{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"papermill": {
"duration": 2.306843,
"end_time": "2020-04-01T01:18:17.180815",
"exception": false,
"start_time": "2020-04-01T01:18:14.873972",
"status": "completed"
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"tags": []
},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import os\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 gsw\n",
"import matplotlib.gridspec as gridspec\n",
"import matplotlib as mpl\n",
"import matplotlib.dates as mdates\n",
"import cmocean as cmo\n",
"import scipy.interpolate as sinterp\n",
"import pickle\n",
"import cmocean\n",
"import json\n",
"import f90nml\n",
"from collections import OrderedDict\n",
"\n",
"fs=16\n",
"mpl.rc('xtick', labelsize=fs)\n",
"mpl.rc('ytick', labelsize=fs)\n",
"mpl.rc('legend', fontsize=fs)\n",
"mpl.rc('axes', titlesize=fs)\n",
"mpl.rc('axes', labelsize=fs)\n",
"mpl.rc('figure', titlesize=fs)\n",
"mpl.rc('font', size=fs)\n",
"mpl.rc('text', usetex=True)\n",
"mpl.rc('text.latex', preamble = r'''\n",
" \\usepackage{txfonts}\n",
" \\usepackage{lmodern}\n",
" ''')\n",
"mpl.rc('font', family='sans-serif', weight='normal', style='normal')\n",
"\n",
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"from IPython.display import Markdown, display\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"papermill": {
"duration": 0.022334,
"end_time": "2020-04-01T01:18:17.219954",
"exception": false,
"start_time": "2020-04-01T01:18:17.197620",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
"
],
"text/plain": [
""
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import HTML\n",
"\n",
"HTML('''\n",
"\n",
"''')\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"papermill": {
"duration": 0.019814,
"end_time": "2020-04-01T01:18:17.255961",
"exception": false,
"start_time": "2020-04-01T01:18:17.236147",
"status": "completed"
},
"tags": [
"parameters"
]
},
"outputs": [],
"source": [
"PATH= '/results2/SalishSea/nowcast-green.201905/'\n",
"year=2007"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"papermill": {
"duration": 0.019353,
"end_time": "2020-04-01T01:18:17.291322",
"exception": false,
"start_time": "2020-04-01T01:18:17.271969",
"status": "completed"
},
"tags": [
"injected-parameters"
]
},
"outputs": [],
"source": [
"# Parameters\n",
"year = 2011\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"papermill": {
"duration": 0.021185,
"end_time": "2020-04-01T01:18:17.329004",
"exception": false,
"start_time": "2020-04-01T01:18:17.307819",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/markdown": [
"# Year: 2011"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"display(Markdown('''# Year: '''+ str(year)))"
]
},
{
"cell_type": "markdown",
"metadata": {
"papermill": {
"duration": 0.015979,
"end_time": "2020-04-01T01:18:17.361368",
"exception": false,
"start_time": "2020-04-01T01:18:17.345389",
"status": "completed"
},
"tags": []
},
"source": [
"## Yearly model-data comparisons of nutrients, chlorophyll, temperature and salinity between 201905 runs and DFO observations"
]
},
{
"cell_type": "markdown",
"metadata": {
"papermill": {
"duration": 0.016241,
"end_time": "2020-04-01T01:18:17.393648",
"exception": false,
"start_time": "2020-04-01T01:18:17.377407",
"status": "completed"
},
"tags": []
},
"source": [
"#### Define date range and load observations"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"papermill": {
"duration": 0.811457,
"end_time": "2020-04-01T01:18:18.221179",
"exception": false,
"start_time": "2020-04-01T01:18:17.409722",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1589 data points\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Year | \n",
" Month | \n",
" Day | \n",
" Lat | \n",
" Lon | \n",
" Pressure | \n",
" Depth | \n",
" N | \n",
" Si | \n",
" Chlorophyll_Extracted | \n",
" ConsT | \n",
" AbsSal | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 2011.0 | \n",
" 4.0 | \n",
" 14.0 | \n",
" 49.961667 | \n",
" -125.1465 | \n",
" 2.8 | \n",
" None | \n",
" 20.4 | \n",
" 36.1 | \n",
" 5.92 | \n",
" 8.075988 | \n",
" 29.203962 | \n",
"
\n",
" \n",
" 1 | \n",
" 2011.0 | \n",
" 4.0 | \n",
" 14.0 | \n",
" 49.961667 | \n",
" -125.1465 | \n",
" 3.8 | \n",
" None | \n",
" 20.5 | \n",
" 36.2 | \n",
" NaN | \n",
" 8.078815 | \n",
" 29.204215 | \n",
"
\n",
" \n",
" 2 | \n",
" 2011.0 | \n",
" 4.0 | \n",
" 14.0 | \n",
" 49.961667 | \n",
" -125.1465 | \n",
" 9.0 | \n",
" None | \n",
" 20.6 | \n",
" 36.5 | \n",
" 6.56 | \n",
" 8.090972 | \n",
" 29.208282 | \n",
"
\n",
" \n",
" 3 | \n",
" 2011.0 | \n",
" 4.0 | \n",
" 14.0 | \n",
" 49.961667 | \n",
" -125.1465 | \n",
" 22.9 | \n",
" None | \n",
" 22.4 | \n",
" 41.1 | \n",
" 4.79 | \n",
" 8.219217 | \n",
" 29.350575 | \n",
"
\n",
" \n",
" 4 | \n",
" 2011.0 | \n",
" 4.0 | \n",
" 14.0 | \n",
" 49.961667 | \n",
" -125.1465 | \n",
" 30.7 | \n",
" None | \n",
" 22.5 | \n",
" 41.5 | \n",
" NaN | \n",
" 8.247791 | \n",
" 29.391010 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Year Month Day Lat Lon Pressure Depth N Si \\\n",
"0 2011.0 4.0 14.0 49.961667 -125.1465 2.8 None 20.4 36.1 \n",
"1 2011.0 4.0 14.0 49.961667 -125.1465 3.8 None 20.5 36.2 \n",
"2 2011.0 4.0 14.0 49.961667 -125.1465 9.0 None 20.6 36.5 \n",
"3 2011.0 4.0 14.0 49.961667 -125.1465 22.9 None 22.4 41.1 \n",
"4 2011.0 4.0 14.0 49.961667 -125.1465 30.7 None 22.5 41.5 \n",
"\n",
" Chlorophyll_Extracted ConsT AbsSal \n",
"0 5.92 8.075988 29.203962 \n",
"1 NaN 8.078815 29.204215 \n",
"2 6.56 8.090972 29.208282 \n",
"3 4.79 8.219217 29.350575 \n",
"4 NaN 8.247791 29.391010 "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"start_date = dt.datetime(year,1,1)\n",
"end_date = dt.datetime(year,12,31)\n",
"flen=1\n",
"namfmt='nowcast'\n",
"filemap={'nitrate':'ptrc_T','silicon':'ptrc_T','ammonium':'ptrc_T','diatoms':'ptrc_T',\n",
" 'ciliates':'ptrc_T','flagellates':'ptrc_T','vosaline':'grid_T','votemper':'grid_T'}\n",
"fdict={'ptrc_T':1,'grid_T':1}\n",
"\n",
"df1=et.loadDFO(datelims=(start_date,end_date))\n",
"print(len(df1),'data points')\n",
"df1[['Year','Month','Day','Lat','Lon','Pressure','Depth','N','Si','Chlorophyll_Extracted',\n",
" 'ConsT','AbsSal']].head()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"papermill": {
"duration": 254.471389,
"end_time": "2020-04-01T01:22:32.710022",
"exception": false,
"start_time": "2020-04-01T01:18:18.238633",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"data=et.matchData(df1,filemap,fdict,start_date,end_date,'nowcast',PATH,1,quiet=True);"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"papermill": {
"duration": 0.034317,
"end_time": "2020-04-01T01:22:32.766238",
"exception": false,
"start_time": "2020-04-01T01:22:32.731921",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"# density calculations:\n",
"data['rho']=gsw.rho(data['AbsSal'],data['ConsT'],data['Pressure'])\n",
"data['mod_rho']=gsw.rho(data['mod_vosaline'],data['mod_votemper'],\n",
" gsw.p_from_z(-1*data['Z'],data['Lat']))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"papermill": {
"duration": 0.050117,
"end_time": "2020-04-01T01:22:32.833025",
"exception": false,
"start_time": "2020-04-01T01:22:32.782908",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Parameter values from 01jan11 namelist_smelt_cfg:\n",
" Chl:N = 2.0\n",
" zz_bfsi = 6e-05\n",
" zz_remin_d_bsi = 1.1e-06\n",
" zz_w_sink_d_bsi = 0.00028\n",
" zz_alpha_b_si = 0.92\n",
" zz_alpha_b_d = 0.0\n"
]
}
],
"source": [
"# load chl to N ratio from namelist\n",
"nml=f90nml.read(os.path.join(PATH,'01jan'+str(year)[-2:],'namelist_smelt_cfg'))\n",
"mod_chl_N=nml['nampisopt']['zzn2chl']\n",
"print('Parameter values from 01jan'+str(year)[-2:]+' namelist_smelt_cfg:')\n",
"print(' Chl:N = ',mod_chl_N)\n",
"print(' zz_bfsi = ',nml['nampisrem']['zz_bfsi'])\n",
"print(' zz_remin_d_bsi = ',nml['nampisrem']['zz_remin_d_bsi'])\n",
"print(' zz_w_sink_d_bsi = ',nml['nampissink']['zz_w_sink_d_bsi'])\n",
"print(' zz_alpha_b_si = ',nml['nampissink']['zz_alpha_b_si'])\n",
"print(' zz_alpha_b_d = ',nml['nampissink']['zz_alpha_b_d'])"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"papermill": {
"duration": 0.024305,
"end_time": "2020-04-01T01:22:32.874906",
"exception": false,
"start_time": "2020-04-01T01:22:32.850601",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"# chlorophyll calculations\n",
"data['l10_obsChl']=np.log10(data['Chlorophyll_Extracted']+0.01)\n",
"data['l10_modChl']=np.log10(mod_chl_N*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates'])+0.01)\n",
"data['mod_Chl']=mod_chl_N*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates'])\n",
"data['Chl']=data['Chlorophyll_Extracted']"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"papermill": {
"duration": 0.043135,
"end_time": "2020-04-01T01:22:32.935629",
"exception": false,
"start_time": "2020-04-01T01:22:32.892494",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"# prep and load dictionary to save stats in\n",
"if os.path.isfile('vET-HC1905-DFO-NutChlPhys-stats.json'):\n",
" with open('vET-HC1905-DFO-NutChlPhys-stats.json', 'r') as fstat:\n",
" statsDict = json.load(fstat);\n",
" statsDict[year]=dict(); \n",
"else:\n",
" statsDict={year:dict()};"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"papermill": {
"duration": 0.058736,
"end_time": "2020-04-01T01:22:33.011493",
"exception": false,
"start_time": "2020-04-01T01:22:32.952757",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"cm1=cmocean.cm.thermal\n",
"theta=-30\n",
"lon0=-123.9\n",
"lat0=49.3\n",
"with nc.Dataset('/data/eolson/results/MEOPAR/NEMO-forcing-new/grid/bathymetry_201702.nc') as bathy:\n",
" bathylon=np.copy(bathy.variables['nav_lon'][:,:])\n",
" bathylat=np.copy(bathy.variables['nav_lat'][:,:])\n",
" bathyZ=np.copy(bathy.variables['Bathymetry'][:,:])"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"papermill": {
"duration": 0.028634,
"end_time": "2020-04-01T01:22:33.057410",
"exception": false,
"start_time": "2020-04-01T01:22:33.028776",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"def byDepth(ax,obsvar,modvar,lims):\n",
" ps=et.varvarPlot(ax,data,obsvar,modvar,'Z',(15,22),'z','m',('mediumseagreen','darkturquoise','navy'))\n",
" l=ax.legend(handles=ps)\n",
" ax.set_xlabel('Obs')\n",
" ax.set_ylabel('Model')\n",
" ax.plot(lims,lims,'k-',alpha=.5)\n",
" ax.set_xlim(lims)\n",
" ax.set_ylim(lims)\n",
" ax.set_aspect(1)\n",
" return ps,l\n",
"\n",
"def byRegion(ax,obsvar,modvar,lims):\n",
" ps1=et.varvarPlot(ax,dJDF,obsvar,modvar,cols=('b',),lname='SJDF')\n",
" ps2=et.varvarPlot(ax,dSJGI,obsvar,modvar,cols=('c',),lname='SJGI')\n",
" ps3=et.varvarPlot(ax,dSOG,obsvar,modvar,cols=('y',),lname='SOG')\n",
" ps4=et.varvarPlot(ax,dNSOG,obsvar,modvar,cols=('m',),lname='NSOG')\n",
" l=ax.legend(handles=[ps1[0][0],ps2[0][0],ps3[0][0],ps4[0][0]])\n",
" ax.set_xlabel('Obs')\n",
" ax.set_ylabel('Model')\n",
" ax.plot(lims,lims,'k-',alpha=.5)\n",
" ax.set_xlim(lims)\n",
" ax.set_ylim(lims)\n",
" ax.set_aspect(1)\n",
" return (ps1,ps2,ps3,ps4),l\n",
"\n",
"def bySeason(ax,obsvar,modvar,lims):\n",
" for axi in ax:\n",
" axi.plot(lims,lims,'k-')\n",
" axi.set_xlim(lims)\n",
" axi.set_ylim(lims)\n",
" axi.set_aspect(1)\n",
" axi.set_xlabel('Obs')\n",
" axi.set_ylabel('Model')\n",
" ps=et.varvarPlot(ax[0],JFM,obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
" ax[0].set_title('Jan-Mar')\n",
" ps=et.varvarPlot(ax[1],Apr,obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
" ax[1].set_title('Apr')\n",
" ps=et.varvarPlot(ax[2],MJJA,obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
" ax[2].set_title('May-Aug')\n",
" ps=et.varvarPlot(ax[3],SOND,obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
" ax[3].set_title('Sep-Dec')\n",
" return \n",
"\n",
"def ErrErr(fig,ax,obsvar1,modvar1,obsvar2,modvar2,lims1,lims2):\n",
" m=ax.scatter(data[modvar1]-data[obsvar1],data[modvar2]-data[obsvar2],c=data['Z'],s=1,cmap='gnuplot')\n",
" cb=fig.colorbar(m,ax=ax,label='Depth (m)')\n",
" ax.set_xlim(lims1)\n",
" ax.set_ylim(lims2)\n",
" ax.set_aspect((lims1[1]-lims1[0])/(lims2[1]-lims2[0]))\n",
" return m,cb"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"papermill": {
"duration": 0.881007,
"end_time": "2020-04-01T01:22:33.955722",
"exception": false,
"start_time": "2020-04-01T01:22:33.074715",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,2,figsize = (13,6))\n",
"viz_tools.set_aspect(ax[0], coords = 'map')\n",
"ax[0].plot(data['Lon'], data['Lat'], 'ro',label='data')\n",
"ax[0].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[0], grid, coords = 'map',isobath=.1)\n",
"ax[0].set_ylim(48, 50.5)\n",
"ax[0].legend()\n",
"ax[0].set_xlim(-125.7, -122.5);\n",
"ax[0].set_title('Observation Locations');\n",
"\n",
"viz_tools.set_aspect(ax[1], coords = 'map')\n",
"#ax[1].plot(data['Lon'], data['Lat'], 'ro',label='data')\n",
"dJDF=data.loc[(data.Lon<-123.6)&(data.Lat<48.6)]\n",
"ax[1].plot(dJDF['Lon'],dJDF['Lat'],'b.',label='JDF')\n",
"dSJGI=data.loc[(data.Lon>=-123.6)&(data.Lat<48.9)]\n",
"ax[1].plot(dSJGI['Lon'],dSJGI['Lat'],'c.',label='SJGI')\n",
"dSOG=data.loc[(data.Lat>=48.9)&(data.Lon>-124.0)]\n",
"ax[1].plot(dSOG['Lon'],dSOG['Lat'],'y.',label='SOG')\n",
"dNSOG=data.loc[(data.Lat>=48.9)&(data.Lon<=-124.0)]\n",
"ax[1].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[1], grid, coords = 'map')\n",
"ax[1].set_ylim(48, 50.5)\n",
"ax[1].legend()\n",
"ax[1].set_xlim(-125.7, -122.5);\n",
"\n",
"# Also set up seasonal groupings:\n",
"iz=(data.Z<15)\n",
"JFM=data.loc[iz&(data.dtUTC<=dt.datetime(year,4,1)),:]\n",
"Apr=data.loc[iz&(data.dtUTC<=dt.datetime(year,5,1))&(data.dtUTC>dt.datetime(year,4,1)),:]\n",
"MJJA=data.loc[iz&(data.dtUTC<=dt.datetime(year,9,1))&(data.dtUTC>dt.datetime(year,5,1)),:]\n",
"SOND=data.loc[iz&(data.dtUTC>dt.datetime(year,9,1)),:]"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"papermill": {
"duration": 0.029359,
"end_time": "2020-04-01T01:22:34.006132",
"exception": false,
"start_time": "2020-04-01T01:22:33.976773",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"statsubs=OrderedDict({'z < 15 m':data.loc[data.Z<15],\n",
" '15 m < z < 22 m':data.loc[(data.Z>=15)&(data.Z<22)],\n",
" 'z >= 22 m':data.loc[data.Z>=22],\n",
" 'z > 50 m':data.loc[data.Z>50],\n",
" 'all':data,\n",
" 'z < 15 m, JFM':JFM,\n",
" 'z < 15 m, Apr':Apr,\n",
" 'z < 15 m, MJJA':MJJA,\n",
" 'z < 15 m, SOND': SOND})"
]
},
{
"cell_type": "markdown",
"metadata": {
"papermill": {
"duration": 0.01956,
"end_time": "2020-04-01T01:22:34.045703",
"exception": false,
"start_time": "2020-04-01T01:22:34.026143",
"status": "completed"
},
"tags": []
},
"source": [
"# Nitrate"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"papermill": {
"duration": 0.484918,
"end_time": "2020-04-01T01:22:34.550130",
"exception": false,
"start_time": "2020-04-01T01:22:34.065212",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
" | | |
| | Bias | N | RMSE | WSS |
| Subset | | | | |
\n",
" \n",
" 0 | \n",
" z < 15 m | \n",
" 1.45338 | \n",
" 369 | \n",
" 7.34313 | \n",
" 0.828525 | \n",
"
\n",
" \n",
" 1 | \n",
" 15 m < z < 22 m | \n",
" 0.140043 | \n",
" 90 | \n",
" 5.32177 | \n",
" 0.575038 | \n",
"
\n",
" \n",
" 2 | \n",
" z >= 22 m | \n",
" -0.302852 | \n",
" 886 | \n",
" 2.56714 | \n",
" 0.849511 | \n",
"
\n",
" \n",
" 3 | \n",
" z > 50 m | \n",
" -0.457473 | \n",
" 606 | \n",
" 1.87111 | \n",
" 0.88054 | \n",
"
\n",
" \n",
" 4 | \n",
" all | \n",
" 0.208604 | \n",
" 1345 | \n",
" 4.58581 | \n",
" 0.899441 | \n",
"
\n",
" \n",
" 5 | \n",
" z < 15 m, JFM | \n",
" nan | \n",
" 0 | \n",
" nan | \n",
" nan | \n",
"
\n",
" \n",
" 6 | \n",
" z < 15 m, Apr | \n",
" 7.86827 | \n",
" 117 | \n",
" 10.0099 | \n",
" 0.48458 | \n",
"
\n",
" \n",
" 7 | \n",
" z < 15 m, MJJA | \n",
" -2.86307 | \n",
" 115 | \n",
" 5.64781 | \n",
" 0.908161 | \n",
"
\n",
" \n",
" 8 | \n",
" z < 15 m, SOND | \n",
" -0.401736 | \n",
" 137 | \n",
" 5.73477 | \n",
" 0.881095 | \n",
"
\n",
"
"
],
"text/plain": [
""
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"obsvar='N'\n",
"modvar='mod_nitrate'\n",
"statsDict[year]['NO3']=OrderedDict()\n",
"for isub in statsubs:\n",
" statsDict[year]['NO3'][isub]=dict()\n",
" var=statsDict[year]['NO3'][isub]\n",
" var['N'],mmean,omean,var['Bias'],var['RMSE'],var['WSS']=et.stats(statsubs[isub].loc[:,[obsvar]],\n",
" statsubs[isub].loc[:,[modvar]])\n",
"tbl,tdf=et.displayStats(statsDict[year]['NO3'],level='Subset',suborder=list(statsubs.keys()))\n",
"tbl"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"papermill": {
"duration": 0.570058,
"end_time": "2020-04-01T01:22:35.141254",
"exception": false,
"start_time": "2020-04-01T01:22:34.571196",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,2,figsize = (16,7))\n",
"ps,l=byDepth(ax[0],obsvar,modvar,(0,40))\n",
"ax[0].set_title('NO$_3$ ($\\mu$M) By Depth')\n",
"\n",
"ps,l=byRegion(ax[1],obsvar,modvar,(0,40))\n",
"ax[1].set_title('NO$_3$ ($\\mu$M) By Region');"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"papermill": {
"duration": 0.70137,
"end_time": "2020-04-01T01:22:35.865933",
"exception": false,
"start_time": "2020-04-01T01:22:35.164563",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,4,figsize = (16,3.3))\n",
"bySeason(ax,obsvar,modvar,(0,30))\n",
"fig,ax=plt.subplots(1,1,figsize=(20,.3))\n",
"ax.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')\n",
"ax.set_xlim((dt.datetime(year,1,1),dt.datetime(year,12,31)))\n",
"ax.set_title('Data Timing')\n",
"ax.yaxis.set_visible(False)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"papermill": {
"duration": 0.421719,
"end_time": "2020-04-01T01:22:36.312629",
"exception": false,
"start_time": "2020-04-01T01:22:35.890910",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(1,2,figsize=(12,4))\n",
"ax[0].set_xlabel('Density Error (kg m$^{-3}$)')\n",
"ax[0].set_ylabel('NO$_3$ ($\\mu$M) Error')\n",
"m,cb=ErrErr(fig,ax[0],'rho','mod_rho',obsvar,modvar,(-3,3),(-15,15))\n",
"ax[1].set_xlabel('Salinity Error (g kg$^{-1}$)')\n",
"ax[1].set_ylabel('NO$_3$ ($\\mu$M) Error')\n",
"m,cb=ErrErr(fig,ax[1],'AbsSal','mod_vosaline',obsvar,modvar,(-2.5,2.5),(-15,15))\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"papermill": {
"duration": 0.024374,
"end_time": "2020-04-01T01:22:36.362505",
"exception": false,
"start_time": "2020-04-01T01:22:36.338131",
"status": "completed"
},
"tags": []
},
"source": [
"# Dissolved Silica"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"papermill": {
"duration": 0.053696,
"end_time": "2020-04-01T01:22:36.440577",
"exception": false,
"start_time": "2020-04-01T01:22:36.386881",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
" | | |
| | Bias | N | RMSE | WSS |
| Subset | | | | |
\n",
" \n",
" 0 | \n",
" z < 15 m | \n",
" -4.01378 | \n",
" 369 | \n",
" 18.3224 | \n",
" 0.39953 | \n",
"
\n",
" \n",
" 1 | \n",
" 15 m < z < 22 m | \n",
" -2.43073 | \n",
" 90 | \n",
" 11.4508 | \n",
" 0.48682 | \n",
"
\n",
" \n",
" 2 | \n",
" z >= 22 m | \n",
" -2.88214 | \n",
" 886 | \n",
" 8.36105 | \n",
" 0.735337 | \n",
"
\n",
" \n",
" 3 | \n",
" z > 50 m | \n",
" -2.28001 | \n",
" 606 | \n",
" 5.56231 | \n",
" 0.863711 | \n",
"
\n",
" \n",
" 4 | \n",
" all | \n",
" -3.1624 | \n",
" 1345 | \n",
" 12.1213 | \n",
" 0.653398 | \n",
"
\n",
" \n",
" 5 | \n",
" z < 15 m, JFM | \n",
" nan | \n",
" 0 | \n",
" nan | \n",
" nan | \n",
"
\n",
" \n",
" 6 | \n",
" z < 15 m, Apr | \n",
" 15.1255 | \n",
" 117 | \n",
" 20.2694 | \n",
" 0.447171 | \n",
"
\n",
" \n",
" 7 | \n",
" z < 15 m, MJJA | \n",
" -16.6567 | \n",
" 115 | \n",
" 19.2953 | \n",
" 0.545744 | \n",
"
\n",
" \n",
" 8 | \n",
" z < 15 m, SOND | \n",
" -9.74633 | \n",
" 137 | \n",
" 15.5184 | \n",
" 0.557121 | \n",
"
\n",
"
"
],
"text/plain": [
""
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"obsvar='Si'\n",
"modvar='mod_silicon'\n",
"statsDict[year]['dSi']=OrderedDict()\n",
"for isub in statsubs:\n",
" statsDict[year]['dSi'][isub]=dict()\n",
" var=statsDict[year]['dSi'][isub]\n",
" var['N'],mmean,omean,var['Bias'],var['RMSE'],var['WSS']=et.stats(statsubs[isub].loc[:,[obsvar]],\n",
" statsubs[isub].loc[:,[modvar]])\n",
"tbl,tdf=et.displayStats(statsDict[year]['dSi'],level='Subset',suborder=list(statsubs.keys()))\n",
"tbl"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"papermill": {
"duration": 0.409679,
"end_time": "2020-04-01T01:22:36.876597",
"exception": false,
"start_time": "2020-04-01T01:22:36.466918",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"mv=(0,80)\n",
"fig, ax = plt.subplots(1,2,figsize = (16,7))\n",
"ps,l=byDepth(ax[0],obsvar,modvar,mv)\n",
"ax[0].set_title('Dissolved Silica ($\\mu$M) By Depth')\n",
"\n",
"ps,l=byRegion(ax[1],obsvar,modvar,mv)\n",
"ax[1].set_title('Dissolved Silica ($\\mu$M) By Region');"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"papermill": {
"duration": 0.494603,
"end_time": "2020-04-01T01:22:37.398765",
"exception": false,
"start_time": "2020-04-01T01:22:36.904162",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,4,figsize = (16,3.3))\n",
"bySeason(ax,obsvar,modvar,mv)\n",
"fig,ax=plt.subplots(1,1,figsize=(20,.3))\n",
"ax.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')\n",
"ax.set_xlim((dt.datetime(year,1,1),dt.datetime(year,12,31)))\n",
"ax.set_title('Data Timing')\n",
"ax.yaxis.set_visible(False)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"papermill": {
"duration": 0.482419,
"end_time": "2020-04-01T01:22:37.910854",
"exception": false,
"start_time": "2020-04-01T01:22:37.428435",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(1,2,figsize=(12,4))\n",
"ax[0].set_xlabel('Density Error (kg m$^{-3}$)')\n",
"ax[0].set_ylabel('dSi Error ($\\mu$M)')\n",
"m,cb=ErrErr(fig,ax[0],'rho','mod_rho',obsvar,modvar,(-3,3),(-25,25))\n",
"ax[1].set_xlabel('Salinity Error (g kg$^{-1}$)')\n",
"ax[1].set_ylabel('dSi Error ($\\mu$M)')\n",
"m,cb=ErrErr(fig,ax[1],'AbsSal','mod_vosaline',obsvar,modvar,(-2.5,2.5),(-25,25))"
]
},
{
"cell_type": "markdown",
"metadata": {
"papermill": {
"duration": 0.02935,
"end_time": "2020-04-01T01:22:37.971351",
"exception": false,
"start_time": "2020-04-01T01:22:37.942001",
"status": "completed"
},
"tags": []
},
"source": [
"### Profiles of NO3 and Dissolved Silica"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"papermill": {
"duration": 0.632765,
"end_time": "2020-04-01T01:22:38.633623",
"exception": false,
"start_time": "2020-04-01T01:22:38.000858",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'dSi')"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,2,figsize = (15,8))\n",
"cols=('crimson','red','orangered','darkorange','gold','chartreuse','green','lightseagreen','cyan',\n",
" 'darkturquoise','royalblue','lightskyblue','blue','darkblue','mediumslateblue','blueviolet',\n",
" 'darkmagenta','fuchsia','deeppink','pink')\n",
"ii0=start_date\n",
"for ii in range(0,int((end_date-start_date).days/30)):\n",
" iii=(data.dtUTC>=(start_date+dt.timedelta(days=ii*30)))&(data.dtUTC<(start_date+dt.timedelta(days=(ii+1)*30)))\n",
" ax[0].plot(data.loc[iii,['mod_nitrate']].values-data.loc[iii,['N']].values, data.loc[iii,['Z']].values, \n",
" '.', color = cols[ii],label=str(ii))\n",
" ax[1].plot(data.loc[iii,['mod_silicon']].values-data.loc[iii,['Si']].values, data.loc[iii,['Z']].values, \n",
" '.', color = cols[ii],label=str(ii))\n",
"for axi in (ax[0],ax[1]):\n",
" axi.legend(loc=4)\n",
" axi.set_ylim(400,0)\n",
" axi.set_ylabel('Depth (m)')\n",
"ax[0].set_xlabel('Model - Obs')\n",
"ax[1].set_xlabel('Model - Obs')\n",
"ax[0].set_xlim(-15,15)\n",
"ax[1].set_xlim(-40,20)\n",
"ax[0].set_title('NO3')\n",
"ax[1].set_title('dSi')"
]
},
{
"cell_type": "markdown",
"metadata": {
"papermill": {
"duration": 0.031772,
"end_time": "2020-04-01T01:22:38.698943",
"exception": false,
"start_time": "2020-04-01T01:22:38.667171",
"status": "completed"
},
"tags": []
},
"source": [
"# dSi:NO3 Ratios"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"papermill": {
"duration": 0.404874,
"end_time": "2020-04-01T01:22:39.135877",
"exception": false,
"start_time": "2020-04-01T01:22:38.731003",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(1,2,figsize=(15,6))\n",
"p1=ax[0].plot(dJDF['N'],dJDF['Si'],'b.',label='SJDF')\n",
