{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## DFO Nutrient Comparison" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [], "source": [ "import sqlalchemy\n", "from sqlalchemy import (create_engine, Column, String, Integer, Float, MetaData, \n", " Table, type_coerce, ForeignKey, case)\n", "from sqlalchemy.orm import mapper, create_session, relationship, aliased, Session\n", "from sqlalchemy.ext.declarative import declarative_base\n", "from sqlalchemy import case\n", "import numpy as np\n", "from sqlalchemy.ext.automap import automap_base\n", "import matplotlib.pyplot as plt\n", "import sqlalchemy.types as types\n", "from sqlalchemy.sql import and_, or_, not_, func\n", "from sqlalchemy.sql import select\n", "import os\n", "from os.path import isfile\n", "import pandas as pd\n", "import netCDF4 as nc\n", "import datetime as dt\n", "from salishsea_tools import evaltools as et, viz_tools\n", "import datetime\n", "import glob\n", "import gsw\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \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_unitsAbsSalTT_unitsZdtUTC
01982.07.016.01.3549.25-123.943NaN12.0NaNNone5.28mg/m^36.613.6umol/LNaN14.30'deg_C_(IPTS68)'12.01982-07-16 01:21:00
11982.07.016.01.3549.25-123.943NaN21.5NaNNone0.61mg/m^321.245.0umol/LNaN10.76'deg_C_(IPTS68)'21.51982-07-16 01:21:00
21982.07.016.01.3549.25-123.943NaN30.5NaNNoneNaNmg/m^323.547.4umol/LNaN10.06'deg_C_(IPTS68)'30.51982-07-16 01:21:00
31982.07.016.01.3549.25-123.943NaN52.3NaNNoneNaNmg/m^328.050.2umol/LNaN8.85'deg_C_(IPTS68)'52.31982-07-16 01:21:00
41982.07.016.01.3549.25-123.943NaN75.4NaNNoneNaNmg/m^326.549.1umol/LNaN8.32'deg_C_(IPTS68)'75.41982-07-16 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 T T_units Z \\\n", "0 13.6 umol/L NaN 14.30 'deg_C_(IPTS68)' 12.0 \n", "1 45.0 umol/L NaN 10.76 'deg_C_(IPTS68)' 21.5 \n", "2 47.4 umol/L NaN 10.06 'deg_C_(IPTS68)' 30.5 \n", "3 50.2 umol/L NaN 8.85 'deg_C_(IPTS68)' 52.3 \n", "4 49.1 umol/L NaN 8.32 'deg_C_(IPTS68)' 75.4 \n", "\n", " dtUTC \n", "0 1982-07-16 01:21:00 \n", "1 1982-07-16 01:21:00 \n", "2 1982-07-16 01:21:00 \n", "3 1982-07-16 01:21:00 \n", "4 1982-07-16 01:21:00 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "PATH= '/data/eolson/MEOPAR/SS36runs/CedarRuns/spring2015_Z3/'\n", "start_date = datetime.datetime(2015,2,6)\n", "#end_date = datetime.datetime(2015,10,3)\n", "end_date = datetime.datetime(2015,11,12)\n", "flen=10\n", "namfmt='long'\n", "#varmap={'N':'nitrate','Si':'silicon','Ammonium':'ammonium'}\n", "filemap={'nitrate':'ptrc_T','silicon':'ptrc_T','ammonium':'ptrc_T','diatoms':'ptrc_T','ciliates':'ptrc_T','flagellates':'ptrc_T'}\n", "#gridmap={'nitrate':'tmask','silicon':'tmask','ammonium':'tmask'}\n", "fdict={'ptrc_T':1,'grid_T':1}\n", "\n", "df1=et.loadDFO()\n", "df1.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "data=et.matchData(df1,filemap, fdict, start_date, end_date, namfmt, PATH, flen)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAFMCAYAAAA3E+DAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmf8HTzQ4HpAssfUAAAAASUVORK5CYII=\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": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate\n", "z<15 m:\n", " N: 136\n", " bias: -0.5478176264738774\n", " RMSE: 5.2564535007033975\n", " WSS: 0.8801353323983989\n", "15 m<=z<22 m:\n", " N: 41\n", " bias: 0.4995352256588852\n", " RMSE: 4.253599700815746\n", " WSS: 0.7165717139513337\n", "z>=22 m:\n", " N: 383\n", " bias: -0.5885761039873287\n", " RMSE: 2.923040064795046\n", " WSS: 0.8045842893669295\n", "all:\n", " N: 560\n", " bias: -0.49901232281353813\n", " RMSE: 3.7253842811144486\n", " WSS: 0.9352495448387491\n" ] } ], "source": [ "N_s, modmean_s, obsmean_s, bias_s, RMSE_s, WSS_s = et.stats(data.loc[data.Z<15,['N']],data.loc[data.Z<15,['mod_nitrate']])\n", "N_i, modmean_i, obsmean_i, bias_i, RMSE_i, WSS_i = et.stats(data.loc[(data.Z>=15)&(data.Z<22),['N']],data.loc[(data.Z>=15)&(data.Z<22),['mod_nitrate']])\n", "N_d, modmean_d, obsmean_d, bias_d, RMSE_d, WSS_d = et.stats(data.loc[data.Z>=22,['N']],data.loc[data.Z>=22,['mod_nitrate']])\n", "N, modmean, obsmean, bias, RMSE, WSS = et.stats(data.loc[:,['N']],data.loc[:,['mod_nitrate']])\n", "print('Nitrate')\n", "print('z<15 m:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_s,bias_s,RMSE_s,WSS_s))\n", "print('15 m<=z<22 m:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_i,bias_i,RMSE_i,WSS_i))\n", "print('z>=22 m:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_d,bias_d,RMSE_d,WSS_d))\n", "print('all:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N,bias,RMSE,WSS))\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 35)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfQAAAHyCAYAAAAdjzyXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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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,'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)')\n", "ax.set_xlim(0,35)\n", "ax.set_ylim(0,35)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate, z<15\n", "Feb-Mar:\n", " N: 8\n", " bias: 1.425325078964235\n", " RMSE: 3.028960456229805\n", " WSS: 0.7676659918555468\n", "April:\n", " N: 70\n", " bias: -1.9668003409590096\n", " RMSE: 5.973740141346855\n", " WSS: 0.7466037646612596\n", "May-Jun:\n", " N: 32\n", " bias: -1.3502272804128008\n", " RMSE: 3.680995309684819\n", " WSS: 0.874982200701136\n", "Sep-Oct:\n", " N: 26\n", " bias: 3.652980731083799\n", " RMSE: 5.380674875970185\n", " WSS: 0.780644202333681\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABWAAAAF1CAYAAABmo0PmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\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": [ "fig, ax = plt.subplots(1,4,figsize = (24,6))\n", "for axi in ax:\n", " axi.plot(np.arange(0,30),np.arange(0,30),'k-')\n", "ps=et.varvarPlot(ax[0],data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2015,4,1)),:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[0].set_title('Feb-Mar')\n", "ii1=(data.Z < 15)&(data.dtUTC<=dt.datetime(2015,5,1))&(data.dtUTC>dt.datetime(2015,4,1))\n", "ps=et.varvarPlot(ax[1],data.loc[ii1,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[1].set_title('April')\n", "ii2=(data.Z < 15)&(data.dtUTC<=dt.datetime(2015,9,1))&(data.dtUTC>dt.datetime(2015,5,1))\n", "ps=et.varvarPlot(ax[2],data.loc[ii2,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[2].set_title('May-Jun')\n", "ii3=(data.Z < 15)&(data.dtUTC<=dt.datetime(2015,12,1))&(data.dtUTC>dt.datetime(2015,9,1))\n", "ps=et.varvarPlot(ax[3],data.loc[ii3,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[3].set_title('Sep-Oct')\n", "\n", "print('Nitrate, z<15')\n", "print('Feb-Mar:')\n", "et.printstats(data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2015,4,1)),:],'N','mod_nitrate')\n", "print('April:')\n", "et.printstats(data.loc[ii1,:],'N','mod_nitrate')\n", "print('May-Jun:')\n", "et.printstats(data.loc[ii2,:],'N','mod_nitrate')\n", "print('Sep-Oct:')\n", "et.printstats(data.loc[ii3,:],'N','mod_nitrate')\n", "fig,ax=plt.subplots(1,1,figsize=(24,1))\n", "plt.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfwAAAGvCAYAAAC+SGdKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "ax.plot(data['Lon'], data['Lat'], 'ro',label='data')\n", "dJDF=data.loc[(data.Lon<-123.6)&(data.Lat<48.6)]\n", "ax.plot(dJDF['Lon'],dJDF['Lat'],'b.',label='JDF')\n", "dSJGI=data.loc[(data.Lon>=-123.6)&(data.Lat<48.9)]\n", "ax.plot(dSJGI['Lon'],dSJGI['Lat'],'c.',label='SJGI')\n", "dSOG=data.loc[(data.Lat>=48.9)&(data.Lon>-124.0)]\n", "ax.plot(dSOG['Lon'],dSOG['Lat'],'y.',label='SOG')\n", "dNSOG=data.loc[(data.Lat>=48.9)&(data.Lon<=-124.0)]\n", "ax.plot(dNSOG['Lon'],dNSOG['Lat'],'m.',label='NSOG')\n", "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "viz_tools.plot_coastline(ax, grid, coords = 'map')\n", "ax.set_ylim(48, 50.5)\n", "ax.legend()\n", "ax.set_xlim(-125.7, -122.5);" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 35)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfQAAAHyCAYAAAAdjzyXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nABq5qAAAAABJRU5ErkJggg==\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": "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','orangered','darkorange','gold','chartreuse','green','lightseagreen','cyan',\n", " 'lightskyblue','blue','mediumslateblue','blueviolet','darkmagenta','fuchsia')\n", "ii0=start_date\n", "for ii in range(0,int((end_date-start_date).days/30)):\n", " iii=(data.dtUTC>=(start_date+dt.timedelta(days=ii*30)))&(data.dtUTC<(start_date+dt.timedelta(days=(ii+1)*30)))\n", " ax[0].plot(data.loc[iii,['mod_nitrate']].values-data.loc[iii,['N']].values, data.loc[iii,['Z']].values, \n", " '.', color = cols[ii],label=str(ii))\n", " ax[1].plot(data.loc[iii,['mod_silicon']].values-data.loc[iii,['Si']].values, data.loc[iii,['Z']].values, \n", " '.', color = cols[ii],label=str(ii))\n", "for axi in (ax[0],ax[1]):\n", " axi.legend(loc=4)\n", " axi.set_ylim(400,0)\n", " axi.set_ylabel('depth (m)')\n", "ax[0].set_xlabel('model - obs N')\n", "ax[1].set_xlabel('model - obs Si')\n", "ax[0].set_xlim(-15,20)\n", "ax[1].set_xlim(-40,20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Silicate" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate\n", "z<15 