{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## DFO Nutrient Comparison" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "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": {}, "outputs": [], "source": [ "PATH= '/data/eolson/MEOPAR/SS36runs/CedarRuns/NewLOSOGT/'\n", "start_date = datetime.datetime(2017,1,1)\n", "end_date = datetime.datetime(2017,10,27)\n", "flen=10\n", "namfmt='long'\n", "filemap={'nitrate':'ptrc_T','silicon':'ptrc_T','ammonium':'ptrc_T','diatoms':'ptrc_T','ciliates':'ptrc_T',\n", " 'flagellates':'ptrc_T'}\n", "fdict={'ptrc_T':1,'grid_T':1}\n", "df1=et.loadDFO()\n", "df1.head()\n", "df2=df1.loc[(df1.Lat>48.9)&(df1.Lat<49.5)&(df1.Lon>-124)]" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "data=et.matchData(df2,filemap, fdict, start_date, end_date, namfmt, PATH, flen)" ] }, { "cell_type": "raw", "metadata": { "collapsed": true }, "source": [ "import pickle\n", "data=pickle.load(open('/data/eolson/MEOPAR/SS36runs/calcFiles/evalMatches/dataDFO.pkl','rb'))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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x4yzn53WkUb169WxfPpcvX85q1arRycmJZmZm/Pnnn7McU5CikRGDWwazZ88G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\n8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M65b98+xRJKN2Kv/HuUhemWLVsM2qpZs2auxrV371726dOHvr6+PHXqlOI0eO/ePZPS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\njB492uRr8soUhGTK6SZmGgKBI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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (6,6))\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "ax.plot(data['Lon'], data['Lat'], 'ro',label='data')\n", "ax.plot(data.loc[(data.Lon < -123.5) & (data.Lat < 48.6),['Lon']], \n", " data.loc[(data.Lon < -123.5) & (data.Lat < 48.6),['Lat']], \n", " 'bo', label = 'Juan de Fuca')\n", "\n", "ax.plot(data.loc[data.Si>75,['Lon']],data.loc[data.Si>75,['Lat']],'*',color='y',label='high Si')\n", "ax.plot(data.loc[(data.Lat>48.8)&(data.Lat<49.5)&(data.Lon>-124),['Lon']],data.loc[(data.Lat>48.8)&(data.Lat<49.5)&(data.Lon>-124),['Lat']],'s',color='c',label='Central SOG')\n", "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "viz_tools.plot_coastline(ax, grid, coords = 'map')\n", "ax.set_ylim(48, 50.5)\n", "ax.legend()\n", "ax.set_xlim(-125.7, -122.5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Nitrate" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate\n", "z<15 m:\n", " N: 65\n", " bias: -4.189421968936921\n", " RMSE: 7.303754550813664\n", " WSS: 0.8328391071243084\n", "15 m<=z<22 m:\n", " N: 24\n", " bias: -2.552970133622484\n", " RMSE: 4.6907350738298295\n", " WSS: 0.8327041918235646\n", "z>=22 m:\n", " N: 185\n", " bias: -0.5898479622505768\n", " RMSE: 2.434753787388305\n", " WSS: 0.7703417554802365\n", "all:\n", " N: 274\n", " bias: -1.6157138109642268\n", " RMSE: 4.31098185538997\n", " WSS: 0.9303060308422156\n" ] } ], "source": [ "N_s, modmean_s, obsmean_s, bias_s, RMSE_s, WSS_s = et.stats(data.loc[data.Z<15,['N']],data.loc[data.Z<15,['mod_nitrate']])\n", "N_i, modmean_i, obsmean_i, bias_i, RMSE_i, WSS_i = et.stats(data.loc[(data.Z>=15)&(data.Z<22),['N']],data.loc[(data.Z>=15)&(data.Z<22),['mod_nitrate']])\n", "N_d, modmean_d, obsmean_d, bias_d, RMSE_d, WSS_d = et.stats(data.loc[data.Z>=22,['N']],data.loc[data.Z>=22,['mod_nitrate']])\n", "N, modmean, obsmean, bias, RMSE, WSS = et.stats(data.loc[:,['N']],data.loc[:,['mod_nitrate']])\n", "print('Nitrate')\n", "print('z<15 m:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_s,bias_s,RMSE_s,WSS_s))\n", "print('15 m<=z<22 m:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_i,bias_i,RMSE_i,WSS_i))\n", "print('z>=22 m:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_d,bias_d,RMSE_d,WSS_d))\n", "print('all:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N,bias,RMSE,WSS))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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8lQEAiqlheLWqtliyRt4wPLsQ91ILSaG6XmaddKgWjYl9dkFJD25vU5dzqtqy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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)')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate, z<15\n", "Feb-Mar:\n", " N: 12\n", " bias: -4.319322910308838\n", " RMSE: 4.596952003906092\n", " WSS: 0.1616312629589708\n", "April:\n", " N: 11\n", " bias: 1.3254587953740895\n", " RMSE: 3.8466865161549904\n", " WSS: 0.8160750801413847\n", "May-Jun:\n", " N: 19\n", " bias: -2.677669567183444\n", " RMSE: 4.490378055347515\n", " WSS: 0.6434113003367659\n", "Sep-Oct:\n", " N: 23\n", " bias: -8.008038175209709\n", " RMSE: 10.770242815642554\n", " WSS: 0.5689012460386138\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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qrkjhtXLlSpo2bcr999/PjBkzCA4Odh2pUFDdFSmcDh06RHh4OPv27SM5OZmq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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,4,figsize = (24,6))\n", "for axi in ax:\n", " axi.plot(np.arange(0,30),np.arange(0,30),'k-')\n", "ps=et.varvarPlot(ax[0],data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[0].set_title('Feb-Mar')\n", "ii1=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,5,1))&(data.dtUTC>dt.datetime(2017,4,1))\n", "ps=et.varvarPlot(ax[1],data.loc[ii1,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[1].set_title('April')\n", "ii2=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,9,1))&(data.dtUTC>dt.datetime(2017,5,1))\n", "ps=et.varvarPlot(ax[2],data.loc[ii2,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[2].set_title('May-Jun')\n", "ii3=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,12,1))&(data.dtUTC>dt.datetime(2017,9,1))\n", "ps=et.varvarPlot(ax[3],data.loc[ii3,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[3].set_title('Sep-Oct')\n", "\n", "print('Nitrate, z<15')\n", "print('Feb-Mar:')\n", "et.printstats(data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],'N','mod_nitrate')\n", "print('April:')\n", "et.printstats(data.loc[ii1,:],'N','mod_nitrate')\n", "print('May-Jun:')\n", "et.printstats(data.loc[ii2,:],'N','mod_nitrate')\n", "print('Sep-Oct:')\n", "et.printstats(data.loc[ii3,:],'N','mod_nitrate')\n", "fig,ax=plt.subplots(1,1,figsize=(24,1))\n", "plt.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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DS/VuyhpBENCkSZMCByPPnz/H9u3bMWzYMGzbtg1BQUE4cOAADh8+jF27dmHbtm3YunUr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\nQAh8gUAgEAjKAf8HHCxhUoJyDNkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "ax.plot(data['Lon'], data['Lat'], 'ro',label='data')\n", "dJDF=data.loc[(data.Lon<-123.6)&(data.Lat<48.6)]\n", "ax.plot(dJDF['Lon'],dJDF['Lat'],'b.',label='JDF')\n", "dSJGI=data.loc[(data.Lon>=-123.6)&(data.Lat<48.9)]\n", "ax.plot(dSJGI['Lon'],dSJGI['Lat'],'c.',label='SJGI')\n", "dSOG=data.loc[(data.Lat>=48.9)&(data.Lon>-124.0)]\n", "ax.plot(dSOG['Lon'],dSOG['Lat'],'y.',label='SOG')\n", "dNSOG=data.loc[(data.Lat>=48.9)&(data.Lon<=-124.0)]\n", "ax.plot(dNSOG['Lon'],dNSOG['Lat'],'m.',label='NSOG')\n", "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "viz_tools.plot_coastline(ax, grid, coords = 'map')\n", "ax.set_ylim(48, 50.5)\n", "ax.legend()\n", "ax.set_xlim(-125.7, -122.5);" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, 35)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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L9u7dW9Z7P/nkk+rs7NRxxx2nf/qnfxq5/+6779a6deu0bt06zZ49uyrnAQBobGHW0PdK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\nAABigEAHACAGCHQAAGLg/wfFam7LgggYPQAAAABJRU5ErkJggg==\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": {}, "outputs": [ { "data": { "text/plain": [ "(-40, 20)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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BWMRLkiRJklQQFvGSJEmSJBWERbwkSZIkSQVhES9JkiRJUkFYxEvqqAYcbU4l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\nzpgJJEnTSpdyQa8yQdem00uSNG28tp590z6rkl2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1r9Q93coFvcoEbomXNC5VagYIldbr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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2,figsize = (17,8))\n", "cols=('crimson','red','orangered','darkorange','gold','chartreuse','green','lightseagreen','cyan','darkturquoise','royalblue',\n", " 'lightskyblue','blue','darkblue','mediumslateblue','blueviolet','darkmagenta','fuchsia','deeppink','pink')\n", "ii0=start_date\n", "for ii in range(0,int((end_date-start_date).days/30)):\n", " iii=(data.dtUTC>=(start_date+dt.timedelta(days=ii*30)))&(data.dtUTC<(start_date+dt.timedelta(days=(ii+1)*30)))\n", " ax[0].plot(data.loc[iii,['mod_nitrate']].values-data.loc[iii,['N']].values, data.loc[iii,['Z']].values, \n", " '.', color = cols[ii],label=str(ii))\n", " ax[1].plot(data.loc[iii,['mod_silicon']].values-data.loc[iii,['Si']].values, data.loc[iii,['Z']].values, \n", " '.', color = cols[ii],label=str(ii))\n", "for axi in (ax[0],ax[1]):\n", " axi.legend(loc=4)\n", " axi.set_ylim(400,0)\n", " axi.set_ylabel('depth (m)')\n", "ax[0].set_xlabel('model - obs N')\n", "ax[0].set_xlim(-20,20)\n", "ax[1].set_xlabel('model - obs Si')\n", "ax[1].set_xlim(-40,20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Silicate" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate\n", "z<15 m:\n", " N: 65\n", " bias: -13.602253807508031\n", " RMSE: 21.03603754651542\n", " WSS: 0.6285140930129791\n", "15 m<=z<22 m:\n", " N: 24\n", " bias: -8.60687466621399\n", " RMSE: 13.425936628662688\n", " WSS: 0.7152126859235377\n", "z>=22 m:\n", " N: 185\n", " bias: -4.447360727258626\n", " RMSE: 7.304573694152074\n", " WSS: 0.8374908111991688\n", "all:\n", " N: 274\n", " bias: -6.983478919781028\n", " RMSE: 12.521603655402847\n", " WSS: 0.8105358915832145\n", "obs Si < 50:\n", " N: 108\n", " bias: -5.449029770868798\n", " RMSE: 15.034677493063265\n", " WSS: 0.6398800197855999\n" ] } ], "source": [ "print('Nitrate')\n", "print('z<15 m:')\n", "et.printstats(data.loc[data.Z<15,:],'Si','mod_silicon')\n", "print('15 m<=z<22 m:')\n", "et.printstats(data.loc[(data.Z>=15)&(data.Z<22),:],'Si','mod_silicon')\n", "print('z>=22 m:')\n", "et.printstats(data.loc[data.Z>=22,:],'Si','mod_silicon')\n", "print('all:')\n", "et.printstats(data,'Si','mod_silicon')\n", "print('obs Si < 50:')\n", "et.printstats(data.loc[data.Si<50,:],'Si','mod_silicon')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, 80)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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91LZ1rQJdgCIGupk1ABF33568fRzwA+Be4AzgquTPe4pVBhEZXrSri7btXbSM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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ps=et.varvarPlot(ax,data,'Si','mod_silicon','Z',(15,22),'z','m',('mediumseagreen','darkturquoise','navy'))\n", "ax.legend(handles=ps)\n", "ax.set_xlabel('Obs')\n", "ax.set_ylabel('Model')\n", "ax.set_title('dSi ($\\mu$M)')\n", "ax.set_xlim(0,80)\n", "ax.set_ylim(0,80)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Silicate, z<15\n", "Feb-Mar:\n", " N: 12\n", " bias: -7.562526652018228\n", " RMSE: 7.5910640733320385\n", " WSS: 0.10534806419390519\n", "April:\n", " N: 11\n", " bias: 10.441766593239524\n", " RMSE: 11.822033858354676\n", " WSS: 0.5745040064268323\n", "May-Jun:\n", " N: 19\n", " bias: -10.340725202058493\n", " RMSE: 12.22782986326054\n", " WSS: 0.7896317542351614\n", "Sep-Oct:\n", " N: 23\n", " bias: -30.947036145666374\n", " RMSE: 32.0961421916216\n", " WSS: 0.32196785243968307\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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06FBPvhCBiEh+8tZbb5GQkEDNmjWZM2cOhQrp6aKISKj8/PPPREdHs3v3blatWsV1113n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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "obsvar='Si'; modvar='mod_silicon'\n", "fig, ax = plt.subplots(1,4,figsize = (24,6))\n", "for axi in ax:\n", " axi.plot(np.arange(0,70),np.arange(0,70),'k-')\n", "ps=et.varvarPlot(ax[0],data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[0].set_title('Feb-Mar')\n", "ii1=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,5,1))&(data.dtUTC>dt.datetime(2017,4,1))\n", "ps=et.varvarPlot(ax[1],data.loc[ii1,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[1].set_title('April')\n", "ii2=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,9,1))&(data.dtUTC>dt.datetime(2017,5,1))\n", "ps=et.varvarPlot(ax[2],data.loc[ii2,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[2].set_title('May-Jun')\n", "ii3=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,12,1))&(data.dtUTC>dt.datetime(2017,9,1))\n", "ps=et.varvarPlot(ax[3],data.loc[ii3,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[3].set_title('Sep-Oct')\n", "\n", "ii4=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,4,1))&(data.dtUTC>dt.datetime(2017,2,1))\n", "ps=et.varvarPlot(ax[0],data.loc[ii4,:],obsvar,modvar,cols=('darkturquoise','navy'))\n", "ii5=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,5,1))&(data.dtUTC>dt.datetime(2017,4,1))\n", "ps=et.varvarPlot(ax[1],data.loc[ii5,:],obsvar,modvar,cols=('darkturquoise','navy'))\n", "\n", "\n", "print('Silicate, z<15')\n", "print('Feb-Mar:')\n", "et.printstats(data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],obsvar,modvar)\n", "print('April:')\n", "et.printstats(data.loc[ii1,:],obsvar,modvar)\n", "print('May-Jun:')\n", "et.printstats(data.loc[ii2,:],obsvar,modvar)\n", "print('Sep-Oct:')\n", "et.printstats(data.loc[ii3,:],obsvar,modvar)\n", "fig,ax=plt.subplots(1,1,figsize=(24,1))\n", "plt.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, 80)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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u9kb5JtLrLXUykB/wg575cs2bd5GmTVua7ZkXmp5mrNeOqiCgA0pGtTfKM5Fe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\n5AAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ps1=et.varvarPlot(ax,dJDF,obsvar,modvar,cols=('b','darkturquoise','navy'),lname='SJDF')\n", "ps2=et.varvarPlot(ax,dSJGI,obsvar,modvar,cols=('c','darkturquoise','navy'),lname='SJGI')\n", "ps3=et.varvarPlot(ax,dSOG,obsvar,modvar,cols=('y','darkturquoise','navy'),lname='SOG')\n", "ps4=et.varvarPlot(ax,dNSOG,obsvar,modvar,cols=('m','darkturquoise','navy'),lname='NSOGF')\n", "ax.legend(handles=[ps1[0][0],ps2[0][0],ps3[0][0],ps4[0][0]])\n", "ax.set_xlabel('Obs')\n", "ax.set_ylabel('Model')\n", "ax.set_title('Si ($\\mu$M)')\n", "ax.set_xlim(0,80)\n", "ax.set_ylim(0,80)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Ratios" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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w+VVVVbz++utpH6eIiEihyKfYrDJjEREZNZs2baK2tpbrrrsOT4quMIuIiMiJy+XYrJlZ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\nz6np5ys3ntIAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,2,figsize=(16,7))\n", "p1=ax[0].plot(dJDF['N'],dJDF['Si'],'b.',label='SJDF')\n", "p2=ax[0].plot(dSJGI['N'],dSJGI['Si'],'c.',label='SJGI')\n", "p3=ax[0].plot(dSOG['N'],dSOG['Si'],'y.',label='SOG')\n", "p4=ax[0].plot(dNSOG['N'],dNSOG['Si'],'m.',label='NSOG')\n", "ax[0].set_title('Observed')\n", "ax[0].set_xlabel('N')\n", "ax[0].set_ylabel('Si')\n", "ax[0].set_xlim(0,40)\n", "ax[0].set_ylim(0,85)\n", "ax[0].legend()\n", "\n", "p5=ax[1].plot(dJDF['mod_nitrate'],dJDF['mod_silicon'],'b.',label='SJDF')\n", "p6=ax[1].plot(dSJGI['mod_nitrate'],dSJGI['mod_silicon'],'c.',label='SJGI')\n", "p7=ax[1].plot(dSOG['mod_nitrate'],dSOG['mod_silicon'],'y.',label='SOG')\n", "p8=ax[1].plot(dNSOG['mod_nitrate'],dNSOG['mod_silicon'],'m.',label='NSOG')\n", "ax[1].set_title('Model')\n", "ax[1].set_xlabel('N')\n", "ax[1].set_ylabel('Si')\n", "ax[1].set_xlim(0,40)\n", "ax[1].set_ylim(0,85)\n", "ax[1].legend()\n", "ax[0].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')\n", "ax[1].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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MonthLatLonZSi
142.049.027667-123.437833297.566.85
152.049.027667-123.437833311.867.82
312.049.163167-123.551000347.166.29
322.049.163167-123.551000367.268.34
432.049.250833-123.749000390.972.03
884.049.030000-123.437000314.067.87
1074.049.164167-123.549833298.065.52
1084.049.164167-123.549833347.169.04
1094.049.164167-123.549833368.571.44
1294.049.318333-123.799000297.566.13
1304.049.318333-123.799000336.667.33
1576.049.250833-123.751500198.270.85
1586.049.250833-123.751500388.971.47
1626.049.054667-123.3731671.466.25
1976.049.029667-123.436333247.869.83
1986.049.029667-123.436333298.167.66
1996.049.029667-123.436333313.069.44
2156.049.163333-123.550333297.969.22
2166.049.163333-123.550333347.183.94
2176.049.163333-123.550333370.583.76
2426.049.318167-123.799333297.869.70
2436.049.318167-123.799333334.580.44
\n", "
" ], "text/plain": [ " Month Lat Lon Z Si\n", "14 2.0 49.027667 -123.437833 297.5 66.85\n", "15 2.0 49.027667 -123.437833 311.8 67.82\n", "31 2.0 49.163167 -123.551000 347.1 66.29\n", "32 2.0 49.163167 -123.551000 367.2 68.34\n", "43 2.0 49.250833 -123.749000 390.9 72.03\n", "88 4.0 49.030000 -123.437000 314.0 67.87\n", "107 4.0 49.164167 -123.549833 298.0 65.52\n", "108 4.0 49.164167 -123.549833 347.1 69.04\n", "109 4.0 49.164167 -123.549833 368.5 71.44\n", "129 4.0 49.318333 -123.799000 297.5 66.13\n", "130 4.0 49.318333 -123.799000 336.6 67.33\n", "157 6.0 49.250833 -123.751500 198.2 70.85\n", "158 6.0 49.250833 -123.751500 388.9 71.47\n", "162 6.0 49.054667 -123.373167 1.4 66.25\n", "197 6.0 49.029667 -123.436333 247.8 69.83\n", "198 6.0 49.029667 -123.436333 298.1 67.66\n", "199 6.0 49.029667 -123.436333 313.0 69.44\n", "215 6.0 49.163333 -123.550333 297.9 69.22\n", "216 6.0 49.163333 -123.550333 347.1 83.94\n", "217 6.0 49.163333 -123.550333 370.5 83.76\n", "242 6.0 49.318167 -123.799333 297.8 69.70\n", "243 6.0 49.318167 -123.799333 334.5 80.44" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.loc[data.Si>65,['Month','Lat','Lon','Z','Si']]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Chlorophyll" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "data['l10_obsChl']=np.log10(data['Chlorophyll_Extracted']+0.01)\n", "data['l10_modChl']=np.log10(2*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates'])+0.01)\n", "data['mod_Chl']=2*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates'])" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "log10[Chl+0.01]\n", "z<15 m:\n", " N: 94\n", " bias: -0.06739895275287772\n", " RMSE: 0.4702530492993963\n", " WSS: 0.5673158464672177\n", "z>=15 m:\n", " N: 25\n", " bias: 0.24740551654662032\n", " RMSE: 0.5671141578677446\n", " WSS: 0.40612311419753766\n", "all:\n", " N: 119\n", " bias: -0.0012635600428991811\n", " RMSE: 0.4921862320611593\n", " WSS: 0.6443494100644912\n", "\n", "\n", "Chl\n", "z<15 m:\n", " N: 94\n", " bias: -2.3323268325389064\n", " RMSE: 6.3299627368962135\n", " WSS: 0.4670578650471293\n", "z>=15 m:\n", " N: 25\n", " bias: 0.21063614333271985\n", " RMSE: 1.5923140566127016\n", " WSS: 0.16922363671708984\n", "all:\n", " N: 119\n", " bias: -1.798090913238144\n", " RMSE: 5.673037258718843\n", " WSS: 0.4831565403206525\n" ] } ], "source": [ "print('log10[Chl+0.01]')\n", "print('z<15 m:')\n", "et.printstats(data.loc[data.Z<15,:],'l10_obsChl','l10_modChl')\n", "print('z>=15 m:')\n", "et.printstats(data.loc[data.Z>=15,:],'l10_obsChl','l10_modChl')\n", "print('all:')\n", "et.printstats(data,'l10_obsChl','l10_modChl')\n", "print('\\n')\n", "print('Chl')\n", "print('z<15 m:')\n", "et.printstats(data.loc[data.Z<15,:],'Chlorophyll_Extracted','mod_Chl')\n", "print('z>=15 m:')\n", "et.printstats(data.loc[data.Z>=15,:],'Chlorophyll_Extracted','mod_Chl')\n", "print('all:')\n", "et.printstats(data,'Chlorophyll_Extracted','mod_Chl')\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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y+RCtiBRGf/zxB23atOH//u//+Pe//02PHj2cDqnAU8EkIuKAt956izlz5jBy\n5EgeffRRp8ORbLLW/g6sBdoCx40x5QBSvp5wMjYRKbzOnDlDq1at2LJlCwsXLqRr165Oh+QRVDCJ\niOSzefPm8c9//pOePXvy+uuvOx2OZJExpowx5qaU7/2AVsCPwFLgSn+XXsASZyIUkcIsNjaWoKAg\nvv/+exYtWkRoaKjTIXkMTSsuIpKPvv32W/r27UtgYCDTp09PfdClFAjlgNnGGG+SLzgutNYuN8bE\nAAuNMU8ABwFd0hWRfHXy5EmCgoLYu3cvS5YsoW3btk6H5FF0hykf9e3bl7Jly6Z5AN6IESOoUKEC\nAQEBBAQEZPhciYJk9erV1KtXD39/f+rVq0dUVFTquq1bt+Lv70/16tV57rnncvQUdpGCaO/evXTu\n3JkqVaoQHh6Or6+v0yFJNlhrf7DW1rHW3mutrW2tHZWyPNZaG2Stvcta29Jae9rpWHNKeSqZ8pQU\nJL/99huBgYHs37+f5cuXq1jKAyqY8lHv3r1ZuXJluuteeOEFtm/fzvbt22nfvn0+R5Y7p0+n/dvg\n1ltvZdmyZezYsYPZs2fz+OOPp64bOHAg06dPZ9++fezbty/D90TEk5w6dYrg4GC8vb1ZsWIFN998\ns9MhiaShPJVMeUoKiqNHjxIYGMjBgwf56quvaNmypdMheSQVTJnYeeYAc/evYeeZAy5pr1mzZtxy\nyy052jc6OprmzZvTqVMnqlatyrBhw5g3bx4NGzbE39+fn3766bptHD58mOnTp9OlS5c065YuXZp6\n5bBGjRpUqVIl07bOnj3LtGnTaNiwIePHj0+zvk6dOpQvXx6AWrVqcfHiRS5fvsyxY8c4e/YsjRo1\nwhhDz549Wbx4cZr9R4wYQa9evbj//vupVKkS4eHhDB06FH9/f9q2bUt8fPx1z1fEXVy6dInOnTtz\n6NAhlixZQtWqVZ0OSTyE8lTGlKfE0x06dIjmzZtz5MgRVq5cSfPmzZ0OyWOpYMrAzjMHeD5mCjN+\n/IrnY6a4LBllZNKkSdx777307duXM2fOpLvN999/z9SpU9mzZw9z585l7969bNq0iX79+jFp0qQ0\n2yckJBAdHc0rr7xC3bp1efTRR4mNjWXUqFFptg0JCUm9cnjffffx0ksvpRvD+vXr6d27N/Xq1eOX\nX37hs88+Y/To0Zme26JFi6hbty5FixblyJEjVKxYMXVdxYoVOXLkSLr7/fTTT0RFRbF06VIee+wx\nWrRowY4If4daAAAgAElEQVQdO/Dz8yMiIiLTY4q4i6SkJPr06cOGDRuYO3cujRs3djok8RDKU8pT\nUngdOHCA5s2bc+LECVavXk3Tpk2dDsmjqWDKwLbY/cQnJZCEJT4pgW2x+/PsWAMHDuTnn39m+/bt\nlCtXjhdffDHd7Ro0aEC5cuUoWrQo1apVo3Xr1gD4+/tz4MCBNNtv2bKFtm3bsmjRIoYPH86qVasY\nNmwY/v7+GcYybtw4/Pz8GDRoUJp1zz33HB07dqR169b8+OOPjB079roP2ty1axevvPIK06ZNy3S7\n9LRr1w4fHx/8/f1JTExM7ZOb0fmKuKN//vOfzJ8/n7Fjx/Lwww87HY54EOUp5SkpnH766SeaN2/O\nmTNniIyMpFGjRk6H5PFUMGWgTunq+HgVwQuDj1cR6pSunmfHuu222/D29sbLy4v+/fuzadOmdLcr\nWrRo6vdeXl6pr728vEhISEizfaNGjYiNjeW9994jMjKSevXq0alTJ6ZOnZpu+2vWrCEsLCzD9UOG\nDGHQoEGMHDmSPn36sHbt2kwHwh4+fJguXbowZ84cqlWrBkCFChU4fPjwNdtUqFAh0/P18vLCx8cn\ndTaxjM5XxN18+umnvP322/Tr14+hQ4c6HY54GOWptJSnxNPt3buX5s2bc+HCBaKioqhfv77TIRUK\nKpgyUPvmykxoPJB+d7djQuOB1L65cp4d69ixY6nff/nll2lmJ8qN4sWLExISwpQpU9i5cydjxozh\nwoULabY7ePAggwYNIiwsDD8/v3Tbqly5Mm+99Ra7d++me/fuTJo0ibvvvpt58+al2fb3338nODiY\nsWPH0qRJk9Tl5cqVo1SpUmzcuBFrLXPmzKFTp04uO18RdxEVFcWTTz5Jq1atmDx5sqYPF5dTnkpL\neUo82Z49e2jevDlxcXGsXbuWOnXqOB1SoaHnMGWi9s2VXZqAHnnkEaKjozl16hQVK1Zk5MiRPPHE\nEwwdOpTt27djjKFy5co56haQno0bN9KvX7901/21O8WsWbOIjY2lc+fOAJQvXz7DaWO9vb1p3749\n7du358SJE+zduzfNNh9++CH79+9n1KhRqX3RV61aRdmyZZk8eTK9e/fm4sWLtGvXjnbt2uXmNEXc\nzu7duwkNDaVGjRqEhYXh4+PjdEjioZSnlKekcNixYwdBQUF4e3sTHR3NPffc43RIhYrxxGcL1K9f\n327ZsuWaZXv27KFmzZoORST5QZ+xuIPjx4/TqFEjLl26xMaNG6lUqZLTITnGGLPVWqv+IulQniqc\n9BlLTmzfvp2WLVtSrFgxoqKirjsuT7Iuq3lKd5hERFzkzz//JCQkhOPHj/PNN98U6mJJRERyb8uW\nLbRu3ZoSJUqwdu3a1LF2kr80hklExAWSkpLo2bMnmzdv5vPPP9dAXBERyZWNGzcSFBTEjTfeyLp1\n61QsOUgFk4iICwwbNoxFixbx7rvvpo6xEBERyYkNGzbQunVrypQpw7p16677oGbJWyqYRERyadq0\nabzzzjs8/fTTPP/8806HIyIiBdi6deto06YN5cqVY926ddx5551Oh1ToqWASEcmFlStXMmjQINq3\nb88HH3yg6cNFRCTHIiMjadeuHZUqVWLdunUZPgNM8pcKJhGRHPrhhx/o2rUrtWvXZv78+RQponl0\nREQkZ1auXEmHDh2oXr06a9eu5fbbb3c6JEmhgimfHDp0iBYtWnDPPfdQq1YtPvjgg9R1p0+fplWr\nVtx11120atWKM2fOOBipa6xevZp69erh7+9PvXr1iIqKSl0XGBhIjRo1CAgIICAggBMnTjgYqUjO\nHD16lODgYEqWLMny5cspWbKk0yGJ5IrylPKUOGf58uV06tSJmjVrsnbtWsqWLet0SHIVFUz5pEiR\nIrz77rvs3r2bjRs38tFHH7F7924Axo4dS1BQEPv27SMoKIixY8c6HG32nD59Os2yW2+9lWXLlrFj\nxw5mz57N448/fs36efPmsX37drZv365fClLgnD9/no4dO3LmzBkiIiKoWLGi0yGJ5JrylPKUOGPx\n4sWEhoZy7733EhkZSenSpZ0OSf5CBVMmYi5cYMxvJ4i5cCHXbZUrV466desCULJkSWrWrMmRI0cA\nWLJkCb169QKgV69eLF68OM3+0dHRNG/enE6dOlG1alWGDRvGvHnzaNiwIf7+/vz000/XjeHw4cNM\nnz6dLl26pFm3dOnS1CtpNWrUuO5sLGfPnmXatGk0bNiQ8ePHp1lfp04dypcvD0CtWrW4ePEily9f\nvm6MV4wYMYJevXpx//33U6lSJcLDwxk6dCj+/v60bduW+Pj4LLcl4kqJiYn06NGD7du3s2DBAgIC\nApwOSQox5amMKU9JQRAWFsbDDz9MvXr1WLNmDTfffLPTIUk6VDBlIObCBYL2/czrx34jaN/PLklG\nVxw4cIBt27bx97//HYDjx49Trlw5AG6//XaOHz+e7n7ff/89U6dOZc+ePcydO5e9e/eyadMm+vXr\nx6RJk9Jsn5CQQHR0NK+88gp169bl0UcfJTY2llGjRqXZNiQkJPVK2n333cdLL72Ubgzr16+nd+/e\n1KtXj19++YXPPvuM0aNHZ3q+ixYtom7duhQtWjR1Wa9evQgICODNN9/EWpvufj/99BNRUVEsXbqU\nxx57jBYtWrBjxw78/PyIiIjI9JgieWXIkCEsW7aMiRMnEhwc7HQ4UogpTylPScH2+eef0717dxo1\nasTXX3/NjTfe6HRIkgGNUM5A9LkLxFlLIhBnLdHnLtC4ePFct3v+/HkefPBBJkyYQKlSpdKsN8Zk\nOMtWgwYNUhNWtWrVaN26NQD+/v6sXbs2zfZbtmyhbdu2VKxYkbFjx9KxY8drkkF6xo0bh5+fH4MG\nDUqz7rnnnmPu3Ll89NFHzJw5E29v7+ue765du3jllVdYtWpV6rJ58+ZRoUIFzp07x4MPPsjcuXPp\n2bNnmn3btWuHj48P/v7+JCYm0rZt29TzPXDgwHWPLeJqEydOZOLEibzwwgvp/j8ikp+Up5SnpOCa\nM2cOffr0oVmzZixbtowSJUo4HZJkQneYMhBYsji+xuAN+BpDYMncJ6H4+HgefPBBHn30UUJDQ1OX\n33bbbRw7dgyAY8eOZdhX+uok4uXllfray8uLhISENNs3atSI2NhY3nvvPSIjI6lXrx6dOnVi6tSp\n6ba/Zs0awsLCMlw/ZMgQBg0axMiRI+nTpw9r167N8KobJHet6NKlC3PmzLnm6dRXpsgsWbIkPXr0\nYNOmTZmer5eXFz4+PqkJOqPzFclLy5Yt44UXXqBTp0688847TocjojyVDuUpKQhmzpxJ7969eeCB\nB4iIiFCxVACoYMpA4+LFibyrKm+Wu53Iu6rm+qqdtZYnnniCmjVrMmTIkGvWhYSEMHv2bABmz55N\np06dcnWsqxUvXpyQkBCmTJnCzp07GTNmDBfS6bZx8OBBBg0aRFhYGH5+fum2VblyZd566y12795N\n9+7dmTRpEnfffTfz5s1Ls+3vv/9OcHAwY8eOpUmTJqnLExISOHXqFJCcmJcvX07t2rVddLYieWPr\n1q10796dunXrMm/evCxdtRbJa8pTaSlPibubOnUq/fr1o23btixbtowbbrjB6ZAkC9QlLxONixd3\nSfcGgA0bNjB37lz8/f1TB4mPHj2a9u3bM2zYMLp27crMmTOpVKkSCxcudMkxN27cSL9+/dJd9+KL\nL17zetasWcTGxtK5c2cAypcvz4oVK9Ld19vbm/bt29O+fXtOnDjB3r1702zz4Ycfsn//fkaNGpXa\nF33VqlUUL16cNm3aEB8fT2JiIi1btqR///65OU2RPHXo0CE6duyYOqNWcRf9ThBxBeUp5SkpOCZO\nnMjgwYPp2LEjYWFh1+1+Ku7DZHaruqCqX7++3bJlyzXL9uzZQ82aNR2KSPKDPmNxtbNnz9K0aVMO\nHjzIhg0bdJU5m4wxW6219Z2Owx0pTxVO+owLr3fffZeXXnqJLl26MH/+fHx9fZ0OSch6ntIdJhGR\ndCQkJNC1a1d2797NV199pWJJRERyZMyYMQwfPpyuXbvy2Wef4ePj43RIkk0awyQi8hfWWp555hm+\n/vprpk6dSqtWrRyN59LmnZyZMJdLm3c6GoeIiGSdtZaRI0cyfPhwHn30UebNm6diqYDSHSYRkb94\n9913mTZtGsOGDctwfEV+ubR5J0dDn8fGx2N8fCgfPoFiDXS3S0TEnVlref3113n77bfp3bs3M2bM\n0IRBBVihusPkieO1JJk+W3GVRYsW8fLLL9O1a1fefvttp8Ph4oZt2Ph4SEzCxsdzccM2p0OSPKTf\nZZ5Ln23hYa3llVde4e2336Z///5ZfiaYuC9HCyZjzCfGmBPGmHT7mZhkE40x+40xPxhj6ub0WMWK\nFSM2Nla/sDyQtZbY2FiKFSvmdChSwH333Xc89thjNG7cmFmzZuHl5fw1Jb8mdTA+PuDthfHxwa9J\nHadDkjyiPOW5lKcKD2stL7zwAu+88w5PP/00U6dOdYtcIrnjdJe8WcCHwJwM1rcD7kr593dgSsrX\nbKtYsSKHDx/m5MmTOdld3FyxYsWoWLGi02FIAfbLL78QEhJC+fLlWbJkSYbPeclvxRrUpnz4BC5u\n2IZfkzrqjufBlKc8m/KU50tKSuLZZ59l8uTJDB48mPfffz/1YcZSsDlaMFlrvzHGVM5kk07AHJt8\nuW2jMeYmY0w5a+2x7B7Lx8eHKlWq5DBSEfFkVx5gGR8fz4oVKyhTpozTIV2jWIPaKpQKAeUpkYIr\nKSmJp556ihkzZvDyyy/zr3/9S8WSB3H3e4QVgENXvT6csiwNY8yTxpgtxpgtujonIlkVFxfHgw8+\nyP79+wkPD6dGjRpOhyQiIgVIYmIiffv2ZcaMGbz66qsqljyQuxdMWWat/dhaW99aW9/drg6LiHuy\n1jJgwACioqKYMWMGgYGBTof0P0dj4LsxyV9FRMQtJSQk0LNnT2bPns3IkSN56623VCx5IKfHMF3P\nEeCOq15XTFkmIpJro0eP5tNPP+WNN96gZ8+eTofzP0djICwIEuPA2xcejoTyjZ2OSkRErhIfH89j\njz3GwoULGT16NP/4xz+cDknyiLvfYVoK9EyZLa8R8EdOxi+JiPzVv//9b1577TUee+wx3njjDafD\nudah6ORiySYmfz0U7XREIiJylbi4OLp168bChQsZP368iiUP5+gdJmPMv4FA4FZjzGHgDcAHwFo7\nFVgBtAf2A38CfZyJVEQ8yfr16+nduzfNmjVjxowZ7td94o7A5DtLV+4w3RHodEQiIpLi8uXLPPzw\nwyxbtowPPviA5557zumQJI85PUveI9dZb4FB+RSOiBQC+/bto3PnzlSuXJkvv/ySokWLOh1SWuUb\nJ3fDOxSdXCypO55bMMbcQfJjMG4DLPCxtfYDY8wIoD9wZcah4dbaFc5EKSJ56eLFi4SGhrJy5Uom\nT57MwIEDnQ5J8oG7j2ESkYLkaIxb/5EfGxtLcHAwxhgiIiK45ZZbnA4pY+Ubu+V7WMglAC9aa/9j\njCkJbDXGrE5Z9761dryDsYlIHvvzzz/p1KkTkZGRzJgxgyeeeMLpkCSfqGASEddw84kKLl++TJcu\nXfj111+JjIykevXqTockBUzKGNpjKd+fM8bsIYNHXYiIZzl//jwdO3bkm2++YdasWe41UZDkOXef\n9EFECgo3nqjAWkvfvn359ttvmT17Nk2aNHE6JCngUh66Xgf4LmXRs8aYH4wxnxhjbs5gHz0vUKQA\nOnfuHO3atePbb79l7ty5KpYKIRVMIuIaVyYqMN5uN1HBG2+8weeff87o0aPp1q2b0+FIAWeMKQEs\nAp631p4FpgBVgQCS70C9m95+el6gSMHzxx9/0Lp1azZu3Mi///1vevTo4XRI4gB1yRMR13DTiQpm\nz57Nm2++Sd++fRk2bJjT4UgBZ4zxIblYmmetDQew1h6/av10YLlD4YmIC505c4bWrVvz/fffExYW\nRufOnZ0OSRyigkmkkIghhmiiCSSQxuRRMeNmExWsXbuW/v37ExQUxNSpU91v+nApUEzyD9BMYI+1\n9r2rlpe76hmBXYCdTsQnIq5z6tQpWrVqxe7duwkPD6dDhw5OhyQOUsEkUgjEEEMQQcQRhy++RBKZ\nd0WTm9izZw+hoaHcddddfPHFF/j4+DgdkhR8TYDHgR3GmO0py4YDjxhjAkieavwA8JQz4YmIK5w4\ncYKWLVuyb98+li5dSps2bZwOSRymgkmkEIgmmjjiSCSROOKIJtqjC6YTJ04QHByMr68vERER3HTT\nTU6HJB7AWrseSO82pZ65JOIhjh07RlBQEAcOHGD58uUEBQU5HZK4ARVMIoVAIIH44pt6hymQQKdD\nyjMXL14kJCSE3377jejoaCpXrux0SCIiUgAcOXKEBx54gCNHjvDVV1/RvHlzp0MSN6GCSaQQaExj\nIonM+zFMDktKSqJnz55s2rSJRYsW0bBhQ6dDEhGRAuDXX3/lgQce4MSJE3z99dd6/IRcQwWTSCHR\nOOU/T/aPf/yDL774gvHjx9OlSxenwxERkQLgl19+4YEHHuDMmTOsWrWKRo0aOR2SuBkVTCLiET7+\n+GPGjRvHwIEDGTJkiNPhiIhIAbB//34eeOABzp8/z5o1a6hfv77TIYkb0oNrRSTvHY2B78Ykf80D\nq1at4umnn6Zt27ZMnDgxX6cPv7R5J2cmzOXSZs0kLSJSkPz3v/+lefPm/Pnnn0RFRalYkgzpDpOI\n5K2jMRAWBIlx4O2b/HBbFz6raceOHTz00EPUqlWLBQsWUKRI/v1au7R5J0dDn8fGx2N8fCgfPoFi\nDWrn2/FFRCRndu/eTVBQEElJSURHR1O7tn53S8Z0h0lE8tah6ORiySYmfz0U7bKmjx07RnBwMCVL\nliQiIoJSpUq5rO2suLhhGzY+HhKTsPHxXNywLV+PLyIi2bdjxw4CAwMBVCxJlugOk4jkrTsCk+8s\nXbnDdEegS5q9cOECHTt25PTp03zzzTdUrFjRJe1mh1+TOhgfHyzJd5j8mtTJ9xhERCTrtm3bRqtW\nrShWrBhRUVH87W9/czokKQBUMIlI3irfOLkb3qHo5GLJBd3xEhMT6dGjB9u2bWPJkiXUrVs3123m\nRLEGtSkfPoGLG7bh16ROgeyOd2nzzgIdv4hIVm3evJnWrVtTqlQpoqKiqFatmtMhSQGhgklE8l75\nxi4dt/TSSy+xdOlSJk2aRIcOHVzWbk4Ua1C7wBYaGoMlIoXFxo0badOmDaVLlyYqKkoPNZds0Rgm\nESlQPvzwQyZMmMDgwYN55plnnA6nQNMYLBEpDNavX0/r1q0pW7Ys69atU7Ek2aaCSUQKjOXLlzN4\n8GBCQkJ49913nQ6nwLsyBgtvL43BEhGPFB0dTdu2bSlfvjzr1q3jjjvucDokKYDUJU9ECoRt27bR\nvXt3AgIC+Pzzz/H29nY6pALPE8ZgiYhkZM2aNYSEhFC1alUiIyO57bbbnA5JCigVTIWABnVLQXf4\n8GE6dOjALbfcwvLlyylevLjTIXmMgjwGS0QkIytXrqRz587UqFGDNWvWUKZMGadDkgJMBZOH06Bu\nKejOnTtHcHAw586dY8OGDZQrV87pkERExI0tW7Ys9YHmq1evpnTp0k6HJAWcxjB5OA3qloIsISGB\nrl27smvXLr744gv8/f2dDklERNxYeHg4oaGh3HfffURGRqpYEpdQweThNKhbCiprLc8++ywrV65k\nypQptG7d2umQRETEjS1cuJCuXbvSoEEDVq9ezc033+x0SOIh1CXPw2lQtxRU77//PlOnTmXo0KH0\n79/f6XBERMSNzZs3j549e9KkSRMiIiIoWbKk0yGJB1HBVAhoULcUNF9++SUvvfQSDz30EGPGjHE6\nHBERcWOzZ8+mT58+BAYGsmzZMk0MJC6