{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## DFO Nutrient Comparison"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import sqlalchemy\n",
"from sqlalchemy import (create_engine, Column, String, Integer, Float, MetaData, \n",
" Table, type_coerce, ForeignKey, case)\n",
"from sqlalchemy.orm import mapper, create_session, relationship, aliased, Session\n",
"from sqlalchemy.ext.declarative import declarative_base\n",
"from sqlalchemy import case\n",
"import numpy as np\n",
"from sqlalchemy.ext.automap import automap_base\n",
"import matplotlib.pyplot as plt\n",
"import sqlalchemy.types as types\n",
"from sqlalchemy.sql import and_, or_, not_, func\n",
"from sqlalchemy.sql import select\n",
"import os\n",
"from os.path import isfile\n",
"import pandas as pd\n",
"import netCDF4 as nc\n",
"import datetime as dt\n",
"from salishsea_tools import evaltools as et, viz_tools\n",
"import datetime\n",
"import glob\n",
"import gsw\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Year | \n",
" Month | \n",
" Day | \n",
" Hour | \n",
" Lat | \n",
" Lon | \n",
" Pressure | \n",
" Depth | \n",
" Ammonium | \n",
" Ammonium_units | \n",
" Chlorophyll_Extracted | \n",
" Chlorophyll_Extracted_units | \n",
" N | \n",
" Si | \n",
" Silicate_units | \n",
" AbsSal | \n",
" ConsT | \n",
" Z | \n",
" dtUTC | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1982.0 | \n",
" 7.0 | \n",
" 16.0 | \n",
" 1.35 | \n",
" 49.25 | \n",
" -123.943 | \n",
" NaN | \n",
" 12.0 | \n",
" NaN | \n",
" None | \n",
" 5.28 | \n",
" mg/m^3 | \n",
" 6.6 | \n",
" 13.6 | \n",
" umol/L | \n",
" NaN | \n",
" NaN | \n",
" 12.0 | \n",
" 1982-07-16 01:21:00 | \n",
"
\n",
" \n",
" 1 | \n",
" 1982.0 | \n",
" 7.0 | \n",
" 16.0 | \n",
" 1.35 | \n",
" 49.25 | \n",
" -123.943 | \n",
" NaN | \n",
" 21.5 | \n",
" NaN | \n",
" None | \n",
" 0.61 | \n",
" mg/m^3 | \n",
" 21.2 | \n",
" 45.0 | \n",
" umol/L | \n",
" NaN | \n",
" NaN | \n",
" 21.5 | \n",
" 1982-07-16 01:21:00 | \n",
"
\n",
" \n",
" 2 | \n",
" 1982.0 | \n",
" 7.0 | \n",
" 16.0 | \n",
" 1.35 | \n",
" 49.25 | \n",
" -123.943 | \n",
" NaN | \n",
" 30.5 | \n",
" NaN | \n",
" None | \n",
" NaN | \n",
" mg/m^3 | \n",
" 23.5 | \n",
" 47.4 | \n",
" umol/L | \n",
" NaN | \n",
" NaN | \n",
" 30.5 | \n",
" 1982-07-16 01:21:00 | \n",
"
\n",
" \n",
" 3 | \n",
" 1982.0 | \n",
" 7.0 | \n",
" 16.0 | \n",
" 1.35 | \n",
" 49.25 | \n",
" -123.943 | \n",
" NaN | \n",
" 52.3 | \n",
" NaN | \n",
" None | \n",
" NaN | \n",
" mg/m^3 | \n",
" 28.0 | \n",
" 50.2 | \n",
" umol/L | \n",
" NaN | \n",
" NaN | \n",
" 52.3 | \n",
" 1982-07-16 01:21:00 | \n",
"
\n",
" \n",
" 4 | \n",
" 1982.0 | \n",
" 7.0 | \n",
" 16.0 | \n",
" 1.35 | \n",
" 49.25 | \n",
" -123.943 | \n",
" NaN | \n",
" 75.4 | \n",
" NaN | \n",
" None | \n",
" NaN | \n",
" mg/m^3 | \n",
" 26.5 | \n",
" 49.1 | \n",
" umol/L | \n",
" NaN | \n",
" NaN | \n",
" 75.4 | \n",
" 1982-07-16 01:21:00 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Year Month Day Hour Lat Lon Pressure Depth Ammonium \\\n",
"0 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 12.0 NaN \n",
"1 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 21.5 NaN \n",
"2 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 30.5 NaN \n",
"3 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 52.3 NaN \n",
"4 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 75.4 NaN \n",
"\n",
" Ammonium_units Chlorophyll_Extracted Chlorophyll_Extracted_units N \\\n",
"0 None 5.28 mg/m^3 6.6 \n",
"1 None 0.61 mg/m^3 21.2 \n",
"2 None NaN mg/m^3 23.5 \n",
"3 None NaN mg/m^3 28.0 \n",
"4 None NaN mg/m^3 26.5 \n",
"\n",
" Si Silicate_units AbsSal ConsT Z dtUTC \n",
"0 13.6 umol/L NaN NaN 12.0 1982-07-16 01:21:00 \n",
"1 45.0 umol/L NaN NaN 21.5 1982-07-16 01:21:00 \n",
"2 47.4 umol/L NaN NaN 30.5 1982-07-16 01:21:00 \n",
"3 50.2 umol/L NaN NaN 52.3 1982-07-16 01:21:00 \n",
"4 49.1 umol/L NaN NaN 75.4 1982-07-16 01:21:00 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"PATH= '/data/eolson/MEOPAR/SS36runs/CedarRuns/PAR_BSIdepfastSiLR/'\n",
"start_date = datetime.datetime(2017,1,1)\n",
"end_date = datetime.datetime(2017,7,19)\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()"
]
},
{
"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": "raw",
"metadata": {
"collapsed": true
},
"source": [
"import pickle\n",
"data=pickle.load(open('/data/eolson/MEOPAR/SS36runs/calcFiles/evalMatches/dataDFO.pkl','rb'))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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Z9s/pSKNy5cqZvnwuX76clSpVopubGy0tLfnLL79k2CYvRUOVg1sGs2fPBgAc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\n/7XoxlhOVMlxAAAAAElFTkSuQmCC\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: 408\n",
" bias: -3.1372321241246706\n",
" RMSE: 5.599870532508545\n",
" WSS: 0.8651055304703485\n",
"15 m<=z<22 m:\n",
" N: 101\n",
" bias: -2.224744250986838\n",
" RMSE: 4.619360199991356\n",
" WSS: 0.7960612028030536\n",
"z>=22 m:\n",
" N: 719\n",
" bias: -0.8599224789848954\n",
" RMSE: 2.758278718591981\n",
" WSS: 0.9126182711337432\n",
"all:\n",
" N: 1228\n",
" bias: -1.7288063016145578\n",
" RMSE: 4.077796068920818\n",
" WSS: 0.9429492023798315\n"
]
}
],
"source": [
"N_s, modmean_s, obsmean_s, bias_s, RMSE_s, WSS_s = et.stats(data.loc[data.Z<15,['N']],data.loc[data.Z<15,['mod_nitrate']])\n",
"N_i, modmean_i, obsmean_i, bias_i, RMSE_i, WSS_i = et.stats(data.loc[(data.Z>=15)&(data.Z<22),['N']],data.loc[(data.Z>=15)&(data.Z<22),['mod_nitrate']])\n",
"N_d, modmean_d, obsmean_d, bias_d, RMSE_d, WSS_d = et.stats(data.loc[data.Z>=22,['N']],data.loc[data.Z>=22,['mod_nitrate']])\n",
"N, modmean, obsmean, bias, RMSE, WSS = et.stats(data.loc[:,['N']],data.loc[:,['mod_nitrate']])\n",
"print('Nitrate')\n",
"print('z<15 m:')\n",
"print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_s,bias_s,RMSE_s,WSS_s))\n",
"print('15 m<=z<22 m:')\n",
"print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_i,bias_i,RMSE_i,WSS_i))\n",
"print('z>=22 m:')\n",
"print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_d,bias_d,RMSE_d,WSS_d))\n",
"print('all:')\n",
"print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N,bias,RMSE,WSS))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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WK6VWf/HFF+lsZkaQbUKFEKJ1ZHL51WSkNZBrrU2t9WCgN3CRUmog8CTQDxgM7AB+H+e9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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize = (8,8))\n",
"ps=et.varvarPlot(ax,data,'N','mod_nitrate','Z',(15,22),'z','m',('mediumseagreen','darkturquoise','navy'))\n",
"ax.legend(handles=ps)\n",
"ax.set_xlabel('Obs')\n",
"ax.set_ylabel('Model')\n",
"ax.set_title('NO$_3$ ($\\mu$M)')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Nitrate, z<15\n",
"Feb-Mar:\n",
" N: 42\n",
" bias: -3.4755982962108796\n",
" RMSE: 4.460119915410378\n",
" WSS: 0.7617344450078581\n",
"April:\n",
" N: 188\n",
" bias: -4.899772044719849\n",
" RMSE: 6.714143818681534\n",
" WSS: 0.7373515277320883\n",
"May-Jun:\n",
" N: 178\n",
" bias: -1.195833897722908\n",
" RMSE: 4.424019950825627\n",
" WSS: 0.888678701775899\n",
"Sep-Oct:\n",
" N: 0\n",
" bias: nan\n",
" RMSE: nan\n",
" WSS: nan\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/fromnumeric.py:2957: RuntimeWarning: Mean of empty slice.\n",
" out=out, **kwargs)\n",
"/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/_methods.py:80: RuntimeWarning: invalid value encountered in double_scalars\n",
" ret = ret.dtype.type(ret / rcount)\n",
"/data/eolson/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:874: RuntimeWarning: invalid value encountered in double_scalars\n",
" RMSE=np.sqrt(np.sum((mod-obs)**2)/N)\n",
"/data/eolson/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:875: RuntimeWarning: invalid value encountered in double_scalars\n",
" WSS=1.0-np.sum((mod-obs)**2)/np.sum((np.abs(mod-obsmean)+np.abs(obs-obsmean))**2)\n"
]
},
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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pSAWC6q5IwXTw4EEiIiLYu3cvSUlJVK1a1elIBYJqrkjB9fzzzzNp0iSeeeYZ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\npbXL1Hsp+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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
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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": 53,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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DS/VuyhpBENCkSZMCByPPnz/H9u3bMWzYMGzbtg1BQUE4cOAADh8+jF27dmHbtm3YunUr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\nDMMwjADg/wAIo9Qzu3SIUQAAAABJRU5ErkJggg==\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);\n",
"dNSOGN=data.loc[(data.Lat>=49.7)&(data.Lon<=-124.0)]\n",
"dNSOGS=data.loc[(data.Lat<49.7)&(data.Lat>=49.1)&(data.Lon<=-124.0)]\n",
"dNSOGW=data.loc[(data.Lat>=49.1)&(data.Lon<=-124.5)]\n",
"dNSOGE=data.loc[(data.Lat>=49.1)&(data.Lon>-124.5)&(data.Lon<=-124.0)]\n",
"dBaynes=data.loc[(data.Lat>=49.35)&(data.Lat<49.7)&(data.Lon<-124.65)&(data.Lon>-125.0)]\n",
"\n",
"ax.plot(dNSOGE['Lon'],dNSOGE['Lat'],'go',ms=12,alpha=.03,label='NSOGE')\n",
"ax.plot(dNSOGN['Lon'],dNSOGN['Lat'],'kx',ms=8,label='NSOGE')\n",
"ax.plot(dBaynes['Lon'],dBaynes['Lat'],'k+',ms=8,label='Baynes')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(0, 35)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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3gPeqABUNA4vg8t1chKJRWvyadRvh4ia45IoKghmvn/ZgLQ/dFGVHwkcrXso9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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,'N','mod_nitrate',cols=('b','darkturquoise','navy'),lname='SJDF')\n",
"ps2=et.varvarPlot(ax,dSJGI,'N','mod_nitrate',cols=('c','darkturquoise','navy'),lname='SJGI')\n",
"ps3=et.varvarPlot(ax,dSOG,'N','mod_nitrate',cols=('y','darkturquoise','navy'),lname='SOG')\n",
"ps4=et.varvarPlot(ax,dNSOG,'N','mod_nitrate',cols=('m','darkturquoise','navy'),lname='NSOGF')\n",
"ax.legend(handles=[ps1[0][0],ps2[0][0],ps3[0][0],ps4[0][0]])\n",
"ax.set_xlabel('Obs')\n",
"ax.set_ylabel('Model')\n",
"ax.set_title('NO$_3$ ($\\mu$M)')\n",
"ax.set_xlim(0,35)\n",
"ax.set_ylim(0,35)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(-40, 20)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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47b13sWH8U5EyYlTklT1YQ6czYgSlOOtRQfzIoHTBWUIhUQ75Oublr4S8eMrg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\nfE7EGC95ZBU2W7H+2IN5oh62bSM575fYMwQVvQb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iXkRERERERKRBqIgXERERERERaRAt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\noj/zlFZoWU5QyCI+pfTVlNLmx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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,2,figsize = (17,8))\n",