m:\n", " N: 136\n", " bias: 0.6973300717858741\n", " RMSE: 7.889918695078318\n", " WSS: 0.8391463567822636\n", "15 m<=z<22 m:\n", " N: 41\n", " bias: 1.7544721314965273\n", " RMSE: 7.161431447249666\n", " WSS: 0.764842193440098\n", "z>=22 m:\n", " N: 383\n", " bias: -2.4587897519343187\n", " RMSE: 5.867694574616317\n", " WSS: 0.8804965171817609\n", "all:\n", " N: 560\n", " bias: -1.383832549708238\n", " RMSE: 6.513100781747047\n", " WSS: 0.9128398059513287\n" ] } ], "source": [ "print('Nitrate')\n", "print('z<15 m:')\n", "et.printstats(data.loc[data.Z<15,:],'Si','mod_silicon')\n", "print('15 m<=z<22 m:')\n", "et.printstats(data.loc[(data.Z>=15)&(data.Z<22),:],'Si','mod_silicon')\n", "print('z>=22 m:')\n", "et.printstats(data.loc[data.Z>=22,:],'Si','mod_silicon')\n", "print('all:')\n", "et.printstats(data,'Si','mod_silicon')\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 85)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfIAAAHyCAYAAAAQkUzQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSVLBDHJJkgpmkEuSVLD/Axbl2ePt9GkIAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ps=et.varvarPlot(ax,data,'Si','mod_silicon','Z',(15,22),'z','m',('mediumseagreen','darkturquoise','navy'))\n", "ax.legend(handles=ps)\n", "ax.set_xlabel('Obs')\n", "ax.set_ylabel('Model')\n", "ax.set_title('dSi ($\\mu$M)')\n", "ax.set_xlim(0,85)\n", "ax.set_ylim(0,85)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Silicate, z<15\n", "Feb-Mar:\n", " N: 8\n", " bias: -3.783451099395755\n", " RMSE: 4.919875585996648\n", " WSS: 0.8640266905459482\n", "April:\n", " N: 70\n", " bias: 0.7754554944719558\n", " RMSE: 9.523536104692187\n", " WSS: 0.7494485849749217\n", "May-Jun:\n", " N: 32\n", " bias: -0.7189779627323176\n", " RMSE: 6.379598121674781\n", " WSS: 0.8143702570109718\n", "Sep-Oct:\n", " N: 26\n", " bias: 3.6088426443246746\n", " RMSE: 4.8881772674660855\n", " WSS: 0.746476781167349\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABWAAAAF1CAYAAABmo0PmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nyP8DXtYWc8saohQAAAAASUVORK5CYII=\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", "print('Silicate, z<15')\n", "print('Feb-Mar:')\n", "et.printstats(data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2015,4,1)),:],obsvar,modvar)\n", "print('April:')\n", "et.printstats(data.loc[ii1,:],obsvar,modvar)\n", "print('May-Jun:')\n", "et.printstats(data.loc[ii2,:],obsvar,modvar)\n", "print('Sep-Oct:')\n", "et.printstats(data.loc[ii3,:],obsvar,modvar)\n", "fig,ax=plt.subplots(1,1,figsize=(24,1))\n", "plt.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 85)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfIAAAHyCAYAAAAQkUzQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\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(0,85)\n", "ax.set_ylim(0,85)" ] }, { "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": "iVBORw0KGgoAAAANSUhEUgAAA7MAAAG5CAYAAABcGmMgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\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": "markdown", "metadata": {}, "source": [ "# Chlorophyll" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "data['l10_obsChl']=np.log10(data['Chlorophyll_Extracted']+0.01)\n", "data['l10_modChl']=np.log10(2*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates'])+0.01)\n", "data['mod_Chl']=2*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates'])" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "log10[Chl+0.01]\n", "z<15 m:\n", " N: 96\n", " bias: 0.21963348308910474\n", " RMSE: 0.44388239744612784\n", " WSS: 0.6073237303531829\n", "z>=15 m:\n", " N: 38\n", " bias: 0.2492062640422153\n", " RMSE: 0.37286417917876413\n", " WSS: 0.6525708757770485\n", "all:\n", " N: 134\n", " bias: 0.22801979410565854\n", " RMSE: 0.4249502551884966\n", " WSS: 0.6956281998839469\n", "\n", "\n", "Chl\n", "z<15 m:\n", " N: 96\n", " bias: 1.2045539516070858\n", " RMSE: 4.07848796412271\n", " WSS: 0.7538142178545438\n", "z>=15 m:\n", " N: 38\n", " bias: 0.5537693343189005\n", " RMSE: 1.0597176742522332\n", " WSS: 0.7236657763974581\n", "all:\n", " N: 134\n", " bias: 1.0200030899880477\n", " RMSE: 3.49791431451046\n", " WSS: 0.7788408286785518\n" ] } ], "source": [ "print('log10[Chl+0.01]')\n", "print('z<15 m:')\n", "et.printstats(data.loc[data.Z<15,:],'l10_obsChl','l10_modChl')\n", "print('z>=15 m:')\n", "et.printstats(data.loc[data.Z>=15,:],'l10_obsChl','l10_modChl')\n", "print('all:')\n", "et.printstats(data,'l10_obsChl','l10_modChl')\n", "print('\\n')\n", "print('Chl')\n", "print('z<15 m:')\n", "et.printstats(data.loc[data.Z<15,:],'Chlorophyll_Extracted','mod_Chl')\n", "print('z>=15 m:')\n", "et.printstats(data.loc[data.Z>=15,:],'Chlorophyll_Extracted','mod_Chl')\n", "print('all:')\n", "et.printstats(data,'Chlorophyll_Extracted','mod_Chl')\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0wAAAGFCAYAAADO5XPiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8Tdf6+PHPSoTkatqqoQ3ahA4o0ZDwqypCZFSJoeYa\nS3GVKi16Xa2hrVS1tJS0RRFRU2MOgjiKUqLSmnoNRU2lImqMTOv3RyJf5CQynGSfnDxvr7zk7L32\n2s8+CWs/Z629ltJaI4QQQgghhBAiKzujAxBCCCGEEEIIayUJkxBCCCGEEEJkQxImIYQQQgghhMiG\nJExCCCGEEEIIkQ1JmIQQQgghhBAiG5IwCSGEEEIIIUQ2JGESQgghhBBCiGxIwiSEEEIIIYQQ2ZCE\nSVgFpdRJpVRLg2PQSqkbSqmP8nBMjnHnYv9EpdTQvMZaUEqp3Uqp2kV93rxQSsUopRKVUtuNjkUI\nIWxBTm1SbtphI9qs4tBeCdsnCZOwKUqpN5VSsUqp20qpuffte0wptTwjKTqllOpqpooXtNaj7zuu\na0ad15VS55VS65RSL1sg1opAD+DrgtZ1V52VlVJnMr7PqfGbDIzPR/25eQ9zVT6nnxWA1roFMCCv\nMQohRElmg21WvtorISxJEiZha84BHwJzzOz7CkgCHge6ATMf9KmVUmoYMBX4OOO4pzLqCbZArL2A\nKK31LQvUdUcQsD4X5VYBzZVST9y/Qyk1Vik1Npvj8voe5lQ+p5+VEEKIPLLRNivb9kqIoiIJk7A6\nSqlaSimTUuqKUuqgUir4rn31lVL7lFLXlFJLlVKLlVIf3tmvtY7UWq8A4u+rsyzQHhijtb6utd4O\nrAS65xDHI6R/qjUoo94bWutkrfUarfWIu4p6KKV+U0r9kxGPYy4vNRDYet85Ryulwu56XU4playU\ncnzQtWcIAqIedGKtdSKwF/DPZax5fg8fVD67n5UQQoi8K+o2K6f2KuO1Rdqs/LRXQliaJEzCqiil\nHIDVQDRQCRgMRCilaiilSgPLgbnAY8D3QNtcVv0ckKK1PnLXtl+BnHpHGgGOGefMSUcgAKgG1CX9\nU7jccAf+Z2Zb3F2vPTLKpPGAa89475oCG3N5/sPAC7ksC3l/D/PzngshhMifom6zzLZXWuvE3LTX\neWyz8tpeCWFRkjAJa/Mi8BAQqrVO0lrHAGuALhn7SgFfZnxqFgnszmW9DwFX79t2FXDO4ZjywCWt\ndcoD6v5Sa31Oa32Z9GTPI5cxPQpcu2+buQboV3J37U2BX7XW99eZnWsZMeRWXt/D/LznQggh8qeo\n26zs2iuwfJuV1/ZKCIsqZXQAQtynMnBaa51217ZTQJWMfWe11vqufadzWe914OH7tj1C1oTlbvFA\nBaVUqQc0QH/d9f3NjDhzI4G7koeMT+SeBn67q8wLpDdIubn2XA3Hu4szcCXj3GuAOw8F3xlOcWcm\npO1a61fI+3uYn/dcCCFE/hRZm/WA9gos32ZltldCGEF6mIS1OQc8qZS6+3fzKeAscB6oopRSd+17\nMpf1HgFKKaWevWvbC8DBHI7ZCdwG2uTyHHn1G+nD1u6oRXoDcxMg4zq9Sf/ELjfXnteEqVZG3Wit\nX9FaP6q1fhQIJb2H79GMr1cyyuf1PczPey6EECJ/irLNyqm9Asu3WZntlRBGkIRJWJufSf/Ea4RS\nykEp5Q20BhaR3hikAm8qpUoppUKAhncfnLHdEbAH7DMmSyiltb4BRALjlVJlM6ZYDQbCswtEa/0P\n8D7wlVKqjVLqXxkxBSqlJlngWqOAZne9rgtUUko9rZRyAiYArsDJB127UqoaUEZrffi+czhkvAd3\nvkpllHcEPMn9807k9T18UPnsfla5jUcIIcT/KeI2K6f2CizYZuWnvRLC0iRhElZFa51EeoIUCFwC\nZgA9tNa/Z+xrB7xOetf8a6Q/33T7rir+C9wCRmXsv5WxDeDfgBNwEVgIDNRa59jbobX+DBiWUcff\npA8peBNYUdBrBeYDQRmNDaSPB98AmIBjpA9dOwOMzsW1t8L8J3VRpL8Hd77GZmxvDZi01ufyGHOO\n76FKX+/jP7ksn9PPSgghRB4VYZuVbXuVEYcl26z8tldCWIy6d3ipEMWLUupnIExr/Z0F6kok/T/z\nL7XWYwocXO7O+TFwUWs9VSm1Dpiltf4hl8dmXrtSKgqYrrXO1fCGjGNf11ofyHfwhUwptZH0B4d3\na619jI5HCCFKujttFulTfOe6vco4Nl9tVnFor4Ttk4RJFCtKqWakT2t6ifSFUMOA6lrr84YGZgEq\nfbVzP631oWz2Z3vtSqkRwDQLLygohBBCZPGg9iqjjLRZwmbI8wKiuKkBLAHKAn8Ar9pIslSO9HWn\njuZQLNtr11pbYny6EEIIkaNctlcgbZawIdLDJIQQQgghhBDZkEkfhBBCCCGEECIbkjAJIYQQQggh\nRDZs8hmmChUqaDc3N6PDEEKIEm3v3r2XtNYVjY7DGkk7JYQQxsttO2WTCZObmxuxsbFGhyGEECWa\nUuqU0TFYK2mnhBDCeLltp2RInhBCCJELSilHpdRupdSvSqmDSqlxGdvHKqXOKqXiMr6CjI5VCCGE\n5dhkD5MQQghRCG4DLbTW15VSDsD2jAWnAaZorScbGJsQQohCIgmTEEIIkQs6fR2O6xkvHTK+ZG0O\nIYSwcZIwCSGEELmklLIH9gLPAF9prX9WSgUCg5VSPYBYYLjWOiGvdScnJ3PmzBkSExMtG7SwCo6O\njlStWhUHBwejQxFC5JEkTEIIIUQuaa1TAQ+l1KPAcqVUHWAmMIH03qYJwGdAn/uPVUq9AbwB8NRT\nT2Wp+8yZMzg7O+Pm5oZSqvAuQhQ5rTXx8fGcOXOGatWqGR2OECKPZNIHIYQQIo+01leALUCA1vqC\n1jpVa50GfAs0zOaYb7TWXlprr4oVs85im5iYSPny5SVZskFKKcqXLy+9h0IUU5IwCSGEELmglKqY\n0bOEUsoJ8AV+V0q53FWsLXCgAOcoWJDCasnPVojiSxImIYQQIndcgC1Kqd+APcBGrfUaYJJSan/G\n9ubA20YGaS1MJhOPPPIIHh4eeHh4MH78eKNDEkKIfJFnmIQQQohc0Fr/BtQzs727AeFYlYSEBMqV\nK5dle5MmTVizZo0BEQkhhOUY2sOklJqjlLqolDI7fEEp5a2U+ueuxQDfL+oYhRBCCGuVuOcACVPD\nSdyT71GAmcLCwjJ7g6pVq0bz5s1zLH/x4kUmT55MnTp1WLx4cb7P+9BDD/Huu+9Su3ZtWrZsye7d\nu/H29qZ69eqsWrUq3/UKIYSlGD0kby4Q8IAy27TWHhlf0p8vhBBCkJ4snWs3lMuhszjXbmiBk6YB\nAwYQFxfHnj17qFq1KsOGDctSJi0tjfXr1/Pqq6/i7e1NYmIi69evZ8CAAWbr/Omnn6hbty6BgYEc\nPHjQbJkbN27QokULDh48iLOzM//973/ZuHEjy5cv5/335XNSIYTxDB2Sp7X+USnlZmQMQggh7qW1\nZtGiRXTq1Ak7O6M/VxPZubVjHzo5GVLT0CRza8c+HBvUKXC9b731Fi1atKB169ZZ9rVp04ZffvmF\nWbNm4e/vn+NEBvXr1+fPP//koYceIioqijZt2nD06NEs5UqXLk1AQPpnp+7u7pQpUwYHBwfc3d05\nefJkga9HCGGbli1bxiuvvIKjo2Ohn6s4tIQvKaV+U0qtU0rVzq6QUuoNpVSsUir277//Lsr4hBDC\nZqSlpTFo0CC6du3KsmXLjA5H5MCpcT2UgwPY26EcHHBqnOXxqjybO3cup06d4oMPPjC7f+LEibz6\n6qsMHjyYQYMGsWfPnmzrevjhh3nooYcACAoKIjk5mUuXLmUp5+DgkJl42dnZUaZMmczvU1JSCnpJ\nQggbo7Xmv//9Lx06dGDGjBlFck5rT5h+AZ7SWtcFpgErsiv4oPUthBBC5Cw1NZU33niDmTNnMmLE\nCDp06GB0SCIHjg3qUDlyKo+N6kvlyKkF7l3au3cvkydPZsGCBdn2LNauXZupU6dy8OBBmjVrxujR\no6lbty7R0dFZyv71119orQHYvXs3aWlplC9fvkAxCiFKttTUVAYOHMhHH31E3759eeutt4rkvFY9\nS57W+upd30cppWYopSporbN+RCWEECLfUlJS6N27NwsWLOD9999n7Nixsm5MMeDYoI5FhuEBTJ8+\nncuXL2dO9uDl5cWsWbPMli1dujSdOnWiU6dOnDp1ymzP0bJly5g5cyalSpXCycmJRYsWye+UECLf\nbt++zWuvvcayZcsYNWoUH3/8cZH9n2LVCZNS6gnggtZaK6Uakt4jFm9wWEIIYVOSk5Pp1q0bS5cu\n5cMPP2T06NFGhyQM8N133+XrOFdXV1xdXbNsf/PNN3nzzTcfePz169czvx87dmy2+4QQJde1a9do\n27Ytmzdv5rPPPjM7KU1hMjRhUkp9D3gDFZRSZ4APAAcArXUY8CowUCmVAtwCOus7/ftCCCEK7Pbt\n23Tq1ImVK1cyefJkhg8fbnRIQgghRKa///6boKAg9u3bx7x58+jRo0eRx2D0LHldHrB/OjC9iMIR\nQogSJTExkfbt23M+ehtrOw6kRVN/o0MSQgghMv3555/4+flx6tQpli9fbnb2zqJg7ZM+CCGEKAQ3\nb96kdevWnN+4nUUV61Nj60GLrOUjhBBCWMKhQ4d46aWX+Ouvv4iOjjYsWQJJmIQQosS5fv06QUFB\nxMTE8GnnPtin6fS1fJLT1/IRQgghjPTzzz/TpEkTUlNT2bp1K02aNDE0HkmYhBCiBPnnn3/w9/dn\n+/btLFiwgMaDX7f4Wj5CCCFEfkVHR+Pj48Ojjz7Kjh07eOGFF4wOybpnyRNCCGE5CQkJ+Pv7s2/f\nPhYvXkz79u0BqBw5lVs79uHUuJ7FpqgWQggh8mrx4sV0796dWrVqsWHDBp544gmjQwKkh0kIIUqE\nS5cu0aJFC3799VciIyMzkyVIX8un3NDukiwJ3NzccHd3x8PDAy8vL6PDsYilS5dSu3Zt7OzsiI2N\nvWffxIkTeeaZZ6hRowYbNmwwKEIhBMCMGTPo0qULL774Ilu3brWaZAmkh0kIIWzehQsX8PHx4fjx\n46xatQp/f5kNT2Rvy5YtVKhQwegw8iwpKYnk5GTKli17z/Y6deoQGRlJ//7979l+6NAhFi1axMGD\nBzl37hwtW7bkyJEj2NvbF2XYQpR4WmvGjx/P2LFjad26NYsXL8bJycnosO4hPUxCCGHDzp49S7Nm\nzThx4gRr166VZMnWnNsJP09M/7uI9OrVi4EDB/Liiy9SvXp1TCYTffr0oVatWvTq1euBx6elpfHz\nzz/zwQcfMGnSpCz7+/bti4eHBx4eHlSsWJFx48blWN/hw4cZPnw4NWrU4MiRI1n216pVixo1amTZ\nvnLlSjp37kyZMmWoVq0azzzzDLt3785Szs3Njffeey+z1+2XX37B39+fp59+mrCwsAderxAie2lp\naQwZMoSxY8fSs2dPIiMjrS5ZAulhEkIIm/Xnn3/SokULLly4wPr16w2fZUhY2LmdsNQHUpPAvjR0\n2AyVGxWoSqUULVu2xN7env79+/PGG2+YLZeQkMDOnTtZtWoVwcHB7Nixg1mzZtGgQQPi4uLw8PC4\np/ylS5fYsGEDUVFRxMbG4unpSVBQEIGBgVnqnjVrFgCnTp0iICDAbBJ248YNlixZwuzZswHo3bs3\nY8eOxdnZOdfXevbsWV588cXM11WrVuXs2bNmyz711FPExcXx9ttv06tXL3bs2EFiYiJ16tRhwIAB\nuT6nEOL/JCUl0atXL77//nuGDx/OpEmTsLOzzr4cSZiEEMIGnThxghYtWpCQkMDGjRvvuTEUNuK0\nKT1Z0qnpf582FThh2r59O1WqVOHixYv4+vpSs2ZNmjZtmqVc69atUUrh7u7O448/jru7OwC1a9fm\n5MmTWRKm8ePHM23aNNq1a0dkZCS1a9fOMY7ExEQ6dOjAtGnTcHV1zbLfxcWFunXrMmvWLGrWrFmA\nK86d4OBgANzd3bl+/TrOzs44OztTpkwZrly5wqOPPlroMQhhS27cuEH79u3ZsGEDoaGhjBgxAqWU\n0WFlyzrTOCGEEPl29OhRmjZtyj///MPmzZslWbJVT3qn9ywp+/S/n/QucJVVqlQBoFKlSrRt29bs\nEDWAMmXKAGBnZ5f5/Z3XKSkpWcp/+eWXnDhxAh8fH0aNGkWdOnX497//za5du8zWP2DAANq1a0fL\nli3N7l+2bBlVqlShXbt2jB8/nlOnTuXpOiH9Wk+fPp35+syZM5nXf7+8Xq8QInuXL1+mZcuWbNy4\nkVmzZjFy5EirTpZAEiYhhLAphw8fpmnTpty+fZstW7bg6elpdEiisFRulD4Mr/EEiwzHu3HjBteu\nXcv8Pjo6mjp1LDdzopubG//+979ZvXo1e/fupU2bNvz1119Zyn311Vdcu3aNUaNGZVuXn58fixcv\nZtu2bTzyyCOEhITQsmVLTp48met4goODWbRoEbdv3+bEiRMcPXqUhg0b5ufShBC5dPbsWZo0acIv\nv/zCsmXLeP31140OKVdkSJ4QQtiI3377LfP5E5PJxPPPP290SKKwVW5U4ETpjgsXLtC2bVsAUlJS\n6Nq1KwEBARap+7333mP16tVZtrdp04Y2bdrcs23y5Mk4ODhkDusbMGBAts8JlS9fnrfeeou33nqL\n3bt3m53hbvny5QwePJi///6bVq1a4eHhwYYNG6hduzYdO3bk+eefp1SpUnz11VcyQ54QhejIkSP4\n+flx+fJl1q9fT/PmzY0OKdeU1troGCzOy8tL37/WghBC2LJffvkFX19fnJyciImJ4bnnnjM6JJRS\ne7XWtrGYj4WZa6cOHz5MrVq1DIpIFAX5GYuSau/evQQEBKCUYt26dVYz+iG37ZQMyRNCiGLu559/\nxsfHB2dnZ3788UerSJaEEEIIgJiYGLy9vSlbtizbt2+3mmQpLyRhEkKIYmz79u34+vpSvnx5tm7d\nSvXq1Y0OSQghhAAgMjKSwMBAXF1d2bFjR7H9QE8SJiGEKKa2bNlCQEAAlStXZuvWrWanXxZCCCGM\n8O2339KhQwc8PT358ccfs52FsjiQhEkIIYqh6OhogoKCcHNzw2QyFeuGSAghhO3QWjNx4kTeeOMN\n/P392bhxI4899pjRYRWIJExCCFHMrFmzhtatW1OjRg22bNnCE088YXRIQgghBGlpaQwfPpz//Oc/\ndO3alZUrV1K2bFmjwyowSZiEEKIYWb58Oe3ataNu3brExMRQsWJFo0MSQgghSE5Opnfv3kyZMoXB\ngwcTHh6Og4OD0WFZhCRMQghRTCxevJgOHTrg5eXFpk2biv0QB2F9+vTpQ6VKlbIsWHv58mV8fX15\n9tln8fX1JSEhwaAILSc+Pp7mzZvz0EMP8eabb96zz9vbmxo1auDh4YGHhwcXL140KEohioebN2/S\nrl075s+fz/jx4/niiy+ws7OdNMN2rkQIIWxYeHg4Xbt2pXHjxmzYsIFHHnnE6JCEDerVqxfr16/P\nsj00NBQfHx+OHj2Kj48PoaGhBkSXf5cvX86yzdHRkQkTJjB58mSzx0RERBAXF0dcXByVKlUq7BCF\nKLauXLmCv78/a9euZcaMGYwZMwallNFhWZQkTEIIYeVmz55Nz549ad68OVFRUTg7OxsdkrASO9nJ\nRCayk50Wqa9p06Zmey5XrlxJz549AejZsycrVqzIUsZkMtGsWTNCQkKoXr06o0aNIiIigoYNG+Lu\n7s7x48cfeP4zZ87w7bff0rZt2yz7Vq1aldnjU6NGDapVq5ZjXVevXuXrr7+mYcOGZpOismXL8vLL\nL+Po6PjAuMwZO3YsPXv2pEmTJri6uhIZGcmIESNwd3cnICCA5OTkfNUrRHFy/vx5mjVrxs8//8yi\nRYsYOHCg0SEVCkmYhBDCis2YMYO+ffsSEBDA6tWrbeLhWWEZO9mJDz6MYQw++FgsaTLnwoULuLi4\nAPDEE09w4cIFs+V+/fVXwsLCOHz4MOHh4Rw5coTdu3fTt29fpk2blqV8SkoKJpOJkSNHUr9+fbp1\n60Z8fDzjx4/PUjY4ODizx+eFF17gnXfeMRvD9u3b6dWrF56enpw4cYIFCxbw8ccf5/mae/bsiYeH\nBxMmTEBrbbbM8ePHiYmJYdWqVbz22ms0b96c/fv34+TkxNq1a/N8TiGKk+PHj/Pyyy9z/Phx1q5d\nS8eOHY0OqdCUMjoAIYQQ5k2ZMoVhw4YRHBzMkiVLKFOmjNEhCStiwkQSSaSSShJJmDDRiEaFfl6l\nVLbDbRo0aJCZWD399NP4+fkB4O7uzpYtW7KUj42NJSAggKpVqxIaGkrr1q0f+Hs+adIknJycGDRo\nUJZ9Q4YMITw8nK+++orZs2djb2+f18sD0ofjValShWvXrtG+fXvCw8Pp0aNHlnKBgYE4ODjg7u5O\namoqAQEBmdd78uTJfJ1biOIgLi6OgIAAUlJSiImJoWHDhkaHVKikh0kIIaxQaGgow4YNo0OHDixb\ntkySJZGFN96UpjT22FOa0njjXWjnevzxxzl//jyQPgQnu2d67v49tbOzy3xtZ2dHSkpKlvIvvvgi\n8fHxfP7552zevBlPT09CQkIICwszW/+mTZtYunRptvuHDRvGoEGDGDduHL1792bLli3Z9g7l5M66\nZs7OznTt2pXdu3ebLXf39Tk4OGQmktldrxC24Mcff6RZs2Y4ODiwbds2m0+WQBImIYSwKlprxo0b\nx3vvvUe3bt1YuHChzUzLKiyrEY3YzGYmMIHNbC7U3qXg4GDmzZsHwLx58wgJCbFY3WXLliU4OJiZ\nM2dy4MABJk6cyI0bN7KUO3XqFIMGDWLp0qU4OTmZrcvNzY0PP/yQQ4cO0blzZ6ZNm0bNmjWJiIjI\ndTwpKSlcunQJSJ8mec2aNVlmDRSipFq9ejX+/v64uLiwY8cOatWqZXRIRUKG5AkhhJXQWjN69Ggm\nTpxIr169mDVrVr6HFAnLU0o5Aj8CZUhvP5dprT9QSj0GLAbcgJNAR611kcy73Sjjj6V06dIFk8nE\npUuXqFq1KuPGjeP1119n1KhRdOzYkdmzZ+Pq6sqSJUsscr5du3bRt29fs/uGDx9+z+u5c+cSHx9P\nmzZtAKhcuTJRUVFmj7W3tycoKIigoCAuXrzIkSNHzJZzc3Pj6tWrJCUlsWLFCqKjo3F1dcXf35/k\n5GRSU1Np2bIl/fr1K8BVCmEb5s6dS9++falfvz5RUVFUqFDB6JCKjMpPV7W18/Ly0rGxsUaHIYQQ\nuaa1Zvjw4UyZMoX+/fszY8aMYr+GhVJqr9bay+g4LEWlj7cqq7W+rpRyALYDbwHtgMta61Cl1Cig\nnNZ6ZE51mWunDh8+XGI+rS2p5GcsiqvPPvuMd955h5YtWxIZGWkzs7Xmtp0q3q2xEELYgLS0NN58\n802mTJnCkCFDmDlzZrFPlmyRTnc946VDxpcGQoB5GdvnAW0MCE8IISxOa82oUaN45513ePXVV1mz\nZo3NJEt5IS2yEEIYKC0tLbNH6d1332Xq1Kk2t+CfLVFK2Sul4oCLwEat9c/A41rr8xlF/gIez+bY\nN5RSsUqp2L///ruIIhZCiPxJSUmhX79+fPLJJ/Tv359FixaV2AmIJGESQgiDpKSkZD6rNGbMGD75\n5BNJlqyc1jpVa+0BVAUaKqXq3Ldfk97rZO7Yb7TWXlprr4oVKxZBtEIIkT+JiYl06NCB2bNnM2bM\nGGbOnFmin6mVSR+EEMIAycnJdO/encWLFzNhwgT++9//Gh2SyAOt9RWl1BYgALiglHLRWp9XSrmQ\n3vskhBDF0tWrVwkJCcFkMvHFF18wZMgQo0MynPQwCSFEEUtKSqJTp04sXryYTz/9VJKlYkIpVVEp\n9WjG906AL/A7sAromVGsJ7DSmAiFEKJgLl68SPPmzdm+fTsLFiyQZCmD9DAJIUQRSkxM5NVXX2Xt\n2rXyyV3x4wLMU0rZk/6B4xKt9Rql1E5giVLqdeAU0NHIIIUQIj9OnjyJr68vZ8+eZdWqVQQGBhod\nktWQHiYhhCgiN2/eJCQkhLVr1xIWFibJUjGjtf5Na11Pa11Xa11Haz0+Y3u81tpHa/2s1rql1vqy\n0bHmV58+fahUqVKWhVrHjh1LlSpV8PDwwMPDI9v1j4qTjRs34unpibu7O56ensTExGTu27t3L+7u\n7jzzzDMMGTIEW1yCRYi7HThwgMaNG3Pp0iU2bdokydJ9JGESQogicP36dVq1asXGjRuZM2cO/fv3\nNzokIbLo1asX69evN7vv7bffJi4ujri4OIKCgoo4soK5fDlrDluhQgVWr17N/v37mTdvHt27d8/c\nN3DgQL799luOHj3K0aNHs31PhLAFP/30E02bNgVg27ZtvPTSSwZHZH0kYRJCiEJ29epVAgIC2LZt\nGwsWLKB3795GhyRsxIGEk4Qf28SBhJMWqa9p06Y89thj+TrWZDLRrFkzQkJCqF69OqNGjSIiIoKG\nDRvi7u7O8ePHH1jHmTNn+Pbbb2nbtm2WfatWrcrs4apRowbVqlXLsa6rV6/y9ddf07BhQyZPnpxl\nf7169ahcuTIAtWvX5tatW9y+fZvz589z9epVXnzxRZRS9OjRgxUrVmQ5fuzYsfTs2ZMmTZrg6upK\nZGQkI0aMwN3dnYCAAJKTkx94vUIYbd26dbRs2ZLy5cuzY8eOLL3LIp0kTEIIUYgSEhLw9fXl559/\nZtGiRXTt2tXokISNOJBwkqE7ZzLr93UM3TnTYklTdqZNm0bdunXp06cPCQkJZsv8+uuvhIWFcfjw\nYcLDwzly5Ai7d++mb9++TJs2LUv5lJQUTCYTI0eOpH79+nTr1o34+HjGjx+fpWxwcHBmD9cLL7zA\nO++8YzaG7du306tXLzw9PTlx4gQLFizg448/zvHafvjhB+rXr0+ZMmU4e/YsVatWzdxXtWpVzp49\na/a448ePExMTw6pVq3jttddo3rw5+/fvx8nJibVr1+Z4TiGMtnDhQoKDg6lZsyY7duzAzc3N6JCs\nliRMQgib/vKlAAAgAElEQVRRSOLj4/Hx8SEuLo4ffviBV1991eiQhA3ZF3+M5LQU0tAkp6WwL/5Y\noZ1r4MCB/PHHH8TFxeHi4sLw4cPNlmvQoAEuLi6UKVOGp59+Gj8/PwDc3d05efJklvKxsbEEBATw\nww8/8J///Ifo6GhGjRqFu7t7trFMmjQJJycnBg0alGXfkCFDaN26NX5+fvz++++Ehoby3HPP5Xht\nBw8eZOTIkXz99dc5ljMnMDAQBwcH3N3dSU1NJSAgAMj+eoWwFtOmTaNbt268/PLLmEwmKlWqZHRI\nVk0SJiGEKAR3pmY9dOgQK1euJDg42OiQhI2pV/4ZHOxKYYfCwa4U9co/U2jnevzxx7G3t8fOzo5+\n/fqxe/dus+XKlCmT+b2dnV3mazs7O1JSUrKUf/HFF4mPj+fzzz9n8+bNeHp6EhISQlhYmNn6N23a\nxNKlS7PdP2zYMAYNGsS4cePo3bs3W7ZsyXHChjNnztC2bVvmz5/P008/DUCVKlU4c+bMPWWqVKmS\n4/Xa2dnh4OCQufB0dtcrhNG01rz//vsMGTKEtm3bsm7dOh5++GEAEvccIGFqOIl7DhgcpfWRhEkI\nISzs3LlzNGvWjGPHjrF27drMT52FsKQ65dyY2mggfWsGMrXRQOqUcyu0c50/fz7z++XLl1v0OYey\nZcsSHBzMzJkzOXDgABMnTuTGjRtZyp06dYpBgwaxdOlSnJyczNbl5ubGhx9+yKFDh+jcuTPTpk2j\nZs2aREREZCl75coVWrVqRWhoKI0bN87c7uLiwsMPP8yuXbvQWjN//nxCQkIsdr1CGCU1NZV///vf\nTJgwgddff50lS5bg6OgIpCdL59oN5XLoLM61GypJ031kHSYhRJFK3HOAWzv24dS4Ho4NbO/h0tOn\nT9OiRQv++usv1q9fnznzkBCFoU45N4smSl26dMFkMnHp0iWqVq3KuHHjeP311xkxYgRxcXEopXBz\nc8vX8DVzdu3aRd++fc3uu3/Y39y5c4mPj6dNmzYAVK5cOdvpze3t7QkKCiIoKIiLFy9y5MiRLGWm\nT5/OsWPHGD9+fOYzU9HR0VSqVIkZM2bQq1cvbt26RWBgoEyxLIq927dv0717d5YuXcrIkSOZOHFi\nZo8owK0d+9DJyZCahiaZWzv22WQbnV/KFtcW8PLy0rGxsUaHIUSJd39ydOcTLJ2cjHJwoHLkVJv6\nD/nEiRO0aNGCy5cvs379eho1amR0SIZSSu3VWnsZHYc1MtdOHT58mFq1ahkUkSgK8jMWRrh+/Tpt\n27Zl06ZNTJ482ewziLbePmcnt+2U9DCJEsfWezishbn/fG35E6xjx47RokULrl+/zubNm/HykjxB\nCCGEsS5dukRQUBC//PIL3333Hb169TJbzrFBncx2Wu6PspKESZQo1vgJiq0mcOaSI6fG9VAODmjS\n33+nxvWMDtMifv/9d1q0aEFycjIxMTF4eHgYHZIQQogS7vTp0/j5+XHy5EkiIyMfOPmQY4M6NnUf\nYkmSMIkSxdp6OKwxgbMUc8mRLX6CdeDAAXx8fFBKYTKZqF27ttEhCSGEKOF+//13/Pz8+Oeff9iw\nYYM8T1tAkjCJEsXaejisLYGzpOySI1v6BGvfvn34+vpSpkwZYmJiqFGjhtEhCSGEKOF2795NUFAQ\npUqVYuvWrTLqwQIkYRIlirX1cFhbAmdptpQc3W/37t34+/vz8MMPExMTk7mGixBCCGGUTZs20aZN\nGypVqkR0dDTPPFN467OVJJIwiRLHmm7irS2BE7mzY8cOAgMDqVixIjExMbi6ulqkXlt9nk0IIUTh\nW7p0Kd26daNmzZps2LABFxcXo0OyGbJwrRAGc2xQh3JDu8sNcjFhMpnw9/fHxcWFrVu3WjRZkkUD\nhZFOnz5N8+bNef7556lduzZffPFF5r7Lly/j6+vLs88+i6+vLwkJCQZGahkbN27E09MTd3d3PD09\niYmJydzn7e1NjRo18PDwwMPDg4sXLxoYqRAPFhYWRqdOnWjYsCFbt26VZMnCJGESQohc2rhxI0FB\nQbi6umIymahatarF6r7nebbk9OfZhChKpUqV4rPPPuPQoUPs2rWLr776ikOHDgEQGhqKj48PR48e\nxcfHh9DQUIOjzZvLly9n2VahQgVWr17N/v37mTdvHt27d79nf0REBHFxccTFxVGpUqWiClWIPNFa\n8+GHHzJw4ECCgoKIjo6mXLlyRodlcyRhEkKIXIiKiqJ169Y8++yzmEwmi396d+d5NuztbPJ5NlE4\ndt64wcS/LrLzxo0C1+Xi4kL9+vUBcHZ2platWpw9exaAlStX0rNnTwB69uzJihUrshxvMplo1qwZ\nISEhVK9enVGjRhEREUHDhg1xd3fn+PHjD4zhzJkzfPvtt7Rt2zbLvlWrVmX2+NSoUYNq1arlWNfV\nq1f5+uuvadiwIZMnT86yv169elSuXBmA2rVrc+vWLW7fvv3AGO8YO3YsPXv2pEmTJri6uhIZGcmI\nESNwd3cnICCA5OTkXNclRH6kpaUxdOhQxowZQ48ePVi+fDn/+te/jA7LJknCJIQQD7BixQratGlD\nnTp1iImJoWLFihY/x53n2R4b1demppcXhWfnjRv4HP2DMef/wufoHxZJmu44efIk+/bt4//9v/8H\nwIULFzI/JHjiiSe4cOGC2eN+/fVXwsLCOHz4MOHh4Rw5coTdu3fTt29fpk2blqV8SkoKJpOJkSNH\nUr9+fbp160Z8fDzjx4/PUjY4ODizx+eFF17gnXfeMRvD9u3b6dWrF56enpw4cYIFCxbw8ccf53i9\nP/zwA/Xr16dMmTKZ23r27ImHhwcTJkxAa232uOPHjxMTE8OqVat47bXXaN68Ofv378fJyYm1a9fm\neE4hCiI5OZkePXrw5ZdfMmzYML777jscHByMDstmyaQPQpRQMsFA7ixZsoSuXbvSoEED1q1bx6OP\nPlpo57KmCUmE9TNdu0GS1qQCSVpjunaDRmXLFrje69ev0759e6ZOncrDDz+cZb9SCqWU2WMbNGiQ\nmVg9/fTT+Pn5AeDu7s6WLVuylI+NjSUgIICqVasSGhpK69at70lazJk0aRJOTk4MGjQoy74hQ4YQ\nHh7OV199xezZs7G3t3/g9R48eJCRI0cSHR2duS0iIoIqVapw7do12rdvT3h4OD169MhybGBgIA4O\nDri7u5OamkpAQEDm9Z48efKB5xYiP27evEmHDh2Iiopi4sSJjBw5Mtt/k8IypIdJiBJIJhjInQUL\nFtClSxdeeukloqOjCzVZEiKvvJ3LUlop7IHSSuHtXPBkKTk5mfbt29OtWzfatWuXuf3xxx/n/Pnz\nAJw/fz7bZ3ruTnbs7OwyX9vZ2ZGSkpKl/Isvvkh8fDyff/45mzdvxtPTk5CQEMLCwszWv2nTJpYu\nXZrt/mHDhjFo0CDGjRtH79692bJlS7a9Q5A+BLBt27bMnz//nqUBqlSpAqQPTezatSu7d+/O8Xrt\n7OxwcHDIvGnN7nqFKKiEhAR8fX1Zv34933zzDaNGjZJkqQhIwiRECSQTDDzY7Nmz6dGjB97e3qxb\ntw5nZ2ejQxLiHo3KlmXzs9WZ4PIEm5+tXuDeJa01r7/+OrVq1WLYsGH37AsODmbevHkAzJs3j5CQ\nkAKd625ly5YlODiYmTNncuDAASZOnMgNM8MLT506xaBBg1i6dClOTk5m63Jzc+PDDz/k0KFDdO7c\nmWnTplGzZk0iIiKylL1y5QqtWrUiNDSUxo0bZ25PSUnh0qVLQHoCuWbNGurUkZ5fYbxz587RtGlT\nYmNjWbp0Kf369TM6pBJDhuQJUQLZ+oK5BTVjxgwGDRpEQEAAkZGR2d6cCWG0RmXLWmQYHqSvLxYe\nHo67uzseHh4AfPzxxwQFBTFq1Cg6duzI7NmzcXV1ZcmSJRY5565du+jbt6/ZfcOHD7/n9dy5c4mP\nj6dNmzYAVK5cmaioKLPH2tvbExQURFBQEBcvXuTIkSNZykyfPp1jx44xfvz4zGemoqOjKVu2LP7+\n/iQnJ5OamkrLli3lxlQY7ujRo/j5+XHp0iXWrVtHixYtjA6pRFE5dVUXV15eXjo2NtboMISwavIM\nk3lTpkxh2LBhtG7dmqVLlz7weQqRPaXUXq21l9FxWCNz7dThw4epVauWQRGJoiA/Y5Ef+/btIyAg\ngLS0NNavX4+np6fRIdmM3LZT0sMkRAklEwxkFRoaynvvvUf79u1ZuHAhpUuXNjokIYQQJZjJZCI4\nOJhy5cqxceNGnnvuOaNDKpHkGSYhbFzingMkTA2XiR1yoLVm3LhxvPfee3Tp0oVFixZJsiSEEMJQ\nK1asICAggCeffJIdO3ZIsmQg6WESVkuGjBXcndnwdHL6s0qyvk9WWmtGjx7NxIkT6dWrF7NmzcrV\nVMRGkX8XQghh++bMmUO/fv1o2LAha9asoXz58kaHVKJJwiSsktzoW8Y9s+GRPhuevI//R2vNO++8\nw+eff84bb7zBzJkzsbOz3o53+XchhBC2b9KkSYwcORJ/f39++OEHylpoYheRf4beGSil5iilLiql\nzI4VUum+VEodU0r9ppSqX9QxCmPItNeWcWc2POztZDa8+6SlpTF48GA+//xzBg8eTFhYmFUnSyD/\nLoQQwpZprXn33XcZOXIknTt3ZtWqVZIsWQmje5jmAtOB+dnsDwSezfj6f8DMjL+FjZNpry3DsUEd\nKkdOlSFc90lLS6N///7MmjWLd955h0mTJhm68F9uh9nJvwshhLBNKSkp9OvXj7lz5zJo0CC+/PJL\nq/8QryQxNGHSWv+olHLLoUgIMF+nz32+Syn1qFLKRWt9vkgCFIaRG33Lkdnw7pWamkqfPn2YP38+\no0ePZsKECYYnS7kdZif/LkRxsnHjRkaNGkVSUhKlS5fm008/zVw7xtvbm/Pnz2eucRYdHU2lSpWM\nDFcIw9y6dSuzR+mDDz7ggw8+MLRdElkZ3cP0IFWA03e9PpOxLUvCpJR6A3gD4KmnniqS4EThkht9\nYWnJycn06NGDRYsWMX78eMaMGWN0SHl+zkz+XYjiokKFCqxevZrKlStz4MAB/P39OXv2bOb+iIgI\nvLxkmS5Rsv3zzz8EBwezbds2pk+fzqBBg4wOSZhh7QlTrmmtvwG+gfQFAQ0ORwhhZZKSkujcuTPL\nly/nk08+YcSIEUaHBMgwO1EwO3eexmQ6ibe3G40aPVmgusLCwggLCwPSb+Lc3NzYsmXLPWVCQ0O5\nffs2gYGBeHl55ThkqF69//tdrl27Nrdu3eL27du5Xgx67NixnDhxgj/++IM///yTKVOmsGvXLtat\nW0eVKlVYvXo1Dg4O+bhSIazDX3/9RUBAAIcOHWLhwoV07tzZ6JBENqx9cORZ4O4WoGrGNiGEyLXE\nxETatWvH8uXL+eKLL6wmWYL/G2b32Ki+MuudyJOdO0/j4zOfMWO24OMzn507Tz/4oBwMGDCAuLg4\n9uzZQ9WqVRk2bFiWMn379qV69epMmTKF559/nu7du7Nw4ULi4+NzrPuHH36gfv369yRLPXv2xMPD\ngwkTJpA+8j6r48ePExMTw6pVq3jttddo3rw5+/fvx8nJibVr1xboeoUw0h9//MHLL7/M0aNHWbNm\njSRLVs7aE6ZVQI+M2fJeBP6R55eEsE472clEJrKTnUaHco+bN28SEhLC2rVrCQsLY8iQIUaHlIVj\ngzqUG9pdkiWRJybTSZKSUklN1SQlpWIynbRIvW+99RYtWrSgdevWWfZVqFCB7t278/3337Ns2TJu\n3rxJt27d+Pjjj7Ot7+DBg4wcOZKvv/46c1tERAQHDx5k27ZtbNu2jfDwcLPHBgYG4uDggLu7O6mp\nqQQEBADg7u7OyZMnC3ahQhjkt99+o3HjxiQkJBATE4Ofn5/RIYkHMHRInlLqe8AbqKCUOgN8ADgA\naK3DgCggCDgG3AR6GxOpECInO9mJDz4kkURpSrOZzTSikdFhcf36dYKDgzGZTMyZM4feveW/EGE7\nvL3dKF3anqSkVEqXtsfb263Adc6dO5dTp04xffp0s/t/+uknwsPD2bZtG9WrVycoKIjPP/8cV1dX\ns+XPnDlD27ZtmT9/Pk8//XTm9ipVqgDg7OxM165d2b17Nz169Mhy/J0eKTs7OxwcHDIfhLezsyMl\nJaVA1yqEEbZv384rr7yCs7Mzmzdv5vnnnzc6JJELRs+S1+UB+zUgT78JYeVMmEgiiVRSSSIJEybD\nE6arV68SFBTEzp07CQ8Pp1u3bobGI4o/pdSTpC+D8TiggW+01l8opcYC/YC/M4r+R2sdVdjxNGr0\nJJs397DYM0x79+5l8uTJbNu2Ldtnk/766y/at2/PF198QenSpXOs78qVK7Rq1YrQ0FAaN26cuT0l\nJYUrV65QoUIFkpOTWbNmDS1btixQ7EIUB2vWrKFDhw64uroSHR0tk5QVIzYz6YMQwjjeeFOa0pk9\nTN54GxpPQkICAQEB/PLLLyxatIgOHToYGo+wGSnAcK31L0opZ2CvUmpjxr4pWuvJRR1Qo0ZPFjhR\numP69OlcvnyZ5s2bA+Dl5cWsWbPuKbNnzx5Wr16d5dg2bdrw4YcfZqnv2LFjjB8/nvHjxwPp04eX\nLVsWf39/kpOTSU1NpWXLlvTr188i1yCEtZo/fz59+vShXr16REVFUbFiRaNDEnmgsnvQsjjz8vLS\nsbGxRochRImyk52YMOGNt6G9S/Hx8fj6+nLgwAGWLl1KSEiIYbGUdEqpvVprm503Wim1kvTF1xsD\n1/OSMJlrpw4fPkytWrUsG6SwKvIzLpmmTp3K22+/jY+PD8uXL8fZ2dnokESG3LZT0sMkhLCIRhl/\njHTx4kVatmzJkSNHWLlyJYGBgYbGI2xXxqLr9YCfSU+YBiulegCxpPdCJZg5RtYLFKIE0VozevRo\nJk6cSPv27YmIiMj1tPrCulj7LHlCCJEr58+fx9vbm2PHjrF27VpJlkShUUo9BPwADNVaXwVmAtUB\nD9IXVv/M3HFa62+01l5aay8ZjiOEbUtNTaV///5MnDiR/v37s3jxYkmWijFJmIQQxd7p06dp2rQp\np0+fZv369fj4+BgdkrBRSikH0pOlCK11JIDW+oLWOlVrnQZ8CzQ0MkYhhLFu375Np06d+Pbbbxk9\nejQzZ87E3t7e6LBEAciQPCFEsXby5ElatGhBfHw80dHRNGpk/HTmwjap9DmtZwOHtdaf37Xd5a41\nAtsCB/J7Dq115tTZwrbY4jPjIqtr167Rpk0bYmJimDJlCkOHDjU6JGEBkjAJkY3EPQe4tWMfTo3r\nyYKiVurYsWO0aNGC69evs3nzZry8bHZ+AWEdGgPdgf1KqbiMbf8BuiilPEifavwk0D8/lTs6OhIf\nH0/58uUlabIxWmvi4+NxdHQ0OhRRiC5evEhQUBBxcXHMnz+f7t27Gx2SsBBJmIQwI3HPAc61G4pO\nTkY5OFA5cmqekiZJth6soLPq/f7777Ro0YLk5GRiYmLw8PAohCiF+D9a6+2AuUzGImsuVa1alTNn\nzvD3338/uLAodhwdHalatarRYYhCcurUKfz8/Dh9+jQrV66kVatWRockLEgSJiHMuLVjHzo5GVLT\n0CRza8e+XCc+BU22SoKd7MQHn8x1mzazmUY0ynWieeDAgcznlLZs2UKdOvL+iuLPwcGBatWqGR2G\nECKPDh48iL+/Pzdu3GDjxo33LNQsbIMkTEKY4dS4HsrBAU160uPUuF6ujy1IslVSmDCRRBKppJJE\nEiZM1NvjnKtEc9++ffj6+lKmTBliYmKoUaOGAVcghBBCwK5duwgKCsLR0ZGtW7dSt25do0MShUAS\nJiHMcGxQh8qRU/M1rK4gyVZJ4Y03pSmd2cPkjXeuEs09e/bg5+fHww8/TExMDE8//bT5E5zbCadN\n8KQ3VJZJIIQQQljehg0baNeuHS4uLkRHR1O9enWjQxKFRBImIbLh2KBOvnqGCpJslRSNaMRmNt/z\nDFNiY+ccE82ffvqJwMBAypcvz5YtW3B1dTVf+bmdsNQHUpPAvjR02CxJkxBCCItatGgRPXr04Pnn\nn2f9+vU88cQTRockCpEkTEIUgvwmW9amMCevaJTx546cEs2tW7fSqlUrKleuTExMTM4PTp82pSdL\nOjX979OmfCdMMnmHEEKI+3311VcMHjyYJk2asGrVKh555BGjQxKFTBImIfKhJNxIGzF5hblEc9Om\nTQQHB1OtWjU2bdqEi4tLzpU86Z3es3Snh+lJ73zFIpN3CCGEuJvWmnHjxjFu3DiCg4NZtGgRTk5O\nRoclioAkTMJqFXTa6cJSUm6krWHyiqioKNq1a0eNGjXYuHEjlSpVevBBlRulD8Mr4DNM1nD9Qggh\nrENaWhqDBw9mxowZ9O7dm2+++YZSpeQ2uqSQn7SwStlNO20NSsqNtNGTV6xcuZIOHTrg7u5OdHQ0\n5cuXz/3BlRsV+Lklo69fCCGEdUhKSqJHjx4sXryYd999l08++UQWly5hJGESVsnctNPWkjCVlBtp\nc88UFdVQxKVLl9K1a1c8PT1Zv349jz76aKGdKzsyeYcQQojr16/Tvn17oqOjmTRpEu+++67RIQkD\nSMIkrJK5aafzojCH85WkG+m7nykqqqGIERER9OjRg5deeomoqCgcfj9Fwo7VhrzXtjJ5hxBCiLyL\nj4+nVatW7Nmzhzlz5tC7d2+jQxIGkYRJWCVz007nVlEM5yuJN9JFMRRxzpw59O3bl+bNm7Nq1Srs\nD50oEc+LCSGEsC5nzpzBz8+PP/74g8jISEJCQowOSRhIEiZhte6fdjq3rHk4X3FW2EMRw8LCGDhw\nIP7+/ixfvhwnJycSSsjzYkIIIazH//73P/z8/EhISGDDhg00a9bM6JCEwSRhEjanoMP57rDWWfqM\nUphDEb/44guGDh1K69atWbJkCY6OjkDJeV5MCCGEdYiNjSUwMBA7Ozu2bt1KvXrS7ghJmIQNKshw\nvjuseZY+IxXGUMRPP/2UESNG0L59exYuXEjp0qXvOV9JeV5MCCGEsTZv3kybNm2oUKEC0dHRPPvs\ns0aHJKyEJEzCJuV3ON8dhTmsryQseptbEyZM4P3336dz586Eh4ebXdOiJD4vJoQQomgtW7aMbt26\n8dxzz7FhwwYqV65sdEjCikjCJIQZlhrWd7+Ssujtg2itGTNmDB999BE9e/Zk9uzZ2NvbGx2WEEKI\nEuibb75hwIABvPTSS6xevZpy5coZHZKwMnZGByCENbozrG8CEyw6HO+emeaS0ycxKGm01owYMYKP\nPvqIfv36MWfOHEmWhBBCFDmtNR9//DH9+/cnMDCQ6OhoSZaEWdLDJEQ2Cjqsz5ySPolBWloab731\nFtOnT+fNN9/kyy+/lNXShRBCFLm0tDSGDx/O1KlTee2115gzZw4ODg5GhyWslCRMQlB0M+IVp0kM\nLP2sVVpaGgMGDODbb79l+PDhfPrpp5IsCSGEKHLJycn06dOHBQsWMHToUD777DPs7GTQlcieJEzC\n5j3oxr+oZ8QrDpMYWPpZq9TUVF5//XXmzZvHf/7zHz788ENJloQQQhS5mzdv0rFjR9auXctHH33E\ne++9J+2ReCBJmIRNy82Nvyx0m9UtCy4Ym5KSQo8ePfj+++8ZP348Y8aMsXC0QgghxIMlJCTQunVr\nfvrpJ8LCwujfv7/RIYliQvofbVjingMkTA0ncc8Bo0MxTG4mWbgzI5499hadEa84u/OsFfZ2BXrW\nKikpic6dO/P9998TGhoqyZIQQghDnDt3jmbNmrFnzx6WLFkiyZLIE+lhslEyfXW63EyyYImFbm2N\nJZ61un37Nh06dGD16tVMmTKFoUOHFkKkQgghRM6OHTuGr68vly5dIioqCh8fH6NDEsWMJEw2ypJD\nqoqz3N74F8aMeMVdQZ61unXrFm3btmXDhg3MmDGDgQMHWjg6IYQQ4sH27dtHQEAAaWlpxMTE0KBB\nA6NDEsWQJEw2qqRPX3234jDJgi25ceMGrVu3xmQyMXv2bPr06WN0SEIIIUqgrVu3EhwczCOPPEJ0\ndDQ1a9Y0OiRRTEnCZKOK0/TVwnZcvXqVVq1a8dNPPzF//nxee+01o0MSQghRAq1cuZJOnTpRvXp1\nNmzYwJNPPml0SKIYk4TJhtl6z4ql1wkSBXPlyhUCAgKIjY3l+++/p2PHjkaHJIQQogT67rvv6Nu3\nL15eXkRFRVG+fHmjQxLFnCRMolgqqZNaFNUCu3kVHx+Pn58f+/fvZ9myZbRp08bokIQQQpRAn376\nKSNGjMDX15fIyEgeeugho0MSNkASJlEslcRJLYp6gd3cunjxIr6+vvzvf/9j+fLltGrVyuiQhBBC\nlDBaa0aNGsWkSZPo2LEj8+fPp0yZMkaHJWyErMMkiiVLrROUFzvZyUQmspOdhX4uc8wtsGu08+fP\n4+3tzdGjR1m9erUkS0IIIYpcSkoKffv2ZdKkSQwYMICFCxdKsiQsSnqYRLFU1JNaWEPvzp0Fdu/E\nYNQCu3eGBT5/8XnebfYu586dIyoqCm9vY+IRQghRciUmJtKlSxdWrFjB+++/z9ixY1FKGR2WsDGS\nMIliqygntTDXu1PUCVNRLbCb03NSdxLH2/o22lnj9JQT0d9F07hx40KJxVKs9dkvIYQQ+ffPP/8Q\nEhLC1q1b+fLLLxk8eLDRIQkbJQmTyLeSdBNqLb07hb3A7oN60kyYuK1vk6bSoBT0/K4njZ+0/mTJ\n6N5BIYQQlnXhwgUCAgI4cOAACxcupEuXLkaHJGyYJEwiX4riJtSIhCy7cxZV747RHtST5nbSjbTH\n05OlMvZl6P5kdwOjzR1r6B0UQghhOSdOnMDPz49z586xevVqAgICjA5J2DhJmES+WOom9P61lO68\n/tVPEfT8G0XaK/CgJLCwe3esQU49aQcOHODtlm9TzrMc3Wd3p/MTnQ19P3K7Dpe19A6K4k8p9SQw\nH/rfjRsAACAASURBVHgc0MA3WusvlFKPAYsBN+Ak0FFrnWBUnELYsv379+Pv709iYiKbNm2iUSPb\nbpeFdZCESeSLJW5C719LqfxHQ4gf/SU6OZm1iWdJqnWbVJVWZL0C0hORfU9aXFwcvr6+ODg48NNn\nP+F2OoVbi/aR2NjZkOnc87IOV0npHRRFIgUYrrX+RSnlDOxVSm0EegGbtdahSqlRwChgpIFxCmGT\nduzYwSuvvMK//vUvtm3bRu3atY0OSZQQkjCJfLHETej9ayndWG3KfN1wmzOlh5ciySG1yHoFpCci\n3f09abGxsfj5+fHQQw8RExND1YREwxcNzus6XCWhd1AUPq31eeB8xvfXlFKHgSpACGT+hzEPMCEJ\nkxAWFRUVxauvvkrVqlWJjo7Gzc3N6JBECSIJk8i3gt6E3llLSZN+4122tTeJu35Dk4znb+WJOjqb\nnc+fLrJeAWvsicjtsLPCsnPnTgICAnjsscfYsmULbm5uJEwNN3zR4Pt/d4piHS4h7qaUcgPqAT8D\nj2ckUwB/kT5kTwhhIREREfTq1Yu6deuybt06KlWqZHRIooSRhEkYxtxaSmVqVc98Xf35OkXex2NN\nPRF5GXZWGH788UeCgoJwcXEhJiaGJ598ErCOZOVB63AZnWgK26aUegj4ARiqtb5695ovWmutlNLZ\nHPcG8AbAU089VRShClHsffHFFwwdOpTmzZuzYsUKHn74YaNDEiWQJEzCovJ6o3r/WkpFubaStcvr\nsDNL2rRpE8HBwbi6uhITE4OLi0vmvtwuGnwg4ST74o9Rr/wz1CnnZvEYs/tdMTrRFLZNKeVAerIU\nobWOzNh8QSnlorU+r5RyAS6aO1Zr/Q3wDYCXl5fZpEoIkU5rzZgxY/joo49o164dEREROP5/9u47\nrsq6/+P46wLBgVjucuXMVCg1F7ejoyjiAFeaK1dqmpqrHD9vzVFhZaWZ5s6VucIZCgocV5QjrUzv\n223ugdwOEjlwvr8/EGJzgHO4DvB59uiBnHNxXZ+D1HXefL/fz7dQIb3LEvmUBCZhNdZ+o5qf9nlK\njV4jObt27aJLly68+OKL7N27N9WpDxkF25MRlxgT9g0mcwxODgWY6zHcJqEpNXoGTZG3aXFDScuB\n00qpLxI9tR3oD8x++nGbDuUJkWfExsYyYsQIFi9ezODBg1m0aBGOjo56lyXyMQlMwmqs+UZVNhu1\nfCTHmrZv30737t2pU6cOe/bsoWTJklk6z/Hwc5jMMZhRmMwxHA8/l2OByR6mDIo8qynwJvCHpmkn\nnj72f8QFpY2apr0FXAZ66FSfELnekydP6Nu3L5s3b2by5Ml89NFHJJ72KoQeJDAJq7HmG1Vp8R0n\nJ6cobt68mV69elG/fn12795N8eLFs3yueiWr4+RQIGGEqV7J6lasNH16BE2RPyilDgJpvXPzzMla\nhMiLHj58SJcuXQgODubzzz9n3LhxepckBCCBSViRNd+oSovvnLVu3TrefPNNPDw8CAgIyPaiWrfi\nlZnrMdyma5jSI2vhhBAid7l79y7t2rXj+PHjrFq1in79+uldkhAJJDAJq7LWG1V7bPGdV3377be8\n9dZbvPbaa+zYsYOiRYta5bxuxSvneFASQgiR+/z11194eXlx+fJltmzZgo+Pj94lCZGEBCZht+yp\nxXdetXjxYoYNG0abNm3YunUrRYoU0bukDOX3ZiBCCJGXnD59Gi8vLx4+fEhQUBDNmzfXuyQhUpDA\nJEQ+9dVXXzH6+9HUXFmT/+v5fxQpmDvCUn5vBiKEEHnFL7/8Qvv27XFycmLfvn288sorepckRKoc\n9C5ACFsKIww//AgjTO9S7Mpnn33G6O9H42h05Fy/c7Qv2D5XfI9SawYihBAi9wkKCsLT05Nnn32W\nQ4cOSVgSdk0Ck8iz4kcjpjIVTzwtCgT5IWDNmjWLCRMm4P6uOzhDrJZ7wkd8MxBHHKUZiBBC5FIb\nN26kY8eOVKtWjYMHD1KtWjW9SxIiXTIlT+R6UUdOptqZL7OtybM63Sut69ubxLumv/nmmwztMRQv\nzStXdSKUZiBCCJG7LVy4kJEjR9KsWTO2b9/Os88+q3dJQmRIApPI1aKOnOR61zEoU9zeT+X85yaE\nloxakycPOlnZ+ym969sTpRQTJkxgzpw5SXZNz43hQ5qBCCFE7qOUYubMmUyfPh0fHx82bNhA4cKF\n9S5LCIukG5g0TSuR3vNKqXvWLUfkFnp3KguLjMT4MJL6f/yX6iYTxJpRmHh86HhCYElvNCK1oGNo\nmPm9nx4fOo5K4/r2QinF6NGjmT9/Pu+88w7z58/HwSFuNq6ED5HfyH1NiJxnNpsZPXo0X3/9Nf37\n92fZsmUUKCC/sxe5R0Y/rccAReo7myugqtUrEnZP705lYZGReJ69QLRSONetwWq36tQ7eQ7NyYnC\nTeslOTatQJBa0PFo+GamR1wKN62H5uSEwpTq9fVmNpsZPnw4S5YsYezYsXz++edoWmr/OQuRb8h9\nTYgcFB0dTf/+/Vm/fj3jx4/n008/TfilnRC5RbqBSSlVxZYX1zTNG5gHOALLlFKzkz1vALYBF58+\n5K+UmmnLmkTGsjJ1zarXfxhJtFLEAtEanJ49Bs+DJzK1hiitoJPZEZdCDd0o5z/XLtcwxcbGMnjw\nYFauXMnkyZP56KOPJCyJfM/W9zUhxD8iIyPp1q0bgYGBzJ49mwkTJsh9SORKFo2HanE/3X2AKkqp\nWZqmVQKeU0odzuqFNU1zBBYAbYCrwBFN07YrpU4lO/SAUqpjVq8jrC+jtUE2v76rC843tbgRJk2j\nda2qFG/gnqlzWCPoJExLbGjAo+Gbmf56W4qJiaF///6sW7eO6dOnM23aNF1uUrmlIYbIf2xxXxNC\n/OPevXt06NCBw4cPs2zZMt566y29SxIiyyydQLoQMAOtgFnAQ+AHoGE2rt0IOKeUugCgadp6oBOQ\nPDAJO6N3pzIPFxeCa1TF+DASg6sLHi4uWTpPoYZuWX4Tr/e0xPRER0fTu3dvfvjhB/z8/Jg0aZIu\ndeSWhhgi37LFfU0IAVy9epW2bdty/vx5Nm/eTJcuXfQuSYhssTQwNVZK1dc07TiAUipC0zTnbF67\nPHAl0edXgcapHPcvTdN+B64B7yml/szmdUUyWRkFSGvqWnwzhuwEGYuu72Lb82dE72mJaXny5Ak9\nevRg+/btfPHFF4wdO9bir7X2311mG2LIaJTIYba4rwmR7505c4Y2bdoQERHBrl27aNmypd4lCZFt\nlgYm09MpdApA07TSxP1mztZ+BSoppR5pmtYe2ArUSO1ATdOGAkMBKlWqlAOl5Q3WHAVI0ozhpkZw\njaq6hhpb0nNaYlrB5vHjx3Tt2pXdu3ezYMEC3nnnnUyd09p/d5lpiCGjUUIHet3XhMizjh07hre3\nN5qmYTQaqV+/vt4lCWEVlrYp+QrYApTRNO0j4CDwcTavfQ2omOjzCk8fS6CUeqCUevT0zwGAk6Zp\npVI7mVJqiVKqgVKqQenSpbNZWv6RZBTAFDcKkFVJmjEohfFhpPUKtTPx0xJnMcvi6XhhkZH43bxN\nWGTWvy/xwWbqjZt4nr2QcK7IyEg6duzIreCfCOrzLoMatsjUeW3xdxe/TqzEpMEZBiBr/hwKYSFb\n3NeEyLdCQ0MxGAy4uLhw8OBBCUsiT7FohEkp9Z2maccAT+JasXZWSp3O5rWPADU0TatCXFDqCfRO\nfICmac8Bt5RSStO0RsQFvPBsXlckYs222MmbMRhc8+boUrzMdNSz1ghOasHGzWymQ4cORP7yG+tL\n1cNx7wmu7xuTqVEaW/3dWbpOzN7bs4u8x0b3NSHyJX9/f3r16kWNGjUIDAykfPnyepckhFVlZuPa\n28D3iZ/LzgZ/SqkYTdNGAoHEtRVfoZT6U9O0YU+fXwS8DgzXNC0GeAz0VEqprF5TpGTNttipNWPI\nqTVN9i61oJPe9yOt9TzJg80rZy4xf8gY/r50ii/6DMUx4HCWNtG1ViONrLLn9uwib7HlfU2I/Gjp\n0qUMGzaMxo0bs3PnTkqUSHdvaCFyJS29/KFp2kX+2eCvEhDx9M/PAn/Z634WDRo0UEePHtW7jHwv\nyaiKlrfXNGUkM9+LjNbzxIfQl/97gSrd38PRDA7OTpSZPZbwKV9lah2QNFoQtqRp2jGlVAO960jM\nXu5rcp8SuZ1Sik8++YTJkyfj7e3N5s2bccmn93iRe1l6n7Jo41pN05YCW56uI0LTtHZAZ2sUKvKu\nzI6qWJs9hYHMjOBk1F3Ow8WF6n//zcKBo6huLkgBTQOzGfO9+5kapZFGC6mzp58bYX1yXxMi+8xm\nM++//z5ffPEFvXr1YuXKlTg7S5NJkXdZ2iWviVJqSPwnSqldmqZ9aqOaRB6h55omewwDlrZCT1jP\no0ygaTiUeCbJ8zdv3sTT05Nit2/T+xk3iDUnrPvJzN5SmW37nR/Y48+NsBm5rwmRBSaTiSFDhrBq\n1SpGjhzJvHnzcHCwtIeYELmTpYHpuqZp/wbWPv28D3DdNiWJvMJa62LCCMv0Jrm5OQwUauhGyY/e\n5e7EL8BsJnzKVxSsVZVCDd24du0arVq14tq1a+zcuZOKLqWyNBoSdeQkpqu3KFThEYXK3yPqRilp\ntEDu/rkRmSb3NSEy6fHjx/To0YOdO3cyY8YMpk6diqZpepclhM1ZGph6AR8Q14IVYP/Tx4RIV3Y3\nmA0jDE88E/Y7srSFd27vuma+dx+UArNKaLN9q4wrrVq14s6dOwQGBtK0aVMAi9/QxwdPj1MVqdR1\nJc6lwynX43e0Agocb6KVf2jLl5Qr5PafG5Epcl8TIhP+97//4ePjw6FDh1i4cCHDhw/XuyQhcoyl\nbcXvAaM1TXON+zRubyQhbM2IkWiiiSWWaKLj3vBbEJhye9e15G/c71UuQ6sWLXjw4AF79+6lUaNG\nmTpfkuBZw5FVL9emlUMEmqMZTQOUCa4YoZxlI3h5VW7/uRGWk/uaEJa7ceMG3t7enD59mvXr19Oj\nRw+9SxIiR1kUmDRNcwdWAyWefn4X6K+UOmnD2oTAgAFnnBNGmAwYLP7azKznsTeJ37jfrlgSz5Fv\nERUVRXBwcJY2A0wSPAvA4eYP8dhYHBV7BRw0NEdnqGiw/gvJhXLzz42wnNzXhLDM+fPn8fLy4tat\nW/z444+0adNG75KEyHGWTslbDIxTSoUCaJpmAJYA/7JRXUIAcZvDBhOc6TVMeUGhhm6cL6Lh6emJ\nUorQ0FBqRGlEzF2T6dGPJMFTc6aD73RcCilM7hoFi16JC0v5fHRJ5DtyXxMiAydOnMDb2xuTyURI\nSEimZzcIkVdYGphc4m8qAEopo6Zp0mw/j8iJzWWz06rZ4+k/1mTvrxngt99+o3Xr1jg5OREcHEyV\nR7FZ7uCWInjW9oDamS5JiLxE7mtCpGP//v34+PhQrFgxQkNDqVWrlt4lCaEbSwPTBU3TpgJrnn7e\nF7hgm5JETkqyoepN22wum1Otmk9GXOJ4+DnqlayOW/HKaR6XG17z0aNH8fLywsXFhZCQEGrUqEHE\n3DXZ6uBmi+ApRC4m9zUh0rBjxw569OjBCy+8QFBQEJUqVdK7JCF0ZWnj/EFAacD/6b+lnz4mcrnU\nNpe1tiStmp92fLO2kxGXGBP2Dcv+s4sxYd9wMuJSmsfa+2sOCwvD09OTZ555hv3791OjRg3gn0YQ\nODpIBzchsk/ua0KkYtWqVXTp0gV3d3cOHjwoYUkILO+SFwG8a+NahA5yYnPZnGjVfDz8HCZzDGYU\nJnMMx8PPpTnKZM+vef/+/XTo0IHnnnuOkJAQKlasmPCcdHCzkuthcR0BZd1Wvib3NSFSmjNnDu+/\n/z6tW7fG398fV1dXvUsSwi6kG5g0Tdue3vNKKV/rliNymrU2l01PTrzRr1eyOk4OBTCZY3ByKEC9\nktXTPNZeX3NwcDC+vr5UqlSJ4OBgypUrl+p5bRmUcmJtl66uh8EmT4iNBkdn6B4soSmfkfuaECkp\npZg8eTKffPIJ3bt3Z82aNRQsWFDvsoSwGxmNMHkAV4DvgV8A2c45D8ru5rKWsPUb/ernHjHrryr8\n5yVXGr7SlIfFb+DH92l21rO317x79266dOlC9erV2bt3L2XLlrV6PRk1ocjO2q74TXEt7WSY2eOt\n5ooxLiyp2LiPsvdUfiT3NSESiYmJYdiwYSxfvpxhw4bx9ddf4+joqHdZQtiVjALTc0Ab4nY/7w38\nCHyvlPrT1oUJYan4BgtlTCbKOjnxV6CiffGhCXs3BROcY2/Ks9IZb/v27XTv3p06deoQFBREqVKl\nbFJXRk0oUlvbZUlgSrIprgXf78web1UVDXEjS/EjTLL3VH4k9zUhnoqKiqJ3795s2bKFqVOnMmPG\nDDRNfocgRHLpNn1QSsUqpXYrpfoDTYBzgFHTtJE5Up0QFkjeYCEkYvs/m7QSjRFjjtQRH0ruzV7G\n9a5jiDqS8f6Xmzdvplu3btStW5fg4GCbhCWwrAmFwdUFZ03DETK1tivJprgWfL8ze7xVlfOIm4bX\ndJZMx8un5L4mRJwHDx7Qvn17tmzZwrx585g5c6aEJSHSkGHTB03TCgIdiPttXGXgK2CLbcsS4h8Z\nTd9K3mChVXFf5rAzYQTDgCFH6kwSSixo+71u3Tr69etHkyZNCAgIoFixYjarzZImFFld25VkU1wL\nvt+ZPd7qynlIUMrn5L4m8rvbt2/Trl07fv/9d9auXUufPn30LkkIu5ZR04fVgBsQAMxQSmX8K3Mh\nrMiS6VvJGyxUre1GMNVyfI1MZjrjrVy5kkGDBvHaa6+xY8cOihYtatPaLG1CkZW1XSk2xc3g+53Z\n44Wwpuzc1zRNWwF0BG4rpdyePjYdGALceXrY/ymlAqxatBBWdOnSJby8vLh69Srbtm2jffv2epck\nhN3TlFJpP6lpZiB+k5rEB2qAUkrZ7lfi2dCgQQN19OhRvcsQVuCHH1OZSiyxOOLILGYxmcl6l5Um\nS9YwLVmyhLfffps2bdqwdetWihQpksNVCpEzNE07ppRqoHcdiWXnvqZpWgvgEbA6WWB6pJSak5k6\n5D4l9HDy5Enatm3L33//zc6dO2natKneJQmhK0vvU+mOMCmlLN3YVgibyNHpW8n258lKJ7eMOuPN\nnz+fd999lw4dOrB582YKFSpkndqFEBbJzn1NKbVf07TK1qtGiJwTFhZGhw4dKFSoEPv378fd3V3v\nkoTINSzauFYIveTY9K1k+/OE9Z6LZ+kxVu3kFr8hYJcuXVi/fj3Ozs5WKl4IobNRmqb1A44C459u\nipuCpmlDgaEAlSpVysHyRH63e/duunXrRrly5QgKCqJKlSp6lyREriIjSMLueeDBZCbbdq1Lsv15\njFE/WLWT24cffsj777/PG2+8wYYNGyQsCZF3fANUBeoCN4DP0zpQKbVEKdVAKdWgdOnSOVWfyOfW\nrVuHj48PNWvW5ODBgxKWhMgCCUxCwD/782iO4OiMoVA3nHHGEcdsTQVUSjF16lSmTp3Km2++ydq1\na3FycrJq6UII/Silbj1tVW4GlgKN9K5JiHjz58+nT58+NG3alNDQUJtsii5EfiBT8kSWZWWNj92K\n35/n6Romj9IeBOOerdenlGLixIl89tlnvPXWWyxevFh2Txcij9E07Xml1I2nn3YBpJus0J1SiunT\npzNz5kw6d+7M999/L2tmhcgGCUwiSyxp953rJNufx+PpP1mhlGLMmDF89dVXvPPOO8yfPx8HhzQG\ndJM1mxBC2CdN074HDEApTdOuAh8ABk3T6hLXce8S8LZuBQoBxMbGMmrUKL755hsGDRrE4sWLKVBA\n3u4JkR3yX5DIEiPGFGt8rB2YwiIjM72Jqj0wm8288847LF68mLFjx/L555+nvXt6smYTdA+W0CSE\nnVJK9Url4eU5XkgeZ8n2DCJ1T548oV+/fmzcuJEJEyYwe/bstO8/QgiLSWASWWLrdt9hkZF4nr1A\ntFI439QIrlE1V4Sm2NhYhgwZwrfffsukSZP4+OOP079ZJWs2wRVjQmAKIwzjg9UYroBH8X4SpIQQ\neVLigARwvesYlCluA/By/nMlNFno0aNHdO3alT179vDZZ5/x3nvv6V2SEHmGBCaRJbZu9218GEm0\nUsQC0UphfBhp94EpJiaG/v37s27dOqZPn860adMy/s1efLOJ+BGmigbg6ZRHc0uiiz7B+UUI9l+B\nR3OjhCYhRKbZ84hN1JGTSQKS6xveKJMJYs0oTDw+dNzuarZHd+/epUOHDhw7doxvv/2WAQMG6F2S\nEHmKBCaRZdlZ45MRg6sLzje1uBEmTcPgmrWwlFONKUwmE71792bz5s18/PHHTJ482bIvTNZsIj4Q\nGTESrUVT5H/P8+ydCmwpcw2PRKNPQghhieSBxN5GbB4fOp4kIClAc3JCEVdv/KiTSNuVK1do27Yt\nFy9exN/fH19fX71LEiLPkcAkEtjTmiEPFxeCa1TNVj051Zji+K0zTFzwET//cYgvvviCsWPHZu4E\nyZpNQNyUx+L3KlLjF18czI4cVbGcLO+O/bzNEULkBskDib2N2BRuWi9JQCr2hjfF3vC22xExe/Of\n//wHLy8v7t+/T2BgIC1atNC7JCHyJAlMAsj5NUOWhDMPl+wFt5xoTHHs5n8ZE/YN6tXi1G/QizbN\nu1jlvB54MCbiA3ab/wA0YjUHjjsUksAkhMiU5IHE3kZsCjV0o5z/3BQBSYJSxo4cOUK7du0oUKAA\n+/bto27dunqXJESeJYFJADm7ZiinwpmtG1NERkYyft50VJOyaI4OKOB4+Dncile2yvk7lWxFqMN/\nMZljcHIoQL2S1a1yXiFE/pFWIEmNXmudCjV0k4CUSXv37qVz586UKVOGPXv2UK1aNb1LEiJPk8Ak\nAOutGbKE8WEkT5TCDDyxYThLrTGFtaYdPnz4kI4dO3Lizjnq/asnCqweatyKV2aux3COh5+jXsnq\nVgtiQoj8xZJAYu9rncQ/Nm3aRJ8+fXjppZcIDAzk+eef17skIfI8CUwCsM6aIUuVLOCI+emfzU8/\nT092GjckbkxhyciWJYHq/v37tGvXjsOHD/Pdd99Rp1ljm4Uat+KVJSgJIWzO3tc6iTiLFi3inXfe\n4V//+hc7duygePHiepckRL4ggUkkyO6aIUuFx8TiQFxYcnj6eVqs2bgho2mHlgSqe/fu0bZtW377\n7Tc2bdpEly5xa5Yk1AghcjN7X+uU3yml+Oijj5g6dSodOnRg48aNFClSRO+yhMg3HPQuQOQ/BlcX\nCmoajkDBDKb/pda4ITvXdX563dSmHaYWqBK7c+cOrVq14vfff8ff3z8hLAkhRG4Xv9apxKTBMh3P\nzpjNZsaMGcPUqVPp168fW