nLnki4lY2bdrEo48+SsOGDZkzZw5eXvo1JSIi6ZsxYwZ9\n+vShZcuWmkVV8oz+EhGPFUMMYxhDDDFOhyJZdODAATp27Mjtt9/O0qVL8fPzczokERFxU5MnT6Z/\n//60bduWpUuXcsMNNzgdkngodckTjxRDDEEEEUccvvgSSSSNaex0WJKJ33//neDgYOLi4oiOjqZs\n2bJOhyQiIm5qwoQJvPDCC4SEhLBw4UKKFi3qdEjiwXSHSTxSNNHEEUciicQRRzTRTockmYiPj+eh\nhx5i3759hIeHU7NmTadDEhERN/XOO+/wwgsvEBoaSlhYmIolyXMqmMQjBRKIL754440vvgQS6HRI\nBdqlzTs5M2EulzbvdHnb1loGDBhAZGQk06dPp0WLFi4/hoiIeIa3336boUOH0q1bN+bPn4+vr6/T\nIUkhoC554pEa05hIIokmmkAC1R0vFy5t3snR0Oex8fEYHx/Kh09w6ayLY8eO5ZNPPuH111+nV69e\nLmtXREQ8h7WWkSNHMnLkSB577DE+/fRTihTRn7GSP/STJh6rccp/kjsXN2zDxsdDYhKWeC5u2Oay\ngmnBggUMHz6cHj16MHLkSJe0KSIinsVay2uvvcbo0aPp06cP06dPx9vb2+mwpBBRwSQimfJrUgfj\n44Ml+Q6TX5M6Lml3w4YN9OrVi6ZNm/LJJ59gjHFJuyIi4jmstQwdOpTx48fz5JNPMmXKFD1uQvKd\nCiYRyVSxBrUpHz6Bixu24dekjkvuLv3000906tSJO++8k8WLF2vAroiIpGGt5fnnn2fixIkMGjSI\nSZMm6eKaOEIFk4hcV7EGtV3WDS82Npb27dsDsGLFCkqXLu2SdkVExHMkJSXxzDPPMGXKFJ5//nne\ne+89FUviGBVMIpJvLl++TGhoKAcOHCAyMpLq1as7HZKIiLiZpKQknnrqKWbMmMHQoUMZO3asiiVx\nlDqBiki+sNbSr18/vvnmG2bNmkXTpk0djSdPpko/GgPfjUn+KiIi2ZaYmEjfvn2ZMWMGr732mool\ncQu6wyQi+WLkyJF89tlnvPXWWzzyyCOOxpInU6UfjYGwIEiMA29feDgSymuWRhGRrEpISKBXr158\n/vnnjBo1itdff93pkEQA3WESd6Kr8x5rzpw5jBw5kt69ezN8+HCnw7l2qvT45KnSc+1QdHKxZBOT\nvx6Kzn2bIiKFRHx8PD169ODzzz9nzJgxKpbEregOk7gHXZ3PthhiCsSDeaOjo+nXrx8PPPAA06ZN\nc4uuFa6cKv3S5p1c3LCNG/zvoKi37/9+hu8IdF3AIiIeLC4ujm7durF48WLeffddhgwZ4nRIItdQ\nwSTuIb2r8yqYMhRDDEEEEUccvvgSSaRbFk0//vgjXbp0oXr16ixatAhfX1+nQwJcN1X61V37zvj4\nUGHWxxQtcSi5WNLPr8cxxtwBzAFuAyzwsbX2A2PMLcACoDJwAOhqrT3jVJwiBcmlS5d46KGHiIiI\nYOLEiTz77LNOhySShrrkiXu4IzD5qrzx1tX5LIgmmjjiSCSROOKIJtrpkNI4efIkwcHB+Pr6EhER\nwU033eR0SNco1qA2Nz//eK7GLv21a9+fOyz8/R8qljxXAvCitfYeoBEwyBhzDzAMiLTW3gVEprwW\nkeu4ePEinTt3JiIigilTpqhYErelO0ziHso3Tu6GdyhaV+ezIJBAfPFNvcMUSKDTIV3j4sWLdOrU\niaNHjxIdHU2VKlWcDilPuLJrX7YdjdH/L/nMWnsMOJby/TljzB6gAtAJUv8nnA1EA684EKJIgfHn\nn38SEhJCVFQUM2fOpG/fvk6HJJIhFUziPso39pg//HaeOcC22P3UKV2d2jdXdnn7jWlMJJHXHcN0\nZXxNbrqdZVdSUhK9evVi48aNhIWF8fe//z1fjuuEXHfty2nRozF/jjPGVAbqAN8Bt6UUUwC/kdxl\nT0QycP78eTp06MC3337L7Nmzefzxx50OSSRTKphEXGznmQM8HzOF+KQEfLyKMKHxwDwrmjIbt5Qn\nU2dnwauvvkpYWBjvvPMODz74YJ4fz2nFGtTO2fuam6JHY/4cZYwpASwCnrfWnr16IhNrrTXG2Az2\nexJ4EuDOO+/Mj1BF3M7Zs2dp3749Gzdu5LPPPnP8MRMiWaExTCIuti12P/FJCSRhiU9KYFvsfkfi\nyJOps69jxowZjB07lqeeeooXX3wxz49XoOVmGnKN+XOMMcaH5GJpnrU2PGXxcWNMuZT15YAT6e1r\nrf3YWlvfWlu/TJky+ROwiBv5/fffad26Nd999x3z589XsSQFhu4wibhYndLV8fEqknqHqU7p6o7E\nkd/ja1avXs2AAQNo06YNH374oVtMH+7WrhQ9OZmGXGP+HGGSf6hnAnuste9dtWop0AsYm/J1iQPh\nibi106dP07p1a3744QfCwsLo3Lmz0yGJZJmxNt2eAwVa/fr17ZYtW5wOQwqxvB7DdMX1xijl1xim\nnTt30qRJEypVqsT69espVapUnh3Lo7jxxA2u+Nkxxmy11tZ3cWiOMcY0Bb4FdgBJKYuHkzyOaSFw\nJ3CQ5GnFT2fWlvKUFCanTp2iZcuW7Nmzh/DwcIKDg50OSQTIep7SHSaRLMjuH4+1b66cp4XSlZiu\nHqNUYVbvNM8AyvH4mmw4duwYwcHBFC9enIiICBVL2eGmE504Nf7N3Vlr1wMZ3ToNys9YRAqKEydO\nEBQUxP79+1m6dClt2rRxOiSRbFPBJHId7vrH49VjlHzLx+K7/Qkwifk6a9qFCxcICQnh1KlTfPPN\nN9xxxx15fkzJe9eMfyN5/Js7/MyLSMFy7NgxgoKCOHDgAMuXLycoSNcVpGDSpA8i1+HE5AlZcWWM\nEt5e3FD5HJCQswkEcijx0HrCX2mAz6ktzJ8/n3r16uX5MSV/XP2zle/PlxIRj3D48GGaN2/Or7/+\nyldffaViSQo03WESuQ5HH06aiaufAXSDv8HsfDJnEwjkxNEYEue34JE7E+j+jA8+9W7N2+NJvsr1\n85A9sL8AACAASURBVKVEpFD79ddfadGiBSdPnuTrr7+mSZMmTockkisqmMSjxFy4QPS5CwSWLE7j\n4sVd0qY7//F4zRilmtXybQKBmLAxNLAJFPEGTJKeA5TCiQcF55X8GP8mIp7nl19+oUWLFvz++++s\nXr3aox9eLoWHCibxGDEXLhC072firMX3N0PkXVVdWjS5/R+P+TSBQEREBKMnLCdqoBfexmD0HCDA\nfce6iYjkl/3799OiRQsuXLhAZGSkumqLx9AYJvEY0ecuEGctiUCctUSfu+B0SB5n+/btdOvWjUu3\n1CExdBWmyZv5NsGEu3PXsW4iIvnhxx9/pFmzZly6dIm1a9eqWBKPojtM4jECSxbH9zeTfIfJGAJL\nuubukiQ7fPgwwcHB3HLLLSxbtowbypeH6hrEe4W7jnUTEclru3btIigoCGsta9eupXZt3V0Xz6KC\nSTxG4+LFibyrqsvHMAmcO3eODh06cO7cOdavX0/58uWdDsntuPNYNxGRvPLDDz/QsmVLvL29Wbt2\nLTVr1nQ6JBGXy7RgMsbcktn66z3JXCS/NS6uQsnVEhIS6N69Ozt37iQiIoJ7773X6ZDcVoEY61bI\nKa+JuM5//vMfWrVqhZ+fH1FRUfztb39zOiSRPHG9O0xbAUv6Tza3QFWXRyQibsNay+DBg1mxYgXT\npk3Llye053amuRhiiCaaQAJpjMZWSRrKayIusHnzZlq3bk2pUqWIioqiWrVqTockkmcyLZistVXy\n8uDGmLbAB4A3MMNaO/Yv6wOBJcAvKYvC7f9n777jmyz3/4+/ri7AWhVBNogc+KqIAwS0jp+BggJl\niWxFwYGiqLgO7oF7ghtQQQFZB5ANAi0F5fQoIo66jqhoZQkVoVZK2ub6/ZHCqaUjbZPcSfp+8uDR\nkTT53AnlzjvXdX0ua8cFsiYR+Z8JEybw2muvcddddzFy5MiA319VO82lk04SSbhxE0ccKaQoNMnf\nBPq8JlIdpKen061bN+rUqUNqairNmzd3uiSRgPKpS57xusIY80Dh182MMR2rcsfGmGjgVaA70BoY\nYoxpXcJVP7DWnlX4V2FJJEgWLlzIHXfcwWWXXcZTTz1V/g/4QVU7zaWRhhs3BRTgxk0aaYEpVMJe\nIM5rItXBBx98wMUXX0y9evVYt26dwpJUC762FX8NSASGFn6djTfsVEVHYIu19kdrrRuYDfSp4m2K\niB9s3LiRoUOH0rFjR6ZPn05UVHB2IDjUaY7oqEp1mnPhIo44ookmjjhcuAJTqESCQJzXRCLa2rVr\n6datG40bN2bdunU0bdrU6ZJEgsLXLnnnWGvbGWM2A1hr9xpj4qp4342BzCJf/wqUtB30ecaYL4Bt\nwJ3W2q+qeL8iUoaff/6ZXr16Ub9+fRYtWkStWrWCdt9V7TSXSCIppGgNk/giEOc1kYi1evVq+vTp\nQ4sWLUhJSaF+/fpOlyQSNL4GprzCKXQWwBhzAuAJWFX/8ynQzFr7pzGmB7AQaFXSFY0xI4GRAM2a\nNQtCaSKhparNEgD27dtHcnIyubm5pKamOnJCrGqnucTCPyLlcOq8JhJ2VqxYwaWXXsrJJ5/MmjVr\nOOGEE5wuSSSofJ1n8xLwHlDPGPM48CHwRBXvextQdCy3SeH3DrPW7rfW/ln4+XIg1hhTt6Qbs9ZO\ntta2t9a21y+yVDeHmiX8/tSbbO83htyNGRW+jby8PPr37893333HggULaN26pCWFIhEjEOc1kYiz\nePFi+vbtS+vWrUlNTVVYkmrJpxEma+27xphNQBLeVqx9rbXfVPG+NwKtjDEn4Q1Kg/nfXHIAjDEN\ngF3WWlu4GDcKyKri/YpEnL81S8DbLKEiozTWWkaNGsWaNWuYOnUqnTt3DmC1Is4L0HlNJKLMnz+f\nwYMH07ZtW95//31q167tdEkijqjIxrW/AbOKXlaVDf6stfnGmNHA+3jbik+x1n5ljLmh8PKJQH9g\nlDEmHzgADLbW2srep0ikOtQswZJXqWYJzzzzDG+99Rb3338/w4cPD0yRYaqsqY7+mAYpwRXI85pI\nJJkzZw6XX345HTt2ZMWKFRx77LFOlyTiGFNW/jDG/MT/NvhrBuwt/Pw44JdQ3c+iffv29pNPPnG6\nDJGgquyL97lz5zJo0CCGDBnCu+++izEl7efpTG1OK2tfqKruGVUdGGM2WWvbO11HUaFyXtN5SkLZ\njBkzuOqqqzj//PNZtmwZCQkJTpckEhC+nqd82rjWGPMG8F7hOiKMMd2Bvv4oVET8ozLNEtLT07ny\nyis5//zzmTJlSsDCUvFgAYRFgCprqmNVp0GKM3ReEynb1KlTueaaa3C5XCxZsoT4+HinSxJxnK9d\n8s611l536Atr7QpjzDMBqklEguCHH36gd+/eNGnShIULF1KzZs2A3E/xYLF/zkr+nLMyLEZmyprq\nWNVpkOI4nddEinnjjTcYOXIkXbt2ZeHChRx11FFOlyQSEnwNTNuNMfcDMwq/vhzYHpiSRCTQfv/9\nd5KTk/F4PKxYsYK6dUtsPukXxYOFgbAZmSlrX6iq7hkljtN5TaSIV199ldGjR9O9e3cWLFgQsDfR\nRMKRr4FpCPAQ3hasAOsLvyciYcbtdtOvXz9++ukn1qxZQ6tWJW5t5jfFgwVA9pyVYTMyU9ZUx6ru\nGSWO0nlNpND48eO5/fbb6d27N3PnzqVGjRpOlyQSUnxtK/47cKsxJsH7pXdvJBEJL9Zarr32Wtat\nW8eMGTO48MILg3K/xYOFRmbEaTqviXg988wzjB07lssuu4yZM2cSFxfndEkiIcenjWuNMacbYzYD\nGcBXxphNxhi9yhEJM48++ijTp09n3LhxXH755c4UsT2dmp4l1B7YUmFJHKPzmgg8/vjjjB07lsGD\nBzN79myFJZFS+DolbxJwu7V2LYAxxgVMBs4LUF0i4mczZszgoYce4qqrruL+++93pojt6fCvJChw\nQ3QcDEiBRonO1CLVnc5rUm1Za3n44YcZN24cw4YNY8qUKcTE+PqSUKT68WmECYg/dFIBsNamAeoz\nKRIm1q9ff7hN7OTJkwPSPtwnmWnesGQLvB8z05ypQ0TnNammrLXcd999jBs3jquvvpqpU6cqLImU\nw9ffkB+NMQ8A0wu/vgL4MTAliQj4b7PX7777jr59+9KiRQsWLFjg7JSLpi7vyNKhEaamLudqkepO\n5zWpdqy13HXXXTz//PNcf/31vPbaa0RF+freuUj15Wtguhp4BFhQ+PUHhd8TkQAoabPXyoSm3bt3\nk5ycTExMDMuWLaN27doBqLYCGiV6p+FlpnnDkqbjiXN0XpNqxVrLmDFjeOmll7j55pt58cUXnZtt\nIBJmfO2Stxe4JcC1iEih4pu9VmavotzcXPr27cu2bdtYu3YtLVq0CFC1FdQoUUFJHKfzmlQnHo+H\n0aNH8/rrr3P77bfz3HPPKSyJVECZgckYs7isy621vf1bjojAkZu9HrFX0fb0MkdpPB4Pw4cP59//\n/jdz587l3HPPDUrdIqFO5zWpbjweDyNHjuStt97i7rvv5oknnlBYEqmg8kaYEoFMYBbwEaDfMBEf\npJNOGmm4cJFIxUdTim/2+rfRJR86zT3wwAPMmTOHp59+mgEDBlT1cErlr3VWIamcUCphS+c1qTYK\nCgq4+uqrmTZtGg888ACPPPKIwpJIJZQXmBoAXfHufj4UWAbMstZ+FejCRMJVOukkkYQbN3HEkUJK\npUNTiSGkpE5zRV7QT5kyhSeeeILrrruOu+66q/IHUkRJwchf66xCktqfRzKd16RayM/P58orr2TW\nrFmMGzeOBx54wOmSRMJWma1RrLUF1tqV1tqrgHOBLUCaMWZ0UKoTCUNppOHGTQEFuHGTRpp/7+BQ\npzkTfUSnuZSUFK6//npuHdCR14c3w+z4T5Xv7lAw+v2pN9nebwy5GzOAYuus8rzrrCpym3snTD98\nWyFH7c8jls5rUh3k5eUxZMgQZs2axVNPPaWwJFJF5TZ9MMbUAJLxvhvXHHgJeC+wZYlUXnpODmnZ\nObgS4kmM99+2Kr5Os3PhIo64wyNMLlx+qwEotdPc119/zWWXXcagC5sx/rwvMf/ZBBufqPLoSGkN\nKMpdZ1WKsBiZUvvziKbzmkSygwcPMmjQIBYtWsQLL7zAbbfd5nRJImGvvKYP04A2wHLgEWttiL4d\nLE6p6lodv9eTk0On77fgtpa4nYa1rVr6JTRVZJpdIomkkBLYx6VYp7ldu3bRo0cPatWqxStj+2O+\ner7UKXtlKWnqXWnBqMx1VmXwRwfAgFP784hVlfOaMWYK0BP4zVrbpvB7DwPXAbsLr3avtXa5X4sW\n8VFubi79+/dn2bJlvPzyy4werYFTEX8ob4TpCiAHuBW4pchCQQNYa+0xAaxNQlxl1upUpElAZRoK\nTMv+hoM2CojhoM1nWvY3JMa39/WQSlXSNLuyjjWx8E8w/PXXX/Tq1Yvdu3ezfv16jmvohm9fPnJ0\npIwmBrkbM8ies5L9s5ZTo/5e7PpszE0Pk94QUt2LuXDSxbT/b8MjnotS11mVobIjU0Gn9ueRqirn\ntbeBV4Bpxb4/3lr7nJ/rFKmQAwcO0LdvX1atWsXEiRO5/vrrnS5JJGKUGZistdr+WUpV0RBRkalY\nlZ62lbARdp4NFjD5kLAJqHpgCvg0u0ryeDxcccUVfPLJJ7z33nucffbZ5G7MwO25k1on7ic2cZD3\nRX8ZTQwOP9YH3dRouI9GAzMw0R7Sdw6n+/ke8mIscQXzWHHCA1zUYViVa67syJSIP1TlvGatXW+M\nae6/akT8Iycnh969e7N27Vreeustrr5aezCL+JMCkVTaoRARTbRPIaIiTQIq21DgyviziGs1GtPw\ndeJajebK+LMqckilOjTN7lEerXTXu0AYO3Ys7733HuPHj6dPnz6Hw8/up9eROSaD3G0J3itmpkH+\nwcJpegf/1sTg8GNtLbWa7cNEezBRkNa0gLxYS0EMuGMsG3If9wYvP6jZoQ21xwwrOSxtT4ePnvTb\nfYkEwc3GmC+MMVOMMbVLu5IxZqQx5hNjzCe7d+8u7WoiFZKdnU2PHj1IS0vj7bffVlgSCYBymz6I\nlKaia3UqMhWrstO2EkkkLf5F0uLTcHG1X4NNMKfZ+WLixIk899xzjB49mltuuQUoY31QrTqAx/uD\n1lP4tVfRxzp3Rx1gOxYPru3RxOXn4cYS5wFXpoW4tMBOU1M7bwk/rwOP4h3XfhR4HijxFau1djIw\nGaB9+/Y2WAVK5Nq/fz/du3fno48+YsaMGQwZMsTpkkQikgKTVElFQkRFpmJVZdpWqAWbQFixYgU3\n3XQTycnJjB8//vBGhKUGzQNZeAeUPd6PB7IO31bxx9o0zobMNM5r6mLFFyvZkPs4rkzLebtrgMsV\nkOM5tF7t6KabiMk/iMGDzXdjChtWRPQGuRLWrLW7Dn1ujHkDWOpgOVKN/PHHH1xyySV8+umnzJ49\nm/79+ztdkkjEUmCSoKpIk4DKNBSoDj7//HMGDhzImWeeyezZs8nf/C3ZRcJEiUGzqQtiapTaJvuI\nx7pwVOeiRolctL2bd2TJ5QrIaE/R9Wo5Tf6kUX8gCqzH4v6zKTYc2pBLtWWMaWit3VH45aWAuslK\nwP3+++907dqVL7/8knnz5tGnTx+nSxKJaApMEtI0svB327ZtIzk5mWOPPZYlS5YQ883WEsPEEY9V\nVdpkB7hbXNFphAd/iWf77NOp1fQPDmyrTXxNC4RBG3KpFowxswAXUNcY8yvwEOAyxpyFd0reVkCt\nySSgdu/eTdeuXfn2229ZuHAhPXr0cLokkYinwCQhKyw2OA2iP//8k169erFv3z4+/PBDGjduzN5/\npfoeJkK0TXbRaYRER+PefTwHdx6LiY2lbuGUwrBoQy4Rz1pb0gKRt4JeiFRbu3btokuXLmzZsoXF\nixdz8cUXO12SSLWgwCQhKyw2OA2SgoIChgwZwhdffMGSJUs488wzgTDa06gMxacRAkeMKqoNuYhU\ndzt27KBz58788ssvLFu2jM6dOztdkki1ocAkVRLIKXOREAb85bbbbmPp0qW89tprdO/e/fD3q9Ic\nI5SmOxafRli8nrBZz1bG5sAiIpX166+/0rlzZ3bs2MHKlSu58MILnS5JpFpRYJJKC/SUOW1w6vXi\niy/y8ssvc8cddzBq1KgjLq9MmAjF6Y6hFOAqRS3RRSQAfv75Zzp37syePXt4//33Oe+885wuSaTa\nUWCSSgvGlLmwGVkoiR9GGxYtWsRtt93GpZdeyjPPPOO30kJtumNFA1xIhqvMNG9YsgXej4Ut0UVE\nKuunn36iU6dO7Nu3j9WrV9OxY0enSxKplhSYpNI0Za4Mfhht2LRpE0OHDqV9+/bMmDGDqKgov5UX\nas9dRQJcKI6OAd5gHB1Xaut2EZGK2LJlC506deKvv/4iJSWFdu3aOV2SSLWlwCSVpilzZajiaMMv\nv/xCz549OeGEE1i8eDFHHXWUX8sLteeuIgEu1EbHDqtK63YRkSK+/fZbOnfuTF5eHqmpqYcb/YiI\nMxSYpEqqw5S5dNJJIw0XLhLx8UVwFUYb9u/fT3JyMgcOHGDNmjU0aNDA558tS/HjqOxzF4jpcBUJ\ncL6EK8em7IVo63YRCR9fffUVSUlJAKSlpXHaaac5XJGIKDDJ31QqHIQjH6fMpZNOEkm4cRNHHCmk\n+Pa4VHK0IS8vjwEDBvDtt9+yYsUKv50oK30cxQRyOpyvAa68cBWyU/ZERMrx+eef06VLF2JjY0lN\nTeWUU05xuiQRQYFJivDXi+qShNwifR+nzKWRhhs3BRTgxk0aab4/JhUcbbDWctNNN7Fq1Sreeust\nunTp4vPPlqdKx1FEqEyHKytchUqNIiIV8emnn9K1a1eOOuooUlNTadWqldMliUghBSY5zF8vqosL\nyXf8fZwy58JFHHGHQ6SLkq/ni/JG75599lneeOMN7r33Xq6++upK309J/HUcodYsoiThUKOISFEf\nf/wxl1xyCccccwxr166lRYsWTpckIkUoMDkgY+9WNmdtoW2dlrSp3dzpcg7zZzgoKtDv+Fdq9MrH\nKXOJJJJCSpWnKZY3ejdv3jzGjh3LoEGDePTRR32+XV+P3V/HEWrNIkoSDjWKiBzy73//m27dulG3\nbl3Wrl3LiSee6HRJIlKMAlOQZezdypj018nz5BMbFcOExFEhE5r89aK6uEC+41+l0Ssfp8wlFv6p\nirJG7/7zn/8wbNgwzjvvPN5++22f24dX9NgPHUfuxgz2bphe6TARDo0+/FljyE0nFZGIsX79epKT\nk2nYsCGpqak0adLE6ZJEpAQKTFWQnpNDWnYOroR4EuPjffqZzVlbyPPk48GS58lnc9aWkAlM4J9w\nUFwg3/EPl/UqpY3e/fTTT/Tu3ZvGjRuzcOFCatas6fNtVubYQ3J6ZAjT4yUigZKamkqvXr1o1qwZ\nKSkpNGrUyOmSRKQUCkyVlJ6TQ9L3P+K2lridhpRWLXwKTW3rtCQ2KubwCFPbOi2DUK3zAjUq4fR6\nlapMidu7dy89evQgPz+fZcuWccIJJ1Tovitz7OESMENFWY+XRp5EpLJWrVpFnz59+Mc//kFKSgr1\n69d3uiQRKYMCUyWlZefgtpYCwG0tadk5PgWmNrWbMyFxVEiuYQpHTq5XqeyUOAC3281ll13GDz/8\nwOrVqzn55JMrfP+VOXanA2a4Ke3x0siTiFTW8uXL6devH6eccgqrV6+u8JtlIhJ8CkyV5EqIJ26n\n8Y4wGYMrwbcpeeANTU4HpWqz31IAVXa0xlrLyJEjWbt2LdOnT+eiiy6qdA0VHbnzJWRp5OR/Snu8\nNFInIpWxaNEiBgwYwBlnnMGqVas4/vjjnS5JRHygwFRJifHxpLRqUeE1TKEgkPstBZuT7/RXdrTm\n8ccf55133uHhhx/miiuuCHCVRyorZGnk5EglPV4aqRORipo/fz6DBw+mXbt2vP/++xx33HFOlyQi\nPlJgqoLE+PAKSocEar8lJzj5Tn9lpsTNnDmTBx54gGHDhvHggw8GocqK0ciJb9S6XEQqYs6cOVx+\n+eWcc845LF++nGOPPdbpkkSkAhSYqqFA7bfkBKff6a/IlLgPPviAESNGcNFFF/HGG29gjAlwdRXn\n9OMZTsKhvbqIOG/GjBlcddVVXHDBBSxdupSEhASnSxKRClJgqoYCtd+SE8Llnf7vv/+evn37ctJJ\nJ7FgwQJq1KjhdEklCpfHU0QkHEydOpVrrrmGTp06sXjxYuLDcFaKiCgwVVuB2G/JKaH+Tv+ePXvo\n0aMHUVFRLFu2LOQX+Vb28VSzCBGR/5k8eTLXX389F198MQsXLqRWrVpOlyQilaTAJBJAubm59O3b\nl8zMTFJTU/nHP/7hdEkBoWYRIiL/88orr3DzzTeTnJzMvHnzKrQpuYiEniinCxCJVB6Ph6uvvpoN\nGzYwbdo0zjvvPKdLCoh00nnCPY5NZ2R5m0XkeZtFiIhUR+PHj+fmm2+mb9++LFiwQGFJJAJohEkk\nQB566CFmzZrFk08+ycCBA50uJyAOt6g/7yCx82Ba/zM4+4s6ahYhItXS008/zd13382AAQN49913\niY2NdbokEfEDjTCJBMDUqVN57LHHuOaaaxg7dqzT5QTM4Rb1xkNeTcOX97bSdDwRqZYeffRR7r77\nboYMGcLMmTMVlkQiiEaYpFpIJz1oXQFTU1MZOXIkXbp04fXXXw/J9uH+8rcW9SaO7uffRk0UlkSk\n+rDW8uCDD/LYY48xbNgwpk6dSnR0tNNliYgfKTBJxDs8baxw36kUUgIWmr7++mv69evHySefzLx5\n8yL+HcZIalEvIlJR1lruuecenn76aa655homTZqksCQSgRSYJOIdnjZGAW7cpJEWkBf2u3btIjk5\nmZo1a7Js2bJqs5N7JLWoFxHxlbWWO+64g/Hjx3PDDTfw6quvEhWllQ4ikUiBSSLe36aNEYcLl9/v\n46+//qJ3797s2rWLdevWceKJJ/r9PkREJDRYa7nlllsOtw9/8cUXI3r6tUh1p8AkES/Q08Y8Hg/D\nhg1j48aNLFiwgA4dOvj19kVEJHR4PB5uvPFGJk2axO23385zzz2nsBQg2hBdQoUCUzHpOTmkZefg\nSognMT7e6XLETwI5bezuu+9mwYIFvPDCC/Tt2zcg9yEiIs4rKCjguuuuY+rUqdx999088cQTCksB\nog3RJZQoMBWRnpND0vc/4raWuJ2GlFYtFJqkTJMmTeLZZ5/lxhtvZMyYMU6XIyIiAZKfn8+IESOY\nMWMGDz74IA8//LDCUgAd2LAZm5fn3RAd74boCkziFK1OLCItOwe3tRQAbmtJy85xuiQJYStXruSm\nm26iR48emr8uIhLB8vPzGTZsGDNmzODRRx/lkUce0f/5AVbr/LaY2FiIjsLExmpDdHGURpiKcCXE\nE7fTeEeYjMGVoNGlQAmVqY8Ze7eyOWsLbeu0pE3t5j7/3BdffMHAgQM5/fTTmT17NjEx+lUSEYlE\neXl5DBkyhPnz5/P000/zz3/+0+mSqoWaHdrQaMEErWGSkKBXeUUkxseT0qpFSLyQj2ShMvUxY+9W\nxqS/Tp4nn9ioGCYkjvIpNG3fvp3k5GSOOeYYli5dSkJCgl/r0iJXkdBkjJkC9AR+s9a2Kfze8cAc\noDmwFRhord3rVI3iXwcPHmTQoEEsWrSI8ePHa+p1kNXs0EbnQQkJmpJXTGJ8PPc0qKewFEChMvVx\nc9YW8jz5eLDkefLZnLWl3J/5888/6dmzJ3v37mXp0qU0btzYrzUdWuT6+1Nvsr3fGHI3Zvj19kWk\nSt4GuhX73t1AirW2FZBS+LVEgNzcXPr168eiRYt45ZVXFJZEqjEFJgk6V0I8ccYQDY5OfWxbpyWx\nUTFEYYiNiqFtnZZlXr+goIChQ4fy+eefM3fuXM466yzAG3L2Tpjul3Dzt0Wued5FriISGqy164Hf\ni327D/BO4efvAGqVGQEOHDhAnz59WLFiBZMnT+amm25yuiQRcZCjU/KMMd2AF4Fo4E1r7VPFLjeF\nl/cA/gKGW2s/DXqh4lehMvWxTe3mTEgc5fMapttvv50lS5bw6quv0qNHD8D/bU8PLXK15GmRq0h4\nqG+t3VH4+U6gvpPFSNXl5OTQu3dv1q5dy5QpUxg+fLjTJYmIwxwLTMaYaOBVoCvwK7DRGLPYWvt1\nkat1B1oV/j0HeL3wo4S5xPjQWCPWpnZzn9YtvfTSS7z00kvcdttt3HjjjYe/7++2p1rkKhK+rLXW\nGGNLu9wYMxIYCdCsWbOg1SW+y87OJjk5mQ0bNjBt2jSuuOIKp0sSkRDg5AhTR2CLtfZHAGPMbLxT\nG4oGpj7ANGutBf5jjDnOGNOwyLt5IgG3ZMkSbrvtNvr06cOzzz77t8t8GRGqaBOH0ha5hkpnQRH5\nm12HzkvGmIbAb6Vd0Vo7GZgM0L59+1KDlThj3759dO/enY8//phZs2YxcOBAp0sSkRDhZGBqDGQW\n+fpXjhw9Kuk6jYEjApPeuZNA+PTTTxk8eDDt2rXj3XffJTo6+m+XlzciVJkpeyUFo1DpLCgiR1gM\nXAU8VfhxkbPlSGXs3buXbt268emnnzJ37lz69evndEmRbXs6ZKZBUxc0SnS6GpFyRUxbcb1zJ/6W\nmZlJz549qVu3LkuWLCG+lIBSVtvTik7ZKy0YldRZUIFJJLiMMbMAF1DXGPMr8BDeoDTXGHMN8DOg\nYYkwk5WVxcUXX0xGRgYLFiygV69eTpcU2banw7+SoMAN0XEwIEWhSUKek4FpG9C0yNdNCr9X0euI\n+N3+/ftJTk4mJyeHDRs20KBBg0rdTkWbOJQWjLSpsojzrLVDSrkoKaiFiN/s3r2bLl268N1337Fw\n4UK6d+/udEmRLzPNG5ZsgfdjZpoCk4Q8JwPTRqCVMeYkvCFoMDC02HUWA6ML1zedA+zT+iUJhT1Q\n1QAAIABJREFUtPz8fAYOHMjXX3/NihUraNMmeE0cEjN3EWc8uKOiiIv6XzAKlc6CIiKRYufOnSQl\nJfHjjz+yZMkSunbt6nRJ1UNTl3dk6dAIU1OX0xWJlMuxwGStzTfGjAbex9tWfIq19itjzA2Fl08E\nluNtKb4Fb1vxEU7VK9WDtZbRo0fz/vvvM3nyZL+cQH3dqTx3YwbN+t3GO/9ozMdtTyF5aM+/BaNQ\n6SwoIhLutm/fTufOncnMzGT58uV06