{
"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",
"from salishsea_tools import geo_tools\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= '/results/SalishSea/hindcast.201812/'\n",
"start_date = datetime.datetime(2015,1,1)\n",
"end_date = datetime.datetime(2018,1,1)\n",
"flen=1\n",
"namfmt='nowcast'\n",
"#varmap={'N':'nitrate','Si':'silicon','Ammonium':'ammonium'}\n",
"filemap={'nitrate':'ptrc_T','silicon':'ptrc_T','ammonium':'ptrc_T','diatoms':'ptrc_T','ciliates':'ptrc_T','flagellates':'ptrc_T','vosaline':'grid_T','votemper':'grid_T'}\n",
"#gridmap={'nitrate':'tmask','silicon':'tmask','ammonium':'tmask'}\n",
"fdict={'ptrc_T':1,'grid_T':1}\n",
"\n",
"df1=et.loadDFO()\n",
"df1.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/ipykernel/__main__.py:2: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
" from ipykernel import kernelapp as app\n"
]
}
],
"source": [
"data=df1.loc[(df1.Lon>-125)|(df1.Lat>49.3)]\n",
"data['exSi']=data['Si']-1.3*data['N']"
]
},
{
"cell_type": "code",
"execution_count": 4,
"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": [
"# choose data in model\n",
"meshPath='/ocean/eolson/MEOPAR/NEMO-forcing/grid/mesh_mask201702_noLPE.nc'\n",
"maskName='tmask'\n",
"mod_start=start_date\n",
"mod_end=end_date\n",
"# adjustments to data dataframe\n",
"data=data.loc[(data.dtUTC>=mod_start)&(data.dtUTC"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"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": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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MHTr0rZ5NWSMIApo1a1boy8jTp0+xfft2jBgxAtu2bUNQUBD279+PgwcPIiAgANu2bcPW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LlSXnrNK2Qoi6AgW3jx4gXCw8MBvF8ZSok9e/bgxx9/REREBJo2bYpGjRql2p5CoUCvXr1ga2uL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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize = (8,8))\n",
"viz_tools.set_aspect(ax, coords = 'map')\n",
"ax.plot(data['Lon'], data['Lat'], 'ro',label='data')\n",
"dJDF=data.loc[(data.Lon<-123.6)&(data.Lat<48.6)]\n",
"ax.plot(dJDF['Lon'],dJDF['Lat'],'b.',label='JDF')\n",
"dSJGI=data.loc[(data.Lon>=-123.6)&(data.Lat<48.9)]\n",
"ax.plot(dSJGI['Lon'],dSJGI['Lat'],'c.',label='SJGI')\n",
"dSOG=data.loc[(data.Lat>=48.9)&(data.Lon>-124.0)]\n",
"ax.plot(dSOG['Lon'],dSOG['Lat'],'y.',label='SOG')\n",
"dNSOG=data.loc[(data.Lat>=48.9)&(data.Lon<=-124.0)]\n",
"ax.plot(dNSOG['Lon'],dNSOG['Lat'],'m.',label='NSOG')\n",
"grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n",
"viz_tools.plot_coastline(ax, grid, coords = 'map')\n",
"ax.set_ylim(48, 50.5)\n",
"ax.legend()\n",
"ax.set_xlim(-125.7, -122.5);"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# load EC Rivers database\n",
"dbpath='/ocean/eolson/MEOPAR/obs/ECRivers/ECRiversDB'\n",
"engine = create_engine('sqlite:///'+dbpath+'.sqlite')\n",
"Base = automap_base()\n",
"Base.prepare(engine, reflect=True)\n",
"Profs=Base.classes.profiles\n",
"session = create_session(bind = engine, autocommit = False, autoflush = True)\n",
"\n",
"\n",
"# NO2+NO3 at Hope and Gravesend\n",
"dataN=session.query(Profs.Year, Profs.Month, Profs.Day, Profs.value,Profs.station_name).\\\n",
" filter(and_(\n",
" Profs.value<2.5, # remove single high outlier\n",
" Profs.variable_name=='NITROGEN DISSOLVED NO3 & NO2',\n",
" or_(Profs.station_name.like('%Gravesend%'),\n",
" Profs.station_name.like('%Hope%')))).all()\n",
"dfNO3=pd.DataFrame(dataN)\n",
"\n",
"\n",
"# Si at Hope and Gravesend\n",
"dataSi=session.query(Profs.Year, Profs.Month, Profs.Day, Profs.value,Profs.station_name).\\\n",
" filter(and_(\n",
" or_(Profs.variable_name=='SILICA DISSOLVED',\n",
" Profs.variable_name=='SILICON DISSOLVED'),\n",
" or_(Profs.station_name.like('%Gravesend%'),\n",
" Profs.station_name.like('%Hope%')))).all()\n",
"dfSi=pd.DataFrame(dataSi)\n",
" \n",
"#YD=np.concatenate((YDG,YDH))\n",
"#val=np.concatenate((valG, valH))\n",
"#sidict=gsmooth(YD,val,60)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"( Year Month Day value station_name\n",
" 0 1991 3 8 4.04 Fraser River at Hope\n",
" 1 1991 3 21 4.21 Fraser River at Hope\n",
" 2 1991 4 4 4.93 Fraser River at Hope\n",
" 3 1991 4 18 5.04 Fraser River at Hope\n",
" 4 1991 4 30 5.68 Fraser River at Hope,\n",
" Year Month Day value station_name\n",
" 0 1979 7 17 0.051 Fraser River at Hope\n",
" 1 1979 10 10 0.042 Fraser River at Hope\n",
" 2 1979 10 31 0.050 Fraser River at Hope\n",
" 3 1979 11 20 0.035 Fraser River at Hope\n",
" 4 1979 12 20 0.087 Fraser River at Hope)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfSi.head(),dfNO3.head()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#/mwN*1000.0\n",
"#/mwSiO2*1000.0\n",
"mwN=14.006720\n",
"#mwSiO3=76.083820\n",
"mwSiO2=60.08\n",
"dfRiv=dfSi.merge(dfNO3,on=('Year','Month','Day','station_name'))\n",
"dfRiv['NO3']=dfRiv['value_y']/mwN*1000.0\n",
"dfRiv['Si']=dfRiv['value_x']/mwSiO2*1000.0\n",
"dfRiv['dt']=[dt.datetime(yy,mm,dd) for yy,mm,dd in zip(dfRiv['Year'],dfRiv['Month'],dfRiv['Day'])]\n",
"dfNO3['dt']=[dt.datetime(yy,mm,dd) for yy,mm,dd in zip(dfNO3['Year'],dfNO3['Month'],dfNO3['Day'])]\n",
"dfSi['dt']=[dt.datetime(yy,mm,dd) for yy,mm,dd in zip(dfSi['Year'],dfSi['Month'],dfSi['Day'])]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Year | \n",
" Month | \n",
" Day | \n",
" value_x | \n",
" station_name | \n",
" value_y | \n",
" NO3 | \n",
" Si | \n",
" dt | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1991 | \n",
" 3 | \n",
" 8 | \n",
" 4.04 | \n",
" Fraser River at Hope | \n",
" 0.139 | \n",
" 9.923808 | \n",
" 67.243675 | \n",
" 1991-03-08 | \n",
"
\n",
" \n",
" 1 | \n",
" 1991 | \n",
" 3 | \n",
" 21 | \n",
" 4.21 | \n",
" Fraser River at Hope | \n",
" 0.116 | \n",
" 8.281739 | \n",
" 70.073236 | \n",
" 1991-03-21 | \n",
"
\n",
" \n",
" 2 | \n",
" 1991 | \n",
" 4 | \n",
" 4 | \n",
" 4.93 | \n",
" Fraser River at Hope | \n",
" 0.102 | \n",
" 7.282219 | \n",
" 82.057257 | \n",
" 1991-04-04 | \n",
"
\n",
" \n",
" 3 | \n",
" 1991 | \n",
" 4 | \n",
" 18 | \n",
" 5.04 | \n",
" Fraser River at Hope | \n",
" 0.148 | \n",
" 10.566357 | \n",
" 83.888149 | \n",
" 1991-04-18 | \n",
"
\n",
" \n",
" 4 | \n",
" 1991 | \n",
" 4 | \n",
" 30 | \n",
" 5.68 | \n",
" Fraser River at Hope | \n",
" 0.152 | \n",
" 10.851934 | \n",
" 94.540613 | \n",
" 1991-04-30 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Year Month Day value_x station_name value_y NO3 \\\n",
"0 1991 3 8 4.04 Fraser River at Hope 0.139 9.923808 \n",
"1 1991 3 21 4.21 Fraser River at Hope 0.116 8.281739 \n",
"2 1991 4 4 4.93 Fraser River at Hope 0.102 7.282219 \n",
"3 1991 4 18 5.04 Fraser River at Hope 0.148 10.566357 \n",
"4 1991 4 30 5.68 Fraser River at Hope 0.152 10.851934 \n",
"\n",
" Si dt \n",
"0 67.243675 1991-03-08 \n",
"1 70.073236 1991-03-21 \n",
"2 82.057257 1991-04-04 \n",
"3 83.888149 1991-04-18 \n",
"4 94.540613 1991-04-30 "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfRiv.head()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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VAC2uX+/7SJxOp/UK2zOvdyCLJI96n0L9nIqZmZmyZ+59BXnTfv3b3R9TqZSm0+mKWi4m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\nRK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(dfNO3['dt'],dfNO3['value']/mwN*1000.0,'k.')\n",
"plt.plot(dfRiv['dt'],dfRiv['NO3'],'r.')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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XMd/DTzIa9W+q9rnPfS6ojbL6ZbNZZp8+zf/s7WX26dNe70Aqfun/R7u7gbcGDftjX459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\nRUQC8f8B2ol3BQ1HEbcAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(dfNO3['Month'],dfNO3['value']/mwN*1000.0,'k.')\n",
"plt.plot(dfRiv['Month'],dfRiv['NO3'],'r.')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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cvWZ2t3f/PQl8TmD+ksZV4KubN7O8cSMb27zGP/Ba/cEPuPzd7+YLBw9y6cGD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\nYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(dfSi['dt'],dfSi['value']/mwSiO2*1000.0,'k.')\n",
"plt.plot(dfRiv['dt'],dfRiv['Si'],'r.')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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tjRUKvHtoiCuOHuXdQ0NBR8FpLhsFTU5KwsReoXZ482aWjYwAcPHICIc3b+ay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\nCfP/AceIsynIN/r5AAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(dfSi['Month'],dfSi['value'],'k.')\n",
"plt.plot(dfRiv['Month'],dfRiv['Si']*mwSiO2/1000.0,'r.')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(0, 85)"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(dfRiv['NO3'],dfRiv['Si'],'k.',alpha=.3)\n",
"plt.xlim(0,40)\n",
"plt.ylim(0,85)"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"# Ratios"
]
},
{
"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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/38kodpHjwP5nMYEM1voxPsPCTy2kIdww4c9Nta0tW66h9scddxyrVq3im9/8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8LfM6CnCsV6jy0AG9LgR1VgluAVDOljYU8UWZ6dr3vLzpljY8PMXMh1BvehmOCaayAtLdQj21ZQ\nVZXFixfzm9/8BlVVeeSRR3jooYfo3r172x3UgIE4MGLz6YtEypgTic0BzYh2G/cZQt6aqn1SVGQo\n4ndmeDwenn76aX7729/i9Xp59NFHefDBBznrrLM6eminBboEmW0voYfOjnjCR4eXHWbvvXsB+HrD\n1wBtTmhjEbV440ukVCq6bLii4lW0/QE7BDdlZZOQUmsweMbyA4wXZJuybrP230igirx+/n6sdGBU\n/f0E1rOmWSM/lPoEglR1WiglmHx6TysqeJd+heKtt0lYD6yGFALVpFCWGVrnRDJklkPa13UM2Nct\n9MGw7eAnsn4XgKC+lPAfP4AhlLFY3I/I8aIoGlIKTCbJYMcovL6NmPEExzGRpeznfHaRDei9ti8n\nP8cT51RitxeQRBaFTicTw2bio4Wf7j68AzVVP7YPeC7KPH5kSQnudA0mKjAzN0RkQX893QEOJ9d/\ny84Ds2B9SXW9Urb8fJgzBwongifsmvp88PbbkJQUUkBuC2zatInJkyeze/durrnmGhYtWsTgwYPb\n7oAGDDQCIzZ3PjQl29fy2BzSjDDQNDRV+6Sw0FDE76zYsGEDkydPZu/evVx33XU8/fTTnH/++R09\nrNMKXYLMQvsJPXRmxBM+OrLqSMR6R1YdaTKZbYqIRzyi1hzl4Fj7dhY6sQwfgZKk96UKIZDSB2gN\nBs9YfoDxgqzTWaiLLhUPQ3Nsx5neeEBubP/hWVtnYf+4gSrRGdno9c6dfG69dU58eiJYYiwkaAr4\n/AQzmsiC3u+qBAxkFcBrxuyF6U/rn6tWWDIRBpw8hi/pBNr+83RtKLOG76r3sUgFgYbPp6BhQlG8\nKP5y4CBRFmBCQ6CBSSIlKIoEfKyTu9gqFnIny7mYrYBGN7xMSNnHzBMX4pUSqxBMGnID6bb4vceB\n2fnAbPU3CzzQi4hG4WjzeA1Qumn8cJaTcW4bNTXgdMLChaB9ZiNpv40fbdSFpRZlZFCjqkGyPLfQ\nXz6c5UIsLAFNA48CM3RirGlt94Bx8OBBZsyYwcqVKzn//PNZs2YN11xzTesexICBZsKIzW2L1ojN\nrYmOsio6ndGUyf94aEwTwkD7o6Kigvvvv59//OMfZGRksHbtWq6++uqOHtZpiS5DZjsr2kPJMfpG\nGO0128PRI5iRBegzrk+T9t9UEY+GZhRbIswUHYgz3tqIOmQzFksq5eXTGg2eTQmylr0jYPpFupKR\nWcUypIeeGW0ADe0/Omt7bvf1OglX6ot0JTojG7Fenb5ehKwwIL0yYhuTBprJn52Ngg9QgqlUE3gF\nAhFcV6CXGU9fJFG0s4GzwaTywdgT/O2qXijZP+ceUcH/vX4uyd/5nHPS93ONWItAoiH4UPsul8qt\nWBQVKUyggVnxIoQGCHzCwlaZy06yeUneQa7YgRkVRbFyR8aNXOLPwDalF2rFFhd145zwqR2+XRtk\n1ArENI+3KgpzrrcTfrmvv14noakjXEzzleDZ7/eiNeWy4kkbL72kWx5ZrXDHeideNP0AZg2R50SW\n2lCU1n/AcLvdLFy4kMcffxxN03jssceYNWsW3bp1a3xjAwa6ODpSZbm10JqxubXQUVZFpytaa/K/\nLRXxDTQNdXV1zJ8/nyeeeAKA3/3ud9x///1GbG4BGiSzQohvSyk/E0JcFOtzKeWnbTOsroH2UHKM\ndyOMXj7ggQGcKD7RrJ7Zpop4NHVGMVFEB2J1Szrpo/S+1OTknEaDZ1OCbM0feoLqV0dSk6j9R+96\nJb6J7D8woVA3dAtaL3/WdsdgDj3kQWomhEmQsSgj+J0Feo+ir1/4hEXgWlhSLbpqtU9XZTrx6YlI\nIktsxWLFV3+ZFISJOwmkJurtI2Cdo2iE+mQ1E7377qI0+0pMZLMqJZ+im2tRZS5ZYhdXsQGJihcL\nf+MW/m66lRy2USwdfMu3n2naIhQFFEXBet6T7Dl4Ifgku7wXMvO5t3n2/i0MG6Zfy/AMbLj1TjSx\nDXyWarHwUk45MksDVcH0xgAu/ukJCs7rgd1sjti2IdGQgMrwL/dUUVep++q6NY2JLzrxrbAFy6c9\nHqDYjjVXJ8Zms8LPvmMnbwTU1LTuA8a6deuYMmUKZWVl3HDDDSxcuJBBgwa1zs4NdDiM2Ny2OFNU\nljtLbI5GR1gVna5o6eT/smWwahWMGwcTJhgktqOxdu1apk6dyr59+xg3bhwLFy5k4MCBHT2s0x6N\nZWbvByYAC/zvo/M1P2j1EXViFBUVsW7dCnJzYeTI8S2+GbeHkmO8G2H0crPdTO763GYdo6kiHq1R\nThwLDQXiRIJnouJPriIXNWtqGvw83rmFjyNCXdqag5g/DJm1HVFyMVLVM5NSSNQalcPLDlM2qQzp\nkyhJChmLMoIG9EBoPyZdQUl6JcIqSL06laNvHdWX+WQwM6vnOnVEE1KfAmbdy0b/h7f4S49VndD6\nFJ3cCl+k2JNPwN9uhptWScwBFWSzlyGONxiLk7Vcy9HjRdxIMcXCQSnZzGABDoopxsFnSjYS2EEW\nCBhtWo9J+Pz9tT62HSzC53MEm3Z3lF/Khx+O4sorI69/kcsVVBM2C8HP0tLIS0mhRlVJtViYVl6O\nR9NQhMCHBBMIReOeW8388crY/wONiYYUuVy8WFUVukH6BN4t9pDQldAzr+OH2xifFUaMC1o363Hg\nwAGmT5/O6tWryczM5N1332XMmDGtegwDnQJGbA7D6Rib2wOdJTa3FE0RZjzTEOu5pqHJ2nAsWwb3\n3qu/3rBB/z1hQjsM2kA9fP7550ybNo01a9YwdOhQNmzYYLgItCIaI7N/EkKkSSm/DyCEuAMYBxwA\n5rTt0Doe4TfQ0lIYOfL7uN1uLBZYuPBFbrutZcIF7aHkGI/gteYMbHNEPNrC57Ulgbgp4kzOQmfk\no6NJt76BpvUcRahLe6Bf9WJIK8bjzeWYWQZ9gL1OL/t/vT/Y26q5NdQalfTZel1zxdyK0H40GRyb\ndPsVh826/Y4wCaSQSDU+kQX4vx/ADzbrGVpNgUWTYf/54CgGV0+wH9d/T1waUi8G0Mzw7yvg31co\nzFxfQjoHUK7agCm7lKnsBmASS7GgomJhBgsoJZtSv3AT6NW30j+Ys+XXEaljp/YlmuIn5IoEh5OC\nGGSw0OkMWu/4pOT5ykpkZSUKoAiBJiUaoEmJon99mBQB59RR5HI1S+my0OnEJwP6ysA/02CXvh+L\nBcaO1dWKoW3UNOvq6njqqaeYO3cuiqIwd+5cpk+fTlJSUqsex0CngRGbT/PY3B7oLLG5JWiO2OKZ\nhOjnmtIsvyChf0J2aWYmE/rXr6YrKoJ58yKXrVplkNn2xjfffMOTTz7J73//e8xmM0899RRTp07F\narU2vrGBhNEYmX0O+CGAEGIEMBeYDDiAZcD/tOnoWgHN7XuJvoFu2nQHbrcHTdOrS7dtUxk7tmUB\nsz2UHOMRvMaIX1P9yzqNiEdWKfQvBHsBuvRP43C5ijhwYA6a5qYxkSggVL4rdYKYuTQzeI0S6TkK\nzKqOGB5ZLpxy7mDKb5fBDGu/e/qRkpdC2aQywr1nhElETD6ET0wAhFu31h2oC6kVeyXdHd05VXJK\nz9RSr4UWgB+8B4q/b1QDbMehNFv/ydqlk1oJbBgNGXtgaJmesTX54I6/wPI7YP79ZhbzLAKfP5Gq\nMYLNWFAxoSFRcVAcQWQBBiQlYTebOXxSRXENgLNDn32tnE2W3IVDK6ZYy2N3n37s0FzkE3l9C+x2\nrIpCnaYFhaXwnwtSRpB3RQjG9urFu8eO8UKYgnGwXDmGL18sBI7p0TQUn4Jvg85chdCJ7Pr1epnx\n8uWRlgiJ7r8hrFmzhmnTpvH5559z0003MX/+fAYMGNC8nRk4XWDE5tM8NjcXp21sbiaaIsx4piJ8\ngqGwogK3X5BQk5JJZWXkJCdHTJAGhA3r6iL3M25cOw66i0NKyVtvvcX06dM5cOAAt9xyC/PmzePc\nc+sLcRpoORojsyYp5TH/65uBZVLKVcAqIURx2w6t5WhJ30v0DTQ3F5KSrMHZ37w8S6uo8LVHoIk3\n0xpveXsoGgaP1YrlQy2zy3HDrm9DcR7YTlKXfAWHzz0cLOUNF80qn1aO9IWIbHJOMhVzK7AX2BvN\neIeXwFqTFDa+lUH6Fv0YsXyA1RpVLw8OQIHMJZkR30e0l1/Z5DKdwJrhZMnJiOOfKj4V8V4L6DnJ\nUBLUhM6HNUXXtyp26MuzdsGCGWD1SISfDHtNAp9Z30DR4OKt4NgBMxZksyh7KlNZjEDDi5XNjGAY\nO4I9ssU4IsaSxS4c7mKK3Q6OkM1rvS4nn1UIqaIKM+VksoAZWISKarEwY+wCJtXlkOPKjQjkO3bC\noCNn81lq/VJwE5DZvTu7T51Coj8MnNI0vFJG+MKGKx0n4suXb7MF+2pTD9mZts+Gx6Rvl5YW2xKh\npb5/5eXlTJs2jbVr13LBBRfw3nvvGQbrXQdGbD4DYnNT0Z6xubPAUD/WEa71EKgwAvBqkhXbneRf\nGfo7CNjwSL8N3uDB8JNHXNR8z0mRK3GBRAPNQ1lZGVOmTGHdunVkZ2fz/vvvn7bVHacLGiWzQgiz\nlNILjETv0Ul02w5HS/peom+gI0eOZ9Om8a3al9NZ0R6KhtD65UPNmcENbrPr2zBjAXisIBUqhY9K\nuRcUInpU676o06+Nv5+1dlst5dPKIx4u4mW8XUUu9r55gMHpGjuzdeK0eYjK7FEhGeRYRFhJUtDc\nerY2c0lmgwJdyTnJOAoduqjUF3VUPl8Zd10hQPl+Ch9/T3DxnOO6/6v/s6/6wtprdCJbmg1IGF1c\njVXtgyJ1Mx0FgcUn+eAyQTe3TmRNEqSqZ29fy76WA5xPLsWU4GAX2ezn/GCPbHhWNotdOlGNKkF+\nJeUFHu39JYcsw/mfIxuxHvOiCA0pVRymYj6T2UH7nEKnk10VXl7xHIKzZWQNtf+lBnzmJ7IBxeJx\nffpQ6HSiSYlJiKCCcTxfvnjZ1GD5cDrkhKlGgp6RjbZEaK7v36lTp3jiiSeYN28eVquV+fPnM2XK\nFCwWS+MbGzhTYMRmIza3WWzuTDDUj6MmwRWF+887jwUHD+HzSaSq8OIMO+OXhuJHtA3PrL9EKu2H\nVx8ZaD2cPHmS3/3udyxYsIBu3brx9NNPM3HiRCM2twMaC3qvAf8SQhwFvgE+ABBCZACuNh5bi9GS\nvpdYN1BdtfTMv5G2l6Jha5cPJTqDG16mZc/yb1N8EagWkIq+UlhtqubW2HvfXtBAmIVeYuzvZwXq\nPVykz06PWbZdMrKEdI/GPDPMWgD7ckLWLxC/9LuxPuBYs/WH77OzZVMVOS8JcEcVEgtAAZ9F0O2h\nfswa1Z/C9Z8g/x3K4lafQ+g6SMgSu/hRz40IMSmoaBzA171gw1UwbIdOZL0W+NQB16amcmnPa0i1\n3EDP2lo+q6wM9shmsYtbeYViHFi7X8LPTPuw1NYvQb6s3w9J79+fdODC5B5sOboELx68iplirwOT\nUEi1WII9RJpET7+K0NgDVjsmIfD5+2UV4Idnn80cv8Jv4Gx8Pj2zm395bF++RLOpAYXjAGJZIjTV\n909KyZtvvsn06dP54osvuO2225g3bx79+vVreEMDZyKM2GzE5jaLzZ0NXV39OFwHwqNp2M1m7tnh\n4PmPnchP7fj22CImQ6NteAr7O/Hs1+pVHxloHUgp+fvf/86MGTM4ePAg48eP5/e//z1pAaEMA22O\nBsmslPJ3QohNQD9gg5QBkwkU9P6cTo2W9r101Rtoeykatnb5kM2WT4Z7I0c2ltNnVEbM7y4W8cvN\n3UTV0S1UvWJC6m2zoYZRBZ3p+PtQpSrpfX1vUi5NCT5IVC+vjvtwEbTeCWR0fdANmFlxNkNuH1Qv\noMQq/W5MkKNqRRVanQYSfG6N11d9zmTPca76SHKBp/4/uTLlHF48dYStuRJLWRmLP6yl6opepP73\nJCaf7jObtRuG7QSvGe6fD6M5hGXpLxCaQCqaX6RJwWuGDVcJSrP1xLajOJTNHaiOXx8AACAASURB\nVGG1Mjs9lHXuaTbzzsF1jGY9Y1iHGR8qFlLOW8OFyTeyrfg5pPQghIWkHlfyfL8hEcIWNls+3bpt\n4oUXCtlaM5y9qUNYeo+dbbVVwf7YempWAixCcLdf0XjK3nI8UsMiQhnZL+rq8GgSKcCnSSa+4CRH\nscX05Zs7F9xu0DT9d6LZ1GhyG1iWqO/fnj17mDx5Mhs3biQnJ4d//etfjBgxovEDGzgjYcRmIzZ3\nJrVhAw0jUfXheAjXZAj6nw+3sfxBW9zJ0IiY44qxvYFWwe7du5k8eTKbNm0iNzeX1157jcsvv7yj\nh9Xl0Gg5kpTyPzGW7W2b4bQ+OmPfy+mA9lA0bO3yIVeRi/If+9A86biW+Eje5Kp3DrHKtNLz87H9\nJJ+0TSEfV7VGDf4+/vFxalaH+i8taZagkjDEz5yGE2dMPoTZpCcKzYLLaruRVkqiGlXB/UUfx1Xk\nourPVUFBJzRYI11k7oSpi/Sy33Akf1dQftFqtg60oe3K5on7JV61kj4CXv8fOJUC51TDNWvBpOkq\nyxfP7cc5l13pz1ybQHg5MHYX2/umscHRl93ZYBaCz7L1gzn8HXt5Q1Iijm059QkLmIEVDwLpTxB7\nOU/dgs02mzxH6G9hZJy/hcsvz0dR8kMlvFkuJm2rrCdiFV5e7NUkfNWNzdXf4P7KDIe74ftXGlOm\nluNFQ0EgVaErJHsVfFvtQZIauHUUFuq/U1N1Igv679TURL65+IhFcsNx4sQJHn/8cRYuXMhZZ53F\n4sWLue+++zCbO30lqYE2hhGbuyY6m9qwgYYRXSLcnBLfcE2GICFuwmRozO0NtAi1tbU89thjLFq0\niB49erBkyRJ+8YtfYDKZGt/YQKvDeCI6jdES8aSmKiK2FVpzhj2RfqLwMi1hhbqhb+NyDdfHEfWQ\nEFIdTkX885hub2MRpI1Pi7z2+fkxr2H4eJASec1aeqdeS80rksoXKqleXp2wgEcEMbYKdvw1jeEj\n0+hf6ER6Q5YwAfVhR7FORkXUfk7+20fa1ouYv2A264sfwuLpi5B6OufmlbB2LJRl+nlroGT4fDOX\n9L0caf0U6dHwWhTmX5Ub7KXFC/cnZXJkfyU3zajFourbv5FSSc6PdZXFIpeLL2r+DwsqChIpwScF\nqtfKoUMFpKc3/rdQ5HKxYrsTiu2ML9Azp7/cU4Uatk49dWYfSFVh2aaTaCO/gj5AHw9ewCc1pNBF\noFjXD6q7QbEd015bcJY7uqz4jjtAUXQiqyhQE99uuEWQUvLGG28wY8YMvvzyS+68806efPJJ+vbt\n2zYHNGDAQKuhK/uitgbOpOsXXSKcSIlvrExuLEu3xiZDI9ZtA0u4rggpJa+99hozZ86ksrKSu+++\nm7lz59KnT5+OHlqXRpckswFLgNTUVGpqauqVOTXXMqAlY2mpPUE88aR42bwAMRJmQdrP0kjJS6mn\n3NtWiA5UrUWsG+onCj9G7qZcqtZtp6rvVCp7bae6pP71K3K5mFj8CtlyGyuteTz7zvWc51cdJqs0\noWtvL7AjLD6klGDxwuh1+CouRPrSdcJdp1G1oiqhcw4nxl635ON3K3mpqopFZb30Hl6vDOoddT8R\n20fWb0aDUM2Yi7PBUYxUrkL69HVMGlz7jq6BtWSiToqLc6H02wdJOqs3ST8ZyvMr97I1F0qzwgZ3\nsDv2qv5cU1eLR63VM7oquD+opSC9mLtSDtKz7j98TQoqFqRU0TDxLmPYoFyFrOzBnxvxdy1yufj+\nthLcPg2GCl74Rxp/0NKgd+R6P05NJc1qpaoatr2RQsXXKhTb0WbrPrdBttu/DqtQ8KJhFgqyMA1v\niQ2TCabfH8rERos0ge4b6/HoAlqrV+vZ2db07tu1axeTJ0/m/fffJy8vj5UrVxoZLANdAl0pNndG\ndAYSmcj16wzjTBQxS4RjIFyteFp5eYsyuQbaBjt27GDSpEls3ryZ4cOHs3r1ai699NKOHpYB2oHM\nCiFMwBbgSynlNUKIXsDfgEHoBu83SSm/butxgD+zs2kTL91+O6rbjaZpKIpCUlJS0BqgJZYBTR5P\nK9oTxBJPiifjH2EB45NUPldJJZW6UE635sv9J0JKowNVhnujvzS45VYD8fqJYl2Hbnd9iNy/nXjX\nb0vVJp6Q9+vqutLCpwPTuHzUTwCoqEhMuMqWbyPz7W6UrXwBmbsVJWcffYZk4Fzs1e12JFS+UElK\nXkqDCsVFLhdbhtaRYxVIj8Rrhq97whP3S3xqTZCsBnjaLX+Hk9lWBJ7gPoLZSqGBxYvXsYv12fns\nnQpTF4Pi07OzigSzqhPZV28LjWFb7ypy0tJ4wypwB9rz/L/Mb59HwQOQRRpbnqrC65FBS58MuZMf\nH9dVir8vLSzxTcQmaikml1JTtj7o3jUUFB+j0OGI9MpzuVhRVRV875GaLu6kSHw/qmRSXTVLUjKw\nVlWhSolFCB4YOJAdO+G+PznxbU2GUn1/4sM+yJsPBsc82tSXOXm9g7PfLNUFNFJTYdq0UCZ20aJI\nkaa8PPjTn3TLA58PPv5Y/4GWE9rjx48zZ84cnnnmGXr27Mkf//hH7rnnHqNsyUCbwIjNDYynjWNz\ne6M5sbmjSHhj16+zjDNRJFLiG16KrIQJFRpiTZ0DLpeLRx99lCVLlmCz2Xj++ee5++67jdjcidAe\nmdmpwG6gp//9Q8AmKeWTQoiH/O8fbOtBBG4Wde++iwwouACapkVYA8SyDADaZDa4Ne0JYoknxSu7\ntRfYEWYR6V8KIHXl3ubI/SfqfxcdqI5sLEfzpLea1UCsfqJwgaTAMez3NXz9HJTgIVxdtwTQyWxT\nhKv6j7qc5EuViFnk2rv2UPmc3zLHB2WTykjOSdavT9QDRzDI9dK49j64e0t3/jz8FEP3gtWj+8OG\nQwDCC2d/qeH1L5OAT4CQAqlIdtxQzhfFDwF9WXutvs60Reh2Q4DPFPKWBd1f9oK3T7Dliiq8vUIl\nzeeKbgzfN5AHHuhPfj4sO3ySZ+dLhoWJQN1KMZaw62jznuDVz34BFx6PSBurUkYE7SKXi4LiYjx+\n4mxB78tVNRlSY0ajRlUpdDhCpBSYVFeC7w4NblVgRi6U2rhk22A+1oArj8AHfSj41mDyxxF6SMgP\nCTyFZ2K3bdNLiwHGj4enngJv4MKGYdWq5pNZKSWvvPIKs2bNorq6mp///Oc88cQT9O7du/GNDRho\nPozYHAdtHZvbE82NzR1Fwhu7fp1lnE1BvBLfgM3bF1eESpGllChCIKQ0xJo6GJqm8fLLL/Pggw/y\n1Vdfce+99/L444+T2lKxDAOtjjYls0KI84CxwO+A+/2LfwwU+F8vBwpph4AZ6FuQDodeJ6iq4J/9\nDbcGiLYMSE1NbXCGtiVlT821J9BnWfuTMXwj6pDNcUttGpTxDxCJaDKkiGbJ/SfqfxcdqPqMysC1\nxNdmVgOuIhdVL1UFz1OY9POz2dIbFJ8aljaGbVXzkNKDWVgZljYm+Fk84SpXkYuqddsht5i0kcND\n+yzNgsL+UGCHfEgbn0bVn6qCva7SJ6laURWhihx44Aj83Q7dBfcugST1FFOLQPPpWdR48B7VGVdt\nmomjVh8DD+pJTa+mkLPyQoZJuMoCMxdAr9qQaLMm4L/Xmuidn4yltpYhOyXzZ4BVrcX3x1qumb+f\nlOx/s0vksdRxG/kFIfI5qawMNRt2+u1jBVCMQy8tRsWLheKkYZB7HOE3c/drKWEJ83cF/f9VlaET\n9AJXil7s/trDUXstwqST2y/q6gCCqslzKyrwKv5mYamBw0nSPht33w07pg3G8+JgXflxU+zrFm6X\nYzbDiy/qxDaQlV2zJvZ248bpv+N50MZDSUkJkyZN4sMPP+SSSy7h7bff5pJLLml8QwMGWgAjNjeM\nto7N7YnmxuaOIuGNCUN2lnG2FOF6DKZhdswLdQsFq6KwKCODGlU1xJo6ENu2bWPSpEn8+9//5rLL\nLmPt2rVcfPHFHT0sA3HQ1pnZRcADQLisaV8ppT8tRRUQU9FECDEBvxH8wIEDWzyQYN9CdjamhQu5\nq7qavHPPrdeXE20Z0NAMbUvLnppjT1B/lvU+bOmxb3bxym6dhc5gmaueygOkrrKbuSSzWZnRRP3v\nYgWq5E2hEiiAirkV9cqEm9tT6wwTSEJA2l1pwX00JDhks+VHqOtGrxe9ravIRfHIbUi3DyyZVC2c\niOO2pVCaFXNWPHNpJmWTypA+iZIU26/Wlm8L/t1eVKxhUfUqYdRIIhvIvPrMkGQzwVFf8LPkah/J\n6BlcLyAU/bWigckLsyrOJuPGPnj/uhfp0ZAmgcvr41jRccSFglvKumNRT6FoID2SicWFmLL/ikIS\nWeQRkGN+qqQqlDVFJ8e3KAN4TYUZpgU4ZDHFwkEp2cEx/zg1lcMeD/2tVh7w/4/PraigwG6nwG7H\nIkQwM2tCsLnuGNgleAW5pp7skC6WVVayvLo62FeUesiOdCtg1nRm3reOqctcTBhvg2wXq8qdjMuw\nkx/n7yjcLueLL+CFF0JZ2lWr9PLiABQFhg+Hu+/Ws7KJetACOJ1OHnnkEf7whz9w9tln88ILL3DX\nXXehKErsDQwYaF0YsbkBtHVsbk+0JDZ3FBqLzZ1lnC1BuB4D223csyOXgdcZasMdjWPHjvHII4/w\n3HPPkZqayosvvsgdd9xhxOZOjjYjs0KIa4CvpJRbhRAFsdaRUkohogslg58tA5YBDB8+vIEcVGKI\n6FvIy2vwZhFtGRBvhraxUqREZoabak+Q6CxrALHKbqODW8aijBaLPzXF/y46UAXGGKscCkioRCoe\nos81bXziJtZNUVp2FjqRbqmbtKogX7qFqrQtdNvTP+L7qlpRFbxGjn85Ikh8LL/arFJYv6kve8/3\nYEo6Bh7/v0KIryKBTy+GD0bA9Gd8hN9yA6RXIlEA808HIlce0pWZTYLrbxgEWaVsm38/2roClHVX\nMfYdC6PWK8xcIHlzyDdc7Fc2xuJDcXyKgu7ZEyjvWvaRi9XuSv1u4p8g+aE4h5XTeqM9eYhSJVsn\nsWH/xSYBa2tq8KIT32STide/+goNPYP88379eDYzk221tQB8+il8fE6l/iGSEs2F9J/oN5rGUwcP\n8qbNRs1mG7ySC6OqYEwVjK3kaaoZfDiDab5yPOkaH/gUclyxRTWWLdNJ67hxenZ1+fIQOR03Dj74\nQPeXNZlgyZLI0uJosahYHrSapvGXv/yFhx56iJqaGn7xi1/w29/+ll69ejX+R2bAQCvAiM2dIza3\nF1oSmzsrTpdxNoTwKiCrFcYPt5HfCSY/uio0TePFF19k9uzZHDt2jIkTJ/LYY49hN8q8Twu0ZWb2\ncuA6IcTVQDegpxDir0C1EKKflLJSCNEP+KoNxxCBWH0LjQW1hmZoGypFaiuxikRnWRs6r9YwXo+V\nLW2q/130PmI9DEDsjGXEuTZgSN5eJvP2AjsiSeiZWU2BrRdRdbuJzEUWXW3Yn7WsekkvLw4Q84b8\nag8vOxzM3mYmKWQsygz63+6duJdAU6wUUJ4BqbUCRcZ6tpQIBAIv3T47xCkZylSD3oMkpYpSmYb0\nmlGkgkWV5BYLXr1NMmMBjF4PZ3Oc72BGYMIcVt61qtwJA0L7Q8JG7SsoMOlGtwHPoCNWqDqLEQO7\n0yvDw2q/r40PeOWrr4JE2As8d7gSi6ji7n5p5B1No/TQSUirDAgyh3ix/8Xqo0dZdvgwBQX9sc6x\n4cl1glmCSe+tXbS3km+kXn4cT1Rj2TK491799YYN8Pzz9X38cnLilxFHP5xEVyZu3bqVSZMm8Z//\n/Ifvfve7rF+/nry8vFh/TgYMtCWM2NxJY3NboaO8aRuKzV0d4VVAibalGGgbfPLJJ0ycOJFPPvmE\nK664gqVLlzJs2LCOHpaBJqDNyKyUcjYwG8A/+ztTSnm7EGIecAfwpP/3W201hsaQaFCLN0PbUDBt\njoDExo3L2LhxFaNGjWPUqNhqMomQs0TOqyXBLVFBiabuI97DQEMPCIkYkrdHILfl23BsyqP818XU\nvq+BNCE9ULutNoLkSVWCFpuYh4/z8LLD7P3l3mBTqebWqN1WS7eB3UjOSWbI0iHsf3Q/apWKScIt\nr4Nykx1hdQXFrgC/QpTmr481cWqrRmBAUpX6eK+Q8Pt5SI8FIRWk8CItUOwI3R6u2gAWtRe+DQtw\n/eljfnDt9ygli8KKChznW9hwSoA1RJKlADHoJKiK3rvqVeCxbEx7bIz5LXyRtSfyAoZ7CPlfq1Ly\n3OFKcFeDJSW4b9DLrUMKzfo2q44cYUJ+fwoL4am1dtZIBYmGAHb7/I3BEpSo/twAVq2q/37ChMiH\njIZ8/eI9nNTU1PCrX/2KZcuWcc4557B8+XJuv/12o2zJQIfAiM1Nj82JENDWis1nChKJzWc6GmuR\naopPrIHWx9GjR3n44Yf505/+RN++ffnrX//KrbfeihCi8Y0NdCp0hM/sk8AbQoi7gQrgpvY6cHRA\naoliYQDxgmlTBSQ2blzGtdfei6rCM89sYM0aGiS0DZGz1jivhpBIOVVDN3FXkYsDcw6EFIb9Csrp\ns9NjPgw09IAQEA8Zs+tzvld8nNLDTvJ/el2D428tX9to2PJtZDzuiCDpgN6zKwG93RMU8Jrh0HAL\n6TH24ypyUTapLEhkJTonrXyhUl8WEO4KS8IKQP79azL/OITabbVUvViF9EmEVSDvWwL/+i5svZhA\nba4UIDRJ7fs+5L8uBU0gpAmp+NAuKua5O3tTmjUIAEcxWFT8/rEKx7f/iNJrB/F9v9qwVQhuO+s8\nXvEeJLzGOX2YlzE7cqlKc/LPuXZ8e2yYhrn44gonPb9KQdGq0BQZOo/wpHLgPAV6/2u/byKvtWLG\nqXmDBBUB4/ym5fn58Ga+jSJXLiuqqnj+y8owhSvIq06L+VA1bpyekQ1/31SEP5z4fD7+/Oc/M3v2\nbFwuF1OmTOE3v/kNti72QGfgtIERm+OMLVEC2tGxuTMhEJt9dE2LmdaY9DfQNvD5fCxbtoxf/epX\nHD9+nOnTp/Poo4/Ss2fPxjc20CnRLmRWSlmIroyIlLIGGNkexw1HrIDUXMXCRBBrZrgho++NG1cF\nRBxRVfwZ2uZ5fbTleUHj5VQN3cSDn4VnDzWwpFqA2A8DDT0gFNjtXFu6nykz+oOajnhZ5XDqR/Qf\ndXnM9ds6wETPzkOoF9ZnESy+T9LzOGx3wK1DVGKNMijQRRjPkyACfbLxutQkqDVqsC+42u1hw2gg\n+2YuTT5KypbQbOPXNrA7JYo0IaQPqWhoUqBZJIvu7MXa878VPFCxA1R/36zXAhmj+rCiqiroN+uW\nkrIeTqiNHE737rqdTb4tnQe/cfHq0T1UOqpY5pNodQpiaSbKZccYmOfm4Bo7vu5eFAGiPAXt/Frk\nVVUIq0QioNgOo0OlyBMG9GPxwS9xSw0hYNaAAUzoH/Lq1VWFbXCFM0SwJaAJ+u9Mo6hIXxRdQjxi\nBOzbB7fd1jLf2P/+979MnDiRrVu3MmLECJYsWUJOTk7zd2jAQBvAiM2Nx+bWJKBtHZs7E4LCXv7M\nbFezmOmsPdRdHUVFRUycOJFt27bx/e9/n2effZbs7OyOHpaBFqIjMrMdglgBafbs2U1WLGwKwmeG\nGzP6HjVqHM88swFV1d0JRo1qRloo7LiJnldDQTweGiunaugmHvwsTEwZRSdhzTpXm41p5RqaakFo\nJlAlRzaWxyWzbRFgojO94eT7o42H+fKGZM5NSsJySy82JZU3GtztBXaUJAWfn/DHcFCKCV+S4Ivu\nXir8ZL3ODG9eDKU1adx6OI27hN7CKgG7EwQCKXz63rN3UpJ+Nn+6ahCfXTAYTijQTWfPpVnw64WC\naz5L4vwf9mHMqP78dU9kmXB/qxVrmPowwO5Tp7hy2zZy6ElxWi2cF1I7xqIhL6lBXvw1FUka1ptP\ncu17uaTV2Mi7GmpqwNk9hQW+MnxCwveOwqsDYMgJru/Vh98X9Of63r1j9mMFVIXdbhDZdsyLFN2u\nRxMoSzJZ846NNU/qEwRSQrdusGgRTJmibwP6++uvb3oJ2JEjR3jooYd48cUX6devH6+++io//elP\njbIlAwbioLPH5tYkoG0dm1sDrdXnGiHsdYb2zDZ0rRLtoTbQPqiurubBBx9k+fLlnHvuubz++uvc\ndNNNRmw+Q9BlyGy8gNRUxcLmojGj71GjJrBmDby7fA2XWq/m0h43t+h4sc4rmnQ1FsQbQkPZ0oZu\n4vYCO1gFPrdE0fSyW3NSYt628YJ75o++zd4/1IIqweKlz6iMuPto7QATnekNV4beeeIktdfu5RwV\nTllqSbmlV8LBvddVvTi6uxZvuRuTPyMb3lYahL/M1qvAG9dLhr5ykIvdgKbrHzmK9dXOqdZLm/Hq\nCse6o51EQYCmILc7GLbbxw23pjIwaSD3rTyK76aDwYMWZ0m2ZdUhOMibO7/hR716Ya2qQpUSixA8\nMHAgDwwcyIqqKj49cYJPamt1yyCgWB4HC5Hl0QpwuS4AJQW4NY01B53wii1oa1PYX0X7XBdxQmpw\nyoz54Vwe2BzKvBYU2MiPqtUuLNRJqaYBO2zIqbnc+wcn7LDzwjs23QohDG633h/r8YSWqWpsNeJ4\n8Hq9PPfcczzyyCOcOHGCWbNm8cgjj5CSktL4xgYMdGF09tjcHJuehpDIebUkNrcErd3nGkvY60xB\nY9eqvcQnDTQMr9fL0qVL+d///V+++eYbHnroIX71q1/Ro0ePjh6agVZElyGzrRGQWqJCmIjR96U9\nbibpH99G82iUvF7SqiWwscprnf0bDuLNRWM38cobevBJbS17M+Hs43Dpj9IoaOQ8g8F9x2BEyR4y\nb9SC2df+oy6HNR9xZGM5fUZl1MvKRsyetnKAicj0ujVdfVjT1YoP/ySZPsFeUyjfeIQ7RvVvMLh/\ntPEw7mv2oviJlVBC3E9vodWViQG6Z3Xn1O5TevZWwo0rdf9YKfXtNBMM3Q13LAeTD3wm+Oi7cPkn\nesmylCA14Vc6BuE1cej/jjF23kA+GD+Yh/bBZ+dVc1aS4Au3O5gdXn30KGuOHmXGgAHYzeZghrnQ\n6WR8Whp5J0/ySW1YzXE4idUI9a8q6GzXB0iBr8YCPp1cFhZCwX12rELB7dUFpEw77dx/P6xYAS++\nqFvgBIhv+L9jQQGET7ZqO23wqo3x42G5Fb6JbL8F9P7Yf/0rlJm1WOqrEcf9zj76iIkTJ1JSUsLI\nkSN59tlnueCCCxLb2ICBLo7TITa3F7EOoDGC3RZwFbnY++YBBqdr7Mzumn2uTUEiPcHNFZ80VKBb\nB5s3b2bSpEns2LGD0aNH88wzzzB06NCOHpaBNkCXIbPQsoDUUhXCRIy+m1sCm0g5Uqx92+9rOIi3\nRCgp1k08QKj7eTRGm2HjVfB/OQr35Tbu/Vq1aQvaX34J665C+kzsfbmOVa/sYfhIXcyn/6jLY5YW\nx5w9bUV14/BMrxBC73X1qxX3t1o5FdVr2hCKXC5eWFnG+LAMoUmvjsUnQDNpWPCCTwGhceozguXa\nEp3ImqTuDHQix0rybg9X/FsnugE+uecCqLw1le7rarhwu8KgikBvrkQTgi25krOqqvhjvo0ns3oz\nsuRLjrq1emXOPmDhoUNsdjgA+P62EjxSwywEQvjLogOp5PDfxy1gDysp32mD7ON6unhSOexPRiu1\n4TzXxYqqKn7Uuxccs5C2O428iTamTYO6Or84M7H9XPPz4dprYfXqyDEH1IYfegg2bw4tv+UWvT82\nJ0cnyuDv9W3k37uqqooHHniAl19+mQEDBrBy5UrGjRtnlC0ZMNBEdPbY3Fw0t1Q4EYLdmgjE5nSP\nxjwzzFoA+3K6Xp9rU9BWPcGGCnTLcfjwYR544AFeeeUVBg4cyKpVq7jhhhuM2HwG44wks64iF1Xr\ntkNuMWkjh7dKcHrqqaf4xp/Saa4IRGNG380pgU20HCnWvm229LhBvC2EksIJdTdgZsXZDLl9UKM3\naleRi6rbc6AuGyn1PKLPI/n43Uoe7F3d4M2+uYqKiRL58Cy0JdVC+bTy0DW7ZyA7b0mlfOMRMkb1\n4fJR/ePuJzDWmhQZ0SMbSGBqClh/vReZuhTW/xDWjgXNzxIFFOXDJVtCxPn9gR7G7gj1yGpCX16c\nDRw8yYINYPHoR9AATREsmga7smFPZWVwTB5NCwoLEzYuAJ+UrNjuZN16cH9fAxOomkSEO85EKRVf\nqpzNx3wVWn7CrBPZQCmxw4lQYMG5xfgq9ZVMwB/GpVCz3IbHEyKyQsT2cwV44AH45z8J9qCPH68v\nz8+HMWPggw/8GWwBAe2HRG0SVFVl6dKlPProo9TV1fHwww/z8MMPk5yc3PjGBgx0YZyusbk5aFEb\nTxsS7FhobmwOoCtmEtuqJ7irq0C3BKqq8swzzzBnzhw8Hg+//vWvmT17Nt27d+/ooRloY5xxZNZV\n5KJ45Dak2weWTKoWTsRx29JGg0FDZUrLli1jdViaRwjRJBGI5hCjxtYN7LNu6Ba0Xo2XIwX2HXiQ\nIMsC5McN4rEyuYHliWRqY51zNKG+/oZBCdmUOAudSA9+WxmJJiSqRfCpo+GbvavIxRXr6hjWV7A9\nSyY8e9pUIh+ehU7OSY4478uxNUpiAxhh2Yu1dheayMUkA4aq6N6oEtJ82VTn7EN77Wad3foppjDB\nm7cK3rhFklcCn+bqXHHMBg2h6uXF/xyjsGE0lH4bbt1Zp1vt+K2CPr0YNt/5ObbsIrJwUCqzeb6y\nEosQmIUAqV+7RRkZ/HFvld4Dqw+LZfMsaPuS4Qq/n6wm/OrBEnwCsSENWWuGzBMoH/bhk54q3InO\nUL2gOK2gKWhCLyVWtttRLnbiNYVosw+YWFbG0hHJWK06oTWb4Wc/i59Bzc/XM7axDOlTU0OEWEr9\nfQB6L258E/vCwkImTZrErl27GDNmDM888wyZmZkJfb8GDHRlnM6xuSlofK5idQAAIABJREFUamwO\nbheVxW0Lgh0+vtaIzdC1M4lt0RPc3IxvY7HrTMemTZuYPHkyu3fvZuzYsSxatIiMjPj6KQbOLJxx\nZNZZ6ES6pd4wqErktmycYxsOIo2VKa1atSpi/Ysuuijhmd+NyzaycuJKcrVccpJymkSM4iGcbAlr\nDmL+MGTW9sbLkbJKqVavQtM8VJeEZooTCW6WVEvCBC8eGWwOWbcX2LEX2PFZBFJKfCbB+jGwaQzs\nySLuzd5V5KK4oBipShZaYMdr/YIlyY2hJYrHze2RcbmK8JX/mItzByOt88CbhDDrDbPSp/fgpo0Z\nhvnj9Rz8yEswV6rAgPkmFo98j2JySbrhMor3rmakXAcLKqA4By13Fxsu/DmlZIOE4txIq53Nd37O\npOz7sKCiSgszWEAp2XilZEK/fgBUVcO7f0impCIV7jyuk1ENtMG1sKY/zMgFhxNK7GR/62OGXbmR\n4s2jKF07FLJdcNKMVu7PXN7mJ75eBdanMSE9jYHXOUk9ZKfmVhvOK07yVJRIkyYlNec52bTJlnDA\njpdprakBRdEFohRFfw8hFWSPp34v7pdffsnMmTN5/fXXGTRoEKtXr+a6664zypYMGEgQp3tsTgTN\njc3xsritTbZbIzZHw8gkti6ak/EtKtJjYqASqSnihac7Dh48yIwZM1i5ciXf+ta3ePvtt7n22ms7\nelgG2hlnHJm1F9gRSQLp9oLFi8jbhd1+X4PbNOYjN27cODZs2BB8f/fdd0dsH2/muKioiOsmXYfH\n68GChQXuBaQXprdqua70QL/qxXQb+2Gj5UhOZyHajsFQPAzNsR1neiGUZiUU3JpC8Bpat6lkPTCm\nbm9n8sLKMrbmSvbl6FnCGlWNe7OvWlGF9AQaK2H0Rhj6k8Sue3tI6kc/pAQFP7J3IhbMIqXoV/RI\nySMlL4XabSExpRP/7Al8HXzfPU/wZd5VaJUechUrGSmLyBAzADciSyKyt2NCwSGLdTILlObAjAW6\n0nGxAxzZRVhQMaEhpReHVkIp2ZiEQl5KClP2luP2aXBFNVSfG2rSFcCYKtiQBqU2KLUxcmQRMyf+\nGIvFgzpsCbPEW+ycmAQWDVRFJ71+4iu220naZ2P8cMhPt0E6cDnMrVBR9gcEr3RYhNC/6/SWB+mC\nAkhKCpHWQCKnsFBf5vOFenEvvtjD4sWLeeyxx1BVlUcffZQHH3yQs846q2WDMGCgi8GIza0Tm1tr\nfM2JzbHQ1f1k2wJNzfiuWBFS4/d49PdnOpl1u908/fTT/Pa3v0XTNB577DFmzZpFt27dOnpoBjoA\nZxyZteXbcGzK85fT7iZtZONlTI35yE2YMAHQZ4HHjRsXfA8NzxwXFhai+lQ0NFRUSpQSbi+4PaHz\naEg4IppspY0Zhi39yvr7iCJMlr0jYEaenpazqFiGpODcknhwS5TgtZQMxgq4l89OR7k0uV36ctpa\nUv/wssOUTfSrHifpdj51X16B6DsMKVXYMIbadWnU+iqpFJVB8li9vJpzJ5/L1xtCZNZ8yUG0l8eB\n41O07D18WvY3umseFCGRAnxS4MWCqzSfW/3ktTTb/zMUf4LXgYoFKVW8Pgvbn7kR5bLeZFzu5pXq\natxS74dF0eCnB0MNtAIUq2TgDU5OHbVRUwNpaYVYLB5MJh9SevjpvRv5325X68RUaog8J+Y30pl+\njQ37haEMa3iJVEGWnSRFwe3v14XEfHYTRUAIKjrDW1Cgk9sAyU1Ofo/c3Ml89tlnXHfddTz99NOc\nf/75rTgSAwa6DozYHLaPFsbm5qItJmq7gp+sgc6F9evXM3nyZMrKyrj++ut5+umnGTRoUEcPy0AH\n4owjsxAgYVcC9YNILCRiDTBhwoSIQBnAihUrqKurQ0pZb+a4oKAAa5IVj9uDxWThxiU3JqxO3JBw\nRCJkK1Z2U91yHnj9KS+voPZDjbQxiQW3phC8lpLBeAG3KbOVaePTqHpJz84KqyBtfOOKydHn0Ba+\ncK4il27f49XpmVan6cRWShAL9fJbnxJzW82tYbabGfL8EI6sOkIPRw8OPQvSfSeYbkcbs5G3fmhn\nXM5HmKUHRShUdivg9U9vZdKM87Go+rPSjPlQegG6wavTTGlqNjPEAhwUU1J+JZYfnY92wUF2S9jt\ngghFKoUIqx2LUDj8TzvqEb3/dNu2Am6/3Qp4MJutFFw0iqRyfdbebFb42XfsjJ8YOWtcv7zXxiJT\nLvNqDrDv7K91v1opW7V8LXD8wsLQ+wDJXb36Cz7++H6mTl3F4MGDWbt2LVdffXWrHNeAga4MIza3\nfmxuCtpqovZM9pNtCQLCWKkWS4OVZC3F+PHw0kuhGBoQPDzTcODAAaZPn87q1avJzMzk3XffZcyY\nMR09LAOdAGckmW0OmmMNUFRUxEsvvaQTEcBkMkXMHDfXPy8Rj7nGyFZMK54CO8KKXuZl9lLVdyZp\nWUubRFLbunc0sG1LA64t34bjfUenMyx3Fjp1+54ABEhNhtXUxiayAMIksKRa2PdlLet/pnDOx04u\ndIOimZCagnhnLOM2CFYt+DU3Z80BKTlv2zHG/qUPFo9f2VgFRwmUZqGrSqXqNjmlMlsvQ3b3hNyD\nwbEFy4nDW0MlKAIm9OtH1ctpvFVsCwoq7d6dz8MPb2Lx4kKGDdMzF4s4zKojRxjXpw8TCup/D9Hl\nvStWwPLlNtyDByHnuVC6tX75Wqz+2IsucvP++wt49tnHAXj88ceZMWOGUbZkwEAHwojNrRvD2mqi\n1oCOcAI7rbw8WGGkAEltJJCVnw/vv3/mCkDV1dUxb948nnjiCRRFYe7cuUyfPp2kpKSOHpqBToIz\nhsw218+tJVi3Yh2qRycDQgjuuuuuekExPBAnauzeUo85V5GLui/qEGaBRIasePJtpP11B5XvfgyO\nT5FS4cDv9jLohizSZ6c37eRbgHiiFhHy/q1hNt4Jg7a9wI6SpKC5NVA0vrrTzTl/OSuyQTQAobeZ\nCk0Xci4b0QfflDKkKrnCAksmwhCLbrGjSIEiwaxCZnEPRJZEKf02csYTDPVYEX7lYq8FShwglKjS\nXYk+hmHHg8eu5xPrX08R8MchQ8ip6M+Id1zIWyqg2I6lzMbdd0Pe7Vl8eF5/zNjB5WJaeTkeTeMD\nl4uc5OR6gTy6vBf019pOG8qsXH4408mc61t3RjuaQD///Lt89NEUysvL+clPfsLChQtJT2+//wkD\nBs5UGLE5ah+xbPI6SWyOh9aw3ukK9j3hys6KEPikDIZ2jbYVyErUWu50wzvvvMPUqVP5/PPPufHG\nG1mwYAEDBgzo6GEZ6GQ4I8hsS/zcmn3MIhd9X+yLRVpQUUmyJjG+gdqOphi7t8RjLkJN0STod08/\n0sanBUld2sjhVPd+EO2tkbB4Cl9LC64lJa0iLtHU8YWLWrSGvH9HWgQ0RXXy7J9CTc1afKPX0TO7\njAMf/oP0z7oTrYsrJRztDR9fCht+CI6XVIa6pW7JqoLtuE5or14LQ8r1llbNBJuH9eQiYcVXnIei\nWlCkgk+BTy+C5Xf4s7JEVg8HDW3DSogB3RdHCXt/1IJ45Vts69efd1NdeJ8sCYo7jf0wl/Gz0L+D\n/fp3cEffvo0qXUb3sAIsX+4nt/tszBlioyl/molYFAQItNv9OVJOZ/nytxk6dCjr169n9OjRiR/M\ngAEDcWHE5hj7iFN51NGxOR5O99jcnghXdpZSovit7QKZ2XgVRl3dVicW9u3bx9SpU1m7di0XXHAB\n7733HiNHjuzoYRnopDgjyGxjpT+Jzro26ZiFTrJ8WSxgAevFelJyUxpcP0KVsc7DuhXrGhxLwGPO\n5SqiomJuMHA2Rpoi1BSRdBvYLWI9my2fDPdG9j7jDvZmau7ExSVaOsseT02xpfL+riIXFSs/4peD\nP2Bd9nns0bLbzSKgIV/a8O9r54mT1F1XhsnjQ1pGYhr9TyQqX1y9nfTPLotIgOJ/3bcaxqyDDSOh\nuHsPVOFEConXAq6eMGlpIDMb4qAVyvkUpr7EKUcJYywCxW/Bs3y8v1dWAJqfnyqRBxTomWAtmJUV\n8LEd6wUn8XRXoZeK75dlPLe+FqUOncj6xaGKf7iHFVW2iO8RSEjpMnpWOZrczp2bWKCPLh9etEi3\n3one1uH4hltu+T0rVjyJxWJmzpzfM23aNKyB1LABAwZajK4Um5uCWKW+HR2b46E1rHfOJPueQEw/\nNNzC5iGRfbDRys4B14WGemYbsoTrijh16hRPPvkkTz31FBaLhfnz5zNlyhQsFktHD81AJ8YZQWYb\nKv1pyqxrk47pLxXCDRu0DXi3eHlz5Jtx919QUIDVbMXtc2OWZvq+2BfXeFfDXqtRs9oZ7o2U/9jX\noFR/ImqF6pbzQNsffC8UkZC4RGvMsscbXzx5/0RKk1xFLopHbiPNncQ1lu8xesFsZl94DwX2vCaN\nrbmIIOh1Gu8uLWfbOXaOfOTktntPoHgk0ip4d7RkjAfQFFDN+Irz8Gbv42/XpsDHcOWH9fetAFYV\nRr8HG/7nEBs/+//snXl4VOXZ/z/nTCaJBpiBiISwBCVAnRiSCNbGBWORaq1FlJ+2okarr9GSICCg\nolWpG8omZdGCioWidWkUQcsmrxHE+FaQJEAQEmSVBDEyQ1CTWc7z++PMTGYmsyaTlfO5Li5IZnvO\nmWG+537u+/7eiYBg3dWQ+YUVfX2tmql13lfngKElsOXSIWwxJbF+NmR+BSU/JVK+PhGTvYLMXYKS\nLNXR2IWEOv7m7qQkyvfA5q5VapBqF8jfxZN8PhxMOOkMXAVcX4WigHPjGSQ4yE+8UvUTMc5fxsoy\nuUlJ5CYlud9Dyg3MLAodmLqC20iFvqgI6uvVGbL19ZCfr67P9dhf/UqwevVqJk2axMGDB7n11luZ\nPXs2ffr0ieg919DQCM2Zos3Ryji3pTYHojnaHOo5WpNomDF5blzXxcCbc+Hp9IZMc1Ocnf2NhDsT\ng1khBKtWrWLy5MkcOnSI22+/nVmzZtHbOeteQyMYnSKYDVb6E2pOXZNf01kq9OGMD7F/bMehBH/+\n7OxsVv5pJWuXrCVTZGJymPzuuHpm8szJ3rvaVcuPoNQlgQhs1R+OeZJ++FHQ16nWtpKg75y4sHZ+\nwzG/8MU3kxxoff5EINzSJHORGVEvQNEh2SD2H+OYP+Vnsq9snaxs3eE6NZJ0qIFT93dq+TC7lswS\nwKpmOh1WQbcaUCQ12SnHSugulfmq26Psr72QL38puOIzGmVnXXQ3w9zpAr31e2xCZt07GZQANqkE\ngUAn1M18ux52ZsFOiwUkKL8Qynf2Q/f1OZh6VTN3KugB2xvqrNlyE6DAFbW9ef4qdV5szlMWeL4a\nJKEu5voqDrrqpBS8SpIF3gt2APcmJdE/Pt5LzLMNhoCBabASq0iFPjFRDWRB/VsI9Y/VCv/+dwVP\nPz2RtWvXkpaWxieffNJo1IeGhkb0OFO0ORwtDIfW1OZwaY42B3uO1sS13uaaMXluXMcIdeN4T5p3\npjlSZ2dfz4gzUZL27t3LAw88wIYNG0hPT2fz5s1ccUV4jucaGtBJglloKP3xJdScOhdNKXcyZBu4\nccaNLNqyKOTzA4zMHck5y88JmDX1LVdN/WAEcpy6qy2VD6X23SR376IUE3jHNpRboW3wZpj7JpQM\nhcwyYq4fRzijEiI1vwhUfhtofb4iEG5pkjHHiBQnIeodoMhI2y9C3K3DkhJ8d725eB4fNASiOgdk\nOme62vRqf6tDB5f8V+1rRRbI+YvgvDVccjqWpX0zOXiwOwKHO170rP516MDSHfQ2pyMxCo+wh7fp\nz5Srk8jsV4XFqPbQWi89m7OG6qC2Vn2wBIYbv+PUuCNkvqEGsjrF6Wpc4gxmPz6XzYfjWXUKjN+C\n3YbXKB4F1IysAzh8Ngz4ydscyiMC10sSuUlJft8nf4EpBM+8Rir0NTUgy7izxjEx4HD8iCQ9x8KF\nczjrrHhefPFF8vPztbIlDY1WoLNrc1ONoPzRWtocKU3V5mDP0Zq41tsUMybPDLTJo7LMHgNlmYH7\nYMNh6bFjFJ59ggnre2L8LPmM65k9ffo0zzzzDPPmzePss89mwYIF/PnPfyYmptOEJhqtRKf/xIRj\nwR9puZOvuIZr8e8vK+nZ52IuSvbqJ7VtSyFjvLqrXffJ5VQ5HOoTSZD0pyTKTVB06FDEO51GYw5y\n+tMoaXsiEr5IzS8C9ceGS7ilSYZsA5mbsqj8Swm1nyggdAir+vqudbTEeB7P40MGKQbsipodLclU\n77Pe6SUUI6lGTZIAEGDpAruHoJRcxOFue7hkzSUNhkzO0l3J+e/Y3EQGXB+L7uNqqBPECOhLHVPY\nx/9t7UofI2y5AlbcL7NgcF/W/vCDGsw6A1JLfD0Ij+DaCnYkSmK7wIazYOQJkL5jjiLz8sAMpB+q\nQS8ajJ/cQasEZQbo/xPu2mYJsENXRywj+3TjoX79An4W/QWmoTKvLnOoFSvCe09yciAuTn0uvV6Q\nm1vI228/iMVyhDvuuINZs2aRlBTZzGENDY3o09612RNfLfPUZn9a2FTn3tbS5uYSjbLhSEwTm4tr\nvZ6Z2XDW7ZnRTSuHx4+cw2XzU7HV2Dg6XM+4wU0rVy4uhlnlx1g1cB8AGzjJkjshOzm5iUfYsRBC\n8O677zJlyhSOHj3KXXfdxfPPP0+vXr3aemkaHZROH8xC6Dl13uVO9bz//gxMphl+BSGQuEayY+z6\n4j62cSsV776CyNiOnP40qcM3NrbsN6RgMGRzrM8xqqUKhCyQ42S+v6kro8Is82lU6tsM4Qu0y+6P\ncPp3g5FtMLCxPpXKjSdIHdXTfXz+RNCQbSD1mUyv3XN9oj6gMVM08D2+1Pmp7P+2lsJBP4HFwtwp\najZV6BX0j+6Djb9A1IMiy8jdTsOUuQirnkuR3cGrK9YFVEMmvUTGvf3JAKrvhJoPa7Aetborey/5\nqRZ+glvfBukrAy9PrMBUIjBlOHtiPebElqfBlDmQ+a+ulHyeSnkRML9ETfdKIGSFtYYjKL/73msN\n7rE98wfBwQS45rj6CxmwA3aZOV3TyLswxM68h2txYmLD3+FkXl3uxsuXB++bdb3GO+/sYevWB1i6\n9GMyMjJYvPhfXHbZZcHfUA0NjValvWqzr8b4Hafj1OZG62iGc29raXNzaW7ZcDDTxJbAc72R9MwW\nmc3UKwq/2A2zpoDe9j374mrI2pRJSraBSBVl6VJ47TXYsQNsz56A83FXNRWeOEHeGRDM7t69mwkT\nJvDJJ59w0UUX8c4770TN/E3jzOWMCGY98ef411DuVE9MjEJKyseUlm7xa6LQ3D4fl0jqE/VUTKxD\nWO8A/R9R5k7Ddv1mMjaNbxSoWYotVE6qRCgCSSeROj+V5YNtWA8EL/OxFFuoXlFN9evVCLvwLvVt\nBeELp383GJZiC44bKkmxKjgWWTg2H2p31FK9rBrhEI1E0Pf1mpsZDvf4qldUA5CQnsAVeckMLbaw\nYeJe9PU/OcfoKIgjW2H2Uj569m+sOz6UP64bx2VWPZJQU5wSAgXJ3Y4qaDBW+nHnj1ROqkSpV99v\nnc86XPHm9QfN3DRZEONQM7BT5kL5EBqyqKgB7dfn9OYXJgPSRYcQckMULQSs+u57d/DrS8zRBHSV\nBmzTMpCHmfn1MD3f1Ni46XwjedeGPq+u3tjERJg0KbTjsOv+hw+H3zdbW1vL++8/zaJFL9KlSxcW\nLVrEfffdp5UtaWi0c9qTNldOqmwUaIWrZc117m3NoLQ5eJYNR5plbWltDrXecMkxGpElicwSobb5\nKCCsotF6wxmts3Qp3Hefxy8+7QnDT7o3nMf27BnpIXUoTp06xV//+lcWLFhA165defnll7n33nvR\n6XyvaDQ0IueMusIL5PjnKkd6//0ZpKR8TFqaEtBEIVSfT7Av9WMbt1Ixug5h0yFJEkLRqRkvm0Aq\nHYbx9hwMKY37Sd1f/AoISWCrsYUs83HvfNYp7kAmUtGIRhlQqP7dYHgJXr1CRUEFwi6CHo/v6zUl\nMxzOcXte+BxffhzFqnB8+XGkmX2wPnKUxHrhnIAjkPR2yPwKYdqLMrSEoev7I7qeQsjdkRwCCQlF\nUvh6iMTA/RBjVw2DJUCxCQ7PPux+HwXwWbduDBxipXdXPdL/1rqTqF1s6r8knD2xX0H5EAn2nQWD\nfnJHyXlTbeTGwKyPjKwWEooQaqm076xZF86fr3/MzEN9DRQVGUhMNLgD0oWxMGZQ8F4fT/MnSVJ7\nWhUF6urUXeqXX/Z///p69f6ys4k4UPZWCMFbb73F1KlTOXbsGPfccw8zZ86kZye/QNDQ6Ay0tTZ7\nzWeXJIQiQPHWmHC1rD0497YmTcmyNrdqq7XINhhYPGgQi7P2uf0vYmK9/UrCddwvLPT5xUfJxOjh\nokknuGdQz06blRVC8MYbbzBt2jSOHz/Ovffey7PPPss555zT1kvT6EScUcFsMMe/7OxsTKYZlJZu\nCWqikJ2dzQfzP2Bj4UZGjR2FyYR71hzlpsDzRi3FVLz7Crvqh1EiysiUMkjTmUCSkPQSg26+N+Bu\nrL8v/pQQZT7uQNCjXDTSgK41y4D84XnckiQhHCKi42lKZjic4/a68JGd63Je+Gx/4wiZzrmvDmBv\nF5mBTz1KXNpepN1DuWZDOjoO4PjvQKQ/vA3v3oRQJOyxMov/rB7Xb9bDbzeAzq4aRtXtr8MVbzqA\nmstP8dZv4ZuhVtaln8vPr9WgP+1wZ3QdEthl1UMEScCAn9VfSgKdBN3Qk5NvwXrTYVcTb+NAVgG+\nSYDzflRvt8skVRvJvlkV6pkzI3MZ9uyNlWU1QAU1G7xsGeTmej/ec8SOi9//Hvy1u+7atYuCggI+\n/fRThg0bxnvvvccll1wS8r3W0NBoH7SENntmZUN9r5uLzOys30mJUkKmlEma7gKQ5Ca3x7Slc29r\n05Qsa3OrtlqTvORk0m9LYFtSNZmlMPTaJK/1BvN98OydHjvWwIYNDc87Zgw89FAy2dmdM4gFKC0t\npaCggM8++4xf/vKXrF69mosvvritl6XRCelwwWxzBoOHcvxz9atUb9oGpZmgN4HPSxxbeozYgliu\nc1yHtAVK7PkIUxmyHEuvTesDfqmbzUXs6rqFKeItbNjQCz1z/99wLuyayqCb7yV5VODui2DjbAIJ\npVcgqJNIujuJpNyksEUjXIFqiaH3LjyP27P0S4qRSPpTeMcTaWY4nOP2vI9QhGooIYFDL1F0hSCt\nTN3BtUsSf/85k6mJi7nkh22cfm8orjyqToLeg8fx1fQSvnwlk/VnDWTPlzZuSDHy0jHY+Otq7vr8\nNMNP17qHyFb0iGXgSSvXr4NrNsG0uQr/+rOOzwcqvDANYmyg6GDtNbBhyNmUX+g0aqJhE8ABzLLu\ng+dRrY3Bf1nx1kTkv6YjpVlQMswMPb2PcQ++hMWi/r+L1GXY9/7XXAMffKAGsw5H42A4Jwd0uoZg\n1uGANWvUf7v6Zk0mCzNmzGDhwoUYDAaWLFnCPffco5UtaWi0Aa2hzcGe31Ob5S0ylvQGN/tQ3+v7\nEvcxRZnSSJtTb763SYFWWzr3umhJbfakqVnW5lRttTbZBgPZNxngpsa3JY6wIN1uRt5uJHa/wa2F\njXqn/5DBEgwUFsLYsZCX16qH0KqYzWaeeOIJFi9eTI8ePXj11Vf505/+hOwqsdLQiDIdKpht6mBw\nV+8o9CD1po3YBm8OLLjlJo7fbkOxOjg+u9Q7u1psYV/+PrCrTQ6iXsCONDDtUHeVM0qQYzP8fqkb\njTmU1j6BTbKjCLDJ9ZR02UrauC+wnTcEAlgJeJZGpUxPCftcNXfnMxyBaqmh9554Cl5CekKL7eR6\nlg2HOm73ualXEM7kt12CPQU92fT77zlwnkLGdomSokHsPWJgX0kKfV62oqsX7v4YOU4m6dqhDOAK\n7pkL1u9Bv9tCUp6ZV/rpEe/Fc/6fuyIW/ohiVaiPgX3ZVgZ/1DBaJ6sEPoizUZUmmDLXOQ7IZfzk\naCgr9nIlhoYMrOtnVybWdV+7BG/3R6eDRQUG6uvLSU+/AYfDSmmp+v9OLf8L3SfkwtP8ySX269c3\nlBEnJja+/6JFMH68GshCw9/19Qrz5q1ky5aH+O6778jLy+PZZ58l0fdJNDQ0WoWmajO4vnuTSR0e\nXJuD9ZL6arNS7x2whtKzbTXbsMt2FEVpkja3t6CsNbTZRUtnWVvjPDf1NYotFiY5SlHuUtDdITM/\nPoNs5+NnlVbzs0MBqaF3enqeoVMHsYqisHz5ch5++GFqamq4//77efrpp+nRo0dbL02jk9Ohgtmm\nDAa3FFsouapEDTyB6mUSmUXjMaT4/8IKtoN7ZPUGcPTA7agjg5S1G4EOWY4laeRwkjaZ/H4pGgzZ\n3HzzYv75zwJsNgcxMQqZmTKyHIt+3wgOvXmo0WOaW+rbnJ3PcASqpYbeB1tTNPp9fW9rNEPQab3v\n77HFxbBiGyTO7UXagtOc+3UtOtT478sfTjA/dRA7JBvLlhlxHDGgG2qhrnIfUp3Hk0iQOj8VQ7YB\nU7GF9XeaWX+WnjmjK/msTOGGKRBvB7FFRprZh6L9JygcUocCXLPBmfXVw3a6UdWvRnUqNjlnxjqf\nHx0NwaozCPQKaBWf2/82GL5JQMoyI3YYodyAzXnz6NFFHDjQ+P9ddjZgUsuosIQup8vO9g5658+H\nggI1SH3gAbV31rPcOC9P/d2SJU4zLABKgHz+/e/PueSSS/joo48YNmxY0NfV0NBoWZqizeBP4wJr\nczCq15U5d7tc2uzd1xhKz3JycoiNazCacmlzoNE47aENJxjtWZsjIZLzrGqzBTLN5A4Nv7y7qe9l\nscXCjIMH3eN+JJ1CTV8zYGDpVgurfq6GWJwfR6nT905v376dgoICvvjiCy699FI2bNhAZmZmWy9L\n4wyhQwWzTRkMbi4yI6wNbjbC1tiJzus1AuzgWizFfN/vGYh9AaxddeaKAAAgAElEQVQCZEHiU4fp\nf9ti79KnbAI+96hRefzv/6ZTVFTE8OGJDB5cg37fCCpvcKDUH0CSJQYtHkRyXrJ77e7Auk6hekV1\nqwpmKIEKd+h9NAnXnClg77LPbbr5GVQWmkmpV9x9r7Yam98seHExaq/pc6WgVxg6XmL2ZJAUtbx3\nx0WCC2w2Xr4ihdzFahbyR2M1V05UfYrVWFJtSv2/XWuof7cvPXO7oLMJrtRJvH+eYGiZOs7HtZZ/\n7D7KinHCHcxNmatmZEvTJcoPJEDMqYY+V/c8WLXsWS9J1NsF2GQo7AN/OKJe69kkWDgIUmtBgpj/\nTUL3tQG7HcTXBoRHn2phIfzhD/7/3zVnBAWoDsYuI6j6ejVo9R29k5ur/q6+/gfgcYT4O926JTJv\n3jLuvPNOrWxJQ6Md0BRthii62maUQOwgL202ZHuvIZieec6kdWlzsHLptnDjjYS20OZoU1wM+2Z4\na3PgdicPbbYqvL5D5pOs8PQo1Hvpz6nYc/6sv7m1hZVm6Ot0cXRA1ndJZOe0n89HNKmpqeGxxx5j\n6dKlnHvuuSxfvpw77rgDSfLtXdLQaDk6VDDblBlsxhwjUqzkzsxKeiloT0egHVyzuQhMu2DuFCjJ\nhKyd9L9tScQ2+r5z7w69eQil/oDqVKwIKgoqSEhPcM+2k3QNxkfVr1dH1Pfa0kQylD4ahLuDGkyc\nfB2Sl+Wb2a4Yma3IxMvBe36KisCWZga9AjpwSEJ12XWWGuudu6+WYgvJRWbG5xgpXX0UhwMkZAQC\nBQVJb6XbkIWwIQvJ+idQZCSHIPMrKBmG2zVRxMCXQ4Xa7uoAvupO+Zae8Csbsd/pgVp38OoV0AK/\nOPtsXh0yhEfeMrN5gZpp5fNzGHBfNf37gek3CWTFJasjcV5uOD6zGWbNajjmsWMD/79r7ggKVx9t\nXZ2aeRWisYHGJZcoTJy4jAULplNX9wMFBfk89dRTGDv5LreGRkeiqfNRo+VqmzRyONXz8hE70pCy\ndtP/tsURP0ckM2nbuxtva2tztHE5BA+sb5o2W0X4emTMMUKshLAKpDCdil3a5wpkh0vduah0AOgN\nkA1jU41sqJVBKGCXuae/H+fCDo7D4eDVV1/l0UcfxWKxMHHiRGbMmIGhkxueabRPOlQwC5HPYDNk\nG8j8JNM9C7SppkHqznMcStrXSBdW0LfvZDXAda4pHPwZMhhzjKojrqIG28LRkDk2ZBtIujuJqiVV\nqoePPXhWOVKi0YsSyQVAczEXmVFcu7T1gXdpg11oeN7mkGW2O4zsUgxMkzOYerWZMTMCn4ucHNC/\na8RqU0VqWKlEjKJuNMQq8LfjSaS8/SMlBRXqHNw4me6PH6RG3wdsAnQKJ67dxjnXvIkubTcCAfrb\ncNjisEsyJT/1oNxU09D/muksHRaoGdXNPeGjZMq/scBcNTvs7nd19cE6qfjpJ1aV/cjWrQ2/0+ng\n4ODjHNQr/F/6cXJ9dq5db+PAgTQyqfD3/y6SERT+drddfbQrVqiOxg6Ht5nUl19+SX5+Pl9++SWX\nX345ixcvZujQoQFfQ0NDo+1oynzUaPVbGgzZZN62GPPvitDrr4iKNrfGuluS1tTmaONyCG6qNsfG\nhD8SqdwED86BtB2wOwsWe/h+BnIq9tS+GGRKJg9ge5mB5c6AN+8yA2zNoLDSzNhUo/pzJ+KLL76g\noKCA7du3c+WVV7Jw4ULS09PbelkaZzAdLphtCtHo5/DcedbrE6msnBSR2UUgQwZDtgH5wUHY5lSA\nIpD13sFXUm6Se46pKzDztHtvqmOipdhCSU4JwiaQ9BKZRZmtOn+2KegT9WrgBqA4f/ZDsAsNz9uO\nJhrZP8mAzgr7Yw0MnmEg2NuYnQ1Fiw2s2JYBmWbGXWhHkY4iZIEuVmZgn65U5Dtn4aKWhu/+fDBJ\ncyciStKwZu7in2m/ZiJfq7FnWjmOudPYseMeXt90C+W7EkDUqP2vaXiNIUIBBtWqP2c27EAjPMbc\neKzVAcy2ViDuFDBOhikZONI9dq6DZFLz8sJzWgx3BEWwOXyuPtrc3IZgd9Cg78nLe5RXX32VXr16\nsXLlSsaNG6eVLWlodEKi1W/p0uBIjaiCmSUVF6ubbdB4fFhHcuPtaHi63zdFmyPpmS0ymykzCXaY\nQIfw0sVArv2e2nd4tZFXygyNAt68ywydLoj97rvvmD59OsuWLSM5OZk333yTP/7xj5o2a7Q5Z0Qw\nGymBgjXXzvOhQzMbmV1Q7t/4yYWXIUO9lfdnvI9pholyDIz6WzIDlQQyMbPbYeRlDO6dQd/ArNxE\ns/oUXVSvqHb3EgurCLsfNxKzpGhjq7GpGUhnJtJWYwt432AXGq7bUoBN6d4Ou39eaKE6o5qkXpCb\nlNTo3KrBlwFLMZROL0UoAkkn0WdCH04UnnAHsqCWzb7x0UBiYu7nnklv85oYyVquRwImsQAJBZFW\nSfaNaZxITObrOaC83Q9uPdIQmTok0Dl7b66thg1JUGIExeP3QIwk4RDCnaTVSRI2STidjBXINCOV\nGRHOnWthl0k8aoTwDbL9Es4IimBz+DzP6y9/6WDp0qX87nePcerUKSZPnsyTTz5Jt27dmrdIDQ2N\nTkGojVR/RlQRabOHWVJxMVx1ldrPD2r1SKh52u2J9uy2HAp/7vczZwZ3zndpM0R2rK4sa72izrNP\n1Ddskvuuw/O1XdpXPByWRzCmriNit9v5+9//zuOPP87p06eZNm0ajz/+OF27dm3rpWloAFow68Zz\nNItrnqlvX6arFGn48ETi4hrMLvT7RlB6Q/BeTrchQ72VGCWGlI9TKN1SSumdGVitBspR/0h+Zm66\ngi9LsYV9zx5kYIrCrrSm9Sk2F9+e04r8CoQQreLoaMwxIsdFt0/JlRl0G0jMLAGHgCp4vbqaTzIz\n3efXUmyhbF01JRmQWar246r9soKjLx5Ve5s9UIDUnvu5dsTfiV2ZxoSsTXxjOp+P+D3fcD5ZlFAu\nZbE44Ze88II6RH3FioG88rezcFx2gpjPe3Jpbi2bjVXOcT6C4feZuWhPCt3iB/GiUoFDCOJkmfmp\nqdTYbCTq9dTYbOw+ZOcN5agaUdtlKDEifW1ATM2ADDNymZGacYZAUyeiSqDdbc/SYygmPz+fHTt2\ncNVVV7Fo0SJMJlOgp9TQ0DjDCOaZEBVt9jFLcm3CubDZAgez7S1wbO9uy+Hgqc2BKntcNOf8ZxsM\nzE9NpaBC1dNJlZWkJyS4dd/Xhd/fOiMZU9fR+OyzzygoKKC0tJSrr76ahQsX8otf/KKtl6Wh4YUW\nzOL9xS/JTsMlH/c831KkDz6Y73Y8NL+UjGI9ENTZ0GXI8P6M90nZmEKakoZSr5CJmdhYg3v3V6fz\nv7PnWmOKVWF2DEybC/vTw+8LceEqUR5xU1ek16vdpgdJueEZFHj2nHqdq3qFgzMOMmDGgMajcCzF\nERuD+KOpfUrhCF2DgURDttMqGkqOLMUWdowswVEvGKSHeQUwMVYCq0CSJDUj64plnXNdhZC4oP9O\nYqc/h2TTg97G1XM/pSzNRDlplJOGTqhlTjt//JHCs09w9vCecF8ypg/UTD105azJx92Z+Pl3GlEP\nIZkxlgR3iS/lBoqKID0HMFl4srIUJKFmcBelqgZQMuj3GVC+NrTqDrI/sXddoNTXH0eSHsbhWE6f\nPn14++23ufnmm7WyJQ0NDS8CGftFS5vXrVhHBhmYUDfRXJtwLm3W64Nrc3MDx2i0D7nw3XRuaW1u\nSUJV9kTj/NfYbCjOyqZQSYJA/g+dLYitqqrioYceYuXKlfTr1493332XsWPHatqs0S7ptMGs55f0\nj2+ncKLwBD3H9nSPvfHE84tfCKEGaZLwyv75liJt21bDqFHT1SfIsYTlbJidnU3K2BT2bdin/kKB\ngVl6FmTB+PHqiBKdzv/xeK4xHph6qDuDbx8Qkeh5jVKJk9m4ZhB9t0VWIuwZULqz2E5TppMfn8Sy\nxeI9CsdSHHEPU6jXj0Soggnd0mPHeK2qiuS4OH47op/TQEKCWDWgjXW6ExdbLOx7/yD96gU6RXUa\n7mKBnSuTGL03HrvZzpFZR9yvee6t53Li7RPEOASDdgxCUmQQOiSbQC7NRE7Dy87fbLfz6IED6oMH\nniTt7uPMefUUeiGwrZLplZRKz0dsjS5y3GVOPjvXd64349A5m4uFAIMNWYa4OHW2a02N/x1kfyId\n7PeR4Cv2mzbZqat7CSGeAH7iyisf4cMPH6NLly5NewENDY0Ogac2hyoB9iSQsV80tNmECdtyG4pV\noXR5KRmbMsjONvDJJ4F7Zl1EY0xPc8ec+eI+V62ozdHEM7DPyTH4rexx3W/f+wdJaeb5D9fMMJws\ncUfHZrOxaNEinnzySerr63n00Ud59NFHSUhIaOulaWgEpFMGs55f0nz4e5g7EYCTG04CNApofUXS\nXx9osLltkWQM/fV91jhvEwLsdv+lTL5rHHPjgIgt0H1HqWwebGP6qMibJj0DyoT0BA7OOMjJj0/6\nnQXnr4epNQUz0IXG0mPHuG+fc1OhtpaPpBoWLcxkx1eZXj2zoPYoD0xRmK2HGBvY9bA7S2L8yCRS\nbjKw9897G0bjyLD38Cm6CzVTKykSyAKEHWJhzM1X0OO8hnLgHKORGQcPeq05Q1jQu1tiFfh7LTm5\nQ9h51MKMykON3BF9d64pMRKXofYA6SSZydcYMV4YPBgNJNLRFu/iYnj99c385z8FCLET+A1xcQuY\nOXMIWhyrodG58dRmqXwoTJ2HsBJWRi2QzkZDmwPpRDgZt2iM6WnumDNfXMfdnrU5EP4C+02bDAFn\nvQ5MUavV4qHJ5z9cM8Nw/B86MkVFRRQUFLB7926uvfZaFixYwKBBg9p6WRoaIemUwaznlzSfXorn\nAM4ThScaBbPhCF6ouW3hZgz99X3m4L+nMNI1hiKSUSrhYsg2MGDGACxbLP5H4RhzkOWGHiajMafZ\nrxkJ/i40ii0W/vLNN173swlBTV8zL1+WgqeBxMxDh7Aqao/ytLlw7/6uSJd3YWHXriS/ZOZY4o9U\nL6t2lxhbdbDs4jry/wvxCIixQ/5iqDXS7/pRDBx1tVebqqXYwv+s1nG0r9PBGHUkj0MHsqJ+aq+h\nihVLuvL3P1ZCX0WdX7c1wx3Q+vak5g43kGvyEOaRoT8rgUQ6muK9evUxbrrpIRyON5Ck/tx//3v0\n6zeGq66SOtUFgYaGhn88tVnsSIN6tRUi3IyaP52NhjY3JyDVtDl6FFsszDh4kHrnDFdXYD/dubHg\niWsDwKXNUw91Vzf5mzpmMAwzw0D+Dx2do0ePMm3aNN566y0GDBjAqlWrGD16tFZSrNFh6JTBrOeX\nNFd+Dtsudt/Wc2xPv48JR/CiMbfNn/BlE56BgKcR1KGZhyIWTn+7j9EwrnAdk2uWr9dtHiONgvXl\ntFTvjj836JySEqzC26xJBr8XEK6LjIE71bmyw27uzYVdEigdWcoBq4JDAklxJtslWHetWgxw8HyY\neqgHl19eylHDeoRw8K1cSPXWQWzenE1ODiinj1F3/T562mChHl7++9l8cP7P7DEJ1l4Lv/9QTerq\nJOhWc8JjHI9CYaXZHcxmZ6vlw67ZsOrnJ7Qwex1njn+RDke8Q5Uh22w2FixYwKOPzsDhsAJ/QZKm\n07//2UyfHvYSNTQ0Ojie2ixl7YY4yZ2ZbY6hX3O1ubkBaXPH9ISbGYyUoGPqwtTm1sKVaXUFsq42\nnECBvecGwP50mcG3R16t5vX6YbbT3Hmn+negsvOOhNVqZf78+Tz11FPY7XaefPJJHn74Yc4666y2\nXpqGRkRIwueivj2SlXWBWLUqN6wvXFdQpNcnYrPVBO2ZjbYD4azbZ7Fq7SrG/HYMD618qNnP549o\nmU1Yii1Ur6im+vVqhL35bsTNWVdze3ciMc6YeegQjx044DWTVQL+PngwecmN+6kBtm48Rt3oCnQ2\ndQxPl8wu1G6rBQXsEm7DJ7sepsyFPSaQ7DJTqzIYf+VLHDjwOOrkVx3LPnqMldV3I3ex88C3R/j9\nmoYK5eT7e/Pp7Unc/141F/SrYu4jalkzOoljCwdxZ0olxChgl3nouwyM3xrcwWU0SoGb0jMbqgx5\n06ZNTJgwgT179nDppb9j+/b52O2pnbbfSKPjIEnSdiHE8LZeR0emudocqGc22tq8dOlSCgsLGTt2\nLHnhDNHWaHVmHjrE4wcO4ECV1Ku7d2fGgOC+INEyzXJNM7ClmdHvNlK0uHEmuLP1y27cuJEJEyaw\nd+9eRo8ezYsvvsj555/f1svS0GiSNrdYZlaSpHhgMxDnfJ1/CyGelCSpB/A2MAA4CNwihDgZ7Ll+\n/nkvBw48HjLQCRQUGfIa98mGCr4iFdNZt8/i4TceBqD4jWKAFgloo2E24T72OsVdHtvU5wq0rrJ1\n1XyWHFxkXOe4bsg2lB6Ne3fCeQ8iNc7IMRrRS5I7M6sDXvIIZD3FEWBb9SaGrj2JzjZQNQhzCGq/\nrEUIdQSsPRYW5YPhlFoeXG4CTuoRu7ox621II4cBA9RMhF2JZfvVvRAxB3DIYHzCe237Dp6iZvMQ\nxDwD5aYkpoyoJrMU4gYksew+A7u3wHvfn+CS+p4svN/QYPh0Z3RKgQP1hwXrGwtUhnzkyBGmTJnC\nu+++y/nnn8+aNWu4/vrro2ImpaGh0XTakzaTTWOH3SiPlVm6dCn33XcfABs2bADQAtp2iG+ptW8g\n6y9wDac0ONjjXazYZsH6XCnoFaw2mRXbMpwzaxvoLP2yhw8fZvLkybz33nsMHDiQjz76iOuuu66t\nl6Wh0Sxassy4Hvi1EOK0JEl64DNJktYCNwGbhBDPS5L0CPAI8HCwJ1Kzx6FNCiIxNAgWFIYrpp6l\nsavWrvK6bdXaVTxE9IJZzzm4Tent8QwM3cfuSk9KzS/z8uw5IlZiYq9qyg6IgAGm1zik2HSkOUMR\npjJ3706470Ew4wzPc2arsaFP1JNcY+N/hw9iZf9aQDV5ct1/6bFj5FdUoAiBXpL4hdjN8zyIfeAg\ndDGzQYlXz5lzes8P58DGkR6BbJp6G91tcEUN/OoHnv94EH++ZCWZlPLx8QzKRQ9nqTCc7O59LBVd\nbOTkQEwM2MsNlJcbKAfGXApLt1pYKCqxdlc45LDgGJiAsksd6fTVVw0u2K3dx+NbhnzppfXMnDmP\nZ555BkVReOqpp5g2bRrx8fFA5xxhoKHRweiw2hwuntpcWFjodVthYWFUg9n2NmO2I2IptpBcZGbj\n8FQ2D27s3B/JprXv+1FssbCiuprXqqqwo04p8JwfD0CmGawNbTxkmvH0zoCO3y9bX1/PnDlzePbZ\nZwF45plnmDJlilubNTQ6Mi0WzApV5U47f9Q7/wjgBiDH+fvlQBEhBFNtQpdDmhREYmgQzPAhHDH1\n3Wn+3dX5FL9T7L59zG/HBDukiPAN7Py5LXve11dY/T3ePStWJ5F0dxJJuUnNEmLP3pzVQ+oo61EV\n1JnRaxySFXof/xvxv/vMXa52qOhQ0PfAtcuaqNf7Nc5wH7NzNIGn27AcJ/O8T3BcbLGweNU+btnh\nCkwFaexAjw1d2i4cc6ZR9dbD9C7uh05RdwF6noBxb6mPt+lh8osNJk4AxAi+/u0+JlX1IE4eyYQ+\nfZCPHEFx+pFtuAauXad6RNlj4Jw7epGdDZs3w6xZsHcvVFbCmjXwocGMcpfaSyR0CvIwM5QbUBTY\ntk2dgXjvva3fx+M5QzY+fh333vsAFRUVjBkzhhdffJEBAwa03mI0NDRC0pG1ORx8tfm66ya4M7IA\nY8eOjej5gr5WlLPIZyK+53D8pgwMKd7ncNumasauVfgqE/ameV9TFBc3jE+6PcuCY1LDc+k+SGVU\nXCV1iuLeu68XghXV1V7XJLlDjby+Q8YqFGJjZHKHNv7M+ZuX3lH4z3/+w8SJE6msrGTs2LHMmzeP\n/v37t/WyNDSiRosaQEmSpAO2A6nAYiHE/0mS1EsIUeW8SzXQK9TznHXWEM47L3RfTiSGBsGMEYKJ\naaDS2Ntn9UCvf6FFemZ9g2tbjY2U6Y1H6gQSVn+Pj9TsIpzeFJcJxnCLhdjS40GdGfWJenWer1D7\ndZOuHYoh5Qr37cHeA99d2vmpqe4xN661uY/ZOW7VrWR+RhSAKpYvPAh6mxqYTpkLZWmZ2IQegQ17\nWgUzHz/Fb27twe9P1iDjio8FEhJ6G/xmfUMwa9oFmaVqYAyQWaLwn8wjKGnqA2MkicEjerBiaR19\nt9lI+00vckcPBFSRfP99mDkTHn9cLWuStxvR3SEj6ZzHfK+Rwir4+GN1PrHdDv37t43A9u59kP/+\ndzKrVq1i0KBBrF27lmuvvbb1F6KhoREWHVWbw8E3CzxmjJGzzlrSIj2z0cgiN5do9Y22FaHOoaXY\nQvrt1Zjq4TY9PDpPInGwnpmHDpF41MiEX6stNwA/6cz8SShunT+w8QTW6xRCOcNkGwx8khXagKuj\nVRYdOHCAiRMnsmbNGoYMGcKGDRsYNWpUWy9LQyPqtGgwK4RwAJmSJBmB9yVJutDndiFJkt/vGUmS\n8oA8gPPPN4bttmcwZIdtHhTIgTCQmIYqjX1oZXazS4v9ZVbD3akuW1eNo15B8gnY/D0+EvfFSPtS\nQzkzWootVE6qRDgEkiyROj+10VqCXdD4lhbX2GxMT/EO7n2HxntlZv2cw6QvbehtoFMAqxqYzk9L\nYwpzyaSEEimT8hgTDI/luo9BCmKcZtoNc6eqgbFd53QkdqjZV1f21q4IkszdePmudLhL3V2eOdN7\nx9errGm/gfnxGdT0bTin6TNgy5a2K3uqq6tj1qxZzJw5E1mWee6553jwwQeJi4tr3YVoaGhEREfV\n5nDwlwXOy8tukT7ZcLW5pQLOSLW5PRLqHJatq0apF+gUkOww/Ugit1dUYBMC2SHhGJQJu9Vj3u4w\nkquX0UnOKrRRPYmVLW6HZFDLjF0z5D2JpP+2vfPzzz/zwgsv8PzzzxMTE8MLL7zApEmTiI2Nbeul\naWi0CK0ymkcIYZYk6RPgWuC4JEm9hRBVkiT1Br4L8JilwFKAIUMkUVKSQ1LS3SQl5baKhbw/MQ1V\nGttcAmVWw9mpLrZYmNirmuf0qgNuTKzkFoVgjw+n38czeBy4U2HfhwcxhZjnFkwYPLOmQhLYamx+\n1xLogiacmXyex+zZM7v/21pKMkBvgmzneVtRXc3Wvt8zR1JdFGUBv10HG34D5RemUU6as1dWojy2\nK+vGF/K7w98j/2BEfPErFCUG9DLn39WbJYO7EvefE8TZTyIpgHNsjwQN2VsTYJNYNsVI7mJ1vZ4u\nifM3WtSg1WT0GRZvwLOPpy3LntasWcOkSZP45ptvuOWWW5gzZw79+vVrvQVoaGg0m46ozaFozZEz\n4WpzSwWcwTwjOgquc1i2rtq/Np9bxSzndY09Blb1s7oNHB06gXxNNcpuA5gsfD3czLeXpnLlDw1t\nWJssCe6WJN8Krs6GEILVq1czadIkDh48yK233srs2bPp06dPWy9NQ6NFaUk3456AzSmWZwGjgBeA\n1cCdwPPOvz8I5/mEsFJVtYTjx5dHPLolWhhzjEgxEkIRSDFSo9LY5hKs3CbUTnWR2UyZSTBlLlxU\nAr/8bRI5Hvf/ceeP7sDOM9O846pShFVBipXJ+sR/v4/nrNXZUyDefpLSRZYm9wf524n1DeR1H/g3\ngoDwZ/L5nrNii4VrSivVi4rS40yQUnnRWoldp3ABahALauCps6tlwuUX4jZ96vt5X6omVbIhxsAo\nniIOO0p5Ovojc8gYncWvXef1xgRKF6mD6iVAcjQ877k/nY20xoBYn4RjrxqoQoNLYv1ACwV1pSgH\nGi58pgfbNGjlsqf9+/czceJEPvroIy644AI+/vhjRo4c2XoL0NDQaBadUZt9iSQL3OzXCkObWyrg\nDGdjtyNQboJrbMfd2jw/NZVJlc5e1zS17SezBEqGwh7Zu2Bg9A3AWRbW5JQiYhTud+pmShMcjzsy\nFRUVPPDAA6xbt460tDQ++eQTcjqaS5WGRhNpycxsb2C5szdHBt4RQnwoSVIx8I4kSfcAh4Bbwn9K\nEdIJscURPn83AU+nxfLybHdmzdQM4wuXqO1NUziQLjM+o6GM5tjSY+y7bx8AJzeokxaS85IpW2HG\nUa+gA+z1CmUrzFzhR5RdwePBJZXEW2tBNK8/yN9u9qGZ3oZPy96tYOW4wG7IngLleT4DzS0E74uK\nekVhzvYTKJlq8VFmCUiioRpZAGVD1cdJwDT9YIx32nj8gMIu0pjGXKZ2P8SY225s9Fn0zQpXTKhA\n2ASSXmLELUOIn2RoVBrsKieWhplx6NSSqPa00/7TTz8xc+ZMZs2aRWxsLHPmzGHChAla2ZKGRsej\nc2pzFAikzc3ZMGzJgDPcjd32jm/AX3jiBFaXaZNQg11XRZO0sDe6wadRZEGsJPFQRhJFKWbWHGh/\nutka/Pjjjzz33HPMmTOH+Ph4XnzxRfLz89Hr9W29NA2NVqMl3YzLgCw/v68BIkrl6PU9kaRTCGH3\n64TYWtb45iIzwiFAqPNGmzoywOW0CLE8+OAmysqynUO4m2F8UW7gztIMyDSTO9Rb1E4UnvC664nC\nEyTnJVOCkUHICBTsyOzBSKA8s6kcrIWncbWKSjopomDbF9/dbM9srUMvsT1DhLWT7Xk+pfKhMHUe\nwopfZ0nPiwrZIWMv6glpFhAKJWlg04Gwq4HsS7rBTLgowatHtdhiUTPUyk6GSaWk9rw54IWb5/El\npCd4vaeb0huXBrvKhRNHGJnkiN6FT3PnugoheP/995k8eTKHDx9m3LhxzJ49m+Tk5NAP1tDQaHd0\nRm2OBsG1uRkBbRBtjgadIfPoG/CP7dmTT09acNgVUCSk//ZAMsfC+iTi9huY/4i3NgOdIkMdCUII\n/v3vf/Pggw9y9OhR7rjjDmbNmkWSn35gDY3OTqv0zDaX+OGnPw0AACAASURBVPj+ZGYu9NsDE441\nfrQEtbkjA8DbaVEIK2lpRezYkd0whHt65MYXxcWunksDsbEGcjehNp046Tm2pzsj6/oZYHiugfxl\nGaTZzOzWG1mcG/h1zUVmhL2hDjfp7uaN8vHFM5t5dLie/XGV6MIQJq/zuSMN6gUokt/ZwZ5z7BKP\nGpm0ycDP3yRAppnyEiNT7HB9XzN9rzfyUK7BefHi0aNqMLAxtZ66iqnohA1H5UosCaHL6nwDd1dp\n8NalFpbPMJM61shleQ2vl26Jzk57w+eCJl2Q7d27lwceeIANGzaQnp7Op59+yogRI5q8Hg0Njc5F\ne9HmaBBSm5sQzIbSZg0VfxnmHYUJLPmvGfGVEXmvgXvvhf7jAvhHdJIMdbjs2bOHCRMmsGnTJjIy\nMvjXv/7F5Zdf3tbL0tBoMzpEMAuBe2DCsXX3J6hNEdFwzB48y5R812sptlC37nKkXqoLssMRy86d\nOeh0TXejtRRb2DfDzMB6I7sUg1/hTc5Ts2gnCk/Qc2xP98/Z2bC4yEBRkYHxOcHF2jeQT8r1v/vX\nnIsTV9CXAm7ThlDC5OlcKWXthjjJnZl1bTb4nWN3mYH0TTBrloFVb6rPXw5MfNyAr+ml53va17aN\nA8KGa+xDU8vqti61UHtfKX1RqN0gs5UMLsuLbo9PUVFDL24kF2SnT5/mmWeeYd68eZx11ln87W9/\nY/z48cTEdJivCw0NjVYi2trcUkSizZIUy+7dzdNmaPp38JmIr+7lDjew/OGGlpxQM9Q7Q4Y6FLW1\ntTz11FPMnz+fLl26sGjRIu677z5NmzXOeDrM/4BAQhQqW+pPUIEmiWioQM13WLunGYancBMzj49+\nvZN1R4ZTUZHNvfeG/qIOtJ7SkaWk1CvMVmSmyRnsjzX4Fd7kvGR3EOtJuAZC/gJ533ED0bw4CVeY\nvJwrs3Igq3HPrNdnoE6hekU1hmyDe57rwyssvPeNmZvON5KX2zCIvagIRowoxuFoeE9TU+c3Gvvg\nIpJAvrLQTF/UfmWBQmWh2R3MRguv0T5hXJAJIXjnnXeYMmUK3377LXfddRfPP/88vXqFHDepoaGh\n4UVTtLmlgtlwtVmKnUfvlTtJGjmcxYub3zMb6XdwtOhos2f9aWdbuvW3N4QQ/Otf/2Lq1KlUVVVx\nzz338Nxzz3Huuee29dI0NNoFHSKYdTh+DChEobKl/gS1KSIaTqDmO6zdM2vnNdZHgep1o9klUtDp\noH//pn1Re464iZcVpl5tZvAMQ4t96XuWy/obN5DcBgPkVdFOJsc4XnUvzMbvZ0DSSe5+56rXvuWz\ns77HdPNlYLKwMeUNftV/BxulLMZYboNyg7s89/bbi7jrrob31Gar8Tv24djSY1QUVCAcAjkudCCf\nOtZI7YaGfmUp09hozmxzieRiYPfu3UyYMIFPPvmErKws3nnnHS699NLoLERDQ+OMoyna3FKErc1W\niN87GsNNKVFxim+LgKyjzZ4Ndm3V2m797ZGdO3dSUFDA5s2bGTZsGO+//z6XXHJJWy9LQ6Nd0UGC\n2dqAQgTBrfEDCWqkIhpOAOxvWLv7Ng/hlmJkdgsjOkfw3VovZ0VMjXZafS8Gxsww0lpGkv7GDYxv\npYuTrRuPUbnxBNLlXbjf+G1I0TZkG0i6O4mqJVWqeZddkLJ3Ffn5MtfNr+I58SB6bNh3DeXQBwM4\n8fNlWK0GHA7Yvj2HO+6IRadreE99y+osxRYq8ivcPcVKvULZumo+Sw68M35ZnoGtZFBZaEbKNHL/\nQkOTe1uDEepi4NSpU/z1r39lwYIFdO3alZdeeom8vDx0Ol10FqChoXHG0hRtbgnC1eam6FaoLGhr\nB2RtOXvWpc2po3py2ajwTAIDVU6d6VgsFp588kkWLVqEwWBgyZIl3HPPPZo2a2j4oUMEszpdV6Ty\ncxHrrgJJRl8wAlKC98B44iuoTRFRr2BU70A//CiQ4v06PsPaKTdxqOiQ+zU8X3MxhqC7tV7OilIs\nDzKHMmHyCtqaejFwbOmxRv2zkeJv3IAhpeUvTrZuPEbt7/fR1wa2BScZOBd2pfkX7eJiWLFC/fft\nWUmgP4qwykhCRrdxFFf9ehvnHvsefZIN3e5fIE+ZSZItliRdCZNJYp2cxP792cTHb6Jv38CfM3OR\nGaE0zGoSEhScU82uA4K4IEH2ZXkGLsszMHNm6/dVCSF44403mDZtGsePH+d//ud/eO6556ioOIdZ\ns7SyLg0NjfCwFFuoXlENQFKuagzYVG1uKTy1Wb9vBOaXkiHH4n79pupWtLOgLaXNrYGnNtcuOMnW\nNQQMaJcuhcJCGDsW/uBTOVX9erX7c3QmoigK//znP3nooYc4ceIE9913H8888wyJiYltvTQNjXZL\nhwhmqYtHTJ4HVgFIVKy3w5qtVMaN8lt6HA6Riqgh20DqBzoq3l2GyNhOZdx+EiyNX9OVtQtUOuMu\nnyF4sNDIWZEd7MDUKGiL9DgCzZyNlEDugYHW01zXStfjj+z+np420CkgbPCbkuNkpn3MbimLHGPD\ntIniYjUgS7VayMTM/bKR567U07XIDkIGh4xclsmwfjHY7LMRJRch2fSgyKAIfidVcW3MceLnZ3DZ\nZdkEs6A05hiR42SUegUkiRcv7kGZqQZQ59kWmdU+7UC7963dV1VWVkZBQQFbtmzh4osvZvXq1Vx8\n8cXNdj/W0NA4s3D86KAkpwRhVTfzql+vZtCamGZpc0thMGRDuYnSG0pRrAca6XJTdCmaWdCW1uaW\npnLjCfp6aHPlxhN+g9mlS+G++9R/b9gALDFwpU/lVGu0KLVHSkpKyM/P5/PPP+eSSy7hP//5D8OG\nDWvrZWlotHvktl5AODhqHWADkAAQVsGJjZWNSo9bGtvgzYhxKyFtV8jXDGQ8FS6usih2X4j05u2c\nLr8UHTR7p9XfzNlQLF0K11yj/u1JtsHA9JSUkGLpCuwPPH6A0pGlWIotEa3Z8/FJ79bi0IFdBkWv\n8Lus57mbZcxjKibK3Y8pKoJBVgtzKeVuDjBbKeXVT1MhVgZZIHQxjJkxlPPO20nXLukYruyCFKdz\nfsTUHWKdotClchUWS3HQ9RmyDaTOT6X71d3Z//tBfHi6P9hksIPOIZOo13PVjlIe++YAV+0opdji\nffyuvqqnn27ZANJsNvPAAw+QlZVFeXk5r7zyCl988QUXX3yx+5z5Zog1NDQ0AuGodSBsHlUpbaTN\n4dJcXfbFlQVtK20uLoaZM9W/PQlXm6NJ6qie2PSqNtv16s/+KCxs/HNSbhJyvAw6Wrx/uj3yww8/\nkJ+fz7Bhw6ioqGDZsmV8/vnnWiCroREmHSIzq+uqQ9JL7t1f9ApdLpewBOiBaS6BsojB+m58aW4f\njsGQTWr9Riqm1iFsOibGSvx6ZRLDRyY1S6ACzZwNRKNdVOAP6ZFlWZvrWun5eID43ESOGY+QlP4W\nnFcGKCC8e6lHJFrQSwfRiwbH4K7Cxs4/ZTG6v7r2H1PeZt8+58H1/S/nLu/Pdyt/gLWjwCFDjJ2T\nKXOwlO4Pml2wFFuonFSJYlU4T7ZwgS2D8ikZkGlm8jVGdsSaqXcooIN6u8KKMjPZV3gff0v2VSmK\nwvLly3n44Yepqanh/vvv5+mnn6ZHjx5e92sr500NDY2Oia82S7ESPUeltro2h0u0TaeimQWNVJvb\nWyXNZaOS2bqGkD2zY8c2XEu4fm7N/un2hKIoLFu2jOnTp/PDDz8wfvx4nnrqKbp3797WS9PQ6FB0\njGA2QUdmUSaHXymlpmYN/GYd3xr3k5o6H5utJmRfTig8+3soNwV01vPtiQ32muUmKF3Zi8xSGHpt\n0/o/bNv6ImwH1CDOKhi9N56Um5r3JZ+QnkDimESsx6z0vqd3yDIm313UjfMt/OJgZON3gl1ABLs4\ncY/HSfR+fOqtpyDu/6Eo9YACyF4XTZZiC45JpQxHQQB2wI5Mud5Ifq6BFOfrHCz1PjizuQjOPRcm\nLIBTBsgshbTdKIou6DxZz2BbUhSyJDPl5SnIXxswXginLMAgWbWxtsuwxwhXBD1lUWP79u0UFBTw\nxRdfkJ2dzfr168nKyvJ7X20UgoaGRiS4tNm3ZzbBEp5ORkI0Rr8Zsg3oPkjlgDPgikbQFK35ppFq\nc1vOsHVps69OXDYqOaTxk2uOu6tn1vVza/VPtxe+/PJL8vPz+fLLL7n88stZtGgRGRkZbb0sDY0O\nSYcIZgEwlaNMfBZOfgwoKIoOm62GlJTpzXpa3/lzvTatD5pFDDQg3hO3KUQPhdiRMptMSQE7LoMF\nc9HeRfa9GEhIT2i0bt8dZt9d1LP2mlFQxwEFyrL6HpOrDNdlbOG6f7CLE+9dZwMb52cg7TBTghEp\n/iUUhxVXINu9+9UMGDCj8agFAZIM+uHd2XPRABbnNowtsliK0enOht0mKMmEbhZsL00GK6C3wbxH\nkNIqEUIXMLvgOl8jhuu9nKrLGzlVG1iWn4EtzczQ0/sY9+BLWCzRu8jzxw8//MBjjz3GkiVL6Nmz\nJ//4xz+44447kOXgnQXaKAQNDY2IMJUT/4grcB0ChKeTkRKNubTFFguj4iqxXqcQK1vYZEkIGIg2\nNwscCaG02R9NqaSJxjFFIyOcl9cQxJ5pfP/99zz66KO8+uqr9OrVi3/+85/cdtttSJLU1kvT0Oiw\ndIhgtmHOrP9MXHPwnT9HRglybEaTAkhXcHO4ri4sU4hQO83RKL3xDFCDzYEN5MqYlwdr18KqVerz\n7cCIQyejk/yfH3/HBLjLcC1bLCSkJ2DINgS8OCkuhhkzoL4eFEUVzZU7DCxfro6vGfp/OcybFwuo\nGxCegSw03gTImD+AKz3OnXsDY+dAmDIXbHqQJYQiqx8vu0zv4wtJui3Gy/1y1/BjbB5sI1GvZ0dt\nLa9XV2MXgtg4mY0fpJKyzRbQqbposYFt28pJT78Bh8NKaWnLGKM4HA5ee+01Hn30UXeP7F//+lcM\n7XjOoIaGRsck2Az4aNOczd1oa3O0aUqgHmklTbSOqS0zwh0Zh8PB0qVLeeyxxzh16hSTJ0/mySef\npFu3bm29NA2NDk8HCWZdc2b9Z+Kag37fCKR3b0dkbEdO30/SyOEkbTJFHEB6BoMxksSF5ZC+A3Zn\nSeRk+RfdcAQsnNKbQLutvgHqxuGpSDESQhFIMZLXxUAwV8aHHoL161Xh2h9rIH5+Bn1r/J+fQAYb\n/o7T38WJa9fXFcjKsrr7CzCw3sJQxUxZqYmdOzcxerT/MrZQmwDuDYySoWogq6hz2ySdhJAEcqyO\npGuHqgFguYnto0sQ1gPY9LByLpSnqT5RLtsTq6KwebCN6aPUUU3+nKqzsyE5uYgDBwLPS24u//3v\nf8nPz2fbtm2MGDGCRYsWkZ6eHrXn19DQ0PAk1Az45uCvwqcpm7stpc1NOYZANDVQj6SSJlrH1N68\nFULN+W0PFBcXk5+fz44dO8jJyWHRokWkpaW19bI0NDoNHSKY1em6Iss/uHd/oxXIWootVN7gQFjv\nQtLfQerqePV5s4n4S94zGLxgl2DOVNBZQYoDUxZ+J7tEo4w42G6rb4D6VW0tQ10RmPB+nmCz6Rrv\nABsA/+cn0DH5+52/i5Mi58xVVyB79dVqllbZaeEGpRQ9CkKRiDs6KGiJebBNAL0+EUmSEZllakmx\nXaf24s5PxVZj87rw2LD6CD2swj1uILNEfY7MErU6eU+a6mKZeNTIzDeD75BHYiDmIlBvkufvU1NP\nMH36dF577TV69+7NG2+8wa233qqVLWloaLQovtocLbOnYKPtOoM2+9IaBkjRaltqT94K0Z7zG22O\nHz/OI488wj/+8Q/69OnDW2+9xS233KJps4ZGlOkgwWxC2MZLkeC5UynQYdvWF0ZF9hyundcRw/XE\nxqnB4LBSiRibUBPJdYLqFdV+xSkaAhZst9U3QM0sBYdzMLlweM9y83VlBJh56JB7tzPcHeBAx5Sx\nKYOyFWrPqx6D+/rB9+LEd9d3xgz1dfeuqMaG4ryXQJlXgWVMQkS780VmMyP0+3BUTkIIB9KFX9P3\nne+I2X1lwPO/9oJ6btGrgaxdD5ZuMHeKGgPb9PDZPxLp368/k0YZqB9oQd5rZrFiJO8yP+93BAZi\nELg3qSF77UCn+zvx8X/h559PM3XqVJ544gm6du0a1jnR0NDQaA6toc1NzSK2Z232R0sbIEUzYG4v\n3grRnPMbTex2Oy+99BJPPPEEP/30Ew8//DB/+ctf6NKlS1svTUOjU9IhglloGUOJ5u5U+u68bvwg\nlc2DbYy4WY99RQXCGThWvVJF16yuHEpPbrSb2VwBC3YMvgGqSQ+ls48HPF6XK+PWYxt5peJdtosM\nnpbTI97t9HdM5Ri4xtnzGrs8sGmEv11fS7GF6terve7nG4wHw3P39nbpXe4Sasm6EBIxGd+SMjrF\n7+MsxRZ+uyeOwhtrGVQJm0eA4RTE2kBWQGeHew90480DaiCrzC5F0SsU1MmkW/yfs0g+x4F6k4qK\noL5+K4pSgKKU0L//SNasWcgFF1wQ1vNqaGhoRIvOoM3+nINbUpvbipYKmFvTLMuTYBVlbcXmzZsp\nKChg586djBo1ioULFzJkyJC2XpaGRqemwwSzLUFTdypdX9x1h+u8dl5Ttjn7JlNg759qqVpSpZbz\nOmDf+Aoe1CVQ5jBEdSac7zFgKufQoYZdcq+xAdmEPF6LpZi6itHcIaz8ET3TlLkUmZs/fD0S0wiT\nqZjkZOeoJLIxF5kRNs+6aAFC4vDZdt70yB4H4qO1h7lxk0JJJmxPy+AOSY9OgCzHot83gkNvHkKf\nqPcqMXZdDPWsVxingCLB0DJ4yXQusv57sDdcoOQA8l4zil6dJesgOjvE/nqTqqur2bLlYRRlBdCX\n2Nh3WLHi/3HBBVrZkoaGRuegNbW5Ir/CbUrYHo6ho9EcY6mtG4+FnEsbjGjO+W0uVVVVTJs2jTfe\neIP+/ftTWFjIjTfeqJUUa2i0Amd0MAuR71R6fnFLMZJqGoRotPOalJtE9WvV7iBMOARpipkdwhB1\nB0DXMfiOGYrEWdI1a7eu7jA6YQMUBDaGSaXkGG9v9hpDmUZ4lwHf4HUMxhyT6rjkRgIUVu/exosZ\nvYL2ymzdeIzL76rhKmdZ8CPz0ogfs5q+tm3o942g8gbH/2fvzeObqvP9/+dJmrZYMIWKhIoUpcBY\nphQUdeLCrcMwl1lcRr4uV8fqoKJDC5RNxA0QWbQgi6AiIwojXpQfMwxyZRDqxG0yKmiLCApFKCoN\nQiEBlLZpzuf3R5o0+9akbeDzfDx8lKQ5n/M5pzN5nfeOWr/f1VsMTZrG/QCiNjhHEAFoBYgG0Fdm\n8MUDF3BDz+YHFCOwVM2kpE6DA5W0OHmIPaPU11xj5+OPlzJ8+DROnz5NUdFULr74UX7964x2ke4l\nkUgk8aTVtFmNPMsnkdfQVtHNlhJrSvhHWw5x8vo99LDDycXH+egtYjZo29KItdvtLF68mOnTp9PQ\n0MBjjz3G1KlTOeecc9psTxLJ2cZZb8xGi3edraD7/d1J75nuJ0B6o54+S/qwt3ivs3uwTsOXfvNH\n47w3nzFDvp0lg3lQPY1gRdGiKCkIAYqi4/4+t8RFKEI1jXClAff+QiW18ksuK+gN/Xe6r+EQRo72\nzeK83Udx9REWGkFjQQUO/turVsZllLsi01VbjtDDjruB08iqTlydfRk28xUcmHcAtf6422D1nJ3r\nThGrV1Gcf24a0fClLpPRRXoO5cHrViuFNqeYjrpaT74t/h5ioxHq602MHj2GnTt3Mnz4cBYtWkTf\nvn3jsr5EIpGcCcSqzZq0tk8Bbu1RQPHCbIZtBzPJT9EA0aVT+2pz1ZYjMRmzbcm7777LmDFj2LVr\nF7/97W9ZtGgRubm5bb0tieSs44w1Zl1eTt3g77D3fT9uzSl862AMRYagopM9KpuM/Ay3cRRo/mg0\n1xK2vb9Pt1zfFFrf1CuXB9XTCBYCune/n/T0nnFt6AHBm0aYrFZ6f6FSNhF09gKErgxl/mQ0+fv4\n7rtChg2D3vU9eZZadDhAI7CXLuGd/s5uXSmKQmFmZsDIdO6wHE4uPu5u4HTZb7o3PzjUN0deAWdk\ntkmMd6Gn8u4CBmKl9yAd+z63s4tMlhbpIS9wB8V4e4i///57Jk2axJo1a+jVqxfr16/nhhtukGlL\nEokk6fF1PLaUlmhzWxuO8Rqb05o0NyjUM0BbwKL7rQwoivxe5g7r6qXNucO6Rnzetu6k/N133zFx\n4kTefPNNLrroIjZs2MD111/fNpuRSCRnhjHra+x5ejlJqYP5q1F+Pp2BA1s+Ay/aOhjPNKNA80fD\nEVV7f49uuY3rr2HvpEaEY7+zNkiDM/VK4z9n1tcINhiKWnyfokmZKszM5OtKBZ1doFUVaEyjc/Uk\nuvbNZcu8bHrX29ip6pmgGcT0m95BN3w9y/v0Zhf9UYA/GQwY9Xqqq70j05bybfT4OpuDT1/IN9+f\nctflVM+p9kohBiAFut/XHUORgV3o3SKdmqqnvAiuHQXXNn10TnV8OigGE+WGhgYWLVrEk08+id1u\n54knnmDKlCkybUkikSQVwXSgJSUxwWiJNrc17bFZVDg8+2DsQM+HPfVcG8Wf8Oph2Xz0FlHVzAbr\n8N9a1NfXs2DBAmbOnImqqsyYMYPJkyfToUOH1tuERCLxI+mN2UDGnqeXE5ECFQWI/l9isazyE8xY\n6lSCiWAial6i9tjuyqNuVRdqltc4r9+FCqJRNNeeevRTinZkTDiiTZky6vWot/Sh7q97wS7QpGrp\nmjuMqhuryKnfT5mqYbKmAF3BLrLG3A3UUwpcwcf8XbmDIsMgwDU/VkEIDcquAVgm5SMa9uPQKeRu\n6OMWS/eDQ53afB8EpPdM95p1G6xZVdZ3mWgcGoQ29g6KwUR569atjBkzhq+++orrr7+ehQsXcvHF\nF0e9vkQikbQloXQgXElMrLSmNseTZGwWFagPRrTR9quHZUeVWhxNI8l4s3nzZsaOHcuePXu46aab\nWLBgAb169Wqdk0skkpAkvTHra+xZVjlHuCgpCgIHpDTCwAq/42xmG5ZVFiyvWBCNosV1Ki2teQkm\nttF4bN178DTSXGhwR2UDzZn1HK/QUuGP1AD3FL6rhxmxvduc9uXZgCldozLpV1YufsyEw1EPqGiB\na/iIa9lGHoOw2aCqqhQhVBRFS9a3UznqfFZCCMGytXv4sj+Mys52Pzj4/v1d9zZUsyqzGUqH6XH0\nLkBzmZWF94evjw0UgfUV5fXrDzJ//gTWrVtH79692bhxI7/73e+ivvcSiUTSHgilA77ZQM7O9U7i\nbXgmSz1qJJHi9mSU+/bByMuLf7Tdl3CNJBPBgQMHmDBhAn//+9/p06cPmzZtYvjw4Yk/sUQiiZik\nMmYDfZF7GnuKVnEbJ4pW4byiFI4Ongh5u1GUNAyGIvc6vkafS2yBmMSiJTUvocTWZXjt+KeFigLQ\n5TnTlUPuwWXIKk6jvsf4HqRkpqDL0lFVWhXSMI6H8EdigAdMMzMavc7lucZN0zMhr5CKCi1CqK7L\nA+H06gNNnn7n/Fjd5RYcuvMRQtCog+0F8L9795KfkYFRr3c/OBiKDH5/71DNqlxGqLpTj7JbT20/\n4Org9yJYBNYlyvX19SjKPBYtmoVGAzNnzmTSpEmkp6dHdc8lEomkrQinzb46ECwbKBGGZ6LrUV2d\n+BM9GqY9GuWefTB8y3ziFW33PV8wbY43dXV1lJWVMXv2bDQaDbNnz2bChAmkpaUl7qQSiSQmksaY\n9Wq7r1UwjDS4Gzy40nNOfHKC2n/UOiOPQtCpTy8uvPN5P8H0M/oARVFotDZScV0FosFZU2q41xCy\niYQnLal5CSW2ZjOs2gavXHeYRlRSKw8HHUPja9h73iMX4ZpexEP4I0mZCptmlreLbq9VQuVADMMH\nNK1hpE+fJezZMxpXDrWiNHv1vep+hw7m6IYclq3dw/YC2NUfNEL41bcG84YHa1YVrWc4WFqU0QhP\nPbWJ2bPHUltbxQ033Myzzz5LTk5O6AUlEomkHRGJNrv0sHpOtVsTPLOBXITSn1ijkomsR3V14vdt\nBpgI2nuTqFDR9ngSTJvjycaNGxk3bhzffPMNt9xyC/Pnz+fCCy9M7EklEknMJI0x69V23yGoWVbD\n4ZWHvbyTB6YdaDZQVTh4TiOvW7MpzBxNjofAeIpb06QXhCr4dv637jpTYRfUvFiDZYWFgaaBETWT\nyF2Yy5F1R+g6omtcxNYV1asbYUXkqaAN3XAoEiMyXCpTvITf9zy+DyIh08xcUdsuDWiGpmLIK8cV\nj87OHkVGRj4WyyoAd7MqsxkqK8sZONDEgAFOx8XVw+DL/s6IrEaIuMx/jdYzHMj43b9/P6WlpWzY\nsIF+/frx+uub+fWvf92ifUkkEklbEE6bfZsyhooqBtOflkQlW6LN4TBZ49MMMBISZZTHK3U53r03\n2oJ9+/ZRWlrKxo0bueSSS9i6dStDhw5t621JJJIwJIUx22BpQJel827aI3zGy5iszgZHHnyy+lte\nT4GZ+d4eU8+ayVOfneLktpPenW09EA0CyypLRLUsrhRe2wc2MvIzohLbQEaoK6onPsuEOzUoGpVU\nbWiDrKUdGhPRiCLwg0iz8On2DMH6fDYU2vxGBQWK2ro8+jazDevfrOzMsvHLF8HePxvdK6MxLdW7\njcxR2dnkZ2TENQ0sGs+wp/FrNJ5m8+anefrpp9FqtcydO5fx48eTmpra4j1JJBJJaxOJNoNPVLFe\n5cD0A/Sa3stPXzy12ZOWlvHEqs3hKMzMJFWjcUdmW+osDUXraXPLDFpfI7a10rBbwk8//cTcuXN5\n5pln0Ol0lJWVMXbsWKnNEkmSkBTGbP339VSVVpG7MJeTn58M2LQnszATJVVB1DsNWgEM3AZlO2Dy\nfBVTjr/H9PDKw82zRptG1wghwB79HluaAhTICHVHzo4ZTwAAIABJREFU9b7Wo32kgJGLrBQNSLwg\nxGNkgae3N9i90euNsCuPyhsrURv2u8U0My901NZSvg37xgJqVwuEQ9CoUch9GnYNEDTYNazaVoDR\nY/+B5r+2ZiONX/xCcOTIW4wcWcr+/fu57bbbmDdvHj169EjoeSUSiSSRRKLN4BFVbNLb41uPc/R9\nK+keXeY9ObzyMGqD6o7wJqqMp6UY9XrKCwpazViL9zih1qgnbq007FgQQrB+/XrGjx9PdXU1d9xx\nB2VlZWRnR95hWSKRtD1JYcyC84vWXmun3wv9Ajbt0Rv1DPzXQHe09cS2k2hVEHYYUAFZf9B5refZ\nLRcFOg3uRO7CXABnl9uXmxpJpSoYigxB9+Uyitze6TimAHmntOq9DLT2itkM21bZ6P9yJUqjipKq\noe/i3KD3JpCY5hiDNAexmalYXYyYMBsaGkFoAGct7MCdsGsQIFQYaAWC36vWbKSxd+9exo0bx6ZN\nm8jLy+Pdd9/luuuuS8i5JBKJpLUJp83QHFU8MP0Ax7ced46KaxAsX7sXzRUZXgaOlybUOScU9Huh\nX9RRyURqsyeBnKXJQqLn27ZmGna07NmzhzFjxvDOO++Qn5/Pe++9x5AhQ9p6WxKJJAaSxpgN9UXr\nTmPJy8T4Qj9sZhvbfuls5NSogx0D4ed273BrZmEmilZBOJyjak5VngKaPZ/BRNkTX6PI5Z0O9LlY\no4Ct0ewgXrhqfG+us5InVDRAY73Kvs/tQR9EdFk658gg4e3ND5SuZLGsQnx+Cdh1TYasAEVBk6aw\n61JQhCA1RUPRgNCC3BqNNH788Udmz57NvHnzSEtL49lnn6WkpASdThf+YIlEIkkSvL63fSKHXimm\nRj29pvfi6PtWtzZvL/BvyuerzZZXLO6GUrFOCAimzWc7iZ5v25pp2JFy6tQpZs2axfz58+nQoQOL\nFi1i9OjRpKQkzeOwRCLxISn+36vrqqPbiG6Av0hp/5HLsLQq7zQWo570DX1YvnYv2wsE+/L9v0T1\nRj2GkQZqltU4G0A1+sxd9RDOYMaor1F08vOTfulRQLtrp+9JoBmo0eB5b0wmPQ0N8LnI5I9oEKg0\nomE3mVwb4EHEVcskHAJFo5C7MDe448BmxmJZAQNzQWcHu0DRpWD4U3cMRQaezyNsqldreOqFEPzt\nb39j/PjxfPvtt9x1110888wzGAzBo/sSiUSSjKRdkEbB2sCaFjDFNA7a7ElLtLk96XBbEu/UZU9a\nOw07FEII1q5dy8SJE/nuu++45557mDt3Lt26dWuzPUkkkviQFMZs49FGapY7OyR2u7ubl0jt33KE\nht/6p7FcPSwbzRWhG/8YigxugYtl7qpvig7gF/EL9F57EVFXJLV3vY2vNVbUpZlcPSryvfnemyEL\nC0hN1fNVvZ6JagGDFCu7dJksLQq8pmWVxd00RCgCe23wYmWr1YQQDui/CzF/Epo9Ixl4+73Ns2Eh\npFB67pVUhX2Pd6FvXSoDhkc2eikSvvrqK8aMGcPWrVsZMGAAr7/+Otdcc01c1pZIJJL2RqohNej3\nZ7AU0/aize1Fh0PRmr0dWkqwRk/tIQ17165djBkzhnfffZdBgwbxxhtvcNVVV7XpniQSSfxICmNW\nCOEWIcBLpHKHdSVVY6NBVRmwS+Gaf9VhG+7sihvuSzSieaghUlJ35UHla90YWAkDhjsjb66mUopG\nQZelIyM/o3kMUIqGDQczGWxOfOqwzWYO2yLfZHIasmVqJTpVpa5Egy2/+YEgUNQ2VGOnnFor5eV6\nTCbIytJTW6unuNB53Jw5/utYXrG4RykpWiVkhDQzsxCUVBpFPY39q3jk5+kszXMN7AmP514b6wWm\nb2oZc5eG8jxDxGsE4+TJk8ycOZMFCxbQsWNHnnvuOR588EGZtiSRSM5aPFNM26M2txWRaDO0Tm+H\nlmZmuddpp42eTpw4wYwZM1i8eDGdOnXi+eefZ9SoUWi12rbemkQiiSNJ8bStKAponEasocjgV89a\nbstgW7mF/EkWHA01VJaFTiPyreOJdO4qqQob+tUx2GYDcH55d1FJHdpkFOmd8+z2Fu9FOARVpVUU\nlBdQUF5A5TMW3noL/vkSTFnpbOyUKIPWPae1qRtwQUF5QNEsLISvNVZ0qooWwNH8QOCK2rrmo5aX\nQx7+dUiue6OkKNQdrCMPG8apHjVTAdYxGvEepaSAYWToCKleb+QLw2t8UrOJzxjI1yIvqmYSrr+j\no0GlMQU+G9jyhhRCCNasWcOkSZM4dOgQI0eOZM6cOZx//vkxrSeRSCRnCq4U09bQZq/57C7DKow2\nu0b0tGb0M1JthlboNBxEm2OhvTV6EkKwevVqJk+ezOHDh7nvvvuYPXs25513XpvtSSKRJI6kMGY7\n9OvARUUXeYtN3i6s1tfBVohRb6TLFgs1dSLgjDtPzDYbxasr6P+5YO0ghaV3DozIQ7zjnxae/bGG\njptqeMVi4cqhhoBf3vZauzOSrDbvI7MwE/v/HWa4Q2Uoh5lcX4DJpE+YMRtoTiu78vwE22gEdWkm\ndSUacKho0pofCFwzbh0O50+TCbLxFld7rd09E9CywuJOBfd8WAm0jtHo/yBiKDI4o7X/3AEFFXTq\ndCn2bT3c+7WZbQz8Z39e6ZbF13ki6mYSnn/Hid0sMa3hyc6dOykpKeG9997jsssu429/+xtXXnll\nTGtJJBLJmYhRr0+4Nrv6ILjKekzZgQ2rQNoMrdvTItwMdU8S3mnYFFibgxEqotyeGj1VVlZSUlLC\nhx9+yBVXXMGGDRu4/PLL22w/Eokk8SSFMevQHSFz9CH0+hzA37uZW78Fy4rG5pTVlOApq9vKLcye\nIJw9hHSCbQYLxptDi5feqKeixsIDd+A+7sNXG0jN9v/yDiRAVpMVrcOZIi1QuUxjZUgWVM9JjDc4\nM9N7Tqtuz5CmWa7OCKrhTwZ3d8irR+mx5func7ln3DZ5bQsLIZNMv0gsQHrPdGfnSY9RCqHWcd1T\nzzQygIqhnyPqHaDtSw0/grrfHQF2Db1/NlXhi9e6M3ioIWrPr96o51qjnqU2Q8wNKWw2G9OmTWPJ\nkiXo9XqWLVvGvffeK9OWJBLJWUdDgwWbzRzUILOZbVhWWBKqzeBtkA75Ry6paZFrc6A+F4mK1Ppq\ns9cMdZ8IcaydhiONNAfT5oBrhokot4dGT1arlSeeeIKlS5fSuXNnli9fzsiRI9FoNK2+F4lE0rok\nhTFbX/89lZVD3V+gvt7NI1uqEA6noYsCHQs6uo/1/WIfWAkNdtwzaAdWAjeH34Pvcf+9O5Xf/cb/\nyzuYAGnSnAPjFa2Ge8frcJRWsj9B3mC93khu7kKOHFlH164jsK/sgdqwHxwgHIKaZd4R1EDdDL1n\n3Dpf22y76PZaJfaNBdSuFu5IbO7CXJQUj1EKKyx0uvko9r7vk5dXSHm5MWBdjuu8NpuZA7P2IOov\nBFXb9OCjuD35R9YdcT9w0CC44et0csI85IQiloYUqqry2muv8dBDD/HDDz/wwAMP8NRTT5GVlRXz\nPiQSiSSZ8dVmX6wmq1MXIGHa7Ne7YZud8tFRaLOHgavL0iU0Uuurze4Z6kHqY6PtNBxNnW0gjfdb\nrykaW1d3MGxEua0aPamqysqVK5kyZQq1tbU8+OCDzJw5ky5durT6XiQSSduQFMYsgPpFb3b/f5vp\neb1K5hXe3s2uw3KxLXGg1qugwsltJ6kcWukV0XN9sQ8YbuDzMguiQZCSqribQ4Qj0HH6IF/evgLk\nK6JWk5X9LaiFCde0wWYzU1VViqo2YLN9QO7gLU7BbuocjAC1XuXA9AP0mt4r6LnzsJGNlUwysdl2\nOT2zXRpQUv6IcNzjNfagY0FHTn560tmZ2CHYu3Y54o7X3F5cY5D8JbfHN6c36MrAngJaB6CAIxVF\no9BxYEdsH9havYmWi4qKCoqLi/n3v//NlVdeyf/93/9x2WWXtc7JJRKJpB3jqc3Zw672+p07GppA\nbQ4Ucc1pgTYnsk7VV5szMvKdDvo4nTfadULNsfeMxipKCoqiRQjc2V7Vr1e3eZfl7du3U1JSwn/+\n8x+uuuoqNm/ezKBBg9psPxKJpG1ImDGrKMqFwCqgG04T6iUhxCJFUboAbwC9gAPArUKI4yEXO3w+\njJ9HnSOFPS+dpO9bnSi4otxdv8GuPLrdbeHUZ6c4ue2kuybGM6KnNqgc+Pt6ej3al0HlA6NO3dEb\n9TEdF4hQtTDhUoQiadrgG7m2932fgvLR7tpW0eisGzq+9Ti2D2wBvbe+Ht5ur1WidnGuKTrVgqKC\nRoOSojSvKQANKDoHomA7kdQFuffafyfMn0ynfffT8RqFlG8H8t0kFeEQfP/c9+QuzGXf53bGrchk\nx3I92o9tjFxkpWiAf0pTsBEB0XL8+HEee+wxXnzxRbKysnj55Ze55557ZNqSRCJJWhKpzbz1kZ9B\n2+3ubmG12WqykjM1J2ZtjiUdNxAt0eZICFYzG6/6WF2WDkWjIIRocZ2t516FgO7d7yc9vSe6PUOo\nutGB2rA/YPQ3XvobitraWh599FFeeuklunbtyquvvspdd90ltVkiOUtJZGS2EZgohPhMUZROwHZF\nUbYA9wDlQoi5iqI8DDwMTAm5ki0TSAUUaICaVw9y2bD/Qa83cuilQ+wtqUA4BIpOcae7alI1dB3R\n1SOiV8fxnHnYKvdRUFBOTgxhvViHiwdK/QkkvuFShGxmG3umW+ldn8lOVR+0aUOguhx9jnPvhiID\nB6Yf4PjW416NMHy7Ovp6eKkciGZoKuoXvWFpMagaFI1Cl990ofatWlABDXQa3Im0/j9Sq+gQaP3q\ngnzx2mv+PnL/eDl6vZHqOdUIsd+9R3utnQ975rDDAY5+NhyzK1nWqLKy0nsMwEdbDrF87V62Fwhm\n5sc2IkBVVVasWMHUqVM5duwYxcXFPPnkk2S2YVMLiUQiiROJ0Wa74MiWKrcx69TmvWG12dPoilVj\n21qbIyVYzWw8DHKb2UZVaZXzfmsUchfm+j0/RLO+714NhiKnNr9e7S5b8o3+JnpEj8Ph4C9/+QuP\nPPIINpuNsWPHMmPGDPTtYAyQRCJpOxJmzAohaoCapn+fVBRlN3ABcCNQ2PSxlYCJcILZvCoIDSff\n6M6h/zrE6X2n+bbsW3dzCWEXdB/V3f3pjPwMCsoLOPD39RzPmQf9d6Kq2pCRwkQQKPUnZ2qOn6CE\nShFyiWlOvUqZqmGypoB9qfqATRv0eiMFBeUBOw/qjXp6Te/ll7Z76Us2HKXeY3cUrYJQBYpWwTB8\nAIa8cg5s3MPxxnRQQSiCVENqc1MorcKpylOc3C5Q1jxL99e+wDB0cMh77btXduVRbapGl6Xz81QX\n4oxG111qRehUhOLdrdJmtlF3w17uahDcroPJ81VMOdGNCPj0008pLi7m008/5ZprrmHJkiUUFBRE\nfLxEIpG0ZxKjzSooKtqjF2Ez2zi6/mhE2txaI3GCEQ9tjoZw2tyS++DeY5M222vt7t/FYoxHo80u\nEjmi5+OPP6a4uJjt27czZMgQlixZQn5+flzWlkgkyU2r1MwqitILGAR8DHRrElMAC85Up0DHjAJG\nAfSlr+dvwAF7HtzjFkr3b7QKnQZ1ctfiuJoc9Xq0L7bKfahq+EhhIog0hSjU5zyFKl2jMulXVvpO\nd473CZTWo9cbgxqR7jE1q6zutN0/KtXco6ruSOjJz0+C0nRA00+93kivP+RhW1LpNl4BLhhzAacq\nTqE9R8vRt446G001QPrXN6C/OSfs/XHt1VdwcxfmYq+1ux92jDjTqldty+QVrYZGvLtVWk1WtHZn\nCrWww2WVCoV/jCyaevToUR555BH+8pe/0K1bN/76179y5513OmccSyQSyRlI/LTZ2ePg6KsqR1d9\n7mzW53lMEG3OmRpeHxJJPLQ5FNFqc0sItEdXNLbuYF1Mxnik2uwiESN6jhw5wsMPP8yKFSvIzs7m\n9ddf5/bbb5faLJFI3CTcmFUUpSOwDigVQpzw/AISQghFUUSg44QQLwEvAfRT+jW3Q3R/wPdE0GdJ\nH+y1dn9PqzG4NzSRuIUsLzMiL3SoVCNfobppeiZ6o3daz4BdCosOG5zNqYLU2z7zDFRUQIcOevr1\n0zvTdh2wXZPJXVoNWsW5PuCugxWNwi1+rj1aVlmwvGKh5qUad4qxktKUSkZs9Tq+3m97rd3rYcdm\ntpFtsjK3MJOiPO9ulWabjW396shPVaDBmdZ2/y19wnqFHQ4HL730Eo8++ignTpxg/PjxTJs2jXPP\nPTeqvUskEkkykRBtFvgZsqG0ua0isvHU5lDniDTl1myGVatg1y6oq4N774VRo6K7pkDj7lwGqKJN\nvDZbTVbyCjP9RvTEWkPb2NjIiy++yOOPP86pU6eYPHkyjz/+OJ06dYpq7xKJ5Mwnocasoig6nGK5\nWgjxt6a3DyuK0l0IUaMoSnfgh3ic69xrzyUjPwMgoAc1Ud7QYAQUMmMEUcogqUbBxNSV1tPvS5g9\nUdBor6Gy7LB/UwYzDBkCjY3Na+7eDTqd89/7UvWkLyygR22zEB5eeTigJ1pv1DtHLjQ1kgKc0VCH\noPv93UnvmR5T6li45hu+aVKu++m+111UBsxTWHS4O4OCGPSemM1miouL+fzzz7nuuut47rnn6N+/\nf1R7lkgkkmQj/tos8HI2exBOm1ubeGtzMCJNuTWbnZMJGhqa3/vkE+fPWAxa1x6r51S7DVBBG2tz\nlDW0H330EcXFxVRWVjJ06FCee+45Lrnkkqj2LJFIzh4S2c1YAV4GdgshnvX41QbgbmBu089/RLgi\nXoKphQsnXojVZOXkZyc58dEJKodWBm3g0NokonYkkJi60nourVDR2Z1NhgN5vU0mb0PWxaBBcNNN\nrjE/eqD5mFD30XfkAhrng4qhKLwRGer6gp0zVM2S573ekSf48HfpXJsTfA+HDx9mypQprFy5kgsu\nuIA1a9Zw6623yrQliURyxhN/bQYvQ/Ys1OZARJpyazKB3e7//rp10RuznvgaoG2tzZHca4vFwkMP\nPcRf//pXLrzwQtauXcuIESOkNkskkpAkMjJ7NXAX8IWiKBVN7z2CUyjfVBTlXqAauDWy5bw9vxdO\nvJDzbjqPUxWnnMaUGrqBQyTEo/W+i2BCFmhGbEta2Rv1esoLCth21IJ2tQUaAqcRFRZCSoq/QRsq\nnSmUJ9pT3HRZuoD1M7HgOt5qsnq9DuUZjvShobGxkeeff54nnniCn376iSlTpvDYY4/RsWPHFu1Z\nIpFIkog4a7O3oZEIbY4niajrDIRLm8Npe2GhM0PKMzILMGJEy84fz5FFrvUCrREPbbbb7SxdupRp\n06ZRV1fHI488wiOPPEJGRkaL9iyRSM4OFCEClsW0K/op/cQyljW/oYHuo7o702A9I4NpsbfMj1fr\nfU98jdRAM2LJC5+GE8gADnYN4WbUNtfMQmlpyzy/iSDU3yHU9YVzCLz//vuUlJTwxRdfMGzYMJ57\n7jn69esX+b5s5lavuZZIJIlDUZTtQojBbb2PZKY1tDkRtMYs1Kj2E4ea2bakJdpsMpkYM2YMO3fu\nZPjw4SxevJg+ffq01tYlEkk7IxZtbpVuxonC1d0XDXT+VWd6Te/lNS81mohhvFrve2LU672+vE0m\npyHrcOCeEUt24DQclwFrtcKCBc5j0tKcBnAwgzZcTY/RCH//u//7iTTUoo12h/o7eF6fr4Hve69d\nHDp0iIceeojVq1fTs2dP1q1bxx/+8Ieo0pZsNjOVlUPd8/YKCsqlQSuRSCS+NH2tBtNmF/HMgoqF\nYHoRCS7tycqC2trwTuaI9mNs+RptSahnj2D3+vvvv2fSpEmsWbOGXr16sX79em644QaZUiyRSKIm\nOYzZ9Dqo804z7jSoE4dTmxsUeRqylUMro/YKx9p6PxoKC50RWVdktrAQCJCG44rg1teDqjYfX1/v\nFNF4il4iDbVIoqyN1kZOVZyi64iuZI/KjujvECjC7XtP7HY7ixcvZvr06TQ0NPDYY48xdepUzjnn\nnKivw2o1oaoNgANVbWj1OcUSiUTSLvHR5vOuPw9DkcGreWAgQzbeWVCtha82azThncwSbxoaGli0\naBFPPvkkdrudadOmMWXKFDp06NDWW5NIJElKchizehvUgbtuVoC91h6wHsRzHivgVa8TTDBdhlWw\n2Wnxwmh0ip53yrB/Xc0ck9NQ8zRkAbTaJgOY4J7tqCOhCTTUgkVZ3Q8zdap7xNLxd44DkD0qO2yd\nT6AIt+eDxLvvvktJSQm7d+/mt7/9LYsWLSI3Nzfm68jMLESjSXUb/K09p1gikUjaJT7a3OU3XcLW\nakaTBdXWEVxfXNrj0mZV9degeGnzmciWLVsYO3YsX331FTfccAMLFizg4osvbuttSSSSJCc5jNmT\nHXGKpXP+qaJV3IIQqMuuolUQqnAfEirS2tpe4kDpRL5pOK4Irsv7qyhOQ3bJEuexwfYc7bXYbGbq\n6g6iKFqEIO6GWrAoq/thxqdc+8i6I2SPyg6bLh0wwg18++23TJo0iTfffJOLLrqIDRs2cP3117f4\nOvT6tplTLJFIJO0aT21WnE5mCJ12GmkWVHuM4Ppqs0bjrUHx0uYzjYMHDzJhwgTWrVtH79692bhx\nI7/73e/aelsSieQMITmM2Z8ycBmyAD0m9AgtBE3ZyIpOwXCvIWRL+kTUygbCZrZhWWUBCNsi3zOC\nG6guJ9ieo/J4e6QXK0oK3bvfj8FQFFdDLZiH3v0wU+dt0HYd0TWidX0j3JdeWs/cuQuYOXMmqqoy\nY8YMJk+eHNe0pdaeUyyRSCTtHk9tFqDL0oU9JNIuu62lzRB51LQ1tPlMor6+nnnz5jFr1iwAnnrq\nKSZOnEh6enob70wikZxJJIcx64kGUjKDb9tqsiIanVFZoQrSe6a3ea2szWyj4roKRL3TcrOssDDQ\nNNBvX56CajTqg9bgBNtzNNfimV4sBKSn90yIsRbIQ+/5MONbMxsprgj35s2bGTBgLHv27OGmm27i\n2Wef5aKLLor3ZUgkEokkFJrmyGw4wmXfQOtoM0QWAW5NbT5TePvttxk3bhxVVVWMGDGC+fPnk5OT\n09bbkkgkZyDJZcwqoKQ4U4yDeVKjFY14z2ILhNVkRTQ0hyCFXfh5ZiNNQwpV3xvNtbR1HWgkDzOh\nOHDgAOPHj2f9+vX06dOHTZs2MXz48DjuUCKRSCQREYE2R0traDOEjwBHkyIcbM+tdS3tgW+++Ybx\n48ezYcMG+vXrx+bNm/n1r3/d1tuSSCRnMElhzGrP0aI0KAiHAAV+/OJHqkqrAopLJKLhO/espYZV\nOL7LykTVKGgcToNW0Sl+RraXoNarHJh+IKYukJFeSyLrQAON+gn0gBPLQ09dXR1lZWXMnj0bjUbD\n7NmzmTBhAmlpaXHbv0QikUjCo+uqQ7EqzmyoMNocCa2tzRDeAR6JNnsSbM+tcS3hSOQYvtOnT/P0\n008zd+5cUlJSePrppyktLSU1NTWu55FIJBJfksKYdfzkQDQVV4pGwZF1R0J6UoOJhs1mZofln4yz\ndGOHyCNVo6G8oCChQ9PNZhhWqqe3GMhwrYXrr4eCh/xrZt2C2jRS6PjW49g+sHk9DERbdxPOWExE\nHWigUT/syvMzwgH3e0qKguFPoWubATZu3Mi4ceP45ptvuOWWW5g3bx49e/aM6/4lEolEEhmOE47m\nsp4ItDkYbaHNLsI5wCPR5mhpi87GiRrDJ4Rgw4YNlJaWcuDAAW6//XbKysro0aNHHHYtkUgk4UkK\nY9aJs/W/JlVD1xFdsX1gi6r+xPVF7lDrmY2Oiczna7U/Jqs1oYLpauW/U9WzW6unyxUwJIB+uAT1\nwPQDHN963GukEDgNWV2WLuIU6tbunugS57p+21C7eI/6wZTt94ADuN8TDkHNshoOrzwccJ/79u2j\ntLSUjRs38rOf/YwtW7bwq1/9KmHXIpFIJJLwqPUqIEBJPm32JFTUNBJtjsYobavOxokYw7d3717G\njRvHpk2byMvL49133+W6666Lz4YlEokkQpLImAW6/kDu6gvIHpZNRn6Gl4iE83S6vsgVVFKwcykV\n7NfkU5gZWmxbmpYTbIxMIHahZ9vFvcjX2aDRKXS6LJ2X8IWbhes2Kg/WtWonSHeUNTUfZd4ARN6O\n5lrcIGlcXh2Nhf8+f/rpJ+bOncszzzyDTqejrKyMsWPHyrQliUQiaU9kf0/uK71aVZtbk0i0Oewo\nvDbQZk/i2Sfjxx9/ZPbs2cybN4+0tDSeffZZSkpK0OnCd7OWSCSSeJNcxmzfrzh58jBwtZcnNRJP\np+cXeYqSyhWG3zDaEDqNKR5pOb5jZAJ1QTSbYdUqWLECHA49A7QFLLrfyoCiTL/U4pOfnyS9Zzo/\nfvFjwBpUt1GpVVBSFAQi4d0TPfcoGqD74UWk/+7DZgeAkYBpXAXlBVhWWbCssCAczfsUQrB+/XrG\njx9PdXU1d9xxB2VlZWRnR97tWCKRSCStRK9vOHnyGK2lza1FNNpsWWUJarS3lTZ7Eo8+GUII1q1b\nx4QJE/j222+56667eOaZZzAYDAnYsUQikURGchiz6XVgt8O/r6bmYw0pE/aRkpniFo1IuhFaTdnk\nDt6Cve/7ZGYWUqg3YjPbqDZVh/UY82U/1IpLsRzdhv7m6AXANUYmEGaz08htaGh+bwd6Puyp59qm\nY1xRTSVFcRp+jQJUQAOatOYHBC+jEkH3+7uT3jM94XU5vg00DMMHoM+51uszwUb06I16DEUG90PA\n4azD3Dr8Vt555x1+/vOfYzKZ+K//+q+E7V0ikUgkMeLW5quo+Y+Ghuu/oOdDPSPu8xCrNrcGZjMM\nHQp1dSCahhGE1eYmp6yv0d5W2uxLS/pk7N69m7Fjx7J161YGDBjA66+/zjXXXBPnHUokEkn0JIcx\n2/EU1GpBaKFR8O0z33oZcqG6Efp7hkejz9FZVI9EAAAgAElEQVRH7DFWdg1ATJwNdh2W1VoM5ba4\nis+qVd6GLICiOAeyg3dzirqDddQsr3EasuBVu6M36v2NyqaGSjazjeo50T0YRNOgoqVjB/RGPdp8\nLbNmzWL+/Pl06NCBRYsWMXr0aFJSkuN/ohKJRHLW4anNDkHt+lqOvX3MPUc9UdrcGrj6XbgMWUXx\nLhUKqM1BjPZ4anNrc/LkSWbOnMmCBQvIyMjgueee48EHH5TaLJFI2g3J8W3U4SfQCHA4m0ABXoZc\nztScoMZUMM9wJJ2B9XojhsOLqLE3gqogGoh7fYvF4v1aUUBVobQU8vOdEV1XBNNmtnF45WF3V0U0\neD0gBDIqY3kwiHbmretcsdwXIQRr165l4sSJfPfdd9x99908/fTTdOvWLeq1JBKJRNKKnHMajntr\ns+cc9VCOzpZoc2vg2e8iJQX+9CcoKvLOsvLT5iCNr+KlzZESj27JQgjWrFnDpEmTOHToECNHjmTO\nnDmcf/75cdmjRCKRxIskMWbrYNwiWFwKDq2zYVAAQy7Ql3Ywz3Cw931FwDB8AIfLKoOKVEswm+Ht\nt5tfazTOn6rqFFCTyV84XYKoy9IFbATlex9ieTCI5Jh4CPGuXbsYM2YM7777LoMGDeKNN97gqquu\nimoNiUQikbQN53TJIevBamof7w0O53u+c9QTpc2JJpJ+Fy4iyU6KhzZHQjy0eefOnZSUlPDee+9x\n6aWXsm7dOn7xi1+0eG8SiUSSCJLDmAU0N5ZzQc+HOPX2uXQc2NGrZhaCdx0OJjLReEqDiVRLxdVk\nAofrAUCBG26AzZudhuwArY1rDlqxmUMbq+EINxA+1mNaIsQnTpxgxowZLF68mI4dO7J06VIeeOAB\ntFptxNclkUgkkrZFq80gf+q9HMo6RM3LNaRmp3rVzIYiHtqcaAL1uwim+62hzZHQEm222WxMmzaN\nJUuWoNfrefHFF7nvvvukNkskknZNUhizaWkXkFv/BlVTHagN/gPLw3UdDiYykXpKAx3vK67hRuYE\nwndsz0MPOf/btspG/iuVOJarVK5sFm6zOTIvse81RlvPGskxsQixEILXX3+dyZMnY7FYuO+++5g1\naxZdu3aN7GIkEolE0q6wmW1UlVY5teALDT0f6hnxsS3V5tYmnkZ1S3tNBCMWbVZVlddee42HHnqI\nH374gVGjRjFr1iyyXM07JBKJpB2TFMZsaqoB+7YeqA37A4pZtMPAg3lWoxEBL3GtV9lbvBchAncy\nDEawNKZsk5X9jd7CvQs9Q4c2G77l5d4GbagocTBjPJqUqEC/j0aId+zYQUlJCR988AGXX34569ev\n54orrgh5jEQikUjaN61haCYqihkt8b7WWHtNhFszGm2uqKiguLiYf//731x55ZVs3LiRwYMHx3VP\nEolEkkiSwpg9vfc0jdbGoGIWzTDwQ1s+Yu8NdQi71s/wjEQEXEagLkvX3JZfoyAcwq+7cCQESmMK\nJNyvm5yGrMPhX08brbc4Xt7lSITYarUybdo0li5dSmZmJsuXL2fkyJFoXAXCEolEIklKwmlzNAQr\nFYLotDmRNbXtxagORyTafPz4cR5//HFeeOEFsrKyWLFiBXfffbfUZolEknQkhTHbeKKRb5/5lnMG\nnoP+F3p3W3sXkQ4Dt9nM7FmyHup/AyKw4RlKBIKlFuuydM1pVnEQOF/h3oWegwedHRXBezwARO8t\nbg1PuqqqrFq1iilTpnDkyBEefPBBnnrqKbp06RLX80gkEomkbXBp87lDziUjL8NPmyPFZjNTsboY\n8Xl/lEFrGXjn0oAGbaTanKia2kSlBrcmqqryyiuv8PDDD3Ps2DFGjx7Nk08+SefOndt6axKJRBIT\nSWHMuvip4idO7zqNocjg97tIhoFbyrfBpl+BUAABWhGV4WlZZUGtU92GsL3WTs7UHAAy8jPiKnAu\n4XYNbm9oAK0W7r/ffzyALkuHoigIjYio+2OivcufffYZJSUlmM1mjEYjmzZt4tJLL43rOSQSiUTS\nPjjx/glOfXoqoDZHgqV8G2KCc5670NmxGLahvznCxhC0bk1tIlKDW4tt27ZRXFzMJ598wtVXX83S\npUspKCho621JJBJJi0i6fBLR4JxhFxOVA8GRAiigqGTdmRJ5lz+zDcsKi3MsEKCkKGGNxnjgGtzu\ncDj/69nTv1a2qrQKoQoUrULuwlyv7o/7H99P5dBKbGab98L/3Q3LZd3RLoyfB/vYsWP8+c9/ZvDg\nwezbt49XX32VDz/8UBqyEolEcobjMiJjonIg2HWgasGe4nwdBS4HLVr8HLrVc6r99e8s4+jRozzw\nwANcccUVHDx4kL/+9a988MEH0pCVSCRnBElnzIIzEhkLhuEDUNK0oBWg08Lxznz956+xmW2YbTbm\nVFdjtgUWPavJ6qyLbaLLb7qENRrNZpgzx/kzVlwdj7Va//Ri