7ZskbAkRA6TESYB5GxL8cxM/7Nm44aMrpveOq6bN2/SunVrzp8/z44d\nO/Dy8spyHUIIYY+k+YL9MZlMDBw4kO+++46xY8cyZ84cHBzkd91C5DQJTCLHW4qD5dP/UmvckFhm\ng156100rUF27dg1PT0+uXLlCQEAALVu2tOAVCiGEEFn3999/0717dwICAvj444+ZNGkSmqbpXZYQ\n+ZIEJpGjLcWzInHjhsSsHfSijpzkpUPHqZeope7ly5dp1aoVd+7cITAwkGbNmmX5/EIIIYQl7t27\nh4+PDz///DNLlixhyJAhepeULXq1rBfCWiQwiRxtKW5N1gx6qbXUvV6yCC1btuT+/fvs2bOHxo0b\nW/cFCCGEEMlcv36dtm3bcubMGTZu3Ei3bt30LilbpGW9yAtkIqxImIo26/nncmQ6nrVk1MQhM5K0\n1DWZuLJtDy1atODRo0eEhIT8E5auh8EvfnEfhRBCCCs6e/YsTZs25dKlS+zatSvXhyVIeX99fOi4\n3iUJkWkywiSAlGt7TkZcsvsNU625d1TilrqqgCPDls4jWkVjNBpxd3ePO+h6GGzyhNhocHSG7sFQ\nzrIW5zIdQQghRHqOHz+Ot7c3ZrOZ0NBQGjRooHdJViEt60VeIIFJpHAy4hJjwr7BZI7ByaEAcz2G\n23VossaIWHxL3QubAxixYj7/dYplX/A+atWq9c9BV4xxYUnFxn28YrQoMMl0BCGEEOkxGo34+vpS\nvHhxgoKCqFmzpt4lWU38/VV+aShyM5mSJ1I4Hn4OkzkGMwqTOYbj4ef0LilH/OnwhGZLZ3OuEOzb\nlywsAVQ0xI0saY5xHysaLDqvTEcQQgiRlq1bt+Lt7U3FihU5dOhQngpL8Qo1dKP4mDclLIlcS0aY\n7EBO7oFkiXolq+PkUCBhhKleyep6l2RzP//8M97e3jz77LOEhoZSpUqVlAeV84ibhnfFGBeWLJyO\nJ9MRhBBCpGbFihUMGTKERo0asXPnTkqWLKl3SUKIVEhgygJrru/RYw+kjLgVr8xcj+F2v4bJWg4c\nOED79u0pW7YsISEhVKpUKe2Dy3lYHJTiyXQEIYQQyX366adMnDiRtm3b8sMPP+BiB78wFUKkTgJT\nJll7fU9O74Fk6WiWW/HKeT4oAYSEhODj40PFihUJCQmhXLlyNrlOoYZuEpSEEHmONLTJPKUUEyZM\nYM6cOfTs2ZNVq1bh7Oysd1lCiHRIYMqk1Nb3pBcsMhqNysk9kOxxNEtPgYGBdO7cmerVq7N3717K\nli2rd0lCCJFrSEObzIuJiWHIkCGsXLmSESNG8NVXX+HgIMvJhbB3EpgyKTPreywZjbJma+yM5PRo\nlj3bsWMHr7/+OrVr12bPnj2UKlVK75KEECJXSdLQhriGNhKY0vb48WN69uzJ9u3bmT59OtOmTUPT\nNL3LEkJYQAJTJmVmfY+lo1HWao2dkZwczbJnP/zwAz179qRevXrs3r2bEiVKWPX89tbEQwghbEEa\n2lju/v37+Pr6cuDAARYsWMA777yjd0lCiEyQwJQFlq7vsbduczk5mmWvvv/+e958800aN25Mx9AE\nxQAAIABJREFUQEAAzzzzjFXPL9MehRD5hTS0sczNmzfx9vbm1KlTrFu3jp49e+pdkhAikyQw2ZA9\ndpvLqdEse5F4DdmvO/YzcOBAmjVrxs6dO3F1dbX69WTaoxAiP5GGNum7cOECXl5e3Lhxg507d+Ll\n5aV3SUKILJDAZGP5pduc3lKbBpd4DZlmhuN+62nVqhXbtm2jSJEiNqlDpj0KIYQA+P3332nbti3R\n0dGEhITQuHFjvUsSQmSRBCaRI2zZejataXCJ15CZzWYadGvJjn8vo1ChQla9fmIy7VEIIcTBgwfp\n2LEjRYsW5cCBA9SuXVvvkoQQ2SCBSdicrVvPpjUNrl7J6mAGs9mMAzBn1DSbhqV4+W3aoxBCiH/s\n3LmT7t27U6lSJYKCgnjhhRf0LkkIkU3S/F/YXJLWs6a41rOpCYuMxO/mbcIiIzN1foOrC86ahiMk\nmQa3/Zt1HJ/wPc/8/pD5TUdSr+yL2X0pQgghRJpWr15N586dqVOnDgcPHpSwJEQeISNM+YSera4t\naT0bFhmJ53/PE43CGY3gmtUsrjP5NLgmRYrwwQcfMHPmTPr06cPK/1tMgQLyoy6EENZgyynWudmX\nX37JuHHjaNWqFVu3brVJYyEhhD7kXWQ+oHera0taz+49fYEnxGJ2dCQ6Jpa9py/g0cCdMMIwYsSA\nAQ880rxG/DQ4pRSTJ0/mk08+YeDAgSxduhRHR0dbvjwhhMg3bD3FOjdSSjFlyhT8/Pzo1q0b3333\nHQULFtS7rHxJwrywFQlM+YA9tLrOqPVso9/PUKBOZUyahqPZTKM/zxDW4BGeeBJNNM44E0xwuqFJ\nKcXYsWOZN28ew4YNY8GCBTg4yKxTIUT+Yss3jUmmWBM3xTo/vzGNjY1l+PDhLF26lKFDh7Jw4UL5\nJZ1OJMwLW5J3k/lAWmt87ElB9xdTfG7ESDTRxBJLNNEYMab59WazmREjRjBv3jxGjx7NwoULJSwJ\nIfKd+DeN92Yv43rXMUQdOWnV88dPscbRIc0p1vnFkydPeOONN1i6dClTpkxh0aJFEpZ0ZOl6aSGy\nQkaY8oHc0Oo6rGJZYq/fRGkQ6+RAWLmyGDDgjHPCCJMBQ6pfGxsby9ChQ1mxYgUTJkxg9uzZaJqW\nsy9ACJHnaZq2AugI3FZKuT19rASwAagMXAJ6KKUi9KrR1iNAlkyxzg8ePnxI586dCQkJ4csvv2TM\nmDF6l5TvWbJeWoisksCUT9h7q2uDqwvODk83fHWIGwXzwINggtNdwxQTE8PAgQNZu3Yt06ZNY/r0\n6fqHpethcMUIFQ1QLu0phEKIXGcl8DWwOtFjk4BgpdRsTdMmPf18og61ATnzpjGjKdZ53Z07d2jX\nrh0nTpxg9erVvPnmm3qXJJAwL2xLU0rpXYPVNWjQQB09elTvMkQmZbaTn8lkok+fPmzatIkPP/yQ\nKVOm5ECVGbgeBps8ITYaHJ2he7CEJpFvaZp2TCnVQO86rEnTtMrAzkQjTP8FDEqpG5qmPQ8YlVI1\nMzqPLe9TsvDddi5fvoyXlxdXrlxh06ZNdOjQQe+S7Ir87IncxtL7lK4jTJqmeQPzAEdgmVJqdrLn\ntafPtwf+BgYopX7N8UJFjsjMKFj83PFt27YxZ84cxo8fb+PqLHTFGBeWVGzcxytGCUxC5G1llVI3\nnv75JlBWz2JARoBs5dSpU3h5eREZGcmePXto2rSp3iXZFWm6IPIy3VbFa5rmCCwA2gG1gV6aptVO\ndlg7oMbTf4cC3+RokcIuRUVF0bVrV7Zt28b8+fPtJyxB3DQ8R2fQHOM+VjToXZEQIoeouCkbaU7b\n0DRtqKZpRzVNO3rnzp0crExk188//0zz5s2JjY1l3759EpZSIU0XRF6mZxuxRsA5pdQFpVQ0sB7o\nlOyYTsBqFedn4NmnUx5EPvX333/j6+vLrl27WLx4MSNHjtS7pKTKecRNw2s6S6bjCZE/3Iq/Lz39\neDutA5VSS5RSDZRSDUqXLp1jBYrsCQwMxNPTk+LFi/PTTz/x8ssv612SXZIOiiIv03NKXnngSqLP\nrwKNLTimPHAj2XFomjaUuFEoKlWqZNVChX149OgRHTt25MCBA3z77bf0799f75JSV85DgpIQ+cd2\noD8w++nHbfqWI6xp/fr19OvXj9q1axMYGEjZsrrPuLRb0nRB5GV5pkueUmoJsATiFtPqXI6wsvv3\n79O+fXt++eUX1q5dS69evfQuSQiRz2ia9j1gAEppmnYV+IC4oLRR07S3gMtAD/0qFNa0YMECRo0a\nRfPmzdm+fTvPPPOM3iXZPVk/J/IqPQPTNaBios8rPH0ss8eIPC4iIoK2bdty/PhxNmzYQLdu3fQu\nSWSCyWTi6tWrREVF6V2KsJFChQpRoUIFnJyc9C7FppRSaf2mxjNHCxE2pZRixowZzJgxA19fX9av\nX0/hwoX1LksIoSM9A9MRoIamaVWIC0E9gd7JjtkOjNQ0bT1x0/XuJ+pGJPKBu3fv0qZNG06dOoW/\nvz8+Pj56lyQy6erVq7i6ulK5cmX998gSVqeUIjw8nKtXr1KlShW9yxG5QBhh6e6vpyez2cyoUaNY\nuHAhAwcOZMmSJRQokGcm4wghski3/wsopWI0TRsJBBLXVnyFUupPTdOGPX1+ERBAXEvxc8S1FR+o\nV70i5926dQtPT0/Onz/P9u3badu2rd4liSyIioqSsJSHaZpGyZIlka5vwhJhhOGJJ9FE44wzwQTb\nTWiKjo6mX79+bNiwgffff59PPvlE/r8lhAB0XsOklAogLhQlfmxRoj8rYERO15UXZXZTWL1du3YN\nT09Prly5wo8//kirVq30Lklkg7zpyNvk71dYyoiRaKKJJZZoojFitIvA9OjRI7p160ZQUBCffvop\n77//vt4lCSHsiJ5txUUOCYuMxPPsBabeuInn2QuERUbqXVK6/vrrL1577TWuXbvG7t27JSwJu2I0\nGnnmmWeoW7cudevWZebMmXqXJESuYcCAM8444ogzzhgw6F0S4eHhtG7dmr1797JixQoJS0KIFGRi\nbj5gfBhJtFLEAtFKYXwYabejTBcvXqRVq1ZERESwZ88emjRpondJIh+LiIigePHiKR5v3rw5O3fu\n1KEiIXI3DzwIJthu1jBdvXoVLy8vLly4wA8//EDnzp11rUcIYZ9khCkfMLi64KxpOALOmobB1T7D\n0tmzZ2nRogUPHjwgODhYwlI+FnXkJBFz1xB15GS2z7Vo0aKE0aAqVarQsmXLdI+/ffs2c+bMwc3N\njQ0bNmT5ukWLFuX999+nTp06tG7dmsOHD2MwGKhatSrbt2/P8nmFyO088GAyk3UPS//9739p2rQp\nV69eZffu3RKWhBBpksCUD3i4uBBcoyqznn+O4BpV7XJ06dSpU7Ro0YInT54QEhLCq6++qndJQidR\nR05yvesY7s1exvWuY7IdmoYNG8aJEyc4cuQIFSpUYNy4cSmOMZvN7N69m9dffx2DwUBUVBS7d+9m\n2LBhqZ7zp59+4uWXX6Zdu3b8+eefqR4TGRlJq1at+PPPP3F1deXf//43e/bsYcuWLUybNi1br0kI\nkT1Hjx6lWbNmREVFsW/fPgwGg94lCSHsmEzJyyc8XOy32cPvv/9O69atcXR0xGg0Urt27VSPy22N\nK0TWPD50HGUyQawZhYnHh45bZSPE0aNH06pVq1Rb03fu3Jlff/2VZcuW0bZt23SbGNSvX5+//vqL\nokWLEhAQQOfOnTl79myK45ydnfH29gbA3d2dggUL4uTkhLu7O5cuXcr26xFCZE1wcDCdO3emVKlS\nBAUFUaNGDb1LEkLYORlhErr69ddfadmyJc7Ozuzbty/dsJSbGleIrCvctB6akxM4OqA5OVG4ab1s\nn3PlypVcvnyZDz74INXn/fz8eP311xk1ahQjRozgyJEjaZ6rWLFiFC1aFID27dtjMpm4e/duiuOc\nnJwSgpeDgwMFCxZM+HNMTEx2X5IQIgs2b95M+/btqVy5MocOHZKwJISwiAQmoZtffvmFVq1a4erq\nyv79+3nxxRfTPDa1xhUibyrU0I1y/nMpMWkw5fznZnt06dixY8yZM4e1a9fi4JD6//Lq1KnD3Llz\n+fPPP3nttdeYMmUKL7/8MkFBQSmOvXnzJnE7HsDhw4cxm82ULFkyWzUKIWxvyZIl9OjRgwYNGrB/\n/37KlSund0lCiFxCpuQJXRw8eJD27dtTpkwZgoODeeGFF9I93uDqgvNNjWil7LpxhbCOQg3drDIN\nD+Drr7/m3r17Cc0eGjRowLJly1I91tnZmTfeeIM33niDy5cvpzpytHnzZr755hsKFChA4cKFWb9+\nvexDJIQdU0rh5+fHlClTaNeuHZs3b6ZIkSJ6lyWEyEW0+N+U5iUNGjRQR48e1bsM3YWFXcFovITB\nUBkPj4p6l5MgNDSUjh07UqFCBUJCQihfvrxFXydrmHKn06dPU6tWLb3LEDaW2t+zpmnHlFINdCrJ\nrulxn4o6cpLHh45TuGk9q/1Cwt6ZzWbee+89vvzyS/r06cO3336Lk5OT3mUJIeyEpfcpGWHKo8LC\nruDpuZro6FicnR0JDu5nF6EpMDCQzp07U61aNfbu3ctzzz1n8dem1bhCgpQQQqQvvvukMpnQnJwo\n5z8XwK4DVBhh2dqvyWQy8dZbb7FmzRreffddvvzyyzSn5QohRHokMOVRRuMloqNjiY1VREfHYjRe\n0j0w7dy5k27dulGrVi327NlD6dKls33O+GYQ0UrhfFOz27bpQgihp+TdJx9u2M3DDbuTBCh7Ck1h\nhOGJJ9FE44wzwQTjgYfFo2R///03PXr04Mcff2TWrFlMmTJFps4KIbJMAlMeZTBUxtnZMWGEyWCo\nrGs9/v7+9OzZk1deeYXAwEBKlChhlfOm1gxCApMQQiQV331SYXr6EZu077cWI0aiiSaWWKKJxoiR\nekdcU4ySpVZzREQEPj4+/PTTT3zzzTdp7qcmhBCWksCUR3l4VCQ4uJ9drGFav349ffv2pVGjRuza\ntYtnnnnGaueWZhBCCJGx+O6T8aMzAI827E4IUNZo329NBgw445wwwmTAYNEebdevX8fb25v//Oc/\nbNiwge7du6d/oethcMUIFQ1QLvPT/oQQ+YMEpjzMw6Oi7tPwVq9ezcCBA2nWrBk7d+7E1dXVquf3\ncHEhuEZVWcMkhBAZSN59MnGAsqfRJQAPPAgmOMkapqimrklGyZKHvHPnzuHl5cXt27cJCAigdevW\n6V/kehhs8oTYaHB0hu7BEpqEEKmSwJRP6NEYYdmyZQwdOpRWrVqxbds2XGx03bSaQQghhEibNdv3\nJ2atbnweT/+Jl3yULPG5T5w4gbe3NzExMYSGhtKwYcOML3DFGBeWVGzcxytGCUxCiFRJu5h8IL4x\nwtQbN/E8e4GwSNtv+rpgwQKGDBmCt7c3O3bssFlYEsISlStXxt3dnbp169KgQd7ocr1p0ybq1KmD\ng4MDydtT+/n5Ub16dWrWrElgYKBOFQp7FXXkJBFz1xB15KRNzn296xjuzV7G9a5jrH6NQg3dKD7m\nzSRhad++fbz22ms4Oztz8OBBy8ISxE3Dc3QGzTHuY0WDVWtNjS2/90II25ERpnwgpxsjfPHFF4wf\nP55OnTqxYcMGChYsaLNrCWGp0NBQSpUqpXcZmRYdHY3JZErxSwc3Nzf8/f15++23kzx+6tQp1q9f\nz59//sn169dp3bo1Z86cwdHRMSfLFjpKrx13au3FrTnKZMk6I2vatm0bb7zxBlWrViUwMJCKFTMx\nDb2cR9w0vBxaw2Tr770QwnZkhCkfMLi64KxpOILNGyP4+fkxfvx4unfvzqZNmyQsiay5Hga/+MV9\nzCEDBgxg+PDhNGnShKpVq2I0Ghk0aBC1atViwIABGX692Wzml19+4YMPPuDTTz9N8fzgwYOpW7cu\ndevWpXTp0syYMSPd850+fZrx48dTs2ZNzpw5k+L5WrVqUbNmzRSPb9u2jZ49e1KwYEGqVKlC9erV\nOXz4cIrjKleuzOTJkxNG3X799Vfatm1LtWrVWLRoUYavV9in+HbcU5mKJ56EkfS/oSSBxhQXaKwp\nvhsfjg42bybx7bff0rVrV1555RUOHDiQubAUr5wHNJ6cI1PxbP29F0LYjoww5QM50RhBKcWMGTOY\nMWMGffr0YeXKlRQoID9eIgtssBBb0zRat26No6Mjb7/9NkOHDk31uIiICMLCwti+fTu+vr4cOnSI\nZcuW0bBhQ06cOEHdunWTHH/37l0CAwMJCAjg6NGjvPrqq7Rv35527dqlOPeyZcsAuHz5Mt7e3qmG\nsMjISDZu3Mjy5csBGDhwINOnT89Us5Rr167RpEmThM8rVKjAtWvXUj22UqVKnDhxgrFjxzJgwAAO\nHTpEVFQUbm5u0oo5l0qtHXfiUabk7cWtHWjSW2dkTZ999hkTJkygTZs2+Pv7U7RoUZtcx5ps/b0X\nQtiOvKPNJ2zZGEEpxf/93/8xe/ZsBg4cyNKlS2X6j8g6GyzEPnjwIOXLl+f27du0adOGl156iRYt\nWqQ4zsfHB03TcHd3p2zZsri7uwNQp04dLl26lCIwzZw5k/nz59O1a1f8/f2pU6dOunVERUXRvXt3\n5s+fzwsvvJDi+eeff56XX36ZZcuW8dJLL2XjFVvG19cXAHd3dx49eoSrqyuurq4ULFiQ//3vfzz7\n7LM2r0FYV/J23CUpiR9+CdPzciLQJG4mYa0GEPGUUkycOJHPPvuMHj16sHr1atTvZ4mw025/ieVU\nmBRCWJ8EJpEtSinGjRvH3LlzGTZsGAsWLMDBQWZ6imyIX4gdP8JkhYXY5cuXB6BMmTJ06dKFw4cP\npxqY4qeQOjg4JJlO6uDgQExMTIrjv/rqK8aNG0dAQACTJk3i4sWLtGjRgn79+iUZ5Yk3bNgwunbt\nmma7482bN7N8+XK6du1Kz5496d+/f6rBKqPXeuXKlYTPr169mvD6s/t6hf1L3I67JCUZw5iE8BRM\ncEJoyok369ZesxMTE8Pbb7/NihUrGD58OPPnz8f06+lctS4op773Qgjrkne2IsvMZjMjR45k7ty5\njB49moULF0pYEtkXvxC76SyrTMeLjIzk4cOHCX8OCgrCzc16b1gqV67MO++8w44dOzh27BidO3fm\n5s2bKY5bsGABDx8+ZNKkSWmey8vLiw0bNnDgwAGeeeYZOnXqROvWrbl06ZLF9fj6+rJ+/XqePHnC\nxYsXOXv2LI0aNcrKSxO5lAceTGYy4YSnmJ6Xk6y5Zid+dHbFihVMmzaNBQsW4OjoKOuChBA5QkaY\nRJbExsby9ttvs3z5ciZMmMDs2bPRNE3vskReUc7Daouwb926RZcuXYC431D37t0bb29vq5x78uTJ\n7NixI8XjnTt3pnPnzkkemzNnDk5OTgnT+oYNG5bmOqGSJUsyevRoRo8ezeHDh1Od