tTJ6ZKqj0aJ3ml4WsMkYcTRNUzW2uV4Q1HR700s8rkFtFuc\nBM3zzz/PpEmTGDt2LNddd11Q7/vQeqd2X/1Iu2+3cvyJTaDD6UGtQUQk0mVmZtK5c2d27tzJypUr\nufDCC50uqfpplKigJGElYpo+iFTV/PnzueuuuxgwYABPPPFE0O9fm9aKiATW1q1b6dy5M1lZWaxa\ntYrERL1oF5HyKTCJAB999BFXXHEF5557Lu+88w5RUVFBr0Gb1vomY+9WNmdtoW2dlj5tOiwiQRAG\nbaJ/+OEHOnfuzP79+1m9ejUdO3Z0uiQRCRMKTFLt/fTTT/Tu3ZuGDRuyaNEiatWq5Vgtvq53qq4y\n9m5lTPrr5HnyiY2KYULiKIUmEaeFQZvo77//nk6dOnHgwAFSUlJo166d0yWJSBgJ/tvoIiHkjz/+\nIDk5GbfbzfLly6lXr57TJUkZNmdtIc+TjwdLniefzVlbnC5JREpqEx1CvvnmGy666CIOHjzI2rVr\nFZZEpMI0wiTVltvt5rLLLmPLli2sWrWKU045xemSpBxt67QkNirm8AhT2zotnS5JREK4TXRGRgZJ\nSUkYY0hLS+O0005zuiQRCUMKTFItWWu54YYbSE1N5Z133sHlcjldkvigTe3mTEgcpTVMIqEkRNtE\nf/7553Tp0oW4uDhSU1M5+eSTnS5JRMKUApNUS0888QRTp07lwQcf5Morr3S6HKmANrWbKyiJhJoQ\naxO9adMmunbtytFHH01qaiotW2o0WkQqT2uYpNqZNWsW999/P5dffjkPP/yw0+UclrF3K9O3rCFj\n71anSxGRaiqddJ7kSdJJd7qUSvvoo49ISkrimGOOYd26dQpLIlJlGmGSsJWek0Nadg6uhHgS4+N9\n+pkPP/yQ4cOHc+GFF/LWW29hjAlwlb5R9zcRcVo66SSRhBs3ccSRQgqJhM6okS/+/e9/061bN044\n4QTWrl1Ls2bNnC5JRCKARpgkLKXn5JD0/Y88sGMnSd//SHpOTrk/s2XLFvr27cuJJ57Ie++9R40a\nNYJQqW/U/U1EnJZGGm7cFFCAGzdppDldUoWsX7+eSy65hAYNGrB+/XqFJRHxGwUmCUtp2Tm4raUA\ncFtLWnbZgSkrK4sePXoAsHz5curUqROEKn13qPtbFEbd30TEES5cxBFHNNHEEYcLl9Ml+Sw1NZXu\n3bvTtGlT1q1bR+PGjZ0uSUQiiKbkSYky9m4N6U5kroR44nYa3NYSZwyuhNKn5B08eJBLL72Un3/+\nOWQX/6r7m4g4LZFEUkghjTRcuMJmOt6qVavo06cPLVu2JCUlRfvpiYjfKTDJEcJhPU1ifDwprVqU\nu4bJWsvVV1/NBx98wKxZszj//PODXKnv1P1NRJyWWPgnXCxbtox+/frRunVrVq9eTd26dZ0uSUQi\nkAKTHKGk9TSh+EI+Mb78Zg8PP/wwM2fO5PHHH2fw4MFBqkxERAJt0aJFDBgwgDPOOINVq1Zx/PHH\nO12SiEQorWEKgHBvDx0p62neeecdxo0bx4gRI7jnnnucLkdEpPrYng4fPen9GADz5s2jf//+tGvX\njjVr1kREWMrdmMHeCdPJ3ZjhdCkiUoxGmPwsHKazlScS1tOsXbuW6667jqSkJCZNmuR4+/B00sNu\nXYCISKVsT4d/JUGBG6LjYECKXze1nTVrFsOGDePcc89l+fLlHHPMMX67bafkbsxge78x2Lw8TGws\njRZMoGaHNk6XJSKFFJj8LFyms5UnnNfTfPPNN/Tr14+WLVsyb948YmNjHa0nEvY2ERHxWWaaNyzZ\nAu/HzDS/BaZp06YxYsQILrjgApYtW8bRRx/tl9t12oENm7F5eVDgwZLHgQ2bFZhEQoim5PlZpExn\nCzXpOTk8ufO3cvdb+u2330hOTiYuLo7ly5dz3HHHBanC0oX73iYiIhXS1OUdWTLR3o9NXX652bfe\neovhw4fTqVMnli9fHjFhCaDW+W0xsbEQHYWJjaXW+W2dLklEitAIk59FwnS2UHNok1q3tcTtNKS0\nalFis4cDBw7Qp08fduzYwbp162jevHnwiy3Bob1NDo0whdPeJiIiFdYo0TsNLzPNG5b8MLo0ceJE\nRo0axSWXXMJ7771HrVq1qnyboaRmhzY0WjCBAxs2U+v8thpdkpCWuzGj2v1bVWAKgHCezhaKStqk\ntnhg8ng8XHnllXz00UfMmzePjh07OlMsR65XCte9TUREKq1Rot+m4b388svccsstJCcnM2/ePGrW\nrOmX2w01NTu0qTYvPiV8Vdf1dgpMEhD+3PjWl01q7733XubNm8dzzz1Hv379qnR/VVHaeqVw29tE\nRCQUvPDCC9xxxx307duXOXPmEBcX53RJItVadV1vp8AkfufvToHlbVL7xhtv8PTTT3PDDTdw++23\nV7H6qilpvZKCkohIxT311FPcc889DBgwgHfffdfxBj4i8r/1dpa8arXeToFJ/C4QnQJL26R21apV\njBo1im7duvHyyy8HrX14aW3CtV5JRIIlktcRjBs3joceeoihQ4fyzjvvEBOjlysioaC6rrfT/0AO\n8Od0Nael5+QcMfJzqFPgoRGmQHUK/PLLL+nfvz+nnXYac+bMCdoJtaw24VqvJCLBEKnrCKy1PPjg\ngzz22GNceeWVTJkyhejoaKfLEpEiquN6OwWmIIuEjW0PKa17XTA6Be7YsYPk5GQSEhJYtmxZUDcu\nLG/andYriUigReI6Amst99xzD08//TTXXnstkyZNIipKu5+IiPMUmIIsUja2hbK71wWyU2BOTg69\nevXi999/Z/369TRp0iQg91MaX6fdlTZtT0SkqiJtHYG1ljvuuIPx48czatQoXnnlFYUlEQkZCkxB\nFqzpasHgS/e64kqawlcRBQUFDB06lM2bN7No0SLatWtXmdKrxJdpd2VN2xMRqapIWkfg8Xi49dZb\neeWVV7jllluYMGFC0Najioj4QoEpyCJpY9vyutcV5+sGtGW58847Wbx4MS+//DI9e/asSvlVUt60\nO3XLE5FAi4R1BB6Ph1GjRjF58mTuuOMOnn32WYUlEQk5CkwOiKSNbUvrXlcSXzagLcsrr7zChAkT\nuPXWWxk9enQlKw4OdcsTESlbQUEB1113HVOnTuWee+7h8ccfV1gSkZCkwCRBU5kpfIcsXbqUW2+9\nld69e/P8888HsEr/qGi3vKpOVRQRCad1k/n5+YwYMYIZM2bw0EMP8dBDDyksiUjIUmCSoKnoFL5D\nNm/ezODBg2nbti0zZ84MmxazvnbL88dURRGp3sJp3WReXh5XXnkls2fP5rHHHuO+++5zuiQRkTKp\nBY0EVWJ8PPc0qOdzIMjMzCQ5OZnjjz+eJUuWEB+BQaKkqYoiIhVR0rpJf8vdmMHeCdPJ3ZhR6dtw\nu90MGTKE2bNn88wzzygsiUhY0AiThKz9+/fTs2dP/vzzTzZs2EDDhg2dLikgqjJVUURCgzFmK5AN\nFAD51tr2wbz/QK+b9MdGuQcPHmTgwIEsXryY8ePHM2bMGL/WKCISKApMUqKMvVsd7eSXn5/PoEGD\n+Oqrr1i+fDmnn3560GsIlspOVRSRkNPJWrvHiTuu6LrJiqrqRrm5ubn069ePFStW8Morr3DTTTf5\ntT4RkUBSYJIjZOzdypj01w/vFTUhcVRQQ5O1lptvvpmVK1cyefJkLr744qDdt1Mq0m1QRKQkvq6b\nrIyqbJT7119/0bdvX9asWcPkyZO57rrrAlKjiEigKDDJETZnbSHPk48HS54nn81ZW4IamF544QUm\nTpzIP//5T51YRSRcWGCNMaYAmGStnVz8CsaYkcBIgGbNmgW5vKqp7Ea5OTk59OrVi7S0NKZMmcLw\n4cMDW6iISAAoMMkR2tZpSWxUzOERprZ1WgbtvhcsWMBdd91F//79efLJJ4N2vyIiVXSBtXabMaYe\nsNoY8621dn3RKxSGqMkA7du3t04UWRUV3Sg3Ozub5ORkNmzYwPTp07n88ssDWF3l5G7MqHAIDLrt\n6ZCZBk1d0Cg0Ox+KRDoFJjlCm9rNmZA4KuhrmD7++GOuuOIKzjnnHKZNm0ZUlJo4ikh4sNZuK/z4\nmzHmPaAjsL7sn/KTEHxBvW/fPrp3787HH3/MrFmzGDhwoNMlHcEfjSz8VUepoW17OvwrCQrcEB0H\nA1JC5jkWqU4UmKREbWo3D+o0vK1bt9KrVy8aNGjAokWLqFWrVtDuW0SkKowx8UCUtTa78POLgXFB\nufMqvKAO1Ea3e/fu5ZJLLuGzzz7jX//6F5deeqnfbtufqtrIwh/KDW2Zad7n1hZ4P2amKTCJOECB\nSRz3xx9/kJycjNvtJi0tjXr16jldkohIRdQH3jPGgPe8OtNauzIo91zJF9SB2ug2KyuLrl278tVX\nXzF//nx69epV5dsMlKo0svCXckNbU5c3CB8KxE1dQa9RRBSYxGFut5v+/fvz/fff8/7773Pqqac6\nXZKISIVYa38EznTkzst5QV3aFhElbXTbdmNCldbz/Pbbb3Tp0oX//ve/LFy4kO7du1ft2AKsso0s\n/Knc0NYo0Ttq6NSUyxCc7lkpkXIc4hgFJnGMtZZRo0aRkpLC22+/TadOnZwuSUQkvJTxgrqsLSKK\nb3Sb+HXTKq3n2blzJ0lJSfz0008sXbqULl26+Pc4A6SijSwCcf/lhrZGic68yI+U9VORchziKAUm\nccxTTz3FlClTeOCBB7jqqqtKvZ7Tm+iKiIS0Ul5Ql7VFRPGNbk9ZtYXfK7meZ/v27XTu3Jlff/2V\n5cuX43K5/Hhwkc/p0FaqSFk/FSnHIY5SYBJHzJ49m3vvvZehQ4fyyCOPlHo9pzfRFREJR7kbM2i5\naQuxTaLIw1PiFhFtNyZw2ocHqNVsDp7T27O3Eut5MjMz6dy5Mzt37mTlypVccMEFgTgccUKkrJ+K\nlOOQIwRzWwAFJilTek4Oadk5uBLiSYyP98ttbtiwgeHDh3PBBRcwZcoUChdKl8jpTXRFRMLNoc5r\n9fLy+Of/Hcu2cYPocOb5f/u/M3djBlk3jaBhv08xP3ogpiaN336Dv760vr342J7O3i/eY8wjM/jt\ntxxWrVpFYqLetY8oTq+f8pdIOQ75m2BvC6DAJKVKz8kh6fsfcVtL3E5DSqsWVQ5NW7ZsoU+fPjRr\n1oyFCxdSo0aNMq/v5Ca6IiLh5NAbXO2+/I6WhdPr/vHffXT4zENtV/O/XffAhs3UbLgHE+3BRIH1\nuKlxdCY1xtxT/h1tT8czpzMJ+blM7wM/P/YWpyosRSan1k/5W6QchxwW7G0BFJikVGnZObitpQBw\nW0tadk6VAlNWVhbJyckALFu2jDp16pT7M05toisiEk7+9gbXWa2Y1qYlbTO2lDq9rtb5bcmaWRdb\n8AvggRjfpyrt3jyP2vm5xERBdFQ0px69y78HI38TzGlHIuEi2NsCKDBJqVwJ8cTtNN4TsDG4Eiof\nlg4ePEi/fv3YunUrKSkptGrVyuefDfQmuoGYdigiEkx/e4PLwDdPjSHpw89KfZFds0Mb6rw6lT8/\nnEutZvuJTRzk0zvw33zzDXc98Db/GugNS6YCQUsqLtjTjkTCRbC3BVBgklIlxseT0qpFlcOEtZZr\nr72W9evXM3PmzJBaFByIaYciIsFW/A2uLqe2oHb708v8mYp2Z8vIyCApKQljYtl54bucFPNzldeE\n+Gv0JJ30wx3//LEBb6gI9rQjkXASzA6TCkxSpsT4qo+6PPLII8yYMYNHH32UIUOG+Kky//D3tEMR\nESf46w2u0nz22Wd06dKFGjVqkJqaykknn1zl2/TX6Ek66SSRdHhPqRRSIiY0BXvakYiUTIFJAmra\ntGk88sgjDB8+nPvuu8/pco7gz2mHIiJO8scbXCXZtGkTXbt25eijjyY1NZWWLf3TfMdfoydppOHG\nTQEFuHGTRlrEBKZgTzsSkZIpMEnArFu3jmuvvZbOnTszadKkMtuHOyXQ78qKiIS6sqbFffTRR1xy\nySXUrl3bO7J00kl+u19/jZ64cBFH3OERJhcuv9UYCkJ2Y1uRakSBSQLiu+++49JLL6Vly5bMnz+f\nuLg4p0sqVaDelRURCXVlTYvbsGED3bt3p169eqSmptKsWbMK3W55oyL+Gj1JJJEUUhxbw1TZdVjq\nficSPhSYxO92795Njx49iImJYdmyZRx33HFOlyQiIiUobVrcunXrSE5OpnHjxqSkpNCkSROfb7N4\nCKvz+C14ft9XYjDw1+hJYuGfYKvsOix1vxMJLwpM4lcHDhygT58+bN++nbS0NL9O3xAREf8qaVpc\nSkoKvXr1onnz5qSkpNCwYcMK3ebfQph1s2fsC2BtRAaDyq7DUvc7kfCiwCR+4/F4GD58OOnp6cyb\nN49zzjnH6ZJERKQMxafFrft9G3379qVVq1asWbOGevXqVfg2i4YwjKFGgz+o1eQPDmyrHXHBoLLr\nsNT9TiS8KDCJ39x///3MnTuXZ555hssuu8zpckREpATF184c+rt06VIuu+wyWrduzerVq6lbt26l\nbr9oCItN2MFRu+/BRHuwBZnknR56zX+qorLrsNT9TiS8KDCJX7z55ps8+eSTjBw5kjvvvNPpckRE\nhCM3dC26dqZms7+oN/Z8YhMHsfDjXQwcOJAzzzyT999/n+OPP/6I2yoetMpqWnB4bdJHT2I/BAMQ\nZahxdGZwDjzQtqdDZho0dVGzQ2KlAo+634mEDwUmqbLVq1dzww03cMkll/Dqq6+GZPtwEZFIVDQQ\nfZkTxfzsn7ks4UROj/cwjWlMZSr55B/e0PWUDVuweXnUqP8HDftlYLZ+Sv7Pr7NyXj4vDm3MsHuf\n4OgiYelQKPrk/3aw6ovJdPwggbOfr0Odx28h676Xym9a0NQFUXFYjxuiYr1fh7vt6fCvJChwQ3Qc\nDEiBRpGx75OIlEyBSaokIyOD/v3707p1a+bOnUtMjP5JiYgEQzrpJJGE23MQs/9M8rdOBNuSVTvz\niWl1MwXxn2KxAIc3dG17fi/vmpnm+zHRHgxgCty82tcQFb0Ns6wHbGwHp1/Dvs8asGfsC2RcvI3B\no34g7xJL7G2G2de3pMOSNJ+aFuRuSyBrVhtqNtxD7o661LkggZqNilyhyEhN2ISOzDRvWLIF3o+Z\naeFTu4hUil7dSqXt3LmT5ORk4uPjWbZsGcccc4zTJYmIVBtppOH2HKQgygMH2oKNAWLAQn72WRC/\nCQCDObyh66G1M+4P51JQ8BSmII8oDBiLwWI9HszOj7E7P+bg+62oUa8WX434gbxYS0EUgOWr4VtI\n+qEBuf8pv2nBgQ2byf3lKHJ/agLRURzYsPnw94863RD3xXXgcUNUHGZQKjRKDP39iZq6vCNLh0aY\nImHUTETK5EhgMsYcD8wBmgNbgYHW2r0lXG8rkA0UAPnW2vbBq1LKkpOTQ69evdizZw/r16+nadOm\nTpckIlKtuHAR6zYQDabGJvJNHljA5BOT8BmWaKI9UVy9uy1XRl1D4gneUZCaHdrw7hcf8cGTsTx7\naiPsXzHU7foT4IGowhu3EN9qN9E1jsW1zRJXAG4LcR5wbbMc3aaAGB+aFhTvBhd1/LHeNVRuN55z\nMzn+glxMFNj8XPLS51DQLCH09ydqlOidhheskbFwHIUTiTBOjTDdDaRYa58yxtxd+PXYUq7byVq7\nJ3ilSXkKCgq4/PLL2bRpEwsXLuTss892uiQRkWqn7cYEpj18Oh8l7uWcDZb/Nn2GNYNbM+SEaHAn\nMT86mss+/JSRX2yC6C9hwOnQKJGJEycyatQoXjizM/s/zgOPxb0nnuPO2cYXrizSmoArE1quqIM7\n62jOzcxkzVwPaU2930/cGcf+3w4QdwHUHjOszBqLd4M7sGEz1u0Gj+XA1mOwiVFgPVhPFAd+OYaC\nzCP3JwLKDWZBH5VqlBic8KL1UiIhwanA1AdwFX7+DpBG6YFJQsw///lPFi1axIsvvkjv3r2dLkdE\npNrJ2LuVuZkz2JUURZfVx9Luk2NI3LGFe09eyn8a5ZN0igd3tOGDiyx4IKtWLq6909g4byO33nor\nvXr14pq7H2HPgDuw7jwO7jqO9L6X06fLvbijC4jNM0ybeTTnt+pMXoc76fDHJ5z5yX6ij8pn+5xv\nyP1lHeaFf/s0AnREN7ioKPAUcHD7MWyf1YZaJ+4nd2dd6rw6EKDkEakyRpyKdv5zYlQqoGFN66VE\nQoJTgam+tXZH4ec7gfqlXM8Ca4wxBcAka+3koFQnpXrttdd44YUXuPnmm7nlllucLkdEpNrJ2LuV\nqz6ZQ9bx/0dCQjzzhk5k4gjoHLMPPG7SmoA7GgqiLAeBm5LAGkt0wZu4r83n0ksvZfbs2Xg+/6+3\nJYQxEB3Nhw0yOBhVgCca8Fg+uiCbixu7+OvLfdQ6/1riL2vD3gnTyf3l53KbPZSmZoc21H36dvaM\nfQE8Hg7uqUONrsOo80C3w7dzxIhUOc0lfLlOoFQmrFUoYGm9lEhICFhgMsasARqUcNF9Rb+w1lpj\njC3lZi6w1m4zxtQDVhtjvrXWri/l/kYCIwGaNWtWhcqlNMuXL+fmm2+mV69ejB8/3ulyRESqpbm/\nbeWz47viMVFE2bOo88dXvDdwHYkT6mELorjoFw9x54LbA8aCJ8r7t6AgnzY3t2HOgDnExsayd8Nm\nKCgAa6GggLPnu4k7NYo86yE2P4qL8s4/onV48TVJtc5vW+ERlmOv7E2NU1uUv4dToeL3V1xJNQVL\nRcNahQNWsNdLiUiJAhaYrLVdSrvMGLPLGNPQWrvDGNMQ+K2U29hW+PE3Y8x7QEegxMBUOPo0GaB9\n+/alBTCppM8++4xBgwZx5plnMnPmTKKjo50uSUSkWtof1xCPOQAmCg+wr0ZDANIbwaZa9ej6V3MW\nzz+VlT+spfaeaB574icOxniI8kTz2sDXiI2JBY4MGhedPJTpg3/gPx33cO7HdTm31Rnsz/v7aFLt\nMcP+NgL0n/jPWLb44cP7M/k6Hc7XTVuLr4Eq6Wd8uU6gVDSsVWo0LFjrpUSkVE5NyVsMXAU8Vfhx\nUfErGGPigShrbXbh5xcD44JapQDw66+/kpyczHHHHcfSpUs5+uijnS5JRKTaap1Ql+g/fqWAAojK\nw3P8Ok776hiuXJCBO9bDS+YPln93Ezfe9QsFBw9y4je1eGuo4dHLX+OC6AsO305JQaPnqS1I2rCZ\nWvd7X/hnz1l5RBg4FHbSSadH3jUcvNNN3C1RTBtwBrUDMB3Ol3DlawDzt4qGNSdHw0Sk8pwKTE8B\nc40x1wA/AwMBjDGNgDettT3wrmt6zxhzqM6Z1tqVDtVbbWVnZ9OzZ0/279/Phg0baNSoUfk/JCIi\nAZGek8OYX7djMUQTRa8m/6V7zOv8a+RXuPNfJj53F8dlNWNZgx849ezGmLWb+LPgVFKumENUVNTh\n6XOfn38W6U3r42p9EolFXuQXDx5lhYE00nDH5OMxkGc9fHxhNr2qYQCoSFhzcjRMRCrPkcBkrc0C\nkkr4/nagR+HnPwJnBrk0KSI/P5/BgweTkZHB0qVLOeOMM5wuSUSkWkvLzsFtLR4gGkODAy7G/LqX\ng/ZsPD9M5sTdKzn2YBYfFezlwh07ODWuNlFfZ5H1zxeIO+P/WP3OQhZcdDbzPW4Ktu8kLsqQ0qoF\nifHxJd5fWWHAhYs4UwO3dRNHNMm9H6ZmawWA8jg1GiYilefUCJOEOGstt956K8uXL2fixIl069bN\n6ZJERKo9V0I8cTsNbmuJMwYshQHKgI1jT82TOe7gf7B4+PHU4zjtxwPgzmP/tMUs7tqasU/eRH50\nNNYYMN6fTcvOKTUwlSWRRFJIIc2k4Yp1kdja/+tsMvZuZXPWFtrWaUmb2s39fvsiIr5QYJISTZgw\ngddee40777yT66+/3ulyREQESIyPJ6VVC+b89iv52f+FP7YSzYkUAGDYeVRLTsj+ntr5e2j9Yy6f\ndsjmvQG7OBhTh82NO5AXEw0mCqzFWEtcVBSuhIqHpcP1FP4JhIy9WxmT/jp5nnxio2KYkDhKoUlE\nHKHAJEdYuHAhd9xxB/369ePpp592uhwRESkiwb2bz75+kwJbwP64EzDH1YbYBMCAiSaXk7nh/53B\nvxK3MbXOlxREe2iypSlxmQcx1mLxEF3gYYSJ4eqTS5+O57TNWVvI8+TjwZLnyWdz1hYFJhFxhAKT\n/M0nn3zC0KFD6dChA9OnTycqKsrpkkREpIiVv26kwBaw46hW/HBcIuCdmofxXh7zjxYMr3EDecd/\ngvVuTcvvRyeQe+y5WGMwwN0FB3js3POdOgSftK3TktiomMMjTG3rtHS6JBGpphSY5LCff/6Znj17\nUr9+fRYvXsxRRx3ldEkiIlKC/XEn8OOx5+IdVSpMStYbjr75Kwq+fwVaXQfxXwDwl2kOUQaIIgqI\nb97Kgaorpk3t5kxIHKU1TCLiOAUmAWDfvn0kJyeTm5tLamoq9evXd7okEREpQbcmHXj195zCxg3m\ncFCCQx+jwMZgsjtiCwNTVMJmoneCx0KcMVVatxRMbWo3V1ASEccpMAl5eXkMGDCA7777jpUrV9K6\ndWunSxIRCSvGmG7Ai0A03v0EnwrUfbWp3ZyRDVpx/58ePADWUif3V44/uI0fju2IMVHEmGhGJLSj\nLZPIIgtXvAta/R9p2Tm4EuJDdt2SiEgoUmCq5qy13HjjjaxevZopU6aQlHTE9lgiIlLMYdX0AAAJ\nq0lEQVQGY0w08CrQFfgV2GiMWWyt/ToQ93fgwAHWj3mMmjFuzrhpJDedeTZn1TydzVm1MPHHkGmO\nKQxFxbYyjEdBSUSkEhSYqrlnn32WN998k/vuu48RI0Y4XY6ISDjqCGwp3HAdY8xsoA/g98D0119/\n0adPH1JSUpg8eTLXdht0+DJNXRMRCQy1QKvmatasyeWXX864ceOcLkVEJFw1BjKLfP1r4ff+xhgz\n0hjziTHmk927d1fqjmJiYkhISGDq1Klce+21latWREQqRCNM1dwtt9yCtRZzqMuSiIgEhLV2MjAZ\noH379racq5coLi6O+fPn6/9sEZEg0giT6MQrIlI124CmRb5uUvi9gND/2SIiwaXAJCIiUjUbgVbG\nmJOMMXHAYGCxwzWJiIifaEqeiIhIFVhr840xo4H38bYVn2Kt/crhskRExE8UmERERKrIWrscWO50\nHSIi4n+akiciIiIiIlIKBSYREREREZFSKDCJiIiIiIiUQoFJRERERESkFApMIiIiIiIipVBgEhER\nERERKYUCk4iIiIiISCkUmEREREREREqhwCQiIiIiIlIKY611uga/M8bsBn4O0t3VBfYE6b5ChY65\netAxR75AH++J1toTAnj7YcsP56lw+7cabvWCag6GcKsXwq/mcKsXgluzT+epiAxMwWSM+cRa297p\nOoJJx1w96JgjX3U73kgSbs9duNULqjkYwq1eCL+aw61eCM2aNSVPRERERESkFApMIiIiIiIipVBg\nqrrJThfgAB1z9aBjjnzV7XgjSbg9d+FWL6jmYAi3eiH8ag63eiEEa9YaJhERERERkVJohElERERE\nRKQUCkwVZIwZYIz5yhjjMcaU2sHDGNPNGPOdMWaLMebuYNbob8aY440xq40x3xd+rF3K9bYaY740\nxnxmjPkk2HX6Q3nPm/F6qfDyL4wx7Zyo0198OF6XMWZf4XP6mTHmQSfq9CdjzBRjzG/GmIxSLo+o\n5xh8OuaIe54jVTieW8Lh3FDS74iv5z4nlFLvw8aYbUV+j3s4WWNxxpimxpi1xpivC19H3Vr4/ZB8\nnMuoN2QfZ2NMTWPMx8aYzwtrfqTw+6H6GJdWb8g9xgpMFZcB9APWl3YFY0w08CrQHWgNDDHGtA5O\neQFxN5BirW0FpBR+XZpO1tqzQq0dpC98fN66A60K/44EXg9qkX5UgX+nHxQ+p2dZa8cFtcjAeBvo\nVsblEfMcF/E2ZR8zRN7zHHHC/NwS6ueGtznyd6Qi575ge5uSf6fHF/k9Xh7kmsqTD9xhrW0NnAvc\nVPjvN1Qf59LqhdB9nA8Cna21ZwJnAd2MMecSuo9xafVCiD3GCkwVZK39xlr7XTlX6whssdb+aK11\nA7OBPoGvLmD6AO8Ufv4O0NfBWgLJl+etDzDNev0HOM4Y0zDYhfpJpP079Ym1dj3wexlXiaTnGPDp\nmCU8VMvf2WAo5XckZM994fg7ba3dYa39tPDzbOAboDEh+jiXUW/IKjxv/Vn4ZWzhX0voPsal1Rty\nFJgCozGQWeTrXwnxX7Jy1LfW7ij8fCdQv5TrWWCNMWaTMWZkcErzK1+et0h6bn09lvMKp6atMMac\nFpzSHBVJz3FFVLfnORyF67/NcD03+HruCyU3F/4eTwmVaVclMcY0B9oCHxEGj3OxeiGEH2djTLQx\n5jPgN2C1tTakH+NS6oUQe4wVmEpgjFljjMko4W/EvpPn6zFbb1vF0tL/Bdbas/BOF7nJGPP/Al23\nBNynQDNr7RnAy8BCh+uRwNDzLIEU9ueGcs59oeJ1oAXeqU07gOedLadkxpijgfnAGGvt/qKXheLj\nXEK9If04W2sLCn/fmgAdjTFtil0eUo9xKfWG3GMc43QBocha26WKN7ENaFrk6yaF3wtZZR2zMWaX\nMaahtXZH4dSk30q5jW2FH38zxryHd/pIqWu9QpAvz1vYPbdlKPdYip7MrLXLjTGvGWPqWmv3BKlG\nJ0TSc+yTavo8h6Ow/LcZxucGn859ocJau+vQ58aYN4ClDpZTImNMLN7w8a61dkHht0P2cS6p3nB4\nnAGstX8YY9biXesWso/xIUXrtdY+d+j7ofIYa4QpMDYCrYwxJxlj4oDBwGKHa6qKxcBVhZ9fBSwq\nfgVjTLwxJuHQ58DFeBtkhBNfnrfFwJXG61xgX5Fh7nBT7vEaYxoYY0zh5x3x/p+RFfRKgyuSnmOf\nVNPnORyF3bklzM8N5Z77QkmxtZaXEmKPc+H/MW8B31hrXyhyUUg+zqXVG8qPszHmBGPMcYWf1wK6\nAt8Suo9xifWG4mOsEaYKMsZcinfKygnAMmPMZ9baS4wxjYA3rbU9rLX5xpjRwPtANDDFWvuVg2VX\n1VPAXGPMNcDPwECAoseMdz7se4WvuWKAmdbalQ7VWymlPW/GmBsKL58ILAd6AFuAv4ARTtVbVT4e\nb39glDEmHzjA/2/vjkGkOMMwjv8flYCnKAQbQ9QqNkYQBRsVDsHKRgtRi4jYWNtaeI0WIhaCvYqC\nIFxQ0CoIaYJwiaCeWJwIImKXIhbGQnktZsX1uA9s3N27/f/KYYp3v2F4eHa+2YUjvcf5i1aSm8Ak\nsC7Ja2CK7kXTJXeNP/uGz7zkrvNStEizZVFkQ+MeWTD7RkFj3skk2+i2W70ETg5twIXtAn4DZnvv\nrACcZnTXuTXv0RFe5/XAtXS/qLkMuFVVd5M8YDTXuDXv9VFb45iJkiRJkrQwt+RJkiRJUoOFSZIk\nSZIaLEySJEmS1GBhkiRJkqQGC5MkSZIkNViYpCFI8nOSO0meJ3mR5FKSH5IcT3J52PNJksabOSV9\nYWGSBqz3Z3i/A7er6hdgM7AaODfUwSRJwpyS5rMwSYO3F3hfVVcAquojcAo4AUwAG5L82ftWbwog\nyaok95I8TvI0yeGhTS9JWurMKanPimEPII2hLcDD/gNV9TbJK7p7cifwK/AO+DvJPWAT8Kaq9gMk\nWTvYkSVJY8Sckvr4hEkaPX9U1b9V9T/dlojdwCywL8n5JHuq6r/hjihJGmPmlMaKhUkavGfAjv4D\nSdYAG4EPQM07v6pqDthOF0hnk5wZxKCSpLFkTkl9LEzS4N0HJpIcA0iyHLgIXKXb3rAvyY9JVgIH\ngL+S/AS8q6obwAW6UJIk6Xswp6Q+FiZpwKqqgIPAoSTPgTngPXC6d8oMMA08Aaar6h9gKzCT5BEw\nBZwd+OCSpLFgTklfS3dPSJIkSZLm8wmTJEmSJDVYmCRJkiSpwcIkSZIkSQ0WJkmSJElqsDBJkiRJ\nUoOFSZIkSZIaLEySJEmS1GBhkiRJkqSGT8XDIhOUtBgKAAAAAElFTkSuQmCC\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 (py38)", "language": "python", "name": "py38" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.1" } }, "nbformat": 4, "nbformat_minor": 2 }