177UBhVUEKrAXmv3ft/h/ZBhM9v4\n/LpK7OtryPzkMGPGtGx/AA6Hg8WLHyY390KWL1/O2LFj+frrr2X9jUQikZwN+Mx9jxYvbU5JgR/O\nd2tpOG0GZ7Q0d2EunYd2jtyhexbgcDh48cUX6devHy+//DLjx4/n66+/5o9//COKorT19iQSiSQu\nJFWaMQAa3AZbtOiNegaWD8KyykLNyzXUrq8FoOYVCxOehR15glSNhvKCAox672hlZmEmSoriNmiP\nvX3MHZENlN7kmR4cqPtwpIQb3B7t4HmryYpoUNECApX+dismkz7qvbmufd/5+5i0tJjPP/+KAQOg\ntDSNm2++Db2+fTbGkEgkEkkc0UDnX3Wm1/ReLRpT49JmyysWapbXcHjlYbT/yGVYWhUNqhpUm8F7\nPJDtA5u77Kc9jPNpbVzavCdrDw8ve5jPPvuMwsJClixZQv/+/dt6exKJRBJ3ks6YVXRKxN7fQN0R\n9Ua9M0rZ2Pw50SDo/zl8ngcNqorJavUTTL1RT5c7FGpfVUE4jVpXanEgo9EzPdi3+3C0BOp47Lmv\nSAfPQ5NRnqqhsV6lEQ1f6jIZXRjdfmxmG+/98j2W1S/jbfE2XTufy6N392BoyrUoP30RdjSSRCKR\nSM4QVOg6omtUhmIobRaNwm2A7t9yhIbfqjgIrs0QOBMpWToPxxOb2YbplyZerH+Rf4p/kt01mzVr\n1nDrrbfKSKxEIjljSTpjFhH+I+AUy8rKoe5xPQUF5W7RzCzMRNEpiAbnYkqqwpeDQIszMluY2Sx6\n7lE8g7/j2OBSeH022FNQUlPcRmIgo9GVHuyKzPqmB8eTSAfPu94b9K8CdqyysptMlhaFjsr61gM7\nHA4Wz1nMM3XPcJrT3Krcyvjf3kPdGsVZ8/SaHV3fTpAT76uUSCQSSbsjymypcNrsaYDmDutKqsbm\njsx6arMngQzXM6HzcCh8tbmxsZGFsxdSVldGPfXcrtzO46MfJ++2vLbeqkQikSSUpDNmXRHR8PNN\nTahqA+BAVRu8ooV6o56BpoFYVlmwW+wIBAu3KVQadFzaqRPZz1uxFTrXcbX7V3QOxDw7zJ8IFZdi\n+M0V6I2F7vV89xMuPThW4tFsSm/Uc61Rz7URnMtz3MHpBad5+MWHqaio4FLNpYxhDBenXUznTt2o\naawBFWjUYt/WA4bFtDWJRCKRJBGatOiinuG02WWA6rJ0nPzbSf5Z34XK33trcyAnbbAMpTPNiAV/\nbf5x/o88/OLD7Nixg8GawYxhDL3SenHBf1/Q1luVSCSShJMUxmxKlgInVXBoIk4X0u0ZgrL2j4iC\n7Wjy95GZWej1e5fAVRRWuCO0+a9Bo8bC/kbniJtud3dzpy4JtCiVlyHueA1N/n4MBaNDnt9mM5Od\nbWL0aGcaVTyM0EMvHWJvyV6EQ6BJS9wsPReu1K1jjmMsq1vGOw++Q48ePXjzzTcZdsEwbO/Z3H+L\nwysPn1XpXBKJRHK2o+uu0G1JJeTpgMg8tvHQ5kDaF6vhGg9tTuREg0C4tLnWUcuLdS+ydfRWevbs\nybp16/il4ZdubT4TDXmJRCLxJSmMWcd5e2DGOJTKy8i95f6wX9A2s42qGx2IhntQdHeRuyE9YA2n\n1WRF2D3ylu0gFOGeIwt4pzzdcj/2i/p51fkEPL9PGlVu/RaqbnSgNqg4dArpG/pw9bDsqO6BzWxj\nb/FeZz0RoNYnvqFFx2s6sk6zjlccr1Av6plQNIEZS2fQsWNHADKvajZaz+R0LolEIpH403juHmq6\njOdwpXe6cDDipc3x0j7fCGcsDuJ4rBEtGddksFZZy6u8il3YmXTPJGYsncE555wDeGuzRCKRnOkk\nhTErhID+OxH9d2O/qB9wddDP2sw2Dkw/gFrfNK4GZ9qrraO/59S3dhYdKBoF0eT9NRQZ6DSoE0fW\nHaHriK5kD8sOeG5fr6xvGtWRLVWoDTnOCK8QLF+7F80VGQEbWQTDarIi1GZxV7SRN8KKhffee4+S\nkhJ22ncypM8Qnp35LJfddlnQz5+p6VwSiUQiCYwQgkDpwr64NLLuYJ1XtlOs2hxxE8gwEdN4dDxu\n7a7J7777LiUlJexu3M11/a5j/sz5DLplUMLOJ5FIJO2dpDBmOZYFX3YPmJLkidtD2mTIumbf6bJ0\nAT2nnrWzAIYiA4Bb/ACvdv/gbHThKYyBvLKZeYVoNKnuyGzXYbkcfa4RIQSNOtheIAJ2ZQwlvJmF\nmWjSNKj1KopGoc+SPjELptlmw2S1UpiZ6beHQ4cOMWnSJP73f/+XnJwc/v73v3PjjTfKTogSiUQi\n8SYCbfbUSEWrOEfcIVqkzZFoXyQR00g7HofV5lbomvzdd98xceJE3nzzTS666CI2bNjA73//e6nN\nEonkrCc5jNmjWSiTFgZNSXLh9pCqgALpF6fTc3JP7LX2Zs9pnYpllSVkgwjX6+o51c3H1avOelXV\nu2bHyyvbtHa/F4wUFJR7jR7Yv+EQy9fuZXuBYF++syujp0ACbkPcodWQvqSAq0fpvT4Tj1Res83G\n0MpKv7l9DQ0NLFq0iCeffBK73c4TTzzBlClT3GlLEolEIpF4EYE2e2qkQJB1fRbqTypdR3SNWZsj\nIZKIaSQdj8MZxYnumlxfX8+CBQuYOXMmqqoyY8YMJk+eTIcOHeJ6HolEIklWksOYBUSDliPzOpLR\n0RZULNwe0qbIbN03dVSVVpG7MNfpDXY4a24sKywYigxhRcfT46ooTcer3sKYWZiJovVY+xXX2kYv\ncb96WDaaKzLcEdG8XXgJZLe7uzWnRqsqy4utADhKvUU0Z2rLZt6YrFYaVO+5fT9++iljxozhq6++\n4ve//z0LFy6kd+/eLTqPRCKRSM58wmmzl45qFY5tOoZoFNg+sMWszZEQacQ0XIlMpEZxIlKLN2/e\nzNixY9mzZw833ngjCxYs4KKLLor7eSQSiSSZ0bT1BiJGheNbj1M5tBKb2RbwIy4PaedfdXZeWZPh\naa+1Y/iTAZqycYRduNOXQuFar/v93eny+y4oOgW0eAmj3qjHMNJj7Ubn6KBAGPV6pubkYNTr/QQS\nwKHV0Ag0omG7mknVOn8RtZltVM+pDnoPwlGYmUmqRoMWSDlyhC3jxjFs2DDsdjsbN27krbfekoas\nRCKRSCIjjDa7dPSimRdhGGlwNjF0BNFmR3D9DEQoPfQ8b0uaMrmMYl/tTyQHDhzg5ptvZvjw4aiq\nyqZNm1i/fr00ZCUSiSQASRGZTTk3BU7hFxX1xZWSe+K3HXG8b0Vr924WYVlhcTaU8Iqghhc419gZ\nRavQ/f7ufscZigxRj6bx9RobigwcHWRgebGV7Wom+9L05I4AxwfOz5CiYesnOnrPqITG2LsmGvV6\nNv3sZ8yeN4/3ly7lP0Iwc+ZMJk2aRHp6elRrSSQSieTsJVJtdvHDz1Jw6BS0eGtzLKPdIqmJjUfE\nNNFpxJ7U1dVRVlbG7Nmz0Wg0zJ49mwkTJpCWlpawc0okEkmykxTGbGp2Kprq0OlCnsJWlwJLiyHr\npML9t+S6xccw0kDNshoQzRHUcMLkW++T3jM9probXwId83Ns3HsfXAYMLgKjUY8tv4Adq6yMW5FJ\n/39Y6SVUtMTeNXHTpk2MHTuWqqoqRowYwfz588nJ8U5dttnMXvW+EolEIpH4Ei9tjsVYbM0uwq3R\nrX/jxo2MGzeOb775hltuuYV58+bRs2fPhJ5TIpFIzgQSZswqirIC+D3wgxDi503vdQHeAHoBB4Bb\nhRDHw62lzdCGFTtPYUsRcO4JeO1OQb+L7O5hOvGIoMZadxPuGE/BL0jVkFdUADh//6FJzw4HZIsf\nESgIRaCNMt1p//79jB8/nn/84x/069ePzZs38+tf/9rvc74zciOZHSiRSCSS5KA9anMs+tlaXYQT\nzb59+ygtLWXjxo1ccsklbN26laFDh7b1tiQSiSRpSGTN7KvAcJ/3HgbKhRB9gPKm1xGhN+rJmZoT\ntvkTWmjUwY6BkKpxdg32XCPaGpp41d2EI5CX2UVhIQzQ2iihCgWBolHIXZgb0V5Onz7NjBkzyMvL\nY+vWrTz99NPs2LEjoCEL+M3ItVpN8blAiUQikbQHXqWdaXMstJY2J4qffvqJJ554gv79+2MymSgr\nK6OiokIashKJRBIlCYvMCiHeVxSll8/bNwKFTf9eCZiAKeHWOr33NIdeOkT2qOygn/FM2/1usI47\n+toDzlFtcQQ1QSm4obzMRiMsGmmlcZmKIgAE9lp7yPWEELz11luUlpayf/9+brvtNubNm0ePHj1C\n7yPTe0ZuqLm+EolEIkku2qs2x0JrpP/GGyEE69evZ/z48VRXV3PHHXdQVlZGdnbweyiRSCSS4LR2\nzWw3IURN078tQLdIDmo80cieB/YABBRNt4GZV0iO0UgOuNOX4kkkKbihhquHYhd6Ku8uYCBWBhT5\nHzugKJPKlZGlVFVVVTF27Fg2bdpE//79+de//kVhYWFE+9Dr/WfkSiQSieSMJqm1ORJi1WazGUwm\nZ4aUsYVyuGfPHsaMGcM777xDfn4+7733HkOGDGnZohKJRHKW02YNoIQQQlGcccZAKIoyChgF0Je+\nABxZd8RPMFuzxjNQCq7nuXy7K+YuzMVeaw8rnmYzDB0KDQ16UlP1lBeB7xVE0mTqxx9/ZM6cOZSV\nlZGWlsazzz5LSUkJOp0uquvU643SiJVIJJKzkGTU5nC0XJshNRXKy2MzaE+dOsWsWbOYP38+HTp0\nYNGiRYwePZqUlKTowSmRSCTtmtaeM3tYUZTuAE0/fwj2QSHES0KIwUKIwa73rJkwp7oas615plyk\nNZ6+8+himdfqSsEFrV8Krs1s48D0A6j1TXWv9Sp7i/ey//H9IWfjgtPr29AADofzpynwJQStTRJC\nMHv2Oi644BJmzZrFbbfdxp49exg/fnzUhqxEIpFIzjrajTbHm9bQ5mAIIXjzzTe55JJLmDt3Lnfe\neSd79uxh7Nix0pCVSCSSONHa36YbgLuBuU0//xHNwdv2H+fx/cdJ1WgoLyjAqNdHVOMZyCtbVVoV\ncj5dIIKl4B566RB7i/ciHM4ZtmhA0SrO1xHM3yssdHp9Xd7fIVk2qudY0WXpwnqPd+/ezd13j+XT\nT7cCBaSmvs6f/3wNBkOEN1UikUgkZzvtQpvj3cgp3tocYbUOAF9++SVjxozhX//6F4MGDeKNN97g\nqquuisdlSSQSicSDRI7m+V+cDSXOUxTlO2AaTqF8U1GUe4Fq4NZI1xOA6VpwAA2qislqxajX+xmY\n7Mqj2lTtZQD6dgo+su5IxPPpfOtsXCm4NrONalM1uiwde0v2IhqbsrIU6PyrznQd0dXLYA5V42o0\nOtOXTCanIesorWR/vQoqoAFNmr/Inzx5kpkzZ7JgwQJSUjqiKEsQ4gEcjhRMppbX9kgkEonkzKM9\na3M0s2KD1cC63o+3NkdaM3vixAlmzJjB4sWL6dSpE88//zyjRo1Cq9VGdF0SiUQiiY5EdjP+nyC/\nirrvfMq5KaQ8eSHlg75Hq6r+I3c8DMxAXl7fTsFdR3TF9oEtrJgFW8/zfUVp8vI2oWgVek3vhd6o\nJyM/I+KGE0aj87/qOVb2NzQZsuDnPRZCsGbNGiZNmsShQ4cYOXIkN988h1tuOT8m77FEIpFIzh7a\nszZHOiu2LbQ5HEIIVq9ezeTJkzl8+DD33nsvc+bM4bzzzovomiQSiUQSG0lRtNGhTweuHdebctt5\nmKzWoG39g3l5AzVPikTMgq3n+b7QCJQUp2gqWoU+S/q41/MdGxDJWB+3uHtGZptEfufOnZSUlPDe\ne+9x6aWXsm7dOn7xi18A0XuPJRKJRCJpCYnQ5khoC20ORWVlJSUlJXz44YdcfvnlbNiwgcsvvzzq\ndSQSiUQSPUlhzDY0WDi05SOyt/VgdGEm+pzAIpRZmBfUy+srXpHMpwvmNfZ9P5LOiJF2dvQUd1fN\nrDJYYdob01iyZAl6vZ4XX3yR++67zyttKVLvsUQikUgk8cJmtpFtssZNmyOhLbQ5EFarlSeeeIKl\nS5fSuXNnli9fzsiRI9FoWru3pkQikZy9JIUxW2+tZc/1J6Fxv3dKUQARisTLG+m8uVBe4253O8fw\nGYoMEQlxuLE+vufVG/Woqsprr73GQ3c9xA8//MCoUaOYNWsWWVlZYc8nkUgkEkkicfzoCJzuG6M2\nR0owbY4l0huNNrtQVZWVK1cyZcoUamtrefDBB5k5cyZdunRp0XVJJBKJJHqSwpjl9Dlg1/nVjwYS\noRyjMaSARTtvzi8dyed4Q1FkbYMj6ezoSUVFBcXFxfz73//myiuvZOPGjQwePDjkMRKJRCKRtBaO\nk47A6b4xaHO0BIvoRhvpjVabt2/fTklJCf/5z38wGo1s3ryZQYMGRbt9iUQikcSJ5DBmO/wE2kYQ\nWhSt0pxSFKUIec2bU5vmzZXsRagi4rEAobovhor4Bhvr48vx48d5/PHHeeGFF+jSpQsvv/wy99xz\nj0xbkkgkEkm7QttJi+ZYgHTfGLQ5XlHbaNePVJuPHTvGo48+yrJly+jatSuvvvoqd911l9RmiUQi\naWOSwpjVpXZF0aQhAOEQ/PjFj+4xOZGIEHhEVD0aKymayOfNufBs0OTQaPguK5McIov4ujo7BkJV\nVV555RUefvhhjh07xujRo3nyySfp3LlzjHdNIpFIJJLEoc3QUlBegGWVxev9mLQ5QbNmW6rNDoeD\nl19+mUceeQSr1crYsWOZMWMG+gCNriQSiUTS+iSFMavWdETUN71wwN7ivWTkZ3jNfXURzAPrjqg2\nGbLRzptzoTfq0S4sYEWxle2OTPaV6inPh2zPiG296hzULiKL+G7bto3i4mI++eQTrrnmGpYsWUJB\nQUGst0sikUgkkoRTd7COg88c5NjbxxAOweGVh91656nNoSKjLZk1GwnWFmjzxx9/TElJCdu2bWPI\nkCEsWbKE/Pz8uO1NIpFIJC0nKYxZx08Or9dCFQEFL5SHV5elc0ZihUCTpolp3pyL92v1vCb0OFTQ\nNjhH4oz26KIYacT36NGjPPLII/zlL3/h/PPPZ9WqVVzf+3psb9uw/WRLSLqVRCKRSCTxwH7ETu36\nWvfrQHoXLvIa66zZSMmMQZuPHDnC1KlTefnll+nevTurV6/mf/7nf1AUJa57k0gkEknLSQpj1hdN\nWmDBC+bhtZltVJVWOefNaRRyF+YGnTcXCYWFkJoKDQ3On4WF/iN1QkV8HQ4Hy5cv59FHH8Vms1Fa\nWsr06dMRX4qEpltJJBKJRJIQFALqXbjIa6yzZiMlGm1ubGxk2bJlPPbYY5w6dYpJkybxxBNP0KlT\np7juSSKRSCTxI7mMWR10v7d70HE4wTy8ninGQhHYa+1A4NSnSBpRGI1QXu6MyBYWNs939TSMA0V8\nbWYb5avKefJfT1L5dSWFhYUsWbKE/v37A1Btqk5oupVEIpFIJHEnhDZHEnkNNDUgFm0ORjhtBvjo\no48oLi6msrKSoUOH8txzz3HJJZdEdR6JRCKRtD5JYczquuroPsJfKH3FLZiH17Npk6Io6LJ0AVOf\ngIgjo0ZjsxEbCF9xrvq/KsbeOJZNjk2cx3m8PONl/vT4n7zSlhKdbiWRSCQSSbwIps2eRBt5bak2\nh8NXmy0WC1OmTGHVqlX06NGDN998k//3//6fTCmWSCSSJCEpjNn0nun0e6Gf13vB6nACpQ3rjXpy\nF+Y6x/A4BFWlVXS7u5tfFBQImqYcq0e4sbGRF154gUcfepTTjtPczu0UaYrI0+X5iWWi060kEolE\nIokXgbQ5ENGU8wRKS4b4a7Pdbmfp0qVMmzaN06dPM3XqVB599FEyMjKiWkcikUgkbUtSGLMNlgZs\nZu+GSNF2QLTX2hFqc+MHIGAU1Pe9SNr6B+ODDz6gpKSEHTt2cN3l1/GnHX/iwsYLQ0ZdY6nhlUgk\nEomktQmkzS0lWIZSPLXZZDIxZswYdu7cyfDhw1m0aBF9+/aN2zVIJBKJpPVICmO2/vt6KgorGGga\nGLg7cQQpub4CaSgyYCgy+Hl1PSOjAAemH3DPpo20rX9NTQ2TJ09m9erV9OzZk3Xr1vGHP/yBE/85\nIaOuEolEIjkjqP++nsqhlV5a2JJoKQTPUIqHNv//7N17fJPl/f/x15W0KSqQattRylkBJ8hhypyZ\nc0brYc5tOv1NnHN1nnAe2PA4cXNjMoYyz4dNcYh2ftW5eZybBxbNNjXTAYKKDsVBATkjjUWlaZPr\n98ed1LS00EPa5E7fTx880pzufK7caT9+cp0++OADLr/8ch5++GGGDx/OE088wbe+9S0NKRYRcTFX\nFLMANmZZPWc14x4ft8vVidvSVoJsbUhyavjS0sqlTckSDxhv82X9N1RvaHa8hoYGbr/9dmbMmEF9\nfT0/+9nPmD59OnvuuWezY4uIiOSDlsN+MzG3ta3pQu3NzS1HasViMW699VauvfZaGhoa+PnPf85V\nV13FHnvs0dXmi4hIlrmmmAXY+petTaQv0UQAACAASURBVN/6phKZ5bPViXenU/N2ksly76P3puyU\nsqZl/Y3XsGH+Bmyj801wdE6Uq353FW+//TZf//rXufXWWxk5cmQXWisiIpLbTIFpvnNAWm9pd6zI\nv7vc3HKk1t///nemTp3Kf//7X775zW9yyy23sO+++2Y0JhERyR5XFbMkaNorjsRntxWWFGb8pVoO\nSx4+Yzj+gL9pWf8dq3ew/p71bI5v5rc7fkt4apgRI0bw1FNP8Y1vfEPDlkREJP/Zz37MhdycGim1\nevVqLr30Uh599FH2228/nn76aU444YSMxyMiItnlqmLWeJ1vgGvDteDBSZoG6l6vy+jrpHp/UwtK\nrC0p5rdhP0EgkOzd3fzPzdz0+5uoppqETTD93Olcc9s1GrYkIiK9ho3bph7Yhq0NPZqbW04Z8gf8\n1NfXM2vWLGbNmgXAzJkzufzyy+nTp09GYxERkdzgnmK2APa5dgWM8VHMGEyBwcYsWNgwfwPlVeUA\nXV5gqeWcH+8tEzhmmp9YDHw+WLAgwv/+dw/XXhtiReNqjh1zLHOuncOEUyZksrUiIiI5z/hgx/5P\nEY1OojjYc7m5tfm4zzzzDD/60Y9YsWIFJ598MjfddBPDhg3rchtFRCR3uaKY9fYDptzK1sBf2LbU\nx4QJIcrPLmf93evBgm20bKjewMb7N3Z54YmWW/6sfLSWWMxPPA5DhjzGVVd9h5deSjB4sOHPf76J\nU065JPMNFhERyXHefmCn3Mr6ff7Cxh7OzenzcVeuXMm0adN46qmn2H///Xnuuec49thjM91cERHJ\nQZ5sB9Ae8TrgjvNh2f4kEjFqa8OUV5Xj6eMBr7P/HOy8qXpHRKJRZtfUsHZSoXO85HFHnlJMYeEO\njJnJ+++fxsKFCc49F+bNM0yatKMbWisiIpL7eiI3p6TmyqaOWxws5tNPP2XGjBmMGTOGUCjEdddd\nxxtvvKFCVkSkF3FFzywADQWw5CA841ZSXBzEP8y/075z6d/+7m7f2XSRaJTKpUuJJRL4ijwseHIk\nA156HyYsYWnja5SU3MUHH7zPV796FBdc8DJlZY14PD6Ki4Pd1FgREREX6MbcnC59ez3/EX7+sfkf\nTBs7jZUrVzJ58mRuuOEGBg8enMmWiYiIC7inmPUUULJvkKETLsTvDwBOcvv4zY9ZNWMVZaeUtbqP\nbEutbegerq2l8s0VHL7kI/41sT+Lj95C6edP5/Yb6olEYPToYSxYsICjjz6aaDRCbW3YSdrJOERE\nRHojU1RA+fGHUN4iN6fn4Pbk5rasW/AymxesoOyYkVQccxibyzZz+o9O55lnnmHMmDG88MILHHnk\nkRltk4iIuId7itlG+HDGSIYGx0Cyhlw3dx3vnv8uANue38bou0ezLjiMp6qjTKyuYXxV88TZ1gIS\nX1n6HodeVgENwxhXUMfDX5/DQ3+tp6AAfvhDw6WXnsOoUUcD4PcHVMSKiEiv593Tyz7HllA+sAq/\nv+0i1R/w8zZ+HgyT3BWgfcdft+Bl3v1mHTQMZt2tm7nulCrufvSPFBUVceONNzJ16lQKCzO//Y+I\niLiHe4pZwMYsK6atYOQtI/EH/Kyft77Z/e9es4pbP4TzG1cQI8Hr8z184cXPFptoawGJ/i99wIex\nQbxsI9wRu4ONT2zk6KO9TJliGTCgiM997uhsNFdERCRnxT+Js/WJrXz41w8pP6ec8qryVnteIxGo\nrKRpV4BQqH0F7eYFK7CxQfzTvsRvY3ey6aHNnHHGGcyZM4eBAwd2Q4tERMRtXLEAVLq61+pYElzC\n8guWY/qYZvfZTTEubHyPQhJ4gXhDgjee3QA4vbhbntjitDhtAQmAjw7w8ROu4hquYU+zB3++4Xb+\n/Od/ccghv2LChJB6YkVERNpgGyzr717flJujkWiz+8Nhp5CNx6F+vygz3q0hEnUes27uOpYet5R1\nc9ftdNzo/oVcwZXMYAZ9TV8eu/FO/vCHP6iQFRGRJq7qmU2xMSdxGp/BqVqd2w3gxWKBRg80FsIV\nAzZw660FxKetaXp+yUklDL1yKAXjC5g+fTo33ngjffbwccWhp3PxFVMY+rUjAFTEioiItIf9LDdv\nvH9jsy14gkGnR7Z+vyiJ3yzl730S/Guph+deH9SUm7c9vw2AiikV1NXVMXPmTG6++Wb23LMPVx16\nBhdcfm5TbhYREUlxZTELgIVEo8VbVcqAokI2zNuAbbB4gLiByJfh4dNg+RjLlp9vZu+0p8Y/jvPc\nmue47NTLWLt2LWeeeSbXX389AwYMyFZrRERE3M9CPOaMijo8WcwGArDgligLFqzi0fcTvDUWYokE\nWx5tnps3/XkT/+j3Dy6//HLWrVvH2WefzezZs/nc5z6XnbaIiEjOc90wY7xAoaHRA/UFMG3SVj68\nrpzyc8qdrlnAa+HQiNO48W8b9ulf1PT0GmqYumYqkydPprS0lJdffpn77rtPhayIiEhntcjNPx6w\noWkocTQSJT5tKcHHt/Gby+DAZeDzeCg9pazp6StZyYU1F3L66adTXl5OJBJh3rx5KmRFRGSXXNcz\n+7nTPkfoZC+vPbOexROdntdwbS0XVpU39c4CFFq4+pV+DHx8OzYW5dOCT3mo9CEe2vQQfTf05c47\n7+T888/H6/VmuUUiIiLuNuSyIfztS4075eaA399s8cU+wOU1ezP6jOEEvurnvzTwq5t+xcNrH8a/\nxc9dd93Fueeeq9wsIiLt4rpidtODmxhf6+ejKJRthCJjCH6hGP8wP6PuGMW7F74LcTAFhoP692Vd\n/Uf8PfF37uZuPtz4Ieeccw6//vWvKSsr2/2LiYiIyG7VhmuZsLmIj95rnpsBioPFGK/BJizGazjp\n28Pp378/1dXVXDn7SjZt2sSUKVOYNWsWJSUlWW6JiIi4ieuKWSzYv0Y5zPmRbz0PY74ABGCvcXth\nCpyEiYG1n1vLZVzGUpayv9mfR+55hKPOOSrLDRAREckv2xdvx75W12puBpqmAWHgjXffYPoV03n5\n5Zf50pe+xNNPP82kSZOyEreIiLib++bMpjEAMUttuBZwvhm2jZbtdju3xW7juF8dx5p+a5j97dlE\n/hVRISsiIpJhBSUF2EbbdL2t3Fxn67gldgvBs4IsX76cefPm8corr6iQFRGRTnNfz2wLxmea9ovt\n/9X+POd5jrvjd1Nrazn7pLOZ8/s57LPPPlmOUkREJD81bm3c6baWufkZzzPcHb+bOlvHOf/vHK6f\nez177733Ts8TERHpCNcWs0XDitjn+H0oryrHH/CzePFiLr7iYiINEb4w5AvcfO3NHPED7UknIiLS\nU1rm5oULF3LRpRfxWsNrTBo2iZt+eROHn3l4tsMUEZE84dphxvXr6imvKie+f5wLL7yQSZMmsWLF\nCubPn8/CVQtVyIqIiPSwVG5uGNXA+eefzyGHHEJNTQ3V1dW8tvI1FbIiIpJRLuuZtaRWkUg0JPjd\nb37HDf+8gW3btjF16lR++ctfUlxcnN0QRUREepXPcnO8Ic4d19/BTf+6iWg0yrRp0/jFL36B3+/P\nbogiIpKXXFbMAlje4b/cZm7jv4//l8MPP5w77riD8ePHZzswERGRXsqyjLe5zdzGu0++SzAY5I47\n7mDs2LHZDkxERPJYVoYZG2O+ZoxZboxZYYy5qr3Pq6WWG7zXcREXsW2fbTzwwAP84x//UCErIiLS\nRZ3NzdvYxvWFv+JiLqaupI6HHnqIF154QYWsiIh0ux7vmTXGeIE7gWOAtcB/jDFPWWvf3tXznuAJ\n7uVePkl8zEUXn8asWXfRv3//nghZREQkr3U2Nz/GY9zLvdQ3fsqPf/w9fvWru+jbt29PhCwiIpKV\nntlDgBXW2v9Za2PAw8CJu3pCDTXcyq2MZCR/n3s/t9/+oApZERGRzOlwbl7FKm7ndg7g84Tu+QO3\n3PKAClkREelR2ZgzOwhYk3Z9LfCllg8yxkwBpgD0pz/DGMZWtm4/8rzvL+e87/dMpN2jFNiS7SAy\nIF/aAWpLrsqXtuRLOyC/2rJ/tgPIMZ3KzcMZziY2bz/i3O8t59zv9Uyk3SNfPtv50g5QW3JVvrQl\nX9oB+dWWDufmnF0Aylo7F5gLYIxZGLXRSVkOKSOMMQutta5vS760A9SWXJUvbcmXdkD+tSXbMbiR\ncnNuy5d2gNqSq/KlLfnSDsi/tnT0OdkYZvwBMCTt+uDkbSIiIpIdys0iIuI62Shm/wOMMsaMMMb4\ngNOAp7IQh4iIiDiUm0VExHV6fJixtbbRGHMx8BzgBe611i7bzdPmdn9kPSZf2pIv7QC1JVflS1vy\npR2gtuQt5ea8aUu+tAPUllyVL23Jl3ZAL2+LsdZ2RyAiIiIiIiIi3SYbw4xFREREREREukTFrIiI\niIiIiLhOThezxpivGWOWG2NWGGOuynY8XWGMWWWMedMYs8RtW0IYY+41xmwyxryVdts+xpgFxpj3\nkpd7ZzPG9mqjLTOMMR8kz80SY8zXsxljexhjhhhjXjTGvG2MWWaM+XHydtedl120xY3npY8x5jVj\nzNJkW36ZvN1V52UX7XDdOUkxxniNMa8bY55OXnfVOcklys25Qbk59yg35ybl5tyVidycs3NmjTFe\n4F3gGJzN2/8DfNda+3ZWA+skY8wqYJK11nWbGhtjvgpsB6qttQcmb5sDfGitvS75PzN7W2t/ks04\n26ONtswAtltrb8hmbB1hjBkIDLTWLjbG9AMWAScBP8Bl52UXbTkV950XA+xlrd1ujCkEXgJ+DJyM\ni87LLtrxNVx2TlKMMZcCk4D+1tpvuPVvWLYpN+cO5ebco9ycm5Sbc1cmcnMu98weAqyw1v7PWhsD\nHgZOzHJMvZK19p/Ahy1uPhG4P/nz/Th/4HJeG21xHWvtemvt4uTPdcA7wCBceF520RbXsY7tyauF\nyX8Wl52XXbTDlYwxg4ETgN+n3eyqc5JDlJtzhHJz7lFuzk3KzbkpU7k5l4vZQcCatOtrcekvUZIF\n/m6MWWSMmZLtYDJggLV2ffLnDcCAbAaTAVONMW8khzrl9DCTlowxw4EvAK/i8vPSoi3gwvOSHDKz\nBNgELLDWuvK8tNEOcOE5AW4BrgQSabe57pzkCOXm3JZvn2s3/r0BlJtzjXJzTspIbs7lYjbffMVa\nOxE4HrgoOaQmL1hnrLprvxkCfgfsC0wE1gM3Zjec9jPG9AUeBaZZaz9Kv89t56WVtrjyvFhr48nf\n9cHAIcaYA1vc74rz0kY7XHdOjDHfADZZaxe19Ri3nBPpFsrNuct1f29SlJtzj3Jzbslkbs7lYvYD\nYEja9cHJ21zJWvtB8nIT8DjOUC0325icT5GaV7Epy/F0mrV2Y/KPQwK4B5ecm+R8iUeB/7PWPpa8\n2ZXnpbW2uPW8pFhra4EXceayuPK8QPN2uPScHAZ8Kzk38mHgKGPMA7j4nGSZcnNuy5vPtUv/3ig3\n5zjl5pyRsdycy8Xsf4BRxpgRxhgfcBrwVJZj6hRjzF7JyfMYY/YCjgXe2vWzct5TwJnJn88Ensxi\nLF2S+qVJ+jYuODfJRQDmAe9Ya29Ku8t156Wttrj0vJQZY4qTP++Bs0jOf3HZeWmrHW48J9ba6dba\nwdba4Th55AVr7Rm47JzkEOXm3JY3n2s3/r1Rbs5Nys25J5O5uaDbouwia22jMeZi4DnAC9xrrV2W\n5bA6awDwuPN3gQLgQWvts9kNqf2MMQ8BQaDUGLMW+AVwHfCIMeYcoAZndbuc10ZbgsaYiThDGVYB\n52ctwPY7DPg+8GZy7gTA1bjzvLTVlu+68LwMBO43zoqvHuARa+3TxpgI7jovbbXjDy48J21x4+9K\n1ik35w7l5pyk3JyblJvdo8O/Kzm7NY+IiIiIiIhIW3J5mLGIiIiIiIhIq1TMioiIiIiIiOuomBUR\nERERERHXUTErIiIiIiIirqNiVkRERERERFxHxayIyxljrDHmxrTrlxtjZmQxJBERkV5NuVmkZ6iY\nFXG/euBkY0xptgMRERERQLlZpEeomBVxv0ZgLnBJtgMRERERQLlZpEeomBXJD3cC3zPG+LMdiIiI\niADKzSLdTsWsSB6w1n4EVAM/ynYsIiIiotws0hNUzIrkj1uAc4C9sh2IiIiIAMrNIt1KxaxInrDW\nfgg8gpM0RUREJMuUm0W6l4pZkfxyI6CVE0VERHKHcrNINzHW2mzHICIiIiIiItIh6pkVERERERER\n11ExKyIiIiIiIq6jYlZERERERERcR8WsiIiIiIiIuI6KWREREREREXEdFbMiIiIiIiLiOipmRURE\nRERExHVUzIqIiIiIiIjrqJgVERERERER11ExKyIiIiIiIq6jYlZERERERERcR8WsiIiIiIiIuI6K\nWREREREREXEdFbMiIiIiIiLiOipmRURERERExHVUzIqIiIiIiIjrqJgVERERERER11ExKyIiIiIi\nIq6jYlZERERERERcR8WsiIiIiIiIuI6KWREREREREXEdFbMiIiIiIiLiOipmRURERERExHVUzIqI\niIiIiIjrqJgVERERERER11ExKyIiIiIiIq6jYlZERERERERcR8WsiIiIiIiIuI6KWREREREREXEd\nFbMiIiIiIiLiOipmRURERERExHVUzIqIiIiIiIjrqJgVERERERER11ExK65kjJlhjHkg23F0hDHm\nB8aYl7IdR2cZY4qMMW8bYwZmO5ZMMMbcaIy5INtxiIiIiEjnqJiVnJQs/N40xnxijNlgjPmdMaY4\n23H1JGNM2BizwxhTZ4z5yBizyBhzlTGmKEshTQH+aa1d35EnGWPuM8bEjDHb0/5N7qYYO+IG4Gpj\njC/bgYiIiIhIx6mYlZxjjLkMuB64AvADhwLDgAU9WXgYYwp66rV24WJrbT9gIHAZcBrwN2OMyUIs\nPwT+0NodxpigMSa8i+fOsdb2Tfv3x1aO0WPvtzHGmyzK/wt8q6deV0REREQyR8Ws5BRjTH/gl8BU\na+2z1toGa+0q4FRgOHBG2sP7GGP+mOy5XGyMmZB2nJ8YYz5I3rfcGFOZvN2T7N183xiz1RjziDFm\nn+R9w40x1hhzjjFmNfCCMeYZY8zFLWJcaow5Ofnz540xC4wxHyZf59S0x5UYY55K9qq+BuzX2ffF\nWvuxtTaMU3gFgBN2157k/YcaY14xxtQm4w6m3Rc2xsw2xryWjPHJ9Oe2aPNQYF/g1c62oY3jrkqe\nqzeAj40xBWntqUsOa/522uNHGmP+YYyJGmO2GGP+mHbfrs7Ffcne/b8ZYz4GjkzeFSb5XoqIiIiI\nu6iYlVzzZaAP8Fj6jdba7cDfgGPSbj4R+BOwD/Ag8IQxptAYsz9wMfDFZK/mccCq5HOmAicBRwAV\nwDbgzhYxHAEckHzeQ8B3U3cYY8bg9BL/1RizF7Ag+dqfw+k1/W3yMSSPuwOnV/Xs5L8usdauBhYC\nh++uPcaYQcBfgV/hvEeXA48aY8rSDlmVjGsg0Ajc1sZLjwP+Z61t7GobWvFdnIKyOHn893Ha58f5\nYuOBtHm6M4Hngb2BwcDtAO04FwCnA7OAfkBq7vI7wARERERExHVUzEquKQW2tFE0rU/en7LIWvtn\na20DcBNOEXwoEAeKgDHGmEJr7Spr7fvJ5/wQ+Km1dq21th6YAfy/FkNcZyR7Qj8FHgcmGmOGJe/7\nHvBY8rnfAFZZa+dbaxutta8DjwLfMcZ4gVOAnyeP9RZwfxffm5R1OMXp7tpzBvA3a+3frLUJa+0C\nnEL462nH+oO19i1r7cfANcCpydhbKgbquhDz5cne4VpjzJYW991mrV2TfL+x1v7JWrsuGfMfgfeA\nQ5KPbcD5MqHCWrvDWpsqSts8F2mv86S19uXkcXckb6tLtk1EREREXEbFrOSaLUBpG/MnBybvT1mT\n+sFamwDW4hQ5K4BpOIXdJmPMw8aYiuRDhwGPpwornJ65ODCgjePW4fRunpa86bvA/6Ud60tpRVot\nTrFbDpQBBenHAmpSPxhjrk5bDOmu3b0pLQwCPmxHe4bhFNbp8X0F533cqa3J+App/oVByjacHs0m\nyeHAqeM+DXylxWulu8FaW5z81/L46TFgjKkyxixJO86BaTFdCRjgNWPMMmNMqrd7V+ei1ddJ6ge0\njFVEREREXEDFrOSaCFAPnJx+ozGmL3A8EEq7eUja/R6cYafrAKy1D1prv4JT5FicBaXAKWiOTyus\niq21fay1H6Qd17aI6SHgu8aYAE7v74tpx/pHi2P1tdZeAGzGGbY7JO04Q5tewNpfpy2G9MN2vjcY\nY4YABwP/akd71uD0vKbft5e19rrW3sNkfA00/8Ig5Q1gRPqXDNba61LHxekZfSn9tdrbJtLe72QP\n+D04w8RLksd5C6eAxVq7wVp7nrW2AjgfZyjxSHZ9LnZ6nTQHAEs7EKuIiIiI5AgVs5JTrLVRnHmS\ntxtjvpacAzsceASn5zV9Nd2DjTEnJwusaThF8L+NMfsbY44yzhY2O4BPgUTyOXcBs1LDho0xZcaY\nE3cT1t9wiuJrgT8me4HB6Y0cbYz5fjLOQmPMF40xB1hr4zjzfmcYY/ZMzt08s7PvS/IYRwBPAq8l\nY9pdex4AvmmMOc4Y4zXG9DHOqsOD0w59hjFmjDFmz2T7/pyMvRlr7VpgBZ8N9+0ue+EUnZsBjDFn\n4fTMkrz+nbT4tyUfm2AX52I3r3cE8EymGyEiIiIi3U/FrOQca+0c4GqcfUA/wllBdw1QmZwXmvIk\nMBmnqPk+cHJy/mwRcB1OD+MGnAWBpiefcyvwFPC8MaYO+Dfwpd3EU49TmB6Ns8BQ6vY64FicIcjr\nkq91ffL1weld7Ju8/T5gfofeCMcdyTg3ArfgzAP9WlpB3WZ7rLVrcBbJuhqnOFyDs91R+u/9H5Kx\nbcDpdf7RLmK5G+d97jbW2reBG3F66DfiLDz1ctpDvgi8aozZjtPuH1tr/9eOc7GT5KJSY4AnuqEp\nIiIiItLNjLWtjbwTkXxnnH1hH7DW/r6djy8CXsf5UmF9d8bWE4wxNwLvW2t/m+1YRERERKTjWltk\nR0RkJ8ke6jG7faBLWGsvy3YMIiIiItJ5GmYsIiIiIiIirqNhxiIiIiIiIuI66pkVERERERER13HF\nnNnS0lI7fPjwbIchIrJb8Y/jxOviePt58e7lzXY40oZFixZtsdaWZTsON1Nulkz7mI9ZznIsFoNh\nf/ZnL/bKdliSBz7mY+qoox/99JnKYZ3Jza4oZocPH87ChQuzHYaIyC5FI1GWVi4lEUvg+dDDhNAE\n/AF/tsOSVhhjarIdg9spN0t3iBAhTJggQQIEsh2O5IEIESqpJEaMD/mQECF9tnJUZ3KzK4pZERE3\nqA3XkoglIA6JWILacK2KWRGRDggk/xPJlDBhYsSIEydGjDBhfcbyiIpZEZEuiEYj1NaGKS4OUhwc\ng8fncXpmfR6Kg8XZDk9ERKTXSe/hDxLEh48YMXz4CBLMdniSQSpmJWMikQjhcJhgMEggoG+8JP9F\noxGWLAlibQPGFDJxYpgJoQnUhmspDharV1ZEsi5ncvO6CKwJw5AgVOj/EaT7RIgQJEgDDRRSSJgw\nIUIavp6nVMxKRkQiESorK4nFYvh8PkKhkApayXsbNlRjbQwAa2Ns2FDN/oHf5VQR29DQwNq1a9mx\nY0e2Q8mKPn36MHjwYAoLC7MdikiPy5ncvC4Cf6qEeAy8PvhOSAWtdJtqqonh5OYYMaqp5nf8TkVs\nnlIxKxkRDoeJxWLE43FisRjhcFjFrEgOWLt2Lf369WP48OEYY7IdTo+y1rJ161bWrl3LiBEjsh2O\nSI/Lmdy8JuwUsjbuXK4Jq5gVkYzQPrOSEcFgEJ/Ph9frxefzEQwGsx2SSLcrL6/CmCLAYEwR5eVV\n2Q5pJzt27KCkpKTXFbIAxhhKSkp6ba+0SM7k5iFBp0fWeJ3LIVmKQ3qFKqooogiDoYgiqsi93CyZ\no55ZyYhAIEAoFMqNeTkiPcTvDzBx4otNC0D5/bn5ue+NhWxKb267SM7k5oqAM7RYc2alBwQI8CIv\nao5sL6FiVjImEAioiJVex+8P5GwRKyKSM7m5IqAiVnqMtnjqPTTMWEREutWsWbMYO3Ys48ePZ+LE\nibz66qsEg0EWLlwIwPDhwxk3bhzjxo1jzJgx/OxnP2saGrxq1Sr22GMPJk6c2PQvFotlszkiIiKS\nI9QzKyLSAdFIVFvvdEAkEuHpp59m8eLFFBUVsWXLllaL0RdffJHS0lK2b9/OlClTOP/887n//vsB\n2G+//ViyZElPhy4ieSgSWUM4vIpgcDiBwJBshyMZkr6vrHpkexcVs3kiZ/aRE8lj0UiUpZVLScQS\neHweJoQm7FTQ5kOxG4lAOAzBIHT1z8n69espLS2lqKgIgNLS0l0+vm/fvtx1110MGTKEDz/8sGsv\nLpJlys25JRJZQ2VlNbFYHJ/PSyhUpYI2D0SIUEklMWL48BEitFNBq2I3f6mYzQM5s4+cSJ6rDdeS\niCUgDolYgtpwbbOCtT3Fbq6LRKCyEmIx8PkgFOpaQXvsscdy7bXXMnr0aI4++mgmT57MEUccscvn\n9O/fnxEjRvDee+8xYMAA3n//fSZOnAjAYYcdxp133tn5gER6iHJz7gmHVxGLxYnHLbFYnHB4lYrZ\nPBAmTIwYceLEiBEm3KxgbU+xK+6lObN5oLV95EQk84qDxXh8HvCCx+ehOFjc7P7Wil23CYedQjYe\ndy67+uekb9++LFq0iLlz51JWVsbkyZO57777dvs8a23Tz6lhxkuWLFEhK66h3Jx7gsHh+HxevF6D\nz+clGBye7ZAkA4IE8eHDixcfPoIEm93fWrEr+UM9s3kgtY9c6ttf7fEq0j38AT8TQhOoDdfSWNvI\nqhmrKDuljIopFcBnxW6qZ7ZlsesGwaDTI5vqmc3EnxOv10swGCQYDDJu3LimubBtqaurY9WqVYwe\nPZpoNNr1AESyQLk59wQCQwiFfDSppAAAIABJREFUqjRnNs8ECBAi5AwjXlFLYMkMGH0KjJ8CfFbs\npnpmWxa74m4qZvNAzuwjJ9IL+AN+Pn7zY1ZevRKAbc9vA6BiSkWzYtetc2YDAWdocabmzC5fvhyP\nx8OoUaMAWLJkCcOGDeOtt95q9fHbt2/nwgsv5KSTTmLvvfdWMSuupdycmwKBISpi81CAAIE33oQF\nVzs31DzvXI6f0rzY1ZzZvKNiNk/kzD5yIr3A+nnrd7qe6p31B/yuLGLTBQJdL2JTtm/fztSpU6mt\nraWgoICRI0cyd+5cTjrppKZFoQCOPPJIrLUkEgm+/e1vc80112QmAJEsUm4W6UFvztv5erJ3VvvO\n5i8VsyIiHeSr8O3yemflw0rILR188MG88sorzW6rr6+npqaGoUOHAs5esm0ZPnx4m724IiIiTfaq\n2PX1zloXgTVhGBKEChXEuUYLQImIdNDQK4d+9lVgQfJ6F6VWQl55zUqWVi4lGsnP4bULFy5k4sSJ\nXHjhhfj9+VGwi4hIDjjkSvAkk7OnwLneVesi8KdKePka53JdpOvHlIzq1p5ZY8wlwLmABd4EzgL2\nBP4IDAdWAadaa7d1ZxwiIpnkD/j5wj+/wIZn34AJS2BMEXRy+FKqN3bH6h273PYnX0yaNIl33nkn\n22H0asrNIpKXKgIw+Z9EtlUTHgLB/p3NzHzWG/vRaojHwMadyzVh9c7mmG4rZo0xg4AfAWOstZ8a\nYx4BTgPGACFr7XXGmKuAq4CfdFccIiLdYszbbGw4jkQixsalPiZMCOH3dyzBpe9LawoMxmuwWNeu\nhCy5T7lZRPJZpAIqK+5Prlx8f+f2lE31xsZjTg+vxwsJwOtzhhpLTunuObMFwB7GmAacb33XAdOh\naU3s+4EwSpgi4jIbQgtJPHMKTFxMYuxyamvD8PaYDs15Td+X1mIZeN5A+gztk1dzZiUnKTeLSF6q\nppod7MBim+0p26GVjNeEP+uNTQDjzoP+QzVnNkd1WzFrrf3AGHMDsBr4FHjeWvu8MWaAtTa1FOgG\nYEB3xSAi0h2ikSgbzhgH9WOg8HuYm66msOGrLD1xadMesxNCE3ZbkLbcl7a8qlxFrHQr5WYRyVcR\nIsxnPhYLgBcvJZRQSWXTHrPt6qkdEnR6YeMx53JslYrYHNZtC0AZY/YGTgRGABXAXsaYM9IfY621\nkPzE7fz8KcaYhcaYhZs3b+6uMEVEOqw2XIuNAQkvNBZRvvFWGhYO3mnO6+6k9qUdMXNEu4pfka5S\nbhaRfBUmTCONABgMZ3M2W9lKjBhx4s16anepIgDfCcFhM51LFbI5rTtXMz4aWGmt3WytbQAeA74M\nbDTGDARIXm5q7cnW2rnW2knW2kllZWXdGKaISMekelTxgsfnpfxr41vc1v45r/6An2HTh+V1ITtr\n1izGjh3L+PHjmThxIq+++irBYJCFCxcCzl60F1xwAfvttx8HHXQQBx98MPfccw/gbNtz4IEHZjP8\nfKPcLCJ5KUgQHz68eOlDH6qoanabDx/BptkUu1ERgC9NVyHrAt05Z3Y1cKgxZk+coUyVwELgY+BM\n4Lrk5ZPdGEO7RCIRwuEwwWBQm5uLyG6lelRbzo9t7bbeLhKJ8PTTT7N48WKKiorYsmULsVis2WPO\nPfdc9t13X9577z08Hg+bN2/m3nvvzVLEeU+5WUTyUoAAIUI7zY9t7TbJH905Z/ZVY8yfgcVAI/A6\nMBfoCzxijDkHqAFO7a4Y2iMSiVBZWUksFsPn8xEKhZQ0RWS3/AE//oCfaCRKzeyapgI2H4rYSDRK\nuLaWYHExgS7uBbt+/XpKS0spKioCoLS0tNn977//Pq+99hoPPvggHo8zWKisrIyf/ERrD3UH5WYR\nyWeB5H8RIsxmdlMBqyI2f3XrasbW2l8Av2hxcz3ON8E5IRwOE4vFiMfjxGIxwuGwEqaItEv61jrt\nXfQp10WiUSqXLiWWSODzeAhNmNClgvbYY4/l2muvZfTo0Rx99NFMnjyZI444oun+ZcuWMWHChKZC\nVrqfcrOI5LMIkY4v+iSu1ev/7yEYDOLz+fB6vfh8PoLBYLZDEhGXSN9ap72LPuW6cG0tsUSCOBBL\nJAjXdq1Nffv2ZdGiRcydO5eysjImT57Mfffd1+bjZ82axcSJE6moqOjS64q7KTeLSGeFCbe+6NOn\nEdg627mUvNHd+8zmvEAgQCgU6jXzcjQHSSRzWm6tUxwsJhqJunrebLC4GJ/H09QzGyxu30JWu+L1\negkGgwSDQcaNG8f999/fdN+YMWNYunQpiUQCj8fDT3/6U37605/St2/fLr+uuJdys4h0VmrRp1TP\nbJAgvDYX9rwYvHHwFMHQEOyh37V80OuLWXCSZm9IHpqDJJJZLReCAlw/7Djg9xOaMCFjc2aXL1+O\nx+Nh1KhRACxZsoRhw4bx1ltvATBy5EgmTZrEz372M2bOnInX62XHjh04u8NIb6bcLC1FiGghH2mX\nMzkTgCqqCESABy6CCxrBAIl6+CSsYjZPqJjtRTQHSSTz0hd9qplds9OwY7cVs+AUtF0tYlO2b9/O\n1KlTqa2tpaCggJEjRzJ37lxOOumkpkWhfv/733PFFVcwcuRISkpK2GOPPZgzZ05GXl8k1yk3t0+E\nCEGCNNBAIYWECauglZ20nC9bRRWEw/DvBJybepQX9gxmL0jJKBWzvUhqDlLq21/NQRLJrNaGHfd2\nBx98MK+88kqz2+rr66mpqWHo0KEA9O/fn7vvvrvV5w8fPrypF1ckHyk3t0811cRwtvWKEaOaahWz\nspPW5ssGgkGYWQTn1sOhHjjzDvXK5hEVs71Ib5uDJNITWs6R1V6zu7Zw4UK+//3vc+GFF+LPUO+v\niJspN4tkTpAgXrwkSODF68yXDQQgFHJ6aINBOES/Y/lExWwv01vmIIn0hLa25lER27ZJkybxzjvv\nZDsMkZyi3Lx7VVQxn/nNh4+KtMJgml0CTkGr37G81Ou35hER6axMbc0TjUSpmV1DNBLNcIQiIvkh\nQIAXeZFZzOJFXtQQY2lVmDCNNGKxNNL42bY8nbEuAq/Odi4lZ6lnVkSkkwpLCjEeg7W203Nk2+rd\nFRGR5gLJ/0TaEiRIAQUkSFBAgTPMuDPWReBPlRCPgdcH3wlBhT57uUg9syIinRCNRFkxbQU2bjEe\nw8hbRnaqCM1U766ISD6JEGE2s4mgXjHpGIttdtkpa8JOIWvjzuWacEZik8xTz6yISCc0FaEJsMZS\n93odNbNrOrzwk1ZAFhFpTtvwSGeFCRMnjsUSJ0411Z3bm3hI0OmRTfXMDgl2V8jSReqZFRHphFQR\niheM17Bh/gZWXrOSpZVLOzT31R/wM/JJL3tfWsPIJ715OcR41qxZjB07lvHjxzNx4kReffVVYrEY\n06ZNY+TIkYwaNYoTTzyRtWvXNj1n48aNnH766ey7774cfPDBBAIBHn/88Sy2QkR6SmobHott2oYH\n1FsruxckiA8fXrwYDPdwDz/jZ1RS2bHPTUUAjrwFhlY6lxpinLPUMysi0gnp2/DsWL2D9fes32mo\ncHu26IlGI6woOobE12NEPT72iobw+/MnaUYiEZ5++mkWL15MUVERW7ZsIRaLcfXVV1NXV8fy5cvx\ner3Mnz+fk08+mVdffRWAk046iTPPPJMHH3wQgJqaGp566qlsNkVEsihChEoqm1YzDhFSb63sJECA\nECGqqeYe7iFOHIB66psWg2pXT+26CLw4zemZ/eBfUDpOBW2OUjErItJJqW14opEoG+/f2DRUuLCk\nsN2LOtXWhkkkYkCcRCJGbW0468VsNBqhtjZMcXGwy7GsX7+e0tJSioqKACgtLeWTTz5h/vz5rFy5\nEq/XC8BZZ53FvffeywsvvACAz+fjhz/8YdNxhg0bxtSpU7sUi4i4Q2vb8IQJEyNGnDgxYhp6LG0K\nECBMmASJptu8eCmhpP1fiLQ2Z1bFbE5SMSsi0kXpvbTFweJWF3VqrZiNRqLsePYrmAHjsWPewOPx\nUVwc7PkGpMcUjbB0aSWJRAyPx8eECV3rKT722GO59tprGT16NEcffTSTJ09m7733ZujQofTv37/Z\nYydNmsSyZcsAOOigg7rUDhFxr9Q2PC170Hz4mgqRTq9SK71CCSXNFoC6hEvYytb2fSGyLgIfrQaP\nFxJozmyOUzErItJB0Uh0pyHEqV7alN0t6pS+JY/x3cTAB96kvHJS1ntlM91T3LdvXxYtWsS//vUv\nXnzxRSZPnszVV1/doWNcdNFFvPTSS/h8Pv7zn/90OhYRcY/UNjypebJBgoQIdW4xH+kVIkSaPh9b\n2YoHDwkSePBQTHHTfNpdfiGSviWPpwDGnQdjq9Qrm8NUzIqItFM0EmVD9QY23LsB2+hsyTPqzlFU\nTKlg3YKX2bxgBWXHjKTimMOa9dS21iub3ntrY9Bn+bfwnzwsC61qrrg4iMfja+qZzURPsdfrJRgM\nEgwGGTduHHfffTerV6+mrq6Ofv36NT1u0aJFfOMb3wDg0Ucfbbr9zjvvZMuWLUyaNKnLsYiIe7Q2\nT3Y607MdluSYCBGqqeZe7qWRRjx4uJRLKaKIersDj4WSaC2BvQO7/0IkfXhxAug/VIVsjlMxKyLS\nDk09qTsSpEYu2YTlvYvfo/btFWy6IwaJwWy7rQ7+8jIVxxy2y4Wf2tqSJ5PzVTvD7w8wYUIoYzEs\nX74cj8fDqFGjAFiyZAn7778/48aN49JLL+Wuu+7C6/VSXV3NJ598wlFHHQXA1Vdfze9+9zsuuOAC\nAD755JOuNUxEXEfzZGV3Ul947GBH07DiBAlu5mYu2XQkN5c8T9xYpvWdw7jN+xEom7Lrz1BbW/Ks\niziF7pCgitsco2JWRKQdmnpSW+zBbuOWTbfHIeEFDDTA5gUrqDjmsF0er+U8W3/An/H5qp3l9wcy\n9rrbt29n6tSp1NbWUlBQwMiRI5k7dy79+vXj8ssvZ/To0Xg8Hj7/+c/z+OOPY4wB4IknnuCSSy5h\nzpw5lJWVsddee3H99ddnJCYRcYd2DQuVXi31hYdtkZzjNs6STxaQKIWEB2IWwjseJcCUXR+wIgDf\nCTUvXNOHHnt9zv0qaHOGilkRkXZI70nFgzP8yDp7zNrG1JbdFoyl7JiR7Tpmy3m2ubiycVcdfPDB\nvPLKK63ed/vtt3P77be3et/AgQN5+OGHuzM0EclxqW1WNE9W2pL+hUdqjqzFUpTwcsq7DfxrkFPI\n+hIQ7HNK+w5aEWherGpl45ymYlZEpB1a9qSC01tbWFLIimkrSNTHwST43K+3UHHMaZ16je6Yryoi\n4matLQSlolZSWn7hAcl9ZD8sIfDONMZt2UF4CAT7nk7gC7vplW1LW0OPJSeomBURaaeWPalNP49Y\nyXt/uhc7YRFbxr1PNDqsUz2qmZ6vKiKSD1pbCEoFrQBEImsIhxsJBs8gEBgCOAUuZcCREAhdRGB9\nAgoegwGRzvWotjb0WHKGilkRkS5qGP1P7OkP4AwP9nZpeHAm56uKiOQDLQQlrYlE1lBZWU0sFsfn\n8xIKVTUVtHOZy6NDf8MpY+NMedN2fXhwy6HHkjM8u3+IiLtEIhFmz55NJBLJdiiSR6KRKDWza4hG\nojvdlxoeDN4uDw/e1euIiLhVV3Jzal6kF68WgpIm4fAqYrFG4nFLLNZIOLwKcArZ8zmf5/0rOP8Y\ny9xxpuvDg9dF4NXZzqXkFPXMSl6JRCJUVlYSi8Xw+XyEQiECAX2TJl3TtC1PchudCaEJzYcbZ2h4\n8O5eR0TEjbqam7UQlLQmOHY7Pk8DsYQHnydBcOx2AB4luU+5ASzMCwxiyoGPdL5nVasZ5zQVs9JM\nJBIhHA4TDAZdWQSGw2FisRjxeJxYLEY4HHZlOyS3NG3LE4dELEFtuLapyIxGoslFocYwrJOftdTe\nsjue/UqbryMivZdy82cLQYmkBAYsIfTDPxBeMZTgyNUEBuwFHM8pnMLzPO88yMDr/TYS6UfHPz2p\nvWU/Wq3VjHOYilkBnERZXV3N/PnzaWxsdG2vZjAYxOfzNX37GwwGsx2S5IH0bXk8Pk/TasbpPanG\nayg/u5zyqvIOFaDpe8uaAeMxvpuwMZq9jtsZY7j00ku58cYbAbjhhhvYvn07M2bMYPny5Zx//vnU\n1tZSX1/P4Ycfzty5cwF46aWXuPTSS/noo48AuPTSS5ky5bPVKB944AHmzJlDPB6noKCAL37xi9xw\nww0UF+fH+yai3PyZCBH1zEpzQ4IE9ptJYPgHzYYRj9sMnhJIGMBAI41UU92xz016b6zHC54CZ0s+\nrWacc1TMStPwnx07dmCts+m0W3s1A4EAoVDI1d9gS+5puS1PqlhN77G1ccv6u9ez8f6NHRoenL63\nrB3zBgMfeJM+y7/V7HXcrqioiMcee4zp06dTWlra7L4f/ehHXHLJJZx44okAvPnmmwBs2LCB008/\nnSeeeIKDDjqILVu2cNxxxzFo0CBOOOEEnn32WW6++WaeeeYZBg0aRDwe5/7772fjxo0qZiUvKDd/\nRqsZS6sqAkRGPEr42UUEv3YwgYoArIsQXnmR0w2bHGZsjeVe7qWKqvZ/btL3lk0A486D/kO1mnEO\nUjErTcN/UsnSGJPTvZq7G24VCARcl+gl97XclgfSemx3JMACtuPDg1vuLVteOQn/ycO6oQXt99nQ\n6cwU1AUFBUyZMoWbb76ZWbNmNbtv/fr1DB48uOn6uHHjALjzzjv5wQ9+wEEHHQRAaWkpc+bMYcaM\nGZxwwgnMmjWLG264gUGDBgHg9Xo5++yzuxyrSK5wU25uzzDoruRmrWYsrYlE1lB52mJisQS++xYT\nCh1IwBMmuDpB0SHwKTgFLRAn3rHPTcu9ZcdWqYjNUSpme6GWSSd9+E/qfwirqqpysiDUAk+SS/wB\nPyNvGcn6eevZ/vp2bMJ2eHhwru0t212LUF100UWMHz+eK6+8stntl1xyCUcddRRf/vKXOfbYYznr\nrLMoLi5m2bJlnHnmmc0eO2nSJJYtWwbAsmXLmgpdkXzg1tzcE3k5tZpxqme2N6xmHIlAOAzBIOTY\nKc8ZzmrG8eRqxnHC4VUEzgwS+HcRt7y4g3nj4PVyLwlsxz832lvWNVTM9jJtJR23DM3VAk+SK6LR\nCBtCC9kwbRw2BnjjlFYVMuS8jhd/ubS37K4Wu+qK/v37U1VVxW233cYee+zRdPtZZ53Fcccdx7PP\nPsuTTz7J3XffzdKlSzt07DfffJPvf//71NXV8etf/5rJkyd3OV6RnuTm3NwTebm3rWYciUBlJcRi\n4PNBKKSCtjXB4HB8Pm/TPrPB4HDW1azlxb2PY9pRfyHmTeBNWM779JtU9b2y458b7S3rCtpntpdp\nLemAM/xn+vTpOZssU1LfVHu93pwdbiX5L7Vo0/pnXsPWxyEONFq2FMyDMW9nO7wuSQ2dxpv5Raim\nTZvGvHnz+Pjjj5vdXlFRwdlnn82TTz5JQUEBb731FmPGjGHRokXNHrdo0SLGjh0LwNixY1m8eDHg\nDE1esmQJxx9/PJ9++mnG4hXpKW7OzT2VlwMEmM70vC9kwemRjcUgHncukx8HaSEQGEIoVMXMmUcS\nClUxjLU8UlnJ/y1/knrixI0lTpyhS/9CYF22o5XuomK2l3F7MZj6pnrmzJkaYixtikYj1NTMJhrt\nns3NmxZtmrgYChvA0wiFjTBhIRs2VHfLa/aU1GJXI2aOyPg+t/vssw+nnnoq8+bNa7rt2WefpaGh\nAXAWfdq6dSuDBg3ioosu4r777mPJkiUAbN26lZ/85CdNw5SnT5/O5Zdfztq1a5uOpUJW3MrNuVl5\nuWMiRJjNbCK0nZ+CQadH1ut1Ll30cdil9rS9owKBIUyffjiBwBDWhMPEYzH2fcFSGAdvHHwJCNbE\nYZm7c7O0TcOMexm3DFvaFS3wJLuSvtWNx+NjwoRQRofwRqMRduxYDXhg7Dtw4xWwZDxMXAJj3wa+\nmvEFlHpaa4tdZcpll13GHXfc0XT9+eef58c//jF9+vQB4De/+Q3l5eWAs/XOeeedR11dHdZapk2b\nxje/+U0Avv71r7N582aOP/544vE4xcXFHHjggRx33HHdErdId3J7blZebp/2rsocCDhDi3tqzmxP\nzM/t9hWp10U4YORq6oYbDnnVMHDKofyzzxGcUhEm0PffUKbtnfKVSa2Sl8smTZpkFy5cmO0wRMQF\nampms3LlNThjf72MGDGTYcOmZ+TYnxXK9Thr9YPznaCBZaNh6UEMGXseH0y3GV9AqbPeeecdDjjg\ngKy9fi5o7T0wxiyy1k7KUkh5QblZpGNmM5truIY4cbx4mclMppOZ/NRZPTU/t1vbntoTtrEe25Ag\n8uyhHPVSiJj14SuI8eL5x8KPDqNy5O3a3inHdSY3q2dWRPJKy61uiouDGTv2Z3vCJmDZGFgyESa+\nQX//V/jospOhsYC1JoFNWEi0fwElt/fkiojI7uXiqsytzc/tjmK2W9ue2hOWBP8eApeMC1L/kg8S\nBdTHLXO2H84hG28gtl+CuEnstL1Tmz226yJazdgFVMyKSF7pzq1umgrlN/eDy34DDYVQ2MBHx/0d\nGjyQMFiPxXgN1rRvm57u2gpHRERySy6uypyan5vqme2u+bnd2vbknrCRsk+p/A58OjwM82IQs+Br\n4C9nhzn+40Z8iUJiXtOsmG5z+HOqtze1z+x3Qipoc1S3FbPGmP2BP6bdtC/wc6A6eftwYBVwqrV2\nW3fFISK9T3dtdZMqlFfMraEuVgTWQIOBd/cFbyNgMT7DqFsPoGFrQ7t6Wjc8+waJ+jgkTEa3wkln\nrcUYk9FjuoUbptL0JOVmkewKJP/LFT05P7fb2p7cEza88Vxi3rfhsH/D3yshHIQjw9hD/s3WiIfQ\nh3cQLtvarJgOEyZm650eW1tP2CR7bJdVQ+MOwDoF7Zqwitkc1W3FrLV2OTARwBjjBT4AHgeuAkLW\n2uuMMVclr/+ku+IQEcmot8ew/U8xSBVJCQ8s/zwUNMI3nmPUxSdRcUxFuw4VjUbYMODH4L0ObAGm\nILNb4QD06dOHrVu3UlJS0usKWmstW7dubVpcSpSbRWRngUAe7GNbA8HpK/A+B3EfEPi38w/wJiBY\nfjmBsik7ldLBzSX4ihPEvOCLJwjWlkBDBJbdCyTzvPE4vb+Sk3pqmHEl8L61tsYYcyI0DZS/Hwij\nhNljIpGIa1dLFMkFteFabLxFb5/1QLyQgRO/RcUxh7X/WLVhrG0glTCtbcxgpI7Bgwezdu1aNm/e\nnPFju0GfPn0YPHhwtsPIVcrNOUK5WaSLwmECL8X5+l/hiW8Dqe9uLXyh8QACI69v9WmB/20l9D8P\n4cEJgms9BPbdCoQhnpaPE/FuDl66oqeK2dOAh5I/D7DWrk/+vAEY0EMx9Aq7SoiRSITKykpisRg+\nn0/7wYl0QGqRpsKSQjw+D4kdiWTvrJMxjddD+dfGN3vs7oYZFxcHYel/IV7gFMSNCTY8+wb+wOEZ\ni7uwsJARI0Zk7HiSV5Sbe4hys0g3SS3SdHCJM+nXtNhv3MA5RdOANhZ6GhIk8O8iAuuTc2OPCCaf\nZ5o6Zp1FH6s1zDhHdXsxa4zxAd+CndffttZaY0yrE5qMMVOAKQBDhw7t1hjzxe4SYjgcJhaLEY/H\nicVihMNhJUyRdmi5SFPpjHVsevk/8Mxx0OgBbwGj7hiFP+Dv0IJOfn+AkqP+ytbqBmiwUNgIE94B\nMlfMirRGubnnKDeLdJMWizTN/c/J/OXzD5KqQg2GK7iCKUxpe6Gn5HzbnVYt3veb8P4T2WqZdICn\nB17jeGCxtXZj8vpGY8xAgOTlptaeZK2da62dZK2dVFZW1q0BRiIRZs+eTSQS6dbX6W6tJcR0wWAQ\nn8+H1+vF5/MRbGPJunx5P0QypWmRpjgk6hNsuq0RRi6HqbfBwa9Tcu37VExx5snWhmtJxBLOY5ML\nOu1KScnxcFwITngGc9PVlFdq61PpEcrNPUS5WaR7RLZVM/ugHUTK4zxUvjezCt9jz2h50xDjEzmR\n63GGF4cJEyNGnHjT1jxNKgLwpenNe173PR6M1/nZ64OxVT3TKOmwnhhm/F0+G8YE8BRwJnBd8vLJ\nHoihTfk0vCeVEFNtaZkQA4EAoVBol/Ny8un9EMmEpkWaCn8NMR8kDHwwCG66DLwNYL18uMxLNBjF\nH/BTHCx2hiEne2Z3taBTNBJlxYlxiJ2AKYwzaurJ3bIKs0grlJt7iHKz5JQ82Ts1QoTKA+YTw+Lf\nOpADXjuZIe96GbTiEN469FHq9lnP3/gbESIECBAkSAEFJEhQQMGu97ldF4EXpzlTiTyFcNTtrn6v\n8l23FrPGmL2AY4Dz026+DnjEGHMOUAOc2p0x7E4+De9pT0IMBAK7bF8+vR8imVBbG8aOeQNuvAxm\nXwUfDMb52tc6c13xYGOWNU89T23FCorHBJkQmtBszmxbc2jTe3EtXhoWDnb+Yop0I+XmnqXcLDkj\nj/ZODRMm5mkkDuxZOxisF4MHkwD/1sHU7bOeuG34/+ydeXxU5dn3v/c5MycgQgIBDDGBIKCyxACi\ncKzLwbhbtU95tG9rja2tdrG2dK/t2z68tRZrtQ/WbmorEq21WutWi9vIEdRBq0BEQGULJCZhGZmA\nLHNmzn2/f5yZSQJhz577ywfHzAxnzkyAi9+5ruv3w224HXvj6XBCPmpI2mwxPYbc6g4tBGLf9wAZ\nRPDtjnX4+9McOu0qZpVSO4H8ve6LETgodgkOdsW0u3GwgngwetrnodEcLXl5DoZhIcevgs/8PejI\nZlwhQgpkCkIpthbNYuv69zCMHMrKIoxI/zk80A5ttoubkAhDEM4Pd9K71PQmdG3ueHRt1nQJMiJN\n+d0+O9XBwcJiD3tozK9FGj5CghA+u/LqMCVYvsJZ8CTUP42bMvAHS5RQ+PhUUsk85u27QwtB19q0\nwE8EsTx98w94LprOpaN0zGDqAAAgAElEQVTcjLssh3LFtDehPw+NpiW5uTZlZREaGiqpP+HVIE82\nFYJQimNufpFdy1I0WR5KpPSIx93suHBrO7QZMZtr5zJ6zmhW37ga5SvWzFxDv9J+B3RA1mh6A7oW\ntUR/Hpo2ISvS0p3ZbpSdGo2C64LjQB611Lg+85zHedl+mrm597Ly9McZFCviF0tqia9UPDUcZqwG\nux5A4mwEa5qJZwosLIB9dmizYrbQhulzIHJjEMuzYCYMLu22wr+n0+vFLBz9FdOehv48NL2V/Ubq\nrBwHlTPJWXw5Cd8ABEiB/14RvHAiJMPwwoVw5/cxStcGkTtpDrZDu+PDtSgpQYp9xK5G05vRtagl\n+vPQHDX7c+7di2i0BtetxnFKsO3iDj3F1njo+Xq+9KmhpJIGQ8wPmSYeRKZ8QmHBrbeF+VT+cN4q\nquac2nqWD4KZZ4IvYFERlG4Fu97A3pxD5KM5uENi2X3Z5p1ZB6flPvGmpel8WdXtu9g9nR4nZnXw\nuEajORL2Nw7cGG1kmbMM5Smgb/BkQ0I4RWLPBkiOB2lCymDghu9R8vkTW5g45dq5++zQZl+zublU\nMoSwQgc0jNJouiu6Nmt6Hc1bienf8/vd0exICu0DirJotIby8ko8z8eyTCKRik4VtO9uq2bW31bh\neReAFAyQ1aTwQSlSKsXy55dxZXk159XBQ3G46eeQueacANyJ47BHfT7Ikx3S8lOPEGn6ftTRtE9s\nhIJR7MzUlRHqVl3s3kaPErPa7U+j0Rwpe48DN1Q2EHfj7Nm4Jy1kmzDH1eN/9TZAwgvnQwowTfrs\nmAYrC9j73yi5du4+IjYed9mzZ2OTudSyyRRcfDq5ttPu71Wj6Uh0bdb0OqJRKC8HzwPLgkiEqE3r\nOaddDNetxvN8fF/heT6uW92pYnZpbA39J6zGCJUjU/CRUYxQJqgUIdOndFQ1AjBMWDY5B0ki69Fo\nKnDiRWC2fmw7/QOAmtmQSgASfNnsWQLGf1F3ZbswHZEz22EcLMtNo9Fo9kdmHBgThClomNvA+p+u\np/7P9QRXZzOCVuGPfBvGvwvj3wuE6CXPgvKov6+eqvIqGqON+32dxsYoVVXlrF//Uxoa7keIEIx/\nH+Oax3XGrKZHomuzptfhuoGQ9f3g1nUPnHPahXCcEizLxDQFlmXiOCWdej6T8keTP+5DTrn1Txx/\n4ZvsMIqJqmtYLc4m71tvEbdrgicqKFuSIOSBkQJTwqXrgOoX4NWfBF3XugNkNPfNBzIiVgXdWGFC\nqI/OmO3i9Cgxe6jB4xqNRrM3uXYuo58yGfidDeRfLVApBT7pK7SK7KVew4cLnwcM+vQ5IRC0qMAU\nqpnJ0/6Ix12k9AAfpXwKCr7IyJG3UFYW0Rmzmh6Jrs2aXofjBB1Z0wxuHSfrvmtiNu1odkFsu5hI\npIJbbpne6SPGADsG1jPZ7sd/f+pY/nvKyfi+QUwW8T5n8MDAiZRfCa8XBJGw4YfhhvMFV79lEVLw\n9Cg45zNwb2mzvdf9sTtGkywyYMKX4BO3dOv4ot5Cjxoz1m5/HYPefdL0RBobo6zJOR95iYdYeQri\nkd+gPILLu0pCygBDwbd+C+NXIUSY4cO/z+on/4Saf0mQRUfQ1T3Q3ms26kd6GIZFQUGFFrGaHo2u\nzR2Drs1dCNuGSKTFzqzNXjuaXXDEOINtF3e6iIVgx7iccryBHtZAizkXn4Z1x0D2eD7KSqKmu3gG\nuMMhb77B8NGKUE2YFf2nkTQWIg2QCm4sh9JtJvaB9l6LHQjlNDk9j6/QIrab0KPELGi3v/ZG7z5p\neiotOqbj3mHYQ8vp8/7lhKfU8sHqb8DScTDpXRi3CgC1Yhw7Xh7LgLf/l8aUJOjcQv4l+Qd0I85E\n/cTjLnl5jhayml6Brs3ti67NXRDbzho/Ze9qvqOpOSh7j2bH7H8RiZRS6dZyv3Mt/rQ3sXyD6cd+\nlpMnP4qQSV7feDru336NuPjbcMbrIAJn41kXj2bGgOXE9ncx4RCdnjVdjx4nZjXtS2u7T7pganoC\n+3RMy6eQ++kRwAj6nf4H4pe67NkzgPr6FbBiLHx3NvXJZBConhayAOGC8EFfK5tBG3dbfK3RaDRH\ngq7Nmp5IZjS7eXxOcI1gBBXMDrrcIQd7ayWoJNEN0zj/nufx/ByMO1+GFx2kvRhlwIv9V/ICXwEg\nhxwWsKB1QQtN48ha0HYLtJjVHBaZ3afM1V+9+6TpKRyoY5qba5Oba1P34mvUP7YLGgYF2bLSCFZs\nTECCCAsKKgoO+loZE6iMcNb7shqN5mjQtVnTE7Gx9zua3aLLvfN2FOCudfBSFr4ywRNc//ty1h2/\nmJdGBOU6Q4IEt3M7T/BEyxesizbF85iW3pftJmgxqzks9O6TpieTEa2t0RhtZM0VPiSuBZHOnzN8\nhAVj7hpLMpbcJ0d2fzQfaZbSIx53tZjVaDRHjK7NB6cuGqXGdSl2HAo76PPpErmy3ZyDjmbXRaF6\nPig45wQXK+SRSCpCJlR89jOwK8Yi5rIHD0VTzN4zPEOUaMtj17iBkFV+k2GUFrNdHi1mNYeN3n3S\n9EaCHFo/fXk3E2LnU3RbHwpvKDysY+090pyX57THKWs0mnaiK4oUXZv3T100yqPl5fieh2lZXBWJ\ntLugzZoXdfFc2W5PjYvyPYQAe8RiXjyjnMp1Don/UXD5Fdj8kQgV3M7tPMVTWUGrULi4wfekLhoI\n1775QUc205k9kGGUpsugxazmgGh3RI0mIDylFowk+JmdWCNI5PkINmyYfXhmTivHcVzkeShbFuzm\n6q6sRtNt6AoiRdfmw6PGdfE9D+X7+J5Hjeu2u5htLVdWi9l2oG8+qLREFWCMXsyD/16M10fwqP8b\nIh/9DoaUMp/5WSErEOSQE8QjNR8tNkJQcjH0K9Buxt0ILWY1+0W7I2p6K43RRuJuvMXYcPLEhXDR\nFnjmkwSLsgoMqD/uG7D+XQwj55B2XxujjVSVVyE9iWGVURAZh/73jUbTfehskaJr8+FT7DiYlpXt\nzBZ3wE5xa+ZFmqMjGq3BdatxnJKm6KDdMRRgiGA6eIEDiRyQhiLhJ3E/uJGNfT9J4thE9jincRpz\nmBP8ua2Z3Wy02Ie1T0GoTyBmNd0C4+BP0fRWWnNH1Gh6Ohmxuf6n66kqr6Ix2ggEo8FctAByPDB8\nCCn41hwY9w4gkTKRdSc+EMG4sgQfpCeJu/F2fT8ajaZtyYgUE7NTRIquzYdPoW1zVSTCmbfc0iEj\nxtBkXnQLt3SZEeMoUWYzmyjRzj6VwyYaraG8vJKf/nQB06dX8rWv1RCNAsUOwggjZZApOyg/vQ2k\ngtv8nSnYWdfiWJOZ3PT9KHaCkeJsKoFq2pfVdAt0Z1azX7Q7oqY30prYzHRnxfiVqDu/B1WTyT93\nOLGCZ2HFOHj+AhAG4W+cDSMOfPw8Jw/DMtKdWYM8J68D3pVGo2krDuSw2hHo2nxkFNp2hxk/ZehK\nubJdYTz+aHDdajzPx/cVvu9zzz3VzJtXTOSRY7ENAUqAgGXD0iZPAgwJsb5QscPh/uOWkSSJgcEk\nJjUdOJMvu6ISVtwP0tf7st0MLWbbme6816LdETW9kf2JzXjcRSkfxq+A8e9hDbseESlDffu2IKYH\n+ODZJPyh7oCGULl2LmWRsn3GmDUaTcdxtLW5M0WKrs2aI6Gzx+OPFscpwbJM9uzxUcpEqRI8D9zn\nYtijfQSKxccL/jIh/QsUSAH5u+H0J+/klxf/H24e/yg+PjOZSSmlTe9/791YvS/brdBith3pCXst\n2h1R09toTWw2NkbZs2cjQoRQCgzDoqCgAjZ9jvpUiux4kg+rv7GafqX9DihSc+1cLWI1mk5C1+au\nSVd0iO5JdPcdXtsuJhKpoLKymvvvL8H3i7HCPs5Jb4IKgQR3uMA3U00TwxKWDoUby30WGX/FVwIp\n1L5ivi4Kj05vcjHW+7LdCi1m25HW9lp6WvHRaHoiGaEZd+Ps/Phd1uScH+TCrpxA/zXXMeziUwOj\np4saafjVMlSiKbtOpRQNlQ1arGo0XRRdmzuegwnV7j4C2x3o7PH4tsC2i8lDMIpqYjs3MXLMd3An\nv8ryhEFsxKnkD3YIizl4ygMgrODPEyBlZo6gMDD2FfMrKsFPG0T5ieBr3ZntNmgx247ovRaNpuNo\nzYH4aI6VcRwWYR91xyhAwrdvZ0cqzMd/SNFvQSO5di4TF0xk4+0biT0dAwkoaLi/gYKKAi1oNZou\niK7NHcuhCNXuPgLbXeiU8fhMhmuxc9QCcVW0lp+UP0jK8zHCPnNfqGazMZXwK5eRV7oWef6j3M3d\nLBVL4eMGvA+XMXdMdYtO7XmJKXx56SxqXJ88p5axdlGL14hWT8NdcSHOsaCvcXUPtJhtR/Rei0bT\nMbSMuzEoi5QdlZBsbgKlMBFVp6IaBqV3YwUqIXn3znuY8JezyLVtSp8o5f2vvU/9PfWgQPmqhXGU\nRqPpOuja3LEcilDt7iOwmv3QPMPVtAKjpaMQtMvdalKej/QVEkH/v57Npsr78BIWW0M+4355N4+a\nf8WsO40Z/3UDpXYeD6XOxBMSgBwJX358Kn+7fhkpzycUFtx6t2Ds6ZPAtIiuPZXye17Ck32xHoFI\nRAva7oAWs+1MT9xr0Wi6GgdyID4S9jaBGn3l9dQ/sJEdzZ6T9OpZ+tANDNv8BwouOoWCigI2zdt0\nUJfixsYo8bhLXp5z0ExajUbTPuja3HEcilDtCSOwmlaocZtluKbjbo5CzJY6JYQsk6SXAkuxjZGQ\nCIM0kSnYGjmeFQvOQSUFL/zuNX51bwHuhX+ksv7roCQV74WpeXcaKW8d0lekVIrlT7iM3fkmTJ6J\n+5+T8Pw++FIE5lKuFrPdAS1mNRpNt6et42725zi847GPIRUKcma3DYRv30G9n2LTr6soi5Qxes5o\ntjy+hSEzhrQqphsbo1RVlSOlh2FYlJVFtKDVaDQ9mkMVql0pxkbTRmQyXDOd2aOIu4lGwXWLOH3O\nGcyL/ZwtzloaGY45z8f3BEbIB9ajkgJ8AzzF/fc/xudH3cYf+/0BVj8OY2eQN/xsQndtIOWlCBmS\n0hPWBXuyb/8GJ38qlvl/8ERfLEugNxC6B1rMajSabs+RxN0crEOaOUbDc++wtnIDu1/rC2M3Qv8d\n8OY0eO3MINcOgfQkDZUN2c5s46LGVh2N43E3MJLCR0qPeNzVYlaj0fR4tFDtpWQyXPezM9uaMVir\n90WhvBw8DwzrDKwn+jFwyFCSA9dw8iMXM/KR8zjxhLWYOUuY5V4KngJLMmFrNdteqaSw77xAUH+4\niLFXlnJr5BqWP72Q0t3/w9jhdSBMkD72iNeIfPUC3NQvcK5xdFe2m6DFbDuzd5Zdd86d1Wi6MocT\nd3MoHdLGaCPLypeidvvA8el7B4HwAQHKABQIhWEFVokHG3XOy3MwDCv7unl5zlG9Z41Gc2To2qzR\ndBCFdqujxa0ZgwGtmoW5biBkfR/knhCD7vo+I77+ONLwWXHm4yy/ZAEvPQpTa0GUb+UfO0o4cWs1\nZ66JUTwKqPGIFvi4xXtwtlVi239krP05qBsZCO2++bBgJvge9qgl2FfmwP7j4jVdDC1m25G9s+zm\nzJnDzJkzjyjbrisV2q50LhrNkdBahxSgoaESb2k+1qoLYfPQdOSOCSiydojKBDMFSoEpyf98H4Zf\nXwZw0J3Z3FybsrKI3pnVaDoRXZs1ms6nNWMwYJ/7lrOcJ52VELoDfBOlYPOL0zju3CUce/J6Bmwr\noj6vnsrt0/jbgw5qhUsFrzL6U5/i9Pt+wIAREF10P+Wf9vFMhcVcIlQEXd/mQntwaZu5Lms6Fi1m\n25G9s+wef/zxI8q260oB713pXDSaI2XvDmk4nM+yZdNR746C794JSQ8RroeQgKTf1IXNcOVjcOwu\nhl4wnnFX3py9+1BGnXNzbS1iNZpOpLvW5gNlterarOlu7M8YrPl9ceL8mB/T/+RhDD53Bpue+wQo\nAyUNtr8zimPHrWFHXi3m69N4YGaEZNJChD1m3nQ737tzFuyOwi6XykumsSe0ECXAI4W7vRJ7ldtS\nuO6ng6zp+mgx247snWU3Y8YMFi1adNjZdl0p4L0rnYtGc6Ts3SGNx12U8mDZRPDCoExUUjHshkIY\nupmPnvuIxJtpcWr4cOxOuPphtogwjY1NHdbDGXXWaDSdQ3eszQfLatW1WdPd2J8xWPP7ZjELgNxY\nEdYJdQhDoqQibCmuOVcxTrzN+lX1bPzdtdybspAqBFLxvwMSnLvyh1xi3k00J8Hc4TJ7OdqUBs78\n++FDv03igjSdjxaz7UhrWXalpaWHPQbU1gHvRzOKpMPmNT2FvTukQlioAY1NXVgp6D+pP4U3nETj\nRU05toSSMHEZAEr52sRJo+lmdMfafLCs1p5Wmw/Uhdb0HFozBmt+3wxm8AIv8NHa49hz33+hpIEw\nFDf/Ms7/+8JlUDcYHp1OdOgr/CXsIVMKrCTyXJdX5FYuMRK4x0hSgVcjAsF1WyZhf/h2m8UFaTof\nLWbbmb2z7I4k264tA96PdhRJh81rehLNHY0nTlzAmqf+ww5DgTTAgGQsCbR0S06Nf4Xa3NUoZWAY\nOdrESaPphnS32nywrNaeVJsP1oXWdBHqou22Y9r8YsY93MOvl4RY64dAGRgo+uwZ3PRkJel/cjVf\n/OlNPLR7FLsvfIbQqYs5972rQazB2QnWYPAwsEQOFTscEEuCC9dHGRek6RpoMdtNaKuA97YYRdJh\n85qeQGNjlGV/vRG1dDxi0mNMvPr3jL7yWqr+VLVfE6c9ezayc3uUvgWjOeaYkygu/oHuymo0vZiO\nqs2HktXaU2rzwbrQmi5AXRQeK2/Kj23DUd0oUZzozSTdTxB2bsa1Z1Pp2JRbgaNxi/zXGpd3rSF8\nc/inSY4wmSzqGUIjX1h7DxfGlsJGsPNhzofw+IQTmKE+jf3s3SAlGCZMn6O7sj0ALWZ7GT1tFEmj\nOVIaIm+hvvNLSIZR4SQbG1di7Ukx8KersfacSMFFp2T3X7MxPQkfwlfAnQvZNf5JBg26WItZjUZz\n1BxKbe4tWa0H60JrugA1biBk22FUtzK6Gq/83+BZeJbH7XMeoiC2jgvn7KQgdiEVzghsO8iedR8p\np3roGrwRJgIDqeDtIcfy5ca1sGIu+BDtCzOngmeuxVV3sNRRVKxQ2A0Cdsfa5Jw1nYsWs72MnjSK\npNEcFVUTIemBNMFTxH52AkgPwscjfvMtCsb9HtL/cIy78SCmR5rgCXj+AgCq/7GWflc3atMnjUZz\nVOja3MShdKG7Je04ltvhFDtBRzbTmW3LUV33HPAs8EOQqOHpb2xCyhSEJOYXv8UkvgLRiykvBy8x\nhTwzn5POewzj3K2ocUm2Da5l9lv/YGV0KpcOXY97eg2eCb6h6P96ES+5JTxxVjVPmJuw9Yhxj0Ao\npQ7+rE5mypQp6q233urs09BoND2IbLfVUyAEyMD0CSMF181l2PcGcNJJf2x67vSl6dxZwEyCAfgh\nhGky5ndjKLxh34T15ju5uoPbtRBCvK2UmtLZ59Gd0bVZozlE2nEs97DPo60EdTuJ82gUppf7eB4Y\n4jWkXICSAAqEwuwjuP6TNvc9fh79ZT3TeBAhUpDjU/XkU+zqH2PaedciPBPLlFz9k0quvXkDfd4s\nZur5wf3K8pn49/XMvuyhNjtvTdtwJLVZd2Y1Gk2vJNfOZWJkEnE3Tjg/zOqZH6ASKQinYOIyGhrW\nUFBQEbge27kMujif2JNbARF0aH0BGCipWH3javqV9mvRoW1sjFJVVZ7Nsi0ri2hBq9FoNL2RdhzL\nPWTaWlC3Uy6rbcOCiInrQn7+SL458xUSe1KgBCgD3/NZuasSI3wWg711COVjKFAJQe7PS+lbug3h\nmRi+SUqB+uDzRP75a373agnb0vdLD/IfroVTo92/S67RYlaj0fRemufC9ivtx5rH5rFDvAjLJqIw\nqM6bRUnJLFg5jo/+/REgAAWGDJwQpQIESiribryFmI3HXaT0AB8pPR3ho9FoNL2V9hzLPVS6gqA+\nRGw7+AnFlJZ+gS9X3s3KP+eAb4CpWHTzQvp+4zOEfvs5eEmhUgqpBPWLR8JbI1AhhcTHEj6l/bcz\n9iyXvB0LuDnkkVI+lulz6eB1sKKyy34GmkNHi1mNRqMhELbDPj6VHZedCMkwhJNsu/P7NDaWc1zk\neZSfHjEWCi55Dsa8D3d9C1QII8fcx/k4L8/BMKxsZ1ZH+Gg0Gk0vpdAOOqGduTPbFQT1EWDbxVy7\ndjg/nLsJfEAETdpBozeR//U32HJCH3b/M4cP6yEuDfAVKz75Pqdtsvhy4UriVj9m3/1dnMt/zOxf\nfZPlzy+jdFQ1Y0tqOvutadoILWY1Go0mTfKtIkitBwkkFSw7BTl+BTvHPAyhK0CFgjHkiyIw7l3E\nqDoKNt3Vwvk4Q26uTVlZRO/MajQajabdxnL3IRoF1wXHybQ3m16/swX1EVL9YByRMFAYkFLwSgmN\nX1lL4/uCFff2RSUhmJryyTMV4587iURS8AfzBN5Unycmi7Hugsgj13PVBacFgl6YcNykTn5nmrag\nXcWsECIP+DMwAVDAdcD7wN+BEqAauEopta09z0Oj0WgOhTwnD2GB8mQwSrxpKKwYy3ZehQv6Agou\nfIlh5WfSp89nyJt0YJGam2trEavpcujarNH0UKJRAptfDywLIpF9BW07iti6aJQa16XYcShsQ0fu\ni2acyr0vv4avFHmmIn9DHrH3Qrz/7seo5ECCv8YMmLKV/MkbEPedCtLEV4r+1LFZjcbzwF1Rin3p\nbyFyY5A1u2AmDC7tVsJesy/t3Zm9C3hOKfXfQggLOAb4MRBRSt0mhPgR8CPgh+18HpouTDQa1XEE\nmq7BuJVwx3fgb/8Fr9vwr0/CcxcDKogJCCcRF72SNYbSaLopujZrDkp71+Yo0Z4Xv9PZuG4gZH0/\nuHXdlmK2jamLRllRWQnA0EmTWDBzJr7nYVoWV0UibSZoG26owZ8wj+LbP8GEf50M905B3X8ai6cd\nS5zdBPPHJnAOsUn3oywf6QXDVDFViPB9LMvEcQiyZZUCZJffHdYcGu0mZoUQucDZwBcAlFIe4Akh\nroBsAvY8wEUXzF5LNBqlvLw8GxQfiUS0oNV0Co3RRqqf+ABVMwVe+0SwlIOApEj7PhmQMijYdJcW\nsppui67NmkOhvWtzlCjllOPhYWERIdIrBW2bC3rHCTqymc6s4xz9MfdDXTTK3x0H3/MAEKaJUgqk\nxPc8aly3TcTsvffW8P37tlGc/DSl7+QHCT0IZBLyX59MPFQMfi2okfBWIfHll7Ln5hk0iJ1scarZ\npZ7nK4//kIrPfCrQ9XVOt9wd1uyf9uzMjgS2AHOFEGXA28C3gOOUUvXp5zQAx7XjOWi6OK7r4nke\nvu/jeR6u62oxq+lwGqONVJVXIRMjQA5P35txLgZCBvhgWCYFF53SiWeq0Rw1ujZrDkp712YXFw8P\nHx8PDxe314nZdhH0th2MFre2M9vG1LgufjKZ/VpJiWGaKCEwLYviNhDS995bw1e+Mo88fCaQDwRC\nVqX/L6ZKML80nxPfGkn9Ukm+XEwsUcTJ707kl1fchqsETt0m7B8cB5ko+G68O6xpnfYUsyFgMnCT\nUuoNIcRdBGNLWZRSSgihWvvFQogbgBsAhg8f3tpTNF2EoxlFchwHy7KyV3+ddryKqNHsj7gbR3oy\nMH5CNHtEkH/5YIb/YDhxN06ek7eP0ZNG083QtbmX0JVrs4ODhZUVck52KKD30G6CvinXpl0pdhzM\ncDjbmTUti3N/+1v2xGKHvTOb2bXdlP9JVsRKszr8L48vA/y0jA2EbIZNjGZHeCi/H1ZJPJGHq85G\n4KOkybl+FXaDia1OJSpvZvY8u6W27ygzLk2H0J5ithaoVUq9kf76HwQFc5MQYphSql4IMQzY3Nov\nVkrdC9wLMGXKlFaLqqbzOdpRJNu2iUQiemdW06nkOXnBuo1U6fHiNGEY/oPhLfJoNZpujq7NvYCu\nXpttbCJEevXOrIODJUN4QmKpEI7hdPIZHR6Fts1nXDe7Mzu+ouKIxorrolEeLS9nbWIy98hvIQ2F\nlSP43qdfYd32esAghkQBKt2TlQjWX7EZ87vllG5cTE3xWZgrPMBACA+162NWrS/k2cfGcMd/JrAV\nhWkKrrsOKio6ROtrOpB2E7NKqQYhRI0Q4iSl1PtAObAy/fNa4Lb07VPtdQ6awycajVKZ/oupoqLi\noAWsLUaRbNvWIlbTqez8+F1QHhAC0ydndIj+YwdT/INiGLeSDRt0vI6mZ6Brc/ekJ9ZmO/2jt2LX\nQWSRwi0Ep05hn0XTKOyRUBft8NHZQts+oICNRmtw3WocpwTbLm71OTWui+95rJVnkcJCSUFij+TW\nh22kGAE8RBxYgaQIQQJYxzDi868B4MuxcUzdthMjJJE+CEOxc3cOP7nnWrxkmEk8xmKuIe4fzz33\nCObN29fkWdO9aW8345uAv6bdEtcBXyTYQHtUCPElYANwVTufg+YQiUajOI6Dlx4ZmTt3LgsWLDhg\nMdNjwpqewJYX14BfFJg8+YLEB4rkxo8Y9PVG1lSdj5QehmFRVhbRglbTE9C1uRuha3MPpcbF/tDH\nrlUg/KNz1a2LwmPlTaZGV0Y6fYw2Gq2hvLwSzwuchCORilYFbbHjYFoWx+95h9HqWbZi0qgmICkC\n9S7gkweMx8g4WbCOweBtJu+pRjyG8ySK/qZigqGQCh5fdAZIg2Aw2Sef9cQ5HqXA8xSuK7SY7UG0\nq5hVSi0DprTyUHl7vq7myHBdl2SzZf79Xc3dew9HjwlrujvHninY9tskeCIYM1YC6Um2vLgeeYkH\n+EjpEY+7Wsxquj26NncvdG3uoRQ7beeqW+MGx1H+/uNmOrhz67rVeJ6P7ys8z8d1q1sVs4W2TcFN\n84j8+j1G8w6jUGXImYMAACAASURBVPzHWMo2WY5kGQD5BG4WBgKJIp8Y8DzTUGlDKEGNL0EIDGUg\nDR9MhaH8IJ7n4qUw/zREysQykjjj1wKl7f4ZaDqG9u7MaroRjuMQDoezV39bu5q7vz0cXSg13ZW1\nT1dS86+X4L/6QNUkWH0SKIFhGQw5fzSNhpXtzOblOZ19uhqNppeha3PPYVW0luVuNaVOCWPtNnTV\nPZgwbuPObfN82fEVFWygaJ9xYscpwbJMPM8nHBIM2biQumioxVhyNFrD05VVvHvv+yil0mIVBkqJ\nl/8iO2LB82IEHVmZ3pqNUU8+EoHIClwMUGGJTCmU5bPqN/Mp2XAMVSP7EY9NhItv4rTlg5kjFpG3\n+RIend2Y/j4UHfHnoOkaaDGryWLbNq7rHnAvR0fpaHoSdS++Rs1VQ8G7NhgxFhLCimHXDaP/p7eS\nPHEho8NzSCZjemdWo9F0Cr2hNrd53moXZFW0lp+UP0jK8wlZJrdGrgkEbVt0SQ8WN3MondtDZO98\n2X/95QXuNb5AMqVajBNvWf4uF5VKzD59OX7xPTTeV82j827lqkiEQtvOjiEX7UkxRol0hzUweNqK\nYkfMJOjHSuKYLGYqg2lgKx5xaoCMwAWB5IILnqHmskaWx4vYes46dp1ew2d+P41XZj4OngWWx5d+\nWE7ets385CZFKuk2+z5oQdud0WJW04KDXcnVeziansSWF9dAsgiUCajg1lcwdDNrci5Erg86sqNH\nzyEedwG0oNVoNB1OT67N7ZK32gVZ7laT8nykr0h5Psvd6rYVUQeKm2nDkea982VXJ4/HExKpyI4T\nL3oyys23v4tCEKKRG0QSpXx8z6PGdSm07ewY8hYFowAj7Vf8LpI4BoFUHQMkgXHEmUxcbAT1IEDa\nFEpgD9zOccNqmHHCZuzd9bwxaiNPv1NA/m/PIrbpLIyEhZQhBiVqqXrsPJIlHqmkar/vg6bD0WJW\nc1joPRxNT2LI+aPZ9tsdQa2UBogUIiygbBly+ShYdgpy4jusVt9AKR8hTMaM+R2FhTd09qlrNBpN\nlu5cm9stb7WLUeqUELLMbGe21ClperC991kP1rk9DPbOlx0T/pAFhpHtzObnH8PX/+8qJIEBUxJY\nL0oYaXyIaVkUOw510ShDNi4kHBLsUIq3ZJJPsJoYUM+Y9CuFgTUEvdeNYAyCM/9K3kJJPuABE1Ds\n2Naf7dvG8ekPxvDkVx8gr1rw3p++SDJlYJqKIaFqUqkQp8m/sXFliA8/CGGaAGLf74OmWyKU6vox\ncVOmTFFvvfVWZ5+GRqPpATQ2RonHm6J2Vt7+CJv/UQujPkD09xhz5fUAfHDZDkiGIZyEO78H41cA\nIESIiRMX6g5tN0cI8bZSqjUTJM0homuzpi3osZ3ZuiisCEbDGV8BhfZeO7NFTc/rYk7EB6O1ndnK\nyioAGho+5skn308/M9AY373AYxpvs2viZTxTV8+HxkNMXr0R8cZw6o+bSp9EnEe2n44vTQwkp8tl\nvDdkGvEtfvoYAj4VJ+/iV5j2lSvIpMELAr9iieIDITn/yggTNuYxf/Fp6UcVk8triO0uYOPiEEoa\nGMLnQruKIWdfSenlZ3eprmw0Cq4LjtN7o4OOpDbrzqxGo+k1NDZGqaoqzxo6jU68yNZZheAVQNUk\n8q8O0+/YCTRUNoCXDGpoyoCqyVkxq5TUrsYajUbTRtjYRIj0rJ3Zuig8Oh38RPD1ivvhKpextr2v\neKpxiQ5N4BZJnNoE9tFE9HQQe+fLbojWMG9eFYlECimbP1MgBLz38mL2+Gu556XTSIkQeWYFWyuW\ncfb2KqateIwHppyJv9QEaSBNxaaTB9D43meBvwGp4FDrh1H8diGZwB2QSFOh/GBAORb2abikmgl/\nmtjiXOvyNnHhN3fzt6vGkPQkCIOhhR5XfmoDTO1aQra8HDwPLEtn4R4OWsxqNJpeQzzuImVT1E79\nvBrknoJAtPomWx+QxB5ehvJV5oIymIqh549liwihlMQwcrSrsUaj0bQhdvpHjyFjuJTBT+7XdCl6\nQj7lkyWeCZYvicTzD/+T6ODYnbpolBrXpdhxWuy/thSyIARYIShJrmYdJaQwyZMG03wT8efTqDNO\npY4kW85YAit88BRYks0Dp6IoAcYCywFFXtUuit4JGnYKhUKw7jNVpAYkidX3I17wMc+eAFM/U4V4\nexIqZeKHfZ789jIenlbHz26dx9zvH8sWafD8E5+l6Jo9Xep3nOtCIgFSBreuq8XsoaLFrEaj6dE0\nHyvOy3Mw0lE7rJzAjscGN4lWCDygvGZ3CB8u/Ddbj/sjY0b/XrsaazQaTQfQ7d2Ns4ZL6c6sGd6v\n6ZI7JIanDHwh8YSBOyR2eO+4g8eUn15+L/fOv5GRL0tG3ZLDVZEIo/OPYZQS7EZiIYihiCM466wR\n5G1fA8vgBKoJCZ98BEKlI3WkyUZOJvfu8/C+/wfiuQ0w+Fh2fv1JoBZ4N/u6+YDYy/V45KOnsPju\nZ4jPvRQ8g+QDk/nJnGfJvW4Jg5UgVlHFR5+owZTwxLKtfKCqAR/8d6icX4F9ebt9TIdNfj7ZiwFS\nBl9rDg0tZjUaTY9l77HisrIIZWURGhoqqX94F6RE05PN4EaERCBqfR9CSbjwOaT0SCZjjBhxc+e8\nEY1Go+kl9Igd2kIbrlqwz85sazg4WCIneL/CwsEBgiiflyvfARTnVpTtf7fzYLE7ma5t33zYHTvi\n7u2qaC3Pugv59Zmz2fKzFKEfwVcuSBCtXMBf5wpGSRAEyQASwRsoXn+9BpkKYXItNzCPr8h5vNTv\nItTO4mxmbDFrEGoNo39dytpZDXzw2KngNwAbaX61OQYIochY/RgISAlG3XkGbydCwXMTIeQ3Psk2\nYJvlIyqWYSiwgEL5JnBS+pg+pN4Aig/7c2gvYjEwjEDIGkbwtebQ0GJWo9H0WPYeK47HXUaMuDmI\n2Sl7GMzPBXUtJBn6ixj9fJs8J4+dH7/LB4/9BcrehvErESKHcDifDRtm686sRqPRtCM9xt34QFE5\nzWhtZ3hVtJYfT68kmfABePH+Kma7Fa0L2gPF7mS6tqkEgSuwAaGcA3ZvWzOpymTkel6KydY1LI48\nQOOUGtafazBxSwkpb102TCfTOx0soNGXSAQKg3WUcC6vcubOJbwhClFKACbDURgACNQt56Xbkw8C\ng1uc1+kn1pKXTPHR+pFpayeFQOJtKgR8Momz+IEtFJ5CvVJC6Ixa5myC0ksXMv8fo/CSBlbYp2LG\n+3QlHAdycpp2ZrtRulano8WsRqPpsTQfKzYMK7vrmpfnIMRjqLQXIig297uF4uIfEnfPYc9JS+Bz\nDxMUSOjffypr1sxs0eHVglaj0WjaHgcHCyvbmc10Knsye+8ML3erSXp+9ms/eYA81APF7mR3dzPL\nrLL17m2ajGjNxAfdGrmGOIqHZr1CMpECCcIzGLJgJLunNHDDlb9jzMdn8/Rfqkklg/MNBK1ignqV\naqYijDAh02Ti8QKlzmRr7XkMlyDDihVXrUE9Ogrlg1CKnBTkYRAnBWxKn5UCoYisHsbJymA4ZEeN\nGxAs35EEDGAyUEDIfIYUEiwJ06uRwNIl01j/1LncdFYdocGbuPxTq7DH/QDemN1he8YHw7YD06fe\n7mZ8JGgxq9Foeiy5uTZlZZEWUTyZ+wcs/imNqRAoA3wDnr+AmheGQWo9wiqFOybAuCBqYPv21whK\ntMx2eHuLmNVRARqNpiPpke7Gh0mpU0LYMrOdWTN8kDzU/XWBix0wQuBLghpm7Nu9bcZyt5qU5yN9\nRcrzebayijvuX8pITzIo7SEcDoWYMf1CLg/fRt7HxSx3qznt0lEsfuqD7FRwIW9zIi9xvPEBH075\nMsdNnsRlFddR425g0U9dhFII6ZMzvpq3X17IDT+bwPKFkyn2TYqAxSji2bMKVn8KEQwPhouzO7ND\nMMhDEUcCuQgm8+XT/knD2EU8c101amot5qvT+MenH2SK9xiCvlhWERWfPA7++c2mbvZVCw5L0LZX\nXbTtQz+ers1NaDHbg4hGo20SmN5Wx9FougK5ufY+wrPuxddofKQfqKAsYqavgKdC4IPyoP+a69gx\nbmbwOAohTJQSLTq8PR0dFaDRHD26Nh8+Pc7d+DAZaxfxywUVh7Yze1AyS6YhmPDlA+7vljolhCwz\n25nd2PAxkzyZHgNO572m4OzlF7Gksp6X5i4glZQIAWbIQEmFGRIUqlUI38Q0w8yvguTbS5g3r4qf\n3XQRGCZC+VhWmP92LmTqmqdI5DTyjkybQqHIR6TFbHDuecCEtJDNdGVFWlznA3FMYARWyGPSRQu4\n6dxa5MISDGDaMxfxYbIOgY+BIpU0WB75gLFXJIJF3Hgi2G0+RDHbFepiVziHroQWsz2EaDRKeXk5\nnudhWRaRSOSIil1bHedo6E0FW9M5bHlxDfhFgAAh4aLnGXrNULa+ZCI9iQgJrPhEWHkKjHsHIUKM\nGXN3r3Mzdt2gWPp+cKujAjSaw0PXZs2RMtYuOgoBS7Avu2BmU0SQUjBgeAvRFo3W4LrVOE4Jtl3M\nWLuIWyPXZHdmn62sYk1aNGbwfcUfvvZsYJSY1skKQCqKxw7m+BPzOefi32LFlvHkxuEk71uL7ysS\nCZ+f/mYXufIahhjV/HxOCVfaRWzZMZiGkl8QCvkkkoFsbhZqBEKRr5qEbAaZlrQxJgOnUJQLj14z\nncqhtRxz3hfIT5rEwj5bfr6YWPhqlGci8THDPqXnVcOJ6RNffHgfa2fXxXuj8/n1rC3sSTgoOVzX\nZrSY7TG4rovnefi+j+d5uK57RMWmrY5zpHSFgq3p+Qw5fzTbfrsDkgrCKbjwRZInFjL6qbPZ8c/j\naLi/gVilhIdvgzu/BxPW0K9faa8RsRkcJ7jqqw0pNJojQ9dmTUdz2w/f5pXHljJ60GsUDrVwRhVh\nl9SCYUKxkzV4Evl9uXbmc3iej2WZzJlzEbHYLhynhKtuPhOA6uWbcVt5DdUsTzbdr0UpqFm5lZqV\nW3nr3yaz3QouR3HXvCCD1jBMfL+EmCziI1XE/Pm1qNirlDqXUPOFteT3e4v6/z0DJWE8sCMzaqwE\nMTI9WpUVtMFclQGUAUX89LwbsEsWc98/LmWaFw4e9wysqMnal6/hjQfPZQgb+MXUhYydVAMGRJdM\nw3Wn40zJwx4fzQr9A43wdlZdjBLl9ujfeLJ8ACRMkDUI4xosa3ivr81azPYQHMfBsqxsoXGO8Hf2\n0R7naK/cdnbB1vQOCs//BLsfraTmXy9B2VIY/y7btq2kMWcRxw19HpVSgV+GCsOyMtT493rVnmwG\nbUih0RwdujZrOpLbfvg2r9z+bwSKNetH8leGc0vYJ/KVediXf5L5/8rhT9+Yh/QVwhQc4/vslkHX\n9OtffxYpFeGwyd13X0ssVsyuN+tbHD8jXNnr3qYAneDRjGHVVTefSSRSgetWk59fwje/WUwiAbmq\nlvonH+TBp1IQlkRf/jsD80cwRkgMDCTB+DCY5AMxFFuE5DhlNHslgYnPtMEvcsoVUWLX/ploDYzb\nJWiA7MjyifUFFD5ZCpe9zICqPP78uwq2bXib0hPjlH8pgpewsP7uEVl/CfYPZhPdYB9whLcz6mKU\nKNOZTsI9DbxzQRpgeIw6z6VyVkWvr81azPYQbNsmEokc9QjQ0RynLa7ctlXh12gOxqjLKxh8zhjW\nPHUfO/5aBhOXIse/j9fnA5CjgidJAwZsRwhBONyzEswP1TzicAwpNBpNS3Rt1rQ7mRzZYodX/rk2\nHYQTCLlBGKxLQuWSSeSdfzl/unE+firTVlUMMQziIvja9wNJ6nk+X/96FVDMBARF2Wc33TYXtJkd\nVtXsUWEYWcMq2y7GtoM816VL4Z57IF9VI/BRCqSvyHtlOFunr2e05YMnUIaPFzqWabu99DsxSfUf\nANu3Z/dlFQohFOdc8Xt+/scleCZYPvwsthJzyRRUEkKG5MElP2LrWyWIORtIpR4BfF5Yciafmtof\nz7PwVQgvpXBXfwK7xsV17ewYcSIBs2YFP/cWtO1VF1urzZVUkiAB+btAKDB8yJF8f9YQXZ/RYrZH\nYdt2m1wpPdLjNL9ym0gkmDVrFrNmzTqsY7VV4ddoDomV4/j4qxWQ8CH8ecRvfoy158SgUKQj+dgx\nEKUka9bMpF+/UoB93JG7G4dqHqHdEjWao0fXZs3h0FrO637J5MimXXnPueARXlkj0vukgb9RLoJI\ndArGnZuQstl8MIJrvzMNlZfDc8+tZeHCDdlHpAy6p7JZzzXD3mI28PkXrEAyIH1fA2XE2ffcKypg\n7jyfjxLFKGmC8FCWT2x6NfFpNbz1wgN84TfXMvfpMHm7dyMQGAT7sdu3D2YIjel7gvNqUIo7Ky8h\n8cXNSAP2LCjh/55dTd6CvzDEHY393tfY+tcSfBkC+SFB3J4CfD74yMMKS7xkEstM4ox5DYpnZ8eI\nE4ngc3jpJVi0qGNMlg5Ym++dDN+4NMjRDcHZc3ZRaue17wl1E7SY1bQZmSu3iUQCKSUvvfQSixYt\nOuyrwG1V+DWagxF34ygPkCakDAo23UXBRaew6ddVgRFUWKLKlpKJ5GloqGTTpnndPm92bwOLysp9\nRat2S9Roega6NncgzbqkR5Jd2lrO6wEFbSZHVvnge/yoYgUcewmv/HMVe45NIpZtZCoGQsG6hRsJ\nmQYIhVSwQkqe/98o3/62zRtv1GYPaZoGg8QwTk09iCCVvV80u734q5M5YdIw1i2tZ1P1R9R+uIYX\nVxjUSAGYGKosMCUiSrRyNS7n4FSMADuKitxMfMEZvD1gKdfO28mDt1ez/bQaQhKu+8/x/Ksql5i/\nMys7JQKFST0nMdRch/J9QCARDMVgSNJgxdUzsGpziSmI5/jEIvOI/2gBzvw8rMcuxUsqfIrBNwkE\nrcmJX1rGn8+2cJ/egDPqFexLZkOhjV0Y1LtZswIhK2XHGT011eYa9uyp5vbbj+H003cxIH86fG0o\nyMAGC1+yKPY25fyJCJFe7fwNWsxq2pDMldtZs2bx0ksvIaXUuzWaLk2ek4dhGciEBKHYaS6GcSFG\nP2VSP38ZYvIqdhS/j1ICIYK/LqX0AL9b5802N7AwTZg7F1KplqK1sx0bNRpN29BRtTlKtFdnw+7d\nJeXKyGEL2pY5rymWP72Qsfbn9v8Lip3gtTKvWezwo1+dyo9+dSrRaA1fOPMBhGwaO94oFRNOG8Zz\n/6njI6UgqbjjjtezhxMCrr9+EqPYjfun1H5fdsjwXC4uTUDsHahwYMRopt29nBvvOBkpRzIkJAi/\n+TiP/Wwen089ShIL417Jpd+rYXieYuv0h4idVsPHJkz79zTq517NmIFbueOPdyOT7wLPEifIm83n\nJGKcQZwidn37AT6xciPGG2WoWA6CoGs7YcMgIG1OnIDGBSVYU2upGPsEFfefz/++8jk+GJ3k4+o+\nbH19AOZ/LeEHE/6OPeJG7Nk2UJF9b5mJpBkzgo5sWxo9HWzayXHANGvw/UqUSvHkk/D00+nLCDKz\nL5we6HbW4eHh4vbOP2/N0GJW06bYts2sWbNYtGiR3q3RdHly7VwG3wCbf+tDCrb/spSl+V+F8Svh\n8nQhV5DxTezffxKbNlnZzmx3zZttbmCxcSPcd9+++0HayVij6Tm0d22OEqWccjw8LKze2S3aq0tK\njXvYYrbUKSEUFqRUipAhKd39P1A3cv/HKbQD0dxKN9i2i/ni92xeuf317NhxLYozJhewY2l94OYP\nKKXINwwGCtgeNqioKCO+fEurLsYAobBBaf4OKJ/RYnTnhtk3UHo5PF1Zy6q5D7LwqRRKncYxbCFO\nMf1lDd7taxljnMvonBSLX5rHfeOOx/9uBDyLNw0JSZM8GtKmTxAH4vQDioEUx6weSPK5oQjZIvkW\nCHZ3JYp8A5xTq7l4E7j9wLFf52cnr+ebdTM49mSToZf4vH/6U/CiJPrv1bhb7Ky43Hsiac4ciMXa\nZtXmUKadbBuuu66ae+7xs7FHUu496i2geCemXY+FhYNzdCfWA9BiVtPm6N0aTXehMdrI5t/5oAxA\ngKdg2QQY/85ez1Qo5ZNMxigri3T7nVloMrCIRmHevNb3g7STsUbTc2jP2uzi4uHh4/feblErXdLD\nZaxdxK13C5Y/4VJ6wjrGDq87uCgutPf7+I9+dR4Ac++IslUpdvcxqagoY9KkYdx447+RUjIkZHK6\nEkhfgqd48kcv039Q332ONbCgH8cO6svl35rK2NjzrY7u2COi1IiXWZGSZDRYPhuIU0w+GxD4GNJA\neiaD3RLiGz4Le3JAmaBS5Bk1TJPvIDBQKBajiLMMOIU8BBOesRAyc3k5cxv8N3Pdue+lHzAQwczj\nwBNgKYhQz5QBj/OIX0R8SC27cuup3H4m82ZejZcMuqHXXVcNlOB5xdm3FYvBzTcf9rexVQ512qmi\nooR580wSiRRSgmGANFKQMslId/PDq7g+WkqFPab3/TlrBS1mNe2C3q3RdAcaKhsCMwUAVFAnJr5D\n8FdjyxErIcysgO3OIrY1rr0WliyBt95quR90881axGo0PYn2qs0ODhZWtjPbK7tFB+iSHg5jL5nO\n2J2/OCpR3Jwf/eo8zvnUSbhuNY5Tgj2iFttwKX18Cu6KYwlv3I57z5Ls81cs3LhP/s74s4ez+j91\nNG7ZxX0zn6dkzkTG7jW6E316Oe698xmw632EGguYCAPiqgiUIsYIFCbS8FAhRd/FJ5I3/wLiKm3o\nFE6RXxxBrJFp0ycYA6zGB55hDDlpIdtUs2X6q6ArG1D8zMlsevYk+v7uGXZ/ZQke4B4jGP3qCdS/\n5yCdBeRM3Qo1d+IlTXw/GOu9554gb9c0K4DiNp9IOtRpJ9suZs6ci/jLX5bQp0+YLYM28l7BMtTK\nMlh4IjAe1KkMd0/T9TmNFrMajabb0tgYbdsuqf06YsL7FBV9h02bHsbzMqYYgoKC69pUxLb5uR8B\nzceeQqHgp+/rsWKNRnN42NhEiPTunVk4YJf0sI5xCKJ4VbSW5U8vpHRUNWMvmX7A183E40SfXs7s\nW+fjjIxgn/Az7Et/z6qdl7QQswBKkQ3ACYVNho8bzMpXa1BSkUz4LI/1Z2wkEpg7NZxM/u1bmfnv\nUxnqXcY4cjDwkRiskBfQaAxj3JAVnHhymM9dfQ3Ll77Akr9spPiZ4RzPoyzmGhrFMNSJK4ktvwDF\nQ0hSCASDyeTNxjDSIjYTAiSBzUiGYqYfERgqmLSSUjHwG58kPn4z1rRa8hd8kZlfvBfpGZhWijmR\n9yi9tJR5v4E9e6pRykcpRSrlc9ll1ezaVcyMGW17MfdQ82mj0Rpuumk+nuc33WlMhrACy8bwR+sa\nvRdazGo0mm5JY2OUqqryo3IWLqgooP7+WkgCoRR89u8olaSm5tc0peoJhDDp339Slzr3tqD52BPA\n9dfD8OF6rFij0Rw+dvqHpg04iCheFa3lJ+fOI5VIYRiS86fezrk/vIGxl1/c4nnNDYcAyq86mYT3\nMwbx/9k79/go6nP/v78zmwkXIYFFrgksIIpKDCgiU2+jsa3aemkpvbtU/Ymt4ml62mppzznl1/Pr\noaW3tOppBYUmaltrsQgqiKyMoC6iCBjvCAQSQ7wsbAAhOzsz398fs7vZXAmQhJDOm5cmuzs7O7uz\n2Wc/3+d5Ps+NfOuse7ipaj5n3lXEoFGD2FezL+uegte5mj7iEDNuDjF0Ctjua567sSv4KN6PKOdS\nsmQaVkIicBnJVs7iaURWAXAOCWxX460Pz2RnvcOd338HOfp0Nts1ePlUhyFiBwe0wTh7hxCngA3c\nwASeYwg7MsZVgsaSYpsAh7GpwqEaGKQ4jD7tVNQL32H4g4OQtoIE9jlwxYMh5u2uwXzpVixLxXVA\nWDnEzCL0uZ64rKgIsWSJim07BAIqTz0VwnG8dpuios4XtO3tLxqFefOqmgpZAFdB2HDdLVuZNnqC\nH6Ob4YtZHx+fk5J43DxuZ+E8PY/Tn+jDu3//E0x+1TN+AhqFrPe7lE5mzmxniM7OOPbOoHnZUzjs\nB0gfH5+eS3c7JvdUh2bP9djFlQquI1j54hQiX36Fn/8d4h9+hLn9UoJjx/Bfd9QwMFnF73NCXH01\njLKqUGWCcWzgzTfymfvOLD6971ViNfGMYATJR4ynVpmCliu4NuwJ4rfEZzlLrkTg8vRvVlGzfyiW\nNRIHlcFUcTarEVkdrAKBRZ/UHlUsy8Vc+CjXz9YJqC62CzIHYt96Gr5xFyy/Fn79I+KMYhtnEGR7\npnRYZv4vCGAzADgbhQNI9rkSbfxuDnxlBzv2FhN8IkBMSg4HHOZpVeh7BIwz0bRpLUp8PXFZSDgc\nxjSr2L07xKJFhV3m4t+em3G6UiqRCNHYFdyIFlC5M3yBH6NbwRezPhmi0ahv2uRz0pCfb6Aox+cs\nXF8fJXn6OoZ89yAff/xmO1vKThWdnXHsR0trQbSjZU8+Pj4nDj82e3S3Y/IJdWjOnlcLLUqOi4wQ\nSkBgW26mZzSZhCd/+Tf+6+U/Ytka+cpuznceRuCAJfjwccnpslEgCcC2FdY+kaTRRsm7/ofiYd67\nYiTGPCMTFyqUT8BJbeckCda9hKZdj5VIMpSdKDhkN9tKHM5WV3KYQexzR6MFkhjjnuXMYX2ZecWr\nrC+I8+i3qth3YbVnWXHRBvK2DiH4zEQs3s8S19l1Uo0IvBLkOPCxOIDzhUc4ZGnE1Z2Ib83j1snr\n0A95rUK6/C8if7sK842iVmNdpgw7ZYjYFS7+bboZp861ufzrWNYYXLcQIT6HlE+QOSPC5aobR6Hr\nhZ13QL0IX8z2Qo4l8EWjUUpKSjKW/W0NU/eDqk9PIS9P77CzcGv9qdmlvkKoQHqYemsonSo6j+bY\nO4P2RgIcqezJx8enc/Bj8/HR3Y7JJ8yhOXterRIAJLgOqBpvjV1K5RsDEMEQDZMn8/7GTRSke1sF\nxNxCLFvDfE1V1AAAIABJREFUkQEGuSn3YKTXZyqbuwB7IrghfiA1rxVA4WpeY2aftTDvPyArTsy6\ncA/r16WLfQVj9m4jslbFrKjhtLr3+OtKlWTS9XYsJQIFIR3umvZTkoNHY4x/Dn38Zij8FUPq/s4F\nfbdwv1sA/3MRDDmFvM3nMj1Sh6AudWSiiTRu/K0xTxvDRVElzs5rGl2RCaEWjiacV0M0D8xCMGqS\nMP5/4drRgAFtnMeuXOBt1c14TOO5Ng4/jZYTwUJF087jjC9WsuWvVSBd6OMwPPxB5x1ML8MXs72M\njga+5pimiWVZOI7T5jD1Y923j09X0RFn4fr6KFu2XIaUFkJoTJ68lrw8vUmpr5QQDF5DLLaC5oI2\nGLyegQOndbro7E5X5PZGAhxpiLuPj8/x48fm46e7HZNPmENzk3m1jYW2b20fyk/ueoVkUmC7Ki+L\nz7CXALXCYagq+NkXn6RgqOD3m36MZUsOBAoJSAXXdpqbE6eEq0AIT+QqiiBv3Fiu+2IBM/fXALOa\nbB+Nws9emkFfqhlEDfsoYM26oUQqK5n7xyLgFiZFa6g0qxiw5s8sem4EtqsSUB0+d9464qKAtdsv\nY+feYk4zF3D51q08kCzA/vS3wFJBBghyGoJtKSdjmZUrTh1r1vEcQrIl3yV+ziF48dvw1rjM64Tq\n8O+nmKColMxwsFRQXhiJ+/hbyP1Pkav/d7tZ9q5a4G3VzTj7XF+wnlnG9+Gt7zElOIY5pd8EakDd\nQaCsjLDuzQiKfvIJ5oFPMAb0R+/fv/MP9CTEF7MnER1Zee1I4GsNwzDQNK3dYerHum8fnxNJXV0F\nUiYAkDJBXV0FeXl6i1Lf0aPvRNOGs2fPn1rs42SfKdvWSICODHH38fFpHz82dw/d7ZicfrwKKgCo\npDLze5hwlzx+NFqNuXw0xuEQ+uiqJpnZyh3jsZMgXYnAYZA8TFwJM/WKKubNXIe+/xWiO0cw67xb\ngBCXj67k4WXTcLPSsUIobHenkyQXW/TjnMDTSNdGaJLrKgYzEw1KUoPH778f7r0XZs/2FkRtlcOE\n2MsYQKCSxHxsO3rxE1BocKauc+aBp4AHCE0s5NlNxfAJvF43iVnL/4FlawSExe/cGezkIiqskZBI\nz051iBFDIjN9sjsYwCgc+nCohRj/CIjHFVg3AHgWr9j4PO+JTt9A/oyBmHm3YAUW4mwYifPZWZ5o\n1i4iEXkQU+/+Oci6DmVl1SxdWsWMGSGvZLjWAFUjOjRByZdcEi+/jPLWA0xa+S2SDWNAhkCM4vOx\nU+CTs/nCBztZUX8ACeTWCSITxvmCFl/MnjR0dOW1I4GvNToyTP1Y9+3j0xNprdT3k08q2bMnPeHO\nIxZ7nH37nj5hjsOdQVulU9kZ24YGqKjwxayPz9Hgx+bupbljcncYNJVTToIEblZcWMziTi87jkar\nKSmpwLIctJxZRO5W0K++nOgrccxVmzjttFMIuHtJoiLRiIsx5OYWMm9eIfqYANEFiym572tYtooW\ncBiPxLVdkAIEnH7+SPSbP8us0oLMAuanyg5QHvsZHxnbWaPPp6BiFnoi4Q0cd12YMweKijAMnYDm\n4CQkuCr5ooph7OS0gYvhhae8ebgzI7B5qdexo0Dk1cnYdgDeFPRzP+QwIfJlDSvRAZdB2+BcBAng\nfTw5+gaCSals7Fj2sxPBeKCxuNjT5blAPhBHArWp/wDOhRcuJFjza4oKD6JRToM5Dmmp4ChgSRRz\nPIZudNp56yjRaDWlpd75Xb9epago7P09z4xgOvNIvHwQ94pncBMaW1y18dkGHKouWM9l2/qSyOp5\nTkiJeeATX8zii9mTho6uvHYk8LXFkYapH8++fXxOFMOHh6mrW4yUSYTIYfjwcOa27FLf+voo771X\nSnMHwSOZP/WEebEdobXSKcNonC0rJSxe7Dsa+/gcDb0hNp+srQbdYdCU7pvNFrIASZKdLmZNswrL\nsr12ECTmRwbsKqDkq89iWS6aUk+5WInM64sYfgqXjDkT46eFXt/lGxWY2wqwbBVHKli2JIZEEQ4u\nAZCwc+sH3FLUdGHT1F9kG8/h4KCiYl4KiE9hchEGJrqzMbWxTvGsrWxkI/kDK5n+u2GoDvx12WQm\nDdvCmWNrvZLZKTNg02oq3wth2yquVBACTlV3EXdGcSo7Ux28KiAZnnruhcAGPkYD8LptcZHYSHZQ\nQAEfomGlboXhCIYD25G8k3kF3wTOAylYeZ9KzNQpM15is7GcJZpL0nJRNZV7jB92+LxFo9WYZhWG\nETqi+VL2tlDYyuKxN3LHcSSW5WCaVanrbYJGKcpzUdyEBm4qG48A4cA3H2fL6P5wwCXbAksFjAG+\nkAVfzJ40HM3K65EC3/HQlfv28ekK8vJ0Jk82jyg4G3toJaAwYMBUDh7cgpROm+ZPPWVe7LGi63Dj\njXDffZ6YdZzOH0Xg49ObOdlj88ncatAdBk0GBioqTjMvhRxyOr2H1jj7IJqSxHIVNMXFOPtgEwGU\nkHB/36uY99Vn0MeuhJxnib73a+b//DGMse9hjJNogYuxbIkWcLl26lYKhMLKDeeDBMd2qTSr+PLc\ngqxz3LQvOFh7GwYDSLKLHG7CDNwCwc97I2OsKaBNZMisWxHuUHAVLDeHf3v4NvYPqOVmezyz7/wy\nAEXVqwloKrYtCGgqPysbz7r/fYwLt/6Zv4upJGUgZSPliTMFyVlANV4EdlOLykMQDKI2NbuWZpZQ\nkvEIDiGpBlBOB2wI2Cz72ziW25JcrYhIpIgpWeW9s1Oi9EhCtUmmXFMpKwsTixW2MVancdtAQEXK\nMI5T2ORvyjBCaJqa2V8w2K/J/i//4nWsdlUyC+rChj5JuHgSHLCaPJ4K3FM4ys/KpvDFbBfQFa6C\nx7/y2vudDn18WqMjmdP6+igNDbsRIoCUoCgap51WBtDufXvKvNjjIRzuulEEPj49CT82t6Q9c7ie\nTlcZNDUvXb6Jm7iP+zKzU8/nfMoo63ThrA/bQuTWBzG3j8YYvxt9WH849Ztomkoi4eC6KmsOf4v1\nD/yIyK0lIGop+dGHWMmL0QKfInJrOZFbyzF3jMMYX4UeqiVf7UNk8wXYSUlAUxHBEPPnN2YMm/ch\nV1TkYzkVgIOFSsXVv2J0rAjLAtcRKFZfxjOTQKAS2/FekVf2JYjvC7LxrrcgfxOzZ8/mzElF/Pzc\ntVRuD1F07SXkUc3zb9zLP7mQT5/+Ck5+gKc3noeUCulsYz6CvMwl7/9BIHtskMyqnPI8nCXDByap\n/tVKmLSK/IrLCW4eTOyVGcTdEJbltc+UlxdiWYWsXw9FRVBZWc2cORU4jkNurkokEm4haJssJCQc\nbr+9CimbCtS0IN69uz6zres6gLdt9t+UrhcSiYQxl6/DGF+Fuf3tzH0aGhye+cuhzPNGOHDJ23B7\nJZw2EVBRkEzt15dz+/YlHBzkC9ksfDHbyXSlq+Cxr7z+azgd+vg0p7XMKTQVqM1H9IwYcQvDh4cz\norQ9cdrcRConJ8iuXfPbFL/R+nrMeBwjPx89L69rnvRR4s+a9flXwI/NrdOWOdzJQFcYQrVWuhwm\nTDnlmeu6QsgC0DeIHtqNHtrdePkcTwDNm1fFmjUhXLcQy0li7rgcxAtYSZEpKza3h5hb8jx6qAav\nRFXlzJt+yM+/cjXPVrxGXZ3kjjvgY6dpFj67D7mC9XiO/tL7Obwh6z0i0dQkP+Vtll/1Wf6xrIGP\neYt4pl8VHlj6IrGv3o+xfjH6foczh2swJsLvb1/P/7qrsIXG0u0Wn/u3GbzxistER2kl6yqbGD7J\nzDChRgHbeD3UffsdmJRL4f0lnP0XFZE8iHT/ykbl6xzWxgCen5Xrej8rKuD++6uwbe95NjTYlJau\n4txzRxAOF2dEbTqTmkh483Mdpx9SkhLI1VRUbGXJki3YtouqKgQCnt+Gl5kN4Tgt/6b0MTXow2+B\ngQ0wupCAehOOI5BSBcZknjGqgG9pcNpZmesCCMoKRvoithV8MdvJ9ERXwZ54TD4+3UHzzGldXQUf\nfFCO61o4Ioc+E5ZTkHylyYiePn1Gdzi7mm0ilZMT5N1tpUiZQIhcpkxuWnIcra+nZOtWLNdFUxQi\nxcU9StD6Hwk+vZmeGAfbO6buMDaCk38xq7kh1PHSWunyXOZ2j4vy4RiNE2CV1GUvozdvnpdVtCzQ\nchSML5wBnxxAW+1kyoqN8VVZO5OeekvtI7JkM1bCZQqvsYEb2G+NwjRFi/MdDodYsqSxFDYcDnnv\nkb9VYt73d4zQGvSCDfDkxfxafRDbqWly/1dnPMymARvRviiJPAp6nQXVJs80FGALrx/UkZLllV5v\n6z4kRcAAFKBpVjabbAHrAjsVh4GygDomU/37O6EMtORGhFyHggRsrjznLS79jsLDD2/FdQ8Cp+C6\nxbz5JjhOvfcap+L+xo21bNxYy5IlW1i7dha6XoiuF1JWdiW33/4UjuMi5SoUZSiqCkuWVGBZNo1+\nTC633HIuo0fntdkzC3h9xSMaoEiis5sbr09w36NXIuVYoABwICDhrj1Q3JC6kyfzbxoy2BeybeCL\n2U6mJ7oKpo8pkUigKArBYPCI92le+nSiS6F8fI6F5plTIEu4Spa9ew/XBINNyotb641tj7SJ1Pp3\nfoojE6i42DLBa3WruDhLzJrxOJbr4gCW62LG4z1GzPr49HZOptjcnrFRV8RmfzGrkbZKl49ZNNdG\nPQFTaMBIvf0+zb5BGg0I3dRlj6aLDiq6HobaCUR23oD57kiM8TtTGdlsvH1U/nEddsIGFAQOQbGD\nuDaYoLEdKGpyD10vZO3acItj1Ic9gX7Zz0FIL3E7rAq1thxHgJSCoUNPYeS39rB19kYkEksFs1Cg\nf6RBocGQGx+H5yywJGhJGHoA3CHEcdmLwoDU46dLudO/k7k+G8EHRafwzus3grMHEhuBEDHGIXkB\nFweJyjOvn8qjc8pJJrP7nTfz/PMCKZuaKaVJGzOln3csdggpZer7gcMVV1QxbhwsWuRkhKwQpIR/\ncZNzqo9Jnfta79wD3vvASi1YCAhfv5by5f9FQzIHqSbgpiXwGQEhPev4JH2EQnjwoBbH6+PRpWJW\nCFEFHMB769tSyqlCiMHAI0AIqAK+LKXc15XHkaY7BFlPdPzVdZ2ysjJuv/12HMehtLSUoqKiNo+t\neelTWVkZpaWlfpmyz0lDdp/saaeV8dFHSzn11Bn0719ETd2fkVLionIFK3FiDooItCgvPlq2UMwE\ncpAkscnhLYq5OOt2Iz8fTVEymVkjP79zniwnrxupz4nBj809OzabeuvGRn5s7no6tXS5NgqPloBj\nebNExy6l5KuvZhkKXUksdqhRNB6O4WULXbIzs5lja77oMFJHv/NB9Dcq4I2XvNEzApAp52Xh7aOI\njwngYAmJ1CB249Mo4R8T0z9HWsxGF67EXLoJY8Z56LOvahRlaTHeN+jNvHWS4IJZNQ47JfIAPvro\nAB/enQvXjwK9BkWorHrpZyx78gYMewf11/0K1jwHpgFDtsCcC0iPwHsfl9GZzGxLISsy2WrvdxdJ\ncJckzhNAZWo/KnGuZAOTCKIQo5h6ZydSNjXuAhc3Y0zdfHIBKIogGOyXudzctGnevBAA5eXedaqq\ncNNNk1sI2cy5txOgKFByL5wz2xO1iR9AwwLvnE7ZQOTxVZRugo3GL0HfAJ+cA++ehyfRHK4fIrhz\n8EQ/K9sO3ZGZvUxK+XHW5R8BESnlL4QQP0pdvqurD6I7e1N6ouNvLBbzvsC77hFLrJqXPi1durTH\nlWf5+LRF0x5Yz+JeSof6+vUUF0foM2E5i7Y9SlDWcTVPeqFROkdVXtwaU4eXcHvdbzlbbuYNMYV7\nh5c0uV3PyyNSXNzpPbMnsxupzwnFj809gNZis6G3nh30Y3P30Gmly9WmJ2SlA46FuWoTluWmDIVs\n5sx5CteVaFrKgGiMAYHcjPil0Gi5z2aZ3sx/Z4cbRefa0ib7ODMMP18c5skRI/n1kp0cMN4nV+Ri\n8CvAE7Ilt75AAhV19Ut87/295P/f3RgfBdEfTe1LUT2hrAgQCsZPvoT243oaGrxSWykBSwEzhNDf\nJ/mjb7NuwcWAZKN5CZxyExStAvE8vJoHduNTigOv4zIpJWibk87WeiXGKZfjeIIYWwBBEIjhEOcp\n4kjiBFCUc8gJhLBtgeu2FK0AOTkKiiJIJhuzrK4rKS1dRVHR0EypcSTSMlPd2nUtzr2dAFLzeiNz\nYEgR0V0FmObnMc4rRD9zBQyYgT7xeozP3MVGPCErDkxDFv4S7DyUAZuZ1n8mOue1+TbzOTFlxtdB\nxnKuHDDphoDZE/tlupOjKbFqvu2MGTNYv359jyrP8vFpi+w+WZleoc6aFXvhmLko/afxSl0EtW4N\nSOuYyoubo+flce/kb2DGP8dtbYhVPS+v00uLT2Y3Up8ehR+bTwCtxebs7GCQICZmq9v6sbmHU2h4\ngjIlLI0rz0P7s5eZFUKknG8bZ47qcy+GmZGmYjWbFpnelzDfKEpV5OiN2w8paiZ44UyzgjNNkwuH\nBDFFrEnW2Vy6Ca9BRsFFsOB/RqB85l5yL9hIZKhEr3WJDnUwC8GoBr0OdP0AkUg4Y4KUtB1czUUx\ndiOiY3B+PQxYizdE5gZY/BmoHAaWCqoLSqpcOZWJrcYrFRnHIPKopy9uVpFt+l9j4W0QyXQUROo6\nF9iAJA4IxWbqFVs4d94+BlZO5De3vY3jNCtUFnDzzVMIh4tZsOBFHn/87YygTSRsKiq2NhGrzQWr\nd9nri62srCYWayZsCw0vI5tOA0uH6FPPUvJvZLK8kcj96HohC1nIAhZ4GdltC5EyB4SNMuHb5PZ/\nu9NHQPVGulrMSmCNEMIB7pNSLgSGSSn3pG6vA4Z18TEAPbNfpjs5mhKr1rYtKirqUeVZPj5tkd0n\nm52ZzRasnqj8IvXDI0cc23M0dIVYPRInsxupzwnDj809hLZic1poNOmd1SN+bO7BtGj3GKk3Eaf6\nSJ1IZBKmWUUw2I/S0lUZYWMYoZZZ1+ZkZXqj28+l5K6JWHbTihzvGHQMQ0cfmXXfdI1ytBrmV4FR\nQDr5HLwhH9Z8DK4AVHDH4q67FOuCKGahClJQMtPrg9UciDymohca6CM9kRcOF1NRsZU66hjObOrM\nviyT+/FkpgPsghFR2DTAK4VGwuffgSdPBzstRwVxXF4lRj4wHZHJ07pANZKBwKCs2bQi5XosUtuO\nEpL9CuRoClvmfY9NehWarvF9nuK3t6spN+JVKIo3jiccLgbgiSfezTJyAiEEixdvwXHcxqx5lpiN\nRqtZsGArK1aA645osk8vw17jnavz/h02/c7LzKu5mNtDWNZ2HKdxAQO9hl+lMuQcmAoyBwiAhIkH\nvsn9/TvX4Ky30tVi9iIp5ftCiKHAM0KIt7NvlFJKIUSr+X8hxGxgNsDo0aOP+0A6o1/mZDdBOpoS\nq+bb9sTyLB+f1sh2GE6L17YEa9q86WTmZHcj9Tkh+LG5B9FWfG3VWVef68fmHkib7R7pMuAU2Vm+\noqKhjdm/MTVNsq7MjLQUtIUGKCrR7dMoXf4bDie8r/CWBeaijfDgXyhZ/GssO9Cy5aQ26mUG73Cx\nko2lzeg1lH7zTuQhA277ITjjIGcYykUmWhKMtwowT9mNJTwdmohOp3TVDzh3TYjwTd7+t+/fw+I/\nb8ZOuohyyYVlMXL65JFMgEBhxKcfYdDpy3lHCeNIiRJwcX74Atz1AlQUwwPnQlLNPM048AaSSVnD\net4H9gODoEk3bTZjJ45m1A3v08/4kBV6FU50BA3mOMzd9Uh5XcrEaShXXFHFvHleFnX+/PW4jU20\nKIrgmmtOZ8WKd5uIzvQ5W7hwE7fd9mRWptc7hkyGffk6b/RO+jyW3OP1PhcaGLsK0H5fRcKyUTRJ\n3NjKZfyABAlvVwNegadz4ZV8mBrnlNPfRuffO/we/FemS8WslPL91M8PhRD/BKYBHwghRkgp9wgh\nRgAftnHfhcBCgKlTp7Ze8H6UHM+Hfk+YB9cdnOxfCnx8oKVIzf492xzqZBeyaXw3Up+jwY/NJwfZ\nzrpqVGW3uZuoEe01z6+r6K6xRtkcS7tHk/LVlx5q0l9LtZlyP85aqBwD0arpXPanp0nYuZn9qIqN\nkftdzJ2GdwxZs1BNswrj7IPoO2dgrj4fK2F4c2kzmcHnsbCQRftA1cHNQXWS3LIcwjtBr98FuZ4B\ncWLDdNwr1rIxkctGYHGFw0+WR1ny1yexrFwvs2tJ1sVeJhB5n+vNOTx50d3U6VXEHLi7bzl7Xw4x\n5IIqviMLcNcaEDbhTRfWqU1eGy31U6S6ZYPAdjzpWAgcRvIRgrNRUpZQKi+VLmXf7JUECKBEx+CU\nfA1pqWwOVKKq5wKFaJo35ih9bgwjRG5ugETCRlEU7r33aoqKhvL009ubZs3xMrLemJ7sjz1vjJKi\neI7Gxvgq2J/Kng9NYA5ainHOPO99ODLK+ZE3WW/WYBtV/EZ/H4dGg6rc1waT+M44sDTQBmOcfjV+\nUrZjdJmYFUL0BxQp5YHU758BfgYsB2YBv0j9fLyrjqEzOVF9Pd0pLnvzlwIfH/CE7JYtlyGlhRAa\nkyev7TWC1senI/ixuXPoFgfmVO9sRbSCJSVLWGQtolwr92NzO7Q31qgryW73UNVqdu+uIhptwxyo\nNZr111JotMz2/mEb5raLsOwcsrOSN537OPr4DRAALWJh2aCqe1iypALbdtACksjsUzHG7SCgXorr\nQCCQFmkBNDQa1hpIJwBSxZEu7LoWffhLvN53OM/2LWDmCzW8/ZzBy1ZOqrgXkklB2TOvUzDJQgnk\n4iZTIm/jJdiXruX17/0SR/sQV/GqifeW1PDjgTW8uHM66hURXFsDzYJh/6/FyxHDk4kuEhTYK70r\ndiPZnXY2FpIhY06nYOhAXrj5HvbOfgoAG5up5he8Y3XAxeWWW6oYPbqwRfXS0Rg8mWZVkywugKqq\nfP/7V5Gffygrw/5zokMTlHzJxQqsQWM9ZZRxB3dgcS6eNYGFw+4m+0qYOlg54KgISyPfvN4Xsx2k\nKzOzw4B/CiHSj/MXKeUqIcTLwN+FEDcDu4Avd+ExdBonoq+nu8Xlv7oRh0/vp66uAim9kh4pE9TV\nVfhi1udfDT82Hyfd6sCMjmma2Jbtx+YO0Fpp9tGI2WPN6qbbPSoqqlmypIJFixzKy1v2W7ZJs/5a\nRuqY5c2yvdsvxZhwP1ogScL2Okq1gEX48oh3DKENlF37XZZWfol+4xpY8YzjlcoC5o7xGOMspLwB\nqEPKEMuWwZZ5Nl+c/FeefHstcfkIiAGgns2ur37E67UFzDo0g9gTuQw4J8HOwTsRyjqkMx4oRKi7\nOBh7FTmiP6FbDrHjj/3BEbCsHzxVznvPhuFTH6I4oLmglF/JjMem8cmBANOdRVRxMdWJQRD3vC2y\nBXq61Hi4gLqLdrFvfSE0czuWEt6o3caYv3zIXv2pzPUCwc1GCZVa4xikcDjUZqY8W6ymL7dm+pSd\nxRVCcM01Z3DnnZ9qtl0hzIxgOvNIvHwQ97lLSBjrWaovxYqeByVrUplXCyIl3iiezAOs9a63JAHN\nmyfs0zG6TMxKKXcAxa1cHwNKWt6jZ3MiZtR1t7j8Vzfi8PHpDqL19cc1nsefKetzPPix+fjxY3PP\nJbs0O3usUUc42qxuNFrdzPHWE0S27bTab3lEmvXXBoPVCFGFooTQtEKMa8egHzybtc5lVLwSBiA8\ntQJ9yMsgFaI7p1G6/PdYtoa6s5pA4HUgVSo7+4eYf0vguOOQcgLJZDULFlQANqwGrxv1PQCEu5n3\ndyh82/4KW37aH9cGofRBKgMQ0kRV13HhBecRfeVVkg+O4PUchwHXvQ8yPQfVgWQtrDNA38AZeyH8\noyt5bvGFKEhUJAPYTxFPggvVcYXm/a/5wNkIhITgi2M4oDrEbVrgOC61ptYkg3kN1zBbv4qilNlW\nm+Nzss5jSUkFCctG1eCeyDRm61e12C47ixs0DhLTt1AZHYg5vypTipx+vCC/xr1iPFgarmZxamQJ\nwqxFWho4AbCkN3M3W8zqGyBSgmJezj3GV9H1ojaP2acpJ2I0z0lLdxstdHcA64lD5X18OpPhw8PU\n1S1GyiRC5DB8eLhbHz9aX0/J1q1YroumKESKi49K0PozZX18WuLHZp802WONjja7ejRZ3WwBJDTJ\nNZG93Kl/DcMIoWlqi37LoyUaraa0tALXdVBVlbKyVIa3NoxeuRA9lCWCJDD+esxnz8KyNRwZADfE\nLTeHGT06JeaogaVz0eRnsMhBshOZ1a+ZjbShvjKHDz/Mx7UavOukBEdBSoFUHGr7vIhta+AqCCRT\nDn7EOq0QEgFAhZyRcKkJAt4aAi9umZpxH04LV4mkAEl1MyELCsHUaB4FgWsLgqFc7L4DOfj2aJAj\ngFUI4b3GNxslbOFukiTJIYc7uROg1exqy9cZSkurONzggATXcrjNXECRnp85929Fa6g0qyhKi2K9\nhhJmkIieiltyA4qVQ05ARUoyDsizZoVRrL64jkCxFB4xPwDDzGRePXctM/VsFQIEsLFR9U3co9/I\nbHwhezT4YrYHcyICmO+M6HMiqI/WEzfj5Bv55OlHl63saKbT224kl0x4goLkKyfEAMqMx7FcFwew\nXBczHm/1mNvKvvozZX18TjzdEZubl7v6sbnj6BzbOJOjyeqapudK63of5iwzN7NSX8gf9D8wKwKY\n4wkbl3RITLX+WV+FZTm4rkQIh1isCij0MrdTfwAvL2jcWKgw7U4M5RS0iMSyJZomCIezxNz8h8C2\nmUU5IBh48WAWrFOBVtKdisD+ZBB1q88AKgEXVAdUCbbA1Vze+8rTEL0KLAWpuQyeuRUxdyvyoUtA\njoFw2Ms0CkBC/Py3GfDqOc2KiUn7+DajPzEOZHpmJRCrOpuDuZ+GgICkBgwFqrjjjhCz9UKKMI+4\ngNHLfQ7pAAAgAElEQVQ8kx6NwmWXQSLRj8yBBsAx3qOCCvKjhTxbsZU1S7bi2C4BTeVrZZ/h/liE\nhHEqrjkaLBXXAcv1Fgak9ObI1vESQhuGsFSE5uAazyL1F1Ein2Gq+QMsYzW1+g4mcgm/4BfeOe9m\n07LehC9mezhdEcB8x2KfnkR9tJ6tJVtxEy5CEUy4dwIjZ4888h3peKYzWl+PsWULSSnJERrm5NsY\n083zYAGM/Hw0Rckcr5Gf3/JY28m++jNlfXx6Bl0Zm4NGkFK9tNtNjHo7zcVMy+s6ntU1jBCq5mXy\n0FwwqkiQ4Dt8B6lLAnqAKdyD7k2xauN42vusbyfDe8kv4cMtRJ/bj7ndwDj9RXRAv7aIyNpGcVxZ\nCfPmweQZ29l/hsoSVmOn5HrkG9vZMPh01i2rBHZkHdUIRn1hH7XLGsDditenOgVuisK3HkR7qoi8\nIpuGT+/hwKRyeC6Ecskuho8eiDrqHewL/+LtJu2TlPKEsnd48VZkrvJEavYjN3KAOLAh5WIcQyHO\nZLBVOG8TbBwJ7ELKEL/7XSHXX5/6ezxCSXhJSQWW5RAIqFx11ZXU1h5KCdlVpF2JucoCvYZENIef\nlDxIssHOzKBNJhz+87aneNd1kVoY8YeVSM1BsZQmmdmAJngyfBdO+DdeKbHxPDn6K9ioaPqrlOnD\n0Plf4H+bHKP/N37s9Gox64u2lviOxT49jbgZx0244IJ0JdvmbKN/Uf8OZWg7mumsqKvDSkUkS0oq\n6uqOqV/1eNHz8ogUF7ebSW4v++rPlPXpDfixuSXZsVnRFJyIg6u7x2Ri5NOSbDGTmbEKLa47kihK\no+uF3BOZxm3mL3GM7aDXAJ5zLkCSJLdzO0UUtbm/9j/rs1x2zz6IrjwEtYaXmX1tIdHn9lNyXwTL\n1tDWWEQm/QP9/+iZMW0LF8KttwJIVq8eB9dPAKEBARqEwoLNQ9j67dvhqV+BtRtwABXUT2MfegTp\npsfPuAi1P3LWWgac4TBp33gUV8WNnsHr05dyUH+eXNGXMI8whUrmMAcHB+FIHFWS/1IhwfJiaiIF\n5CFTk2MFHwA7kMTbeY3jI5IcGjQEa9s14A4HtQr6LAXy8NSyim2HMU2vXzlKlOXRtQTNEJ8zLuFM\nvSDrtfYy3Y4jcRybZcueotF0Ktuh+DDq/J8Q3D2Fj623MkI2ddh84LieGE8EGPXAtXy9bCL5sREY\nBVth91rMDy9k91cPc5++E9gB+gZcBDdyK6MZ7Wdeu4heK2Z7o2jrjC8AvmOxT08gu6w438hHKCIT\nPKUjiZvxDonZjmQ6exp6Xl67QvpI2Vd/pqzPyYwfm1snOzZLS6KYCkIXR21i5NM62WImM2MVWlyX\nydgSpYIKAMKEWxUgs/WrKNLzWcACHuf9VK6xERe33YWII3/WF6L3XwmR22GbC4Fcz/H43aWY241M\nf6xlS8ztlzZ5lKVL07+lcqG1I0C1wVGRUrBi8RDOPO1CRv98BTsWXcIn70pgLMiRCMai5LyFawOq\nRN79K9A3kLf9fBRXRaAgXBj8UQHfSBYSHlaWKe0uoojluyrY/otFrP3ySKZ+bhaiIYCUgjeQaEhi\nTCSODuzEK2P+mOycbeb367YyfcqnWPf7NfDJYKh9HdafApleXwdVrcIwClkYreTHFas4//4Awt7O\nczlVLHguTJwCKiqqqaurR1UVXNdFyvRjpUf8KIBEDSi4T3wV9/EEf1b6cYF8FxcHicIeMRlRcID4\nrrczr3HNRslvX32He7+7BV2bD31AH/0Y0VPvZAkaiVQRtYrnSuwL2a6j14rZ3ibamn8BKCsrIxaL\nHXXw9F0RfU40mbJiy0XRFIojxUy4dwLb5mxDOhIlVyHfaF+U1tdHicdNzso3jpjpBAgPH86SVHZW\nE4Lw8OHH/TzSvbrBnBxiyWSLxz9W12I/++rTm/Fjc+s0j81lRhkxYv4X4E6irbLd1q5byEJu4zac\nlGhawhLWsrbV86CjM5zhLYSsQJBLbrsLEUf8rK+NQmQOnqoE7IQ3uuf0GRjjl6AFLBLJaoRSRXCQ\nAMZk7jpjBqxeDRmBaDyEar+E8+oXgNG4tsKB186gcOazjLsF3vyP7+BYAYSQ9BsHZ5XUsy3+Dokr\nK+HCGpCwf1ANruKguqAKh1+8VscY4z8wMTOvBUD9zh0Mq5R89skQ+xpUhFRwkWjAdgC2AdNBuRDc\nvsBKMllSVYLrQo6LGNiPdbe6wAfAh2SP5hHCm5X7ve+FqKiAhfefyVj7CgTPoSBxki7/Hq7imZ0S\nx6kAHHJyFC6+LsS6J04Dey3goKgKP0jNid24sR/Llq0CHD52VF7gSoIcJkaIuFsAu6pTx95onGXb\nLnN+F6DotgL0kJed17dsYe1pa6mggjd5kxd4gYUspJxyv2Wgi+i1Yra3ibbsLwCJRII5c+bguu5R\nr2z7rog+J5q4Gce1XHDAtVziZpwxc8fQv6h/h0yg6uujbN1agutaKIpGcXEEfUz772M9L4+1kye3\nKi6PRXSme3UTrldUpgC5WT27x+tafLTZV39cj8/Jgh+bW+d4YvOxzkbtLXTk+Tcp283qmW1+XZQo\nt3N7RsgCJEgwL/Wvtf3XUdfk8gQmcCM3duh8tPtZX22Cm+U4rCiZGbT6LVB26PvM+fMwHFdS+h/e\ndjHHwDBgdqpVd+lSwamTN/DXsiE4Vhx4EMQ3EYER5BVtByR5E3cx/v88xo4/fQnHVai6/zr6/vMh\nrM+uBAHC8WLc5EN7eP38pfTfV8D+YA1/PGUY0dw52KlO3D/wB0opxbo0gbLa5fNfr4I6F2l7Lsgx\nGkuXEVUgRwHTvMcY9wQ//M4gxg/4EvMf2EjVyFrkEwV4QjadRVUyPxVlMt/7XjF3311IQwNIqRJj\nLJLnU9lUlQ3vhXDYiSc+Jbbt0jDtNbjzj7Dga7CiCFeO4+67xxCJwO7d6zPbgkOcQ8S5OOuEFAKz\nCJ0VZdc7byFTp8aRAnN7KCNmOX1G5rxf4l6MIxwQ3vvIbxnoGnqtmO1toi37C4AQAsdxcF233ZXt\ntkqffFdEnxNJvpGPoimZzGw6C5un53WotDgeN3FdC3BwXYt43OyQK3Fr5b3HKjrTvbrpThuXpj27\nHe3l7Qz8cT0+JxN+bG4am9GzXEyPITYf7WzU3kZHnn/jYl8hc+c2dRduPr7FxMRt0kPpsYY1rGd9\nq/sfTtNKnx3syGRk5zO/fVFbG/VEa0qkNqHQ8EqLnQQgYNzn4ePKzPax3A9xZRJXKiRsuP3HAklj\nHJg92/vvC9+pwbXSQtBBC75G4Vc2MHDiLtLewtb+AThSIKUKtsuhzZOQVz2BcL0sqAReHAmO2MPe\nU/eAhHViT+ZQEyT4b/6bBAlc4eL2hWWP1ZAX3kXw4dOI4Wb1x6owaADsd7zgqUyGHy7i3X2D+c1t\nhThOute1GniQTD8vn8bzPw4hZSGPPQaJBEhZDVQRJ8QGvkmQXV42lYLUc1ZJz9sdaViey/I0A1bc\nBm4g068cDodYssTL1EupoighAgG4+mpY8YSDYytAAVXbr4XvL4XfnYFiC3IDDsb4KqIjwNQvwRhb\nhA6Y+ytwT3EyVdMqAkMYrb8PfI6LXitmoXeJtuwvAMFgkNLS0nZXtru7L8k39PDpKHl6HsWR4mMe\nxZOfb6AoWiYzm59vHPOxHKvoTPfqZmdms3t2u7OX1x/X43Oy4cdmLzYHtAAyIrF1GwWFe7mX2e24\n37bGkWajdlds7q7scPPHaf78K6LPYpp2k/Er6cU+Va3mppuqCIdDtDUyx8AgQAALCwWFiUzkbd7G\npaUZV1okTzFuQ9UXZbK5EkkFFZRT3v4iQ20UHi0BxwJV8/phswXtSB1mRni98iE2121mSs1GJr23\nDFAgkIuhL0C7vw7LlihCwZFjcd2WcWBnQiUt6EDF+riYnYuG0z9UlxK0MKD4HeQ/SsCSBHKSiEvW\n4bgCISWuAFehsbq2+XydFDVuTUa4yfuvhAemEn85QLzJ4oAApsHeWqAWmARyNPL2e3nczUkZLqV3\nXgiEgSq8EurCzG2uK3lvuwRZQ7bgjRNmv3IRrnS9OTnKSBBfQ1x4H1edNYGrOJeVLCRhPAeahWKp\naJpIVTUVsnatl6kPBkPEYoUEg9Vsjq1Dsg8e/w5I1XNVzh+HYv6ZK8pDzNN2erNnv6JiqS+gUUKE\nCEY15J4OCel9R7hn1zXo43rH515Po1eL2d5G9heAoqKidgNUd/Yl9UZDD5+upaNZ2Fbvm6dTXBwh\nHjePe1ZsWnSOdys5T2zlkpyZZPcdtUW2K3FrPbMdcS3uLPxxPT4+J5Zjjc2u5YIJUpe4uMxhTrvu\nt63R3mzU7orN3ZUdbu1xsp+/Gg2xpMTFttZm3IlNszC12FeN41Rw330O5eVp5+KWgraSyowozSGH\n7/Jdr3S22evbtCKmiO9H/sFv9Zm4uOSSC9DuIgPgZVgdC6Tj/aw2W2RnX+87gtJkLsnB08gZdB5l\n1UuZ1LAHHAv99ANE/nEh5qpNxMUV/HbhaKBpHFi+K4o4qxoR+BrSrgFCeD2zDvWvjWfQxF2MGtOH\nJz/1W/jUPxBrDW4uNgkXbMB8VRDcC6WXQeLFAsRzIeQlVXBRqpw2Oj01esaE6Rvgpemw1oD6/bBg\nJK3OsEUCURrNnjaDnALOOUgKm20nAC9Lm89WglQSo5g4o7zbpYIndBtLg0OhKr78l00sMF+C4McQ\nGwLBLcjS83j8hfd5uvwD/hD5JzF9C8HIdmJmUZP2nOxMfdoBu8GykQEHcnaAEwItiTDWoU6vZcah\nPeivSeaPCWApLk7WosfcQWEijy3GHJnEqM1Bv/jOVl4Pn87AF7MnKUda2e7OvqTeZujh03Np7G89\n64h9sh1Bz8vjmdMSNGz7AapM4rz3EPX9I8dctnw0t3cWvmGUj0/P4Whic0ALYBt2RjzZ0fOZZyaY\nZ3T871in7dmo3RWbj5Qd7srHmcvczPPfbY5mkbW9iTuxYRSiadDQUIWUDlK2dC5OEyWaGS0D3nid\nGLFWX9/mFTH55vWs09dltgOaZGZbNYIqNLyMbDozW9hym82x94i9rbKvMpdBkyw2DylgUsMHme31\nC3Q49SpKSjzfJFWFsjIYQ5RHfv8MfxxfzykTJUXzV/Dhs1P5YM0IpOOgBBzGTlnH3f1UXkws45G3\nAwgzQM6lDxEeVYN+GPSPJbwBRAuYM38WyaQKuQ5EyqFyEtz+Q3DHoeT+FH79b7g/KANLA/k8sK6N\ns6jQdBSOC2wCtuJlYdMlxjV4QrUf+axkOi4CgWQrG7iBuDoCpAtuiOys865dIUyWwtzfNz7E/IvA\nUpGO514dM0/BOOffMMd+gnHOJ+j9+7c4ymi0mtL/fJbDCTtzuOKW/4s6ehxfMYbxiL4RB0np5QEY\ndxUbR+wF8QIKSuP5HqmjX2yiV5twsdGyjNyn0/DFbBdzospvu7MvqbcZevj0TI7XVKktCpKvsFMm\nOdoe3J6EP67Hx+fo6CmxuVL3ZnPa0fORJc+wxurL+qPsfU+PRWlOd8Xm9rLD3fE46ecfNaop16qa\nuBOnF/sqKrx+SNtu6lycJkqUeczDzsomKigZAdv89TUMCGgOrgUBDQxDbbJdNFrNLHMRGFWE9ctb\nF/epMuI2e2YBseljXvtJf1wbqgO5iDlJuHI2nB2GkTrRKMyb5/WOuqnK2udX1nGotISaG4pwxuqg\nKAyYWMWAiVWcevlLvF89kIarH+drIYsDm1ZzR04BzmdngaXiqC6lX92MMXEP+e/2I3jgEEsrz8Kx\nVC8TmgC+PBNqB4L7PBDFbfgGpyycwcEGjXxZR5ADxFCIZ5loeYwDzgBWQ4vbbGALnpjN7pUVBFNC\n1pPBDkF2ET/vfcivh2euAJkuRfZ6aftUzAa9UcxeYozmJS2AbUk0TSV4wXBKtu3wphvUCSITxjUR\ntNFoNZeVVJBosDO+UwEtwLnhw9ysFxAjhsSrpmhQLL4zbnmmz1pFpYyyxvM9UvdFbDfgi9kjcDwB\n70SX33ZXX1JvM/Tw6Zl0lalSZ/bgHus4Hh8fn6Ojt8Tm9GzOeWaCZ6w+uI4gYUlMUxz3AlV3xeb2\nssOdzSxmAa3Pfm3Lsdhb7CskHG55GzSWLydIIJEoKKio3MM9bT8XPYqMzAXzQqTxAujzIUvIlpRU\nZER1OFJAmy/JEcRO9XPvQdIrqZVJlxdeHMU3L67LCNmSEkgkJG4qeyil4G8rhjB+6BSK+x1i2T80\n+p/jcMpEh73Dd/D+px7hwOA9KCjEKsdRUT8d6//NgsMfAOA4go0V57GxtaZYJLgCagY2XsYBWc3B\nsz8gf+sepvMQAgepSjYUaMR3OXipTRW4FE+sqsCTNJYap9kKFAO7aCwdlsRQUuIRJCoxxqDe/D9c\nUzSWJ9eXkGwYBbKATMNuTV/O+vFC5BVbKb38HIrO+QYLHn6b2g113PzZ04mdlYe157D3XUJKzANN\ns7PpmcQZA+VppyJ//Cab9MepZCVllKGl5si6uE3GMrm4xIi1eT59ugZfzLbD8Qa8E11+250rz73J\n0MOnZ9JVpkqd1YPbVZljHx+fpvTG2NzP2IjUpoGVg6slCRrbgaLW738UZkvdtqjdRna4s2jeLxsm\n3PpxpESqaVY1udzebenyZRcXBYUruKLNMTxpTEwc/Xmk/hwOapPS6rQYyi53bstwCtofrWZceR7q\nohdxbYGUgiWvTCH8tokem4/5zNexrNG4riCdxQSBK1U2nno1/3NvAtsWqDmSfv9cwYEpW3AVUCTk\nuirBTd/gP++YC84HeJlQO7OPjqMAhfDxJwTFToS0vQyqKwneupL4378PWwbj9eqms65vtrEvF0/I\n9iVb6MbReYkGBiPYK4o454fV/GK2d/5rIz9gY8UZ8MDNYKuIQDXrVj8MTznw2+Fs/+enuGP4dqxQ\nDoQK2fza+3zu2R2oE3KR5wxCES7BATuBoY2veWomccKyIaCg3joOadyHmypvT5eez2Mez/BMEzGb\nQ06XVSb4tI0vZrNoHmCON+CdyPLbE73y7OPT2XSlqVJenn7cpcWdlTn2Z8b6+DSlN8fmskgZpXop\nDXoDRP4JpoFirCemf45sMZsWsEGCTQyJ/lVG8XS0L7d5VjTb6Kmt25qXL2cL2eYLB9nnoa3S6rQY\nyi53botoFAyjmmSyipycEKZZ2Pi5XxuF8ctxb6qBReeCVEi6AvMDFf2j/8Q4/Wm0wGosVxBQHaQE\nhxzUgGTzSBWrUvU0YVJy2T9O4dCZMPljhXxLYOx2MP/h4jgf4AnIC4DXgANHeWYmA2Ng8l+JPWsg\nbbxcpYTDfTRCP15D1dd/C3aAxvLhdCm3wBPD0Ji9DeGVDDciFI19XMY+VwUlyeD9GhXzEyw2ZmHr\n60F3EeGHUM0SCtZPoGpVKqtqOzwW2U7yG2O9HS39hOQvn+dx1yWQKxB//xDnshco7f82RVl/R7pe\nyNpImIrFD0Colil5d1Ha5zUsF9QXRrH78YMwo4B5+jzWs54ECQSCa7iGO7nzX+Lvsafhi9kUrYm/\n4w146RKfioqKrjnodjjRK88+Pl1Bd5kqHQudkTn2Z8b6+DSlN8Tm7AWq5rF5qbkUS7e87I6+AaG/\nRC59MPhV4/2zspICgZv615VmSz2N1vplW8tQt5cVbeu2tsqks193NXoRV5sLeMqYi6M/n7psMtx4\nm7A+ock5aKvcOZv0e2LjxmosqwJwsCyVBQvCTJtWiHF2JfrOEsxzG5DhUfBgMVgSNUcSzO/P/IU/\nxDh/PZGHyzCXHMQY9ywoAR5R/8hzI57mQFXAc0nGwZUBnjj/FOQYwfrRgrL/dwHmS5cQP7yXxt7U\n5iW/CjCFfJIpF2FJHJV+/c7i0KHXU9sHgGJQHMjfT/zzj7JhWT5BJDEEuc+UMOq2D1C+/Sg7/jQT\n7J007ZUdCxipfe3CE7KFjftWkqDC6O9tZNfdU8HKgYDDisVDcB0FqT0FkRLEOQ2MH3sNXzw8md/N\ne6XxqagKXywZTxku1tZ+8Is4OF5ZsJ2QUPka8vObSaAwL/UvW9DqBz+A1/4EO6DoUaioL2BJ6Q0s\nSqqU330/kUenE7m2e8rrfdrHF7MpWhN/c+fO7ZR+k/LycizLory8vNsypN258uzPmPXpLurro50y\nkqcr6IzMcXOHzOxZgT4+/4qc7LG5+QJVWVnT2DzDmMF61nuCCZWbuKlFP2h2VjLdzykQRzRb6k2x\nubngBFodB9ReVrSt29oq28687tHzcS5bxTJLA20VfPf7OL+dwTJ3OH1zpxGO0KInNnvES3Oy3xPN\nR8usWLGTFSsK0QITicw+F+PUF8idWUNidTmKGeJ7WgmlP32UhKWhahb3rFrN3IXDoLovFBq898YD\nvNpgs6/y0yAmgdwNogBn3ydIZRWJFy9gzvxncC0NlHUg1rfUsYwDLiUfhelUpFyEYQOS+KGpwFQ8\n8TkGlBGQa9Hv3NdRKj8N7IfU9HXBWAQf4ewfmBpUOw54HrBBqCAvpVG8pl+r1GzYH9RC/mv/n703\nD2yizv//HzOTpEApUAJYCoXK4QUFihUZz4HiunitK6vrVz+WVVZcPxSturh2XT+y/tS6qGxX8AAV\nbV1vWVEXUTQSQQ135RAUQQottCDhqgUyycz798ckaVp60pZzHv2jtM3MvGeS8MpzXscTtGJ+r95E\n/rVXEPReiLw1FfHiHxGGBLoTaf5NiLbn85OIY+r7P2IakdHDcMmv+tDp2z1MOz+Jl9d3ZalwEZl8\nLCsyiraNYPjm0Gd8xiIWVat08PX/A979JtruJahlq/F6UgkFFQwhowcNvDOfJDfjMVS08BAv7GFP\nxwhbzIapS/w1t9/kWGVIj9bgB7uc2eZosW+fj1WrMqODmgYPbpyFTmtTc+hTczLHmmZ7xtrYxHKi\nx+aaN6j8/sNjcxpp9WZ3amYl88nHj7/ebNCJGpvra7OI7cvNI6/WsuP6sqK1/a0+j9zIdT9UOBYR\niAMkCOyEp5Kik3wDgazqpcGNIPY1gdwLWZERRghZBmH0wgR0HBSuGEmvjTL5P27GP7IUbfA2vF9c\nSkB3YZoOzKBgwjcrSbt0NGpyLiz8C+kb3sCVMoZOA3+kxHkZhHrgdOiISxZhoCB9mYkRjMMUCog+\nlqA1avbInoWi9KSb+AbJNKJmOm4Ee9kCXAz0gGs/gGHLaDd0LYONVPbrB0mBsPiV2dl3KwKTDoN+\nwBU3mlCgJ0K6me4p09g+qDd8GHlurMFN0rBlMHQlctbrmOrX0WFcneiEV83Dq3px+4aTUyCh6+Bw\nyQw+9xyWizhMJDjXjeJUkMJi9ev5m/lq3iacDoXRo7OIc/YiGMxClot5dnoqqN24kzsR4a9DHIpm\naKkcRObedgT6/C9Kn9uZvmsyWvEqXA4DPSRwOUy0Ppvgu0JYV1Blr3S9xxa0xwBbzIZpLfF3LHtz\njsbgB7uc2eZosXevF9PUOZ4sdFp66JPtGWtjU50TPTbXdoOqZmyuZulSS5bwSKYFn4ixuSltFvXZ\nAdWXFa35t/p6cSPXPYc4lka32EJ0dDAGslyMptU93KnWtWuWrY+hm+Dqijx1MX/07ic9FE/Oh5PQ\nDQNJKeWl5Q4MYwTyF5dwX8lKvHo67r47keJ00AWS08A19FumsIZhZaCVzkE9BPklsynq0hMp20PJ\n+jS0M74CVxe8+2/HPXgoOUoAXThBCWJghsVspHdVYtiQn8l/TuaNZw+x8XXCU4TBj4xVCizAYcD9\nT8LwxXTedB6/zDmDwJxDYQsdCVMOcX6ig8BZCVx24Zn8N+ErXv/fFDBL2L79T0j3P4mYuxmMbUBv\niOvGpPztdFL34OYWclhR/bn1qeBVSdNiY6QCg4ZX2ewM6UL+3BsoWlTCi2tLMf6zGUwIGAYffFCM\n05nC+PEpZGVZNx/upKja8CaB4HM+ZxGLGFuxkIBwYiJhIjNhYHcW/jwXDwV4N6Wi9d2C2ndX+GWg\nWyXdhm5laG0xe9SxxWwMrSH+TnbbGttj1uZo0ZIWOi1Fa9gF2Z6xNjbVOZFjc1NuUNWXJWzqtODj\nJTZHMq1uN/j99V+DprRZHKkdUM3Mb01R7PZdRV7M31VU8rNAmwXBIChKKoriIBg0UBSF6dNTG/z/\nuuYxVRVu9bzODO8PCO0LxPlL6DUAxi+VaNfnJibv+COVP39H+acmmDKGgCkFf0YWl+J0Boh7/P/o\nsuoSOg78ifZGbzy7Z/PhaWXEXQ/5C8Dftgz3wTL8/UDL+Bi1XIGvTFSfC86BtD89hXfjxcxxbmXp\n3H5YQlYAEsgm2p2/sGbNCqa//jWdELiR0E/rSMWua5BFMsgm4tlsxPDFAOzrXIq8VmG/IeiHhIlA\nUWQmjr6Js/v1xIePN4rmgtEWMEBXEPO7gVwAhgyyhPTMEjqpF5FLLkC1agV86mE3OXJzI1c3Hk//\nPngrKtES4lHj48k7pyPiEwk+2gq6CUJBiFQMA3r1sq6/Dx+v8IolZgVIApAkTMnqRSdhGUr5cEwh\nQApiJizH21sht2wbap8dMHCc5fUL1TOzKVqjXoc2LYstZo8CJ7NtzdH4QHAy9f3YHDktZaHTkrSW\nXZCNjU3rc/S82Bt3g6qxE3sbd8xjH5urfFCtZKYsQ1xc3RnXprZZNFXg1575rRLFbt9V5GSmHZYZ\nVlVLjFqCNAWof7hThLV7innn8595cuy5BHW52j6z1P4UqH9CFwFcIYFWAiAQZ5fT4+LP2fuDk52e\neKsHVJbA6INpKujEkVB6Oim/+wIJGdNU6OjvSUXnMgLAhEyrPdXEsuBxmCa3rTXJWgdqeQB2rkRN\nXYHa+2vcv/Rk6WenQwAwHVg+svD0Xd/Tre8GQLAXib0Izum5gkXXv413k4bW7ysY0oXCVfBlD/je\nXcahjhsIMoTFmLiRGH3DcM5WewLW61qwGTiTqDftt3GWf274mFKRu3p2Pbak3Fv/TY6IR2zhguRZ\n1v0AACAASURBVE0UrthF+sUpxA3pwqEXLkT8dx98OBTMnjhcAk2TomsKhacqSwJ+swnmnS4ILE2B\nL/uSrqUyPWU9E2QPZsJy4uJWo512P1zUyRKssdnX6z3hnlnNzsoeI04ZMWsLotajNT8QnKh9Pzat\nQ20WOjV7Vo8mkaFPheXlR/W4LUUoFOKFF16gZ8+eXHvttcd6OTanIHZsrqK+0tkjoSVjs89XUr3X\ntBGxOZJpjVTlmmb9GdfWbrOoK/MbEU71iabqNyTqLmOOsHZPMTm+59n030s4FLAEW81jevDgXZuF\ntmYjapm1XfqBrTjFeXQ8C855fB8b9v6AniIg534k3cDhEoR+9QmmkYpkgpAN9rlLo9lFUwbTakHF\nlEGXYMZgKBgAnndN1LKqgum0/qU4Py0g+OhYmH8u8C0ARkBQ9n2QSC8rwE/7E1hTppOb+QQAM30j\neKniIowRxQgJgs8PAgiLX3j+bReXXbKG0/z/RblhL9yyEF7uB0EFUGDrKOBzrOFXCtAbqL3MvqGb\nHL7KSi55Yg2hJz4Hw0CJU7jxsTEs2T6YjWf9AKwEdnPrH3qB+gN5sdZK4hAuQzB6M/y3vCdcnoWh\nK9zlXMKCJ3azsNureHuaaKUyap9OcH4uh5GstriIDYVCPPvss/Tp04err766Rfd9MnJKiFlbEJ24\nnIh9PzZHj9ieVUWSuC0piaykpKMuagt27EA3TQp27Gh23+zR4quvviI7O5tVq1aRlZVli1mbo44d\nm6uIfIhvzHCno01t/qyNic0RERKbmW0o49qabRYNiaKWHMBX5N9I0AzRIW0jssMAQ8LlkqvtU0VF\nFZOg7A7rF51gYJcd5O/9D0VxvfBdt5XvUrcDkND7JoZ/9je6XraaNy+fy9o9SXTc1ZN97lIqEsss\nx9aIiI0cQAC+nogvUzl0cTHjiruR8NY5jDtjHWnddzJ5QypGVjFM9oB3LOhrsCb9CkxTIlbMHvqx\nG3f8aImqtO47yX7xQkIhGR43IOtbq1yYyCApGcPszcwJLzNCPM6czib8UcC4IMwYaQ2eojso3cHc\nAo5eiOsfppBCCig4vMx+UCVj3wnAivZk/cp12OujcEGAUJ4O4UnGRsDk9ft/BhEP5hcghcC1lopx\nw8jk2uqD1CqK0ObNwpscxFiUCroChowuDLyfrSF3lAO1zLBKiC9txguiCSxcuJAJEyawdu1abrvt\nNlvMNoJTQszagujE5Xjp+7E5PontWTWEYEZZ2RELyiPN8LZG32xrUlZWxl/+8hdee+01UlJSeO+9\n97juuuuO9bJsTkHs2GxRX69sXbYxR5Pa/FkbE5tjM62xPbMAeXlV/z5aA+8ayvw2NjPcmOck3d0P\np+yg01lbGfr4i1y47yZ+Pzrx8H0OGg97N8GPU2A4IJkMZAcVnf+HO077FxLQcU8PUteO5Mefd+Bf\newB3Rgq7E7dyoGMZZ/jhh3AWNvRNTxIWpBIcWQwXlMI3PWHUWKtHVTJZH1IAWLqmL07FwBAy5msG\n8mcFyJ5bMZ4agVRSSdLpDso+aIcIxXr2WMI2v2gotxz4HiOoWClgXaBIDnDIGHrkcaORlO60OcvD\n5niDpWOx2nJvWQAFf7P8Yp0m3CdgXz84dz/KOW0ADiuzp3IQl27YSLCHQOkhQRc3VCZGS4t9lZWs\nXKSAmUrEdgcp/LPYYv0sgJDBkkUb0UdX7d+Pn9wOz8PFWbBvCs5Ll6O7DNAFLsXEfd4m8q4cgqYP\nRU3MavUS4u3btzNp0iTeeOMNevXqxX/+8x/7JnMjOSXErC2ITlxO9gFaNg1Tn7dspGf1kGkS7r45\nIkHZnKnEJ0rfbDAYZPr06Tz88MMEAgEefPBBcnNziQ9/KLCxOdrYsdmirl5ZHz40NIIEceJsVg9t\nc6jNn9WyuWk4NtfMtMb2rSoKSBKEQg1PL67Psqcpj60r8xu7TdVwoVoeV8+NB7DKi4v8G0l39yNf\nvdP694X9GJiYeNh+ooI4sB/cWDpQBoSJN+FbAlIQE3B5Lmf1X/+EGVLY6jD4o76K1IteCvfZQub1\ncOibnohfjWW/rsDjBtJnBSgLUjECCsKUY45sidKgIQMy0iHImDKY5DGrmTNfIAIJlK+VcHY20Hcq\nxGZnAX4YuJ+9/68bildC6ALJBfdljaI4MJJ3Xt0F4nSQeuC4+d98+Ow3nFsQbseVgPMXMzB7FOmB\nfCp+U8q8zn0JClAkk+kJt5KGWS0z6/ZdxR/n7CV4djsYfBADwQu7/BT49+Dp38c69x9/InB2W3D1\ngeAtIBXD/8TDWz2tnlxTAdkAh8R1o/owrbYy/mQVNW4Y0zp9wMsfFZD8eSqjU4rJub0U3VGKS1qD\nh6xWe+fpus4zzzzD3//+d4LBIA899BAPPPAA7dq1a6UjnnycEmLWFkStT2v2PZ3MA7Rs6qchb9nY\nntVXyssJCXFEgrI52dXIGo5V325j8Hq9ZGdn89133zF69Gj+9a9/0b9//2O9LJtTHDs2W9TVK1tI\noTVZFStjVUhhk8VsU2Nzzd5YqN2f1fp902NzbN9qpJdWiPp7aZti2ePzwYhMA12XcLkECzxKo8Rv\nY/df35CuSJ9s0AzhlB3kq3dyS79Rhx+vpiDueDnqVkCALw687WCvqytmuGB47+q+mCEFTAUzBG19\nfch1Ve0v//Hh5Hoy2R1Qwo2ygr5zUpnUvpgcxSCAwJQFhBQiwlSRBYYpEELi27npJFdildiaMmZQ\noP+shPcennKMAFkg/rKYqRdsx+i9HOHtBdpWpqk/M5E3cLx1JSFdBleA4PjnUdrKuM85C4e+jpAA\nRxAmXXAxWdcOA4bhq6ysNoUYOGwY10HdtJTKCz/B4EpAQhcCb0UlALoQmIMPIL/wE6M2JDFmVFf8\n51SwN2s9U5e8Taj9DuSy9vx51GX8Y+SvuTZ2AvZ2oCQPUjR8bjc5ToGeVMqaEaUkfR+uOJZEs4ex\n1YfH4yE7O5vvv/+eK6+8kn/961/07du3xY9zsnNKiFmwBVFrYvc92bQWjfGWVTt2RO3YkaykpCYL\nykhpsdvpbFZ2NbKG443S0lImTZrEW2+9RWpqKh988AFXX301kiQ1vLGNzVHgVI7Nsdm5I7GZaXD/\nTYzNtfXGxgrahoYe1buW8Lm6tatwudJqzczWlZhvimVPoXcLAb0HGAoBPUihtxRV7V3v2hraf6zA\n19S6h3RF+mRNBEEzRJF/IwMTUw8/Xk1BnALqIvD9BJmjIaAIkN6MPl7/9Uco/7gHIZw4nAaB0R/i\n6whqGfiKh5Mzw8Oh0E4Qr4Osg8tkUvtixrcvJe0Oyxd1b/IB3t7Uj62VHRDjVmKu7A4vngtCxhAS\nSQck4hQDHQkhRHiKVCQrK6yy4OkfI0lg5KkIbTPkfoUAAshMVa/H/HwY8gINWVuIUJfhIo4HL32J\n8WvW8Il/Nr92j+Gaa8dHz0uNrxKx0d+Fv+70buGQboZ7cQWsaAeDK5ERuCQZLcHazlUuhT1mDzL5\negk1vi3QFpK6ce3I0VX2PkAeeWho5G7X4LtC+O4VMEOguPDeOhbdJWNIJroAghIuQ6BLMi6p+cPY\nalJSUsJ9993Hu+++S58+ffjoo4+46qqrWvQYpxKnjJg9XjkZJjnafU82rUVNb9lSZwZvbNlSq2Bt\nqqCsWVqc368f/mDwuM2uNgVd18nPz+eRRx7BMAwmT57M/fffT9u2bY/10mxsTghaOzbXVq4a8diM\nCL900okjLvqYLLKadIymxubaemObI2AjVDtX9f8j37MEvzet0T2zTRnMtE57Hlz/B7oAV5By7W3g\n/nrXV9v+q/xxS8jJqRL4+Z6hjFXHApBFVrQc3IuX091pOGVHNDOb7u4H231R2xZfsiVkI5N0XXs6\n09nfm9P3JQMS3k6CQzIICRBm1QIvWAyfjeSaSSP4+OkvefHCxRQY4HkXvJ4R6CEXQqQiSTfR48zZ\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Mo2ibJZTSe5bjr2yL1rcY1FIyh4FugMuE+52lcGkpi4Yr6ELCZQq0EgAJDvqrn9zlO+Df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GAhgQQ2sEGrzlsidMoL3aanQulmuxedoqe1zsl++ROsIRW9mStZWSYk94LpKIrOiU4BLfBYh06B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\nfn1EFAAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(2,2,figsize=(16,16))\n",
"p1=ax[0,0].plot(dJDF['N'],dJDF['Si'],'b.',label='SJDF')\n",
"p2=ax[0,0].plot(dSJGI['N'],dSJGI['Si'],'c.',label='SJGI')\n",
"p3=ax[0,0].plot(dSOG['N'],dSOG['Si'],'y.',label='SOG')\n",
"p4=ax[0,0].plot(dNSOG['N'],dNSOG['Si'],'m.',label='NSOG')\n",
"ax[0,0].set_title('Observed')\n",
"ax[0,0].set_xlabel('N')\n",
"ax[0,0].set_ylabel('Si')\n",
"ax[0,0].set_xlim(0,40)\n",
"ax[0,0].set_ylim(0,85)\n",
"ax[0,0].legend()\n",
"ax[0,0].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')\n",
"ax[0,0].plot(dfRiv['NO3'],dfRiv['Si'],'k.')\n",
"\n",
"p1=ax[1,0].plot(dJDF.loc[dJDF.Z>200]['N'],dJDF.loc[dJDF.Z>200]['Si'],'b.',label='SJDF')\n",
"p2=ax[1,0].plot(dSJGI.loc[dSJGI.Z>200]['N'],dSJGI.loc[dSJGI.Z>200]['Si'],'c.',label='SJGI')\n",
"p3=ax[1,0].plot(dSOG.loc[dSOG.Z>200]['N'],dSOG.loc[dSOG.Z>200]['Si'],'y.',label='SOG')\n",
"p4=ax[1,0].plot(dNSOG.loc[dNSOG.Z>200]['N'],dNSOG.loc[dNSOG.Z>200]['Si'],'m.',label='NSOG')\n",
"ax[1,0].set_title('Observed- Deep (+Fraser)')\n",
"ax[1,0].set_xlabel('N')\n",
"ax[1,0].set_ylabel('Si')\n",
"ax[1,0].set_xlim(0,40)\n",
"ax[1,0].set_ylim(0,85)\n",
"ax[1,0].legend()\n",
"ax[1,0].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')\n",
"ax[1,0].plot(dfRiv['NO3'],dfRiv['Si'],'k.')\n",
"\n",
"\n",
"p1=ax[0,1].plot(dJDF.loc[dJDF.Z<5]['N'],dJDF.loc[dJDF.Z<5]['Si'],'b.',label='SJDF')\n",
"p2=ax[0,1].plot(dSJGI.loc[dSJGI.Z<5]['N'],dSJGI.loc[dSJGI.Z<5]['Si'],'c.',label='SJGI')\n",
"p3=ax[0,1].plot(dSOG.loc[dSOG.Z<5]['N'],dSOG.loc[dSOG.Z<5]['Si'],'y.',label='SOG')\n",
"p4=ax[0,1].plot(dNSOG.loc[dNSOG.Z<5]['N'],dNSOG.loc[dNSOG.Z<5]['Si'],'m.',label='NSOG')\n",
"ax[0,1].set_title('Observed- Surface')\n",
"ax[0,1].set_xlabel('N')\n",
"ax[0,1].set_ylabel('Si')\n",
"ax[0,1].set_xlim(0,40)\n",
"ax[0,1].set_ylim(0,85)\n",
"ax[0,1].legend()\n",
"ax[0,1].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')\n",
"ax[0,1].plot(dfRiv['NO3'],dfRiv['Si'],'k.')\n",
"\n",
"ps=et.varvarPlot(ax[1,1],data,'N','Si','Month',np.arange(3,12),'Month','',('darkred','red','darkorange','gold','lime','mediumseagreen','darkturquoise','blue','navy','indigo','orchid','fucshia'))\n",
"ax[1,1].set_xlim(0,40)\n",
"ax[1,1].set_ylim(0,85)\n",
"ax[1,1].legend()\n",
"ax[1,1].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')\n",
"ax[1,1].plot(dfRiv['NO3'],dfRiv['Si'],'k.')"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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viBOrjxGJRgjXhrN+/YZ4nPpYjGgkQm04+9eXpHzPzdu3b+cLX/iCRlmJiEhg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AAAAg\nAElEQVSLyLXu9ry6pj2cZ15dUxEZKyKviEije57/192eb9cz13nm1fU8lmhsHtlobM6vv3uNzfl1\nTUdDbB7IuDwi05VFxAdsApYAO4C/Ap8xxjQN6cAGARHZCiw0xuRVDywROQs4AKwyxpzqbrsF2GuM\nudm9OTreGPPNoRzn0ZLjPG8EDhhjbhvKsQ0kIjIFmGKM+ZuIFAOvAhcDnyOPrmkP5/kp8uiaiogA\nRcaYAyLiB14ErgUuIb+uZ67zPJc8up7HCo3NIx+Nzfn1d6+xWWPzSGMg4/JIXck9HWgxxrxljOkG\nHgQuGuIxKf3AGPM8sDdt80XA/e7z+3H+gRrR5DjPvMMY02qM+Zv7vAN4A5hKnl3THs4zrzAOB9xf\n/e6PIf+uZ67zVI4Mjc0jHI3N+YXG5vxiNMTmgYzLI1XkTgW2e37fQR7+z+xigGdF5FURWTbUgxlk\nTjDGtLrPQ8AJQzmYQeYaEVnvpkyN2LSSbIjIScAC4GXy+JqmnSfk2TUVEZ+INADvAs8YY/LyeuY4\nT8iz63mM0Nicn+Td330P5O3fvcbm/LimoyE2D1RcHqkidzRxhjGmGjgPuNpNscl7jJNHn68rKj8A\nZgLVQCtw+9AOZ+AQkfHAamCFMWa/97V8uqZZzjPvrqkxJub+2zMNOF1ETk17PS+uZ47zzLvrqQw4\nGpvzj7z9u9fYnD/XdDTE5oGKyyNV5L4DnOj5fZq7Le8wxrzjPr4L/B4nHSxf2eXWVcTrK94d4vEM\nCsaYXe4fsA38mDy5pm7txGrgAWPM79zNeXdNs51nvl5TAGNMO/AcTj1M3l3PON7zzOfrOchobM5P\n8vbv3ku+/t1rbM6/awqjIzYfbVweqSL3r8BsETlZRAqBTwOPDPGYBhwRKXIL6BGRIuBs4LWe3zWi\neQS40n1+JfDwEI5l0Ij/Q+TyCfLgmrpGAT8F3jDG3OF5Ka+uaa7zzLdrKiKTRaTEfX4cjpHQm+Tf\n9cx6nvl2PY8hGpvzk7z6u89FPv7da2zOr2s6GmLzQMblEemuDCCOdfRdgA+41xjzn0M8pAFHRGbi\nzBADFAC/zJfzFJFfAbXAJGAX8G/AQ8BvgOnANuBTxpgRbQyR4zxrcdItDLAV+IqnlmJEIiJnAC8A\nGwDb3fzPODUxeXNNezjPz5BH11RE5uOYV/hwJkN/Y4z5fyJSSn5dz1zn+XPy6HoeSzQ2j2w0NufX\n373GZo3NI42BjMsjVuQqiqIoiqIoiqIoSjojNV1ZURRFURRFURRFUTJQkasoiqIoiqIoiqLkDSpy\nFUVRFEVRFEVRlLxBRa6iKIqiKIqiKIqSN6jIVRRFURRFURRFUfIGFbmKkueIyLdF5HURWS8iDSLy\ngaEek6IoiqKMZjQ2K8rgUjDUA1AUZfAQkRrgAuA0Y0yXiEwCCod4WIqiKIoyatHYrCiDj4pcRclv\npgB7jDFdAMaYPUM8HkVRFEUZ7WhsVpRBRowxQz0GRVEGCREZD7wIjAOeBX5tjPnT0I5KURRFUUYv\nGpsVZfDRmlxFyWOMMQeA9wHLgN3Ar0Xkc0M6KEVRFEUZxWhsVpTBR1dyFWUUISKfBK40xlw41GNR\nFEVRFEVjs6IMBrqSqyh5jIjMFZHZnk3VwLahGo+iKIqijHY0NivK4KPGU4qS34wHviciJUAUaMFJ\nj1IURVEUZWjQ2Kwog4ymKyuKoiiKoiiKoih5g6YrK4qiKIqiKIqiKHmDilxFURRFURRFURQlb1CR\nqyiKoiiKoiiKouQNKnIVRVEURVEURVGUvEFFrqIoiqIoiqIoipI3qMhV8hIRuVFEfjHU4+gPIvI5\nEXlxqMehKIqiKMrwQkTqRORLg3RsIyLl7vOfich/DMbnKMqxREWuMiJxBeEGETkkIiER+YHbb27U\nIiJbReSwiHSISLuI/FlE/lFERszfuTs5ERGRA56fbwz1uBRFUZSRiyc+HhCRfSLymIiceITH+pkr\nCi9K236nu/1zAzDeETdRryjDjRFz86socUTkeuC/ga8DAeCDwAzgGREpPIbjKDhWn9UPLjTGFON8\nHzcD3wR+OrRDcmaJ+7H7r40x4z0/t2Q5nhwr8T5Mr7OiKIrSPy40xowHpgC7gO8dxbE2AUvjv7hx\n4lPA5qMaoaIoA4aKXGVEISITgP8LXGOMedIYEzHGbMUJLicBn/XsPlZEfu2ubP5NRKo8x/mmiLzj\nvrZRRBa72y0R+ZaIbBaRNhH5jYhMdF87yZ2l/aKIvA38UUSeEJHlaWNsFJFL3OfvFZFnRGSv+zmf\n8uxXKiKPiMh+EXkFmDVQ35MxJmyMeQS4DLhSRE51P3OMiNwmIm+LyC4R+aGIHOcZ0wUi0uBZCZ7v\neW2riNwgIk3uTPh9IjJ2oMbcG26q1n+KyEvAIWCmiHxeRN5wr+NbIvIVz/6TROQP7rnsFZEX4sJY\nRMpEZLWI7BaRLSLyT5733Sgi/ysivxCR/cDnjtU5KoqiKIOLMaYT+F+gAkBE3u/GQ198HxG5REQa\nezjMo8AZInK8+/u5wHog5DmGJSL/IiLbRORdEVklIgH3tfj9xJVuPN4jIt92XzsX+GfgMnfl2TuO\nGSLykhvznhaRSX05ZxE5XUTq3XjYKiLfP5aLAooyFKjIVUYaHwLGAr/zbjTGHAAeB5Z4Nl8E/BaY\nCPwSeEhE/CIyF1gOvN9d9TwH2Oq+5xrgYuDDQBmwD7gnbQwfBk5x3/cr4DPxF0SkAmcV9TERKQKe\ncT/7PcCngf9x98E9bifOrPIX3J8BxRjzCrADONPddDMwB6gGyoGpwHfcsS8A7gW+ApQCPwIeEZEx\nnkNegXPes9zj/MtAj7kX/gFYBhQD24B3gQuACcDngTtF5DR33+txzn0ycALOTYNxhe6jQCPO+S8G\nVojIOZ7PuQjnJqgEeGCQz0lRFEU5RojIOJwJ4L8AGGP+CrQBZ3t2+wdgVQ+H6QQexonr4Kzqpu//\nOffnI8BMYDzw/bR9zgDm4sSh74jIKcaYJ4H/IpnVVOXZ/3KcWPceoBD4Ws9nmyAGXAdMAmrcz7uq\nj+9VlBGJilxlpDEJ2GOMiWZ5rdV9Pc6rxpj/NcZEgDtwxPEHcf6xHwNUiIjfGLPVGBNPMfpH4NvG\nmB3GmC7gRuCTaSmrNxpjDhpjDgO/B6pFZIb72hXA79z3XgBsNcbcZ4yJGmPWAauBv3dnjC8FvuMe\n6zXg/qP8bnKxE5goIoIjEK8zxuw1xnTgBNJ4kF4G/MgY8/L/Z+/e47qu7///356AmKKJHw9biqfy\nhIC+BT8p+0yGsRRbHtCmOf3oLHVTPjqbJerWr6wpLI3alqn5aaNNvsimdrCWnwp5N22YQ0PBTGyF\nwmrVMDwFcfD5++ONDOSkHOR0v34uXt7weh5ej/ebfXq+H6/n8/V8WWtLrLUvAF/j+syueMZam22t\nPQuso1yC34BmlF5tvvKvV7myOGvt8dLPs8ha+5q19u/W5W3gDf6d0BfhuoDQr7TufmutBf4T6GGt\nfcxaW2it/QjYVu5zAEix1r5krb1c+ncWEZGW7SVjTB5wDtcF8Q3lyl6gdCVY6eqtCbguUNfk98Bc\n49oP5DvAS1eVzwZirbUflV6IXw3ce9X3ibXW2nxr7VFcF15HULPfWWszS8elP+K6YF0ra+1ha+3B\n0rEzC9dF7O9cS1uRlkpJrrQ0/wK6m6rvk7yltPyK7Cs/WGsv45rV62Wt/RBYjiuB/dwYs6NcItUP\nePFKggWcwJUUf6Oafi8Ar/HvBGkW/5756weMLp+w4Rr0volrdtGjfF+4ZiarVLqs+MpGTGuqq1eN\n3sDZ0nN2BA6Xi2dv6fEr8a64Kt4+uGa0K7330njLl5WP99tX9cNVieu3a4j3j9Za73L/Pqnm/Bhj\nJhpjDpYuR84D7uLfFzo2AB8Cb5QuZV5V7n32uiq+NVTzNxYRkVZhqrXWG9cF7/8B3jbGfLO0bDsw\nqXQF1gxgv7X205o6s9YewDV+/gx4tYoLor2oOK6fxjXulx9r/lnu569wzfbW5HrrA2CMGVx6+84/\nS2/DWU/FSQGRVkdJrrQ0KbhmF6eVP2iM6QRMBJLKHe5TrtwN8ME1q4m19v9Za7+NK+GxuDayAldy\nM/GqJOsma+0/yvV79SZKCcAsY0wwrsEzuVxfb1/VVydr7WLgC6C4fIxA3+retLX2x+U2YlpfXb2r\nGWP+E1eSewDXBYB8wK9cPF1KN+K4Eu+6q+LtaK1NKNfl1fGWT0DLx3ugfD+lx8r3W9dHJZV99qXL\nqHcBG4FvlJ7nz4ApPd8Fa+0Ka+2twGTgp8Z173U28PFV8XS21t5V1XlERKT1KF2ptBvXBexvlx77\nB67vF9NwLVX+wzV2tx3XrTFVLW3+BNd3jCv64hr3P7uWMK/x/NdqM/ABMMhaezOuC7umgc8h0qwo\nyZUWxVp7DtfGU78xxoSX3mPbH9eynRwqDkxBpZtHeOCauf0aOGiMGWKMuaM0SSrAlfhdLm2zBVh3\nZfmxMaaHueoxAVX4M66B7DFc99Bc6etVYLAx5r9L42xXusGFr7W2BNd9xY8aYzqW3qc7rx4fTQXG\nmJuNMXcDO4Dt1tr00ri24bpvtWdpvd7l7kXdBvzYGDPauHgZY75njOlcrutIY4xP6XKunwGJDRVz\nHXjiWnb+BVBsjJlIuXuqjGsTrYGly7TP4fpCcxk4BFwwrs3HOhhj3I0x/qUXBEREpBUrHd+mAF1x\nrda64vfASiCAq/b9qMGvcS19/ksVZQnAA8aYAaUX4q/cZ1vV7VZX+wzob67jKQLGtTnkD6sp7gyc\nBy4aY4YCi6+1X5GWSkmutDjW9UiZNbhm8M4D7+KanQsrvRf2ipdxbS7xJa4rs9NK789tj2sDpn/h\nWvrTE9e9MgC/Al7BtcT1Aq6NKUbXEs/XuAbE71LuHp7SpczjcS1l/qT0XL8sPT+4lkt1Kj0eB/zu\nuj6Iqu0pjTsbVxIai2uTiiuicC3hPVi6ZOktXJteYK1NBRbi2hjjy9J6P7yq//+H677Xj3A9KqHJ\nHhhf+vkuw3WB40tcG3K8Uq7KIFzv7yKuK/TPWmuTSy8w3I3rXqaPcf3v4H9xPY5KRERapz3GmIu4\nvjesA+ZZa4+XK3+R0luWrLVfXUuHpftbJJXu93C13+K68P4XXGNNAa7NLa/Fn0pfc40xR2qrbFw7\nJXejdDOtKjyIa4y8gOuCdlNeoBa5IUzV/38pIlKRMSYLWGCtfaupYxEREWloxpi/Az9qaeNc6T4X\nkdbaxtgMUqRFqmrzHhERERGRNsMYMx3XvbD7mjqW61W6z0Vd97oQaZWU5IqIiIhIm2WMcQLDgP8u\nt6+GiLRgWq4sIiIiIiIirYY2nhIREREREZFWQ0muiIiIiIiItBot+p7c7t272/79+zd1GCIi0koc\nPnz4X9baHk0dR0umsVlERBpSXcbmFp3k9u/fn9TU1KYOQ0REWgljzOmmjqGl09gsIiINqS5js5Yr\ni4iIiIiISKuhJFdERERERERaDSW5IiIiIiIi0mq06Htyq1JUVEROTg4FBQVNHUqTuemmm/Dx8aFd\nu3ZNHYqIiIjG5jZG30NEpKm1uiQ3JyeHzp07079/f4wxTR3ODWetJTc3l5ycHAYMGNDU4YiIiLT5\nsbkt0fcQEWkOWt1y5YKCArp169ZmB1FjDN26ddPVchERaTba+tjcluh7iIg0B60uyQXa/CDa1t+/\niIg0Pxqb2g79rUWkqbXKJLc5WLduHX5+fgwfPhyHw8G7775LaGho2bMD+/fvT0BAAAEBAQwbNoyf\n//znZVc9s7Ky6NChAw6Ho+xfYWFhU74dERGRFs0Yw5w5c8p+Ly4upkePHtx999116i8vL49nn322\n7Hen01nnvqpz6NChsu8BI0aM4MUXX2zQ/kVEWqsWneReunSJ6OhoUlJSmjqUClJSUnj11Vc5cuQI\nx44d46233qJPnz6V6iUnJ5Oens6hQ4f46KOP+NGPflRWdtttt5GWllb2z9PT80a+BRERkbq5fAly\noyG/eY3NXl5eZGRkkJ+fD8Cbb75J796969zf1UlufZ09e7bSMX9/f1JTU0lLS2Pv3r386Ec/ori4\nuMHOKSLSWrXoJPfkyZM8/PDDhIWFNatE99NPP6V79+60b98egO7du9OrV69q63fq1IktW7bw0ksv\nVTnIiYiItBiFJ+GLh+FMWLNLdO+66y5ee+01ABISEpg1a1ZZ2dmzZ5k6dSrDhw9nzJgxHDt2DIBH\nH32U++67j9DQUG699VZ+/etfA7Bq1Sr+/ve/43A4eOihhwC4ePEi99xzD0OHDmX27NlYa2uM5/z5\n82zdupXbb7+djRs3Virv2LEjHh6uPUILCgq0DFhE5Bq16CTXWktJSQmFhYU4nc4695OSAtHRrteG\nMH78eLKzsxk8eDBLlizh7bffrrXNzTffzIABAzh16hRA2cDpcDiIjIxsmMBEREQanQVKwBbCV846\n9/JJSgrvRkfzSQNexL733nvZsWMHBQUFHDt2jNGjR5eVPfLII4wcOZJjx46xfv165s6dW1b2wQcf\n8H//938cOnSItWvXUlRURExMTNmqqw0bNgDw3nvv8fTTT/P+++/z0Ucf8c4771QZx4EDB/jhD39I\nUFAQH3/8Mdu3b2f9+vVV1n333Xfx8/MjICCALVu2lCW9IiJSvUb7L6Ux5rfA3cDn1lr/0mMbgElA\nIfB3YL61Nq+0bDVwP1ACLLPW/t81nAM3Nzc8PT0JDQ2tU5wpKRAWBoWF4OkJSUkQHFynrsp06tSJ\nw4cPs3//fpKTk5k5cyYxMTG1tit/xffKwCkiItJQbsTYDAZwA+MJHUPrFOcnKSn8MSyMksJC3D09\nmZGURK/6Ds7A8OHDycrKIiEhgbvuuqtC2YEDB9i1axcAd9xxB7m5uZw/fx6A733ve7Rv35727dvT\ns2dPPvvssyr7v/322/Hx8QHA4XCQlZXFt7/97Qp1li1bxh/+8Ac2bdrE888/j7u7e40xjx49muPH\nj3PixAnmzZvHxIkTuemmm+r0/kVE2orGnMmNA8KvOvYm4G+tHQ5kAqsBjDHDgHsBv9I2zxpjav6v\nPjBkyBAef/xxkpKSCK7j4Od0uhLckhLXaz0mhCtwd3cnNDSUtWvX8swzz5QNnNW5cOECWVlZDB48\nuGECEBERqSyORh6b8RwCPR6HvknQoW5jc7bTSUlhIbakhJLCQrIbanAGJk+ezIMPPlhhqXJtrtx+\nBK7xvbr7Yq+l3k9/+lMiIyNZu3Yt8+fPJzk5udZlzQC+vr506tSJjIyMa45bRKStarQk11r7F+Ds\nVcfesNZe+S/+QcCn9OcpwA5r7dfW2o+BD4HbazuHl5cXq1evrnOCCxAa6prBdXd3vdZxQriCkydP\nli07BkhLS6Nfv37V1r948SJLlixh6tSpdO3atf4BiIiIVOFGjM24eUG31XVOcAH6hIbi7umJcXfH\n3dOTPg0xOJe67777eOSRRwgICKhwfOzYscTHxwOunZK7d+/OzTffXG0/nTt35sKFC9d9/v79+/OL\nX/yC999/n3vvvZff/OY3DB06tOzc5X388cdlifLp06f54IMP6N+//3WfU0SkrWnKGzvuAxJLf+6N\na2C9Iqf0WKMLDnYtUXY6XQluA6yG4uLFiyxdupS8vDw8PDwYOHAgzz33HFOnTq1wlXfcuHFYa7l8\n+TIRERE8/PDD9T+5iIhI3TWLsblXcDAzkpLIdjrpExraIEuVr/Dx8WHZsmWVjl/ZYGr48OF07NiR\nF154ocZ+unXrxn/913/h7+/PxIkT+d73vnddcbi7u3PXXXdx11138fnnn5OZmVmpzoEDB4iJiaFd\nu3a4ubnx7LPP0r179+s6j4hIW2SuZYlMnTs3pj/w6pX7fsod/xkwCphmrbXGmGeAg9ba7aXlzwOv\nW2t3VtHnImARQN++fYNOnz5dofzEiRP4+vo2wrupn6+//pqBAweSkZFBly5dGv18zfVzEBFpzowx\nh621o5o6jsaksVluBP3NRaSh1GVsvuG7Kxtjfohr04vZ9t8Z9j+A8g+S9Sk9Vom19jlr7Shr7age\nPXo0aqwNJTU1FYfDwZIlS25IgisiInI92uLYLCIirdcNXa5sjAkHVgLfsdZ+Va7oFeD/GWNigV7A\nIODQjYytMY0aNYoTJ040dRgiIiKVtNWxWUREWq/GfIRQAhAKdDfG5ACP4NqxsT3wZukDzQ9aa39s\nrT1ujPkj8D5QDERaa0saKzYREZG2SGOziIi0BY2W5Fprq9qb//ka6q8D1jVWPCIiIm2dxmYREWkL\nbvg9uSIiIiIiIiKNRUmuiIiIiIiItBpKchvJunXr8PPzY/jw4TgcDt59911CQ0NJTU0FXM/SXbx4\nMbfddhuBgYEEBQWxbds2ALKysvD396+pexEREblGBQUF3H777YwYMQI/Pz8eeeSRBj9H//79GTt2\nbIVjDoejXuP5+vXry35uzO8G58+fx8fHh//5n/9plP5FRG40JbmNICUlhVdffZUjR45w7Ngx3nrr\nLfr06VOhzoIFC+jatSunTp3iyJEj7N27l7NnzzZRxCIiIq1X+/bt2bdvH0ePHiUtLY29e/dy8ODB\nBj/PhQsXyM7OBmiQpyqUT3Lrq6bvGA8//DAhISENdi4RkaamJLcRfPrpp3Tv3p327dsD0L17d3r1\n6lVW/ve//51Dhw7xi1/8Ajc315+gR48eREVFNUm8IiIirZkxhk6dOgFQVFREUVERpTtJX7OcnBy2\nbdtGREREtXVmzJhBYmIiAAkJCcya9e99vgoKCpg/fz4BAQGMHDmS5ORkAOLi4pg2bRrh4eEMGjSI\nlStXArBq1Sry8/NxOBzMnj0bgJKSEhYuXIifnx/jx48nPz+/xpgLCgqIj49n3LhxLFu2rMo6hw8f\n5rPPPmP8+PHX/mGIiDRzSnKBlHPniD59mpRz5xqkv/Hjx5Odnc3gwYNZsmQJb7/9doXy48ePM2LE\niLIEV0RERK6SkgLR0a7XBlBSUoLD4aBnz57ceeedjB49usb6xcXFOJ1OoqKiCAwMZPbs2eTm5vLY\nY49V22b69Ons3r0bgD179jBp0qSysk2bNmGMIT09nYSEBObNm0dBQQEAaWlpJCYmkp6eTmJiItnZ\n2cTExNChQwfS0tKIj48H4NSpU0RGRnL8+HG8vb3ZtWtXlXEcPXqUpUuX4u/vT0pKCk8++STbt2+v\nVO/y5cusWLGCjRs31vzhiYi0MI32CKGWIuXcOcKOHqXw8mU83dxIGjGC4C5d6tVnp06dOHz4MPv3\n7yc5OZmZM2cSExNTbf1169bxpz/9ic8//5xPPvmkXucWERFp8VJSICwMCgvB0xOSkiA4uF5duru7\nk5aWRl5eHhEREWRkZNR4j2tqairh4eH4+PgQExPDpEmTylZoVadbt2507dqVHTt24OvrS8eOHcvK\nDhw4wNKlSwEYOnQo/fr1IzMzE4CwsDC6lH73GDZsGKdPn650mxPAgAEDcDgcAAQFBZGVlVWpTmxs\nLGvWrGHDhg1s3LixxpifffZZ7rrrLnx8fGp8XyIiLU2bT3KdeXkUXr5MCVB4+TLOvLx6J7ngGkxD\nQ0MJDQ0lICCAF154oaxs2LBhHD16lMuXL+Pm5sbPfvYzfvazn5UtpRIREWnTnE5XgltS4np1Ouud\n5F7h7e3NuHHj2Lt3b41J7pgxY8jNzSUpKYnXX3+dRx99lNtuu42JEyfy4x//uNp2M2fOJDIykri4\nuGuOqXwi6u7uTnFx8TXVq2q58pw5cygqKmLr1q0kJyczf/58Jk6ciIdH5a98KSkp7N+/n2effZaL\nFy9SWFhIp06darwwLyLSErT59bKh3t54urnhDni6uRHq7V3vPk+ePMmpU6fKfk9LS6Nfv35lvw8c\nOJBRo0bx85//nJKSEsB134y1tt7nFhERafFCQ10zuO7urtfQ0Hp198UXX5CXlwdAfn4+b775JkOH\nDq21nZeXF5MnT2bz5s1kZGQQHR3NpUuXamwTERHBypUrmTBhQoXjY8eOLVt2nJmZyZkzZxgyZEiN\nfbVr146ioqJa4yyvZ8+eREVFkZGRwfLly9m5cyeDBw8mNja2Ut34+HjOnDlDVlYWGzduZO7cuUpw\nRaRVaPMzucFdupA0YgTOvDxCvb0bZBb34sWLLF26lLy8PDw8PBg4cCDPPfccU6dOLbsK+7//+788\n9NBDDBw4kG7dutGhQweeeOKJep9bRESkxQsOdi1RdjpdCW49Z3E//fRT5s2bR0lJCZcvX2bGjBnc\nfffdNbY5ePAgCxYsqLJsxYoV1bbr3LlzlRtJLlmyhMWLFxMQEICHhwdxcXG1Ln9etGgRw4cPJzAw\nkHXr1tVYtyohISGEhIRw/vx5Dh06dN3tRURaKtOSZw9HjRplrzx39ooTJ07g6+vbRBFV7+uvv2bg\nwIFkZGSU3XfTmJrr5yAi0pwZYw5ba0c1dRwtWUsam6Xx6G8uIg2lLmNzm1+ufCOkpqbicDhYsmTJ\nDUlwRURERERE2qo2v1z5Rhg1alSDPBReREREREREaqaZXBEREREREWk1lOSKiIiIiIhIq6EkV0RE\nRERERFoNJbkiIiIiIiLSaijJbSTr1q3Dz8+P4cOH43A4ePfddyksLGT58uUMHDiQQYMGMWXKFHJy\ncsrafPbZZ/zgBz/g1ltvJSgoiODgYF588cUmfBciIiKtR0lJCSNHjqz1Gbl10b9/f8aOHVvhmMPh\nwN/fv859rl+/vuznrKysevVVHXd3dxwOBw6Hg8mTJzd4/yIiTUFJbiNISUnh1Vdf5ciRIxw7doy3\n3nqLPn36sGbNGi5cuMDJkyc5deoUU6dOZdq0aVhrsdYydepUQkJC+Oijjzh8+DA7duyokASLiIhI\n3f3qV79q1Ge3XrhwgezsbIAGeapC+SS3vs6ePVvl8Q4dOpCWlkZaWhqvvPJKg43qDYIAACAASURB\nVJ1PRKQpKcltBJ9++indu3enffv2AHTv3h1vb29+97vf8dRTT+Hu7g7A/Pnzad++Pfv27WPfvn14\nenry4x//uKyffv36sXTp0iZ5DyIiIq1JTk4Or732GgsWLKhz+23bthEREVFtnRkzZpCYmAhAQkIC\ns2bNKisrKChg/vz5BAQEMHLkSJKTkwGIi4tj2rRphIeHM2jQIFauXAnAqlWryM/Px+FwMHv2bMA1\nE71w4UL8/PwYP348+fn5NcZcUFBAfHw848aNY9myZXV63yIiLZGSXODcuRROn47m3LmUBulv/Pjx\nZGdnM3jwYJYsWcLbb7/Nhx9+SN++fbn55psr1B01ahTHjx/n+PHjBAYGNsj5RUREWrxPUuDdaNdr\nA1i+fDlPPPEEbm7X9tWnuLgYp9NJVFQUgYGBzJ49m9zcXB577LFq20yfPp3du3cDsGfPHiZNmlRW\ntmnTJowxpKenk5CQwLx58ygoKAAgLS2NxMRE0tPTSUxMJDs7m5iYmLJZ1vj4eABOnTpFZGQkx48f\nx9vbm127dlUZx9GjR1m6dCn+/v6kpKTw5JNPsn379irrFhQUEBgYyJgxY3jppZeu6bMREWnuPJo6\ngKZ27lwKR4+GcflyIW5unowYkUSXLsH16rNTp04cPnyY/fv3k5yczMyZM1mzZs119REZGcmBAwfw\n9PTkb3/7W73iERERaVE+SYE/hUFJIbh7wveToFfdx+ZXX32Vnj17EhQUhNPpvKY2qamphIeH4+Pj\nQ0xMDJMmTSpboVWdbt260bVrV3bs2IGvry8dO3YsKztw4EDZ6qyhQ4fSr18/MjMzAQgLC6NLly4A\nDBs2jNOnT9OnT59K/Q8YMACHwwFAUFAQWVlZlerExsayZs0aNmzYwMaNG2uN+fTp0/Tu3ZuPPvqI\nO+64g4CAAG677bYa24iINHdtfiY3L8/J5cuFQAmXLxeSl+dskH7d3d0JDQ1l7dq1PPPMM+zZs4cz\nZ85w4cKFCvUOHz6Mn58ffn5+HDlypOz4pk2bSEpK4osvvmiQeERERFqMbKcrwbUlrtdsZ726e+ed\nd3jllVfo378/9957L/v27WPOnDk1thkzZgy5ubnExsaSlJREUFAQU6ZMYcuWLTW2mzlzJpGRkRWW\nKtemfCLq7u5OcXFxnevNmTOHtWvXsnXrVmbNmsWePXuq7Q+gd+/eANx6662Ehoby3nvvXXPcIiLN\nVZtPcr29Q3Fz8wTccXPzxNs7tN59XtlY6oq0tDSGDBnCvHnz+OlPf0pJSQkAv//97/nqq6+44447\nuOOOOygoKGDz5s1l7b766qt6xyIiItLi9Al1zeAad9drn9B6dRcdHU1OTg5ZWVns2LGDO+64o9rl\nu+V5eXkxefJkNm/eTEZGBtHR0Vy6dKnGNhEREaxcuZIJEyZUOD527NiyZceZmZmcOXOGIUOG1NhX\nu3btKCoqqjXO8nr27ElUVBQZGRksX76cnTt3MnjwYGJjYyvV/fLLL/n6668B+Ne//sU777zDsGHD\nrut8IiLNUZtfrtylSzAjRiSRl+fE2zu03kuVAS5evMjSpUvJy8vDw8ODgQMH8txzz9G5c2cefPBB\nBg8ejJubG0OHDuXFF1/EGAPASy+9xAMPPMATTzxBjx498PLy4pe//GW94xEREWlRegW7lihnO10J\nbj2WKtfVwYMHq92kasWKFdW269y5M1FRUZWOL1myhMWLFxMQEICHhwdxcXG1LiVetGgRw4cPJzAw\nkHXr1l3fGwBCQkIICQnh/PnzHDp0qFL5iRMn+NGPfoSbmxuXL19m1apVSnJFpFUw1tqmjqHORo0a\nZVNTUyscO3HiRKM+HqCl0OcgInL9jDGHrbWjmjqOlkxjs4D+5iLScOoyNrf55coiIiIiIiLSeijJ\nFRERERERkVZDSa6IiEgbYYz5rTHmc2NMRrlj/2GMedMYc6r0tWu5stXGmA+NMSeNMROq7lVERKR5\nabQkVwOpiIhIsxMHhF91bBWQZK0dBCSV/o4xZhhwL+BX2uZZY4z7jQtVRESkbhpzJjcODaQiIiLN\nhrX2L8DZqw5PAV4o/fkFYGq54zustV9baz8GPgRuvyGBioiI1EOjJbkaSEVERFqEb1hrPy39+Z/A\nN0p/7g1kl6uXU3pMRESkWbvR9+S2iYHUGFPhGXobN27k0UcfBeDkyZOEhobicDjw9fVl0aJFZfUO\nHDjA7bffztChQxk6dCjPPfdchX63b9/O8OHD8fPzY8SIESxYsIC8vLwb8p5ERKT1s67nCl73swWN\nMYuMManGmNQvvviiESKrv/79+xMQEIDD4WDUqIZ/SlT//v0ZO3ZshWMOhwN/f/8697l+/fqyn7Oy\nsurVV3XOnDnD+PHj8fX1ZdiwYWRlZTX4OUREbrQm23iqNQ+k7du3Z/fu3fzrX/+qVLZs2TIeeOAB\n0tLSOHHiBEuXLgXgn//8Jz/4wQ/YsmULH3zwAQcOHGDr1q289tprAOzdu5ennnqK119/nePHj3Pk\nyBG+9a1v8dlnn93Q9yYiIq3OZ8aYWwBKXz8vPf4PoE+5ej6lxyqx1j5nrR1lrR3Vo0ePRg22PpKT\nk0lLS+Pq5/g2lAsXLpCd7bpmf+LEiXr3Vz7Jra+zZ69eXOcyd+5cHnroIU6cOMGhQ4fo2bNng51T\nRKSp3Ogkt00MpB4eHixatIinnnqqUtmnn36Kj49P2e8BAQEAbNq0iR/+8IcEBgYC0L17d5544gli\nYmIAWLduHRs3bqR3b9cEt7u7O/fddx9Dhgxp7LcjIiKt2yvAvNKf5wEvlzt+rzGmvTFmADAIONQE\n8TULOTk5bNu2jYiIiGrrzJgxg8TERAASEhKYNWtWWVlBQQHz588nICCAkSNHkpycDEBcXBzTpk0j\nPDycQYMGsXLlSgBWrVpFfn4+DoeD2bNnA1BSUsLChQvx8/Nj/Pjx5Ofn1xhzQUEB8fHxjBs3jmXL\nllUqf//99ykuLubOO+8EoFOnTnTs2PE6PhURkebpRie5zXIgPZdyjtPRpzmXcq7B+oyMjCQ+Pp5z\n5yr2+cADD3DHHXcwceJEnnrqqbLlxsePHycoKKhC3VGjRnH8+PGy8isJsIiISF0YYxKAFGCIMSbH\nGHM/EAPcaYw5BXy39HestceBPwLvA3uBSGttyQ0LNj8FcqNdrw3AGMN3v/tdgoKCKt0OVJXi4mKc\nTidRUVEEBgYye/ZscnNzeeyxx6ptM336dHbv3g3Anj17mDRpUlnZpk2bMMaQnp5OQkIC8+bNo6Cg\nAIC0tDQSExNJT08nMTGR7OxsYmJi6NChA2lpacTHxwNw6tQpIiMjOX78ON7e3uzatavKOI4ePcrS\npUvx9/cnJSWFJ598ku3bt1eql5mZibe3N9OmTWPkyJE89NBDlJTcuD+xiEhj8WisjksH0lCguzEm\nB3gE18D5x9JB9TQwA1wDqTHmykBazA0cSM+lnONo2FEuF17GzdONEUkj6BLcpd793nzzzcydO5df\n//rXdOjQoez4/PnzmTBhAnv37uXll19m69atHD169Lr6Tk9P57//+7+5cOEC69evZ+bMmfWOV0RE\nWj9r7axqisKqqb8OWNd4EVUjPwXOhIEtBOMJfZOgQ3C9ujxw4AC9e/fm888/584772To0KGEhIRU\nWz81NZXw8HB8fHyIiYlh0qRJtG/fvsZzdOvWja5du7Jjxw58fX0rzIoeOHCg7BaloUOH0q9fPzIz\nMwEICwujSxfXd49hw4Zx+vRp+vTpU6n/AQMG4HA4AAgKCqry/tnY2FjWrFnDhg0b2LhxY40xFxcX\ns3//ft577z369u3LzJkziYuL4/7776/xfYqINHeNubvyLGvtLdbadtZaH2vt89baXGttmLV2kLX2\nu9bas+Xqr7PW3matHWKtfb2x4rpanjOPy4WXoQQuF14mz9lwGzktX76c559/nkuXLlU43qtXL+67\n7z5efvllPDw8yMjIYNiwYRw+fLhCvcOHD+Pn5weAn58