4rplyxZGjRrF\nnTt36NChA3Xr1iUwMJA6derQo0cPateuTYECBRLeWIr8J6PpebZmrTU79+/fp1OnTuzbt4+vvvqK\nUaNGWf0aQgiRHk0ppXcNVtegQQOVfF8SYT0xMTEMGjSINWvW8O9//5uZM2dKWBJpOn36NLVq1dK7\nDGFjqf09a5p2TCmVNza+srKcuk/FtxhPa3qerWV3DdOtW7fw9vbm5MmTrF69ml69eln9GkKI/MvS\n+5SMMIlMMZlM9O3bl40bN/Lhhx8yZcoUvUsSQgiRBo+n//jhl2b3PFsGjuys2bl48SJeXl5cu3aN\nHTt2pDkyLOuChBC2JoFJWOzJkyf07NmTrVu38tlnn/Hee+/pXZIQQggLJJ+eZ8AA2O9mqidPnsTL\ny4uoqCiCg4Px8LD9aJgQQqRFApOwSFRUFN26dSMgICDFHHIhhBD2LXH3vMRrmJI0TSCuaYLegemn\nn36iQ4cOFClShAMHDmTYrl8IIWxNApPI0N9//03nzp3Zu3cvixcvTnPTTyGEEPYlfrrdb14aYbWv\npGj4YIumCdmZ4hcQEMDrr79OhQoVCAoKonLlytmuRwghsksCk0jXo0eP8PHxYd++faxYsYIBAwbo\nXZIQQggLxE+3O/ZyOP3e/h2TAmetYJKGD9beTDU7U/y+++47BgwYwMsvv8yuXbsoU6ZMtmoRQghr\nkU1zRJru379P27ZtOXDgAGvXrpWwJIQQuUj8dLtfPCKIdjITq5lT3Y+pUEM3io950ypT8bK6L9K8\nefPo27cvzZs3JzQ0VMKSEMKuSGASqYqIiKBNmzYcPnyYDRs20Lt3b71LEiLLBg0aRJkyZVJsWHvv\n3j3atGlDjRo1aNOmDRERETpVaD3h4eG0bNmSokWLMnLkyCTPGQwGatasSd26dalbty63b9/WqUph\nTVFHThIxdw1RR04meTx+ul3jsOI4mxxwVI5JGj7YQvw1cXSwaIqfUoqpU6cyZswYunbtSkBAAMWK\nFbNZfUIIkRUSmEQKd+/exdPTk99++w1/f3+6deumd0lCZMuAAQPYvXt3isdnz56Np6cnZ8+exdPT\nk9mzZ+tQXdbdu3cvxWOFChVi1qxZzJkzJ9Wv+e677zhx4gQnTpyQ3+LnAfFT4O7NXsb1rmOShKb4\n6Xat24xj18VVzNJm2Xz/pfhrlpg0OMPpeLGxsQwfPpwPP/yQwYMHs3HjRgoVKmSz2oQQIqtkDZNI\n4tatW7Ru3Zpz586xbdu2NPe9EMKW4jfbTL5APatatGjBpUuXUjy+bds2jEYjAP3798dgMPDJJ58k\nOcZoNPLBBx/w7LPP8scff9CjRw/c3d2ZN28ejx8/ZuvWrVSrVi3d61+9epVdu3YREBDAli1bkjy3\nfft2pk2bBsDjx4+Jjo7m4sWLaZ7rwYMHfP/99yxfvpzWrVvz8ccfJ3nexcWFZs2ace7cuXRrSsv0\n6dO5ePEiFy5c4K+//uLLL7/k559/ZteuXZQvX54dO3bg5OSUpXPnZZqmXQIeArFATE5t2JtRl7v4\nPYoMYMNxpaQs2RfpyZMn9O3bl82bNzNp0iQ+/vhj2QBdCGG3ZIRJJLh+/ToGg4ELFy6wc+dOCUtC\nF2GE4YknU5mKJ56EEWaza926dYvnn38egOeee45bt26letxvv/3GokWLOH36NGvWrOHMmTMcPnyY\nwYMHM3/+/BTHx8TEYDQamThxIvXr16dPnz6Eh4czc+bMFMf6+vomjPi88sorae5vdvDgQQYMGMCr\nr77KxYsXWbt2bYqwZIn+/ftTt25dZs2ahVIq1WPOnz9PSEgI27dvp2/fvrRs2ZI//viDwoUL8+OP\nP2b6mvlIS6VU3ZwKS5D+FLi0purp7eHDh3To0IHNmzfz+eef4+fnJ2FJCGHXZIRJAHDlyhVatWrF\nzZs32b17N82bN9e7JJFPGTESTTSxxCYsULflFKJ4mqal+aatYcOGCcGqWrVqeHl5AeDu7k5oaGiK\n448ePYq3tzcVKlRg9uzZ+Pj4ULBgwXSv/+mnn1K4cGFGjBiR4rl3332XNWvWsGDBApYvX46jo2Nm\nXx4QNx2vfPnyPHz4kG7durFmzRr69euX4rh27drh5OSEu7s7sbGxCb88cXd3T3WkTugnrS531tiQ\n1tojvRA35btdu3YcP36cVatWpfrzJ4QQ9kZGmAQXL16kRYsW3Llzhz179khYEroyYMAZZxyx/QL1\nsmXLcuPGDQBu3LiR5pqexGHHwcEh4XMHBwdiYmJSHN+kSRPCw8P54osvCA4O5tVXX6VTp04sWrQo\n1fPv3buXTZs2pfn8uHHjGDFiBDNmzGDgwIGEhoamOTqUnvLlywPg6upK7969OXz4cKrHJX59Tk5O\nCUEyrdcrAFDAXk3TjmmalupmdZqmDdU07aimaUfv3LljtQun1uUurW51YYThh1+GI7e2GOn966+/\naNasGSdPnmTLli0SloQQuYYEpnzu7NmztGjRgvv37xMcHEyTJk30Lknkcx54EEwws7D9AnVfX19W\nrVoFwKpVq+jUqZPVzu3i4oKvry/ffPMNJ0+exM/Pj8jIyBTHXb58mREjRrBp0yYKFy6c6rkqV67M\nhx9+yKlTp+jZsyfz58/npZde4rvvvrO4npiYGO7evQuAyWRi586dKboGimxpppSqC7QDRmia1iL5\nAUqpJUqpBkqpBqVLl7ZpMalN1ctMCEptpDerwghj7O2xNBjVgJs3bxIUFISPj0+WzyeEEDlNpuTl\nY6dPn8bT0xOTyURoaCivvPKK3iUJAcSFJmsGpV69emE0Grl79y4VKlRgxowZvPXWW0yaNIkePXqw\nfPlyXnjhBTZu3GiV6/38888MHjw41efGjx+f5POVK1cSHh5O586dAShXrhwBAQGpfq2joyPt27en\nffv23L59mzNnzqR6XOXKlXnw4AHR0dFs3bqVoKAgXnjhBdq2bYvJZCI2NpbWrVszZMiQbLxKkZhS\n6trTj7c1TdsCNAL252QNSabQNfRIMVXPiJ/F013jR3qjic7USG/yaXxhhNEytiVPSjyB9bDq6iqa\n17D/WQy2mI4ohMi9tKxM67B3DRo0UEePHtW7DLv2xx9/4OnpiYODA8HBwdSpU0fvkkQedfr0aWrV\nqqV3GcLGUvt71jTtWE42QNCLpmkugINS6uHTP+8BZiqlUvayf8ra96n40aNoonGMdaT3n03pX2AQ\nhtp9E45ZwhJGMpJYYilIwQxHcDMbGhLX4IwzwQSz9OxSvq3yLRQAR+XILG0Wk5lslddsiagjJ1Os\n78pIaq9DQpMQeZOl9ykZYcqHfv31V9q0aUPhwoUJCQnhxRdf1LskIYTIzcoCW56u9SoArEsvLNlC\n4il0sQ6xrHILZf2Tfew6BYbafQkjjDGMIZZYHHBgLnMzDAGZHelNPo3vq9+/YtOITTgGaaBpOOOE\nwdGQzVdquaw2vtCr8YwQwn5JYMpnDh8+TNu2bSlWrBghISEZ7h8jhBAifUqpC4Cuc5ogOpQpAAAg\nAElEQVTjp9BFmR+jNFAOYCpgZu+ldRhq900IAWbMaGiEE57mubIyKpO4hmiicTA5sH7YegZEN6N9\nz8f80iicJodLUe/frtDQGq84YxntUZWWrE5HFELkXdL0IR85dOgQrVu3pkSJEuzfv1/CkhBC5BEe\neBBwagm9f6yF8xMNRxM4mRzwOF8VsLz7ZPyozL3Zy7jedUym9nDywIO9ai+GYAOmFiZ8SvnwyRsD\nqf+LC8PnVqDeL0USuvXFOxlxiTXn9nIy4lJWX3qa0tujKl5qe1XlZOMZIUTuICNM+YTRaKRjx46U\nL1+ekJCQhPbCQgghcr+oIyep1HUlM6JLUat3VXb7hOO9qwyePYYB/4SAjNYkZXVUBsBsNvP96O8J\n/jqYfv36sWzZMmJP/JdHX61DYUoRWk5GXGJM2DeYzDE4ORRgrsdw3IpXzvb3Il5ae1TFS2/KnrUb\nzwghcjcJTPnAnj176NSpE1WqVCE4OJjnnntO75KEEEJYUXzQ+bX+fT78+CImZ8Wx16Jo5fgw4W2/\nJSEgflQmtYCTnujoaAYMGMD333/P+PHj+fTTT+P28UontBwPP4fJHIMZhckcw/Hwc1YNTBAXmtIK\nfNkJh0KI/EUCUx73448/0q1bN1566SX27NmDrff+EEIIkfPig84vzR4Q7WTG7AjRmDLdsCCjUZnU\nREZG0q1bNwIDA/Hz82PixIkJmx3HnzO189QrWR0nhwIJI0z1Sla3uE5ryGo4FELkP7KGKQ/bsmUL\nXbp0wc3NjZCQEAlLIt8aNGgQZcqUSbFR6/Tp0ylfvjx169albt26ae5/lJvs2bOHV199FXd3d159\n9VVCQkISnjt27Bju7u5Ur16dd999l7y4rUR+FR902lR/k4JaoQzXKmV0ruJj3rQoLN27d4/GYxoT\nVD+ISdsmMWnSpCRhKT1uxSsz12M4g19qZ/XpeGGE4Ydfupvzxn/PSkwabHEHPSFE/iQjTHnUhg0b\n6NOnDw0bNmTXrl08++yzepckhG4GDBjAyJEj6devX4rnxo4dy3vvvadDVdl37949SpQokeSxUqVK\nsWPHDsqVK8fJkydp27Yt165dA2D48OEsXbqUxo0b0759e3bv3k27du30KF3YQKGGbrRt6EYw7RLW\nKgH44UdJShJOuFU3Yr127RrNJzTn4tKLOBRyYJ7DPHzxzdT53YpXtvo0vMzso5TelD0hhIgnI0x5\n0Jo1a+jduzf/+te/CAoKkrAkch1rd85q0aJFimBhKaPRyGuvvUanTp2oWrUqkyZN4rvvvqNRo0a4\nu7tz/vz5DM9x9epVli5dSpcuXVI8t3379oQRrpo1a1KlSpV0z/XgwQMWL15Mo0aNmDNnTorn69Wr\nR7ly5QCoU6cOjx8/5smTJ9y4cYMHDx7QpEkTNE2jX79+bN26NcXXT58+nf79+9O8eXNeeOEF/P39\nmTBhAu7u7nh7e2MymTJ8vUJfHngwmck8OXUeT5OBf6spvK3e5t/mKXjGtiKMsFS7w2XGmTNn+Ne/\n/sW1GtdwKOSA2cGcsGeR3lLbR0kIIbJDAlMes3z5cvr374/BYGDXrl24urrqXZIQmRLfOWvZf3Yx\nJuwbm7QbTmz+/Pm8/PLLDBo0iIiIiFSP+e2331i0aBGnT59mzZo1nDlzhsOHDzN48GDmz5+f4viY\nmBiMRiMTJ06kfv369OnTh/DwcGbOnJniWF9fX06cOMGJEyd45ZVX0hztOnjwIAMGDODVV1/l4sWL\nrF27lo8//jjd1/bDDz9Qv359ChYsyLVr16hQoULCcxUqVEgYeUru/PnzhISEsH37dvr27UvLli35\n448/KFy4MD/++GO61xT6STwNLerISZbuW0fUnb6Y/3YHwOygiFZR7P71myy3Doe4qZ1Nmzbl8ePH\nLO61mIIOBbM1BdDaLG2hLoQQlpIpeXnIwoULGTFiBN7e3vj7+1O4cGG9SxIi03Kic1a84cOHM3Xq\nVDRNY+rUqYwfP54VK1akOK5hw4Y8//zzAFSrVg0vLy8A3N3dCQ0NTXH80aNH8fb2pkKFCsyePRsf\nHx8KFiyYbi2ffvophQsXZsSIESmee/fdd1mzZg0LFixg+fLlODo6Zvja/vzzTyZOnEhQUFCGxybX\nrl07nJyccHd3JzY2Fm9vbyDu9V66dCnT5xO2l3wa2kfXP2Zz/RmoW45w2wTVh+JQ6HecTA64HL7O\nwmHnaXywGPWPP5up7nChoaH4+vpSsmRJgoKCePHFF6lJzQzblacnqxvlpsXSFupCCGEpCUx5xNy5\ncxk7diw+Pj5s2rQpwzdnQtirnOycVbZs2YQ/DxkyhI4dO6Z6XOL/nhwcHBI+d3BwICYmJsXxTZo0\nITw8nODgYHbt2sX06dOpVq0a7dq1Y9iwYSmO37t3L5s2bWL//v2pXn/cuHEUK1aMGTNmsHv3bgYO\nHIjBYEhzcf3Vq1fp0qULq1evTtigunz58ly9ejXJMWntx5b49Tk5OSVcJ63XK/QVdeQku6K/5Mkr\nNTE/qs8T1+ME1CpGzIMCgCNaLLTe5M3L1x9Q/H4hpn98gCdE4zzOgTU969PRwu5w/v7+9OrVixo1\nahAYGJjw8+OBB0S+jPFhJLhG4uHikqna09oLKbVjLQ1Wso+SEMKaJDDlAbNnz2by5Ml069aNdevW\n4ezsrHdJQmRZfOes4+HnqFeyus1GlwBu3LiRMHK0ZcuWFF30ssPFxQVfX198fX0BOHXqFLt27Upx\n3OXLlxkxYgSBgYFpjgpXrlyZDz/8kBkzZhAYGMj8+fMZNmwY06ZNo0+fPkmO/d///keHDh2YPXs2\nTZs2TXj8+eefp1ixYvz88880btyY1atXM2rUKKu9XqGP+MBRsMOzmF0WgyqA+WYM9StoHHrkSLRZ\n4awV4P/c+vLKfTe+7n+M6AJfYwZMDnB6QdP/b+/ew6Oqzj2Of98ZJqgBKhcRQpAA3kBQxIhEezRy\nT1QUqYpaQSsifTxqqz7KOdaKaBUvVTiiogeohKJUpSgIeIBALGooF0EJ4AUhQDCAJCAQgSSTdf6Y\nISaQgWAuM0N+n+fJM5e9sufdK3tn5c3aay1aNW5LxrYdJDeMLZfsZBYUkLG3gOSGsWwePZaPXxzP\nTR0vYkz6h+XGBGYWFNDz2w0UOkfMNiP9rHaVTpoquxbS8SRWIiLVTQlTFHPOMWrUKEaOHMnNN99M\nWloa9erpRyrRr7pnzrr55pvJyMhg586dxMfH88QTT3DnnXfy8MMPs2rVKsyMhIQEXn/99Wr5vCVL\nljB06NAKtz344IPlXr/55pvk5eVx3XXXARAXFxdyenOv10tqaiqpqans2LGDb7755ogy48aNY/36\n9YwaNap0zNS8efNo3rw5r776Krfffjv79+8nJSVFM+SdAA4lHLt8F+Ap9lHi9WLOy579TUk/p3Fp\nwpMUGwsXd6YXZ/IMbwRu3fPEcHrjm8slO3OK4IJPV/HFZV1I9UFhiaNeURGTMtbwh1Pa4N1Zn1O+\n+x7KJEwL1m2g0FOC34xC58jYW/lepsquhaRFZkUknOxEXIcjMTHRLV++PNxh1CjnHI8++ijPPPMM\nt99+OxMmTKjUuAaR2rZu3To6dOgQ7jCkhlX0czazFc65xDCFFNGqq5061POyon0rfvvsfRT6fGDg\nw3Hn2Z9x06aGXDDPlbuNLZPM0vE9Gdva81juNvyA18Efp8xm+FtzeW1QX8YMvhq/x/AW+/lD2of8\nfto88HpoMmIojf9wW+nnf/hfL3Hbk7+nqJ6XGK+X9HPaH/dtece61S7aepiqe1yWiNSMyrZT6o44\nTNau7Fq5FagqnHM89NBDvPjiiwwbNozXXnsNj0cTHoqI1DWHFl9t/OlKBnt9TDRwQBF+Xt/7OW+2\nnUTa/PO56K9NS5OMcuN7GhYQsy3QMxRTUkK3lV9BieOSlV/jG9QX6nnxFfu55Itvway0FyiTTBbk\n/IML3t9G97yvmDHlUTKadOPKdl1I6nr+cR/DsZKKQ8cZDUlItCV3InJsSpjKODSd8aHB5tW98nh1\nKCkp4b777uOVV17h3nvvZezYsZVeVV1ERE48Kzu2JaN1cy6u52Xq5q0cwI/zFHOy20DTzRcxdUAb\n/t3+Anqv/pq+Zf5wP7Asi3M/Xcmcy7qQ2boFSVu20/rrTQB0XbeRvz08hmVdzqH76vVc9F0ODQb3\np9FN/Vh58V56+ntwsMUBYh4zFpwDfbc7+vgXUNRmco0dZ7QsMqvbB0VOPEqYyqjN6Yx/iZKSEu6+\n+24mTJjAQw89xHPPPadkSUSkDis34YKDR1/5B2vO9jD75s84b2VH9tVrwawLU6CL8arHS3pBYHxR\n2V6QM3w+uv9zDCdd3JnckcPZ86dXwJWQ+NUmLv56E3i9NH32AX41ODCBSQbPUGiFlHihCMfHCXDZ\nD4DHqN9gSziro+Z8nwlbMqB1MsQdffa9yo7LEpHooYSpjNqczvh4+f1+fve735GWlsajjz7Kk08+\nqWRJRKSOy9hbQKFz+IFC59gVezJPvvB/xO9tQmb3euyJiaPEPODxUBgsnxQby95/fIQ7WAjOlfaC\n7IpvSr9Xn6H+vi2MvziFX329BUocOEdJ/o+ln5m0tjW+M71gJfj8xhXZ4PCwpHFXMpr0Jrkg9KQP\nZcdPHW3a78qWqxXfZ8K7PcFfCN4YuCH9qElTNN0+KCKVo4SpjNqczvh4FBUVMXjwYKZNm8aoUaN4\n7LHHwh2SiIhEgOSGsT+PQTKj+9qN4PXQetseljg/jQq/x+MuoMRKqGdekhsGepf2vD0HgpM+mddL\nfkJz+vz612zfvp0ZM2fQ8dSW5cbhHOolObAsizOuf5O088/j37/eQ48GKSR27M6Sc/fS03cphfuM\nmG83VDi1+OGL66aTXmEyVNlytWZLRiBZcv7A45aMY/YyRcvtgyJSOUqYDlPd0xlXVWFhIYMGDWLG\njBk8++yzPPzww+EOSUREIkRSbCzpZ7UrnT78wmf+yMcb3uHhAaOJ2fM1jXbFc1KDheynLSnFBWT4\nT2XPhtM40+8P7MCMg326ceXwIRQVFZGens4ll1wCUGEvyaHxOV2XNqDrikY0GXEJ9Xv+loxtOygM\nzrYXamrxDDIopBA/fgopJIOMChOhyparNa2TAz1Lh3qYWieHLxYRCQslTBHswIED/OY3v2H27NmM\nHTuW++67L9whiUSdLVu2MHjwYLZv346ZMWzYMO6//34A8vPzuemmm8jOziYhIYF33nmHxo0bhzni\nqpk/fz4jRoygsLCQmJgYnn/+eXr06AFAcnIyubm5pQvkHlqfSaJbUmxgnaVMMnnp4gyWdvRwMH8I\nBxouZU/TZZgDXwnMBWZ5IOY3MaS9dT4X/vsUSrxehr2fxiVnlfC/jw2meeuS0v1W1EsSanzO4T1d\nyQ2PvCUvmWRiiCntOUomucLjqWy5WhOXFLgNr5JjmETkxBOWdZjMrAnwDyAByAZudM7tqqBcNrAX\n8APFlV3P40RYh+mnn35iwIABzJs