZlp06YxZMgQ2rdvz+DBg13niIh42jfffENERATly5dn1apVXHHFFa6TREQ869y5czRv\n3pw33niDhQsXUqdOHddJIiKetmjRInr16kXDhg0ZN24cxhjXSb+LFrAiEhIrVqyga9euREREMHXq\n1MtuOIqIXE7279+Pz+cjMzOTQCBA5cqVXSeJiHiWtZYePXqQlJTE+PHjiY+Pd50kIuJp69evp1Wr\nVjz44IPMnTuXAgUKuE763bSAFZFL7q233qJp06bcc889JCYmUrCgRo2ISKicOHGCqKgodu3aRXp6\nOjfffLPrJBERTxsxYgSTJ0/miSeeoEePHq5zREQ87eOPPyYuLo4bbriBFStWULRoUddJf4i2IiJy\nSX3xxRdERUVxzTXXkJqaSokSJVwniYh41tmzZ4mPj2fr1q0kJSVRu3Zt10kiIp42e/ZsBgwYQLNm\nzRgxYoTrHBERT/vhhx/w+/2UKlWKQCBAmTJlXCf9YVrAisgls2fPHnw+HwULFiQQCFChQgXXSSIi\nnmWtpUuXLqxatYqpU6cSExPjOklExNNWr15Nhw4dqFevHrNmzSIsLMx1koiIZx06dAifz8eJEyfY\ntGkTVatWdZ30p2gBKyKXxNGjR/H7/Rw8eJCMjAyqV6/uOklExNMGDx7MzJkzGTRoEJ07d3adIyLi\naVu3bqVhw4bcdtttLFu2jMKFC7tOEhHxrJMnTxITE8M333zD6tWrueOOO1wn/WlawIrIn3bmzBka\nNGjAtm3bSElJoWbNmq6TREQ8bdq0aQwZMoR27drx7LPPus4REfG0b7/9loiICMqXL09aWhpXXHGF\n6yQREc86d+4czZs3580332ThwoXUqVPHddIloQWsiPwpWVlZtG3blvT0dF599VV8Pp/rJBERT0tO\nTqZr165EREQwdepUjDGuk0REPOvAgQOEh4eTmZlJIBDg6quvdp0kIuJZ1lp69OhBUlIS48aNIz4+\n3nXSJaMFrIj8Kf369WP+/PkMGzaM1q1bu84REfG0t956i6ZNm3LPPfeQmJhIoUKFXCeJiHjWiRMn\niIqKYteuXaSnp3PzzTe7ThIR8bSRI0cyefJknnjiCXr27Ok655LSAlZE/rDx48fzwgsv0LVrV/r3\n7+86R0TE07744guioqKoUqUKK1eupESJEq6TREQ8KzMzk/j4eLZs2cKyZcuoXbu26yQREU+bM2cO\n/fv3p1mzZowYMcJ1ziV3UW/baIy50hizxBjzhTHmc2PM/caYssaYtcaYr4J/lwl1rIjkHYmJifTq\n1Yv69eszYcIEnQJ7CWnmisiv7dmzB5/PR8GCBQkEAlSsWNF1kqdo7opITtZaOnfuzKpVq5g8eTKx\nsbGukzxFM1dEfm316tW0b9+eevXqMWvWLMLCLmpdeVm52J9oPBCw1t4M3AV8DvQD0q21NwLpwc9F\nJB/IyMigZcuW1K5dm3nz5lGgQAHXSV6jmSsi/+3o0aP4/X4OHjxIamoq1atXd53kRZq7IvLfBg8e\nzMyZMxk0aBCdO3d2neNFmrki8t+2bt1Kw4YNue2221i2bBmFCxd2nRQSv7mANcaUBv4OzACw1p6x\n1h4GYoHZwbvNBuJCFSkieccnn3xCXFwc1atXJzk5mWLFirlO8hTNXBHJ6cyZMzRo0IBt27axZMkS\natas6TrJczR3RSSn6dOnM2TIENq1a8ezzz7rOsdzNHNFJKdvv/2WyMhIypcvT1paGldccYXrpJC5\nmCNgrwMOALOMMR8YY14xxpQAKllr9wTvsxeodKEHG2M6GWO2GGO2HDhw4NJUi4gTP/zwAz6fjxIl\nShAIBChbtqzrJC/SzBURALKysmjbti3p6em88sor+Hw+10lepbkrIgAkJyfzyCOPEBERwdSpU3WJ\nrdDQzBURAA4cOEB4eDhnz54lEAhw9dVXu04KqYtZwBYE7gamWGv/CzjBr04HsNZawF7owdba6dba\nmtbamhUqVPizvSLiyKFDh/D7/Rw/fpy0tDT+8pe/uE7yKs1cEQGgX79+zJ8/n+HDh9O6dWvXOV6m\nuSsivPXWWzRt2pR77rmHxMREChUq5DrJqzRzRYQTJ04QFRXFrl27SElJ4eabb3adFHIXs4DdBeyy\n1r4T/HwJ2QNznzHmaoDg3/tDkygirp06dYrY2Fi+/vprli9fzp133uk6ycs0c0WE8ePH88ILL9C1\na1f69dNl8EJMc1ckn9u+fTtRUVFUqVKF1NRUSpQo4TrJyzRzRfK5zMxMmjRpwpYtW1i4cCG1a9d2\nnZQrfnMBa63dC+w0xtwU/FI94DMgGTh/OEZrYEVICkXEqXPnztG8eXM2b97MnDlzeOihh1wneZpm\nrogsXryYXr16Ub9+fSZMmKBTYENMc1ckf9uzZw/h4eEULFiQQCCAjqoMLc1ckfzNWkuXLl1ITU1l\n8uTJxMbGuk7KNQUv8n6PAvOMMYWBb4G2ZC9vE40x7YHvgfjQJIqIK9ZaevbsybJlyxg7dixNmjRx\nnZRfaOaK5FMbNmygRYsW1K5dm3nz5lGgQAHXSfmF5q5IPnT06FEiIiI4ePAgGRkZVK9e3XVSfqGZ\nK5JPDR48mBkzZjBo0CA6d+7sOidXXdQC1lr7IXCht92td2lzRCQvGTlyJC+99BK9e/emV69ernPy\nDc1ckfzpk08+ITY2lurVq5OcnEyxYsVcJ+Ubmrsi+c+ZM2do2LAhn376KSkpKdSseaERIKGgmSuS\nP02bNo0hQ4bQtm1bnn32Wdc5ue5ij4AVkXxmzpw59O/fn4SEBEaNGuU6R0TE03bu3Inf76dEiRIE\nAgHKli3rOklExLOysrJo164dr7/+Oq+++io+n891koiIpyUnJ9O1a1ciIiKYNm1avrzElhawIvK/\nrF69mvbt21O3bl1mzZpFWNjFvF+fiIj8ET///DM+n49jx46xadMm/vKXv7hOEhHxtP79+zNv3jyG\nDRtG69atf/sBIiLyh7311ls0bdqUe+65h8TERAoVKuQ6yQktYEXk32zdupVGjRpx6623smzZMooU\nKeI6SUTEs06dOkVsbCxff/01gUCAO++803WSiIinTZgwgVGjRtG1a1f69+/vOkdExNO2b99OVFQU\nVapUYeXKlZQoUcJ1kjNawIrIf/v222+JiIigbNmypKWlUbp0addJIiKede7cOVq0aMGmTZtYuHAh\nDz30kOskERFPW7x4MY899hhxcXFMmDAhX54CKyKSW/bs2UN4eDgFCxYkEAhQsWJF10lOaQErIgAc\nOHCA8PBwzp49S0ZGBpUrV3adJCLiWdZaHnvsMZYuXcrYsWNp0qSJ6yQREU/bsGEDLVq0oHbt2syf\nP58CBQq4ThIR8ayjR48SERHBwYMHycjIoHr16q6TnNMCVkQ4ceIEUVFR7Nq1i/T0dG655RbXSSIi\nnjZq1CgmTZpE79696dWrl+scERFP+/TTT4mNjeX6668nOTmZYsWKuU4SEfGsM2fO0KBBAz799FNS\nUlKoWbOm66Q8QQtYkXwuMzOTJk2asGXLFpYuXUrt2rVdJ4mIeNprr71Gv379SEhIYNSoUa5zREQ8\nbefOnfh8PkqUKEEgEKBs2bKuk0REPCsrK4t27dqRnp7Oq6++is/nc52UZ2gBK5KPWWvp0qULqamp\nTJkyhbi4ONdJIiKetmbNGtq1a0fdunWZNWsWYWFhrpNERDzr559/xufzcezYMTZt2sS1117rOklE\nxNP69es0mrdlAAAgAElEQVTHvHnzGDZsGK1bt3adk6doASuSjw0ePJgZM2YwcOBAunTp4jpHRMTT\n3n//fRo2bMitt97KsmXLKFKkiOskERHPOnXqFLGxsXz11VcEAgHuvPNO10kiIp42fvx4XnjhBbp2\n7Ur//v1d5+Q5WsCK5FPTp09nyJAhtG3bliFDhrjOERHxtG+//Ra/30+5cuVIS0ujdOnSrpNERDzr\n3LlztGjRgk2bNrFgwQLq1q3rOklExNMSExPp1asX9evXZ8KECRhjXCflOTrvTSQfSk5O5pFHHsHv\n9zNt2jQNRxGREDp48CA+n4/MzEwCgQCVK1d2nSQi4lnWWh577DGWLl3K2LFjadq0qeskERFP27Bh\nAy1btqR27drMmzePAgUKuE7Kk3QErEg+89Zbb9G0aVPuvvtuEhMTKVSokOskERHPOnHiBJGRkezc\nuZP09HRuvvlm10kiIp42atQoJk2aRO/evenVq5frHBERT/vkk0+IjY2levXqJCcnU6xYMddJeZYW\nsCL5yPbt24mOjqZy5cqkpqZSsmRJ10kiIp6VmZlJ06ZN2bJlC0uXLqV27dquk0REPO21116jX79+\nJCQkMGrUKNc5IiKetnPnTvx+PyVKlCAtLY2yZcu6TsrTtIAVySf27NmDz+cjLCyM1atXU7FiRddJ\nIiKeZa2lS5curFy5kilTphAXF+c6SUTE09asWUO7du2oW7cus2bNIixMV9sTEQmVn3/+GZ/Px7Fj\nx9i0aRPXXnut66Q8TwtYkXzg6NGjREREcODAATIyMqhevbrrJBERT3v22WeZMWMGAwcOpEuXLq5z\nREQ87f3336dhw4bcdtttJCUlUaRIEddJIiKederUKWJjY/nqq69YvXo1d955p+uky4IWsCIed+bM\nGRo1asQnn3xCSkoKNWvWdJ0kIuJp06dP59lnn6Vt27YMGTLEdY6IiKd9++23REREUK5cOVatWsUV\nV1zhOklExLPOnTtHixYt2LRpEwsWLOChhx5ynXTZ0AJWxMOysrJo3749a9euZdasWfj9ftdJIiKe\nlpKSwiOPPILf72fatGkYY1wniYh41sGDB/H5fJw9e5aMjAwqV67sOklExLOstTz22GMsXbqUsWPH\n0rRpU9dJlxUtYEU8bMCAAcydO5ehQ4fSpk0b1zkiIp729ttv06RJE+6++24SExMpVKiQ6yQREc86\nceIEUVFR7Ny5k/T0dG6++WbXSSIinvbCCy8wadIkevfuTa9evVznXHa0gBXxqIkTJzJy5Ei6du3K\ngAEDXOeIiHjal19+SVRUFJUrVyY1NZWSJUu6ThIR8azMzEyaNm3Ke++9x9KlS6ldu7brJBERT5s7\ndy5PPvkkCQkJjBo1ynXOZUkLWBEPWrp0KT179iQuLo4JEyboFFgRkRDau3cv4eHhhIWFEQgEqFix\nouskERHPstbyyCOPsHLlSqZMmUJcXJzrJBERT1u7di1t27albt26zJo1i7CwMNdJlyUtYEU8ZuPG\njTRv3pz777+f+fPnU6BAAddJIiKedezYMSIiIti/fz8ZGRnccMMNrpNERDxtyJAhvPLKKwwYMIAu\nXbq4zhER8bT333+fBg0acOutt7Js2TKKFCniOumypQWsiIds27aN2NhYrrvuOlJSUihWrJjrJBER\nzzpz5gwNGzbk448/JiUlhXvvvdd1koiIp7388ssMHjyYNm3aMHToUNc5IiKe9t133xEREUHZsmVJ\nS0ujdOnSrpMua1rAinjErl278Pl8FC9enEAgQNmyZV0niYh4lrWW9u3bs3btWmbNmoXf73edJCLi\naSkpKXTp0gWfz8f06dN1iS0RkRA6ePAg4eHhnDlzhvXr11O5cmXXSZc9LWBFPODw4cP4/X6OHj3K\npk2buPbaa10niYh4Wv/+/Zk7dy5Dhw6lTZs2rnNERDzt7bffpkmTJtx9990sXryYQoUKuU4SEfGs\nX375hejoaHbu3Mnrr7/OLbfc4jrJE7SAFbnMnTp1iri4OLZv304gEODOO+90nSQi4mkTJ05k5MiR\nPPLIIwwYMMB1joiIp23fvp2oqCgqV65MamoqJUuWdJ0kIuJZmZmZNGnShHfffZelS5fy//7f/3Od\n5BlawIpcxrKysmjVqhUbNmxgwYIF1K1b13WSiIinLVmyhJ49exIXF8fEiRN1CqyISAjt3bsXn89H\nWFgYgUCAihUruk4SEfEsay2PPPIIK1euZPLkycTFxblO8hQtYEUuU9ZaevXqxeLFixkzZgxNmzZ1\nnSQi4mkbN26kRYsW3H///cyfP58CBQq4ThIR8ayjR48SERHB/v37ycjI4IYbbnCdJCLiaUOGDOGV\nV17hqaee4pFHHnGd4zlawIpcpkaPHs2ECRPo1asXjz/+uOscERFP27ZtG7GxsVx33XWkpKRQrFgx\n10kiIp515swZGjZsyMcff0xKSgr33nuv6yQREU97+eWXGTx4MG3atOG5555zneNJWsCKXIbmzZtH\n3759adKkCaNHj3adIyLiabt27cLn81GsWDECgQBly5Z1nSQi4llZWVm0b9+e119/nZkzZ+L3+10n\niYh42sqVK+nSpQs+n4/p06frElshogWsyGVm7dq1tGnThoceeojZs2cTFhbmOklExLMOHz6M3+/n\nyJEjbNq0iWuvvdZ1koiIpw0YMIC5c+fy3HPP0bZtW9c5IiKe9vbbbxMfH8/dd9/N4sWLKVSokOsk\nz9ICVuQy8sEHH9CgQQNuueUWkpKSKFKkiOskERHPOnXqFLGxsWzfvp1AIMBdd93lOklExNMmTpzI\nyJEj6dKlC0899ZTrHBERT/vyyy+JioqicuXKpKamUrJkSddJnqYFrMhl4rvvviMiIoKyZcuSlpZG\n6dKlXSeJiHhWVlYWrVq1YuPGjcyfP5+6deu6ThIR8bQlS5bQs2dPYmNjmTRpkk6BFREJob179+Lz\n+QgLCyMQCFCxYkXXSZ6nBazIZeDgwYP4fD5Onz7NunXrqFKliuskERHPstbSq1cvFi9ezOjRo0lI\nSHCdJCLiaRs3bqRFixbcf//9LFiwgAIFCrhOEhHxrGPHjhEREcG+ffvIyMjghhtucJ2UL2gBK5LH\n/fLLL0RHR/PDDz+wdu1abrnlFtdJIiKeNnr0aCZMmMBjjz1G7969XeeIiHjap59+SkxMDNWqVSM5\nOZlixYq5ThIR8awzZ87QsGFDPv74Y5KTk7n33ntdJ+UbF7WANcbsAI4B54BMa21NY0xZYBFQDdgB\nxFtrfw5Npkj+lJmZSdOmTXnnnXdYunQpDzzwgOskyQWauSLuzJ07l759+9KkSRPGjBnjOkdyieau\niBs7d+7E7/dTvHhxVq9eTbly5VwnSS7QzBVxw1pL+/btWbt2LTNnziQiIsJ1Ur7ye94+/SFrbQ1r\nbc3g5/2AdGvtjUB68HMRuUSstXTt2pWUlBQmTZpE/fr1XSdJ7tLMFclla9eupW3bttSpU4fZs2cT\nFvZ7XiaJB2juiuSiw4cP4/f7OXLkCKtWreLaa691nSS5SzNXJJf179+fuXPn8txzz9G2bVvXOfnO\nn/nNIhaYHfx4NhD353NE5LznnnuOl19+mQEDBtC1a1fXOeKeZq5ICH3wwQc0aNCAW265haSkJIoU\nKeI6SdzT3BUJkVOnThEbG8uXX37J8uXLqVGjhuskcU8zVySEJk2axMiRI+nSpQtPPfWU65x86WIX\nsBZ43Riz1RjTKfi1StbaPcGP9wKVLvRAY0wnY8wWY8yWAwcO/MlckfxhxowZPPPMM7Ru3ZqhQ4e6\nzpHcp5krkou+++47IiIiKFOmDGlpaVx55ZWukyT3ae6K5JKsrCxatmzJxo0bmT17NnXr1nWdJLlP\nM1ckFy1ZsoQePXoQGxvLpEmTMMa4TsqXLvZNuB6w1v5ojKkIrDXGfJHzRmutNcbYCz3QWjsdmA5Q\ns2bNC95HRP5HamoqnTt3Jjw8nJdfflnDMX/SzBXJJQcPHsTn83H69GnS09OpUqWK6yRxQ3NXJBdY\na+nVqxdLlixh9OjRJCQkuE4SNzRzRXLJxo0badGiBbVq1WL+/PkUKFDAdVK+dVFHwFprfwz+vR9I\nAu4D9hljrgYI/r0/VJEi+cU777xD48aNqVGjBkuWLKFQoUKuk8QBzVyR3PHLL78QHR3N999/T3Jy\nMrfeeqvrJHFEc1ckd4wePZoJEybQq1cvevfu7TpHHNHMFckd27ZtIzY2luuuu46UlBSKFy/uOilf\n+80FrDGmhDGm1PmPgYeBT4FkoHXwbq2BFaGKFMkPvvrqK6Kiorj66qtJTU2lZMmSrpPEAc1ckdyR\nmZlJQkIC77zzDvPnz+eBBx5wnSSOaO6K5I558+bRt29fmjRpwujRo13niCOauSK5Y9euXfh8PooV\nK0YgEKBcuXKuk/K9i7kEQSUgKXgadEFgvrU2YIx5D0g0xrQHvgfiQ5cp4m179+4lPDwcgEAgQKVK\nF7zkkeQPmrkiIWatpVu3biQnJzNp0iQaNGjgOknc0twVCbG1a9fSpk0b6tSpw+zZswkL+zPvBS2X\nOc1ckRA7fPgwfr+fI0eOsHHjRq699lrXScJFLGCttd8Cd13g6z8B9UIRJZKfHDt2jMjISPbt28f6\n9eu58cYbXSeJQ5q5IqE3dOhQpk+fTv/+/enWrZvrHHFMc1cktD744AMaNGjALbfcQlJSEkWKFHGd\nJA5p5oqE1qlTp4iLi2P79u0EAgFq1KjhOkmCLvZNuEQkBM6cOUOjRo346KOPSE5O5r777nOdJCLi\naTNmzODpp5+mVatWDBs2zHWOiIinfffdd/j9fsqUKUNaWhpXXnml6yQREc/KysqiVatWbNiwgfnz\n51O3bl3XSZKDFrAijlhr6dChA2vWrGHmzJlERES4ThIR8bTU1FQ6d+5MeHg4r7zyCsHTH0VEJAQO\nHjyIz+fjzJkzrFu3jipVqrhOEhHxLGstvXr1YvHixYwePZqEhATXSfIrWsCKODJgwABee+01nnvu\nOdq2bes6R0TE0959913i4+OpUaMGS5YsoVChQq6TREQ865dffiE6Oprvv/+e119/nVtvvdV1koiI\np40ePZoJEybQq1cvevfu7TpHLkALWBEHJk2axIgRI+jcuTNPPfWU6xwREU/78ssviYyM5KqrriI1\nNZWSJUu6ThIR8azMzEyaNm3KO++8w5IlS3jggQdcJ4mIeNq8efPo27cvTZo0YfTo0a5z5D/QAlYk\nly1dupQePXoQGxvLSy+9pFNgRURCaO/evfh8PgACgQCVKlVyXCQi4l3WWrp27UpKSgqTJk2iQYMG\nrpNERDzt9ddfp23bttSpU4fZs2cTFhbmOkn+Ay1gRXLRpk2baN68ObVq1WL+/PkUKFDAdZKIiGcd\nO3aMyMhI9u3bx/r167nxxhtdJ4mIeNpzzz3Hyy+/TP/+/enWrZvrHBERT/vggw+oX78+N998M8uX\nL6dIkSKuk+T/oAWsSC7Ztm0bMTExVKtWjZSUFIoXL+46SUTEs86cOUOjRo346KOPWLFiBffdd5/r\nJBERT3vllVd45plnaNWqFcOGDXOdIyLiaTt27CAiIoIyZcqQlpZG6dKlXSfJb9ACViQX7Nq1C5/P\nR9GiRQkEApQrV851koiIZ1lr6dChA2vWrOGVV14hMjLSdZKIiKetXLmSLl26EB4eziuvvKJLbImI\nhNDBgwcJDw/n9OnTpKenU6VKFddJchG0gBUJscOHD+P3+zly5AgbN26kWrVqrpNERDxtwIABvPba\nawwZMoT27du7zhER8bR33nmH+Ph4atSowZIlSyhUqJDrJBERz/rll1+Ijo7m+++/5/XXX+fWW291\nnSQXSQtYkRA6ffo0cXFxbN++nbS0NGrUqOE6SUTE0yZNmsSIESPo1KkTAwcOdJ0jIuJpX375JVFR\nUVx99dWkpqZSsmRJ10kiIp6VmZlJQkIC77zzDkuWLOGBBx5wnSS/gxawIiGSlZVFq1at2LBhA/Pm\nzaNevXquk0REPG3p0qX06NGDmJgYXnrpJZ0CKyISQvv27cPn8wEQCASoVKmS4yIREe+y1tKtWzeS\nk5OZNGkSDRo0cJ0kv5MWsCIhYK3l8ccfJzExkRdeeIFmzZq5ThIR8bRNmzbRvHlzatWqxYIFCyhY\nUC9xRERC5dixY0RERLBv3z7Wr1/PjTfe6DpJRMTThg4dyvTp0+nfvz/dunVznSN/gH47EQmBMWPG\nMH78eB577DF69+7tOkdExNO2bdtGTEwM1apVIyUlheLFi7tOEhHxrLNnz9K4cWM++ugjkpOTue++\n+1wniYh42owZM3j66adp3bo1w4YNc50jf5AWsCKX2Pz583niiSeIj49nzJgxOgVWRCSEdu3ahc/n\no2jRogQCAcqVK+c6SUTEs6y1dOjQgdWrVzNjxgwiIiJcJ4mIeFpqaiqdO3cmPDycl19+WfuFy5gW\nsCKXUHp6Om3atKFOnTrMmTOHsLAw10kiIp51+PBh/H4/R44cYePGjVSrVs11koiIpw0cOJA5c+Yw\nZMgQ2rVr5zpHRMTT3n33XeLj46lRowZLliyhUKFCrpPkT9ACVuQS+fDDD6lfvz433XQTSUlJFClS\nxHWSiIhnnT59mvr167N9+3bS0tKoUaOG6yQREU+bPHkyw4cPp3PnzgwcONB1joiIp3311VdERkZy\n1VVXkZqaSsmSJV0nyZ+kBazIJbBjxw78fj+lS5cmLS2NK6+80nWSiIhnZWVl0apVKzIyMpg3bx71\n6tVznSQi4mlJSUl0796dmJgYJk2apFNgRURCaN++ffh8PgACgQCVKlVyXCSXghawIn/STz/9hM/n\n49SpU2zevJlrrrnGdZKIiGdZa+nduzeJiYm88MILNGvWzHWSiIinbd68mYSEBGrVqsWCBQsoWFC/\nQoqIhMrx48eJjIxk7969rF+/nhtvvNF1klwi+l9PkT/h5MmTREdHs2PHDtauXcttt93mOklExNPG\njh3LuHHj6NmzJ71793adIyLiaZ999hkxMTFUq1aNlJQUihcv7jpJRMSzzp49S6NGjfjwww9JTk7m\nvvvuc50kl5AWsCJ/UGZmJgkJCbz99tssXryYBx980HWSiIinzZ8/nz59+hAfH8/YsWN1CqyISAj9\n+OOP+Hw+ihQpQiAQoFy5cq6TREQ8y1pLx44dWb16NTNmzCAiIsJ1klxiWsCK/AHWWrp3786KFSuY\nOHEiDRs2dJ0kIuJp6enptGnThn/84x/Mnj2bsLAw10kiIp51+PBh/H4/hw8fZuPGjVSrVs11koiI\npz311FPMnj2bIUOG0K5dO9c5EgJawIr8AcOGDWPatGn069eP7t27u84REfG0Dz/8kPr163PTTTex\nfPlyihYt6jpJRMSzTp8+Tf369fniiy9IS0ujRo0arpNERDztpZde4vnnn6dz584MHDjQdY6EiBaw\nIr/TzJkzGTRoEC1btmT48OGuc0REPG3Hjh34/X5Kly5NWloaV155peskERHPysrKolWrVmRkZDBv\n3jzq1avnOklExNOWLVvGo48+SkxMDJMmTdIltjxMC1iR32HVqlV06tSJhx9+mBkzZmg4ioiE0E8/\n/YTP5+PUqVNs3ryZa665xnWSiIin9enTh8TERF544QWaNWvmOkdExNM2b95Ms2bNqFWrFgsWLKBg\nQa3ovEz/1xW5SO+++y6NGzfmzjvvZMmSJRQqVMh1koiIZ/3yyy9ER0ezY8cO1qxZw2233eY6SUTE\n08aMGcOLL75Iz5496d27t+scERFP++yzz4iOjqZatWqkpKRQvHhx10kSYlrAilyEr7/+msjISCpV\nqsSqVasoVaqU6yQREc/KzMwkISGBt99+myVLlvD3v//ddZKIiKctWLCAPn36EB8fz9ixY3WWl4hI\nCP3444/4fD6KFi1KIBCgXLlyrpMkF2gBK/Ib9u3bR3h4OACrV6/mqquuclwkIuJd1lq6d+9OcnIy\nEydOpEGDBq6TREQ8LT09ndatW1OnTh3mzJlDWFiY6yQREc86fPgwfr+fw4cPs3HjRqpVq+Y6SXKJ\nFrAi/4fjx48TGRnJ3r17WbduHTfeeKPrJBERTxs2bBjTpk2jX79+dO/e3XWOiIinffTRR9SvX5+b\nb76ZpKQkihQp4jpJRMSzTp8+Tf369fniiy9IS0ujRo0arpMkF2kBK/IfnD17lkaNGvHhhx+yfPly\n/va3v7lOEhHxtJkzZzJo0CBatmzJ8OHDXeeIiHjajh078Pv9XHnllaSlpXHllVe6ThIR8aysrCxa\ntWpFRkYGc+fOpV69eq6TJJdpAStyAdZaOnbsyOrVq3n55ZeJiopynSQi4mmrVq2iU6dOPPzww8yY\nMUPXHxQRCaGffvoJn8/HyZMn2bx5M1WqVHGdJCLiaX369CExMZFRo0bRvHlz1znigBawIhcwcOBA\nZs+ezbPPPkuHDh1c54iIeNp7771H48aNueuuu1iyZAmFChVynSQi4lknT54kJiaGHTt2sHbtWm67\n7TbXSSIinjZmzBhefPFFevbsSZ8+fVzniCNawIr8yuTJkxk+fDgdO3Zk0KBBrnNERDzt66+/JjIy\nkkqVKpGamkqpUqVcJ4mIeNa5c+dISEjgrbfeYvHixTz44IOuk0REPG3BggX06dOHxo0bM3bsWJ3l\nlY9pASuSQ1JSEt27dycqKorJkydrOIqIhND+/fvx+XxkZWURCAS46qqrXCeJiHiWtZbu3buzYsUK\nJk6cSMOGDV0niYh4Wnp6Oq1bt+bvf/87c+bMISwszHWSOKQFrEjQ5s2bSUhI4L777mPhwoUULKj/\n9xARCZXjx48TGRnJ7t27WbduHX/9619dJ4mIeNqwYcOYOnUqTz75JN27d3edIyLiaR9++CH169fn\nr3/9K8uXL6do0aKuk8Sxi16/G2MKGGM+MMasDH5e1hiz1hjzVfDvMqHLFAmtzz77jJiYGK699lpW\nrlxJiRIlXCdJPqeZK1529uxZGjduzAcffEBiYiK1atVynST5nGaueN2sWbMYNGgQLVu25Pnnn3ed\nI6K5K562Y8cO/H4/pUuXJhAIUKaM/ussv2MBC/QEPs/xeT8g3Vp7I5Ae/FzksvPjjz/i8/koXLgw\ngUCA8uXLu04SAc1c8ShrLR07diQQCDB16lSioqJcJ4mAZq542KpVq+jYsSMPP/wwM2bM0CW2JK/Q\n3BVP+umnn/D5fJw6dYpAIMA111zjOknyiItawBpjrgEigVdyfDkWmB38eDYQd2nTRELvyJEj+P1+\nfv75Z9LS0rjuuutcJ4lo5oqnDRo0iNmzZzN48GA6dOjgOkdEM1c87b333qNx48bcddddLFmyhEKF\nCrlOEtHcFc86efIkMTEx7NixgxUrVnDbbbe5TpI85GKPgB0H9AWycnytkrV2T/DjvUClCz3QGNPJ\nGLPFGLPlwIEDf7xU5BI7ffo0cXFxfP755yxbtoz/+q//cp0kcp5mrnjSlClTGDZsGB07duTpp592\nnSNy3h+euaC5K3nX119/TWRkJJUqVSI1NZVSpUq5ThI5T691xXMyMzNJSEjgrbfeYu7cufz97393\nnSR5zG8uYI0xUcB+a+3W/3Qfa60F7H+4bbq1tqa1tmaFChX+eKnIJZSVlUXr1q3JyMhg1qxZ/Otf\n/3KdJAJo5op3JSUl0a1bN6Kjo5k8ebJOgZU84c/O3ODtmruS5+zbt4/w8HCstQQCAa666irXSSKA\nXuuKN1lr6d69OytWrGD8+PE0atTIdZLkQRfzNu//D4gxxkQARYErjDFzgX3GmKuttXuMMVcD+0MZ\nKnIp9enTh0WLFjFy5EhatGjhOkckJ81c8Zw33niDZs2acd9997Fw4UIKFryYlx8iuUIzVzzn+PHj\nREVFsWfPHtavX89f//pX10kiOWnuiucMGzaMadOm8eSTT/Loo4+6zpE86jePgLXW9rfWXmOtrQY0\nBdZZa1sAyUDr4N1aAytCVilyCY0dO5YXX3yRRx99lCeeeMJ1jsi/0cwVr/n888+Jjo7mL3/5CytX\nrqR48eKuk0T+m2aueM3Zs2dp3LgxH3zwAYmJifztb39znSTybzR3xWtmzZrFoEGDaNGiBcOHD3ed\nI3nYxV4D9kJGAP8yxnwF/DP4uUietmDBAnr37k2jRo148cUXdQqsXE40c+Wys3v3bnw+H4ULFyYQ\nCFC+fHnXSSIXSzNXLjvWWjr+f/buPKrKem//+HWDIIo44ximWWZqHjP1eDymdcy4N5tZUAYBB1BT\nccIhckxDHMEZRxScAGUe9kYFREkzh/KYlKaZ8zwPKMK+f38c1289z3NOR03pC1+u11otEXT1Xq36\nCFfe26AgGI1GrFy5Eo6OjqKTiF4G7y5VOFlZWQgKCkLv3r2xbt06mJm9ysRGsnupZwA1TdsNYPez\nt28C6PX6k4jKRm5uLgICAtCjRw9s3LgR5ubmopOI/iveXKrI7t69C51Oh1u3bmHPnj1o0aKF6CSi\n/4o3lyq6qVOnIiYmBjNmzEBgYKDoHKLn4t2liuzgwYPw9PRE+/btkZiYCEtLS9FJVM7xRdioUjh6\n9ChcXV3RqlUrpKSkwMrKSnQSEZG0njx5Ajc3NxQWFiIrKwsffPCB6CQiIqlFRUUhLCwMQUFBmDZt\nmugcIiKpnTp1Cnq9Hg0aNEBWVhZsbGxEJ1EFwAGWpHf27FnodDrUrFkTBoMBderUEZ1ERCQtk8mE\nAQMGIC8vDxs3bkTv3r1FJxERSS05ORkjRoyAk5MTVqxYwZfYIiIqQ1evXoW9vT1MJhOys7PRqFEj\n0UlUQXCAJandvHkTqqri0aNHKCgogJ2dnegkIiKpTZgwAXFxcZg7dy769+8vOoeISGrffPMNfHx8\n0KVLF8TFxaFKFX55R0RUVh48eABHR0dcvnwZubm5aNWqlegkqkD4KzRJq6ioCM7Ozvj111+xY8cO\ntERKI1AAACAASURBVGvXTnQSEZHUIiIiEBERgeDgYEyYMEF0DhGR1AoLC+Hk5IRmzZohIyMD1atX\nF51ERCStp0+fwsPDA0eOHEFKSgq6du0qOokqGA6wJKXS0lL4+Phg//79SEhIQM+ePUUnERFJLS4u\nDiEhIfDw8EBkZCQfgSUiKkMXL16EqqqwtLSE0WhE/fr1RScREUlL0zQEBQUhOzsba9asgZOTk+gk\nqoA4wJJ0NE1DcHAwUlJSsGTJEnh4eIhOIiKSWm5uLvz9/dGjRw9s3LgR5ubmopOIiKR19+5dODg4\n4Pbt28jPz0eLFi1EJxERSW3KlCmIiYnBjBkzEBgYKDqHKigOsCSd8PBwREVFYeLEiQgODhadQ0Qk\ntX/+859wc3NDq1atkJKSAisrK9FJRETSevLkCdzc3FBYWIisrCx07NhRdBIRkdSioqIwe/ZsBAUF\nYdq0aaJzqALjAEtS2bBhAyZPngxfX1+Eh4eLziEiktrZs2ehqipsbGxgMBhQp04d0UlERNIymUwI\nCAhAXl4eYmNj0bt3b9FJRERSS05OxogRI+Do6IgVK1bwJbbolXCAJWkYDAYEBgaid+/eiI6OhpmZ\nmegkIiJp3bp1C6qqoqioCHv37oWdnZ3oJCIiqU2YMAHx8fGYM2cO/Pz8ROcQEUmtoKAA3t7e6NKl\nC+Li4lClCuczejX8N4ikcPDgQXh6eqJ9+/ZITEyEpaWl6CQiImkVFRXByckJv/76K3bu3Il27dqJ\nTiIiklpERAQiIiIQHByMiRMnis4hIpJaYWEhnJ2d0axZM2RkZMDa2lp0EkmAAyxVeKdPn4Zer4et\nrS2ysrJgY2MjOomISFqlpaXw8fHB/v37kZCQgB49eohOIiKSWlxcHEJCQuDh4YHIyEg+AktEVIYu\nXrwIVVVhaWmJ7Oxs1K9fX3QSSYIDLFVo165dg729PUwmE4xGIxo1aiQ6iYhIWpqmITg4GCkpKVi8\neDE8PDxEJxERSS03Nxf+/v746KOPsHHjRpibm4tOIiKS1t27d+Hg4IDbt28jPz8fLVq0EJ1EEuEA\nSxXWgwcPoNfrcenSJeTm5uLdd98VnUREJLXw8HBERUVh4sSJGDVqlOgcIiKpHT16FG5ubmjVqhVS\nU1NhZWUlOomISFpPnjyBm5sbCgsLkZWVhY4dO4pOIslwgKUK6enTp+jbty+OHDmClJQUdO3aVXQS\nEZHUNmzYgMmTJ6N///4IDw8XnUNEJLWzZ89Cp9PBxsYGBoMBderUEZ1ERCQtk8mEgIAA5OXlITY2\nFr179xadRBLiAEsVjqZpGDp0KAwGA1avXg0nJyfRSUREUjMYDAgMDETv3r2xbt06mJmZiU4iIpLW\nrVu3oKoqHj16hIKCAtjZ2YlOIiKS2oQJExAfH485c+bAz89PdA5JigMsVTjTpk3D+vXrMX36dAQF\nBYnOISKS2sGDB+Hp6Yn27dsjMTERlpaWopOIiKRVVFQEZ2dn/Prrr9ixYwfatWsnOomISGoRERGI\niIhAcHAwJk6cKDqHJMYBliqUlStX4uuvv8bgwYMxffp00TlERFI7ffo09Ho9bG1tkZmZCRsbG9FJ\nRETSKi0thY+PD/bt24f4+Hj07NlTdBIRkdTi4uIQEhICDw8PREZGQlEU0UkkMQ6wVGGkpqZixIgR\ncHR0xMqVK3kciYjK0LVr12Bvbw+TyYTs7Gw0btxYdBIRkbQ0TcOoUaOQkpKCxYsXw9PTU3QSEZHU\ncnNz4e/vjx49emDjxo0wNzcXnUSS4wBLFcK+ffvg5eWFzp07Iy4uDlWq8F9dIqKy8uDBAzg6OuLS\npUvIzc1Fq1atRCcREUktPDwcK1aswMSJEzFq1CjROUREUjt69Cjc3NzQqlUrpKSkwMrKSnQSVQJc\nsajc+/nnn+Hk5AQ7Ozukp6fD2tpadBIRkbSePn2Kfv364fDhw0hJSUHXrl1FJxERSS0mJgaTJ0+G\nr68vwsPDRecQEUnt3LlzcHBwgI2NDQwGA+rUqSM6iSoJDrBUrl26dAmqqsLCwgJGoxG2traik4iI\npKVpGoYNG4asrCysXr0aTk5OopOIiKRmNBoxePBgfPrpp4iOjoaZmZnoJCIiad26dQuqquLhw4co\nKCiAnZ2d6CSqRDjAUrl17949ODg44ObNm8jPz8dbb70lOomISGrTp09HdHQ0pk+fjqCgINE5RERS\nO3ToEDw8PPD+++8jMTERlpaWopOIiKRVVFQEZ2dnnD59Gjt27EC7du1EJ1ElwwGWyqXi4mK4u7vj\n+PHjyMzMRMeOHUUnERFJbdWqVZg1axYCAwMxffp00TlERFI7ffo09Ho9bG1tYTAYULNmTdFJRETS\nKi0tha+vL/bt24f4+Hj07NlTdBJVQhxgqdwxmUwYOHAgcnJyEBsbi88++0x0EhGR1FJTUzF8+HA4\nOjoiKioKiqKITiIiktb169ehqipKS0thNBrRqFEj0UlERNLSNA2jR49GcnIyFi9eDE9PT9FJVElx\ngKVyZ9KkSdiyZQvCw8Ph5+cnOoeISGr79u2Dl5cXOnfujLi4OFSpwk8NiIjKyoMHD6DX63Hx4kXk\n5OTg3XffFZ1ERCS1OXPmYPny5ZgwYQJGjRolOocqMX6VReXKokWLsGDBAowcORKTJk0SnUNEJLWf\nf/4ZTk5OsLOzQ3p6OqytrUUnERFJ6+nTp+jbty8OHz6M5ORk/O1vfxOdREQktZiYGHz55Zfw9fXF\nnDlzROdQJccBlsqNhIQEjBs3Dn369MGiRYv4CCwRURm6dOkSVFWFhYUFjEYjbG1tRScREUlL0zQM\nGzYMBoMBq1atgrOzs+gkIiKpGY1GBAYG4tNPP0V0dDTMzMxEJ1ElxwGWyoXdu3fDz88P3bt3x6ZN\nm2Bubi46iYhIWvfu3YODgwNu3ryJ/Px8vPXWW6KTiIikNm3aNERHR2PatGkYMmSI6BwiIqkdPnwY\nHh4eaNeuHRITE2FpaSk6iYgDLIl37NgxuLi44O2330ZqaiqsrKxEJxERSau4uBhubm44fvw4MjIy\n0LFjR9FJRERSW7lyJb7++msMHjwYM2bMEJ1DRCS106dPw8HBAba2tjAYDKhZs6boJCIAHGBJsHPn\nzkFVVdjY2MBoNKJOnTqik4iIpGUymTBgwADk5uYiJiYG9vb2opOIiKSWkpKCESNGQK/XY+XKlXyJ\nLSKiMnTt2jWoqorS0lIYjUY0atRIdBLR/8cBloS5desWVFXFw4cPUVBQADs7O9FJRERSmzRpErZu\n3Yrw8HD4+/uLziEiktq+ffvg7e2NTp06IT4+HlWq8EsvIqKy8vDhQzg6OuLixYvIzc3Fu+++KzqJ\n6H/hZwEkRFFREVxcXHD69Gns2LED7dq1E51ERCS1RYsWYcGCBRg5ciQmTZokOoeISGo///wznJyc\nYGdnh4yMDFhbW4tOIiKS1tOnT9G3b18cPnwYKSkp6Nq1q+gkon/DAZb+dKWlpejfvz+++eYbxMfH\no2fPnqKTiIiklpCQgLFjx6JPnz5YtGgRH4ElIipDly5dgqqqsLCwgNFohK2tregkIiJpaZqGYcOG\nISsrC6tXr4aTk5PoJKL/iAMs/ak0TcPo0aORlJSERYsWwdPTU3QSEZHU8vLy4Ofnh+7du2PTpk0w\nNzcXnUREJK27d+/CwcEBN2/exO7du/HWW2+JTiIiktr06dMRHR2NadOmISgoSHQO0e8ye94PUBTF\nSlGU7xRFOaooynFFUb569v66iqLsVBTll2ff8k9PoueaO3culi9fjgkTJmD06NGic4jKHd5cep2O\nHTsGV1dXvP3220hLS4OVlZXoJKJyh3eXXpfi4mK4u7vj+PHjSExMxIcffig6iajc4c2l12nVqlWY\nNWsWBg8ejBkzZojOIfqvnjvAAngC4B+apv0FQAcAqqIoXQF8ASBH07R3AOQ8+z7R74qNjUVoaCh8\nfX0xZ84c0TlE5RVvLr0W586dg6qqsLGxgcFgQJ06/DqG6Hfw7tIrM5lMGDBgAHJzc7Fu3Tp89tln\nopOIyiveXHotUlNTMXz4cOj1eqxcuZIvsUXl3nMHWO1fHjz7rsWzvzQALgBinr0/BoBrmRSSFLKz\nszF48GD06tUL0dHRMDN7ke2fqPLhzaXX4datW9DpdHjw4AEMBgOaNWsmOomo3OLdpddh0qRJ2Lp1\nK8LDw+Hv7y86h6jc4s2l12H//v3w8vJCp06dEB8fjypV+OqaVP690AqmKIq5oig/ALgGYKemaQcA\nNNQ07fKzH3IFQMPf+blDFEU5pCjKoevXr7+WaKpYDh8+jD59+qBt27ZISkqCpaWl6CSico03l15F\nUVERXFxccOrUKaSkpOD9998XnURU7vHu0qtYtGgRFixYgBEjRmDSpEmic4jKPd5cehU///wzHB0d\n8cYbbyAjIwPW1taik4heyAsNsJqmlWqa1gHAGwC6KIrS7v98XMO//q/Vf/q5qzVN66RpWif+CaCV\nz6+//goHBwfUr18fBoMBNWvWFJ1EVO7x5tIfVVpaiv79+6OgoACxsbH45JNPRCcRVQi8u/RHxcfH\nY+zYsXB3d8fixYv5CCzRC+DNpT/q8uXLUFUVVapUQXZ2NvjvAFUkL/UcuKZpdwDkAVABXFUUpTEA\nPPv22uvPo4rs+vXrsLe3R0lJCYxGIxo3biw6iahC4c2ll6FpGkaPHo2kpCRERkaiX79+opOIKhze\nXXoZu3fvhr+/P7p3745NmzbB3NxcdBJRhcKbSy/j3r170Ol0uHHjBrKysvDWW2+JTiJ6Kc8dYBVF\nsVUUpfazt6sB6A3gZwBpAAKe/bAAAKllFUkVz8OHD+Ho6IgLFy4gPT0drVu3Fp1EVCHw5tIfNWfO\nHCxfvhwhISEYM2aM6ByiCoN3l/6IY8eOwdXVFS1btkRqaiqqVasmOomoQuDNpT+iuLgY7u7uOH78\nOBITE/Hhhx+KTiJ6aS/ySsWNAcQoimKOfw22CZqmZSiKsh9AgqIogwGcBdC3DDupAikpKUHfvn1x\n6NAhJCUloVu3bqKTiCoS3lx6aTExMfjyyy/h7e2NefPmic4hqmh4d+mlnDt3DqqqwtraGkajEXXr\n1hWdRFSR8ObSSzGZTBg4cCBycnIQExMDe3t70UlEf8hzB1hN0/4J4IP/8P6bAHqVRRRVXJqmYejQ\nocjKysLKlSvh4uIiOomoQuHNpZdlNBoRGBiIXr16YcOGDTAze6lXFyKq9Hh36WXcunULOp0ODx48\nQEFBAZo1ayY6iahC4c2llzVp0iRs2bIF4eHh8Pf3F51D9Ie9yO+AJXphM2bMQHR0NKZOnYqhQ4eK\nziEiktrhw4fh4eGBtm3bIikpCZaWlqKTiIik9fjxY7i4uODUqVPIzs7G+++/LzqJiEhqixYtwoIF\nCzBixAhMmjRJdA7RK+EAS6/NqlWrMHPmTAwcOBBfffWV6BwiIqmdPn0aDg4OqF+/PrKyslCzZk3R\nSURE0iotLYWvry8KCgoQHx+Pjz/+WHQSEZHUEhISMG7cOLi7u2Px4sVQFEV0EtEr4XOK9FqkpaVh\n+PDh0Ol0WLVqFY8jEVEZun79OlRVRUlJCYxGI5o0aSI6iYhIWpqmYcyYMUhKSkJkZCT69uVLUxIR\nlaXdu3fDz88Pf//737Fp0yaYm5uLTiJ6ZfwdsPTK9u/fDy8vL3Ts2BEJCQmwsLAQnUREJK2HDx9C\nr9fjwoULyMnJQevWrUUnERFJbe7cuVi2bBlCQkIwZswY0TlERFI7duwYXF1d0bJlS6SmpqJatWqi\nk4heCw6w9EpOnDgBR0dHNG3aFJmZmahRo4boJCIiaZWUlKBv3744fPgwkpKS0K1bN9FJRERSi42N\nRWhoKHx8fDBv3jzROUREUjt37hxUVUWNGjVgNBpRt25d0UlErw0HWPrDLl++DHt7e5ibm8NoNKJB\ngwaik4iIpKVpGoYOHYqsrCysXLkSLi4uopOIiKSWnZ2NwYMHo1evXli/fj3MzPjqbUREZeXWrVvQ\n6XR48OABCgoK0KxZM9FJRK8VB1j6Q+7duwcHBwfcuHEDu3fvRsuWLUUnERFJbcaMGYiOjsaUKVMw\ndOhQ0TlERFI7cuQI+vTpg7Zt2yIpKQmWlpaik4iIpPX48WO4uLjg1KlTyM7Oxvvvvy86iei14wBL\nL624uBju7u44duwYMjIy0KlTJ9FJRERSW7VqFWbOnImBAwdi5syZonOIiKT266+/QqfToX79+sjK\nykLNmjVFJxERSau0tBS+vr4oKChAXFwcPv74Y9FJRGWCAyy9FJPJhEGDBiEnJwfr16+Hqqqik4iI\npJaWlobhw4dDp9Nh1apVUBRFdBIRkbSuX78OVVVRUlICo9GIJk2aiE4iIpKWpmkYPXo0kpKSEBkZ\niX79+olOIiozHGDppXzxxRfYvHkzwsLCMGDAANE5RERS279/P7y8vPDhhx9i27ZtsLCwEJ1ERCSt\nhw8fwtHREefPn0dOTg5at24tOomISGpz587F8uXLMX78eIwZM0Z0DlGZ4gBLL2zx4sWYP38+hg8f\njtDQUNE5RERSO3HiBBwdHdG0aVNkZGTA2tpadBIRkbRKSkrQr18/HDp0CElJSejWrZvoJCIiqcXG\nxiI0NBQ+Pj6YO3eu6ByiMscBll5IQkICxo4dC1dXVyxZsoSPwBIRlaHLly/D3t4e5ubmMBqNaNCg\ngegkIiJpaZqGYcOGITMzE1FRUXBxcRGdREQktezsbAwePBi9evXC+vXrYWZmJjqJqMxxgKXn2r17\nN/z8/NCtWzds2bIF5ubmopOIiKR179496HQ63LhxA7t370bLli1FJxERSW3GjBlYt24dpk6dimHD\nhonOISKS2uHDh9GnTx+0bdsWSUlJsLS0FJ1E9KfgAEv/1bFjx+Dq6oqWLVsiLS0N1apVE51ERCSt\n4uJiuLu74/jx40hPT0enTp1EJxERSW316tWYOXMmBg0ahK+++kp0DhGR1H799Vc4ODigfv36MBgM\nqFmzpugkoj8NB1j6XefPn4dOp4O1tTWMRiPq1q0rOomISFomkwkDBw5ETk4ONmzYAFVVRScREUkt\nLS0Nn3/+ORwcHLBy5Uq+xBYRURm6fv067O3tUVJSAqPRiMaNG4tOIvpTcYCl/+j27dtQVRX379/H\n3r170axZM9FJRERS++KLL7BlyxaEhYUhICBAdA4RkdS+/fZbeHl54cMPP0RCQgIsLCxEJxERSevh\nw4dwdHTEhQsXkJOTg9atW4tOIvrTcYClf/P48WO4uLjgl19+gdFoRPv27UUnERFJbfHixZg/fz4+\n//xzhIaGis4hIpLaiRMn4OjoiKZNmyIjIwPW1taik4iIpFVSUoJ+/frh0KFDSEpKQrdu3UQnEQnB\nAZb+l9LSUvTv3x979+7F1q1b8Y9//EN0EhGR1BISEjB27Fi4ublh6dKlfASWiKgMXb58Gaqqwtzc\nHEajEQ0aNBCdREQkLU3TMGzYMGRmZmLlypVwcXERnUQkDAdY+v80TcOYMWOQmJiIiIgIeHl5iU4i\nIpJafn4+/Pz80K1bN2zevBnm5uaik4iIpHXv3j04ODjg+vXr2L17N1q2bCk6iYhIajNmzMC6desw\nZcoUDB06VHQOkVAcYOn/mzdvHpYtW4Zx48Zh7NixonOIiKT2448/wsXFBS1btkRaWhqqVasmOomI\nSFrFxcXo06cPfvzxR6Snp6NTp06ik4iIpLZ69WrMnDkTAwcOxMyZM0XnEAnHAZYAABs3bsQXX3wB\nLy8vzJ8/X3QOEZHUzp8/D1VVYW1tDYPBgLp164pOIiKSlslkwqBBg7Br1y5s2LABqqqKTiIiklpa\nWho+//xz6HQ6rFq1ii+xRQQOsARgx44dGDRoED755BNs2LABZmZmopOIiKR1+/Zt6HQ63L9/H3v3\n7sWbb74pOomISGqhoaHYvHkzwsLCEBAQIDqHiEhq+/fvh5eXFzp27IiEhARYWFiITiIqFzjAVnJH\njhxBnz590KZNGyQnJ6Nq1aqik4iIpPX48WO4urri5MmTyM7ORvv27UUnERFJbcmSJZg3bx6GDx+O\n0NBQ0TlERFI7ceIEnJyc0KRJE2RmZqJGjRqik4jKDQ6wldiZM2fg4OCAunXrwmAwoFatWqKTiIik\nVVpaCj8/P+zZswdbt27FJ598IjqJiEhq27dvx5gxY+Dm5oYlS5bwEVgiojJ05coVqKoKMzMzZGdn\no0GDBqKTiMoVDrCV1I0bN2Bvb4/i4mLk5eWhSZMmopOIiKSlaRrGjh2L7du3IyIiAl5eXqKTiIik\nlp+fD19fX3Tr1g2bN2+Gubm56CQiImndu3cPOp0O169fR15eHlq2bCk6iajc4QBbCT18+BCOjo44\nf/48du3ahffee090EhGR1ObPn4+lS5ciJCQEY8eOFZ1DRCS1H3/8ES4uLmjZsiXS0tJQrVo10UlE\nRNIqLi5Gnz59cOzYMWRkZKBz586ik4jKJQ6wlUxJSQm8vLxw8OBBJCYm4u9//7voJCIiqW3atAmT\nJk2Ct7c35s2bJzqHiEhq58+fh6qqsLa2htFoRN26dUUnERFJy2QyYdCgQdi1axfWr18PVVVFJxGV\nWxxgKxFN0zB8+HBkZGQgKioKrq6uopOIiKS2c+dODBw4EP/4xz+wfv16mJmZiU4iIpLWnTt3oNPp\ncP/+fezduxfNmjUTnUREJLXQ0FBs3rwZYWFhGDBggOgconKNA2wlMnPmTKxZswaTJ0/GsGHDROcQ\nEUnt+++/h7u7O9q0aYOkpCRUrVpVdBIRkbQeP34MFxcX/PLLLzAajWjfvr3oJCIiqS1ZsgTz5s3D\n559/jtDQUNE5ROUeB9hKYs2aNZgxYwYGDBiAWbNmic4hIpLamTNnoNPpULduXRgMBtSqVUt0EhGR\ntEpLS+Hn54c9e/YgLi4On3zyiegkIiKpbdu2DWPGjIGrqyuWLl0KRVFEJxGVexxgK4GMjAwMGzYM\nOp0Oq1ev5nEkIipDN27cgKqqKC4uRl5eHpo0aSI6iYhIWpqmYezYsdi+fTsiIiLQr18/0UlERFLL\nz89H//790a1bN2zZsgXm5uaik4gqBA6wkvv222/Rt29fdOzYEQkJCbCwsBCdREQkrUePHsHJyQnn\nzp3Drl278N5774lOIiKS2vz587F06VKEhIRg7NixonOIiKT2448/wsXFBW+99RbS0tJQrVo10UlE\nFQYHWImdPHkSjo6OaNKkCTIzM1GjRg3RSURE0iopKYGXlxe+++47JCYm4u9//7voJCIiqW3atAmT\nJk2Ct7c35s2bJzqHiEhq58+fh06ng7W1NYxGI+rWrSs6iahC4QArqStXrsDe3h5mZmYwGo1o0KCB\n6CQiImlpmobhw4cjPT0dK1asgKurq+gkIiKp7dy5EwMHDsQnn3yC9evXw8zMTHQSEZG0bt++DZ1O\nh3v37mHPnj148803RScRVTjP/UxFURQ7RVHyFEUpVBTluKIoo5+9v66iKDsVRfnl2bd1yj6XXsS9\ne/fg4OCAa9euITMzE2+//bboJCJ6Qby5FdPMmTOxZs0aTJ48GZ9//rnoHCJ6Cby7Fc+RI0fg7u6O\nNm3aIDk5GVWrVhWdREQviDe34nn8+DFcXV1x8uRJJCcn4y9/+YvoJKIK6UX+V3EJgBBN09oA6Apg\nhKIobQB8ASBH07R3AOQ8+z4JVlxcjD59+uCf//wntm/fjs6dO4tOIqKXw5tbwaxduxYzZszAgAED\nMGvWLNE5RPTyeHcrkDNnzsDBwQF169aFwWBArVq1RCcR0cvhza1ASktL4efnhz179iA2Nhb/+Mc/\nRCcRVVjPHWA1TbusadqRZ2/fB/ATgKYAXADEPPthMQD4vKVgJpMJgwcPxq5du7BmzRrodDrRSUT0\nknhzK5aMjAwMGzYMqqpi9erVUBRFdBIRvSTe3Yrjxo0bUFUVxcXFMBqNaNKkiegkInpJvLkVh6Zp\nGDt2LLZv346FCxfCy8tLdBJRhfZSL5akKEpzAB8AOACgoaZpl5996AqAhr/zc4YoinJIUZRD169f\nf4VUep4vv/wSmzZtwqxZszBw4EDROUT0inhzy7cDBw6gb9++6NChA7Zt2wYLCwvRSUT0inh3y69H\njx7B0dER586dQ1paGt577z3RSUT0inhzy7f58+dj6dKlGDt2LMaNGyc6h6jCe+EBVlGUGgASAYzR\nNO3e//yYpmkaAO0//TxN01ZrmtZJ07ROtra2rxRLv2/p0qWYO3cuhg0bhsmTJ4vOIaJXxJtbvp08\neRJ6vR5NmjRBVlYWatSoITqJiF4R7275VVJSgn79+uG7777Dli1b0L17d9FJRPSKeHPLt40bN2LS\npEno168fFixYIDqHSAovNMAqimKBfx3HzZqmJT1791VFURo/+3hjANfKJpGeJzExEaNHj4aLiwuW\nLVvGR2CJKjje3PLtypUrUFUVZmZmMBqNaNCggegkInpFvLvll6ZpGD58ODIyMrBs2TK4ubmJTiKi\nV8SbW77t3LkTgwYNwieffIKYmBiYmb3Ug9NE9Due+1+S8q81bx2AnzRNi/gfH0oDEPDs7QAAqa8/\nj55n79698PX1xd/+9jds3boV5ubmopOI6BXw5pZv9+/fh16vx9WrV5GZmYm3335bdBIRvSLe3fJt\n5syZWLNmDb788ksMHz5cdA4RvSLe3PLt+++/h7u7O9577z0kJyejatWqopOIpFHlBX7M3wH4ATim\nKMoPz973JYA5ABIURRkM4CyAvmWTSL/n+PHjcHZ2RvPmzZGWloZq1aqJTiKiV8ebW04VFxfDw8MD\nR48eRVpaGjp37iw6iYheD97dcmrt2rWYMWMGAgIC8PXXX4vOIaLXgze3nDpz5gx0Oh3q1KkDg8GA\nWrVqiU4ikspzB1hN0woA/N4z7b1ebw69qAsXLkBVVVSrVg3Z2dmoV6+e6CQieg14c8snTdMQr3TP\nTwAAIABJREFUGBiIHTt2IDo6Gg4ODqKTiOg14d0tnzIyMjBs2DDY29tjzZo1fIktIknw5pZPN27c\ngL29PYqLi5GXl4emTZuKTiKSzov8DlgqZ+7cuQOdToe7d+9iz549ePPNN0UnERFJ7csvv8TGjRsx\na9YsDBw4UHQOEZHUDhw4gL59+6JDhw7Yvn07LCwsRCcREUnr0aNHcHR0xPnz57Fz50689957opOI\npMQBtoJ5/PgxXF1dceLECRgMBnTo0EF0EhGR1JYtW4Y5c+Zg2LBhmDx5sugcIiKpnTx5Enq9Ho0b\nN0ZmZiZq1KghOomISFolJSXo168fvvvuOyQmJqJ79+6ik4ikxQG2AjGZTPD390d+fj62bNmCXr34\nhAYRUVlKTEzEqFGj4OLigmXLlvERWCKiMnTlyhWoqgpFUWA0GtGwYUPRSURE0tI0DcOHD0dGRgaW\nL18ONzc30UlEUuMAW0FomoZx48Zh27ZtmD9/Pry9vUUnERFJbe/evfD19UXXrl2xZcsWmJubi04i\nIpLW/fv3odfrcfXqVeTl5eGdd94RnUREJLWZM2dizZo1CA0NxfDhw0XnEEmPA2wFsWDBAixevBhj\nxoxBSEiI6BwiIqkdP34czs7OaNGiBdLT01G9enXRSURE0iouLkafPn1w9OhRpKWloUuXLqKTiIik\ntmbNGsyYMQMBAQEICwsTnUNUKXCArQA2b96MiRMnol+/fli4cCEfgSUiKkMXLlyAqqqoVq0ajEYj\n6tWrJzqJiEhamqZh8ODB2LlzJ6Kjo+Hg4CA6iYhIahkZGRg2bBhUVcWaNWu4LxD9STjAlnO7du3C\nwIED8fHHHyMmJgZmZmaik4iIpHXnzh3odDrcvXsXe/fuxZtvvik6iYhIaqGhodi0aRNmzZqFgQMH\nis4hIpLagQMH0LdvX3zwwQfYtm0bLCwsRCcRVRocYMux77//Hm5ubmjdujWSk5NRtWpV0UlERNJ6\n/PgxXF1dceLECRgMBvzlL38RnUREJLWlS5di7ty5GDp0KCZPniw6h4hIaidPnoRer0fjxo2RmZmJ\nGjVqiE4iqlQ4wJZTZ86cgYODA+rUqQODwYDatWuLTiIikpbJZIK/vz/y8/OxZcsW9OrVS3QSEZHU\ntm/fjtGjR8PFxQXLly/nI7BERGXoypUrUFUVZmZmyM7ORsOGDUUnEVU6HGDLoRs3bkBVVTx58gQ5\nOTlo2rSp6CQiImlpmoaxY8di27ZtWLBgAby9vUUnERFJbc+ePejfvz+6du2KLVu2wNzcXHQSEZG0\n7t+/D71ej6tXryIvLw9vv/226CSiSokDbDnz6NEjODk54ezZs9i1axfatGkjOomISGoLFizAkiVL\nMHbsWISEhIjOISKS2vHjx+Hi4oLmzZsjPT0d1atXF51ERCSt4uJieHh44OjRo0hLS0OXLl1EJxFV\nWhxgy5GSkhJ4e3vjwIED2L59O7p37y46iYhIaps3b8bEiRPRr18/LFiwQHQOEZHULly4AFVVYWVl\nBaPRiHr16olOIiKSlqZpCAwMxI4dO7Bu3To4ODiITiKq1DjAlhOapmHEiBFIS0vDsmXL4O7uLjqJ\niEhqu3btwsCBA/Hxxx8jJiYGZmZmopOIiKR1584d6HQ63L17F3v27EHz5s1FJxERSe3LL7/Exo0b\nMWvWLAwaNEh0DlGlxwG2nPj666+xevVqhIaGYsSIEaJziIik9v3338PNzQ2tW7dGcnIyqlatKjqJ\niEhajx8/hqurK06cOAGDwYAOHTqITiIiktqyZcswZ84cDB06FJMnTxadQ0TgAFsurFu3DtOmTYO/\nvz/CwsJE5xARSe3MmTNwcHBAnTp1YDAYULt2bdFJRETSMplM8Pf3R35+PjZv3oxevXqJTiIiklpi\nYiJGjRoFFxcXLF++HIqiiE4iInCAFS4zMxNDhw6Fvb091q5dy+NIRFSGbty4AVVV8fjxY+Tk5KBp\n06aik4iIpKVpGsaOHYtt27Zh/vz58PHxEZ1ERCS1vXv3wtfXF127dsWWLVtgbm4uOomInuEAK9B3\n332Hvn37okOHDti2bRssLCxEJxERSevRo0dwcnLC2bNnsXPnTrRp00Z0EhGR1BYsWIAlS5Zg9OjR\nCAkJEZ1DRCS148ePw9nZGc2bN0d6ejqqV68uOomI/gcOsIKcPHkSer0ejRo1QmZmJmxsbEQnERFJ\nq6SkBF5eXjhw4AC2b9+Ojz76SHQSEZHUNm3ahIkTJ6Jv376IiIjgU15ERGXowoULUFUVVlZWMBqN\nqFevnugkIvo/OMAKcPXqVaiqCgAwGo1o2LCh4CIiInlpmobhw4cjPT0dy5Ytg7u7u+gkIiKp7dy5\nEwMHDsTHH3+M2NhYmJmZiU4iIpLWnTt3oNPpcPfuXezZswfNmzcXnURE/wEH2D/Z/fv34eDggKtX\nryIvLw/vvPOO6CQiIqnNmjULa9asQWhoKEaMGCE6h4hIat9//z369OmD9957D8nJyahataroJCIi\naT1+/Biurq44ceIEDAYDOnToIDqJiH4HB9g/0dOnT+Hh4YGjR48iLS0NXbp0EZ1ERCS1devWYfr0\n6fD390dYWJjoHCIiqZ05cwYODg6oXbs2srKyULt2bdFJRETSMplM8Pf3R35+PjZv3oxevXqJTiKi\n/4ID7J9E0zQEBgZix44dWLduHRwcHEQnERFJLTMzE0OHDoW9vT3Wrl3L1x8kIipDN27cgKqqePz4\nMXJycvDGG2+ITiIikpamaRg3bhy2bduGBQsWwMfHR3QSET0HB9g/yeTJkxEbG4uZM2di0KBBonOI\niKR24MABeHp6okOHDti2bRssLCxEJxERSevRo0dwcnLC2bNnsWvXLrRp00Z0EhGR1BYuXIjFixdj\nzJgxGDdunOgcInoBHGD/BMuXL0d4eDiGDh2KKVOmiM4hIpLaL7/8AkdHRzRq1AiZmZmwsbERnURE\nJK2SkhJ4e3vjwIED2L59O7p37y46iYhIalu2bMGECRPQt29fLFy4kE95EVUQHGDLWFJSEoKDg+Hs\n7Ixly5bxOBIRlaGrV6/C3t4eAJCdnY2GDRsKLiIikpemaRg+fDjS0tKwbNkyuLu7i04iIpLarl27\nMGDAAHz88ceIjY2FmZmZ6CQiekEcYMtQQUEBfHx80LVrV2zduhVVqvAfNxFRWbl//z4cHBxw9epV\n5OXl4Z133hGdREQkta+//hpr1qxBaGgoRowYITqHiEhqP/zwA9zd3dG6dWskJyejatWqopOI6CVw\nESwjhYWFcHJyQvPmzZGeno7q1auLTiIiktbTp0/h6emJo0ePIjU1FV26dBGdREQktejoaEybNg3+\n/v4ICwsTnUNEJLXffvsNOp0OtWvXhsFgQO3atUUnEdFL4gBbBi5evAhVVWFlZQWj0Yh69eqJTiIi\nkpamaQgKCkJ2djbWrl0LvV4vOomISGpZWVkYMmQI7O3tsXbtWr7EFhFRGbp58yZUVcXjx4+Rk5OD\npk2bik4ioj+AA+xrdufOHeh0Oty5cwd79uxB8+bNRScREUlt8uTJiImJwVdffYXBgweLziEiktp3\n330HT09P/OUvf8G2bdtgYWEhOomISFqPHj2Ck5MTfvvtN+zcuRNt2rQRnUREfxAH2NfoyZMncHNz\nw88//wyDwYAOHTqITiIiktry5csRHh6OIUOGYOrUqaJziIikdurUKej1ejRs2BBZWVmwsbERnURE\nJK2SkhJ4e3vj22+/xfbt2/HRRx+JTiKiV8AB9jUxmUzw9/fH7t27sXnzZvTq1Ut0EhGR1JKSkhAc\nHAxnZ2csX76cj8ASEZWhq1evwt7eHgCQnZ2Nhg0bCi4iIpKXpmkYOXIk0tLSsGzZMri7u4tOIqJX\nxAH2NRk/fjwSEhIwf/58+Pj4iM4hIpJaQUEBfHx80LVrV2zduhVVqvCXMyKisvLgwQPo9XpcuXIF\neXl5eOedd0QnERFJLSwsDKtWrUJoaChGjBghOoeIXgN+xfoaLFy4EJGRkRgzZgxCQkJE5xARSa2w\nsBDOzs5o3rw50tPTUb16ddFJRETSevr0KTw9PfHDDz8gNTUVXbp0EZ1ERCS16OhoTJ06Ff7+/ggL\nCxOdQ0SvCQfYV7R161aMHz8enp6eWLhwIR+BJSIqQxcvXoSqqqhatSoMBgPq1asnOomISFqapiEo\nKAhGoxFr166FXq8XnUREJLWsrCwMGTIE9vb2WLt2LfcFIomYPe8HKIoSrSjKNUVRfvwf76urKMpO\nRVF+efZtnbLNLJ9ycnIQEBCAnj17IjY2FmZmz/3HSUT0XLy7/9mdO3eg0+lw584dGAwGtGjRQnQS\nEUmAN/f3TZkyBTExMZg5cyYGDx4sOoeIJMCb+/u+++47eHp6okOHDti+fTssLCxEJxHRa/Qii+EG\nAOr/ed8XAHI0TXsHQM6z71cqR48ehZubG959912kpKTAyspKdBIRyWMDeHf/lydPnsDNzQ0///wz\nkpKS0KFDB9FJRCSPDeDN/TcrVqzA7NmzMWTIEEyZMkV0DhHJYwN4c//NqVOnoNfr0ahRI2RmZqJG\njRqik4joNXvuAKtp2h4At/7Pu10AxDx7OwaA62vuKtfOnj0LnU6HWrVqwWAwoHbt2qKTiEgivLv/\nm8lkQkBAAHbv3o3169fj008/FZ1ERBLhzf13ycnJGDlyJJydnbF8+XI+AktErw1v7r+7evUq7O3t\nAQBGoxENGzYUXEREZeGPPjPfUNO0y8/evgLgdy+EoihDFEU5pCjKoevXr//Bv135cfPmTdjb26Oo\nqAhGoxFvvPGG6CQiqhxe6O7KdnMBYPz48YiPj8e8efPg6+srOoeIKodK+7luQUEBvL298de//hVb\nt25FlSr8IyOIqMxV2pv74MED6PV6XLlyBZmZmXjnnXdEJxFRGXnlFy3VNE0DoP2Xj6/WNK2Tpmmd\nbG1tX/VvJ1RRURGcnZ3x22+/IS0tDW3bthWdRESV0H+7uzLdXABYuHAhIiMjMXr0aIwfP150DhFV\nQpXpc93CwkI4OzujefPmyMjIQPXq1UUnEVElU5lu7tOnT+Hh4YEffvgBCQkJ6NKli+gkIipDf3SA\nvaooSmMAePbttdeXVD6VlpbC29sb+/fvx6ZNm/DRRx+JTiKiyqXS3d2tW7di/Pjx8PT0REREBB+B\nJaI/U6W7uRcvXoSqqqhatSqMRiPq1asnOomIKo9Kd3M1TUNQUBCys7OxatUq6PV60UlEVMb+6ACb\nBiDg2dsBAFJfT075pGkaRo4cidTUVCxevBgeHh6ik4io8qlUdzcnJwcBAQHo2bMnYmNjYWb2yg9s\nEBG9jEp1c+/evQsHBwfcuXMHWVlZaN68uegkIqpcKtXNBYApU6YgJiYGX331FQYPHiw6h4j+BM/9\nilZRlK0A9gN4V1GUC4qiDAYwB0BvRVF+AfDps+9LKywsDCtXrsTEiRMRHBwsOoeIJFfZ7+4PP/wA\nNzc3tGrVCikpKbCyshKdREQSq+w398mTJ3B1dUVhYSESExPxwQcfiE4iIolV9psLACtWrMDs2bMx\nZMgQTJ06VXQOEf1Jnvuq+pqmef/Oh3q95pZyaf369Zg6dSr69++P8PBw0TlEVAlU5rv722+/QafT\noVatWjAajahdu7boJCKSXGW+uSaTCQEBAdi9ezc2bdqE3r17i04iIslV5psLAMnJyRg5ciScnZ2x\nfPlyvsQWUSXCP9b0v8jKykJQUBB69+6NdevW8RFYIqIydPPmTaiqisePH6OgoABvvPGG6CQiIqmN\nHz8e8fHxmDdvHnx9fUXnEBFJraCgAN7e3vjrX/+KrVu3okoVzjFElQn/i/8dBw8ehKenJ9q3b4/E\nxERYWlqKTiIiklZRURGcnJzw22+/YceOHWjbtq3oJCIiqUVERCAyMhKjRo3C+PHjRecQEUmtsLAQ\nzs7OePPNN5Geno7q1auLTiKiPxkH2P/g1KlT0Ov1aNCgAbKysmBjYyM6iYhIWiUlJfD29sa3336L\nhIQE9OjRQ3QSEZHUtm7dipCQEHh6eiIyMpKPwBIRlaGLFy9Cp9OhatWqyM7ORv369UUnEZEAHGD/\nj6tXr8Le3h4mkwlGoxGNGjUSnUREJC1N0zBy5EikpqZiyZIl8PDwEJ1ERCS13NxcBAQEoEePHoiN\njeVLbBERlaG7d+9Cp9Ph9u3byM/PR/PmzUUnEZEgHGD/hwcPHsDR0RGXL19Gbm4u3n33XdFJRERS\nmz17NlatWoVJkyYhODhYdA4RkdSOHj0KV1dXtGrVCqmpqbCyshKdREQkrSdPnsDV1RU//fQTDAYD\nPvjgA9FJRCQQB9hnnj59Ck9PTxw5cgQpKSno2rWr6CQiIqlt2LABU6ZMQf/+/TF79mzROUREUjt7\n9ix0Oh1q1aoFo9GI2rVri04iIpKWyWRCQEAAdu/ejY0bN+LTTz8VnUREgnGAxb8egR0yZAiMRiNW\nr14NJycn0UlERFIzGAwIDAxE7969sW7dOj4CS0RUhm7evAlVVVFUVISCggK88cYbopOIiKQ2fvx4\nxMfHY+7cuejfv7/oHCIqBzjAApg6dSo2bNiA6dOnIygoSHQOEZHUDh48CA8PD7Rv3x6JiYmwtLQU\nnUREJK2ioiI4OzvjzJkz2LFjB9q2bSs6iYhIahEREYiMjERwcDAmTJggOoeIyolKP8BGRUUhLCwM\ngYGBmD59uugcIiKpnTp1Cnq9Hg0aNEBWVhZsbGxEJxERSau0tBQ+Pj7Yv38/EhIS0KNHD9FJRERS\n27p1K0JCQuDh4YHIyEgoiiI6iYjKiUo9wCYnJ2PEiBFwdHREVFQUjyMRURm6du0aVFWFyWRCdnY2\nGjVqJDqJiEhamqYhODgYKSkpWLJkCTw8PEQnERFJLTc3FwEBAejRowc2btwIc3Nz0UlEVI5U2gH2\nm2++gY+PD7p06YK4uDhUqVJp/1EQEZW5Bw8eQK/X49KlS8jNzUWrVq1EJxERSW327NmIiorCpEmT\nEBwcLDqHiEhqR48ehaurK1q1aoWUlBRYWVmJTiKicqZSro6FhYVwcnKCnZ0d0tPTYW1tLTqJiEha\nT58+haenJ44cOYKUlBR07dpVdBIRkdTWr1+PKVOmoH///pg9e7boHCIiqf3222/Q6XSoWbMmDAYD\n6tSpIzqJiMqhSjfAXrx4EaqqwtLSEtnZ2bC1tRWdREQkLU3TMGTIEBiNRqxZswZOTk6ik4iIpGYw\nGBAUFITPPvsM69atg5mZmegkIiJp3bx5E6qqoqioCHv37oWdnZ3oJCIqpyrVAHv37l04ODjg9u3b\nyM/PR4sWLUQnERFJberUqdiwYQNmzJiBwMBA0TlERFI7ePAgPDw80L59e2zfvh2Wlpaik4iIpFVU\nVARnZ2ecOXMGO3fuRLt27UQnEVE5VmkG2CdPnsDNzQ2FhYXIyspCx44dRScREUktKioKYWFhCAoK\nwrRp00TnEBFJ7dSpU9Dr9WjYsCGysrJgY2MjOomISFqlpaXw9vbG/v37kZCQgB49eohOIqJyrlIM\nsCaTCQEBAcjLy0NsbCx69+4tOomISGopKSkYOXIkHB0dsWLFCiiKIjqJiEha165dg6qqMJlMMBqN\naNSokegkIiJpaZqGkSNHIjU1FUuWLIGHh4foJCKqACrFADthwgTEx8djzpw58PPzE51DRCS1b775\nBt7e3ujcuTPi4uJQpUql+KWGiEiIBw8eQK/X49KlS8jLy0OrVq1EJxERSW327NlYuXIlJk6ciODg\nYNE5RFRBSP9VcUREBCIiIhAcHIyJEyeKziEiktpPP/0EJycn2NnZISMjA9bW1qKTiIik9fTpU3h6\neuLIkSNITU3FX//6V9FJRERSW79+PaZMmYL+/fsjPDxcdA4RVSBSD7BxcXEICQmBh4cHIiMj+Qgs\nEVEZunTpElRVhaWlJbKzs1G/fn3RSURE0tI0DUOGDIHRaMSaNWvg6OgoOomISGoGgwFBQUHo3bs3\n1q1bBzMzM9FJRFSBSDvA5ubmwt/fHx999BE2btwIc3Nz0UlERNK6e/cudDodbt26hfz8fLRo0UJ0\nEhGR1KZOnYoNGzZgxowZCAwMFJ1DRCS1gwcPwtPTE+3bt0diYiIsLS1FJxFRBSPlAPvPf/4Tbm5u\naNWqFVJTU2FlZSU6iYhIWk+ePIGbmxsKCwuRmZmJjh07ik4iIpJaVFQUwsLCEBgYiGnTponOISKS\n2qlTp6DX62Fra4vMzEzY2NiITiKiCki6Afbs2bNQVRU2NjYwGAyoU6eO6CQiImmZTCYMGDAAeXl5\niI2NxWeffSY6iYhIaikpKRg5ciQcHR0RFRXFl9giIipD165dg6qqMJlMMBqNaNy4segkIqqgpBpg\nb926BZ1Oh0ePHqGgoAB2dnaik4iIpDZx4kTExcVhzpw58PPzE51DRCS1b775Bt7e3ujcuTPi4uJQ\npYpUn8oTEZUrDx48gF6vx6VLl5Cbm4t3331XdBIRVWDSfNZWVFQEZ2dnnD59Gjt27EC7du1EJxER\nSS0yMhILFy5EcHAwJk6cKDqHiEhqP/30E5ycnGBnZ4f09HRYW1uLTiIiktbTp0/h6emJI0eOICUl\nBV27dhWdREQVnBQDbGlpKXx9fbFv3z7Ex8ejZ8+eopOIiKQWFxeHcePGoU+fPoiMjOQjsEREZejS\npUtQVRWWlpYwGo2wtbUVnUREJC1N0xAUFASj0YhVq1bByclJdBIRSaDCD7CapmHUqFFITk7G4sWL\n4enpKTqJiEhqubm58Pf3R48ePbBp0yaYm5uLTiIiktbdu3eh0+lw69Yt5Ofn46233hKdREQktalT\npyImJgbTp0/HkCFDROcQkSQq/AAbHh6OFStWYMKECRg1apToHCIiqR09ehRubm5o1aoVUlJSYGVl\nJTqJiEhaT548gZubGwoLC5GZmYmOHTuKTiIiklpUVBTCwsIQGBiI6dOni84hIolU6AE2JiYGkydP\nhq+vL+bMmSM6h4hIamfPnoVOp4ONjQ0MBgPq1KkjOomISFomkwkDBgxAXl4eYmNj8dlnn4lOIiKS\nWnJyMkaMGAFHR0dERUXxJbaI6LWqsAOs0WjE4MGD8emnnyI6OhpmZmaik4iIpHXr1i3odDo8evQI\nBQUFsLOzE51ERCS1iRMnIi4uDuHh4fDz8xOdQ0QktW+++QY+Pj7o0qUL4uLiUKVKhZ1KiKicqpBX\n5dChQ/Dw8MD777+PxMREWFpaik4iIpJWUVERnJ2dcfr0aezYsQPt2rUTnUREJLXIyEgsXLgQI0eO\nxKRJk0TnEBFJ7aeffoKTkxPs7OyQnp4Oa2tr0UlEJKEKN8CePn0aer0etra2MBgMqFmzpugkIiJp\nlZaWwtfXF/v27UN8fDx69uwpOomISGpxcXEYN24c+vTpg0WLFvERWCKiMnTp0iWoqgpLS0sYjUbY\n2tqKTiIiSVWoAfb69etQVRWlpaUwGo1o1KiR6CQiImlpmoZRo0YhOfn/tXf/sVbX9x3Hn2/vQDcn\nLR1NQwoZGgwLKat1xNGsLs6p4VaDiko0zKAhISYztnHJjbpEXfxD/nHoH/VXNqzKQs3qUFPxNm0h\n/jFj19vWOsWyyuZU0hY2Mpsw46x89sf50l5Na+/33PM93/f33OcjOeGeg5zzzDnw4vrhctjFPffc\nwxVXXNF2kiSNtL1797Jp0ybOPvtsduzYwdjYWNtJkjSy3nrrLcbHxzly5AjPPvssp512WttJkkZY\nZw5gjx49ykUXXcTBgwfZs2cPK1asaDtJkkba1q1buffee5mYmOCGG25oO0eSRtqLL77IJZdcwvLl\ny3nyySc56aST2k6SpJH1zjvvsH79evbt28fTTz/NmWee2XaSpBHXiQPYd999lw0bNjA1NcWuXbtY\ns2ZN20mSNNIefvhhbrnlFjZu3Midd97Zdo4kjbTXX3+d8fFxTjnlFCYnJ1m4cGHbSZI0so4dO8a1\n117Lnj17eOSRR7jgggvaTpI0B5wwmx8cEWsjYn9EvBoRNw0qarpSCtdddx27d+/mvvvuY926dU08\njCR1wjB2d3Jyks2bN3Peeeexfft2TjhhVr9VSFJnDWNzjxw5wtq1azl69CjPPPMMS5cubeJhJCm9\nYWwuwMTEBDt37mTr1q1cffXVTT2MJL1P3/9XHRFjwJeAcWAlcFVErBxU2HG33XYb27dv59Zbb2XL\nli2DvntJ6oxh7O7U1BSXX345q1at4vHHH2f+/PmDvHtJ6oxhbO7bb7/NunXrOHDgAE888QSrVq0a\n5N1LUmcM63xh27Zt3HXXXVx//fVMTEwM+u4l6deazZc1nQW8Wkr591LK/wFfAS4eTFbPAw88wB13\n3MHmzZu5/fbbB3nXktRFje7ugQMHuPDCC1m0aBG7d+9mwYIFg7prSeqiRjf3vffeY+PGjTz33HM8\n+uijnHPOOYO6a0nqosbPFx577DFuvPFGLrvsMu6++24iYpB3L0kfajYHsJ8E3ph2/c3qtveJiC0R\nMRURU4cPH671ACeeeCIXX3wx999/v+MoSTPY3dlsbimFZcuWMTk5yeLFi2dfK0nd1ujnuseOHWPB\nggVs27aNDRs2zL5Wkrqt8fOFefPmcf7557Njxw7GxsZmVytJNTX+j3CVUh4EHgRYvXp1qfNjr7nm\nGjZt2uThqyTN0Gw2d/ny5Tz//PNuriTV0O/uzps3j4ceesjNlaQaZvO57vr167n00kvdXUmtmM1X\nwB4Epv8rAUuq2wbKcZSkX2h8d91cSfoFN1eShsfzBUkjbTYHsN8BTo+IUyNiPnAl8NRgsiRJv4K7\nK0nD4+ZK0vC4uZJGWt9vQVBK+XlEXA98HRgDtpdSXh5YmSTpfdxdSRoeN1eShsfNlTTqZvUesKWU\n3cDuAbVIkn4Dd1eShsfNlaThcXMljbLZvAWBJEmSJEmSJOlDeAArSZIkSZIkSQ3xAFaK30XVAAAG\n5ElEQVSSJEmSJEmSGuIBrCRJkiRJkiQ1xANYSZIkSZIkSWqIB7CSJEmSJEmS1BAPYCVJkiRJkiSp\nIR7ASpIkSZIkSVJDPICVJEmSJEmSpIZEKWV4DxZxGPjPmj9sEfBfDeQMQtY2u+rL2mZXfTNp+/1S\nyseHEdOmPjcX8r6+dtWXtc2u+rK2ubnTjNjnulm7IG+bXfVlbet615zY3RHbXMjbZld9Wdvsqm9g\nn+sO9QC2HxExVUpZ3XbHr5K1za76srbZVV/mtq7I+hzaVV/WNrvqy9qWtatLsj6HWbsgb5td9WVt\ns2t0ZX4Os7bZVV/WNrvqG2Sbb0EgSZIkSZIkSQ3xAFaSJEmSJEmSGtKFA9gH2w74EFnb7Kova5td\n9WVu64qsz6Fd9WVts6u+rG1Zu7ok63OYtQvyttlVX9Y2u0ZX5ucwa5td9WVts6u+gbWlfw9YSZIk\nSZIkSeqqLnwFrCRJkiRJkiR1UuoD2IhYGxH7I+LViLipxY7tEXEoIl6adtvHIuIbEfGj6tuFLXQt\njYi9EbEvIl6OiC8kajspIv4lIn5Qtf1NlraqYywivh8RX8vSFRGvRcS/RsQLETGVpavq+GhEfDUi\nfhgRr0TEZ9tui4gV1XN1/PKziPhi211dlmVzqxZ3t16Xm9tfV8rddXPnBjd3Rl1ubn99bm69rnSb\nW3W5uwOWZXfd3L7a3N36TSk3t+pIt7vD2Ny0B7ARMQZ8CRgHVgJXRcTKlnK+DKz9wG03Ad8qpZwO\nfKu6Pmw/B/6qlLISWAP8ZfUcZWh7Bzi3lPJp4AxgbUSsSdIG8AXglWnXs3T9WSnljFLK6mRd9wCT\npZQ/AD5N77lrta2Usr96rs4A/gj4X2BX211dlWxzwd2ty83tX8bddXNHnJs7Y25uf9zcetJtLri7\ng5Zsd7+Mm1uXu9ufjJsLCXd3KJtbSkl5AT4LfH3a9ZuBm1vsWQa8NO36fmBx9fFiYH+C5+xJ4Pxs\nbcDvAN8D/jhDG7Ck+oVzLvC1LK8n8Bqw6AO3Zej6CPAfVO8ZnaltWssFwD9n6+rSJdvmVg3ubn9N\nbu7M29Ltrps7Ny5ubt+Nbu5v7nFz6zWl39yqwd2d/XOYanfd3Fl1ubsz60q3udXjpt/dpjY37VfA\nAp8E3ph2/c3qtiw+UUr5cfXxT4BPtBkTEcuAzwDfJklb9WX4LwCHgG+UUrK03Q1MAMem3ZahqwDf\njIjvRsSWRF2nAoeBh6q/VvF3EXFykrbjrgR2Vh9n6uqS7JsLyV7bbLvr5vYl4+66uXODm1uTmztj\nbm49XdhccHcHIfvupnpds21u1eTu1pNxc6Ebu9vI5mY+gO2M0jsKL209fkT8LvA48MVSys+mf1+b\nbaWU90rvy7eXAGdFxKfabouIi4BDpZTv/rr/psXn7HPV8zVO7697/GmSrt8CzgTuK6V8BjjKB77s\nvs2fZxExH1gH/OMHv6/tX5tqTtuvbcbddXP7knF33Vyl0/Zr6+bOjJvbl9SbC+7uXNT265pxc6vH\ndnfrybi5kHx3m9zczAewB4Gl064vqW7L4qcRsRig+vZQGxERMY/eOP5DKeWfMrUdV0r5H2Avvfe5\nabvtT4B1EfEa8BXg3IjYkaCLUsrB6ttD9N5r5KwMXfT+dPjN6k8YAb5KbzAztEHvN5TvlVJ+Wl3P\n0tU12TcXkry22XfXzZ25pLvr5s4Nbu4Mubm1uLn1Zd9ccHcHJfvupnhds28uuLszlXRzIf/uNra5\nmQ9gvwOcHhGnVifQVwJPtdw03VPApurjTfTeH2WoIiKAvwdeKaX8bbK2j0fER6uPf5vee8f8sO22\nUsrNpZQlpZRl9H5O7Sml/EXbXRFxckSccvxjeu858lLbXQCllJ8Ab0TEiuqmPwf2ZWirXMUv/3oA\n5OnqmuybCwle26y76+bWl3V33dw5w82dATe3Hje3vg5sLri7g5J9d1t/XbNubtXm7taQdXOhE7vb\n3OaWlt7UdiYX4PPAvwEHgL9usWMn8GPgXXqn9ZuB36P3Rss/Ar4JfKyFrs/R+/LnF4EXqsvnk7T9\nIfD9qu0l4Nbq9tbbpjWewy/fJLvVLuA04AfV5eXjP9/b7prWdwYwVb2eTwALM7QBJwP/DXxk2m2t\nd3X1kmVzqxZ3t16Xm1u/J+3uurlz4+LmzqjLze2/0c2deVvKza3a3N3BPp8pdtfN7avN3a3XknZz\nq46Uu9v05kZ1h5IkSZIkSZKkAcv8FgSSJEmSJEmS1GkewEqSJEmSJElSQzyAlSRJkiRJkqSGeAAr\nSZIkSZIkSQ3xAFaSJEmSJEmSGuIBrCRJkiRJkiQ1xANYSZIkSZIkSWqIB7CSJEmSJEmS1JD/B+8M\nsNagVx9IAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABWoAAABZCAYAAACnmB3WAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "obsvar='Si'; modvar='mod_silicon'\n", "fig, ax = plt.subplots(1,4,figsize = (24,6))\n", "for axi in ax:\n", " axi.plot(np.arange(0,70),np.arange(0,70),'k-')\n", "ps=et.varvarPlot(ax[0],data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2015,4,1)),:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[0].set_title('Feb-Mar')\n", "ii1=(data.Z < 15)&(data.dtUTC<=dt.datetime(2015,5,1))&(data.dtUTC>dt.datetime(2015,4,1))\n", "ps=et.varvarPlot(ax[1],data.loc[ii1,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[1].set_title('April')\n", "ii2=(data.Z < 15)&(data.dtUTC<=dt.datetime(2015,9,1))&(data.dtUTC>dt.datetime(2015,5,1))\n", "ps=et.varvarPlot(ax[2],data.loc[ii2,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[2].set_title('May-Jun')\n", "ii3=(data.Z < 15)&(data.dtUTC<=dt.datetime(2015,12,1))&(data.dtUTC>dt.datetime(2015,9,1))\n", "ps=et.varvarPlot(ax[3],data.loc[ii3,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[3].set_title('Sep-Oct')\n", "\n", "ii4=(data.Z < 15)&(data.dtUTC<=dt.datetime(2016,4,1))&(data.dtUTC>dt.datetime(2016,2,1))\n", "ps=et.varvarPlot(ax[0],data.loc[ii4,:],obsvar,modvar,cols=('darkturquoise','navy'))\n", "ii5=(data.Z < 15)&(data.dtUTC<=dt.datetime(2016,5,1))&(data.dtUTC>dt.datetime(2016,4,1))\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(2015,4,1)),:],obsvar,modvar)\n", "print('April:')\n", "et.printstats(data.loc[ii1,:],obsvar,modvar)\n", "print('May-Jun:')\n", "et.printstats(data.loc[ii2,:],obsvar,modvar)\n", "print('Sep-Oct:')\n", "et.printstats(data.loc[ii3,:],obsvar,modvar)\n", "fig,ax=plt.subplots(1,1,figsize=(24,1))\n", "plt.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfIAAAHyCAYAAAAQkUzQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ps1=et.varvarPlot(ax,dJDF,obsvar,modvar,cols=('b','darkturquoise','navy'),lname='SJDF')\n", "ps2=et.varvarPlot(ax,dSJGI,obsvar,modvar,cols=('c','darkturquoise','navy'),lname='SJGI')\n", "ps3=et.varvarPlot(ax,dSOG,obsvar,modvar,cols=('y','darkturquoise','navy'),lname='SOG')\n", "ps4=et.varvarPlot(ax,dNSOG,obsvar,modvar,cols=('m','darkturquoise','navy'),lname='NSOGF')\n", "ax.legend(handles=[ps1[0][0],ps2[0][0],ps3[0][0],ps4[0][0]])\n", "ax.set_xlabel('Obs')\n", "ax.set_ylabel('Model')\n", "ax.set_title('Si ($\\mu$M)')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Ratios" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7MAAAG5CAYAAABcGmMgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\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": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7MAAAG5CAYAAABcGmMgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nVTcvmQa4tZIAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,2,figsize=(16,7))\n", "p1=ax[0].plot(dJDF['AbsSal'], dJDF['Si']-1.3*dJDF['N'],'b.',label='SJDF')\n", "p2=ax[0].plot(dSJGI['AbsSal'],dSJGI['Si']-1.3*dSJGI['N'],'c.',label='SJGI')\n", "p3=ax[0].plot(dSOG['AbsSal'],dSOG['Si']-1.3*dSOG['N'],'y.',label='SOG')\n", "p4=ax[0].plot(dNSOG['AbsSal'],dNSOG['Si']-1.3*dNSOG['N'],'m.',label='NSOG')\n", "ax[0].set_title('Observed')\n", "ax[0].set_xlabel('S')\n", "ax[0].set_ylabel('Si-1.3N')\n", "ax[0].set_xlim(10,35)\n", "ax[0].set_ylim(0,45)\n", "ax[0].legend()\n", "\n", "p5=ax[1].plot(dJDF['mod_vosaline'],dJDF['mod_silicon']-1.3*dJDF['mod_nitrate'],'b.',label='SJDF')\n", "p6=ax[1].plot(dSJGI['mod_vosaline'],dSJGI['mod_silicon']-1.3*dSJGI['mod_nitrate'],'c.',label='SJGI')\n", "p7=ax[1].plot(dSOG['mod_vosaline'],dSOG['mod_silicon']-1.3*dSOG['mod_nitrate'],'y.',label='SOG')\n", "p8=ax[1].plot(dNSOG['mod_vosaline'],dNSOG['mod_silicon']-1.3*dNSOG['mod_nitrate'],'m.',label='NSOG')\n", "ax[1].set_title('Model')\n", "ax[1].set_xlabel('S')\n", "ax[1].set_ylabel('Si-1.3N')\n", "ax[1].set_xlim(10,35)\n", "ax[1].set_ylim(0,45)\n", "ax[1].legend()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
MonthLatLonZSi
802.049.027667-123.437833297.566.85
812.049.027667-123.437833311.867.82
972.049.163167-123.551000347.166.29
982.049.163167-123.551000367.268.34
1092.049.250833-123.749000390.972.03
1402.049.402000-124.155167272.665.08
1532.049.466500-124.499500316.169.51
1692.049.730000-124.685000347.968.70
1842.049.885333-124.995333307.266.13
1852.049.483667-124.7666670.666.38
2314.048.651667-123.49966798.783.80
3704.049.030000-123.437000314.067.87
3894.049.164167-123.549833298.065.52
3904.049.164167-123.549833347.169.04
3914.049.164167-123.549833368.571.44
4114.049.318333-123.799000297.566.13
4124.049.318333-123.799000336.667.33
4304.049.401833-124.155167247.967.95
4314.049.401833-124.155167272.068.41
4504.049.443333-124.337667297.668.10
4514.049.443333-124.337667315.769.80
4874.049.592000-124.637667163.966.94
5034.049.726333-124.680000297.768.27
5044.049.726333-124.680000346.273.59
5204.049.883667-124.993833308.266.64
8076.049.706833-124.724333197.973.17
8086.049.706833-124.724333287.275.08
8256.049.670667-124.272333198.769.14
8266.049.670667-124.272333343.878.96
8436.049.250833-123.751500198.270.85
8446.049.250833-123.751500388.971.47
8486.049.054667-123.3731671.466.25
11036.049.029667-123.436333247.869.83
11046.049.029667-123.436333298.167.66
11056.049.029667-123.436333313.069.44
11216.049.163333-123.550333297.969.22
11226.049.163333-123.550333347.183.94
11236.049.163333-123.550333370.583.76
11486.049.318167-123.799333297.869.70
11496.049.318167-123.799333334.580.44
11666.049.402000-124.154333271.070.33
11846.049.443833-124.335667247.870.53
11856.049.443833-124.335667297.577.42
11866.049.443833-124.335667313.879.93
12206.049.591500-124.639000149.371.18
12216.049.591500-124.639000164.373.79
12376.049.727000-124.680333297.676.22
12386.049.727000-124.680333348.782.07
12506.049.962000-125.147333147.966.55
12646.049.883167-124.993500173.765.36
12656.049.883167-124.993500198.666.20
12666.049.883167-124.993500248.169.74
12676.049.883167-124.993500307.875.95
15449.049.705333-124.723667284.667.10
15689.049.670500-124.271833198.786.13
161210.048.651667-123.51000099.868.23
186110.049.591833-124.637500149.272.69
186210.049.591833-124.637500164.473.88
187810.049.726667-124.680167344.265.81
\n", "
" ], "text/plain": [ " Month Lat Lon Z Si\n", "80 2.0 49.027667 -123.437833 297.5 66.85\n", "81 2.0 49.027667 -123.437833 311.8 67.82\n", "97 2.0 49.163167 -123.551000 347.1 66.29\n", "98 2.0 49.163167 -123.551000 367.2 68.34\n", "109 2.0 49.250833 -123.749000 390.9 72.03\n", "140 2.0 49.402000 -124.155167 272.6 65.08\n", "153 2.0 49.466500 -124.499500 316.1 69.51\n", "169 2.0 49.730000 -124.685000 347.9 68.70\n", "184 2.0 49.885333 -124.995333 307.2 66.13\n", "185 2.0 49.483667 -124.766667 0.6 66.38\n", "231 4.0 48.651667 -123.499667 98.7 83.80\n", "370 4.0 49.030000 -123.437000 314.0 67.87\n", "389 4.0 49.164167 -123.549833 298.0 65.52\n", "390 4.0 49.164167 -123.549833 347.1 69.04\n", "391 4.0 49.164167 -123.549833 368.5 71.44\n", "411 4.0 49.318333 -123.799000 297.5 66.13\n", "412 4.0 49.318333 -123.799000 336.6 67.33\n", "430 4.0 49.401833 -124.155167 247.9 67.95\n", "431 4.0 49.401833 -124.155167 272.0 68.41\n", "450 4.0 49.443333 -124.337667 297.6 68.10\n", "451 4.0 49.443333 -124.337667 315.7 69.80\n", "487 4.0 49.592000 -124.637667 163.9 66.94\n", "503 4.0 49.726333 -124.680000 297.7 68.27\n", "504 4.0 49.726333 -124.680000 346.2 73.59\n", "520 4.0 49.883667 -124.993833 308.2 66.64\n", "807 6.0 49.706833 -124.724333 197.9 73.17\n", "808 6.0 49.706833 -124.724333 287.2 75.08\n", "825 6.0 49.670667 -124.272333 198.7 69.14\n", "826 6.0 49.670667 -124.272333 343.8 78.96\n", "843 6.0 49.250833 -123.751500 198.2 70.85\n", "844 6.0 49.250833 -123.751500 388.9 71.47\n", "848 6.0 49.054667 -123.373167 1.4 66.25\n", "1103 6.0 49.029667 -123.436333 247.8 69.83\n", "1104 6.0 49.029667 -123.436333 298.1 67.66\n", "1105 6.0 49.029667 -123.436333 313.0 69.44\n", "1121 6.0 49.163333 -123.550333 297.9 69.22\n", "1122 6.0 49.163333 -123.550333 347.1 83.94\n", "1123 6.0 49.163333 -123.550333 370.5 83.76\n", "1148 6.0 49.318167 -123.799333 297.8 69.70\n", "1149 6.0 49.318167 -123.799333 334.5 80.44\n", "1166 6.0 49.402000 -124.154333 271.0 70.33\n", "1184 6.0 49.443833 -124.335667 247.8 70.53\n", "1185 6.0 49.443833 -124.335667 297.5 77.42\n", "1186 6.0 49.443833 -124.335667 313.8 79.93\n", "1220 6.0 49.591500 -124.639000 149.3 71.18\n", "1221 6.0 49.591500 -124.639000 164.3 73.79\n", "1237 6.0 49.727000 -124.680333 297.6 76.22\n", "1238 6.0 49.727000 -124.680333 348.7 82.07\n", "1250 6.0 49.962000 -125.147333 147.9 66.55\n", "1264 6.0 49.883167 -124.993500 173.7 65.36\n", "1265 6.0 49.883167 -124.993500 198.6 66.20\n", "1266 6.0 49.883167 -124.993500 248.1 69.74\n", "1267 6.0 49.883167 -124.993500 307.8 75.95\n", "1544 9.0 49.705333 -124.723667 284.6 67.10\n", "1568 9.0 49.670500 -124.271833 198.7 86.13\n", "1612 10.0 48.651667 -123.510000 99.8 68.23\n", "1861 10.0 49.591833 -124.637500 149.2 72.69\n", "1862 10.0 49.591833 -124.637500 164.4 73.88\n", "1878 10.0 49.726667 -124.680167 344.2 65.81" ] }, "execution_count": 20, "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": 21, "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": 22, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "log10[Chl+0.01]\n", "z<15 m:\n", " N: 317\n", " bias: 0.16754256670499507\n", " RMSE: 0.516460207187192\n", " WSS: 0.5430666800992634\n", "z>=15 m:\n", " N: 122\n", " bias: 0.31157934452813224\n", " RMSE: 0.5455013796664517\n", " WSS: 0.5355417982343631\n", "all:\n", " N: 439\n", " bias: 0.2075710106558441\n", " RMSE: 0.524692180709054\n", " WSS: 0.6061606661057047\n", "\n", "\n", "Chl\n", "z<15 m:\n", " N: 317\n", " bias: 0.1488441276126382\n", " RMSE: 5.19723353741412\n", " WSS: 0.5162772178242793\n", "z>=15 m:\n", " N: 122\n", " bias: 0.6095566478038388\n", " RMSE: 1.7420666867772108\n", " WSS: 0.5266143677388557\n", "all:\n", " N: 439\n", " bias: 0.2768781309459549\n", " RMSE: 4.510884610341626\n", " WSS: 0.5723356851463115\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": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0wAAAGFCAYAAADO5XPiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYDIzMzMzM0vw/+i/MQE7AkD8AAAAAElFTkSuQmCC\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 }