"p2=ax[0].plot(dSJGI['N'],dSJGI['Si'],'c.',label='SJGI')\n",
"p3=ax[0].plot(dSOG['N'],dSOG['Si'],'y.',label='SOG')\n",
"p4=ax[0].plot(dNSOG['N'],dNSOG['Si'],'m.',label='NSOG')\n",
"ax[0].plot(np.arange(0,41),1.35*np.arange(0,41)+6.46,'k-',label='OBC')\n",
"ax[0].set_title('Observed')\n",
"ax[0].set_xlabel('NO3')\n",
"ax[0].set_ylabel('dSi')\n",
"ax[0].set_xlim(0,40)\n",
"ax[0].set_ylim(0,85)\n",
"ax[0].legend()\n",
"\n",
"p5=ax[1].plot(dJDF['mod_nitrate'],dJDF['mod_silicon'],'b.',label='SJDF')\n",
"p6=ax[1].plot(dSJGI['mod_nitrate'],dSJGI['mod_silicon'],'c.',label='SJGI')\n",
"p7=ax[1].plot(dSOG['mod_nitrate'],dSOG['mod_silicon'],'y.',label='SOG')\n",
"p8=ax[1].plot(dNSOG['mod_nitrate'],dNSOG['mod_silicon'],'m.',label='NSOG')\n",
"ax[1].plot(np.arange(0,41),1.35*np.arange(0,41)+6.46,'k-',label='OBC')\n",
"ax[1].set_title('Model')\n",
"ax[1].set_xlabel('NO3')\n",
"ax[1].set_ylabel('dSi')\n",
"ax[1].set_xlim(0,40)\n",
"ax[1].set_ylim(0,85)\n",
"ax[1].legend()\n",
"#ax[0].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')\n",
"#ax[1].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"papermill": {
"duration": 0.41934,
"end_time": "2020-04-01T01:22:39.590578",
"exception": false,
"start_time": "2020-04-01T01:22:39.171238",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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wE5EFWkztEURaWNXiYySyvejtWr+OiIg0hlqvCF6cE8BWAMdqPAaRlpKvPYJWBUUaTtXiY2rVbmxsD5HI9nmv4lXqdUREpDHUNBHMDHLGmH5gV859V+MFv3XAfmvtwVqOT6QZBVcGMQGDtbbh2yNIebTVt/lUOz52dvZXJHGr1OuIiEj91bx9RMaB+PU5h90PWmuPZVz3pDFm1hYYP0D2A1x++eW1GLJIzVXqi74z5HD09qPYaYsJGDbcv0GJwyKX2uqb6nvYta9L/6ZNYqHx0X9MMVJERMpS8/YR1tpj1toBYJcx5kDqTERmkPMdA27M8/wBa22PtbYnElH5V1kchhyHXaOjDDmlz+dV8kxfeluoC9ZakmeS834taQzxwTjupL/Vd9Lb6ivNYaHx0b9WMVJERMpStz6C/kzmfuCuApe8AKyv3YhEqmPIcdgyPMynjx9ny/BwyWQw35m++Qr3hQm0B6ANbQttEsGVQXD9G65/W5qK4qOIiNRCzRJBY0y/MebJnLvjwDpjzNY8j63HC3Yii9pgPE7CdZkGEq7LYLx4YlfJ5C3UG6JrXxdr71mrLYSLnDPkMLprlIlnJmY+uQNolbcJKD6KiFSf4wwxOroLxxmq91AaRi3PCO5ndgW0rcCd/mP35jzWY63dWYuBiVRTXzhMeyBAwnVpDwToCxdP7FLJW6WKgYR6Q0oAF7nMc4FmicEsMdhpFf9pIk0XH6PRAVUXFZGG4ThDDA9vwXUTBALtdHXtIxTqrfew6q5miaC19qAx5mr/IDt4M5q7rLV7AYwxZ3Meu6FWYxOppt5QiH1dXQzG4/SFw/SGSidlSt4kU+Z2YYtl1c2ruODyC1Q1tEk0W3yMRgcYGfHy1PHxJwCUDIpIXcXjg7huApjGdRPE44NKBKl9+4iDQN6S18UeE1nsekOhshLASilUdTTzfkAtCBaJ1HbhVKXQjh0d+jdrMs0UH8fG9sy6rURQROopHO4jEGhPrwiGw331HlJDqHn7CBGprkLtBbK2F7YZMGCnrFoQLBKXfOwSACWB0vAike3plcDUbRGRegqFetmw4f70lnWtBnqUCIo0mXxVR0O9oeztha71LrbZ10jjyU3sO3Z01HtIIkWlVv90RlBEGoXjDHH06O24bgLH+QHLll2pZJA6to8QkeooVHU0834TNJh2o7YSi0Al24mI1EpnZz9dXd9XEigiDSHfGUHRiqBIU0mdAdxw/waSZ5LpBG901yjhvnBWNVKo3hnBQmcUZe5yzwcqaRcREZmbcLgPY5ZgrYsxS3RG0KdEUKRJ5DsbCMy6b/Vdq9PPqUaSVuiMosxPpduJiIiItCab86coERRpMEOOM6dWEymFthDmOy9YLc6Qw4m7T+BOuuDq/GGlqJ2IiIjI/MXjg1g7DVisnVb7CJ8SQZE86rW1cchx2DI8nG4+v6+rq+xksNAWwlptK0yvBPpJIIBpM9rKKCIiInWl9hH5KREUyVHPrY2D8TgJ12UaSLgug/F42YlgoS2Ec9lWON/VSMhYkXQz7jRzegkRERGRiguFeunq2kc8Pkg43KfVQJ8SQZEchdov1EJfOEx7IJBeEewLz201LbWF0Bly0gVi2HQYOgch3Af0Eo0O5C3rvpDVSMhYkTzvprff2ymrraEiIiJSd6FQrxLAHEoERXLUs0pjbyjEk5MbOPrkGBu2Rea8KgfZK5qmHfjcH2E3/YRAoJ23vOUPOXnyPoB0w+dUMriQ1UiYWZGM7Y4ReyiGnbaqcikiIiLSoJQIiuSoZ5VGZ8hh+reOsjrhMv0lB2ffsjm/f1bj+ISFZzbDpmdw3QRjY9/MunZsbE86EUytRq5/1uWaYcO1NwRhdb53KCy1Itmxo0NVLkVEREQamBJBkTzqVaWxEttSM1c0TbuBq57D0kYg0M4bT/4e55/4N+g+BJsPE4lsTz8vtRp5/o+P0Ja0TH/96LwSUci/RVUJoYiIiEjjUCIo0kAqsS01d0WTTQ8Qjw8SHLmWox+bhsQvw5IpLvvGKTo7d2Q999L9SY4nrZ+IThN7/CeEet85r59F/QRFREREGleg3gMQEc+Q4/DXnXHavr2BtfesLStxSq24OUNO1v2h3hCr71rtrcyFelm9+i6S+y/1VxsNTAVZ8tyvzXq9cF/YO1cYmIIlk8QuuQ3HGZrXz1Oor6GISC1EowMMD19HNDpQ76GIiDQkrQiK1IjjDBUsW5xVsXNpgH23dLG6RKGWua64lbPaGOoN0fH1Zzn1vR9D90HspufTTVeLjX++7yciUg3R6AAjIzuB2YWxRETEo0RQpAYcZ4jh4S3pRqZdXfuykqlCFTuLNbafy3nC1OtsuH8DyTPJomf2Orb0cPpNd2Y1XS01/sz3SL12PYvuiEhrGxvbM+u2EkGR1lDsu5NkUyIoUgPx+CCumwCmcd1EepUtJV//wFIrfuWuuM115TBf09XR0V1Fxx8diHLk1iNY1xJYOvMeqfdJbQvVB7JIY5jrCv9iE4lsT68Epm6LSPPL950HUGJYgBJBkRoIh/sIBNqzVtky9YZC7OvqYjAepy8cpjcUYnRwNO8Zu8wPs3JW3OZTiTS36Wo43Ic5/DbsM5sxVz1H+KqZ8TtDDkc+eQQ75XWRdydn3kMFY0QaTzkr/ItdavVvbGwPkch2rQaKtIjc7zyx3TFOf+20vocUoERQZB7mOpueb5UtV28olNXAPXfFL7gymDepyvxAy7cdoiJn9Q5vgj/+PExaWGrgqk3g/wjxwTh22qYvNQGTfo9KtMMQkcoqtUOhWXR29isBFGkxud95AH0PKUKJoMgczXc2PXeVreT1OSt+pZKqQqtvlTirFx+MYxOAa7AJst473BcmsDSAO+li2gwbv7SxskmoZNHZB1moUjsUxCs2o9VEkcUn9Z0ntjsGwPKrlnO63VsRNMFpgj0vAavrO8gGokRQZI5qOZueu+JXLKkqlijmvk4hhZKMYgldsURTBWMqyxlyOPTrh7AJi2k3dD/Vrd+pzFk5OxRa2eHDN/HKKw8DqjgqsliltoOebj/NW3YZXnruv2G7DnB06Qssc5pvO/x8KREUmaN6zaaXSqoWuvpW7DxfvvfOVyW00Ljrlaw02+pZbHcMO+ltw7WTltjuWFP8XFJ7c92h0Cqi0YF0EpiiiqMii0vuxPjPXh7Ffng3YHHdQNNuh58PJYIic1TP2fRSCddCVt9KbT3NfO/FUARmMYxRRBpLbtsJUMVRkcVmVo2Ft0eBVC0Dl6mpeD2H11AC9R6AyGIUCvWyevVdDTejFOoNsfqu1fNKeFIfnLRRckUxtjuGe352RdNGki+xXew6dnRg2g0YMO2G5R98ldHRXTjOUL2HJtIUcpO+N7/5I1oNFFlkUhPja+9ZS9e+LpJvHcx6/Gc/O1SXcTWimq4IGmPWAVv9m9cAj1pr9/qPhYEbgWPAOmCvtfZYLccn0srKXVF0hhxiX42lJ9dMm2nIIjDNWKgm1Buie7Cb+GCcYM9LHF26Dfd487YAaCWKj41BbSdEmkPmLqZIVH1FC6n11tDrrbX3pW4YY8aNMWuttXHgXuBO/+8YYx4Fbqjx+ERaWjnn+eKD8XTPQAx0/F5HQ265bNZCNal/o9HRv8c93vwtAFqI4mODUNsJkeaiCZ7Car019F5/ZjPlLN7sJkBPKsilHjPGXF27oYlIObK2kF4QoGNHR97rnCGH0V2jOENOjUc4YyFbZRtV6vcaHLmWQKAdaFMLgOag+CgiUiG530E6O/vp6vq+ksActV4RvDgnmK0AjhljtuIFvUxxvG0yB2s1OBEprZyVNhVqqY7c9hEbv/skybc+rRYAzUHxUUSkAvQdpHw1TQQzg5wxph/YZa2N+7OguZUczgDrazk+kUbjOEMN2eur1BbSQoVamm2bZq3lto+Y+OabuOJv7qrzqKQSFB9FRCqjVBV0mVHz9hEZB+LXW2vv9O9ekefSvCX+/ADZD3D55ZdXZYwijcBxhhge3pLuV7iYioHMKt28MqjZOZESFhof/ddQjBSRlpavWFyjTqzXW83bR1hrj1lrB4BdxpgD/mxn7rYXgLwl/qy1A9baHmttTyQSqepYRaqlnPNz8fggrptdDGSxmFW6+Uyy6Vo51ENu+4hC5zNlcVpofPRfQzGyjg4fvokf/nAlhw/fVO+hiLSs3O8gbDrM8PAWjh//NMPDW9RyKUPdGsr7W172A3cBTzI7sK0EXqj5wESqrNy96+FwH4FAe3pFcLEVA8ndPjprdm7ImdNW0ble34wy20e08u+h2Sk+Lk6HD9/EK688DJD+c9Omr9dzSCItK/M7yOjo7Il1rQp6apYI+ttVbrDWbsu4Ow6ss9buNcbcm/OUMPBIrcYnUivl7l0PhXrp6trXFFsZcgvMAHPaKqqD3x4lw81pMcRHbasq7ezZ72XdfvXVb9VpJCKSabFPrFdTLVcE9+M1w820FUidgzhmjFmX0SR3nbVWFdGk6cyl0Xko1Ns0X7qyZud2jc7pILcOfisZbnINHR8X83nlWlqx4j3plUAA1z1HNDqgcvUi9XZ4E5fs+z50HaJjS48+vzLULBG01h40xlztz3yCV/Fsl7V2r3/7ZuBGY8wxvN5JO2s1NpFaqnWj80acyZ9LMjyf65uRkuHm1ejxMd955Ub5LGkkmzZ9nfHxfSSTsfR9Y2N7lAiK1FH2JGoXHfs2gT6+0mrdPuIgBfoe+aWzB2o5HpF6KdV+oVIcZ4hDh/qwNokxQbq7G+ML3FyT4Vonz41IyXBza+T4qG1V5Vu79r8wMjKTp0ci2+s4GhHRJGpxdSsWIyLVF4vtxtoEANYmiMV2VzwRnO+5tbkmw+Vc38xn6JQMS70003nlakut/o2N7SES2a7VQJE6SX0fCK4MahK1CCWCIjJvzpDDM1sOYSctZqnhqn3ddUtQWuEMXa1WkkVyNdN55Wrr7OxXAihSR5nfB8wSw4r3rKC9o52OHR2KoTlq3kdQRGqno2MHxiwFDMYspaNjR0Vf/yePx5ietBgXpiYtP3k8VvpJVZJv+0czKaf3pIgsPtHoAMPD1xGN6nSMSCVkfh+wk5Yz3zpD7KH6fT9pZFoRFGlioVAv3d1PVW1L16Eu2BgEm4SpIPy0C95Z0XcoXzOfocuc3SQAy69aTvjDr7PkAz/UVj2RRSwaHUifKRwffwJAq4kiC5T+PnDeBevdZxOW2O6YVgRzKBEUaSL5KoRWc0tXz5YObv18jM3PWJ67yvDAlo6qvE85mvkMXebsJtMw8eMJJn5s4cX/SeC37lE5f5FFamxsz6zbSgRFFib1feD5jz/P64dfT9+fjCXrOKrGpK2hIk0i1evr+PFPMzy8BccZqvp79oZCPPCRbjb9+Voe+Eg3vaH6Jl+h3hCr71pd8ySw2ts2gyuD+R94+p3pcv4isvjkVhVVlVGRygj1hghdm/1dYOLQBAd+6QDRgWidRtV4tCIo0iQq3eur3P6DvaFQ3RPAelYLrXaRmuhAlJFbRrzVwFzX/gCAYHBlxd5PRGpHVUZFqqdjRwexh2LYpAULkycmmTwxycSPJwDo7O+s8wjrT4mgSJOoZK+v1Opi6rUaeethvauFVrNHkTPkcOTWI7OSwPZ1kPjA/fC+fwTgyJE/ZNmyKxv230hEClOVUZHKS00Qb/ziRsb2jDH+xHjW42N7xpQIokRQpGlUstdXpVcXq6nezWKrWaQmPhjHujb7zjZY/vEXONP73fRd1iYb+t9IRESkVnIniDfcv4H4U3FvZdAX2R6p4wgbhxJBkSZSqcIwlVxdzDXkOAzG4/SFw2VvKS229TOdiE26GGMKn6erkmoWqQn3hQks9X62NAtn71kPn+uCTYcAMCZY0X8jERGRxSprgnjSZWzPGBu/tJGz3zvLZHSSVb+/SquBPiWCIjJLJVcXMw05DluGh0m4Lu2BAPu6ukomg6W2foZ6Q2y4fwNHPnkEO2W9rZTUdu9/tRq9ZyaZ5188z6kHT3l9kc7Dsof/iqQ5xQXveon1t/2qVgOlacxnskhEJCVzghgXxp8YJz4Yp3uwu6kqileCEkERyTKz+raJ1b2VTS4G43ESrssVz8HVh1z2vxqj94PFP5TL2fqZPJPETnuHwdZiQVsAACAASURBVO2UZeSWEZZduWxOH/jzLTjjDDnEdnuNajt2dFQ8yKSSTGfI4dRXvEQQC+f+J8AqEj9axbmO1YR0xEiawHwmi2RxK7cwmUgx0YEoY3vGiGyP0NnfSde+Lo7efjRdGEZ9BPMrmQgaY9YA64D91trX/Ps+DtwAxIG/sNYOV3GMIlIj1S680hcO87bDhr/4lCWYhLaHYzj7iidP5ZzBC/eFwWTcMc2cPvDn+3M7Qw6H+g5hE965g9hXY3Q/VcUZx3yVQ9Gh93pSjKys1GTRNJBwXQbjcSWCTWwxFSaTxhUdiDKycwQgXRRm2ZXL6jmkRaNoH0FjzBbgGLAXGDfG/L4x5o+B+wAH76vXQWPMb1d9pCJSdflW3yqpNxTiC6c7WJqENhdI2JLvkdoeufaetQUTtFBviJXvm38Lhfn+3PHB7MPntoyfZ75iu2PgZt6jQ+/1phhZeX3hMO2BAG1AeyBAX7hyxZek8eQrTCYyV2N7xrJun/rKKYa3DDOxf2LmznaX5R98tcYja3ylGsr/LXCDtTYAvB34LLDTWrvCWnujtfZG4Dq8oCcii1xq9Y02Kl4BM+Vt7+6gbWn571Huls3L77gc027AgGk3dOzoKHtM8/25w31haMu4wxZp/l5RFt50Gt7ocPGNRquB9aMYWWG9oRD7urq4Z+1abQttAanCZNBW8cJk0jpyJ0OXdi71JnddvEzn7Qfg87dxdOk2HGeoLmNsVKW2hq4HngSw1h40xgwAWZ/K1tq9xpj1VRqfiNRQvgqYlT6/UU6VzdR7Bkeu5ehvTZe1ZTPUG6J7sHte5/zmW/kz1Bvijf/ujbz29Gvp+yaemSjyjPnr2NFB7KsxbMIFMw2vXgLA+DdcoluiLPvQqM7Z1J5iZBX0hkJKAFtEtQqTSWtJTYamzgguu3IZZ/75jNd+ack0fOy/weZ/w3Xb1GopR6lEcC/eOYev+LcfAVZkXmCM+Q3/OhFpApkVMEud35hvklisymbme5pHb8ImfqfsHoELqd45n+c6Qw6v/ei10hcuQOaKaPdT3cQe/wmnHn0efnoF3s5Dy6lHjnDuF96jcza1pxgpsgDR6ABjY3uIRLbrM0sWpLO/M50QOkNOum6AMW3Y4xvgUDfmqucIX9VXv0E2oFKJ4CeAJ4wxx621/2KtfSbPNfcBd1R+aCJSb8Uay1frkH/me9quA5jgR7G0VW2r6kLEB+OZR/WgjTltSS0lXxGbK/7LO5le9jKv3AmpNze/9uOC/05SVYqRIvMUjQ4wMrITgPHxJwDo7FT5Y1m4+GAcO+VXEk8CX/gkuAaWBuCqTaDwmFY0EbTWHgM2FHrcGLMWuLlA8BORRa5YY/liSWLF3vPKF9jwnQtI7r+04s3aKyGz4bsJGDY+sLGiYyzUOmPZh47D6Yfh6XfCtT9g2Ycu5Wen8/87SfUoRorM39jYnlm3U4lgsd0m8231I60js9o4TMG0ARvAJii5s6jVLKiPoLX2eKUGIiKNJ9/5jfT5veDKgklipd+TbbOvK/ZloFZfFOZ7trBchVpnhMN9BH7rHtz3fY9AoJ2Ojn10dOzQOZsGoxgpUlgksj29Epi6DcV3m+Tuktjw7TaSb31an3uSJRWbT/zDtxiffgweuBWSFhM0DbezqN7KSgSNMd3AvUAPEMbrjbQf+Iy19qnqDU9E6i0U6i24HXTDhvtJJs9UPAiHQr1weBPxv49Dn5M30SvU928uPQErkTCee/Yc8cE4wZXBqjSTz5doFiqwoC9C9aEYKTJ3qdW/1BnB1O1iu01yd0kcefQh7Ie/rrPRktcFb1iHueRl7F/+CWb4GjbecLNWA3OU01D+M3jnGwb8/+J4zXO3AfuMMZ+x1v5ZVUcpIg0hK0A/u56xf1zKmt++hdDqyn6wlkrmCm2ZLPXYXN6jHLlNbH/+ws9Zf29lC0SGekOce/YcJ+4+QWR7JH0YPjNBl/pRjBSZv87O/lnnAosdScjcJWGC3jlynY2WXJnx3bR/nlVff5aOm3r0/0ceRRNBY8x24GbgYmutk/HQPuBBY8w6YL8x5n9Za/+hiuMUkQaQDtDProdPfZbxqQtwvjQ8rySqmFLJXKEtk6Uem8t7lCO3ie3Jz53kTR94U0V/F7nJJqC+gQ1CMVKk8oq1lMjcJRHseYmjS1/AddWDULJlxnc7Cee/fC2sWqMiMXmUWhH8U+DGnACXZq09Zoy5EdgFKMiJNLlUgD7xjyOMT12woCSqmFLJXLGzeeWe2ys3YSwmsj2STs5SKv27yE02X/zsiyy7cpm2tzQGxUiRKii242Gm1c9qljnqQSizpeP7pNdUfnzvOPF/jdPxux107OhQ/MxgrLWFHzTGBcLW2oKNsowxIeCstbat5JsZEwZu9G9uA3ZZaw/6j10NxP3AuQ7Yaa29s9jr9fT02P3795d6WxGpsEpsqyznPapd8KUS7/HCnS9w8nMnAQgsrfzv4vBNh3nl4Vdm7jAQuKA1iyQYYw5Ya3vqPY6USsbISsdHUIwUkdblDDmcuPsE43vHwfXvNEAbLL96Oat+f1VT7a6Zb3wstSJ4EFgLDBe5pgcotzT2jdbaAQBjzDeAA8aYbX4J7q3ATmPMCrzmuzeX+ZoiUmPVrpaZeo+Fvm6pRC/zPeabFKbOBI59c4zIByMV/V04Qw5jj2SvCGLzF0kANDNee5WMkYqPIhVQrPWEtI5Qb4g1d6/B+YGDe9712u5aYAomfjzBxI8nAB21KJUIDgCPGWOuttZO5D5ojHkj8Ld41dKK8mc001OT1tq4MWYvcD1ew91j1trKVlkQkaqpRKJWTXOtHjrfFc7oQJST93krgifvO8kb1r+hYoElPhjHTufs2ggwq0jCi9/7J87+y0vYrgMErrxH1fNqpyIxUvFRpDKKtZ6Q1pOatI7tjhF7KIZNZMfTsT1jLZ8IBoo96M9OHgJOGGM+ZYz5DWPMGv/PXcA4cNBa+3dlvNcK4ME896+c86hFRErIVwymEtfmyj3Dl3t7IYIrg94Mpu/id13MxVsv5tLPtBO48gWgDXP4bZz53T7sVz4Kn/os7rPriccHKzYGKayCMVLxUaQC8rWekNYW6g1xxd9cQfdgNys/sJKZpUFLZHukzqOrv5LtI6y1Nxhjrgc+g1cS2+Ltsj2Gt5VlTzlvZK3da4y5IefuHiB9zsGfFV3hv8/+1PkIEZG5KlYMJncb6EIKx+QWjKlkYEmeSXrTdS5gIP5UHOta4v8Kb/jA/80bPnCC9tPXcSo57V2TtJjhawjf1FexMUhxlYiRio8ilVGs9YS0tlBviJUPDHFm3Xfg6Wvh2qfhN98P9Jd8bjMrq6G8tfYx4DEAY8xaa+3x+byZf9YB/3W24m132evfdTDn8SeNMTdYa7Om5o0x/fj/apdffvl8hiEiLaDQOcZC20Dne+Yxta1kbM9YVp+/Sgj3hQks9XtmGeNtE3XBTlte/8Y6Xv/WpVx2Lxl9tYzXMFdboWqqEjGyEvHRf0wxUlrWuXPPsmzZlSxd2slll92hz0LJMja2B973BLzvn/zbyVl9LFtN0a2h+cw3CczkV0fbaa1Nz4BmBjnfMWYqqGW+/4C1tsda2xOJaElXpJU4Qw6ju0ZxhvJW658l1Bti9V2rSzajz7wWmNN7OEMOyTNJ1ty9puJnDVIJ6tp71rLxgY2YdheMX/7MBiC5hJ+9fCx9Tfe/9NC57VcqOgaZm4XGyIXER/9axUhpSdHoACMjO5mY+DGvvvotzp17tt5DkgbiDDm0/Y+Pw3Ob0vdFItvrOKLGUNaKYBXcRemqZy8AOhwvIsDslbwN928geSY55xW8UltG51I0ptptNHK3sJ664M+ZeCwEj78bptsgOEVk24aGL9wjc6L4KDIPY2N7Zt1u9dUe8QoIxfbtJ3bTldhEBBP8Ihd9+eus2vrL+v+DEomg3yOpcKPBGdZaW1ZS6W9b2ZXa0uL3RFoH3Gmt3ZZx6XrgQDmvKSLNL2slb9LlyK1HsNbOOQErtg00tjuWLjOdWi0s9rr5VhcrlZDlS3yXHn8PExu/lr7mzR99M8suuoXn//MPoOsQHVt6tBWqhiodIxUfReYvEtnO+PgTWberoRY9bmXhnCGH2OM/IXbJbdhnNsPkJnDbsAR408v/mc7O1fUeYkMoFZiuKfF46jD7unLezD/3sDfnXMPVeH2Rcstr91hrd5bzuiLS+Oba26lYQRcTmDkvN58ELN8KmjPkEHsolv5ab5aYkkVjFlJkppS8ia8bAfdTgIXgFEu3vIFDH3sGOzkNwY3EPn8r3R95QMlg7VQsRio+iixManVnbGwPkcj2qqz2VHsXiFRG+t9pchqCfwG3fgmCSZgKEGhvq2isXuyKJoLW2rxNcI0xH8TbvnI1Xh+l+0q9kV/x7EkgboxJ3R0Gtvk9k876s6HgzXbmVlATkUVqrr2dShV0Ca4McvT2oxVNwLJ69hno+N2OkgF+IUVmSgn3hWcSXsBOZS48BSAZ5PRX49jJi8Btg6TFPrOZ+HsHlQjWSKVipOKjSGV0dvZXdbtfNXeByMKlJpDPv3je+3dyDSSXwGsXYz7/Z3Sc/gId736b/s0yzOmMoDHm48Cf4pWwHgC2WmvLqqjgl7o2JR5XOWyRJpTd22mSEyfuZs2auwsmLIWCbeZK3rIrl1U0Actd3evY0VHyOdXcInTu2XPYpJ/8ual7s3chXnDpG0n+b4ud9PtLhH6mcul1NN8YqfjY+Oa6o0GaUzV3gcjCZE4gmyUG02awWEz7Ejre8w46ttwChzdlFYiTMhJBY8wbgZ14s5tngXuttfka34qI5DXT22kScBkf34vj/KDgymA5wbZSBVIyk7m5rO5Ve4vQqa+cKvCIASy0uXS8/wpee2IECIBr4Yu3wfZNoO+pNaMY2fzmuqNBmlc1d4HIwmROIFssq25exQWXX+D/O/VpW28BpYrF/A1eP6KDwMettd+syahEpKmEQr10de3jxIm7GR/fC7i4boJ4PP82xloF23yBIdVCopRqF4qZeGaiwKPequCFv/s8Ey+3w1TqfgNJtFWphhQjW0P2jobCn1vSGlSluTHl29UT6g0RHYhy4u4TtF3Ypm29eZRaEdyJV6Z6P7DNGLOt0IXW2j+o5MBEpLmEQr2sWXM3jvOD9Mx6sW2Mcw2289m6tZBkrtqFYma2g2bydw+aKV5niJ9f8neY4OewCf/+JQmCPS8BqoZWI4qRLWBmR0Ppzy0RqY98E8jRgSgjO0dmLgoAAYtpL10MrlWUSgQfxJt+Lnh2QUSkXKmVwUIJ23zP4USf/BFHHn0Q23WAwJX3lL11ayHJXCVXLQtWSJ108ySELrRPQfdBrA3Q/v5DJGLn4OKzcN1ekm/9MKCm8jWiGNkCSn1uiUhjyJ1AHtszln2Ba6FtCnvLX8OmO9A5itJVQ1WeWkQqKhTqzftFar7ncJwhhyPvP49NfBSC/x73L/+E+Orytm4tNJmrxBahUhVSp+JTnPzcSS8hbAPe+8/wru95T/7UZ0lMLYUlk/CXf4L5xf9NMLhyQeOR8ilGto5Cn1siC6GehNUV2R5h/Ilx/5Y/Z+cGYGSttnj7AqUuMMasMcb8hn8gPnXfx40x3zfGPGKM6aruEEWk2TjOEKOju3CcofR9+c7hlCM+GMcm2/wWCksww9fMaetWqDfE6rtWp4OwM+QwumsUZ6isgshlXV/smnzbU1PjCveFmXptCtOWWnCahg3Pw+bDcKgbku0wbSCxFJ54F9a6HD16e9bvVapLMVLEk+9zXQpLTQIe//RxhrcMlx1zpHzLrlyGCWZu2LBgA/D4u5kafkvdxtVIShWL2YLX2wjA+n2MLgb+DK/JrQEOGmOut9b+Q1VHKiJNId/KH8D58y9iTBvWMqdzOFmN5oOGjTfcPO9ZvrlWFSvn+lLXFNqemn7eeXema8R0AL5wG6w7Bt2HoC0J7lLv8e9dB+96HHfz85rprBHFSBGPKqvOnXoSVl98MI51Z/oDYy0QgOkAP/uhhffXc3SNodQZwb8FbrDW7vEb3u4FzlhrV6QuMMZsBf4GUJATkZJyV/5isd2cPv01XDeBMUtYtepmOjp2lP0lopJn9eYamMu5vtQ1hcaffp6FmUzQgDXeauBH/h7e/Tj84/u9+6YDcOhqAlceVzGL2lGMFEGVVedDPQmrI3O7bdZE8RKDdRMw3QbBKSLbNtR7qA2hVCK4Hn+201p70BgzAGR9y7HW7jXGrK/S+ESkyeRW4APSXyCshQsuuLzoF4h8BWUqVc47NzAHVwYZ3TVaMMEsJ5DPtydi5vMwBqanAQNtU95qIMB1T2CefB82aWaa5nbdoi9gtaMYKYIqq86HehJWXr4dOJm/43M/+zfGnjxKZNsGOrepqBqUTgT3AjcAX/FvPwKsyLzAGPMb/nUiIiXlVuADiMW+irUuxiwp+gWi2tuPMgNzcGWQo7cfLbrts5xAvpBgf8nHLiERS5A8m+S1H77mVTxLFah8bhMc6mbFfzrOG9mabporNaUYKYIqq86XehJWVr4dOJk1AEL8ihLAHKUSwU8ATxhjjltr/8Va+0yea+4D7qj80ESkddicP/OrxfajVGAe3TVadEtn5vaTUk3o59wTccjhUN8hbNLm/EoMJJfAZ/8Yom+B6TbOLm3j8n2aTa4TxUgRXyNXVo1GBxgb20Mksp3Ozv56D0eqpNQOnPm2qGpmpdpHHAMKbqI1xqwFbi4Q/EREZsld1bvkko9h7TRgsXa6aHJXzvajSpXjLhZQ5lpUZq5iu2PYRKGk2MDomvTf7SQc/fNDXHTrT+jY0qPgVkOKkSKNLxodYGTE6/QyPv4EQNMkg2o/kS13Bw6QPt7BpsMqaJRHqRXBoqy1xys1EBFpDbmrekDZZ0tKNqSvYIJWbEvnXIrKVD5Q5/Qud2HiqSkmfrSR2OdvpfsjDyi4NQjFSJH6GxvbM+t2MySC1Z6QXGxyd+nk/n4u+fow7goVNMq1oEQQ0jOef2utva4C4xGRJpe7qrd8+VXpx8qpFlps+1FmgjadcPnJ4zHeuYDAWGhLZ7nV3uYbqJdftZxTnErfXnoltK06w+t7V3qN5X3tl7aTeHkSbBskLfaZzcTfq+DWSBQjReorEtmeXglM3W4Gaj8xIx1rJ11Mm2HjlzaSPJPM+v0w3E1giwoa5VpwIujTrKeIlCVzVS8YXMnRo7enP5g7Onakr0vt5Q8GV5JMnilrT3+4LwzthqlJy9QS+NQlMR5wOugNVT44XvKxSwDo2NFRMPjON1AnzyT9nkfe7cnnpmHn3XDlBvir28AFEzSs+fQajtw+gp2cguAUXPUs4fAtFfoJpYIUI6WuWnkLYWr1r9nOCKr9xIz4YBx30gUXrGsZuWWEle9biWkzWCyB9gAd734bS978h4yNfZNI5IOaMPUtOBH0t758ogJjEZEWkVrVGx3dlbf4y8w5wkm8JbAAgcDSknv6Q70hnv16Bz/+3ikOdsPzmyyD8XhFE8HcVb6OHR0Frw2uDGKMwQbsnAJ1uC8MAWDav8MNwGf/CLZ/E5ZMQ7INDCy7chkbvx1k5NGvQtcBzOajC/8BpaIUI6XetIXQSwabJQFMUfuJGeG+sJf0pZrHT8OZb5/BLDEsv2Y5q35/FedWP8LJkfsAOHnyPt7whvVN9//EfAQq8SLGmA9W4nVEpLWktolCW9ZWjZlzhKl9kG46UXScIZ7/5hd5/j//AGfImfWaPVs62PPRAM9vhjZjePH8eYac2dcV4ww5jO4azfv6sd0x3PP+Kt+ky4m7T+S9zhlyOPIfjmCnLRjYcP+GsgN1qDfEyvetzL5zdA3cfxtMtYEFO2U5cfcJJiYOwocfhs3PYe0U8fjgnH5WqT7FSKmnfDsTpDmEekNZ7RFaVag3xMYvbcQsyThDb8EmLRP/a4Kjtx9l9HvfznrOSy/dX+NRNqaKJILAgxV6HRFpIaltomvX3pO12jeTIKY+ogIEAu0Egys59PCtnPrwRk791wSHtjwzKwnrDYXY19XFzatWYYAHT51iy/Bw2clgavb8+KePM7xlGGfISSeG0YEosYdiMy0dXBjfO56+LlNsdww76bd/mIaJZybm9Lu5/I7LoS11y3j/uW0QcL3//PeO3XQl5vDbyE2mpaEoRkrdpLYQ0kbLbyGU5tXZ30n3092s+sQqTLuZqatmvQkQ98BbvdvffS/8yb0kv6V+glBia6gx5o/LfB19qojIvGQWf8ns8ZN5jjB1RjAeH8Q+sxmSQXDbsAmb99xdbyjEYDzOlLVMAwnXLXuLaNbs+XmXF+97kfHvj+MmXG+bp5vR1sEALrg/d3n+489zxd9dkR7LucPnsl43EUvM7ffSG+Ktf/1WRv5gJKtADNf/P3B0I+y/xvsdTMKq01/ggvf+UL2RakwxUhYDbSGUVpEq8Naxo4PY7hixh2LYKYsxhovX/BKvfPe98PlPAZDc/3aia6J09nfWedT1VeqM4AbgBuBADcYiIi0st79gV9c+Vq++a9Z15qpHscEkJC2mfUnB2e2+cJj2QICE69IeCNAXLv98nmkz3pZOC2e+e8Zb1XPBBqz3mLEz1/jn+F4//DqHfu0Q3f/aDcBrP3ot63XbO9rL/2X4Ovs7mXhmglNfPuWNIeDCRa/DtU/D/rfjTXUalr9lPZ2r3znn15cFU4yURaFQBWSRZhAdiDK2Z4zI9gid/Z3p/9+XX7WcI5/0jmi8encnS6+4hUkgtVw4tmdMiWCJx/8U2GqtfVexi4wxZys3JBFpRbHYblz3PGAL9vgJhXrp/sgDxDr2w3A3He9+W8EvN6ktooPxOH3hcNkFY0K9ITp+r2Mm+bJgAl7yF2gPsOH+DSTPJAmuDDLyiZGs59qknTl/k9kPvo2iRWUKSW03Ne0GO2VhSRK6D8GhbjCu1zYi4FcZlXpQjBSRmmjlyq/FRAeijOz0YvH4E+MA6eQueSbp7eJxve2hy9dczuShV9PPjWyP1H7ADaZoImitjRtj9pbxOgMVGo+ItCDHGSIWe4hU9mRMoOBZt1Col9AHe6GM8hu9odC8KoYuv2o5sSUx7LS38veGDW/gwisu5LI7LksH4NFdo7OeZ4ImvUIZWBrI6mmUL3AXC+yZlf5Mm2HVzatI/Np/50zHT70L2pMwFSDQ3qYzP3WiGCkilRSNDuRtc5HVJy9g2PjAxjmvZDVrIjm2Z2zW7dTvJrgy6E3kWm8i97I7LmPFe1ZkrR62upLtI6y1JcteW2v/tDLDEZFGlHl2rxpn0OLxQaydSt+21i1ydXU5Qw5Hbz/qbfvEW+V7/aev8/pPX2fFe1akA2i4L0zggoBXQRQIvTPEus+sA7xzhqmVw8ygm9q+clH3RUy9NkXsq975hXwl3TPPKlrXkpg8TftVZzCxduzm5+GTX2b5M7ez6kPlVyOVylOMFJFKOHz4Jl555WEAxsef4NSpr7BkSZhIZDvJweuy+uQd+eQRll25rOzP/mZuIRLZHkmvBKZuQ3YsNwGTrtwd6g0pAcww7z6Cxpg3WmtfK32liCxm+c7uVToZDIf7MKYtIwG0ebeG1kI6AcuTi2bONGYWYAiuDJI8k+TVb73KS3/1EnbaEliaHWzzbV9Jcc+7xHbHsgJzcGVw5gILZ75+Hq75IeYXLStjf8rZv97KRMJybujonL4QSG0oRopIuaLRgXQSmDIx8WPASwov2/w1TGB1uliZnc5fKK2QfC1EmiVmpGJy7ipfZiy3xjLx8guMjn5NRdVyLKR9xPG5PsEYEzbG9Pv/PWqMuTrPY1v9P9ctYGwiUiEzPf1mmr5XWijUy8aNX8KYJaSax9erDUJmqfXcqbLMmcbU1tBwX5ijtx/l+P91nJP3ncQm/fMIfnKXkrt9JYuFUw+eIjoQTb/+0duPZiej0wE49DasnSbx3c3Y86gvWGObU4xUfJRmFx2IMnzdcPpzTmaMje0p+vjPVj/Mxgc2YoIGAt7Rg7kcCWj2FiKd/Z10fb8ra6Uv82c27RC75DaOH/80w8NbcJyhOo62scx7RZCZDh1zcaO1dgDAGPMN4IAxZpu19hhwL3CntTbuP/4oXjU2EamjVE+/1IpgtRK0zs5+li27sqpbUMuRW2r93LPnsmYac7fYXPKxS7ztoTbnhSzEHorRsaODUG9o1vaVWabhyCePEH86ztnvncX9eUYWaIDgFHT/BHP4bfzssUvA+m8YSBDseQlYXeHfhCzQXGOk4qM0rWIFPQQike2Mjz9R9PHO/k6WXbls1jm/3IqZ+bRaCxHHGSLeOciGb19Lcv9qzl/xHU6t+AmZE9paFfQsJBHM/dpTlD+7uT/95JlD9tcD9wE9qSDnO2uMudpae3ABYxSRBUo1fY/HB3kp2MNfxzvpw5lXEZZy3quaH87lHpbPLLWeeZ5gyHEY+YcTrM7YYpOIJQp+GmZu3+ns7+TnL/yck5876a30teH1JZyaebJNWl55+JW8r/XmT1zIst/8MOcf+lVOTU0Bxqsc+u7vk3xrBFBz3AZTdoxUfJRmV6ygh5AuDDM2tofXX3+eycmZYmTLl78j/XhuG5DcBPv0w6e5cNOF6QnITI3cQqSShWwcZ4hDD9+KfWYz5qpH6b7lAaCH08MzE9pTU3GGh6+bVZSnFS0kEZzr1tAVeLOa1+Tcv9IYsxXILa8dB7YCCnQidRYK9XKYTWwbHibhHqc9EGBfV1dVksGFKlTYZqGH5Ycchy3Dw6xf7fLZJXAB3habYv0BTcBw/sXzOEMOod4Q6+9dz5s+8Cbig3HOv3ieUw+eyrjY/zNf+mBh7AFL+L3Xcr7rIKZ9MzYxDW0umDaCI9dqQbDxzCVGKj5KU8vdEXFR90WM7hptidWpcnV29qeTksOHb+Ls2e+xYsV72LTp6+lrcquK5ibYztMOztMOsa/G6H6qe1H8bitdyCa2bz/2j/4CG9MC4gAAIABJREFUkkFsMEmsYz9XfPAP0xPaU1NxTp68DyC9CtvKyeC8E0Frbc8cr99rjMndytID3AmE8QJbpjPA+vmOT0QqazAeJ+G6TAMJ12UwHm+4RLBYYZu5HpbPnaFM/fz/thn+5C/hj0cv5gO/vQbAq/45OTuDs0nLqS+f4tRDL/PWf1xK57ZfSc/KOkMOp7922msPscTQ8bsdTE9MF1wRtNOWkduehQ3H4bcPs/Sn72fy39rhn/5PjjxxHr7zIzq3aVWwUcwlRio+SrPLLOhxUfdFvPzFl5uygmWlZCZ/KdHoACMjO4GZBCay/TfzHjmwiZmeto2+HbTihWyGuyGZALcNkta7/cGZHUfDw9dlXT42tkeJYDHGmI8D37DWvmaMKdi5y1r7zVKv5Z91SL3uVuCYHwDz/Quo+oFIA+kLh2kPBEi4Lu2BAH3hxjtsnq+wTSoRTB0cT335KHZYPquHX3Cajd+5gL53/GL653/hygBvvWkNIT8RvvS2Szn52ZMFV/NIGEa+9C2WvSNAKNSbTjI33L+BiWcmgJmG86/8j1dg2n+usTOvaYGfXuH9B0x6F3gPWcuRRx9Mv77UTqVipOKjNLvO/k46+zsZ3TXatBUsqym3oMzY2B66+r2Ph1NfOcXEgYl07DDthuDK4KJoGVEoNs91u2jq+uVvWU9s6Qg2YTHtS+h499uyrss9jxmJbK/sD7TIlLMieB/e2YVD/t/zsUDJRDDFGBMGdlprUzOgudtewJsFzffcfqAf4PLLLy/3LUVkgXpDIfZ1dTEYj9MXDjfcaiBkt6Ewpi2rsM1cDsvHB+PZPZsefZDud+yc9fNHB6JeAN4/UeBEmCW95/O5jZw4cTeRV/4TR39rOt0oHgN2ynL6a6e55GOXZD/XGrJf2OS8rvXOCQansF0HdAC+PioaIxcSH/3nK0ZKQ5vLpJzMKJTApBJsZ8hJV6ru2NGxaFpG5IvNhbaLFkoOc6/feP9bZ/XxTV03sfvXCJ37Ju7W77Jq6y+39GoglNdQfkXG3zdU6H3vAm7OuB1ndmBbCbyQZzwDwABAT0/PnArWiMjC9IZCDZkAZjM5f84o57C8M+Tw2o9fA79fE7YNu/wM8fggvat70z9/5iH9WVItAJMZ953uYHx8L/FHV2ETv5NuFO+9h9duIhlLel+QJlN9DF3/58hMCP0kMAAmaLDX/TO86/uYXzxSt5YbrawKMXLe8dEfg2KkNLRWq2BZKZkFZfIVOckX34ol3LmJI9RvG2nu2PMlsUBWsrfh/g3pZC/3+uSZJKvvyj44/8J3dnPyhk5ItAEXYx75GMsGu6HFaxbN64ygMeaNeAfVx621T83xuf3Arowy2Ov87S/35lwaBh6Zz/hEpDXF44NYOwVYrJ2a8wpZelbxfCoBAwLTmImVs5KsQn0BL+y+kJW/M8nJ2yfxmhH6zl0Ez/0CtusAJvhRLG3eiqD1zhJi4cw/n2HjFzcy8cwEp77yMiSzk9kL/48LufCXz5NY8/8xdSbBkre/xMRlX/F/5sJFa6S25hsjFR+lVTRyBctGlllQppRiCbcz5HDo1w+lz7af+sopb45x2ptg7B6sTaGZQit8+VaNs5K9SZcjtx7BuhbTZrj0P16ankQ1xtsWmykaHeDkd/8Vkr9P+khF0jbsKmktFU0E/bMP11hr/yDjvquAfRm3X8Urbf1aqTfzzz3szSmDfTVwDDjmB73UOYl1Ko0tInMRDK7EmADW2nn1PEwHmsx1lCWGjTfcnE4oU7OoXrI429RrrxPdPQpcTtbqpLVw6GoCH93Dhu9cQHL/pYT7wsR2xzj1ZS8I22lL8kwS3vyKd8idAN5gLLQZLvzl87zacxtsOgTPbYJ/7YbujbD5MNYmOXHibtasuVvbQ2ukkjFS8VFEKq1Qwh0fjGMTGYEuY/eKTVhiu2NVT5CKVQstlMSmkkMT8FsvWW9nzUuff4lL/+hSXvqrl7DTliO3/RTWHk8XUBsb2wPdL8GSKUh6SaIJalsylF4R3AnsyrnvG3gH4z8B6ca2A8C/L/ZCfp+kJ4G4MelZ7jCwzf/7zcCNxphjwDr/vUVEyuI4Qxw9ejvWTmNMgA0b7vcKsxRoJ5FPehYytTXTgKGNZRf9ovceQw6H+g7NBFADwY4gyVMzUTRxbBrMpbNfPBBg1XveQUfXLd44ts08lKoempr5fHFwL97HYMZZQBde/eo0/Pf74D98AR74pBfQgkn4y0/B5sOMj+/FcX6QVS1VqqoiMVLxUURqKdwXxrSbmWrXOcfRE7FEVdp7RAeijO0ZI7I9QvJMMms7Z2x3LCvxy01iM5PD4MogRz55xNtNg5cMxgfjM8lhIruAWiSynfHNO+Gv/iN8/12Ewtey7g9+o+VXA6F0Ing1sDd1w5/pXGet3ZhxzS68AFaUP3s5+9DOzONx/HMNIiJzNVMx1MVaQzJ5pmg7iXxSgebE3ScY3zvuFYvJaAofH4ynAw8AFqbGprjsjssY++YY54/+HGgDOzVzgf+xF/rVEFd88A8LvmcqAAL8fM8GZs4H4v1p/T+nlsCe7V4SmCqPfagbNh8G3FnVUqWqKhIjFR9FpJZCvSG6n+omtjtGIpbg7D+dnYltbXDmu2c4860z0Aarbl6Vt0H9XGWeqx9/YpzL7rhsZoVviSH2UAw7bYtWOM1NDtPbQ5cYrwK3Tf0MblYBtdR22lMv/r8s3fzvuOz9SgJTAiUed4CLM25/iIyg55vdwEREpMbC4T4CgXagjUCgnWBwJSdO3I3rTgLTTLsJfhJ7vOTrhHpDRLZHMAG/IEub4czjZzjwSweYik9hgtnf161rWRJewuX/P3tvHh9Vfe//Pz9nZpJASCYkBCaBECAENTEkLNpGLaYF3O0iqLfai7ZeoS6tVFu89rbfa3+214uKBVttwdat6lXR1l1AaFO3VGVJQIIkbCGQDGSbIQkkc2bO5/fHmTmzJGFLIAE+z8fDG+bMmXM+OenNO+/P+/1+vX4WagWVgA1G7iXyb/vBeYMPe8/QYPuGkg0cXBdqOw22hUYhsNlSwWGA5geHH4o2Yu7rhb/3mpoH8XrLjvj9KnqFipEKxQDHW+al5sEavGXe/l5Kv+P1llmxwVns5Kw/nEXy+clh4TIB8VnxYQujANT/sZ4NF25gw8UbjvoZ1i2ro+LSCuqW1VnHYufq28rbKFxTyNgHxuL6vgsZkF3EYQ5H5txMij4oYuyvx+L6gSsosCZMJe3LVqIVbCclpYS6ZXWsm/5P3A8Mpu2Hc2h8OJ2K6RXqfw9BjlQRXA4sE0LMBs4HFgCzY86ZDKw7AWtTKBSKo8bpLKawcA0eTykORxrbts0PJoEGATR07NzjHsHjLu9hlU+9ZV62zd9mBiVhDpQf+MALCFo/ayVhfAJxmXEc+PiA6d5gF3Ts7qBjd4e5tWYI0CTDLhlN0wvS3GV1BLCfvZ+aBxMO22rjXrERdIPwHl33xoTJl/lJmP4lBz+Jwzv295D/BUI4cLn+g6SkScHv/eiqoIpeoWKkQjGAOdwc2plGTx0yscIstkG2rh+W4P3Ay4YLNoAAW5KNnIdzyJzbVXIztvIHZtKWPivdeg2QPivdqvB5y7xdRiSOhu4+L+JspN4wiLgRN7H3v3X2L6kyv4G/jzSTRKkNaDuNk81hE0Ep5TwhxPuYu54SeKgbU9yFBD2LFAqFor+InAU020TNJFAiWM9knuFmvpR53L9rF/ePGdNtMugt87LtF+WmEIwMtWNGeAEi6dh2iI6dHWTdk4Wn1EPrhjbqltWblUKbebpwaGTdWkjqd7+gevmTyKQman92J/h3ggYTnpgQFUBDymnt+2tAuIL+gSFiOwYlLbUfQepjcJUgtHUrpTmnqOtNwRbZgGoTPcGoGKlQDGxOFS+9k0F4fCI6NoTGEzb/4q/46nUCOcCWCT1fSELgQMBK9mKTwdjKX+h1w2sNDL9xOHqDzpCiIehNOt4yr5XM9cZSJGp+cOoeqlZuhl/NhK1+oi2YJNgMtDi7EooJcjQ+gjOFEM7gv7uro86TUv69z1emUChOaY5FpKUv7hW50zly5I8I9okgkHzCxXxJPgawuqWFBs/HLHHtY6Lrsig10PLpG5AdAZAhtc5YA/fg64CkdlGtOUNoFg4J6NI0i5CmQfy237+LOGsPUgbg0/NAD9o7BKDq9ioSCxKjjXM7DTBGWesmuPoowZjQsRWXwaWrgnOBYXw+Ny7XHDQtznoWylvwxKJipEIxcFHm9WFC4xPdxYZtqx7D9/eLAOjcAjg6QY8/4jW3zd/Goe2HyFmYYx2Lrfz5Pf4oz92sBVns/d3eLlXanhROIwVmMudm9mg5Efr31vvXwqofR1whIn5e/xIk+Rh/7dwzdkMglqPyEewhuIXeW9PTewqF4szkWEVaekvsTmdbWznBPk1AMD9pA0OZyLOtozmbzfyPvAd/vU7FvoettXlKPaaCmgyW9SDia+S/w8mg5UeEeSvrSEDS+uIIwAVictcFG1gKaR27O8wdayv/i0xCJQgD5xV2/IFW2lcmmklqwA7P3AQ3PxuVDMbFuaJaZE9GEq5QMVKhOBw9/eF+MlDm9WEOFxva3hkS/Fcw7hRWQPlkU5zsMBiHDGofqjXn/VYW4i3zojfpDL1kqJUMtn7WGvUZ9zPuo67SxraZHtp+qNskEiLagA+l0XUDFZj6Gcz7E2BDH3s2cOHRPbjTnCP5CP70aC8kpXyk98tRKBSnAz21oJwoYnc609Nn4fV+GG4PbS1lTmULaeX3YhTuwZHvQyAxjE5rbSklKWAX4AupdXYn4hhsLREShAZGONRoXT4RTOisxDLiXQH1T9ZbM4ZCE+ZMYhQGaAbMX0Lqjy+gY90Q2v+RG1QL1WDdFNg00bKOABsu1xzADPgqATzxqBipUByegTCjd6qb19fVLaOh4TXS02cdtZl8T8TGhlDnzqDLWjj4eRFW4jTtA3j4Pgb/dA0Hj2LCuWVVC5Xfq6ThlQYzlnU33h5EG6QddZW2S5vpXxt6TCI9pR6zswaI7qYJvhZhQTXVKRPmSBXBS2JejwNSMQ1uQ4QG4VWQUygGECezNTOWw7WgnAi62+lMTCxg1677aWlZDZvPhnv+hyv1OIy4GWiPvGnZLfj9YXUyIQRSaGEJ6i4Eg4vUoot2RMa9mKSvu9dSWBVA6ZckTU2i9fPWiIuEq4FsOxt/xUjIL4NHn4Knb4B1k80EU5dQPglxbhWjRt2Nx1NqPQ/FSUHFSIXiMKgZvd5RV7eMqirTNrSlZRVAr5PBEFGdOzPicPhb0N/PNZPAq98BNEa8VoZj5U1RrZ09sf+F/Ud1X+dFTkbeMfKoqrRdBGauSY+qCKaUpFito450R9RkhS3VTqA5YL0efsF5JI59QHXKxHAksZioICeEeAW4V0q5M+LYDGDWiVmeQqE4Hk52a2Ys/dGeGLvT6XQWM2bM/WZlsHyyVUnTonz3oHblCvz7roL9w02Fz5BfX6iztAsRSZ2M+hL8aiZxwqoqGqCFEj8JWmgG0VQGFZog45YM2ja0RXgUBmuMAQe8dQW1Kzth0UeIc6tIvcdL8w9sSB+IODuuy79CUu40pRTaD6gYqVAcHjWj1zsaGl7r8rqvEsHYzp3seePw39JEbe17gIamxZvxe24m+17Yh/eD47NbiM+Ox3mR00oU97+wn5RpKZZl0uFILEhEOARSlwiHYNi3hzHs28OsJLJ9U3v3SaoGyVOTaXm/xQrQRk0qvHgDlKSACo8WR/IRjGV6ZIADkFKuBq7ruyUpFIre0l1r5snG6SwmO/u+k5qQRHokhdZQWLiGjMvPR8TbwAYiTsCkTeYHNufB3Qup/7Wf+j/VRyV+w787vIffkDLmlYz4v5HyMhFHNIPBlzTB1W/D/MUQ5wNNgg1Sr0olsSCR3N/ngt0Agmb0IlQyFGYSWz4RKXXiJjVRtGYSYx8YS9GaSZx1zY+6VQpV9AsqRioUEYRm9MY+MPaMtm44XtLTZx32dW+I9d5NSSkhJ2chkyZ9xNixv7Y2FOvqlmHc8juwR8S+Y8geOvd2cqj6UNSx2JbPnvCUeiyPQ+mXuJ9zW767zmJn1+togA20eM30A44LR+TG1xvZ+YudykMwhqMSi4mgRQjxhJTy9tABIcSDKMNchWJAcbJbMwcCPVVBnc5inNcU41oTFixoz76T6uo7keWTgpVCEWwHDQYNATs/bSaxS0Wwq5KoiHktgYBdIkbuRqsZjcBsNXUUNCKufgwpDUROHWlrF9P0gqTprSZaVrZQuKaQpD8/T+uHnZDshU/Ph4+/Zl7a0GDXaEDidj+Nq2gO2cXFwcTX9E08037eAxQVIxWKGE71Gb3+JFT966sZwUh66tyJ7K6xWlNHA4s/xfnpbxiceA5NbzXh2+s7uhsZEJ8ZTyth0Zj0WelH9dGUkhSEXVhzh+6n3CRNSkJv0kkpSenSOhqfE488JBlxwwgy52bS9K9tND0ToQRuCNWiHMOxJoLXAauFENdjzkCMw/yrKNZAV6FQ9CNnonLkkQRqLONZbxm6p4nc3N/Tenkn7ucFstMfpRYqpWDwNn/MdF+kClmkmEz4rNC7e0ZqfDLLwfWPB7DpBtj9eMc+BjIAlQWk1d6HI34EMlBvzc7s+tvrpMxLp7X1bbN1NZbVl8DETcirV+B2P4fb/Rz19X8CAgjhIDf3d+h60xnz8x6gqBipUCj6lMzMuX2aAEYSSvrqltWx67WKsEVDUGOgsfH18Mn5lej7PqFtZRbaoGMoCRowaMIgJiydEGUDcTgiLSNc33dRv7TesmaqvrMaaUiEXeD6vousBVk0vd3EwcqDdFZ3AlD7UC2DcgYRd1UFvJgLPoeZDAqJiBN0nPUmXu9UFSs5xkRQSrkeSBVCzAbGAjuklK8d4WMKhaIfONOUI4+mCtqlajh9DbywlvoHOywBFonsojdm0t3RUKuMYVb+gu+OqYGs34/E/l9fIms/hqL15kzi5jy4ZyGNejzC7jbVQg0JMkBL7ce03JwNZY+ZFcqoFtTg6w+mwdWrcLufRsrO8Cqkj9bWDZx11h96+RQVvUHFSIVCcaoRa9Gw85FN6FP/ContMKkD8oInvnUlBx+9HGjt8Vo94Sn1kLMw54gJYHfryVqQhZZgzpkKEawOGiADkvql9Yg4gfR3FXhreK2B9Kfjqb/j97DkLggANoG8/THqU99iX4Wap4djrwgCIKV8ta8XolAoFL3haKqg3VUNk76aRv3Ny2BTAfgkQtowhERI0UMyGP06+Yd7iOscTeNfDGu8D8Dmg9RdebTcfHfQxgKIaEWVumHO/4VUSF/6bsx9uvEynPYhSUmTaG39/LiekeLkoGKkQqE4Vaj/c33Ua706Dqr/zbRJivPh/NMbaAU76Fz3Qw52uxHandVSNPGZRzanDxE799dW3mZ5QTrSHGybvw2jw7DcnKSve7/f9Fnp6HoTHEgBwwZo4JdQNRbzb4AO3O7nVCLY3wtQKBSKvqKnKmjI0NgxdRpafLhq6HCkUV39Y8jvNP34yosg+QC0prK7+jpGlyYe9n7x2fFM/sP3AKj7ah1Vt1VFCM5IDh2sYvz4xeh6E7v9g9nztXYynhcQ1YratcU08t+2UT4Ctr0wqhbG7WDQoEm0tn4Ws5Kwh6BCoVCcKvSnzdGJNro/0dfvK6Ln9yJGIKQGuh3H5m9w7vf+QN0NdVT9syp8ni1gnm7Ygse6TwiFQ5C1IOuo19PFMmJWetScaWJBIu7n3LifciMDMjhD6Ad/sF1VSJLn7SVzbglebwm07w5vugK8czlcuhLyK3G7n8LlmnNGJ4MqEVQoFKc8h/tjItbQePwb76NP+ICUlBI8nlKkDA6851dalhIALZt9jCibR0KoyieJsZOQdO7uYPuSD8m562voTXpE8c78x8GRr1Nd/T723Le5tCYe32iDXz3yEhc+Mw7WnkfXxC92Z1MQqLcDI2F3Nnz2FQ796WUYHXmuRlra1cf/8BQKhaIf6E+boxNtdN/X1z+RSWXWgiya3mkK2hdFxBYRAIcfx3luAKuts/7P9XQkrkWf9RisvATeupqeZEQTchM459lzaN/Uzq77dx1xPjA0Gzj8xuHoDXq354eSQtccl/VMap+soPEZf3AOMEDicNOawuksJr52D2ZPTjDeGjbLQkrKQBc9gTMNlQgqFIpTmiP9MRFraKyvzSZ75n3W+0LERc/bYYaLwvyXeHFRPgXbL+ema8ez9/G9NL/XjNT8BBqDZ0lJ7d2dDMr7mJSScxE2gfQbwSsE4IATKXW2NbyPz7iCANCcX4e8+UNE+STwR/4KDgbfnGrYMT6ocgYENMBhXlOPw1hxMdoPXwq2m5qBranpDZqb36Oo6B9ndEBTKBSnDkcS+Dqh9+7G6L59U/tRi5kcz/WPN4E70Umrs9hJ+nXpNL/XzKDxgwgMqudg5tuQ2IaYVIlr+uPWuZlzM8mcm0ld3TqqqoIbp+9eAYFIAbUw+n6dxtcbqX2oFsCq9HX3fCNnAwEmLJ1w2J+DJQBX5sURPwJhr0f6JcJmh/3DLYsIw9EMDMOKsTY/FJVb1znTVbaP1UdQoVAoBhSxf0y43c9FeQmGDI1ND0GCamFhn8Gion+QkfFDMjJ+SLtjPBAOZ7n5b7DgW21UvLyX/S/sx98cSgJDCDA0dv1qN+1tX5D0H7XB40FD+GQvQjgYnz6TOE3DBvxDXIbIr4LF8+GiDyGlJXwtAH9csI2le9pr95D63rNkNC8OVgIDgETKTtzu53r9PBUKheJk0J2P3Um7d0Rc0OI0/B4/VfOqaFnVQtW8KjY9+GcrToTwlnmpebDmqDzoYq+fUpJy3GvtLqnsS7bfu92Kb62ftZL2lXOY9IebGPuLfIpufLzb5Dwzcy5ZWQsg/0v4+j/MecJuCLQFqH2kNurYjv/awbqvrKNuWV3U8djZwKPxGgwlyfXL6pE6IAVSh/pl9ZSXlFP+9XL0DyaA3Q/Zu+DCD2HJTyK6f7p4RJ1xqIqgQqE4pYlUCxXCFlTU9Ierg8XFFK4pxL1iI+4Rd1GfujFKLSxyrnC/fQn+2vlW0+UHTMMvJe1vNDOo27ublUHfx8OpuroVztsJZAIaaAZxnfmMyf0mmZkzWZPopdTjoSRlEnlMwp3xHPrFG2j8uRfeuirmmhEITCNff3Am49OpNH4ShxY/gqFP7QPX6ygUCsWpxomwOTraFsqQ0X3o3F3374p4V9L012aaLyjB5fqBOX9dmXdMVbnY6/emghdKKkP37k1S2R0Nf23o8jpn4ZFVx4ft/zkNP76cjk0R8+0a0blVUNAlEn+jn9bGVlo/M+cSM+dmUresjs7azqjzevIajPwZW0lybD5nEGx1xdxYFXbizmvB/rOXOHhwS9QCVWuoQqFQnMJE/jHR0bGb+von6a7VqOPQDqTUu30vxNdy7uJDYM++5bzs+yoruIo4TSPxW6kYS/bF3DlynsIGPgmfFIeP2fz4znmX6tcdtO47h7zLJlJcnB38bDjIbrrhFzSt8JltonY/zP4b/O5u0AENJjwxAcbupHr5k0h3GrxzhWWKG7flUkTGw0ipI4RDCcYoFIpTir60OTrWFspIAZKwQEkweZj2T6T0UV+/lH37nmXEmpXH3OoZef3e0JdJZXekX5NutW6GXh8Jb5mX8ovLzSpcREuoY7gD3a1Hn2zHjGfdsGfJHoColtDBeYMZddeobttCu8z8Lx5vJsmd3SSDNky7CV2CFOhvToFLVkJuZCIozvjWUJUIKhSKU57QHxNebxn79j0b5SUYDhzZYH8YFv0MrWB7j7/8v5ZzF+TcxRivl694PJSkpJDngA1L9hOd/MmI137zq0HwtQE522FHNvLxO6nX/ex7uILxb9hoHf08gKVUNvryK2lefAdyQx5M2sSEb99B4qxJllS23qSTUnAuRQ/PY/d779C0Sgddgt1P0kVJuIpK+011T6FQKAYKvZnLs4RQXq6mddJiuOrd4DvSHD0oLEeLKzxhVbkj0VdJZXfkLMwBzEpg+jXp1utIYiut7hUbTQukmLnAsb8ay94/7KW9vN08ICBpUhKtn7d2qQwCHKw8aCWDIeJHxfc4G9hl5r9JZ/zi8TS81oDRYeD90GvdJy6/lYRRyRx4F1MENSAZtPUafLmrrOsNH37DGR83VSKoUChOHyrzGLFmJRSW45o+lUryqPrbLrKDgQMSGFrzU8Z8b8IRf/kXO50UO83AW1NaEzwaYSovRHAU0AAZ+lUqg6dosHUCVOea5vBSYPj8VC3/E9zwFwDq659kwoQnyMycS9GNj+O5spSUlDvMdQVjYOzudnJxKU2LfgblE6FoI/qEG3A67zvjA5lCoVD0toUyJITi9cbhdruixgxc06fiWpN3SthBHA85C3O6JIDeMi/u59z43D5TKM0vg8rbNtwj7gLxSDDpClodpdrQm3RG3jbS9PoL/hwybsmgfVO7lcDFcrDqYNTrnlpCoevP2PIV9BkImzDN5XUJhsRXMRjfJh1sdpDmrOa4Wf/GXueHNDe/R2rq5eTlPd/bR3fKoxJBhUJxWhDdMlJI4xvZzIyvICfb4GE7JGAGgjHf+TZO57EFcUeaI+JVcAc0NH5gCEREcpiQk0DHjg5ToloaYAMMv9n2Wbgu4joBqqvvJDGxACrzoDQTSlIgmNPF7ny6n3PD8IsQI5Yjb3z5pIsrKBQKxUCmr1ooQx0mLtec6G6LYk67BLAnvGVeykvKY8zaweg02P1AE/J6Ha7/P3jpBkKbo0arwc5f7rRaNvUm3UrGR9w0AoCOHR1RHoGA2VADxI+JJ/u+7CMqhUb+jN3PuS1zeYkk49YMWjZX0vFhMmADQ4KQZNyaiWuOi/bsl2mofgUpAzQ2/hWvt+yM30hViaBCoTgtiE2cdr7fgO8Kgy/y4WeL4Kc1Q/n2d8YcUyAv85phPFJuAAAgAElEQVQCLxft7ehq84cZeExCBrzQeUkbvj9rOHQDHH6MO57AdiAZijZE+RQCyC/OYsMftmP8rRMtQNRcS+TOp7AJ3E+7TWnsuEfJeH4TrulTz/gAplAoFJH0ZQtlX84vnkp4y7zsun9XWGwlRHDqoePjofCZOWbByEaSNszHaB5stYMaPoPm95rprOukeUUzB/51ABmQVnxzpDvYv3w/+KIvL/3yqGw7Im0j6p+sD9se2gRJ1zTiu3gdHZ9cHLReMjt3EkYnQF4lVRtuIzRMaBidZ7xQDKhEUKFQnCbEtoyMn5lOnObFZxhsL9CY8L0xx1QJLPN6mV5Rgc8wmDhC8KgNa+cyhFkLjJgVFAaBPSvYe8kostmNlluFOODEX1SBPX9L9Ic358M9D2P44i3lbaPTYNf9uxhz/5ionc+O3R1mwAuA9EHC1m/ivCYbhUKhUCj6CquzptOI3vh0BGf91raaeZQ/gaTttzJk3hbsKzRq57eHz5XQ+Hpjl2uH5jbzns9Db9C7VAa1QUd2tIucVdz90O6oVlO7S1Jd/SNk3kaY/wUs+bG5VnuA5i3raX5rFYyKVpRRXTX9kAgKIZYCC6WUOyKOTQY8UsodQohxwDwp5b0ne20KheLUpbu2oDXexKBlQ4o173e0lHo8+AyDALAxT7L/qsEMfz16lqFLRVAYaO/NZEzADrZzkCsuQwRs4DBo+sN7DBv3OFIGEMLOkO1zOaDHo0mzsdQAhGEa7ra838LwG4aTmJ9otdbse3ZfeC5i6h5qal5UAjGnGSo+KhQDk6O1pTgSdXXLaGh4jfT0WWRmzu3DFfYNUXYMGiRNTWLI5CEkTUqi6b0mM9Rppidv2/hnaK3fCC+MB6aEL2ILmKMRMUTObfo9/i7vd1R3ULesrseqYKxiaMLYhKj39d0S5v8v/PYncNXbOIsy8L6SACsuw/tCMrzybVj0gdWZ43AMV/GTk5gICiFmAJOBqUDsBO8MYJ4QIhVYDdx6stalUChOH2LbgiIFX46VkpQU4jTNrAhWCoa/fbDLOQKBYZMIwwAkjN0BO8YjpIaU5vtIDU0XDN81j4nXXGvNnBCXx4Y/luPvlARs0JbmI83tINTKsv+F/WadcZBgwht2RjxfARVFJF2ksS1+JsZOX9grUQWzUxoVHxWKgcux2lL0RF3dMqqq5gHQ0mIqV4aSwb5KNHtLl86axeMBKP96ObIzuPFpA/7zS4y8CgQGfK0UPp9MeEPUhzmVH6EoKmDopUMB83tt/by12/tX/dC0keguGYycBzR8Bo5hkbP7wa4c3QHLbgVvCt62FAgYoNvNResSyousRFDX96sZQU5iIiilXA2sFkLM7ObtHVLKrnq1CoXilMDrLTvtLAyKnU7WFBaaM4L/6CBg1Hd7XlLBENo3tZs7qNtzAbNSKDQDNIn0a2iajZyRSTidZ9H4jJ8tr7lJn+Vn0poiNq5wU2PbxqhfRe9uhowpAh0GVa8shRufR3zDAa4fYNR3AoaacThNUPFRoRi49MaWIpKGhte6vM7MnNtniWZfERJ2cc1x4Sx2UvNgTbRojAFv7xnKjM0TsZfnY5tUSdZiOw2vNdJx3lPw1M3gi45nSGh6vYnmt5tJviC5WyuJ0HnVd1ZzyLWatuwXrMqpt8yL+yl3eB7QLhicNzjKLsJiYyFdhvpFABx+KCqPOlXFTzUjqFAoeonXW0ZFxXTLu+90qlCFKorey7xUPLzPnJuAKONayy8JsHZAhYFxxXtoudsQj/0EDMHmu6p444OVnP3CGAQp1H7o58CV5eTcZcfx1ud0GNOsz0skIS1SNANZtM6cRpQ+Ghtfj1iAgcORdkKfgUKhUJzJ9NaWIkR6+iyrEhh6DX2XaB6Jw1UdQ1YR7qfclrCLa44LCKpmR+RVAQd4W0dgu2sRwgAjXjDs7xMZdnMlFRVrMP44r8c1SL/E+4H3sOuUfoPa2wVc76DlavNaeumlyEAoCwTX91245rhwP7MH6QMMLbxAqxIZ+irB6YVf/5LhX59EQ0MVUhpoWryaEWQAJYLBOYhUYBywVkq5vp+XpFAojgKPp9Q03CWAYfhOuR22o2nJCc0fup9zU/+n+qhEMBJr/1EKPskdzng5A5c0jeZtnZKzVg0OnmBGVe87Bt5VbXC+DWkPgD/cSmNgjllsumsNRRFqo7rujrijhq43Hed3rjhVUPFRoeg/+sqWItQGGjsj2FeJ5uGIrDoKu7ASqZD6ZsX0CqvtEsA4ZLBt/jYybsmg+kfV4ZingeO24Vz3+/3YApqZavnMZDa7uJjCwjVsvaSWg68PiVlBqMclAgEZ8zJwzXGx+6HdNL3VZN5HAntHwaP3mM9rzmuMKbk+6hmF1p77ZgLVy59EbsmBjy80PXyjSoTBezq9OC8YRmJiPikpj6PrTadVB1NvGCiJ4PqY4fj3hRDXSik9/bkohUJxZFJSStC0OKsi2J87bCG7h6MVhzmWlhxnsRNPqSd60zEop03EIYAAAu+2rzLyG1no1JqnSqBxWDAFlMFzBehx8MmFYNdpuegLvhg6ks9yU0k5AOWFcMHZuyiUAiG69tIIYVM7mqc/Kj4qFP1MX9lSZGbO7SISc6REsy8EZiKrjjIgqV9az75n91n3NXxGlxbL1s9aaV3XGm0CLyGx7BBGzGaoI80RjL+ZTLs9G8e/dqK79fCHYhGgJWgkXdOIJ/OvjH6mhNGVk9h87WZ8ezuxSpDvXkH6PXacmdHPCGDrbVuBYeReeyv19X+m9dOvmDOCUQTvnbUXb5kXb94vT7vOpd4yIBLByCAXZAdwHbAs9lwhxFxgLsDo0aNP/OIUCsVhcTrNXcD+nhGMtHuI0zTWFBYeMRk81pYca+e200BoguQLkrudUdCAK98FY8UeK4gKBFJqSGEgR9cS2JOFZmgICUJqELDx4dnDWXxjKvFCMLs+lzFVz/Jd2/8BmOIzInLuwUZu7u9VMDvNOZb4CCpGKhSnIj0lmocTmAlxpK4Wb5mXjt0dCE2E2ytlOOZFViSB6MQvgCkOE4pjdkHr+tbomCehan41S6okY6ugbQXEh64hZPDcyNglSPtWGmm3H+gifJZ8XjKNe8PWE4ljssjMvDrqGcWa3bv/JBhUOAfO2Qgbz8WMwBGLExI+uQA+nwqL7sHI33rKdS6dSAZEItgN24Fuh+OllMsIBsCpU6f2NG6qUChOIgPBeDfS7sFnGJR6PEdMBI+1JcdZ7GT84vFU31mNDEgO/OsAIk6YASlyLh3Ab1b+Qo0qZmOMwEDwZXoa786ykVsNV6wwsAUkfofG6qIRXDJ0KPePGcNvbobrz+6E1DzEuZXI4PUHDz6HwYPPIitrQb8/c0W/0GN8BBUjFYrTiZ4EZkIcrqvFmvt72m2aw0dW8bRoO4eQQEzSpCSqbq+KSgaHTh9Kwriw+Ev9kzHCaRJkh+TOR82cK7IBNH6CoHOHD3SbeVMEaJB8fjL6hLcxdkaPlWQtuJ3GtxqDCahgwv+bFnWr7szupV9ycB3ARLAZ0YlsqHXHwFQPLZ+EOLdazdZH0O+JYFA2+14pZaRaWg6wrp+WpFAoTkEi7R7iNI2SlCPPWRzP7IfepCMNM6hKnyR5WjK2BBst77f0qIQW2guVmNW/s9YlMW4T3LMIVl2qMbncVLV2CMEv/pqAv6OdO3dtI27XxfCPryIfuQdxbiUgOXjwSzo6dpGVteBYHo/iFETFR4Wi7xgoFg3HQk8CMyFiu1rcKzbiyfwIR9U0tn0rEDX3Z6HB0BlDGXP/GICoRDLpmkZs6Z0E3PHW6Yd2HKJwZSFgPsOQp62wCdPtSJcIw0rzom7n2yXIengQ7qUe9C1JAAibwJHmILG7sZI6s+ooDYmwR88U9mh2H0GcK4FBOYPwfuQNmsmb95N+iXBoyKIKpPRTXf0jEhML1GYqAyARBNYCC2OOTZVS9iw7dAx4vV4aGxvx+Xx9cTnFUWKz2UhKSiI1NZX4+Pgjf0Ch6CWRdg/HYiB/tLMfoT8iHGnRMwgHPjjA8BuH9yyHHSRCvwybBKmbStYv3QgTLh7Gees7+d68NgJ6PYZ040CiITD0OKgoQp5bGWx4kaekKI/iuDih8RFUjOwv4uLiGDZsGM7j9DlVHBsDzaIhtKYjJaY9CcyE8Of/E+wZgB0RJ3CPuAu5cyNi+feQvpu7TQK1eI0x94+xrCEiE8nq5U8hS+Lgpe8Silrp16RbH4/dPAXYdf8uWt5vsbpARUSwk35J0ysB9C1h8RipS6puqyJrexaFP48eK6kprUH6zQtJXbLr/l1Wwrrr/l1mEhg0ux981mAChwJ07uq0ru2r68TX2M7wB5sIlOVzqLYZJm3GluRHTN7CgVFfmGuQPtzu51QM5eQayk/GNMadCtwnhHhfSrlMSukRQjQH5xrA3O28ti/u2dHRwb59+xg1ahSDBg0KztcoTjRSSnRd58CBA+zevZvRo0erZFBxUuiNgfzhiFJcs4kuqqEHPj1gbodGHe9GJQ0QofEFAQeSYSKVJDWWk/LhdKRvRDDISQwBUoDhgH8VDQF5IReKz7DhRwi7Eok5jeiP+AgqRvYXUkoOHTrEnj17iI+PJyEh4cgfUvSKk2XRcLQcS2LancAMmPODtcnzYFEelBeRfHEy3lEbgQCycB3C8e9IaQMBw64eRurlqehNOo40hyl8RvR4hHCYnyPfTJbs//oOGddNIGdhdCd67ObpmPvH4P3Qi9FpoGmCUXePYs+SPUifxBCSgxXtQGL04g2ofaiWQTkTyJ57n3U4cg4fA1pWt9CypiWsJgqgmVXDQzsOmUmjA+JGxJkiM1KAT7D/iUNQE5w1XHcO3L0IRr0btQSfz43i5BrKrwfWAw8d5r0+paGhgfT0dAYPHnzkkxV9hhDC2u0EaG5uJiMjo59XpVAcP1GKa0bkPKCZ7KVfk87e3+3FOBTrKxGdDEpA5CcgtnRiNyQ/eSIA4/6IzP8Cf9HnBByLQDczRc9Q0JM6SJ/1By7Kews/GoZfw2YPXUlxutAf8RFUjOwvhBAMHjyYYcOG0dDQQFZWVn8v6bQnVugrtrPjZNMXiak1P5hfCfmVHIobidDtSAlawXZG/m8ce35qIA1J88pmshZk0b6p3Zpx1+LNBDRU4XNM3cO2+O0Yhg3ttucp+OP3cTp7HEe26K5KWLu4FkOC8IP0D7Ycck3CMbHhtQYy52Z2uda2+dto/ay1W6umhHEJDDl3CI1vNloJYtpVadQ/vRt8AqQNarIj7mWqj3L1O1HXUfteJtqRTzl16ejoYMiQWC8TxckkOTmZ1tbW/l6GQtErQn9EYAPhEIh4QBjmf999mWE/30/hmkIyfphhHrMSwOgkEMC/uQMjOGOo+SRaeQE2JPb8jez6zucIw0AzJMOaIaMmHvtjd6JVnoODADabH5BIGcDjKT3Zj0FxmqFiZP+SlJRER0dHfy/jjCAk9CU0c16s+o5qKr9XScWlFdQtqzvp64mMKcfrHRg7L+jz1QGSjIxbKSxcg/3gaKQ0Y43hM3A/56b6jmpLOMboDM0UPkHK7XVkzryQwsI1jB37wDHbKziLnWTfl23ZLEl/OMEQaBFbl9HZV/qsdLqjraKtx3t17Oig8W0zCZQAhilyk/VKPUxZH4zBMelNWmOXYw6H6+i+udOcgTAjeMLw+/3Y7af1tzjgcTgcBAKBI5+oUAxwRtw0At2t43A58I3+iKYdpVC0HvK3stE9nI8yMyn5XxfOWjfed0LbmGZCGGU9aIChgc1mgN0PReXm+5vzyF0+BVNbVFifkH67qSSTV4mU5rU0TbWGKnqPipH9i91ux+/39/cyzhgsoa/g7Nr+F/YD0LKqBcCqTJ0MUZm+MKkPtYvu3v0wHR3bCW0SJiSYtjEdZ72JiCswVa3tfg62VyKNoeELaJgzhW/riIqt5F5rkDnzwl7PzaWUpJgCLYYZ+cK+uZFIEgpEVDUwhJlIHqbrJbjXGkr3/AK2/auZ7NyLGX5tGfs3GWZnjWHeB3uAtDt9pE34A1VVtxPyxHC55vTq+zxdOO0jgJp56F/U81d0x6mk3hbrWQRAXA7it48j87aCiOMu9wg2yp3EaRor5+rwPmYgkuYOZKRqaChweWb7GDbt58i8L5HY2V1+NWMMMwmUkfundj+ysBwDjYChIbQAupR80d7GhQP70SlOAdTv6P5DPfuTS0pJilkRNLomGaEWxZMpKtMXJvWZmXNJTCygomK6pb7pcKSZr1N98PA5UD4RisrxAmL575A+DaEJkv6jlgMrvg4rLkUGbFT/pYPEv3uj1uT1lh2zR3D7pnbQpRX3zI1NP6YhYejZG3T+8Gd4vY93ua4jzYEQAml5EJoknZ9E2/o2pCEx7BIpDQIBDcMm0F9oZKfeCLhIOBc6xr4D47+E1qGkfWM0oy+/kvb2TYS9JQK0t29SYjGcAYmgQqEYWAxE9bbD4X7OHZ0EAvggde1ikq/8mDc7zkKvr+d6XuCAkYzP+QS2R8fDqsvgrSu7jPMJTK+l4WeNZeKNj+PxlLLHMZXPij5lTJyO1IPnDd+HHL8N+W8vQ14lGz1TmJhcjqZJDOnnyerlaInnnxBxHIVCoTjdcBY7yX0815yR06N/MTvSzZnBqNm9DrOdciDHJzB9fAsLw+qbHk8phmH685H/hSX+AjBk6fMM2/vfONIcVM+XcCiT0BiD1ImaVfR6y6ISzMh20VCC6Pd7aGsrj1I03bN4j3W/cHeLzToCEhLbkU9/l93eSgruCydj3jIv2+Zvs+wj0q9LR2/QGVI0xBSgCUhT+fRHjxEYuw2jfDKf7/8WF76Zal2jY5OEzZfBY+9CfiVNCFoqHiUxsSDqucV6Mp6pqERQoVCcVAaCeltfVCTj4keQnX0fk+ve5+H6G3CgYyCwSWkG3vJCkOFZBasqKMAeL5h4mQun8yyczmJSvGVce+5vMBblIMoLEUXlkF9phVAD2J2cyTlsRkqJXzj4XBbi3b2bvxUUdL9AhUKhUESROTeTxIJEtszZQse28Hym3mDuwKWUpJg+dgGzGuV+yo1rjqvHODFQuluczuKo6pbpz3eoy3kZM75KZmY2NQ/WIDvAjE9mUixsImpWMTKhjLQsCieIHdZnW1pWcWhtAgefnsTBLQd7WGWEy2B7EqydStNawXbPdkuZ1Pr7wAApJIn5iWTfl83W27YiO4OfDUj4dDI272C0ovVcWP51IDX6PoYGL10PD/w3puVSJ4FA9Nxh7IzlmcppLRZzOjJv3jyGDh2KEIIpU6awbNmybs+79957mTJlStTnhBAMHTrU+m/mzJmsX99VjC50bux/kddTKI6XUKBFmBLQxzMk3xtCFcmdv9hJ+bTyIwoFuOa4wpuZQYRDmMeBUfpaEvBjw8CBRAgboEHRhuDZ0WPyAhg8ZhDtm9rxlnmpebCGivc+QUoftvzNyBtfhPxKq5VUAn4crLJdyj3aIzwtfsA9LKKSfF5vauJ7lZV982AUitMAFSMVR4NtSPQv9ZBoibPYiev7LkvTRAYknlKP9bu6blkdNQ/W4C3zhmPJL3dSMb0Cb5n3ZH8b3RKqEKalfTvq+PDhN1oVMEeaIxiawsrWrh9EJ7wpQcN3sIUN34lMECVszoMXboC3rqR2dgZNrzfSs6p17HHzvrWP1LL93u1UXFqB3+PvVkTH5/ZFf+6TYnjqB4ifPAJPj+n+drWRarwGBw9uQQg7SUnnM2HCUlUNDKIqgqcQM2fOBGDdunWkpqayevVq3n///aP+/IwZM6LOf/XVV5kyZQrLly9n9uzZhz1XoehTZMzXE0R3u7WeUo/lUSQNSfWd1SQWJB52N1fYg3MlAtK+mcboBaNxFjvxlnnpWHERYsREZN5GqJxI49a7SCtaA/kvwIz3YfUlRNlISDi45SBV86qsBNNwTCbwyLlo+RvRgAAaBxlMJ3Fs4Rxe5rtUkg8C82sEL+zfz7SUFOZmdh26VyjOJFSMVBwJb5mXDRdvAD18bPiNw6NES1xzXOx7dp81vuBIc5jjDBFm5lq8xoibRhxVd0t/VA2dzmIKCv5GXd2ybs3oW/duJySaYgqqGNgv/5Tt99pp+GsD6dekk7MwuuU0VHEMJYjGpnFwzyOgO0wVtICNsCpo9z66JhGVQbA8BcEU7slakIU9xW4lgVtv20rTO00xH7eboj9SQ0T9HRFx36w9CBHPoEE5HDxYiSmm42fIkMkqCYxAJYKnCB6Ph9WrV9PS0kJKivn/HLNnz+4SnI6F2bNns3z5cm699VZmzJhhXVehOJF4Sj1W201ot/VEBMeeZhFjBQOOtAZrRjCo9JJ8frKVBFom83GPIv7zSzr/ZwIpuobPcTNxj34B//UwfDER3D34aAbn1jVDULfyB4zO/wkaEhsGSbSRBFzAv2gJtr3EJoEhfrFzJwWJiWpeUHHGomKk4mjwlHqikkAIt4WGEjZHmoMRN40AzKQwsl0RsOwYAMuMvScLiBM5E380CWZPZvQUlkN8LvgkaBJ+vITa/8uAl7IAYSVmOQuLuwiqhCqOm/7v//DrDjBs5uC7ZoARTMKEAcIW4QMYmSCG1EQDCKGZhn4RfoFt5W0UriwMP7sOI5w3htpqDFON1MBAQ4uYRQzew+4n6dadjC/6B273c8FE0EQZyUejWkOPg7IyePBB8+vJZu3atX16vdmzZ5Oamtpj+4xC0df0hX/S0dDdLCKEBQOEQ1g7u6E1hNp/Qi0+3jIv7qfcVhCKbGWNMpn3QfPqImy6hs0ATddwb/s1Y8c+QNZ/jjryYiWMeq8AfXMhAQRicx7ihRsQm/OwEeBq3uK3/IQ8Nnf78QZd5+vl5ZR5B0ZrkuLMpT/jI6gYqTg8KSUpEOMl70h3sO4r6yifVs7On++kal4V9cvq2ffsPuszWpwW/otZM2OXa46LwjWFjH1gbI8JXk9xqLf0ti3VNX0q4tGfwy1Pw5L5ptn6h9Oizmn4a0OPn3c6i0kde0Ew4fODPQAXfALjqmBIK9owAy2xhxTDpsNFH2LcvZgtt3yM+KHpjxsi1KZrPbuIJFDYoxM+TXZzj4kVsOSnZMz4Kk5ncdAmIvxDb25+F6+3n35BDUBURfAYKSuD6dPB54O4OFizBopPgvpsSkoKCxYsYObMmSxYsIDrr7+eyZMn98m1Z8yYweeff94n11IojkRf+CcdDaHg3d1ubUgwIHINlk2ELhEOQVFpUbh6GSTpK0nWemOvP2xWOgf/VQvS7JAZmX0WvJjPoKl7SP5hDQffHIXfTcTOZ2hn1NzitPk1Pln5S5J3rKVw8TcQhgYOHfHbuxH5lTjQuYSVPVYFO6XkObdbVQUV/UZ/xUdQMVJxdDiLnUz65yR2P7QbX52PQbmDLD/BKIxw4pZ9X7YVsxxpDvQmPSp2HS6GHS4O9Ybeiq45ncUU3fg4tdMeorExWC372gfw0g3WOenXdG/2DmYi2nh/JsgAiIBplfTRhYSyZaMtWLbrBhlwwEdfQ/v0q+T+9m78+b/ClnAZfFhC1o3nW226kc9O2AWu77vo2NFBy/styKCZoLBKhBEtoZvzQRps2zafxMQCnM5iMjJuob5+KSGvxZDwjUJVBI+Z0lIzyAUC5tfS0pN374ULF7J8+XLWr1/PlClTyMnJ6XaQ/Vjp7jqrV6/uMgi/Y8eOXt9LoQAzcGbfl31C5yVCCWdPu7Wxa4hsAZU+ye6HdptBO2ID8sAHByxxmdjrTzx/GPGaQAPiERgL9rDzlzupurKNA38ejr/eiEkCgXHV0YtuTuXcxZeYrTZooMfBykt6/iZjZiyfrK9XVUFFv9Gf8RFUjFQcHc5iJwV/K2DKp1OsttAuiOiOlVC8yJybeUyx60hx6Hjpi84ap7OYc8/9GxMmLGXo0EuYsOg8shaMJmF8AlkLsiwlTzDtImpqHrQqaeF2WWHO6wVsRFtEdEfYVVAgELoD29Jb0H72G/O9h+7F/u2Poj4x4qYRZNyaQdE/irAn22lZ1RKMe6EEkCjfXVMxVED5REvpFMDlmoOmJRArfKNQFcFjpqTE3OkM7XiWlJzc+0fOPMybN4/p06ezc+fOXs0ubN++nXHjxkUdU4PwihPByR6a741hb9NbTYxeMJqkyUm0ftZqHQ8ZD8dev+bBGvBLc3DdL83gJAUYdkAEzeXDFUDwQ/6XUDsG6Xfgs2u0pJpjFqKbQCpw0JF8HRwIHpCAOx5cnVbcDYCqCir6jf6Oj6BipOLYSJ+VbiYXkdgh4z8yDmsbcSz0hXE8dI2ffdVZEzVHuJCoBBBg+/Z7qa19BJBoWgKFhWtIKckLV+tsAoQWtHfoKQmky3sSEJuKzN6YtecRqBvJG8PymPLNOs4dkhg1W+ma4+qmVTWUUsYQ54eijVEJX2iu0e1+7hiezJmBSgSPkeJis92ltNQMcier7aU7li5dyiuvvMLq1at7NRC/du1aZsyY0YcrUyi6MtCN5F1zXNQ/WW8JuCDNXc+MWzKiEsFARwBvmbfL2i3/KUOarTLCQBoCITDnKKQBmmYmh1KCww+XroJLV1FWficvFJ0DwBUrDIQeDG624DkIMjJuAc6DA/Xhm6Z3Wms9bPxVKE4CAyk+goqRpwNlXi+lHg8lKSknZIMrtKnX8FoDQ4qGWGqVJzI2Hc+GaE/x83jW2dP9uzteV7eM2tqHrHMMoxOPp5Ts4uKoRLR9UztVt1X11A0aQXSwCtUIJRLby9eRLzQO/rGKT9NtxAVFYkKtr+nXpAdFbKT1GYkMXi18zaHfGkTKVTdEKZ2G2LfvWQzDx759z1JYuEa1h6ISweOiuLj/A1wk3e10ejweUlNTuzk7mtWrV7N+/XrWrFlzIpamUFgMBCP5w+EsdjLhiQlU31GNNKQlIuMsdnJo+yFqHzbn/w58cIDyr5dT9I+iLuuXhgQpTUlrzQAhkBKEzYDL3iPj5rG4MubgKfCgHMYAACAASURBVPVQM34VDZk2DmnDaawZyh3PtJI4fj3aZV5ky1BEqgcuWQX5X6JpCbhcc5iDi6fdbnxSIgOYzf0RCWC8EMxxuU7qc1MoIhlo8RFUjDxVKfN6mV5Rgc8wiNM01hQWnrBkMNI+4kRyvBuifRU/rft3mpW83N/nkjk3s8d1NTS81uUaVpUtIhGNFcERDvPaepPOgc8O0PRGU0RLZyj9i07mpASbFGgGUB+S1DY/su8v+xBDD5nCNDJoeQGIgkHYdukEWgPWvVtX2xhTdzvO7OjnE/Y/DFhtoyoRVDOCpwyrV68mJyeHV199lR07drB+/XquvfZaUlNTmTFjBuvXr+fVV18FYMeOHbzyyitHHJR/9dVXufbaa1m6dKmSxVaccE6WWmhvyJybSdEHRYz9dfQ8h/+AP2oeT/pkl8DnKfWAH6wAZ9hACoS0IQMa+ogm9hcaeDKfYM9NVdyVrpOoV5Hx6iCufngE56wdwuiXpqG9dSXa5+chL1lFxoyLGDv219bOZbHTyT+KivjN2LHcGJcVlQTmDR7MY7m5qi1UcUaiYuTpR6nHg88wCAA+w6DU0zeKm/1JTyqisYrVsfRV/Izy0dUl1XdUW5XA7taVnj4r6vNZWT/tNnn6Z74fvxnywIaVYGbfl83oBaPRErSIeBUOXKEpP//UzwDNmveznAZTbeA3vXfbPzGCSWBEDXBTB8nFyVFr8Tf7Kf/GWure/zjquMORZtpVoKk5wQhURfAUYcaMGSxdupSFCxda8tgzZsxg3bp1gLnj+fLLL3Prrbfi8XiYPXs2CxcujLrG6tWrGTp0qPV66tSpLF++XLW8KE4KJ0sttLeEdjnN4fjSYLCIqRxoZmCObKVxpDnMICghtOMZsEmEIZEOWF6Uy/V7/pOdUicgHHydmTjQsX3wtYgRegnYkD6JLC+i8TvXcGHmzKhbFzudFDudPEgN2s5wJ86Wgwe5c8s22JnI3AudJ7ylSqEYSKgYefpRkpJCnKZZFcGS0yAZ705FNMqTNqiOGTuf2Jv4GRunIpGGtN7rTt00NDsYa0ofec2Xs9tZUlvLbzGrS9ImSCxIpMzr5aPtS8j1P0vK4gkkrLmajlcnBMXQIHLG72Dj2SQRahMN77vuSgwwppGI8yVm1AuLxfg9frIWZFH/p3r8zX7z+/JJqpc/SeL5Gk5nMV5vGdu2zUdK07tw/PjFqhoYREgpj3zWAGXq1KnycJ5BW7Zs4ZxzzjmJK1J0h/o5KE41vN4yKiqmYxg+NC2O8Z3vU32V31QVtcGEJyaQWJAYFbxDaqOhCQi/gMrZ8axN6WRDIUw590Vukk8hCCDR+JIJjGM7tqU3Y3vpu13W8OndH/Df3yyhtKio20SuzOtl2oYNZhEyhB+0iqH89Px0fie3nfCWqpONEGKdlHJqf6/jVEHFyIGP+hkcntNxQyt2Fq/mwRp2/nJneD5dgJbQN3P0sUkm0qwEhgJV5H2OdnYxto30mT8m4ny1lavfNr3pAzaI+68MFn39Se7a/B6UF0FROeRXIpb+B7w6G/xxRLW0DPMhGx1WIrg/Hf7y75DBXm54NDN8pmbA8H3gzrA+n/btNEY/04Z7zVrqbzwHfJgz+It+xtirbiA7+z62br3Nso8AG2PHPkB29n29erYDjeONj6oiqFAoFDFEzRJsyqGhZhu5v5uJ3qTj9/hpeK2B5veaw4byRnhDTWC2x9gTBDf9JI/z8swWp5H+q+isfQ47BjYMzqYK/+Zz0f42G0R4RkKgIbUA2gEnvsN4A25qbw8ngaHb28AoauFhvQU083Copep0+SNKoVCcOYQ6IE4nYkVerGpcUBwlUiClt4lgZMunFackoMHQGUMZc/+YKD/EwyaA3jI8nlI6VlwU1UZ69WqNxBUgpHVpWt5o4rqqwfC3RQjdAQ4d+Z3XonwKw8IxEjo6EDis1tC//Ltg59WbuZN7kHX/Di/9m5kkCgNxw0vwu7tBBxyQdvsBKipmYqT64JE8KC+EonK0gu04HGls3XobbvefseYKhU21hUagEkGFQqGIISWlBE2Lw9iUA3c9SkvAQYujiuHXDY8yHxYOc9hdaEG1UGkey/i+i8Zrkngi00MJKdyXnc2DNfAwi/h3nmEK67BhYCufCLodIc3kD81ASgMcfj4oSiZvM5zzZhvea7uqlP65PkI91GpJBWzR9oJ2IU6LliqFQqE4HQm1fbqfc+N+yo0MyD6bo481ZUdiXT8yCTwSkV0yYsRERNyjSJ85rziGGjz+ZHMTE1M0O7nCR1LF1zHbOG1mFfLDaVFjEGacCiZnbUPMrwikZpBbLbjiUQdxzT9H25OFDKnGBATVn32X+Fez+Mq6Oigsp3V0JUa9uXFL/ibI/wIh7Iwc+RO2bZuPYXQQGRVdrh+ottAIVCKoUCgUMYQ8h7b+po6DgeBMhU5UEggwaPwgnBc7cT/lNpNATZD7WC411ycys6IC385wa2ZJSgoPaAX8xbiZiWxCbs6FfSOQNjMkSofB9jveIb5tOK9NdLGTcSy6BxL8rVT8saJLm1CnEaPTHUoGZfi1AL7vcp12O+oKhUJxOhGqxrnmuPp0jj52thA4rutHdsnIvI1kPL+JhK3fxJ//T2prFyJeXAIBEeXqJxAYQoAIIG0GnrQAQ/dCKAlsyW4hZU8SWkDDNKOXwXMlV74HNn8ukNvFHWnsxxks+bd/Mvobd8IXObBiEhQVQF4FoSAopUFbW3lwzdEjcHZ7tLjMmY5KBBUKhaIbnM5ibJ51QGuP59jT7SSMTkAGpKnCJiR6k26p3Z21GSaXG1TW/ZMZxZt5f/xU/r+Gi3j8oye4654sNN1GwAYfX9nCVy59gPH5G9FxsJNFTH4B4v1Y7Tcbn/PwUamTkhLYlF1HRXt7dHwLRcpQb44EIWBSUtKJekQKhUIxoAm1M3bnKTcQ6Svz+cNd83iub3XJBOfmXdOn4rwmm4qKFyC5Eu5aDEvuMgcEIwwJsn+Wjf+An/qn3Qz9YgzCIUiaNITWITD07+Y5ZqLnN3PBoU1omXVomwqJTv9CNhMCm4RrVh5AMg5xz8OgOyBOknzfBg7s+QIK16MVbCc9fRZe74cYxqGo76WtrfyYv//TGZUIKhQKRQ/EmsnH4kh10LG7wzSSJ9zOU5ICEysF/3OPxKFLbH+JY+eiF9EKHuD/jX+D0lUp2Hw2hNQQ+Bk2YjP2/I3YMJDoFFLO+qJ8bnIEf0nbNe56KoUKv+lJP+rNehhE9ybyEW2ihoT527ZRkJioqoIKheKMIlb0SxmIHz+hLpnYpDo9fRYtLavg6ndg3E6G7bmfQcZk2srbSJ+VTubcTGoerAG/RBiAkAz79jD0p+rpiNy9TPBBxyBoHI5sHI6wBSAQMpeIRTKaWkR5oZkEGjbwBTjwwFSQ5yEccxj/ZgKZmRcCsGfPEg4erLQ+HWuJcaajEkGFQqHogcy5mTS81kDLqpbwwVCi5YDm95qRfomwCTJuzbAkv4uBJftc+PV6hCFAt0P5RIz8LYz415dcuCIPGfKasBmMuKAFm4jHkD782CmniMp8KH06jVt3JvNkg4MNuEG6MVa52LUuDi6KWGhEO2jsayUWo1AozkSUgXjf4nQWd3l+UfYS35lFZua1XT7XnTWF3+On9qHa4BkCmeIB96CwjVJulfnWl2cHZw/9SE1DSoG0BxCXrjTPc+igS1OpJgBIGxIb+tpReM8vC84IdlprEcJBYmJB3z+cUxiVCCoUCsUxkHReEsO+PYyO3R3UP1lvqrEhSRidENVyM/EyFxUP78PwBZB2P4Gijfixs+/zPAhoQQW0AIHLVuG69HLgcpZWLWcdhVSSD8DoaWnUXZ7IQxvKTUlRgMvc8PtcxAVNyFAHTmQCKMLHNCBO00jbk8KDL0JJCRSrv4MUCsUZQGw7o1KKPD7q6pZ18RGMJDNzLomJBXg8pXi9ZV2Sxe48EEOxsuGvDaRfk847ti0UPJhhSchwxbswbifcs8is+gFt+TspHzOUr176Kxx5m80zH7kHKooQyV54/E7TQinOQUpJCh7Pi12EYqQ01IZADCoRVCgUisOQPis9qiKYccv/z97bx8dV1nn/7+vMTFIodSZJS9MALU3asqSWpElQRwTjNoFFZRdpC/7Qrbd4N0XBpYKb3N0Vl3txqakCRUFNELjpirvS1idElKTboSqj2KZJkQB9SBoKaSCkOdMKNJmZc/3+OHPmOQ+TJplJcr1fr7wm58w5Z665cjKf+V7fpwUU1BTg8/roeawHaUiEXSRUeLPE7+c/O8qORft43/IPcYCbqbn0fIodPSCD4Ajy5FUuFvuXAfAjbowJg7nt0CFcdjt+ZMTAs0u0yl7+P/sF/LdxzGw9Fe8RDD0W9udw3akL2Xizk8FByMqCXbuUMahQKKY/Q4UzTjdG2/9vLHR3N3Lw4AYAMwQUEozB0YTgJst9LKovoqi+CIBF/3dWzHPywArEnivg8ueQ/7MKDBtzXizkw68YiCsNRHsxsrUUUdqKvPHHpgQu7kQ78E+wcpAd7a9QNPAb4hPp1YJAIpNuCAohGoB6KWVH1D4XcD3QARQCzdHPKxQKRbooqCkAoHdnbzjnIYyMfWxshJ07YfVqqKkxxW9Z8YXsavMxaBSSpWlkz8+n5SvHKO39T7TSFq5bfoi3ApewdO5HsSPwy4jRd1pKevz+WC3TwCjrZ4fUuczpZI/Pl1gxFCAAHV+/kPtecRIMmg7FgQHweNJrCMbPkSKC0keFYnxJFs6YScQbcSMZdcmOb61sRfolwiEo9ZSOqzHY27szYTveEByPENy830r8hNpHIBHNVwKWpMlwNVKbX8P47+uRey+FQQdSk4jbtmJ84mkOZ2VReP1XEGKAQs3AMMycegj16BVFlJRsy+j7IR1MmiEohKgCyoAKIL45Sj1QJ6XUQ8duBxIDjRUKhSINFNQUxBqAmCW4ZVCG+zI9u0Vnw89NAX7WXDilpsZsiLyrpASPrpP3uouN1U6uu+7PlN30BDYtiESj+divON3zUcTtpVD3Epw7GFsIJknu34CUvHDyZOxALYPweDb8RzFGu5PoJhOGAXl54zMnY6GxETaYi8sxczTTUfqoUMw8fF4fbavawrlzS7Yu4fDGw+Ht+JZB8cdbvQflYMhcGpT0bOsZV0MwXAwmajuesYbgRld0zb32bN7ygmn0WUSvcIaDRtG8bpCa2X83KJFbNyIWd7KkuBXT6yeR0jQCZdTi6Nat/8yCBW7WrVNRMdFMmiEopWwGmoUQ1UmerrBELsQJIUSZlLJlkoanUCgUIxK9GhufAP/kq5Hv78X4ePlrOr4V5qqt22n+bP6x6ZXbv7+SzxoOpJAEhIN9lPAb/VX8/ovgPy+EOw4mK5UWizQ9htbvCMzevYMa/EcxtCf/MrB//zhMxBjZuTNxWxmCSh8VipmI7tExBo1wi6Denb0x27pHjzHq4o/XPfowVx8fYorBDJEjOJYQ3IRw0g27gC5O/Pxd3nGdJuuZiwmL4Kf/G9m6EvHK3wAaVtCM1U5CGjbEs1fC8nYQMmz8SQnBoI2DB8v59a+/wNNP1yAEPP64SpGIRhv5kIkltBJ6Im63DlSlYTgZz4YNG8jJyUEIQXl5OY2NjUmPq6uro7y8PGF/c3Mz1dXVCCHIycmhurqa5ubm8PNr166lujrZdxGFYmZjrcZ23tlJ26o2AEp2lbD47sWU7CohcJEp2MX4uJc2Ptnbyf6PteHz+sLXqKw0e/u1t7u5440HeYybuIN7aWc5vbPfRd6/Hz5+HP6Uk5j3B2ZVNIOI4Wc998YsxH3L+MBfFpP1LyWJRmCxD27sMh/TyOrVw28rYlH6mDpKIxVTBWsxERtoWRrzVs+L2Y7PO48/3lXpIn9dPiJbgACRLchflz/u4ywoqKGk5LdJjUALp9PNokWbRh12mSyctLj207Tv+Du21e7HuP0+RMWf4fZ7ERt+CLc+hMweRGoByAog39+WcE1hORBF6HcBWVnr+epX/8Svf22OXUoYHDRTJBQmmVAsxoUpbNH0AUVpGEtGY4nPvn37yM3Npbm5maamplGfv2XLFurq6mhoaGD79u2cOHGC5uZmWlpaqKpS3ysUiuFIthq7aNOi8Irt1VfDz38Opeg4MLABMsmqrkX7nL+hPf5jzgZcHOpbGFcBNPz82w7I8Zu/W/xkIeKZAr5wDax4CLZsMccCmMbfvW3gMMCvsXJOCZCeVhKW90/lCI4apY8poDRSMZVIVk1z9orZw+YMxh8PULq7dMKKxQxHd2M3xx85TnZBNhfUXpDSa7tclRjCEcrdc4TDSXf29vI6pfivuQN5za9MHQVY3o5+7//F1VoIpa3mztvvg4Ad7AHkVc+GF08jAaU25s+HpiYvP/qRm8ceg0DALJqm63DVVUqHIDMMwdwk+4b0dwshaoAagIULF07UmDIOXddpbm6mv78fl8tcJVqzZg1r1qwZ1fkdHR3U1dWxb98+ysrKAHC5XNTM9P8AhWIELCF25DkSeiFFH5O9U2c5Llpx4UdDYmCPO87jMfP0iou9lJ7+L1q52GwVEVvYLLYITXzT+Dw/BIAX3wfZEn69AJ4uwAA2bjRDXn72M/jUp0LGYKluGoE2EJrBznOOssJ3Ydr6CtbUKOFNgZT0EZRGKo1UTCXiq2lGb3c3dnPo1kPIoETLjuQMxhtcyfZNNN2N3RzcYPb6O8Up3n7qbVb+buWox/HMG7/jhLyQt5nLT+Snue2dRdQ4YZ7DwbMs5w7upZRWzuavLOUwe7iCyuV7KF/+40jK/H23I9tKoaQVitsxAAM7mjSQgCag+/gPEOIRvvnN51i3zo3HYxqBW7aY11C56plhCMaHvUBisnwYKWUj0AhQUVExUhbNhOD1+fDoOpUu16R/mdq7d++YVibr6uqoqqoKC5xCoRiZZMn8/j5/zMrrkbojHPvWMRZJuB/B7aKUWq2EO6/RubLWPM7rNY3AvDy45BIv3/zmKhyOQfzYucO4l3a5HA7PhmXvmC8sYN7bc+jNPRUJ4LfUTwMcwCkHvJYFS0+ZXr92s0XEtm3ma119NTz1FARbXeDXQBpIGzT19/M/us5DS5dSUxBbAEeRcaSkj5B+jUynPoLSSMX0wOf1ceiWQ8iA+S9sDAwdXZIOenf2xu4IMupCNd3djcx/q475oe0X+AA7e3upKSig1+8HoJ3l4X66FmWOt8G/N5I18f525PJ2MwwU0CT86vineOv1C7l0wR5Kzv8TQoCUfvYc/HeucT+D2w0fvMkHN+rQ6oJ2J1sPd7OzrZfV8+alXRPTUVU7EwxBnURhywOOpGEsI+L1+VjV1sagYZClaewqKZkUsXO5XNTW1lJdXU1tbS033HBDSoLV0tJCXV3dBI5QoZh+xIeD+vv8LNq0KPx8d2M3x7YcC287kNx18TEKfvh+iovb0fUf85c/VFJd7Q738Xv8cQ9ZWYNoWhAZhNJ9XbQ//lkzr+//tMOVb4GA3rmnoM0JuQNwwelE7+BlfREj8RPHEQ8sw95UwKOPQjAINlsoT6LdCXeUwK2H4eJTSCAgJbceOsSK2bPT5hlUjAqlj6NEaaRiOqF7dKQRWccRtsRetekkvr9uMqIXhYx3XuBwbxNL5lVzTqglhRX8cgV7cM27A4DV8+bxbL953WJeYiWttFKKBC5vbYXWG83Q0OWmB1AQqQwawM6z536U9v/4LJd9PVLpFAnH3unC6/Px4jvvsPcfD4EhzQXSnefx8tXHeLmf8OumyxhMV1XttBeLCVVLiw9/cQHNSQ5POx5dZ9AwCAKDhoFHn/iqTRb19fVs376dlpYWysvLKSoqoqVldIXjOjo6yM1NFmWkUCiGIjo5X2TB6Yt+ic/nBUyR+9OPXks458JzBiguNiuidXbeyenTqygq8hIMmknqPT2V2O1ZgI2AP4vWxz8VKe6S449cSAAlPtMItLaj0YgUjLEBGw9x9Vd9BIOmIej3m4/Wudqyv8acHpSSu44exeubvAIyXi9s3mw+KkZG6WNqKI1UTBRen4/NXV2T9nnpqnShZWuggbALlj64NGO8gWC2VLqg9oKwFRFfqMZaFLqzs5Mv7n+CUwev4fz+ezl18Br+MLAwJgNiYM4n6fP78fp81BQU0LBsGZ+f8xrfFV/lCzzGfdzBp186gP2OesSjNyHuuBdeKsY2529ZuLCWruD7+R0fYaPYSrttOdzwGr/uvg4IGYkCfi2vZltPD7ccOoQhpKmZWQbnrumN0dZ/6+ycjOlLyiOPDL89UaTdEAzRIYQojNouzNTS2JUuF1maZt5Dmkala3JXaNasWUNTUxNSSqqqqli1ahX6KMS2sLCQEyciUUbNzc0IIcKV1RSK6Y7P56Wra3PYkIt5zuuja3NXTIVPiCTzL/hXG3z7do7nfoW2tlX8obuJVW1tPHrp6YQuDwu+sICenm0YxmkgiM02SHm5B5vN9AhWVJiltru67uaf/3kX7e2RKmu25+cl7x8YbwRG9xUMCZ3UJPlX6WRlmd5Ah4Pw7/YKHWxRI5Vm8dHm/n5WtbXFfLmZKGPN64VVq+BrX4MrrjBXPxWjQuljCiiNVIw30UZN/OflRGFpz+JvLKZ0T2lCH9uxMpTWjYW5//IWC7a/yIKv2yjdHdvIPnpRaDn7ceDHhoEdP394F+7ldvZxKfdxO18/9VG+FjW3NQUFXJ39MlIOIgii4Sev9XzwO8CwIf12jNZyuly3UVRUz58u2MG/ibsjoaQf7uPpS67gXm7nz1Rwr7ydZ8XfA2BENRZ02ATVF7wv5j31+P1c1ZZYkXQy6I9zsA4OTs7rTmZD+TLMktcVwCYhRFMolwFgPXC9EKIDKAQ2TNa4UiW6OXS6ciAsGhoaePLJJ2lubh4xIb6srIzt27eHE9+rqqqQUtLY2EhDQ8NkDFehSBsJPYtKduF0uvH6fOzd1cOKz/bAoEzaxNfpdqIX/B7ZeQCr1HVnbxODxsf51TWwoBvWPKsxZ46DRf+yiNk3dHGo9VGs9U4h7KxfX8lFF5ntI8zeRW6WLXNz5IhpqNlscNNNsG5dAS8ugq91doZzJSyjT4OY5vBCAAecyFBLiGy7xrpLXKzbZeYIVlaax3k8kHeFi41BjQHDwBgQ0HEOLDuFYYMBw2Dj4zplLztZudIsOGOFsY5nryWPx+yhaBjmz623wooVqpcTKH2cKJRGKlIlWY5rMk/3ZNzb410EJllD+qGuH1+tNOF5S1NzB9FWZZFfvAuIfJhXulzYhcCQkr9Qih8HEj8BHLRSSjvL+RXXhI83iMzti++8wwNvn8+9Uec8U3oeSx1g9wcxHAb3l1by9LH38W9veXHZ7WiE1kQlGKEomaflNTwtzNc4RxO8z24nWzN1UBOCr5x/Pt99442E9/Zsfz9ffPVV1uXnT9jf2aobYOn0tm1w6FDsMVlZE/LSCUxmQ/kWoAXYkuQ5nVBy+1TAag6dKbiSrLrquh4T5lJfXx8Ok1HJ8IqZRrKeRe0Us6qtjdXPGBQPgM1I3sQXzFLXmpYVNiSXzKsmy6dR9KLBdT+DrICB/z2/Wfpb9yBlJCYzP//zXHSRm8suix2T220aWpYYWAaRmwL2nzrFD44fDx/7gTlz+MKCBdx88GBMe8GalbnQWgilOusuCX1xcccaV+bvTlb4Srjr5zrN33ZhGJgtJTAw/BovNLh4od00SKU0DTWr19J4GWqVlaBp5rXBDFsdz+tPZZQ+TixKIxXJiDf6hspxtTzd1v50eLrHg2QtkJIaeaMwGJNpqtVD0Ovzsa2nJ+x9e0W8n7fOfxJv96/ZE1xBO8vD+X9tlPIXlqMRiSK46+hR2qMqh7ZSim35aYx7v4psXU6g9CU6l/9vAI4ODJgrjJjRnp+2X8AT774BwoiJnPlr0GDLa8e4wuWk+OyzWZefHzbwk9Fw/DiPv/nmhOQ5W9Exg4ORXP7QW4jBMhInmkwJDVWMQHNzM0VFRezYsYOOjg5aWlpYu3Ytubm5VFVV0dLSwo4dOwAz1+HJJ5+MEbPCwkLq6+vDDXZ1Xaejo4N9+/al6y0pFJOGZciBDU3LwuWqDItAS6kZcSI1EELgyHOEz7PyQtoppqRkF4sX301JyS4uK6hmV0kJ/+qdwyxTC8PCGvtas8jPXxe+Xnx4anGxl+uu+yK5uV+MCVldl59PlhAIIEsIti5ZworZs7GLSIyoXQhWFjngyh449zQ/P/AOH/xOF5/6mi9pWKfb6eSuZYvIPuJEeyVUQObRxfDgErPFRLEPw4h4KLOyxleI3G546CEzZFXTIDt78oROMf1RGqlIhWThnkPluFqe7rsXL57UAkjjTbKG9MlIZjAmXCuJpgI0dndzRWsrPzh+HD+mly4oJW/YS1hZ9PWwEbiVjXyBH7KVjdxzbi//tfsIv647hLPhGVbPmwfAYjoooZVPzX6LO+cew778ANpnnsC2/ACltCaMKQjMmR/g4kdK4Pd55k6ryFpIOvfoPh5/800gEsoen3lhnTZRec5WdIxVNyCZEQgwWesNmVA1VDEKqqqqaGhooL6+nr1794b3WSLlcrn4yU9+wvr169F1nTVr1lBfXx9zjdraWsrKyqivr2fDhg24XC4qKioSjlMophtOp5mXp+seXK5KnE43lfjI0jReXW7QcCvc9gBIQ3J442Fmr5hNezGJq8OLIu6r4nYY3P7XcMUyYTerujmdixJeCxLDU5cs2cqhQ/+ElKYK9PQ8in3pr9jjX0aly4WntDRmtXpzV1d4hVUAH8/L48uHDjFoDUAeh+XAxYJfbjufmoA94iUMYXkh77oLmpqcpnfx/lawm0mDYucFfOJv7eT3uFhX4Rx3b118Q3nlDVSMF0ojFamQzOgbzvOXiZ7uVBmqIX08lsGYrGdu+FpxmtpOMdtefZXfH2/m+pAXr53l5mJmaC6t+ZOd/47dH0AAMXZKmgAAIABJREFUGgHKHvkx2ff9EwBv/RHK33uEX67axjmBwwCId/aizb6Nd+PCS5Pxg+PHEV88Du1z4Nlzofqt2AOEmQ5x19Gj3HXhhWxdsoSdvb3Mczg49N57zNI0/nTyJH4pkYAeCIRPHa/WOHl5kciY4ZishVIhZXypg6lDRUWFtD7wk/Hyyy9z8cUXT+KIFMlQfwdFpmJ9sH/k0dME/+O4uaRog8V3L+bHN8KdnZ3WLu5fcIK/n/Vq2Ljr2txF552d5jkCFmxYwEXfv2jI1+rq2kxn551YL5KTs4r+/iaICvb8f+J/8yN5I3Y0Pv9iSYwxFh+29Ln582k4fjxSrMZa+Yz6SD/LlryEv9driszgl16Fvz8ee56AbCHYXVo6oSExY8lBFELsk1JWjOugpjFKIzMf9TdID0OFgaa7D2amMFKOoIUVBvpYTw9L5F/4NnfgwI8fB//MvXxkQRXr8vMpph1d9xAI6HR3f59A8FREdv65HvZeirD2VPwZ+S2zlYvlreufdTlfP30Dl9DKAUp5Vbwfv5QUv2R2k2gthfbotoMSIv0lgDezYd4gwi6RgpARCloojzH6Hqg7coQtxyJtoeba7VyVm8tP336bQcPAJgQ35ecnzSFs7O5mZ+/wPQk3bzaLpo1kDD7//OToo/IIKhSKGYu1yuv7Ox9t33ozZgW00kV4dfgS0c6Knq/SKSPFZlyVxTGrptGls5MRn2c4b95qdP25sEcwiIN9soQgcFHgRU6e/hW33PIpHnrIjdudWIgD4NGenohHEGKNwdDKZ7LCBm63GZ7yhZfgZWtnlDE4ICXbenrC50Untp+JF8/jMY1AKyRG5QgqFIp0MFRho+ng+RsPhitUYxnLeQ4HGw8f5rRhIIESWsPVQSV+vj73ddZedFFUNMxpolcqw2uPV+yBvZeG98gr9oTlyDpm7rzVHHljBS8by8nSNB5csoT9//Mm/3CHD4ffTO+4494oY9BqqwQQAJ4uQBxwUfTvRzmS02+GrGKGrUJsEaD4cNC3AwGeeOut8JiCUtJw/Dg/PH6cZWefzVy7neLZs3mf3R42IIfrSVhZaaZGvPfe8H+D66+HKHt0wlCGoEKhmPEkC5lxQ/iLwkdO7yZ4PDYxfpHbPaowGzDDQnXdw5IlW/H7+8JexdmzV9DTsw2AP9mv5tXXnSw3/sK3bXfgKAvgX/Ege/fuwh2yluK/pHx36VK+dPAgQQBh5sdbfZMIgBHQeMnr4CpPF5x00P66n8KTLr65zvQ0PlKcz4f3hYrSJEuUwGzzcMstkSb1Dz009ia3lZWmJ9DyCKocQYVCkS5GMvosbxcwYgXJ8fQkZoJXcqgxRHtSRcibZhlrbaHqoIIAdmxc4tDx+bwc6PkNQWMAEdds6T2yOYsB5DVPmx66P3yc2Vf3ceqjT4eP7GIRRRd8hcuLbmPX3NgxdR3z0xHwmXVhAqZnMMYrCKblZgNWvw6Xv02h4aLD0JFa7Fg0IchzONjc1cUsMYQYQoyBGgDa330XgD0nTyYUXbn76FGe6esjPysr5v5xu2HrVvjSl6J6/SYhql7chKIMQYVCoSD5CmjYY+j7O9re/FbYm2clxo+mvPdQrSvAzLNwOt00dndz66FDBKRkpWjDYQSw2YJIOUhpqQerLHe8Z67P74+VVg0WHJ7L8Z/nwtJTkDPIEx86ZPYQ1IBieN2vcfnNJfzuB07cbie1jmVsGTgYjpURgEMI1uXn4/WabR6sNIlA4MzaPlgCqHIEFQpFJuP1+ahsbQ1HXDzW0zNkuPxQYaZjfd3RXmu04ZsjEX+d4cYQnVupSYlNCETo8fL8KubMeYq5p35KT89jHD/+MMd7HucB+SU24CCLQTQihuP3uAUB3DTrz3zwjr+n4F5zhbG7ez6Hjv+Ew1lVFC/8Uoy31hoDQHGlC1soKseepfGl65fwMw4S42izLLccPzLHz7OcgqZz4WO94Iiop19Kbj10CENK7EJgw/QYRnPjuecyx2bjsZ4eBpKk1cVHer4+OMjrfX0ANB4/zveXLQNgZ28vZ9vmAcP3hpys9qXKEFQoFIoRiE+Mp72YLk/XqAR4uDLbYAp/2KsHtFKC1BxICZqWRWtrJfbQJ3V8fl1lsSuc4wCm3h1f/DZ8QMKHTphFYKyKadbKqDQIfuYo2/ZeiNvt5Fp7Afd9eTaB5Tq2dxysv8MfLjKz2ZO4YnkmbR+83kifwt/9TvURVCgUmYlH1/FHfdkflHLI/oHj2WdwtNdKpSdgNN1Nf6C36TAnP3Ievy9ZyhUHHQT/4XDMdTwFkTGcNoyYNIH4gjpblyyhz++P8hxeRFfXXqQMAOZi5jn4uIN7KaOVq95n5wJ5kK2nVvIbPkmWpvEvF3+dgqj3WFBQQ0FBDR+NG3syA9X2iyV0NvWypHoeLy2H9w6GDo7usxTt4JNAiQ4PLMX+2dcIzD8dft76extSsmHBAhbOmsVL77zDn06e5Lp586gvKgJg5Zw5bDh4kHiyhWDNvHk88eZbkdcOYUDsOUX92D4J/CK5MXj++fCnPyV9atxRhqBCoVCMAst7N5wAWyGg0dVC43MDLW+ixbaenrARWMxLlNJK9gXfhO53ue22Sg4ccJOVBVddBadPm6GfVn7dJreTh5Yu5YsHD0ZWIzXgcnMVMiaOJdoYrOinUeis7F5Kn6cA+RcntDnBBgs/CO7LzdOtXAbrdc+07UN0U/mBAZUjqFAoMpNKlwuHEGGPYJYQQ/YPHM8+g6O91mh7AkbT3fQHDl5zCvznI7/j5/l7d/FqWxH/a1DGXKfyS2Yz+GAo7PPRnp5waGN0bmWewxE2AovbCS+Ovr6ogqBwYJMSgeCvOHmV5XRqK/hSkeldzPL5+MAowl+jQ1TjjeRtPT08nv0mgx83yNJ8rDg+O3JiXOE0iNo+dxC+cpDAf18ANx6LNRpDh73PbmfTokVJx7T/iD+iqSGunTuX2gsu4P/s7gEnCQXYkrHghl7e+GUByWp2Pvlk8nMmAmUIKhQKRQrEC3DPbw6gF/wehyOPw4c3JoSAJmtdkYxiXuJe7iALP/KNbNradnHggJtg0DSannqKsGDY7RFjzEpGv/XQIXNFM6qJbowQRsetaOaq5y2HDvHQFbPJynIyMGA2ts3LixwW3fQ+Lw/6+sxHjyfyfCpEl802jNjXUigUikzB7XTiKS0dVY7gUIVnxvq6o7nWaFo8xNPbdBj854NhA7/k8taT/Gep5B8dAhsyfJ1FTiefz88PV6UOxnlDrUfLO3dJu+C+rwKDErIEt387i/OKv8Q/8QAODG4T3+Nv8z9MRf6qlIryWCkTQSlxCMHVublmL91QlU8gxjAsyMpKvEi8kWXpowZ8/Dj8KQf+5hScFYDsyGFD9Q/0euHR21xwjwZ2A5td8L1lS8M6fKSjB1YO86aixvNRMY+fzkosGpOdPbkLpMoQVCgUihSIFmCRBT3zb0N2HkAIgZQGYIRDQIGwAbho0aak11uXn8+jPT2USrPimhY6v7TUQ1aWm8FB0xNnhWgKAZ//fKxQ1BQUsGL2bDYePswLp05Fnog2CqP3hVYzDSnpO1/nyz+AbzfrBPe72LjRGROy6XZHfj/T9g/79w+/rVAoFJlCOEfc60P/qY6vkiG9buNZbXQ01xptT8Bo5lUvof87p8AvwRHgd6Xv48gKjVm/XML5e/0x11mXn8/jb745pGcy2ju3fL9EDoSKlQ1Klu8Ho/gkmtXDQQ7y97NeZZHzulHPgdfni4l0GZCSX/T14RCC9QsWsC7frNL9SE8PQSnRhKB24UJO+P3sOXnSPElAVlBj8JSA9wVJqObiCsAH+yPbUZEzL3YOMv/tP1L613nQWMTq1WaRNI8HggeccEcJfPoY+SWx3eArB/J5InjcjLyJ90papUoPzkE8s4A5V87m0vu72PMdF7RH/n6FhaOepnFBGYIKhUKRAtECfPqiX3I89wBmLoSGEDakFAhh49SpFzh69C6kDCYUiYnGWnne29OHrecJkAMIoVFUlBfjjbNy67KyYN26xMIxbqeTrUuWxBQ4iA9fQSOSAS/AppmV0v7tvDaMzxnwGcHp3+azbW8+7qgvFlZ4zmt7XQwOOlX7B4VCMSMYay7eZDCaYmXRFFRfBk9FcgQ/XLKKf7G8jtWxx47kmYwOYX1ppUBkA4MSkSV4aSX4QxVEbQSSpkSMxJZjxxKKr1jeyYWzZuF2Omns7g7n9fml5MV33uGbRUVUtrbiD3kRPRUlvPgX+NLp1nCrCCB2kVTEPUp4L2+A94Bnc4/B9X0825fN9782jyuXzUZ8VoesAHzkbd4QsOGgufi6oquAn97thL9dBhsPgSY5y65xHefxnE9nrsyi/a6FBA84sV3i47EVbQwYBtyrmYZlyBicMyelqTpjlCGoUCgUKWIJsM9XwZttkfy/JUu2curUfnp6HuPtt3+BtRwYXyQmvumsuQJ8Hd1ztnLo0C1IGeTw4Y2UlKwIt45YsSJi+EFyz5xlVHp0nZe6AjzhP2aKWxCQAjQJhgAhwQb+QXjm8CmCtpDkahL5yeM8ovWwzlcabrBshQDZV2jYLimBA84xtX9Ytw4eeyzWoFUoFIpMZSy5eJlMQfVlpkEIXD7CscN5JmMMxZUuilcS9k4+VAx7e/o4238j8x3Z5OevGzIlYii6BwaS7rdH5Wru7O2NeW5nby81BQVhDbQMWPdlsMJnhvn+1/FefDKQ6KmLJgA4iBiGhe9C4bu00k+rH8TnQk9FLbLu7O2lz1PAwADwdAF0zkYr0/lytYvv3uxkcBD6suC7W80Ui9c+ovNw0DAXZ+0GlOphQ3CIPvQThjIEFQqFYpT4vD5e/dKrDHQMkHdNHsU/Ssz/6+raHKqYFskUj14RbezuDlcPi2866/f3IaUZThNvPEaHaG7ePHRj9rB4L4Lzts3l2806RovLHE6pDueehk8eNwVIkxw8CNnLNN6zkvc08BNpKO/RdQYMAwOQGNQ8oLPw985RN5eP91zu3j0+zekVCoViohlLLt5MIcZQdEfCZot9XvxvfhbDGORNLYv8/NRX/L6wYEFsmkOIz0flaq6eNy+sodZ2wrjixtrxx1k8e34nVn+IRafeh+/s0+iOwcjBnWfDsneTewvtoTVVouxHCceemMdL3VEv2O6EV5y0vhWr1X19sGkTeH0uHtuvEQwYENCg1byv7HaorU15us4IZQgqFArFKPB5fez/yP5w0ZW3njBLRBf/yB2z2hldJVQIO/n5n49ZEX0krkvsI8ePhw3BkSqMWkQ3ZrfZ4LXXTIMr3rCqX+fk2qXOcHjp95+D1pzXIrkKAY1DD+Xz4IP5bJ31Ki+HmuMC9AyawpjncIRDdAxgZZGDmpGWkkPE5xR++cvQ2qp6CCoUiqnBWHLxZjqxLZMGOHr0Li688K6UvII1BQUcee89vnXsWNjgyg71t4055gj89O1erps7jxVdBWx+fPhFxtVLXDx7SgNpGmD/Mq+I/S3wg2WtZrulgKB0z0W8MnCU0yv6I9ZedAVQCdk2jS+fdx5PtvyVo4/P4+WnC3g56nWEMIu+rF5ttkqyNNCKonE7nXz+xRIaXtCRLS60V5xUXQl33TX52hifOqnIcDZs2EBOTg5CCMrLy2lsbEw4prGxkfLy8vAxO3bsGPJ6zc3NVFdXI4QgJyeH6upqmpubJ/ItKBRTEt2jJ3SMPfHMiYTjrCqhixffTWnpbi666PsxAliQnR1z/F+DQbw+X8K5Q+UUQqSa5/r1puA8/LBpcHm9yY/dtAlW3ODjpfWtZmsJG6awPbiE4AEnfXucfDRuBTU/VIGtz+8PC4UW2rbw+nxs7urC6/Ph9ZqeyugxeDyR1dCBAdiyBZ59FjZsgCQfXQrFGaM0UjHeON1OFm1apIzAUWItaJqKYdDf30xb2yp8viQCNQz1RUX8YeVKbl6wgJsXLGB3aWmMp8/rhe9eVUDn2hLu+9sCLr8cvva1WC2M16Way5w0zCnhyjcWU/tWCX17nKzMdmKrLYVHF8PtpbTvcPLArBLs31kGe3Ogz2GeHAoFPV/MYuuSJZzsttP17xeaoaBxXHqpqdE1NbB1q9kc/tJLYdu2yFhO/cmJ/NEiaHeiaekxAkF5BKcU1dVmNu++ffvIzc2lubmZpqammGPWrl1LS0sL27dvp7CwkL1797J27Vr+/Oc/U19fH3Psli1bqKuro6Ghge3bt3PixAmam5tpaWmhqqpq0t6XQpFJ+Ly+pKu/rkpXSNciFVhyr85Neg2rbUQyai+4gKf7+sJJ7q+8+y6r2trYVWL2Vxru3GjcbtPQCgSSh4jGE26QHF0+2+nHMEDXzSpxj/X0MCAlNsymuWAWBchO0tcqJncQjeDGEoIHnDgckXFEey6NOCP6nntMkVQoxgulkQpF+rEWNI8evYv+/mbMVIfT9PRsSzlXcLg8xeiFxmisHrWQPJe+5jInKzRn+Dm7HaTfCQfM1wloZgjnntoCPJ4C9PndbAkeDIeIFvfN44svHcawGfCt2EIvFmVl5mt5vWYkTCjAhj174Ic/hBtugCeeiBwfCJgLpbW1aTAGpZRT9qe8vFwOR3t7+7DPTyX6+/slIPv7+4c8Zvv27dLlciUcY527b9++8L4jR44k7JsoptPfQTG90Z/X5XNnPSd323bL5856TurP65Hn9Oel56GVcndhg9w9+ynZer1nzK/zvK7LK1tbpbZ7t2T3bmnbvVvec/Ro6td5XsqzzpLSZjMfn39++Nd07PZI/me3+fNbj6RYlxTrcsm/HZXP67pseOMN6fB4pLZ7tzzruefk87oePveeo0fD21JKec/Ro+Hxs2u35Maj0ux0KOXNN8eO8Z57zPFZz4OU55yT8tuVwF6ZAdozVX6URsaSiRo5nf4GUxFdf14ePXqP1PVhPjwVUkpTH4/eczRGF6Uceg51/Xnp8WTJ3buRu3cjPZ7scZ1nS/+EiNUW2wpd3rznqLz5O7rUNHOfppk6ZHHPPaZuQuL5Dkeilja88Ya8srVVfua/3jC1rjmkfU2x2hd//j33JF4fpMzKStwHUmZnD6/jwzFWfVShoWPA5/PS1bU5ZTf3eLB3794hn6urq2PTpk244vq9uFwuampqqKurizm2qqqKsrKyCRurQjHVSFYhLvyc7kEWH4BHNsCvrsW15fkxv47b6eSuCy8kW9OwQdI+TaO6TihE9O67R+7p53Y6eW5lKdfaFnDhiwvgK6XmE/e3cvijnXystZX9p05hSImB2aDXaqrrdjrZtGhRzMpsdO4gAvA5Yl7PCskBMzR1/vzY8ZxzTspvVzEFSKc+gtJIxejx+by0ta2is/POMYUuziSsNhqdd3bStqoNn9dMZxhuDp1ON/n5N2GFoUgZCPfXtag7coSlf/wjn21v54uvvsoXX301nCoxEpb+bdhg5uNpGmjv9yHvbaMx2Mkjy9sw/sa8lmGYefIWVrSKzWY+ZmWZ59vt8OCDiVpaU1DAb0tK6H2swCzs4tcgAJqhcfOHXDQ0wM03mz/PPRc5v7ISHLHSCEQ8hPEMDJjho5OJCg1NEeumt4o5DJfHM564XC5qa2uprq6mtraWG264IUGgOjo6hhSt6upq1q9fH95uaWmJET2FQjF8hbjRFnIZLSP1aRr1ddyjDyVxO5387AonXgds2Q1/+MCr9DrMcNEBKWl/5x00IZBSjmic7o+q6CYEaHl+DGEK6sqV8LGPRUJydu+Gyy6Do0cj5/f2Ji9wo5i6pEsfQWmkInVii5rEVmlWxDJUG42R5jA/fx1vvvl4Ut2sO3KELceOAXD49Onw/sd6ehLyAaNJ6KHrNlsRbdsGD7+jE9TMJUoDA/7XUfh/F6K94qSvL3INy4iMbsk0mmrWq1fDsxtCDeVLdb56lYv6Lw+v3TfdBM88A11dwx4Wpr19dMeNF8ojmCLJbvrJor6+nu3bt9PS0kJ5eTlFRUW0tLQApsABFBYWJj3X5XKh6xHvRkdHB7m5yfObFIqZilUhbvHdixMaB4+2kEsqJPO0TTRWJc+nnoIT0bVuJPxeP0lASjQh2LpkidlHMEkRGK/Px6M9PeFtO4JrLnCxYYNp9D3zjLmyKWVkhfPQodhxBIORPA7F9CCd+ghKIxWpESlqYhuXxb3piFUQ7PUKB1qWBjZiFklHmsPhdPOncX0ALQalDEejJIwnpF933hlbFMbthoULwdgf8tYFMR2RZf1wbxvi/b4Yj6B1zqZNEWPS+j0ZjY1w1VXm7w0NcOX5Tho+uoj6dUNrtzXWhx+G48dNz6AQQx4eJsomnhSUIZgi6f7gWLNmDU1NTUgpqaqqYtWqVei6HhY3S+zi6ejoiAmHKSws5ETUt8Dm5maEEOEqagrFTGW4CnFOp5tFizZN6VXj6AR74zf5MChM0QyadXAkYEhJn98/pOh6dJ2gNIvdCMB4Op9f/gJ++F4XPz/k46mnEl931qzEffHCrJjapFsfQWmkYvQMZ6SkO8T5TImu6Hwm11jV1sadnZ1UZx/G9oslCYuko1kgHUo3rwv1/YsnK6ppfDzR+mUVSLOorATbKyFv3b4cs8q3DbAbGCt0Nm5MXll7JBobzfBTq+I1wG9/O3Kxs+ixBoPwiU+YoagjYXkoJwtlCKbIRHgFxkpDQwNAuJR1YWFhQoU0i6amJioqKsLbZWVlbN++PbxdVVWFlDJ8TYVCMT2Jzo2wveJEfDVUNnvrsnDegy1ohoV6PDBQ5CN4QxcDRb6w6Fa6XNjREBIwIHjeuxjfbiXwj518O7+N4EWRLx82mxkqGi/AQhATqqOY+mSSPoLSSMXIJDNSpnruYLQBt6qtbczGoEfXGTQMgpg543uW+ZMuko51gbS+qIjaCy5gyaxZfObcc4dsExFNXl4oFUGL7csHpjfvoYdAe8UJj18Y1jMCGnK/K8FwHC07dw6/PRR5eaG8xdBY8/PNKBkw38PZZyc/bwzlAs4IlSM4BkZb3n2ysFYx6+vrWbt2bUIyfEdHBzt27IgRwPr6+nDYjEqGVyhmDtG5EXl5sHGjk9MvOZESRNdsbOU6D643cxZfvMKHsbINHAaGXyNvTgnghHYnwQeWIG85aK64loS+aAgwpAGleric9h13mKGiUe0HAVMQlUdw+pFp+ghKIxWpMdVzB+MNOI+ujyn9oNLlIitJ66DxpL6oiPqiolEd6/XCxo1m4RebzezPl1DUJeSlu+UWJ4GfngdX9KL9YR7iVWeC4ZiMxkbT0Fu9OnKt1atNb6DF6tWjH2swaBqCW7fCihXw+OOR3Pn77zePOX3a1EMhzMiZyfYIKkNwitDc3MyGDRuor6+nrKwMXdfZvHkzubm54X5Ga9asYc2aNZSXl9PQ0EBFRUW4R1JtbW1M36PCwkLq6+vDx15//fWcOHGCffv2pestKhQZg8/nRdc9uFyVQ34BGKrf4FQgvsDMLbeYfYxEu5PbP+6k5jJzf9/5OlqngQFoNoO+83XAiccDwXP8ZkyJlfMQ8g4S0MwKojd2QauLkyedSUNFNU15BBXjh9JIxXgx3oXBJpvxMuDGq6DZmWIZZ2efHdWTttjHzmydFb7EcdXUwJGLu9kSOGYuTt5wjGsrzqK2uGDYQjBWCChEDL+amohBGG8gDocVFmoYkeiX+AI1brdpHFqLsn19IxermRDG0nNiIn6AMqAw9HshUD/SOTOpR5KUUjY1Ncmqqirpcrmky+WSa9asSdozqaGhQZaVlUlAlpWVye3bt494TUC6XC5ZVVUlm5qaxnXc0+3voJge6M/r8pWbX5Gv3PxKQr/A5547S+7ebZPPPXdW0r5Hw/UbnGrcc48M91qK74H0vK7Ls557Ttri+wo+L2XWSl3ym1Bfwt27pcPjkdc+94q0/cMbZo/CXbslv/XIa/9VT9pHyW5PvV8SM7SP4Fj0USqNnBIaOd3+BtOFqd5fMFnv16lIQ4M0+93eeFRSrEuHQ0rxyTckz5oak737uaTv8crWVrPPX+jnytbWpNe3+tw+/7yUV14Zq1FXXjn2cUf3+M3ONnvrjrU/4GgZqz5mkkewCtgghMgFmoH1Ixw/46iqqopZsRyKmpoaakazZJHCNRWK6YTP66P1Y63IATNgv+fRHko9paMqhw1Dl9KG0XkTM4nKStM7Z4SaAlrVPN3u2BXhvNddeL7nhErzOc9DTrbtLaWnpIf8+bAuPx+Ag185TLthtqTAITlR0YOUiSvJy5ap1hEpoPRxFCiNVIwXmRjinApupzNtHrzx5JE/+uCB/WYKQhDy9lzAm5Wmpw8BAwGDbQd03JfHvtfV8+bxbH+/GakClJ5MLExjFUOzQjW//OXUQ0CHwvL+bdsGjz5qVg59/PGR+/2mg0wyBDuklKMLFFYoFIozQPfoyEEZ3pZ+GTbmRhMWNFS/wXT2URsrVoL9rbeaRmB2dlwCvtPMCVxVHRHMsJgVg0efFQ49WtXWxnvSiLl+79tmaIyUMbuZO3di39c0Q+mjQqGYcZxY3WEagQKwQc/HzL6DCEwjTwpodeG1x4VcdhVg2wrBD/fCnnk80FzAtbtjjbD4CqQul9kaIpUQ0OFwu83XsKqGRherGU3PwskikwxBhUKhmBRclS6EXSD9IetEgiPPAUQqHw7n1bP6DcbnCE7VIgM1NZFchWTilLRkd7FZmc7KQ/nc/PkMGlFGoAH4BRcdzeeIwzwvmuLiiXxHCoVCoZjqnM55DwaidsTlpNu/t5SVVztjPHtWHp7xywL4RQFgdkmyIl0srAra1nmW9p2pAWjh9cJrr0VaRmRlmbmA8WNNtzGYUYagEKIMyMXMgdgrpWxJ85AUCsU05ZyV53DqhVPmhgB/X6Ss5WjCgpxuZ0KRmKlcZCC+gEw0yQQzvjIdQJamMWAYGH4BL+Ri82Vx9bVw9UKzatorr5ieQbsd1q2brHc2PVD6qFAoJpt0FUX7bHs7z5y7W4yyAAAY5klEQVQ4wXxLeAAE2IXAkBIhBNccXUptbUHShcrKSrOBu3VqsoqhyYq3pIrXm/z86LBTux3Wrzc1L9lYlSEYoUVKGe70KoRoEkKslVLq0QcJIWqAGoCFCxdO8hAVCsVUx+f10baqDeN0lPdKQkAPnPG1R+NNzHSSCVu8YAK89ksX9hUaYHoE1+Xnsy4/H4+uo7/m4H73YYI2g3/yv4n8QQn+V5zh8NBAAF58Mf0COIUYlT6GnlMaqVBMITK1AnVYK0MpENGN5GOOG+e8+M+2t/PEW28BcCIQ4OKzz8ZvGFw3bx7Xzp0bqWJaGRlLMs+ex2Pm6IFphCXTm+EWQEciPscw2rsXbfABLFwYeS5+rOkmYwzBaJEL0QFcDzTGHddo7auoqIjLOlEoFIrhCRd6ifv0eP3+15l77dxRCfFwwjeViwwMJ2zW47Zt8NhjEAg4sV1SwvoHdNZdEinh7XY62UwXRqjtxKA0YLmO3B87rzt3jl8IznRntPoYOlZppEIxRRitsZUOhiuKZjERefHPnDgRs/3m4CB9H/lIeDtZEZzPfc58jDb4zsTIGw3DefeSRdFYYzpTL+R4kzGGYBKOACo5XqFQjCvhQi8DhpnHFkIGZVKhs7BWbR0Vr3M4u3pKFYQZLcMJm2UkWs1vATjgZOHvnbgvj72O1cdqwDDMQtzLTkKxL9xkHqC0dDLe0bRF6aNCMQ0YjbGVLoYqihbNROTFX52bG/YIWttDEb94OZqUA693ZE/haBjK2IPhDb6JNlBTJSMMQSFEFVAnpayO2l0EqM6tCoViXIku9BLQA7x+/+vIoETLTi50ELtqKxxB5LeLYPlfplRBmNEwnLBZRqJlBAqRPLTF6/Ph0XWu4zyeCBwzK759pA8+eAK+Uho2BsfY43jGofRRoZheREeUuCqLRzS20sVQRdGimYi8+B+FKok9c+IEV+fm8qPi4iGNt6EWL4fL3fvYx2AgVIDm0UfHnqc3kncv0wy+ocgIQxDYC9TH7auQUm5Ix2AUCsX0JrrQy9xr546YnxG9aiuxwX9/Gk5nwUefx3Vn5SSOfGIZTtiijUSbDW66KXE11euLVBKVhgCNSJU3u4RSPWwIZkJuxBRB6aNCkcGkkiOXLJRyJGMrnSQrihbz/ATlxf8oqqy012vqhVX45bHHYHeoFUSyxcvR5O5Z+P1nVrAl3tgbygDNZDLCEJRS6kKIE6EkdzBXO9emc0wKhWJmMJLQQWyIjNAE8veXARL2Xso7yxbhnEa5bkOtYiYzEr1e2Lw5Kjk/qpIoSDP01jIEA2a/J4Arrpg6IplulD4qFJlLqjlyyUIpF7ndGWcApsJE58V7PKbBZhHt+UumS5s3j5y7Z3kEHY7xW5QczgDNZDLCEAQIlcJW5bAVCkXGER0i093QzUDXAJaF8/rW1ymoKUjvACeI+NXNaCPRWqX1+00x9XigstiFHY1gwICAhva9Jdj+5pQp4s/mh72Bqodgaih9VCgyk1Rz5KZyi6F0kawVRF5e7CLkSP0BLdxu05u4ZQt0d8MXvjB+xlomtoYYDRljCCoUCkUmY3kOuxu7Y/YH3wumaUQTy1Crm5Zx+MILEWEeHDTzN77/fSeff7GEhhd0ZIsLo92J8VTsdW021UNQoVBMD1I17KZDi6HJJr4VxMqVsHHj0J63oVIcLO3Ky4Pf/tY8/8UXYcWK8THYhjNAMxkt3QNQjI4NGzYghGDDhti0kJaWFoQQSY/PyclBCEF5eTmNjQlVxmlsbKS8vDx8zI4dO4Z8/ebmZqqrqxFCkJOTQ3V1Nc3NzWf+xhSKKcas5YNE956YUzonfYOZQKJXNwcG4K67oLHRNA7vvBOeeir5eesqnDieXBRTIdRC0+B735saq6SKqYXSSEU6sAy7xYvvHnUFaafTzaJFm5QRmAJuN3z/++ZPX1+i5y3Z8Zs2JVa9vvNOuOUWU9Oiz7fSHLzeMxvjrl1w992xC6dnet2JRhmCU4jCwkIaGxvR9YQewjFUV1fT0dHBvn376O/vZ9OmTezbF1tgbu3atdTX1/Pwww/T399PfX0969evp66uLuF6W7Zsobq6mrVr19Lf38++fftYu3YtLS0qUkkxs/D5vJz8+FfAHgAkwgEX1F6Q7mFNCNbqpqaBYUBzc6yASml694SA7GxzlXbzZvPcD30o+TWFMEVcoZgIlEYq0oEy7CYXS5tsttF73qIXNg3DPNc6Py8vYiSuWnXmxqBlgEYbn2d63YlEhYZOIaqqqti7dy+NjY3U1tYmPUbXdZqbm+nv78cVqs++Zs0a1qxZEz5mx44dNDc309nZGT6mqqqKzs5OcnJyuOGGGygrKwOgo6ODuro69u3bF97ncrmoUZ2gFTMQXfcgiw/A1o3QWkb+1R/A6a5M97AmBGt18667TCPQCPVctIy/rCzYutU07PLyIqE6dntsVbZoplK4jGLqoTRSoYj0vM3EKqTjwViasseHbVraVVk5cbl9UyVnUHkEx4DP66Nrcxc+r2/SX3vTpk1stpbdh2Hv3r1DPldXV8emTZvCAmdhiVf0imddXR1VVVVhgVMoZjJWPgjLX0X7x53kr6pI95AmFLfbNASzs00DMDsbvvIVc3Vz61aoqTFXP+NDdaRMvJbNZp6TiUKoGD/SqY+gNFIxs7F63nbe2Unbqra0/R9ONPGhn6M5Pjps09Ku6BYUqXgYR8NEXXe8UYZgiqT7n2zNmjXk5uYmzWcAU6hqa2uprq6mrq4uaWhKR0fHkKJVXV0dI5AtLS2sXasqlSumN6P98jqWfJCpTrSAfvnLcN99podw48ZIqEu04GnDqIoKC53epFsfQWmkYuaQTLeie94agwa6Z/gw6elKsty8oYzHZLl948FEXXe8UYZgimTCP1ldXR319fH9hSPU19ezfft2WlpaKC8vp6ioKCx2HR0dgJlLkQyXyxWTX9HR0UFubu44jl6hyCzCX16/1knrFa0JVUHjmYn5INaq6f33QyBghokODESS9KMF73vfMw3CaIQwf/LyJnvkiskkE/QRlEYqpj9DLbpYPW+xgZal4ap0jXCl6cdYcvNS9TCOlom67niiDMEUyYR/spqaGk6cODFsBbM1a9bQ1NSElJKqqipWrVqFruthcbPELp6Ojo6YcJjCwkJOnDgR3m5ubkYIEa6iplBMdXSPjjFggAEyIDl06yG6m/5AV9dmfL4Mze5OAx6PGfppoWmJ/Zk2bTJDbr73PbPvk6aZj0KY595yC3zxi5mbNK84MzJBH0FppGL6M9Sii9XzdvHdiynZVTItcwRHIllunmJolCGYIpnyT1ZTUzOqPAiAhoYGgHAp68LCQpqampIe29TUREVFJO+prKyM7du3h7erqqqQUoavqVBMdVyVLoQWKS8vg5JD2x+ms/NO2tpWKWMwRGWlmSNoGXcPPTT0KmdNDTz3HHzjG/CJT5geRClNb2JDQ2ZXUFOMnUzRR1AaqZjeDLfo4nQ7WbRp0Yw0Ahsb4ec/N3Uq03PzMgVlCI6BTPgn27RpEy0tLcMmvMdjrWLW19ezZcuWhBLbHR0d7NixIyYRvr6+nubmZlUGWzFtcbqdLH1oKcIhQAORFUSW7AOCGMYguu5J9xAzAiv88xvfMI28kYoiWh7C/PzY/VKqVdrpTCboIyiNVExvMmHRxefzZlTkTGMjbNgAL7wAfj9cc01m5+ZlCsoQnKJY1cvi8yCam5spKipix44ddHR0hBPZc3NzqaqqAiKlssvLy2lubg6X0y4vL6e2tjZ8HJgro/X19eGGu7quh/svKRTThYKaApY+uJScqhzO/2YW4v2HAIEQdlyuynQPL2MYS77DunWmJ9FC09QqrWLiURqpmO6kc9HF5/PS1rYqoyJndu6M3X73XWUEjgZlCE5h6urqEvIYqqqqaGhooKGhgfLyclatWgWQIErbt2+nrq6Ouro6cnJyqKur4+GHH06aYF9bW0tTUxPbt28nJyeH8vJyOjo6hk3GVyimEj6vj8MbD9Pf3M+xrwaRv7wSkEgZHPFcxfC43bB7N9xzjxkW+o1vqFVaxeSgNFKhmBh03YNhDJJJkTOrVw+/rUiOkMkaPk0RKioq5HBhHy+//DIXX3zxJI5IkQz1d1BkOl2bu+j8WicYABJsQXjgNljezoIFN3PRRd9P9xAVgBBin5RyejdvHEeURmY+6m+gmIpYHkHDGETTsjKmnVJjo+kZXL165PSF6cZY9dE+EYNRKBSKqYRVMEYaEhAgBbSWwvL2dA9NoVAoFIqMwuqpq+seXK7KjDACwTT+ZpoBeKao0FCFQjHjiS8Yg8MPpW0IkU1+/rp0D2/Kk6y5r0KhUCimLjOxp+50RHkEFQqFArNgzOwVs9E9Oo6K1/Ev+0xGrXROVazmvoODZpEYlR+oUCgU0wOfz5txXkFFaihDUKFQKEI43c5QBbZFwGXpHs6Uxus1W0S89lpic19lCCoUCsXUJlPzBIfD0qXKSqVDFsoQVCgUCsW4Eu0FtNnAHlIa1TZCoVAopgfJKodmsiGoolOSM+0NQSklQoh0D2PGMpWr0ioUirHh8US8gADr18PChWoVNhNRGpk+lD4qpjIuVyWalhX2CGZ6z91oXVLRKRGmtSFot9sJBAI4HI50D2XG4vf7sdls6R6GQqGYRCorzRVXa+V13ToluJmI0sj0EggEsNun9dcwxTQmUyuHDkW8LqnoFJNp/Qk0a9Ys/vrXv5KTk5PuocxYTp48yZw5c9I9DIVCMYm43WbYjZWLAWbVUOURzCyURqaXU6dOMWvWrHQPQ6EYM06nO+MNQIt4XVJaZDKtDcF58+bx2muvkZ2dzVlnnaXCXyYJKSV+v5+TJ0/S39/PwoUL0z0khUIxybjd5o/Ky8hclEamBykl7733Hm+//bbSR4ViErF0SRFhWhuCs2bNYv78+fT09DAwMJDu4cwobDYbc+bMYeHChWRnZ6d7OAqFIk2ovIzMRWlk+sjOzmb+/PnKI6hQKNLKtDYEAZxOJ06nM93DUCgUihmJysvIbJRGKhQKxcwlYwxBIYQLuB7oAAqBZillR3pHpVAoFIozQeVlnDlKHxUKhUIxEWSMIQjUA3VSSh1ACLEdWJveISkUCoXiTFF5GWeM0keFQqFQjDtaugcQRYUlciFOCCHK0jYahUKhUCgyA6WPCoVCoRh3MsIQFEJUASfidutAVRqGo1AoFApFRqD0UaFQKBQTRUYYgoALU9ii6QOK0jAWhUKhUCgyBaWPCoVi3PH5vHR1bcbn86Z7KBOO12v2svVO/7eaMpmSI5ibZF+88CkUCoVCMdNQ+qhQKFLG5/Oi6x5crsqEpu8+n5e2tlUYxiCalkVJya4p0xg+VVQv2+HJFEMwPuwFzFXQBIQQNUBNaHNACPGXCRvV9GMu8Ha6BzGFUPOVGmq+UkfNWWpclO4BpIFR6yMojTxD1P9jaqj5So1Jm6+zz2b2eeexTAg0KTHeeIOD777LO+GBzCU/N5fzzK335IkTH+5++216JmNsKTBO83VePuSfB/Dee1J++MNvdsMbmfZex4Mx6WOmGII6icKWBxyJP1BK2Qg0Aggh9kopKyZ+eNMDNV+poeYrNdR8pY6as9QQQuxN9xjSwKj1EZRGnglqvlJDzVdqqPlKDTVfqTFWfcyIHEEpZTOJ4S8uoDkNw1EoFAqFIiNQ+qhQKBSKiSIjDMEQHUKIwqjtQillS9pGo1AoFApFZqD0UaFQKBTjTqaEhgKsB64XQnQAhcCGUZzTOLFDmnao+UoNNV+poeYrddScpcZMna+x6CPM3PkaK2q+UkPNV2qo+UoNNV+pMab5ElLK8R6IQqFQKBQKhUKhUCgymEwKDVUoFAqFQqFQKBQKxSQwZQxBIURDXI4EQgiXEKJGCFEVeiwc6vyZxhDzVWbtE0IUCiHq0zO6zCLqPqoRQmwXQpQleU7dYyFGmC91j8URmgdrvhqEEFVRz6n7K44R5kvdX0lQ+pgaSh9TQ2lkaiiNTA2lkakx7hoppczoH6AKqAX2AWVxzzUArqjt7ekeb7p/RpivWsyS4/3A9ui5m8k/QE3U767QHBWGttU9ltp8qXsscb5q47b7rXlR91fK86Xur9i5Ufo4fvOl7q2h501p5PjNl7rPEudLaeT4zVfK91fGewSllM1Syi0kb6pbIaXUo7ZPRK+8zERGmK8OKWWRlDJHSrk2bu5mJKH7Jdx7JTQnzcCa0C51j0UxivlS91gi9UKI6D5wJzALfoC6v5Ix3Hyp+ysKpY+pofQxdZRGpobSyDGhNDI1xlUjM94QHIqQKzT+w1zHXPFTKEZLLvBwkv156h5LypDzNdkDmULkxH0Y52K2A1D3V3KSzle6BjMVUfeWYhxRGpkaSiNTR2lkaoyrRmZS+4hUcWHeENH0AUVpGMuUIbSSkou5erBXzvBeVFLKZiHE2rjdFUAd6h5LYIT5AtQ9Fk/0B7YQogbYLKXUQyt66v6KY6j5itqn7q+RUffWGFD3ViJKI1NDaWTqKI1MjfHWyKlsCOYm2adc7MPTIqUMrxoIIZqEEDM+NCFuTqowXevNoX+weGb0XMHQ8xXape6xJISSt6uAIiml9YVAfYYNwRDzBer+Gi3q3koddW8NgdLI1FAamTpKI1NjPDVyyoaGkjzG35VknyJE9M0RogO4Ph1jyURCq08bpJTWap66x4YhyXype2wIpJQdUspGYLMQYl9o7tT9NQRDzJe6v0aPurdSRN1bI6M0MjWURo4epZGpMZ4aOZUNQZ3EGyIPs1qOYnQcYYa72OPYBKyP2lb32PDEz1cy1D0WRWhVbi/m3Kn7awTi5isZ6v5Kjrq3zhx1byWiNDI1lEamiNLI1BgPjZyyhmDIzR7vNnZhVmdSxBHqwdIUt7sI9Q8FJMZZCyEK1T02NMnmS91jiYT6/MTPiY5ZSlzdX3EMN1/q/ho96t5KDXVvjYzSyNRQGjk6lEamxkRo5JQ1BEN0xDWXLJzpSbfD8P+3d8fHaSNRHMd/byYFYKcD3AF2KojpIOcOAh2ESQU3SQd2SrA7gFRwgQ5MB7Hp4N0f+3SjU4SEhDiU0/cz47ED2kXWrPPmSW93f0gqbix5E4+WBy1q+FeFGupseWLGWEHF9WKM/arsmtwq7Y0kMb6Kqq4X46sZxtbhGFsViJHNECMbIUY203mMNE8bEPZWrH5zq/TYcyVpmf1SURN7p1QDO1b6wxv0MuM112uitHqVlO4S3HO9bKK0uXD+P+yRpGlMhmeM5RxwvRhjBSXX5C93f4r3GF8FNdeL8ZVDfGyG+NgcMbIZYmRzxMhmuo6RvU8EAQAAAADd+t1LQwEAAAAADZEIAgAAAMDAkAgCAAAAwMCQCAIAAADAwJAIAgAAAMDAkAgCAAAAwMCQCAI9YGafzOy+/sjStiMzm3VwDuvYgwYAgN4gRgKnQSIIdMjM7s3s1cw8gkZt8InAMnf3ecuPvVPaHFlm9mxmH1r284ekx5ZtAQCoRIwE+oVEEOiImS0ljSVdS7qQ9Gf8XOdLfLV17e7bI9pLkqKPjZkdcy4AAPyCGAn0j7n7uc8B+O2Z2UjSq6QLd981befudsTnztz9a/z7WdLC3Z9a9jeR9OjuV23aAwBQRIwE+okngkC3bhoe/0/JSkt3kloFtDLuvpE0NrNxV30CABCIkUCPkAgCHYg7nF8lLc3sS4MJ5deSNsUXzWwS8yfczB7NbBnzKkbF9vtKXszsQ7SfNOxzI4kJ8QCAThAjgX4iEQQ64u4LpcnkE0nrmJReFyzGkn6WvP6oNH/iQtJI0tLd/1VSE8HpuaxTM7uNPqZxB/OgPsNLnBcAAJ0gRgL9QyIIdMjdn9x9GvMZVpK+l9xNzLuUVDZfYhx97SQtJb0rOWZfycs02szdPV9Sc0ifivN5W3HOAAA0RowE+oVEEDiR3FLXty2ab3NLXGdBq2hfyctM0lbpzmvTPgEAODliJHB+JILA6VWtkPaiVIJStJU0jxXONu7+kH+zquRF0oPSvIqbwn5JlX3mjFReigMAQNeIkcCZvDn3CQD/BzHf4F7SQmki+UjSZ0kvhdKToq3KS0zGSncrd3vuaFathLZ0952ZfZT0zcxWUepS12fmMs4LAICjESOBfuKJINCBCGTz+FpL+h5v1W2Wu9b+1cfWkp5jBbPXCKSZ2g1yY5+kH5K+HdhnZiKCHACgI8RIoJ/YUB44o7LNcs3sk9JKZtPcMTOlie1XxQ1yD/ycyj5zx7FZLgCgF4iRwGnxRBA4oyhHWZnZLPfyTtJltmFtbunq7PtMzTfIresz87lF3wAAdI4YCZwWcwSB81so7V/0IEnu/hB3I5dmdhnHrCS9j5+v6kpeig7oUxEAJ+5eXEkNAIBzIUYCJ0JpKNADUZZylVtOe99xI0l3FauZHXMOa0mLmon7AAD8p4iRwGmQCAIAAADAwDBHEAAAAAAGhkQQAAAAAAaGRBAAAAAABoZEEAAAAAAGhkQQAAAAAAaGRBAAAAAABuZvA3PKE83yCGMAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(1,2,figsize=(15,6))\n",
"p1=ax[0].plot(dJDF['AbsSal'], dJDF['Si']-1.3*dJDF['N'],'b.',label='SJDF')\n",
"p2=ax[0].plot(dSJGI['AbsSal'],dSJGI['Si']-1.3*dSJGI['N'],'c.',label='SJGI')\n",
"p3=ax[0].plot(dSOG['AbsSal'],dSOG['Si']-1.3*dSOG['N'],'y.',label='SOG')\n",
"p4=ax[0].plot(dNSOG['AbsSal'],dNSOG['Si']-1.3*dNSOG['N'],'m.',label='NSOG')\n",
"ax[0].set_title('Observed')\n",
"ax[0].set_xlabel('S (g/kg)')\n",
"ax[0].set_ylabel('dSi-1.3NO3')\n",
"ax[0].set_xlim(10,35)\n",
"ax[0].set_ylim(0,45)\n",
"ax[0].legend()\n",
"\n",
"p5=ax[1].plot(dJDF['mod_vosaline'],dJDF['mod_silicon']-1.3*dJDF['mod_nitrate'],'b.',label='SJDF')\n",
"p6=ax[1].plot(dSJGI['mod_vosaline'],dSJGI['mod_silicon']-1.3*dSJGI['mod_nitrate'],'c.',label='SJGI')\n",
"p7=ax[1].plot(dSOG['mod_vosaline'],dSOG['mod_silicon']-1.3*dSOG['mod_nitrate'],'y.',label='SOG')\n",
"p8=ax[1].plot(dNSOG['mod_vosaline'],dNSOG['mod_silicon']-1.3*dNSOG['mod_nitrate'],'m.',label='NSOG')\n",
"ax[1].set_title('Model')\n",
"ax[1].set_xlabel('S (g/kg)')\n",
"ax[1].set_ylabel('dSi-1.3NO3')\n",
"ax[1].set_xlim(10,35)\n",
"ax[1].set_ylim(0,45)\n",
"ax[1].legend()"
]
},
{
"cell_type": "markdown",
"metadata": {
"papermill": {
"duration": 0.038029,
"end_time": "2020-04-01T01:22:39.666197",
"exception": false,
"start_time": "2020-04-01T01:22:39.628168",
"status": "completed"
},
"tags": []
},
"source": [
"# Chlorophyll"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"papermill": {
"duration": 0.077997,
"end_time": "2020-04-01T01:22:39.781164",
"exception": false,
"start_time": "2020-04-01T01:22:39.703167",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
" | | |
| Variable | Chl | Chl log10 |
| | Bias | N | RMSE | WSS | Bias | N | RMSE | WSS |
| Subset | | | | | | | | |
\n",
" \n",
" 0 | \n",
" z < 15 m | \n",
" -3.39206 | \n",
" 149 | \n",
" 9.87441 | \n",
" 0.335308 | \n",
" -0.162335 | \n",
" 149 | \n",
" 0.693024 | \n",
" 0.635463 | \n",
"
\n",
" \n",
" 1 | \n",
" 15 m < z < 22 m | \n",
" -2.1944 | \n",
" 72 | \n",
" 6.7097 | \n",
" 0.278637 | \n",
" -0.105088 | \n",
" 72 | \n",
" 0.696884 | \n",
" 0.501878 | \n",
"
\n",
" \n",
" 2 | \n",
" z >= 22 m | \n",
" -1.6586 | \n",
" 3 | \n",
" 2.54841 | \n",
" 0.492839 | \n",
" -0.567009 | \n",
" 3 | \n",
" 0.683801 | \n",
" 0.510161 | \n",
"
\n",
" \n",
" 3 | \n",
" z > 50 m | \n",
" -0.425985 | \n",
" 1 | \n",
" 0.425985 | \n",
" 0 | \n",
" -0.489679 | \n",
" 1 | \n",
" 0.489679 | \n",
" 0 | \n",
"
\n",
" \n",
" 4 | \n",
" all | \n",
" -2.98388 | \n",
" 224 | \n",
" 8.91152 | \n",
" 0.334282 | \n",
" -0.149354 | \n",
" 224 | \n",
" 0.694144 | \n",
" 0.62953 | \n",
"
\n",
" \n",
" 5 | \n",
" z < 15 m, JFM | \n",
" nan | \n",
" 0 | \n",
" nan | \n",
" nan | \n",
" nan | \n",
" 0 | \n",
" nan | \n",
" nan | \n",
"
\n",
" \n",
" 6 | \n",
" z < 15 m, Apr | \n",
" -13.0152 | \n",
" 38 | \n",
" 18.0942 | \n",
" 0.477362 | \n",
" -0.930938 | \n",
" 38 | \n",
" 1.08676 | \n",
" 0.482011 | \n",
"
\n",
" \n",
" 7 | \n",
" z < 15 m, MJJA | \n",
" -1.42342 | \n",
" 37 | \n",
" 6.40998 | \n",
" 0.291414 | \n",
" 0.0336262 | \n",
" 37 | \n",
" 0.508285 | \n",
" 0.272706 | \n",
"
\n",
" \n",
" 8 | \n",
" z < 15 m, SOND | \n",
" 0.56521 | \n",
" 74 | \n",
" 2.76719 | \n",
" 0.642458 | \n",
" 0.134373 | \n",
" 74 | \n",
" 0.481035 | \n",
" 0.808097 | \n",
"
\n",
"
"
],
"text/plain": [
""
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"obsvar='l10_obsChl'\n",
"modvar='l10_modChl'\n",
"statsDict[year]['Chl log10']=OrderedDict()\n",
"for isub in statsubs:\n",
" statsDict[year]['Chl log10'][isub]=dict()\n",
" var=statsDict[year]['Chl log10'][isub]\n",
" var['N'],mmean,omean,var['Bias'],var['RMSE'],var['WSS']=et.stats(statsubs[isub].loc[:,[obsvar]],\n",
" statsubs[isub].loc[:,[modvar]])\n",
"obsvar='Chlorophyll_Extracted'\n",
"modvar='mod_Chl'\n",
"statsDict[year]['Chl']=OrderedDict()\n",
"for isub in statsubs:\n",
" statsDict[year]['Chl'][isub]=dict()\n",
" var=statsDict[year]['Chl'][isub]\n",
" var['N'],mmean,omean,var['Bias'],var['RMSE'],var['WSS']=et.stats(statsubs[isub].loc[:,[obsvar]],\n",
" statsubs[isub].loc[:,[modvar]])\n",
"\n",
"tempD={'Chl log10':statsDict[year]['Chl log10'],'Chl':statsDict[year]['Chl']}\n",
"tbl,tdf=et.displayStatsFlex(tempD,('Variable','Subset','Metric',''),\n",
" ['Order','Subset','Metric'],\n",
" ['Variable','Metric'],\n",
" suborder=list(statsubs.keys()))\n",
"tbl"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"papermill": {
"duration": 0.511956,
"end_time": "2020-04-01T01:22:40.330970",
"exception": false,
"start_time": "2020-04-01T01:22:39.819014",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,2,figsize = (14,6))\n",
"ax[0].plot(np.arange(-.6,1.6,.1),np.arange(-.6,1.6,.1),'k-')\n",
"ps=et.varvarPlot(ax[0],data,'l10_obsChl','l10_modChl','Z',(5,10,15,20,25),'z','m',('crimson','darkorange','lime','mediumseagreen','darkturquoise','navy'))\n",
"ax[0].legend(handles=ps)\n",
"ax[0].set_xlabel('Obs')\n",
"ax[0].set_ylabel('Model')\n",
"ax[0].set_title('log10[Chl ($\\mu$g/L)+0.01] By Depth')\n",
"ax[1].plot(np.arange(0,35),np.arange(0,35),'k-')\n",
"ps=et.varvarPlot(ax[1],data,'Chlorophyll_Extracted','mod_Chl','Z',(5,10,15,20,25),'z','m',('crimson','darkorange','lime','mediumseagreen','darkturquoise','navy'))\n",
"ax[1].legend(handles=ps)\n",
"ax[1].set_xlabel('Obs')\n",
"ax[1].set_ylabel('Model')\n",
"ax[1].set_title('Chl ($\\mu$g/L) By Depth');"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"papermill": {
"duration": 0.461725,
"end_time": "2020-04-01T01:22:40.831616",
"exception": false,
"start_time": "2020-04-01T01:22:40.369891",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,2,figsize = (14,6))\n",
"obsvar='l10_obsChl'; modvar='l10_modChl'\n",
"ps,l=byRegion(ax[0],obsvar,modvar,(-.6,1.6))\n",
"ax[0].set_title('Log10 Chl ($\\mu$g/L) By Region');\n",
"\n",
"obsvar='Chlorophyll_Extracted'; modvar='mod_Chl'\n",
"ps,l=byRegion(ax[1],obsvar,modvar,(0,30))\n",
"ax[1].set_title('Chl ($\\mu$g/L) By Region');"
]
},
{
"cell_type": "markdown",
"metadata": {
"papermill": {
"duration": 0.039868,
"end_time": "2020-04-01T01:22:40.911471",
"exception": false,
"start_time": "2020-04-01T01:22:40.871603",
"status": "completed"
},
"tags": []
},
"source": [
"## Conservative Temperature "
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"papermill": {
"duration": 0.134634,
"end_time": "2020-04-01T01:22:41.085910",
"exception": false,
"start_time": "2020-04-01T01:22:40.951276",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
" | | |
| | Bias | N | RMSE | WSS |
| Subset | | | | |
\n",
" \n",
" 0 | \n",
" z < 15 m | \n",
" -0.0237772 | \n",
" 430 | \n",
" 1.26951 | \n",
" 0.969458 | \n",
"
\n",
" \n",
" 1 | \n",
" 15 m < z < 22 m | \n",
" -0.00535424 | \n",
" 92 | \n",
" 0.609213 | \n",
" 0.923088 | \n",
"
\n",
" \n",
" 2 | \n",
" z >= 22 m | \n",
" 0.0891665 | \n",
" 943 | \n",
" 0.396851 | \n",
" 0.949663 | \n",
"
\n",
" \n",
" 3 | \n",
" z > 50 m | \n",
" 0.122838 | \n",
" 653 | \n",
" 0.364817 | \n",
" 0.948504 | \n",
"
\n",
" \n",
" 4 | \n",
" all | \n",
" 0.05008 | \n",
" 1465 | \n",
" 0.773129 | \n",
" 0.971652 | \n",
"
\n",
" \n",
" 5 | \n",
" z < 15 m, JFM | \n",
" nan | \n",
" 0 | \n",
" nan | \n",
" nan | \n",
"
\n",
" \n",
" 6 | \n",
" z < 15 m, Apr | \n",
" -0.124243 | \n",
" 135 | \n",
" 0.307772 | \n",
" 0.68277 | \n",
"
\n",
" \n",
" 7 | \n",
" z < 15 m, MJJA | \n",
" 0.339283 | \n",
" 136 | \n",
" 1.79705 | \n",
" 0.936794 | \n",
"
\n",
" \n",
" 8 | \n",
" z < 15 m, SOND | \n",
" -0.249018 | \n",
" 159 | \n",
" 1.23123 | \n",
" 0.946817 | \n",
"
\n",
"
"
],
"text/plain": [
""
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"obsvar='ConsT'\n",
"modvar='mod_votemper'\n",
"statsDict[year]['Temperature']=OrderedDict()\n",
"for isub in statsubs:\n",
" statsDict[year]['Temperature'][isub]=dict()\n",
" var=statsDict[year]['Temperature'][isub]\n",
" var['N'],mmean,omean,var['Bias'],var['RMSE'],var['WSS']=et.stats(statsubs[isub].loc[:,[obsvar]],\n",
" statsubs[isub].loc[:,[modvar]])\n",
"tbl,tdf=et.displayStats(statsDict[year]['Temperature'],level='Subset',suborder=list(statsubs.keys()))\n",
"tbl"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"papermill": {
"duration": 0.456326,
"end_time": "2020-04-01T01:22:41.582386",
"exception": false,
"start_time": "2020-04-01T01:22:41.126060",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,2,figsize = (16,7))\n",
"ps,l=byDepth(ax[0],obsvar,modvar,(5,20))\n",
"ax[0].set_title('$\\Theta$ ($^{\\circ}$C) By Depth')\n",
"\n",
"ps,l=byRegion(ax[1],obsvar,modvar,(5,20))\n",
"ax[1].set_title('$\\Theta$ ($^{\\circ}$C) By Region');"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"papermill": {
"duration": 0.528059,
"end_time": "2020-04-01T01:22:42.152619",
"exception": false,
"start_time": "2020-04-01T01:22:41.624560",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,4,figsize = (16,3.3))\n",
"bySeason(ax,obsvar,modvar,mv)\n",
"fig,ax=plt.subplots(1,1,figsize=(20,.3))\n",
"ax.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')\n",
"ax.set_xlim((dt.datetime(year,1,1),dt.datetime(year,12,31)))\n",
"ax.set_title('Data Timing')\n",
"ax.yaxis.set_visible(False)"
]
},
{
"cell_type": "markdown",
"metadata": {
"papermill": {
"duration": 0.042334,
"end_time": "2020-04-01T01:22:42.238745",
"exception": false,
"start_time": "2020-04-01T01:22:42.196411",
"status": "completed"
},
"tags": []
},
"source": [
"## Reference Salinity"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"papermill": {
"duration": 0.070456,
"end_time": "2020-04-01T01:22:42.351765",
"exception": false,
"start_time": "2020-04-01T01:22:42.281309",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
" | | |
| | Bias | N | RMSE | WSS |
| Subset | | | | |
\n",
" \n",
" 0 | \n",
" z < 15 m | \n",
" 0.301234 | \n",
" 430 | \n",
" 2.19189 | \n",
" 0.948359 | \n",
"
\n",
" \n",
" 1 | \n",
" 15 m < z < 22 m | \n",
" -0.0834399 | \n",
" 92 | \n",
" 0.544337 | \n",
" 0.946553 | \n",
"
\n",
" \n",
" 2 | \n",
" z >= 22 m | \n",
" 0.0929282 | \n",
" 943 | \n",
" 0.358702 | \n",
" 0.983666 | \n",
"
\n",
" \n",
" 3 | \n",
" z > 50 m | \n",
" 0.159102 | \n",
" 653 | \n",
" 0.328865 | \n",
" 0.982967 | \n",
"
\n",
" \n",
" 4 | \n",
" all | \n",
" 0.142994 | \n",
" 1465 | \n",
" 1.22947 | \n",
" 0.967727 | \n",
"
\n",
" \n",
" 5 | \n",
" z < 15 m, JFM | \n",
" nan | \n",
" 0 | \n",
" nan | \n",
" nan | \n",
"
\n",
" \n",
" 6 | \n",
" z < 15 m, Apr | \n",
" -0.0217093 | \n",
" 135 | \n",
" 2.14762 | \n",
" 0.872971 | \n",
"
\n",
" \n",
" 7 | \n",
" z < 15 m, MJJA | \n",
" 0.539987 | \n",
" 136 | \n",
" 2.88054 | \n",
" 0.95554 | \n",
"
\n",
" \n",
" 8 | \n",
" z < 15 m, SOND | \n",
" 0.371215 | \n",
" 159 | \n",
" 1.40702 | \n",
" 0.889956 | \n",
"
\n",
"
"
],
"text/plain": [
""
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"obsvar='AbsSal'\n",
"modvar='mod_vosaline'\n",
"statsDict[year]['Salinity']=OrderedDict()\n",
"for isub in statsubs:\n",
" statsDict[year]['Salinity'][isub]=dict()\n",
" var=statsDict[year]['Salinity'][isub]\n",
" var['N'],mmean,omean,var['Bias'],var['RMSE'],var['WSS']=et.stats(statsubs[isub].loc[:,[obsvar]],\n",
" statsubs[isub].loc[:,[modvar]])\n",
"tbl,tdf=et.displayStats(statsDict[year]['Salinity'],level='Subset',suborder=list(statsubs.keys()))\n",
"tbl"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"papermill": {
"duration": 0.396639,
"end_time": "2020-04-01T01:22:42.791132",
"exception": false,
"start_time": "2020-04-01T01:22:42.394493",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,2,figsize = (16,7))\n",
"ps,l=byDepth(ax[0],obsvar,modvar,(0,36))\n",
"ax[0].set_title('S$_A$ (g kg$^{-1}$) By Depth')\n",
"\n",
"ps,l=byRegion(ax[1],obsvar,modvar,(0,36))\n",
"ax[1].set_title('S$_A$ (g kg$^{-1}$) By Region');"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"papermill": {
"duration": 0.504925,
"end_time": "2020-04-01T01:22:43.345021",
"exception": false,
"start_time": "2020-04-01T01:22:42.840096",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,4,figsize = (16,3.3))\n",
"bySeason(ax,obsvar,modvar,(0,36))\n",
"fig,ax=plt.subplots(1,1,figsize=(20,.3))\n",
"ax.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')\n",
"ax.set_xlim((dt.datetime(year,1,1),dt.datetime(year,12,31)))\n",
"ax.set_title('Data Timing')\n",
"ax.yaxis.set_visible(False)"
]
},
{
"cell_type": "markdown",
"metadata": {
"papermill": {
"duration": 0.044927,
"end_time": "2020-04-01T01:22:43.435595",
"exception": false,
"start_time": "2020-04-01T01:22:43.390668",
"status": "completed"
},
"tags": []
},
"source": [
"### Density"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"papermill": {
"duration": 0.071943,
"end_time": "2020-04-01T01:22:43.551939",
"exception": false,
"start_time": "2020-04-01T01:22:43.479996",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
" | | |
| | Bias | N | RMSE | WSS |
| Subset | | | | |
\n",
" \n",
" 0 | \n",
" z < 15 m | \n",
" 0.23614 | \n",
" 430 | \n",
" 1.74201 | \n",
" 0.955864 | \n",
"
\n",
" \n",
" 1 | \n",
" 15 m < z < 22 m | \n",
" -0.064902 | \n",
" 92 | \n",
" 0.493022 | \n",
" 0.936114 | \n",
"
\n",
" \n",
" 2 | \n",
" z >= 22 m | \n",
" 0.0580804 | \n",
" 943 | \n",
" 0.301071 | \n",
" 0.987717 | \n",
"
\n",
" \n",
" 3 | \n",
" z > 50 m | \n",
" 0.104438 | \n",
" 653 | \n",
" 0.264857 | \n",
" 0.986712 | \n",
"
\n",
" \n",
" 4 | \n",
" all | \n",
" 0.10262 | \n",
" 1465 | \n",
" 0.981994 | \n",
" 0.975122 | \n",
"
\n",
" \n",
" 5 | \n",
" z < 15 m, JFM | \n",
" nan | \n",
" 0 | \n",
" nan | \n",
" nan | \n",
"
\n",
" \n",
" 6 | \n",
" z < 15 m, Apr | \n",
" 0.000275155 | \n",
" 135 | \n",
" 1.66375 | \n",
" 0.872912 | \n",
"
\n",
" \n",
" 7 | \n",
" z < 15 m, MJJA | \n",
" 0.346132 | \n",
" 136 | \n",
" 2.28464 | \n",
" 0.960638 | \n",
"
\n",
" \n",
" 8 | \n",
" z < 15 m, SOND | \n",
" 0.342321 | \n",
" 159 | \n",
" 1.17983 | \n",
" 0.904128 | \n",
"
\n",
"
"
],
"text/plain": [
""
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"obsvar='rho'\n",
"modvar='mod_rho'\n",
"statsDict[year]['Density']=OrderedDict()\n",
"for isub in statsubs:\n",
" statsDict[year]['Density'][isub]=dict()\n",
" var=statsDict[year]['Density'][isub]\n",
" var['N'],mmean,omean,var['Bias'],var['RMSE'],var['WSS']=et.stats(statsubs[isub].loc[:,[obsvar]],\n",
" statsubs[isub].loc[:,[modvar]])\n",
"tbl,tdf=et.displayStats(statsDict[year]['Density'],level='Subset',suborder=list(statsubs.keys()))\n",
"tbl"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"papermill": {
"duration": 0.447714,
"end_time": "2020-04-01T01:22:44.045090",
"exception": false,
"start_time": "2020-04-01T01:22:43.597376",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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nFovlA+DVSF8+ePAgkUik4iA2EokwMDDAgQMHGBwcxOfzEQ6HOXjwICMjI5IKJsQ6JEGwqJaODqsn2G63/nZ0rP01dHV1MTQ0hNYar9dLZ2fnSd/UPXDgwLyb1uWKZUl2lxBiIestCAZJja5Zr3VdwJ72D/Oz8Se4tOmiqqVF+/1+gsFgUZGqUv39/ezfv5/h4eFVG7s7OjqaP7bX66W1tZVoNEowGFx0v0AgkB9T3NraSltbW74h93q9jI+Pr8r1CiFWhwTBopra26106HjcCoLXKi16IZFIhDvvvJNYLHZSRbNGRkYWbeeFEGIx6zEIBgmEa9prXRdUdVxwKBTCMAzC4fCi2wWDQVpbW9m1axeXXXbZksHpiSgNsBsbG/O91YspvHvd2Ng4L8VbUqOFWD8kCBa1oL29+gFwqXI3oQ3DoLGxccl9Y7EYyWSS4eHh1bg0IcQGt16DYJDUaLGAWCxGf38/Q0NDFW3v9XoZGBjA6/USCATyQfRKKR2XlEqlKh63LIRY/yQIFptdLBajubmZwcFBUqkUyWQSv99PY2MjXq+XZDKZnw84lUpx5513LllMa3BwEL/fTyQSkdkYhBDLtp6DYJBAWJRhGEa+YVzueKDW1lYikUg+GA6FQiddXCMWi+Hz+fIFsvr7+5mYmKCnp+ekjiuEWB8kCBbCuuEciUSIRCJ4PB46OzsBa+gQWL3C+/fvzxeV9Hq98zK6YrEYLpcr/8jV0ZD2VAixXOs9CAZJjRZl9PX1YRgGgUCAQCCQX661rvgYbrebSCSCYRj09fXR1NS0ZMp0br5hwzCIxWL09fWxd+9eurq68kF1MpnE6/UWjRkWQmxcEgQLMcfr9S44ltftdjMwMLDgvrkguhKVbieE2Jw2QhAMoJYT3GxWbW1terEJ7B955BFe/epXr+EVCXFy5Dsr1oNqBcFKqVGtdduanEycMGmb1wf5HITYWKoVBK9G2yyp0UIIIWqO9AQLIYQQtWWj9ATnSCAshBCipkgQLIQQQtSWjRYEgwTCQgghaogEwUIIIURt2YhBMEggLIQQokZIECyEEELUlo0aBIMEwkIIIWqABMFCCCFEbdnIQTBIICyEEKLKJAgWQgghastGD4JBAmEhhBBVJEGwEEIIUVs2QxAMEggLIYSoEgmChRBCiNqyWYJgkEBYCCFEFUgQLIQQQtSWzRQEgwTCQggh1pgEwUIIIURt2WxBMEggLIQQYg1JECyEEELUls0YBIMEwmIBhmEQCATo7+8vWu7xeHC5XEWPVCpVpausfclkEo/Hg1IKj8dDMpmsaJ0QG5EEwUKcvEAggMvlyrcd0Wi07HahUAiPxzNveSwWw+fzoZTC5XLh8/mIxWL59X6/H5/Pt2rXL4SoLZs1CAYJhEUZgUAAj8fDnXfeOW+dYRjs3buXgwcP5h9ut7sKV1l8TaFQiEAgUNXrKMfv9xMOh5mcnOT666/H4/FgGMaS64TYaG6++Ye0t3+E++9PSRAsxAny+XykUilGR0eZnJykt7eX0dHRivfv7+/H5/Ph9/uZnJxkdHQUv98vN2KF2KRuvnmC9vbbeeCBzRcEAziqfQGi9kQiEYAF7wg7nU6cTudaXlJZqVSKcDgMWHe+1zIgNwyDvr4+mpub6enpKbtNLBbD6/Xi9XoBCAaD7N+/n2g0Smtr64LrgsHgmr0OIdbCzTf/kE98IgxkeOyxs7nmmmfo6ZFAWIjlMAyDWCzG5ORkvg3u6uqiq6urov1TqRShUIjR0VFaW1sBqz1fqA0TQmxsN988wSc+cTuQ5vHHb+Dqq89is/0crHkgrJSKAGGtdapgmRO4DkgBbiCWW1+wDsAH9Gmtk9l1k4ATKOpG01q7Fjh3K2BorVNKKTcQ0FqHVvL1raTESy8Rf/ElOk7dTvv27dW+nJqRTCbp6+vD7XYTDofXNCjPBd9Op5NAILBo8O31emlrayta5na7OXDgAMFgcMF1Qmwkk5OT7NlzC5ABWoBTue22JD0981M2RfVI21y5xNQUccOgw+mkvaFhzc8/MjKSv4m6HKFQCK/Xmw+ChRCb18TEBDfffDuQBm4AzuK229h0gfCapUYrpbxKqSDQhtVAFgoDd2qtY1rraPZ5znVa62h2+S5gQCnlzjbCfq210lq7sg3shYB/kcvwAkPZRjoM9K3Qy1txiZdeovNXKW569iidv0qReOmlal9SXjgcxuVy0dzcXDSuaCHNzc35dCylFH6/n1Qqhd/vz49PqiQlOBaL4ff72b9/P3v37l1WEByNRlFKFT2am5sr2hes4DsQCBCJRAiHw4TD4Yp6oEuvLzcueKl1C1mp91KItXDvvT/nj/7oM8zOzpILggHOOee0ql6XmCNt8/IkpqboHBvjpoMH6RwbIzE1tWbndjqdBINBfD4foVBo2enMyWQSv3+xj0EIsRnce+8Ef/zH1pjgXBAMcM45Vb2sqlizHmGtdQyIKaXK5du2aa0L//U+kb1DDDBScAxDKRUDuoDB7DELXZdtlBeS0lpXHv1UUfzFl5jRmgwwozXxF1+qqV7hgwcPMjIygs/nK0rTWkgkEmF0dJSJiQmam5tJJpMMDQ3R2NjIhRdeuGRKcDQaJRwOMzo6ekI9wD09Pfn0r1QqRXNzcz4FfDGxWIxIJMJll1120r3Pg4OD+WtZzrpSJ/teCrFaEonDxOOHaGraxk9+8iu++c1vYpppCoNgh8NGMPjGql6nmCNt8/LEDYMZ07TaZtMkbhhr2iscDoe57LLLiEQi9Pf343a7GRgYqKiXN5VK0djYuAZXKYSoJYkExOPQ1ASJxAT79t2ebZvngmCHAzbjPx2rPkZYKeUFJkoWG1h3iJNYd4dLu8maCtO3ssdpBZbunlwnOk7dTv1RxYzW1CtFx6m1EQQXBqK5FKtKAq9AIJAfW9za2kpbW1u+R9Xr9TI+Pr7o/j09PbS1tbFr1y4uu+wyenp6Tjgo9fv9BIPBJVPL+vv72b9/P8PDwyedfp0bmzU0NLSsdeWc7HspxGpIJA7T2bmP6ekMpvk74CEK06EBlIIPfehS2tvPq+KVikpI21xeh9NJvc3GjGlSb7PRUYV6GYXjggOBAJ2dnRw8eHDJdsrtdjMxMfeR5qpHA7S2ti6r6JYQYn1IJKCzE6anwTQngNspTIeGXNsM7e3Vu85qqYWq0fPGEQHjQHP2rnJpHk8bUC5iaCttgMtRSrVmU8F6Cu5s15z27dsZvtjNZ8/ewfDF7prpDS5taBsbGysa11qYRtzY2DgvLbmSdN7W1lYGBgbwer2EQiFCodCy04Bz++SKbC0mGAwSDofZtWvXvGmklsMwDHw+H0NDQ/PSqRdbt5CVeC+FWGnx+CFmZhYPgrduddDd3VLFqxTLIG1zGe0NDQy3tPDZCy9kuKWlKmOEC+UymyoZppRrQ3O8Xi9a64qyo4QQ61M8DjMziwfBW7dCd3fVLrGqqt4jDJTL08k3viWFO7xYKVRFv/jZRrOSyWyTJccbUkr5S1K/cut6gB6A888/v4JDr7z27bVXJCuVShUFYqlUas3nG2xtbSUSieR7UqGyqtGxWIz+/v5lFaTKVXbOjRF2Op309vZW3ENsGAadnZ0MDAyUDYIXWifEepBLhe7ouADDmCaTKR8EOxw2PvShS+nubpHe4PVD2uYFtDc0VD0ALlWuTTIMoygVOhwO54fTSMEsITauXCp0RwcYBmQy5YNgh8PqCe7u3py9wVAbgXBp6hXML9iRq1AZ0FqXq/TQu8DyImXuSqewql7OG7uUHc8UBWhra9NLHXsziMVi+YJRXq+X/v5+JiYmqjb1gtvtJhKJ5KcyMgxjwTvbhmHg9/uJRCInFHSWBt+VVI0G6OzspLe3F7fbne+pzf2DZbF1QtSyROIw+/aN8Y1vPEQ6bWKzKWZnX6JcEAxWOvQtt7yzSlcrTpC0zTUm1waHw2FaW1vzbV9jY2P+hm0qlaKrq4tUKsWdd95Z1D7nZlrweDxEIhGuu+46JiYmJCVaiA0ikYB9++Ab34B0Gmw2mJ0tHwSDFQTfckt1rrVW1EJqtMH8xrUJKO2268WqTFnO8ucRsBwA1kWBjrUUCoVwuVzEYrH8fw8ODhalJCulGBoaOuHiVSvJ6XQSDocXTe/KBcqBQKCocvRy5YLv3t7efLGShcRisXyVTpfLlX/4/f5F1wlRy6LRUX7/92/n1ltHmZ7OkMnoRYPgU06RdOh1StrmGuP1eolEIkQiETweD52dnQD5QNbpdLJ///78rA5er3feMKBgMMjQ0BADAwO4XC48Hk9+WkAhxPoVjcLv/z7ceqs1HjiTWTwIPuWUzZsOXUhpvbY3VJVSQ0AoN99gdtmo1tpT8DwCRArmJOzBmsLByD53F8xl2AoMLFVxMpu6FdJa+wqWRYDRJapZ0tbWpkdGRhZc/8gjj/DqV796sUMIUVPkOytORCJxmCuvvJ102ixYeoyFguCrrnKze3fHukuHzrZJbUtvuXFI2yxWi3wOQqyuRAKuvNLqBZ6zcBB81VWwe/f6S4dejba5FlKjAVKFDSjgLmhovUCsZKxQ4bijRuYX9EAp5QZatdaD2UUjFM+BCFYRj8BKvQixegYHB9m/f/+i2zQ2NkrRDyFWQTQ6yl13Pcy2bXWYZmVBcH29fV0GwaKItM1CCFGjolG46y7Ytg2KmuZFguD6+vUZBK+WNQuEs3eHvViVJXuVUkMFd3t3AdcppVKAGwgU7DMEGAVprE6gtDpTuWIcXqyqloOQn+dwInsHG6y0K8lDXScKp4sQQqyNROIw/f0P8J3vPJZfZssPqCkfBCsF73nPKwkGr5AgeB2QtlkIIdaXRAL6++E735lbNvdTvHB16Pe8x5orWILgOWsWCGfvIieBeYMqs3eUyxXFSAKLDuTMVqmcN29AYUGNMtcghBBiEbl5gY8dK8q1yt51XrgnGODyy18mQfA6IW2zEEKsH7l5gY8dK15ujXRduCcY4PLLJQguVSup0UIIIWpAbkqkp56a4vjxdJktFg+CbTZFR8cFq36dQgghxGaRmxLpqafg+PFyWyweBNts1nRKopgEwkIIIYC5XuCZmQw2m2J+LcXFg2CAr3/9HdIbLIQQQqyQXC/wzIwV0M5vmxcPggG+/nXpDS5HAmEhhBAAxOOHmJmxpkQyzdKWdukgOBi8gp4ez7zlQgghhDgx8bgVBGcypUWxoJIgOBiEginFRQEJhIUQYpPKpUF3dFxAe/t5dHRcQH29nZmZDHa7jXTazAbECwfBF13kwu12ce21OyUIFkIIIU5CLgW6o2OuB7ejw6r2PDMDdrs1TZIVEC8cBF90EbjdcO21EgQvRgJhIYTYhArToOvr7QwPd9Pefh7Dw93E44eIxw8xPHyQpXqCvV43t9zyzrV/AUIIIcQGUpgCXV8Pw8NWMNzebv13PA7x56b4t3ED8z81PPZPLNQT7PXCLbdU4UWsM7alNxFCCLFeJRKH6eu7n0TicNHyffvGOH48TSajmZnJEI8fAqC9/Tzi8UPcd1+KTOZ3LBYE2+2K7u6WtXgZQgghxIaRSEBfn/U3Jx6H6WkrBXp62nqe095uBcH3XTVG+r1jcOUX4MzfUi4Ittuhu3sNXsQGID3CQgixgRSmOwNle30TicN84xsP5Qtu2GyKpqZt9PXdT1PTNu67L0VpT/B739vG5Ze/DMOYJh4/yDnnnEYw+EYpjCWEEEIsoTDlGcr3/DY1zY0BNk0wjLn9mprgvl8bcMyAoXtAZ+CKt/NefRaXX25tG4/DOefIXMHLIYGwEEJsEKXpzjfc0JIvfjU9nWb37ji7d3cQjx9idnau4kYmo/noR3/A7GwmGxwXB8E226kEg1dI0CuEEEIsU2nK8w03zBW/mp6G3butx/g4KDVXFfqLX4QvfxlmZ7PLXqFh+71WEPzWt2H7/MUEoxL0ngxJjRY1I5lM4vF4UErh8XhIJpMVrRNCWAqrPs/MZACor7djs1l3l2Oxg3R27qOpaRt2u8rvZ5qa6ekMpglazx8T/O53v5J4/NC89GohxNoLBAK4XK58exiNRudtE41Gi9rMwcHBBY8Xi8Xw+XwopXC5XPh8PmKx2Gq+BCE2lcKqzzMz1rL6egraZmTD6nYAACAASURBVCtQbmoCR0EXZS5QttrmCWtM8L+cBeO74HNv4d3vgfg5T5KYmqrK69oIJBAWJ21wcBC/33/SDaff7yccDjM5Ocn111+Px+PBMIwl1wmxmRWOAc5VfbbbFfX1drq7W9iz5xrcbhdKWQHvzEyG8fHf8dWvvh2Hw4bNBg6HDaWgXGEsmw2+//1fcdNNP6Szc58Ew0JUkc/nI5VKMTo6yuTkJL29vYyOjhZtk2sv9+7dy+TkJOFwmF27dhEKheYdr7+/H5/Ph9/vZ3JyktHRUfx+v9xsFuIkFY4BzlV9ttutv93dsGePVdXZaputAHl8HL76VSsYttpmsm1zQXVo5x/CKWdgu+glvv/WMW46eJDOsTEJhk+Q0vNnZRYl2tra9MjIyILrH3nkEV796lev4RXVpv7+fh588EECgQBer3dZ+8ZiMQYGBohEIvllHo+H66+/ntbW1gXXBYPBFbv+zUS+sxtDucrPwLwxwtPTaUzTGgu8ZUvxWOF9+8a47bafMTv7EkvNE2y3Kz772bfQ2/vmtXqJVaGUGtVat1X7OsTiNlvbbBgGLpeLyclJnE5n2W0GBwfZtWsXBw8eLNomt+/o6Citra0ApFIpmpubi5atho32OQixlHLVn2H+GOFcb6/NBlu2zI0VTiRg3z647SdTzDYfgn//Hvy6Dl7x3+DLz0KdCaYCmwY72IHPXnghvS9/eXVe8BpZjbZZeoRr2ELVXmtVMBhkYGCAVCqF3+9fNBWrlNfrJRwOFy1zu90cOHBg0XVCbCaFvwmJxGF2747nKz9PT1uVn9vbz6O398356s8zM5l8Q+v1XpgPgoH838Ig+Iwz2jn33HPmnVspK806F2ALsVlNTSV48sk+pqYSS2+8ChYL/kOhEL29vfMCZafTSU9PT1GvcCgUwuv1rmoQLMRmUNj7m0hY432PHy+u/tzeDr292erPcStInmub54JgyP7dOcXs/74fzojAOw5zxvuv5tzdv4N604p8lQatUBrqbTY6Frg5JhYngXCNyvX0VCMdMRqNopQqejQ3N1e8f09PDwMDA4CVolVu/FI5pQ13blzwUusW0tzcnE/7Ukrh9/vzQXpuHJSkV4v1ovA3oaPjm7zlLd9kaCiVL6phmpqmpm1F+xSmSjscdtxu17zjTk//lsKe4Oees3PkyItF2zgcNgIBT1EQLcRmNDWVYGysk4MHb2JsrHNNg2Gn00kwGMTn8xEKhcqmL6dSqQUDW5/PVxREJ5NJ/H7/ql2vEJtBrvf3ppus3t63vAWGhihom62xv4UKU6UdLVO4/8+TsLM4tfm4+xD8291gZuBtV/Hc/zA4cvakFbllgIzC8bWLCTguZLilhfaGhtV/sRuQBMI1qrToTW6Oz7XQ09OD1hqtdb7XtTAtuVJdXV0MDAwwOjq6ZNBaKteb3NPTs6x1pSKRCAMDAxw4cIDBwUF8Ph/hcJiDBw8yMjJScZAuRLUV/ibMzmaYmclQOLLFZoPx8d8V7dPefh7Dw93s2tWKUrB3bzJ/Yy2ROMxnPnM3v/3tT1GqOB268Lh2u+JrX3s7t9zyTgmCxaZnGHFMcwbIYJozGEZ8Tc8fDocZGBjI3wxubm7OB8SpVAqwMqbKcTqdRTd/U6kUjY2Nq3/RQmxghYWwZmet/57fNhfv095u9QDvunkK9aUx9mbmxvkmpqa4aWyM3/70n1BpE7xXg7MJbJr8Ye1gr4Ov/fl2bnnzyyUIPgkSCNeo0qI31UpH9Pv9BIPBZY/5hbkiWh6PZ14xj8WkUilCoRBDQ0PLWldOIBDA6XTidrtpbW3F6/XidrtxOp14vV7GS3+dhKhRhb8JdXX2bDVoq/KzNb7IUfQ7kUujBjj//AZmZ+emUdq3b4y3vjXC5z73Fe666xdceeW7sdlOy++rVNGp5wXYQmxWTmcHNls9YMdmq8fp7Fjza+jq6mJoaAitNV6vl87OTgzDyAfAuYC4VCqVKsqucrvdTExM5J/HYrF8Fthyb14LsVkV9u7W1c1Vg4a5sb+5ccEwl0YNcP67DWYxyQDTpsm+o0d56/3389eRCP/0619z5dvfj+2pZrjzXJi1UdQ02zTj50pW48mSeYRrVK4nJ1f0pho9MaFQCMMw5o3PXUo0GmVoaIjrr78+nyJdKcMw8Pl8DA0Nzburvdi6hRRu19jYOC/FW1KjxXpR+psAVi9xU9M2xsd/V/Q7UVhEy263sXPnGZjZaYNNE5566tdMT4+gdQatW/jRjyZQCurqbFx33Wv42c+e5dFHnwdkXLAQhRoa2mlpGcYw4jidHTQ0VHcCz0gkwp133kksFqOrqwu3283Q0FDZm9dDQ0O0tc3VmckVosxlV3m9XrTWRKPRE8oCE2IzyvXuFhbCisetdOjxcWtZbuxvYREt++un2Ln7BcxsXUpTwVPPP8/03XejMxn01VfzI5eJ8kxSd8kU19W9jJ9tHefR31k3pmVc8MqQQLiGtbefV7VUxFgsRn9//7IKUhVWjV5uAAxWUNrZ2cnAwEDZIHihdUJsRInE4Xk3wkp/Exb6fShMo85kMjz00NGCtcd46qkfoZSJ1sXp0JmMybe//QsyGSsBy25X7NlzjaREC1GgoaG96gFwqVxPbzgcxu/3zyuYlUqlGBwcLMqmCofD+dRqKZglRGUSibmgt7C4VXvBT0L7Aj8P+TTqV06R+fwYD9Vn71ArYPIFnor9B8o00VdfDdlhCxrI2E2+bR4mk03OsgN7LrpIUqJXgKRGi3kMw8Dv9xOJRCoKOnMp0F6vl4GBgRNKowbo7Oykt7cXt9uNYRhFvbWLrRNioznZYnm5NOrSFOfcPMHbt9v4m7/5JHV1DfltlAKbzYZpzg1uMk0tadFC1IhYLEZzczODg4OkUql8savGxsZ8u9vV1UVXVxcej4dYLIZhGMRiMTwez7xhTm63m3A4jMfjIRqNYhhGfo5iIcR8hYWxOjut58uRS6NWlxrWFEi5KMx4AX5wL9uf3kb4wx+mrqkpnwatAJtSmAXHMYHx2dmTfTkCCYRFGX19fRiGQSAQKKocvZBcUayTuaMci8XyjbrL5co//H7/ouuE2IhOplherid5z55ruOyywmmQrCDYZjP59Kc/wqc+dTVf/erbsdttKGVVhv7EJ9qpq7Pn95C0aCFqh9frJRKJEIlE8Hg8dHZ2AswLXAcGBgiFQoRCIVwuF6FQiL1795Yd5hQMBhkaGmJgYACXy4XH4yGVSi17SJQQm0FhYayZGet5pRJTU8TPeZI9Q1NcVu+EWRukgfEX4eb/wPa9s7ipJ8Cft7Tw1Ysvxq4UCnAoxSfOPZe6gn+H1ysladErRFKjxTzhcHjNG8Hc2KSFLLZuIaVp3aUFtk4kfVuI1ZQLYpuatlFfb2d6OoPNpuZNi7TY/p2d+5ieTqOU4oorzsfhsJFOv4RSD3HBBafypje9i9NPPwuwimBZFeKt3l+ncwvx+A3s2zcGQHd3i6RFC1FDvF5vRVlXPT09Fc2ssJxjCrFZ5dKhm5qsHt3p5imUx6DpSiewdHpyYmqKzrExms2fcw338Rc3NPGXe/6QMceZqH9/gAtOaeTNvhtobMy2zbOzVtsMmFrjdDiIX3IJ+45aw5y6d+yQtOgVIoGwOGmDg4Ps379/0W0aGxul+IYQiygscOVw2HjDG87lgQeeIpMxufHGe3jd685cMiiNxw8xPZ3OFsbS/PjHT+JwTNPe/jw7dlzMD36wnTvuOMTg4D6Gh7vzKdQzM5l87281axMIIYQQtaSwwJXDAW/4wBQPXDuG6TC5MWPjdVNLz+EbNwyazZ/zRT5OHbOg4a8+8C2+8Y0/xfbGc7n77hv4h384i4EBq/BWx04n9TYbM6aZL4rV3tAgwe8qkEBYnLTcmCQhxIkrLXD14x8/mV83PZ1m9+44u3d3LBqkNjVtozh54hjp9EMcPrydiy66kpmZQ5imZnraSrfu7X1z1avTCyGEELWqMB06k4Efv2CAskbsTpsmu79jsPsVDQsWyAK4su5x6vgmDmZRwAsvwD33zHLKKT+lru7TzFy0FfP1TzL9X07i8QZ62xsYbmkhbhj5IFisDgmEhRCiBjQ1bcNmU5impnQkgGnC0FCKePxJ4vEb5gWs0egot92WJJk8WrCvNSYYMjz99IXcccehfCEs09T5dGvpARZCCCHKa2qy5gM2TWt2BR7Kju/FxEwrhsaOE//yFPGvzQ+Gn3kmyrPP3sbsb3/GpaRRwNQLcO89VlD97ncn6fv2f2F+YQvUmZizNppObQEapAd4jUixLCGEqLJE4jA33ngPmYyJzaaoq7NhsxUXqNMaZmYy+fG7OaFQjEDge/z0p8+QTufqSs4FwWBNkZSbEgmsRl2qQQshhBALSyTgxhutoNVmg7o6sD3aAJ9sge+dDQr0O55l5vNj7BuZKtr3wIEQjz8e4MUXf4rWs9jRTL4Ad92znXQGrr4aTj/D5LVd34V6E+xg22oyfq7MirKWJBAWQogqy6VFm9k49k/+5FK83gvLTH80Jxod5Q1v2Et//wMla+YHwYVsNsWWLQ6pBi2EEEIsIpcWPdc2g9cL6pEG+M1WsGtrUl+HCZdYAewDzwzxj6P/nacOf4Hc7edcT/A999h4MNPKW66u5zSXjbTNwUNnvxJsVkC2JTseWKwdCYRXyIlUNRaiGuS7WntyRavsdoXDYf0sX3LJ2fNSpLdssdPd3UI0OprvBS5mBcFnnrmV+vpWbLZTi4Jpmw283gsZHu6WdGghhBBiEbl5f+12q1AWwCWXlKRIm7DFYaP79U4eeGaIY49fw1k/eQj+4Q9Rv9yJxhoTfO89MGF/LalrPs7nG7/E7fwJn9Rf5GH7a7ABXpeL4ZalC2+JlSVjhFdAfX09x44dY9u2yqY4EaKajh07Rl1dXbUvQxRobz+P4eFu9u0b4+///iGi0VGse8gWpcDnc+eLZb3znXeUOYoVBDscmr/7u//Ds88qbrstyejos/m0aIfDvmTBLSGEEEJAe7tVxXnfPvj7v4fov09ZPb+vccIvG1CfasH35wa732sVtLrnjr9hyx3/F/Ufb0Rrha6f5YW/upF7Dz2GaTro+/jnuWr7pdz2q+f49v5ryLznCDhM6hw2dl9wgQTBVSCB8Ao4/fTTefrppzn99NM59dRTcTgcqMVyGoWoAq01x44d48iRI5x11lnVvhxRor39POLxQ6TTmfz0R2D14m7Z4mD37g4ALr30ViYmjpfsPZcO3dPzIZ59VvG//tfdZDJmvldZKfjgBy+RIFgIIYSoUHu7lSKdfsUU5hfGoM6E/27D9qkWthxoYPcrGtj58BQP/u032br/f6NNK6tLoZiaeYF//KdzeazlND74wY/ww9+8iY8cHyOtTPR7puCrF6Fcs3zgciftHRIEV4MEwiugoaGBLVu28NxzzzE+Pk46na72JQlRVl1dHWeddRannXZatS9FFEgkDhOPH8IwprF6gq3oVSloazuH1taz+fnPf8OHP/y9/FilOcVjgkdGXmDv3rsLCmdZx9m61UF3d8uavB4hhBBivUtMTRE3DIyXOa2e4DqrqJWymbTtMmh9pAHz51P87GMPwvHz0ChUNptriinu5V5SO+w8dPVf8K3jzSS/YZD+Y9MamOowUa5Ztt71crr/Z3Vf52YmgfAK2bp1K+edJz0tQojlSSQO09m5j+npTH56oxytYXT0WR588Jl544Ut8wtjbd1aV1Qh2m5XvOtdr2THju2r9yKEEEKIDSQxNUXn2BjTpol5pg1OeZkVwGrQCkYfSXPm01F+9+MZHMdfkw2BrbbXCoLvIf2mH3FudysPNjay9fDvYY464Q9soE3s2HhXRx07ep6EnU5AeoSrQYplCSFEFe3bN8bx4+l5QXBOJjN/XmFL+erQP/nJ0/npl+rqbHzyk2/k3nufYO/eJJ2d+0gkDq/OCxFCCCE2iH1Hj3LcNDHBqgp90W/BJJ+0dc21t/CJ33sQx8Ovye6hAcULvMC93Et6x9O89cYUjzW+EYD/PPcIjjqwfaoFx7cu5JNbLuLei59gb+YgnWNjJKamyl6HWF0SCAshRJUkEofZuzdZFOhWVl5g4SmS0ukMH/jAJXzuc2/hRz/6HzidW5iZyZDJaGZmMsTjh1byJQgh1kggEEApRSAQKFqeTCbL1iUJBAK4XC6UUng8HqLR6LxtotEoHo8nv83g4OCC54/FYvh8PpRSuFwufD4fsVjs5F+YEDUmMTXF3meftdpmDZgKdf8ZuVFL7HwYPvjlU2GgCwXZdGjFFFPcwz2k1Sx89EI+6/oSD2MFyrOYfPDLBp97fwM/Drwc5/mzzJgmGWDGNIkbMn9wNUhqtBBCVEl//wNFacwA73nPK/nXf32szFjgnKXmCbbR3d1SVBSrvt7OzEyG+nq7zB8sxDrmdruJRqOEw2Gci8w36vP5ABgdHaWxsZFYLMbQ0FDRNn6/n2QyycDAAG63m5GREfx+Pw8++CDhcLho2/7+fkKhEJFIhIGBASYmJojFYiSTSbxe78q/UCGqqH/sKBmrg9cKfn/ayHtatvOvDnjVL+ErH09jm72yaJ9cT/ALvzfDg//77Tze3li03qYU3a930v7m7IIpJ/U2GzOmSb3MH1w1EggLIcQaikZHueuuh7n22p0888yL89Y//vh4RUHw+973B/zzPz89rzf5a197e1EQnJuaKR4/REfHBVI1Woh1zOv1MjIyQjQaJRgMlt3GMAxisRiTk5P5YLmrq4uurq78NoODg8RiMQ4ePJjfxuv1cvDgQVwuF9dffz2tra0ApFIpQqEQo6Oj+WVOp5Oenp7VfKlCrKnoA1Pc9YTBtRc5eeYZoHByDRMeu+AoJvCxh36IbbYjXxQL4AWmuId7yZDm/C9184/NZr73GMCm4WuvurhoeqT2hgaGW1qIGwYdTqdMnVQlkhothBBrJBodJRD4HvfdlyIQ+B5O59Z528yfGimnuCf4u999hje/+XxsNqsxttsVt976Tnp6PPP2bG8/j97eN0sQLMQKmEpM8WTfk0wlqjOmr7e3l76+viW3GxkZWXBdKBSit7d3Xq9yLsANhUJF23q93nwQLMRGE31gisCLY9x37kECxx7CWeeANHPB7P8zwTmHXyLypV9y0XdelV1orXyBF7JBcAauuob+i03+0HEe9rvPhgeasN99NrdsuZSec86Zd972hgZ6X/5yCYKrSAJhIYRYI3fd9XDR86GhFGef/XtFy44e/W2ZPeenQ8/Omvz4x0/hcNj40z/1cP/9HygbBAshVs5UYoqxzjEO3nSQsc6xqgTDXV1dNDY2lh3zC1YwGwwG8fl8hEIhksnkvG1SqdSCga3P5ysKopPJJH6/f2UuXogadNcTc1MjYdcMuQ5zdmZbrv4VOx/VfPqzE1z83Z2o53dk91LZIPgeMmTotF/Nv7+7kQzwbfMwX3/vDj5vfx33v++V9FwhgW6tWvNAWCkVUUq5S5Y5lVI9Silv9q+7zLoepdSAUqq1YF1rblullFspVTyoZf65FzyPEEKstmuv3Vn0XGt49tlygW+hxccEZzIm55/fIL294qRI21wZI25gzpiQAXPGxIhXp8BNKBSaN463UDgcZmBggGQyicfjobm5OR8Qp1IpwBpvXI7T6cQoKNyTSqVobGwsu60QG8G1FzmtOZGyga+2wbNbf5efLumzf3cItD07RZL1v8Ig+JLTruEv9zSSKyBtAuPnGvT2Qnt79V6XWNqaBcLZBi4ItAGlI8LDwJ1a65jWOpp9nnOd1jqaXb4LGChoJL3AkFJqMrvPUrlCi51HCCFWVU+Ph2Dwinw689KWKowFdruNp56akmmRxAmRtnl5nB1ObPU2sIOt3oazozoFbnp6epiYmFi0ynNXVxdDQ0NorfF6vXR2dmIYRj4AzgXEpVKpVFHKtNvtZmJiIv88FouhlMpXmhZiveu5ooHgloux6eK2eSe/5MaH78X5SHFac646dIYMnbar+epfuXj41XPr65Si6WknfX2QSKzFKxAnas0C4WwD1w9MlFndprUuvK06kb2j3Ark83Oy28SAXMWHlNa6WWvt0lr7S45RTtnznMDLEUJsconEYfr67l8yAM1tF42O0td3P83NLnp6Wnnve1+16H65INhmMykNgh0OG8HgFfT0eFAKmSNYnDBpm5enob2BluEWLvzshbQMt9DQXr2Ux56enorGCgNEIhGA/HRHbrd7XhXpnKGhIdra2vLPW1tbGRgYyD/3er1orfPHFKKWJKam6HvyySXn5U0koK/PGh/c9+STNDdDz8t2sHPbNsAKgr/8y1t490c7Uem6/H5TTHEv92Ds+C36qqv5y6808vDrAbuVWf3epib+1nEJN/oauOkm6OyUYLiWVb1qtFLKy/wG2MC6o5zEujNcesuxaRXOI4QQFUkkDtPZuS8/JdHwcHfZ1OTcdtPTaUzTquqstdWTu2WLg8svP4ef/vSZMmeY6wk2zfk9wVprnM4tOJ1bSKfNojmCJUVarARpmxfW0N5Q1QA4p7e3l/7+/kWLYpXK9fSGw2H8fv+8glmpVIrBwcGiIDkcDudTq6VglqhliakpOsfG8lMSDbe0lC1ElUhYAep08xTmpWOogyYaq3fQoRQ24KN8CfvNQZRph2yFaCsIvpdHW17kh595H7jmDxm4/LTTGP9eAzMzkMnAzAzE45IiXatqoViWE6vRKzQONGutY0BphYY2IP8Lnb07nRtXtNgv9ILnObHLFkJsVvH4IWZmMkUB6GLb5aZDyk11ZJowPZ3mN7/5XZm9Fk+HVor8fMAdHRdQX2/HblcyR7BYadI217hchefSscKxWIzm5mYGBwdJpVL5YleNjY35OX9z0yl5PB5isVh+yiWPx0MwGCyaG9jtdhMOh/F4PESjUQzDIJVKMTo6uqavV4ilxA2DGdMkA8yYJnGjfDJKPG4FqObrrSJZueLQJvAK/Qv+8fFvcPFNN8CBV+T3yaVDP9LyghUENzbOzTOcAaXJzwfc0QH19WC3W387OlbzVYuTUfUeYaBcBYb8N1drnR/Ekr1znMo2wgDJkvVDSqmF0rAWPU8ppVQP0ANw/vnnL/4KhBCbSi4AzfUILxSA5rbL9QgXMk04dKj0J2jxILiuzsaf/MmldHe35Ht+ZY5gsUqkbV4HQqHQvOrRXq+XSCRCOBzO9xZ7vd55gevAwADRaDRfWbq1tZW9e/cWzTecEwwGaW1tJRwOEwgEcDqdtLW1LVqwS4i11uF0Um+z5XuEO0qmB8tv12EFqNP/5cSctYHNaqB3ql9y818fwRG7AZ2fJ9gqjHUv95JWGeKfeR80NM5NrZQGxy2v4EOfmKX79dn5gNtheNgKuDs6pDe4ltVCIFxuXNK8b65SygkEtNb5u9CFDW1WCrgOKDenQEXnKTh2NHectrY2vdB2QojNp739vIoC0Pb289iz5xpuuy3JkSMvcuTIi4scdeme4K9+9e3zpkhqbz9PAmCxGqRtrjHlxuS63W60nv82eL3eol7dhfT09NDT01PR+Ss9phDV0t7QwHBLC3HDoMPpXHB+3vZ22LMHbvsJHPnt73FkywsA/PWnFPYRHwAq292bS4fOkKHDcQ1/52q0muksZVd87c+3z5siqb1dAuD1oBYCYYP5jV4TcKBkWS9WZcrFHGDhdKpKzyOEEEuqJABNJA7zZ3/2A2ZmMotut1QQnDM+Xi6VWohVIW2zEGLdaW9oWDAAzkkk4M9unWLm82NQb/UGf+h7R2gYyZV+tnqDX+DFfBB8FVdz+FWNkFFg0+Q7jO2a8XMNoPp1A8TyVX2McDaVqjQ1yolVgRLIp0L15dKqsvMSepVSpSUPm1mg8azkPEIIsZL27RtbsSBYxgCLtSRtsxBio9q3D2Y6jkK9yc5H4P13gH+vdT9O5YPguXmCfVxNA43s3XE27LkYZrNzDmuoV2rBFGxR+2qhRxggpZRyF6RTubXWSciPPYqVjC1qxWokSwentGmtA9n93ECr1rpwkr0FzyOEECslkThMf/8D/Mu/PLbElkunQ9tsine965UEg2+UFGix1qRtFkJsGIkE9PfDvzwxBf/vUf7i+2Ncted1YCpgW367wiD4ile9kn9+UyMPbTmVh7/2SmuDQ9uxv+0o73oXBFt2LNkDLWrXmgXC2aqRXqzKkr1KqaHsWB+w0qquU0qlADcQKNhnCDCUyk9y7QR8WmtDKTWRvSMN1h3nwiqW3uzzwsa27HmEEOJkJRKHiccPYRjTfPGL/0Ems9TwxfJBsM1hA61x2G188IOXFBXGEmKlSdsshNjIEgmraJVhwBe/aE1pxPsNPvT4/Vx1cztohUKh0ShU0Zjgq2yd3PORx7ljJ9j2nI3NBg4HfPDNDXS/r0HGAG8AaxYIZ+/uJoH+MusMyhTRyO6jSpeXOWa5dfmCGkudRwghTkbpfMFLKx8Eq9Ym+LPXYBsd52//Wws9b7141a5ZCJC2WQixceXnC55mrm3eOQWvfJG33ZfJB8FgpUTnqkNb6dA+7vnKo/zdzjehfn4afO8cbDb427+FCuvLiXWgVlKjhRBi3cj1/ja9YQfjOxt46r5fFc0XvLgFgmAbqD97DWZLE6qlifGzJdVKiJOltaag11qssXIVrYVYLbne36YmGB+Hp57KzhdsYgXAVx2Ftx+lr38CV+zK7F6a3BRJuXToq7gK26lNVhCcAbW3GdO0hiuNj1fv9YmVJ4GwEEIsIhf05qZJyvf+zmQwHTZst16B4wIbNruNTObEC2O9/2OXMaAUs3//GPa2M+h4xUJFdoUQlaivr+fYsWNs27Zt6Y3Fqjh27Bh1dXXVvgyxAeWC3tw8vaW9vzYb1NVZwSvveAZu/BXYNH+x9zneEDsdKF8Y6yquopFGvrgLyMD7n38FA3Uw+0dPYv+lk44OuUm9kUggLIQQC0gkDvPWU0zV5QAAIABJREFUzm8yM52hfoudfxu+gXj8kNX7m9FABvN7TzFz9jZ2XHoGR//z6CJHWzgIttng1GMm6sMPwEwGVf84vKIZ2rev6usTYiM7/fTTefrppzn99NM59dRTcTgc0ju8RrTWHDt2jCNHjnDWWWdV+3LEBpNIWAHw7KwV7Mbj1iPf+4v1d3oadnROcfRjv2Lno5qr7oPOH7gA8uOCX+TFfBB8NVfhwsnjf/BTvv+uN2ADTr30RdSXngBtopQNdrYgUyVtHBIICyHEAvb/4CGOT6fBVByfTrP/Bw9x/dsuob7ebvUI2xR89ylImxwtGjKZSwfMLVs4CFYKtmyxforTMxl0RjMznaa79z4+9ZkrZZywECeooaGBLVu28NxzzzE+Pk46na72JW0qdXV1nHXWWZx22mnVvhSxwezbZwW9YP3dtw+6u6G+fv544KNXHeIdjx7gxo+fjz1jB+z547zIC9yTHRN8NVfjwoV5xb/zlUAjCthis2aZTWOiFcxqk+6bDT51ToOME94gJBAWQgjgF5OH+Nn4E1zadBGvdV3ALyYPcfT8g9gcYKY1Ngec9rpZ2tvPY3i4m3j8EN96+BkevuNRMGEu+IXiOkILB8F2B7zvj17Bx3veBMA3vznG8ek02oQnfvw0gbfvh7uvl2BYiBO0detWzjtPqq4LsV6VS4FOlinF194Ow8PWtt/6FjzMFHxxjHfU/Qsf/78ubJkL86nQkEuHnguCG2lEo3mg8TU8mmnkPXVnE2zZAcA3f/1rpjMm5rSNJwacBB62jiHB8PongbAQYtP7xeQhbkzcwqyZps7m4KOveS9f+eV3eN4wObOzDoXiZZ0m13lbSbz0EvELt9Dx+laa/nMHgTsfh5mFqmQtPk/wmb4ZJvwPceqr2nmt6wKGh7vp7r2PJ378tBVXpzPcFTsggbAQQohNJzfud2bG6u3dswduvBGON0/B+w0Yc7LliQa6u4sD5qYmCDxylJ31P+fG7z+O7YGPF4TAmhcK0qGv4ipcuKwm16HY72tEf/9s7r31lQSHswF2SwvdNxs8MeCEh6206LvukkB4I5BAWAix6f1s/AlmzTTGozZe+LmNO978IM8bmp9/ejtmGhx1iv6PvY0X68+g81cpZrSm/qhiD1uxmdkO4XkWD4KpgzPeOsOsaXJnLMl3nzhMR8cFfOozV1o9wekMOOxc65WiWUIIITaf3LjfTAaOH4fbbrOCYP2FMagzsZk2vrLNGrNbFDAPTfHa6Wf58J467N//WLYnOFcYq3BMsJUOndnxa77ftoP7fPDwxTa4dYeVcj0yRfwcgw6nk0+d8/J8TzDAtddW4x0RK00CYSHEplSYCn1p00X87rF6fvHpLZhpOHKnQdNbHJhpwFSYaTicnOZwy0vMaE0GmH7oef7qy49gpsuFwYsEwQVZ0zYUvzlwBn1/8TDmrMmWejvDw91E7r6eu2IHuNbbLL3BQgghNo3Cnt2ODnA4rEBYaxgdBX29AXUm2EErk/FzDeJ3NOQD5unmKe66/wm++Bmom821n1ZhrMJ5ggvToVOXjbOn7TXwn6dBxInt0QbU66bY++ox9EGTLTYbw9e3EKGBu+6ygmDpDd4YJBAWQmw6v5g8xEcTXydtpnHYHHyl/X9yxdQbSaaTYEJm1hrvmxsfjB3Oa91C86nbqT+qmH7oecw/fYAj0+WmS6ogCNZgNxWuZ17L/bOnkJ55GEw4fjzNvn1j3HLLOyUAFkIIsalEo/CRj1gB7ZYt1pjfD3wAIhErEDZN4CEnzNpAm+i0jaannbyuI1soq3kK8wtjXPH156mbdeUrQ5cGwbkpkjQaFHzZ+xqIng+/bMBmg7Y2GH2VQUZZN7qPp032/ZfBLT1SJGujsVX7AoQQYq3d8/SDzJppNDBrprn18M+Zvvzl1G1xYLcr6uvt7Hhrmtf+9Uu8/I+med1fv4Ru/v/Ze/f4qOo7///5OZOZoAFmkhgIIYHIXQgEEFvHSzsVFGwtX7fUdntZuut+haqttdrt5bu7/bXbbm11bV1Xa0vrjXbdrS6tq1ZBiZ1edKygIXJRIUBCEAZCyExCIJnL+fz+OHNOZiaTGw2XhPfzIWbOOZ9zzufM40E+vM77/X692/AXFFAzfQpLdnbBYEUwmrGzEyiXdu4x86r5mBdfAC7rV7HW8OijWwiFmk71VyAIgiAIZw2hENx6q9USyW59tHatdczjAZfLapXketcLd1bDoxei/qGalj94HaOsJV+JcN2o/+Xyo9ud6yoUbbTxgudZEkVhri64tFsEo3jiIy52NEwAbbUyzM+HhQtBv5kS3AnQMYNHvuQjFDoz341w6pCIsCAI5xxHu9qdz22eEn6aKEdPBNdDl3NTg8nKa6bTXLafH25bh3dWFyfezeeNtSeYdm0Tfn8FKypLeLHHVU8AtVgVwzlqgoG27S6UGz54w3i++8UPw7wiHt+l6Fw+Cf3rBtCQSJgEgw34/eJ0KwiCIJwbBINWJNjGNOHnP7deELtccNNNVoukrVvh1lu9mO94yauOsu+KRkJRH36/l29O3smJnfdhhB9yErDsSLCOuVh69DMUG14SS17i2NuX8tsrx/LzVSaYB+GaQyx6spr7brLMsB5/3MuJr1RDdQS2+Ei+6yUYtMyzhJGDCGFBEM45ivK7RWrUU0pSGVbzo3lFTFpair90HFDBlLETeHLjm/zg/23njfibPPSDOr7zXxfzy/VvZV3RjgT3LoItFDqpmVg+mvqSd1kQm0bN9Cms/VvNo8/vJxFL4vG4CAQqe5wZCjURDDYQCFSKSBYEQRBGFHY9cDzevc+uDQaYNMkSoX4/zJ1rGVm9Zmzh2FrNrQsUVy8th6ZnWfrstajd0wC7RdL6zJpgU+N6eTFjMFjxG3j1cthRBWiTsmsjBINeAgErwrx2rZdHH/WSSFhR6UCg57xD0SjBiGWo5fd6T/G3JAw1IoQFQTjnmDG2HANF1HMB8bzRuFEkAY9SBMYUOOOqCit58OVtxFLtkWKxJN/95it07HaB40LZjzs04PQYVlY/4u3jt7J1TxPt7x3gWzMu46Hr5rGyprBXoRsKNbF48VpiKaFcU7NSxLAgCIIwYvD74ctfhn/7N0v8Gob1xzR7ilC/HzYfDPNXf63JS0AiT/PUiiau2XI56t3laBTtWe7QRRR1X8A0cKHQcZhfBzsuAhIGv/2ej2fesu774IPw0ENWFDq9j3E6oWiUxXV1xEwTj2FQU10tYniYIUJYEIRzim2tDdy//WmingvYWrwUDBd5wE0XFLGyqBB/QUHG+B07jmRst29P/7U5ABGsAEMx8fpO8grAOzdBYm4R24qvwVQGfx/uYOrYDvz+il7FbTDYQCyWJJnUxGJJSZ0WBEEQRhShEPzHf1gi2DbGSk+Jzhah8x45jhm3llh3HD793xoYB9CrCNapyuCEW2HEIaEUW3aUwyN5sMVHPNUj2DQt0665c7uj0LkIRiLETJMkEDNNgpGICOFhhghhQRBGPOmtkpyewZ5STGUAigSa/EQH/oLyjPNCoSb++MfGHFccaCQYmO2j9OZ8Lpy809nVZN9bGSSBYHtHDwGeTiBQicfjciLCuVKnBUEQBGE4kd4qye4ZbKdCa92dJp0tRKOhKPqFKCpleGVnXVnGWFHW53KHBkwUP7oD9l4I8/9rDHWvTmPHq154tefckkn6rQkO+Hx4DMOJCAd8vpP/MoQzgghhQRBGNNtaG7g99BBxM4HbyOO2OdfjNvIojB2iSZuYANrklfpn2Oa7gVefamHduh2sWDGb2tqDzqLczSBEMGDM8lE6/SDEuvf5YmHeSy3N2enYufD7K6ipWSk1woIgCMKIIBSCxYst8evxwH33pVogdaXaJGF3UrAiwpO3HqB5XTMlK0poea0+NcjquKCcPsHZIrgQy7tD03D5e/zbX09K1QPD25eOxviz11rGUyhl/QHLPTpXTXA6fq+XmupqqREexogQFgRhRLN+/yZiZtxplRSNd3Cf/2ZqW+r58/H3+O3RI4yNhTk/doSvf/0lfrvmAAAvvriHsWM9Oa7YnwjWqRfUCpfHYOXHfeyOvYWZNqIo0cqjE8bQpMYSGFPQZzTYpq/UaUEQBEEYTqxdC52dltiNxaClxTKoCgbh9dfhf//XOpZIwO6v76brD1ZbwdYXW7HErRUJtmPC7bQ5IngpSymksDtW7E6w7lMJdsyx7m1oxfLzSnk2a04eD9x/vzWXXDXBufB7vSKAhzEihAVBGLFsa23guX2v21ZVuAwXC4qnUVVYSVVhJQtaG3hnvxUtPv6uhz/9/EDG+W1taWFcNJYIrqO/SHDpshiq9HwuWryQqz44g321rxI3E5h053zNH5XHZwvHDenzCoIgCMLZTigEDz/cnQadl9ctPP1+6/iGDZZAnueKUv6nJudcS/haZpV2ynM01SIpUwRbxxUKM57H9A1TYI4lmhcdKuXaSV425IhA23XBwrmBcaYnIAiCcKpYv38TSd2d93TpuFlUFVY621WFldw253ouLpnORYeq0tKgNY7Ts0N/Irj7nLwZ53Po1g8TnF3OqkMnuGbGx5hQUOyMTGqT2pb6IXhCQRAEQRherF2b2Sbp2mszxaffb6VKL14M3/hwxFmOtfN/K3/ZqgnuFsHXcI0jgm0sMWzwkedhzjbQnQabv1fK7bfDF78IU6Z0p0PbdcHCuYNEhAVBOGdI7x8MVsT4R9t+TUIn6RjnJn/UGLo6k9Zi6/zPrgnuLxJsL7waV3w8GHmYQJc2+cl7b1PeccQZ5TbyWFA8begfUBAEQRCGGaWlmdtr1sAtt1iR2sN5Pn7kMdBdZpo1liWJ23JEgsFEp8X5bFFsJOGq3xTy9uFKzG1euozuVk12u6beegULIxeJCAuCMGKZMba8z+0n6l8mkYoYF8yK85EfFXDbPy2koNKOIg+mT3Dqjws+t6yKfKVwAZhJxnQddBbwRSUzuM9/c0ZkWhAEQRDOFRYs6H07FLJEcDJpCdQtcS+/en81rtUuDl3yFqTSnTNF8DVOTbA5dQ/QLYDt1TkJLFpUSf5ur9Of2DS7RfCSJVaNsqRFn1uIEBYEYcSys21/n9tHuqIZ24cmNlE2P4+OvS76F8HpqdNWvdK4Kfnc+tiF3HDFBGqmT+FjnmPMbdnA2FgzAIYyuHHGMhHBgiAIwjlLbW3v28GgJYLT+dPRHSQ+sZTSlT8FBW1EsyLBRamaYFBHrDKk7lpiaCs8n99fv4Dp13upqbFEr+rOnsblgm99S0TwuYgIYUEQzlmuq7gUgLZ3XNT/eBT1Px7FD762KXV0oJFgi7w8xaRb2tjqe4vbQw8xJtbMZ0crfPEWAFzK4I6qFb2K4FBHB3eFDxPq6BiipxMEQRCE4UUgYKUoA8yeHeL222/m5ptvR+sTqKodtE3akuEOXZRmjAWgooWQViWsXIpvd8zk+896WbzY2rdihSV+lbKMuh54oHcRHIpGuauxkVA0mnuAMKyRGmFBEEYU21obqG2pZ0HxNJaVX8Lz+14noZPkKRfLyi8hFGpy+vGWUE77fZN4qyaSdgWTgRljOY0ZcLsNPvv/VbJ75hZMNHEzwfr9m1jftBlTa0cEL5+ce6UNdXSweNceYlrjCStqpk8ZUEslQRAEQRgOhKJRp9/uypVeHnnEMsxyu60+wdFQlEgwwuyAj5f/A97+rxepnL8W17GxYB4DA6J/nsmGE6+Q5IKUCC4CbEMslfYTtAIjT1H/kem89ayXZNJyoV67Fh5/3EqLtkXwqlW9z3lxXR0x08RjGNRUV0urpBGGCGFBEEYM21obuD1ktUNyG3nc57+Z+y+7ldqWetTusTz4/7bx6KNbiMdNlAKlFImE3Y/Q5jhWJNikb2MsDUrx+dUXs3JlNWNmJbk9tM25N1h9izUarSEa7z3SG2zvIKY1SSCmNcH2DhHCgiAIwoggl6AMBr0Eg/CB4ihFa8NseTSMTmhwJVEopsWLIHgHYIJLE73iOTb8oZOkNh13aCcKnOYirQHTBeU3TaB0ZSkevHhSrZjsSHMsZglhpayewb0RjESImaa1NpsmwUhEhPAIQ4SwIAjDivSIb3aacW1LvdOvN24meHLjm5xXX0JxcSG33fYCXV1ZhUc5WyTZ6dDz6a1PsIXiq/9wOT/4wRJnz33+m525Aaxv2uwI475cogNjCvCElRURVorAGBHBgiAIwvAhPeKbLRazBeXmmjDL343wuWI3u27fycFOnVqOFdok9dmV+uAimoyy4fcxkmiWsswyxprcgHmoBNVprZf2ap40IP/eCmZ+aSoAfiwTrGCw2xH68ce7hXFfLtEBnw+PYTgCPuDzDcVXJZxFiBAWBGHYkCvimy6GFxRP4/i7Ho68BaPGKu55eAfxmAlAMpkterOxRbBJTxFsn2unQyu++tXLuf76mdz+zWcZOzfOJ5YspKqwMmM+6cK4L4Msf0EBNdOnEGzvIDCmQKLBgiAIwrChvxTigM/HvB2KObWaY16Y++Mwe2PaWlKTSdCW6NWYKEOjk4ZT9ZttjFVEkZVpVd6EWf4erlcud+5zsBQSP62gs/gCvvt4Iyum+Vh1uRe/P7MGOF0Y92WQ5fd6reh1LwJfGP6IEBYEYdjwRP3LdJlxwEo7rm2pzxCY7e+42PbPBcS6khiGIplMovvTv0B/xlhTFhSzp/YotiCevCLG3KvGctXix+nsSmDkwQvf28SjN67OmE+2MO4Lf4EIYEEQBGH4cXdTEydM66VzrhTi2Tvgh18B3QXKAExtvXNGW7a9OpXkrDQ66dhc0Z7WIslOh7Zpb7mQtsuLmPiKcl5VP/kZmFl4Hne310G5yYvtBrxSzarLMwVstjDuC7/XKwJ4BCOu0YIgDAueaQzxx0PbnG1DGT3SjYPBBuIxE9O0IsBDIYIB9mw5mvqkrP8KTH7yv3+0Uq1NhZmAI29ZqdnpbGtt4Bf1G9nW2jDwBxUEQRCEYcKaAwd4+sgRZ9tQqkcKcSQYgZhGmaQEcBIn00pbnX4VCqUNwEj1CY6ynvUZkWArJ8s6b8w7ZZQ9dp5jXZlUMDoKPz+2D9ymlVmdZ7KuPkI2oRDcdZf1Uzi3kYiwIAjDgmC4LmN7uresR7Q1EKjE43ERi1kR4UTC7EcMD6RFEtZ6bVgfjDwYOzdBO2FUXgE6AUYeXDCPDGG+rbWB20I/JmEmyDPyuN9/i/QPFgRBEEYU65qbM7YXjB7dI4LqC/gwPAZmzES5k+iLQ/DKZYAB2kCndWHoFsHpfYLtSLByxLDCBTqJ6TJJaIOEG2rnw9HzOq1LJYGEwYppmaJ8zRr4whesjOz8fCtNWvoHn7uIEBYEYVgQKK1mU/NOZ9vuAZyO319BTc1K1q6tIxw+xnPP7Uq5QudigCI4havCQ/kH2/DOTTB2lmW6NfdfOyhrmsKiK8Y7NcI26/dvIm4mAJx2SiKEBUEQhJHEipISXmxtdbb/fsKEHmO8fi/VNdWE14aJdR2ipfM9eKVb0oLt+KyJptUEW+nQPkcm2+2RLCyH6X1ffIaNbR9ny3zYMSd1SMG0tkL+YVxlRlp0KAS33goJa2mmq8uqFRYhfO4iQlgQhGGB3YM3GK4jUFrda09egMcfryMWy3aITidbBI/OOm4nW3Uz+hPFeJdA1FMKsTBjY82MnWVy999fKwJXEARBOCdZVVYGWJHhFSUlznYuDj1+CDNmgvok9jqbnu7cTnuGCC5KqwlWjn2W/dmEZS/w64/m81zWfQxg7VWVPd2rg1bbJBuXq2/XaGHkI0JYEIRhw/LJ/l4FcCjURDDYwOuvv0dnZ6KPlOhckWBNt/jNOlGBsXI6ixdewG+e8aEXXYAxt5qqlg18vnxuryJ4WfklPL/vdRI6SZ5ysaz8kkE/ryAIgiCc7awqK+tVAEejISKRIG0/uxyz0wQNWtmvmm1hS0YkON0dmtQI+7P903QneWppMbHCj0JaRBrgKxUVOQ2uAgErHbqrCwwDHnhAosHnOiKEBUEYltjCt7j4fGprD/Lww7W91ASntz7qTQRnRn/PvzDJ2FlJYsZ5eK4tYZa7nd/8bT06rsHtwvzJZRRWVXPlhNm9zq+qsJL7L7t1QO2TBEEQBGEkEA1FiQQjuIvdtL+3m4MdP4SdF8JvY6BdViq0Tl95FW1Z7tC2CFZZa/POucd5p9LqrvDSUjddFy+hPksEz265gOvzp8LUnnPz+wfeOkk4NxAhLAjCsCMUamLx4rV0dSUy0pxyYy+kvdUEd/cGtkXztFs6U3XAnRhE2PuUBx0fZbldJpKozc1Ey/Zy++Hf9+hlnM5g2icJgiAIwnAmGopSt7gOs8u01kulQd9G9xrbLWxtkZttjFVEkTPGFsOW95Xi/tUFTh2wAZidnZkTSMI736pg8e7eTbAG0zpJGPmc9vZJSqmfKqWmZO3zKaVWKaWWpH5OyXFslVLqKaXUwoEc6+XeC+1rK6WmKKV+MNTPJwjCqScYbCAWSw5ABNv0Z4zVvTgXXRp3zLAUiorRJeQtGI1yKzBA5SmmTtvN6Nhhp5exIAx3ZG0WBOEvJRKMWDXAdo9gba+t6XKjO22rjTZHBNuR4N549XIyRPDM88/PHKCBX1VgbvMSi1lRX0Hoj9MWEVZKLQEWAosAX9bhHwBf01pHUmOfAm5IHfuE1npNav+TwBtKqau11nv6OZaLJcBqpVQRsBG4aeieUBCE00UgUInbY5A8kcg6onKMPg7U0b87tAYXeAo1be+4KLxIc0fVCt6JG/zXGDf6JxHU5mauWxTn+LitxE2F28jr0ctYEIYTsjYLgjBU+AI+lAd0ZwK0C1QStAFZ9b0KWwTbfYKvoTArHdqOBJtA3AW/Svlr5RmKB6dPZ/eJE7x9/Lhz7/epQrb+cioxF3g8YoIlDIzTJoS11huBjUqpq3McXmQvtCmOpr1B3px2jYhSaiPw8dTPnMeAu3uZxh6tdY6qAUEQzkaeaQzldIn2+yv41D9O5tFv7rZWSUOhxip0JLtA+AQDE8EWSkF4g4eW343ikaeXsXzy+9gePgztB6H6AlR1Mf4JE/ho/hVS+yuMCGRtFgRhsBw4sIbm5nWUlKygrGyVs9/r91L0yEZanuiA1kJL/26dh27zOv7QAFHa2OCI4KUpd2jbPqvbGZrUGf9xK+yYDS5lieBVZWXc1djoXNEArr/Qx31S/ysMkjNeI5x6G300a3cE6w3xm1hvpC/OOl4MFPVxTBCEYc4zjSHu2foUgNM/2BbDoY4ONu9QYKYiwCa9iOCB9wkGhU4FmM04bH7lEHrqRioKKslXBjGt8SiDwJgCqgrGiQAWRjSyNguCkIsDB9awc+dqAFpbXwRwxHA0FOXE05WwvgISealocHeulkLlcIcuJFc2l2OmZYD3OOCyRHJtezt3NTZS7HYzyjCImSYewyDg8+GfLAJYGBxnXAhjpWJFsva1AFO11ncrpW7IOrYIK1VrY2/H+rpZ6m12ETAF2Ky1fvPkpy4Iwl/CttYG1u/fBFjthtLFZTBcB0Cbp4Sop5R7Djbyy2Oai0YXc09rjBNdg+kT3J8ItlCG9S5auzS/H/tH3nwnicfIY82Cm2hSYwmMKcBfUHASTyoIww5ZmwXhHCUaDREOrwWgtHQlXm+3umxuXmd92D4btsxn56UbeGlRPVMar0H/tQezcxpW+waV5fysaUvrE5xpjNXd3UGhMEmVFyuIu2HLfOuoCfz04EEUkG8Y3DdtGi3xuCWCc7RLEoT+OBuEcK7KeGfxTa8pSr2h3pNK5erzWC+8mXXOS0qpG7JSv+xjq4BVAJMmTRrE4wjCuUtvqcy52NbawBdeeYCk5arB802buN9/iyOGA6XV1ERb2Va8FFMZNKKgS6M6j1sNAK+bBM/sg3i2Y1Z/IjitXZIBygCd1LjyFBeuOkG83cA7N8HoWUk0EDcT6I4GvjFtyV/y1QjCcEPWZkEYIfSWypyLaDREbW0ATQwFhMOPMn/+7xwxXFKygtY/7Yc774W4G/2LOOX3/gNdW8Lkdf2tEwXWmD1EcHpNcKYxVnfatAaSLvj3L4G3Dd6a322SZR/XQJdp0hKP843Jk//yL0g4ZzkbhHB26hX0NOxAKeUDVmuts98093ksnRxGHXuATwBrcoxdY+9ftGhRj86kgiBk0lcqcy7W79/kiGDAcWC2hfDyyX7+54SbrcddVvGu1qAMa3HVGuYVYqy5AvPxnRAMp64ykEiwtTBf7B+HWrGPhE7Svs3NquVX8Hx+DUkdzxytlBhiCecisjYLwgigr1TmXLwVXo9J3PF51jpGJBJ0hHBZ2SqO7i/kSNwDpgFxjWvLPPT8N9DuT6PieZh5BubMrbi2zgM07Rki2I4Ep72UthndhrqigK99NI+62RpDKe4oL+ed/ftJ6My/7i6lCPh6/EoShEFx2tsn5SBCz8W1GNidte8b9O4k2dexvthNzpbbgiAMFjuVubft/jCUwYLiaYQ6OrgrfJhQRwc3V1xEnpH2a0qbKG1S9sof8D0U5FrP8bQ3zgNPh3a5FCs+WsWjN67mjuuv4ekf3cRXP3Ytd1StwEhbmA1lcEfVih71wOlzFIQRiqzNgjACcFKZe9nOZgvVxMlzIq8mbny+ANFoiMbGu4hGQ1Qsvwbltt2gFebbMwFQtz4AC2tx/eNOdngvBOhFBGeTutv3/5ELf/I6D35mPt+98EL+MH8+P5g6lQenT8eVNtoFPDB9eo906GgoSuNdjURD0UF8Q8K5zBmPCKfqibJ7BvqAX9kbqVSou9JaOEyx3yD3dSydVHrW17TW6c6YU4E3hvSBBOEcJVBa7USC7e2+WFZ+Cc83bSJuJjCUwZ1VK2j3lLB41x66tCbvoOYzYzzE7bfAKuUg+VYrB/6hFR2D3z68OZVNNbiaYJfLIBCo5NWnDrNu3UFOrCikalUlyyf7mTJ2Qq91y2CJ4MWR9HXEAAAgAElEQVS79ljmWWFFzfQpUjcsjDhkbRaEkUFJyQonEmxv98Wi0sXcGr6PD+n1GCiun/EFAOrqFmOaMZLKjfvw/ejEZMCNMg145UrUa34wTIjnkdxsMBdFWw936Nwi2I4NK2WJbnfHr/hwZB0l7hXgXcWqsjLmFhSwNmxlf60sLc0pgusW12HGTAyPQXVNNV6/1A0LfXPGhXCKPVmL5BTbKCO1SG7MqhVamDqnr2NTgIVa6/9J7d+M5WSZziKt9eohfxpBOAex06Cza4S3tTZQ21KP111ANN7htByqKqzkfv8tGW2I7gofpktrTCCmNf99tAXcY9PuouCNo+gY3d4aJ2GMNWnSWLZuPczq1c8B8OKLe3iteQd33HKlM7feCLZ3ENOaZGqOwfYOEcLCSEXWZkEY5thp0Nk1wtFQlEgwgrvYTbwlji/gw+v34vd6eXD+ZwhGPuKYUDU23oVpxoAkWmuaXqxnojkVO7VZASTdkDQhlVfVvwi264LTGiutvYeO67dmpHK/0NLC7Em34Pd6+zTEigQjmDETkmDGTCLBiAhhoV9OmxBOOUIuwXKP/IZS6qVUrQ9YqVOfUErtwXKMXJ12zktARCknXdEHXN3XsdTnJcANwP+A08vwaOotNVhvnPusWxKE4YgtPIe6x+221gaeqH+ZI11Rrqu4NGf97/LJ/oz921obuD30EDEzkXKPBI/h5j7/zY7gTJ9jYEwBeQc1Ma0xtElB7DAn8sbAW0fhjSNw8QXgTf+1dXLu0IcOdbBu3Y60PZrfrHuXfQu2OXPrjcCYAjxhlWqnpAiMEREsDF9kbRaE00MoGiUYiQy5w3EoGmXHvh8zLbaR6RM+mbP+t6xsVcZ+J3raZVpWzAYY+d1R1GzR6fMFSCo3WmsSuNl/bBplWqNIr9tV6FTFZXtOEdztDG2R7Syt6Gr0ZKRua+Boy69Z3Ho5NdXVfX5vvoAPw2M4EWFfQOqHhf45bUI49Rb5TeDuHMci5DbFeJNczcW66fVYuqFGjjkIwojEFp5xM4HbyOtX1A3mul989UES2mpZ9HakCejbDAugtqXecl1Oc4PMNsVKx19QwMOlBXxr56uQ7GBP43T47RZ4phGSGlzKSZHuVQQbwPjz4OCJXue1fPlMPvCBybz4YnemZvFl8T7nlj7HmulTCLZ3SDslYdgja7MgnHpC0SiL6+qcnrf9ibrBXPfu2u9wG/diAjvbXwb6NsOCtOip7Vdp9h1F9Xr9jJr+DD/b9RRlP7maq//7gl7/krfT1o8xls6OAzt7zvtksZPKbcvm3/MBYqZJMBLp8zvz+r1U11QTCUac6LYg9MfZkhotCMIQYAtPEz0gUTeY69oi2CYYrutXCC8onobbyHPmpAC3kderC3Mo1ERT8CBLGcXa0GH0hpDVHsleEXXKUEOfALUF8oHOrEiwiSWC0zy2DI+Lmf4yDtU1c+2107n11ksIBhv46lcv50+b9nJ0zl7GLU30Obd0/AUigAVBEISBEYxEiJmmVVIzAFE3mOtexu+B7kTj5uZ1/QphJ3qaHhHuI4oajYYoj2/mxsOXkHyyOC0hujvKq3t1h7bHWujUtqk0hkujLjc50TiKgv9ThPvbE3k8spQrKu7DjDzDfe0LWM91eAxjQA7RXr9XBLAwKEQIC8IIIl14DlTUDfS6KrXQ2RyLdfZ7XlVhJff5b6a2pZ5jsU52te93TLR+Ub8xI307FGpi8eK1dHUlMLNbA4O1juYZwAlIbLFMOa76CDzfo9WoRWpx5wMTWFRRyH03X4rfX+HcJxZL4vG4qKlZyZhZyVOSTi4IgiAIAZ8Pj2E4EeGhavsT8PmoxepeYMdcE4le1sQ00qOnifP3cey9PZRcPY0dsyHY2JiRvh2NhlJGWV3w4l+jtF0bnNn+KF0EX5MhgrNToq2E6ueuU0Q+Ppab/s80Al5vVtR8ATXVf8tXgfedgnRyQbARISwII4h04TmUoq6qsJLzXB6OJ7ucfe8dPzLgcwEnZbv2yG5MbaLRGfXCwWADXbEcIlgBeQqWT4YPFcKf1kNjMerjH0EXjYOaEMTSosbpaOBPYTbrMIv/Zyc1NSsJBhuIxZIkk5pYLEkw2MA3/FeKABYEQRBOCX6vl5rq6iGvEfZ7vXS5wuhkt8w8caJ+QOd6/V6YvYO6uqWY1TFaVR6/rV3Keq7hO8ZcJ307Eglibp0KG5bA0ULIS0AiD3R3RLgtTQRfzVKKM0SwPc6OBSvnyOOT2vnvujrnu8mOmn9j8mQRwMIp5WzoIywIwhBSVVjJ30xbMuTC7vLxVRnb40b52NbaMKBz01O2EzqJmYotx8w4tS3Wol2xMB+dR/dvJQOUG9THJsOaK+ELU2DPH6DEzeQvz2XRZefBvAvgJ1fA+8flrko0FJgaM6npiiX41QtbCAQq8XhcuFwKj8dFxcJ8flG/ccDPIgiCIAiDxe/1nhJhN674w93L3/bZ5K/7+oD76EYiwTQ36C6u5Vnu4U6mmlsJRqzIsnvnB+DL98Kzy+GVKyFhwJQ9aGW9tW7LigRfMKU07Q49I8fpR2axnRXmL9gcrnGi5i7AYxgUu93c1dhIKCo9gYVTh0SEBeEsobc2Q2cL31z4GQBePbyN44ku9rQf5PbQQwMy5LJTtmNmPCNwayjDSd/WU9sYf+94wm8XgS8fIl0UzINji2ZA+zF45ml8sXYmXT6O95eOYsfxRgz3ZMx5hbB6FtQeyYwMKzCuLCXvtcPEYglwwSveV/m/s+Y6keGKhfk8llxH/J2hNRcTBEEQRga9tRk6W5g9+5cAtPxhN8mvfIeOeB51P60bUB9dny+AYXgwzU4Ulgt0HnEuVnUEfJ8FIL65HBJ7u0/SLvRuKz26LWWMpc/XLIsvY9KCSRzfdZxk7tthC2PlUuxdtpd7uRM3cVzh/2R2aY0TGS52u7m9vn7IzcUEIRsRwoJwFtDdZijuuCl6ToEwG2hrpd7GfXPhZ/hF/UZ+/s4LjiHXIzvXc+OMZX1ez07ZXr9/E8/ve52kNlFKcUfVCue8BcXTKJ9Ry+FL34epDAxtMj76ZzqiEfRzz6HiMSZcVsTY0R28He2g3VPCuOP1HM0vIzavyIoMP7cPntkHpgl5Bv90x1x050F+8dwmxs5NcP5Mk9qWev7GvwS/v4Jf1G8k/s7Qm4sJgiAIw5/+2gwN2X2iISKRID5fAK+3dxPK3sbNnv1LGv+3kb3xvVYf3S6Thm81UPmtyj7n6fX6qa6uIRxeSzj8CFonUcrNTdNvcISnL+BDeRS6K7PW13aHTpBk2fGlFFJI++vtOe6SHg22rlFxZwV3LP4diYNxFCboGJFIEP9kP36vl7saG0+JuZggZCNCWBDOArrbDFnoUyDMBtpaKb33r5ESq+nu0NlO0Juad7K5eRefmvIhbp59Xa/3b/eUEC/5IMvOm0S4pZZAaXXGdasKK3l00Q38pGkrb3SaNB87QFdHkqIXHiCZVExfUkX+eVaKVJunhG3FSzFVWnVHdTHMK4LrJsHmIxTN6WDaRR0sKF7IqwV/Jm6auI08vO4Cx6jrVJmLCYIgCMOfwbYZOhm6zahiGIaH6uqanGI43bRKKRfTpz+Q4Q6d7QTduvEorb8/TMWTB5m6fGWv99/BbIKjvs4V0RWM/dN7lFw9jbKyy53jXr+X+b+bz56v7yH6xyhoaEvrE7ys6MMUHe37u+juFQwoTZ4vj3mly6g7dI/z3O6dH6DxiUZ8AR+B2afGXEwQshEhLAhniPSoa3bqsIEacmG2fv8m5/p9iezalnpiqd6/Sa354bZ1TBk7wRlrR3cf2bmeTc07AWuRe2LPy0wsKM7ZUumXB+v5+3AHCQDTzbxohLdans64rs2Opj9w3F3EHrcfHXwO5Spj9pWj+bs5F/PEHqtHYtRTaolgZYBO/QtFp14jzCtEzfUyqeUlFhQHejhX37ttHaa2RPH9/ltOibmYIAiCMDxJj7r6ArMH1WboZAiH12KanYDGNK3IaC4hbNXzdgEmWpvs2nUrBQVznbG2E3TDtxpo3XgUTAVxRdOzGzhvUWfOlkqvvHSAnz21i5YxmgUP5pFMTCb6QJKCmmgPod/2WlsPEbw0bynV/7eKpruben2+9Bf8CsBQVnq5dzLV1TVEIkEST1/BzjvjYO5FeRTzfzf/lJiLCUI2IoQF4QyQKzprC7JTUSO8rbWB5/e97ixILsPVq8heUDwNQymSKWFparOHaK4qrOTGGcvY3Lwro6VSrt7C21ob+NbOV4mNmWcJV2XQ6hnP2Fizc91QRwe/OryfcPMm4jrJ0a4x6A3PQSKBvu6jlJZoao/ucK7pjYUxtGn9u0SbTDi2gw5PMQWxFvJ0HG8szCXnn5ch3gFufeU/MFPzjZsJ1u/fxFfm3iACWBAEQcgZnbXbDJ2KGuFoNEQ4/AiOo7LKw+cL5Bzr8wVQyoVOvfzV2uwhmr1+L5XfqqT194chrsCdgPlbaG4+0kMIR0NROpfv4m9iGlNZHQnRmRFva35rOfbURej4PKcm2O4TXFFVQSQYyWwpnIYdCbZLvjQw9uIxzvfn9fphx2xq76zFLizWXZrw2jD+h2aKABZOOSKEBeEMkO6ibEdnT4XTc/r9kqnFUwEfrrik13tVFVZyR9UKfpiKnHoMd07RXFVYyaemfMiJ0gJOj+Dse4/pOoAxusoRroWxQ07E+5cH67kxfIy4BsM1m1ldO0m+9ALKPRV93UcxLiim+cgGumLNzjXHxpqpatlA1FOKNxZmbNoxm+tm3tBjHmaulVoQBEEQyHRRtqOzk/3+U2aOFYkE0dq2llKUlv5drzXCXq+f6dMfYNeuW9HaxDDyc4pmr99LxZMHaXp2A8zfAnN2UFLypZ73DkZwxTWYVicknao0siPeB156hZ1PrYHqzTD1D7S5vs36xMuOCC6ikI4tHX0+n6WPbTFs/Zzw9xN6zKMPdy1BOKWIEBaEM8Dprk3Nvt+y8kv6HL98sp8pYyf0mzJ88+zrmFhQTDBc16PmN/3exTtfYl7Li7Tnl7Fq4kwmeBexoHgaj7y7gV93eoiPXQDKwGxr4+DLu/B2tjHrgwUcz9+Pt2WzI3TbPCUZ4jeXAAa4uuziHnNZUDwNt3IRT/2jw6Vc/X4PgiAIwrlDt4uyFRHuLTp7qu5XWtp7LS9AWdkqCgrm9musNXX5Ss5b1Elz8xFKSr6UMy3aqSmOmSi3wvP9ciYdz8O9aD/vvnsLxz+/EuIrwf0p2v7ldtZ/9Ask35zH0sabKMKLxkTh6mO2dhy4Oy163GfGUbaqrMc8lEehY6kX1W4oXVmafTFBOCUorSVC0h+LFi3SmzdvPtPTEIYBA3VlHuzYoeCZxlCfgvVkCXV0sPZoK2hYWVyIv6Cgx5hcz/ovb/4nLx14o9v4qv0Y6pn/ZUJ0B+UfrMBTNDrjGukGWYY2qWrZkFMITxtTxqMf/ErOuW5rbWD9/k0ALCvvPSounNsopd7QWi860/MQ+kbWZmGgDNSVebBjh4IDB9bQ3LyOkpIVOQXryWKnNQOUlq7MbcCVag1lp3tHoyFqa6+E//wkPHIjmC7a1FHWv++7JKu3sHSppujgbPSW+exoWMbsjRVpntDZ/YLT9YXJ+f/3Xd73s1tyzzUUJbw2bM11ZelZ1Z5KOHs4FWuzRIQFYYgYqCuzTVVh5WkTYttaG7h/+9PEzQRvtezNaVI10OukC9pQRweBnbuJpRbAR1qOEpwxtYcYzvWsf25+G7DSnGc1PM3Bl3cxy53Pv37l27Sfn+SJPb/jvY4jABxc76apRmOWboLPzcCcV0jUU9pDCLuUizvnfbzX+Z/O71wQBEE48wzUldnG6/WfFgFsz62+/nZMM0Y0+scM86tBXSeXoP3PW6B2NszfQrjqEebP72nC5fV7M0RnJBIEklZKtTtOWyzKemM9+VMKueUrz1JQ8B5/3vdLXuAiPvaLipR/WMoEyykUtsVwavuCw/Dtu5j5mYd6nX/2PAThdCFCWBCGiFx1v2dLVPhk5pbOM40hnmv6Mzsj+9FoR+j/KtJFTGtQ1sIXB4LtHTmjwtm8v+QiXjrwBoljnZzY+CZz8ot48ms/ZMIEq35oytgJfOHVB9j/govdD55nXf2dMPzpEGrNZXgnhjOud2Hp+ykqnk+7p2TAzyUIgiCMbHLV/Z4tUeGTmVs6Bw6s4eDG1zi2+rPouIHhsXochw9uhjvugrgb3HH0vV8hUtn/ta1UcBfM2WGlQ//6fM6bNp6v3vsE48ePB6C04JPEHtmCu0unJUanu2VlRoaP3HyICdffc9peLgjCYDD6HyIIwkCw63AH2vrIjiD//J0XuD30ENtaG86auaXzTGOIe7Y+xduRfSQxM8T02NhBFKbVukhrXGgCY/oXwQDfXPgZrhg9i+jvdjH1/FKe/KcHHREMVvT2kxcGaHnVnXliQjP+j69lRIOPecbxVN5FPBDpYvGuPYQ6+jbwEARBEM4N7DpccA2o7teOIO/d+8/U1S0mGg2dNXNL58CBNezcuZr2P3ZZ9bXJbsdn6uZbIth0QTwP6hYO6Nper58FC/6I1n427g8z5oNj+eq9jzkiGMDv9fL3c8rt999kpkNnbsdcim+Pn8fV9fmEotEBP5sgnC4kIiwIQ8iyCqt0YSD1p39plHYwpPfS7S/6nF1HGwzX9Rhji+kFwAubn+K9UZUYSvH9qfMHFA0GaG1tZVxtB5+bsoSVK1c6IjgUauK+n/2JfccOc3RcGCM/832dkQdlc45lvH+OeMYT05Z1R0zrAUelBUEQhJHP+PGfA3qvlU3nL43SDgav1+/00u0v+hwNRQmvfwuqt1C6eBHNzeusA6k0ZhJgeNypHsc+wvfUomMmuGHGDasH/AzJ5Exqaz9OeXmCz33uc44Ijoai7Lt7Hyd2niD57nGMbIshQ6PcBjqGszgbGuZtgbfnmAQjEWmHJJx1iBAWhCEguz54IG7Ep9s5eiD1sdtaG7jt1QcdZ+XnmzZxQ+UH2NS80xlzZWkVn556lXOtRxfdMOj07tbWVh577DFisRjvW/4hNnZsZ0FrF+3vuPhA4FESMTM1Mh8UqDwoLHcxf3YZ3/2nqxkzK8n6/Zt4ft/rJLXJBfEjhJUirsGj1ICj0oIgCMLIJbs+uD9XZjj9ztEDqUmOhqJsWVyL7kqCezrhH95K+dKraW19EebsgHvv5IL936Ji+TVOre38mgUZdcMD4ejRozz22GMkEgn+as5f0flIJ9GAFcmt/WAtOt4z/mucbzBm0RimfH8KAOG1YcKPhNFJTSIP3poPHsMg4PMN6nsRhNOBCGFBGAJOJro7mCjt6aK2pZ6E7m7olzATjPaM4h/m3tCr4/RgDaiyRfC/7l3nvAwoC84jETfpXmo1aIVOaMzCTtqu2sWYWVcBMP68Qm6v+hjReAcLiqfR7ikh2N5BYExBj2hwKNREMNhAIFCJ319xMl+NIAiCMMw4mejuYKK0p4tIMILu0qlUZ42unUPeR3zMmPFTy3H6r1ZQVnZDxjmDNaDKFsEHbziIGTMxPAb8dRFmPHc9pXncpO3PbdbG7B2M+nqQ6R/7APHN5exf5ObTM+IEfL6c0eBQNEowEun1uCCcakQIC8IQcLLR3bPNxXhB8TTy0nrt5qWepaqw8qRbLqUbgk3E64jglStXsrFje8YLhNiMFpQLdKJnW7dIbR5vbs/jJ+N/zztFO3K6c+dKhw6Fmli8eC2xWBKPx0VNzUoRw4IgCOcAJxvdPZ3O0QPBF/Ch8hW6KwHuBGrBdny+W/B6/SfdcindaTo5M+mI4M997nN0PtKJGTOduuODXV1c4ALV/Z48s1FSl6bpZ3Uc/dtl1ned76H6lhome/1c3sv9Q9Eoi+vqiJkmHsOgprpaxLBw2hEhLAhDwNkY3T0Zqgoruf+yW4es1256yjgdCd5fP5bivNFOTfCC1q6MFwifvvoSdn//GXY8mMfxvS4yl1qFGddsC7ViXhtHAzEz3m/0PRhsIBZLkkxqYrEkwWCDCGFBEIRzgLMxunsyeP1e5tcsSNUIv03p4gf/omeJhqLULa7DjJkccx+j7qY63OVupyY4GohieAwnIjzpbyfwxcuP8eXvaSa+lzsyfHz/YcytU2HLPMz5bxGZ3Hf0PRiJEDNNkkDMlBpi4cwgQlgQhoizLbp7sqQ/x7bWBn5Rv/Gkxb2dMh47doLDG3dQWjiNL9/xHccYK9cLhDeMNjbvfS3rSt3WWNELDzA6tVcDXnff9cCBQCUej8uJCAcCg38OQRAEYXhytkV3TxYr1flK4EqioSiNwcZB1f+mEwlGMGMmbck21pvr8e7ycvs/3u4YY3n9XqprqjNqjP99xwkS7zX1qBG2Of67CyD4b5DMA3cc94wxMLn3OQR8PjyG4USEpYZYOBOIEBYEISd2NLfLjKNQfGrKh7h59nWDusaC4mnQkeDwxh2oJHz+xlUZLZKgW3iHQk3cFfwj65/e1+v1Jn6si9GzEs62gSIa77tVkt9fQU3NSqkRFgRBEIY93dHcJOQlqHjyIFOX928Clo4v4OOY+xjrzfWYLpMbv3BjRosk6K4xjoaiNN7VyPlPR2jv66IJQOVbb6gTLuKby+Hq3of7vV5qqqulRlg4o4gQFgQhJ7Ut9XSZcQA0mif2vMzEguIetcLpNcDZUeOJeHl//VhKC6fx+RtX8aGL3pfzXul1vNlcdtUEdrTuo/iyOBOWWfMxUu+kB1qP7fdXiAAWBEEQhj1WNDcJSQVa0fTsBs5b1NmjVjgaDfWaEp6cmaTupjq8u7zc+IUbmf6R6TnvlZ5Cnc2Y942h/fUsaZzKmTY8RqqNU9/4vV4RwMIZpU8hrJT62EAvpLX+9V8+HUEQzhTZ/YMXFE9DodB0G1cFw3UZQji7bVS6cZXtDl2cNzojHToXwWADnZ0JdJpHlmEoPveF2fg+fQSj+Xj3fhR3zv244xY9EtLRBWEwyNosCOcOBw6ssZyhS1ZQVrbKEph5CdAK3AmYv4Xm5iMZQji7bVR1dY0jhm13aHe5OyMdOheRYASz04R0/0oDxn1qHPHmeHrVErhgxo9nEG+Jn3TKtiCcbvqLCN89wOtoQBZbQRim5OoffL//Fj415UM8sedlZ1ygtDrjvN7aRqW3SLKNsfoiEunKEMEASsEforWUNXc6+1zK4I6qFSftYC0IIwRZmwXhHODAgTXs3LkawOoZDJT5V1Hx5EGant0A87fAnB2UlHwp47ze2kalt0iyjbH6IhFJZIrgFM1PNqOT2jqmQLkU0x+cTtmqsqF4bEE4bfQphLXWA+sBIwjCsCZX/+Dalnpunn0dEwuKe+0hnKtt1GBEsN3fNxjc2/OgoRldFUOjMVBcXDKdG2cskwiwcM4ja7MgnBs0N6/rsV1Wtoqpy1dy3qJOmpuPUFLypR5p0bnaRg1GBNutlSLBSM7jOmmCqcCAwiWFVH6rUiLAwrDkpGqElVJjtdZtQz0ZQRDODL31DwZYPtnfZwR2WcUi62f5JT36BPcngu26YMPI9qHUlCyJMWaWNR+X4RIRLAj9IGuzIIwsSkpWOJFge9umrGxV7z2Ed8xmfM0GqN5C6eJFJJMzByWC7bpg1WNtBsykVQtsgMp3iQgWhjWDEsJKqQuBlwAfcEFq3/cBrbX+xtBPTxCE04HdP/iJ3S9zpLON6yre30N0ZptiZdcH+0fP4KWnfzPgdOj0/r4mUH35RN4KvYfWGsMN466KO2MvHTdr0CLYjjaLU7Qw0pG1WRBGJrbQPbjxNfLfvpaC/GsgK/vYjt7adbnpQtbwVJP/mwn8evvA06Ht1kokQZuaguoCOt7qSEuRNsDU4EpS9M8NeP2BQT1TKBoVp2jhrGGwEeEngdXAU2n7vg/sBmSxFYRhQm9Oz68ffpe4mWBP20GmjJ2Q0U842xQrvT74eNsxfvzznzBvbOWARDBAxcJ8lNty2tB5Bm/fNJWlf5fHO394l7FzE4yd1Z2q/XakiWcaQwOuDU6PNns8LmpqVooYFkYysjYLwgggW9QCFDR+ko7Pz6I9ZnL03+uorql2jmWKXsPp/WsL2UhXhJfuf4kxHxwzIBEM4C52d29o6NjeQYFf0fHnhOVUjcISw9D+86kcKD4w4NrgUDTK4ro6p3dwTXW1iGHhjGIMcvxCrXVN+g6tdQQoHLopCYJwKrFF7c/feYHbQw+xrbUByDS+6jLjfHfLEzzTGOpxzDbFsuuDk8e6OFLzNuPc3gGL4G2tDTyWXMcF/1YCn78IfnI5sbmFvD1VU35DV4YIBjjSGeWerU858+mP9GhzLJYkGGwY1HckCMMMWZsFYZhji9q9/7yXusV1RENRIDNCa8aSvP1fP+LAgTU5jpmOiDY8Bm1GGxuMDbgr3QMWwdFQlPrb6yF9CU5ARygJRhIu/xO4Y6CSoBWxPbBz9U4OrDkwoGcMRiLETJMkEDNNgpHcNciCcLoYrBCuSbVtcBIklFIPARuHdFaCIJwycola6Da+snmv44gjPu1jBsoxxaoqrOTbF32aC7eafGTi+/jq6i8NSASnz2Hc9FaMv5uGmleIoU28sbAzxn7vnE4wXDeg6wcClXg8LlwuhcfjIhCoHNB5gjBMkbVZEIY5uUQt4AhbXBryuuic+RQ7d67mwIE1ace6e/d6/V4m/WYSm5ZtYvyq8az+5uoBieCMOWSgQRuQNOCid+FHd0JZmPQVunld84CuH/D58BgGLsBjGAR8/fcaFoRTyWBTo1dj1SEVKqV+BVwNtAAXD/XEBEE4NeRyegarTvg+/818d8sTvNdxxBn/xJ7f8U/zP+2kQ9siuLW1ldeffnlQ6dB2SrbXXYDbyMMXO8LCozVcVPEhtje9zPkxazF1YTDDN5Hy88fx0oE3nPOz2zf1ht9fQU3NSqkRFs4VZG0WhGGOLWrtNGdfwBKJXr+X6ppq3v6vH9E586d8/t8AACAASURBVCmYswO2z2bfrw9w0adw0qFtEXz06FF+vf3Xg0qHjkZDRCJB3Is+4MxBuRRFHy7i6Ast6HjC6lns7WDM7lWc9/EKDv97t2AuWVEyoGf0e73UVFdLjbBw1qB0dvPOgZyk1ApgCrBHa72uv/HDnUWLFunNmzef6WkII5jeanZP9/22tTbwxO6X+WN4W8b4fMPNff6bnbGD7RNsXzu9zvi2OdcTjXdkmG+t37+Jo13tvHbobZLaxG3ksaLySna178/ZvkkQTgVKqTe01ovO9DwGi6zNgjC02ALR5wvg9Z769SdXjbA9j3377qal5WnYPhvuvBcS+RgeV0bN8GD7BNvXrqtb7LRamtb1EvHN5RnmW+H1bxEbtZOj35mKjlnR54lfnMixLccoWVEi/YOF08KpWJtPqn3SubDACsLpIpcR1akWw1WFlTldoe15uDAoGjWG5k6rRslOoa4qrOSVvXX8+Oc/YZzbe1Lp0HZKdjTewd9MW9JjTr+o38gr4e2YaGJmnI7kCX74/s8P2bMLwkhF1mZBGDqyBWJ1dc0pF8Nev7dHK6L0eUAenrevI5bIh6RyUqi9fi8NGxp4+P6HcVe6B5cOHQmmrp3ENGPEZ/yByVd3e+xZc7qSxrsm0RLba6Vud5ok2hJUbxhYlpYgnK30KYSVUl8Z6IW01v/2l09HEM49ctXsnol+uenzMIDLxs9mfdPmjBTqV/bW8Xff+zKJeJyJS+bRMqqLgcng3lOyc41zGS5MM4EGntv3OsvKL5EewoKQQtZmQTj1ZAvESCR4WqLCfc0DXBRfVc6hR1wZKdQNGxq457p7SCQTXJt/LaM+OwoGpoPx+QIYhscR/D5fIPe4gA9lKHRSg4bwI2FKV5ZKD2FhWNNfRPiarO0pQBGwJ23fQuANQBZbQTgJBioQT/c8lpVfwrLyS5wU6ol4uevnPyARj1Ny1UUYvlGDEu12DXJ/KeBVhZVcOm6Wk56d1Eme2P0yF/kmnbbUcUE4y5G1WRBOMQMViKd7HqWLF1FaM9tJoU7OTPLw3zxMIplgqV6KL+5zosQDwev1U11dM6AUcG12l1PqhOat9WH+VCb1vsLwpU8hrLXOWGyVUk8CX9Na703btwRYMdAbKqV+CvxAa70nbZ8P+ATWIj4F2GgfTzsGlgHIXVrrN/s7r5d7D2q8IJwOBioQz9Q8bGOsxx57jHFuLxOXzMPwjTop0V5VWMmetoM8snN9nzW/RfljMrZfObSDV8LbT1vquCCczcjaLAinnsEIxNM+Dz+OMdZjjz2Gu9LNtfnX4ov7Moy2BkNn5z7C4bXOPbOJBCNpvvSAAV8aH+atvVp6AgvDlsHWCC9OX2gBtNYbUy6VN/d1YmpRXggsArL/hv4AaxGPpMY+BdyQOvYJrfWa1P4ngTeUUlenFsm+zsvFYMcLwmkhV83u6STdPCu9bhcyjbG+uvpLtIzqOmnR/kxjiHu2PgXApuadADnF8LLyS3h+3+skdBKFQmuNPsOp44JwFiNrsyCcArxe/xkTwJBp1jV58jcyjqUbY63+5mpGfXZUTqOtgdxjy5YPoXUXAOHwI8yf3zMN3BfwYeQbmF0mylDU/0sRb81uyegJLEJYGG4MVgi3KqV+rLW+xd6hlLoLaO3vRK31RmCjUurqHIcX2QtgiqNKqYWpz44lpNY6opTaCHwcuLu38+y30gO9Tx/jBeGsxnZaBpw62lz7+rtGb2ZdudyhJ8BJC9HsPsDBcF1OIVxVWMn9l93qtFq6f/vTZzx1XBDOYmRtFoSziGg05ERXS0tX4vX6c+7r7xq9mXXldIcez0nV60YiQbSOOdtax3PWQ9ttnGyx7ZkNnrpWYqYpPYGFYctghfAnsBbMT9KdwqSwFr+TIvU2+mjW7giwBHgT601xdi/E4gGcN9j7CMKwYltrA7eFfkzcTADw/L7Xub3qY9y3/TfOvmcbX+Ovp3yI0Z5RvUZwezPrOpkWSf0RKK12IsH2dm+kR8mnjJ1wxlPHBeEsRtZmQThLyBVhnT79P9i16zZn38GDP6Oi4k7y8ny9pl33ZtZ1Mi2S+sLnC6CUx5mbUu5e66HTXa39ID2BhWHPoIRw6u1skVLq48CFDE2vQh/WopdOCzBVa323Uio7PWoR8LW+zhvsfQY9Y0E4C6htqSeRErwAcZ3kuabXMvaZaJ7Y8zIK8KT1Ak5Phc5l1nUqRDB0p0EHw3WD6gt8plPHBeFsRtZmQTh76BlhjXHw4MMZ+yBJU9PdgIFh5FNdXeOcawvjXGZdQy2CwUr/nj//d4OKVtv4vV4RwMKw5mT7CP/PEM6hKMc+Z1HMMu5YgrXAb1RKrerrvMHeJ5vU9VcBTJo0qY/LCmc76aJvIGJqsOOHgvR7AgO6/4LiaeSlBKzNrugBDOUiqZMZYzXdvYCBHqnQ6SZZE/GeEhFss3yyf8ACWBCEgSNrszCcSK9/HYjwGuz4oSD9nsCA7p8dYQU4dqwW65/c8azRJqYZIxxey6FDj/dIg043yUomZw65CLY507XQgnCmGLQQVkpdhVUDdCFWCtb3tNa/+QvmkJ0SBT0NO2xXydVaa/st9IDOG+x9bFImIGsAFi1apHsbJ5zd9FX/OhTjh2qOt736IAmdxFAuDCCpzX7vX1VYyf3+W7h/+9O8HdkHgKlNPjr5Uo52tfPKoR1obaKxciTtaG+uVOi/mbbklKVDC4Jw6pG1WRhO9FX/OhTjh2qOW/7zVnTtHFjwJGrODrRO9nt/O8JaX3877e2bAI3WJhMm3EQsFqal5Vms19MmVkTYA5AzDdr+cyoiwYIgDFIIK6VWAD/DSn/ag1Uf9LBSir9gwY3Qc9ErBnZn7fsGcNNJnHey44URQG/1r0M1fihYv38T8VQEN6mT2LHcgdy/qrCS2+ZcnyHe002zbLOpaLwjI8Kcq2+xiGBBGJ7I2iwMN3qrfx2q8UNBuGYz+o7vQdwN7jj63q/AnO0Dur/X62fatPsyxHu6aVYkEsTtLiYeb3GizekR4fQaXRHBgnDqGGxE+PtYbRpqU9s1KafIXwEntdimUql+kLXbl7om4KRC3ZXWWmHKQM4b7H2EkUeu+tehHH8qMFAAA75/X/1/c4noXONtEbwveogp1yygZVQXIoMFYdgga7MwrMhV/zqU44eEuvkQj4HpgriGuoUw550B37+3PsS9pSHnGmuL4GO7j/Fh74cZtWcUiA4WhCFjsEJ4atpCC1gmHUqpv9TUYk9qAbVrjqbYbRNStUcbs1orLMR6693XeVOAhVk1U72OF0YmvYnEoRo/GHqrPV5WfgnPN20iYf7/7d1/kBxnfefxz9P7w0pkM7NaK5aNyxLrdRywYKJlgZuqC7egNSEJ4aCMTCoVuCsqljBHcQpQCFXqri5F3blscomKq8RYTjguvktVItsxhHIctMttQri5slcSQ9bOxV4vK+IYEbHaGSMFa1bbz/0xM6vZ2fnRPdPT3TPzflW5xM509zzbmujJp5/n+T5XNOgM6vAd798ygtvsGn6LSVUeXxmC58d/pNMXntZXMqdbmhYexfpqAPTN6C71QmJQx/uRz+Rr7r+7691v0rnPn5EtWJnhQd124JDWXvf6mp9f7xp+1t5WH1sZgt/0pTfp4tpFZY9llZpN+d4mqV77gH5nrPW+xMYY83VJf2mt/a8Vr31a0ruste9qcu6EitshHJU0I+lkaa1PeY3R3bq67cOMtXapdM4pbS6ckZR0Z+kpcs3zStc8KOmAtXZjb8RGxzcyOTlp5+fnmx0G1NVs7bGXANmJ9cuV06F/8uf26NELT8uVlSOjX/+ZX9CHxqcD+x2BbmGMOWWtnYy6HV7RNwOtyWfyyu7Pyi24coadLSHTS4Bsdo1WVE6Hfmfunbr4wEVpXdKA9LrPvU67j+4O7HcEukUn+ma/I8IHJJ0yxvyKih3WhIoVH6v3Etyi9HT3tIrFPKrfy6lU/KLGOabBNWueV3rvePV7jY4HOqnZ2mMvI7pBr1+uXhO8su2yvpI53fK08CjWVwOQRN8MtCQ3l5NbcKV1yS24ys3lNo/oVuyb2+o1/KpeE7xtaZuyx64G2eRUo9pznW8f0Ev87iOclzReeqJbfmr7cEdahq7F9Nitglh7HOT65VqFsW6U2poWHof11UA/om+GF0yP3So5lZQz7LQcMoO6RlnNwlg3SKnZVMt/d0G2D+g1vqZG9yumX3nH9Nj6gnhAEMQ1WqkO/dWzGc2dy+q2627WtcPb6n4+D0HQC7ptanS/om/2jumx9QXxgCCIa7RSHfrlk9/S+ZOLuvZfGg2m/rHu+mkegqAXhD412hhzn9cLWWuPtt8cdDumx9bnt6BVJ67hNwQvrC7rj1/8hr55bkGS9Mz552UkDTtDNR9yBPE7AmiMvhl+MT22Pi/Tnzt9Db8hOJ/J63sPZ7XyP1+V1m/W6hfWpP/6eTlv/FzNPY6D+B2BXtRsavQRSasqrjmqux5IxZ3B6WzB9NgYayUEH848qMvu2qbXrbztcQygY+ib4QvTY+OrlRCc3Z+V++q6ZIckmeL2Tt9+k9w7/i6UPZaBXtEsCH9e0l2SRiSdkPQn1tpvd7xV6Fqd3H6oV/mZTtzs2HrvtzIdujy6X83I+x7HADqCvhm+JNKJttaZ9iM/04nz+UzDrZ3qvd/KdOiN0X1rJFnJuNLQFelnvxPeHstAj2gYhK21RyQdMcbsk/RBSd8wxlgVN7p/yFqbDaGN6DJMj/WuPOpacNfkGEef3HuX3ru79pNcL1sw1Xq/lRAsbR7dNzL66eTN2rdjvOEaYQCdR9+MVjA91ruNUdfLroxjdNvv3aabDt5U+9h8RtnsfrluQY4zvGVqcr33WwnB0ubRfQ0YXXfgB0reXdBg6lcD32MZ6HWeqkZba89IOiPps6X9Aw9K+t+ljve4eBoNtOTMyqIK7pqspHXr6ncWHtPYa26sGTKbrb+u9f5rlWgpBEuM7gNxR98MdEZuLif3siu5knWtXvj4C9r+xu01HyTkcnNy3YKkdbluYcvU5Frvr6/f3lIIlhjdB4Lk+D3BWnvaWvtRa+0OSXertH9h4C0D+sC+0XE55ur/GVprdWZlse6xQ86gHJmaU5Or3x8b2NlyCC7bO7JHHxqfJgQDMUffDAQnOZWUca4uv7frVrm5XO1jk1NynGFJAzWnJle/b+1EyyG4LJFOaPfR3YRgoE2+9hGWJGPMHkkfkHRIxf0KH1OxcAcAn/aO7NEn996l31l4TNbahmtvm43QVr4/NrBTTz/xjbZCcKsyly5p7keXNHXddqW3b/d8HlsvAa2jbwaCk0gndNvv3aYXPv6C7LqVc039AmOJRFqp1GzdNcKV71s7occff7atENyqTD6vuVxOU8mk0gnvAZqtl9DLPO0jXNHB/oqkCUkzKq5DeqyTjYsL9ipEpwUZAltdExyEzKVL2v/CkgrWatgYzd425ikMs/804qRb9hGmb6ZvRmcFGQJbXRMchEw+r/3ZrAquq2HH0Wwq5SkMs/804iSKfYQ/rWIhjglJj0r6L5JmrbX5IBsB9LugCox1IgT7CelzP7qkgrVal1SwVnM/uuQpCLP/NOAdfTMQjqAKjHUiBPsJ6XO5nAquW+ybXVdzuZynIMz+0+h1zaZGP6DiXoWPqbhrygclfdCYrdsWWms/GHjrAHjWqRDsZ6R26rrtGj5nNkaEp67zNjWa/acBX+ibgS7RqRDsZ6R2KpnUsONsjAhPJb3tI83+0+h1zYLww5Kaz50GUFcYa187NR3a70htevt2zd425nuNMBWqAV/om4E2hbH2tVPTof2O1KYTCc2mUr7XCFOhGr2u2T7Ch8JqCNCLwlj72sk1wX5HahdWl7W4sqhfHh3X3u0/5euz2H8a8Ia+GWhPGGtfO7km2O9IbT6T101zOX1sKqnEbn+/J/tPo5f5rhoNwLtOr30NOgRXj177Gaml4BUAoBt0eu1r0CG4evTaz0gtBa+A+gjCQAe1svbV61TqIEPwwuqynnrpGT35D89o3V3fFGS9jtRS8AoA0A1aWfvqdSp1kCE4n8nr3B+d07n/fk72it0UZL2O1FLwCqiPIAx0kN+1r15HVYMOwYczD6rgrm0sOmwlyFLwCgDQDfyuffU6qhp0CM7uz8p91d2oCNBKkKXgFVAfQRioI6giV37WvnoZVQ16OnT5M8sh2EgtBVkKXgEAOi2fzyiXm1MyOaVEIt3ydfysffUyqhr0dOiNz6zonFsJshS8AuojCAM1RLXetdmoaicKY1V+5oBx9Iu3vFXvvvktLf2+FLwCAHRKPp9RNrtfrluQ4wwrlZptKwx71WxUtROFsSo/0wwY7frILu368K6WgiwFr4DaCMJADVGtd200qtqp6tCM5AIAukEuNyfXLUhal+sWlMvNhRKEG42qdqo6NCO5QOcRhIEa9o2Oa8AZkHWvaMAZCHW9a61R1U5ukVTvM8MSxj7LAIDul0xOyTz3Jtkzd8jse1bJfVOhfXatUdVObpFU7zPDEtQUdCDOCMJAPdZu/rOGdkOcl/M7HYLbEcTvz5ZLAABPnnuD9OnfkS5b6Roj7XuDVCOjea3wXI+X8zsdgtvR9u8f0RR0IGwEYaCGMyuLWreurKR169acGt1uiPNyftxDcCu/f2V4ZsslAIBXubmcbEGSa2QLqlm0qt19c72cH/cQ3MrvXzkCHNUUdCBsTtQNAOKoXEDKkalbQblWiPOj2flxDsFSa79/OTz/wf/7Cx3OPKjE0Pam9xkAAOlqASkN1K+gXKvCsx/Nzo9zCJZa+/3LI8Df/e5/UDa7X0NDo3KcYUkDcpxhJZNTHW83EAVGhIEavBSQanff3Ebnxz0ES639/tXhOb92iUJdAABPvBSQanff3Ebnxz0ES639/tUjwGtrK0qlZlkjjJ5nbIP1jyianJy08/PzUTcDMdSJNcLdEILL/P7+rAlGNzDGnLLWTkbdDjRG34x6OrFGuBtCcJnf3581wegGneibCcIe0NkiDAury/qbpTNaeuq0RgevDTUEh1m5mSrRiDuCcHegb0YY8pm8lp9c1tfyX9PQzUOhhuB2A72vz6JKNGKuE30zU6OBGFhYXda/+/rv6qWTWZl16eHPPBBqCA5zlDbKrZoAAPAqn8nrm+/8pp68/KTcAVefeuJToYbgdop++ZVIpAnA6DsUywJi4G+Wzuilk1m5V9Z1/Ttu10tDr4T22e0W/QIAoBctP7msJy8/qXW7rne579Lwd4ZD++x2i34BaI4gDERsdXVVS0+dllmXbnjnG3Tt9clQqyd7qZANAEA/uXDhgr6W/5rcAVc/7/y8rr/met+Ft9rhpUI2gPYwNRqIULkw1ujgtXr4Mw/opaFXQl8766VCdiOs+QUA9JJyYayhm4f0qSc+peHvDIeyTreSlwrZjWTyec3lcppKJpVOhNduoJsQhIGIxKk6dKvrdqkCDQDoJTWrQ/9SNG1JpBMthe9MPq/92awKrqthx9FsKkUYBmpgajQQgTiF4HawvhgA0Cu6aYukRuZyORVcV+uSCq6ruRzri4FaCMJAhy2sLuuRxRktrC5L6p0QLLG+GADQnfL5jM6evU/5fEZS74RgSZpKJjXsOBqQNOw4mkqyvhiohanRQAdVTx3+rdf/qp5+4hs9EYKl9tcXAwAQtnw+o2x2v1y3IMcZ1i23/Jkef/zZngjBkpROJDSbSrFGGGgi9BFhY8xDxpixqteSxpiDxpjp0p9jHs9bNcbY0p8b/zX47InyNYwxY8aY+4P6vYBaKqcO//MrF/X7f/DFngnBZXtH9uhD49OEYKCL0Tejn+Ryc3LdgqR15XKX9Yd/+IWeCcFl6URCR3fvJgQDDYQ2ImyMmZY0IWlSUvUcjfslHbHW5krHnpB0oNF5xpikpAPW2pmq1yYbNGNa0iFjzA5JM5LuafPXQo8JugJyeerwP79yUT+c/Tu97bVv7akQDKC70TejG+Qz+ZarJ9eSTE7JcYaVy13WX/6loxtu2NNTIRiAN6EF4VKnOGOMubPG25PljrbkgjFmwlp7usF5Oyo72pK7rbXHGzRjyVp7awvNRx/oRAXkvSN79Fuv/1X9/h98UW977Vv1mUP/nhAMIDbomxF3+Uxe2f1ZuQVXzrCj1Gyq7TCcSKR1yy1/ppMnv6AbbtijQ4f+IyEY6EORF8sqPVW+UPVyTsUnxHVZa5eqrjOh4pNkoCWdqIC8urqqp5/4ht70mj2E4ABVFyADECz6ZsRFbi4nt+BK65JbcJWba78C8oULF/T448/quuv+FSE4QNUFyIC4i0OxrKSKnWulFUl+nw5PNnniLGmjU94haUzSvLX2tM/PQY8qT2Mujwi3WwG51erQQU/P7jXsXQyEgr4ZsZCcSsoZdjZGhJNT7VVAbrU6dCafp/hUA9UFyFKpWSUS6aibBTQUhyC8o8Zrvh73lTrQpaYHSqcrn1YbY04aYw5UTf0qv3dQ0kFJuuWWW/w0B10qyArI7YRgQl5jtUbuuUdA4OibEQuJdEKp2VQga4TbCcH7s1kVXFfDjqPZVIowXKWyAJnrFpTLzRGEEXuRT43W1qlX0taCHc0crbEmaYvqKVsqdtB31zn2uLV20lo7uXPnTp/NQbcKogJyO/sEd2J6dq9h72IgFPTNiI1EOqHdR3dHEoIlaS6XU8F1tS6p4Lqay7U/PbvXlAuQSQNynGElk1NRNwloKg4jwjlt7VxHJb3o4xoN1yw18KL8T/MC6monBEvtT8/uh2nV7F0MhIK+GT2jnRAsSVPJpIYdZ2NEeCrp75lQP0yrTiTSSqVmlcvNKZmcYjQYXSHyIGytnamxZ2BS0p94Ob809arWk+vq46ZV3AaissLlrZJOeW1rv+qHcBWEWiHY771rJ+R1w7TqoL5Le0f2xO53A3oJfXP8Bb2lUK+qFYL93rt0IqHZVKqlMNsN06rz+UwgATaRSBOA0VUiD8IlS8aYsYrpUWM+CmXsUI11S8aYMUkT1tpHSy/Nq7gnYqVJa+2hllrcJ7ohXJVFGdjrheBW7l2rIa/VtbNh3bdu+i4BkETfHFud2FKoU6IcDa0Xglu5d+lEoqX215pW7eU6YT3ooMgV+lloQbj0dHha0qSko8aYkxWVJO+RdLcxZknFipGHPJ5XVqsYx7SkA5IelSRrbc4Yc6FUaEMqPnE+EMxv17u6oTDRwuqy/vjFb+hbP3hO1loNhxyy6k2HDvveJYa2yxgjx8rztOoww2k3fJeAfkPf3J1qbSkUtyCcz+SVffgf9OcrP9RT75I+98ZwR0PrTYcO+969/fkh/doJo1Mpqxff6G1adZgPOihyhX4WWhAuPUU+LemBGu/lJNXcXqHReaX3Z1Rjj8JSh3y86rXyteBR0FsKBW1hdVmfyPy+1twrG6+FGbIarQkO894trC7rC88+Ide6coyjT9zxPk+/f3U4feqlZzo2Ohz37xLQj+ibu1PQWwoFLZ/J69vv+Lbcy1a/KGn6L6RP/66rud3eRkPb1WhNcJj3Lp/Ja/1fL+rfFqw+NGS07avjnn7/6rB+7o/OdWx0uFzkqjwiTJEr9JO4TI1GTMW9MNGZlUVdqQjBkmSMCSVkNSuMtXdkjz5xx/s0dy6rqV2pjt67cqC1kqy1yq9d8nReZTgdcAb05Pee1rp1OzI6HPfvEgB0iyC3FOqE3FxOtmBlSj8PXpHenDWa+rXOB/ZmhbES6YTGj43r/GPntfOunR29d5WBdkBWN8+vSXc2P68yrJtBo3NfOie7bjsyOkyRK/QzgjCaimNhovK61sTQdg2WgpwkOTL65N67PLe31fWxXqpDl0dp19wr+s7KdzX2mhs7dh9bHW2tDKc/+PGq/vzs/+3o1OU4fpcAoBsl0onYBeDyeuC3Tw7JDBvZy7b4xpB0z4HbPI8Gt1q8yUt16Hwmr8XDi3ILrvLfzGv7G7d37D62Ovpc+aDj1e+9qu8//P2OTuWmyBX6FUEYXad6XevhO96v5195SZL07pvf4isEt7I+1usWSWGuiW1ntLUcThdWl/XUP8wzdRkA4Num6sjXODr557fp+sd/JEna9eFdnsNbq8WbvG6RFOYa4XZG7ssPOvKZvH7wP34Q22nwQDcjCKPrVAfM/NolffqN/murNAqq9UaK/ewTXD1KmxjarkcWZzo2Lbjd0VamLgMAWlVdHfmvf3pNRx+83fd1GhVvqjdS7Gef4OpR2qHRIZ2972zHppi3O3If92nwQDcjCKPrBFV0qd516o0U+wnB0uZgmRjavjFNOs5bBzF1GQDQiqlkUsOOs7FfrpfqyLXUK95Ub6TYTwiWNgfLodGhjWnScd6GKo7T4IFeQBBG1wlq5LLedWqNFL9WCV8huPIz9o7s0SOLM2wdBADoWelEQrOpVNt7Btcr3lRrpHh9/XZfIXjjM0rB8ux9Z2O/DRWAziEIoyu1O3JZOfX5Q+PTm96rHikeG9hZNwR7LbblZRS71cJd/Yb7BADxlE4k2toeKZ/Jl6YAv0G705vXBVePFFs7UTcEX71O46nEXopZeb1Wv2u1wBkQJWOtjboNsTc5OWnn5+ejbgYC4qVIVjlsjQ3s1NNPfKNuCPZTbKtRgGu1cFe/4T4hDMaYU9bayajbgcbom3tLPpNXdn+24TTlctiydkKPP/5s3RDc7DrVn1sv6Pq9Vr9qtcAZ4Ecn+mYnyIsB3aDW1Odqe0f26D2jb64bgr1ep/qaHxqfrhnc/F6rX3GfAKA31armXC2RSOu66w7VDcFer7PpmumEdh/dXTPg+r1Wv6o1bR3oBgRhdIWF1WU9sjijhdXlto6Rrk5TdmTqTlNuVhhrYXVZP/jxqgacgZrX8dqWssTQdhljGrYJ3v7uAADhyGfyOnvfWeUz+baOka5OU9aA6k5TblYYK5/J69XvvSozaGpex2tbyoYmX5IZWm/YJlydti4NiA57igAAHUhJREFUbCpwBsQda4QRqHbXb9Y63+tUZq9TZpsV2/ISgsufNWAc/fLuf7Fp/+JWpkx/4dkn5FpXjnH0iTvex3TfOtjiCQD8a3edayaf31IEy9NUZh9Ti5ttE+QlBJc/ywwY3XjPjZv2L/Y9ZTqf0eI1d8r+9q0y2Tdr/MA9TIuuo16BMyDuCMIITLvrN+ud32i/3zIvx5Q/o7JI1sLqsn77b09Ikt5981s2VYd+63vfoZlLz2rf6uVN16r8LFlXN/zESN33vVSIPrOyqIJ7RVaSa13Nnctq7DU39kzIC7q4FVs8AYB37a5zzeTz2p/NbmyLNJtKKZ1I1Jw2XH1dL8eU21gOwLuP7lY+k9ff3/v3kqRdH96l9dvXN0Lw++94v1790qvKT+U3Xavys6ystt2yre77XipEF6f7XpbuWJC94zmdH/m+tuf/U8+EvKCLWyUS6Z65N+gfBOEu5idghFFp128A9Hq+l4rL9Y756tmM5s5lNbUrpbHX3LgpaH/ijvfp2LN/pjX3iiTpK8/9tdKLSY0OXqu3vvcd+s/ffaxmqG/WHr/7HCeGtsuqWLTOSnrm/PP6zsp3e6IQFMWtAPQTv+EijEq7fgNgtblcTgXX1bqkgutqLpdTOpHwVHG53jEvH39Z5x87r5137dT2N27fFNTHj43rhU+8IHu52C8+/4fP6zsf/Y6Gbh7S++94v75/4Ps1Q32z9nhpb6WhoVFJbuknV6urJ5XPf7MnCkFR3AooIgh3KT8BI6ww4jcAej3fy3TYWsd89WxGny+N9j5z/nn93A17NwXtuXNZXSmF4CsXX9U/zTynsyPj+o1Pfk4zl56tG+qbtcfv9N382iUZSZX123tlr+F2H44AQLfwGy7CCiN+A2C1qWRSw46zMSI8lSye32wqc71jXj7+sp4/9LwkafXrq7r+fddvCurnHzsvWyj2iK/oFT219pQSLyR0+DcP69UvvVo31Ddrj5f2VlpbW1GxlE45DNuNQlDdHhprFbfq9t8JaAVBuEv5CRhhhZF21282Ot/LdNjqY+bOZTe9/8PL+U1Be2pXSt9eWdKPX7moH8w8J11xdfsvvFUr2y5r37bGob5Ze/xM3903Oq5hZ0gFd01W6qlCUO0+HAGAbuE3XIQVRvwGwGrpREKzqdSWNcLlaze7XvUx5x87v+n9yy9f3hTUd961U7m/yil/Oa+n9JTWnXW956feo21L27RtalvDUN+sPV7aW1YsAHVNcXq0XElOzxSCqt6TuRd+J6AVBOEu5SdghBlG2l2/2cr59aZ9T+1K6Znzz2/8vG/HbfrpxM2StFHcatT9Sd3/4O9o209cr8Lbfkp/9c9/r/+TeVHH0veGVpSp8gFAYmi78muXeqYQFMWtAPQLv+EizDDiJwDWkk4kNgVgL+oV6Np5106tfn114+fkVFLXTlwrSRvFrQq7C/rib31R17xyjd7+wtu19r/WlD2RVWo21Vao96OyANTQ0KjW1lZ6phAUxa2AImOtbX5Un5ucnLTz8/NRN2OLuK0RjkKzad/lNcK3XXezHlv+5qbjKgtj/eTP7dGjF56WKytHRr/+M7+gD41PR/eLAYiMMeaUtXYy6nagsTj2zXFcIxyFZgW6ymuEr/3Za/WP/+0fNx1XWRjrnbl36uIDF6V1SQPS6z73Ou0+uju6XwxAZDrRNzMi3MX8jJ72aqXdZtO+37s7rffuTuuRxZlNx/3N0hn9+K+XN7ZIWtl2WV/JnGYKLwCgZX4r5/Zqpd1mBbpuOniTbjp4k87ed3bTcctPLms2M7uxRdK2pW3KHsu2vL4ZABohCKOreZ32nRjaLmOMjLXSpStaeuq0Rgev3dgn+EaJKbwAAATAa4GuodEhGWNkHauLQxf1rfy3NHTd0NV9gm9QaFOhAfQfgjC6mpc1qAury/rCs0/ItVbrlwr6mYUBjV57NQRXXosADABAe7wU6Mpn8lo8vCjrWv3I+ZHm3zOv7TdvvxqCK65FAAbQCQRhdL1mAbY8fXrt4o/1TzPP6eaRcX34Y5tDMAAACE6zAFuePv2K+4qesk8pcTGhj/2bj20KwQDQSU7UDQA6bd/ouHTpiv5p5jmZdemjHzlICAYAIELJqaQuDl3UU+YpuQOuPvLxjxCCAYSKEeEu06vVnzvptUrobYuv0a6RcX30Iwf1jte/NeomAQB6SL2tglDf+u3ryt6TVeKFhD7y8Y/otl+6LeomAegzBOEu0myrIGy1urqqL3/5yxodvFa/8cnPMRIMAAhUs62CsNWFCxf05S9/WUM3D+nwbx5mJBhAJJga3UVqbRWE+sohuLxFEiEYABC0WlsFob5yCC5vkUQIBhAVgnAXKW8V5Miw120ThGAAQBjKWwVpQOx12wQhGECcMDW6i3jZKgiEYABAeLxsFQRCMID4IQh3Gfa6bYwQDAAIG3vdNkYIBhBHTI1GzyAER2dhdVmPLM5oYXU56qYAAGKEEBydTD6v+86eVSafj7opQCwxIoyeQAiODtXMAQC1EIKjk8nntT+bVcF1New4mk2llE4wawGoxIgwuh4hOFpUMwcAVCMER2sul1PBdbUuqeC6mstRzRyoRhBGVyMER49q5gCASoTg6E0lkxp2HA1IGnYcTSWpZg5UY2o0uhYhOB6oZg4AKCMEx0M6kdBsKqW5XE5TySTTooEaCMLoSoTgeKGaOQCAEBwv6USCAAw0wNRodB1CMAAA8UIIBtBtCMLoKoRgAADihRAMoBuFHoSNMQ8ZY8aqXksaYw4aY6ZLf455PG+i/JoxZswYc3+Tz276OYgvQjAAdAZ9M1pFCAbQrUJbI2yMmZY0IWlSUnXpuvslHbHW5krHnpB0wMN505IOGWN2SJqRdE+TZtT9HMQbIRgAgkffjHYQggF0s9CCsLV2RtKMMebOGm9PljvAkgvGmAlr7ekm5y1Za2/10Yy6n+PjGggZITjeFlaXqRgNdCn6ZrSKEBxv+XxGudyckskpJRLpqJsDxFLkVaNLT5UvVL2cU/GJcmCdYFifg2ARguNtYXVZhzMPas29oiFnUMfS9xKGgR5A34xGCMHxls9nlM3ul+sW5DjDSqVmCcNADXEolpVUsdOrtCLJ09Pk0lqk8rqiiU59DsJHCI6/MyuLWnOvyJXVmntFZ1YWo24SgGDQN6MmQnD85XJzct2CpHW5bkG53FzUTQJiKfIRYUk7arxW3SnWc9pau1T+wRhz0hhzoGqKVUufY4w5KOmgJN1yyy0em4Og+AnBXz2b0dy5rKZ2pfTe3TzxDNO+0XENOYMbI8L7RsejbhKAYNA3Yws/Ifjl4y/r/GPntfOunbrp4E0hthLJ5JQcZ3hjRDiZnIq6SUAsxSEIV0+JkrYW3qipsqMtWZJ0t6Tj7X6OtfZ4+TqTk5PWS3t6QRzWe/oNwZ//2xOSpGfOPy9JhOEQ7R3Zo2PpeyP/zgAIHH1zjOQzeeXmckpOJZVIJyJpg98Q/PyhYp+8+vVVSSIMhyiRSCuVmmWNMNBEHIJwTls7vVFJL7ZwrRdVfzpVkJ/Tk+Kw3tPvdOi5c9ktPxOEw7V3ZA8BGOg99M0xkc/kld2flVtw5Qw7Ss2mQg/DfqdDn3/s/JafCcLhSiTSBGCgicjXCJcqT1ZPjUqquOVCXaW1RyerXr5VdTrPVj+nn0S93rOVNcFTu1INfwYA+EffHB+5uZzcgiutS27BVW7O6wz1YLSyJnjnXTsb/gwAcRCHEWFJWjLGjFVMpxrzsG3CvIp7D1aatNYekiRjzJikCWvto21+Tt+Icr1nq4WxyqO/rBEGgMDRN8dAciopZ9jZGBFOTnmaoR6IVgtjlUd/WSMMIM6MteEssSlVjZyWdFTFJ70nS2t9ZIxJqrh+aEnSmKSZcofY5LwJSZOlj7hV0kMV5x2UdMBau7HHYaPPaWRyctLOz8+3dwO6RBRrhKkODSBOjDGnrLWTzY/sfvTN3SGKNcJUhwYQJ53om0MLwt2s2zrbOBS88ooQDCBu+ikId7Nu65vjUPDKK0IwgLjpRN8cl6nRCEgcCl55RQgGAPSDOBS88ooQDKBfRF4sC8GKuuCVV4RgAEC/iLrglVeEYAD9hCDcY8oFrxyZ0AteeUUIBgD0k3LBKw0o9IJXXhGCAfQbpkb3mL0je3QsfW9s1wgTggEA/SaRTig1m4rtGmFCMIB+RBDuQXtH9sQuAEuEYABA/0qkE7ELwBIhGED/Ymo0QkEIBgAgXgjBAPoZQRgdRwgGACBeCMEA+h1BGB1FCAYAIF4IwQBAEEYHEYIBAIgXQjAAFBGE0RGEYAAA4oUQDABXEYQROEIwAADxQggGgM0IwggUIRgAgHghBAPAVgRhBIYQDABAvBCCAaA2gjACQQgGACBeCMEAUB9BGG0jBAMAEC+EYABojCCMthCCAQCIF0IwADRHEEbLCMEAAMQLIRgAvCEIoyWEYAAA4oUQDADeEYS7zMLqsh5ZnNHC6nJkbSAEAwBwVT6f0dmz9ymfz0TWBkIwAPgzGHUD4N3C6rIOZx7UmntFQ86gjqXv1d6RPaG2gRAMAMBV+XxG2ex+uW5BjjOsVGpWiUQ61DYQggHAP0aEu8iZlUWtuVfkymrNvaIzK4uhfj4hGACAzXK5ObluQdK6XLegXG4u1M8nBANAawjCXWTf6LiGnEE5MhpyBrVvdDy0zyYEAwCwVTI5JccZljQgxxlWMjkV2mcTggGgdUyN7iJ7R/boWPpenVlZ1L7R8dCmRROCAQCoLZFIK5WaVS43p2RyKrRp0YRgAGgPQbjL7B3ZE+q6YEIwAACNJRLpUNcFE4IBoH1MjUZdhGAAAOKFEAwAwSAIoyZCMAAA8UIIBoDgEISxBSEYAIB4IQQDQLAIwtiEEAwAQLwQggEgeARhbCAEAwAQL4RgAOgMgjAkEYIBAIgbQjAAdA5BGIRgAABihhAMAJ1FEO5zhGAAAOKFEAwAnUcQ7mOEYAAA4oUQDADhIAj3KUIwAADxQggGgPAQhPsQIRgAgHghBANAuAjCfYYQDABAvBCCASB8oQdhY8xDxpixqteSxpiDxpjp0p9jPs87aIw5YYyZaPLZE+VrGGPGjDH3B/E7dQtCcDgWVpf1yOKMFlaXo24KAHhC3xwdQnA48pm8zt53VvlMPuqmAIiJwbA+yBgzLWlC0qSkZNXb90s6Yq3NlY49IemAh/PuttYeLx33p5JOGWPutNYu1WnGtKRDxpgdkmYk3dP2L9YlCMHhWFhd1uHMg1pzr2jIGdSx9L3aO7In6mYBQE30zdEiBIcjn8kruz8rt+DKGXaUmk0pkU5E3SwAEQttRNhaO2OtfUDShRpvT5Y72pIL5SfI9c4rvT9fcf2cih3oBxo0Y8lae6u1dsRae6DqM3sWITg8Z1YWteZekSurNfeKzqwsRt0kAKiLvjk6hODw5OZycguutC65BVe5ub74igFoIvI1wqWnytUdcE7FJ8SN7JD0cI3XR4NoV68gBIdr3+i4hpxBOTIacga1b3Q86iYBgG/0zZ1FCA5XciopZ9iRBiRn2FFyqnoSA4B+FNrU6AaSKnaulVYk3droJGvtjDHmQNXLk5KONDqv9LR6h6QxSfPW2tP+mts9CMHh2zuyR8fS9+rMyqL2jY4zLRpAt6Jv7hBCcPgS6YRSsynl5nJKTiWZFg1AUjyC8I4ar3mas1K53qj09HrJWjvT4JTTVeecNMbUnIZljDko6aAk3XLLLV6aEyuE4OjsHdlDAAbQ7eibO4AQHJ1EOkEABrBJ5FOjVXtdkq85K8aYpKRD1trqp9Cb1CjUsSTp7jrHHrfWTlprJ3fu3OmnOZEjBAMA2kTfHDBCMADESxyCcE5bO9dRSS/6uMZRtVZl8kU1mebVbQjBAIAA0DcHiBAMAPETeRAuTZeqnoKVVLHKZFOlaVL3VWzvsGWfw9Lr08aYk1Uv3yp/nXqsEYIBAEGgbw4OIRgA4inyIFyyVNVJjnkplFFaezRTtY5oovTemDGmcruGeRX3RKw0Wd7rsNsRggEAAaNvbhMhGADiK7RiWaWKkNMqVo88aow5WdHR3SPpbmPMkooVIw81O6/0+klJOWNM+fCkpDtL/3ta0gFJj0rFvQyNMRdKT6ml4hPnhuuWugUhGADQCvrmziEEA0C8GWtt1G2IvcnJSTs/Px91M2oiBANAsIwxp6y1k1G3A43FuW8mBANAsDrRN8dlajRaQAgGACBeCMEA0B0Iwl2KEAwAQLwQggGgexCEuxAhGACAeCEEA0B3IQh3GUIwAADxQggGgO5DEO4ihGAAAOKFEAwA3Ykg3CUIwQAAxAshGAC6F0G4CxCCAQCIF0IwAHQ3gnDMEYIBAIgXQjAAdD+CcIwRggEAiBdCMAD0BoJwTBGCAQCIF0IwAPQOgnAMEYIBAIgXQjAA9BaCcMwQggEAiBdCMAD0HoJwjBCCAQCIF0IwAPQmgnBMEIIBAIgXQjAA9C6CcAwQggEAiBdCMAD0NoJwxAjBAADECyEYAHofQThChGAAAOKFEAwA/YEgHBFCMAAA8UIIBoD+QRCOACEYAIB4IQQDQH8hCIeMEAwAQLwQggGg/xCEQ0QIBgAgXgjBANCfCMIhIQQDABAvhGAA6F8E4RAQggEAiBdCMAD0N4JwhxGCEZWF1WU9sjijhdXlqJsCALFCCEZU8vmMzp69T/l8JuqmAH1vMOoG9DJCMKKysLqsw5kHteZe0ZAzqGPpe7V3ZE/UzQKAyBGCEZV8PqNsdr9ctyDHGVYqNatEIh11s4C+xYhwhxCCEaUzK4tac6/IldWae0VnVhajbhIARI4QjCjlcnNy3YKkdbluQbncXNRNAvoaQbgDCMGI2r7RcQ05g3JkNOQMat/oeNRNAoBIEYIRtWRySo4zLGlAjjOsZHIq6iYBfY2p0QEjBCMO9o7s0bH0vTqzsqh9o+NMiwbQ1wjBiINEIq1Uala53JySySmmRQMRIwgHiBCMONk7socADKDvEYIRJ4lEmgAMxARTowNCCAYAIF4IwQCAegjCASAEAwAQL4RgAEAjBOE2EYIBAIgXQjAAoBmCcBsIwQAAxAshGADgBUG4RYRgAADihRAMAPCKINwCQjAAAPFCCAYA+BF6EDbGPGSMGat6LWmMOWiMmS79ORbUee0cXwshGADQa7q9byYEAwD8Cm0fYWPMtKQJSZOSklVv3y/piLU2Vzr2hKQD7ZxXh9/jNyEEAwB6SS/0zYRgAEArQhsRttbOWGsfkHShxtuT5Q6w5IIxZqKd8+rwe/wGQjAAoNd0e99MCAYAtCryNcKlp8rVHWlO0nSQ57X6OZK0vr5OCAYA9I1u6JuvXLlCCAYAtCzyIKzilKpc1Wsrkm4N+LxWP0c//OEPCcEAgH4S+755ZWWFEAwAaFloa4Qb2FHjtepOMYjzfB1vjDko6WDpx8uf/exnFz772c96aBY64HpJP4y6EX2Kex8d7n10bo+6ATHQFX3zkSNHFo4cOeKhWegA/o2KDvc+Otz76ATeN8chCNdaX1RdeCOI83wdb609Lum4JBlj5q21kx7ahA7g/keHex8d7n10jDHzUbchBuib0RD3Pzrc++hw76PTib45DlOjc9ra6Y1KejHg81r9HAAA+g19MwCgp0UehK21M9o6NSopaSbI81r9HAAA+g19MwCg10UehEuWjDFjFT+PWWtPt3OeMWbMGPOBgD7nuIdj0Dnc/+hw76PDvY8O976IvhmNcP+jw72PDvc+OoHfe2OtDfqatT+ouCfgtKSjKj7pPVla6yNjTFLS3ZKWJI1JmrHWLrV53kFJB6y1d1a0oe7xAAD0G/pmAEC/Ci0IAwAAAAAQB3GZGg0AAAAAQCj6MggbYx6qWo8kY0zSGHPQGDNd+nMsqPNwVcD3fqL8Wmnd2f2dbX1383vvK947aIw5UZoK2fQ8bBXwved770ML936s4t4/ZIyZ9nIe2kffHB365ujQN0eHvjk6sembrbV985+K65k+I+mUpImq9x6SlKz4+US75/Ffx+/9Z1TcYmNV0onKa/BfIPf+YMX/Tpbu9Viz8/iv4/ee731n7/1nqo5dLR/L9z52f1f0zfG89/wb1dl7T98cz3vP976z974jfXNfjQhba2estQ9IulDj7Ulrba7i5wvlJz2tnoerOnTvl6y1t1prR6y1B6qugZJW7n3p/m9sXF46ZkbSBxqdF3Tbu12H7j3few/a+Hf7flMs3rTxnooFnJqdhxbRN0eHvjk69M3RoW+OTtz65r4KwvWUhter/0JyKj61CPw8XMU9jE6Te79D0sM1Thvl76x9rd77TrerH3j4/o5Udag7VNzeh+99yOibo8M9jA59c3Tom6MTVd9MEC5KqnjTKq1IurVD5+Gqtu5h6SldeU0ATz39qXvvrbUzkg5UvTcp6WSj8zrRyB7V6r2XxPe+TQ2/v5UdrSlu9XNf6TW+9+Gjb44OfXN06JujQ98cnUj65sFWW9tjdtR4zcuUhlbPw1Xt3MPTtmKvSWPMSWMM01G8a3jvq+7ttIrTfmZK/wDVPQ+etHTvSy/xvW9P039zSoU2plX8f36OeD0PgaNvjg59c3Tom6ND3xydSPpmRoSLas1TT9Z4LajzcFXL97DyH5ySJUl3t92i/uHp3pfWZByy1pafhPK9b1+r957vffua3ntr7ZK19rik+4wxp0p/D3zvw0ffHB365ujQN0eHvjk6kfTNBOGi8tB6pVEVq7914jxcFeQ9fFFMAfLD670/KumeFs5Dfa3e+1r43vvj+ftbepI/r+LfA9/78NE3R4e+OTr0zdGhb45OJH0zQVjFCmbaOrSeVLEaXODn4apW72FpDcbJqpdvFf/ge+bl3letw5AxZozvfftavfd879vX6N6X1nVV39+cittj8L0PGX1zdOibo0PfHB365uhE1TcThK9aqtqAecxae7qD5+GqVu7hvKTqzconS1Mm4F3de19a/zJTtb5lotl58KyVe8/3Phj17n2t+zut4h6Fjc5D59A3R4e+OTr0zdGhb45O6H2zscWNh/tCqYLbtIpD6TOSTpa/pKV55nerOKd/TMUv+lI75+GqDt37CRUr9knFJ28Pce+3auXel845pc0FB5KS7iwV5eB770GH7j3few/a/Den8v4+Y619tNl5aB19c3Tom6ND3xwd+uboxK1v7qsgDAAAAAAAU6MBAAAAAH2FIAwAAAAA6CsEYQAAAABAXyEIAwAAAAD6CkEYAAAAANBXCMIAAAAAgL5CEAb6kDHmoDHmlDHGlv78QI1jXqz1OgAACB59MxCuwagbACBcxpgTkiYkHVBx8/FJSSeMMW+x1h6JtHEAAPQh+mYgfARhoI+UniJPS3qdtTZXennGGPM6SavGmD+x1p6OroUAAPQX+mYgGkyNBvrL/ZLuq+hoJUmln4+X3gcAAOGhbwYiQBAG+suYpHpPlU+qOBWr0p3GmJOl9UonjTHJ8hvGmBPGmNXye51qMAAAPY6+GYgAQRjoE8aYsdL/XKpzSE5Ssuq1MRXXK90qaYekh0vXOigpaa0dsdYa8bQaAADf6JuB6BCEgT5hrS13smN1DhlTscOtdMJamyude0RSuVLlBUmTxpgPGGOS1tqZ4FsMAEBvo28GokMQBvrLkqQ767x3p6T5JudKkqy1j0q6T8Wn0KvGmIcCayEAAP2FvhmIAEEY6C9HJH2mcj2RtDE16wNqPI1q01Npa+0D1toRSW+WdLcxZqID7QUAoNfRNwMRIAgDfaT0tPhRSaeMMdPGmKQxZlrSKUkP1JhG9WZJKnXO96tYvVKlc6dLx1RP2QIAAB7RNwPRYB9hoM9Yaw+UCmrcL2lCxUqV95Q64mo7jDGnVHzi/KfW2iMV791fetKck3ScPQ4BAGgNfTMQPmOtjboNAAAAAACEhqnRAAAAAIC+QhAGAAAAAPQVgjAAAAAAoK8QhAEAAAAAfYUgDAAAAADoKwRhAAAAAEBfIQgDAAAAAPoKQRgAAAAA0FcIwgAAAACAvvL/Aco/urW3sVQOAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,2,figsize = (16,7))\n",