3j/Hjx3P33XeHOySRXyTc6zDl5uaSm5tL165d2bt3LxdddBHv\nv/8+HTt25OGHH6ZJkyaMGDGC0aNHs2vXLp599tmwxXq88vPzaVJmAVGAlStXcvrppxMXF0dWVhZ9\n+/Zl69atQCBheuGFF0hMrP6lkbQO0/Gp7nbq0G1sBwvOpeTb8eDqgRXjbTucrsXf0yp/O7Pag98D\nXmc8vvU+ej4VywNTXifholjeun4HnpIi8MYwrcc9zD/4Pb2bdGNQu/uP+KxQawxlFhSUXyg3RJxR\nN4ZJRE5Ykb4O0wgg3Tk32sxGBF8/EqLslc65nbUXWvjt27eP/v37k5GRwaRJk7jjjjvCHZJIrarM\nH16V1bJlS1q2bAlAw4YN6dChA1u3bqVjx4588MEHZGRkADBkyBCSk5OPSJgyMjJ4/PHHOfXUU1m9\nejU33ngjnTt3ZuzYsezfv5/333+f9u3bHzWGnJwc5s6dy5w5c5gxY0a5bTNnzuTPf/4zAPv376ew\nsJCNGzeG3NeePXt4++23mThxIr169eLpp58ut/3CC3+ekeu8885j//79HDx4kPr16x+9ooJGjhzJ\nxo0b2bBhA5s3b+all15iyZIlzJ07l1atWjFr1ix8Pl+l9iW1J61gFQf23or7sTu4GMADznD7E1nR\nYBmfx16FZ+9yaPglMcTwwxenMGhXOi36nM+Eey/Fs2o0OD/TWjTm5S0HsJLT+GrHemDsEUlTqPE5\nh3q6jqbcGlDVUE5EpDaEK2G6Fkr72CcDGYROmOqUPXv2kJqaSmZmJlOmTOHWW28Nd0gitarcNMnb\nrMLB479UdnY2K1euLB2jsX379tJkqkWLFmzfvr3C7/viiy9Yt24dTZo0oV27dgwdOpSlS5cyduxY\nXn75ZcaMGVOufHFxMZ988glz585l/vz5NGzYkJSUFEaNGnXEvvv370///oHpmm+88UauuOKKCmP4\n5JNPmDBhAp9++ikDBw7k73//O2efffZRj3f69Ol07dq1XLI0ZMgQfD4fAwcO5E9/+lOFs21+9913\nLFq0iLVr15KUlMT06dN57rnnGDBgALNnz+a666476udK7cosKGDit5fiXBJw6OfpAD8l9fJg/Xhw\nPkqAa5t9QuPP1rO83l7a3JpETD0f2fHd6bQ6MEZnftN47IAXwwMlMD9/KYPahe/YREQiQbgSptOd\nc7nB59uA00OUc8ACM/MDrzvn3qiV6MJk9+7d9OvXjxUrVjBt2jRuuOGGcIckUusOnya5osHjv8S+\nffsYOHAgY8aMoVGjRkdsN7OQU/VffPHFpYlV+/bt6dOnDwCdO3dm0aJFR5Rfvnw5/fr1Iz4+ntGj\nR3PNNdccs4fnueee4+STT+aee+45Ytt9993HlClTeOWVV5g4cSJer/eYx7tmzRoeeeQR5s2bV/re\n1KlTadWqFXv37mXgwIFMmTKFwYMHH/G9KSkp+Hw+OnfujN/vp1+/fqXHm52dfczPltqVlr+LImcE\nkiX382P9zbC7FzgfUA/nHLO2/wc9N3+G95yW4DGKS/x8lrmOszq9Qf0GW+h9Sj5fbTkAJeA8fno3\n6RbWYxMRiQQ1ljCZ2QKgRQWbHi37wjnnzCzUQKpfO+e2mllzYL6ZfeWc+1eIzxsGDAM444wzqhB5\neOTl5dG7d2+ysrJ47733uPbaa8MdkkhYVGbw+PEqKipi4MCB3HrrrVx//fWl759++unk5ubSsmVL\ncnNzQ06AUDbZ8Xg8pa89Hg/FxcVHlO/evTt5eXmkp6czd+5cRo4cSfv27UlJSWH48OFHlF+wYAHv\nvvsu//pXhb/eeOCBB2jUqBFPPPEEH330EXfccQfJyckhE7ycnBwGDBhAWlpaudsFW7VqBQRuTbzl\nlltYunRphQlT2ePz+XylnxPqeCU8snZl886ObD480AicF8yC+VKwST14BhxsS+D2PAdmOA+ce2ZL\n1lBMET7qFfpp8/oitm4pJO6fYxjUuRPEjmV+/tKQY5hEROoaT03t2DnXyznXqYKvD4DtZtYSIPi4\nI8Q+tgYfdwAzgJD/6nLOveGcS3TOJZ522mnVf0A1aMeOHVx55ZWsXbuWDz74QMmS1GmHpkl+smWL\narkdzznHnXfeSYcOHXjggQfKbevfvz+TJ08GYPLkydV67cXGxtK/f39ee+01srKyeOaZZygoKDii\n3KZNm7jnnnt49913S2evO1xCQgJPPfUUa9euZdCgQbz88suce+65TJ069Yiyu3fv5qqrrmL06NFc\ndtllpe8XFxezc2dgOGhRUREffvghnTppnZholbUrmyHL3+GpfY3I8Qd7HJ0D56edp4jLG/kxfIAX\nHJhzeEr81C8pZNDOhYzJmcFlBSdzxpdx7KnXDFcUWLwWYFC7+5mYOFXJkohIULhuyZsJDAFGBx8/\nOLyAmcUCHufc3uDzPsCRAwCiXG5uLj179iQ7O5vZs2fTs2fPcIckEnaVGTxeWZ9++ilTpkyhc+fO\ndOnSBYCnn36a1NRURowYwY033sjEiRNp06YN77zzTrV85pIlSxg6dGiF2x588MFyr998803y8vJK\nxwXFxcUxZ86cCr/X6/WSmppKamoqO3bs4JtvvjmizLhx41i/fj2jRo0qHTM1b948YmNj6du3L0VF\nRfj9fnr16sVdd91VlcOUMPooZxl5vtNw5gn0LAE4R6ufvmPgdweYdmZrXGzj0sVp439cTe/l2fyu\n4T/p/tMaljTuypizbuBge8e0vj2Y8thrXH3ZhUf5RBGRuitc04o3Bd4BzgA2EZhWPN/M4oAJzrlU\nM2tHoFcJAondW865v1Rm/9EyrXhOTg49evQgNzeX2bNnc/nll4c7JJFqF+5pxaV2aFrx41PVduqF\n1e8yJXc9XzbtC/bzmLYeS1eysNuFP8/9gIErIWHPSv5r006GxLekfoMtPNOkN4/t8+HH8JaU8Ljz\n8lhi56odlIhIlInoacWdc3nAEV0pzrnvgdTg8w3ABbUcWq3Jzs6mR48e5OXlMW/ePJKSNH2qiIhU\nTr/4i5mzeSktflrPtthzwAxzju+C49RKJ35wDo8roVnRTi7tfwP1GycAkJz9b2L8JRRaPWJcMb2a\n1f4/T0VEokWNjWGS0NavX8/ll1/O7t27SU9PV7IkIiLHpVPjBP7n0ntIaRoHX+bDpK9xX+bT5evN\nwRKBBMi827jm5Bz+lngDnYLJEkDS9oWkrxrOkxtfIX3VcJK2L6z9gxARiRJKmGrZV199xRVXXMH+\n/ftZuHAhiYm6W0VERI5fp8YJ1N/QCIZ/Cq+uheGf4qUxl789E0oCCZMracHcgwnsjTlsMqTWySQV\nfMV/bZ5MUsFX0Dq59g9ARCRKhGvShzopKyuLnj17YmYsWrRIM1SJiEiVbFuSC0V+KAGK/byfls6p\nfWMxj4dDN9kVwZHrmcUlwQ3psCUjkCzF6U4HEZFQlDDVkpUrV9K7d2/q16/PwoULOeecc8IdkoiI\nRLkW3VuCzwvFfqjnoXHXJky+bxgD83ZzMDipkw8qXs8sLkmJkohIJShhqgXLli2jT58+NGrUiIUL\nF5ZbSFJEROSXyNqVzWln5eN9NQn/ip3YhU14+5oL6H16cxY1aUJa/i5wMLhp42qbpl9EpC5SwlTD\nPvvsM1JSUmjatCmLFi2iTZs24Q5JRKpg/vz5jBgxgsLCQmJiYnj++efp0aMHAMnJyeTm5pYuQDtv\n3jyaN28eznDlBJW1K5s/ZL7GQX8RHZo3prBTI16/vg/JTRoD1buWmYhIXaeEqQZ9/PHHXHXVVcTF\nxbFw4ULi4+PDHZKIVFGzZs2YNWsWcXFxZGVl0bdvX7Zu3Vq6ferUqZrMpQ4ys37AWMBLYD3B0TX5\neZ//8C0HiwvBY5xaks/QHpeUJksiIlK9lDDVkAULFtC/f3/atm3LggULaNmyZbhDEokamZlbyMjI\nJjk5gaSk1lXa1/jx4xk/fjwAP/74IwkJCSxatKhcmdGjR3Pw4EFSUlJITEzE4wk9geiFF15Y+vy8\n885j//79HDx4kPr161cqnpEjR7Jx40Y2bNjA5s2beemll1iyZAlz586lVatWzJo1C5/P9wuOVMLF\nzLzAK0BvIAdYZmYznXNra+LzCgsLmTE2DX+PU/H6fNSvF8NFzc+uiY8SERE0rXiNmDt3LldffTVn\nnXUWixYtUrIkchwyM7fQs2cajz22iJ4908jM3FKl/Q0fPpxVq1axbNky4uPjeeCBB44oM3ToUNq1\na8dLL71Ex44due2223jrrbfIy8s76r6nT59O165dyyVLQ4YMoUuXLjz55JM4V/FioN999x0LFy5k\n5syZ/Pa3v+XKK69k9erVnHzyycyePbtKxyth0Q1Y75zb4JwrBKYB19bEBxUUFHD11Vfz/qt/54rc\nFgzrmMqYpN+XW2NJRESqlxKmGhAbG0u3bt1YuHChxi+IHKeMjGwKC/34/Y7CQj8ZGdnVst/777+f\nHj16cM011xyxrVmzZtx22228/fbbvPfee/z000/ceuutPP300yH3t2bNGh555BFef/310vemTp3K\nmjVrWLx4MYsXL2bKlCkVfm9KSgo+n4/OnTvj9/vp168fAJ07dyY7O7tqByrh0Aoom9nnBN8rx8yG\nmdlyM1v+ww8//KIPiomJoUGDBkyaNIln/vNRbjuzl5IlEZEaplvyasDll1/Oxx9/jJmFOxSRqJOc\nnEBMjJfCQj8xMV6SkxOqvM8333yTTZs2MW7cuAq3f/bZZ0yZMoXFixfTrl07UlNTefHFF0NO0pKT\nk8OAAQNIS0srN+tlq1aBv5EbNmzILbfcwtKlSxk8ePAR33+oR8rj8eDz+Up/V3g8HoqLi6t0rBK5\nnHNvAG8AJCYmVtz9eAw+n4/p06erfRERqUVKmGqIGjORXyYpqTXp6YOrbQzTihUreOGFF1i8eHHI\nsUnbtm1j4MCBjB07lpiYmKPub/fu3Vx11VWMHj2ayy67rPT94uJidu/eTbNmzSgqKuLDDz+kV69e\nVYpdosZWoOyJGh98r0aofRERqV1KmEQk4iQlta5yonTIuHHjyM/P58orrwQgMTGRCRMmlCuzbNky\nZs2adcT3XnfddTz11FNH7G/9+vWMGjWKUaNGAYHpw2NjY+nbty9FRUX4/X569erFXXfdVS3HIBFv\nGXCWmbUlkCgNAm4Jb0giIlJdLNSg5GiWmJjoli9fHu4wRARYt24dHTp0CHcYUsMq+jmb2QrnXJ2Y\nY93MUoExBKYVn+Sc+8vRyqudEhEJv8q2U+phEhERqSLn3BxgTrjjEBGR6qdZ8kREREREREJQwiQi\nIiIiIhKCEiYRqXEn4lhJ+Zl+viIiciJTwiQiNeqkk04iLy9Pf1SfoJxz5OXlcdJJJ4U7FBERkRqh\nSR9EpEbFx8eTk5PDDz/8EO5QpIacdNJJxMfHhzsMERGRGqGESURqlM/no23btmxU8qcAAAelSURB\nVOEOQ0REROQX0S15IiIiIiIiIShhEhERERERCUEJk4iIiIiISAh2Is5cZWY/AJvCHUcVNAN2hjuI\nCKc6OjrVz7Gpjo6tqnXUxjl3WnUFcyKphnYqms/faI4dojv+aI4dojv+aI4dojv+o8VeqXbqhEyY\nop2ZLXfOJYY7jkimOjo61c+xqY6OTXUUuaL5ZxPNsUN0xx/NsUN0xx/NsUN0x18dseuWPBERERER\nkRCUMImIiIiIiISghCkyvRHuAKKA6ujoVD/Hpjo6NtVR5Irmn000xw7RHX80xw7RHX80xw7RHX+V\nY9cYJhERERERkRDUwyQiIiIiIhKCEqYIYGZNzGy+mX0bfGwcoly2ma02s1Vmtry246xtZtbPzL42\ns/VmNqKC7WZm/xPc/qWZdQ1HnOFUiTpKNrMfg+fMKjP7czjiDBczm2RmO8wsK8R2nUPHrqM6fQ5F\nmmNd85Eu2tqxiq6PyrbZ4RYi9pFmtrXM9ZwazhhDMbPWZrbIzNaa2Rozuz/4frTUfaj4I77+zewk\nM1tqZl8EY38i+H7E1/1RYq9yveuWvAhgZs8B+c650cEGsLFz7pEKymUDic65aJ0Hv9LMzAt8A/QG\ncoBlwM3OubVlyqQC9wKpwCXAWOfcJWEINywqWUfJwEPOuavDEmSYmdnlwD4gzTnXqYLtdfocgkrV\nUTJ1+ByKJJW55iNdtLVjFV0flW2zwy1E7COBfc65F8IZ27GYWUugpXPuczNrCKwArgNuJzrqPlT8\nNxLh9W9mBsQ65/aZmQ/4BLgfuJ4Ir/ujxN6PKta7epgiw7XA5ODzyQQuqrquG7DeObfBOVcITCNQ\nT2VdS6AhcM65JcCpwV9SdUVl6qhOc879C8g/SpG6fg5Vpo4kcuiar2Uhro+oaLOj+dp2zuU65z4P\nPt8LrANaET11Hyr+iBdsD/cFX/qCX44oqPujxF5lSpgiw+nOudzg823A6SHKOWCBma0ws2G1E1rY\ntAK2lHmdw5G/bCpT5kRW2eO/NHi72VwzO692Qosadf0cqiydQ5HhRDhfT4R2rLJtdqS6N3g9T4rE\n26oOZ2YJwIXAv4nCuj8sfoiC+jczr5mtAnYA851zUVP3IWKHKta7EqZaYmYLzCyrgq9y/x10gXsk\nQ2XDv3bOdQFSgHuC3e0iR/M5cIZz7nzgZeD9MMcj0UfnkFSnE6odO0abHYleA9oBXYBc4K/hDefo\nzKwBMB34g3NuT9lt0VD3FcQfFfXvnPMHr9N4oJuZdTpse8TWfYjYq1zvSphqiXOul3OuUwVfHwDb\nD90GFHzcEWIfW4OPO4AZBG7POFFtBVqXeR0ffO94y5zIjnn8zrk9h7qnnXNzAJ+ZNau9ECNeXT+H\njknnUESJ+vP1BGnHKtVmRyLn3PbgH5QlwP8SwfUfHIMyHZjqnPtn8O2oqfuK4o+m+gdwzu0GFhEY\nAxQ1dQ/lY6+OelfCFBlmAkOCz4cAHxxewMxigwMHMbNYoA9Q4axWJ4hlwFlm1tbMYoBBBOqprJnA\nYAvoDvxYpru4LjhmHZlZi+AgSMysG4FrPq/WI41cdf0cOiadQxGlMr8XI9YJ1I4ds82OVIeN0RxA\nhNZ/8HfORGCdc+7FMpuiou5DxR8N9W9mp5nZqcHnJxOYZOYroqDuQ8VeHfVer3pClCoaDbxjZncC\nmwjMooKZxQETnHOpBO4VnRH8u6Ue8JZz7qMwxVvjnHPFZvafwP8BXmCSc26NmQ0Pbh8PzCEwu9l6\n4CfgjnDFGw6VrKPfAL83s2JgPzAo2JVeJ5jZ20Ay0MzMcoDHCQwC1TkUVIk6qtPnUCQJdc2HOazj\nEXXtWIjro8I2O9KEiD3ZzLoQuJ0qG7g7bAEe3WXAbcDq4HgUgP8mSuqe0PHfHAX13xKYbIFZOT3A\nO865D80sk8iv+1CxT6lqvWtacRERERERkRB0S56IiIiIiEgISphERERERERCUMIkIiIiIiISghIm\nERERERGREJQwiYiIiIiIhKCESSQMzCzezD4ws2/N7DszG2tmMWZ2u5mNC3d8IiJSt6mdEvmZEiaR\nWhZc0O6fwPvOubOAs4EGwF/CGpiIiAhqp0QOp4RJpPb1AA445/4G4JzzA38EfgecArQ2s4zgf/Ue\nBzCzWDObbWZfmFmWmd0UtuhFROREp3ZKpIx64Q5ApA46D1hR9g3n3B4z20zgmuwGdAJ+ApaZ2Wyg\nDfC9c+4qADP7Ve2GLCIidYjaKZEy1MMkEnnmO+fynHP7CdwS8WtgNdDbzJ41s/9wzv0Y3hBFRKQO\nUzsldYoSJpHatxa4qOwbZtYIOAMoBtxh5Z1z7hugK4EG6Skz+3NtBCoiInWS2imRMpQwidS+dOAU\nMxsMYGZe4K/AmwRub+htZk3M7GTgOuBTM4sDfnLO/R14nkCjJCIiUhPUTomUoYRJpJY55xwwALjB\nzL4FvgEOAP8dLLIUmA58CUx3zi0HOgNLzWwV8DjwVK0HLiIidYLaKZHyLHBNiIiIiIiIyOHUwyQi\nIiIiIhKCEiYREREREZEQlDCJiIiIiIiEoIRJREREREQkBCVMIiIiIiIiIShhEhERERERCUEJk4iI\niIiISAhKmEREREREREL4f9dXyWmXy8GdAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2,figsize = (14,6))\n", "ax[0].plot(np.arange(-.6,1.6,.1),np.arange(-.6,1.6,.1),'k-')\n", "ps=et.varvarPlot(ax[0],data,'l10_obsChl','l10_modChl','Z',(5,10,15,20,25),'z','m',('crimson','darkorange','lime','mediumseagreen','darkturquoise','navy'))\n", "ax[0].legend(handles=ps)\n", "ax[0].set_xlabel('Obs')\n", "ax[0].set_ylabel('Model')\n", "ax[0].set_title('log10[Chl ($\\mu$g/L)+0.01]')\n", "ax[1].plot(np.arange(0,35),np.arange(0,35),'k-')\n", "ps=et.varvarPlot(ax[1],data,'Chlorophyll_Extracted','mod_Chl','Z',(5,10,15,20,25),'z','m',('crimson','darkorange','lime','mediumseagreen','darkturquoise','navy'))\n", "ax[1].legend(handles=ps)\n", "ax[1].set_xlabel('Obs')\n", "ax[1].set_ylabel('Model')\n", "ax[1].set_title('Chl ($\\mu$g/L)')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [conda env:python36]", "language": "python", "name": "conda-env-python36-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }