{
"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/NewLOSOGT/'\n",
"start_date = datetime.datetime(2017,1,1)\n",
"end_date = datetime.datetime(2017,10,27)\n",
"flen=10\n",
"namfmt='long'\n",
"filemap={'nitrate':'ptrc_T','silicon':'ptrc_T','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": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(Lat,Lon)= 50.4882 -126.3484 not matched to domain\n",
"(Lat,Lon)= 50.6318 -126.4979 not matched to domain\n",
"(Lat,Lon)= 50.8046 -126.5291 not matched to domain\n",
"(Lat,Lon)= 50.8762 -126.6183 not matched to domain\n",
"(Lat,Lon)= 50.9086 -126.5451 not matched to domain\n"
]
}
],
"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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XFi0tLbq6urJ27drs1q0b/fz82KpVK7Zq1Yr9+/cXUznnzp3jvn37uGPHDkrZiIYEZPmm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\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: 508\n",
" bias: -2.9278014037975186\n",
" RMSE: 5.540369887623067\n",
" WSS: 0.8718489280506254\n",
"15 m<=z<22 m:\n",
" N: 137\n",
" bias: -2.4486550431356022\n",
" RMSE: 4.355028185735861\n",
" WSS: 0.8398763148655375\n",
"z>=22 m:\n",
" N: 945\n",
" bias: -0.9309181681234371\n",
" RMSE: 2.644578553971807\n",
" WSS: 0.9089854931745126\n",
"all:\n",
" N: 1590\n",
" bias: -1.6996896370536874\n",
" RMSE: 3.9494391652770116\n",
" WSS: 0.9446122830018397\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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S58OVUqVa64SKkHSpHrkQQggBzd/J7NFHp/Doo1MoKipl9erdzJgxqsOsKZdALoQQolNo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\nIoFcCNHlhQ+9RxtKvueetSE98/Ba7E6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RJIkEwGCtNY/ZmnPNzdHczxv1GnHKjdrVyOwV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\nRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize = (8,8))\n",
"ps=et.varvarPlot(ax,data,'N','mod_nitrate','Z',(15,22),'z','m',('mediumseagreen','darkturquoise','navy'))\n",
"ax.legend(handles=ps)\n",
"ax.set_xlabel('Obs')\n",
"ax.set_ylabel('Model')\n",
"ax.set_title('NO$_3$ ($\\mu$M)')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Nitrate, z<15\n",
"Feb-Mar:\n",
" N: 42\n",
" bias: -2.6695693624587307\n",
" RMSE: 3.7785597578008674\n",
" WSS: 0.8141756864348852\n",
"April:\n",
" N: 185\n",
" bias: -1.7383766256925224\n",
" RMSE: 4.308083270749725\n",
" WSS: 0.8664743079546116\n",
"May-Jun:\n",
" N: 184\n",
" bias: -3.18676159584004\n",
" RMSE: 5.527464869951854\n",
" WSS: 0.8353806797495795\n",
"Sep-Oct:\n",
" N: 97\n",
" bias: -4.8168803146205\n",
" RMSE: 7.824432385681381\n",
" WSS: 0.7454718242987206\n"
]
},
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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JjY3l66+/ZtmyZdx4441ORwoJqrkioWvMmDG8+uqrdO/enf79+zsdJ2So7oqE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\nR3WzKRGJMcfrCykpK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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"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-Aug')\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-Nov')\n",
"\n",
"print('Nitrate, z<15')\n",
"print('Feb-Mar:')\n",
"et.printstats(data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],'N','mod_nitrate')\n",
"print('April:')\n",
"et.printstats(data.loc[ii1,:],'N','mod_nitrate')\n",
"print('May-Jun:')\n",
"et.printstats(data.loc[ii2,:],'N','mod_nitrate')\n",
"print('Sep-Oct:')\n",
"et.printstats(data.loc[ii3,:],'N','mod_nitrate')\n",
"fig,ax=plt.subplots(1,1,figsize=(24,1))\n",
"plt.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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E+Oqrr97o3ZQ1giCgWbNmhQ5Gnjx5gh07dmDYsGHYvn07QkJCsH//fgQHByMwMBDbt2/H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\nIWUAAAAASUVORK5CYII=\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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fuoKCBZmDObTWop88+bZ2p9szlXMdbGSELoQQgqAv2G7r0qAvyMf//jE6HN9b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ZBA1BICmE83is2aHBgK8c4842tmManm52AYAUIhP263D12vri+j2AliM1pU6oVd07xC0cosOkEv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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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jOe/8I1dMeXKcSveNcsWb+8mvqXO2sf7DxfniNsOBDzU5oZW4QQglhSLi6MQt\nW6wTR0fm1QTwlbhxCNO6f1LJaxl1HsyObKIDqbmUs6050Sb7mOzVLN7lK3GjZyi/AlLi9UJxtEft\nHJCZ34kzPYjObSqkzYyrlfjOHdYtTt3JLTNvQddRIW+J+9Kf4VLvigz77vWolfglFUszrtdMhBkH\nBLqRqqJuaMz4rUSPkhHij1R5eP3qn25qTE7jFLGe3WgijiYNnDLOosO70aMgYqCl5wNM6axBJPJM\ncjnNjOOKxVm693Re/pqMkU9yGV2I1DNJ2GF/6TVENQeGcCiON3LukLHRVoy9kbb1XOhqG7juylxN\nT+60t7hM8m8elyv5+HNtjK69JcGL0u8fRpy1x5eZTnMOzkGq6nJPCORDctv4wvvU31n11okJgHLk\n8/XpufKh7HTJvh/AGbM6Uoi3p7FklTlEH+bCO6xr9K5ciU/GViW3iJ0vw3S+MWQ8+DCRHbuVnGnM\ndW04eX3N/T3m1W4lGL6aGbKS77Q2EwOcmm7Fxuequyct7m1GyWHecL+JkRiEl5ZM4udtGlFpoguZ\nU2AmH+ry5Ot17+P+2k20h5exvGSaivULvoq//SA+V5zjYQefEpK4NHBg8OkzW/mSo4X/LrqJp07P\nUtsPNR3fxPkw8mr4+l3Q2QdzBXU3LWHzGIm//SDl46fz5VGTiJ3pQSt28sPfr2dpSxO/mrmaRucC\nFsS38qlnKvH85M+U3biaTddezVJXGcun/4jQ9jUEC3bgbYuxyniBhqYwjyz+CHHNgak7EMUFOMwY\nDx7zs7wbrvoNBD0Cb+sRVs0bz5ZQP5P3P8IIRy/e0XfjufY7eEjEW+5dj2/GCo5PjfMvx/7IaVnE\n5NYN6O4+jowdx1R3Ff9WcR11c9SWogWtd/PFPRuZ8ME4LQdh5njoKRQc6pnB/KnzKPO0c8PxR9na\nM4tFxd0sLL6SosOV9I6pxDuynlU42MARvNrzjB9XzZ+2fJe2SVOoxEzFxEPCjsnULHJ6XBEosZTd\njya20esw+WY4/MfEFvUcA+cQceN1njo212/GH/QPiFcc7Lt8GHT8yKMjkfe6DRs2LmsMZaez470B\n1nV2nVf+kS+mPDlOOYRgVVkp9eWlA1ayfeTX1BlOrPq54Hxxm+HA0h9wuymvraEjwROOsY03wh7e\nUxJiPPPZGx6fUxOgDsDt5pe1USvcz+t+M6POg9mRpZTziIhiSDXJ/ZWZ1Syt+JbFuzxu+KGnmi+F\nWjAxcWAy7qXjAAAgAElEQVRyc3k717vvZvxV8NiRI5wuHk3YPQoEaMT59xlXIEd+km5xiB0xByvG\nTWL28gczYuLrPHVMH3cFj+18mL7OXzB50krqq6dZz3C5ZzW/qYdNwfVc6xxLbbAdb3gFnutWUzbh\nBn4XfJjZ3io+VbgUz6gOKrrK2TlWbUOeu3cenp/fRcXufoKLBEXTFtL2gTKorGTuUyPxjNwBK1aw\nshuCoTtYNt4g0Cvwjg3jPfMtDvfM5LrTbzD/8YO8x68RrJ+I9/GjvHlzjL23CGYUfZYPancw6bkb\n+OOiOJ6iJlZNXE3pD65h+cad1H3/e1zFTTn564LS70AX7B35JAv/6lqOd8zKfCaf2IyvZQcuIYia\ncSV4e3oneL4w6HvkoY6VnQ8S3H8H3iMGnuNpW8bHzIZn18DRDViHD3g+BzWzUnHRReUqLvvIn7G2\nuBeUQX/yWDcBI+fCOC/0dYLRp+IS5qyGKcsVLwIVnz2cOOuqOvikP5UuGdZ3PjlI9sr54gfVCrxp\ngqMgv5N7rnwoV7oxsxOc8RG1ld86einNkV/wT0pj6VzanV0mvL0dC+d5AceOif8LiYm/mNjW2cGW\njhODxsTDwLj29O9bInNo6OgCAfVlpVS7m/LHGIYCA4xlIBTAv6sBnwbVV80jOLZjWH0WCL6Kv/0I\nvrGTqPOmxbjlej8CAfD7lbJnXWb8VAt1yui376Juxw/V/dmDbXr6SQwUCQn5CUQm0RAeAVUTmFfg\npOnMQQrDB/jsqW3MLy0jMO56GkQZVNZSP+6Kc48/zBej0xqA3Q2ECvYQHN+Hd/RteMYOV54oDYl8\niChhHtyVcGYkHPq/aiuBo2DoI0Ry9E9eoZALHDd+uYwfNi5d2DHx7wwuxtGzZ2unL9T4MdxyziWm\n/W3VKxRgQ7ABrxeWeeqVZk4Ou/6O1uEcnkGIABsjOwiGr2Z5yYxhp3uEDTxFJ0so4wsMFGIbrD5J\nftU3ooN9opWlJZMy4/HzpHvHn2kWH8qLhG0O1ZQTHNtBUVc3TcdbOd46n5uaYP6116n0ufJrDRDq\nalBx5Efm4dnYMXR5w61+8FX8LTvxnd5FnTM+eHx0jvbk5BpPr4Xt62HeCvjQ6oFp0uOrc8VnwzvL\nYy4ETxpOXPtQdTiXeibT9HfDiR1QPBZ62tVqfXZs/rliMN78dtvMuXGCvwgn/kIboGxc7PLPFjmd\nTwbG+W3kAK/wIUZQST1QnZauvXNqTscdINS+lmDferyFK/CMXc0jpx/iiRFHmST8TBY7WNn+AC2H\nDfylV+OrmsEu4M4DzcQTarz/7DmEQ/s1HW1X89fFCy3nOhAK0LCzgYeDjcQmLEEg+OeJ05k2bid/\n17CGuAEuAc8Vu6j+2F1s1Lp4Iz6bYtrR9GtYXrmIaneTUhgF5rbPY9OGtTw+9koKoo20xyrxVnyI\nu6cspM5lEupqYKe3DdyVzKUeT9Mu2PUwoepCfjVzDn8yokwqeR2v+00lULNFw39kJzMqd1E+tQXv\nHvA0AsVASycB7xQeWvwx3oocZGLTOj4ea6J8msAbnIvnxC4VpzV/LVHNiUPGWb3zSRpmLsMcUcLI\nzmMsPPggv7vyPmLJc9jHlDH21BssifyJvx3xNN7IVDzVd2c6vR4fnFT1ZkQVXH03gaiGf9uj+Dpf\no7pkN8GlX8A7MtW+DcVRHrp2PoXObvriZdxxcgIV8Sr8ZzrweX0c94xgEx0spZzlzE49+KTBLWvD\n+/zv8RxNUx6d+QPY2kFgroOG4hIYXUN97UKLdGST4FwTQEVd3fTu+a463kXTCc6fh1f48HSkZlhD\nBNgYaiAYhOXe+txk8CwNxNsilznKutzGCxvvDGwn/p3BhXLi84mo+VHSKR1AeSRCxzk464PlnX5t\nyHzOw2TB+ZxwSNrwR3c8SnTUDET51fzTNB/Lx00eVBhusPoEIhHWHHmTw+F9fHDsfhY6q9gb7Bgw\nXqfblMcjbu49IJFS4MyzSyG9v5PcpyNyI585UGjtoni2dgoAP2x5jvDJ/+HWiQu4yjM7Y3FiQ3gv\nr5z+PxzrLGHWuB08WPMDAHbSwBnaGEEllcyjqTPC8Y6ZREbN45m+KIXxGBOdnby37DWWua+kJTIn\nYzeHPxyh3KFzV0urVZ+vj9zF3qPfIzJrJf9d9ncYkV70cJi7Sl5iIR72hiczo+Qw5e5n6aObNnZQ\nyZUUMjrvAkvyWtIOzhjdzbGonzc6CnnPjJks655Hy0sG/quuxjdrBnVNTTQe+irbr26ipGc0C498\nEk6f5r7PvMG2M+8j2nyIyLGPKnE7afDVKU18cOwVlmhsqCprwScQoLFrDduv30+JYwwLm2fiKVUO\nb6irgY2xPfz5WCnx6htYVVrJ8qNHcgrcpq+ihly7CUb+C+9bZipGvdwJ778NKuuhC0v41n+mA9+I\ncuqiHcpBDPktLjWgjP5uOPR7QMBV/wCR2fDCGnD+PiHY64SR10J7O5QWwJldqeulMwg5d6gJi1YH\nnhkPDb3inr5Y4q4cOBGR1fbQi740JXv/hZ8oSMaHx/szxe+a1qZODBgzO028LkvQeLjCd9n5n4/J\ni3yx7ecx5v1d6cT/oLExryjLhcBgojCXItIFZY7yPn7OZmLoGXUPEeA+7uERnsKgAAAXJitZzARe\n4mTnDJ4JfIOYKTPE7EA58OtG346hq/jtqq5vcPvYuzFwoYso9fIDLNjSxz86f0xUc+DQHMTLyjA6\nOhM1lAgMNAxMdFwyznNlEnSTxQ2L6S2ZCu/9qaV6jhllWuffsH+LEmgRAm6dAvqH5/DY4aQSvAYY\nFAj4fO3tTHArgrft4JX8vjup7pqMG9dxyji/PvpFdn14G0bCX9alg1t/qYK27vvwHB49vNYSxFtZ\n+0WuOvZR/vHkzURdDoQWY+UVq/EWNrHy1+BphUDVdfiWbSR6uDVxWGsUfctt3PqRJrzjYeWv4RcF\nX+BrNXdgCAcCI7EZKBFMVjMJV+MGoqPnpJ0/mYAQLCz7NkvGP8HKJxODf3K2V4gMAZHA6PksnreW\nqBRKoX/KaiaM3IUuHaz8ZUwp5S5YS4xUvzllDPHSaozuN9Anvg+jfhOm5kInym84pBz51gChF32s\nuyVqPfuVvyFhIAU8oxPgPfi+tZZo4tkVCHhu6hSq3U0ZIkdLeICnuAuDKBpKNcckjpSmirlL7EQz\ntWQ5Ak97IaHPPsB9fV/m0YaoEuTRC3i2/rlMMniWA+5QqsODIkdZgaq6y2q8sPHOwXbi3xlcCCc+\nl90nca2fxIbOSAR5oBlNygzF+LeT99mMG8NVln+n87DySoylffE+ZOlsSzEdGWd55x/5/ZZvYUgD\nXejct+g+7rn+niHr80B1FXeGWoglaawZRdvyN4jON3DpBdZ4nc57WljII22PYx7rtPIVQGG6qj+p\n/nZi8PkE93mp7TY2H7sdiQNBnM+WS37ToRE1JcgY+qurWfXRvVR7TI5G5vPzAz+lX6rJguSxrHeU\n/YKKmrUZ56Gf6Kzl6cDX6S6tpqOoLK3FEl1E+XD1/8/TLfcQkwKHEEgpEwxBIhGYiWPz2Pd9zJ49\nsPJ56I3CwcMqhp44mjCR0okm+qmvXY3HvTOtHIGDwrwnF7WESNjBPnWcGmrHtK7DzSvm8PSpnxLT\nHLiE4MGNt/HWN7ZbOWtRKP7DdXx1+WYMXGAYVG55gcLubgQG86b+ink1G1j5Ww00B+s+IVKq87se\n4PiP7mDjQykOoxmwar0DENx3TYxH/jgH49qE+r4W47fBv2P5W/uUbYdMhxBJaFyMdZ+QmTylF7gO\ntRVeFMAWSaA9zuIeJYbrQrK5COrST2/UnPCp51NlxPsYEIv9vA4LDSWwkAzbNtP+Py2UOzQe1n2C\nVL1+q+E5JvLzlNYA/HpR2lFyJBTr/Tmdy1DdTaybtyGV//6/wzNrGAJvZ4Oh+NWr98NL95JSzHeo\n44RfX5O6Z8pyNRFiHRsnwFGodi2k72LI1Se58l/80NDphoN0NX6hKy2Aa+/Jf/0ccC6c4LIXtvOT\nX5Tl3VD+2SJdUKaZhUQRA+oexE8zCzFIiowJYgiaWYjEoLVjKjHTHCBmBxDsW4+hg9TUYPRUkY6B\nCymUeNwR6SN4+iql7C4cRKXEzNCkEEg0DBxIHErVvP2Ipf5K+VUp1XMhQDgIuxZkCLGMmA/NvQsS\nonXJUVcp0jeH51ol7T45P6XuKpToDJoqc1PFlRia1XwMESfoUYqkzT0LMgTxjoSvIXigiqhDtcmQ\nTg5HFlgKpmjg9/iI9cZSAjXCgVG6gMNHsO7zdTXiQAnfifSRXkqI9BJ3RdMU3NMgJXsiS1Q+VXE1\no2kpeMYzbvWPupIoOobmICqcNPcsUGqrxAh6lOp+nMx+i+MkVr4AQ5rEPAsxhEu1HSebSKiKhvwE\nq2KpZ59sOyi7tt/Ef/18YsJhPbuoVKsJ2SJHe1mf8dkghrQGZZW3oaWXowTvgn3raQ7GUoq0CZXg\nDJylyEgu1eFhI0dZfi6v8cKGDRsD4Wfg7zh5zdIvTqihZyvGv528z2bcOB8CvudTBDg5lkpkhmI6\nwkGrq2pYAqPZ9VnffYpYcvZeCNCcmKXKVqWP19m8xywZmRKjVTXKaJ+fzP5Ocp+JJa+midPGCYuj\nagJBc4BwYpQuoDkYU+WE5yaEBRM0O3HPKyfKMchUGz/eMQvDdBApKSMTSnx3d7cvo92qBIE6k0CJ\n8gkZw2xvhEk+NdF/psfiGxINQzowERjSQTB8VVY5KRHhXKKDKTsoMYyU6rthwO6uBYr7OBxEgacW\nz0tWXZ3G5YRdVT7lwGsO0HR6y8cASpS3YuxuZcerTcUhRFrZHevZ+7F4Zn4JnhOsitEcAqM09S4Z\n0smm8fNTtj3bBhsxgh45kKeUp/JHRqE0hj9uJt4BqX5zRmaPYcYyy8h24CUw00jLN/Ev6XVlabEF\nPWTWq9ocnKdY5abBiKXuzWp7sLQ1g5tb/Ox8Yih+5fENFL878GTmPWdas8TqEoLG6bw2X5/kyn84\n6YaDS1S0+LJ34n0wQEn03VT+2SJdlb6Gl3El3LX0unvxUcPL6MRIjjxOJDW8jECnqnw/Tk1T6udp\nYnYA3sIVSkHdVLN9S3oNdKIIqVTLP3vSxfKjO1Mq8ULgLCtFeCYAyoVPqsUK4krVfOwkS/1V69ye\noXqOjDPf00j952HRIqj/PMyrmIB3RFIJPjnyxnEKqClJzT7PGrcdZNxSd8VUCq5OGWfp8R1qxTep\nuCodeENKkbSmOKUy7xSSO0pWsbx0Lq54HF0q9drJxY0pBVMTfCE/zqLUkWvIOHpXI5MnJpROj0Bd\ndxO/DK5mccVD3DzhP9CSsq9CQLETue9hHLv+HUHakRqJ72e6n1L5tDpSip1CT8w+p+A7tSOhNixx\nCUnNiKaEgKATb0hNJLjMrH6TMaVyLzScoZfRZdRSoV9KIpTC48Pb6kw9+3T11iv+GdoK8L24DaeM\nW8/OJZRIXPZJCTNYkfFZx4lASxhCgS4FukmmSqzuwlu4ghqv05rQyUkGz3LAPRf1+sHK8nF5jRc2\nbNgYCB8Df8fJaxZHT1NDPxsBu8HyPptx43woy59Pdfr0sVTv3JFhe2+bOJfN9Zu5b9F9g+52yq7P\nitGjcCaPX5MSzBhal7JV6eN1Nu9xuB1QOxExZiQOBrbPR2Z/J7mP172XW2vv5MbxP2JV7Z2sKqvA\nKUi0I4be1UiN16nKKdmJSyRWyMFq6yfHTUUnU228onw3uhbHHe4kE4oPzRrtz2i3csfjOESMmz3f\n5rbx+/jW6P04TjfBEb9yVkYUJviGiU4socgv0UUcb8nWrHLEoCcXpZ6dNuDUmlmljYr7xOO4gCWb\ntyerDhK0GPzVw35cseTJNlH6mu6npuJXfKjum1SMPKDseIumOIRMK7t8BTP+25GZX4LneFud1HhA\n70qp7+sixtJj21K2PdsG6068IWGd8mPxh45E/ibKy+1y4nNoiXdA/fXpWV635swsI9srF8AeXc0E\nGaiJFZH4nGwPietoeENk1qvVMThPscpNg+7M61x6R9+GTgFCCnQK8I6sH5jn28VQ/KqqTm1x1xyA\nprSRam/JvGf2bWq1fM7tuZXoB+uTXPkPJ91wkK3Gny1anH39AuGy305vx8SfPS50TPyGrg1sEp0s\nlWUsL10OrQECLTusmHjcbhVHmIgfrCj5M8H+3+eMifcH/ZRPuJFNfQ5aw0e5bWwF82t2siV2PyIW\n4dr+VVSULucx8/0Ee2ZwJHwN03tH4Za+gTHx1LOpWePxEzsp6HuZ9rZTeMfcMKyY+I0zFhE0l2WI\n2wS2vDq8mPieIBPf/CMfDx+nfFYU78GpeCJT1Qyhs4vQ9JMESzQ6AgtZ98FP0VrWiy/4O0YfO4xv\n6jKOn97MpoorecsoY1fRVdwY23J2MfGjUrF1GQKCTbtg/3oClR9gg9AxaUVzzWG5jIBTH35MvAe8\n/fOsGLd0Ub/AtZNoKBkBIyZQP3H62cXEU04vHXjby+HZOwhWxfEe1fGU/60VM2XHxNu4XGBvp39n\nYMfEp+VzCcbEJ8fSXTGN9SeOsGLcJFbXXDt04jz1OZeY+K2kbFhFJLf6fq6Y+FwivYFIZNCYeH84\nQvfpI+zoPGy1NUTgbcXEH+eNDKX8lWzGQx0bQmv5XfBhSqYuwl3xRa6IjOFQeC/ektcTCvwXJybe\ns3c0gZEjaRgXhdMvclPLG5SPPEVRQRW9H74Ob/G8ixgTn1ggGCVhrA5XPgSO2ecvJv75BrgCWJhw\nml9ugOY2mABUVKYE7V5bQ8ixg+DkYrzj/gFPbPbwBOCGGxNfVXfWApznhHMRrkuPiU8XocsncDwU\ndzvXdBcZ78qY+AutQmtjmMhSE7cGw4RhTTfmQF4nKSmEAzBv/Dw6egYa55yDdEIJNae6/fa11vFr\ndfNWD/4DH+7gkrw21DEguQaX19YoNU1nsUrX0w7jrlRHYiTV2JOKmwnhj8CWNTSc2A9lU6mvXaoM\nTLbSfU+36tdRVdRdd/eAtuVzTrOvpz+D5NE1w0GSqABUMo9eOlKO+DCMyGCOvaeVYQ/Kl8MJDzbe\nfbCd+HcGNi94exiubR4sTba9eLvK8xdauf5C4e3Ypnxph5tnI2vZy3pmsIIFrM55z1B5nWv9125d\ny8PbHqaqpIqVC5dS7lGT8xkT/2kIhAI0PPUlONVM/bSPUPeRXwz4Pi+HfO4r+N94Al95DXW+b+d2\n7g9uUNu6a2+BG76Tv+KDOZ/Jo85AOdPJxRO9EArLUsfGeXyp485g4Kk7kN8xT+eYw1XTt3HZwHbi\nbVwaSFeIxCRgCBb3SqJCw6UX8MCSB7jrqbuIGlF0TUcgiJvxAcJhgVCAResW0Z8m3KGhUeBICdZk\nCGkkhEus88RzbG0JbF/L4v+5PSUQdMPd1DX9ILfoRdNaeOb2VOIP/iSldJkt3gHwa19WjJKWeZRa\ndrpFD8DmO9U2/pzIOusy2Yapn2PRtsdJ9ooL8Bdr1LkKLPGPQH+f6vNkO91O6j77fGo1OI9gW/b1\nB5Y8wN9v+nvrGbh0F/6V/iGJVIgAj+HLEO9JtkegoVNgrR7kS59P7C4ptjMc0pCdz3DT2bDxTsN2\n4t8Z2Lzg3JE+/g9mm/OlcWgODGkQT2ixFOgFfH/p9y17f9bioOS3VZc73gnbNNw8G1nLRlLcZhk/\nGeDID5XXudZ/7da13L4xVbamwaqVAu94qcTcThRk8LBAKIDv0euJJoTOCoDn5n/OcuQHez8Cz32F\nxS+sSfGgYp26z72YyQvz8bxsZPO3eV/OFGQTeoZAckqYLReE2vqOUCEGmICmrmVrGekF8Mnn1P+n\nC9mli9jZ+IvAu1LYzsYlCEtwQ0n8+A3lTCbFZtbvWW+JhcWMWF7hMEvMLg0mmYI1uYRLBhOw8O9d\nnykQ9OaT+UUv9q/PTJz8nEu8I+RPDMaZtc3IMzvd/vWDOPCQy4EH8B/clOEaxwB/3MwQ/7D6PNnO\nWCyjbfkE27KvJ5+VVZYRG5a4mxLHyW5bUmTHtARzBk+fX+xusLSD5TPcdDZs2LDxbkP6+D+Ybc6X\nJmpELQceGGDvz1ocNEf+Z5v+UsU7YZuGm+de1g/6eTh5nWv91+/JLMs04fARJTYXrDYH8DB/0E8s\nzSGOojhQ+vd5OeSbT2byoLgxkBfm43nZyOZv2YJs6U77oA48KLG2WAZPtvhilhjxAJE+63osJ8e1\n8e6C7cTbOP+wxC3U6+XThRIISYjNrJi5whK4cerOvMJhSTGVdGhkCtbkEi4ZTMDCN2NFpkDQ9Fvy\ni15MXZGZOPk5l3iHx5eYWc2s7aAqllNXKHGUvBA5r/qmLCW9V5yAz6FliH9YfZ5sp9OZ0bZ8gm3Z\n15PPyipLdw5L3E2J42S3TST+q1mCOYOnzy92N1jawfIZbjobNmzYeLchffwfzDbnS+PSXTjSxFSz\n7f1Zi4PmyP9s01+qeCds03DznMGKQT8PJ69zrf+KmZllaRpMnqTE5rwt2gAe5vP6cIqU4rgLxYHS\nv8/LIaffksmDHPpAXpiP52Ujm79lC7Kl1THj/3MisRKfxpMtvpglRjxApM+67szJcW28u2Bvp7fx\nzuAix8QPFit9tjHxgSON+D0fxVe7KCV8czFj4uesJrB9LQ3bHoaSqndnTHx22kGeoR0Tb+NShL2d\n/p2BzQveHuyY+AuHs7FNwxUYtGPihxkTn4582kfZsGPibZxPZL1Pdky8jb9YpDuE8cit7A1PPiu1\n3KGUfZPGKNvJDEQiLD7QTFRKXEKwubYmpUY/TKMaiETw796Lb+tG6sYch4X1BEbNoaGjCwTcJF6g\nvOt7FIUK6Z01k5f7PspznUWsiO5nde1sqFL12JBQmV3mvtISdgtU3Ii/cDLlDp2OuDF8A580mKfK\nYWsH+HxQ9/aFdXI53hsjOwiGr85Q8s/AEMqhjaxlOw9TQhULuTu3yF2WRsEAhVsbNi4x2E78OwOb\nF/xlYTiO4oU+8eN8Ot/5vk/afNPxJm29M/j1SScGDOAh6fXZdHI6GzpKmegcyTcqplnq/RvCexlb\nshHcxRzGx2T8TOcwc6lna0RjU/gIS0smsdyd+5SA4dj6zEap02gyeMXatbB+PaxYAasHcZTPAoHg\nq/jbj+AbO8k6xWi49U/yjlwiyAN40vlWNU/0T2hZOcHZw1vUGIALobh+lgtkNs4CObS1xIT3njUn\ncAx9i43LBW/HkG3r7Mh7ZNyFRi5H8DEWYdBPKDKHhgOrkPIYrjYt06kmd/sDwGJUTJQTg+/yOMuo\ntfLeSQPbeYQjkZn8ueMf6RSzmVv2NE+4wR++gqiUGEC/NPhx+HGq3bNpicxh8b6DKed+2hTq3G42\nsIvHIqcoORLnS8/v5fjCUXzamEZc13Bes5Tv9q6m4M0t3F76M+KJn99PRS0rr+jD857X2BquZuOh\nCVAITxdex3+dOcT0Lfey1nULpnCgtV3DIzXPsyDUzTbmsr3DgaEdS0RVSVzHJP6pU5XxBhoiEWg7\nxLzOJnaOMQmN+D09xkjcRW9QXTaR4tHNaCPGsPzlf6TuUAWhm5bmVfXPPvZtHYsxZD+6qbOy80EY\nO1s9JxlFNwVL972PtZ4eHj30EIbU+P7RN3m29ffUXXVT5sxytkhgmoF4hq/wskyJx+wXf6Du9CcJ\njPgvpJDoopCVXSvxpMWqhboaWFe1DoN+BDo382DelYYBuIyOJrF3GNiwYeN84u1wiPPpSCfzmsEu\n3hhCPC3dvruAzYOUv4FdQx4tB0M71l0l/8AE9zZOds6gquM/ual8QQZvSqYvd+jc1dJKVEqcbZLv\n1r6ijotLHO1bHolwV3KRoC3lnAciEW48cJB+qSOZjXVIOoI+KWno7Mo4nnUdi3n15M1sDN0MwF7g\nz6cP8ZHqCfyx5SgxqaG1LUNWV2H2xhHyE3y4/F4quZOH9/8UyTTWHpNc6znMF8ZMVscjoo5JrGAD\nIT6OxECngKV8nza2s51HMDHQDQdL/utaekf0KVv0p9PwyCMEZs7CHzyCT2jU/e5JWJOw408/TSj2\nAsFZ7XjLV8Ds2fz51JfooplJ/dcxrrCG3cc62WqOw1dxJZ/rmwnProHWVqj1QZVaxQ5ENW7sEET1\nKbg64jx76gnqTrxIyLWHYFUf3tG34Rm7mlD7Wh4r+yKGZqJLB7c2LlMT/8FNhCpirJtvYkgNHScr\nT6+C3pGsG/t/MbQ4+mjJymYNz5aCAdwkmw+lH11snZ6TPJLOXQXX3J06bvdWH6EPRVk3BVW2SBP6\nHc5qe7p4tNThiv/P6pfh8JRcR/gO4BEZotE6IFS8fh7R6CGRa0IgsQNhsNOkzjrvfDtfk2VeKhMS\nubS1zgG2E/8XgrMxZNnY1tnB5wLPEzUNXJrO43Xvv2iOfC7F06SACkAwvABDOpAIolLiD0cshzVf\n+/2J6wZKGG89++jg7yzF8zh9bD35V2wM3YuKnoKXOm7hq7XHubPEjbNNYkoDTcRwlDzEo+zl0LFv\nEzV9GLqDaDyOf/dejl9TwMcjVRgHACn51dVXM3fE74iemo7UHJjA+isWIAXEj2kkY8QN6SQYWYBn\nRBPbujPjrPzalfgLriBpwE2p0di+nMaCCGTsopGARhTJQy0vw7QP4YtEiB5oVl/ps6HbgO656l6h\nw5RJ4C4BDL5/TZT/2ryYN0bfPtCo5HguV7ISQ/YjhYkhTIL77+BU0TIMd78SXNUk20e/QPOZLySe\nl4OoiOPvDVH3q0XwqefU4JlrIKtKlfmK/E/VvIQ8gCljvDLicaRQ1wzZT9ADHt1lTQQEPWDQj8RE\nYvJH7qCC2UMbh1ynBzx3V94JhosJW3Xfhg0b5xNvh0O8nbSD5eVgOn/NfKp52RJPyx7n/JApXpan\n7A3s4hNcgcEMHo6cQj9wCEOS4TwDmbvvshzrxQea6ZcOtLYH+UjFN2na9mmkeYoG7XmLN6Wn10jy\nDhvbVIkAACAASURBVDClwfrwNra7f8XP2UwMHRGOYEqJCRl8xh+OEJUSiU7StqeEYeGRk53Ul5VS\n53YTxE8wMp2XjyfOG7d4BWzoPpVI5sCQJoROWnn8oeMfGVd8CGm5AYJXQ2FeLYog3O5EqRKND1HP\n1XjYgkE/f+BLqBqr+sSlwR8+8wJI0KOvsXINtEyfw+If/oiow4kLyeannrKeSeg6WLfqcQwXaPGn\nMU2BHKny2sXTnOis5emDX8cwHTzXHAd9FZ9r26e64NBr0CzAUciGhd+iX/chcdAvYEPbc1R3/Ix1\nnwBDB914jZUHD7Gz5z8xxpiKLxBnp2sDnkOqLsFqda8UpuIS/T8BITEESAGGpsT2PMcGcpOk/dVw\nIDEwUYJ02+XD3PqiwNMSI0Oc+PBG+NQL6tz4W6ME3wtGQaLs5LvdSqYC/e5HcivQh/zW6U9IE/av\ngeas05DyILvuSanhATwig5slxffkAJ42LOQ6RcqIAyah8YJ182VO3nnWeafztHyTEOdjQuJ8IKlx\nkKz3Oeob2MJ2fyHwM9CQDRdbOk4QNQ1MIGYabOk4cf4rOEzkUjxNCqgAeEsa0UUcHbUC7itRhtdP\n/vb7UMRCw0AnxiSezVA8D0Vm88fQv5Dxc5CSV8K11LndfLf2FRaN/yH1tavxuJswieGoXIdwxNCN\nOK54HN//Y+/dw6Sq7rzfz9p7V3XT1d3QXVybLijARolyE1Qq3ko7FzGMQ0I07xvfoXWMaNQknnnm\nmHgynnfOODMmmUkOMTpnQuIFHM0VxxmJGLWhjNECbWwuIgoChQVNI/QFmqa7d9Xe6/yx697VV7qB\nxvV5Hp6mq/Zl7V3V+/f9rbV+37XlHdbThNUWSyXXMd0ATaCLGII4uogxtbQOf3EdOnGSveu6iOH3\nONM/S2VD9g2xkk6lGSZ3cSsngbcz96DN2k8IiLVlJPoC0n12mvP6yU7ndWFgai7WzwymA1qO22zu\n5wKg2zrCxjGk+diG9uy2l5yE6UV1qet3yxjB43XZvY75TAIzzimx0yvtJf7J5PVIEBL8pcudB/GV\nD8PNtfhLlyNIG8vY2P1zzs23esAQ9JQOB8p1X6FQDCUhBq8hTmff3o4Vx+AA1/dqnhaEbPOyHo67\nniYs3EgMrDaTWGKGXTJ5Tp0/kUDnvpd83UbDkga7m6uxbQMbkaWbMve3cFSFho0u4kwteZt9XImJ\ncJL7Eg+6cKJVpp4JlnhwC5HYCiCeEdGc4ybb1dR+Pav3/DstZmXi3USgFMCY0SAEYCNydIJEozVW\nSTfa2lOpp43AwkUk465mJvDYzo2XGkgDLDdEroXQgoWYhgvLMDA1ndCC9AzhSNDZThpguUCKRFsT\nEudI88VYtgHo2LZBqHxW1vvJRNJf/E6WtvIXv+104CfaY2kQ6Xjesb/vAX/U0S9CCnQJ/lMS/ynQ\nbRCW8zOf2V5u/E0m8M5nEyNSkZPAg5M0RkMww7ln/kOJc9si/d3urwO9L+iMwFskx3fothpSD+S2\n3SKWX0dkaTNXjzqtX+RbRSrxfYz4ZI+6c1DHzrsaVKyH//dxvxrCsPkR5+dQUxHI0q2D7UhQI/Hn\nCUGcAJbsCQ8OYN9F3vG4NZ2YbeHSdBZ5xw9DC/tHMmFPjjAmp9fcxka2sYaFHviLKsmutklZU92C\n9Hz9AZyRgRc4SAs1TOadlOP5Ad7gQNvl2NlRAoTglpKxACzxzOOY5/6sNc99xdupmbYC/b8u47af\nbSfw6E85QjFPlLiwGgVIicuKM7/kReZ6/8CBtkvxe+qoHLUdKaCm6htsa14CCOaPeZG/3LudiUdg\nQvGTfHvUlcSF4QTfsjLo6HR6W52GQdnoxGsShGBqyTaibZdgSx1dxLi9tIQJgKvEg5loi/Ogj+NI\nHQuEAcWFiTgTx23HWLwnxHuVYAkNXWQLptzPZS7Lmds8n8jue/F/bDtru2p3UC/rsWQM3YYr6+BK\ntjN/6t1EdixkqXybQNt2cBWkg0DyQZZnapOfIIYsIC67EMCUBsFsvs7LE54lDmgSbjzxt/jKAlBB\nal8fcCOP8RL3YmNjUNA/59zcntGZy+DQG6fdUzoc5Ps7USgUisESZPAa4nT27f1Ygnu5GS+jepxq\nm4zvIXqfyr8YL09iYiHRStzojcIZic9IniGRQDeKVKlcVmKdeN0ldG4qL+X5iEHcllm6KXf/lZUV\n7I3vp6XkPiZ7dqJTxptIYoDb42Fl1XSacqbuBzweNlRdkKiJ34kWv4gZxtTU1PzMdu1qm4aUhwGB\nQOI1OpjuKWLrhBlYHg/6qEJuadvLaONP/Pzg1cSlM1hhYLO4zMMLuWM2JZ5Uv7kzEh/Dn0isBDoa\nBjZxNAwmnpzBoaL3SQzoImzw/0lgdG3HjUy3dWt96vD+EOimM1NAs8B2C2RGwjuhfCe6Fse2QdPi\nBJt35eTDTlK9xHsd9YX3sa99LtM99Sx5aRdYTmJsyUQCPuorsOUn1F8Sx9Kc1+a+nz6Sz7OUmtbF\nRMbU4294El9nHCybmvWCSLmOf8Lf4Js+Bq4NdtMmyfibOxKv48LfIHAW/81ouGYkXOaBg0/hazCp\nWWsQufEO/KXLne+2j4QGSa4F34MDfUUA5jwGP7kXjltwkwS9e2dDPnLbnjkSn6UjcrUZDH4Keqa2\nyhmJ9x8U6JbMqzsHfOx8q0H1NRLf0/3qo9RzSKgInPYxlbHdecT5WhPfX/pz/T0Zr/3Nns9iSoEE\nxo4u5fYJ4/hhjnHMNtZwkkb2sB6bOLplUPPs7fiqlqfMW3Jr4iuv0h3jkqNe2L+eSFkDo8YGaezc\nzckTmyiOdzK3aQ6+Mbem3EnDpsazO+pptmOUTxVUntpCWJ9MyUnJNScO0OT/Iq1NbWz1zmDZuEks\nrmznN0efY8dxL18unMnSyq+n7kdmTfze8jHY7n1oLYXMKF/E3srR2K1/QPuki6UH9hBAEp03v181\n8bnmMMkHe5QwkRNr8Idfx/feLmcboYPvTtiL0wt9Zf9dVVPHi4KvzNkvenQVkc61+AuX4RvXc637\noL5HqiZecYZQxnbDg9IFg+dcq4kfimNlMhQ18Zmv96Sb8u2f+bxO1sQP9PryHbcn89189zDc3s6a\n5haQsNzrTMf/7rEmnmpqRncZLJownsUeT1ZN/Cx2YPBvgFPvDekaaoDV1nXE6UKTghvf/DoL37oY\ngkHCc+ak27p9u1MT39AAd9xBNACRprWnVROf0hvJGNgA7FzTrSaehjDRgz8iUtaAv6EQX90bOD0O\nGlz5j3DFg87N6QjDqRC0e+Fw32Z2/a6J3/siIGDBd9LO973pioE40CcNBBd4YXT/Dfj6VRM/1Iy0\nmvjNj8CbDzkj9kJ3RsyT35VhQrnTKxSDJG/QbggT3r6GkA3eCfOpP+z0Jk+dVMqmwyFKqOCeuQ/k\nXfJm1ZZVrH1/Lcs+s4wVC/IkmvmWKtnxhGOAMn1x9+VGdj4JtpW/Vvu6ldnL2W1fBVt+SritkVDc\nxoukvusUlE5l+U1OcEgtx9KyA7b8FDqbWdVl8oRpUzF+Dg/MvTV72bpkm/sbXM5EL2Ye+rNsTi65\nKxPkWwZvwO68CkUfqCR+eFC6YOTS1/J2+ZY77SkhORjtvn9/6DN2DxG9xY+e3uvp9Vz9MtD9h+s6\nshhgh3jmd2HHJztSn8ns8bMJ7ViDt72RegkUTex5+eHcc4/ywoZvOVOqdVe63rynzvtRXjiSmEWQ\nb9ngvq4pnw6C7ksRJ8/T9D50HIOymdk68KMXYM/zztr01/yw+5J4vSTIvd5v5T7fM2dBw6okXqEY\nKhrChH8VpPqkScI+JC8FegEbazZmBY5VW1Zx17q7Ur//fMnPs8VA7sNh/rfgnR+RjQa6QXoKkAEX\n3+4kz9FQuocQzZkeJO2sY4UtqO6gW9sNBLruJm7HcWsate4YAR1WmXBXRimWC3i9SCPgLkgHnt8G\n0/VaegHcsrHvRP4MBoU6VrGO9H1fws/7TOTTJi9diVq/9ERCA8dkBehmIpfvNZXIKwaCSuKHB6UL\nRibhaJjqNdWYlomu6QiEE6d0N7XLnWducHUQMxGDCvQCfl3zKO/57k9MDXamydrEORTVeWaNIGal\n9+9PIt9n7B4iejMm7em9/pqZnu7+w8IAE6LM74ImNGJ2LPWeIXRsaXXTZBoaBUZB98861+BMyvRU\n6ls2OtvkM7SN51N+GeZxufvlu6bc0dzZdzoDMpl17ynNkQ/NmTEg0zX3TP0CHHgl/ftlD0D9z7Kn\njadqznsxuxtq9/nzkTOsYQejCZSxnUKRj2iIkBnDpOcEHsC0TEKRUNZra99f2+vv3Yw49jyf58h2\ntgGHHYfSKc6DJNNwRNOcEfqcY4Us8rY9jsS0TCxpYVoxQgnfnLVW9nYxIBTPMEqJhhKBIUF/jN4q\nAs70ozMUDHaxttff85E2eclwXwUgbbKSz0ROGcspFArF0BGKhFKxKWbFMuKUE2NDkRCxjBhkWibr\nI2sznsOx1P/3Rbrv3x/6jN1DRG/xo6f3+htzTnf/YWGAy2llfRcyEnhw3PDzaTIbO/9nnWtwZidM\nhZNGcz0Z2vZwlmxN1Mc15Rr3QraOAnpO4BPny0zgwfHpyWTP891N21Jt78Xsrkfjt3PLxPescoY1\n7GBQSbxCkQ9fkKDblXC17xm37k5N/Uuy7DPLev2924O9KntZOQetZ0fQTFfL6sedntacYwV18rbd\nQODW3ehCx627CCYsb5fp2du5gKCRYZTiCzrtSXKOGb0BzGJZr7/nI2nyIlJ3KmluqKWMXtLb6L2+\nplAoFIrBEfQHU7HJpbsy4pQTY4P+IK6MGOTW3Sz2L8t4DrtS/5/u775/f+gzdg8RvcWPnt7rb8w5\n3f2HhV5WoclH1ndBc2W9Zwg9rybT0PJ/1n25rOe2beayRMKd5ywiVxP1cU25DuQXL8/WUc5Be74R\nQnNMiDOZfHX271VfyXN9ybb3YnY3lO7zirOGmk6vUPREDzXx8yel/5+sy8tlSGvi+5rOk+9YZ7sm\n/iyhauIVIwU1nX54ULpg5KJq4nt/r78x50zWxPebc6EmvidNNVw18T3dB1UTr8iDqolXKHqgJ7fZ\nJL25deZztN/GGj5on8DRtiUsLZnFjo5Onmg9zpgxcT4/9gUuYr/jUkqGY3umwzphIgfWMGrn+3T4\nOvFPTDiphsOE33iD0MyZTGpp5tSeD1hUdSGX3n4HAC+0b+bppiOUiMncU34RAY+HVceaWNt6nGVj\nRrN47G7WtW8l0nYZS0tm5b3Wbvci40EerSCrrVHXjm5O8NGPvkuk43lGlV1BR+XFpycIwmHCW7cS\nWnAZwYuz29tNcJzDTvFDReYqCEmKmZj6LinOH1QSPzwoXaA4UwwmKe5Li3TbnmyX+eT+s0r2Y3ie\nztIhma703vZ26ptaQMAXyw/h9WxwOjfaHdd4r6HTFLeYVbI/9V5f15C83jePfY71rTqzx/yZq8Zu\npPgwzH0GfPsnwvLlhOfM4YW2XfhL3uEyj969U3zHKta11hEpvYmlHeMIbNxAdImXyGynE70RJ3Ge\ny3J8YYjuWUPkWvBPTcfBzJUBxpXvznKpT7nRJx3q+7iefJ3zo1pa6Ti5FX/XPHxNY/qvO/LplKHQ\nLv08Rt7vZNLFPhhMraT0qWKEaEeVxCsUeehpCZYkmYYvGgYfczn7uIrpvMEtfJb/bn6JhqaZVHh3\nU1P+LdbzbSLtF7Jmzyos6UJHJ54xJUrzjeW2scvwU8/ivd/h5Sk/xtItdAtqfidg8tU8PK+Nd1tv\nBCGZW7YO3YaybTcz4/nd3P/P/06X240EJr25kdKjR/jJu4+z8y8Mvlf4Eyyc2ioNSQmS44l1XxFw\n1din2dT0P7CkC0PALVWjudczI2uJGede2BjC5tdjd7H097eDZRKt0Hj4S3PZ1z6f6UV1rHj7PVZd\ndzn7tCDT7RAPRa7hVV3yXGETU4vr8BVvB8AQo6j56Fv4tm6FmcuIzpntBJGjXnz78vQEJx+ox72E\nv/9Lqh99DNMwcOs6tRdekHLXzTLhOboS33P3Ex3fRWSKhn/m470G5yHndILAAILv0wSxMLu9p+Hi\ndl5Xifx5hErihwelC84/hmvJuQG1IY8D/ECN4vrSIt22B6px/G3cwMr2dr61ey8xJBomi30/4OWD\nD2BJFwVC56dVF3C/x0NXezv27r2Jo0g0Eef2qjvRMHhmzy8wJSkbV110UVN1N37PB1nX8EL7Zta3\nHWBxyVQmeK7gBQ7QQg2Hj41lXfShVBuXVP4DC8Y+j94Ft10HB7suJfjLX2IKgSFi3HDBShqLr6L9\nRCnj326jaPRRjMqtrD+SaLcZ51c/u4v3Vm3FGiWQQqbKxHVbZ/HPJOu/aWMZoAmdma0zOdpxJT/b\nWk3cFhia5IuBf2Js2fvotuCGDZKXgzaW7qwZX/Perfj2Hk2NWmfOvHuZ+1Of3w2spJF66nkSW8ac\nteslGAnd5jtamDZ86ykpzjXwu26lM8KeubpQ0hRvIEvMZZnQZZgc53QSRKd7WT3u/uzvZBiorgbT\nBLcbamvTbe6HNsla0vcw2TMABkpfHRy93ZfBcpZWShoMg9EERt+bKBQjm1BbO6aUWIApJaG29qzA\nmWn4EuFy1vAyFm7+hEnzib9mW/i7WLbBNi3OxMAfscpNIm0LsaQLiUE8FQ4d7NYOImOD+ORmdu37\nVyy/jdTAkhDxSd7TWnly/y+xpJOM1zd9GSEkslhHX34jViyOXVQEts2p8RMpbG3iyeUTaR5djtVo\npM5lIzhOxqml5P0T16XaFZPwbJuHtR6LDegEUvfCxkJgS8nj+kYWjDfxHYZ1Uy7hqX3/H5Z08bqI\nEa96lGf0X2AJN68LE3fsTn5+8ttYrS50EWP5BSvwFW/HsjuJHP4RvgMQNV9h9SUuLGGhj7Gp2afh\n25Thjpr5QLU1QtfUYBoGlmFg2nbqs+lmwtO5FsZ3sfqrNpZuo8v7qGH2mUlqTycIDGBf55pzTW8c\nbGJsY41K4hUKxaeK3ES2ljOfyGcl341O8h33dDeK6+v53JcW6bY9znVbiZ9PNLUkungFFm7ebfpy\nKt6b0mZtWzumx4Pd1p5xFIEtDbY238gY1xFMKbHRAIlEYEmD/W3z8Xm2p67hhfbN3LxHYMkLeKLR\nRq9qI+7xofESZU2vpI4Lknebv8yCcc9juSAShN/Yn8NEAwRx280fTv4LUpTCvv3s8kpAIhq/BAgk\nOqYB6z9/KRXurekEPqFpLGFRfwtYbuc1W1p8ULaLHU0XErMBNOK2RUPTBXjL38MCdl0Alk5ac518\nFt8B4MArRIv2svqCn2FhIhBIbCQ2cbp4ifuwSZjepRepSek2X2PC8O0APSfFmWZx8S6ovS9tpAfO\nezvXwPur82uChjD89jqwupzfdz7pLIOXZUJnwfafO8fIccmPxAXWWBsp0sa8vhBOWy3L+RkKOe3t\nhzaJHl3F6jF3JTpEXqHmVZxEPumOP5BEvqfl9jI7J5DZnR1DkWznMyA8R5P4waCM7RTnPcESD24h\n0AG3EARLsoNmpuHLx1Rj4UZiYOHiQ3MJtm0AOrZtcKrp844pTEkduoghiGPkGJNoY0bhJ4Ruacz6\nvUSPg7BAt8EfhchJpwPAiRQCGwNLurCFgYVAazuBHo8jbBvPJ40YIs74cTvxl9ahJ4NMrqNpYkbN\nZ0pr0UVieREhoKQEE1I+tMESD4awEcTRRYypxe8Q8TnvJdslE+15v/2GrHvxlnFD1vuRkwsh47oA\nIj6wiDlBRIdIZY47auYDVVgE27bgjsfR4/Gsz6abCU/hMiJTtHRw1qwz5647QGfdwe7rJ5hhsKdQ\nKBSKENmJbOhstCFP8j0Yo7i+tEi37XE6LvTEz4ocD7RS19GUDnELwbISj2Nom+e4Qgqml2zDEBbg\nOJ4LLHQRZ1pJfdY1rG87gCWNRKw3iLWdwkbDwoU0so3ZSoxPQIIeA38ICrtOIaR0NIkAWVwKbadS\nGsVJ3gUCR4e44zEWv1KHboJIzipMSBzdhpKTuRcCE7w70bU4AgtNizOx/H2E7Ww/a48zAi9ytAlA\npOP5VMeLjY1AR6CjoeF8uok2ymQvQuIYB0Xa8C0U6p4UJ8m3chDp60471PegCZJ6IYkVS49M64me\njOQNyuOS7//YRrf17O9kMOh0Nui68zMYzD5XL9ok0rk2Q3OR0oqAMyI/EPKdL/c1Kzb0DvkDNFUc\naaiReMV5T8DjobZqeo91aD4C1FBLhBBzWcIbgEkMnRgXuV9mh3YTcVvi0gyWeT/PODayzbOGWVXr\nE7VoF+bUxP8HFzGPubtux/fM/Uw41knk2xL/IacXc2l7Hf/vuBgxkZwWH0eXElvquGWcla/8mqby\nC5ya+F1vMG30m2xZvAdLg9umf4Otx5dwsHMeR9ovTF2Dv+swD0aeZPEHv+c3s0L8ZsJXqC+9D7vI\njRtS8iLg8fDrKpPH255iasnb+Ed9gP+QDlgs/biOR8fGMQW4ZYy/3vMq2y5chqlJ3HaMWw69yo4x\nF2JJ0EWMmz6u49K9Bv6ir+E7/KzTjijouLCkhW7Z+A/muKMmH6iJ3tjAV++mdusWpyb+wgtTn03m\nZ+IniG+c03Oqy/ucY4uCM+eum9PmAQWBAezrI8CX+Df+wD0JQZEO2Dpu5rJ80JegUCgUI5EgTgKb\nHIkPno02lHhwN4rUNPhgiad7jOrH/IC+tEi37XFmHoRIXHd5GeubWjClxCXgjgnHYUJahwQ8HmYD\nIY+HVt9kfhw9hI2z2sxfeytY4vkpN1bFebztKQqNJjrjXv5nyTVUeW7OuobFJVN5sjGOJUETNnpJ\nERbO6jaB8b/mDye+g42BTpyvR1Zz6WuCuWvAtxm+fnIDv//i5zlRMAqXW6O54CLiFDmDCtLJznXi\n3N3wAzx1ZSx9cRuByz7Lgr33OjXxLa00Rn8M0mLuTuc+7JnuJJHJEfLxZXv4QuAfONJ0MRO8O1lq\nXE5heB/+j218RwwmFC4iMqkT/8mqlDYB8MevQOdQ1hT6pJltcmq9hsF8cTsTW0rTNfHTx8C1QWcE\nN4iTDCdH4pNJMaTd6JPGchvv7z4FHrJH4jM1QUovJEbidVd6avnNtc4ofubU/OS+CY3h+8RNTfNK\nIuMyPAgCOLMFcqf/90Ob+AuXoVuvYNG9Q4SZA1y5oafzJV/LHYkfqmQ78zM5x2viB4OqiVcocggD\nL3AAP6+zhCqONs9MGahcWu4d4MEStVMLvCDqob0RPBMJ61fzbza0TYLb/DOYcBRCRw8QHDeVgP8K\nZ9/k9KN4J9EJEBlbhv9NN0dmwa4vlPMqjxJuKOcrB8L8sMCAS2angkdUr2edfxoRz9dYytRu8iLL\n/KSBVA1WuOo2QjGdYMs7BCrnEXYVE2rdS7BlN4HKq3lhtObUycXjLD10INsRP1Er1e+a+EE8UM+a\nu+4ZqIlP0pvJouL8QdXEDw9KF5x/nIs18WeLgbSjp237E0dza+JDOPe/kjDrPvkjkcYKlh4rJrD5\nQDqRTSSK7144k031dSza8T5d1Z9jzezZNG7aTMcnWykc18JtviksjU7r2Wwt0x2+o4nodC+RcYkE\n3wyBp4KC4pk0sjW9Ek1PcfZP34W6f3U6EIxCol/PSXIHcE/SN7afRnE9tak3TdDXKkBDaZz3aaiJ\nH0EoYzuF4nxi8yPw5kOJqee6s9boFQ+e7VYpFIohQCXxw4PSBQqFIoXSUYoRwmA0gSrAVCjOVc7z\nWh6FQqFQKBSKYUPpKMV5jKqJVyjOVc7zWh6FQqFQKBSKYUPpKMV5jEriFYpzmYpAt6BzrtTmnVad\nuEKhUCgUimHlnNELZ5M8OgpQGkYx4lFJvEIxxAxn0My3Xu1ZCcyns3b6SEUFfIVCoVCcw2TqD+Dc\n0AvnIp9GDXOmUZpp2FFJvOJTTabrbSVh1rVvJdJ2GUtLZvUr2GU6mh5sn8OPjhzlxeMnkEBBbtBs\nCBNtWUPEB/7S5bxa/xTPuiYxJlbBX82ch9ezwXEk37GDSNNa/K3z8O0aA8Eg0YDjUr7u/cmY2mws\nTce0LEK/W0vgV8/CsmWwItstNFy/ijWbVwKC+Vd8nyZRyqSDb1A7ZiZ1xYJYrJmS4tl8s2QSKyrn\npNr4gyP/xWPGFE6dguKCUlxGAaNb36Gl2WamrkHzNpaZn8CpDtZasEzvYHboe4QsCLbtJXDJrXDN\nD3u9V0n313Bkc5Yrf5QwkRNrOLmnlP1cz6JpCxlXvnvoHNoHG1S2r4Lae53lTzQdqh/vvzurCmQK\nhUIxYIbLlT4cDROKhPBOvp6mommpDvfk60F/kIBvYCuJ9Cc2pc5b5KX+cD0A8yfNp+lUU4/nzDco\n0NNAQW4nf423rNv69v3RNbnHz3u+hjC8uQb2wnevv4PnioqY3tHJD+o2E5g3z9kmFCK6xEtkdhNN\nLbPYdXIMs07sxHv0v/GPmsfBT0YROlVBcFwxAU9itZv3dkDoCaLjC4l8+TP4i+ZnrXITJcw2HPf2\nicyng6bUSi7r2t/gza4raLemM9EqYP6p/TQd2kBrVyvrPlqDpbdQOukKYuNmYxyp4yLZwT1xCGDy\n7r5NbGofQ1HxaA4Lo3+O/onYnnTP79f3IEcH+gj0qRG6nTtn+3ebm7JXUEq+39UKe1+EeAeMm0f0\nysVOO5MrByXc/wekTXLb2pOb/kjoJOnNGX+E6DblTq/41BIGqnHWn3Vh8YX2O3hpzz1Y0qBA6Gyo\nuqDXgBclzMPt32Ff21w8RhsvH3wQU4rU+xrwj5Mm8uDE8c6D+40gq79iYulw8ORcntr7CyycteJ1\nYVJTdSdTRm1HWBIpQDehphrQNZ4OaVhanENtc/iPj1YRw4U7FqP2rhUEjm+HBcA118DNP4ADEN74\nI4KxFzDL5kDlX8DULzvGLkLAjGkgNNi731l2RQh+PlYyO97B/3PgFf540R3QcMy5iKzngw22Zh3o\nJwAAIABJREFUCW+tgJbtWffCBVhlcxBjF3JnUStTJv4lwdnLUvcvSpjVVKfWZ62hloMRjepjAlMY\nuGWc5yZ+xHsVf83hlin8cdP/jbQMXELy+c/+E2O9H6T26xYk+/uwHWhQyVwecOd9YMfS72ku+Nrr\nfT/cE+eMju8iMkXDP/NxfOMGsTSL4rxDudMPD0oXnB9kxmc3znrpQyGlw9Ew1Wuq6Sq9CDvw72h6\nAQVCY2XpKe7/1XWYlolbd1O7vLbXRD5fTOstgUud1+rClnbWe5rQKNALWHnDyqyEPispF86gAEBw\n915iOHE3NHNGKs4+0vgJDx1udNb1Bu70lrO6uSVr//4sS+ec08YQNn9fGecfDhZmH+P4dvjNdaya\nsoy/n3Inh/Wy1P56PM4b99xNYMd2opfFWf2KTaQwwGrxGrZ0owmTGqsarf0UzyS0jIHN7Z2vs/zj\nFwh8/GeilbD6FrAE6BJqfq/h+6SA6Je+xdPTfkyk42IiJxfiL6nD59mOZutE5eU8pW3Aao/DRwlt\nY5vw5h1pvVI2Bz67CoQLZAzeWoGrdTsPXHoRz7h/SMuo0bQVjUbTBAVCS92v9GfdhUDnRh5jYcPs\nVGxf/VUby9DQRUHP34OGMLz9I6Id/+1sr4NOATVNj+J77v4edUm379nRlVnbv7v4JW7d04xpW7g1\nnWeryrl0/Y0Q7wTS+i06CVbfDJYh0OOSmt8JfIcloIFR4JwXetdSuRrqupWw4dsZ69q74ZaQs2++\nVQHsYP+W5hsK8ujCbksrJ69F0wEBdjx9XRt7/kyGi8FoAjUSr/jUEsIRCBbOo25n2+ewpIHEwJR2\nn73W69q38tSex7CkgUBi57yvQ2pKG9EQkYoYlg5Sg32nFmBhAE7Sb0kXkbYF+Iq2IRMvW0AkCMen\n2Fi6DQIml27nYW0FsT0LCb5c5wTTu3H+kmN/gl9fCz8XhAIm5qWJgKUVOEl7kvYOJ5lPJuhS8sSJ\nTnZ0uuko/Yt0Ag/OdoltnE4AF3gXdkviY8ngqLn5dzQ0bAr27EsFwQghLEwkFhYmEUL8+egMTO0C\nLM3AtGF9+8dUCJPG5ouxbAOETgyLhqYqvN6dqf2yAuRAEvNoyNlOWs7PaKjnbcNhqK4G04TPCfi8\nlf2+tHrfP+OcqSCv2+jyPmqYrdZ8VygUil4IkY7PZuL3oXhqhiIhTMvELp8PwsBGYErJ2k8OYFom\nlrQwLZNQJNRrEp8vpvX2XE+dV+YqBbClTVe8i/teug9b2qlOhJBrRreR9I9NEzOxnwmsaWpJ6ZRg\niQd3o0gl3Mu9ZSz3lg2ovC/U1o4pbSwEtpT8srUeU16BlbhPobZ2AtEQq6Yu467p38vp6AdL1wnN\nnUvg3S1ErpZYbtivXYsl3UjNQErJfiOIOPUJpnBhCwML+Pn0W1l9+Tep/W018SmbUlrJsiBSaeM7\n3EWk8V+JTLiENXtXYUkXemOM5VUr8BVtZ5+4Fku44OSJdJuEka1XvAsdDaMZYDu/x1q28zvP54mW\nTkEm9I7znUhrQOez7kJiI7F5iXuZ0PINfJZJpNJJyKWwe/4eNITht0GwTCKXk742aRLpXIuvF13S\n7XuWs/2mgx9g2l5sIGZbbDr4AZdaJpkJPEDElzivkFg6RHzSWfcd2znvzjXw/uretVSuhtq91vmZ\n+vBj6fYnVwVIHu+4F5YmNJXbDbW1w5fI59GF0QqyO0NaajLuY/JvUmZfV3+04llGLTGn+NQSxOnh\n1xM/Ly55DV3EEcRxC5FOwHsg0nZZKum3EegZ7+nAY77J6aDpC+JvcKFbICyY5qlDJ47zoJXoIoa/\nuC6Z04MNehz8oe7nvYjtPLj3SQIbt8OMxMlE4p8dA1+MYCPoyYCVmcALAcVF4ClKJ+hCUGEUYgqN\n/I+ERDCwLaf3uqn7KJc2Nnku3enQFHoq4AP4CaLjRqCj48ZPkOC4qbhlHN2O45ZxFnumoEs3E8t3\nomtxNGnhknEqxuxESJHaL4t8iXlPDGSpmVDICTaWBbttUj0rztWCXtC/pWp8QSJTtHTQ1iwi9NJG\nhUKhUHSLz8GhOq4/iFt3ozXXg4yj4SS8y8ZPxa270YWOW3cT9Pd+xnwxrV/nFd1jrCY0NE3DklZW\nJ0KwxINbONoipUlEzs4Zvwc8HmqrpvPwpImpDvSAx8ODE8f3uxY+WOLBEDaCOLqIMWvMqxjCzm6D\nL8jayTdmJ/BSgpTolkXw3XfB5cL/hoZuwjT7T+iY6HYMnRjT4iGmF9XhljGEtEEIZGkJpuYi5Avi\nj5LSSroN/oMaCB3/x5KP2xZiSRcSIzH44QxcTpMhdBlz9E1q8CGerVea6hwNY8dTWkbXwTV2lJPA\ni7QAM4Sd0oB+glkKz8Ym4gN0N/6DmtNWqfX8PYiGnAQX0tdmgy7d+AuX9apLun3PcrZfVHkRbk1H\nB1yazqLKi5z3c7Rc6rzSaa8/mtR/WmJ7+tZSuRpq5rL0vgC6K93+5KoAVz7s/NzSlNZUpulorOEi\njy7s1hmS+Pyca3Hlv64RsCyhGolXfGoJ4EzRCwFBdCo9d7GuakuiJv7CPoPe0pJZPNr4Eaa0cQud\nn1ZWUt/RARKWe8uy968I4Ls6RE39j4jEXmRU+w7Eom9Q37oEEMz1voivaLuTvNswfzvM/UfwbXJ2\nr78dLJeT2M99Euj6AqwIwsmdIH8FyXkAmguigoAvxr+dqOMeGcOSwul5LhsNY4rxNzxDp90BtOIt\nuoJve6Ywu2wGf0xMoUPGsSp90NEFnaeY3LWL8U0baTl2kinGKQ6Vvcesz4JmQ+vmcm4tmEDzdC/f\nF3FsBKAlhJGWCoI+AtRQm1XX5fNDLZsJHf3IqYmv/DoLmEbEtYYlo19n/0etLDr1HuM2HiCy+K50\n/Vgmub29vT1sB7LUTDDo9BabJjS6Yc5KGD2IGrKKAH7X4+jyPixpoYuCPsWeQqFQfNrJjs9DVxMf\n8AWcUe5ICG+5pKloUmqUenbi9f7UxOeLaf0+b56aeG+Rl/tfvj81nT/oD6aS8tyR9Kea0lPkl5eX\nZZ/Hc3qGugGPh19XmTze9hRTS97G7/mAO0b9Lbva0t4BeAIssz28cix7Rt+8Dz/g3/7lRwS+eTfM\nno0vFKJmr1MTv6TlFacmfm8I72tv43/f5vYxK1hz8Vd48vb7sEYV4rYtgpEQviNQ8yuIzLwG/4xb\n8U1vgou9+Dbez72b3+VP/jhxBJqI4y/egm7B3Rs2sWD8dbw2+W/YNSOGp30vk069QMfcHXR0QSQC\nhWzHaFqBGLsQ2VTHBdMFFXPd2OWv8uGerxKXBrqwmO99ke97b0zdRx8BbuQxXuJebGwMCvCXLoeb\nl+OLhqhp7aMm3hd0EkXLxHfYKQ+IBG/CP+kBfOMCcPPsHnVJt+9ZzvaXVgR4dmxOTXxxbbeaeF/R\nPGpaEzXxrV58M5rgkgw9A9kj8fm0VD4NNXZ2/pr45PbJ34OkNZXb7Wis4SKPLvQDOu7USHzy8+ux\nJn5sz5/JuYSqiVcoToNBOdHnmKGMwksHiZ8n6vFHwXdoPvxnPTQ2wsSJRO+ZT6RjPf7nGvB95o5s\nE7tcY5EDwOtroOApwiWfIVR+OR9f/Fm2uON8paicWydMyCs8UtfSuR/aPyTku5Zg6VQCObVFPZn5\nvNC+mfVtB5hmTEPGp56+O/9Aat2H42GbrIkfgvqtgRogKc5/VE388KB0gWKk0l9jvTOxbFx/Ytaq\n9naeaG6hoqmZB/7zeQKfHIHly/uOl8nY6vVCUxPhJUsIzZ7tdNa8sgrq18L8ZfCFHP+YRKwPT7ie\nUOE0ZpXsdwyBP2rFt3WrM4I6Z0VW2zm6g8iH9+A/YDl19f/r0ayEO7ltU/v1hNt0/CXvsMQzL+81\nn1Yc78kA7lxiuM3chlBT9UlfNfHnoA4bjCZQSbxCcS4yFA/TEeKuqVB8GlFJ/PCgdIFCoejVeVyh\nOAdRxnYKxfnAUC3NkTmVSaFQKBQKheJ8J5+GuuLBs90qhWLIUcZ2CsW5xkDM2hQKhUKhUCgUDkpD\nKT4lqCRe8akmSpg3eIQo4bPdlDQDcVFXKBQKhUKhOIc4q9pKaSjFp4SzMp1eCBEB2nCWAI1LKRcK\nIcqB3wB+IALcIqVsORvtU3w6iBLOXjeS2iEzu0gaz6SMVwZipDEQF/XB0hAmfHArIbePoBklUDmv\n23kyje4CRzaoejKFQjFsKF2gUAwPw2mEl+/YQ66tBuDvEyVMpCJE07JfsuuwQdAdJ5AciT+f9Ivy\nPFJwdmvir5NSHsv4/XtArZTyB0KI7yV+/+7ZaZrifCRKmHXsIcK1lLUf59221ykpuRCfZ6uzbiSh\nQQWaVceaWNt6nGVjRrNirJdVx5q4L3qIOBJx2ODGyi1cUf6/qfjkn3jF6sJvvMZXmyUL47c6y3sc\n9zpraCaX3AiFiC7xEil/G/9/PQN2AeuunsWbLV+kZO9xlmt7CHQUwcYQ0ZsLiXzxM/gPzGfLWzt4\npsqP7b4AQ1iMbfg9U8UudpWZzJ4ylvJm+EWnl6PjFjJT7uQ197expAtDn8Bfv/siy4/uZ8c7/8La\n5n1Mnv23/MfEvySOxJAubom+x9FX/y/GTV9G/dSbaCwsQW+JcnvHHmYUFfFESwsVk67iAVc7FIwm\nZBp4y6bRVJxwqT++PcuRP9WpkScQ9Sg4BhrIz2EX0sFyvl6XQpFA6YIRzuk+o8IM/bJyA25DIgZ5\nT+2n6dAGvEVemk419WvpucGwassqVm5aiRCCJTOXMKZgjLNOffmcbrFwoAn5qmNN3Bs9hI2koMGm\nttwk4L+ix+0zjw9knSv3vTVNLTzV3EJc2hiH4/x674ssba4gMnMt1rVdSGFjWZ1EDq7B5yIVv6MV\nsK79DSKHJ7F03U4CHx53XO3bdsDWJ4hObSFSfhx/uAJfix8q14GME52sE/nSnfhLl3OQAP/B2+w9\n9mc+bJmGXmrgK2vjAuNx7FMnWX30l1iGC92yufPw8xze8X063XMYZY+m+fjHtBVVMXH615heXMat\nEybD/ucJffA8wYu+QuC6H6b1RqY+SziqJ1fiWVwylaWe9L0MH93BC/Ze/MW7WeK5OqVx3t23iU2j\nPsOiaQudJeD6MN0LRzYTOnrA6YDoPNBd8yRr/uNdoOlQ/RjRor1EOp7HP+or+IqW9qyVhiv5/xR3\nKpxNXXZW3OkTPe4LM4O1EOJDICilPCyEmASEpJQX9nYc5UKr6I2sZUaAh3mQp3iJeHsc9hxAyDi6\nMFledTfTPB8Oqrd41bEm7ooeTP3+wPhx/OSTY8RTr0g04tw4+Z95ueEBLOlCFzGWX7CCb761nYU7\nBFiS8Na5hIqvILhlC5Wj6ln9qo1V4KzF/jGLeKpzHdZHDSAlBbbJxro7qCzazur/AZYOB4/P4enI\nL4lLN2gazJgGhTqsuR5xaBOaBnbFIuRf1TrTyxob4chRQAckQtoYtknsrRUUmB0ULvgZx0dPBCGc\ny5hQDn/6LlT9H6C50zfANmH7IzD7ARAudGlhADHNwEZDE1AA1NbfSeWoLaz+qo1laOiigJqPvoXv\nxZ+AbYNRADfXEh49h+o9+1Jr4NZWTXeEygDM/nodBRjBgWY4Z44ozjzKnT4bpQtGPqf7jAoD1YAJ\nuHHWiT/TT7hwezvVe/bRJW1sqwsRvgvZvBUNjQKjgNrltUOayK/asoq71t2V9ZpA4Bq7EPHZXxBH\npGIhkD8+9nIt1+7eSwwJCDQ7zj8eWMWDi2ryxr/ktZtSogNCCOKJc62srOA7Bw9iSomBQAgNU0pk\n4thgsXD073n+1n8GAatfA8sFegxqbjfwLdJTifjDN1/OU+KPWLgpsEw23FJNYNs7cKdF1Aerb3F0\njW5BzQ/ANwqiFfDU18DW4BBX8Yx8la6mE3CwMX0BlRXoY4u5IPoLPmy6JtEuCbYFb94OLdsBKPBU\nMebiH/DJ+OlIIXDbJrz1DayW7c737tJbCex7nui4TiIVEv/PBL71hVBbywtzNG7eI7CkgS7i/K5K\nstRzBeGjO7i+bAZduhsdk9vlYh5qupWja3/GrZO+iykM3JrBszPHcun6Gx0to+lOG+14SteETY3q\nY8LZXsaorb+bwKkP4bqV6TXdoyH4898BNgDRSYLVN8v0Pfu9hu+w6K6Vhso0OZehPu4I0mlDqcsG\nownOVk28BF4TQmwRQiQXgpwgpTyc+H8jMCHfjkKIFUKIOiFE3dGjR89EWxUjkOQf1gYeYjXVbGMN\n+7gSCze0dYKUSHQs6aKt7WuD/sN7tvVA4n9Osvvb1iOJxyqQCG4SjV3HP4clXUgMLOkicnIh9Zc4\n24THzKH6b37OQyvuovqxx1m39BIsN0gNLA326UGskzFIdLiZwiBUvpDIVCfQSQ32dS4kjuEk3VJC\n+ynQXeAPIiVYFsipQecBqxlQXIJAkgwCUujEhAu8CyksvphRXZ3pBB7AcIPvBhA5k3eEAZM+B8IF\nmoElDEzNhS10AGwEppSESucSqbSd9gobS3YRafxXJ3hhOz3K0RChtnZMKbHA2a+tPfGBhvptVBMh\nhIWJxErNsADSgebNh5yfDeeQD0I/6PG6FIrzA6ULRjin+4wK4STwVuLnwPYeGpIxyEaAMJDllwJg\nY2NaJqHI0LZq7ftru70mkcTK5naLhT3Gx16uxQLA0QUakmDz2z3Gz8zjxxLnSJ7r2dYDdEkLGw0T\nG1PapIcAJaBRf2Ip65bNwReGmmq4/n87P31NVip+Rypi7OMqLOFGJvRC6MYg+C3QITIlrWssDSLz\nnDO8eZmTwCNgH1dhCgOOn8y+gOMnsHDRJioyXhTOP286NyosvpiuwhKkECAEpmYQ8y5Mf+8+Wk90\nfBerb5ZsuAZWPyuJXtoFoRDr2w5gSSOh5QzWtzkaMNTZhKk712QJF/vElUQ617KpYCamMLCFTkza\nbDr4QepehD2zeKTyfxEuuTila0JHD2AKA0szMIWLUNmlYHVB7b1p7TLKm+gAcIj4ZPY9q7Tza6Xh\nMvwbyuOOMJ12tnXZ2Urir5JSzgMWA/cKIa7JfFM60wPyThGQUq6SUi6UUi4cN27cGWiqYiSS+4cF\nMJ030TGhpACEQGChizhfL7lu0D1nl495P/E/5+v62TH7KRAikdILBBK3jHFLQy26iCGIo4sY/uI6\nShLxN1S+EFO4sHQD03ARab8c3QRhgW7DdCuEXuxKJdVuGSfYWoc/6vS6CgumF9ZhEHcSeCHAUwRW\nDCIhhABdB3Eg5DxgrRiMcvFZ749Z4P09Oia6jOOSMWiqo/PkTtxdbZR2nkhfaMMROLodZHqOgXPZ\ncTj8GsgY2HF0Gcdtx9CkIx00nF784Ilt+A9qTnulhm7r+D/O+BPXNPAFCZZ4cAuBDs5+iWl7AzGq\n8RNEx41AR8edmokx0h1re7wuheL8QOmCEc7pPqOCOCPweuLnwPYeGpIxSEOCjCOa3wVAQ8Otu51p\n7kPIss8s6/aaQOBq2dYtFvYYH3u5loLEtbhknMd3/4BA+wc9xs/M47sS50ie6/Ix76OLuKNhiGMI\nGx3ns0oOWNhSJ3LSSZZ97+hc/WM3vnd0iLpS8dvf4GI6f0aXJkLGcNsxgi+FIKKDBf6P07pGt8H/\nX0Ac2jIu1U8IAxNGF2dfwOhSdGJcWvY8mogn2uV8jjSlZ+d0ntxJQWcbQkqQErcdx9VUl/7eXbCY\nyBQtnRgbELleg2CQxSVT0/dBxFlcMtW5d4Ve3JZzTbqMMV2+ib9wGYu6duOWcXRp4RIaiyovAt1N\nePR8quev4qHp91A9/xeEx1zqaKBxU53t7ThuGSPY+q6je+yMxLyjCaofcwZk0PAf0rPvWdT5FnXT\nSsNl+DeUxx1hOu1s67KzMp0+qwFC/D1wErgTNW1OMUTkm+ICZNXE72/7oFtN02DOc9+xn7KzNcjF\nY0I8NvY7HGx36ti8hk5T3EoZwz05xeA5sZupxW8zteg9bt/2P/GFfkO4+GKq56/C1NwYwuLXe19k\nwYUVRArX43/tw+ya+I+bWN7xDIHjW8GCaBtEbluKv3kmWw69wjMTv4AdG4dhTKag+XecmPiftHfC\ntKmC2cfm8uu2aRwdv4grPX/m8tG1eM0KChtvZVfhEoIuix2v3c3a5n1cMfUmtpUs4MWJQaTQENJi\nRuRZrrCOUl9Rffo18Ue9+J673+lhFk5NF3Ocwbdhq4kfrqlkZxBVE3/+oKbT94zSBSMXVRM/cIaz\nJn6gBrU91cRXerbzcPt32Nc2l2kl9VzIEo62LWGGMc2ZZm/buGMxNtx1F4H3d8Jjj8Hs2RAKOfXk\nUxlcTfzhRTCnlDr/i6y7YVeqnVPeDrDFex17i0v4sO1C9FID/5hOvn5sC+NHf0i4LcafW+cxtlly\n2aH1bDpRT2crjOoUNBdNpK3kkl5r4qNHV7G6/D4sYaFbOjUfPIZvtqNRhqIm/pFDUR4yLsRCoEub\nh0viPFjlhINuNfGjvLDx/u7aJUMTRY88TuTkc/ijEt8nBXDx7XDx8pFXEz8CddpQ6bLBaIIznsQL\nITyAJqVsS/z/VeAfcEqhmjIMbMqllA/0diwVrBW9caYSnszzJBP4ngJstzYlHnwvTJ7K48afmFry\nNn7PB71P728Iw5trYC9w7XLHbGXzI870I2k5SfGVD8MVD57WPQhHNlPd7MYUGm6hZdff5Rqz7Fzj\n/JwwP123Bb0/1M9G3dMIqrVSnN+oJD6N0gWKkcRwur2fy0QJs4011PMUNvHUAElK90T2E9i4IcsE\nbiipYxW7WMuslnks3D2m9zieq4lm3wmlUwYU+4dTQ2b6D/TH36BHzZVM1BvC8M6P4GQDzL4jNSjS\n4zHOZf0zUto5xIyUJH468J+JXw3gOSnlPwkhvMBvgSnAAZylZJp7O5YK1opziQE/lDN4g0fYwENI\np1+W63mYq3mw/ycfpt7LvGIl81ya4QRJO3OavebU4ycNZUZIb6pCcSZRSXwapQsUI4XTifPnA6et\nVc4UI2BEd1CdQQ1h+G3QuS4AvQCufxQ2fNuZ2QjO9d4Syu9ofw7fj087g9EEZ3yJOSnlPmBunteb\ncHrdFYoRST7Tmf4+mJN1Ncnp/36CEA6np6L11as9mLXl+9HbGfDkCS5ZNUs23ctU7XSAQabrmlTA\nUCgUeVC6QDFSOJ04PyLoQ3fk1SrnIoPRRKfLAEeQ8+qrvoiGHF+jJJYJu9dmaC6c93M1V75ac6XJ\nRjxnc514heK8Iljiwd0oUj30fZnOZOIjQA216albYaC6GkwT3G6ore1fIt/fh/Lp9MomTUx6GokX\nGmg5I/FDZaAyxKgac4VCoVDPwv5yOnH+nCcc7lN3dNMq5/J3ZSCa6HQ5UyPdvqAz0zE1Eu+Gmcvg\n4OsZI/Gu7porU7edw5pMMTBUEq9QDBEBj4faqumDrpXzEUgHxNAjTiC1LOdnKDS0NWan0yub28MN\ng6uJP8uoddcVCoVCPQsHwunG+XOaUKhfuiNLqygcztRId0XAmSqfWxM/dnb313L3O9MzExTDjkri\nFYohZFDTo/IRDBK9SidypY3/TR1fMHj6x8zkdHtlc3u4ewoI53CgyLe+pxImCoXi04Z6Fg6MIYvz\n5xrBoDMCnxyJH2rdcQ5z2jNRzuRId74ZBv2ZdXAmZyYozggqiVcozhK9BY1oAFbXCiwBuhTU6OAb\nypOrXtmRU9unUCgUw4h6FioAZ9S9trb/XjznKANNyIdkJorSVIqzgEriFYqzQF9BI0IIS48jkVjE\nh2dk5FPeKzuiavsUCoVimFDPQkWKQGDEJu8wuIR8yGaifMo1leLMo5J4heIs0FfQUCMjZwZV26dQ\nKBTqWag4PxhMQq70lmKkopJ4heIs0FfQUCMjCoVCoVAoFP1nMAm50luKkYpK4hWKs0B/goYaGVEo\nFAqFQqHoH4NNyJXeUoxEVBKvUJwlVNBQKBQKhUKhGDqUtlJ8WtDOdgMUCoVCoVAoFAqFQqFQ9A+V\nxCsUCoVCoVAoFAqFQjFCUEm8QqFQKBQKhUKhUCgUIwSVxCsUCoVCoVAoFAqFQjFCUEm8QqFQKBQK\nhUKhUCgUIwSVxCsUCoVCoVAoFAqFQjFCUEm8QqFQKBQKhUKhUCgUIwSVxCsUCoVCoVAoFAqFQjFC\nUEm8QqFQKBQKhUKhUCgUIwTjbDdAoVCkiRImQgg/QQ62zyHU1k4wsp/Axg0QDEIgQLi9nVDDLmZ1\nrsM79Qj+0uX4CPR53G2sASDefhu72qYR7NxP4MgG8AWhIv/+YSAEBKGPMwANYYiGej3eecWn7XoV\nCoVCcc6RqRv60gJnmnB7u6NjSjwEPJ7Ei2EIhVKaJkVGTA2PntN9vz7oz30It7fzQtsu/CXvsMQz\nL2u7HvdvCBNu2UPIdy3B0qnDd4eVpjh7jNB7r5J4hWIwnM4ffGLf8ITrCcV0gi3vEKicR9S1g6e9\n92AJi0Mn5rN63y+Jo2HoGo9ZdTSF9yIa1vP3027CREdoN3Gj+DFX2NdxyVvfZlcDBIvH4brwGLtO\nPM2slzuY0GHwm69ez8vjypha8jYAT+/5BjaH0aXB8tF1HGo1ibu3cYVdRIl9QypoPskLfJMbiOOm\nAI1aoGB3iH89cYr9ZdO5ZvQ4xsQtZ/vj2wm//B1CpXMJ7vxPAjf8FCoCfQbV3ACfN+CfizSE4XfV\nYJmgu+Hm2hH14FcoFArFyCdKmNVUY2Gi46aG2tNK5MORzYSOHiA4bioB/xU9b5cnVueL59V79mHa\nNm47znPtT+OtOIj/u+vw/dkCl4vob+4nMiaEv83Et2cHSEm4bAHV83+BKcEdi1H7+kYCh98iXNRB\nqGQ+Qd9sKr9wkkjrE/gbCvGZn+HJS6bznNiDv/htphT9HZPiFzHf/R0mMJsIId489jme+MRgb5dA\nYqA3Xsa7Vd/kSzzGrrZpzCrZz3ueaiLtF7GtzWJcQQMrWvay9OQYwrv+g+qvvEyX7kayPdqVAAAg\nAElEQVSTFtedeoeutjKuLNnHLM9KZrGMhaxI3Zt3d4fYdPADFlVexKUzg4kblt1x0U0b9UNT1LGK\nXaxlIvMoZEw3XdWTfhoxuupsMYL1nEriFYqBcjp/8Il9w56LqNarMTUNt7aA2pfvpWnhu1hjbRBQ\nf3wxMXRAEDPc3HPj9wGQQmKjAxpSwh9a/4mPmhext2gR9gwdQ8S4dcIKfNM/Ye88ONg2h9X7/k+s\nRhf6kW9QUfIBNi4ALOHiqY6/A3SIwgYhEPIwhY0aj1S9zH97momxBImGic2zRyOs/cSisdgHJ0w2\nnTgEQEGj4NHYXu6f8ximMHDLOLUHt1BZQa/iIhXgpcTdKFhZWcG3Dzakft9YNf3cDTjRkPP5S8v5\nGQ2dMw/9c3lURqFQKBRDR4QQFiYSCwuTCKFBP/fDkc1UHxOY2gW4j8WpZXPeRD4rdjdIaje/BfMv\npbqwKBW/a6umE2prx7RtLCEwNcHjVae4auIL6H+EmusBTFZ/8UdYBaBbUNMGvsMQKp2LKW0sodNp\nGKyxjsPMfVRftgpTuHDZMf7KvYLJM7aj+6HijVbuOnIblqxGF3ew/IIV2J7tHJJ3oQkX7xz7S9ZF\nb0y0XgBgSTd/bl7OmiYDSzZiNBp8fvKNrD/0PSzpBiF45YIgv//oJnZVXEOX7sbWDOyTJ3n1Iw/I\nLv7UWMmSqrEs8NwFwEJW8O7uELfuOogpxuDedZCfGE9QrNfhf/BJp+PC7Sa6eSWrZ9+frY360BR1\nrGIdznn28gogMCjkBlbSQRNN7dfz9T3Z9z+rIyXn9czP8mwk+O82N7Gp6RMWecdzabn3jJ03L+eA\nnosSpmQyEwe6n6qJVygGSr4/+AHuGxozH1MYWMLAFAah0rlg2xkbiqzdLKFhCQMbkX5HCOSxE3zQ\nfA0x3FiaQUy4iJxcmNp9/6mFWNKFxMCSLlrivpwGZTwCpEQiMKXNi2278RNCx0QQQ8ek8MA2WkvH\ngpRZR+iSkieMac71aInr+f/Zu/c4Kev7/vuv71wzw2EYDrsisjDugKyCB04u4sTaDG4Oak1iym2T\nJnfBJC2JMWltf73TJq2/pLd3a5o0adqfxkiMCmlMUmuCiRGNWRhjzIgsIHhARHBwcFnA5bQMsDNz\nXd/7j2t22YVd2IU9su/n4+FjYPa6rvle18p8P5/vMRzrMLhoK9WUI28tLpC3lof2vkuz52GBZs/j\nR3v2dv259rVY0m/AMY7/Gkv2d4mA470yq7iTZdSQJd3fRRIRkV4SJ4lDGIODQ5g4yTO+Vmrvjvb1\n+N4dHR/Xtu52XVLr1pN66CE/Ycevz1sSw7Dn4bhFghSojNZhA+CGIJP0/3PD+O8FIFMKT5IH1xN0\nPT8mMYYHaz7C8kk3kTchv2xOiO1HqlvPe2pi+zinbQzkUeC1A9eVSt4+rjpkKyhaBxcoeobNB2pw\nbalv01rcw3lWVv0hyWwKx/rl4fCR4zGQtbzWdD0Am3kMgBd2vk7eBPGMQ94EebCwklWx+1n2ZJ7s\nPBfyeTKNj50cG50mpmi5/nGWIs08yRdYxZ3c2/SQ3/DR5vmf9Ltq8z4cb4y5c1cDNVu3k87l6Avr\n9zXyyfSzfOv1V/hk+lnW72vsk8/tVD/Hcy1x26gLmNTdc5XEi3TX2fyDL52bPLCBsC3ieEXCtkjy\n0EZmvWpwXMCD2WN+iWPygEfAFAnZAo4tEjQF3lPxIwITy6BsbOmifsVkPJeQLRAfVQelOiY+qg7H\nFDAUcUyBmWUrwZjW0wzu8bIZQwCPoPGojK4lxgssooYF/G/u4yk+MXocYw+9e/z8Nircw+3vJ589\nbXCRjEYIG4MDhI1hilfAWAvWYqxleHPfVChnpCLhj8C45q4BNfTqdA0nIiJy7oiRYDG1XMddZz2U\nPjm+sn09Pr6y4+Na6m7PI1wsklz7IskXX/QTdvz6vKVnt7aY567/vp+fbF9CfPgmjAtOAeIp/z8n\nj/+eB/EsYBwS8z7Lp/Y1YjwPjME1DlhD2BZKZSswdWRd63nX72of57SNgQKEuHTsqlLJj3dABGLn\ncWX5L/z7sP5w/z/f+htCFP0DjMEZFeaGbb8jsXsd99R+gaBXgFHD28RQhktHPQXADBYCcPXk6f4z\ntC5BU+T88a9gA9ZvuLjOQDhMvHzhybHRaWKKlusfZwgQwOJicamMvkjQtH/+7X5XJ7wPp07we9ML\njXvIey4eUPBcXmjc0yef26l+juda4rYzYewJvWqDSXV1ta2rq+vvYshQ1Atz4ln1DbJmBZkLIb4D\nnokt5KlLqrneOsz4/duk3HJmRI5QHtlIY+w2nr7g/Ty0dRtFt0jQunxq1+MsKuYJldWzmR9xQQhe\nuAoyR2ey4/BVzA9kiY99m7eK32Jd05VcefQpgoWfssa5ieK4IPOLw4h615fmhi2gyDEMhvfwt7yf\nfwX8uV7/dugIm6JxXj9SxANCQGrcUVj1RX9O/KGNZzQnfljzMf64bg1N4WFE8838rHp+/w+zGmR6\nen6k9B5jzDprbXV/l+Nco7hA5Mx1a078q5tJ3v55EhvWQzhMetVqUvEpJw/NTqfh2eVk5zX48c1n\nOpgTf2w4MedSuGwRVPgL+NZsfoM8ELaW2l8/BEe2khp/OcnIaiZHNpCJQfzYLGJczYoZ17Iy9zY3\nvPYTJkc2srkKZtibmTD1S61z4n/a6GBDh7lowgjeF9nMTVT5CwjXbyb53OdJHFhPeuxcvrvgGzSN\nOcqtB17m5uHX+veQTZGeehMrRhxl5zu/YufRaVxTeIYZV2xhxvDPdDgnfko8xLqpX/TrYzfI4h99\niljVoo7nxHfBiXPiR1DOUxwfln95brW/aHEX58S3G2pvTh5q31taeuILnkso4PCjxHuHdKzXErd9\n98qjtn6d7VbnupJ4kYGiPg0/XXB8rv3HVp+2gaBlpfrWhoCW49tWmvMu6NIK9m11dZXXdhVDD6zu\nOaDmSQ1SmhM/OCiJ7x2KC0T6UGcrzffAOZ3O1+4s1jjb9Yq6Gr9049jero/P9vqaEz8wZElz2eT3\nvHNop53cnfOUxIv0s3ZfwvUMym0uWiiBFOkaJfG9Q3GByBDWJsHOVjAk4hHFXeeGM4kJtDq9SD86\nafhzRS2xii/3d7HOiIZyi4iISL+pSLRO5RsK8chQuU/pmBa2E+lH59JCZOfSvYiIiMjgNFTikaFy\nn9IxJfEi/agnt4fpb+fSvYiIiMjgNFTikaFyn9IxDacX6Uct28OcC/OZzqV7ERERkcFpqMQjQ+U+\npWNK4kX6WYzEOfPFey7di4iIiAxOQyUeGSr3KSfTcHoRERERERGRQUJJvIiIiIiIiMggoSReRERE\nREREZJBQEi8iIiIiIiIySCiJFxERERERERkklMSLiIiIiIiIDBJK4kVEREREREQGCSXxIiIiIiIi\nIoOEkngRERERERGRQUJJvIiIiIiIiMggoSReREREREREZJBQEi8iIiIiIiIySCiJFxlo6tOw5m7/\nVUREREROTbGTDDHB/i6AiLRRn4ZHa8DNgxOGW2qhIkGWNBlSxEkSI9HfpRQRERHpFyfFRJ3ETiLn\nsl7riTfGPGiM2WOMeaXNe2XGmGeMMVtLr+Pa/OzLxpg3jTFbjDEf7K1yiQxo2ZRfCVnXf82myJJm\nGTWssv/IMve9ZPcuPf1lSPPcodvIvnpbh63SWdI8x91k6cMWa7WSiwxpigtEpEPdiA9aYyLuZBk1\nfhzTQezUE591qjI8wW08wW29G0cpbpJT6M2e+IeBe4Dlbd77e6DWWvt1Y8zfl/7+d8aYS4GPA5cB\nFcBvjDEXW2vdXiyfSJ9r23q8MxMg9eZGZhx4mfJ5ReIj57BzZz0rLv0U8ehabtq5mVgsyRNvPk0q\n8qdUjq4jNmITG3d9ntgGWHGonm9dejn7ndFMD63nwLBywqEQ/9fbj/B41XjWHfhjopF6/vTg54g1\nv8qWUIKmY3/CGM+yOljPMc5j+AVr+IvieqoO/oJjY8bTMHovhdxidr96Mcl1a2HOXFLxKSSjERKR\nSJfvM53LkWrKHT+vPk32uSSZigIjXnNYG/wHMt5N3Byd0fpzsinSE64jNbz7nyfnmNL/D8SS6k05\ntzyM4gKRPpMGUkASujSG76S6uzvHb9oEqRQkk5A4/mlZ0mR2LCf+LOx0riUVPExyZD0ciJB6N0f5\nxGM0hvaT3L+WxAt3wYLvkG6sJxWqIDl5Fok3NpLetJrUqGkks2spVq2nuOgo2aMzyTTNo/zIQ9w2\nopoVM9/Dzy+9hiuOPMfHxpQTa1PO1thrbzmxR+8ge34zmWKAeOheYoUrWHHgce4pv5DGw0GmemX8\nbcUNTI5sInNoOfEs7Dz/86wYP5o4zzIsF+THTc8Ste9gDocwE/4PF42u4GYqmUy69ZzYO3NgXSPZ\nm8rJXNF40kjKlmc3o/gbyu0y4sMXEhu/5HihTzG6IJ3LsaJpM+OjTzA9sptZLOryKM3u/o5l4DLW\n2t67uDFx4Alr7eWlv28BktbaXcaYiUDKWnuJMebLANbau0vHPQ18zVp7yqan6upqW1dX12vlF+lJ\n2b1LWVb2BdyAyzuH5/LDN+6lYIKYQIHFU5YQAJZvW0rehHBMgVun3sZFb93JnYULcZ0AjsmzaNoS\n4sM3MWn5bP5izg/wTmyHMwYzaTz2nb1Q+rdtKHJJ+fNsLfsELiF4cwdYD0wALppCcJTD9Yf/nCO5\n4Yx0DvDUO1/CdcMEPIvxPGwoRDgQoLZqapcr9Zqt28lbS9gYaqumMjnztyy7+Hu4Drx9ZCbL31yK\na0MMMw6rxh4j8fgC0pHp1Mz+HnlnGGHT9c+Tc8wQGRZpjFlnra3u73L0NcUFIn0jDdQAeSAM1HLq\nRL6juvtUdXC7462l9rN/QWLDegiHobYWEv5UwGXuAlzbzDsHZ/LDbUspOCEc62KAQiCIR4CAdRlm\nC9Ru+BwYQ83s+8ibEGFb5Duv/yt3TP8SzYEwjvX4fPFfaLrszdY4ImwLfOrwz1h68RfxRo0mGAly\nq/kg/5tvsDM3kxVNm3k9+G/kilGmjlzPkhc28NQCi+uAYx0q1l/NkhmP475ZX4qbLCFcbp32WSZF\n6njHu5rlppZ8IEzgyEHY+haedcAzjGs+wP75fwCBAMOM5c+865jEb3FcWPxj4HHDsh9a3BEBHDOM\nxdQSI9Hm2XkYc4zFF/mx3eID9x9P5NfcDc/f6Y8uMA5ccxfM/zLpXI7rtr5Js3VxTIFFVUuIR7Zw\nK6tPm8h393csfedMYoK+XthugrV2V+nPDcCE0p8nAdk2x+0svSdybqhPk3njdlxTwBqP7YdnkTdB\nXBPEtSHeOlrN9iPV5E0Ii//ehgM38o9uJcVAEIuDa8NkDlfjGfjJ9A/g4Zz8OdZiD+ZaE3gAi8Pr\njX/oV1D7DpV+ZvzX3BGKuQJPbvtfrN51O0/u/ApFOwwbcHAdh2IohGsMeWtJNeW6dKupphx5a3Gh\n9bxMDFwHbAAyh6txrX+feWtJ7d0Bbp7U2Dn+M6F7nyfnmO4Mi5RzgeICkV6Qwk/g3dJr6nTHd1B3\nd+v4WbPAdSGf93vkgQwpXJPHBmF7czX5YAg3EKRgguQDITzjxzFeIEjehEiVzSM1di554x+XN0Ee\nu+B9NAfCeMahYILcE/4KG/d96HgcYULcH/1TvF374M0dFI8U2M4f8NPc09Rs3c43d4X4RfbL1O66\njYe238cvps5qjUdc4/HEJdfiHi60iZsMBQzbc7OwAdgeSJIPhLEmiNuUx7V+TGaN4Ui0DGsCWBMg\nD2w31/jXDUCmEjI3WNwwWOPhkidT+i0cf3bGjwFz1bgOZI49dvwBx5J+Q7Zx/NdYst25LbFipqm6\n3bV78ncsA1u/rU5vbam5q5uMMUuMMXXGmLq9e/f2QslEekE2RfxtD8cF48HUyHrCtohjizimwJQR\ndUwdWUeIAgb/PbB4xoDxE26Dx5RIHY4NMvGVYx3/6zEGMybin9P+B6UKyiv9zPqvkZEEDjdhrcES\nxMNgsP6xpWuYUottMtq11tpkNELYGBxoPS8+ehEOwzDWEB9Vh2OKGIr+z8dXghMmeWCD/0zo3ufJ\nOaaTwEXOfYoLRHpOEr8H3im9Jk93fAd1d7eO37gRHMfviU/6nxYniWPDmAJMHVZHuFjA8YqEbJGw\nVyBQmh0T8IqEjSU5LUny0EuErX9c2BZZuPs3ONZrjUus9WMYx/jxUsDa498a1hJoaiJOipebKkrJ\nbks8FMS1QRqdv8axIYwN4BBm9qFncUaF2sRNFgeXqZGNfrzmpQjZPMYWcKLhUvziYaxlZNN+jPX/\nHAam2ucxHjgejMjBwREQKNL6WfHSb+H4s/PvY0qkDseF+PCFxx9wRcIfiXbNXe1GpLWc2xIrxqN1\n7a7dk79jGdg0nF6kL5SGCGfPbyZzYYD4xfeyMzfrpDnx6157mXurjnHh6LUETIj/2voAeQ8C1uOu\no09wzcx64qMXsfe3zXz0yEHeLZtAcfhwLh33JE6oAJEIs0Y9xp7DU9mw748JFg6z8/CleNbBMR4f\nHvEq8/KGtYcO4Y2czqRLEkw++Fu+1jCeAg5B4/Kx8Xv48e5JeNYSMoZPnVfOovJxZzcnnuNz0kZQ\nztqcS6ZpnubES8eGwJx4DadXXCDS2wbFnPhJDo1zbiBZcTweSG952p8THx1FovZWlk74ELdP/woe\nhmG2wD17vkMm9i6NG+LM2rKfOz70JZqHhcF43Fj1La6KPMYVuWf5xNaRNFuLh8VgGWYMq6qm+fPd\nS+sTsfdl/t+yh9lw9I/J7RvGKLuHfzjvJq6MeK3z29dVfJB7x9VxIasI5PIU9tzDqq2NBJuPUCw7\njw/PuYpPjoy0zokf8W4DT1X+CtcUCdggc5zPnDRv/bRz4k/z3DUn/txyJjFBXyfx3wQa2yxgU2at\n/ZIx5jLgEeAq/AVsaoGq0y1go8paBpUuJibtFr/Lzez0y3b9vkZeaNzDlPLdjCpLM2LbAY5mX2JE\nbDZHLxrLQd5mnV3K20cuZ0fTVSyMzuW2yG0dfuaJX+r6khfpXUriFReISBe0NPIPrySVD5IcX0ki\nPt//WToNqRTpBdeRik9hRvQtyiOrWheRa4llyoMOjUW305gmS5qNpfU2O0uIT9zWriUGu7r8fOaW\nlbc79jnuZhV34g+Yd7iOu7iWL/f8s5FzxoBK4o0xP8Zv/DsP2A18FVgB/DdwIbAD+BNr7b7S8f8A\nfBooAndYa1ee7jNUWYt0rmUbFpc8DuHWBVVEpP8NxSRecYGIDAWKv6S7BlQS3xdUWYuc2oktxyIy\nMAzFJL4vKC4QkYFA8Zd0x5nEBL25T7yI9LMYCVUeIiIiIn1I8Zf0tn5bnV5EREREREREukdJvIiI\niIiIiMggoSReREREREREZJBQEi8iIiIiIiIySCiJFxERERERERkklMSLiIiIiIiIDBJK4kVERERE\nREQGCe0TL3KuqU9DNkV6wnWkhk8hGY2QiET6u1QiIiIi/Sady5FqynUeF5XiJ2JJqNAe7zKwKYkX\nOZfUp+HRGtKR6dQ4NeSdXYQbAtRWTVUiLyIiIkNSOpejZut28tYSbjAnx0Wl+Ak3D04YbqlVIi8D\nmobTi5xLsilw86TGziFvgrgY8taSasr1d8lERERE+kWqKUfeWlzoOC4qxU9Y13/NpvqhlCJdpyRe\npI9lSfMcd5Ml3fMXjyXBCZM8sIGwLeJgCRtDMqpeeBERERmaktEIYWNwgLAxzIi+1T4WK8VPGMd/\njSX7sbQip6fh9CJ9KEuaZdTgkschzGJqidGDw7UqEnBLLYlsitrzLKnhEzUnXkRERIa0RCRCbdVU\nUk05ZkTf4pXIgvaxWCl+0px4GSyUxIv0oQwpXPJYXFzyZEj1bBIPfsVTkSABPX1lERERkUEpEfE7\nNZ7jBx3HYqX4SWQw0HB6kT4UJ4lDGIODQ5g4yf4ukoiIiMiQoVhMzgXqiRfpQzESLKaWDCniJE/Z\nC3/arVBEREREBrH+iHW6E4uJDFRK4kX6WIwEMRKtC9x1VIGcdiuUE2lvUxERERlEuh3r9DbFUjKI\nKIkX6QenW+Cuo61QOq3YBsrepqr8REREpIu6Fev0oA5jsHoGRix1IsVW0gkl8SL94MQF7v7z3W1s\nOjCBhWPHsOS8cn8rlAZ/j3cHeLuQJ53rpHJrs7dp9vxmNjp3AHOZxaL2PfzpNKRSpC+s5EfDh7Nv\n0mjKLhjOJyNjSBQOk975Eqlx8ygfN4XGonvS0LZTDnk7w4YETRkQEREZ2LpSV59JfX5irPPikSPc\n9vZOFpWPO3XHRTYFB8thXSMkk5A4Hm+kczlSr24muW4tiYscGNN4UgLc4SLDWcDNk73AJRM7RmPj\n02wOXNTp/azIrWFl0w5uiFZyc2Q+6/c18kLjHq4uP5+5ZeV+WYAUkOQMFxpuE1ulx84lde13SVbM\nULwkgJJ4kb7TpjU1XuEvqlKkmbp3b+aJ7BVgm/j1oSbYtp0b5hf5VtVLPN94Ff+zL8z39zby4J49\nXO/8jk+NaObmA0WyU8vJDNvAiOhrrE3MZG1wDoFL6pgcfZHs4WN853CR6cG12OJURh55nUDTPi4K\n7eAvq95HczAMxoAZx/3hCPf+7g7uiN1Oc5OD17QTg8UYy/vHWL464RIAkm+8SQGLs8vj0YsL3ByZ\nf/zeXl0OxaP+n4vN/n2eJolP53LUbHnTH0ZnDLWXTOu1iilLumfmvnW3RVwt6CIiMoidash7S+Je\nHnS4Y2c9zdYS2GW5I/Yyf3neRcfr21InAskkaRMgtWMH5fEpNFZW8r8LaV5wD/Bk+P2sOHAQgAcb\nG0kVfs/kKQ4biyth1xsU97+XzcHZJN9ZRqL+91CA7HbITDDE11xLbP7XSc+cyYItb5IPBnHmV3N/\n45/z6d+9DIEg1NzDMzO3sZmfMSk3lcBwcAOGgHH8he1isOKi2dw7bxbDgwd4qv5G7K5dhBsCfGfU\nMRr3v0VyfCWMv5zvvvM8P86Nw2MaDzYU+eKEb/Lk+ikUPEsw4PGdxATGliWpAfJAGKile4l8HUvZ\nPPKbzJhxjMKOK6iZeQ/5piDhrdtPnnZQn4bnl8M24L2L2jVq9LQei6c605W4SbEVoCRepG+c0FMd\nu6WW6yu+w6+4jdcO1PjHGAPW8qNt69ld/UXcSJHdTX9B0X4e1xhc4/AL+4c8ebSZ+3NLqB+7iaID\n2QtnsvzNpbg2TGCbxzVlD/D7/bdStCFqcQALphLeU0nw8kO4De/6nwWwbz/F/Qe4L/4R8l4Izzhg\nLdYEsFiePgirD71JMuoPOoMARQz/3LiCKyOe/wVen4ZXHmhzsx6MKD/tI0m9upm8CeAGg+SLRVKv\nbiZxVXVPP/nTTl3osu6ONhgo0xxERETOUGdD3tsm9wGgCFjAA76dncHBEbdxZ+Q/iKWBmhrI50nP\nnsN1995L87QqrAkQqK8nEJrF7PN/SWGfAfzYpOC5rNi/nlFzH8B1IHvB1Szn37A2TNj9v6l9tIbJ\n9gWW/S24jsVxf8v1/3QtXx+9nGYuAxOgSJjvXvIhZtpNVL9c4Jljn+N5awHYN/JNjFe6QWvBQHrM\nTD5eeT/53QaDxRLAYmi2HrcfDGAD03DedTH7t5K352ONX17Xwq/3OeS9IhaHvAf/ufMnzCybQp5K\n/7nh98h3NQKoYylP8FkYA9veD3t/N498IIhrAidPO6hPw08XQKHZ/wXc+iA8nOqVRL7H4qnOdCVu\nUmzVSlvMifSFNkPecfOQTXGURiwel479Tekgv3K5Ivxr3EABsFwYfQHHFjDWLR0TwLUhnppYjevn\n1GQOV+PaMBYH1wZZW/9JXBvmeBtdwK+kDh/DHR3Fwfp/b2EtUVtP2BYItH6Oxa9MDQUL2WJTu9ux\nxiND6vi9eW6bnxo42njaR5Jct5ZwsYhTLBIuFkmuW+v/oD4Na+72X3tAR8PmzkgHv8MePV5ERGSA\nSUYjhI3BAcLGkIz6yWPb5N6lJf32YwdLgO1Ns/z6NpWCfB5clxU3zaQ5HMQGHDDgGT+mscbimIIf\nm1hLyBaJj3oRN+BfOGOSuIRxA0HygRCpyUkyMXAdsAEoBuDJr7nUj3qtpSAlls1V/p82TyvFPaWf\n29K1PYpkSJFqylG0QSxBPAwGD0MRKOIZgxsIUjBB8hasaUmfXBxT4OKyVRjjtt7/G9lrcQ6lCYP/\n3KBbm9ht5rF2ZS2v2kXYOCf9DqhPw++/Bm6z/0EOECv4z7wX9Fg81ZmuxE2KrVqpJ16kL8SSfoth\nS8thLEkcCBDiyvKfgYXXDr6Pj/3iN7wnsoK6ltMim/jn85bx0jPj+MmVH8KzDo4pcP2uOuqn+S3f\n8VF1BPBwbQBjLSOPHCY/fAQuFv8b3QUThFHDCI0M8X8y/8aKsbN5atz7sBgcU+Rvlj3EhKYfkBp3\nFW9PiHD/+/4Mf4YahAwsKh/JPx7N49oQjikwp+xp4vxnm3sL+fcGrfd3OonZs6n9yy+QmjWL5MaN\nJP7zP3qlhbVlP9iWluMz3g+2g99hjx4vIiIywCQiEWqrpp40373tfPawMXxxfDnf3rMXt5TYTo1u\nJM6n/ew1HIZ8nviYDTimgGv9RN+Ujp099gnmjnmCo//9IUbtC7DovJVMHvkKD88H10CcFA55rGcJ\newWSO1JM3gBOAly/Ix1rYOZ5v2TDvo/gEsShyKyyJ5iR9hPuGdsMz1e7Lf0lfk+8wY8LTJJgNEK4\nIUDeejjG4wOTv86R4hhGOgd5Jvslih441sUEQhS9Ig4uNYFfMGnak0wetZGjF07m9R0LgADWc4ju\nHkft6DObEz+DhWzj16WCwocv+Ag3RKe1/x20xEvFZv8BtLSmZEP+OgG9oMfiqc50JW5SbNXK2LY9\ncoNMdXW1raurO/2BIgNBB3N4sqR5nm/QdGgLc34xnup1ZWRvgoev+xWuKeIQ5iThkeAAACAASURB\nVFZWE0vDinceYWVVOTcMj7SfE/9uA48ELmfZjj9g2LFjjCw28eFpW2geMx8T3M7rxVcYMSrHsZGV\n3P7iAW5+dheM2MeK84azsuJKbii7nJtzU1rnqwGseOdpHp5xMdHRl/D5sukkIhFW5Nbw86aNXBGt\n52ORD7YfQlWf9ufFA1y2qOuJd5t5ciQSfg/883f6LazGgWvugvlfPutHrznxMtAYY9ZZa3t+/sgQ\np7hApO+cuJhdOpdjRdNm4tG13BSZfdKc+OxN5dxV+X2252YRcQ4z3ftbEm+vpvzoUuKN84ltucyP\nByqBbIrs1PIT5sQnSO55lcTvt8CxC8jeOprMyBQjssN56oNrcJ0i7+TmUmz6ApOjv+PD+XFU1x3y\ny3DZIp6pWMFmfsaMQ/OZno2SiUF89PFFgFvuZ0b0LV6JLGhNVi/f+QCbdwVb58Sn6jeT3L+WxOTZ\nZCv8HurD+xL8dfpdCp5HKBDgkcSC1gXuzkQdS9nMY8xgIdUsOfmAdvFSAEZXw7tzNSd+kDqTmEBJ\nvMhA0aYXOjvJIXPDp9tVLqezcl+K1Y2vs6B8OjeUJVvf7/Uv3J6kuU4yRCiJ7x2KC0QGtt6KSU66\n7lnGE2dSzo5WqO81ipfOKWcSE2g4vchA0WaeT+wdiG2+EOZ3/Qv5hrJku+S9RYzEwE/eW1Qk/Iro\nHGthFRERkd6LSU66bkdzp7sRU5xJOeeWlfd+8t5C8dKQpyReZKDQPB9fRUKVkYiIiJy5oRBTKV4a\n0pTEiwwUalUVEREROXuKqeQcpyReZCBRq6qIiIjI2VNMJecw7RMvIiIiIiIiMkgoiRcREREREREZ\nJJTEi4iIiIiIiAwSSuJFREREREREBgkl8SIiIiIiIiKDhJJ4ERERERERkUFCSbyIiIiIiIjIIKEk\nXkRERERERGSQUBIvIiIiIiIiMkgoiRcREREREREZJJTEi4iIiIiIiAwSSuJFREREREREBgkl8SID\nRJY0z3E3WdL9XRQRERGRPqMYSKR7gv1dABHxK69l1JDJTWdH0w5ujwa4OTK/v4slIiIictbSuRyp\nphzJaIREJNLuZy0xkEsehzCLqSVGop9KKjI4KIkXGQAypMjkprNs6324NsRzDYbVVbn2FV19GrIp\niCWhQpWbiIiIDHzpXI6ardvJW0u4wVBbNbVdfJMhhUsei4tLngyp3k/iFVPJIKckXmQAiJNkR9MO\nXBvCEqRoLammNkl8fRoerQE3D04YbqlVpSMiIiIDXqopR95aXCB/YnyDHwM5hFt74uMke7dAiqnk\nHNBrSbwx5kHgJmCPtfby0ntfA/4C2Fs67CvW2idLP/sy8BnABf7SWvt0b5VNZKCJkWBesIHVgMUS\nNgGS0Ta98NmUX9lY13/NplornCxpMqRYu+tant03lo+WlXHrxArSuRwrmjYTj67lpsjs1lbtdC5H\nqn4zyf1rSQx34GgjjCiH3Rv8z7ps0UmVWTqzhtTeHSTHV5KID7Jh/uk0pFKQTEJClbRIf1FcINI9\npxqC3h9W5NawsmkHN0QruzXlLxmNEG4wfk+8MX5806YnPFaRYDG1ZEgR31tO7KXlwPIO45Gu9KC3\nfW6TI5v865I83rvfQUyVraD1uJ25md167g/vqufn+/a1xl9n7WxHCSjuGRJ6syf+YeAeYPkJ7/+7\ntfbf2r5hjLkU+DhwGVAB/MYYc7G11u3F8on0nzZf0NkK+NdNj3OfewseAQIUuWPYkzTa9TzBBVzA\nHI7OeJsRTYaG8QYMzJpYzs5Skr7N/QbZvZez1h2FNS6/rN/D+vwO7t8fpmAdTMN8npry73yk4Xc8\nPHIuv3+3DA+HUGguP31zCTe/tQmA7ER4vhqa+B7Osvex+9gtHJgzl19SYEtwODhVDHu3QO3BR2Da\nR9pVcC0NCe0qyYEgnYaaGsjnIRyG2tpTVmgD9j5OY7CWW4ach1FcINIlpxuC3qKnvv87uk7bZHg3\nr3DLVoNrp/FgQ5FHq9YwgctJNeWYEX2L8siq1nNPbHyYHNnEt0Y9zfOvxYjutvCrpTDy+6y47EpW\nTmhi/ivfpKrcEg/eQOxHfwlus1+ojd+Hmd8l+4EryBxaTvypF4hlNpIeewWpHdtJrvseiZs/59fr\npbhqafn7+EJTCNdaHFPgz6Z9jlj0ZYIM53q+w1EaiU8th4xDpsIjXu/A1HKWeQtwTZ53Dl/JD7c9\nQMEanF3wJ+cVeE/Zi9wUmc0r+5pZ3fg6C8qnM7YsSQrYtWc999QHsMbwy/o9AB0n8p0k5ic11Jzt\nKIFuxj29QTFJ3+i1JN5a+1tjTLyLh38E+Im1thl4yxjzJnAVaIlKOQe1+YLOTnK46/rL+IH7fTyC\ngMFieXFshnBkBVjAAKMhe/VMMoeriY+q43GzlB9unUfeOuB9lciRA9iIAWOwwE8PNlCwcSwO1sIv\nD97FE0cb8Y6EWotRIMy9V1dz5bFNrBsxk3vmV1M5ug6A5bP+P4puGEwAKJ1jDM0BWJ59nWXeZeQx\nhBsMj1Qd4ZVIPy1Ic7rW5lTKr8hc139NpTqtzAbrwjqDtdwy9CguEOm60w1Bh577/u/oOjtzM9s1\nInygbDeunVya8mf4dsMe6pq2k7cepsGwuOpR4pG7uDy3mk9sHdl63j1VL7NzxCJ2jL+Mn164FFsR\nYpl7BYuPDWfpJX+FN2o0D1YGWWRrmOLdxuLzPWK7SgWzLtmVn2dZTQB3VAHno3D5L2fyiQuXkjch\nwpUFam+7jcTXPweb7yAdmc7tcz5A0RgwASyQyVUTi26iyFGe5AtYPALjg3CLxTPgWMPsoytxacYa\n2H54Jnlr8TC4WP7rXYefNF5J7YS7eWn9QlxvLI+UHWPve1xcE8BzL8Cava3x18/37Ts5ie8kMe+w\noeYUIy+79j9OqstxT5d0s1dfMUnf6Y8t5r5ojNlkjHnQGDOu9N4kINvmmJ2l90TOPW2+oDMVBbYf\nmYOHwc/WLQaPymgdrW8B2dxMlr+5lNW7bmf5m0vZ0Hg9eWv9JN34BxprwVqMtUwf8wzGWP9kY7AE\n8Gz7NjtjLBdG63jiwpl8vHIpq3b71964/0O4NgQBp/V8jAFrcawH1rYLLFY27ThpQZo+0dLafOed\n/mu6g9g+mfRboh3Hf00mO71cRwvrDAaDtdwibSguEDlBMhohbAwOHB+CfoKe+v7v6DonNiJEzSQC\nuPi9CwF+f+gCmq3FxeDaIG81zcElz8qmHW3O83ikKYVnXDJHq3FtCNcJ0hwIcf/oT+Lt2gdv7qCY\nK5AJJHEDHpkLA/5HlDoxMhe7uKaADYAbgJUV1eRNCDcQJB8IkZo9BzY8Bm6e1NhSPGWOx1PxaJ1/\nLQwWt/Ue3UARayxuoAiH63FcMC5MHVlHGLcl/AICuDbI6/uuxfWCgMORsokUMLgYbHRUKXzz46/3\nlh04+QF3lJjTcUMNsaSf6BvHf40lu/fL7Ebcc1pdibNOoJik7/R1En8fMBWYDewCvtXdCxhjlhhj\n6owxdXv37j39CSIDTZsv6Hh9iKkjNxA0BaCI4xX5u0N3Ex++6XglBmSaqlsXvXNtCGMMjiliKGKs\nJXrkABMb32Ja4AX+uOJrvK/yQW6c9m0CE8sw0y7EKYsQMEX/YsZgyqPcOO1bxEdsInO4miLh1mtT\nGoJmvNKo1VLjQMC63LPlbhbtfbpdYHFDtBKHMAanbxakadFRa/OJEgl/KNldd512SFnLwjp9fh9n\nabCWW6REcYFIBxKRCLVVU7lr4gWdDqXvqe//jq5zYiPC58um86fnBUrJrcFiCAAOFscUmRLdgEOY\nG6KVrecFjUc8uhYMxEfV4ZgCjlskYC14pQ+3lsDhJuJuCocQ8fCHj3dieBB/w8GxIYwLjgc37Kwj\n7BZwikXCxQLJlzbAnIXghEke2MAwWyRgiwQocuPkfyE20p8yeAWfwGFY6z06hFr/PCvwGRb/LMx1\nvzfc+dTrrBpX5LPlZYQNGIo4psAlZatxAkUMLiP37SJIEQdLcFSQP5z0MJcNq+XmijuZN/G5kx9w\nJ4l5hw01FQm/p/6au85swb1uxD2n1ZU46wSKSfqOsdb23sX9YXNPtCxg09nPSovXYK29u/Szp4Gv\nWWtP2eRTXV1t6+rqerjUIn3ghDnxT6x9hMzGcm4ecTGJBVPI7l/OxsoGGHUBwxjNf+ee4eHS9nMh\nY7mvagsveP/O9sMzGVvczZUvDGP2xFmM+oNQ6xdmhhSN+2eQbmxif/x+3GOH2XR4IROci0keXcb0\nfSuZ9SrsPDKHmuqHyAMOef7a+SIXv3Aeu+2HOTBnLqmAQ8XePXxpWCOJyA6IJUmPmdn/c+J7Yd7X\nYJ3HNVjLPZQZY9ZZa6v7uxx9TXGBSM/qqznxiUik/fBvY/jO5Aoai26nc+JnRN/ilcgCXJoxnmHy\nzz/J7rdmUR4McscfvpdmYzDG40uh/+KGsm3EJ36JWD3+0PNiM1gHZt5zfE78068Re/QY6cr3khox\nkuT+RhKf+ES7OfHpCdeROrCXGQ3f59iUtTRNHMuc0XdQzZJ29wi0v98O5qynM2tY8caDxCNrmHf0\nVZbNqaJ+33QqyrdQU/YTNnMFE1jBTm7BwyPIsM6Hj3d1TvxAcoZxlmKS7juTmKBPk3hjzERr7a7S\nn/8amG+t/bgx5jLgEfz5bhVALVB1ugVsVFnLUJElzRO5l8g0zePm6Aw/cX71NjL77ieetcQaHL/V\ndv6XOz3/pC/UNhXKiUn5oKEVWGWQUhKvuEBkMOpu0tlZQnfK6wyUPdzX3A3P3+kPgzcO2Q/+BZnL\nLjzpXs7ppFVxVp8YUEm8MebHQBI4D9gNfLX099n4g4QzwGfbVN7/AHwaKAJ3WGtXnu4zVFnLkKZ9\nTkUGraGYxCsuEJFBRXGW9JEBlcT3BVXWMuQNlNZqEemWoZjE9wXFBSLSoxRnSR84k5igN/eJF5He\nVpFQpSIiIiLSGxRnyQDVH1vMiYiIiIiIiMgZUBIvIiIiIiIiMkgoiRcREREREREZJJTEi4iIiIiI\niAwSSuJFREREREREBgkl8SIiIiIiIiKDhJJ4ERERERERkUFCSbyItFefhjV3+68iIiIivUlxh0i3\nBfu7ACLSv7KkyZAiTpJYPfBoDbh50mPnkrr2uyQrZpCIRPq7mCIiItJGu/qbxBldI53LkWrKkYxG\n+qeur0+3xh04YbilFirO7F5EhhIl8SJDWJY0y6jBJY9DmMX7FxNz86Sjl1Ez8x7yTUHCW7dTWzVV\nibyIiMgAcVL9TW23E/l0LkfN1u3krSXcYPqnrs+m/ATeuv5rNqUkXqQLNJxeZAjLkMIlj8XFJU8m\nBjhhUuOuIh8I4poAeWtJNeX6u6giIiJSclL9Tarb10g15chbiwv9V9fHkn4PvHH811iy78sgMgip\nJ15kCIuTxCHc2pIfH70IbllEcudLhI1DHggbQzKqXngREZGB4qT6m2S3r5GMRgg3GL8nvr/q+oqE\nP4Q+m/ITePXCi3SJkniRISxGgsXUtp9TVwGJigS1/T1PTkRERDrUYf3dTYlIhNqqqf1f11cklLyL\ndJOSeJEhLkaiw8o/EVHyLiIiMlB1Vn93h+p6kcFJc+JFREREREREBgkl8SLngHQux90Ne0jnTrEo\nTRf3Ye3StURERETog7ihD/eRVwwkg4WG04sMRvXp1kVg0mNmlraI8XAaivxz1S/5WOSD7YfYdXEf\n1gGx3YyIiIgMCr0eN/ThPvIrcmv4+NYwRRsgXO/xyPmbKZ+844zXHBDpTUriRfpZ+sQF5Nok6FQk\nOv55mwotdeNvydsQLgbPGlY2ZTkaWcCtrAb8bWiefzfC6su+zcI9z7Ck4XHIplgavpjHDhxk4dgx\nLDmvHIBU/Wbynr+13DHr8ve7tvD1t18nsXYZzFkIH1jSfw9KREREetVJMcdptN2mrtla7thZz9wR\nI5gzcgSNRbfz66TTkEpBMgmJDhLklljo0Nsd7iOfzuVIrV9N8tVfkJhaDZdf0Ro7ZSvo9oJ/WdLc\n27SMvF2CxXAMw78UX+OP7N04ZhiLqe3wWh09ryzps1pwUKQrlMSL9JITv8SzpHki9xKZpnncHJ1B\n4uAm0jtfoib0HvIWwp7HI7t/THn0W4w45tEwwuH10G3c+c6fU7DmeAt3NgVunnT0MlLjrqL8wOsE\nQ5fhWUvAuBzMX0Amdwn3Rh6gzl7Asb15nndvhDL4dVkCAg645Xz27Z1g4NeHmuDV37Ik/WuS5WsI\nXnkfLiEsDr9tMlw77hI+94FR/N3LnyW26EekP/8NUvEpXavgT2iQEBERkYGnJUb5m63vaRdzTI5s\nahfLpHM5ljfuBwOLysaRjEYINVg8a/EwvHjkKC8eOQqN/pzdYQ2G2mNHSKxe5SfslcBj34Cf/AJG\nWHg4BA+n2ifyv14Km74AxgUTAM8FA1gLqRdJ2zXUhMPkR1YQmvcZvn1kCfNeeYWjIyxbX5/Jj6nm\nwtFriUe+yq3mWQA2shyAWSzqMLF+Ys/THMifhzEWay3WGNbv/whXjP8lF0ZeJUPKP6/U+JBecB3L\nJ03igXf34WIJNRhSY48yOfcwy2Y8hBso4hDuNPk/K4qtBCXxIr0iS5pl1LTu33o932Fp7gEe2noP\nrg3wnw1vsGr9X5EaPYv81Pm4Jkgey72zGrmmwvMrK1ye232EZutiCZK3llRTjkQsSXrsXGpm3kM+\nECRsHP5m8nZ+fXQdL737EdY3LuSlfR+FaVPwImPg0FvAETAGrOWx866DIy4Mh1KtyGPNDSx5/XtM\nfj/82bQlrNrzObY3XQ04uAS4j6/Q/JE3+aPMAT5hDfn6XYQDgVMPm+vDIXAiIiJyZlpillTTJ2m2\n81tjjhVNm4lGjscyl+dW87E3RpAvnfdQ435+UnWEP6v6Iqt2fZptTVdTCmAA8IC855F66CESP3gA\nLnJgiQW3AB8FLFDMw7PLjyfx6TR8+3a4rggO4Hn++7Z0RbuC1GPjyX/8NtxAEA94bFo1uy/YRPbw\nTJZvux93dwhnT4FF05bwvPP3bB2xBpdmADbwILe2JOQl6cwa/qbxRpoDwTYld/BwyDRVE4+8Tpyk\nX7aaGtKXTKcmWcPRdxtL92vIW/juzmdYYu/HxWIBl/zx5L+nKLaSEi1sJ9ILMqRwyWNxccmzmcfY\n3jQL1wZLlSOkRs8iuf9Fwl4Bxy0StAUqo3XH/1UaiEfrcEyBAB5hY0hGI1CRIHXtd8kHwqXk39BY\nLDA2tBsPB0sQ1wZxDxewJogdO8a/nrUALNzzDAv3/Kb9e3t/A6MhE4NJozaRnPg9Anj4tabBEmD7\nkWpWTq8mHwziGtPaqNCp0oiBdkPgREREZEBpiVkqoy/imGJrzBGPrm0Xy6xs2kGhzXl5a1nZtINJ\nkfW8d+J9OKZAKdsG/HAm7HkkX3wRXBdiBfAKfnJeOiAbg+f+aD1ZSovWpVLwhgcufi4NLXmy/58D\nycY1hF2XgC3imAKVo+v8+8hV49pQKQ4KkTlcTVNxG25rswO4FMiQanf/qb07KODHZ2AI4GHwrx2P\nrmMOn/YT8VQK8nlSc+aQDwZp22CBMTRNGEE8a3FcMNbgEPaT/56k2EpK1BMv0gviJHEIt7Zez2Ah\nU6MP8GxDEdfiJ+SHNpJoepXajV8gtWUuM+rX8MrSTRSL+BWchVhkE7dWfZ6ypvu5OVrV2uudrJhB\nuGUhGWO4IVrJk2xsvX7AeDAqhGcLOOWjmO/+F86ai/jkkRRLdq3ArxkNj51fw8I9tSx5+2ew1hCf\nZwkmIDZ8EzdO+heefOcrWAI4Js/U4XXcsAJ++MUiecchHAj4jQqdiSX9VuKW1uJYstefu4iIiHRP\nS8xyYeRVPlX1BcY1fZebo1VMjhxmWZtY5oZoJQ/vojUlbok/Ximd++mq2zm67z5G2QnH58Rn3iKx\n5XVwHMg6ECj1xAcgewEs+xNwg3U41PhDz5NJuGsYfL8ZqoErveNJP4ALiVWbqI09wYqbprL/on9n\n0siXsUA84nd8uBYcU2DqiDrmFD9JA//R2hPvEDopsU6OryT8bpG8BRMocP2kb3LEHcOU6HrikTeY\nxX2lA5MQDpPcsIFwsUhz0MEzASgbg1MW4dYXHifW4LD4Zw6ZGz5NfHTHQ/fPimIrKTHW2tMfNUBV\nV1fburq6/i6GSIe6Mie+dU7TDiCVIjvjAKmZP2PblDdLDbyGaj7LTS0VSBsti6lMtEWOHD7IlPLd\nZIZtJtM0j0TUZVdkC68cHc/l9f/DTc/vI1b1JX8uWjYFI8rhaOPx14PlsK4RriwnO3YlmWEvEW8Y\nwbrITfx8336uOPgiH/vey8TO/wjpv/t7zYkXOUvGmHXW2ur+Lse5RnGByJnpbDG2E98/cU58IhI5\n/UJubRexqwSeXw7bG3juxnpWXV6HNR4Gh+u4i2v5cvvjm16GDT+AYXl4fhPUeVAf9n+eSLR+9gjK\nOXpoA40bgqSPTCA+6VVumriA2PglZEmfdk58OrOG1N4dzJhYpHzyDv96NJ58T23mxKfiU9gV2MlL\ngQI3h0P8zeHmvol5FFudc84kJlASLzLAnDif/lSLoqzf18gn08+S91zCAYcfJd7L3LLyni3Q6VaQ\nFZFuUxLfOxQXiAwe3Yl3gAEXj/RJDCZDwpnEBBpOLzLAxEiwmNoubU/yQuMe8p6LBxQ8lxca9/R8\nBZJIDIjKUkRERM4d3Yl3gAEXj/RJDCbSiVMm8caY4cBNwLVABXAUeAX4lbX21d4vnsjQFCNxysos\nS5rMjuVMeXE04dHzKGAJBRyuLj//1Oe0rSgHWIu2iAx8igtEhp7e3Pc8RoJYmlI8wqCKR64uP58w\nhoL1CJkAU8p38xwrtD+89IlOk3hjzD/hV9QpYA2wB39TqouBr5cq8v9lrd3UB+UUkZIsaZa5C3An\nNeN8FL79mUt568+/zdVzqjttAT5pyNrL3yFWcwfk8xAOQ23toKo4RaTvKS4QGXq6PeS9u0rbtg3G\neGTuljf40T/+Ey9ccjFTnNdZd+M2XHpxf3iRNk7VE/+itfarnfzs28aY84ELe6FMInIKGVK4Jo91\nwLUwaupm5ryxnacvm0NzLtfhYnMnbnmXaXyMWD7vb/mSz7cuECMicgqKC0SGmJPih57e97y0bVt/\nxiMtCwV3acHetlIp5r66mbmbXuG5rxhcAxbbO89J5ASdJvHW2l+d6kRr7R78VngR6UNxkjg2jFto\nxilA4865fGLhe8jvaiDcYKitmnpSJXTilnfx8oUQfu54y3cy2T83IyKDhuICkaHnpPihp/c9L23b\n1l/xSDqXo6Zly95OYqhOtSl7/HkHx5rWnvgef04iJzjtwnbGmGrgH/A3hQjib3xlrbUze7lsItKB\nGAkWO6vJ7FxO/Fn4r9s/Q94YXCBvLammk3vjT1o85ooE1F6hOfEi0m2KC0SGjm4vPtddiYQ/hL6f\n4pFUU468taeMoTrVpuyxZJLFDr33nEROcNot5owxW4D/B3gZ8Fret9bu6N2inZ62khE5oRXZnNCK\nrL1ERQakwbzFnOICETlXpHM5at5483gMdfG07g2pF+kBvbXF3F5r7S/OsEwi0ssSkQi1VVNPns9V\nn4ZHa8DNgxOGW2qVyItIT1BcICLnhMTBTdRu+CtSo2eRPLSRxIT/gIhiJRn4upLEf9UY8wBQCzS3\nvGmt/VmvlUpEuiUR6WAxlmzKT+Ct679mU11O4lsWeZkRfYvyyCoNDRORthQXiEif68oCdN3eDi+b\nInFgPYn9a8E43YqVRPpTV5L4TwHTgRDHh81ZQJW1yEAWS/o98C098bFkl047PjzfwzQYFlc9Sjxy\nl7ZLEZEWigtEpE91ZQG6M9oO7wxjJZH+1pUkfp619pJeL4mI9KyKhD+Evqtz4kvz51Nl7ydvw7gY\njA3yVtMcYpFN2i5FRFooLhCRM3OGa/V0ZQG6M9oOr7uxksgA0ZUk/vfGmEutta/1emlEpGdVJLpW\nIbWZP58c+3PCc75PHjCmyJToBm2XIiJtKS4Qke47i7V6ktEI4QbTugBdMnrycPoz3g6vq7GSyADS\nlST+auAlY8xb+HPftJWMyLmmzfz5xIH11BZ+T+rChaU58bdoTryItKW4QES67yzW6ul0Ed82en07\nPJEBpCtJ/PW9XgoR6V8nzAlLTJ5N4oLzgfOB+f1cOBEZYBQXiEj3neX88w4X8T3xI0goeZchodMk\n3hgzylp7+FT7vrYc0ztFE5E+ozlhInIaigtE5Kwo1hDpMafqiX/cGPMS8DiwzlqbAzDGTAUWAH8C\nfB/4n14vpYj0Ps0JE5FTU1wgImdHsYZIj+g0ibfW1hhjbgQ+C1xjjBkHFIEtwK+Axdbahr4ppoh0\nRbf3RxUR6SLFBSJyLlLsJIPRKefEW2ufBJ7so7KIyFk4o/1RRUS6QXGBiJxLFDvJYBXo7wKISM/o\naH9UEREREemYYicZrJTEi5wjWvZHNTja111ERETkNBQ7yWDVlS3mRKS3pdOQSpG9qZzMFY3dmpfV\ndi5XV/dHbTmncWclm3cFSY6vJBEvbSVXn25dOTY9ZiapphzlQYfGokvy2Fsk1j4M24D3LoKEhpyJ\niIh0VU/Pvx4w87nbxA5tF65Lv7CG1I4dJCsrSVzdQ1vWptPw7HK4CLhmEVQkSOdy7faQb/v3yZFN\nnT6jXt9bvpPnInK2upTEG2McYELb4621b5/mnBiwvHSeBZZaa//DmP+fvfuPk6Oq8/3/OlMznYRm\n+BUBmaRDJxAgJGACkVgXF0vGH8CXXfnpRV0zKm68e3HF6+5dZfd6Vzfrxuv6A3fR+xAXNVlXWVBU\nLhJQGkoCNmBIIEAiG0wmdAgDIRIZOj96pvp8/6ieZCaZHz3TVf1r3s/HI4+a6ek+fXoCOe9P1Tmn\nzHHAfwBpoBt4r7X21dJrbgCuBQLgE9bae8f5eUTqyqGD60/zj7K6dxsXyeQV/AAAIABJREFUt5/M\nZcklZLsfxX/uSbwbb2bmq+tYeb0lKBoc20rX728idfyyw9rM5vN88/e/5Tn7Isnp+5md/Doz+TUv\n8FaOZSWXPXUprP8ma962ivTJSw97X5JH8A1WM/X1Lax+5R0ErW207La8u+fLHN/XwuXr/p3LnltP\n9uhFvH3RtykYBwu02CJTLGRe/TUzOzbQ/dC3SL/0P0ld9n8i+/2ISGMYby5QJpB6lAV8wINIRqCx\nxrSo119Xez33F/MbWNUbQHAk7XsdvGlTwdlBuuUuLl2zgtQLQXj/96szZI8+m1Ubf8t3WlroP/VU\nEv393P/vP8B9fht4Hjz1FPz4x3DllbCslHV2ZFm770usn/GftE85jfP564OfZ0cWHvwM7PwtPPoK\nzC/CVmDbv5JN/i2dS95DAUMbRT6+96fcNO0y+mjBaYGz5z7Km5I/J83yYX9Hh95bfsjfYxbw/bDP\n7tDn3MVmfvrKW9i9u5VrjzmaZW+YPvT1O6eTuv2TEBQO/F4qKeQP/e9LGWpyG7OIN8b8BfB3wEtA\nsfSwBc4e46X9wF9aa9cZY9qBx40xvwQ+BGSstV80xnwG+AzwaWPMmcA1wHygA7jPGHOatTaYwOcS\nqblDB9eO/L/ysc2nEthT+U5PP8uP/gl/v2sGhWMXk/jcm/jK48sIEhuwLZYg6KP7P68j1XfW0DPa\n+Tze5uco2FZgFuwC57SfcHHyM9zD1ynaKfzz3P18cO4TzGh9BCf4Lh37vnPgfW/pKWLmziJI/m94\ndTvW/gEwFC2sfvFdGAJ+cPL53F5cxr3T/oT9LQf/iSgah0KxjZ+evJj2CzcQtFic/V+i66lTSJ11\n+MmG8f5+tJmMSGOYYC5QJpC6kgU6gQKQADJUVsiXM6YNt/66knEv6vZG88X8Bm7YbMA6wF4AHut9\nHWih1VzM+ot+wmd/voFUT4Hs9ifofPlI9jkO1rQChv0J+OnvHsD9++9CSwv09YUN/+IX4fHSs1i7\n8QLu6uwPv7cb+U9zFx/mQVI7gFv/CGwQ/kuzkPDYAgT9+HtyFKwlaHEoUuQnJ5zE/tfB0kJgYW3v\nNTyRXEYX7xrzdzTk7zFopesGS+qhABIJyGTADYvn5dzALa/8gGLulUG/C7j4Df958PXHtdB1QkBq\nRzEs5HP+hIv4Q//7uogbuYdPKkNNYuWsib8eON1aO99ae1bpz1gFPNbaF62160pf9wKbgBnAe4CV\npaetBC4rff0e4FZr7X5r7VbgOeC88X0ckfpx6OB6T+/zBLYVSyuBbeWOfD8F00rQ0krBtNHdshin\nH0wAThHSzxfDf/AH8Xvz9FkAc+CxoLfARq4iIBEW2m1tbGnzsK0M+75B714srVh7+P/+FofAtrH6\npMVwZBKMGfTDIgnbR/rItQROOI4HbdC968eR/H60mYxIwxh3LlAmkHrjExbwQenoV9heOWNa1Ouv\nq7me+47ePWDtIY9aoJXAtrFlz2K6UwacBP6xb6ZgLdYM5IwijukjfcRvIAgOFvADfvxjyPlsOqVU\nwJvwT5H+8PeY88MCfuBnA4Lwj7dtLQnbR4vtxzF9zDv2PhzTh6EY5pj2dgLa2MaFY/6ODvt7PL8v\n7HOhEF6RLz1nC+dT3L136MfY/Yehr28J6J7VAsYJr8SnRn/v8fRrEz9WhprkyplOnwP+UMmbGGPS\nwCLgUeBEa+2LpR/1EE6tg3Awf2TQy7aXHju0rWXAMoBZs2ZV0i2RWA0MrgfOmrbP4ic9/QQWHNPP\nFclWnt7XT6EICdvPZT9Zz8zV0P0JSO8wpHZOgbd5Q9r02pO09UDBWgZGMqc9wcXs5BYMfdbS1tfH\nHHxMEZyWoe/bYoo47UkCLGb60QS7XsEO+mfAEOCYPi5+cS0nvr6R7/zJh+nbU8BpsXx0/bdZ+vwd\nzExuYOV5EBTB6YP09Csj+f1oMxmRhlFRLogyE5TaUy6QcfMIr8APXIn3KmyvnDEt6vXXsa/nHuSK\n9iP4TY85pJA3QD+O6WfOkRtIH/cxuHop3tHzSGzeQsEWgQKLjvsZi45ZzaV3bQLHGXolHsIp9amz\nmLexld+l+8NzA0CLaQ1/jynCQnhwIb+OcC7Q78BlA5l5y/jp7MW86q5lRnIDJ7U9x94NV3Db2R8n\nOGIarQRcx9WkOGvUzzn077GV9MMWnNKVeM878Jw53MADx1xHsTd/8GMcc/TQ15sE6dNuhD3rK/nV\nD9OvBPO4km2sUYaaxIw97Kxa6QfGfKr05XzgdODnwP6Bn1trv1rWGxhzJPAr4AvW2juMMbuttccM\n+vmr1tpjjTE3AY9Ya79fevwWYLW19kcjtb148WK7du3acrohUhNlrYnfuS3cWO7FYniW99zpcPSu\nETdBGbwm/tjpDsuSM7mMsw6u7XvqKWau/ybdb2PYNfEnJpccWAP4Uv5Rbup9ln3tfZzCdug9icv7\nj+SyF7bBH6aT7dmNf+oxeFu/h7sjGw6sGyGXd+j+wLmkT7l2QlPpR/r9iEwWxpjHrbWLa92P8Ygi\nF8SZCUC5QMan2mviG92Ia+Lbf8OlyYVDPvPAxnLz2rcyPXn/4evLJ7om/g9bYN77oe2ysK3du+Fr\nX4MZ/XC6Q27Zf6X7uJ2kpy0kxTFk51yKf/xZ4/o7jmxNPF64FOD2zkjWxWtNfPOaSCYYrYj/u1Fe\nZ621f19Gh9qAu4B7BwZ3Y8yzgGetfdEYcxLgW2tPL21gg7V2Rel59wKfs9ZmR2pfg7VIFTy6Ah7+\nbOkMeAv0vwMu+Jx2phepQIMW8RXlgrgzASgXiExKpTv8HFpo14XBGco4cP5yWHJDrXsldWYimWDE\n6fTW2s+XGr3aWnv7IW90dRmdMcAtwKZDzs7fCXQBXywdfzbo8R8YY75KuInNXOCx8j+KiMQi5YVn\njwfOIr/vc7pNisgkVEkuUCYQkdi4bv0V7wMOzVAVrIsXGaycNfE3ALeX8dihzgc+CDxljHmi9Njf\nEA7UtxljrgW2Ae8FsNY+Y4y5DdhIuIvtddqFVppeI9w/tMMNp3/Vez9FpFomkguUCUSkuuohYylD\nSUxGLOKNMRcDlwAzjDH/POhHRxEOqKOy1j7E0D0kB+sc4TVfAL4wVtsiTWFHNrJ1UrHrcOu3byJS\nFZXkAmUCEamqespYylASg9FuMbcDWAvsAx4f9OdO4N3xd02kyeX8cHCxwcH7h4qI1C/lAhFpDMpY\n0uRGWxP/JPCkMeYHhGfPzyDcm/pZa22hSv0TaSoDu7V67UlcrZMSkQaiXCAiQ3JMMlnr7oxMGUua\nXDlr4t8JfAv4HeGgPdsY8zFr7epYeybSZLL5PJ2bt1CwlkSPITP3bFytkxKRxqNcIDIJHZ5j5tRv\nIa+16NLkyinivwq83Vr7HIAx5hTCe8NqsBYZB783T8FaAqBgLX5vHlfrpESk8SgXiExCw+aYei3i\nQWvRpamNtiZ+QO/AQF2yBeiNqT8iTctrT5IwBgdIGIPXXscDn4jIyJQLRCYh5RiR+lHOlfi1xpi7\ngdsI175dDfzGGHMFgLX2jhj7J9I03GSSzNw5jbGWTERkZMoFIpOQcoxI/SiniJ8KvAS8rfT9TmAa\n8MeEg7cGa5Eyucn4Br0s4AMeoMljIhIj5QKRSSrOHNPIlMGk2sYs4q21H65GR0Rk4rKEN1ouYGml\nn1v5LZdxVq27JSJNSLlARJpFjizd+KTxSE2w/D6YwSABZFAhL/Ebc028MeY0Y0zGGPN06fuzjTH/\nK/6uiUi5fMICPsBQAL7B7eTI1rhXItKMlAtEpBnkyLKSTu7ns6ykc8K5yScs4IPS0Y+shyIjK2dj\nu28DNwB9ANbaDcA1cXZKRMbHA1rpx9CHQx8ncz/dGkZEJB7KBSLS8LrxCUqXQAIKE85NHuEVeKd0\n9KLqoMgoylkTf4S19jFjzODH+mPqj4hMgAvcym/5BrdzMveTZh1p/qnW3RKR5qRcICINL42HQ4KA\nAg4J0hMsv13CKfQ+WhMv1VNOEf9K6R6wFsAYcxXwYqy9EpFxu4yzOJfX6WYaaf5pwmu7RETGoFwg\nIg0vhUsXmYrXxENYuCt1STWVU8RfB9wMnGGMeQHYCvxprL0SkQlJ4VZevO/IQs6HlAcdGpJE5DDK\nBSLSFCLJTeVQtpKIlbM7/RbgHcaYJNBire2Nv1siUg3ZfH7o/V53ZOH2TggK4CTg6owGGxEZQrlA\nROSgw7LUoZStJAYjFvHGmE+N8DgA1tqvxtQnkaYUxW1MopTN5+ncvIWCtSR6DJm5c3BzfjjI2CA8\n5nwNNCICKBeISGOoZt4aNksdWsgrW0kMRrsS3146ng68Gbiz9P0fA4/F2SmRZjNwG5OBzVO6yNS8\nkPd78xSsDW+JYi1+bx435YVniQfOFqe8mvZRROqKcoGI1LVq561hs9ShRbyylcRgxCLeWvt5AGPM\ng8A5A9PljDGfA35eld6JNInhbmNS6yLea0+S6DHh2WNj8NqTkHTDaV5atyUih1AuEJF6V+28NWyW\nOlSHspVEr5yN7U4ECoO+L5QeE5EyRXUbkyi5ySSZuXMOX8fV4WqAEZHRKBeISF2qdt4aMUsdStlK\nIlZOEb8KeMwY85PS95cB34utRyJNaKzbmNRqvbybHGXAEREZnnKBiNSlQ/MWwBpWxJqvlKWkFsrZ\nnf4LxpjVwB+VHvqwtXZ9vN0SaT4j3cakHtfLi4iMRLlAROrZQN5SvpJmVs6VeKy164B1MfdFZFIa\ndv3WDrR2SkTqlnKBiNSdQ+7FXo/7EYlEpawiXkTic9j6rZ3TdT9RERERkXINcy/2dEf97UckEhUV\n8SI1lsKl66kb6d71Y9LTryS1Z5fuJyoiIiLNI5sF3wfPAzeGTDPMvdhTHTeMuh+RSCNTES9Sa9ks\nqc5PkioUILEGfnqj7icqIiIizSGbhc5OKBQgkYBMJvpCfoR7sY+0H5FIo1MRL1Ij2Xw+vCXJE0/g\nFgoQBOEA9/gu6NL9REVERKTxHMg3A7dc8/0w3wzkHN+PvojXvdhlklERL1ID2Xyezs1bKFhLYsl/\nIbPoHNz168Iz1J6n+4mKiIhIwxmSb3oMmblzcD0vzDcDV+I9L543V3aSSURFvEgN+L15CtYSAAVj\n8L/xTdzML+NbKyYiIiISsyH5xlr83jyu64ZT6ONcEy8yyaiIF6kBrz1JoseEZ6qNwZs/D85bXOtu\niYiIiEzYYfmmPRn+wHVVvItESEW8SA24ySSZuXOGrhkTERERaWDKNyLVoSJepEbcpAY3ERERaS7K\nNyLxa6l1B0Sk8eTIsoYV5MjWuisiIiIiFVGukUajK/EiMi45sqykk4ACDgm6yOgerCIiItKQlGuk\nEelKvEgDywIrSsdq6cYnoIAlIKBAN34V311ERERqpRa5I27KNdKIdCVepEFlgU6gACSADFTlvHEa\nD4fEgTPWabwqvKuIiIjUUq1yR9yUa6QRqYgXaVA+4UAalI4+1RlMU7h0kaEbnzSeppyJiIhMAj61\nyR1xU66RRqQiXqRBeYRnwgfOiHtVfO8UrgY5ERGRScSjdrkjbso10mhUxIs0KJdwKptPOJBq6BER\nEZG4KHeI1A8V8SINzEWDqIiIiFSHcodIfdDu9CIiIiIiIiINQkW8iIiIiIiISINQES8iIiIiIiLS\nIFTEizS5HFnWsIIc2Vp3RURERKQpKF9JLWljO5EmliPLSjoJKOCQoIuMbqEiIiIiUgHlK6k1XYkX\naWLd+AQUsAQEFOjGr3WXRERERBqa8pXUmq7EizSYbD6P35vHa0/iJpOjPjeNh0OC7vwZbOs9jze1\nXwjJ4dvJkaUbnzQeEA5Q6Z3T4eX1dKcgvW0RqZ+vh1OA85eSa3uK7t23kH61g9TMv4YOnYEWERFp\nVuPJH8O5+ZVd/Hj3H7jymKNZ9obpsCMLOR9SHnS4B3LINKazl12k8Ujt4MBzch0cyCmjXvU+pN3h\nP0wWfB/OnQ5H7xr9ucMYyFcDV+IHstNEDM5fupov5YqtiDfGpIBVwImABW621n7dGPM54M+AnaWn\n/o219u7Sa24ArgUC4BPW2nvj6p9Ioxg8aAJ0bt5CwVoSPYbM3DmjDqQpXBbkH+AfNifoty083NPC\nD+Y+yous41Ob/wt91pDoMfxg7h6eTnaWiv1u0u3rmHnEOlqOLcKxsG3v2Ww7tkDn/N3Yvccw75H/\nxtN/vIH+6dBi4ZIH/h+LWVNxIa+BTKQ5KROINIaRxuGbX9nFdbkXKAJTysgfh7r5lV18LLcdLPyi\ntxd2b+GsB6/HP+pNeM/8hJl//FFWHv9JAvZjKYI1tPa30PVgC6kdRXIzHFZeZQlMP45N0OU8cHhO\n2JGFZ1bBM9+FoA+Mgb4/Jvu2z+CnZ+N1b8Vd+T3o6YHVq6GjDyhCogVap8DVmbJzTAqXLjI8yaqy\nfwfDqXRafqUnVprVZMiTcV6J7wf+0lq7zhjTDjxujPll6Wdfs9Z+efCTjTFnAtcA84EO4D5jzGnW\n2iDGPorUtWw+P6Ro7zruWArWEgCFIMB/ZhPueYtHbWNT72z6bU/4GlvkG73fxRKw3y7B0krBWlb3\nbiPgDFZu/r8Etg2np4+lc5eRmraBXP5sVv3uZgKb4L4ZLbTYgDbTxwf2LSPVvoGihbvfHnDib1eR\nqqCI1/oykaamTCBS50Yah7P5PB/PvUB/6Xn7rcXvzY+raPzxS9vAOmFhbS23/P5Vnjr7JgqmlYTt\n5yu9/0pwfKFUwAPGEpiA7pMCUi9Ad0eRAIttgaBvP93bV5E6eVBG2JGF2zuhfx9hA0ARskdvoRND\nYceLJKwh8+tf427YEP58NuCUnti3Dx5eBVePL3c8wUoCCjzBygnlluGm5ZfbxqEZcbwnVprVZMmT\nsa2Jt9a+aK1dV/q6F9gEzBjlJe8BbrXW7rfWbgWeA86Lq38ijcDvzR8s2q0FAwlrcfr7SRQKeNf9\n93BK2Ci89iQJY3CAVlPk5PbHOLn9MRzTTwtFEsZwcfvJbOs9j8C2YWklsG1s6z0PpwjP9y4uPe4A\nUGxppZ82tr2+uDTQgjXQnarssx42kL22Ch5dEQ7MItLQlAlE6t9I67z93jyDz561wIHZgeW6cs/G\n8AsbFtgdxT0UWloJWlopmFa67Z/gkMAMlCb94PRBehtgDennW3AKYPpKj//qkDfI+RAUOFDAl/KJ\nf9xiCq2tBMZQaG3FP3fQhY8thPN8AqDPwv/6zpiZarAo1sUPTMs3OOOeln9oRvR782O/aEe26bPV\nZNmvoCpr4o0xaWAR8ChwPvAXxpilwFrCM/OvEg7mjwx62XZGH+BFmp7XniTRY8KzrMaw9LhjWXrX\n/8N/fB3ebx7DfeaZcE2XO/IZRjeZJDN3Dn5vnnntW3k6+VsCCnx47sc5tvebXNY+98CZ2zU9hn5r\naTMOV7afw6UPf4CzXlnLmtl99GEo0kJLsZ+E7eP9m9ay/YSwgHeYQvqopRV91iHry4qtpFd/B14I\nwEmMa4qbiNQ3ZQKR+jTSOm+vPcmUHsN+G57Ovyk1Y9xXfJfNOAUeXMGP3+Bx5Ss+Z73lf3Dvqw4F\nWyTR4nDZG9/OTDLhmvgtu9m78quk7y+S2tkK//ARUkcvouviv6D7/D7SD7eRWnFI5kh5YV4ICuHV\n/mIRgiLerrUkZvVTaHFI9PfjPb42fH5rK1z0UXi5B576GTxnYXswZqYq5/c1HgPT8icy9fvQjDjm\niZWB2QpBoamzVZT7FdQzY0tnxGJ7A2OOBH4FfMFae4cx5kTgFcJzZMuBk6y1HzHG3AQ8Yq39ful1\ntwCrrbU/OqS9ZcAygFmzZp27bdu2WPsvUmuHrXfKZqGzEwoFSCQgkyl7wIHR1wkNu7bqFzeT3fAA\n/pT5TH/hdXYlpuKdsgc3+SS5hQvpPvWYyNYcHejbM8+TuvfbYAMwDpy/HJbcUHH7IvXCGPO4tXb0\ntTBNKOpMUPqZcoFIREbKCJGsvT5kw7lR2xzYeM7zDmac4R4bqX0Ip8f/DrLeh4auiQdYujRsI8ZM\nVQ3j+nt5dAU8/NlJka1q/fcyXhPJBLEW8caYNuAu4F5r7VeH+XkauMtau6C0gQ3W2hWln90LfM5a\nO+J8j8WLF9u1a9fG0XWR+jbWQNboJsnZYpm8JmMRH3cmAOUCEZmAZs9UA5St6tZEMkGcu9Mb4BZg\n0+DB2hhzkrX2xdK3lwNPl76+E/iBMearhJvYzAUei6t/Ig3NdZt7oOlww8FlrFvEiEhDUCYQkbrV\n7JlqgLJVU4lzTfz5wAeBp4wxT5Qe+xvgfcaYhYRT57qBjwFYa58xxtwGbCTcxfY67UIrMol1uBpg\nRJqHMoGISK0pWzWN2Ip4a+1DgBnmR3eP8povAF+Iq08iIiJSfcoEIiIi0anK7vQiIiJR6uvrY/v2\n7ezbt6/WXRnV1KlTmTlzJm1tbbXuioiISNNqhFwQZSZQES8iIg1n+/bttLe3k06nCZdb1x9rLbt2\n7WL79u3Mnj271t0RERFpWvWeC6LOBC0R9ElERKSq9u3bx/Tp0+tyoB5gjGH69Ol1fVVARESkGdR7\nLog6E6iIFxGRhlSvA/VgjdBHERGRZlDvY26U/VMRLyIiMkH33HMPp59+Oqeeeipf/OIXa90dERER\nqZFqZgIV8SIiIhMQBAHXXXcdq1evZuPGjfzwhz9k48aNte6WiIiIVFm1M4GKeBERmRT2/eZpXr3x\n39j3m6cjae+xxx7j1FNPZc6cOSQSCa655hp+9rOfRdK2iIiIxCvKXFDtTKDd6UVEpOnt+83T7Lji\nk9i+PkxbGx133MjUNy+oqM0XXniBVCp14PuZM2fy6KOPVtpVERERiVnUuaDamUBX4kVEpOntfXg9\ntq8PgiK2r4+9D6+vdZdERESkRho9F6iIFxGRpjft/EWYtjZwWjBtbUw7f1HFbc6YMYNcLnfg++3b\ntzNjxoyK2xUREZF4RZ0Lqp0JNJ1eRESa3tQ3L6DjjhvZ+/B6pp2/qOKp9ABvfvOb2bx5M1u3bmXG\njBnceuut/OAHP4igtyIiIhKnqHNBtTOBingREZkUpr55QSTF+4DW1lZuuukm3v3udxMEAR/5yEeY\nP39+ZO2LiIhIfKLMBdXOBCriRUREJuiSSy7hkksuqXU3REREpMaqmQm0Jl5ERERERESkQaiIFxER\nEREREWkQKuJFREREREREGoSKeJFJIpvPs6LnZbL5/ITbyJFlDSvIkY2wZyIiItKMosge5VJGkclE\nG9uJTALZfJ7OzVsoWEuix5CZOwc3mRzlBVnwffA8cF0gHBxX0klAAYcEXWRI7QByPqQ86HDj/yAi\nIiLSEMadPSqQ23kzK4/7OEFLgGOmhBmFMnLJMHlHpBGoiBeZBPzePAVrCYCCtfi9+ZEH0mwWOjuh\nUIBEAjIZcF268QkoYAkIKND92ipSt6+EoABOAq7OqJAXERERYJzZoxI7snRvvY7A7ccaCOx+uo0/\ndhE/Qt4RaQSaTi8yCXjtSRLG4AAJY/DaRxlEfT8c0IIgPPo+AGk8HBIYHBwSpHOEBbwNwmPOj/+D\niNSRj3zkI5xwwgksWBDdvedFRJrFuLJHJXI+6eeLOAGYIjhFhzTe2K8bIe+ITFQ1c4GKeJFJwE0m\nycydw/KT3jj2dDbPC89IO0549DwAUrh0keFClofT1I5dGl6BN054THnV+CgideNDH/oQ99xzT627\nISJSl8aVPSqR8ki9PIWuH7VwYbaVrt/fVN5U+hHyjshEVTMXaDq9yCThJpPlDaCuG04pG2aNWAr3\n4MDYQTiFXmvipVFEvPbxggsuoLu7u+J2RESaVdnZoxIdLlydIZXzSaU8OL7Mf99HyTsySTRwLlAR\nLyKHc93y/jHrcFW8S2PQ2kcRkeY10TxSbt6R5tPguUDT6UVEpPlp7aOIiIgMaPBcoCJeRESan9Y+\nioiIyIAGzwWaTi8iIs1Pax9FRERkQIPnAl2JFxGRycF14YYbIhuo3/e+9+G6Ls8++ywzZ87klltu\niaRdERERqYIGzgW6Ei8iIjIBP/zhD2vdBREREakT1cwFuhIvIiIiIiIi0iBUxIuIiIiIiIg0CBXx\nIpNMFlhROoqIiIhMhPKESO1oTbzIJJIFOoECkAAyQGPtxSkiIiK1pjwhUlu6Ei8yifiEA25QOvq1\n7IyIiIg0JB/lCZFaUhEvMol4hGfMndLRG/SzHFnWsIKcJsaJiIg0jFqM3x4j5wkRiZ+m04tMIi7h\nlDefcMAdmPqWI8tKOgko4JCgiwwpTYwTGVUul2Pp0qW89NJLGGNYtmwZ119/fa27JSKTSK3G75Hy\nhMhkVe1MoCJeZJJxOXyw7cYnoIAlIKBAN76KeJExtLa28pWvfIVzzjmH3t5ezj33XN75zndy5pln\n1rprIjJJ1HL8Hi5PiExW1c4Emk4vIqTxcEhgcHBIkNbEOGlGG7PwwxXhMQInnXQS55xzDgDt7e3M\nmzePF154IZK2RUTKofFbpAIR5oJqZwJdiRcRUrh0kaEbnzSersJL89mYhU93Ql8B2hLwfzJwZnT/\nnXd3d7N+/XqWLFkSWZsiImPR+C0yQTHmgmpkAhXxIgKEQUCDvzStJ/1woC4G4fFJP7LB+vXXX+fK\nK6/kxhtv5KijjoqkTRGRcmn8FpmAmHJBtTKBptOLiEjze5MXnmlvccLjm7xImu3r6+PKK6/kAx/4\nAFdccUUkbYqIiEjMYsgF1cwEuhIvIiLN70w3nCr3pB8O1BGcbbfWcu211zJv3jw+9alPVdyeiIiI\nVEnEuaDamUBFvIiITA5nupGug3/44Yf5t3/7N8466ywWLlwIwD/+4z9yySWXRPYeIiIiEpMIc0G1\nM4GKeBERkQl461vfirW21t0QERGRGqt2JtCaeBEREREREZEGoSvxIk0um8/j9+bx2pO4yeSYz5mZ\n3DDsrWqyX/onfmq2k+54lktPfROp116DfA8k3wjzl0KHdsYVERGCwUPDAAAgAElEQVRpFDmyFd2a\nbjyvLyeLlGtIW3/YADkfUt7QHLIjO+Tx7COP4j/5JN6OHbgXvRtc97DnjP6mWfB98LzwtRN9jkhE\nYivijTFTgQeBKaX3+ZG19u+MMccB/wGkgW7gvdbaV0uvuQG4FgiAT1hr742rfyKNYPBABYx7AMzm\n83Ru3kLBWhI9hszcOYe9dvBz2nosH5x7PTOS63BI0EWGFC7ZL/0TF77tAvYn2nBMH+tmL+M9Wzcw\n5SjoOQHmbfw2i1mjQl5EhqVMIFJfcmRZSScBBRwSLMg/wKbe2UxvddjVH4yZNXI7b2blcR8naAlw\nzJQDeWE45WSRcg1p60VLZv31uLvXgZOAqzNhDtmRJbfGo7ujj/SaNrYf/106p51K4ZzFJM7uI/Px\n63BXLINNn4SgEL727TfC3l2Q8sh1MPTkRDYLnZ1QKJB7q0P3yo+QPnnp0M876DkkEpDJqJCXWMV5\nJX4/cKG19nVjTBvwkDFmNXAFkLHWftEY8xngM8CnjTFnAtcA84EO4D5jzGnW2iDGPorUrcEDVWuP\nwVpLAOMaAP3ePIXS6wrW4vfmD3vd4OdYa9nS+yY6kr8hoEA3Pilc/J07KbS2YWklsLBl72LWnr0B\nTNjG79IBbP0Si/lJ5L8HEWkKygQidaQbn4ACloDu/Bn8w+YEfbaHIuFa2ymjZY0dWbq3Xkfg9mMN\nBHY/3cYfsYgvJ4uU67C2jnoT7qu/CYvxnA8dLrlXV7HyigKBA05QoPe+/6TQfgZBaysFwF+4EHf9\nj6GtADaA/v2Q+TjYIrkZDiuvNgQt/QcvZvh+WMC/OWDl3QHB1G/hsHLoiYvScwiC8Oj7KuIlVrGt\nibeh10vftpX+WOA9wMrS4yuBy0pfvwe41Vq731q7FXgOOC+u/onUu0MHqj4YMgCWw2tPkjAGB0gY\nc+CK/mjPmdP+JAYHhwRpvPA5xx9Por8PQz+O6SN95NqD/3qUCvlNHTsq+8Ai0rSUCUTqSxoPhwQG\nh22959FvWyiWflZkjKyR80k/X8QJwBTBKToH8sJwyski5TqsrdeeBOOEV9NTYR+6UxA4YFvCY3r2\nLhL9/Tj9/ST6+/CeeAIWXRm+xjjQ0gLFAGxAd0cfgQlPbgxczMDzIJGg+0JDkADbYg/+7EDHwufg\nOOHRG/n3IRKFWNfEG2Mc4HHgVOAb1tpHjTEnWmtfLD2lBzix9PUM4JFBL99eekxkUvLakyR6THgl\n3gy6Ej+OAdBNJsnMnTPqNPxDnzMz+fXD1ri5f/0/uf9L/8RPj9zG8e4a9k7dQFAkLOBLG3HOm3pt\nNB9cRJqSMoFI/Ujh0kWGbnze1H4hD/e0sN/aA1fiR80aKY/UI1Po+tF+ume1kD7tJlLHj3zVuZws\nUq7D2jrx64eta08ftRSn+F0CGy4VuPSM97PwEYu/bm24Jv6mfwmvki84K3zttOnwQDi1Pr3DwbGG\nwPQfvJjhupDJkN68Csd8l4D+IRc6wo6Fz9GaeKkWU42t8I0xxwA/Af4CeMhae8ygn71qrT3WGHMT\n8Ii19vulx28BVltrf3RIW8uAZQCzZs06d9u2bbH3X6RWKl0TH4sdWXKvrqL7uB72FX9Pz/R9zJt6\nLYvD/y1FqmLTpk3Mmzevpn3Yt28fF1xwAfv376e/v5+rrrqKz3/+84c9b7i+GmMet9YurlZf60mU\nmaD0M+UCkQoN5I1y18SPa1O4Ghj3pn2DPs9ha+IraVeqpta5oNqZoCq701trdxtjHgAuAl4yxpxk\nrX3RGHMS8HLpaS8AqUEvm1l67NC2bgZuBli8eLFu0CtNzU0OHURrWrwP6HBJdbhD/mcVmYymTJnC\n/fffz5FHHklfXx9vfetbufjii3nLW95S667VtSgzQak95QKRCh2aN8bU4dZl8T4ghTu+InvQ50mV\nXh9JuzJpVDsTxLYm3hhzfOlsO8aYacA7gd8CdwJdpad1AT8rfX0ncI0xZooxZjYwF3gsrv6JiMgk\nsyMLj64IjxEwxnDkkUcC0NfXR19fH8aYSNpuNsoEIiJSdyLMBdXOBHFeiT8JWFlaA9cC3GatvcsY\nkwVuM8ZcC2wD3gtgrX3GGHMbsBHoB67TLrQiIhKJHVm4vfPg7YQGbkVUoSAIOPfcc3nuuee47rrr\nWLJkSQSdbUrKBCIiUj9iyAXVzASxFfHW2g3AomEe3wV0jvCaLwBfiKtPIiIySeX8cKC2wZBbEVXK\ncRyeeOIJdu/ezeWXX87TTz/NggULKm632SgTiIhIXYkhF1QzE8Q2nV5ERKRupLyDtxMadCuiqBxz\nzDG8/e1v55577om0XREREYlBjLmgGplARbyIlCebhRUrwqNIo+lww6ly5y+PbCr9zp072b17NwB7\n9+7ll7/8JWeccUbF7YqINDxlBql3EeeCameCquxOLyL1YcK3Rslm4UMepPrge23wPV/3QJXGE/Fu\nyi+++CJdXV0EQUCxWOS9730vl156aWTti0hza7jblZV7W7lsFjo7oVCARCK8f7oyg9SjCHNBtTOB\niniRSSJHlpV0ElDAIUEXmfJDw69WwYcK4BCuG/rVKg3IMumdffbZrF+/vtbdEJEGVNGYXAvj2QTM\n98MCPgjCo+8rM0jTq3Ym0HR6kUmiG5+AApaAgALd+OW/+BTCAn7gzymxdFFERGRSqGhMroXhNgEb\nieeFV+AdJzx6XnX6KDKJqIgXmSTSeDgkMDg4JEjjlf/i85dC2xSwJjyevzS2foqIiDS7isbkWhjP\nJmCuG06hX75cU+lFYqLp9CINIJvP4/fm8dqTuMnkhNpI4dJFZmLr7zpc+K8PwMOr4HeEd3PumFA3\nREREJr2KxuQKTShTDGwCVs6aeAgL91oV79lsOIXf83QCQZqWiniROpfN5+ncvIWCtSR6DJm5cyoq\n5EcKCmMO6tuArpWljWpWknv0RrrP2tU4G/KIiIjUkdHG5LhUlCki3hw0Codll3FsqtdwGwuKDKIi\nXqTO+b15CtYSAAVr8XvzEy7iR1LWoD5oo5q1H9zH3Wf+N4rW0mqn0NXygAZAERGROhdmiiIBhoIt\nxpIpYjHMzvjDZpcyN9VruI0FRQ6hNfEidc5rT5IwBgdIGIPXHv1gO9yJgsM74kEiQe78Fu6+yVJs\nsWCgn/10v7Yq8j6JiIhItOa1b8WY/Rj6MWY/89q31rpLYxvYGf/hz4bHHeG954fNLmVuqtdwGwuK\nHEJX4kXqnJtMkpk7p+I18aPx2pMkekx4NnukEwWljWq6938O6/wCDGChxUI6B8yPvFsiDSEIAhYv\nXsyMGTO46667at0dEZERTU/eT9fc29nau4jZ7euZnrwaWFLrbh003L3oh9sZv8MdPrsMbKo3xpr4\ngY0FB67E1/3GgtIwqpUJVMSLNAA3GU/xPrj9ck8UpJ+fg1NsJaAfY+GSDKTeuCi2vonUu69//evM\nmzeP1157rdZdEREZVRqPdHI5qeSG6hevY204N9K96Ad2xh94vLQz/ojZpYxN9Wq5saA0t2plAhXx\nIgKUcaKgtFlMqlCgaz10XxFegU/1tMDRu6rXUZGJ2puFPT4c4cG0aALb9u3b+fnPf87f/u3f8tWv\nfjWSNkVE4lKz4rWcDedGuOI+2s74lVzkqMXGglJnIs4F1cwEKuJFpDyDNotJ/ayF1Iw2aCmOfb9Y\nkXqwNwvPd4ItgEnArEwkA/YnP/lJvvSlL9Hb2xtBJ0VE4leT4rWcDedGuOIO1OXO+NLgYsgF1cwE\n2thORMozeLOYnilw9k1w/vKD091E6tkePxyoCcLjHr/iJu+66y5OOOEEzj333IrbEhFpauVsODdw\nxV3ZQqoh4lxQ7UygK/EiUp4yN4sRqUtHeOGZ9oEz7kd4FTf58MMPc+edd3L33Xezb98+XnvtNf70\nT/+U73//+xW3LSLSVMrNELriLtUScS6odiYw1tpYGq6GxYsX27Vr19a6GyIiUmWbNm1i3rx543tR\nDGviB/i+z5e//OVhd6Idrq/GmMettYsj7YQoF4iITFL1lAuqkQl0JV5ERCaHaW7kxbuIiIg0qAbO\nBSriRUREKuR5Ht5wazxFRERkUqlGJtDGdiIiIiIiIiINQkW8iIiIiIiISINQES8iIiIiIiLSIFTE\ni4iIiIiIiDQIFfEiIiIiIiIiDUJFvIiIiIiIiEiD0C3mREREJiidTtPe3o7jOLS2trJ27dpad0lE\nRERqoJqZQEW8iIhIBR544AHe8IY31LobIiIiUmPVygSaTi8iIpNCjixrWEGObK27IiIiIjXWyLlA\nV+JFRKTp5ciykk4CCjgk6CJDCrfido0xvOMd78BxHD72sY+xbNmyCHorIiIicYojF1QzE6iIFxGR\npteNT0ABS0BAgW78SIr4hx56iBkzZvDyyy/zzne+kzPOOIMLLrgggh6LiIhIXOLIBdXMBJpOLyIi\nTS+Nh0MCg4NDgjReJO3OmDEDgBNOOIHLL7+cxx57LJJ2RUREJD5x5IJqZgIV8SJStkZeOySTWwqX\nLjJcyPLIptLn83l6e3sPfP2LX/yCBQsWVNyuiEi1aXyXySbqXFDtTKDp9CJSlrjWFItUSwo30v9m\nX3rpJS6//HIA+vv7ef/7389FF10UWfsiItWg8V0mqyhzQbUzgYp4ESnLkLVDdj/d2z9HyvkcdGig\nl8lpzpw5PPnkk7XuhohIReLaM6RmdmQh50PKU0aRqql2JlARL9JEsvk8fm8erz2Jm0xG2nYaDydo\nJaCIUyySfug+eHkNXJ3RICkiItKgBtYGD1yJj2rPkPGKJMPsyMLtnRAUwEnUNqNks+D74HngKidJ\ntFTEizSJbD5P5+YtFKwl0WPIzJ0TaSGfykLXDZbuD1rSUyD1UhFMITzbrSJeRESkIQ2sDe7GJ41X\nk6vwkWWYnB8W8DYIj7XKKNksdHZCoQCJBGQyKuQlUtrYTqRJ+L15CtYSAAVr8XvzEb+BT+qhgD9a\nDqkcYE14ljvlRfs+IiIiUlUpXP6IG2o2jT6yDJPywmxinNpmFN8PC/ggCI++X5t+SNNSES/SJLz2\nJAljcICEMXjt0U6nx/PCs8nbHfheAk7+mKbSi4iISMUiyzAdbphNzl9e24wykJkcJzx6Xm36IU1L\n0+lFmoSbTJKZOye2NfG4bjgdTOu7REREJEKRZpgOt/YXGJSZJGYq4kWaiJuMoXgf8gauBiIRERGJ\nXOwZptqUmSRGmk4vIiIyQbt37+aqq67ijDPOYN68eWSz2Vp3SURERGqgmplAV+JFJrks4AMeDLud\nzcAtX+a1b2V68v6a7VwrUo+uv/56LrroIn70ox9RKBTYs2dPrbskIhKpHNmKd66P8xa4tTRWhpLJ\npZqZQEW8yCSWBTqBApAAMgwdhA7e8qWI6TF0zb2ddHI5XWRUyEvDyeay+N0+XtrDTVX+3+8f/vAH\nHnzwQb73ve8BkEgkSCQSFbcrIlIvcmRZSeeBe8hPZPyP+xa4tTJWhpL6F2UuqHYm0HR6kUnMJxx8\ngtLRP/TnB275YghsK1t7FxFQoPu1VfDoCtihqcPSGLK5LJ2rOvnsA5+lc1Un2Vzl/+1u3bqV448/\nng9/+MMsWrSIj370o+TzEd/aUURkPHZkIx2fu/EJKGAJwvH/sKQwtthvgVsjPqNnKKlvUeeCamcC\nFfEidSqbz7Oi52WyMf4D4BGePXZKR+/Qnx+45YvFMf2kj3ycln5L+uffhof+Fm57uwp5aQh+t08h\nKBDYgEJQwO/2K26zv7+fdevW8ed//uesX7+eZDLJF7/4xco7KyKTWo4sa1hBjqHj65i5YEcWbu+E\nhz8bHiMYn9N4OCQwODgkSB+WFMYW+y1wIfKTF0Nks7BiRXgcxGP0DCX1LepcUO1MoOn0InWoWlPP\nXMLpXz7Dr+cauOXLT3s38fvknzNj2pPhKedi6QnBfnhmVe1v5SIyBi/tkXASFIICCSeBl/YqbnPm\nzJnMnDmTJUuWAHDVVVepiBeRiow0fb2sXJDzISiADcJjzq94fE7h0kWmojXxY94+Lput7FZsAycv\nggI4iWjvD5/NQmcnFArh/d4zmQN9HCtDSX2LOhdUOxPEVsQbY6YCDwJTSu/zI2vt3xljPgf8GbCz\n9NS/sdbeXXrNDcC1hGXCJ6y198bVP5F6NtzUs7jWj7kMHXgO3cDGTSbpT/6S+4P1WAeKFrpTkOqJ\npTsisXBTLpmlmUjXxL/xjW8klUrx7LPPcvrpp5PJZDjzzDMj6G3zUSYQKc9w09dTuKVcUCTAULDF\n4XNByguL2IFiNuVF0qcUbsX74Ix4+7hRiuSyxXDy4gDfD/sWBOHR94f079AMJY0j6lxQ7UwQ55X4\n/cCF1trXjTFtwEPGmNWln33NWvvlwU82xpwJXAPMBzqA+4wxp1lrgxj7KFKXvPYkiR4TnnGPa+rZ\nMEa6ApDGwwlaCIoBTj+kuwELtCZg/tKq9E2kUm7KjaR4H+xf/uVf+MAHPkChUGDOnDl897vfjbT9\nJqJMIFKGgenrA+PwwPT1ee1bMT0GY1sxpp957VuBE4a+uMMNr0Ln/LCAb4RZcmMUyWWJ6eQFEM4O\nSCQOnmTwImxbai7qXFDNTBBbEW+ttcDrpW/bSn/sKC95D3CrtXY/sNUY8xxwHqAFtzLpjDn1LCYj\nXQFI4dL17Dfpvu2/k84EpHa2wT9eC+cvbYyQIBKThQsXsnbt2lp3o+4pE4iUZ6Tp69OT99M193a2\n9i5idvt6pievBpYc3kCH21jjchRFcpwnL1w3nB1QyXR/mTSqmQliXRNvjHGAx4FTgW9Yax81xlwM\n/IUxZimwFvhLa+2rwAzgkUEv31567NA2lwHLAGbNmhVn90VqasSpZzEa6QoAQOqsZaRePwuO8DWQ\nici4xZEJSu0qF0hTGW76ehqPdHI5qeSGCW8wV5eiKpLjPHnhuso8UndiLeJL094WGmOOAX5ijFkA\n/F9gOeEZ+OXAV4CPjKPNm4GbARYvXjzaWXwRGacxN7DRQCYiExRHJii1q1wgTS+KDebqlrKFyLhV\nZXd6a+1uY8wDwEWD170ZY74N3FX69gUgNehlM0uPiUgVRbGBjYjISJQJRCZG47OIDIjtPvHGmONL\nZ9sxxkwD3gn81hhz0qCnXQ48Xfr6TuAaY8wUY8xsYC7wWFz9ExERkepQJhAREYlOnFfiTwJWltbA\ntQC3WWvvMsb8mzFmIeHUuW7gYwDW2meMMbcBG4F+4DrtQisiItIUlAlEREQiEufu9BuARcM8/sFR\nXvMF4Atx9UlERESqT5lAREQkOrFNpxcREWlmzz77LAsXLjzw56ijjuLGG2+sdbdERESkyqqdCaqy\nsZ2IiEizOf3003niiScACIKAGTNmcPnll9e4VyIiIlJt1c4EuhIvIiKTwrrf7+Kbmzex7ve7Im87\nk8lwyimncPLJJ0fetoiIiEQvrlxQjUygK/EiItL01v1+Fx/I/opCMSDR4vDv7ts457jpkbV/6623\n8r73vS+y9kRERCQ+ceaCamQCXYkXEZGm98iulykUA4pAXzHgkV0vR9Z2oVDgzjvv5Oqrr46sTRER\nEYlPXLmgWplARbyIiDS9t0w/gUSLgwO0tTi8ZfoJkbW9evVqzjnnHE488cTI2hQREZH4xJULqpUJ\nNJ1eRESa3jnHTeff3bfxyK6Xecv0EyKdSv/DH/5QU+lFREQaSFy5oFqZQEW8iIhMCuccNz3S4h0g\nn8/zy1/+km9961uRtisiIiLxijoXVDMTqIgXERGZoGQyya5d0e92LyIiIo2lmplAa+JFRERERERE\nGoSKeBEREREREZEGoSJeRMqTzcKKFeFRREREpBkp70gD0Jp4kTqSzefxe/N47UncZLLW3Tkom4XO\nTigUIJGATAZct9a9EhERkXGo25xRL5R3pEGoiBepE9l8ns7NWyhYS6LHkJk7p34GWN8PB7QgCI+/\nWgUtPqQ86NDgJiIiUu/qMmfsyELOr588cWje8X0V8VKXVMSL1Am/N0/BWgKgYC1+b772g+sAzwvP\nSBcKcIoDU74LD/eDk4CrM/Ux8IqIiMiI6i5n7MjC7Z0QFOonTwzOO4lE+L1IHdKaeJE64bUnSRiD\nAySMwWuvkwIewHXJPXoja+7rJPfNS8D2gw3CgTfn17p3IjXzta99jfnz57NgwQLe9773sW/fvlp3\nSUSaSI4sa1hBjsrXZ9ddzsj5YY6opzzhuuEU+uXLNZVexq2amUBX4kXqhJtMkpk7py7XquXIsvKs\nTxJQwCm20vWKQ+oFwjPnKa/W3ROpiRdeeIF//ud/ZuPGjUybNo33vve93HrrrXzoQx+qdddEpAnk\nyLKSznDsJUEXGVJMvKisu5yR8sIcMXAlvl7yhOuqeJdxq3YmUBEvUkfcZB0MqsPoxieggCUgaIHu\ni/+M1KZZ9bOGTaQMWcAHPKggBg/V39/P3r17aWtrY8+ePXR0dETUsohMdkPGXgp041dUxEOd5YwO\nN5xCX09r4mVSiToXVDMTqIgXkTGl8XBIHLgakD5qKSzRYCuNIwt0AgUgAWSofMCeMWMGf/VXf8Ws\nWbOYNm0a73rXu3jXu95VaVdFRIBhxl68Wncpeh2uinepiahzQbUzgdbEi8iYUrh0keFCllc8nU+k\nFnzCgTooHf0I2nz11Vf52c9+xtatW9mxYwf5fJ7vf//7EbQsIqKxVyROPtHmgmpnAhXxIlKWFC5/\nxA0KEdKQPMIz7U7p6EXQ5n333cfs2bM5/vjjaWtr44orruDXv/51BC2LiIQ09orEwyPaXFDtTKDp\n9CIi0vRcwqlyPtGtfZs1axaPPPIIe/bsYdq0aWQyGRYvXhxByyIiIhKnqHNBtTOBingREZkUXKLb\n0A5gyZIlXHXVVZxzzjm0trayaNEili1bFuE7iIiISFyizAXVzgQq4kVERCbo85//PJ///Odr3Q0R\nERGpsWpmAq2JFxEREREREWkQKuJFREREREREGoSKeBEREREREZEGoSJeREREREREpEGoiBcRERER\nERFpECriRURERERERBqEingREZEJ+vrXv86CBQuYP38+N954Y627IyIiIjVSzUygIl5ERGQCnn76\nab797W/z2GOP8eSTT3LXXXfx3HPP1bpbIiIiUmXVzgQq4kVEZFLI5vOs6HmZbD4fSXubNm1iyZIl\nHHHEEbS2tvK2t72NO+64I5K2RUREJF5R5oJqZwIV8SIi0vSy+Tydm7fw2Rd76Ny8JZIBe8GCBaxZ\ns4Zdu3axZ88e7r77bnK5XAS9FRERkThFnQuqnQlaY2tZRESkTvi9eQrWEgAFa/F787jJZEVtzps3\nj09/+tO8613vIplMsnDhQhzHiabDIiIiEpuoc0G1M4GuxItI3cqRZQ0ryJGtdVekwXntSRLG4AAJ\nY/DaKyvgB1x77bU8/vjjPPjggxx77LGcdtppkbQrIiLRU66QAXHkgmpmAl2JF5G6lCPLSjoJKOCQ\noIsMKdxad0salJtMkpk7B783j9eerPgq/ICXX36ZE044geeff5477riDRx55JJJ2RUQkWsoVMlgc\nuaCamUBFvIiUJ5sF3wfPAzf+Qa8bn4ACloCAAt34GmylIm4yuuJ9wJVXXsmuXbtoa2vjG9/4Bscc\nc0yk7YuISDQmnCuqnH+keqLOBdXMBCriRWRs2Sx0dkKhAIkEZDKxD2RpPBwSB86Yp/FifT+RiViz\nZk2tuyAiImWYUK6oQf6RxlXNTKAiXkTG5vvhABYE4dH3Yx/EUrh0kaEbnzSersKLiIjIhE0oV9Qg\n/4iUQ0W8iIzN88Iz0ANnoj2vKm+bwlXxLiIiIpEYd66oUf4RGYuKeJEGkgV8wIPqlrauG04h05ow\nERERKalZLqkW5R+pUyriRRpEFugECkACyFCDQl6Dl9QRay3GmFp3Y1TW2lp3QUQkFjXPJdWi/NMw\n6j0XRJkJdJ94kQbhEw6UQeno17IzIjU2depUdu3aVddFsrWWXbt2MXXq1Fp3RUQkcj7KJVI/6j0X\nRJ0JdCVepEF4hGe6B854e7XsjEiNzZw5k+3bt7Nz585ad2VUU6dOZebMmbXuhohI5DyUS6R+NEIu\niDITxF7EG2McYC3wgrX2UmPMccB/AGmgG3ivtfbV0nNvAK4lPKn3CWvtvXH3T6RRuIRT1XyaeO2Z\nSJna2tqYPXt2rbsh46RMINI8lEuknky2XFCN6fTXA5sGff8ZIGOtnUv4//5nAIwxZwLXAPOBi4Bv\nlgZ7ESlxgRvQQCkiDUuZQKSJKJeI1EasRbwxZibw/wH/Oujh9wArS1+vBC4b9Pit1tr91tqtwHPA\neXH2T0RERKpDmUBERCQacV+JvxH4a6A46LETrbUvlr7uAU4sfT0DyA163vbSYyIiItL4lAlEREQi\nENuaeGPMpcDL1trHjTHecM+x1lpjzLi2EDTGLAOWlb7db4x5urKe1qU3AK/UuhMx0OdqLPpcjUWf\nq7GcXusOVFNcmaDU9mTIBVFp1v+foqDfzej0+xmdfj+j0+9ndOPOBP9/e3ceK2dVh3H8+1CxJghh\nh8pii1bWYgVsNCCpgUAhhgpRQMHUSCJNgCBBkQKRIiEhEiACbogFlALBYKFhUfZNg2WxUMq+Qy0l\nIAYJirR9/OM9lfHae9s7d+6ded/7fJKb+24z8zvn5J33d2bOnHc4J7bbEzhI0oHAR4ANJF0BLJM0\nzvZSSeOA18vxS4BtWh6/ddn2P2xfDFwMIOlB23sMYxm6IuWql5SrXlKuemlyubodwwgblpwARkde\n0Cmpn/6lbgaW+hlY6mdgqZ+BtZMTDNtwetuzbG9tezzV5DR32D4SmA/MKIfNAK4vy/OBwyWNlTQB\nmAgsGK74IiIiYmQkJ4iIiOicbtwn/mzgGklHAS8BhwLYXizpGuBxYDlwjO0VXYgvIiIiRkZygoiI\niEEakU687buobiOJ7TeBffo57izgrEE89cVDja1HpVz1kj1IrGoAAAlGSURBVHLVS8pVLylXwwxj\nTgCjuF7XUuqnf6mbgaV+Bpb6GVjqZ2CDrh/Zg55DJiIiIiIiIiK6YLhvMRcRERERERERHVLLTryk\ncyQ9KelRSfMkbdiyb5akZyU9JWn/bsY5WJK+KmmxpJWS9mjZPl7SPyUtLH8/72acg9Vfucq+2rZX\nK0mzJS1paaMDux1TuyRNK+3xrKSTux1Pp0h6UdKi0j61nRlc0hxJr7feRkvSxpJulfRM+b9RN2Ns\nRz/lqv15JWkbSXdKery8Dx5ftte+zXqNpBMlWdKmLdsacY0ZCklnlnxpoaRbJH2sZV/qp6E5ZaeM\nhhxuqJqaN7WrqXlKJ3QyJ6hlJx64FdjF9q7A08AsAEk7Uc16uzMwDfippDFdi3LwHgMOAe5Zzb7n\nbE8ufzNHOK6hWm25GtBefZ3f0kY3dTuYdpT6/wlwALAT8LXSTk3xxdI+db7NyWVU50urk4HbbU8E\nbi/rdXMZ/18uqP95tRw40fZOwOeAY8o51YQ26xmStgH2A15u2da0a0y7zrG9q+3JwA3ADyD106Kp\nOWWnjJYcri2jIG9qx2U0M0/phI7lBLXsxNu+xfbysno/1f1jAaYDV9t+z/YLwLPAlG7E2A7bT9h+\nqttxdNoA5ap1ezXUFOBZ28/b/jdwNVU7RY+wfQ/wtz6bpwOXl+XLgS+PaFAd0E+5as/2UtsPl+V/\nAE8AW9GANusx5wMnAa0T/eQaA9h+u2V1PT6oo9QPzc0pOyU53Bolb+qjqXlKJ3QyJ6hlJ76PbwE3\nl+WtgFda9r1atjXBhDIU7m5JX+h2MB3StPY6rgzHm1PjYUJNa5NWBm6T9JCkb3c7mA7bwvbSsvwa\nsEU3g+mwJpxXQPXTKOAzwJ9pdpuNKEnTgSW2H+mzq8nvZ4Mi6SxJrwBHUL6JJ/WzOqMlp+yE1E8l\n9bB2cs3rY6g5QTfuE79WJN0GbLmaXafavr4ccyrVsIS5IxnbUKxNuVZjKbCt7Tcl7Q5cJ2nnPp+u\nd1Wb5aqVgcoI/Aw4k6qjeCZwLlUyEL1jL9tLJG0O3CrpyfJpcaPYtqSm3HakMeeVpI8C1wLfsf22\npP/ua1ibDYs1vP+eQjWUftRa0zXY9qnAqZJmAccCp49ogF3W1JyyU0ZDDhe9I9e8zuQEPduJt73v\nQPslfRP4ErCPP7hP3hJgm5bDti7besaaytXPY94D3ivLD0l6DvgU0DOTc7VTLmrQXq3WtoySfkn1\nu8M6qlWbDIbtJeX/65LmUQ2Ba0onfpmkcbaXShoHvN7tgDrB9rJVy3U+ryStS3Wxnmv7d2VzI9ts\nuPT3/itpEjABeKQkQVsDD0uaQoPfz/oaxDV4LnATVSc+9VPUNafslNGQww2j1MPayTWv6FROUMvh\n9JKmUf327SDb77bsmg8cLmmspAnARGBBN2LsJEmbrZosRNJ2VOV6vrtRdURj2quccKscTDURTB09\nAEyUNEHSh6kmrZnf5ZiGTNJ6ktZftUz1rV1d22h15gMzyvIMoBHfnDThvFLVs/wV8ITt81p2NbLN\nRprtRbY3tz3e9niqoay72X6NBl1jhkLSxJbV6cCTZTn1w+jLKTso9VNpZN40DHLNo7M5Qc9+E78G\nFwFjqYbEAtxve6btxZKuAR6nGhJ1jO0VXYxzUCQdDFwIbAbcKGmh7f2BvYEfSnofWAnMtF2bCaD6\nK1fd26uPH0maTDXs90Xg6O6G0x7byyUdC/wBGAPMsb24y2F1whbAvPJ+8SHgStu/725I7ZF0FTAV\n2FTSq1TfqJ0NXCPpKOAl4NDuRdiefso1tQHn1Z7AN4BFkhaWbafQgDbrdQ27xgzF2ZK2p8ofXgJm\nQuqnRSNzyk4ZJTlc2xqcN7WtqXlKh3QsJ9AHo4YiIiIiIiIiopfVcjh9RERERERExGiUTnxERERE\nRERETaQTHxEREREREVET6cRHRERERERE1EQ68RERERERERE1kU58RINJelHSpkM9Zi1fa6qkG9p8\n7GxJ70ravGXbO0ONKSIiIio1ygm2l3SXpIWSnpB0cdm+h6QLhhpbRBPU9T7xEdE8bwAnAt/vdiAR\nERHRNRcA59u+HkDSJADbDwIPdjOwiF6Rb+Ijeoik8ZKelHSZpKclzZW0r6Q/SnpG0pRy3MaSrpP0\nqKT7Je1atm8i6RZJiyVdAqjluY+UtKB8sv0LSWPajFGSzpH0mKRFkg5r2b2BpBslPSXp55LWkTSm\nlGfV8Sf089RzgMMkbdxOXBEREU0yinOCccCrq1ZsLyqv1fa3+xFNk058RO/5JHAusEP5+zqwF/Bd\n4JRyzBnAX2zvWrb9umw/HbjP9s7APGBbAEk7AocBe9qeDKwAjmgzvkOAycCngX2BcySNK/umAMcB\nOwGfaDl2K9u72J4EXNrP875D1ZE/vs24IiIimmY05gTnA3dIulnSCZI2bDO2iMZKJz6i97xge5Ht\nlcBi4HbbBhYB48sxewG/AbB9B7CJpA2AvYEryvYbgbfK8fsAuwMPSFpY1rdrM769gKtsr7C9DLgb\n+GzZt8D287ZXAFeVY58HtpN0oaRpwNsDPPcFwAxJ67cZW0RERJOMupzA9qXAjsBvganA/ZLGthlf\nRCOlEx/Re95rWV7Zsr6S9uexEHC57cnlb3vbs/s9WDq4DLFbKGmPQbyO+67bfovqE/q7gJnAJf0+\n2P47cCVwzCBeMyIioqlGZU5g+6+259ieDiwHdhnE60Y0XjrxEfV0L2Xom6SpwBu23wbuoRpqh6QD\ngI3K8bcDX1k1+3v5/dzH+3ty2/NaLu59J5G5l+q362MkbUb1Sf+Csm+KpAmS1qEaqnefqllu17F9\nLXAasNsaynYecDSZeDMiImJtNConkDRN0rpleUtgE2DJ4KokotmSJEfU02xgjqRHgXeBGWX7GcBV\nkhYDfwJeBrD9uKTTgFvKxfR9qm+7X2rjtecBnwceofqU/STbr0naAXgAuIjqN3x3lmMnAZeW1wWY\nNdCT235D0jygvwnwIiIi4gOzaVZOsB/wY0n/Kuvfa3nOiABU/awmIiIiIiIiInpdhtNHRERERERE\n1EQ68RERERERERE1kU58RERERERERE2kEx8RERERERFRE+nER0RERERERNREOvERERERERERNZFO\nfERERERERERNpBMfERERERERURP/ATt47c8SWUTSAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,2,figsize = (17,8))\n",
"cols=('crimson','red','orangered','darkorange','gold','chartreuse','green','lightseagreen','cyan','darkturquoise','royalblue',\n",
" 'lightskyblue','blue','darkblue','mediumslateblue','blueviolet','darkmagenta','fuchsia','deeppink','pink')\n",
"ii0=start_date\n",
"for ii in range(0,int((end_date-start_date).days/30)+1):\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: 508\n",
" bias: -7.595317065828425\n",
" RMSE: 14.527209595876961\n",
" WSS: 0.6837351737615345\n",
"15 m<=z<22 m:\n",
" N: 137\n",
" bias: -7.035430616671157\n",
" RMSE: 11.398856743926641\n",
" WSS: 0.6976320618959073\n",
"z>=22 m:\n",
" N: 944\n",
" bias: -4.388802782478976\n",
" RMSE: 7.596477264640657\n",
" WSS: 0.8411003584637767\n",
"all:\n",
" N: 1589\n",
" bias: -5.642105028687816\n",
" RMSE: 10.627987135402666\n",
" WSS: 0.8466600980051874\n",
"obs Si < 50:\n",
" N: 1042\n",
" bias: -4.627512580327927\n",
" RMSE: 11.144041398776992\n",
" WSS: 0.7363522707343472\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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XBEGIg2SJUiKWfrziHzhmXZ2fefPKmDeviLlzr4k45qxZaxwxBytQLdoCJRFv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\naU23Yzq5OO12qabpJyPD4KmnJkUM6HL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RfVQDz/tXUTJsJhs2FPPC2m1s6vEmXYc1ur0N\nV8R3F8kDMrfwmrA5ZnTpxvdWXsGdE8YwqldOcDpgb8WGb49xgsAivaO+fc8Nu7e91x1onbvdBu+/\nf9gRRL/fxO22OsPZ1eUC89oNI3oL1B49ssL6tb/66h48nqqIefXOe+7ejcy886kfnY0LONBQj6cm\nOB8+1t+C13saw6DJS9IzM7yOfvXhDp99ISSHeIPifo1VYfEG4HHgJLAKuCJF84qbpLerFNKCaO7z\nWO7sRP4WmhvnbP+O4t0yiCd4riUu/MLCgSz5S7CATxxYQP9/qW30YFhW+P8pnMDeC3ZT8YEPE2tv\nbfLAKyI+f6gH5E/rt/LXvVUUFQX/Xqg3OWfvBYz6V2uM0HTAFw4fZO2W/+XnU3fSUG+GLVKKi0ez\nYoVVt93eH7cF2ra2lYKhQ3uzc+cRZ35ut8GiRZPxek+Tnd2VtWv3ON8ZhuLmm4dG/N0sWVLOggWb\nw563ocHaw4fw+AP7ejuQstR7jBVHj/HckaOs9B4LK5sb7fdlpeu5gyz40PPba/aF0PrEK+hXaq3H\nKKUqALTWx5RSXVI4r4RIVrtKIX2I5j5vzoUZ799CW0XSBxJv8Fw8c420MNBDTgQJOBDRgxHq2eh7\nfn7EoieB553e3YWfP9YkyCUlE6POMVCQMhRs3vsyR145Sm1dJpgqbJFi11kPzReHphKzbrfBnj1N\nMbkul3LS3DyeKq677nkaGpqq0Zim5qWXdgc1gLFZtWpnzN9Tcwuqwm7dKDtZg68FVnQ83hwp8SrE\nS7yC3qCUcmEFwqGUuoDGngiCkAqiuc+T5c5Otlu8JcRreceaq8dT5bii7fQvW7BC3+HEAVcwccAV\nYR6MUb1yuMc1hZf/vpPh113GjM/OUK9Ph+3XBnpAyt85Q0V9RVAp2MAAMjvozg4Ae2jTSV5ctYvL\nbjiHk2Oq6ZFrYLgz0X4wMqzKaaHPHOld2Pewm6+AZa3fd98Yp6Jbaen2IDG30VHKrubl9WPdun1h\n5xuG5S0Aml1QnY0VHY83R0q8CvEQr6A/BfwF6KOU+gnwL8B/pmxWQqcnlvu8JRHwkUjWOC0lES9B\npLnaFn5gCldgnfRo7zDUg+HxVDHj9r9ZwXHPfIL/N1/BDMilDhQS2wNyyaQqlix8L3jul/fmgPcY\nP7rzr/gCvA47dhxmwbf/BsDeN+CCq7rSf0odly7IYs+b/WjQ8FDVJ+TWXATvHY1trRYGN18JDG5r\nDjsa/sCB487eOFj71pHO/c1vbnbOEStaaA8oHVoaKdqJSg0DxmNts23QWu9K5cQCKSgo0Fu2bGmt\n2wlCq3E2BWjmz9/EY49tDAr8AsjMdLFx49S4xwscR7nANXMEetpldFGxI6p/9/o7vPy3nXz9xhEM\nuXok4/fso3bZB+hndjb68uCBB8ayb9+xMAu4S5bB1Y+N4e8/rnCKstz2/8bx+n+9FXf+frR35/FU\nUVS00mm3Onz4+dx882WcOFHLssao9y5dXDz11CRnv/3BB9c4+/Mul+LXv/6aY/ELQluglCrXWhck\nck0ihWUOA38M/C6ewjKNrvotwCda65sbx3wByAEqgTu11scSmbSQvqRbkZ90z989Gy+BbeHb3cHs\ntbnPZzou72iCF3i8qCiHjC4G/lqrUlp/1x5u63k5/9ZnQNR39v6xSp73r6KhyMev3t9NXemH1Nb5\n0edmOGIOVh75uHGDwq73N2hO/f2IJeYm4PPz/7P37vFR1Xf+//NzZiZBYhJCuFqCqUSgGK6K3Wi7\nG28VbUvpstpf+63YSnVX7bLU3XZ1d7tLtz9ra1vLl7ZrixUFu3W1S1W0GC9oqtVU7peIikEDQQmX\nEEIaYC7nfL5/zJzJzOTMzDlzn+HzfDx8yNzOnMvkvD7v+4ct+x0l/yVqRdvaeuOQY7/11mfCrniv\nV+e2234PBK12s+GNEnNFMeOkscxEoDf07xHAfsBOnfo/AG8BVaHHdxK08L8vhLgz9Pifne+6otAo\ntCY/keVS7m7BV0fWsKi2piCFPRWaQm1Fv/71QevSzAivrR0ePZc71Ic8tkGKaQV/8V/P5eH/2Is0\noOt+H1WXvknTdVPifreZtHj8bY1dd5UjA3uDL7iie1DpuuTVV/eBS3LWOTqnD7rQpBZsLHN9Izte\nPzDYaOb6RnZFPK6tHc4997xqy3thlWAYOd7VCtOzYRjRDWV6ek4m/JxCUajYaiwjhHgAeEJKuT70\n+BpgQbKNCyEmAJ8G7gbuCD39OaA59O/VQCtK0EuCQmvyE1kupUvJL3uOsfpYr+PGHFZWfqFMxerp\nORnuf25O81q2rDkq4c7r1bn99vVIKREi2Fo1toVplXdE0MKXAsMv2XB/D9dM6Ip7bGbC3YldGjJS\nD3WJ5hIYMXPNMaC6Uae6Uaf+7HHc943PWzaWMR/X1g7n7//+Wfx+HY/HRWtr4hCCnQRDsyOc3x9s\ns+pyCQIBI2yhm674fFQ8KBSZwG5S3F9IKW82H0gpnxVC3Gvjc8uBbwGVEc+NlVIeDP27Gxhr9UEh\nxC3ALQATJw512SkKj0Jr8mNmHp+WEknQ1eS0MYfVjHR2HsvLeFcrYhPrli1rDu9LuAucJtB1I9S8\nRIYFLFK8vnDNLH75ox14vTrSEPzpDx9yxRVr4h6bmXD3+MBWfvA/b+LzheLPZS7+8UeXc2L3MXbv\nPsIrr+wPfkAKul8oBwN6yo7DN4JPx7rNzce33vpMuCOc2VQm0Tm2k2DY1FQX5YqHwZDErl2Howeo\nKBRFiF1B/1AI8W/Ar0OP/w/wYaIPCCE+AxyWUm4RQjRbvUdKKYUQlll5UsqVwEoIJsXZ3E9FHim0\nJj/hph/Hell19Bg6OC4pspqRjsNGL9nMK4hX0hb5fKybffnyeWzbdnDIdl7acCPLlrXy4ovvhSeR\nJTq2xpp6+ie4OHJTGbsP9PHaMB356Tp+OquSDTfNpHXFVv74x/0YZscaHZCg+8lIf/tYL4mdMkSr\nBcTKlVu47bbgFLg//GFfeICKQlFs2BX0LwL/QbB0DeCV0HOJuBSYL4S4FhgGVAkhfg0cEkKMl1Ie\nFEKMJ5hspygRCq3Jj1m/u2hkTUrJcZb1xQ7KzXKRVxAvsS5eH3IgLPBmj3TzvcuWNfPqq/ttHVtk\n3FrzuJAx5W5mF7TTPh0pCLpIpMTlid6uVfgislucVVlavKY8ToW4ra0rahiM1xvtDSi0JE+FIhG2\nBD2Uzf4PQojK4EP5ZxufuQu4CyBkof+TlPLLQogfAjcC3w/9/6kU912hsE2qjTks64ubKmw3pclH\nXoGVQEaKnTkX3MrD4KThTmTcWqKjbelBRIwObWoaw4YNi7j3wS08uWYX6AZogm/ce1l4u4mE2ewW\nZ7UfkSNUU51oZ86Cjy37Mym0JE+FIhl2h7NMB9YAI0OPjwI3SinbU/jO7wOPCyEWA/uA61PYhkKR\nM6wWA3atwVznFdhpJ5ss3mz32GK3s/zzM+kZXx3lBWlqquPi1k6eDBhBC92QjPjzYBZdomS2ePvR\n1tbFqlXRQ1qcJrKZ58nrDUQ973ZrYW/A4y9uZe8zGlXTNUZMzX+Sp0KRDLsu918Cd0gpX4awxb0S\nuMTOh6WUrQSz2ZFS9hBsUKNQFBTZcK/mOq8gViAfe3Y7HaPfifruZK1k7WbvW23HrAgAwqJ+/Lh3\nsDZdQkvL3qga+NjFRew+xD4OtnYdHKH61a/Ocmydm+fJnHJ20UXnMGfO+Ki56z+8cTenT5cjtHLO\nv9XH7EvVJEdFYWNX0CtMMYegQAshSqOYV6Egu+7VZHkFmVxI1M0px+UJ1oK7PBr/O+4g6585irH9\nZZZ98XN8+eqLgfitZC+7bHVYXO10m4vcjlVFQFNFBdu3RyfgvfLKvqgM+shFATCkft6M97vdGtdc\n08Dvf/9u2Dr3eOy1fY1liHdh+byoY21t7cTn1UEKpC559/4ytn/mMI1X1zv+LoUiV2g23/eeEOLb\nQoj60H//BgydZqBQFClWse5cYC4kfvX2syxtu5/23s60tvWwvpZp3+1n3CI3+v2X8MHwBt69U2fv\nI2UsXvAcbW1dcT+/Zk2obE0OJoc5wbIigODwk1i83kDUAJe77vpkqKws2sOwdu3uqHr6J598J9zt\nTQi46aZZYYv6nnteTXh8kZgLie9+97K4YQmhmZl8AqnDuhcST2VTKPKNXQv9JuA7wO9Cj18NPadQ\nlAT5qqHPZNKcua2zp0qOXzQeo7oWVu0BvwFGsN1qZIw6E21xzWlvALOvm0LZyMGKgDp5gkc6duIt\nP4UQg61pAQwDamuHD9lerOW8cOE0Xn11f9QAGgiK+bBhbhYtmml7DG0siXIFmprqWHTbNB5a0Y4Z\nL/jYR4YuTOxQ6O2HFaWD3Sz3XmBJlvdFocgb+aqht7OQsOuSj9zWKP9RuoXAd+EoDI+GFpBRCXBW\n7vHITmrJXNmmkD/44Lawxaw9sJV/+smVjLiugTp5goe3PRCcnV5dRvmwCryn9bAoa5qwbLFqFZef\nPn0Ma9bsYNWq7ei6gdut8dWvzgrHuyOz9r1enaVLW6Li4aly/rixCO1NZCjOPuz00AVIMuKFIRSK\nbJBsOMu6RK9LKedndncUivyRjxr6ZAsJp7H9eXXB4UzzJsylv2w0rePGUbt+Aj1vdEclulm5x++K\n6aQWL8P83ntf4+mn9wwp9zJ0yY++8SJ/vKiOjtGdYc/D8Ck+rrhzOusfPwrvHAcpcXviZ6bH6x63\naNFMy30bHFKjYxiSjRs/ZOPGD1m1anvclrF2rObm5nqGlbtt1eTHw+o8K0FXZItkFnoT0EVwytob\nBPs9KRSKDBK7kIjM6u4Ybc8lHyv88ybMHSy3GzcGLj8/6v2WDXOInjceORilvbeTx1/cyg++PNjm\n1QpDl6xZs4Pbv9eIR3PTs1ty5KUyujfsRQYMcGnwuXMZfbmXyql63O1YkaiBzoYNi1i2rDVqTKvf\nb12fbtdqdlKTH4/I8+wC9vt9tA0oUVdkh2SCPg64imBXuC8BvwcelVK+me0dUyiySaF2AIuNB698\n4ipcmgtpBHBprrgu+VV7WvAZAaTNWLxlw5wQK1du4fbb12MYBm63i8uvG0/3rHfofsmDz+chcl0v\nXCBHlEGPL/xcd/efaayp5yuuhSz+9nP4vQZShhYBwkCMG8bohoMZres2u9z94Q/78HqDCwWPx9qq\ndmI1pzPeFiLaD/f08tCxXh44eozVPc4HBCkUdkg2bU0HWoAWIUQ5QWFvFUJ8R0r5s1zsoEKRaUxr\ntme3pL89upwr38RmeW9+7RB8POTalkM7mpnH4jP8SEBD2E7qa6qogJ3HaG19ByJqviPHsfp8Oi3/\n3YV4fDgyyjCXoMGUW31U90zgjUcPhF8ZN+5sALq2etH9MrzbQgBuQUPDXmoDfRlPPDS7y5lJevFi\n6PG8E9miqaKC1v4BAsr1rsgySZPiQkL+aYJiXg+sYLCnu0JRdGzr6aBnt2Tnvw7HCMDix55j0kvj\nsz6Qw45XIDbLu2q6H10aSECXxhCr1sxsDxZXwYWjz+emyfNsWb5W2eGtrZ0WrVAF0i/D/zapaAjQ\n/ZrGpLnBsaOxyXSRx2Imsl26YAxy0omoc5BJb0mi7nJRg1zieCeyRa4XEYozk2RJcWuARmA98J0U\nW70qFAXF7NoG+ttfxggAhhhSzpUN7Ca3xcZtK6fqvN72hmUWfFtbF1uePcXJ6jKGT/Hh0dy2xRyG\negNMy9blCs5MFwI0V3D0arjTW3jpIBjY4wHg99s+5FvfupQRI8rjTnyLF4PORb/0uP3ic2ghJwpx\nKBSZIpmF/mVgAPgHYIkQ4dW5IDikpSqL+6ZQZIXGmnqWffFzLH7sOXS/TDmDOZJkWdNO6s3Dmeit\nnTQTnQXfXzaae7oPU7u7jyXXPobPp+MpG84/PzKX66+cY9syN8equstcGD4dzaXx0EPb8fsNDCOo\n3lKCJgTjJ1VwoGOARDmx27cf5LnnbrA8lnwPr0nULz6XpDogSKGwS7IYut1OcgpFUfHlqy9m0kvj\n08pgNrGTNe2kcY2VRXlD05VR38P929FDyV8+r8GRl8povK4++b5GbNtd5kL/x0Y47sPoPoX+RGdY\nzE0CAYOD758iWYGLVTe4lSu3sHbtbhYunMYtt1xo+blcNPRJNowmVzjpk69QpILdTnEKRcnR1FRH\n5VSdbT3vUNmr27YMY2O+drKmnTSuaW3txOsLYOjRo0Ejv4ejp6I+84fOnrjlUJH729raFbZWDZ8O\nx33Im6Ygd/TgeqYLZAAjIvlN00IudwbboIa5YAS8dRwh4ac/fYPpl1eF4+Ov/7aHv/3bZwDCpWRW\nop6Lhj6ZKD9Ll1S72SkUTlCCrjhjSSV+a/WZ5srRthKe7DauqZtTDi4JEqRLBh8TnVjFqLOIrOJ+\nuwKuePe9Id6B2P39ypyFuN0ahqEjAG1EGRIomzWKv7/3Mu67YwNSGmia4LOfnYJ/zAl+v/IDIoLo\nQDC2ft6os3lP9GEYQVf2skef4iN/cxqP5ubU/0Rb2mvX7o4S9GhrNfl5Sde6Tbf8LF0Kxe2vKG2U\noCvOWFKJ31p95oaG+owmPMlJJ5hx90l6d7moma4jJ50AohOram9tYsnT+/H6dPBoyM9MtPQOxO7v\nnoEDBAIGUoLUJa4f7uJrH/8oiy47j9Znt2IYodek5OKLz+HQqeHABwxa6MHyM00I/vrj5/LTjd34\nfDouj6Cy0R/+nilXDOP1lwePaeHCaeF/x7NW4+UhlIJ1Wyhuf0VpowRdccaSSvw28jMny8exxVVH\nQ8jVnamEp9m1DdROe4Gqqb4h+xXZ/W36yzfyk6e38MTkaoyZI3EhqZMngDFxj/G11cejytL8Xp2J\nu/qg9hgbN34Ydrebw1NqGQ5sDb076G4XIpgF/9OfvsHy5fPo6TlJ3ZxyHtbX4jeCdfB1MxrQ3J0Y\ngWDv9enTg/vU1tbFsmWt4TatprXKjJFx8xBKwbotBLe/ovRRgq4oWtJ1w6YSvzU/8/jhTn54aiTb\njntZ2TfU1Z0qZrx7yQUL6PMPIPZWce89r+GbvI4vXTWX+ec2AcFjf+zZ7bxf+wYXnFPN8b6xjPB1\n8+CHx2ipqGVixRi+1HB51DGKvVV8paUl6vtcLkFt7XCuuGINp08Hws9rGuHhKZGT0jQtKOqmGPf0\nnOSuuz4JwKzeMcHvqajnq9/bjhFaHRhShkelXnHFGrzeYJxe00TYWo3NQ1jz8l5ad/XR3FxfMtZt\nvt3+2UIl+xUOStAVRUmm3LCpDGRprKnnae9w/Ce7M9r5a0i827WQxQuew+fT0dzw1t2/g+vgxNsu\nFi94Dr/PQLjLaby7h7qphwEIAPv+fJh9fz5M2+G3+Oklt4eP8Z7fvoqM6DanafBf//VpenpO4vPp\nQ8abHj/uZcGCKQwb5sbr1XG5BN/4RhM//ekbluIa/p7uwxgX1oLHBQEdV6gFq2lpG6HpZVde+VGW\nLWsOXreBgcGe5zuP8dCtrxGIuLaZsG4Ltd1vMVMK4ZBSQgm6ImXyeYPMtxs2G52/YuPd617ajd9n\ngCEwApK+XW6e+Ys3eOnRI8Ge6oZABuDELjdVFoNOAlKPygtobq6nvNyN1xtA0zR+/vNrueWWC2lr\n66KszDVk5viPf/w6CxZMGSKmCxZMSSiuzZUVuIXA/5k6NAQ/u60p/L5ISzss5kTnB+xfd5QHYq7t\nXXd9Mq3rm4sGNmci+f47VESjBF2REvm+QebbDZuNzl+x8e75V03jqZ93hS306ukBRg2rorLxQzS3\nByMg8ZRpfPqqqbSzC53oKWhuET3MJV4c13x+6dIWNm78MPx+w5CWYprUdbzzGOLW1yBU6z79Hy8L\nPj9jJJ99pJkjr+3lpqunDtmGmR/Q9qnzWf2Dtoxe21w0sElErFu6VNzU+f47VESjBL0EyYXlnO8b\nZCEkGaWTCGd1jaxi+pNeGs/9T7yCb3IPX7rqas6rGs/Gw+8w4+6T9Ld7WPbFzyEnnWDX2zuBYNpa\n7bBqPlZdF46hR+1zAjEeNswT9djtjj+zPBGtrZ0EfDpSlwQikt4uf3cvpz9agVbfSP+xDczqHWOr\n/W0mrq3YW8Xe/zoLA8lHrjConl7BIx0v5sS7FOuWXr58HkuXtpSEm7oQ/g4VgyhBLzFyZTnnosNX\nMoo1ySjRNYqN6QeP8f9EfX55061sm9zB7MVBMWrv7Yy6Ft+98EZH17ytrYvLLlsdHjtqsnjxbMfn\nt723k1MNR/CUaeAzhiS9ITQM4KhnVNL2t5m6tm1tXSye/3xo9Csc3aDxXdaF+98n+xtJd4Ec65Ze\nu3Z3Sbmpi/XvsBRRgl5i5MpyzkWHr1Il3WsUK/pOroWVq9cUnEhcrmA2+6+f2xju/tb/tos1z78L\nF45i0WWThngn7t/9DI++9zLyLMm075bxyb5L+cI1s6KS3k4bBpo0GLbjEFteGkXDNV1ZF4PW1k78\n/sHj8/sMPtigMWlK8vOfiQVyrFt64cJpvPrqfuWmVmQcJeglRi4t51QyxBXZuUZ2roVVRnLl0f3f\nlAAAIABJREFUVD1sUfu8wRi8pgVLylY+sIWVqyQz7j6JW2xg251noQckuASrHvxLWv9mbljU1+1r\n4zfvvRT+ruFTfEw49zRN0weT3l46fxKPHT7AiTfe5tG7AvzMt42VP9rp2OXsJP7cNjDA/unVaG4N\n3T+YY3DweQ9jL/dTO00kPP+ZWCBbuaWnTx+j3NSKjKMEvcRQlnPmyFYuQrxrlIlEqUTbiHX9Pvbs\ndtp7/4j/rAAz7i7jo+0zqB1WCcDKlVuDTWYM6N3lon+PFhRzAF3ie/gdWq+eNtj8pXtH0n1rqqig\n6aNTuOd/DuP3GSm5nIfEo5+5np5p1ZaJieFhNh8B5p8La98ffNGA8V0f5d7F1yS8tplafJlu6baB\nAe7pPkzzjJHcpYRckWGUoJcgynJOn3RdrcnEOfYaZaKeN9k2Yl2/VdP9Yetz+BQfn/3caG5ouJKV\nK7cMTl2TUFYpCRxzRX2XOOqNKtVrHjeTTUf2hB9rCOZNmGu5n+lkRkcuSrw+nduf2IGsmWw55S6y\nWY32mTq0pzsxfEErXbjhok+MTXpNM7lAtjOVz0TVzCtSQQm64ozBiQWcjqvVKqu5p+fkkO+NNwUt\n1USpZDXBsa7fvScO8ptHh1HZ6MctXDy99givD3uG3buPhj+jaYJZw6bysb8bz3/e8afw89+85aIo\nMTI72D3T9QajhlXxpUlDM+zj7YeT44xcDGgeF/qFtRgMNvdh57HwdptnjBzsFTBrFN/836t48P7f\nhzPdr79yjq3vbKypp/9tF0//tpP+ZlfK3hM7U/kgs4mtpVIep7CHEnTFGYFTCzgdV2uUFekN8PWv\nr8cwZNT3Wk1BS7ee167lu39/H3feuYHXXtuPbpShaWUIBJv1PUPe63JpfGPhFTQ11fGRilEJ55vP\nP7cpLOzJSDUzOnIxUPvxcSwdeTrc3Kd2dx+Xf+YxfF6dsnIXL224kQ0zInoFzKrguk+Md2z5Zqob\nmt1mRJlKbFVd3M48lKArzgicdrRKxdVqWtx1c6rCwioEBHQDaUTPNo+9acvJJxxZrabldfy4l+3b\nD4ZFNtE22tq6+Ku/ehi/P7oBjaFD7HhUk9mzx4W3c8stF1oKeaaIN20tlsjs/OUfHxeOoT/2g5c4\n7Q2AITjtDfDYs9tZ3vTZqG2lEo7KVDc0u82IMhW3V13czjyUoCuKEqcxxlTitrE3/0TfGWtxr3xi\nIZtfO8RzvW3sWVmGDIAn4nutbtqNDfas1pUrt/D1r68Pj0EFeP7594Cg6JrbiHW3rlmzY4iYJ2Px\nYntuaSviuXutnreKL0e6z2M/P9TyHMOz0/1objACEs0NVdP9Ke97JOZvx+sNIERwmE2q2GlGlKm4\nveriduahBL3EsGvlJN1OAcTe4gloKjHGVOO25j5UeypY8eaTcb8z1uLeWruVCdfVMmafl7Jz/ZzY\n5eaGz8wIf2+qN+2VK7dw662/H0xai2Dt2t3hcqja2uFR3ciWL5/H1q0H427X49FoaBjJlCm1TJ48\nKsrqT4W2ti6am1fj9+t4PC5aW28Mtzy1cgNbTVtbff3T4ff9/Q8uY/vBEyy8chI9b3SH+86fPh0I\nW57XXzmHZ7+3iaM7YdQMbMfIk9HUVMfy5fP4+tfXo+uSpUtbmD59TNq95RNd+0wktqoubmceStBL\nCCdZtAm3UwCxt0SinWqM0WncNnIfhBAYUiLjfGekxW0g2XxkD5pwgRCMmGoweprB9U3RAuP0pt3W\n1hWOx1sx+oLa8HUzZ5YbhsTr1eMuAiA4HlWX8M6eHjo7j/Otb13KD35wpe39smLNmh3hZjU+n86a\nNTuCwm3hBgbY//y7uOo1mDGSMiFgy5Hw+057A9x7x4tgSJ6/bzOfWjA57JmQMjgVDoLn86Gb/jYr\n2eE9PSfD5zNd93Uu5yCoLm5nFlq+d0CROayyaFPaTpybbi6xEm0TUzw1RFab50TugyENNCHifqdp\ncV84+nwgGJHWpY4hgy7uJRcsAOCRjhdp7+0M1yO3Ddi/Rq2tnei6tSjTPJ7H/Cfxhq6brptNYgbn\nl5ucfXZ0z3YpwdANjFApWLLr3dbWxT33vEpbW1fc17q7rY/LdAO7XMFZ6OYs9ge++0fEra9x8wew\n4fzzWPSp88PvE5oWXHEYQEBn88YPora5ffug56H/bRev//g0377pT3z+849x663PWO6nU2L3Ox33\ndaLftkKRDspCLyEyNdKzEGJviRKDctU8J3YfllywgD7/QEI36fmVE6LqsQEMJH868lbYZX+yfBzt\no6/GL0noSYkNewTHn7rweoPJdpomCBgS6RJQW45e7cHtcYHUQwIuw5Z6JLW1w/H5/jzY7tUtgma6\nYYRnl8cjkfcm8jWXS8Pj0QgEgv3cFy2aCQx1A0cuHvHpTNzVR9NnKqCpIvy+42e7uPebL0FAB7eL\naxZM4b9/sim8TwsXTgt/v1VP+l/9ahtf+9psFi2ambK1mkn3dSHMQVCUJkrQS4hMjfQshNhbMtHO\nRvOcWAF1unBo7+3ksfdbo547UTaavrJxbD3lC1tlRz2j8EmJgYhbj2wlnAA33hgURlMg731wC0+u\n2QVPdCI9Lr7xw8vZ/sxeXnzxPQwDpBxq0c+ePZ5HH72Eex/cwrq+ExifDl5f15aj/OzzsxKO90yU\nOR0lzhjcfPMcJk6sHrKNWDdwvMVj5Ha/9cPLwzH0Wy4/n7+cOjaqhK69t5OfrG0d0pMeIBAw+OUv\nt7B69Q5H4aO2ti7WrNkRdb6t3uP070R1c1RkCyXoJUY6Iz2jtpMk9paLTla57HgXz/J0sg/bejow\nIgT0RNlo2muvxhAaHyCZdfoEw73djPIfpVuIoIUe4UmJFIdY4VyzZgerV+8I759pbV7c2sk6Q2IY\noAUMRvxZZ9myZl59dT+nTgWG7KPbrfGtb10S/OxHy3n6YDcQHLt68xXnc8nZAf79t7/jhzcGJ4K5\nPRoPPnk1X776YiCx9yb2NTsWcaLFYyJvQGQJnRmT7hknwT0c/GLI90iJo9i3mdRnLhAefHAbQgh0\n3YhaYKWaa6K6OSqygRJ0hWOGNEWZfTNdoirtzPp8Es/yTGaBRS5sZtc2UBZypQL0lY3DEBoIDQlc\n2jCfC/Wu4OSystFRnhSr7nKmOHrKNN7pO4DXF8DQwevVWbq0hTlzxlNVNQyXJkCC26Wxf38fAMuX\nz+O2234fFXPXNMHPf35t+DhiQzSXuk+ztO0B9j6jcdpbDobAJ3WWPfoUsy4Ozi5vaqpj5RNXse6F\n3cy/alrcTnS1tcPDsXg7om71nug2r8G6cqva+p+sbaVnnOTsqQFmfu8kNVvPo/rUCI4dO82RIwN0\ndBwLN/axGz4aMqHNbyBE9MIAUHXeioJCCbrCMZFJPT3uGhZ3D6BzMq3M+nxjZXkmy/a3ylY2XanV\nngqe7zvKSj2Yy+URUOU7yOwxgx6NqL7jMQuKnp6TbNiwiMee3c6rVX+kyy0wfqeBNDAMycaNH7Jx\n44cA4Xi6lJIHHtjK6tU7wq75SAxDsm3bYAJZbIim42AbfiNA1XQNzV0erueubPSHs/rbezt5WF+L\nvznAw/pbzOodM2R+O6RuucZeE0+Zhu4NgAteq36d9t7pUcNsrrhiDV5fAFzDmXH3SWqnCZYvnkf/\n266oeP7NNzuLoTc31+PxuMIWusejIYQgoBtoHhe1Hx/H9LOGJcw1yVQJqUJhFyXoCsdEJvX0l59D\nABHVTzvfNy/LxiVJLG0r1+8997w6xAKrnKqHLXKrbOUbGoLlXqbQzywfx8fqLuOtrpf5g7eb1/dG\nlymZ+1VbOxxPmYYMWeTmPrx29p8Yvs9Pz9nnwC/OhV++A386HLXvUhIuqTItSCAohmG3+1A3NESH\naCpD13XE1ACz7j7F8XY3VY3RI0btlAxmrLNaUx3fXD2NXz27G3nhKALnH4/6vtbWTrxeHcMAYQgC\nT32Er0xvorGmnntaB68dGEycWO1oH4IldjdGxdB3nTrN7U/sQL+wlqUjT7Ph/HPihwsyVEKqUDhB\nCbrCMZFJPaKinlsOnUo7s94JicQ5XjKZHYsx1vUbabV7yjQ+qHuPJW1Poxt6OOvdKls5UvSGe7sZ\n1beZ4d7usAiu2tPCTZMHrUivL4DLI/jo107jOyEZNQMqp0Ynd1X7utGmz8S44hzYdCRYxhWBpgnc\nbg2/30DTBLNnj2f05T5+9dAWDj7vAUPi9mhxk7vM0EE4k//SwWOJzJOo9lQghECTxM3QzmSVxORP\nzODQefUYQuOwNBAVVeHXamuHhzP4pYT2Px7nps8+x8mfuTKyD7G/h9buw8iayVGL17vihQtsDmJR\nKDKJEnRFSkQm9Uyqyp1rMZkbPF4NfSoWoxkv/s36LRyauI+dI3YQKivHbwTo8w+wvOlWWg5sivqc\n6cHo2S3pb/fw6fnn4hn2flTTmZ0979P4p0+E4+KGNPCekNRd50VDsK2ng/63XRx4dhgnq8uonnKE\nhj8+x3s/1tGlhFA8N5J/+Ie/4L772tB1g6VLW1j5xFVM+/objL3cT3+7h2Vf/FzcPIB4jU5iO/St\nePPJUE2+xpILFlgmdmWySmLzaT2ch2AAz/cd58vjg69Fhg9M/H6D229fzyuvfCXjlRpOykIzVUKq\nUDhBCboiJWKt5FxZH8ncufEss1SsNTNe7LvKz3AGx5cIoq3T9V2bCBgB1ndtYkXTbTTW1PMV10IW\nf/s5An6DZY9vZeUTC9lau5XNR/YgIRSr9uP2aPikjuaG6umB8LbF3iqu+PyakHfgbL65ehonejz8\n1L8VaYDQQjsSWmBIGWywImUw493n0+na6mX5393K45M6ObFwPJPGTLA8Trud98z3SYLlcH3++E1x\nMtWhrMp3EE1WYQCaNNi1/0Xax45KmCFuGAatrZ3cddcnM5qk5qQsNFMlpAqFE5SgFyG5KBlLRD5b\nw0YKtssjqJtTHvV6POswmbVmdU4jBQyC+ukWLq6deDHzJsylsaaeH+36bTir3W8EWPHmkyy5YAFd\nW73ofomhD4rrTX83j50974ct4euvnMPkJyew7NGnqGz0U/MxuHZiE/MmzOXpXwzOR8dncFbHaCZf\nWg4uGVxZeDT4/xrgvzvAkLjKXMyaNZ6XXupE