fR44cAVxLnNPS0pg4cWKtS5VERERanK+c\nrgSXEtfrV856d3nldp+ePXsSERHBoUM1LxgbM2YMubm5xMbGkpSURFBQEFOmTGHLli01tps5cyaR\nkZEVlirXpnwi6u7uTnFxcZ3rzZkzh7Vr17J161ZmzZrFnj17qu3Px8cHh8PBrbfeioeHB1OnTi37\nriEi0pI12cZTzYV3qDdunm7gDm6ebniHejdY3//xH//BjBkzeP7558uO7d27l6KiIsC12VRubi69\ne/cmMjKSuLg40tLSAMjNzSUqKqrs3pzVq1fz4IMPkpOTU9aXElwREWmVOoa6ZnBxd712DK1Xd5cu\nXeLChQtlP7/xxhvXtFOxl5cXkydPZvPmzWRkZBAdHV3pwvXVIiIiWLlyJRMmTKhwfOzYsWXLjjMz\nMzlz5kyt+2q0a9eu7DvDterZsydRUVFkZGSwfPlydu7cyeDBg4mNja1U9z//8z/Jy8vjykae+/bt\nY9iwYdd1PhGR5qjRliu3FF2CuzAiaQR5zjy8Q70bZKlyeStWrOCZZ54p+/2NN97gJz/5CTfddBMA\nGzZs4Jvf/CbgekTQwoULuXDhAtZali9fXnY/z1133cUXX3zBxIkTKSkpwdvbG39//0qDqIiISIvX\nIdi1RPkrpyvBredS5c8++6xsw6ji4mJ+8IMfEB4eXmObgwcPsmDBgirLyj8m8GqdO3cmKiqq0vEl\nS5awePFiAgIC8PDwIC4urtblz4sWLWL48OEEBgaybt31rxoPCQkhJCSE8+fPVzlz7e7uzsaNGwkL\nC8NaS1BQEAsXLrzu84iINDfG9SSflmnUqFH26scAnDhxAl9f3yaKqPnQ5yAicv2MMYettQ3/ENU2\nRGOzgP7mItJw6jI2t/nlyiIiIiIiItJ6KMkVERERERGRVkNJroiIiIiIiLQarTLJbcn3GTeEtv7+\nRURERESk7Wp1Se5NN91Ebm5um030rLXk5uaW7d4sIiIiIiLSlrS6Rwj5+PiQk5NT9sy3tuimm27C\nx8enqcMQERERERG54VpdktuuXTsGDBjQ1GGIiIhIM5KXl8eCBQvIyMjAGMNvf/tbgoPr9/zd8vr3\n70+fPn3Yv39/2TGHw0FxcTEZGRl16nP9+vWsWbMGgKysLO6+++4691WV5ORkHnjggbLfP/jgA3bs\n2MHUqVMb7BwiIk2h1S1XFhEREbnaT37yE8LDw/nggw84evRoozzD9cKFC2RnZwOu58TW1/r16+vd\nxxVnz56tdGzcuHGkpaWRlpbGvn376NixI+PHj2+wc4qINBUluSIiItKqnTt3jr/85S/cf//9AHh6\neuLt7X1dfeTk5LBt2zYiIiKqrTNjxgwSExMBSEhIYNasWWVlBQUFzJ8/n4CAAEaOHElycjIAcXFx\nTJs2jfDwcAYNGsTKlSsBWLVqFfn5+TgcDmbPng1ASUkJCxcuxM/Pj/Hjx5Ofn19jzAUFBcTHxzNu\n3DiWLVtWY92dO3cyceJEOnbsWPuHISLSzCnJFRERkWYnhRSiiSaFlHr39fHHH9OjRw/mz5/PyJEj\nWbBgAZcuXaqxTXFxMU6nk6ioKAIDA5k9eza5ubk89thj1baZPn06u3fvBmDPnj1MmjSprGzTpk0Y\nY0hPTychIYF58+ZRUFAAQFpaGomJiaSnp5OYmEh2djYxMTF06NCBtLQ04uPjATh16hSRkZEcP34c\nb29vdu3aVWUcR48eZenSpfj7+5OSksKTTz7J9u3ba3y/O3bsqJCUi4i0ZEpyRUREpFlJIYUwwniY\nhwkjrN6JbnFxMUeOHGHx4sW89957eHl5ERMTU2Ob1NRUwsPD2bVrF2vWrOGNN95g1apVBAQEVNum\nW7dudO3alR07duDr61thVvTAgQPMmTMHgKFDh9KvXz8yMzMBCAsLo0uXLtx0000MGzaM06dPV9n/\ngAEDcDgcAAQFBZGVlVWpTmxsLKNHj2bw4MEcP36cZ555hsDAwBrf66effkp6ejoTJkyosZ6ISEuh\nJFdERESaFSdOCimkhBIKKcSJs179+fj44OPjw+jRowG45557OHLkSI1txowZQ25uLrGxsSQlJREU\nFMSUKVPYsmVLje1mzpxJZGTkdc2Ktm/fvuxnd3d3iouL61xvzpw5rF27lq1btzJr1iz27NlTbX9X\n/PGPfyQiIoJ27dpdc8wiIs2ZklwRERFpVkIJxRNP3HHHE09CCa1Xf9/85jfp06cPJ0+eBCApKYlh\nw4bV2s7Ly4vJkyezefNmMjIyiI6OrnWZc0REBCtXrqw0Kzp27NiyZceZmZmcOXOGIUOG1NhXu3bt\nKCoqqjXO8nr27ElUVBQZGRksX76cnTt3MnjwYGJjY6ttc/X9wyIiLV2re4SQiIiItGzBBJNEEk6c\nhBJKMPV/1M9vfvMbZs+eTWFhIbfeeiu/+93vaqx/8OBBFixYUGXZihUrqm3XuXNnoqKiKh1fsmQJ\nixcvJiAgAA8PD+Li4irMzFZl0aJFDB8+nMDAQNatW1dj3aqEhIQQEhLC+fPnOXToUJV1srKyyM7O\n5jvf+c519y8i0lwZa21Tx1Bno0aNsqmpqU0dhoiItBLGmMPW2lFNHUdLVtXYfOLEiUZ5ZI80X/qb\ni0hDqcvYrOXKIiIiIiIi0mooyRUREREREZFWQ0muiIiIiIiItBpKckVERERERKTVUJIrIiIiIiIi\nrYaSXBEREWk4RZfg3Wj4JKWpIxERkTZKSa6IiIg0nC9PwjsPw5/Cmk2ie/LkSRwOR9m/m2++maef\nfrpBz9G/f3/Gjh1b4ZjD4cDf37/Ofa5fv77s56ysrHr1VZ2VK1fi5+eHr68vy5YtoyU/WlJE5IoW\nneReunSJ6OhoUlKaxyAqIiLS5lkLtgRKCiHb2dTRADBkyBDS0tJIS0vj8OHDdOzYkYiIiAY/z4UL\nF8jOzgZcz4mtr/JJbn2dPXu20rG//vWvvPPOOxw7doyMjAz+9re/8fbbbzfYOUVEmkqLTnJPnjzJ\nww8/TFhYmBJdERGR5sAYMO7g7gl9Qps6mkqSkpK47bbb6Nev33W1y8nJYdu2bTUmxzNmzCAxMRGA\nhIQEZs2aVVZWUFDA/PnzCQgIYOTIkSQnJwMQFxfHtGnTCA8PZ9CgQaxcuRKAVatWkZ+fj8PhYPbs\n2QCUlJSwcOFC/Pz8GD9+PPn5+TXGXFBQQHx8POPGjWPZsmWVyo0xFBQUUFhYyNdff01RURHf+MY3\nrutzERFpjlp0kmutpaSkhMLCQpxOZ1OHIyIi0mIZYx4wxhw3xmQYYxKMMTcZY/7DGPOmMeZU6WvX\nWjvqOgT+63H4fhL0Cq5zPBlfZvGHD98i48usOvdRlR07dlRIPqtTXFyM0+kkKiqKwMBAZs+eTW5u\nLo899li1baZPn87u3bsB2LNnD5MmTSor27RpE8YY0tPTSUhIYN68eRQUFACQlpZGYmIi6enpJCYm\nkp2dTUxMDB06dCAtLY34+HgATp06RWRkJMePH8fb25tdu3ZVGcfRo0dZunQp/v7+pKSk8OSTT7J9\n+/ZK9YKDgxk3bhy33HILt9xyCxMmTMDX17fWz0ZEpLnzaOoA6sMYg5ubG56enoSGhjZ1OCIiIi2S\nMaY3sAwYZq3NN8b8EbgXGAYkWWtjjDGrgFVAVI2dtfOC0avrFU/Gl1ksT9lM0eVi2rl58HTwYvy7\n9q9XnwCFhYW88sorREdH11o3NTWV8PBwfHx8iImJYdKkSbRv377GNt26daNr167s2LEDX19fOnbs\nWFZ24MABli5dCsDQoUPp168fmZmZAISFhdGlSxcAhg0bxunTp+nTp0+l/gcMGIDD4QAgKCiIrKys\nSnViY2NZs2YNGzZsYOPGjTXG/OGHH3LixAlycnIAuPPOO9m/f3+le4tFRFqaJpnJbairxUOGDOHx\nxx8nKSmJ4OC6Xy0WERERPIAOxhgPoCPwCTAFeKG0/AVgaq29NMDuyu/lfkjR5WIuYym6XMx7uR/W\nua/yXn/9dQIDA69pSe6YMWPIzc0lNjaWpKQkgoKCmDJlClu2bKmx3cyZM4mMjLym2eIryiei7u7u\nFBcX17nenDlzWLt2LVu3bmXWrFns2bOn2v5efPFFxowZQ6dOnejUqRMTJ07U7V8i0irc8CS33NXi\nUdZaf8Ad19XiVbiuFg8Ckkp/FxERkUZmrf0HsBE4A3wKnLPWvgF8w1r7aWm1fwK1Z4cNsLvyyG4D\naefmgRuGdm4ejOw2sE79XO3q+2Rr4+XlxeTJk9m8eTMZGRlER0dz6dKlGttERESwcuVKJkyYUOH4\n2LFjy5YdZ2ZmcubMGYYMGVJjX+3ataOoqOia4wXo2bMnUVFRZGRksHz5cnbu3MngwYOJjY2tVLdv\n3768/fbbFBcXU1RUxNtvv63lyiLSKjTVcuUrV4uL+PfV4tVAaGn5C4CTWpZEXdl4ytPTU7O5IiIi\ndVS6emoKMADIA/5kjJlTvo611hpjqny+jDFmEbAIIMiHirsr1+G+XP+u/Xk6eDHv5X7IyG4DG2Sp\n8qVLl3jzzTfZunXrNdU/ePAgCxYsqLJsxYoV1bbr3LkzUVGVv74sWbKExYsXExAQgIeHB3FxcbUu\nf160aBHDhw8nMDCQdevWXVPc5YWEhBASEsL58+c5dOhQpfJ77rmHffv2ERAQgDGG8PDwCvcRi4i0\nVKYpnodmjPkJsA7IB96w1s42xuRZa71Lyw3w5ZXfa+jHgmvJzuOPP87q1fW7B0hERNo2Y8xha+2o\npo7jRjPGfB8It9beX/r7XGAMEAaEWms/NcbcAjittTVOP47q62ZTl7u5dlcu3XzqxIkTmiFsY/Q3\nF5GGUpexuSmWK5e/WtwL8KrqajFQ7dViY0xq6T/c3d218ZSIiEj9nAHGGGM6ll5oDgNOAK8A80rr\nzANerrWnBtpdWUSkPlJIIZpoUtB95m1RUyxX/i7wsbX2CwBjzG7gW8Bnxphbyl0t/ryqxtba54Dn\nAHx9fe3cuXMJDQ3VUmUREZE6sta+a4zZCRwBioH3cI21nYA/GmPuB04DM2rtrAF2VxYRqY8UUggj\njEIK8cSTJJIIRrlCW9IUSW7Z1WJcy5XDgFTgEq6rxDFc49ViLy8vLVEWERFpANbaR4BHrjr8Na5x\nWkSkxXDipJBCSiihkEKcOJXktjE3PMlt0KvFIiIiIiIi5YQSiieeZTO5oWV720pb0SS7K+tqsYiI\nSOuUX1LIHz58q8F2RRYRuV7BBPM0T7OLXUxnumZx26CmeoSQiIiItELZFz/nfz94nXZuHjwdvFiJ\nrojccCmksJzlFFLIfvYTQIAS3Tbmhu+u3JAuXbpEdHQ0KSnaNU1ERKQ5sMBlLEWXi3kv98OmDqfM\nU089hZ+fH/7+/syaNYuCgoIG7b9///6MHTu2wjGHw4G/v3+d+1y/fn3Zz1lZWfXqqzpRUVH4+/vj\n7+9PYmJig/cv0hSquidX2pYWneSePHmShx9+mLCwMCW6IiIizYAB3DC0c/NgZLeBTR0OAP/4xz/4\n9a9/TWpqKhkZGZSUlLBjx44GP8+FCxfIzs4GXM+Jra/ySW59nT17ttKx1157jSNHjpCWlsa7777L\nxo0bOX/+fIOdU6SpXLkn1x133ZPbRrXoJNdaS0lJCYWFhTidzqYOR0REpM3r06knC4ZObHZLlYuL\ni8nPz6e4uJivvvqKXr16XVf7nJwctm3bRkRERLV1ZsyYUTYbmpCQwKxZs8rKCgoKmD9/PgEBAYwc\nOZLk5GQA4uLimDZtGuHh4QwaNIiVK1cCsGrVKvLz83E4HMyePRuAkpISFi5ciJ+fH+PHjyc/P7/G\nmAsKCoiPj2fcuHEsW7asUvn7779PSEgIHh4eeHl5MXz4cPbu3Xtdn4tIcxRMMEkk8TiP6/FBbVSL\nTnKNMbi7u+Pp6UloaGhThyMiItLmdXD35L8HfrfeCW7KpUtE//NzUi5dqndMvXv35sEHH6Rv377c\ncsstdOnShfHjx9fYpri4GKfTSVRUFIGBgcyePZvc3Fwee+yxattMnz6d3bt3A7Bnzx4mTZpUVrZp\n0yaMMaSnp5OQkMC8efPKlkynpaWRmJhIeno6iYmJZGdnExMTQ4cOHUhLSyM+Ph6AU6dOERkZyfHj\nx/H29mbXrl1VxnH06FGWLl2Kv78/KSkpPPnkk2zfvr1SvREjRrB3716++uor/vWvf5GcnFw2Ey3S\n0gUTzGpWK8Fto1r0xlNDhgxh7ty5hIaGEhys/wGLiIg0uaJL8G409AmFXnUbm1MuXSLs1EcUWovn\nPw1Jg24l2MurziF9+eWXvPzyy3z88cd4e3vz/e9/n+3btzNnzpxq26SmphIeHo6Pjw8xMTFMmjSJ\n9u3b13iebt260bVrV3bs2IGvry8dO3YsKztw4ABLly4FYOjQofTr14/MzEwAwsLC6NKlCwDDhg3j\n9OnT9OnTp1L/AwYMwOFwABAUFERWVlalOrGxsaxZs4YNGzawcePGGmMeP348f/vb3/jWt75Fjx49\nCA4Oxt3dvcb3KCLSErTomVwvLy9Wr16tBFdERKS5+PIkvPMw/CkMPqnbfhnOC5cotJYSoNBanBfq\nN5v71ltvMWDAAHr06EG7du2YNm0af/3rX2tsM2bMGHJzc4mNjSUpKYmgoCCmTJnCli1bamw3c+ZM\nIiMjKyxVrk35RNTd3Z3i4uI615szZw5r165l69atzJo1iz179lTbH8DPfvYz0tLSePPNN7HWMnjw\n4GuOW0SkuWrRSa52VxYREWlmrAVbAiWFkO2sUxehnb3wNAZ3wNMYQjvXfRYXoG/fvhw8eJCvvvoK\nay1JSUn4+vrW2s7Ly4vJkyezefNmMjIyiI6O5lIty6cjIiJYuXIlEyZMqHB87NixZcuOMzMzOXPm\nDEOGDKmxr3bt2lFUVFRrnOX17NmTqKgoMjIyWL58OTt37mTw4MHExsZWv25lZAAAIABJREFUqltS\nUkJubi4Ax44d49ixY7Uu4xYRaQla9HLlK7sre3p6kpSUpBldERGRpmYMGDdw93QtWa6DYC8vkgbd\nivPCJUI7e9VrqTLA6NGjueeeewgMDMTDw4ORI0eyaNGiGtscPHiQBQsWVFm2YsWKatt17tyZqKio\nSseXLFnC4sWLCQgIwMPDg7i4uFqXPy9atIjhw4cTGBjIunXraqxblZCQEEJCQjh//jyHDh2qVF5U\nVFT22KObb76Z7du34+HRor8aiogAYKy1TR1DnRljLLiW7Dz++OOsXr26qUMSEZEWzBhz2Fo7qqnj\naMlGjfC1qc/NrXBP7okTJ65p5lRaD/3NRaSh1GVsbtGX64wxuLm5aXdlERERERERAVp4kqvdlUVE\nRJqZKxtPuXvC95PqvMOyiIhIXbXojadERESkmWmAjadERETqo0UnuVc2ngoLC9MOyyIiIs2BMWDc\n67XxlIiISH3UuFzZGBNSU7m19i8NG871sdZSUlJCYWEhTqdTS5ZFRESaWtch8F8VN54SERG5kWq7\nJ/ehKo5ZYDjQB3Bv8IiugzaeEhERaV6KCuHdfaU5bq+mjkZERNqiGpcrW2snlf8HxADtgH8CU29E\ngDUZMmQIjz/+uJ6RKyIi0kz888wZ1v79I55Y9hM+aUa3Ev3qV7/C398fPz8/nn766Qbvv3///mXP\nnL3C4XDg7+9f5z7Xr19f9nNWVla9+qpOeHg43t7e3H333RWOf/zxx4wePZqBAwcyc+ZMCgsLG/zc\nIiKN5ZruyTXGhBljnMAvgFhr7Rhr7Z5GjUxERERanM/79uX1xYvZ9Mwz/DktranDASAjI4Nt27Zx\n6NAhjh49yquvvsqHH37Y4Oe5cOEC2dnZgOs5sfVVPsmtr7Nnz1Z5/KGHHuIPf/hDpeNRUVE88MAD\nfPjhh3Tt2pXnn3++wWIREWlsNSa5xpjvGWP+CjwI/NxaO85a++aNCa122nhKRESkmTEG3Dwo9vTg\nL9/q09TRAK6Ec/To0XTs2BEPDw++853vsHv37uvqIycnh23bthEREVFtnRkzZpCYmAhAQkICs2bN\nKisrKChg/vz5BAQEMHLkSJKTkwGIi4tj2rRphIeHM2jQIFauXAnAqlWryM/Px+FwMHv2bABKSkpY\nuHAhfn5+jB8/nvz8/BpjLigoID4+nnHjxrFs2bIq64SFhdG5c+cKx6y17Nu3j3vuuQeAefPm8dJL\nL9V4LpHmJoUUookmhQbOET5JgXejXa/SbNU2k7sH8AGKgZXGmFfK/2v88Gp2ZeOpr7/+GqfT2dTh\niIiICBYoBlOM18DsOveSkgLR0a7X+vL392f//v3k5uby1Vdf8ec//7lsxrU6xcXFOJ1OoqKiCAwM\nZPbs2eTm5vLYY49V22b69OllyfOePXuYNGlSWdmmTZswxpCenk5CQgLz5s2joKAAgLS0NBITE0lP\nTycxMZHs7GxiYmLo0KEDaWlpxMfHA3Dq1CkiIyM5fvw43t7e7Nq1q8o4jh49ytKlS/H39yclJYUn\nn3yS7du3X/PnlZubi7e3Nx4erq1bfHx8+Mc//nHN7UWaWgophBHGwzxMGGENl+h+kgJ/CnM9C/xP\nYUp0m7HaNp4ad0OiqKfLly/TrVu3pg5DRESkzTM3nYFbNtOu81Hmev2qTn2kpEBYGBQWgqcnJCVB\nfbbe8PX1JSoqivHjx+Pl5YXD4cDdvea9M1NTUwkPD8fHx4eYmBgmTZpE+/bta2zTrVs3unbtyo4d\nO/D19aVjx45lZQcOHGDp0qUADB06lH79+pGZmQm4ZlO7dOkCwLBhwzh9+jR9+lSeBR8wYAAOhwOA\noKAgsrKyKtWJjY1lzZo1bNiwgY0bN9Yas0hr5MRJIYWUUEIhhThxEkwD7N+T7XQ9A7z8s8C1i3yz\nVGOSa619+0YFUl/vvfdeU4cgIiLS5g1x68vcb95KKPfV+Uul0+lKcEtKXK9OZ/2SXID777+f+++/\nH4A1a9bg4+NTY/0xY8aQm5tLUlISr7/+Oo8++ii33XYbEydO5Mc//nG17WbOnElkZCRxcXHXHFv5\nRNTd3Z3i4uJrqlfVcuU5c+ZQVFTE1q1bSU5OZv78+UycOLFsVvZadOvWjby8PIqLi/Hw8CAnJ4fe\nvXtfc3uRphZKKJ54UkghnngSSmjDdNwn1PUM8JJCPQu8mavtntxvGmM2G2M2GWO6GWMeNcYcM8b8\n0Rhzy40KUkRERFoGL7xYzep6zZqEhrpmcN3dXa8N8ZTAzz//HIAzZ86we/dufvCDH9TaxsvLi8mT\nJ7N582YyMjKIjo7m0qVLNbaJiIhg5cqVTJgwocLxsWPHli07zszM5MyZMwwZMqTGvtq1a0dRUVGt\ncZbXs2dPoqKiyMjIYPny5ezcuZPBgwcTGxt7zX0YYxg3bhw7d+4E4IUXXmDKlCnXFYdIUwommCSS\neJzHSSKpYWZxwTVr+/0k+K/HXa+axW22arusFwe8BngByUA88D1cjw/aAjTpf/GMMYBrEJg7d25T\nhiIiIiINJDjYtUTZ6XQluA3xlMDp06eTm5tLu3bt2LRpE97e3jXWP3jwIAsWLKiybMWKFdW269y5\nM1FRUZWOL1myhMWLFxMQEICHhwdxcXG1LiVetGgRw4cPJzAwkHXr1tVYtyohISGEhIRw/vx5Dh06\nVGWdsWPH8sEHH3Dx4kV8fHx4/vnnmTBhAr/85S+59957+fnPf87IkSPLZsFFWorg0v9rcL2Cldy2\nAMZaW32hMe9Za0eW/nzGWtu3XFmatdZxA2Kslq+vr507dy6hoaF6Tq6IiNSbMeawtXZUU8fRko0a\nNcqmpqZWOHbixAl8fX2bKCJpCvqbi0hDqcvYXNtMbvnlzL+voaxJeHl5sXr16qYOQ0RERERERJqJ\n2hLVl40xnQCstT+/ctAYMxDIbMzAREREpAW6kAO7B4Gz8pJdERGRG6HGJNda+/9Zay9WcfxDa+09\njReWiIiI3EjGGG9jzE5jzAfGmBPG/P/s3Xl8VPW5+PHP98xkwp7AsJOQyCYUAsSVccGBaC1u9Ra1\neluh1Yq11Zb22ipXuZf+bC8urZda721FkRJrte21Lq070QNYB3FhFQTBxiTsDEwIkWQy53x/f5yZ\nySQkZJtkQvK8eeU1mTNnzjyT8eWZ53yf7/NVPqXUAKXUm0qpT6O3/Zs8kHs/jN8JAx+URFcIIURK\ntLrkWCl1RjIDEUIIIURK/Rp4TWs9HpgCbAPuBoq01mOBouj9k1M43y4M4PBf2y1YIYQQojFtmVd7\nW2ufmKyrxWVlZYwdO7bBLoZCCCGEaB6lVAYwHVgGoLUOa61DOKsorIjutgJndYWmaZxkd8i5SY9V\nCCE6k0CglMWL1xAIlKY6FJGg+SuD16O1vqUNrxu7WnyNUsoD9AL+Hedq8f1KqbtxrhafNHvdv38/\n+/fv58EHHwTggQceaENIQgghRLd1GnAQWK6UmgJ8CPwQGKK13hvdZx8wpFlHU4BWMH5iO4QqhBCd\nQyBQSkFBIeGwhcfjoqhoDj5fdqrDErStXHl8K5+X3KvFUX/9q5RECSGEEK3kBs4AfhtdOrCSeqXJ\n2llzsMF1B5VS85RSHyilPjgGLM6EgEvDLm97x91sN910E4MHD2bSpEl1th8+fJhLLrmEsWPHcskl\nl3DkyJGkvu6iRYtQSrFz5874tiVLlqCUov5SS831wgsvsHXr1vh9v9/f6mM15tFHH2XMmDEopTh0\n6FB8+yeffILP5yM9PZ1f/vKXSX1NIU41pllMOGxhWZpw2MI0i1MdkohqS7nyG618XuLV4vVKqSeU\nUr1p7dXiqHPPlZIoIYQQopXKgDKt9XvR+/+Hk/TuV0oNA4jeHmjoyVrrpVrrs7TWZ+1Ih4WDoGAk\nBD5Z3yHBN8e3vvUtXnvttRO233///RQUFPDpp59SUFDA/fffn/TXzsvL49lnn43f/8tf/sLEia0f\n5a6f5LZFZWUl4XD4hO3nn38+K1euJCcnp872AQMG8Mgjj3DnnXe26XUDBFjMYgIE2nQcIVLJ78/F\n43Hhcik8Hhd+f26qQxJRJ01ylVKPNPLzGyCzla+ZtKvFidvbcrIQQgghujOt9T6gVCl1enRTAbAV\neAmYG902F3ixyWMBlgvCLjAvao9oW2f69OkMGDDghO0vvvgic+c6b3Hu3Lm88MILLTru8ePHeeWV\nV7jjjjt45ZVXGtzn6quv5sUXnT/drl27yMjIYODAgfHHn3nmGfLy8pg0aVKdPiN9+vThnnvuYcqU\nKUybNo39+/fz7rvv8tJLL/GTn/yEqVOnsmvXLsBJnM855xzGjRvHmjVrmox73bp13HrrrUycOLHB\n0ev8/Hxyc3NP2D548GDOPvts0tLSmnyNxgQIUEABC1lIAQWS6Ip2sZSlXMqlLGVpu72Gz5dNUdEc\n7rtvhpQqdzJNjeR+G9iCMzcn8ecD4MTLfs2TtKvFidtDoVArwxFCCCEEcAfwtFJqEzAV+C/gfuAS\npdSnwMXR+yelAGWBywL/0fxWB9NRzVz279/PsGHDABg6dCj79+9v8jk7d+7kN7/5DbNmzeLss8/m\n1Vdf5bLLLmPmzJkN7t+vXz+ys7PZsmULzz77LF//+tfjj+3Zs4e77rqLt956iw0bNvD+++/HE+3K\nykqmTZvGxo0bmT59Oo8//jjnnXceV111FQ899BAbNmxg9OjRAEQiEdatW8eSJUv42c9+1mAchw8f\n5pFHHiE/P5+FCxcyc+ZMtm/fzpAhLSqeazMTkzBhLCzChDExO/T1Rde3lKXcyq28wRvcyq3tnugu\nWHChJLidTFONp94Htmit363/gFJqUWteUGu9TylVqpQ6XWu9ndqrxVtxrhLfTzOvFifasGFDa8IR\nQgghBKC13gCc1cBDBS0+lgJtAOvXQ17LY0lVMxelFEqpJvebPXs227dvZ/78+SxfvpyhQ4c2+Zzr\nr7+eZ599ltdff52ioiKWL18OwPvvv4/f72fQoEEAfOMb32D16tVcffXVeDwerrjiCgDOPPNM3nzz\nzUaP/7WvfS2+X3Fx8QmP79mzh1GjRjFr1ixeeuklsrNT94Xcjx8PHsKE8eDBjz9lsYiuaZnT+qfO\n/XnMS1E0IhWaGsm9Bmgwe9Ran9aG103K1eJEs2fPbkM4QgghhEgGHV0ntyYNCr+8r1XH6MhmLkOG\nDGHvXqclyN69exk8eHCTz9mwYQPvvvsuffr04ZprruHcc89l4cKFlJSUNPqcK664gqeeeoqRI0fS\nr1+/ZsWWlpYWT7pdLheRSKTRfdPT00+635AhQ/jjH/9IOBzmqquu4r//+785cKDBorl258NHEUXc\nx30UUYQPX0riEF1XD3qc9L7o+k6a5GqtD2utv0jcppQ6o60vqrXeEC05nqy1vlprfURrHdRaF2it\nx2qtL9ZaH27r6wghhBAihZoxwtmQjmzmctVVV7FihbO4w4oVK/jqV7/a5HOUUpxxxhnce++9vPPO\nO7z66qtMnDiRgwcPNvqcXr168cADD3DPPffU2X7OOeewatUqDh06hGVZPPPMM1x00cknM/ft25eK\niopmvLtaLpeLr33ta7z88sv8/e9/p7KykunTp3P11VdTXl7eomMlgw8fC1ggCa5oFwMYcNL7outr\nTXflJ5IeRRIsW7as6Z2EEEII0a6UBmWDx4I57zVvxLK+9mjmcsMNN+Dz+di+fTtZWVnx7w133303\nb775JmPHjmXlypXcfffdTRwJLr74YiZNmhT/mT59Oj//+c8pKys76fOuv/56zjij7ljBsGHDuP/+\n+5kxYwZTpkzhzDPPbDLRvv7663nooYfIz8+PN55qiREjRnDvvfeybds2fvCDHzS4zyOPPEJWVhZl\nZWVMnjyZ73znOwDs27ePrKwsHn74YX7+85+TlZXF0aNHWxyDEJ2ddAA/tSmnkXELnqDU+mhX5JRT\nSsWDv/rqq3n++edTGY4QQohTnFLqw/qNDUXLTMhTes5K8FeCb+U5MO89tm3bxoQJE1IdmuhA8pmL\nVLqN2/gdv4vf/y7f5bf8ttnPj3UAj80bl7L61GrNubk1I7kNt+xLIZfLxU9/+tNUhyGEEEJ0e701\nLDgCvipghMyDE0J0vHzyT3q/KdIB/NTX1Dq546O3Z8R+gJKE3zsFy7LYvHlzqsMQQgghhAbs6E+Z\nzIMTQnS8IEGMaJpjYBAk2KLnxzqAu3BJB/BTVFNLCP0YmAf8Knq/fm1zwwvCpcCyZcuYN09agwsh\nhBApVQnsAA4CA1rXeEoIIdrCjx83bmqowY27xUlqrAO4iYkfv5Qqn4KaSnKfUEoN1VrPAFBKzQVm\nA8XAovYNrWV69JCSKCGEECLlLAU7AZcHLp+T6miEEN2UQtW5bSlf9J84NTU1J/d3QBhAKTUdWAys\nAMqBpe0bWssMGCAlUUIIIUTK9cuG3Eug4BEYLl8QhRAdz8QkQgSNJkJE5tR2Q02N5LoS1qv9OrBU\na/0c8JxSakP7htYyQ1u5Fp8QQgghkqiiFEp2w+41MDBPEt1O5hjHqKCCvvSlD31SHY4Q7SI2pzbW\nHVnm1HY/TY3kupRSsUS4AHgr4bGmEuR2p5RCKUV6ejpz5khJlBBCCJFyWoO2IFINpWaqo4lTSvHN\nb34zfj8SiTBo0CCuuOKKVh0vFArxv//7v/H7pmm2+lgn85WvfIXMzMwTjv3oo48yZswYlFIcOnSo\nWcc6xjF2sIPd7GYHOzjGsaTHK0RnEJtTex/3yfI/3VRTSe4zwCql1IvAcWANgFJqDE7JckplZ2dz\nySWX8Mgjj+DzyX+8QgghRMppwALCNpR7Ux1NXO/evdmyZQvHjx8H4M0332TEiBGtPl79JLe9/OQn\nP+Gpp546Yfv555/PypUrycnJafaxKqjAxgbAxqaCiqTFKURn48PHAhZIgttNnTTJ1Vr/Avg34PfA\nBVrrWHdlA7ijfUNrWmlpKUVFRcyfP59AIJDqcIQQQghxEHgdeNyAD1u2bEd7u+yyy3j55ZcBeOaZ\nZ7jhhhvijx0+fJirr76ayZMnM23aNDZt2gTAokWLuOmmm/D7/YwaNYpHHnkEgLvvvptdu3YxdepU\nfvKTnwBw7NgxrrnmGsaPH883vvENar821Vq2bBl33XUXq1atoqampsmYCwoK6Nu37wnb8/Pzyc3N\nbdH770vfOsuq9OXE4wohRFfQ1EguWuu1WuvntdaVCdt2aK0/at/Qmqa1xrIswuEwpmmmOhwhhBBC\n1ChY5YJ96eD3t/ow2wJl/HnxO2wLlCUttOuvv55nn32WqqoqNm3axLnnnht/7D//8z/Jz89n06ZN\n/Nd//VedaVCffPIJr7/+OuvWreNnP/sZNTU13H///YwePZoNGzbw0EMPAbB+/XqWLFnC1q1b+eyz\nz/jHP/5xQgzXXnstZ599NitWrGDy5Mlcc801LFu2jD179iTtfTamD30YxzhGMIJxjJM5uUKILqvJ\nJLczi83Jdbvd+NtwIhVCCCFEkpx+Otx3HxQVQSunEm0LlHFPwVP8YaHJPQVPJS3RnTx5MsXFxTzz\nzDNcdtlldR575513uPHGGwGYOXMmwWCQo0ePAnD55ZeTnp7OwIEDGTx4MPv372/w+Oeccw5ZWVkY\nhsHUqVMpLi4+YZ9+/fpxzTXX8OSTT/LKK6/Qv39/5s2bxx13dEyBXB/6MIxhkuAKIbq0lDePSoaG\nyoGEEEII0fEqe8PiBeCHVs+E22wWEwlb2JYmErbYbBYzwZeVlPiuuuoq7rzzTkzTJBhsXjl1enp6\n/HeXy0UkEmn1flu2bGH58uW89dZbDBo0iFmzZvHxxx8zfvz4Fr4TIUQqBQJgmk7BirQG6nxO6SQ3\nltxaloVpmtJ8SgghhEix7Xo791r/TppO4233qlY1fcnz5+L2uIiELdweF3n+3KTFd9NNN5GZmUle\nXl6dqU4XXnghTz/9NAsXLsQ0TQYOHEi/fv0aPU7fvn2pqGh546Z9+/Zx0UUX8f/+3/+jd+/erXkL\nQogUCwSgoADCYfB42lS4ItrJKZ3kKqUwDAOPxyPlykIIIUQnoNFoF4Rranhm3YP4znm+xceY4Mvi\nF0U3stksJs+fm7RRXICsrCx+8IMfnLA91mBq8uTJ9OrVixUrVpz0OF6vl/PPP59JkyYxa9YsLr/8\n8ma9/rZt23jsscdO2H722WezfPnyE7ZfeOGFfPLJJxw7doysrCyWLVvGpZdeyiOPPMKDDz7Ivn37\nmDx5MpdddhlPPPFEs2IQoisLEMDExI+/3Torm6aT4FqWc2uakuR2NupULvXNycnR48ePZ/bs2cyb\nNy/V4QghhDjFKaU+1Fqfleo4TmVpp3t07o3TCJ1fzPwXh3HPkvfYtm0bEyZMSHVoogPJZy5SIUCA\nAgoIE8aDp13WyA0QoDDwKcsLvkEk7JKR3A7QmnPzKT2SW1paSmlpKatWrSIvL0/KlYUQQogU671j\nIOP+42IMl83kHw9MdThCiG7ExCRMGAuLaqpZFP2XrEQ3nkT7wriKnuR88y6q/K+z2fclfMiAW2dy\nSie5sVHo6upqCgsLJckVQgghUkyjUFphR1y8v8/iylQHJITo0hLLk/348eChmmpsbFaykjWsSdqI\nbmISbftWs9q3CoB10cfnSaLbaZzSSwgl2rdvX6pDEEIIIUSC7TWhVIcghOjCYiOrC1lIAQUAFFHE\nxVyMgYGNTZgwJmZSXi+WRLtwnfDYczyXlNcQydFlktyhQ4emOgQhhOj2ygPlfL74c8oD5ZSXB/j8\n88WUlwdSHZboSApsBXaaovc1e+KbT+UeIKJl5LMWbbUnEOC9xYvZEzj5+SNxZDWWzPrwsYhFpJOO\nCxcePPjxJyUuHz6KKOIWbsHAgMA0WHw3BKYxm9lJeQ2RHKd0uXKi1rTxF0IIkTzlgXI2FmzEDtso\nD+hfzocvbUKpNKZONcnIkCkl3UHViEqCo49z8Ksf8287nWvpPXr0IBgM4vV6UUqlOELRnrTWBINB\nevTokepQxClqTyDAnwsKsMJhXB4P1xUVMbyRKYmxkdVYo6lYMhtLRpPZZTmxLHokI9GBaVDwBoQ9\nGJ4IeUU9Wr84uEi6LpPkvvHGG6kOQQghurWQGcIO22CBDtvw2gxYPxE9dQP7hhZKkttN9CzrxaDd\nHoatmUz4qnLAWbanrKyMgwcPpjg60RF69OhBVlbyln0S3UupaWKFw2jLwgqHKTXNRpPcxpLZZC8j\nVL9r8xKWYLztxw57wHJDtcZ8dh0+3zltfi2RHF0myXW5TqyNF0II0XEy/ZkYHsNJdF0aXvuKc/JP\nqyH8+3fg9FRHKDqMdmFp2Dt0GgBpaWmcdtppKQ5KiFYIBJxFUP1+WSOmg2T7/bg8nvhIbrbff9L9\nfdF/Me2xjFD9suggQf6n5y6+5w5jo0lz1eDv/xggSW5n0WWS3HHjxqU6BCGE6NYyfBlMKZpCyAxx\n9NPPCf4e0C6oAc+2S1MdnuhA2tCgYFx+/1SHIkTrBQJQUADhMLIYascZ7vNxXVERpaZJtt/f6Chu\nTP1R28bm6bZFQ2XRm/1/hpUFsNqPvtAE29Om1xDJ1WWSXCGEEKlTHignZIbI9GeSsyCHPUvTCC7f\nAWiwXfQdMTrVIYoOYo2wqZ55nEhehDfc73Ahs1IdkhCtY5pOgmtZzq1pSpLbQYb7fE0mt9BwGXEJ\nJfHux8lqOlW/LHozm7lt6iZsbLhgLREbzGPflSm5nUiXSXKrqqpSHYIQQnRLiQ2nDI/BlKIpHH71\ncPRRp8nQ4VcPM3ze8NQFKZpFKeUCPgB2a62vUEoNAP4E5ALFwHVa6yMnPUZY4dqSht1P8/GYSHuH\nLET78fudEdzYSG4TZbOi4yWO2lZTze3cjo2NGze3cAtzmJOUOblQWxYdIMD3+T62sp0HNChl4O83\nJymvI5Kjyywh5Jf/8QghREokNpyywzYhM0T1nuo6+9S/LzqtHwLbEu7fDRRprccCRdH7J6UOGrjX\np9Hzf3qTueJ4O4UpRAfw+ZwS5fvuk1LlTsqLFyPhnxX9FyHCSEYmLcFNZB4txLajF/A0oJwkV3Qu\nXeYTOXr0aKpDEEKIbinWcAoXKLeiqqQKd+4xnLO/89PTV5niKEVTlFJZwOXAEwmbvwqsiP6+Ari6\nWceK3h57vW/S4hMiJXw+WLBAEtxOKECAO7iDCBEUih/z43ZZGxeA4wEILoaSpXjXPY6hAbv2YTtw\nLosWV9PEsr6iA6WsXDkZJVGJtm7d2h5hCiGEaEKs4dS+wn3se3Ifex/fC7EyLgxQFjWeEmB6KsMU\nTVsC/BRIzEyHaK33Rn/fBwxpyQGregxOUmhCCFFXIYWECQNgYXGUo/F5s168mJgAbR/NPR6AkgLQ\nYQI9YL7fwlY4iS6g35mGfekbrAz3ZI30J+s0UjmS2+aSqEQlJSVJDE0IIURLZPgy6DGyB9rSYAG2\n4XwDUDa4LQZdMibVIYqTUEpdARzQWn/Y2D5a69jQfEPPn6eU+kAp9UHi9p5jeiY3UCGEOAkfPvz4\nmc98FrKQAgoI0Mbh1S9M0GHAwuxlEzacU5xtgK2A1X5UdTq2peL9yUTqpSTJTWZJVIyUKwshRGpl\n+jNRblVbq6pcOJOVPPTuMymVoYmmnQ9cpZQqBp4FZiql/gDsV0oNA4jeHmjoyVrrpVrrs7TWZ4GT\nCdsY5H9Z1rAXyREgwGIWtz1hEV1GPvkN3m9oCaE26eUH5QEM/Mc0HjuhWEmBnmFieCK4XNKfrDNJ\n1UhurCQqoZq9bSVRx49LcwshhEg1betYhuOM6GoFltOcSnReWusFWussrXUucD3wltb6m8BLwNzo\nbnOBF5s61nHgIJqPsfn8s2PtFbLoYhpLYgMEuI3bmMGM5I3MiS4hSBAjmsoYGAQJArVr2iZtbm5P\nH4wsImCchXlY8bXt0Cec8LhvLVe+9WvpT9bJdPic3MSSKKWUv6GQ16OIAAAgAElEQVR9tNZaKdVo\nSRQwrx1DFEII0QohMwQNrRhjOKO84pR0P/BnpdTNwOfAdU09oScwEPCi+XB7l1mpULSj+mudFlEU\nX6qlgAKqqEJHK+VjI3Pt0TW3IwUCTlmr3y9JUWv58ZNGGmHCpJEWT2Z9+FjCEpaxjOEkZ+m6pT03\n8/0xHxJB11YrxSjo7dvEAvkcO5VUnH1iJVGXAT2AfoklUVrrvU2VRAFLARIT4Z49Zd6PEEKkUqY/\nE+VR6Oq61yj75vclw5eRoqhES2mtTXDq+7TWQaCgpccwUGg0en9acoMTXVJD5aU+fPHtsQRXoZLf\nNTcFAgEoKKhdfldG/1pPR/+FCfMCL8QvjtzBHfGmVK/yKm/zdqsvjAQIcDu3EzGs2Is6ie67WbAq\nFy4q5o+spu+qp5njn47Pl52MtybaqMPLlZNZEpXI4/EkNU4hhBDNUx4o5/PFnwMw9e2p9Jraq87j\nMorbffWIfSkU4iQaKy+tv/1Wbo2P8p7KTNNJcC0LaVTUBiYmNdQATrL7IA+ylKV1tgNtnpdrYhKp\nX6b0bhZcPBcWzoSZ30LPmMtjCz+loKCQQKC01a8lkqcz1RG1uCQqkVL1aweEEEK0t/JAORsLNmKH\nbQyPwZSiKQy5bgj/3PjPeB/eL3Z8kdogRYfTaGwUx4bJiEZ3FiCAiYkf/0kTUx+++NIvifs2tv1U\n5/c7I7jhMLhcUFLijO6eKqO59T/XVJVe+/GjolUjMc/xHIsOziZtgEHYsEDR5tF/P37cuOskzj2e\nnEJVlQu0Ee8wpLUiHLYwzWIZze0EUprkJqMkKiYcDje9kxBCiKQKmSHsahtssKttQmbIGbl1EZ+f\nG3zhELt+vYbRP7wwpbGKjqQAA3twg+01RDfQ2Dzbxvii/5q7/VTm8zklyoWFsHw5PP44rFhxapQt\n1/9clwTeY35BXspKryczmQ1siN+ffWQqvj/OxxysKZzoglFXMqfPT9v035APH9dxHU/rp50NgSyq\nnsp3GiuiUS6NG41tO5Wlfn9u296USIpUrpObVNXV1akOQQghup00b1ptn3wbKj+uZF/hPlx9XCQu\nqVr62MeUl0tH1O5CAQqbwWmbUh2KSJGWLOPSluWBTtWlhXw+GDkSIpFTq2y5/uf6nBlMSel1gAAz\nmBFPcBWKn/JT5u3IBCuMb4/Nb1fCbz8+p80XSQIE+JP9LNEXcubhWoZzR2nUTR/x6L2/564vf8qz\nS86QUdxOojOVK7eJzMkVQoiOVxOscU760Xz2wNMN9gyEtCpCI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fR4/BLOfeIcVHQRgbUo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zm9bahWlhRzvntkbfbwOObs3CtLCbzWxltCnWYd8M5mCYWQYwCviABL6n1a4TEuye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\nkzVNWwmsBGilOmj2/8c8iBymu0Phi4ZO1iMVQjRSxaOsSmamMspKCFEvrWc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4hUI/mF6+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jlRyDvBJmJym1sas531xofML5rOi8ffYGiDz50DL5zorWE7DaJy6hPnO5VzmHLKKaPMeU/5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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(3,2,figsize=(16,16))\n",
"p1=ax[0,0].plot(dJDF['AbsSal'], dJDF['Si']-1.3*dJDF['N'],'b.',label='SJDF')\n",
"p2=ax[0,0].plot(dSJGI['AbsSal'],dSJGI['Si']-1.3*dSJGI['N'],'c.',label='SJGI')\n",
"p3=ax[0,0].plot(dSOG['AbsSal'],dSOG['Si']-1.3*dSOG['N'],'y.',label='SOG')\n",
"p4=ax[0,0].plot(dNSOG['AbsSal'],dNSOG['Si']-1.3*dNSOG['N'],'m.',label='NSOG')\n",
"ax[0,0].set_title('Observed')\n",
"ax[0,0].set_xlabel('S')\n",
"ax[0,0].set_ylabel('Si-1.3N')\n",
"ax[0,0].set_xlim(0,35)\n",
"#ax[0,0].set_ylim(0,45)\n",
"ax[0,0].legend(loc=2)\n",
"ax[0,0].plot(0.1*np.ones(np.shape(dfRiv['NO3'])),dfRiv['Si']-1.3*dfRiv['NO3'],'k.')\n",
"\n",
"p1=ax[0,1].plot(dJDF.loc[dJDF.Z<5]['AbsSal'], dJDF.loc[dJDF.Z<5]['Si']-1.3*dJDF.loc[dJDF.Z<5]['N'],'b.',label='SJDF')\n",
"p2=ax[0,1].plot(dSJGI.loc[dSJGI.Z<5]['AbsSal'],dSJGI.loc[dSJGI.Z<5]['Si']-1.3*dSJGI.loc[dSJGI.Z<5]['N'],'c.',label='SJGI')\n",
"p3=ax[0,1].plot(dSOG.loc[dSOG.Z<5]['AbsSal'],dSOG.loc[dSOG.Z<5]['Si']-1.3*dSOG.loc[dSOG.Z<5]['N'],'y.',label='SOG')\n",
"p4=ax[0,1].plot(dNSOG.loc[dNSOG.Z<5]['AbsSal'],dNSOG.loc[dNSOG.Z<5]['Si']-1.3*dNSOG.loc[dNSOG.Z<5]['N'],'m.',label='NSOG')\n",
"ax[0,1].set_title('Observed - Surface')\n",
"ax[0,1].set_xlabel('S')\n",
"ax[0,1].set_ylabel('Si-1.3N')\n",
"ax[0,1].set_xlim(0,35)\n",
"#ax[0,1].set_ylim(0,45)\n",
"ax[0,1].legend(loc=2)\n",
"ax[0,1].plot(0.1*np.ones(np.shape(dfRiv['NO3'])),dfRiv['Si']-1.3*dfRiv['NO3'],'k.')\n",
"\n",
"p1=ax[1,0].plot(dJDF.loc[dJDF.Z>200]['AbsSal'], dJDF.loc[dJDF.Z>200]['Si']-1.3*dJDF.loc[dJDF.Z>200]['N'],'b.',label='SJDF')\n",
"p2=ax[1,0].plot(dSJGI.loc[dSJGI.Z>200]['AbsSal'],dSJGI.loc[dSJGI.Z>200]['Si']-1.3*dSJGI.loc[dSJGI.Z>200]['N'],'c.',label='SJGI')\n",
"p3=ax[1,0].plot(dSOG.loc[dSOG.Z>200]['AbsSal'],dSOG.loc[dSOG.Z>200]['Si']-1.3*dSOG.loc[dSOG.Z>200]['N'],'y.',label='SOG')\n",
"p4=ax[1,0].plot(dNSOG.loc[dNSOG.Z>200]['AbsSal'],dNSOG.loc[dNSOG.Z>200]['Si']-1.3*dNSOG.loc[dNSOG.Z>200]['N'],'m.',label='NSOG')\n",
"ax[1,0].set_title('Observed - Deep + Fraser')\n",
"ax[1,0].set_xlabel('S')\n",
"ax[1,0].set_ylabel('Si-1.3N')\n",
"ax[1,0].set_xlim(0,35)\n",
"#ax[1,0].set_ylim(0,45)\n",
"ax[1,0].legend(loc=2)\n",
"ax[1,0].plot(0.1*np.ones(np.shape(dfRiv['NO3'])),dfRiv['Si']-1.3*dfRiv['NO3'],'k.')\n",
"\n",
"dfRiv['AbsSal']=0.1\n",
"dfRiv['exSi']=dfRiv['Si']-1.3*dfRiv['NO3']\n",
"ps=et.varvarPlot(ax[1,1],data,'AbsSal','exSi','Month',np.arange(3,12),'Month','',('darkred','red','darkorange','gold','lime','mediumseagreen','darkturquoise','blue','navy','indigo','orchid','fucshia'))\n",
"ax[1,1].set_xlim(0,40)\n",
"#ax[1,1].set_ylim(0,85)\n",
"ax[1,1].set_title('By Month, all')\n",
"ax[1,1].legend(loc=2)\n",
"ps2=et.varvarPlot(ax[1,1],dfRiv,'AbsSal','exSi','Month',np.arange(3,12),'Month','',('darkred','red','darkorange','gold','lime','mediumseagreen','darkturquoise','blue','navy','indigo','orchid','fucshia'))\n",
"\n",
"ps=et.varvarPlot(ax[2,0],dSOG,'AbsSal','exSi','Month',np.arange(3,12),'Month','',('darkred','red','darkorange','gold','lime','mediumseagreen','darkturquoise','blue','navy','indigo','orchid','fucshia'))\n",
"ax[2,0].set_xlim(0,40)\n",
"#ax[2,0].set_ylim(0,85)\n",
"ax[2,0].set_title('By Month, SoG')\n",
"ax[2,0].legend(loc=2)\n",
"ps2=et.varvarPlot(ax[2,0],dfRiv,'AbsSal','exSi','Month',np.arange(3,12),'Month','',('darkred','red','darkorange','gold','lime','mediumseagreen','darkturquoise','blue','navy','indigo','orchid','fucshia'))\n",
"\n",
"ps=et.varvarPlot(ax[2,1],dNSOG,'AbsSal','exSi','Month',np.arange(3,12),'Month','',('darkred','red','darkorange','gold','lime','mediumseagreen','darkturquoise','blue','navy','indigo','orchid','fucshia'))\n",
"ax[2,1].set_xlim(0,40)\n",
"#ax[2,1].set_ylim(0,85)\n",
"ax[2,1].set_title('By Month, NSoG')\n",
"ax[2,1].legend(loc=2)\n",
"ps2=et.varvarPlot(ax[2,1],dfRiv,'AbsSal','exSi','Month',np.arange(3,12),'Month','',('darkred','red','darkorange','gold','lime','mediumseagreen','darkturquoise','blue','navy','indigo','orchid','fucshia'))\n"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(1,1,figsize=(5,5))\n",
"ax.plot(dfRiv['Month'],dfRiv['exSi'],'r.',label='River')\n",
"ax.plot(dSOG['Month']+.2,dSOG['exSi'],'b.',label='SOG')\n",
"ax.plot(dNSOG['Month']+.4,dNSOG['exSi'],'c.',label='NSOG')\n",
"ax.legend()\n",
"ax.set_xlabel('Month')\n",
"ax.set_ylabel('exSi')"
]
},
{
"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
}