"cols=('crimson','red','orangered','darkorange','gold','chartreuse','green','lightseagreen','cyan','darkturquoise','royalblue',\n",
" 'lightskyblue','blue','darkblue','mediumslateblue','blueviolet','darkmagenta','fuchsia','deeppink','pink')\n",
"ii0=start_date\n",
"for ii in range(0,int((end_date-start_date).days/30)):\n",
" iii=(data.dtUTC>=(start_date+dt.timedelta(days=ii*30)))&(data.dtUTC<(start_date+dt.timedelta(days=(ii+1)*30)))\n",
" ax[0].plot(data.loc[iii,['mod_nitrate']].values-data.loc[iii,['N']].values, data.loc[iii,['Z']].values, \n",
" '.', color = cols[ii],label=str(ii))\n",
" ax[1].plot(data.loc[iii,['mod_silicon']].values-data.loc[iii,['Si']].values, data.loc[iii,['Z']].values, \n",
" '.', color = cols[ii],label=str(ii))\n",
"for axi in (ax[0],ax[1]):\n",
" axi.legend(loc=4)\n",
" axi.set_ylim(400,0)\n",
" axi.set_ylabel('depth (m)')\n",
"ax[0].set_xlabel('model - obs N')\n",
"ax[0].set_xlim(-20,20)\n",
"ax[1].set_xlabel('model - obs Si')\n",
"ax[1].set_xlim(-40,20)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Silicate"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Nitrate\n",
"z<15 m:\n",
" N: 408\n",
" bias: -7.272271320297175\n",
" RMSE: 10.459468647490146\n",
" WSS: 0.8578972420422696\n",
"15 m<=z<22 m:\n",
" N: 101\n",
" bias: -3.142833102764463\n",
" RMSE: 7.589670027910543\n",
" WSS: 0.847195883754407\n",
"z>=22 m:\n",
" N: 718\n",
" bias: -0.145140196765702\n",
" RMSE: 8.592577614734227\n",
" WSS: 0.8033701824663098\n",
"all:\n",
" N: 1227\n",
" bias: -2.7617958462414265\n",
" RMSE: 9.182784196095522\n",
" WSS: 0.9085591784041556\n",
"obs Si < 50:\n",
" N: 869\n",
" bias: -1.916361040521835\n",
" RMSE: 8.898346859976028\n",
" WSS: 0.876969268131852\n"
]
}
],
"source": [
"print('Nitrate')\n",
"print('z<15 m:')\n",
"et.printstats(data.loc[data.Z<15,:],'Si','mod_silicon')\n",
"print('15 m<=z<22 m:')\n",
"et.printstats(data.loc[(data.Z>=15)&(data.Z<22),:],'Si','mod_silicon')\n",
"print('z>=22 m:')\n",
"et.printstats(data.loc[data.Z>=22,:],'Si','mod_silicon')\n",
"print('all:')\n",
"et.printstats(data,'Si','mod_silicon')\n",
"print('obs Si < 50:')\n",
"et.printstats(data.loc[data.Si<50,:],'Si','mod_silicon')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(0, 80)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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FSZ2fjsVkX9PyVwXNaL3vdAQj3T7f8UgkoF1RmCaYVL6nZMQ6XWHuKS7zziKC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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize = (8,8))\n",
"ps=et.varvarPlot(ax,data,'Si','mod_silicon','Z',(15,22),'z','m',('mediumseagreen','darkturquoise','navy'))\n",
"ax.legend(handles=ps)\n",
"ax.set_xlabel('Obs')\n",
"ax.set_ylabel('Model')\n",
"ax.set_title('dSi ($\\mu$M)')\n",
"ax.set_xlim(0,80)\n",
"ax.set_ylim(0,80)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Silicate, z<15\n",
"Feb-Mar:\n",
" N: 42\n",
" bias: -7.028191931588303\n",
" RMSE: 7.979306330786839\n",
" WSS: 0.8354183657121173\n",
"April:\n",
" N: 188\n",
" bias: -9.590412757023275\n",
" RMSE: 12.590258460212\n",
" WSS: 0.753192038405936\n",
"May-Jun:\n",
" N: 178\n",
" bias: -4.88148898446158\n",
" RMSE: 8.26544841273682\n",
" WSS: 0.801940341000583\n",
"Sep-Oct:\n",
" N: 0\n",
" bias: nan\n",
" RMSE: nan\n",
" WSS: nan\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/fromnumeric.py:2957: RuntimeWarning: Mean of empty slice.\n",
" out=out, **kwargs)\n",
"/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/_methods.py:80: RuntimeWarning: invalid value encountered in double_scalars\n",
" ret = ret.dtype.type(ret / rcount)\n",
"/data/eolson/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:874: RuntimeWarning: invalid value encountered in double_scalars\n",
" RMSE=np.sqrt(np.sum((mod-obs)**2)/N)\n",
"/data/eolson/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:875: RuntimeWarning: invalid value encountered in double_scalars\n",
" WSS=1.0-np.sum((mod-obs)**2)/np.sum((np.abs(mod-obsmean)+np.abs(obs-obsmean))**2)\n"
]
},
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ffpm4uDjXSXmmyHne7x/AXGNMUeBboBPZw9uFxpguwE6gRWgSRcQVay19+vRh\n6dKlPP/887Rs2dJ1UmGhNVekkFq/fj1t27alXr16zJ07l/DwcNdJhYXWXZFC6NixY0RHR3Po0CFS\nU1OpUaOG66TCQmuuSCE1dOhQpk2bxuOPP063bt1c5+Sp8xrAWms/Bs71trsNczdHRPKT5557jpde\neon+/fvTr18/1zmFhtZckcJp69atxMXFUaNGDRITEylRooTrpEJD665I4ZOWlkazZs3Ytm0bSUlJ\n1KlzriVAQkFrrkjhNHnyZIYNG0anTp146qmnXOfkufM9A1ZECpnZs2czaNAgWrduzahRo1zniIh4\n2u7du/H7/ZQsWZJAIED58uVdJ4mIeFZWVhadO3fmzTffZObMmfh8PtdJIiKelpiYSM+ePYmOjmby\n5MmFcostDWBF5L+sWrWKLl260KBBA2bMmEFY2Pm8X5+IiFyIn376CZ/Px/Hjx9m4cSNXXXWV6yQR\nEU8bNGgQc+fOZcSIEXTo0OG3HyAiIhfs3XffpVWrVtx6660sXLiQiIgI10lOaAArIv9hy5YtNG/e\nnBtvvJGlS5dSrFgx10kiIp516tQp4uLi+PrrrwkEAtx8882uk0REPG38+PGMGjWKnj17MmjQINc5\nIiKetmPHDmJjY6lSpQorVqygZMmSrpOc0QBWRP7t22+/JTo6mvLly5OSkkKZMmVcJ4mIeFZmZiZt\n27Zl48aNvP7669xzzz2uk0REPG3RokX07duX+Ph4xo8fXygvgRURySs//vgjUVFRFClShEAgQKVK\nlVwnOaUBrIgAcPDgQaKiokhPTyc1NZXIyEjXSSIinmWtpW/fvixZsoTnn3+eli1buk4SEfG09evX\n07ZtW+rVq8e8efMIDw93nSQi4lnHjh0jOjqaQ4cOkZqaSo0aNVwnOacBrIhw4sQJYmNj2bNnD2vW\nrOGGG25wnSQi4mmjRo1i4sSJ9O/fn379+rnOERHxtG3bthEXF8fVV19NYmIiJUqUcJ0kIuJZaWlp\nNG3alG3btpGUlESdOnVcJ+ULGsCKFHIZGRm0bNmSzZs3s2TJEurVq+c6SUTE01577TUGDhxI69at\nGTVqlOscERFP2717Nz6fj5IlSxIIBChfvrzrJBERz8rKyqJz586sWbOGmTNn4vP5XCflGxrAihRi\n1lq6d+9OcnIyr7zyCvHx8a6TREQ87Y033qBz5840aNCAGTNmEBYW5jpJRMSzfvrpJ3w+H8ePH2fj\nxo1Uq1aIXNfSAAAgAElEQVTNdZKIiKcNHDiQuXPnMmLECDp06OA6J1/RAFakEBs6dCjTpk1jyJAh\ndO/e3XWOiIinffjhhzRr1owbb7yRpUuXUqxYMddJIiKederUKeLi4vjqq68IBALcfPPNrpNERDzt\nxRdfZPTo0fTs2ZNBgwa5zsl3NIAVKaSmTJnCsGHD6NSpE8OGDXOdIyLiad9++y1+v58KFSqQkpJC\nmTJlXCeJiHhWZmYmbdu2ZePGjcyfP58GDRq4ThIR8bSFCxfSr18/mjRpwvjx4zHGuE7Kd3Tdm0gh\nlJiYSI8ePfD7/UyePFmLo4hICB06dAifz0dGRgaBQIDIyEjXSSIinmWtpW/fvixZsoTnn3+eVq1a\nuU4SEfG09evX065dO+rVq8fcuXMJDw93nZQv6QxYkULm3XffpVWrVtxyyy0sXLiQiIgI10kiIp51\n4sQJYmJi2L17N2vWrOH66693nSQi4mmjRo1i4sSJ9O/fn379+rnOERHxtK1btxIXF0eNGjVITEyk\nRIkSrpPyLQ1gRQqRHTt20KhRIyIjI0lOTqZUqVKuk0REPCsjI4NWrVqxefNmlixZQr169VwniYh4\n2muvvcbAgQNp3bo1o0aNcp0jIuJpu3fvxu/3U7JkSVJSUihfvrzrpHxNA1iRQuLHH3/E5/MRFhbG\nqlWrqFSpkuskERHPstbSvXt3VqxYwSuvvEJ8fLzrJBERT3vjjTfo3LkzDRo0YMaMGYSFabc9EZFQ\n+emnn/D5fBw/fpyNGzdSrVo110n5ngawIoXAsWPHiI6O5uDBg6SmplKjRg3XSSIinvbUU08xbdo0\nhgwZQvfu3V3niIh42ocffkizZs246aabSEhIoFixYq6TREQ869SpU8TFxfHVV1+xatUqbr75ZtdJ\nBYIGsCIel5aWRvPmzdm6dStJSUnUqVPHdZKIiKdNmTKFp556ik6dOjFs2DDXOSIinvbtt98SHR1N\nhQoVWLlyJZdeeqnrJBERz8rMzKRt27Zs3LiR+fPnc88997hOKjA0gBXxsKysLLp06cLq1auZMWMG\nfr/fdZKIiKclJSXRo0cP/H4/kydPxhjjOklExLMOHTqEz+cjPT2d1NRUIiMjXSeJiHiWtZa+ffuy\nZMkSnn/+eVq1auU6qUDRAFbEwwYPHsycOXMYPnw4HTt2dJ0jIuJp7733Hi1btuSWW25h4cKFRERE\nuE4SEfGsEydOEBsby+7du1mzZg3XX3+966TzcmrTNk6+/REl/vInitet6TpHROS8jR49mokTJ9K/\nf3/69evnOqfA0QBWxKMmTJjAc889R8+ePRk8eLDrHBERT/vyyy+JjY0lMjKS5ORkSpUq5TpJRMSz\nMjIyaNWqFZs2bWLJkiXUq1fPddJ5ObVpG3ub9sWmp2MiIohcOk5DWBEpEObMmcM///lPWrduzahR\no1znFEh6a0gRD1qyZAl9+vQhPj6e8ePH6xJYEZEQ2rdvH1FRUYSFhREIBKhUqZLrJBERz7LW0qNH\nD1asWMFLL71EfHy866TzdvLtj7Dp6ZCZhU1P5+TbH7lOEhH5TatXr6ZTp040aNCAGTNmEBamUeKF\n0BmwIh6zYcMG2rRpwx133MG8efMIDw93nSQi4lnHjx8nOjqaAwcOkJqayjXXXOM6SUTE04YNG8ar\nr77K4MGD6d69u+uc36XEX/6EiYjAkn0GbIm//Ml1kojI//Thhx/StGlTbrzxRpYuXUqxYsVcJxVY\nGsCKeMj27duJi4vjD3/4A0lJSZQoUcJ1koiIZ6WlpdGsWTM+/fRTkpKSqFu3ruskERFPmzp1KkOH\nDqVjx44MHz7cdc7vVrxuTSKXjtMesCJSIHz33XdER0dTvnx5UlJSKFOmjOukAk0DWBGP2LNnDz6f\nj0suuYRAIED58uVdJ4mIeJa1li5durB69WpmzJiB3+93nSQi4mlJSUl0794dn8/HlClTCuwWW8Xr\n1tTgVUTyvUOHDhEVFUVaWhrr1q0jMjLSdVKBpwGsiAccOXIEv9/PsWPH2LhxI9WqVXOdJCLiaYMG\nDWLOnDkMHz6cjh07us4REfG09957j5YtW3LLLbewaNEiIiIiXCeJiHjWL7/8QqNGjdi9ezdvvvkm\nN9xwg+skT9AAVqSAO3XqFPHx8ezYsYNAIMDNN9/sOklExNMmTJjAc889R48ePRg8eLDrHBERT9ux\nYwexsbFERkaSnJxMqVKlXCeJiHhWRkYGLVu25IMPPmDJkiX85S9/cZ3kGRrAihRgWVlZtG/fnvXr\n1zN//nwaNGjgOklExNMWL15Mnz59iI+PZ8KECQX2ElgRkYJg3759+Hw+wsLCCAQCVKpUyXWSiIhn\nWWvp0aMHK1as4OWXXyY+Pt51kqdoACtSQFlr6devH4sWLWLs2LG0atXKdZKIiKdt2LCBtm3bcscd\ndzBv3jzCw8NdJ4mIeNaxY8eIjo7mwIEDpKamcs0117hOEhHxtGHDhvHqq6/y2GOP0aNHD9c5nqMB\nrEgBNWbMGMaPH0+/fv14+OGHXeeIiHja9u3biYuL4w9/+ANJSUmUKFHCdZKIiGelpaXRrFkzPv30\nU5KSkqhbt67rJBERT5s6dSpDhw6lY8eOPP30065zPEkDWJECaO7cuQwYMICWLVsyZswY1zkiIp62\nZ88efD4fJUqUIBAIUL58eddJIiKelZWVRZcuXXjzzTeZPn06fr/fdZKIiKetWLGC7t274/P5mDJl\nirbYChENYEUKmNWrV9OxY0fuueceZs2aRVhYmOskERHPOnLkCH6/n6NHj7Jx40aqVavmOklExNMG\nDx7MnDlzePrpp+nUqZPrHBERT3vvvfdo0aIFt9xyC4sWLSIiIsJ1kmdpACtSgHz00Uc0bdqUG264\ngYSEBIoVKxayY6Vu2sraXXtpcFUk9evWCtlxRETyq1OnThEXF8eOHTsIBAL88Y9/dJ0kIuJpEyZM\n4LnnnqN79+489thjrnNERDztyy+/JDY2lsjISJKTkylVqpTrJE/TqXMiBcR3331HdHQ05cuXJyUl\nhTJlyoTsWKmbtuLPPM2IapXwZ54mddPWkB1LRCQ/ysrKon379mzYsIFZs2bRoEED10kiIp62ePFi\n+vTpQ1xcHBMnTtQlsCIiIbRv3z58Ph9hYWEEAgEqVarkOsnzNIAVKQAOHTqEz+fj9OnTBAIBqlSp\nEtLjrd21l7Qi4WSFh5MeHs7aXXtDejwRkfzEWku/fv1YtGgRY8aMoXXr1q6TRET+y6lN2/hp3Guc\n2rTNdcpF27BhA23btuWOO+5g/vz5hIeHu04SEfGs48ePEx0dzf79+0lOTuaaa65xnVQoaAsCkXzu\nl19+oVGjRuzatYvVq1dzww03hPyYDa6KZHTGadItRGRm0uCqyJAfU0QkvxgzZgzjx4+nb9++9O/f\n33WOiMh/ObVpG3ub9sWmp2MiIohcOo7idWu6zrog27Zto3HjxlSvXp3ExERKlCjhOklExLPS0tJo\n1qwZn376KYmJidStW9d1UqFxXmfAGmO+N8ZsNcZ8bIzZHPxeeWPMamPMV8F/y4U2VaTwycjIoFWr\nVrz//vvMmzePO++8MyTHSd20lSeWrPr3VgP169YiJbwYg3cdICW8mPaAzWNac0XcmTNnDgMGDKBl\ny5aMHTvWdY7kEa27UtCcfPsjbHo6ZGZh09M5+fZHrpMuyO7du/H7/VxyySWsWrWKChUquE6SPKA1\nV8QNay1dunRh9erVTJ06lejoaNdJhcrv2YLgHmttbWttneDXA4E11tprgTXBr0Ukl1hr6dmzJ0lJ\nSUycOJEmTZqE5Dhn9nsdXq0Sf7fpvJi09lfvl3NIG0p5eax8TGuuSB5bvXo1nTp1on79+syaNYuw\nMO3UVMho3ZUCo8Rf/oSJiIDwMExEBCX+8ifXSb/bkSNH8Pv9HD16lJUrV1KtWjXXSZK3tOaK5LFB\ngwYxZ84cnn76aTp16uQ6p9C5mN8s4oBZwc9nAfEXnyMiZzz99NNMnTqVwYMH07Nnz5AcI3XTVobu\n3MOpIuHY8HAyioTTN7I8pTe+xz2k83T1ytwTlkn9RSuDb8pVmb+TQe+FK0M2INUbgP0qrbkiIfTR\nRx/RtGlTbrjhBhISEihWrJjrJHFP667kW8Xr1iRy6TjKD+xaILcfOHXqFHFxcXz55ZcsW7aM2rVr\nu04S97TmioTQxIkTee655+jevTuPPfaY65xC6XwHsBZ40xizxRjzYPB7la21PwY/3wdUPtcDjTEP\nGmM2G2M2Hzx48CJzRQqHadOm8eSTT9KhQweGDx8ekmOcGXRu+MMVEBYG1oIxYAw/lywB4eHZ3zeG\n9TWqcCoigqzwMDLCw5hwTRWerl6ZqKy0XB+Q6g3AAK25Innqu+++Izo6mnLlypGSkkLZsmVdJ0ne\n07orBU7xujUp17ddgRu+ZmVl0a5dOzZs2MCsWbNo0KCB6yTJe1pzRfLQ4sWL6d27N3FxcUycOBFj\njOukQul8B7B3WmtrA37gIWPMX3PeaK21ZC+i/8VaO8VaW8daW6dixYoXVytSCCQnJ9OtWzeioqKY\nOnVqyBbHM4NOe+YS2zPHCQ5h/+NrAMP/DWkBwsJIiyjCc9/vytWuBldFUjQjk/CMzML8BmBac0Xy\nyKFDh/D5fJw+fZpAIECVKlVcJ4kbWndF8oC1ln79+rF48WLGjBlD69atXSeJG1pzRfLIhg0baNu2\nLbfffjvz5s0jPDzcdVKhdV4DWGvtD8F/DwAJwG3AfmPMFQDBfw+EKlKksHj//fe57777qF27NosX\nLyYiIiJkxzoz6CQr679vtPY/P4C7v/mBIue4/+rqkbl6FqzeAExrrkhe+eWXX2jUqBE7d+4kMTGR\nG2+80XWSOKJ1VyRvjBkzhvHjx9OvXz/69+/vOkcc0Zorkje2b99OXFwcf/jDH0hKSuKSSy5xnVSo\n/eYA1hhT0hhT+sznwL3ANiAR6BC8WwdgeagiRQqDr776itjYWK644gqSk5MpVapUyI/ZYud+/rwz\neKVPjmErQJnjJ6j403HKH/2Zf3z9A6n3RbPaRNDh6x8Iy8z899mw1pDr2wTUr1uLYc2iCuXwVWuu\nSN7IyMigdevWvP/++8ybN48777zTdZI4onVXJG/MnTuXAQMG0LJlS8aMGeM6RxzRmiuSN/bs2YPP\n56NEiRIEAgEqVKjgOqnQK3Ie96kMJAQvgy4CzLPWBowxm4CFxpguwE6gRegyRbxt3759REVFARAI\nBKhc+ZxbHuWaM/u/ptXIPgv2H1//wNIyl/BDhbKApWhmJssuKf1fA9D6dWtRv24t/pS0lkcuL0eW\ngaIZhXabgFDRmisSYtZaHnroIRITE5k4cSJNmzZ1nSRuad0VCbHVq1fTsWNH6tevz6xZswgLu5j3\ngpYCTmuuSIgdOXIEv9/P0aNH2bBhA9WqVXOdJJzHANZa+y3wx3N8/19Aw1BEiRQmx48fJyYmhv37\n97Nu3TquvfbakB9z7a69pFWrlP1GVxbKhoezJ6o+qZu2snbXXhpcFfk/zz7t06gBf9y0lbU7f/u+\n8vtozRUJveHDhzNlyhQGDRrEQw895DpHHNO6KxJaH330EU2bNuWGG24gISGBYsWKuU4Sh7TmioTW\nqVOniI+PZ8eOHQQCAWrXru06SYLO5wxYEQmRtLQ0mjdvzieffEJiYiK33XZbnhy3wVWRjM44Tbrl\nP97o6swZrufj99xXRCS/mDZtGk888QTt27dnxIgRrnNERDztu+++w+/3U65cOVJSUihbtqzrJBER\nz8rKyqJ9+/asX7+eefPm0aBBA9dJkoOu/RBxxFpL165deeONN5g6dSrR0dF5dmy90ZWIFEbJycl0\n69aNqKgoXn31VYKXP4qISAgcOnQIn89HWloagUCAKlWquE4SEfEsay39+vVj0aJFjBkzhtatW7tO\nkrPoDFgRRwYPHsxrr73G008/TadOnfL8+DqDVUQKkw8++IAWLVpQu3ZtFi9eTEREhOskERHP+uWX\nX2jUqBE7d+7kzTff5MYbb3SdJCLiaWPGjGH8+PH069eP/v37u86Rc9AAVsSBiRMnMnLkSLp168Zj\njz12wc9zvnu2iogUZl9++SUxMTFcfvnlJCcnU6pUKddJIiKelZGRQatWrXj//fdZvHgxd955p+sk\nERFPmzt3LgMGDKBly5aMGTPGdY78Cm1BIJLHlixZQu/evYmLi+Oll1664EtgUzdtJSorjeHVKxOV\nlUbqpq25XCoiUvDt27cPn88HQCAQoHLlyo6LRMQLTm3axk/jXuPUpm2uU/IVay09e/YkKSmJCRMm\n0LRpU9dJIiKe9uabb9KpUyfq16/PrFmzCAvTmC+/0hmwInlo48aNtGnThttvv5158+YRHh5+wc81\n49tdpF17JRhDWoRhxle7dBasiEgOx48fJyYmhv3797Nu3TquvfZa10ki4gGnNm1jb9O+2PR0TEQE\nkUvHUbxuTddZ+cLTTz/N1KlTGTRoEA899JDrHBERT/voo49o0qQJ119/PcuWLaNYsWKuk+R/0Ghc\nJI9s376dxo0bU716dZKSkrjkkksu6vkOnHXirN5KRkTk/6SlpdG8eXM++eQTFi5cyG233eY6SUQ8\n4uTbH2HT0yEzC5uezsm3P3KdlC+8+uqrPPnkk7Rv354RI0a4zhER8bTvv/+e6OhoypUrR0pKCmXK\nlHGdJL9BZ8CK5IE9e/bg8/koXrw4gUCAChUqXNTzpW7aytpql2d/YS1FMjLpePVVuVAqIuLexe5v\nba2la9euvPHGG7z66qvExMSEoFJECqsSf/kTJiICS/YZsCX+8ifXSc6tWLGC7t27ExUVxauvvnrB\nW2yJiMhvO3ToEFFRUZw+fZo1a9ZQpUoV10lyHjSAFQmxI0eO4Pf7OXr0KBs2bKB69eoX/Zxrd+0l\no1olMAaTlUWb736kfksNGESk4EvdtBV/5mnSqlVidMZpUjZt/d1D2MGDB/Paa68xbNgwunTpEqJS\nESmsitetSeTScZx8+yNK/OVPhX77gffff58WLVpQu3ZtFi9eTEREhOskERHP+uWXX2jUqBE7d+7k\nzTff5MYbb3SdJOdJWxCIhNDp06eJj49nx44dJCQkULt27Vx53gZXRVI0I5PwjEyKpWfo7FcR8Yy1\nu/aSViScrPBw0sPDWbtr7+96/MSJExk5ciQPPvggQ4YMCVGliBR2xevWpFzfdoV++Prll18SGxvL\nFVdcQXJyMqVKlXKdJCLiWRkZGbRu3Zr333+fefPmceedd7pOkt9BA1iREMnKyqJ9+/asX7+emTNn\n0rBhw1x77vp1a5ESXozBuw6QEl5Mb74lIp6R8w9MEZmZNLgq8rwfu2TJEnr37k3jxo156aWXdAms\niEgI7d+/H5/PB0AgEKBy5cqOi0REvMtay0MPPURiYiITJkygadOmrpPkd9IWBCIhYK3l4YcfZuHC\nhYwePZr7778/149Rv24tDV5FxHPq161FygXsAbtx40batGnD7bffzvz58ylSRC9xRERC5fjx40RH\nR7N//37WrVvHtdde6zpJRMTThg8fzpQpUxg0aBAPPfSQ6xy5APrtRCQExo4dy4svvkjfvn3p37+/\n6xwRkQLl9/6Bafv27TRu3Jjq1auTlJTEJZdcEsI6EZHCLT09nfvuu49PPvmExMREbrvtNtdJIiKe\nNm3aNJ544gk6dOjAiBEjXOfIBdIAViSXzZs3j0cffZQWLVowduxYXQIrIhJCe/bswefzUbx4cQKB\nABUqVHCdJCLiWdZaunbtyqpVq5g2bRrR0dGuk0REPC05OZlu3boRFRXF1KlTNV8owDSAFclFa9as\noWPHjtSvX5/Zs2cTFqZtlkVEQuXIkSP4/X6OHj3Khg0bqF69uuskERFPGzJkCLNnz2bYsGF07tzZ\ndY6IiKd98MEHtGjRgtq1a7N48WIiIiJcJ8lF0ABWJJd8/PHHNGnShOuuu46EhASKFSvmOklEpEBI\nvYA9X0+fPk2TJk3YsWMHKSkp1K5dO8SVIiKF28svv8wzzzxDt27dGDJkiOscERFP++qrr4iJieHy\nyy8nOTmZUqVKuU6Si6TT80Rywffff4/f76dMmTKkpKRQtmxZ10kiIgVC6qat+DNPM6JaJfyZp0nd\ntPU3H5OVlUX79u1JTU1l5syZNGzYMA9KRUQKr4SEBHr16kXjxo2ZOHGiLoEVEQmh/fv34/P5AAgE\nAlSuXNlxkeQGDWBFLtK//vUvfD4fp06dIhAIcOWVV7pOEhEpMNbu2ktakXCywsNJDw9n7a69//P+\n1lr69+/PwoULGT16NPfff38elYqIFE5vvfUWrVu35vbbb2f+/PkUKaKLKEVEQuXnn38mJiaGffv2\nkZyczLXXXus6SXKJBrAiF+HkyZM0atSI77//nsTERG666SbXSSIi+U7qpq08sWTVOc9ubXBVJEUz\nMgnPyCQiM5MGV0X+z+d6/vnnGTduHH369KF///6hShYREeCzzz6jcePGVK9enaSkJC655BLXSSIi\nnpWenk7z5s35+OOPWbRoEbfddpvrJMlFGsCKXKCMjAxat27Ne++9x9y5c7nrrrtcJ4mI5Du/tcVA\n/bq1SAkvxuBdB0gJL/Y/94CdN28ejzzyCC1atOD555/XJbAiIrng1KZt/DTuNU5t2vYf3//hhx/w\n+XwUK1aMQCBAhQoVHBWKiHiftZYHHniAVatWMWXKFKKjo10nSS7T9SMiF8BaS69evVi+fDkTJkyg\nWbNmrpNERPKltbv2klatUvYWAzb767OHrPXr1vrNN99as2YNHTt25O6772bWrFmEhelvyCIiF+vU\npm3sbdoXm56OiYggcuk4itetyZEjR/D7/Rw5coQNGzZQvXp116kiIp722GOPMWvWLIYNG0bnzp1d\n50gI6LcXkQswYsQIJk+ezMCBA+nVq5frHBGRfOv3bDHwa1sVfPzxxzRp0oTrrruOZcuWUbx48VBn\ni4gUCiff/gibng6ZWdj0dE6+/RGnT5+mSZMmfPHFFyQkJFC7dm3XmSIinvbSSy/x7LPP0q1bN4YM\nGeI6R0JEA1iR32n69Ok8/vjjtGvXjmeeecZ1johIvna+Wwz82lYF33//PX6/nzJlypCSkkLZsmXz\nMl9ExNNK/OVPmIgICA/DRERQ7I4/0r59e1JTU5k5cyYNGzZ0nSgi4mlLly7lH//4B40bN2bixIna\nYsvDtAWByO+wcuVKHnzwQe69916mTZumxVFE5DyczxYD59qqoNbVkfh8Pk6dOsVbb73FlVdemUfF\nIiKFQ/G6NYlcOo6Tb39Eib/8icHzp7Nw4UJGjx7N/fff7zpPRMTT3nrrLe6//35uv/125s+fT5Ei\nGtF5mc6AFTlPH3zwAffddx8333wzixcvJiIiwnWSiIhnnL1VwZ2XX0ajRo34/vvvWb58OTfddJPr\nRBERTypetybl+rbjpQ2reOGFF+jTpw/9+/d3nSUi4mmfffYZjRo1onr16iQlJXHJJZe4TpIQ03hd\n5Dx8/fXXxMTEULlyZVauXEnp0qVdJ4mIFHipm7aydtdeGlwVmb1VQfDr+ldezoujnuC9995j8eLF\n/PWvf3WdKiLiafPnz+eRRx6hRYsWPP/887rKS0QkhH744Qd8Ph/FixcnEAhQoUIF10mSBzSAFfkN\n+/fvJyoqCoBVq1Zx+eWXOy4SESn4zuz5mlatEqMzTpOyaSv169bi7jo16dGjB4mJiUyYMIGmTZv+\n16BWRERyz5o1a+jQoQP169dn9uzZhIXpIkkRkVA5cuQIfr+fI0eOsGHDBqpXr+46SfKI/usq8j/8\n/PPPxMTEsG/fPlasWMG1117rOklExBPW7tpLWpHw7D1fw8NZu2svACNGjGDy5MkMHDiQXr16kbpp\nK1FZaQyvXpmorLR/vzmXiIhcvE8++YQmTZpw/fXXk5CQQLFixVwniYh41unTp2nSpAlffPEFCQkJ\n1K5d23WS5CENYEV+RXp6Os2bN+fjjz9mwYIF/PnPf3adJCLiGWfv+drgqkimT5/O448/Trt27Xjm\nmWcAmPHtLtIiimDDwkiLKMKMb3c5LhcR8Ybvv/8ev99P2bJlSUlJoWzZsq6TREQ8Kysri/bt25Oa\nmsqMGTNo2LCh6yTJYxrAipyDtZYHHniAVatWMWnSJGJjY10niYh4Sv26tUgJL8bgXQdICS/GLwd3\n8+CDD3Lvvfcybdq0f+8/ePYuhNqVUETk4v3rX//C5/Nx8uRJUlJSqFKliuskERFPe+SRR1i4cCGj\nRo2iTZs2rnPEAQ1gRc5hyJAhzJo1i6eeeoquXbu6zhER8aT6dWsxrFkUJTnFfffdxx//+EcWL15M\nRETEv+/T8eqrKJqegcnKomh6Bh2vvsphsYhIwXfy5EkaN27M999/T2JiIjfddJPrJBERTxs7diwv\nvPACffr04ZFHHnGdI45oACtylpdffplnnnmGBx54gMcff9x1johIgZe6aStPLFl1zv1bv/76a2Ji\nYqhcuTLJycn8f/buPK7KOu3j+Oc+N4vkNqKiYmJp49SkliY9jvaU0eNwDoLgrrmnTma5talZ5tjj\nqGmKbW6pueRW4oZwqERMzWbInMJq6skWMiwXzC3gLPf9/IEQIMsBDt7nHK736zWvEc69XFTzm/x6\n/a5f/fr1i33eI7wDKaYAnv3+F1JMAXIIlxBCVIPT6WTIkCEcOXKEt956i//+7/82uiQhhPBpmzdv\n5sknn2TAgAEsXry4cJeXqH38jC5ACE+yY8cOHnvsMaKjo3n99ddlcRRCiGpKS8/A4szD1jqEhY48\nktMzCkPU06dPYzab0TQNq9VK8+bNS31Gj/AOErwKIUQ16brOY489xq5du3jllVfo16+f0SUJIYRP\n27dvHyNHjuTee+9l/fr1mEzSA1mbyd99Ia46dOgQQ4YM4e6772bLli34+cmfTwghRHWlZmZh81PR\nVL+UsOAAACAASURBVBW7qpKamQXA5cuX6dWrF1lZWSQmJtKuXTuDKxVCCN82d+5cli9fzrRp03js\nsceu+Tw3/Tjn4zeQm37cgOqEEMK3/Pvf/6ZPnz60a9eOnTt3UqdOHaNLEgZzOWFSFEUFPgZ+0nU9\nWlGUYGArcBPwPTBQ1/XzNVGkqH3S0jNIzcwiIiy0Ul1PBfc1DvDnnM3u8v1ffPEFvXv3pnXr1iQm\nJlK3bt3qlC9EtcmaK3xFRFgoCx152HXwdzqJCAvFbrczYMAAjh07xs6dO+natavRZYpaTtZc4evW\nrl3Lc889x/Dhw5k3b941n+emHyer7xR0ux3F35/QhHjqhLc3oFJRW8i6K3zZ999/j8VioWHDhlit\nVho1amR0ScIDVKYDdjLwZZGvpwP7dF3/I7Dv6tdCVFvBdtW5rUOwOPNKnRlY3n3/2zqEKS0bM7d1\nM5fu/+mnnzCbzQQEBGC1WmnSpIk7fgwhqkvWXOETeoR3IFkN5JnM0ySrgdzXpT3jxo3DarWyfPly\noqOjjS5RCJA1V/iwpKQkxo0bx1//+ldWr15d6oitnMPH0O12cGrodjs5h48ZUKmoZWTdFT7p3Llz\nmM1mcnNzsVqt3HjjjUaXJDyESwGsoig3Ar2AN4p8OxZYd/XX64A495Ymaquytqu6ep+uqgBoqqnC\n+y9cuIDFYuH8+fMkJydz8803u+VnEKI6ZM0VvqZHeAfm9IukR3gHnnvuOdatW8fs2bMZO3as0aUJ\nIWuu8Gnp6ekMGDCAO+64g3feeQd/f/9SRw0Ede+E4u8PqgnF35+g7p2KPUfGEwh3knVX+KqcnBx6\n9+7N999/z65du7j99tuNLkl4EFdHEMQDTwNFjyZupuv6qau//hloVtqNiqL8DfgbQFhYWBXLFLVJ\nadtVK3OfTc8PX01OZ7n35+XlERcXx5dffklSUhKdOnUq9TohDCBrrvBJy5YtY+7cuYwbN45Zs2YZ\nXY4QBaq85oKsu8JzffPNN/Tq1YtmzZqxd+9e6tevX+aogTrh7QlNiCfn8DGCuncqNn5AxhOIGiD/\nrit8jsPhYMiQIRw5coRt27Zx7733Gl2S8DAVdsAqihINnNZ1/WhZ1+i6rgN6GZ+t1HW9i67rXZo2\nbVr1SkWtUXK7qqszYAvum5l5mvifzjHzh7Lv1zSNkSNHkpaWxtq1a+nZs6e7fwwhqkTWXOGrduzY\nwaOPPkpMTAyvv/56qVtghbjeqrvmXv1c1l3hcX755RciIyPRdR2r1Urz5s2B8kcN1AlvT6Mpw68J\nV2U8gXAn+Xdd4Yt0Xeexxx5j165dLF26lP79+xtdkvBArnTAdgd6K4oSBdQBGiiKshH4RVGUFrqu\nn1IUpQVwuiYLFbVLj/AOlTp8q7L3Pfnkk2zdupUFCxYwbNiwqpQoRE2RNVf4nMOHD/Pggw9y9913\ns2XLFvz8XD4DVIiaJmuu8DmXL18mOjqaU6dOsX//ftq1a1f4WcGoAR17qaMGSlOVe4Qoh6y7wufM\nnTuXFStWMG3aNCZOnGh0OcJDVdgBq+v6DF3Xb9R1/SZgMJCq6/owYDcw8uplI4FdNValEG60ePFi\nlixZwsSJE3nqqaeMLkeIYmTNFb7myy+/JCYmhrCwMBITE7nhhhuMLkmIQrLmCl9jt9sZMGAAx44d\nY9u2bfzXf/1Xsc8LRg0ETx9LaEI8QIWzXUveI+MHRHXIuit8zdq1a3nuuecYNmwY//jHP4wuR3iw\n6rSgzAe2KYoyBvgBGOiekoSoOZs3b+aJJ56gf//+LFmyRLbACm8ia67wOllZWZjNZgICArBarTRp\n0sTokoRwlay5wuvous64ceOwWq2sWrWK6OjoUq8rmPlamdmuBfcIUYNk3RVeJykpiXHjxtGzZ09W\nr16NyeTSOfeilqpUAKvrehqQdvXX54AH3F+SEDUjNTWVkSNHcu+997JhwwZUVTW6JCHKJWuu8GYX\nLlzAYrGQnZ3NBx98wM0332x0SUKUS9Zc4e2ee+451q1bx+zZsxk7dmyF1xeb7Ur+bFcJWcX1JOuu\n8Gbp6ekMGDCAjh07sn37dgICAowuSXg4GcImaoVPP/2UuLg42rVrx86dO6lTp47RJQkhhM/Ky8uj\nT58+fPHFFyQlJdGpk8wLFEKI6spNP07O4WMEde90TVC6bNky5s6dy7hx45g1a5ZLz5PZrkIIUTXf\nfPMNvXr1IiQkhKSkJOrXr290ScILSAArfN4PP/yAxWKhQYMGJCcn06hRI6NLEkIIn6VpGqNGjWL/\n/v1s2LCBnj17Gl2SEEJ4vfLGBezYsYNHH32UmJgYXn/9dZdHbBXMdi0r1BVCCHGtX375hcjISDRN\nIyUlhebNmxtdkvASEsAKn3bu3DnMZjO//fYbhw4dolWrVkaXJIQQPu2pp55iy5YtLFiwgGHDhhld\njhBC+ISyxgUcPnyYBx98kLvvvpstW7bg51e5397JbFchhHDd5cuXiY6O5tSpU6SmptKuXTujSxJe\nRAJY4bNycnLo3bs33377Le+++y7t28u/XAohPFtaegapmVlEhIXSI7yD0eVU2uLFi1m8eDETJ07k\nqaeeMrocIYTwGaWNC/jiiy+IiYkhLCyMxMREbrjhhlLvLW90gSufCyGEALvdTv/+/fnkk0/YuXMn\nXbt2Nbok4WUkgBU+yel08uCDD3LkyBG2bdvGfffdZ3RJQghRrrT0DCzOPGytQ1joyCM5PcOrQtgt\nW7bwxBNP0L9/f5YsWVLhFlhvD5uFEKK6KhN8lhwXcC60Eea//IWAgACsVitNmjQp8x1ljS5w5XMh\nhBCg6zrjxo0jJSWFVatWERMTY3RJwguZjC5ACHfTdZ2JEyeyc+dOli5dSv/+/Y0uSQghKpSamYXN\nT0VTVeyqSmpmltEluSw1NZURI0Zw7733smHDBlRVLff6grB5busQLM480tIzrlOlQgjhGQqCz+z5\nb5DVdwq56ccrvKdOeHsaTRlOXrtWREVFcf78eZKSkrj55pvLvKfY6AJ7/uiCynwuhBACnn32Wdat\nW8fs2bMZO3as0eUILyUBrPA58+bNY9myZTz99NNMnDjR6HKEEMIlEWGhBDicqA4n/k4nEWGhRpfk\nks8++4w+ffrQrl07du7cSZ06dSq8x5vDZiGEcAdXg8/c9OOcj99QGNDm5eXRp08fvvjiCxISEujc\nuXO57ykYXYBqKhxdUJnPhRCitlu2bBn/+Mc/GDduHLNmzTK6HOHFZASB8ClvvvkmM2fOZOjQocyb\nN8/ocoQQwmU9wjuQ7GXb8n/44QfMZjP169cnOTmZRo0auXRf4wB/TDrg9K6wWQgh3KW0ma4llRwP\n0PydxTy05B/s37+f9evX07NnzwrfU3J0QcnxAhV9LoQQtdmOHTt49NFHiY6O5vXXX69wxJYQ5ZEA\nVviM5ORkxo4dS8+ePVmzZg0mkzR4CyG8S4/wDl4RvAJkZ2djNpvJycnh4MGDtGrVyqX70tIzmN60\nAU4FVE1n/pmL9IiJqOFqhRDCs7gSfBbrksXOjufmsfW9rcyfP5/hw4dX6l3lBasVfS6EELXRoUOH\nGDJkCHfffTdbtmzBz0/iM1E98k+Q8Anp6ekMGDCAjh07sn37dgICAowuSQghfFZOTg4xMTF8++23\nvPfee7Rv7/pv3FMzs7C1DkFXVXTdyTmbvQYrFUIIz1VR8Fm0S9ahKLy0fy8TJ07k6aefvo5VCiFE\n7fPFF1/Qu3dvwsLCSExMpG7dukaXJHyAtAgKr3fixAl69epF06ZNSUpKon79+kaXJIQQPsvpdPLg\ngw9y5MgR3nrrLe69995K3e+ts26FEMJdSs51LUtBl+zJqLsZcvYT2sZFsmTJEtkCK4QQNeinn37C\nbDYTEBBASkoKTZo0Mbok4SOkA1Z4tdOnTxMZGYmmaVitVpo3b250SUII4bN0XWfixIns3LmTpUuX\n0r9//0o/wxtn3QohhLuUnOsamhBfbhfsh5dOY964lK5/6cqGDRtQVfU6ViuEELXLhQsXiIqK4vz5\n8xw4cICbb77Z6JKED5EAVnity5cv06tXL7KyskhNTeVPf/qT0SUJIYRPmzdvHsuWLePpp59m0qRJ\nLt+XViJw9aZZt0II4U4l57rmHD5WZgD76aef0qdPH9q1a8euXbuoU6fOda5WCCFqj7y8PPr06cMX\nX3xBUlISnTt3Nrok4WNkBIHwSna7nYEDB/LJJ5+wdetWunbtanRJQghhmLT0DGZtTyEtPaPG3vHm\nm28yc+ZMhg0bxrx58ypVm8WZx9zWIViceTVaoxBCeLqCua6oJhR/f4K6dyr1uh9++AGLxUL9+vVJ\nTk6mUaNGVXqfq+MOhBCiNtM0jZEjR7J//37WrFlDz549jS5J+CDpgBVeR9d1Hn74YZKTk1m5ciUx\nMTFGlySEEIYpCDhtrUNY6MgjOT3D7d2lycnJjB07lp49e7J69WpMJtf//Lbg0C1NVbHr+V+XV9/S\nPam8qTlonmdn2s1hxa4t2UkrhBDepmCua87hYwR171Rq92t2djZms5nffvuNQ4cO0apVqyq9q+S4\ng8ZzJ6FlXyjzvUIIUVs99dRTbN26lfnz5zN8+HCjyxE+SjpghdeZNWsWa9eu5fnnn2fcuHFGlyOE\nEIZKzczC5qfmB5yqSmpmllufn56ezoABA+jYsSPbt28nICCgUvdX5tCtpXtSmdKyMf9u1QzrLTfS\nU7MXdsxKJ60QwtsVdKMCNJoyvNQQNCcnh969e/Ptt9+ya9cu2revelBabNyBzc7ZaYvJnreKn3o/\nxoX1u6v8XCGE8CWLFy9m8eLFTJw4kaefftrocoQPkwBWeJXly5fzv//7v4wZM4bnn3/e6HKEEMJw\nlQk4K+vEiRP06tWLpk2bsnfvXurXr1/pZ/QI70CyGsgzmadJVgPpEd6hzJEJO/Ly8n+hKKAoOPxM\nhYFyTQfNQghRkwq6UbPnv0FW3ylcWL/7mtEATqeTBx98kA8//JCNGzdy3333Vet99pO/oKgqqCYw\nKeB0gqaDw8nZaYtlLIEQotbbsmULTzzxBP3792fJkiUoimJ0ScKHyQgC4TV27drFo48+SnR0NMuX\nL5fFUQghuBpwVnJrvitb+U+fPk1kZCSappGSkkKLFi2qVWPBe8obmdAnMJADALoOgJ9DKwyUI8JC\nWejIw67j9qBZCCFqWrFuVD2/GxVdLxwN4My+wOtH9rFz506WLl3KgAEDqvyuoqMHUFUaDIshoGO7\n/Hc6nPkXaXq5B4AJIYSvS01NZcSIEdx7771s2LABVVWNLkn4OAlghVf48MMPGTx4MOHh4WzZsgU/\nP/lHVwghChQNOCviyszYy5cvEx0dTVZWFqmpqbRr185ttRadCZuHwtoTmYXvnxwTAWXMgK1K0CyE\nEJ6i4PAtHXt+l7+mgaaja3mcffolNE0jTnMSNOoRJk2aVK13FQ17AfxubEbDEb0B8kNYTUcJyD8A\nLDf9eLnzaIUQwhd9+umn9OnTh3bt2rFz507q1KljdEmiFpAUS3i8//znP8TExNCqVSv27NlD3bp1\njS5JCCG8ztI9qezIyyNI17DdHFrmoVh2u51BgwZx9OhRdu7cSdeuXSv9rvI6bCPCQlngtGEzmdBN\nCltuas7oIiHw5JgIJpfx3MoEzUII4UmKHr5lCm7IuRnx6DY76KA7NUxAgKIyumPl19ySioa9in9+\n0ArQcERvAm9rUxi4AsUO6QpNiK9WCCthrhDCG2RmZhIVFUX9+vVJTk6mUaNGRpckagkJYIVHy8rK\nwmw24+/vj9VqpWnTpkaXJIQQXqfgcKsC/g4nin7tzFhd1xk/fjxJSUmsXLmSmJiYSr+rog7bHuEd\nGLJ1L+tvaYluMuE0ma4JgYUQwhfVCW9fGEzmffY1l9bvAh3QdTRFwa9OIDfc07nYPVUJNYuGvSXv\nK1rD+fgNv49FwF6pkQQl6yo69sAdYa4QQtSE7OxszGYzV65c4dChQ7Rq1crokkQtIgGs8FgXL14k\nKiqKc+fOceDAAdq0aWN0SUII4ZWKHW6l69yedYYYJ9d0qD7//POsWbOG559/nnHjxlXpXUVHDJTW\nYQswqk0YW+152FVV5rkKIWqlwI7tuHg1fEWBOj270nTqyGKhZXVCzaJBa8GzSgayZXXKVqS0uorN\nuK1kmCuEENdDTk4OvXv35sSJE7z77ru0by9rlLi+JIAVHslms9G3b18+//xz9u7dS+fOnSu+SQgh\nRKlKHm41SvVnclxEsWtWrFjBCy+8wNixY3n++eer/C5XDsuSea5CiNru7DffoaGjKgooUO/ujtcE\nllUNNV3tTi2vU7Y8pdVV1TBXCCGuB6fTydChQ/nwww/ZunUr9913n9EliVpIAljhcTRNY/To0ezb\nt4/169fz17/+1eiShBDCqxUcbrUoUOU3f5UTObnFPt+1axcTJkwgOjqaZcuWoShKld/largq81yF\nEL6qorEBZ86cIf7N1UzWG6AroOhgCm54zf2m4IaVDjUr251aslPWFaWFrVUNc4UQoqbpus7kyZPZ\nsWMHS5cuZcCAAUaXJGopCWCFx5k2bRqbNm1i3rx5DB8+3OhyhBDCJ5zIyeVky5YAvNKwPmxL4uWB\nUXz44YcMHjyY8PBwHpv2PHN27at2V6qEq0KI2qqisQGXL1+mV69e/NeFyxDYEEUHTApa9oVS7288\ndxJa9gWXQ83r0Z1aVthalTBXCCFq2vz583nttdd46qmnmDRpktHliFpMAljhUeLj41m0aBGPPfYY\n06ZNM7ocIYTwGXsaBOX/4uoc2D0Ngpjwn/8QExNDq1atmDlvCXF+lHl4lhBCiIqV1W2am36cyweP\nMmvnJo4ePcqiyc+jbE4FTUMJCCgMRUver2VfoNEU1xsSrld3qoStQghvsG7dOp555hmGDh3K/Pnz\njS5H1HISwAqPsW3bNh5//HH69etHfHx8tbbACiGEKC7mYg6vhFA4B9Z89lfM40fj7++P1WplTvqX\n5N3SEt1kKvPwLCGEEOUL6t4JRVXRNR1FVQnq3qmwq9WZm8cE3Yll9FRufPsDdE0Dk4nGcycVPxir\nxP2VId2pQgiRz2q1MnbsWP7nf/6HNWvWYDKZjC5J1HISwAqPkJaWxvDhw7nnnnvYuHEjqqoaXZIQ\nQviUlwdGwbYk9jQIIir7EocX/Z1z585x4MABMs9dYfNNzdGvdseqmlbq4VlCCHE9VTRL1RPlffkt\nutMJ6OhXv5dz+BjOvDxMQKBJ5a4LGjl2O2g6KDq2z77mfPyGwrC14D69lOe7QsJWIURtd/ToUfr3\n70/79u3Zvn07AQEBRpckhASwwngZGRnExsZyyy23sGvXLurUqWN0SUII4XHSXDjYqiIvD4xikc2G\nxWLh888/JzExkc6dOzNrewqO1iGgKChOjcHf/0yPQb3c/BMIIYTrKpql6oly049zdtpicGr533A4\nyDl8DOvp7+mgOQlQVPwCA6kb04Pcjz7LHxOgqlzcnAROJ4qq4t/+FnA48ncrOJ3FDswSQghRsRMn\nThAVFUXTpk1JTk6mQYMGRpckBADSgy0MlZmZidlspn79+litVho1amR0SUII4XHS0jOwOPOY2zoE\nizOPtPSMKj1H0zRGjRpFamoqq1evJjIyEoCIsFACHE5Uh5NAh4PRbcLcWb4QQlRasVmo9vxZqp4u\n5/Ax0LTfv2Eyke68xLAFs1l+ewMazxhLaEI8DUf0JjQhnuDpY6k3JAqczvyf02bH9smX+Z2xJpNb\nDswqkJt+nPPxG8hNP+6W5wkhhCc6ffo0ZrMZp9OJ1WqlefPmRpckRCHpgBWGyc7Oxmw2c+XKFQ4d\nOkSrVq2MLkkIITxSamYWttYhaKparfms06ZNY/PmzcybN48RI0YUfr9HeAeS3dBhK4QQ7lLaYVKe\nLqh7J5SAAHSbHUwKF/8WS+yzT9ClSxcWJG2nbt26hdcWjAnITT/O5a1WdM1WOKMbk0LQvXcR/PRD\nVe5+LTq+AfC6bmIhhKisK1euEB0dzU8//URqaip/+tOfjC5JiGIkgBWGyMnJITY2lhMnTvDuu+/S\nvr38S6AQQpQlIiyUhY487Dr4O51Vms8aHx/PokWLeOyxx5g2bdo1n/cI7yDBqxDCY5R1mJQnK1rz\n6RuD+Z+HR9CqVSsSExOLha+l3XNpq/X3UQT+/tUOX4sGrvUGmX/vJsYuYw2EED7HbrczcOBAjh49\nys6dO+natavRJQlxDQlgxXXndDoZNmwYhw8fZuvWrdx3331GlySEEB6tuh2q27ZtY+rUqfTr14/4\n+HgURamhSoUQwn288TCpOuHtyW4ZTGS3bvj7+2O1WmnatGmF99QJb0/9QWa3BM7FxjdgRwGv6yYW\nQghX6brO+PHjSUpKYuXKlcTExBhdkhClkgBWXFe6rjN58mQSEhKIj49nwIABRpckhBBeoaodqvv3\n72f48OHcc889bNy4EVVVa6A6IYTwLEW34F/PEPfChQtERUVx7tw50tLSaNOmjcv3uitwLjm+of4g\ns9vCXSGE8DTPP/88a9asYdasWYwbN87ocoQoU4UBrKIodYAPgMCr17+j6/rziqIEA1uBm4DvgYG6\nrp+vuVKFL1iwYAGvvfYaTz31FJMnTza6HCE8jqy5wp0yMjKIi4vjlltuYffu3dSpU8fokoTwOLLu\n+p6SW/Cv18xTm81G3759+fzzz9m7dy933XVXhXXWRCha1vgGCV6FJ5A1V7jTihUreOGFFxgzZgyz\nZ882uhwhymVy4Zo8IELX9TuAOwGzoihdgenAPl3X/wjsu/q1EGVav349M2bMYOjQocyfP9/ocoTw\nVLLm1hJp6RnM2p5CWnpGjTw/MzMTs9lM/fr1SU5OplGjRjXyHiF8gKy7PqbYFnx7/szTmqZpGqNG\njSI1NZXVq1fz17/+tdzrC0Li7PlvkNV3Crnpx91aT53w9jSaMlxCV+GJZM0VbrFr1y4mTJhAr169\nWL58uYzYEh6vwgBWz3f56pf+V/+jA7HAuqvfXwfE1UiFwiekpKQwZswYHnjgAdasWYPJ5Er2L0Tt\nI2tu7ZCWnoHFmcfc1iFYnHluD2Gzs7OxWCxcvnyZ5ORkwsLCqlxnTYbEQngCWXd9T8EWfFTTdZt5\nOm3aNDZv3sy8efMYMWJEhdeXDIkvbbVy+slFnHlykdvDWFflph/nfPwGw94vagdZc4U7HDlyhMGD\nB9OlSxe2bt2Kn59M1xSez6V/ShVFUYGjwC3Aa7qu/1NRlGa6rp+6esnPQLMy7v0b8Degyr8BFN7t\n6NGj9OvXj9tvv52EhAQCAgKMLkkIjyZrru9LzczC1joETVWx6/lfV2W+a2lycnKIjY3lm2++wWq1\n0qFD1Z5bEBLbWoew0JFHcnpGYY1p1TgQTAhPJOuubylrC35NiY+PZ1/8Ct68vz8DI3q5dI8puCEo\nCpgUFFXl4luJ4HACcGlzEqE7X76u3atGjW0QtZOsuaI6/vOf/xAdHc2NN95IYmIidevWNbokIVzi\nUhuirutOXdfvBG4E7lYUpX2Jz3Xy/9SqtHtX6rreRdf1LhWdACp8z7fffktUVBRNmjQhOTmZBg0a\nGF2SEB5P1lzfFxEWSoDDiepw4u90EhEW6pbnOp1Ohg0bxqFDh1i/fj33339/lZ+VmpmFzU/ND4lV\nldTMLKDmu3eFMIKsu77nem3B37p1K+ufmsVbwXdwzxenOdVvaoUdpLnpxzk382XQNDCZCHqgKzi1\nws91u+O6jE0oyoixDaL2kjVXVNWpU6cwm834+fmRkpKC/DMgvEml9oHruv4rsB8wA78oitIC4Op/\nn3Z/ecKbnTlzhsjISBwOB1arlRYtWhhdkhBeRdZc39UjvAPJaiDPZJ4mWQ10SxeprutMnjyZhIQE\nlixZwqBBg6r1vIiwUPycGopTQ9W0wpC4rGBWCF8g666ojLS0NEaMGMHAP95BgGJyObzMOXwM3WYD\nTQdNxy8kGPyLbEw0KfkdsteREWMbhJA1V1TGxYsXsVgsnD17lqSkJNq0aWN0SUJUSoUBrKIoTRVF\n+cPVXwcBPYH/ALuBkVcvGwnsqqkihfe5cuUK0dHRnDx5kj179nDrrbcaXZIQXkHW3NqjR3gH5vSL\ndEv4mpaeQfTr6/hncBiPPv0cU6ZMcUOFV5U4z6CmuneFMIqsu6IqMjIyiIuLIyrsTwx9wIyiqi6H\nl6bghvnhK4CmEdCxHS13vkxg1zvyxxJoGudmvuxSJ627ZrYWjG0Inj5Wxg+IGiVrrqgKm81G3759\n+fzzz9m+fTt33XWX0SUJUWmuzIBtAay7OqfFBGzTdT1RUZQjwDZFUcYAPwADa7BO4UUcDgcDBw7k\n448/JiEhgW7duhldkhDeRNZcUSlp6RlEOm3Y/pL/G/5/O5xc3rqXUW3CqhXupmZm4Wgdgm4y4TTp\nhXNqe4R3INmAGbAyd1bUIFl3RaVkZmZiNpu5OyiYRTlNsb39LqgqDYbFUH+QucLwUsu+ACYlP4Q1\nKflfA3kfHwc9P5jVbTZyDh8r81k1MbO1Tnh7CV7F9SBrrqgUTdMYPXo0+/btY926dURGRhpdkhBV\nUmEAq+v6Z8A1f4yr6/o54IGaKEp4L13Xefjhh0lKSmL58uXExsYaXZIQXkXWXFFZ2z75DHuX2/O7\npgCHn8r6W1qy1V784KzKiggLZYHThl1Rio0gAAqD2OulvAPBhKguWXdFZWRnZ2OxWLh8+TJLJ0yB\ntYmF81v9bmzmUoAZ1L0TSkBAYXga1L1T/tiCInNgMZnK7aQtNrMVe7lhrRCeRNZcUVnTpk1j06ZN\nzJs3jxEjRhhdjhBVVqkZsEJUZPbs2axZs4bnnnuOhx9+2OhyhBDCpx09epSDb67E3+7M75oq6Jwy\nmXxqPqvMnRVCeILc3FxiY2P55ptv2LVrFzf3teTPTTUpoLg+t7W07f6m4IaFazhAw0cGlRuoQsfI\nmwAAIABJREFUysxWIURtEB8fz6JFi3j00UeZNm2a0eUIUS0SwAq3WbFiBXPmzGH06NH8/e9/N7oc\nIYTwaSdOnCAqKopLp35g6+UcRvzfSczfnCTA7nDLfNbUzCwcqunqCAKToaGnzJ0VQhjN6XQydOhQ\nDh06xIYNG+jRowd1wtvTeO4kMJlcnttaoE54expNGV4YshaOJQAwKagN6lV4v7tmtrpzlqwQQrjL\ntm3bePzxx+nbty9Lly5FUZSKbxLCg7kyA1aICu3evZsJEyZgsVhYsWKFLI5CCOGCqs41PXPmDGaz\nGYfDgdVq5dZbbyWums8sKSIslIWOPOw6hoeeRs2dFUIIyB+xNWXKFBISEliyZAkDB/4+mlLLvpDf\nuarp6PaqjwIobSxBRdwxs7UmZskKIUR1paWlMXz4cLp3787GjRtRVdXokoSoNglgRbUdOXKEwYMH\n07lzZ7Zt24a/v7/RJQkhhMer6lzTK1eu0KtXL06ePMm+ffu49dZbi33u6nzWioJaTws9r/fcWSGE\nKLBgwQJeffVVnnjiCaZMmVLss4JRADquB6elKehozTl8jKDunard0erqc2SWrBDC02RkZBAXF0fb\ntm3ZtWsXQUFBRpckhFtIACuq5auvviI6OpqWLVuyd+9e6tUrf7uUEEKIfKmZWdhah+TPNdXzv64o\nYHQ4HAwcOJCjR4+SkJBAt27dqvRuV8NfCT2FEJ6iMqGiO61fv54ZM2bw4IMP8uKLL5Z6TdD9d+P8\n5Sz1h0a7VNuF9bu5sieNujE9aDiid+H3jehodVeALIQQ7pCZmYnZbKZevXpYrVaCg4ONLkkIt5EA\nVlTZqVOniIyMRFVVrFYrISEhRpckhBBeo7Jb/HVd5+GHHyYpKYnly5cTGxtb5XdXJfwVQgij1PQ2\n+bLC3ZSUFMaMGcMDDzzA2rVrMZmKH59xYf1uzj79Ejg1AGzHvyHwtjbl1nZh/W7OPrEQgJy0dIBi\nIWx1Vbaj1Z2dt0IIUR3Z2dlYLBYuX77MoUOHCAsLM7okIdxKAlhRJRcvXiQqKoqzZ8+SlpZG27Zt\njS5JCCG8SmW3+M+ePZs1a9bw7LPP8vDDD1fr3Z4031UIISpSk9vkywp3P/nkE/r168ftt99OQkIC\nAQEB19x3dtriwvAVQLc7OP/qJvTfcq/pbi1wZU/aNV+7M4CtSkerOzpvhRCiOnJzc4mNjeWbb74h\nJSWFDh2kMUD4HglgRaXZbDb69u1LRkYGiYmJdOnSxeiShBDCK7m6xX/FihXMmTOH0aNHM2fOHLe8\n15PmuwohRHlqcpt8aeFuVuMbsFgsNGnShKSkJBo0aFDqfWha8W+qJn5LOpj/eRndrXVjehR+VvC1\nO1W1o9WoEQ9CCOF0Ohk6dCiHDh1iy5Yt9OjRw+iShKgREsCKStE0jYceeoh9+/axdu1azGaz0SUJ\nIYRP2717NxMmTMBisbBixQoURXHLc2W+qxDCW9TkNvmS4W7u7TdjNptxOBxYrVZCQ0vfIRDUvRNK\nQAC6zQ4KBN7dAcf3P+E8dbbwmqLdrUUDziYvPVXqDFh3cbWjtaAmU3BDzs18ucZGPAghRFl0XWfy\n5MkkJCSwZMkSBg0aZHRJQtQYCWBFpUyfPp233nqLuXPnMmrUKKPLEUIIn3bkyBEGDx7MXXfdxdtv\nv42/v7/RJQkhhCFqapt80XCXzrdifuoxfvzxR/bt28ett97q0n2FAWZeXrFrCrpbSxtzUBPBa2UU\nrQlFye/m1XS3j3gQQojyLFiwgNdee40nn3ySKVOmGF2OEDVKAljhsqVLl7Jw4UImTJjAjBkzjC5H\nCCF82ldffUV0dDQtW7YkMTGRunXrGl2SEEJ4FVe31dcJb49fp1uJi4vj448/JiEhgW7dulX4/IJQ\n+Hz8hvwgUwcU8LupJX947MHCkLUmZ9hWVdGaMClgMoGiu33EgxBClGX9+vXMmDGDBx98kAULFhhd\njhA1TgJY4ZJt27YxdepU4uLiePnll922BVYIIcS1Tp06RWRkJKqqYrVaCQkJMbokIYTwKmUdrlUa\nXdcZP348e/fuZdmyZcTGxlbqXSXHGDR77dli76rJGbZVVbKmxnMnoWVfkBmwQojrIiUlhTFjxvDA\nAw+wdu1aTCaT0SUJUeMkgBUVSktLY/jw4XTr1o1NmzahqqrRJQkhhNdJc/HQq4sXL2KxWDh79ixp\naWm0bdv2OlZZMVd/DiGEqK7qHAxVma7T2bNns3r1ap577jnGjx9f6TormlFbkzNsq6qsmnLTj3M+\nfoPH1CmE8D1Hjx6lX79+3H777SQkJBAQEGB0SUJcFxLAinJlZGQQFxdH27Zt2b17N0FBQUaXJIQQ\nXictPQOLMw9b6xAWOvJITs8oNby02Wz07duXzz//nD179tClS5drnlPT4Wd57/j952jGPN3Boj2p\n3NG8qQSyQgi3q0wHa2lc7TpduXIlc+bM4aGHHuLvf/97leutaEZtTc2wrY6SNVX3r7kQQlTk22+/\nJSoqiiZNmpCcnEyDBg2MLkmI60b6vEWZfvzxRywWC3Xr1sVqtRIcHGx0SUII4ZVSM7Ow+aloqopd\nVUnNzLrmGk3TGD16NPv27eONN97AbDYX+7wg/JzbOgSLM4+09Ay31/n7O5rREweTtiUxa3tK4bvy\nfw4/NNWEQzUxtUUwPTV7jdYkhKidinWw2vM7WCujoMMzePrYMoPE3bt388gjjxAVFcXy5ctr/Yit\n6v41F0KI8pw5c4bIyEgcDgdWq5UWLVoYXZIQ15UEsKJU58+fx2w2c+nSJZKTkwkLCzO6JCGE8FoR\nYaEEOJyoDif+TicRYaHXXDN9+nQ2bdrE3LlzGTly5DWfuxLiVlfJgPWVW1rywk3NidRspKVnEBEW\niknXQddBUdBNCg7/mq1JCFE7FXSwopqqPDe1Tnh7Gk0ZDsD5+A3kph8v/Oyjjz5i8ODB3HXXXWzb\ntg1/f3+31e4tctOPc+bJRZx+chG56cfd8tdcCCFKc+XKFaKjozl58iR79uzh1ltvNbokIa47GUEg\nrpGbm0tsbCz/93//h9VqpWPHjkaXJIQQXq1HeAeSy9nav3TpUhYuXMgjjzzCjBkzSn1GRFgoCx15\n2HXKDHGrKyIslHm6A+1qwIqug0nB5u/HghOZhJv8eMTp5LU2LdBMpsJrFKdWYzUJIWond81NLW1b\n/Q8N/ImOjqZly5YkJiZSt27dUu/zpJmt7pabfpysuEnoNjsAlzYn0XLnyx43q1YI4f0cDgeDBg3i\n448/JiEhgW7duhldkhCGkABWFON0Ohk2bBgHDx5k8+bNREREGF2SEEL4hB7hHUqdkbpt2zamTp1K\nnz59eOWVV8rcAltRiOuuGhftSeXJZn/AYTKB6fda3rsplHcVCHA4efTbUyy7uQWaAn5OjcHf/8zo\nNmEyA1YI4VbumJta8jCu09YPMK9ZiKqqWK1WQkJCrrnH1Vmo3hzS5v91cfz+DbuDnMPHaDRluNf9\nLEIIz6XrOuPHj2fv3r0sX76c2NhYo0sSwjASwIpCuq4zZcoUtm/fzuLFixk8eLDRJQkhhE87cOAA\nw4cPp1u3brz11luoqlru9WWFuO40OSaCO9IzWHsik003t8BpMmHSNXTFhKaasOvwB1XlPfxI/eFq\nGDyoV43WJIQQVVX0MC78/Xhq82rOnDlDWloabdu2LfWeS1ut6Hk20HV08mehlgwlvf3Aqvy/Ln6F\nHbD4+8nIASGE282ePZvVq1fz7LPP8vDDDxtdjhCGkgBWFHrxxRd59dVXefzxx5k6darR5QghhE87\nfvw4sbGxtG3blt27dxMUFGR0SYUKgt7R6Rmk/pBF4wB/pjdtgF1XC0cNFATBBXNfpftVCOGJCkYZ\nXP7gY57ZvoGE9M/Ys2cPXbp0KfX63PTjXNyclD+CBVBUtdRgsmRnbWkh7fVSlU7cOuHtCd35cn7Y\nDDQYZPaqAFkI4flWrlzJnDlzGD16NHPmzDG6HCEMJwGsAGDDhg1Mnz6dwYMHs3DhQqPLEUIIn/bj\njz9iNpupW7cuycnJBAcHG11SqYp23N5RYvxBWnoGFmcettYhLHTkkZyeISGsEKLaamJbf8Bdf2b9\nkzP5y+e/0HfME/RofCPn4zeU+o6cw8fA6cz/QlGoNySq1DqKdtYaeWBVdTpx3THiQQghSrN7924e\neeQRLBYLK1asKHPElhC1iQSwgnfffZeHHnqI+++/nzfffBOTyWR0SUII4bPOnz+PxWLh0qVLHDx4\nkNatW1/X96dVcY5syfEHqZlZ2FqHoKkqdj3/awlghRDVUVPb+t/sO5ren5+DgEYo2w/z0+5/gqaV\n+o6SwWqDQeYyn1t/kNnw7lFP6sQVQgiAI0eOMHjwYDp37sy2bdvw9/c3uiQhPIIkbbXcJ598Qr9+\n/fjzn//Mjh07CAwMNLokIYTwWbm5ucTFxfH111+zc+dOOnbseF3fX9C1Ord1CBZnHmnpGaVeM2t7\nSqmfFRURFoqfU0NxaqiaRkRYaE2VLYSoJYqFifb8MLG6Xn75ZZT9R0FRKOy/sjvKfEfByILg6WPL\nPXwrq+8ULm7cw+Wt1mrXWB0FgTGqydBOXCGEAPjqq6+IiYkhNDSUvXv3Uq9ePaNLEsJjSAdsLfbd\nd98RFRVFcHAwycnJNGzY0OiShBDCZzmdToYPH84HH3zA5s2buf/++6/r+9PSM5j9w0lsN7UoPEyr\nZNdqaWMFgPI7ZmVHmRDCTdy9rf+dd95hypQpzPuvSJRvLv/+gb9fYQdsae+oaGu+J3WdFgTG7h7b\nIIQQlfXzzz9jNpsxmUykpKQQEhJidElCeBQJYGups2fPEhkZic1mY//+/YSGut65VNXtq0IIUVvp\nus7UqVN55513WLx4MYMHD76u7y8IVvNuao5uUjA5nfg7nTQO8GfW9pTC9bzkWIG132ayrXWzUue8\nvvltJvZbWqKbTDhNuowgEEJUmzvDxAMHDjB06FC6devGpPcSsL39Hlf2pFE3pgeBt7Wp1js8Zf4r\n1MzMXCGEqKyLFy9isVg4c+YM+/fvp23btkaXJITHkQC2Frpy5QrR0dH8+OOPvP/++9x2220u3yuH\nrgghROUtXLiQV155hSeeeIKpU6de9/cXBKu6qmJyOPnvH36mT2Ag05s2wOanssBpY/DWvXS+IYgA\nhxO7Dv5OJwpg81OvmfOalp7B5puaoysK6LqMIBBCuE1VDoYqGUIeP36c2NhY2rZty+7duwkKCiJo\nRG8ajuhd7D2l3etqjZ7QdVrazFzA8LqEELWLzWajX79+ZGRkkJiYSHh4uNElCeGRJICtZRwOB4MH\nDyY9PZ3t27fTvXv3St0vh64IIUTlbNy4kWnTpjFkyBBefPFFtzyzMjsR0tIzyHQ48HNqOK8Gq7Nb\n35i/nl8NV20mExtuack2u4P5Zy5yzmbPD1TbhLHVkVcYyBaErKmZWThah+TPVHRqDP7+Z3oM6uWW\nn00IISqjZAipLpuBefxI6tati9VqJTg42OV7K3PoV1WCYncrOQrh4lYrl7da3X6ImRBClEXTNB56\n6CHef/991q5di9lc9sGFQtR2EsDWIrquM2HCBBITE1m2bBlxcXGVfkZEWCgLHXnYyB/71zhATjQU\nQoiyvPfee4wePZqIiAjWrl2LyVT9sy9L7kSYvye1MDAtGcYWXts2/8Csod9mMbpNWOF1Cx155CkK\nuqKgm0zYVZVzNjtz+kUWPiO5lLC34P8LCoLZ0W3CyqxVRtYIIWpSyRByzcRpXLp0iYMHDxIWVvra\nVNa95c1y9cSt/iVHISjgMbNphRC1w4wZM3jrrbeYO3cuo0aNMrocITxa9X8nKLzGnDlzWLVqFTNn\nzmT8+PFVekaP8A7MP3MRk6bjVBSebN6IpXtS3VypEEJ4v2PHjtG3b1/+/Oc/k5CQQGBgoFueW6xz\nVVV5snkj5rYOweLMI+3qoVnFr/VDU1UcqonWfvl/7jprewoAyWogI775iQC7A9XhLNblWqBHeAfm\n9IssFqD2CO9AshrIM5mnSVYDSw1XC8LfsmqrirT0DGZtT3HLs4QQvqEghEQ1kadpJP/yHTt37qRj\nx45AfnB6Pn4DuenHy723vFmuBZ2y2fPfIKvvlFKfZYSCUQjB08cSmhBP/UFml34eIYRwh5dffpkX\nX3yRRx55hBkzZhhdjhAeTzpga4lVq1Yxe/ZsRo0axQsvvFCtZ52z2dFMJnTVhEPXebLZH7hDZsEK\nIUSh7777DovFQnBwMMnJyTRs2NBtzy7afaroOprJhKaaSh0L0zjAH82UP6dVM5n41eksPsdbDeTN\nQb0YVYVO1R7hHcq91t0ja2QGuRCipIKu1EYvPMam11ew+thhpm1cxf3331/4eXkjBlyd5VqZTtnq\n/iyV7bAtOQqhop/HEzt5hRDe5+2332bKlCnExcXxyiuvoCiK0SUJ4fEkgK0FEhMTGT9+PBaLhZUr\nV1Z7cYwIC2We7kDTdVAUNEWRWbBCCHHV2bNnMZvN2Gw29u/fT2ioew+n6hHeoXAsQOMAf6Y3bYBd\nV0vtXj1ns6NoWuHhWwcD/cjz98sfN1AkFK0oTK2KkmMKqntIl8wgF0IUVTRctaOz+ty/Gf7i3xk0\naFDhNa4Ep67Mci251d/dnaUVBcWVCU3L+3mqM/NWCCEKHDhwgGHDhtGtWzc2bdqEqqpGlySEV5AR\nBD7uo48+YuDAgXTu3Jlt27bh71/9ma09wjuw6Ofz+DmcmBxOAtzwG2shhPAFv/32GzExMWRmZrJn\nzx5uu+22GnlPwViAyTERxUYBAMW26EeEhRLocKI6nPhpGsebN0FX8jtiVU2r0bXblTEFlRERFkrA\n1Z/FHYGuEMK7FQ1XFYeTJyJ6MXXq1GLXBHXvBKoKigKqWuXgtORW/4LQsrzxBlX9WXR7flBcwJ3j\nD8p7jxBCuOL48ePExsbSpk0bdu/eTVBQkNElCeE1pAPWh3399ddER0cTGhrK3r17qVevntuePTkm\ngjvkcBUhhCjkcDgYPHgw//rXv9i+fTvdu3e/Lu8t6F4ta4t+QbfsDw4HG9uG5gcRmkbEDz/TY2Cv\n61Kbu55V2oFgQojaKah7J5wmBd2hoakqfeaUPn9QAfSr/10dJTtLS3aTNp47CS37QpW29pfWYVvQ\n9eo4+Yvbxh/UdCevEMK3/fjjj1gsFurWrYvVaiU4ONjokoTwKhLA+qiff/6ZyMhITCYTVquVkJAQ\nt7+jJrasCiF8Q1otC8p0XWfChAns2bOH119/nbi4uOteQ1lb9Av+s3RPKm/pwNXxMamtm5PmZXNU\n5f93hBAFDv56imeyP2V8WAd6RffCZLp2Y1/O4WPoTifoOrrT6dbZrcW6SXUbZ6ctBl2v0tb+krNo\ngcJwF1VFUdX8ELlEOFuVebGuzLwVQoiSzp8/j8Vi4eLFi3zwwQe0bt3a6JKE8DoVBrCKorQC1gPN\nyP8D5JW6ri9VFCUY2ArcBHwPDNR1/XzNlSpcdfHiRaKiojh9+jRpaWnccsstRpckhHCRL6y5tfGw\npDlz5rBq1SpmzpzJI488YkgNEWGhLHDasKNcM14gLT2D6U0b4CwIKBQFp8lEamYWgFvC8toWugvf\n4Qvrbm3zySef0LdvX8w3/5Eel/25simJ395+75rgsyY6PgvCT1Nww8JnF+wsQNOr3KVatMP2fPyG\nwnAXoN6wGPxvbHZNOFvVsFeCV2EkWXO9T25uLnFxcXz99ddYrVbuuOMOo0sSwiu5MgPWATyh6/qf\nga7Ao4qi/BmYDuzTdf2PwL6rXwuD2Ww2+vXrx2effcY777xDeHi40SUJISrH69fc1MwsbH5qfiem\nqhaGfL7qjTfeYPbs2YwaNYoXXnjB6HJK3Wdb8PcEU/6HilPD3+mkcYA/Fmcec1uHYHHmFc6OrayC\n0L26zxHCIF6/7tYm3333HVFRUQQHB7PowTFgd5Q507Ss2a1VVXQe67mZL9N47iSCp4+lyYLHUQIC\nQDWVG/S6OjO2IDgueF6DQWYaTRlOnfD2bpvj6q75tUJUgay5XsTpdDJ8+HA++OAD1q9fT0REhNEl\nCeG1KuyA1XX9FHDq6q8vKYryJdASiAV6XL1sHZAGTKuRKoVLNE1jzJgxvP/++6xZswaLxWJ0SUKI\nSvKFNTciLJSFjjzsOj5/WFJiYiLjx4/HbDazcuVKFKW6UwarLjUzC0frEHSTCadJLxxBAMX/nqia\nxuDvf2Z0mzBSbfbfw/IiYwuq8u7Sxh+URjplhafxhXW3tjh79ixmsxmbzcb+/ftpdtlJ1sodZXa4\nFu1WLQgqqxPCFgs/saNlX6DRlOEABN7Wptyt/SVnxpYXCJc3KsAdXb2VqUUId5M113vous7UqVN5\n5513eOmllxg8eLDRJQnh1So1A1ZRlJuATsA/gWZXF0+An8nfQlDaPX8D/gYQFhZW1TqFC5555hk2\nbtzICy+8wOjRo40uRwhRTd665taWw5L++c9/MnDgQO68807efvtt/P39Da2nvOD7mr8ng34/fMsd\nYbmroXttHE8hvIu3rru+oKK5pr/99hvR0dFkZmby3nvvcdtttwGUGVQWhow2G2g6mBSUgIBqhY3l\nhZ8Vbe0vGd5WNKagrOe5Y45rZWsRoqbImuvZFi5cyCuvvMLUqVN5/PHHjS5HCK/ncgCrKEo9YDsw\nRdf1i0W7fHRd1xVF0Uu7T9f1lcBKgC5dupR6jai+V155hQULFjB+/HhmzpxpdDlCiGry9jXX1w9L\n+vrrr+nVqxehoaEkJSVRr149o0uqMPgu7e+JO8PygT/8ggKMahNW5nMq0ykrxPXm7euuN6uoI/PK\nR5/yxoQnsR3/kk1bN3HPPfcUflZaUJmbfpzsF9f8Hr5C/nxWW/GwsbKHWRUNPyvbVevOebTVneNa\nE7NxhagsWXM924YNG5g2bRqDBg1i0aJFRpcjhE9wKYBVFMWf/MXxLV3XE65++xdFUVroun5KUZQW\nwOmaKlKUb/v27UyePJnY2FheffVVQ7fACiGqT9Zcz/bzzz9jNpsxmUxYrVZCQkKMLqlQWcF3edv+\nqxuWF3a1tg0lwOFkVDnX1qbxFMK7yLprrPI6MnP+lcGPcRMxOzQsjTsRduMfy33WNZ2vRWkapuCG\nxa+r5Db8gmsqe29FnauVDYOrwx1dtEJUh6y5nu29997joYce4v7772fdunWYTK4cHSSEqEiF/0tS\n8tO81cCXuq4vLvLRbmDk1V+PBHa5vzxRkYMHDzJ06FD+8pe/sHnzZlRVNbokIUQ1yJrr2S5dukSv\nXr345Zdf2Lt3L7fccovRJVWopg/Iqsyhaz3CO5CsBvJM5mmS1UDpfhUeQdZdY+WmH8dx8hdQrx4U\nqCiFISnA3hdeQnFo+CkKqqaR/eKacg+OKgxzNR1MJtQWTX//0KSgZV8ofl0VDrOq6r11wtsXHqZV\n8q9BweFeWX2nXJeDscqqRYiaJmuuZzt27Bh9+/bltttuY8eOHQQGBhpdkhA+w5UO2O7AcCBDUZR/\nX/3eM8B8YJuiKGOAH4CBNVOiKMvnn39O7969uemmm9i9ezdBQUFGlySEqD5Zcz2UzWajf//+fPrp\np+zevZvw8HCjS3JJTW/7r2xXq6+PpxBeSdZdgxTtQsVkAkUBTePczJcJvK0NGz/9iNetCWwOvjM/\nUNV0cj74mKyPPqPx3Elo2RfKP6RKVXGeyf79hX5+hdvtq7MN391b+GUmq6hlZM31UN999x0Wi4VG\njRqRnJxMw4YNK75JCOGyCgNYXdcPAWXtaX/AveUIV508eRKz2UxQUBApKSk0btzY6JKEEG4ga65n\n0nWdsWPH8u6777JmzRqioqJq5D3ljQqoqpre9l9bDl0TvkvWXeMUDR4LxwXoOrrdzrHVmxn/xgLG\ndb0fv++cYLPnf67p6Hk2zk5bDLp+zQiAotvr7Sd/4dLGPfn3KQoNhkSVel3BPNe8L78l77OvUYD6\ng8xlhqDu3sIvM1lFbSJrrmc6e/YskZGR2Gw29u/fT8uWLY0uSQif4/IhXMJz/Prrr1gsFi5cuMAH\nH3xA69atjS5JCCF82jPPPMOGDRt44YUXGD16dI28o3CWausQFjrySE7PcEuYeT0CUulqFUJURclu\nVR3A6URXVR7fuJI777yT2b0Hc/mldcVv1HVwOkGn1I7RgkOqctOPc3mrFV23gclEQMd2xR5TbJ5r\niZmxlzYnEbrz5XJDWHd1qfrCTNbrOcNWCOFev/32G9HR0fz444+899573HbbbUaXJIRPkgDWy+Tm\n5hIXF8dXX31FcnIyd955p9ElCSGET3v11VeZP38+48ePZ+bMmTX2npocFVBaQJqWnsHabzNRgFFt\nwiRAFUIYov4gMzrQYJAZgB93vce45Ys53awBH+7dS52Uf3K5tHPOVbWwA7asjtE64e1pPHdSfrds\nkdEGRQPCYjNji9Dtjus6CsCdge71VtUDzYQQxnM4HAwaNIh//etfbN++nXvuucfokoTwWRLAehFN\n0xgxYgQHDhxg06ZNPPCA7NAQQoiqcmW7//bt25k0aRKxsbG8+uqr5J8bUTOqMiqgqiML0tIziNRs\n2P54IwCb7TZS3NRxK4QQrigZ2jUYZObXVk2I3PQKl5RcPly4Eu3ppZxNPgglA1iTiYaPDEJtUK9w\nfABQauinZV/I75jV9MIDs0qdGavbQdMKv6/4+8koABfJDFshvJOu60yYMIHExERee+01+vTpY3RJ\nQvg0CWC9hK7rPP7447z99tssXLiQIUOGGF2SEEJ4LVe2+x88eJChQ4fStWtXNm3ahKqqNVpTZUcF\nVGdkQWpmFvabmuUfeAPY/VRSv3fv4VxCCFGenMPHCrf967qNX1M/YsqGFUSfgzGPP4s6cSG/Fcx9\nLUnTuPD6FhpOGMz5l9YV67wseHbBVviK5quWnAVb0QxY2Wp/LZlhK4R3mjNnDqtWrWJAwUfMAAAg\nAElEQVTGjBlMmDDB6HKE8HkSwHqJRYsWsXTpUqZMmcITTzxhdDlCCOHVKtru//nnn9O7d29uvvlm\n9uzZww033HBd6qrMLNXqjCyICAtlgcOGzT8/gPV3uP9wLiGEKI8puOHv2/41ne3rN/LsL/7UqXMj\nyvId6A5n+Q9walx4bXPh/Tp2Lm21cmmr9Zqt8BXNVy1v+3/RwBWQrfal8IUZtkLUNqtWrWL27NmM\nHDmSuXPnGl2OELWCBLBe4K233uLpp59m0KBBvPTSSzW6BVYIIWqD8rb7nzx5ErPZTFBQEFarlcaN\nGxtYadmqMrKgQI/wDqSkZ7D2/2QGrBDCGFr2BTApoOlowA0nz1InMBhF0wENVBM4tQoeooOfCop+\ntQOT37fC63ayX1xD8NMPVXm+askxCfUHmWWrfRm8eYatELVNYmIi48ePx2w2s2rVKskXhLhOJID1\ncO+//z6jR4+mR48erFu3DpPJZHRJQgjh9cra7v/rr79isVi4cOECBw8epHXr1gZXWrbKjiwoUHRu\n7LpBvWq4SiGEKF1Q904oAQE48/LI05wEmrtj+vBE/liCqzNe9YtXcJzOxvnrRfKOfHrtQ1QTTRY8\njpZ9obBD9fJWa+E815wPPibro8+q3KlacrapDrLVXgjh1f75z38ycOBAOnXqxNtvv42/v7/RJQlR\na0gA68GOHTtGnz59uPXWW9mxYweBgYFGlySEED6j5Hb/3Nxc4uLi+Oqrr0hOTuaOO+4o/Kyqh13V\nNFdHFhTU3zjAn+lNG1RpbqwQQrhTnfD2HB7SnQ9fXUOLXvfz3JblXNywh7PTFoOmcXHV9mLB6dk5\ny7jw6ub8A7UKKAqBt7UpFq6GJsST/eIacj74OH80gc1WrBO2MorNNr06B7zx3EmFga90fAohvMnX\nX39Nr169aNGiBXv37qVevXpGlyRErSLtlB7qu+++IyoqikaNGpGcnMwf/vAHo0sSQgifpWkaI0aM\n4MCBA6xbt44HHnig8LOCw67mtg7B4swjLT3DwEorr2j9TzZvRJ6fmj83VlVJzcwyujwhRC31zjvv\nMHLRC5z6613M3LIWRVHyxxLoen5was/f4l+gyaxHaLn3dQI63/b7Q3S92DWQH+wGP/0QSkBA4YiD\nnA8+JqvvFC6s3835+A3kph93qcaC2aYNhsWgA5c27uHczJclfBVCeJ2ff/4Zs9mMyWQiJSWFZs2a\nGV2SELWOBLAe6OzZs5jNZvLy8rBarbRs2dLokoQQwmfpus7UqVN5++23WbRoEUOGDCn2eWpmFjYP\nDS3T0jOY9f/t3XtclGXeP/DPNcMA1mKaqUQeyE1tS1vtF+b+SuOxjEGERMHCs3lof4+HLI0yT20b\n6q4p2lp08ICHTTwiGszQAe3gVotPahrVpqU8ynoI03LlMIfr9wczNCADMzAz9z0zn/frxUuYuee+\nPwz5jdfX6/5eOwsbbQo75rcKQGuV0Jotbs+NJSLylI8++ghjxoxB//79kT17Pn7+29uoLD5Wu+IU\nWk2Dt/iHx/RC+5dmQoSHOT3GflzUrpVoNfCe2iasrDbhx2dX4OLSNSgbPsutJmxIp46AxVIziqBe\nY5iISO1++eUXJCQk4Ny5c3jnnXdw2223KR2JKChxBIHKXL16FYmJiTh16hTef/993HHHHUpHIiIK\naC+//DJeeeUVPPXUU5g9e/Y1z7u62ZWvxxTYV7Y2NU6gfv6lF35GebVJdeMUiCg4fPXVV3jkkUcQ\nHR2N3BeX4eKo52o3uYratRJRu1ai4sAhp6tM7c3Vxo6xH3dj+uMo++zLmjmuQgBWa00z1s0NtOqM\nIuDsVyLyI9XV1UhJScGRI0ewZ88e9OvXT+lIREGLDVgVMZvNSEtLw+eff44dO3bg/vvvVzoSEVFA\n+/vf/4709HQ8+uijePnllxs8xpXNrlxthnpSUWkZqrt2qFmZK4Hs70sbzHhN/sRBXs1FROTM6dOn\nodfrER4eDqPRiNDdH+OKwyZXFQcOoe2ssU02RsNjernUPHVs1mpuvAHl816pbfa600R1telLRKQm\nUkpMnjwZ7777LtauXYshQ4YoHYkoqLEBqxJSSkybNg179uzB6tWrMXz4cKUjEREFtPfffx8TJ05E\nbGwsNmzYAI3G+VSepja7qt8MLSot83oD1nFlq9ZqxZboSJi1mgYbwK5u1kVE5C2XLl1CfHw8Ll++\njI8++gjR0dGovO9KnZWlmhtvwE8rN7W4yVlZfKxOs9R+rrDfdXPaRK3/mvpcbfoSEanF888/j02b\nNuHPf/4zHn/8caXjEAU9NmBV4qWXXsKbb76JuXPnYtq0aUrHISIKaIcOHUJycjJuv/125ObmIiws\nrEXnc3VMgSc5rmw9ZTZj82+jfNoAJiJyVWVlJYYNG4Zvv/0WBoMBffr0AdD4CtWoXSub1fCsLD6G\nsuGzGjyPsyZqY68hIvJHq1evxtKlS/HEE09g3rx5SschInATLlVYu3YtFi5ciHHjxiEjI0PpOERE\nAe2HH37AkCFD0LZtWxgMBrRp06bF54yN6Q2DNgzPl56HQRvms+ZnbExvvDgiDhO7dUGo2cLNtYhI\ndaxWK8aNG4cPP/wQ2dnZePDBB+s8Hx7TC21njYX14uWaWa0ubnRVWXwMP63cdM1mWhUHDl1zHmfH\nNvYaIiJ/tXPnTsycOROPPPIIXn31VQghlI5EROAKWMXl5+fjiSeeQFxcHNasWcPiSETkRT/++CP0\nej0qKyvxwQcf4JZbbvHYuZW8zd+VObVERL4mpcRTTz2F7du3Y9myZRg1apTTY93Z6KqxFav1z6O5\n8YYmV7c29BpPjEIgIvK1jz/+GKNHj0b//v3x9ttvQ6vVKh2JiGzYgFXQP//5T4wcORJ9+vTB9u3b\nodPplI5ERBSwrl69isTERJw6dQrvvfce7rjjDqUjeRTnvBKR2rz88st45ZVX8OSTT2L27NmNHuvO\nRld1VqzaNu9yHDPgeJ7Gjm3o2p4ahUBE5GtfffUVkpKSEB0djb179+K6665TOhIROWADViH/+te/\nkJCQgMjISOTn5yMiIkLpSEREActsNuOxxx7D559/jh07dmDAgAFKRyIiCmibN29Geno6Ro4ciRUr\nVrh0l1djM1odG7NNrZatfx5XVtbaX/PTyk1NNmyJiNTm9OnT0Ov1CA8Ph9FoRLt27ZSORET1sAGr\ngHPnzkGv1wMAjEYjOnbsqHAiIqLAJaXEf//3f2Pv3r1YvXo1hg8f7tXr7XcyCsDZ40REgea9997D\nxIkTERsbi40bN0Kjaf62E87GDbi6WtadYwGHcQSyGhACmhtvaHZ2IiJfuHTpEuLj43H58mV89NFH\niI6OVjoSETWADVgf++WXXzBkyBCcO3cO+/btQ/fu3ZWOREQU0P785z/jrbfewty5czFt2jSvXmt/\n8VHEW6pQ3bUDlpmrYCg+itiY3k4fb+m1ikrL0C5Uh/Jqk9uNXTaEicgbDh06hBEjRuB3v/sdcnNz\nERYW1qLz1RkhIE24+Nd1uDH9caerZRvi7rHtMmbix2dXAFYryue9grDfdeMqWCJSpcrKSgwbNgzf\nfvstDAYD+vTpo3QkInKi+f8cTW4zmUxISUnBkSNHsH37dvTr10/pSEREAW3t2rVYtGgRxo0bh4yM\nDK9fr6i0DNUhWli1Wpi0WhSVljX6eHPZG7ovde2AWbe0Q0bXjoi3VGF/8VG3Xp/RtYNbryMiaswP\nP/yAIUOGoE2bNigoKECbNm1afE77ilRoNIDVioqPDqJs+CxUFh/zQOKGWS9eBqQErBLSVDOGoCGV\nxcfw08pNXs1CROSM1WrFuHHj8OGHHyI7OxsPPvig0pGIqBFswPqIlBKTJ0/Gu+++izfffBNDhgxR\nOhIRUUDLz8/HE088gbi4OKxZs8al+YMtNahLFELNFmjNFugsFgzqEtXo481lb+hK2862Vq3mmsbu\n/uKjWLizsMHmqqcbwkREP/74I/R6PSorK2E0GtGpUyePnNc+QqDVwP8DaESTTVFPqG36ajVO58ba\nRyNcXLrG6w1hIqL6pJR4+umnsX37drz88ssYNWqU0pGIqAlswPrIvHnzsHHjRrz44ot4/PHHlY5D\nRBTQPv/8c6SmpqJPnz7Yvn07dDqdT64bG9MbBm0Yni89D4M2rPbWfmePN5e9oasxWwAAGkvdxm5T\nK1zbheqgsUpoPNQQJqLgdvXqVSQmJuLUqVPYu3cv7rjjDo+ePzymF25MfxwiNLTRpmhL1F/NGvGo\nHhFjEmtnztZXZzSClxvCRET1LV++HKtWrcKsWbPw9NNPKx2HiFzAGbA+8Oqrr2LJkiV44oknMH/+\nfKXjEBEFtO+++w5Dhw5FZGQk8vPzERER0aLzuTsrNTamd4PHOXu8uUaeOgcBoO91ra6ZAVtUWobq\nrh1qVrjKmq/tz+0vPorn2reGVaOBRkosvfAzYhMHeSwXEQW2yuJjdTa0MpvNSEtLw+eff44dO3bg\n/vvv98p13d1Myx2OG31Bq4UAIC0WCJ0OrR/VN/ia2s26YPJKQ5iIyJm3334bzzzzDEaOHInly5f7\n5C4vImo5NmC9bNeuXZgxYwaSkpKwevVqFkciIi86d+4c4uLiAACFhYXo2LFji87njc2zWqo2029r\nVsFOaGBF7aAuUVhmroJJ4poVrr82ZzUQZgvKq02+/haIyE85NiqFToebd2biyTV/w549e7B69WoM\nHz7cq9d3ZzMtdziuZoVVQgKAlJCoWdna0DW92RAmInLm/fffx4QJExAbG4uNGzdCo+FNzUT+gn9b\nveiTTz7BqFGj0L9/f2zZsgUhIex3ExF5yy+//IIhQ4bg3LlzyM/PR/fu3Vt8TjXOSnUlU2MjDzw9\nj5aIgkf92+4LXlqBt956C3PnzsW0adOUjtdsjjNfoQuB0IW4NOogPKYX2s4aq0jzlRuAEQWfw4cP\nY/jw4bj99tuRm5uLsLAwpSMRkRvYEfSSkpISJCYmIjo6Gnv37sV1112ndCQiooBlMpmQmpqKI0eO\nIC8vD/369fPIeRtbSaoUVzM1NgrB4OZYBSIioO5t9xaNQIZhJ8aNG4eMjAylo7VI/dWsAFS9srX+\nSmRnc2qJKHCcPHkS8fHxaNOmDQwGA9q0aaN0JCJyExuwXnDmzBno9XqEh4fDaDSiXbt2SkciIgo4\nv85mvRnZr65AYWEh1qxZg4SEBI9dQ43NSk9kcncerbtzcIkoMNkblYfX5WD6utXo8OD/xZo1awJi\nxFb98QZqbmjWWYncyJgEIgoM5eXl0Ov1qKysxAcffIBbbrlF6UhE1AxswHrYpUuXEB8fj0uXLuGj\njz5CdHS00pGIiAJOndmspmp0+fJb/OlPf8KkSZM8fi1Pb57lCb7MpMY5uESknC/lVTy4MRO397od\n27dvh06nc/sc9TfyaupxqosbgBEFj6tXryIxMREnT57Ee++9hzvuuEPpSETUTGzAelBVVRWSk5Px\nzTffwGAwoE+fPkpHIiIKSL9uJKWFSQK9kkdiwfxZXrteMK8Arf9eF5WWBd17QEQ1jh8/joSEBHTs\n2BEFBQWIiIhw+xzObp/nbfWu4wZgRMHBbDYjLS0Nn332GXbs2IEBAwYoHYmIWoCbcHmI1WrFuHHj\nsH//fmRnZ+PBBx9UOhIRUcAa1CUKoSbbRlJmC6Y9PMjtW2D3Fx/Fwp2F2F98tMnj4i1VyOjaAfGW\nqiaPDzTctIuIAODcuXOIi4sDABQWFqJjx47NOk/9jbwqDhxq9HFqmJIbgBGR90kpMX36dOzZswd/\n+9vfMHz4cKUjEVELsQHrIXPmzMG2bduwbNkyjBo1Suk4REQBLaTqMm6d+RQe3LEXeVaBQff+3q3X\nu9NULSotQ3WItmYFqFaLotKya87lSiNXSS3JGBvTGwZtGJ4vPQ+DNoyrX4mCQGXxMfy0chMqi48B\nAK5cuYKEhAScPXsW+fn56N69e7PPbb99HlpNndvnnT1ORBSMMjIy8MYbb2Du3LmYNm2a0nGIyAM4\ngsADli9fjszMTMyaNQuzZ89WOg4RUUArKSlBUlISOnTogLfTpzVro0N3bqsf1CUKy8xVMElcswLU\nH+ajeiKjGufgEpF31B8F0GHby0h9cS4OHz6MvLw89OvXr0Xnd3b7PG+rJyKqsW7dOixYsADjxo1D\nRkaG0nGIyEO4AraFtmzZgjlz5iA1NRXLly8PiF1giYjU6syZM9Dr9QgLC4PBYGhW8xVw77b6xlaA\nNrU6Vmn7i4/ihVOnUR0SotqMRKQu9UcBbHlmEYxGI9544w0kJCR45BrObp/nbfVEFOwKCgowdepU\nxMXFYc2aNewvEAWQJhuwQoh1QojzQohjDo/dKIR4Twjxne3Ptt6NqU4ffPABxo8fjwceeAAbN26E\nRsN+NhG1HOtuwy5duoT4+HhcunQJBoMBt956a53n3bnN3t3b6mNjeuPFEXHXHKfm+aj2la8fRUfC\nqhHQWNSXkUgNWHPrchwFYAaQ9fk+vPjii5g0aZLS0YgoALDmOvfPf/4Tqamp6NOnD3bs2AGdTqd0\nJCLyIFc6htkA9PUeew7AB1LK7gA+sH0dVI4cOYLk5GT07NkTu3fvRnh4uNKRiChwZCOI665jI9X+\n+fufHUJycjK++eYb7Nq1C3369LnmNe5ulOWsqeoONc9Hzf6+FFW6EEitFhqLFQNOnlVdRiKVyEYQ\n19z67KMA/hXbC2nlhxDzeBrmz5+vdCwiChzZYM29xvHjx5GQkIDIyEjk5+fjN7/5jdKRiMjDmmzA\nSik/AnCx3sOPANhg+3wDgGEezqVqp06dQnx8PG644QYYDAa0adNG6UhEFECCue46NlLjrNWIs1Yj\no2sHJEoLyi5XYv369XjooYeueZ2SowA80ch1V1OrffcXH8WW6EhIIQApEWK14oWundh8JWpAMNdc\nZwynv0PCtix0HvJfePXVV3kLLBF5DGvutc6dO4e4uDgAgNFoRMeOHRVORETe0Nx75jtKKf9t+/ws\nAKcVQggxVQhxUAhx8MKFC828nHqUl5cjLi4OFRUVMBqN6NSpk9KRiCg4uFR3/b3m1m+kmuyfh2jR\nb/QEjB49usHXqXkUgKe5stq3qLQMZq0GEALCKvHYybNsvhK5J2h/1/3kk0+QlpaGe++9F1u2bEFI\nCPfsJSKvC9qae+XKFSQkJODs2bPIz89H9+7dlY5ERF7S4qGlUkoJQDby/JtSynuklPe0b9++pZdT\nVEVFBZKSknDy5Ens2bMHd955p9KRiCgINVZ3/a3m1l/JWb+RqrN/brZg0sA/OD2PmkcBeJorq30d\n38cwsxkTu3VRIClRYAim33VLSkqQlJSE6OhovPPOO7juuuuUjkREQSaYaq7JZEJKSgoOHz6Mbdu2\noV+/fkpHIiIvau4/aZ8TQtwspfy3EOJmAOc9GUqNLBYL0tLS8Omnn2Lbtm0YMGCA0pGIKLgEXN21\nr+Ss7toBy8xVMBQfrWmkFh9FUWkZIs6dxpo1a9BzaDKeGqpHbMxdjZ4vNqZ3QDde7QZ1icIycxVM\nEo2u9n301DlIABO7dQmK94XIwwKu5jblzJkz0Ov1CAsLg9FoRLt27ZSORETBI+hqrpQSU6ZMQWFh\nIdasWYOEhASlIxGRlzV3BeweAONtn48HkOeZOOokpcT06dORl5eHVatWISUlRelIRBR8Aq7uOlvJ\nGRvTGw+0CcG8Wf8PN7cOw7bnZ+K/+jXefPWEpuaqquV6Ta32tTe2N/02Ctu6coYYUTMFXM1tzOXL\nlzFkyBBcunQJBQUFiI6OVjoSEQWXoKq5ADB//nxs2LABf/rTnzBp0iSl4xCRDzTZgBVCbAHwKYCe\nQojTQohJAJYCGCyE+A7AQ7avA1ZGRgZef/11pKenY8aMGUrHIaIAFyx119nc1sOHDyM5ORk9evTA\n7t27ER4e7vUsrsxVVdP1Gtv4S8kNyYj8UbDUXGeqqqowbNgwlJSUYOfOnejbt6/SkYgogAV7zQWA\n1157DYsXL8bUqVOxYMECpeMQkY80OYJASpnm5KkHPZxFldavX48FCxZgzJgxWLJkidJxiCgIBEvd\ndRw3MKhLFGJjeuPkyZOIj4/HDTfcAKPRiDZt2jT7/Ptt524XqkN5tan2Gg0pKi1DddcONU1LWfO1\nN2/bb+x6++u9J+5ydUQBEdUIlprbEKvVivHjx2P//v3YvHkzBg8e3OxzVRYfQ8WBQ2h1X1+Ex/Ty\nYEoiCiTBXHMBIDc3F9OnT0dSUhJeffVVCCGUjkREPsJtTRtRUFCAKVOmYPDgwVi7di00mhbvWUZE\nRA4c57aWl5dDr9ejsrISn3zyCTp16tTs89pXmFZ17QCp0UBjlXXmzNbn66al/XrVEhBSol2ork7u\n+nNx3dFQY9uZljZ7ici/zZkzB1u3bsVf//pXjB49utnnqSw+hrLhsyBNJgidDlG7VrIJS0RUzyef\nfIK0tDTce++92LJlC0JC2I4hCibsKDpRXFyM1NRU3HXXXdi5cydCQ0OVjkREFLAqKiqQmJiIkydP\nIi8vD3feeWeLzme/DV9qtQAAq1bT6O34Tc1V9bTYmN5YeuFnaABYNRo81751bTPUE+MDGhtRYOfr\nsQtEpC4rVqxAZmYmZs6ciTlz5rToXBUHDkGaTIDFCmkyoeLAIQ+lJCIKDCUlJUhKSkLXrl2xd+9e\nXHfddUpHIiIfYwO2AcePH0dCQgI6dOiAgoICREREKB2JiChgmc1mpKWl4bPPPsPmzZsxcOBAAE1v\nUtXY8/b5shqzBQCgsViaXNnqrGnprc25yqtNsIq6zWFnc3G9gbNiiYLXli1bMHv2bKSmpiIzM7PF\nt8C2uq8vhE4HaDUQOh1a3cc5skREdmfOnEF8fDzCwsJQWFiIm266SelIRKQANmDrOXfuHOLi4mC1\nWmE0GhEZGal0JCKigCWlxPTp05GXl4dVq1YhJSUFQNOrM5t63r6idV7peaw8U455p5q3stWbq0Qb\narb6ciWuL5u9RKQeRUVFGD9+PAYOHIiNGzd6ZMRWeEwvRO1aiRufm8zxA0REDi5fvoz4+Hj89NNP\nKCgoQHR0tNKRiEghHDri4MqVKxg6dCj+/e9/o6ioCD179lQ6EhFRQFu8eDHeeOMNPPvss5gxY0bt\n401tiuXKplmO82Wby5ubczmb1eqJ3C25PhEFriNHjmDYsGHo0aMH8vLyEB4e7rFzh8f0YuOViMhB\nVVUVhg0bhq+//hoGgwF9+/LuAKJgxgasjclkQmpqKr744gvs3r0b/fv3VzoSEVFAy87Oxvz58zFm\nzBgsXry4znNNbYrlq02zvH0dXzVb1Xp9IvKdU6dOIT4+HjfccAOMRiPatGmjdCQiooBltVoxfvx4\n7N+/H5s2bcJDDz2kdCQiUhhHEKDmFtipU6fCaDTi9ddfR2JiotKRiIgCmsFgwOTJkzF48GCsXbv2\nmltgm7oV31e36rtznZbMivXWnFkiIgAoLy+HXq9HRUUFjEYjOnXqpHQkn6osPoafVm5CZfExpaMQ\nUZCYM2cOtm7dir/85S8YM2aM0nGISAW4AhbAggULkJ2djUWLFmHKlClKxyEiCmjFxcVISUnBXXfd\nhZ07dyI0NLTB45panenLW/Wbuo59Vmx11w5YZq6Cofioy9la8loioqZUVFQgKSkJP/zwA959913c\neeedSkfyqcriYygbPgvSZILQ6Tijloi8bsWKFcjMzMSMGTPwzDPPKB2HiFQi6FfAZmVlISMjA5Mn\nT8aiRYuUjkNEFNCOHz+OhIQEdOjQAQUFBYiIiFA6UovtLz6KF06dRlWItmZWrFaLotIyl19fVFqG\nattrq3QhyP6+9Jrzc3UsETWHxWLBqFGj8Omnn2Lz5s0YOHCg0pF8ruLAIUiTCbBYIU0mVBw4pHQk\nIgpgW7ZswezZs5GSkoLMzEwIIZSOREQqEdQN2NzcXEybNg1Dhw5FVlYWiyMRkRedP38eer0eVqsV\nhYWFiIyMVDpSi9lXr34cfTOkRgON2eL2rNhBXaIQYrECUkIKgS3RkbXNVvv5M7p2QLylik1YInKZ\nlBIzZszA7t27sWrVKqSkpCgdSRGt7usLodMBWg2ETodW93ETHCLyjqKiIowfPx4DBw7Epk2boNVq\nlY5ERCoStA3YAwcOYNSoUejXrx9ycnIQEsJpDERE3nLlyhUkJCSgrKwM77zzDnr06OHxayixUvTX\n1asaaKxWDDh11u2ZtLExvfHYybMQUgJCwKLR1K6gXf99Kap0Ic1aWUtEwW3x4sXIysrCs88+ixkz\nZigdRzHhMb0QtWslbnxuMscPEJHXHDlyBMOGDUOPHj2we/duhIeHKx2JiFQmKBuwJSUlSExMROfO\nnbF3715cf/31SkciIgpYJpMJqamp+OKLL7B161b079/f49dQaqXooC5RCDVboDVbEGq24IWunVxq\nvtZvFk/s1gVhJjO0Dito9xcfRU50JKQQgJTQWq1urawlouC1fv16zJ8/H2PGjMHixYu9cg1/2tgq\nPKYX2s4ay+YrEXnFyZMnER8fj9atW8NgMKBt27ZKRyIiFQq6ZZ9nzpyBXq9HaGgoCgsL0b59e6Uj\nEREFLCklpk6dCqPRiLfeeguJiYkuvW5/8VEUlZZhUJcolxqaRaVlqO7aoWalqKz52lcbdBkcsgLA\nwp2FaBeqQ3m1qcH8zjbdMhQfxfrvSyEAoFsXFJWWwdy1AyAEhNWKtJNnEftogte/JyLybwaDAVOm\nTMHDDz+MtWvXQqPx/HoLbmxFRFSjvLwcer0eFRUV+Pjjj9G5c2elIxGRSgXVCtjLly9jyJAh+Omn\nn1BQUIBbb71V6UhERAFtwYIFyM7OxgsvvIDJkye79JrmrGZ1XInq7gzWloqN6Y0XR8ThyNkLGCxN\neKlrR8y6pR1ecpLfcdOt+mMFtnXtiE2/jUK8pQrtQnW131OYyYwJ3bq4lIebdi3Y0KwAABmRSURB\nVBEFr+LiYqSkpOCuu+7Cjh07EBoa6pXrcGMrIiKgoqICSUlJ+OGHH5CXl4devfgPUUTkXNA0YKuq\nqpCcnIySkhLs2rULd999t9KRiIgCWlZWFjIyMjBlyhQsXLjQ5dc11qB0JjamNwzaMDxfet7tGazN\nUb/Jub/4KOZEtoU5RAuprflfq3SS31mzuP73XV5tcvt74qZdRMHr+PHjSEhIQMeOHVFQUICIiIg6\nz3tyZAA3tiKiYGexWJCWloZPP/0Uf//73zFw4EClIxGRygXFCAKr1Yrx48dj37592LhxIwYPHqx0\nJCKigLZ7925Mnz4dQ4cOxWuvvQYhhMuvHdQlCsvMVaiWgJAS7UJ1Lr0uNqZ3bZPS3REG7mhohEBR\naRmsXTsCtnmtAKBxshq3/tgCez77922SqH2d4/fkCqVGMRCRss6fPw+9Xg+r1Qqj0YjIyMg6z3t6\nZIB9Y6uKA4fQ6r6+fj1+oLL4WEB8H0TkO1JKTJ8+HXl5eXjllVeQkpKidCQi8gNBsQL2mWeewdat\nW7F06VKMHTtW6ThERAHtwIEDSEtLQ0xMDHJychAS4t6/9cXG9MbSCz9DA8Cq0eC59q3dWsnp7VWg\nDa3QrVnVaobGYkGIxYoR/yrFgFNnsfTCz3UaoPaVswDw4oi4Os95YhWvkqMYiEgZV65cQUJCAsrK\nypCfn48ePXpcc4w3RgYEwsZW9sb0xaVrUDZ8ll9sKEZEylu8eDFef/11pKenY8aMGUrHISI/EfAN\n2BUrVmDFihWYMWMG0tPTlY5DRBTQvv76ayQmJqJz58545513cP311zfrPOXVJlgFYNVqXB5DYNec\nEQbuaKjJaW+ezjt1Hi+f/Qn50Tfj4+jIOs1jVxrD9nmyzV216tjEXXrhZxSVljV4Hc6JJQoMJpMJ\nqamp+OKLL7Bt2zbce++9DR7HkQEN4yxbInLX+vXrMX/+fIwZMwZLlixROg4R+ZGAbsDm5ORg9uzZ\nSElJQWZmplu3wBIRkXvKysqg1+sRGhqKwsJC3HTTTc0+V1MrORtrIHp7Faizlar25ml5tanBBrC3\nG8OO+QZ1icJz7Vs32OzlnFiiwCClxNSpU2E0GvHGG29g6NChTo+1jwy48bnJLR4/EEjYmCYidxgM\nBkyZMgWDBw/G2rVrodEEdDuFiDwsYCtGUVERxo0bhwEDBmDTpk3QarVKRyIiCliXL19GfHw8Ll68\niIKCAtx6660tOl9jt+M31UD0xYZcja1UddYA9uV4gJpmbwisWi2qQ+o2e33VCCYi71qwYAGys7Px\nwgsvYPLkyU0eHwgjAzyNjWkiclVxcTFSU1Nx1113YefOnQgNDVU6EhH5mYDchOvLL79EcnIyevTo\ngby8PISHhysdiYgoYFVVVSE5ORklJSXIz8/H3Xff7ZHzOtuAypWNptzdvMqTnG2y5exxR57aPKxd\nqA5WTc2GYFaNps5GZg1t9kVE/iUrKwsZGRmYPHkyFi5cqHQcvxYe04uNVyJq1PHjx5GQkID27dsj\nPz8fERERSkciIj8UcA3YU6dOQa/XIyIiAgaDAW3btlU6EhFRwLJarZgwYQL27duHjRs34uGHH/b6\nNf2hgWhvntpXlzo2YZ01Vu0re6u7dsAycxUMxUevWfnranO2vNoEYbVCarXQmC0orzbVydZUI5iI\n1Gv37t2YPn06hg4diqysLLdHbFUWH0PFgUNodV9fNh6JiJpw/vx56PV6WK1WGI1G3HzzzUpHIiI/\nFVAN2IsXLyI+Ph5Xr17FJ598gs6dOysdiYgooKWnpyMnJwdLly7F2LFjfXJNNTQQm2qGNtVMbYiz\nlb37i48i+/tSbImOhNnF8zXVpFZyhTARNd+BAweQlpaGmJgY5OTkICTEvV/lK4uPoWz4LEiTCUKn\n4233RESNuHLlChISElBWVoaioiL07NlT6UhE5McCpgFbUVGBpKQknDhxAu+++y569eIvk0RELdVY\nozEzMxPLly/HjBkzkJ6e7tNcSjYQ6zdXl+4tQnm1qc575MqYhPoaaprar1V12y2QQgBCuHQ+NTSp\nicizvv76ayQmJqJz587Yu3cvrr/+erfPUXHgEKTJBFiskDCh4sAhNmCJiBpgMpmQmpqKL774Art3\n70b//v2VjkREfi4gNuGyWCwYPXo0/vGPf2Dz5s144IEHlI5EROT3GtvsKicnB08//TRGjBiBzMxM\nt2+BVaP9xUexcGfhNZt61ee4iVVVSAhmR7a95j1qF6qDRgIai+sbbjW0eZj9WtK2y66wWN06n7ON\nwojIv5SVlUGv1yM0NBRGoxHt27dv1nla3dcXQqcDtBoInQ6t7uvr4aRERP5PSokpU6bAaDQiKysL\niYmJSkciogDg9ytgpZSYOXMmcnNzsWrVKqSmpiodiYgoIDhbxVlUVIRx48Zh4MCB2Lx5M7RardJR\nW8ydkQGDukThL5ZqVGs0kBoBC+quTAWA59q3hkUAWqvE0gs/IzZxUKPXdlyp6nhdx1WxWqsVj508\ni4ndurCpShRELl++jPj4eFy8eBEffvghunXr1uxzhcf0QtSulZwBS0TUiAULFmDDhg1YtGgRpk6d\nqnQcIgoQfr8CdsmSJXjttdfwzDPPYObMmUrHISIKGIO6RCHUbIHW/OsqziNHjiA5ORk9evTA7t27\nER4ernRMj3Bc1WrSamsbqQ2JjemNtJNnIaQEbCt/HVem1q5a1WohhaizAVZ9ja0ytl/Lviq2UBOK\nDY8msPlKFESqqqqQnJyMkpIS7Ny5E3fffXeLzxke0wttZ41l85WIqAFZWVnIyMjA5MmTsWjRIqXj\nEFEA8esG7IYNGzBv3jyMHj0aS5cuVToOEVFAqX9L/K0dWiM+Ph4REREwGAxo27at0hGv4eoYgfoa\najY3ZkK3LggzmaE1WxBqMmPsiTO1YwPcOZcrjV+OEiAKTlarFRMmTMC+ffuwbt06PPzww0pHIiIK\naLm5uZg2bRqGDh2KrKysgBixRUTq4bcNWKPRiEmTJuGhhx7CunXroNH47bdCRKRa9ubfXb+9BfHx\n8bh69SqMRiM6d+6sdLRrNLWatDENzV919fj6K1PdOZe7jV8iCh7p6enIycnBkiVLMHbsWK9fr7L4\nGH5auQmVxce8fi0iIrU5cOAARo0ahX79+iEnJwchIX4/rZGIVMYvq8rBgweRkpKC3r17Y+fOnQgN\nDVU6EhFRwKqoqEBSUhJOnDiBd999F716qfO2VWcza11Vf/5qS4539VyxMb1hqDcDlogoMzMTy5cv\nx/Tp0/Hss896/XqVxcdQNnwWpMkEodMhatdKjiggoqDx9ddfIzExEZ07d8bevXtx/fXXKx2JiAKQ\n3zVgT5w4gYSEBLRv3x4GgwGtW7dWOhIRUcCyWCwYPXo0/vGPf2Dr1q144IEHlI7klOOGVUqtJq2/\noZYr3G38ElFgy8nJwdNPP40RI0Zg5cqVPrkFtuLAIUiTCbBYIWFCxYFDbMASUVAoKyuDXq9HaGgo\njEYj2rdvr3QkIgpQfnXf/oULF6DX62GxWGA0GhEZGal0JCKigCWlxMyZM5Gbm4uVK1ciNTXVp9d3\nd56ru2MEXLmGOxlaMgKBiAgA9u3bh/Hjx2PAgAHYvHkztFqtT67b6r6+EDodoNVA6HRodV9fn1yX\niEhJly9fRnx8PC5evIiCggJ069ZN6UhEFMD8ZgXsf/7zHwwdOhRnzpxBUVERevbsqXQkIqKAtnTp\nUrz22mtIT0/HzJkzfXrtVXuLMCeyLaxdO2KZuQqG4qMu39Lv6mpSe8O0umuH2msAqF3BCuCa5xs7\nt7MRCPuLjyL7+1JIABO7deFqVyJq0Jdffolhw4bhtttuQ15eHsLDw3127fCYXojatRIVBw6h1X19\nna5+rSw+1uQxRET+oKqqCsOHD0dJSQny8/Nx9913Kx2JiAKcXzRgTSYTRo4ciYMHDyI3Nxf9+/dX\nOhIRUUDbsGEDnn/+eYwePRpLlizx6bX3Fx/FnI5tYNZqACFQBS2KTjU8z7U5t/zb1W+YZn9fiq1d\nO9Y2XB89dQ7Vv41yeaZsQyMQ9hcfRZy1GtXdOwEAckzVKHSxmUxEwaO0tBTx8fGIiIiA0WhE27Zt\nfZ4hPKZXo01VzoklokBhtVoxceJEFBUVYePGjXj44YeVjkREQaBFIwiEEHohxLdCiONCiOc8FcqR\nlBJ//OMfUVBQgKysLCQlJXnjMkREfsEXdddoNGLSpEl46KGHsG7dOmg0nptW48ot/UWlZTBrBCAE\nICWkRoNiq/ma17T0lv9BXaIQarZAa7ZAZ7FAAqgO0dY0XLVaSKDO803NlG1oBEJRaRlMIdqa70UI\nmLRaFJWWOT2Hu2MXiMi7fFFzL168CL1ej//85z8wGAzo3LmzNy7TYnXmxJpq5sQSEXmSL2ouAKSn\np2PLli1YunQpxo4d663LEBHV0ewVsEIILYBXAQwGcBpAsRBij5SyxFPhAGDRokVYt24dFi5ciKlT\np3ry1EREfsUXdTd7xzt4s+hDPDBkOGY/8wweyXsPZ3UhmKDV4feR7bH++1IIABO6dQFQ93b9hj53\nXOlpXw1qiu6Iv5hrVoI2dOygLlFYYjXBrJG1TdjCbrdgv6kKS/cWobzahEFdohq85b+h89lXybYL\n1dW+1v7co6fOQQK4+7pWOAQgxGKFxbaCdWK3Lpjo5HtxPK/jc/VHIAzqEoW/mKtRravZRKexRm5D\nIxG4UpZIOb6ouRUVFUhKSsKJEydQWFiI3r3V+3fePidWwsQ5sUTkcb7qL2RmZmL58uWYPn060tPT\nPXlqIqJGCSll814oxB8AvCCljLN9PRcApJRO71W955575MGDB12+xhtvvIE//vGPmDRpEt566y2f\n7AJLRIFPCPE/Usp7lM7hLnfrrrs1d3tBEca1bY1qnbamEanRwKL9dfWr1myBJaRmQ5gQswUaKWHW\nahBisQLANZ+Hmi11NsOasDUfG7p3qm2q6k+cxv7OHVEdor3mWPsMWItGQNpWj2osFmisElaNQKjZ\ngqUXfsZz7VvDpNVCZ/n1a8fzATVzXKtCtJAaDTRWiVCzuc6x9fM/dvJsk7Naa5ulDWRv6FhXZsAu\n3FmIDFtDWWu24PnS83hxRJyrPz4i1QqWmgu4V3ctFgtSU1Oxe/du5OTkYOTIkZ6I7VWcAUvkH/yx\n7vqiv7B161Y89thjGDFiBLZu3eqzjQ6JKLC5WnNbcl/pLQD+1+Hr07bH6geZKoQ4KIQ4eOHCBbcu\nEBYWhkceeQSvv/46m69ERC7U3ZbU3M/LL6Na9+st+BbbDFbY6q/j12atBiaH2/VrPw/R1nnc8Xb7\n+v/cd1YXUueWf8djn0wchPcQgrHHzyDUZIbWbIFGAhaNqD2+vNpU55b/8mrTNecrKi1DdYgW0vYL\ntlWrgUmrRW5V1a/HOmS2aDToGhLS5MpT+3kbyl5fbExvZD+agA2PJjQ5Q9adkQdE5HVe/V3XarWi\ndevWyMzM9IvmK1AzJ7btrLFsvhKRN3i9v6DT6TB48GBs3ryZzVci8jnPDfZzQkr5ppTyHinlPe3b\nt3frtRMmTEBubi5CQvxirzAiIsW1pOYOvf22Og1ArcUKSFnzAdT5OsRihc7h2NrPzZY6jzs2ESd2\n64JQkxnCYkWoyYwJWl2jDcfYmN7Y8GgCCjWheL70PF4++xPC6h0fG9MbL46IQ2xM7wYbmPbHNGYL\nAEBjqXkuOSzs12MbyeyMN5qlDc2QJSL1a27d1el0WL9+PZ588kkvpiMiCiwt+V13+PDhKCwsRHh4\nuJfSERE515LO5hkAjrsEdLI95lFc+UpEVMurdTc2pjcMDnNNAeAvJ0rrzoD9zmEGrHBvBmxsTG8U\nFh9F0Snbc4mD8PsG5qg2lMv+XGPH189vf97Q0AzYetd2ltnV98pTzdL6M2SJSFFe/12Xv+cSEdVi\nf4GIAlpLZsCGAPgXgAdRUxiLAYySUn7l7DXuzmghIvIGf5yLBbhfd1lziUgNgqXmAqy7RKQO/lh3\nWXOJyF+5WnObvQJWSmkWQkwHUAhAC2BdY8WRiIhahnWXiMh3WHOJiHyHNZeIAl2LhqtKKQsAFHgo\nCxERNYF1l4jId1hziYh8hzWXiAKZ1zfhIiIiIiIiIiIiIgpWbMASEREREREREREReQkbsERERERE\nRERERERewgYsERERERERERERkZewAUtERERERERERETkJWzAEhEREREREREREXkJG7BERERERERE\nREREXsIGLBEREREREREREZGXsAFLRERERERERERE5CVCSum7iwlxAcApN192E4AfvRDHE9Sajbnc\np9ZszOU+V7J1lVK290UYJTWz5gLq/fkyl/vUmo253KfWbKy5DgLsd1215gLUm4253KfWbP6eKyjq\nboDVXEC92ZjLfWrNxlzu89jvuj5twDaHEOKglPIepXM0RK3ZmMt9as3GXO5TczZ/odb3kLncp9Zs\nzOU+tWZTay5/otb3UK25APVmYy73qTUbcwUuNb+Has3GXO5Tazbmcp8ns3EEAREREREREREREZGX\nsAFLRERERERERERE5CX+0IB9U+kAjVBrNuZyn1qzMZf71JzNX6j1PWQu96k1G3O5T63Z1JrLn6j1\nPVRrLkC92ZjLfWrNxlyBS83voVqzMZf71JqNudznsWyqnwFLRERERERERERE5K/8YQUsERERERER\nERERkV9SdQNWCKEXQnwrhDguhHhOwRzrhBDnhRDHHB67UQjxnhDiO9ufbRXI1VkIsU8IUSKE+EoI\n8aSKsoULIf4phDhiy/YntWSz5dAKIQ4JId5RSy4hxEkhxFEhxGEhxEG15LLlaCOE2CGE+EYI8bUQ\n4g9KZxNC9LS9V/aPn4UQs5TO5c/UUnNtWVh33cvFmtu8XKqsu6y5wYE116VcrLnNy8ea614u1dVc\nWy7WXQ9TS91lzW1WNtZd9zOpsubacqiu7vqi5qq2ASuE0AJ4FUA8gDsApAkh7lAoTjYAfb3HngPw\ngZSyO4APbF/7mhnAbCnlHQD6A5hme4/UkK0KwCAp5e8B9AGgF0L0V0k2AHgSwNcOX6sl139JKftI\nKe9RWa5VAIxSytsB/B41752i2aSU39reqz4A/g+AqwBylc7lr1RWcwHWXXex5jafGusua26AY811\nGWtu87Dmukd1NRdg3fU0ldXdbLDmuot1t3nUWHMBFdZdn9RcKaUqPwD8AUChw9dzAcxVME80gGMO\nX38L4Gbb5zcD+FYF71kegMFqywbgOgBfALhXDdkAdLL9xRkE4B21/DwBnARwU73H1JDrBgA/wDYz\nWk3ZHLI8DOCA2nL504faaq4tA+tu8zKx5rqeTXV1lzU3OD5Yc5udkTW36Tysue5lUn3NtWVg3W35\ne6iqusua26JcrLuu5VJdzbVdV/V111s1V7UrYAHcAuB/Hb4+bXtMLTpKKf9t+/wsgI5KhhFCRAPo\nC+BzqCSbbRn+YQDnAbwnpVRLtpUA0gFYHR5TQy4J4H0hxP8IIaaqKNetAC4AWG+7rWKNEOJ6lWSz\newzAFtvnasrlT9RecwGV/WzVVndZc5tFjXWXNTc4sOa6iTXXZay57vGHmguw7nqC2uuuqn6uaqu5\ntkysu+5RY80F/KPueqXmqrkB6zdkTStcKnV9IcRvAOwEMEtK+bPjc0pmk1JaZM3y7U4A+gkheimd\nTQgxFMB5KeX/ODtGwffsftv7FY+a2z0GqiRXCIC7AWRJKfsC+A/qLbtX8r8zIUQogCQA2+s/p/Tf\nTfIepX+2aqy7rLnNosa6y5pLqqP0z5Y11zWsuc2i6poLsO4GI6V/rmqsubZrs+66R401F1B53fVm\nzVVzA/YMgM4OX3eyPaYW54QQNwOA7c/zSoQQQuhQUxz/LqXcpaZsdlLKSwD2oWbOjdLZ7gOQJIQ4\nCSAHwCAhxGYV5IKU8oztz/OomTXSTw25UPOvw6dt/8IIADtQUzDVkA2o+R/KF1LKc7av1ZLL36i9\n5gIq+dmqve6y5rpOpXWXNTc4sOa6iDXXLay57lN7zQVYdz1F7XVXFT9XtddcgHXXVSqtuYD6667X\naq6aG7DFALoLIW61daAfA7BH4UyO9gAYb/t8PGrmo/iUEEIAWAvgaynlCpVlay+EaGP7vBVqZsd8\no3Q2KeVcKWUnKWU0av6bKpJSjlE6lxDieiFEhP1z1MwcOaZ0LgCQUp4F8L9CiJ62hx4EUKKGbDZp\n+PX2AEA9ufyN2msuoIKfrVrrLmuu+9Rad1lzgwZrrgtYc93Dmus+P6i5AOuup6i97ir+c1VrzbVl\nY911g1prLuAXddd7NVcqNNTWlQ8AQwD8C8AJAPMUzLEFwL8BmFDTrZ8EoB1qBi1/B+B9ADcqkOt+\n1Cx//hLAYdvHEJVkuwvAIVu2YwAW2h5XPJtDxlj8OiRb0VwAugE4Yvv4yv7fu9K5HPL1AXDQ9vPc\nDaCtGrIBuB5AOYAbHB5TPJe/fqil5tqysO66l4s11/08qq27rLnB8cGa61Iu1tzmZ2TNdT2bKmuu\nLRvrrmffT1XUXdbcZmVj3XUvi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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"obsvar='Si'; modvar='mod_silicon'\n",
"fig, ax = plt.subplots(1,4,figsize = (24,6))\n",
"for axi in ax:\n",
" axi.plot(np.arange(0,70),np.arange(0,70),'k-')\n",
"ps=et.varvarPlot(ax[0],data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
"ax[0].set_title('Feb-Mar')\n",
"ii1=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,5,1))&(data.dtUTC>dt.datetime(2017,4,1))\n",
"ps=et.varvarPlot(ax[1],data.loc[ii1,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
"ax[1].set_title('April')\n",
"ii2=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,9,1))&(data.dtUTC>dt.datetime(2017,5,1))\n",
"ps=et.varvarPlot(ax[2],data.loc[ii2,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
"ax[2].set_title('May-Jun')\n",
"ii3=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,12,1))&(data.dtUTC>dt.datetime(2017,9,1))\n",
"ps=et.varvarPlot(ax[3],data.loc[ii3,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
"ax[3].set_title('Sep-Oct')\n",
"\n",
"ii4=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,4,1))&(data.dtUTC>dt.datetime(2017,2,1))\n",
"ps=et.varvarPlot(ax[0],data.loc[ii4,:],obsvar,modvar,cols=('darkturquoise','navy'))\n",
"ii5=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,5,1))&(data.dtUTC>dt.datetime(2017,4,1))\n",
"ps=et.varvarPlot(ax[1],data.loc[ii5,:],obsvar,modvar,cols=('darkturquoise','navy'))\n",
"\n",
"\n",
"print('Silicate, z<15')\n",
"print('Feb-Mar:')\n",
"et.printstats(data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],obsvar,modvar)\n",
"print('April:')\n",
"et.printstats(data.loc[ii1,:],obsvar,modvar)\n",
"print('May-Jun:')\n",
"et.printstats(data.loc[ii2,:],obsvar,modvar)\n",
"print('Sep-Oct:')\n",
"et.printstats(data.loc[ii3,:],obsvar,modvar)\n",
"fig,ax=plt.subplots(1,1,figsize=(24,1))\n",
"plt.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(0, 80)"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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WI72GjDQ2NuqtW7cmPLd3717OPvvsEVpRcSC/A0EQhNGJUmqb1jqnWOyYcbkLgiAIwmhG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\nJKkDBrokSR0w0CVJ6sBfsejE3UU+RLAAAAAASUVORK5CYII=\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='NSOG')\n",
"ax.legend(handles=[ps1[0][0],ps2[0][0],ps3[0][0],ps4[0][0]])\n",
"ax.set_xlabel('Obs')\n",
"ax.set_ylabel('Model')\n",
"ax.set_title('Si ($\\mu$M)')\n",
"ax.set_xlim(0,80)\n",
"ax.set_ylim(0,80)"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"# Ratios"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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LeNvb3pZ5ff369TQ3N2eCpRSeYrNIaYhFYkTDUYKhIPuf36/mTzIixeaRlf4IRURKVPbe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IK55eQdnkMjZv3sy4cQO44w4YPTqf0tJrWx+2e/5utk/djjc5A/Iz05MPvnew9cgslyIiInJU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\nR82siIiIiIiIBEfNrIiIiIiIiATn/wH560WHJ9nOiwAAAABJRU5ErkJggg==\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": 55,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ezdgYEwDOAn7b9TXrLdjtdtGutXaJtbbMWlumxh4ikklPvrqMppZdONahyWni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\n4O9a9j/6G5dsRKtobfL1P0I11a5Kgz5oUJbPS5mS3WCcGW1B7aeANnTl3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YBt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\n8TtKZkVERERERMTv/H9DSTlpsmPFPwAAAABJRU5ErkJggg==\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(dNSOGN['N'],dNSOGN['Si'],'r.',label='NSOG_N')\n",
"p4=ax[0].plot(dNSOGS['N'],dNSOGS['Si'],'g.',label='NSOG_S')\n",
"p4=ax[0].plot(dBaynes['N'],dBaynes['Si'],'.',color='purple',label='Baynes')\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(dNSOGN['mod_nitrate'],dNSOGN['mod_silicon'],'r.',label='NSOG_N')\n",
"p8=ax[1].plot(dNSOGS['mod_nitrate'],dNSOGS['mod_silicon'],'g.',label='NSOG_S')\n",
"p8=ax[1].plot(dBaynes['mod_nitrate'],dBaynes['mod_silicon'],'.',color='purple',label='Baynes')\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": 29,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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/CmDAWDBtUNzkcOKJD3WaOhzYVYK3zcUTA2+bS2BXSfYaL7J/is0iWRDaHGL+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wAAAg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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(1,2,figsize=(16,7))\n",
"p1=ax[0].plot(dJDF['N'],dJDF['Si'],'b.',label='SJDF')\n",
"p2=ax[0].plot(dSJGI['N'],dSJGI['Si'],'c.',label='SJGI')\n",
"p3=ax[0].plot(dSOG['N'],dSOG['Si'],'y.',label='SOG')\n",
"p4=ax[0].plot(dNSOGE['N'],dNSOGE['Si'],'r.',label='NSOG_E')\n",
"p4=ax[0].plot(dNSOGW['N'],dNSOGW['Si'],'g.',label='NSOG_W')\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(dNSOGE['mod_nitrate'],dNSOGE['mod_silicon'],'r.',label='NSOG_E')\n",
"p8=ax[1].plot(dNSOGW['mod_nitrate'],dNSOGW['mod_silicon'],'g.',label='NSOG_W')\n",
"ax[1].set_title('Model')\n",
"ax[1].set_xlabel('N')\n",
"ax[1].set_ylabel('Si')\n",
"ax[1].set_xlim(0,40)\n",
"ax[1].set_ylim(0,85)\n",
"ax[1].legend()\n",
"ax[0].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')\n",
"ax[1].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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\n",
" \n",
" 430 | \n",
" 4.0 | \n",
" 49.401833 | \n",
" -124.155167 | \n",
" 247.9 | \n",
" 67.95 | \n",
"
\n",
" \n",
" 431 | \n",
" 4.0 | \n",
" 49.401833 | \n",
" -124.155167 | \n",
" 272.0 | \n",
" 68.41 | \n",
"
\n",
" \n",
" 450 | \n",
" 4.0 | \n",
" 49.443333 | \n",
" -124.337667 | \n",
" 297.6 | \n",
" 68.10 | \n",
"
\n",
" \n",
" 451 | \n",
" 4.0 | \n",
" 49.443333 | \n",
" -124.337667 | \n",
" 315.7 | \n",
" 69.80 | \n",
"
\n",
" \n",
" 487 | \n",
" 4.0 | \n",
" 49.592000 | \n",
" -124.637667 | \n",
" 163.9 | \n",
" 66.94 | \n",
"
\n",
" \n",
" 503 | \n",
" 4.0 | \n",
" 49.726333 | \n",
" -124.680000 | \n",
" 297.7 | \n",
" 68.27 | \n",
"
\n",
" \n",
" 504 | \n",
" 4.0 | \n",
" 49.726333 | \n",
" -124.680000 | \n",
" 346.2 | \n",
" 73.59 | \n",
"
\n",
" \n",
" 520 | \n",
" 4.0 | \n",
" 49.883667 | \n",
" -124.993833 | \n",
" 308.2 | \n",
" 66.64 | \n",
"
\n",
" \n",
" 807 | \n",
" 6.0 | \n",
" 49.706833 | \n",
" -124.724333 | \n",
" 197.9 | \n",
" 73.17 | \n",
"
\n",
" \n",
" 808 | \n",
" 6.0 | \n",
" 49.706833 | \n",
" -124.724333 | \n",
" 287.2 | \n",
" 75.08 | \n",
"
\n",
" \n",
" 825 | \n",
" 6.0 | \n",
" 49.670667 | \n",
" -124.272333 | \n",
" 198.7 | \n",
" 69.14 | \n",
"
\n",
" \n",
" 826 | \n",
" 6.0 | \n",
" 49.670667 | \n",
" -124.272333 | \n",
" 343.8 | \n",
" 78.96 | \n",
"
\n",
" \n",
" 843 | \n",
" 6.0 | \n",
" 49.250833 | \n",
" -123.751500 | \n",
" 198.2 | \n",
" 70.85 | \n",
"
\n",
" \n",
" 844 | \n",
" 6.0 | \n",
" 49.250833 | \n",
" -123.751500 | \n",
" 388.9 | \n",
" 71.47 | \n",
"
\n",
" \n",
" 848 | \n",
" 6.0 | \n",
" 49.054667 | \n",
" -123.373167 | \n",
" 1.4 | \n",
" 66.25 | \n",
"
\n",
" \n",
" 1103 | \n",
" 6.0 | \n",
" 49.029667 | \n",
" -123.436333 | \n",
" 247.8 | \n",
" 69.83 | \n",
"
\n",
" \n",
" 1104 | \n",
" 6.0 | \n",
" 49.029667 | \n",
" -123.436333 | \n",
" 298.1 | \n",
" 67.66 | \n",
"
\n",
" \n",
" 1105 | \n",
" 6.0 | \n",
" 49.029667 | \n",
" -123.436333 | \n",
" 313.0 | \n",
" 69.44 | \n",
"
\n",
" \n",
" 1121 | \n",
" 6.0 | \n",
" 49.163333 | \n",
" -123.550333 | \n",
" 297.9 | \n",
" 69.22 | \n",
"
\n",
" \n",
" 1122 | \n",
" 6.0 | \n",
" 49.163333 | \n",
" -123.550333 | \n",
" 347.1 | \n",
" 83.94 | \n",
"
\n",
" \n",
" 1123 | \n",
" 6.0 | \n",
" 49.163333 | \n",
" -123.550333 | \n",
" 370.5 | \n",
" 83.76 | \n",
"
\n",
" \n",
" 1148 | \n",
" 6.0 | \n",
" 49.318167 | \n",
" -123.799333 | \n",
" 297.8 | \n",
" 69.70 | \n",
"
\n",
" \n",
" 1149 | \n",
" 6.0 | \n",
" 49.318167 | \n",
" -123.799333 | \n",
" 334.5 | \n",
" 80.44 | \n",
"
\n",
" \n",
" 1166 | \n",
" 6.0 | \n",
" 49.402000 | \n",
" -124.154333 | \n",
" 271.0 | \n",
" 70.33 | \n",
"
\n",
" \n",
" 1184 | \n",
" 6.0 | \n",
" 49.443833 | \n",
" -124.335667 | \n",
" 247.8 | \n",
" 70.53 | \n",
"
\n",
" \n",
" 1185 | \n",
" 6.0 | \n",
" 49.443833 | \n",
" -124.335667 | \n",
" 297.5 | \n",
" 77.42 | \n",
"
\n",
" \n",
" 1186 | \n",
" 6.0 | \n",
" 49.443833 | \n",
" -124.335667 | \n",
" 313.8 | \n",
" 79.93 | \n",
"
\n",
" \n",
" 1220 | \n",
" 6.0 | \n",
" 49.591500 | \n",
" -124.639000 | \n",
" 149.3 | \n",
" 71.18 | \n",
"
\n",
" \n",
" 1221 | \n",
" 6.0 | \n",
" 49.591500 | \n",
" -124.639000 | \n",
" 164.3 | \n",
" 73.79 | \n",
"
\n",
" \n",
" 1237 | \n",
" 6.0 | \n",
" 49.727000 | \n",
" -124.680333 | \n",
" 297.6 | \n",
" 76.22 | \n",
"
\n",
" \n",
" 1238 | \n",
" 6.0 | \n",
" 49.727000 | \n",
" -124.680333 | \n",
" 348.7 | \n",
" 82.07 | \n",
"
\n",
" \n",
" 1250 | \n",
" 6.0 | \n",
" 49.962000 | \n",
" -125.147333 | \n",
" 147.9 | \n",
" 66.55 | \n",
"
\n",
" \n",
" 1264 | \n",
" 6.0 | \n",
" 49.883167 | \n",
" -124.993500 | \n",
" 173.7 | \n",
" 65.36 | \n",
"
\n",
" \n",
" 1265 | \n",
" 6.0 | \n",
" 49.883167 | \n",
" -124.993500 | \n",
" 198.6 | \n",
" 66.20 | \n",
"
\n",
" \n",
" 1266 | \n",
" 6.0 | \n",
" 49.883167 | \n",
" -124.993500 | \n",
" 248.1 | \n",
" 69.74 | \n",
"
\n",
" \n",
" 1267 | \n",
" 6.0 | \n",
" 49.883167 | \n",
" -124.993500 | \n",
" 307.8 | \n",
" 75.95 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Month Lat Lon Z Si\n",
"80 2.0 49.027667 -123.437833 297.5 66.85\n",
"81 2.0 49.027667 -123.437833 311.8 67.82\n",
"97 2.0 49.163167 -123.551000 347.1 66.29\n",
"98 2.0 49.163167 -123.551000 367.2 68.34\n",
"109 2.0 49.250833 -123.749000 390.9 72.03\n",
"140 2.0 49.402000 -124.155167 272.6 65.08\n",
"153 2.0 49.466500 -124.499500 316.1 69.51\n",
"169 2.0 49.730000 -124.685000 347.9 68.70\n",
"184 2.0 49.885333 -124.995333 307.2 66.13\n",
"185 2.0 49.483667 -124.766667 0.6 66.38\n",
"231 4.0 48.651667 -123.499667 98.7 83.80\n",
"370 4.0 49.030000 -123.437000 314.0 67.87\n",
"389 4.0 49.164167 -123.549833 298.0 65.52\n",
"390 4.0 49.164167 -123.549833 347.1 69.04\n",
"391 4.0 49.164167 -123.549833 368.5 71.44\n",
"411 4.0 49.318333 -123.799000 297.5 66.13\n",
"412 4.0 49.318333 -123.799000 336.6 67.33\n",
"430 4.0 49.401833 -124.155167 247.9 67.95\n",
"431 4.0 49.401833 -124.155167 272.0 68.41\n",
"450 4.0 49.443333 -124.337667 297.6 68.10\n",
"451 4.0 49.443333 -124.337667 315.7 69.80\n",
"487 4.0 49.592000 -124.637667 163.9 66.94\n",
"503 4.0 49.726333 -124.680000 297.7 68.27\n",
"504 4.0 49.726333 -124.680000 346.2 73.59\n",
"520 4.0 49.883667 -124.993833 308.2 66.64\n",
"807 6.0 49.706833 -124.724333 197.9 73.17\n",
"808 6.0 49.706833 -124.724333 287.2 75.08\n",
"825 6.0 49.670667 -124.272333 198.7 69.14\n",
"826 6.0 49.670667 -124.272333 343.8 78.96\n",
"843 6.0 49.250833 -123.751500 198.2 70.85\n",
"844 6.0 49.250833 -123.751500 388.9 71.47\n",
"848 6.0 49.054667 -123.373167 1.4 66.25\n",
"1103 6.0 49.029667 -123.436333 247.8 69.83\n",
"1104 6.0 49.029667 -123.436333 298.1 67.66\n",
"1105 6.0 49.029667 -123.436333 313.0 69.44\n",
"1121 6.0 49.163333 -123.550333 297.9 69.22\n",
"1122 6.0 49.163333 -123.550333 347.1 83.94\n",
"1123 6.0 49.163333 -123.550333 370.5 83.76\n",
"1148 6.0 49.318167 -123.799333 297.8 69.70\n",
"1149 6.0 49.318167 -123.799333 334.5 80.44\n",
"1166 6.0 49.402000 -124.154333 271.0 70.33\n",
"1184 6.0 49.443833 -124.335667 247.8 70.53\n",
"1185 6.0 49.443833 -124.335667 297.5 77.42\n",
"1186 6.0 49.443833 -124.335667 313.8 79.93\n",
"1220 6.0 49.591500 -124.639000 149.3 71.18\n",
"1221 6.0 49.591500 -124.639000 164.3 73.79\n",
"1237 6.0 49.727000 -124.680333 297.6 76.22\n",
"1238 6.0 49.727000 -124.680333 348.7 82.07\n",
"1250 6.0 49.962000 -125.147333 147.9 66.55\n",
"1264 6.0 49.883167 -124.993500 173.7 65.36\n",
"1265 6.0 49.883167 -124.993500 198.6 66.20\n",
"1266 6.0 49.883167 -124.993500 248.1 69.74\n",
"1267 6.0 49.883167 -124.993500 307.8 75.95"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.loc[data.Si>65,['Month','Lat','Lon','Z','Si']]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Chlorophyll"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data['l10_obsChl']=np.log10(data['Chlorophyll_Extracted']+0.01)\n",
"data['l10_modChl']=np.log10(2*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates'])+0.01)\n",
"data['mod_Chl']=2*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates'])"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"log10[Chl+0.01]\n",
"z<15 m:\n",
" N: 206\n",
" bias: 0.06614100451904531\n",
" RMSE: 0.5102982316151018\n",
" WSS: 0.6176709920319814\n",
"z>=15 m:\n",
" N: 80\n",
" bias: 0.07296555614618604\n",
" RMSE: 0.39902836692147026\n",
" WSS: 0.5757608787167268\n",
"all:\n",
" N: 286\n",
" bias: 0.06804997000915453\n",
" RMSE: 0.48176966088134704\n",
" WSS: 0.66926813583466\n",
"\n",
"\n",
"Chl\n",
"z<15 m:\n",
" N: 206\n",
" bias: -0.7697065624176638\n",
" RMSE: 5.250460753779385\n",
" WSS: 0.5874140436005315\n",
"z>=15 m:\n",
" N: 80\n",
" bias: -0.035280360080745865\n",
" RMSE: 1.5652946518911652\n",
" WSS: 0.6190071138699103\n",
"all:\n",
" N: 286\n",
" bias: -0.5642726596660785\n",
" RMSE: 4.532278731088977\n",
" WSS: 0.6343429764163077\n"
]
}
],
"source": [
"print('log10[Chl+0.01]')\n",
"print('z<15 m:')\n",
"et.printstats(data.loc[data.Z<15,:],'l10_obsChl','l10_modChl')\n",
"print('z>=15 m:')\n",
"et.printstats(data.loc[data.Z>=15,:],'l10_obsChl','l10_modChl')\n",
"print('all:')\n",
"et.printstats(data,'l10_obsChl','l10_modChl')\n",
"print('\\n')\n",
"print('Chl')\n",
"print('z<15 m:')\n",
"et.printstats(data.loc[data.Z<15,:],'Chlorophyll_Extracted','mod_Chl')\n",
"print('z>=15 m:')\n",
"et.printstats(data.loc[data.Z>=15,:],'Chlorophyll_Extracted','mod_Chl')\n",
"print('all:')\n",
"et.printstats(data,'Chlorophyll_Extracted','mod_Chl')\n"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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YcXnF35S/ehsKNl/CuVkDlMGAJqWGyblZg4I9oLCIUsoe2AfUBmZqrX9XSlXS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759V4zJl5SUFA4ePMiBAwc4fPgw06dPZ9OmTaSlpREZGcmKFSswmUzXtG8hhKhsSqlsIBdwAPYa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\nwvEAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,2,figsize = (14,6))\n",
"ax[0].plot(np.arange(-.6,1.6,.1),np.arange(-.6,1.6,.1),'k-')\n",
"ps=et.varvarPlot(ax[0],data,'l10_obsChl','l10_modChl','Z',(5,10,15,20,25),'z','m',('crimson','darkorange','lime','mediumseagreen','darkturquoise','navy'))\n",
"ax[0].legend(handles=ps)\n",
"ax[0].set_xlabel('Obs')\n",
"ax[0].set_ylabel('Model')\n",
"ax[0].set_title('log10[Chl ($\\mu$g/L)+0.01]')\n",
"ax[1].plot(np.arange(0,35),np.arange(0,35),'k-')\n",
"ps=et.varvarPlot(ax[1],data,'Chlorophyll_Extracted','mod_Chl','Z',(5,10,15,20,25),'z','m',('crimson','darkorange','lime','mediumseagreen','darkturquoise','navy'))\n",
"ax[1].legend(handles=ps)\n",
"ax[1].set_xlabel('Obs')\n",
"ax[1].set_ylabel('Model')\n",
"ax[1].set_title('Chl ($\\mu$g/L)')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [conda env:python36]",
"language": "python",
"name": "conda-env-python36-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}