0wYzuvvLRvKjU/34TnpZ2feeZSzXbqOTdBuiWJ3j\nZIlj14+p5+l9/0Nv2Viqfd1U+o6EFxyLFs1k1art+P16uCOelJLycnfWmiE5KQvNVAmpQmEXJegZ\nIJeDTHLZBzoe2RjLaPccmm5wUwQf1tdaZlqn2rM98pxGCphLaFFCHo+3ju9nadv9Q+ab19YO5+lf\ndPGpKc10f2QfzeNmBsMWV9cz6+IxQ4Suv9k1xKvQMfodZtx9kt5dLspmV7Lvry4g0DwebUsP35h8\nDj/955cxDInLpbF8+bxgYl/34aSxXLuNTtJpiGJ1jvvLRidNHGusqec7U/6K+9rXYkiDMs0TXkiY\niWvm7wZQg0gUZzRK0NMk19ZqqoNJMkndnHJcnqBFlInWsE7PoZx0go/8zenQORBJz0Gy7UeeU5/h\nDyet2RGweRPmsn7/RvwyomY5Zr65OfksWF4lmXH3SXZOe58Tb7vo2uqlubmeG5qih6FYeRoqe3Vq\np71A1VQfHq2Pfx9XQdf48TRfV0Hriq34fMGWr0IEh4lAMJbr7g4OlnELQe3uPu556B0LAUzc6CRy\nwRW7r3bY1tNBz25J764yaqbrbJvcwYGzh8ddbLT3dvL4i1s5scvDRZeO5TMTPx4+34kWb0rIFWcy\nWRN0IcQw4BWgPPQ9/yul/A8hxEjgMaAe6ASul1L2Zms/sk02rNVE5LsPtBlXnvZdmTDRyglOz6HT\nc5Bs++b2fIYfCWw+8i47e94PW+qJhK6xpp4Vl9xOy4FNrO/aFM6Aj5xvbpa/GTogoXeXC9BZ/O3n\n0P0y7iImVqwSLjASZHWb7V/17UdZctvrBEK12UIQ7rWeaBHV1tbF5VesxufVKSt38dKGGx1fc7G3\nip3/OhwjAF1uENOraP6EdeJYe28nX131S7b+SzlGADQ3TL/7JKOmCeZNmOvoexWKM4lsWuhe4HIp\n5Z+FEB7gj0KIZ4G/BjZIKb8vhLgTuBP45yzuR1bJ9SCTfPeBNq3Zs6dKqqbqyEknUtpOZDw1lXM4\nr+6i4P+TuMDb2rrYv78Pl0sDDMvtm+d01Z4WNh95N+6I1HiYoj9vwtywVdlf44Km4OuRxyddkprp\nOkd2j8Dv8yMNZy1J4y0w4uUOtPYPEFpHoG85iu7TkbrEMIIeBTstUR97djunvQEwBKe91h3bktG1\n1Qu6AAOELuja6uXLV1snjm3r6eDoTjACgCEwApLju1xUT/XZuib5zjFRKPJF1gRdBs2CP4ceekL/\nSeBzQHPo+dVAK0Us6PkYZJLPPtCZ8BBYxVPtnsPYzyay2CJd7W63xs03z4nbLayxpp6bJkcnrSU7\ntljh6H/bxY9ufAufT2flj3ay8omrkJNOMHtqQ/j46uaUs6f+JD8YLZG/eQ0COu6IznTxeponOjex\nQ0Sisv4jyqfEiDKkEEhN4na7oiz0RIuoqul+NDfhznFV0/0Jz4sVzc31lJe5hyzarBLHZtc2MGrG\nBvZHfGf19OBMejvXxCpWr7LNFWcCWY2hCyFcwBagAfi5lPINIcRYKaVZQNoNjM3mPuSCTJXoFAOZ\n8BBYdlhruhJmjAzOcB+I34TDSQ5B7PSvZN3CnBybKRw+w48mNO5oXMibrYEo1/6yR5/iI39zOiws\nn51ax7aeDk646tBneOEXlyK2HOWrV09h16nTfP3Tj6P7dcojXODJ4v+xQ0Qeemg7L7886BI3y6fW\nvLyXh37cjt8IjlS99toGrrnmfHp6TiZdRF1/5Rye/d4mju6EUTOCj53iZOHbWFPPQzf9Lb8Y+wee\nfeEdKqf7GfExyR2NC2msqU+YGR/7+/hF1y4e0CcSQFCuOrYpSpysCrqUUgdmCSFGAE8IIRpjXpdC\niKHzHQEhxC3ALQATJ07M5m4qHJKuh8DKyrfbKtOJhyAVV77dY9vW0xGOuevS4L72tXxtzvVRJXWV\njf6wsLQc2ERL1+bwPHTP6KthZi1ls0Yxe8I53P6dlwn4AmCAN8IFniz+HztExOo9TRUVtO7qI+DT\nw53VnnrqHZ57bq+tJE5TYO0udOK9z8nCt/9tFx/pOo/vfOljQS9HaHu/PtjB4u6BuAIdVZmguXi2\n9xi+yjoQ8UfVpkMuK1wUimTkJMtdSnlcCPEyMA84JIQYL6U8KIQYDxyO85mVwEqAiy66yFL0FcWJ\nlSVsp7wq3mdjCVtwM0ZmLRwyu7YBTWjoodZxUkrkpBNRrvWH9bX4DYFHC/6ZRbaD/eZZxzirehrN\nlRW09g9gXFgLHhcEdFyewcVHskVJ7BCReAsXczunTweQ0vk4UTsLHbsllcli3FZeicaGOtp7O1m2\n53V8lTPiCnTk7+PQqV7+++BetLOnYwCuDHdsCw+H8QbQNI077mhixIhyJe6KvJHNLPfRgD8k5mcB\nVwE/ANYBNwLfD/3/qWztg6JwiRUIJ60yE4nLEEt/xnnclYWba2NNPXc0LuS+9rVIKYdktgPM6h2s\nLwfCFrpHc3P9mHoaa8aEt1c+axTeX1yKtqWHn31+MA6ezFVtNUQkXvx9w4ZFrFmzg1WrthMIGCAE\nGz0B2hKEOJyQLBzS1tbFY89u57Xq1xk+xRdX9ON5Jbb1dFDp/RDt7MaEAm3+Ptp7O2np2syMnufp\nLz+HZZMvyah1HhwOE8Awgt3p7r33NTRNUF6e22ZLCoVJNi308cDqUBxdAx6XUj4jhGgDHhdCLAb2\nAddncR8UWSAbWcSZapWZyaEYyY5z/rlNnFc1Pu57IjvOza5tiOtZCB/7uLE0Xzf02Cun6kwY7aWy\nNnpgS/jzcVzZVpbu/fd/htmzx3Pb7evRdYMn/+011o8WtP7N3LTFLlE4JNKaxV1O490BRky1zoGI\n55WYXdtA7Z4XbAt0titCmpvr0TQNwzDCzxmGmo2uyB/ZzHLfCcy2eL4HuCJb35sqqtTFHql0qrN7\nbjPRKjNTQzHsHmcib4HVNszxqrHEO/Z0OgPGs3R7ek5iyFAL2YCOf/MRWq92vvCJva6JBNTcF8MA\nAnBil5vR0wzLHIh4XolUBDqbFSFNTXX8/OfX8vWvrycQMJAyOPUuF+WrCoUVqlMchdFOtVhw2qku\n1+c2U5Z+qh35IjOwO2y4oJPF92P34/EXt/J0R5etnvTxLF3zea8vAG4XnotG2174mPs8mCMQfV3j\nCWj0KFoXN3xmBtc3zYl7TuN5HfJZsmnFLbdcyPTpY8IdAe1UDSgU2UIJOoXRTrVYcFqHno9zmwlL\nP5V6+9j4/cqx9Uld0Mna3Ubux8l3yvjBv7yJ32/g8bh4cN2nojLA7db3NzXV8fKGRax5/l24cBSL\nLptk63xF7rPLI5j2XcnZU+1d12S5AE48ZE4zyzPtfYstmzuTylYVhY0SdPLfTrWYcOr2jJ0NLr5Y\nFexKUOCk4t6Njd93iaqkLuhk7W4j9+OZ3x1hs28PEMxQv/P/rmPSbafC4h2vvt9qu6mIUHRdP/S3\ne6iaqtv+m4n3nU68OE77/rf3drKk7b8IGAHcmjs83jYeSZv42CyvVCjygRJ08t9OtdBIZtE4cXs2\n1kTPBr/l8ReYtGF8UVg0Tt27VvH7xooxSV3QyWKu5n78Tnsy6vnTvbDvt4PDTrK9MI3d52Vf/FyU\nhyBVUm0WZCf5rOXApqjxti0HNqW1WMhk0qVCkWmUoIcotNhctokn2tmIecfOBi/VDGAn8XunLYPb\nBgZY/8kR8IgGfgOXW3Bss5ueje7wsJPGhuwuTLPV5jjbzYLiEWuN21ksZCrpUqHIBkrQz0ASiXY2\nYt65HmCTCpmKszqJ3ztxe7f2D6DPGAm//ARiy1GG7++i/5kTYAjQQ8NPrs7+wjQb8WInHjKni4rJ\nVRMsH1tZ43Z+p06TLhO1qVUoMo0S9BLBiSAlEu1wzNtdQ3/5OYiKxNuyQ+RNuG5OOR2j36GyV8+q\n8Dg5H6l6JTKxCIjdRrxtNldW4HruGMaWo7guHMW4Se8y0BIaXuLS2L+/j7a2royLba4EyclCxMmi\nos8/gCBYoSdCj8HadX/XXZ+0tViwu2hT8XZFrlGCXgI4FaRIF6cQgmpPdOvMr8y+Odwv+5ZDp5hU\nlX6csKmpjsqpenA/385uCZvT85GKVyIToYnYbSy5YAEr3nzSeps7jyFufQ18OppHo/r/H2DG3TpH\nXirjyEvlPPDAVlav3pHRDmWmIHmlxH1Q8uC4Cr48PrcZjekuKGbXNlCmeYa48+NZ45n0QKh4uyLX\nKEEvAZwKUmNNPUsuWMB97WsxpMGKN5/kvKrx4c90iSp0TmKQ2RtRcKBJwPG88VS+x+p8tPd20nJg\nE0B47Oq2ng6qPRWOk8lSWQTEilPLgU3hAS9+I8BvXtjE7tcr8c6dQFnjcB4/3BneZmtrJ4HQLHMd\ng0v7LuHCRWex5cQpfvb8NttJYk5o7R/AK2X4d7Bsz+vMGuZO65o58WokG8QSj6jzHMedn4uxxyre\nrsg1StALHDs1t6lkN/f5B4IDRWCIIGXrRlTtqSD4jWAgozwDmcTqfJjlS2bG89P73gARHKpSFrKO\n+/wDtl30h0714tJcYNgr2xpao34W67s2YU4d+vPbbtZ+u4+Az4DfdMEvPsEPzh7JNaE+67EW5Reu\nmUVTQx0N13Sx8kc7HeUn2LV6mysrcB+U+ELTXI67a6IWGU5x4tWwM4gl3rENcXPHcednu348U02O\nFAq7KEHPIU5jrnZrblMpu0u0CHCc+GOz0Ue8eKYVTs9V7Ptjz8cjHS8SCIk5gIGBqaZ+I0CffyBu\nW9bY7zFFySU0PnvuXzBvwtyk+xjrfl137DC6EezNLoDK98cT8PWBAQQM2HIU/8zasIjFsyhTyZa3\nG9dtqqjgzpHD+G7PKaTQ6DlrIt87KZl8sCOp693q+jnxatgdxBJLobm5M9HkSKGwixL0HJFKzNVJ\nza3T7OZkiwDbiT8OGn3Ei2fG4vRcxXt/5Gdm1zbgDi1ghiCE7ZrtSFFCGow9q8bWeY/1eswfOYaH\n9w0uqKY21fDKg33IAODW4MJReEKfM7GyKJ12TYt0o3ttCN6w8hoQ3vBj3YbrPd71cOJJml3bQM2e\n55ne8xz95efwncmX2vo9Kje34kxGCXqOSCXmmu1yr3iLACci4XTRYceT4PRc2Xl/Y009K5puo+XA\nJrb3vMe+Px8Kv3bp2Gm2F0OpNm+x8nrMGjZ4LgDeuPttPnizAv/FE7n80nEsPWdiXBFr7+3kF7//\nAytv3oful5SXuW0lxNW6XZizwYzQ40SYAumVQY+GkAaV3g+TWtdW18OxJ0lKqnxHGOk/xqxhf5X4\nvSGUm1txJqMEPUekIgSZTNyxK9JOW2s6XXTY8SQkOldWrtxqTwVCCETEXPJE393e28mNmx7jWNkY\nRvoO86VJlyfcn9htpNq8JdbrEXsuHrrpb21t18wHeO8FF35fORjCdkJcT0BHIyjmWuhxsn1++fzz\n+MmH+3n90JuMPtlBbaA3qXUd7/rZ9SRt6+lAlwYS6H1L8J8vt/KNhVdEHV+8sIxycyvOVJSg54hY\nIQB4pONFW4000k3ccSLSTltrprLosNNa1ko0TVeuz/CjCY07GhcCcF/7WnRp4BIaSy5YkFQw+stG\ns3vMNfikpFsI+stGJ93n2P1L5G5OtTa9v2w0B84eTkNZYjHa1tNBwAhQPV2iucsxAhKXR7PlwWmu\nrKA8gUvaav+bKipoOv9jtI86i209I+IeW2QVgZMkQytm1zZwsnwcB/ZUcujfDrEzsI9n/mtN+Ler\nJiQqFENRgp5DIi3EXN6MnIh0Km5+J4uO2GP/yuyb6RJVQ9yjsaLZNjDATz78kKPuEVSY3fTjAAAg\nAElEQVT6jqBLgx/v+t9gLDuEIQ1biXZbXHX4JRgI/JKMJU4lGgSSSOjbezt5/HAnPzw1Er8kabKa\nmQ9QNTVA490D/HmXh+98aYGta5DIJZ3sd5lsIRNZReARLlZccnvKv+v+stG0j74a77p3kP5DSCO6\nbbCakKhQDEUJeh7I9c3IiUhnuz438th73DUs7h5A52RCERtscHI21F5NY89zVPmORIk5gCY0W4l2\nJ8vH4Rl9NUgymjgVbxBIIqE0X9s7fCqnq0aA0OJmZ//6uY2se2E386+aFs4H6Jw4DPfCyUwaMyF2\nd+ISzyWdzu/S9BqYBKSe1u96zct78T73DrK6DDwuRMCI+u2qCYkKxVCUoOeBXN+MnIp0NutzI4+9\nv/wcAoikDWzMUiQD0DQX/eXjqfIdiXqPQHBH40JbiVrDvd1886xjnFU9LSeJU4mE0nytyteNJg0Q\ngjKhDVlk/Pq5jdw4fz1GANb+tJPV667l0k9cy7+/+x6+415W9r2XdmvRePX723o6EBX1lp6UyM9G\nVhG4hSvl33VbWxcPXf800hsAjwv3N6fzNXcliz51fvh3mU4ug0JRqihBzwOZuhk5iddmu4mGXSKP\nXVTUc8uhU0lLjKJLkTT+c/In6D5awfr9G9GlgRBBMZ9/blPc740Vq+vH1NNYMyajxzZvwlzW799I\nQOq4hSvcjS7RAs58bYTvKHOObeDShvl8YcyEIaL5m/VbMAKAITAC8PP1O5g/sz6jNddWeR5L2+6n\nx13DztqRoJ2M27EtsorAPBep/q7NrngYIAIGX3NXcv9/DE1czPYgGoWi2FCCnifs3oxyOeY0V0Qe\n+6Sq5F3LLOO+4xuYN2GuZeKc1fnKhUXXWFPP0sa/prV7B83jZoa/I9F3292v8+YOR3hEuE590+xJ\njBsYwC0EZLDmOvLaPNLxIn4jQG/ZWAyhAfEXDuZ5T0fIzW3UzamKChEt+tT56RySQnHGoAQ9B6Sa\n+ZzrMaf5wG6JkdX7YhdFiZLSrN6fadp7O8PDVXb2vB/VHz/Rd9vZr7/79F/xxH2n+XB3DVw0Gn1m\nLU+d6McD/KXnJDfVjsp46MD0HtT4DtElDYTQ4mbGZ3pQzconFtK11Zu1PusKRSmiBD0DJMtgTvVm\nl2iYSTEmBWVq5ng84iWlpYrT/U00FCbZduyU8v3g81ewuGkAPwJJsHOtTxq8f/QtHt7/NrOGZdZL\nEx0eqYobQ8/E4jJ2G3LyCe66OnkrXoVCMYgS9DRJJtjp3OwSDTMptqSgYgsRpLK/8ZLKkm1n3b62\n0OS74KCYeN/15fENTKoaYM2xXlYdPUYg1H62ytedNS9Nuo2A7OJ0G9leHCoUxYgS9DRJJtjp3OyS\nDTMppqSgXIQI4iWlpUKi/XUSpzfj0PGOu723M9wYB4ZOvovFDD0sGlnDY4cP8FrHOob7jmbdS5NI\nQDOxuHSyjWJbHCoUuUIJepokE+x0bnZ2h5nkklQto1yECBpr6llxye0Zsdzi7a/T5ivJjntbTweG\nNMKPhc1BMU0VFTR9dArtI67LuqVqR0Azsbi0uw0ni0NlySvOJJSgp4kdwU71ZldobvV0LKNcHUum\nvBbx9teppyHZcZuLNq/hRyD4wkebHe1/Lrw0qXpXsiWmdheHypJXnGkoQc8A2bypFpJbPV23uVVW\neqEsVqywOvepeBriXcN1+9po7d7BX46bwUsHt2FIydrOV/nk+Mak7v1sEO+7UjnmWDFNt7d7JHYX\nh6VSCaJQ2EUJepGSDzHMpNu8WK2nRGLi5Jqs29fGD3f9NvzYzJWIzY7P1TlK9F2peFcixdRn+Lmv\nfS0yNA0vE8cRu0iymiZYjJUgCkU6KEHPIZkS4Xg332yLfCbd5sVsPVlZ3E7Ft7V7R8wzAg2ihCf2\nHK3a08JNk+dl5Twlux5OPUWRYiqEwJDSsvzSKVbCHW+aYKGFrBSKbKMEPUfYLU2yg9XNF8iJNZep\nEECpWU9OFyjN42ay6cie8OMvnncZZ5cNixKeyHNkINl8ZA87e97PyrXN9PWIFNNqT0W44U6ibVuJ\ndezrVsLd2tqJ16tjGBKvN3qaYCGFrBSKbKMEPQc4LU1KhtXNt9gsXqdlSoVuZTkVRLPvvNkmNrIP\nfeTxLm+6lVV7Wth8ZM8Ql3wmyYY1Gymm51WNT7htK7GunKpHfSbeGODa2uEYRqhfgyGprR2e9r4r\nFMWIEvQckGppUjzi3XyLzeK1Yz0Veqw9VnydCOL8c5vCQm5uJ9aaXd50KzdNnsfOnvezem1zEa5J\nGIKIEevHnt1Oe+8fw8f8FddC9u/vw+3WgOhRqj09J9E0MAzQtOBjheJMRAl6DjBLk3yGH01oCcd8\n2iX2Blmq8UKnnodcZ4XHLjZuaHDerjRyO1bx5hsarkz52tptO5vvRVNzc33UQJaq6f7wde/ZLVn8\n7efQ/RKXS+Pmm+ewaNHMsFu9ubme8nJ3+LOm0CsUZxpK0HNAsdVgFxJOXNm5FqZUFxvVnoqoEq6W\nA5vwGf5gR0Ap0YRG31su+ts9HJzv5xFeZHZtAw3jm3i6f4D+AXtjUu2ej0II1zQ11bFhw6JwDL1y\nqs7rbW/gNwL0t3sI+A0MHcBg4sTqqBh77GfVMBfFmYoS9BxRimKbiHji5dSCdrIYyrUwpbLYMIft\nCKBM87DkggWs79oU6thPsGWt93K+/e3NBHwGdz36BjPuPol75jbaR1+NX0JZaCY5kHD0bOz5aDmw\nKWN15slIxVPS1FQXJcbhwTBfrOKWx19IaIHHflahOBNRgq7IOIPi5Q8LlUe4WNr410Piw3ZF3c77\ncp05n8piwxy2Yya4tXbvQA+angjg2okX43/m7KBFagABQec753DWxz+CT0oMBD4pWdPTy+pjvfik\nDAt8rKhHng+X5mL9/o3o0shInXkiMuUpCV/3Bpi0YXxOLPC2gYGEiySFopBRgq7IOIPiNYhf6jzT\n9SfHA0+ckI88AqeLjbBrnWASY/O4mVEJb/MmzGX7nMPgkiAFeDSOXzqDvuEj8CDQgTIhQIBPSnSC\n/2/tH+qGjzwfh0718vS+P2WszjwR2fCU5MICbxsY4Ip330u4SFIoChkl6IqMY4qX1/BHPT+qvJr3\ntG7HA0+ckEyY8lUC11hTz5ILFoTLFzWhseSCBcw/t2lISde2SR3MuPskne+cw/FLZ8DMUWjATbUj\nmVhWRnNlUGRW94QsdCHCz1l9rxnqaOnanBPvRbH2GGjtH0i6SFIoChkl6IqMY1qGLQc28fv9G9Gl\njltz86WGy/lSw+VR4tXe28mqPS3h2HI2Y9/5zubu8w8gZcjlLmV4HG7sImR2bQO1016AGafZWTsi\nGG8XgkW1NVECs3LsWfzm8D7OEyep9FVCAvHJpfeiWCsumisrKOsWSRdJCkWhogRdEaa9t5OWA5uA\n4GzxdG7EpkjNmzB3yI090s0eGWvXEFm16PKdzT27tgGX5kKGYtrxjjNSEEVFFV2iakhMt723k1Xb\nVuI3AuwAlnS9wopLbk94PNlKzLTyehRjEmhTRQUbzj9PxdAVRYsSdAUQvCkvafsv/EYAgPX7NyYV\nCDskurFHxtoFcOHo87PWqxzSdwVnxF0fstDN/8erBkgmiNt6OgiErhVAQOp5KTfLt9cj0zRVKCFX\nFC9K0AuIfLY4zYdAxApsNsXcZF7dRcH/O/RA2BGuZNdvW08HujSQgC4NWg5soqVr85BSNjuiOLu2\nAXfo3EGw3C0fsep8ez0UCsUgStALhHxbOvkQiFzGWmPP77wJcx19Pplw2bl+sQsYwLKUzY4oNtbU\ns6LptoyFSFKlWBPgFIpSRAl6gZBvSydfApGrWGu65zeZcNnZfuwCBghnnhshC92JKDo5d9ny/hRr\nApxCUYooQS8QCsHSKcZEJruke36TCZe5/R53Df3l5yAq6uNuJ/KzkSNGI2PomSTT3p/YxUEp/24U\nimJCmGU0Gd+wEHXAGmAsQW/iSinl/xVCjAQeA+qBTuB6KWVvom1ddNFFcvPmzVnZz0KikMaEFtK+\nZIpsH9OvD3awuHuAAIJyUTiNSR7peJFfvf0sBhINwdemXpPSEBmAdfvauK99LYaUlJVAEpxCUagI\nIbZIKS9y8plsWugB4B+llFuFEJXAFiHEC8BXgA1Syu8LIe4E7gT+OYv7kVGyKQqFYunkO56fLbJ9\nfrtEFTonMSisxiSZ8v6093aGG+NA9mazKxSK1MiaoEspDwIHQ//uF0K8BXwE+BzQHHrbaqCVIhH0\nUhW6WPIdz0+HTCy47I4cjX1PoTYmyVSce1tPB0ZIzAGEECWTBFeKHinFmUdOYuhCiHpgNvAGMDYk\n9gDdBF3yRUExC50TEll0hXzjy8SCy255mtV7stWYJFN97tO9XrNrGyjTPPgMP5rQuKNxYcH9BlLh\nTFmoK0qfrAu6EOJsYC2wVEp5QggRfk1KKYUQlkF8IcQtwC0AEydOzPZu2qIQEtdyQTyLLhO12MmI\n12jFDplYcMXbRuRxJfqeTDcmMRv+BIwAbs3Niqbb8iY2pZrRfqYs1BWlT1YFXQjhISjm/y2l/F3o\n6UNCiPFSyoNCiPHAYavPSilXAishmBRn9Z5cW4ulekOzwsqiy0QtdiLizQy3u51MLListhF7XEsu\nWJCzhV3LgU3h3gDmTPNUvA6Z+s0WSp5HJilWj5RCEUvWBF0ETfEHgbeklPdFvLQOuBH4fuj/T6Wy\n/Xy5yUrxhmaXTNRiJyLezHC728nEgstqG490vBh1XH3+gZws7Np7O9nTdyDtbeTTnVwM88XT8Ugp\nFIVENi30S4EbgF1CiO2h5/6FoJA/LoRYDOwDrk9l48pNlnvs1mKnarlGfj6VRivmPmbaCrU6rmwv\n7CIH15hoCCZXTXC0nXz+nRTTfPFUPFIKRaGRzSz3PxKcuWHFFelu/0yJZxcaiYQsXQs58vPZbLTi\nlHyEWiIH1wAIBBJY8eaTnFc13vY+5PPvpNjni6t7jKLYKNpOcWdSPLuYMK/Dtp6OqMdOPl+I1zLX\n+xUpJkIIDClTmhefz7+TQi3js4u6xyiKjax1isskZ0qnuFJAxR0zR2TG/4o3nyzKc1oMMXSFohAp\ntE5xijMQFXfMHJFegfOqxhelpajmiysUuUPL9w6UCu29nTzS8SLtvZ0Fta1cY7qKNYSKO2YIVTql\nUCjsUFIWer5ufJl0Mxe7yzrbccfYa1zqYlfsv4dkrNvXRmv3DprHzWT+uU1x31fq11mhyAQlI+j5\nvPE5cTMnuzHl2mWdjRtlthLIrBq8FGts2S6lHMJYt6+NH+76LQCbjuwBsBT1Ul/UKBSZomRc7lY3\nvlxh181s3ph+9fazLG2739KlnkuXtZ39KSRir3Fr9468XfNcUcohjNbuHQkfm+Tzb1uhKCZKxkJ3\nUjOaaavUrpvZjrWVy1KZYrP+Yq9x87iZ7Ox5v6TrhEu5dKp53MywZW4+tkLVgysU9igZQbd748uW\n+86Om9nujSldl7XdBUux3SitrnGusr/zGcMt1Nr8dDHd68li6KW8qFEoMskZV4f+SMeL/OrtZzGQ\naAi+NvUabmi4MiPbtkO2hcHpgkUlGyUnF1PmnKBquxWK0kfVodsg31ZpKtaWE7Fw6kYvVesvk2R7\nypwTUumPno9Fm1ooKhS554wT9GJz3zkVi3wvWEqRbE+Zc4LT/uj5yBBXWekKRX444wQdissqTcXi\nLqYFSzGQ7SlzTnDaHz2dxYYd176VJW5+5/GyUZwoG8fjhzsL6neovAeKUuWMFPRiIhWxKKYFS7EQ\n75ya4rDkggU5mQ7XVFHBhvPPsx1DT3WxYce1H88Sn13bwMnycbSPvAJDaPzwlMY1A4UxaU15DxSl\nzBkh6MW8Io9nHWbimIr5vBQC2RaH9t5OWg5sAmDehLnhbTvpj56qx8aOaz+e9d9YU8+lDfPZevw0\nIPBL+EnnDirPOSfvv7NiK9VUKJxQ1IJuR5BKYUUeax06OaZ456gUzosdsrloyaY4tPd2suT1n+OX\nOgDruzaxoum2lLafisfGjms/kfX/hTETWNkXtPClEeDdD15h6b7e8O8sX4tJlWOiKGWKVtDtClKh\nrMjjWVupYPeYEp2jQjkv2STbi5ZsisO2ng4CITEHCOT4Gtlx7Sey/s3P/6RzB+9+8Apn+w7jR4S7\nvOVrMalyTBSlTNEKul1BKoQVeTxrC0jpxmL3mBKdo0I4L5Fko7Y624uWbIrD7NoG3MIV/s2483CN\n7Lj2E1n/TRUVVJ5zDkv39eKPaF2b78WkyjFRlCpFK+hOuq7le0VuZW39Zu9LvH5oN4aUlDm0Uuwe\nU6JzVAjnxXS7iop6bjl0ylFttR1SWbQ4dQVnSxwaa+pZccntjr06hVZzHu93VkiLSYWiVCjqTnFW\nN5JUbmhOPpPq9iMtdJdwIZEY0gDIase6Qk18i3SHf1A5k/erZmEALuC748dx17gxGfseJ9e2mPMK\niqnmvFB/lwpFoXDGdYpLJ1kslc+kevOKtbYgODrSRAiRNSslF+7FVG7OkW7XSu+HuJmJjrBVW+0E\nJ8efb1dwuuRj/1P9TuX2VigyT1EIeo/3BO29Q5tTxApJKjcXJ59J54YZeQNr7+2kpWszPsOPJjTu\naFxYtDe3VBc5ke7w2kAvD46roEtUDYmhm9e42lOR9TrvXOQVZNMyzUdeRC6/U1n1CkViikLQj54+\nwdK2+6PEwkpIUrm5OPlMpm5ehRC/zhTpWGjJzoF5jX1GAIlEAGWaJ/w7yHQiXbavS7Zd4vn4XeXq\nO4s9HKJQ5IKiEHQsxMJKSG5ouNLxzcXJDSmTN69icznGs47SWeQkOwfmNZYE8zwkhK91f9lox0NK\nMrFP6ZALl3g+fle5+M5iD4coFLmgSARdDBGLak8FQgiElFGvpXJzcfKZYhPiTJDIOoq3yEnU0Mbu\ngihysWCELHTzWj/tcEhJNnDqAna6+FEu5kEKrcxSoShEikLQRw2rGuJuX/HmkxhSogmNJRcsOONv\neNkkmXVkNznRqds0crEQG0PvHxhwNKQklnTFMlUX8Ly6YNJqsjI05WKOppTCVApFtigKQa8tr4r6\nA450xUoJff6B/O3cGYBT6yjeAiAVt2k8j4jdISXxShvTFUunxxL7nfMmzM3o9s8EzkTvmELhhKIQ\n9FiU+y23OLWO4l2fTF+3ZJ3M4gm3HbFMZsFnapETD/UbVygUTilKQVfut8Im3vWJdaGbfb1znYSW\nTCztWPCZWuTEw+72MxE6UFP7FIrSoCgFHZT7LZek4qKOd33M57IZHzbL2eoq6i1FNJlY2rWmnSZT\nplKBkek4e6T4QvrXQcX6FYrCoWgFXZE7nLiLE1lr5muHTvVmLT7cNjAwWM4mBCtn34wc6ByyP4nE\n0ok17cQ6zcQiNPL70o7j112U9nWI3Aef4aflwCYl6ApFnlCCrkiKXYFLZK1FvuYSGi7NBYae8fhw\na0w5W5eo4q6GK2nv7eSRjhdtC6+dpjctBzaxvmsTeug4sm2dxp7fJRcsSCuOD+kPSZld24BLc2EY\nASSwfv/GtMcDKxSK1FCCrrAk1vK0I3Cr9rTgNfycKBtNX9k4Hj882K43UkyQBp+d+BeMPasm43HX\n5sqKIeVsmQwZhIV8/0YCUsccbZSLTPRYQe7zD6QVx583YS7zJsxNK/7dWFPPtXVzWbevDQno0lAZ\n+QpFnlCCrhhCPAFM5GZf2nZ/WMzba6/GEBrfPwnXDAQbvliJSSrx2mTiY1XO9sjBtoyFDIKtaP1E\nziiMbHiTTaw8JU7d+FZ18OmK77wJc2np2pyzjHyVhKdQWKMEXTEEp7FZ8/0AfWXjMIQGQiMgDX7S\nuYPKc85JuzLBiZUdW86WiZABwOOHO9k7fCpVvm6qfEcQgFu4uHbixTlxM6dzDp3Wwedqv5yikvAU\nivgoQVcMwWmJlfl+r+Gn2teNJg0MQEiDdz74A7e9f5R/mv43zD+3KeWbb7qT7hIJjp1kvbaBAX54\naiSnq0agSYNZx17ki+M+mvN4caqJddluVJOrqhPVcEehiI8SdMUQnFpcke9/49Db0PMcfWXjqA5Z\nshL48a7/5byq8Y7Lqsx/p9toxRSc2OS4qGQ9zYVLaCCNId/R2j+AXwJCAyH4ZMPn+KePTnG0D/mk\nVBrVzK5twCU0pNRxCa1oj0OhyAZK0BWWWFlciWKX5vtn1zbwdtv9VPmORL1uIJOWNMWKK1Kih8R1\nyQULbPdBt7N9010blaxn6Hz2XOtkvehkO40vjJng+PvzSUk1YxIiOHpPiHzviUJRUChBV9jCbuzS\nFI7f7H2JV7vbo15b37UpoRhHiqsMxeTNkak/3vW/SCRu4Uo5/mvlrrWbrGe3d3whUwrNmLb1dKAb\nweqCgBFQde8KRQRavndAURxYiWE8Gmvq+d5FN/HN6dcxelh1+Hnd0BN+zhRXDYFbc+MWLjSCVpgR\nmorulzotBzaldAyR24/MEl/edCtfm3pN0gSrpooK7ho3pmjE3AwvtPd25ntXMoZZ9w6E695L6fgU\ninRQFrrCFqnEYOef28R5VeOjLPtEn4t1C0NwIfFW735ePdQe93NWWIUHEvWYLzUrr1SzwVXdu0IR\nHyXoCls4jcFGCqrTBLvYFq3tvZ386cjbBIwAbhslV4nErBTF24pSzgbPdd27QlEsKEFX2MauGFoJ\n6g0NV9r+nljrurGmnhVNt9l2tWdiPGqq+1oolEpWezzSTZBUKEoRJeiKjJOOdZjIujatspauzQld\nyJkYj5ruvuabkspqjyCbDXIUimJHJcUpMo5V8pld4iXfOU3KS5To5mRbqexrodBYU88NDVfmRMxz\nlYCXj3NeismFitJEWeiKjJFq3DySeNa1UxdyZHgg1i2eKXd0qbu17ZJLT0Wuz3khe2EUiliyJuhC\niFXAZ4DDUsrG0HMjgceAeqATuF5K2ZutfVDkjnTj5iaJMtHtLBJixTveDTkT7uhSdWs7JZcJeLk+\n56WcXKgoPbJpoT8M/AxYE/HcncAGKeX3hRB3hh7/cxb3QZEjMnnjs7Kuqz0V9PkHooQ69qaerBNc\n5H5lKtv9TMiaT5b4l2urOZfnXHlhFMVE1gRdSvmKEKI+5unPAc2hf68GWlGCXhJk8sYXKeIr3nwS\nnxFAIhFAmeZhyQULWPHmk0Osbjud4PJ5Qy7UjPhE2HE5l7Knwu5gn1I7bkVxkusY+lgp5cHQv7uB\nsfHeKIS4BbgFYOLEiTnYNUU6ZOqmHikgQggMaYRnj0vAZ/h5putPllZ3vHnhhSA2xRqLtet5KWVP\nRbxjK9Zrqihd8pYUJ6WUQgiZ4PWVwEqAiy66KO77FIVDJm7qkQKiSRCIUNPXIBJ4t+9Dy6lopnjH\n1qsXgtikW8qXrwVJIXk4Cg0VX1cUGrkW9ENCiPFSyoNCiPHA4Rx/v6LAiRWQi0dP4Y+H2olc0RnS\niDsVDezXq+eSVIUx31ZgoXg4ChG12FEUGrkW9HXAjcD3Q/9/Ksffr7CBU4swkxakVT/3jUfeCVtC\nAhJORStUqylVYSyE4ykED0chohY7ikIjm2VrjxJMgBslhDgA/AdBIX9cCLEY2Adcn63vV6SGU4sw\nVQvSzmx1E/OmGZvpbkUhW02pCGMhH49CLXYUhUU2s9y/GOelK7L1nWc6mbCUYy3CVXtauGnyvLjb\nS8WCdLoIMF+zc2zx4ujFirICFQqFXVSnuBIhU7HWSIvQQLL5yB529rzP8qZbgaGiar7fZ/gRQlDt\nqWDdvjZau3fQPG4m889tGrLQcLoISOXYCimOnu5CS1mBCoXCDkrQ06RQ6lAzFWs1LcJVe1rYfGQP\nEoLCeGBTWCRdQuPaiReH49hLLljAfe1rMaTkJ+2/IyB1ADYd2cMHAz2s7Xw1SoydupGdHlu24s6p\nXOt8J7UpFIozByXoaVBIN+tMx1rPGV6LW7jQQ6VhQFgkDamzbl8bLf+vvXuPkass4zj+/e22jVCk\nlEsIUKAQboFVWikIiAa5mKIIGKJAAqKE8IeYctEY8A8JBv4wIhEiMSEIGFAMUARSKlchMYi2CwW7\n3FcobREoItIEBNrdxz/Ome102enOzM7MOfPO75M0nTkz077POTPnOec973neNYMsOugUHnvzmbH7\nxSvJvGLJmr/x8eiGsQODFe8Mc9Y+xzXUjdxobO247nzva0+MHbTMaGBbl2FQm5n1Bif0KSjTzrod\nhV36+/r5+h6Hj01Ref+awbHkXCnyUklyAQjoV/9mSX39hg8gf238PeP1trHR2Fp93Xno3VVcPbSY\nkRgFsrjr3dZFD2qr1atQlp4lM2sdJ/QpKHpnPV6rC7swOsLOW80e+zcrg82WrlnOyOhIXsktCII+\nxCE77cs5+y3klfVvcPPLD/L2h++N/bsHbLcHiw46pSX13af6/kaT2Yp3hseSOWQHM7Omz6y7HUUN\naqscnH08upE+iYsHTh0b01CWniUzax0n9ClIcQTylg5SKkly4ZxDN6u1XnlvZTT8wOy5vLR+Lfe8\n9sTYZ/ebtVsp1k8zyWz+DvvQr76xpC7gvQ3v1/1/FjWobcU7w2N18EciuHpoMXtvu0upepbMrHWc\n0KcotRHI9RykVMdcSRDj37twzqEsXb2MjTHCNPWPddsXrZlkNjB7LhcPnMrVQ4uJiFL0xtRj/g77\n0CcxElmdvdEYLWTCGnfvm3WGIspfJn3BggUxODhYdDOsQWXckU+lu7moeKby/24azDfKjL7pY/F2\nKhZ375s1R9KTEbGgkc/4DL3Dypjk2qWMvRdTuUxSRDxTTYgn7XnEJ3pR6v0OtqNQkbv3zdrHCb2D\nfLZSDmU80KilFQmxOt56v4PNlACeKPmXbeCoWcqc0DvIZyvWqFYnxHq/gxO9r7J8olvgaiX/FAeO\ndkIv9eRZ6ziht0g9P0CfrUzMO6/axidEgFuGH256XdX7HRz/vlnTZ9ZM2pMdJAIaLCMAAAlGSURB\nVHRTj0gZuCfPmuWE3gL1/gDLfrZSRGItw86rDAcU9cw+14p1Ve93cPz7tpS0faDaWu7Js2Y5obdA\nIz/ARs9WKjv6eqYOnYpOJNaJklbRO6964m53wq933beyXn89nxv/vi3VJyjzgWq38QGSNcsJvQXa\n9QPcVOlrQ15aVQ3VEW9EuxNrraRV9M5rsrg7caBT77ovcl1NlrTdrd46PkCyZjmht0C7foCVHX2l\nUkC08Sy23cmiVtIqeuc1Wdyd6EGod90Xva7qKafb7p6kXuEDJGuGE3qLtOMHWD3XeAB9qG1nZpMl\ni6l2O9dTUrYTxscxWdztONBptA3Vyrij72RPkpnV5kpxJVeGM59WdTsXPfis2Tha2e4yDAJstVuG\nH+aGF/6UTeiT60Oce8AJnLXPcQW2zKx7uVJcgspwRtbpwVjt0mwcrWx30YMA26GTPUlmVpsTuk2q\n6IFrrVKGOMrQhlarvmTga+hmxXGXu9Wl6O7yVqknjk7cppbCuiyjWuvW69y6TTNd7k7oZlVSvMbd\nK2ptO29T60bNJPS+djXGrBvVqmFu5bel+vPeptYLnNDNqlSucacysGvo3VXcMvwwQ++uKropbVdr\n26W2Tc1qcZd7F/L1wPZKZf32Ylezr6FbKnzbWg/oxZ10pxVZ6KaVUrxFbjK1tl3Rt0yadYITepfp\nxZ10qtp9cJbiLXJmVpsTepfxTjodtQ7OWnXWXnTtdzPrLCf0LuOddDomOjgbencVi/56HRtjhGnq\n59ojz59yUvd3xKw3OKF3Ie+k0zDRwdlVK+9gQ4wAsCFGuH/t8rZuaw8WM0uHE7pZgYo8OPMAS7O0\n+D50sxJZOOdQpvdNQ8D0vmksnHNo2/4vF1wxS4vP0M1KZGD2XK494nsd6Qb3AEuztLiwjFkP8zV0\ns3JyYRkza4gHWJqlw9fQzczMEuCEbmZmlgAndDMzswQ4oZuZmSXACd3MzCwBTuhmZmYJcEI3MzNL\ngBO6mZlZApzQzczMEuCEbmZmloBCErqkhZJelDQs6ZIi2mBmZpaSjid0Sf3AdcAJwIHAGZIO7HQ7\nzMzMUlLEGfphwHBEvBIRHwN/AE4uoB1mZmbJKCKh7wasqXq+Nl9mZmZmTSrt9KmSzgPOy59+JGmo\nyPa02Y7Av4tuRBulHF/KsYHj63aOr3vt3+gHikjorwO7Vz2fky/bTERcD1wPIGmw0Yneu4nj614p\nxwaOr9s5vu4labDRzxTR5b4c2FfSXpJmAKcD9xbQDjMzs2R0/Aw9IjZK+j7wANAP3BgRz3a6HWZm\nZikp5Bp6RCwFljbwkevb1ZaScHzdK+XYwPF1O8fXvRqOTRHRjoaYmZlZB7n0q5mZWQJKndBTLBEr\n6UZJ66pvw5O0vaSHJL2c/z27yDY2S9Lukh6V9JykZyVdkC9PJb5PSVom6Zk8vsvz5UnEB1klR0kr\nJC3Jn6cU2ypJKyU9XRlBnFh820m6U9ILkp6XdEQq8UnaP99ulT/rJV2YSnwAki7K9ytDkm7L9zcN\nxVfahJ5widibgYXjll0CPBIR+wKP5M+70UbgBxFxIHA4cH6+zVKJ7yPgmIg4GJgHLJR0OOnEB3AB\n8HzV85RiA/hyRMyrutUppfiuAe6PiAOAg8m2YxLxRcSL+XabBxwCfAD8kUTik7QbsAhYEBEDZAPG\nT6fR+CKilH+AI4AHqp5fClxadLtaFNtcYKjq+YvALvnjXYAXi25ji+K8Bzg+xfiArYGngM+nEh9Z\nTYhHgGOAJfmyJGLL278K2HHcsiTiA2YBr5KPi0otvnExfQV4PKX42FRBdXuywepL8jgbiq+0Z+j0\nVonYnSPijfzxm8DORTamFSTNBeYDfyeh+PIu6aeBdcBDEZFSfL8EfgSMVi1LJTaAAB6W9GReiRLS\niW8v4G3gpvySyQ2SZpJOfNVOB27LHycRX0S8DlwFrAbeAN6LiAdpML4yJ/SeFNmhWFffeiBpG2Ax\ncGFErK9+rdvji4iRyLr95gCHSRoY93pXxifpRGBdRDxZ6z3dGluVo/JtdwLZ5aAvVb/Y5fFNAz4H\n/Doi5gPvM657tsvjAyAvRnYScMf417o5vvza+MlkB2a7AjMlnVn9nnriK3NCr6tEbCLekrQLQP73\nuoLb0zRJ08mS+e8i4q58cTLxVUTEf4FHycZDpBDfF4CTJK0imwHxGEm3kkZswNhZEBGxjuz662Gk\nE99aYG3eYwRwJ1mCTyW+ihOApyLirfx5KvEdB7waEW9HxAbgLuBIGoyvzAm9l0rE3gucnT8+m+za\nc9eRJOA3wPMRcXXVS6nEt5Ok7fLHW5GND3iBBOKLiEsjYk5EzCX7rf05Is4kgdgAJM2U9OnKY7Lr\nk0MkEl9EvAmskVSZ0ONY4DkSia/KGWzqbod04lsNHC5p63w/eizZoMaG4it1YRlJXyW7rlcpEXtl\nwU2aMkm3AUeTzRL0FnAZcDdwO7AH8BrwrYj4T1FtbJako4C/ACvZdB32x2TX0VOI77PAb8m+j33A\n7RHxU0k7kEB8FZKOBn4YESemEpukvcnOyiHrnv59RFyZSnwAkuYBNwAzgFeA75J/T0kjvplkiW/v\niHgvX5bS9rscOI3sbqEVwLnANjQQX6kTupmZmdWnzF3uZmZmVicndDMzswQ4oZuZmSXACd3MzCwB\nTuhmZmYJcEI362GS5ki6J5/N6Z+SrpE0Q9J3JP2q6PaZWf2c0M16VF7A4i7g7shmc9qP7L7Xrq/3\nYNaLnNDNetcxwIcRcRNkdeqBi4BzyGaT213SY/nZ+2UwVnHtPmVzwg9JOq2w1pvZZqYV3QAzK8xB\nwGaTsUTEekmryfYNhwEDZHNPL5d0H7An8K+I+BqApFmdbbKZ1eIzdDOr5aGIeCci/kfWNX8UWVnf\n4yX9TNIXKyU4zax4Tuhmves54JDqBZK2JasbvZFPTtUYEfES2SxeK4ErJP2kEw01s8k5oZv1rkeA\nrSV9G0BSP/AL4GaybvbjJW2fzyx3CvC4pF2BDyLiVuDnZMndzErACd2sR0U2M9M3gG9Kehl4CfiQ\nbIY8gGVkc9v/A1gcEYPAZ4Blkp4mmynwio433Mwm5NnWzMzMEuAzdDMzswQ4oZuZmSXACd3MzCwB\nTuhmZmYJcEI3MzNLgBO6mZlZApzQzczMEuCEbmZmloD/AxM6UE6HfIQHAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize = (8,8))\n",
"ps=et.varvarPlot(ax,data,'Si','mod_silicon','Z',(15,22),'z','m',('mediumseagreen','darkturquoise','navy'))\n",
"ax.legend(handles=ps)\n",
"ax.set_xlabel('Obs')\n",
"ax.set_ylabel('Model')\n",
"ax.set_title('dSi ($\\mu$M)')\n",
"ax.set_xlim(0,80)\n",
"ax.set_ylim(0,80)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Silicate, z<15\n",
"Feb-Mar:\n",
" N: 42\n",
" bias: -6.796750161307195\n",
" RMSE: 7.843055850465388\n",
" WSS: 0.8263257455083245\n",
"April:\n",
" N: 185\n",
" bias: 3.7289631463128146\n",
" RMSE: 8.02612932988841\n",
" WSS: 0.8104167885721365\n",
"May-Jun:\n",
" N: 184\n",
" bias: -11.655973624561145\n",
" RMSE: 13.47453485831945\n",
" WSS: 0.6370982332289357\n",
"Sep-Oct:\n",
" N: 97\n",
" bias: -21.83625358571711\n",
" RMSE: 24.725207763579487\n",
" WSS: 0.3674587784714377\n"
]
},
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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RiIjkJ++99x4JCQnUqVOHuXPnUqiQ3i6KiITKzz//THR0NHv27GH16tVcf/31rpNERDzt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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"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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oQggxhAYz/DzQYX53rZuKZxxs//7f4G/VoB3osKb56mbGzR2Xco8eedYxIEpi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\neMPoNvo/ZrXh4R6BDY+gNN+B/8ZONG1M4jazpwq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LKX+Ren0FcFWpxYUQC4Ergf8F3JL6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\n29YisROan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8I6Vl+0tSOct0ShZa4ST1TQPcCNK92ttVK60TtpHdoJQVgF9YQz7DCEk3n7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\nFEVREsD/By9r5/WiLcpAAAAAAElFTkSuQmCC\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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+dRVgjb+13mEbOOKugLblKSNKZkVEdqLyfW9BVRJMNwS6YcFdULsclh1D4Jef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sEDVV56bAqMFxAWqm79D1/0SmB9Th92ZkKN19vqn5niYhg5ssFhMGj00JafhWBJ75yKCrQWhGy8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\nemi2W3TmMrjx2FQ3GI/Wi10ZD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omkLF3AOjA53TxwpX7tpUt1Qev3w4QJeq9sU+XDHWHn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\nVgghhBBCCCFE0Pn/bzM/sZhq44cAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(1,2,figsize=(16,7))\n",
"p1=ax[0].plot(dJDF['N'],dJDF['Si'],'b.',label='SJDF')\n",
"p2=ax[0].plot(dSJGI['N'],dSJGI['Si'],'c.',label='SJGI')\n",
"p3=ax[0].plot(dSOG['N'],dSOG['Si'],'y.',label='SOG')\n",
"p4=ax[0].plot(dNSOG['N'],dNSOG['Si'],'m.',label='NSOG')\n",
"ax[0].set_title('Observed')\n",
"ax[0].set_xlabel('N')\n",
"ax[0].set_ylabel('Si')\n",
"ax[0].set_xlim(0,40)\n",
"ax[0].set_ylim(0,85)\n",
"ax[0].legend()\n",
"\n",
"p5=ax[1].plot(dJDF['mod_nitrate'],dJDF['mod_silicon'],'b.',label='SJDF')\n",
"p6=ax[1].plot(dSJGI['mod_nitrate'],dSJGI['mod_silicon'],'c.',label='SJGI')\n",
"p7=ax[1].plot(dSOG['mod_nitrate'],dSOG['mod_silicon'],'y.',label='SOG')\n",
"p8=ax[1].plot(dNSOG['mod_nitrate'],dNSOG['mod_silicon'],'m.',label='NSOG')\n",
"ax[1].set_title('Model')\n",
"ax[1].set_xlabel('N')\n",
"ax[1].set_ylabel('Si')\n",
"ax[1].set_xlim(0,40)\n",
"ax[1].set_ylim(0,85)\n",
"ax[1].legend()\n",
"ax[0].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')\n",
"ax[1].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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IiPRsys2JpZZZEZFOiNRGCNeECeWHumQLbTA7OyGJstW2bdu44ooraGhoICMjg5EjRzJ3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ggAEwcOjOSii3IxGBRkuY6ePWdjt8/2uZb+QXXw4KU4HFXNXnOb3U5yfj4OITAAD/bv72mFdv+8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wboe2ve1v2lRpePT8Tn4JU/ivtj2LjU9S9LW+zvF+zZlvvvmGp556iu3btzNw4EA+/vhjrr32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\no2RWREREREREQo6SWREREREREQk5/x8uITF/cDMMrgAAAABJRU5ErkJggg==\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": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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GwYMHJx8PGzaMsrIyfv7znxOLxQBobGzE3eFFREREFJvTQzOzIiIdEQq5jZ8CgU41Q+vP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Jsd\nO6ah1yeQkJASUHgHk513lXpFyVE83eVpr/EHkZ4dG6iSbdOmTRiNRjZv3kz37t1ZtmwZN910U8TW\nIRAIBJVCks4PA69tTYyVpbyemEFOMWp4+2X0jgJsGuhVSLm2HykPPBj0Zqtfk0SPeAWU2dzdoWvD\nu0eP0iImhtTERK+YiaqRd0qmU6zk1R7k65nh/mhHFXQf5DJwgomU28pfb8ARfz6i/9atW9nQsaPz\nTatLDY9m5rE3RuV1XQxvTHqOwg2xFY73q81s3LiRoUOHsnXrVm6++WZWrFjBDTfcUNPLEggueuq+\nmPVTElRToq0qpc2RKov2JByjgCJFMH8zi8XMtm13oGlW93MFBfPp3Hk9sbGKV8/QzlNlbwZ8P69z\nLp+z91nTtKDGH1QGf6LVXyVby5YHGT16NB988AEtW7Zk0aJFPP7448iyHPY1CQQCQZXp0AFSUmpX\nE2NVqagnZtAglEGDyJ0zGtMPS4lP6o4pOQ4DkNYjrVKX9K1MGpA8wGtzd9qOT1le/27nwadP81lh\nIXOadfOKmY90y+SK+oXltgd5fzTFr2OxL54j/nSSxMHiYswWC4rBgE3SI2PDIevZ1KULMqBaZfgy\nAalLEehVNAnaqTuIiV3Jc889VCdNwvbv309qaiofffQRrVq1YsmSJTz22GOiL1YgqCXUfTHrszto\nXpeN6bbWAXtZI0VVSpsjWRbtSzDZxuoQ1v7WVZHQLioyoWk2r+c0zVlSBXiNFMq1Dqgw01sdmx4B\nh8ybzv/P1mo9w4svTsVsng7A+PHjSU1NpUGDBmFfj0AgEISNBg0grXICrlYQqDwmiDIq5fmpkP+g\nM3av/6BKsdu3MgnwGvuz+fgeiGsFsZ0AKNE0Cuu3r9TmdKgVYstPnCA+KoomUVHsOneOt48eZeGx\nY/TZlMw3170AHZfCzj7cbOlHrwNFrJ0Rh/pTLJIEOk2mAzuYzgjqnbSTZ5lTqXF/NcWff/7Jq6++\nyowZM5BlmfT0dEaNGkX9+vVremkCgcCDui9mPUqCsrpJPOfIwrFOJUYXw/oB64P6gvcUbzt+3+E2\naYiLiQs6SFSltLm89waKtZGiOoW1L55C29eZEZxOy5Kk98rMSpKzpMp3pFByHBUK1erIVAccMm+A\n6GgVVV2Cqo5h/frDPPbYY0ydOpXWrVuHfR0CgUBwUZGV5TRs6tvXXR7sRbDDzz2P9wnG4Wpp8t1Y\nTUlO8Zo3e/jAMji4Aq6bCbGdiJak0j7YNhGNz6P37mVafj4Ah2w2JEA7soJzJzbw31OtKLlvufPA\ndtM4vaEdn44fxMa9pcZYe2PJrJdMTMOV1DtpJ9zj/iKJqqq89957pKWlcfToUfr160dGRgaJiYk1\nvTSBQOCHOilmvTKHpXUz5nXZTiFb6kxrdVjJzssOKgvpEm+SJGFX7QBuG329To9pQMUBqipZvkDv\nDTXWhoNI9RuHku21WMxeWVbXTm5srELnzuspKMjGZiso0zPrOVKoZ/sUchMqntMX6b7YQO1Xsvwd\n7doZ+emnb7nmmut5550PueWWWyK2DoFAIKi1hHvX1mOEDmtKR+L4CtpQhp8HCMbhqu4JtLFq2m/C\nrtrRNAcy0KJ4F93a3U5qYmJI8+Mry9Ljx70ea0dWwK+zACipt9lp9iQBGjTsloOiDPKp0I7FYnmI\nPMucsI/7ixTffPMNRqOR//3vf9x4440sXbpUeFYIBLWcOidm/WYOFQWT3YS6TvM69oejP2DONwe2\nm883k25Kd1vko5U9xuawBSWKq5LlCxjITMHH2nARidLbULO9vllWz53cQE7L/kYKKbHUeF+wb/tV\n69aH6d9/DIsWLSIhIYH58+eTkpIi+mIFAsHFSSR2bUtH6Hg99hGzWe2KyOmn0fcniUE7vY2eymy+\nBgjG4azu8bex6huP/3tzP5TEawOvM8z0adrUnZkFqHd4DcW+B5XeN6U92Nf5OXzKmCM17i/c5Ofn\nM3r0aN5//31atGhBdnY2/fr1E7FZIKgD1AkxW/BngVuUBsocuueCOs6XoG4+upme2T39iieXwPKc\nIypLsjszWxmqkuXzG8gMgU0VI0UkSm8ryvb6BuS4OINXltV3JzdQAA9lpFB19gUrCiQnn2XGjBlM\nnToVh8PB2LFjGTNmDI0aNYrotQUCgaBWE4ld29IROl6PPcjaksXgXdPgSlhzJZD6AoNKr+l387Wc\nYByJ6p7Ra0ezdOdSujfuwwByoV1Z1+GKNonDEeOmtmsHODO0l/2az/dndjszsQAa9NsOxxvJ9P3b\nSPfYIX9EatxfODh79izTpk1j2rRpaJrGSy+9RGpqKg0bNqzppQkEgiCpE2L28OnDblEaKHOoJCqs\nH7Ce7Lxsfjj6A5uPbkbVVIodNrJ/Xu3XydbmsKGiIiHRrXk3MntnsuP3Hbz7w7tsOboFVVPd/Ss1\nQUWmihG7bpiDc3nZ3kABOdBO7pe7srg/53lKVAd6XUylenqrsy9Y0zQ+/PBDUlNTyc/P5+GHH2ba\ntGlcccUVEbmeQCAQ1CkisWvrysIG6JnN2emduc2xbsN1hN/N1x5pIQXjyghJ13t+Ov4Ti3csBmDP\nH9NgE1yyaSopuYBHy2a5XhuVjHFmi4XsggIAUhISUGJjmdquHVPbtePqrPWQqLrLiu//GRYtA02W\nkK6J8z5PNXt9VAZN01iyZAljxozh0KFD/OMf/2Dq1Km0adOmppcmEAhCpE6IWTTcX9ZpPdLI7J1J\nzs4c+nbs6/UF7RJh5nwzd5RmXTUpinnFl5NisXjPW2trQCfrcDico1nyjuUB5webhzVzV4Vv9pqe\nTRsOysv2ZudlU2wvRkPzCsj+dnItFjMfbR6CzWFHBWwOa6V6eiM9h9jF5s2bMRqNbNq0ic6dO/Pe\ne+9x++23h/06AoFAUGeJ1K7toEH+jZ+Avh37un0xXI9deG6+6mQdBy0HMeeboRVkJx2EwmxS8gO3\nsFRGSHq+Ry31/XDzl6XY1k8tk7Aub5O4MjHObLFwx7ZtWDVn3fC8ggJMnTvDzliys6HhcQO00AM2\nZE2H8RsowUGJqmdvvIEk13lqwOsjVL7//nuGDh3Kt99+y/XXX8/777/PrbfeWtPLEggElaRuiFkJ\n95e1Od+McbURm8PGxoMbSWqWVOZLWklUePKuRby163O02M44GnU8P+jb45iBnQfy1pa30NCwq3av\nL/ywZSfrwjd7NRBoSPy8bfPQSptuouSocnt0i4pMJDdWiZahRIVoWRdST69rgyK+fnxER/IcPXqU\nsWPHsnDhQpo2bcrbb7/Nk08+iU6nC+t1BAKB4IKgmndtXSWxrk1xzxJZ1+ary0n47R/e5p2t76Bq\nqltovrv1XZ7q8hQpySkBq75CEZKe75HwmV26q4/fhHV5m8Shel9YLGZ+2b+Mq7Q2/MT58T/Z24uY\n/9dYrFYABXl7Li1uMXGlZOClw9ADExtlA38rVNxi1mSCdu3MXHedie3bDZhMSq255Tl8+DBpaWm8\n9957JCQkMG/ePAYMGCD6YgWCOk6dELMtG7Xko5SPUBIVMjZmBBUoUtr3ZOG5JthUFb0sY4iLK3tM\ncgoL8xZGdM5ojbg4hUCVy4GqcILsvGxKHCUASEg82fnJcoN+XJyBpEtjmHmdlbxTMo90m1PpWb6R\nmENcXFzM7NmzmTJlClarlZEjRzJu3DgaN24clvMLBAKBIDy4qrD8oSQqZOdlY3PYnJutPuaQJWoJ\nb215i4V5C8tkXitjouj2/LDbUEv0sLMPUuJ3/LVVHwx3TsUw0X949dwkztqS5SXOg/W+cE0PaKPa\nmEEUI5jJTpzjf9gWh81jtLuWr/BckoLBAD2Xwbc2Bb0epnt8xNtuM9OlS0+io22UlOhp1CgXqNl7\nnnPnzjFz5kwyMjKw2+2MGTOGsWPHCs8KgeACoU6I2YSGCe4v43IDhYewUhSF3ORkTEVFpfPYytrY\nV8ecUc9+IEeUnsUHDVxtrh16tjJJY6/y60NUOutszjczf9t8d1Y2WhddYW+yyxWxTZGJf4Xoiui7\nW154tpC0HmlBv788NE0jJyeHUaNGsX//fh544AFmzJjBVVddFZbzCwQCgaB6MOebyc7L5t2t77rj\nkz98W2PAWaprUluQ2ecTCk9sDuq+wjkOV+GF+3LZVmRi7TwD6kEFWQeGSZAWRJjK2pLF4JXOUUSu\n8ulB1w8K6p7Gc3pAPWBwo73satiLlIQE0McyX09pZhaio8/vWweqDG/VysS+fc7z6XQ2WrUyUVNi\nVtM0PvroI1JTUzlw4AB9+vRh+vTpXHnllTWyHoFAEBnqhJj1JKAA9aPMFEWpcBZbKOXEZoulXHHs\n/wLOb/0D2SYGzDPw9dsK+oW1o9o41KRxmV4gBqCUnsDc1IopNx1Dq/Sgfp+u+XngzMoO7DwwqPdV\n1hUxEiOHALZu3cqwYcP46quvSEpKIjc3lzvvvDMs5xYIBILajsVirtVjV0LxvzDnmzEsNGBz2Lye\n10k6NDQkJG5JvIXvDn+HXbV7z4W3WOiZl1daDRZDbvJzfu8TPNez43PFYxyuQmqqwsbjYNOF5oVV\nxtBqZ0657sIuso4c4dsTLfmXFI2sOWe1D7jqEWJjOzgPUGD9esjOdj5MSXHeI5RXkFXRNILqYsuW\nLRiNRr7++muSk5NZsGABhuoYCSEQCKqdOidmwSlAOzZ27ihaLE6BY16XjemGYgy/aShHw1/Oa7ZY\nMGxYTMnJrURf2gXTbf1CErRLTApfO2pXtXGoJpJleoHagaLXY25qpWd/FZtjLfrsjUEZXviKy0g7\nRoc7C3/s2DHGjRvHu+++S3x8PG+++SZPP/00UVF18v9SAoFAEDIOxxm2bu0BOAAdXbpsrFWCNhQz\nJk8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y4IMPit4bgUAgqAEq2jD1F8sCxQ5XvHYZO7lmxQ7sPLBMZVYgw6isLVkMXumMO2t+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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(1,2,figsize=(16,7))\n",
"p1=ax[0].plot(dJDF['N'],dJDF['Si'],'b.',label='SJDF')\n",
"p2=ax[0].plot(dSJGI['N'],dSJGI['Si'],'c.',label='SJGI')\n",
"p3=ax[0].plot(dSOG['N'],dSOG['Si'],'y.',label='SOG')\n",
"p4=ax[0].plot(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": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
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" 80 | \n",
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],
"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",
"348 4.0 49.030000 -123.437000 314.0 67.87\n",
"367 4.0 49.164167 -123.549833 298.0 65.52\n",
"368 4.0 49.164167 -123.549833 347.1 69.04\n",
"369 4.0 49.164167 -123.549833 368.5 71.44\n",
"389 4.0 49.318333 -123.799000 297.5 66.13\n",
"390 4.0 49.318333 -123.799000 336.6 67.33\n",
"408 4.0 49.401833 -124.155167 247.9 67.95\n",
"409 4.0 49.401833 -124.155167 272.0 68.41\n",
"428 4.0 49.443333 -124.337667 297.6 68.10\n",
"429 4.0 49.443333 -124.337667 315.7 69.80\n",
"465 4.0 49.592000 -124.637667 163.9 66.94\n",
"481 4.0 49.726333 -124.680000 297.7 68.27\n",
"482 4.0 49.726333 -124.680000 346.2 73.59\n",
"498 4.0 49.883667 -124.993833 308.2 66.64\n",
"785 6.0 49.706833 -124.724333 197.9 73.17\n",
"786 6.0 49.706833 -124.724333 287.2 75.08\n",
"803 6.0 49.670667 -124.272333 198.7 69.14\n",
"804 6.0 49.670667 -124.272333 343.8 78.96\n",
"821 6.0 49.250833 -123.751500 198.2 70.85\n",
"822 6.0 49.250833 -123.751500 388.9 71.47\n",
"826 6.0 49.054667 -123.373167 1.4 66.25\n",
"1072 6.0 49.029667 -123.436333 247.8 69.83\n",
"1073 6.0 49.029667 -123.436333 298.1 67.66\n",
"1074 6.0 49.029667 -123.436333 313.0 69.44\n",
"1090 6.0 49.163333 -123.550333 297.9 69.22\n",
"1091 6.0 49.163333 -123.550333 347.1 83.94\n",
"1092 6.0 49.163333 -123.550333 370.5 83.76\n",
"1117 6.0 49.318167 -123.799333 297.8 69.70\n",
"1118 6.0 49.318167 -123.799333 334.5 80.44\n",
"1135 6.0 49.402000 -124.154333 271.0 70.33\n",
"1153 6.0 49.443833 -124.335667 247.8 70.53\n",
"1154 6.0 49.443833 -124.335667 297.5 77.42\n",
"1155 6.0 49.443833 -124.335667 313.8 79.93\n",
"1189 6.0 49.591500 -124.639000 149.3 71.18\n",
"1190 6.0 49.591500 -124.639000 164.3 73.79\n",
"1206 6.0 49.727000 -124.680333 297.6 76.22\n",
"1207 6.0 49.727000 -124.680333 348.7 82.07\n",
"1219 6.0 49.962000 -125.147333 147.9 66.55\n",
"1233 6.0 49.883167 -124.993500 173.7 65.36\n",
"1234 6.0 49.883167 -124.993500 198.6 66.20\n",
"1235 6.0 49.883167 -124.993500 248.1 69.74\n",
"1236 6.0 49.883167 -124.993500 307.8 75.95\n",
"1513 9.0 49.705333 -124.723667 284.6 67.10\n",
"1537 9.0 49.670500 -124.271833 198.7 86.13\n",
"1821 10.0 49.591833 -124.637500 149.2 72.69\n",
"1822 10.0 49.591833 -124.637500 164.4 73.88\n",
"1838 10.0 49.726667 -124.680167 344.2 65.81"
]
},
"execution_count": 18,
"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": 19,
"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": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"log10[Chl+0.01]\n",
"z<15 m:\n",
" N: 311\n",
" bias: -0.025221653363216134\n",
" RMSE: 0.5051785961733207\n",
" WSS: 0.5601872995590982\n",
"z>=15 m:\n",
" N: 119\n",
" bias: 0.050069554037709824\n",
" RMSE: 0.48649241442356284\n",
" WSS: 0.5383686512156257\n",
"all:\n",
" N: 430\n",
" bias: -0.004385249454587792\n",
" RMSE: 0.5000771875526647\n",
" WSS: 0.6375523099399513\n",
"\n",
"\n",
"Chl\n",
"z<15 m:\n",
" N: 311\n",
" bias: -1.1299675529840698\n",
" RMSE: 5.388457881966397\n",
" WSS: 0.451221485685268\n",
"z>=15 m:\n",
" N: 119\n",
" bias: -0.1621421058724306\n",
" RMSE: 1.8690340873642255\n",
" WSS: 0.4093119230188006\n",
"all:\n",
" N: 430\n",
" bias: -0.8621274873880571\n",
" RMSE: 4.686878042451127\n",
" WSS: 0.4884431098314086\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": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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msWLFinK/wIiOjmbNmjXs2bOHZs2a8dBDDxEZGVmpVp7s7GyysrKKft+2bVup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\ny011d8FyBkfej2qZMLec1o5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6tr0xebputk5Qq60T1ObsTS/aryOtCvmZyfxn5cv8dUki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\nNLTko66+fW/I/OkKWLajnoG5URM5zrkkkYQ1rzM2dRgnCht4PWFPTU3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zGOYwM5edexF5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\nJ3m6AAAAAElFTkSuQmCC\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
}