"ps,l=byDepth(ax[0],obsvar,modvar,(1010,1030))\n",
"ax[0].set_title('Density (kg m$^{-3}$) By Depth')\n",
"\n",
"ps,l=byRegion(ax[1],obsvar,modvar,(1010,1030))\n",
"ax[1].set_title('Density (kg m$^{-3}$) By Region');"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"papermill": {
"duration": 0.610299,
"end_time": "2020-04-01T01:22:44.702302",
"exception": false,
"start_time": "2020-04-01T01:22:44.092003",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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mXdJqa22yxSz1i8E3IGlFtjey1m6x1nZZa7ve9ra3lXq+aCAE4LyqVp/+MdQo0hCA86JGUVME4Lz4nYuaIgAHcyEED2nyl8EcSQcz7rtd+VfFOyiJBQRQEAJwQahP1AwBuCDUKGqGAFwQahQ1QwDOruYh2B/ykTlUpF3eUvCSksM77k5ZWr7Tnx+xJ+O4eZr8pQJMQgAuDPWJWiEAF4YaRa0QgAtDjSIM0d5+Hd/0mKK9/VkfO9T9PAE4BxfmBEvSgDGmM2XYR6e19iUpOT+iJ2P+wwJ5Xx6Zm4Z3WWtXh3+6qGcE4KJRn6gqAnDRqFFUVWoA/od7vq2ugWFFe/s1beH8Wp+aq6hRVES0t18nt3XrxPeflsbjMm2tOnvXZk1bON8Lv/c/rree3SdZq2g8ro7RQT1CAA5UtRDsr2i3SN6qd7cbY/YkNgeXN/xjhTFmQFKnpNUpx+yRNGSMSbxUu6TF/l5qg37rmeS1jmWusAekIQAHoz7hCgJwMGoUrsgMwPO+9UMNxmIybW06e+empg3C1CjCFO3t14lt3XrzB8/IjsWS99uxmE5u65Yk/WbpGinlsTYrPXDTGl1EAA5UtRDst3i9JG/z78zHhiRtyXKMybw/4DWBvAjA2VGfcAEBODtqFC7IDMB/8OIvNDI2JsWtrGIa2dfXtCGYGkVYhrfu1tF190nj8cDHT78xqBPbutMCsLVWkZaILrx+abVOs+64MhwaCBUBGHAbARhw26Qe4Pu2ayTxo9sYmbY2Tb/kotqeJNBgor39OnrbfVI8OAB7z/kXxQeHJUlWVkZGMkZT3v071TrNulTzhbGAsBGAgdrItXBH2vMIwIDTMhfB+qPDp9KGZErSnDvXNG0vMBCWk9u6cwZgSYofHZLiVpJkZGTlDS+IvforHb52bd5rcLMiBKOhEYCB2oj29uvwtWs1eM8jOS/CBGDAbUGrQNvMJ1mrsZ+9UovTAxrapFqTpNYWnfGJyxSZ257yPCtrbTIAS/KmKcS8aQqYjBCMhkUABmrn+F89LhsdlcbjaRfh1N7hRAB+/49e1j+/9yotOTRa47MGkCrbNkiRmTMmPTfwxzqAssy87ippSlv6nXGr1rd1KD50UpIXgGWl8Vkz0ieYR5imkAtzgtGQCMBA7Qxv3a23nvnRxB2RiKZfclGyd9jGYlJLi16YabXiN2/ow2ecK3PspIbvf1ySNPdrn6vRmQNIyBaAo739Gn7g79KfHDHej3UAFTVt4Xyds2uz3lh3n2L9r3p3xuN668WfTgyTtpKMUeuJtyYONEbTP9yljnU3Mk0hC3qC0XAIwEBtDT+0Pe12yzvnatrC+RrZ1+cF4PG47FhMl/02pg9P7UhruT719PPVPVkAk2QLwFLwHMUzrryUH9pASEZ/PjARgH2nX/mVbDyuuLXewnSZB0UMATgPQjAaCgEYqD2bMTDSTJ8qSd6QrJYWxSXJWpmAC/eMqz9SlXMEECxXAJa87VjSGGn2F66v4hkCjS1zUclTT+0NfqJV4HVUkmSy7rwFHyEYDYMADLihffWKwNujY2M6PRaT8VuuM0Xe0cFQaKCG8gVgSWp9e0fa7TM+fhm9TUAZjn79Qf3qg/9BR7/+YOCikjOuuTzt+cmG5owAnLpQlqxlQaw8mBOMhkAABtwxa6X3w/nUU3s145rLNWvlEkWjUe387Jd0md8DHKRj3U3VPE0AKXLNAR7Z16fpl1ykaQvna8ofvldqiUjxuExbm2Z/nl5goFRHv/5gcj2M4fsfV3T/v05MG5K3qOTstTco9svfaPivfqC4jctYyRpN6gGOHx3y/iMSYUGsAhCCUfcIwIB7Zq1ckgzDiVWgP/TrX0vT35X2vJbz3qkp885LhmUA1ZcrAP/mk1+QYqeltlbNveeLOnb7Jmk8LrVENOfutfQCA2XIXAfj9C9/I9PWJqtYWpCNfvD3ddrG1eIvgpV1sHPEaPqHL2Y+cAEIwahrBGDATUe//qBOPf28pl51if73n/yDnn32WX31ozfI/HQg+ZxZX7ie4c9AjWULwEe//qBOPLrTC8CSFDut45sekx2LebfH4+wNDJRpxtUfSfYES9KZyz6mMz9+WdroiyNHjmjnZ2/RJ+z0rCOpJHnheMoUAnCBCMGoWwRgwE2pw7tiDz6h9791SGtuvk3v2vlPac9rmXlmLU4PgC9XAE79YZ5gR6Lpt6tylkDjSjQEn3r6ec24+iPJ24kQe+TIEV1xxRW65VSr1HpG7hdriWjOnWsIwAViYSzUJQIw4K604V3WauV5F+qPBmPpT4oY5isBNZRrEaxsW5Wd9elPSFPavIXtprSxNzBQhuGtu3V4+S1q+91z9Ds/+Tu1/e45Orz8Fg1v3S1pIgAfOnRIH7rkQ4FDoM20qVLEf8RaxQeHq/cHqHP0BKPuEIABt0XOe6fsa7+R/FWgO/7wfTLTp6U9Z9aff5rWaqBGcs0BPn7/4xofOpH2/Jbz3qnZa2/QrJVLJg3VBFC84a27dfRL35Akjezt1ZtP71X0H3uTt4eHh/WxB+7UoUOH1N3drbfv+rFO/refT3qdM67+sN56+gXZWIzFsIpECEZdIQAD7kldPfbNn72s0RcOJAOwkbwLe8RIba2aMv89mvmZq1kEC6iRnItgLfm8dHo87fkzli3WOx/8WvL2tIXzCb9ADtHefp3c1i0raeZ1VyXrZXjrbp34/tNqfcdcjb9+NP0YPwAn/Pju+3XohBeAL730UkWntuvkD57x5ugbqeWdc3XmpxZr7tc+p+iN/TRMlYAQjLpBAAbckBp6JenwtWu9LR0iEY2cPq1pQdsgxa1k4jrzE5cRgIEayTUEemRf36QALElTf++Cap4iUNeivf06vHRNcgG5kz94Rufs2qzRnw8ke37HpIkhzAGsrJ4+9W/JACx5jU/n7NocGHZpmCoNIRh1gQAMuCHa258MvaatTWded9XEnobjcU3ze4AnYd9CoOKy9TglHjuxrVtjr/xSNjqm1k/9iZZ+91uBAViSIh2zvB/m8ZTlrtpaqVk0rcw9snM97/hfPa7TR46q9V1zZRMrqktS7LRG9vV5jUyp4lZT/90HNPqTn3krzFmv7sZldSw+pnWXflzvntqedghht7IIwXAeARiordQfAiP7+iZCr2LeQh2RiOx4XAroAY7MnqmOr65WfHCYoVpABWXrcZq2cH7g0ObRvv+ud791SF8JCMDR3n4d+8pm70bEqOWcd2jq+9+j2Z+/nppFU8ps8D1756bAWsistbE+Sa0tE7XnNyRFOmZpZG/KkOfWFs392p9Jko5+dbNGX/Lm+0as9LbIVJmf/Hf95pNf0DlP3k8NhoQQDKcRgIHayvwhMOfONTJtbV4AbmvTlP/1T/Tbx5/U3KAh0JLOYv4vEAqvQWpyj5Mk/fYrmycPbbbSV877I/3+ksn1OLKvT3ZszOsFjkQ0a+USzV57Q5inDzgts8F3ZF9fYBg9ua17Uq1F5szSmVddlhyhIUljP3tFU//dBxQfHFbbvPM0+wvXS5JObOvW6M9ekZX1eoT9tTQkJWuaEBwOQjCcRQAGai/zh0B8cFhn79ykkX19iiz8A315/XqtHR2XIi2TD57SqjM/fln1TxpwwPDW3Tr11F7NuObyUBqCpl9ykUxba7InWG2tinTM8hqtoqOTDzBG007HA18r0jFrYhh0PO7dBpqYV18TDb7ZpgUE7ZVto2N62723Spo8YkNT2vT2Tesl+etpjI7J2riMjKzRpG2QmI4Qnpwh2BhzbaEvZK3dWf7pAB4CcGF27twpSe2F1Co12rwKndcUJNIxy5vjmzKnd/TnAzr5Dy+of9PDWvPmuFoiLYH7F2rstH5zzZ+r5R1zkqtYNhtqtDllbn8iqSJBOLOWz961OW1OcLJHN4VNWandnjylN269d9L84fjg8MR84Ihpqr1GqVEEmbZwfrLBNxFEj296LO06Orx1t0Z/9oqXXFPSsB1+U0e//qDmfu1zASM2YskRG3Ys5s0FtgoMwJG57fQChyhfT/DGAl/HSuKLARVBAC7cunXrJOlc5a9VarRJFTqvKduxx76yWYrHpUhEM2/+lI5+/f/W6I//WVbSe62VTCQ4ACeMxzV++Lcavv9xSWq6IEyNNqdTT+2ddLvcEJytlifVcyQixVOGZ6YOr4xbndy6W29u6077Lph+yUUyU6Y05V6j1GhzKaZROFFfQbWXutqzJJnZZ8keP5m8PXz/42r73XO8Wmpt8bY2kiTrNS6ffPssRePjarNSJLVGU7Se965K/JGRRc4QbK19d7VOBJAIwMV69dVXZYzpt9Z21fpc4KZC5zXlPDZupfh4Msha+S3WQatA53Dq6eebLgRTo81pxjWXpy2CM+Oay8t+zUJqedrC+TrjP/+ZTn71rxTJnF+YYK1sLP34zF6vZup9okYbV2bgLbVROHXOvLVjgas9t11wrsaG/0fa6uqJxq+zrv9fdHLrk97FMxLR8K8O6WN3rVPH6KAe/b2PqOWX/xb4vjM/c3VZf37kFinlIGPMzEqfCEAArhxqtHFFe/t1fNNjivb2F/T8xLwmtRS/RVHy2AyFRt+WC85Juz3j6o8U/N6NjhptbLNWLtHc+27T9MsXau59t1WkFzh26HWZlpactTw0NKSl3/2W/vKt12QjGaM0jJFaIlmPn7ZwvmavvaGpAnAu1Gh9SwTewXse0eFr1yYDcbIhKWVYcj7pc+atIh2zJjVs2Tff0rSPpLejJJ4z87qrZKZO9epvSqvWfO87OnTokL71zW9pyq9eD3zPtvnvZlHJkBW1MJYx5gJJeyS1S5rr33ePJGutJbGgZATgyqBGG1sprdjl9PAkjk1daCd1fmGaM6ZJb0WTN6csuFDn/b9bdPTrD+rU089rxtUfabpe4CDUaPOYtXJJxeYBJ+peLS2a+ZlrdFbGnF7JC8BXXnml+vr69K0/vVWRJ/dJ4/4Pd2Nkpk7RnDvXsF1ZHtRoYwjqvS10satM6XPmI4oPDmv22hs08uJP9dYzP5J9K6rYK79S7JVfTTyvtUVTL+yUNHEtfaP7Ba353nfU8/ov1d3drffuf02DNmhpLUmJhbQQmmJXh35C0mpJ21Puu0fSQUl8MaAkBOCKokYbWKlDmwPnDRZo2sL5mvrxSzTy9//VW8AjKABHjGYuv1Jj//Owxn76sqZ/9I/1zge/JsmbA0z4TUONoiipdS9Jree+I2cA3rFjh/5gSDq6+5+8+cGtLZr56U8EBmcEokYbQFDvbamNwkFz5oe37tapHXsmPznxntYme5pH9vXp1PvO18e+v1mHXj+k7u5uXXrppYpObZfaWifmC6dom3d+SX9uFK7YELzAWvtc6l6Q1tohY8zsyp4WmgUBuOKo0QZWait2OaLRqG76n/9NK0YH9eGpHcFDoY3Rib99quiFt5oUNYqi5Kv7zAD8sXd16vCfr00uaDf37rUMqywONdoAgnpvpdIahYPC8+DG7wY/ubVFslamrW1iy7KxmKLxcXWMDuoRPwAnBfUEt0SS+wgjPMWG4Of8JeST/8eMMQ9K6qnoWaEpEIBDQY02sGovXhONRrV06VI9++yz+tJ/XCOzpy/ZG5Vk/B8Z1ha98FaTokZRsMQ8xsQw5kjHrGTv0rSF8ycF4CVLluj4pscmFrQztqm2O6oQarQBVHrF88zwnLn4XeTtHepYf5OmXtiZvEZ7Q7JjUjyuVis9cNMaXZQSgE9s65ZOj6e9j1oimrvxS1xHq6DYELxa3jyJ2caYbZIWSzom6eJKnxgaGwE4NNRogytnaHMxUgPwI488osve/0Ed3rtWVt68xKkX/75Gf/IvXm+Tv+Jls22tUiJqFAXJXANgzp1rdOwrm5O3z9r6X3T1l/9TWgCWajNipMFQow2gGo3Gkbd3KP7GoCQl/516jT567Jii8XG1WikydYouvH5p2vFjr/wy8HVpuKqOokKwtfY1Se82xnxKUqekJ6y1PwzlzNCwCMDhoUZRCZkB+MYbb5Sk5A+KSMcsnfj+0xO9whGj6R++WB3rbqT1Og9qFIXKXAPg1FN7025vWf1F9f0yPQBLzb3dUSVQo40jrEbj4a270/YITjj11N5kT/Cp952vRWtXq3j0TDYAACAASURBVGN0UA/ctEYXXr807VyGt+7W6I//edJr0HBVPcX2BEuS+DJAqQjA1UGNolTZAnBiWGakY5aO3b7JG+KVYCIE4CJRo8iUuqeppOSWSNbf73fK+9+j6I9/JquYRuPjevLXL08KwKgcahTZnHpqb+D9U97/nklzgDc+szNtCLTkh+jb7k0ZcC9vgckblrCAXRXlDMHGmFsLfSFr7b3lnw4aGQG48u69915JekchtUqNIp9cATi5RYsxk+cwjY9r9OcDXLgDUKMoRNrQ55YW77fx+LhXb0ZSPK4TD/9Q07/6WX33vm/ryV+/rK9u+15gAC5lK7VmRo2iWJPmA7+jQx3rblJ8cDjnHGApJQDHUxJwxGjuN25lAbsqy9cT/LGM252SOiQNpNy3QNIBSXwxICsCcDieffZZSZqpiVqlRptAao9RKT9ug47PFoCljC1aIkZqiUxaIOvUU3u5gAegRlGItKHPKVuspLKxmL5737f1l788kNYDnFnPpW6l1qyoURRr1solGnnxp8ktkuKve/OBT73v/JxzgKO9/Tq6/pvpAdgQgGslZwi21qaFYGPME5LW+/MlEvctkvSpQt/QGPOQpA3W2oGU+9olrZD3hdMpqSfxeMpjkrc4wd3W2pfyHQd3EIDD8+yzz8oY84tErZZbo9Sn+8rt5Qk6Xu9/d9YALE1eaOeMqz+st/a8KDv8ZvI5M665vFJ/xIZCjaIQaTWW6Ak+fTrtx/LY+OQh0EH1nPlasUOvK9rbTxDOghpFKeJHh9JuH/vrv9dfD/xUvxo7pi/euGrSHGDJa+xSPGOHhZaIpl7YGfbpIkCxc4I/mvqlIEnW2h5/9bzP5TrQ/wJZIKlLUnvGwxvkfeEM+c/dLmm5/9gKa+0W//4nJB0wxiz2vwRyHQcHEICrrqQapT7rR7m9PJnHn3y+Vzf8xa1ZA7CUvtDO+Ik3NXz/48nHWt/7O2pfvYJW7MJRo5gkczErSRrc+F2NvLBfilvFZbVz9I1JQ6CDvg9mr71BZ+/cpJPbunXiB8/o5N8+pTe3dTMsunDUKPLKHBI92v8LfcbOUOTM2TovIwBHe/t1clu3Tr8xKNPa6tVson3LWkZr1EikyOcfN8Z8J/UOY8zdko7nO9Ba22Ot3ShpMODhrkSB+waNMQuMMQsk7U95jSF5+7Qty3VcgX8WhIwAXBMl1Sj1WT8SvTxqCd6SaHjrbh1efov+7XNf168/tkqHlnxeb9x6r6K9/YHHf23X4zkDcMK0hfM1e+0NGvuXX6Td33b22wnAxaFGEShRY5IXbmdcc7k0pU3jshq1cX3wP39x0hzgbN8H0xbOV+u57/DmFY/HZWOx5P7CyIsaRV6zVi7R3PtuU+Tf/6H2tUUVsVKrMYqMj6fVWrS3X4eXrtGJv3lSb/0/P5KNx3XGxy+TpmS/jqM6iu0JXiGpxxhznSaGZhhNFGvR/JazzC+MIUmLJL0krxUsc2+2OQUchxoiANdMRWuU+qyccufxJqT2GEU6ZiUvttMWzs+6bcPoi/+sk99/WjP/49U667qrvF6i53v1tV2P66F/ei5vAE6V2frNMOiiUaPIKm0RurZWPXzmWzo5dERL/3K9Ft8yuRMy13ZI7BdcMmoUBXlr8UJ9/K516nhzUP/+rPnS+PikWvNGa5yeOGg8rmkXXajZn7+ebcxqrNh9gl+S1GGMWSbpAkkDFVhCvl1eUac6JmmetXajMSZz2EeXpPW5jsv2RsaYVZJWSdL5559fzjkjBwJw7YRQo1WrT6lxazTXPN5Sw/HpQ6/rxDf+OnnRPXvnJp3426dzHDCuE1t36+S2bs35u426oWebni0yAEtK9vqeemqvZlxzOb3ARaJGkUvq8Obx8VGdHDqiK7+/WYtzbIOUbS9U9gsuTT3XKPVZuHIbpo8cOaIrrrhChw4d0iPd3TpvanuOxqjWiW0F21qTz6Ema6vUfYJ3VPAcOgLuSxZ9xsICi+R9GfX4hZ71uCD+nIstktTV1WVzPRelIQC7oYI1WrX69F+vIWs02zzeUha5Sh4zOpZcPTbxmq3vmquxXCMerZWNxbTzs7fogl8d1BN/cZeWFRGAE2atXEL4LRM1iiDTL7lIamvV+Pioxmzc6wHOsg1SIT/g+aFdunqsUeozt7T97r+yedK1t9C6Sg3A3d3dutTfBilrY9SuzTq5rVtW0kz2AXZG0SHYGPMnkjbKbx2TdJe19u/LOIeguROZCwokVshbba1NtJgVdByqhwDshgrXKPVZAdmGJZayyFXymMT2KcYkX3P6JRfprT0vSrHTUktErfPOU8ucdrW0z9TIcz+WHR9XbDyuP/5tXJedeYEi3+1R9OqruSBXGTWKbKLvOVf/Z8cpzRr4t6xDoNkHOHzUaOOZtN99PC7FbfLaK6mgusoWgHOhMcpNRYVgY8ynJD0sb5jGgLw5DI8aY1TGl8OQJhf1HEkHM+67XdLNJRyHKiAAuyGEGqU+KyDbsMRS5uxlbn9y5qc/kdayfM6T9we2ZA/ve0mP/h+36s2B3+j66WfL+L3CrEpZXdRoOCo1576WhoaGdOWVV6rv533asWNH1iHQ7AMcLmq0MaXvdx/x/jE2ee0tpK6yBeDhrbt14m+fVuu75mr256+nHutEsT3B98hbOj4x4O45Y0yPpG2SSgrB/pCPDRl3t/uvKSk5x+HulCXiOws5DtVBAHZKRWuU+qycoJbgUubs5Tsm6H2i0aiu+7/u0LP/sldP/MVdiny3J9nazWI5VUeNVlgj9IwmA3Bf36R9gCvReIaiUKMNKLNu5ty5RvHB4bTaylVXuQJwYkHKsT7prT0v6pwn76+776BmVGwInpfypSDJW0DAGJNzIY0CDPgFn5gX0ZmyUfgieZuDp86DWCCvdS7rcagOArBzwqhR6jNEpQyTKuaYaDSqpUuXJrdBWnbjjYpefXXd95rVMWq0wuqlZzQz0CZun/7Ae3T1l/9TYAAOCvcseBU6arQBZdbN6M8HkvOD89VVriHQp57am/5GsdPOfgchXbEhuMcY8yVr7X2JO4wxt8rb0ywnf1+zRfJWvbvdGLMnsTm4vOEfK4wxiaXoV6ccs0fSkDEm8VLtkhbnOg7VQQB2Ukk1Sn02pswAnFgFmvlJNUWNVlg99IxmBto5d67xFuYZi2nUjsue/EVaAJZyh3tqOFTUaINK1E1q721iy79ZK5cE1lW+OcCZ2wYmVn+G+4y1hS8eZ4yZJemAvA3DB+S1VHVIutha+8swTjAsXV1ddv/+/fmfiEAEYHcYYw5Ya7v8/6ZGISl7AEb1UaPhc31O8PFNj2nwnke8+YgtEU2/7GKNvHBAisd12lod+9SH9aGH7ko7phGGedeLRqxRl+rTNYeX35IWXKdfvlBnb//mpOcVughWsXOCXf++clFqjVZKsfsED0t6tz93oVPe8I2HK3lCcB8B2F3UKCQCsMuo0XC43jOa2VttFn1Qo8//RC1Wikxp04LPXj/pmGkL52vOnWuSe3K7/OdrJNRoY0oNnpm9tzOuuXzS84tZBbqYbQNp3HJHqfsEb8n/LDQiAnB9oEabFwG4PlCjzSV1vmFiDrA9+QttWvlnWvDZyT1H0d5+ndzWrRM/eEYaH1f0xz/T1As7i9rLFOWhRhtHUPCce99tyQamzABbyjZIhaqXNQyaQc4QbIy5u9AXstaShhocAdg9/v+DcwqpVWq08RUSgPkBXV3UKBKmLZyv6HvO1dUpq0B/KGAbpOQP9tGx5H7gxe5lisJRo40vKHjOXnuDpl7YqZF9fYr29ifrKMwALNXHGgbNIl9P8HpNzIkwOZ5n5e1vhgZFAHbThg0bJOlt8hbjoEabWKEBmB/Q1UWNIiHbNkiZkj/YE2u2GFPUXqYoDjVa//I17gYFz6Dr4fFz54QagKXStkZEOPKF4G9I+pSk2ZK2S9pmrf1p6GcFpxCA3XXbbbdp48aNp0WNNrVCh0DzA7r6qNH6V4nRE4UGYCnjB3tLi8789Cc087qrNG3hfI3+fEAyRooYepEqhBqtb4U07mYGT0ka3Phd2bExKW5lFdMb3S/oY9/fHGoATpwvAdgNkVwPWmvXW2vfLWm5vNax/2qMOWaM+Y4x5gNVOUPUFAHYbX4Ldr+o0aZVzBzgxI9rtUT4AV0l1Gh9S/zAHrznER2+dq2ivf1Fv0YxAVia+MHe8eXP6uxdm/X2e29NzgU+9pXNUjwuRSKac+cafkRXADVa39Iad2MT0waivf06vumxZM1OWzhfs9feIMmbUjDywn4pbqVIRGpr1ZrvfSe0AJw4l+Gtu8v+PkHlFLQwlr9peJ+kL/t7mq2S9I/GGCtpi2g1a0gE4PpBjTanYhfBYhhW7VCj9anc0RPFBuCEoNWuk+cSt5Kxig8OF/VnQW7UaH0qdKhzop7S6ihiFPnj+frivz6vntd/GVoATpyLjPEasfzeZ0Zj1VbOnuAg1tqXrLV/Zq3tkLRCXsvZgYqfGWqKAFy/qNHmUOoq0InWcC68tUON1o9yRk/89h9/rAc++HHZn/2iqACc2YNViXNBcajR+pE2csIPu9l6h6X0OtKUtlADsJTekJYYxUENu6HoLZKMMb8raZmk1fL2T/uhvAW00CAIwPWNGm18bINU36jR+lHq6Inf/uOP9dvrbtWyeItWzP6AzntXZ0HH5erBYiRH9VCj9SVz5ESuFZgTdfRG9wta873vhBqAg85lzp1rFB8cpoYdUFAITvky+A+SFkjqkfRla+0PQzsz1AQBuD5Ro82DAFyfqNH6FTQ0OZehoSFtWf1FLYu3qNUf/ljosMd8w6+LPRcUjhptHPkajI6fO8dbBOv1ys8Bzlz4isYrd+XbJ/hWSdfJ+zLYIekuSc9Za5mI0oAIwPXn3nvvlaQLJR0UNdrwCMD1hxptLok5wPbXv9CK2R+Q4vGihj2yh2j1UaONKbPBKBFOT73vfC1auzqURbCyjeSg8cpNxib2oQt60Ji4vH2Cn/Pvyvpka+11lT21cHV1ddn9+/fX+jScQQCuT5FIRNbacUk7/buo0QZFAK5P1GjzyFwE62Pv6iyp94ctVKqrUWuU+pyQDKdjMUXj47p59BVtfGZnxYdAH9/0mAbvecSb/9sSUceXP5tckRrlMcYcsNZ2VfI18w2Hflg5vgzQGAjA9evmm2/Wli1bBiUN1vpcEB4CcP2iRutboYE02yrQpYRYeo2qixptfCP7+mTHYlI8rlYrPXDTGl0UwhxgRnLUl5w9wY2MFjIPAbj+hdE65gJq1FMPAZieq9yo0fqUa5GqVKVugwR3NGKNNnp9FuNQ9/MavuErarVSZOoUnbdrc3Lv7Upfu7gehqMWPcFoYARgwG31EoALCQpAvSlkj2ACMOC2I0eOaNHa1eoYHdQDN63RhdcvTQbgMK5djOSoH4TgJkUABtzmUgDO1bJdSFAAKqWavSz5hjYmF8H62S+0909v1YICt0HKh54kYEI59XDkyBFdccUVOnTokB7p7k4bAp3v2kUdNj5CcBMiAANucy0A52otZw4UqqXSPTfDW3fr1FN7NeOayzVr5eQe3Fxbm6QG4O/P/oAiT+7T4Wd+UvA5ZfuBzcgKYEI59ZAagINWgc517aIOmwMhuMkQgAG3VSMAF9PCXci+peyBiGqo5KiD4a27dfRL3/Bed2+vJGUNwrmGQO/901sV2fX/SXEraws7p1w/sBlZAUxco2KHXs9aD7muY/kCsJT72kUdNgdCcBMhAANuq1YALqaFu5CeXuZAoRoqOerg1FN7J90OCsGZMucA/8GQdHTnj7wH43FFOmblfY1cP7AZWYFml3aNammRWlokKa0ecl3HsgXgoNCc7dpFHTYHQnCTIAADbqvWEOhiW7jp6YUrKvl3ccY1lyd7gBO38wlaBOv4psekiJHiVooYxQeH875Orh/Y1BuaXfo1Spr5mWvUeu470uoh8zp2clu3Rvb16dT7zteitasDA3Axjb/UYXMgBDcBAjDgtmrOAS6lhTtfTy8LiKBaKjXqINHrGzQnOOjvc2oA/od7vq2ugWFFe/u9epoyJfnjOnNeYVBd5PuBzcgKNLPMa9RZ1101qR7SntPSohM/eEY6Pa5ofFwdo4N6JGMIdCnDm6nDxkcIbnAEYMBt1V4Eq9It3CwggnqRGUpnrVyiqRd2amRfn6K9/Vm3TYm+59y0ADzvvu0ajJ2WaWvVnLvX6szrrpKR0n6sD2/draPrvynF4zJTpkyqC35gA8EKuUalPid26HWdfOwpKR5Xq5UeuGlN2irQEsObEYwQ3MAIwIDbSg3A0d5+ndjWPemHd6EK/QFeSA8vC4ig1gr5exoUbiUl71NLi2Z++hM6/dtB2dExyVrZ8VG98a2/0R3/+iN1Dbyu/3LPt/VHh0/pxFhMkmTHYjq67j5JSvZYJd7r6PpvSqfHk8+jLoBgxczVTZV4zqHu5xX9m11qtVJk6hRdeP3SwOcyvBmZCMENigAMuK2cAPybpWsk/4f4yR88o7N3ba74Rb3QHl5a2FGOoB/AxQyvL/TvaVBjjaTkfRqP68TfPDnpuLE9L+ovbItapp+vyLd+qNNXfDD9CeNx73VSGoBG9vVJ8fjEcyKGugAClDuS6MiRI1q0drU6Rgf1wE1rdOH1S7Mez+gLZCIENyACMOC2coZAj+zrk2Knk7dt7HQovUyF9vDSwo5S5eudLeRHcaF/T4Maa0Z/PiAZk/skrdRiIjLWysZian17hzSlzavBlogUiUjj42kNQMl5wmNjUiSiuRtuoS6AAOWMJEpdBfqR7u5JQ6CBfAjBDYYADLit3DnA0y+5SGprTfYEm7bWUHqZiunhpYUdpcjXO1vIj+JC/55mNtZI0rGvbPZ6bI0km/58KytZySRCsjHJIc9nXXdV2usEDeWkYQjIr9SRRIXsAwzkQwhuIARgwG2VWARr2sL5OmfX5rLmBBf6PvyQR5iy/QAu5kdxMX9PUxtrjm96zAvb/tZGkiTrJeG4rP7H6bd0YduZ3v1trZr56U+k1VrmIle53gtAsFKuMwRgVAohuEEQgAG3VXIV6Gr9wOaHPMKSmPc75841ig8Op/0ALvZHcSl/TzMD+BlXf1induyRlZWx0qw/XapzP30tjUBAyIqpXwIwKokQ3AAIwIDbqr0NEuCyfIvhVKPxJbMH6vhzL2pcVi0yshGj959/AY1AgEMIwKi0SK1PAOUhAANuIwAD6dLmAscm5gJX27SF8zV77Q2Kvudc3faDRzVm47IRo8jUKazmDDiEAIww0BNcxwjAgNsIwMBkLm2rNTQ0pCuvvFJ9P+/T/3bPt9UVOdP54c/FbCEF1DsCMMJCCK5TBGDAbQRgIJgri64lA3Bfn3bs2KHFS5bU5DyKUe6+qkA9IQAjTITgOkQABtxGAAZyq/V828wAvKQOArBU3r6qQD0hACNsVZ8TbIx5yBjTmXFfuzFmlTFmkf/vzgKPW5C4zxjTaYzZEO7Z1x4BGGGiPstHAEaYqNHy1WsAliaGkqslUvOh5AhGjZaPAIxqqFpPsDFmkaQFkroktWc8vEHSemvtkP/c7ZKWF3DcIkmrjTEdknok3RzaH8ABBGCEhfqsDAIwwkKNVkY9B2DJnaHkmIwarQwCMKqlaiHYWtsjqccYszjg4a7EF4Nv0BizwFr7Up7jBqy180I5YccQgBEm6rN8BGCEiRotX70HYIlFsVxGjZaPAIxqqvkWSX4L2GDG3UPyWr8gAjBqh/osDAEYtUKNFiYoAA9v3a3Dy2/R8NbdtT69giQWxRq85xEdvnator39tT4lFIAaLQwBGNXmwsJY7fK+DFIdk1RQy5cxZoGkDkmdkvZba1/K8dxVklZJ0vnnn1/SyVYbARg1VrX69J9fdzVKAEaNNUWNltMDmi0AH/3SNyRJI3t7JUmzVrrdM8yiWHWL37l5EIBRCy6E4I6A+zK/LLJ5yVo7kLhhjNljjFmeMeQkyVq7RdIWSerq6rJFn2mVEYDhgKrVp1R/NUoAhgMavkbL2RYo2xDoU0/tTXveqaf2Oh+CXdpfGUXhd24OBGDUSs2HQ2vyEBFp8sIAgVK/GHwDklaUfUYOIADDEdRnFgRgOKIhajTa26/jmx4LHOKb1gMa83pAC5FrDvCMay5Pe27mbRclFsXq+PJn2R+4vjREjYaBAIxacqEneEiTvwzmSDpYwmsdVIHDS1xGAIZDqM8ABGA4pO5rNF9Pbyk9oPkWwUr0+p56aq9mXHO5873ACbXeXxklqfsaDQMBGLVW855gf1W8zKEi7fKWgs/K32ttT8bd81Tal4ozCMBwCfU5GQEYLmmEGs3X01tsD2ihq0DPWrlEZ2//Zt0EYNSnRqjRSiMAwwUu9ARL0oAxpjNl2EdnvsU5JO2Xt+9aqi5r7erKn151EIDhKOrTRwCGo+q6Rgvp6S20B7QRtkFCQ6rrGq0kAjBcUbUQ7K9ut0jeZuC3G2P2+BP4JW/z7xXGmAF5q9+tznectXbIGDPor4Qnea1jy6v156k0AjBqifrMjwCMWmrkGk309Ja7/y0BGLXUyDVaKQRguMRYWxeLx1VcV1eX3b9/f61PQxIBGOUxxhyw1nbV+jwqzaUaJQCjHNRo+AjAKEcj1qhL9SkRgFGeMGq05nOCmx0BGHAbARhwGwEYcBsBGC4iBNcQARhwGwEYcBsBGHAbARiuIgTXCAEYcBsBGHAbARhwGwEYLiME1wABGHAbARgIV7S3X8c3PaZob39JxxOAAbcRgOE6V7ZIahoEYMBtBGAgXNHefh2+dq1szNsSqZC9f1MRgAG3EYBRD+gJriICMOA2AjAQvpF9fbKxmDQel43FNLKvr+BjCcCA2wjAqBeE4CohAANuIwAD1TH9kotk2tqklohMW5umX3JRQccRgAG3EYBRTxgOXQUEYMBtBGCgeqYtnK+zd27SyL4+Tb/kooKGQhOAAbcRgFFvCMEhIwADbiMAA9U3beH8gucBE4ABtxGAUY8YDh0iAjDgNgIw4DYCMOA2AjDqFSE4JARgwG0EYMBtBGDAbQRg1DNCcAgIwIDbCMCA2+olAJe73zFQrwjAqHfMCa4wAjDgNgIw4LZ6CsDl7HcM1CsCMBoBPcEVRAAG3EYABtxWLwFYKm+/Y6BeEYDRKAjBFUIABtxGAAbcVk8BWCp9v2OgXhGA0UgYDl0BBGDAbQRgwG31FoCl0vY7BuoVARiNhhBcJgIw4DYCMOC2egzACcXsdwzUKwIwGhHDoctAAAbcRgAG3FbPARhoBgRgNCpCcIkIwIDbCMCA2wjAgNsIwGhkhOASEIABtxGAAbcRgAG3EYDR6AjBRSIAA24jAANuIwADbiMAoxkQgotAAAbcRgAG3EYABtxGAEazIAQXiAAMuI0ADLiNAAy4jQCMZkIILgABGHAbARhwGwEYcBsBGM2GEJwHARhwGwEYcBsBGHAbARjNiBCcAwEYcBsBGHAbARhwGwEYzYoQnAUBGHAbARhwGwEYcBsBGM2MEByAAAy4jQAMuI0ADLiNAIxmRwjOQAAG3EYABtxGAC5ctLdfxzc9pmhvf61PBU2EAAxIrbU+AZcQgAG3EYABtxGACxft7dfha9fKxmIybW06e+cmTVs4v9anhQZHAAY89AT7CMCA2wjAgNsIwMUZ2dcnG4tJ43HZWEwj+/pqfUpocARgYAIhWARgwHUEYMBtBODiTb/kIpm2NqklItPWpumXXFTrU0IDIwAD6aoego0xDxljOjPuazfGrDLGLPL/3Vmp4/IhAAMTXKtPiQAMpHKxRgnApZm2cL7O3rlJHV/+LEOhG4iLNUoABiar2pxgY8wiSQskdUlqz3h4g6T11toh/7nbJS0v57hCEIABj4v1KRGAgQRXa5QAXJ5pC+cTfhuEqzVKAAaCVa0n2FrbY63dKGkw4OGuRIH7Bo0xC8o5rhAEYMDjYn1aawnAgM/FGh0fHycAAz4Xa5QADGRX8znBfgtYZuEPSVoUxnEJr732GgEYyKNW9SlJr776KgEYyKOWNfrKK68QgIE8alWjsViMAAzk4MIWSe3yijrVMUnzQjpOkjQ4OEgABvKrSX1K0okTJ/Too48SgIHcalajIyMj2rVrFwEYyK0mNfryyy+rtbWVAAxk4UII7gi4L7PoK3KcMWaVpFX+zdE77rij/4477ijgrVCiuZKO1vokmsDvhfjaVatPaXKN3nTTTf033XRTAW+HElGj1dGwNfrJT36yv4D3Qumo0epoiBrNrM/R0dH+yy67rIC3Qhmo0eqoeI26EIKD5kBkLgxQkeOstVskbZEkY8x+a21XAe+DEvEZV4cxZn+IL1+1+pSo0WrjM64OahSl4jOujkapUeqz+vicqyOMGq35nGB5rVqZRT1H0sGQjgNQOOoTcBs1CriNGgUcVPMQbK3t0eQhH+2SesI4DkDhqE/AbdQo4DZqFHBTzUOwbyBjA/BOa+1LIR4n+cNFECo+4+oI+3OuRX1K/P2pBj7j6qBGUSo+4+poxBrl70518DlXR8U/Z2OtrfRrBr+Rt6/ZIkm3y2vF2uPPXZAxpl3SCkkDkjol9VhrB8o5DkDhqE/AbdQo4DZqFKgvVQvBAAAAAADUmivDoQEAAAAACJ0LWySVzRjzkKQNqUNEChlCUupxzarYzyvlMUlaLOnuxFwWPufsSvicO+UNpZKkiyVt9xfUcOZzpkargxoNXyPWp38u1GgVUKPho0ap0XJQo+FzpkattXX7j/+BrJN0QNKCjMcektSecnt7ucc16z9lfM6rUv67Xd6y/p18zhX/nNdlPPd44rm1/pypUec/Z2o0/M/Y2fos889FjVbnc6ZGw/+MqdEm/7tT5udMjYb/GYdSo3U9HNpa22Ot3ajgDcW7rLVDKbcH/cUHSj6uWZXyefmfWXJja/85PZKW5Tqu0udeT8r4e7nBbwlLPiavNSzfq87/PgAABUVJREFUcaGjRquDGg1fI9anRI1WCzUaPmpUEjVaMmo0fK7VaF2H4GyMMYs0+QMe0kRXekWPa1Z5Pq8OSQ8HHDaHz7k4BXxeszO+ADrkbavg7OdMjVYHNRq+RqxPiRqtFmo0fNRoZY5rVtRo+GpVow0ZguUNRxjKuO+YpHkhHdessn5e1hurvzzjsS5Je3IdF8ZJNoCcn1fqF4MxZpW8+ShD+Y6rMWq0OqjR8DVifUrUaLVQo+GjRitzXLOiRsNXkxpt1BDcEXBf5odUyeOaVc7Py6ZPeF8kacD/wuBzLk7ez8sY0+l/Mczzh5oUdFwNUaPVQY2GrxHrU6JGq4UaDR81WpnjmhU1Gr6a1GhDrA4dIGiseXvAfZU6rlkV9Hn54/hXW2sTrWV8zsXJ+3n5X8JbjDHtxpgDkj5ayHE1RI1WBzUavkasT4karRZqNHzUaGWOa1bUaPhqUqON2hOc6CJPNUfeim1hHNesCv28bpd0cwnHwVPw5+UPD9kv7zN3+XOmRquDGg1fI9anRI1WCzUaPmq0Msc1K2o0fDWp0YYMwVmGIbTLW7Gt4sc1q0I+r4yx+zLGdPI5FyfX52WMWWWM2ZPx2JC85fmd/Zyp0eqgRsPXiPUpUaPVQo2GjxqtzHHNihoNX61qtCFDsG/A31w5odP6m1eHdFyzyvp5+XMjejJWdFuQ7zgEyvZ57Ze0IeO5i+Ttm5brOBdQo9VBjYavEetTokarhRoNHzVameOaFTUavqrXqLHexsJ1yd8HapG8LvEeSXustVv8x9olrZA0IG8vqZ7E5PVSj2tWpXxe/jEHlD5BvV3SYmttD5/zZGX+fe7yX2aepF5r7Y58x9XBn4kaLRA1Gr5GrM+U86NGQ0aNho8apUbLQY2Gz7UaresQDAAAAABAMRp5ODQAAAAAAGkIwQAAAACApkEIBgAAAAA0DUIwAAAAAKBpEIIBAAAAAE2DEAwAAAAAaBqEYJTEGLPKGHPAGGP9fy8LeM7BoPsBhI8aBdxGjQJuo0YbW2utTwD1xxizXdICScvlbU7dJWm7MWahtXZ9TU8OADUKOI4aBdxGjTY+QjCK4rd2LZJ0gbV2yL+7xxhzgaTjxpht1tqXaneGQHOjRgG3UaOA26jR5sBwaBRrg6S7U74UJEn+7S3+4wBqhxoF3EaNAm6jRpsAIRjF6pSUrfVrj7zhIqkWG2P2+PMp9hhj2hMPGGO2G2OOJx4L64SBJkONAm6jRgG3UaNNgBCMghljOv3/HMjylCFJ7Rn3dcqbTzFPUoekh/3XWiWp3Vo721prRKsaUDZqFHAbNQq4jRptHoRgFMxam/hC6MzylE55Xw6ptltrh/xj10tKrKA3KKnLGLPMGNNure2p/BkDzYUaBdxGjQJuo0abByEYxRqQtDjLY4sl7c9zrCTJWrtD0t3yWsuOG2MeqtgZAs2NGgXcRo0CbqNGmwAhGMVaL2ld6nwHKTl8ZJlyD/VIaz2z1m601s6WdLGkFcaYBSGcL9BsqFHAbdQo4DZqtAkQglEUv1Vrh6QDxphFxph2Y8wiSQckbQwY6nGxJPlfJBvkraon/9hF/nMyh5UAKBE1CriNGgXcRo02B/YJRtGstcv9yf4b5G0k/pKkm/0vjUwdxpgD8lrGnsjYYHyD3yI2JGkLe64BlUGNAm6jRgG3UaONz1hra30OAAAAAABUBcOhAQAAAABNgxAMAAAAAGgahGAAAAAAQNMgBAMAAAAAmgYhGAAAAADQNAjBAAAAAICmQQgGAAAAADQNQjAAAAAAoGkQggEAAAAATeP/B8X+G2O/HNNSAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,4,figsize = (16,3.3))\n",
"bySeason(ax,obsvar,modvar,(1010,1030))\n",
"fig,ax=plt.subplots(1,1,figsize=(20,.3))\n",
"ax.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')\n",
"ax.set_xlim((dt.datetime(year,1,1),dt.datetime(year,12,31)))\n",
"ax.set_title('Data Timing')\n",
"ax.yaxis.set_visible(False)"
]
},
{
"cell_type": "markdown",
"metadata": {
"papermill": {
"duration": 0.047502,
"end_time": "2020-04-01T01:22:44.796447",
"exception": false,
"start_time": "2020-04-01T01:22:44.748945",
"status": "completed"
},
"tags": []
},
"source": [
"### Temperature-Salinity by Region"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"papermill": {
"duration": 0.054506,
"end_time": "2020-04-01T01:22:44.897821",
"exception": false,
"start_time": "2020-04-01T01:22:44.843315",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"def tsplot(ax,svar,tvar):\n",
" limsS=(0,36)\n",
" limsT=(5,20)\n",
" ss,tt=np.meshgrid(np.linspace(limsS[0],limsS[1],20),np.linspace(limsT[0],limsT[1],20))\n",
" rho=gsw.rho(ss,tt,np.zeros(np.shape(ss)))\n",
" r=ax.contour(ss,tt,rho,colors='k')\n",
" ps1=ax.plot(dJDF[svar],dJDF[tvar],'b.',label='SJDF')\n",
" ps2=ax.plot(dSJGI[svar],dSJGI[tvar],'c.',label='SJGI')\n",
" ps3=ax.plot(dSOG[svar],dSOG[tvar],'y.',label='SOG')\n",
" ps4=ax.plot(dNSOG[svar],dNSOG[tvar],'m.',label='NSOG')\n",
" l=ax.legend(handles=[ps1[0],ps2[0],ps3[0],ps4[0]],bbox_to_anchor=(1.55,1))\n",
" ax.set_ylim(limsT)\n",
" ax.set_xlim(limsS)\n",
" ax.set_ylabel('$\\Theta$ ($^{\\circ}$C)')\n",
" ax.set_xlabel('S$_A$ (g kg$^{-1}$)')\n",
" ax.set_aspect((limsS[1]-limsS[0])/(limsT[1]-limsT[0]))\n",
" return"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"papermill": {
"duration": 0.394278,
"end_time": "2020-04-01T01:22:45.339438",
"exception": false,
"start_time": "2020-04-01T01:22:44.945160",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Modelled')"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(1,2,figsize=(16,4))\n",
"tsplot(ax[0],'AbsSal','ConsT')\n",
"ax[0].set_title('Observed')\n",
"tsplot(ax[1],'mod_vosaline','mod_votemper')\n",
"ax[1].set_title('Modelled')"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"papermill": {
"duration": 0.063229,
"end_time": "2020-04-01T01:22:45.451974",
"exception": false,
"start_time": "2020-04-01T01:22:45.388745",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"# save stats dict to json file:\n",
"with open('vET-HC1905-DFO-NutChlPhys-stats.json', 'w') as fstat:\n",
" json.dump(statsDict, fstat, indent=4);"
]
},
{
"cell_type": "markdown",
"metadata": {
"papermill": {
"duration": 0.048482,
"end_time": "2020-04-01T01:22:45.549599",
"exception": false,
"start_time": "2020-04-01T01:22:45.501117",
"status": "completed"
},
"tags": []
},
"source": [
"### Display All Stats"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"papermill": {
"duration": 0.078688,
"end_time": "2020-04-01T01:22:45.676334",
"exception": false,
"start_time": "2020-04-01T01:22:45.597646",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
" | | | |
| | | Bias | N | RMSE | WSS |
Variable | | Subset | | | | |
\n",
" \n",
" Chl | \n",
" 0 | \n",
" z < 15 m | \n",
" -3.39206 | \n",
" 149 | \n",
" 9.87441 | \n",
" 0.335308 | \n",
"
\n",
" \n",
" 1 | \n",
" 15 m < z < 22 m | \n",
" -2.1944 | \n",
" 72 | \n",
" 6.7097 | \n",
" 0.278637 | \n",
"
\n",
" \n",
" 2 | \n",
" z >= 22 m | \n",
" -1.6586 | \n",
" 3 | \n",
" 2.54841 | \n",
" 0.492839 | \n",
"
\n",
" \n",
" 3 | \n",
" z > 50 m | \n",
" -0.425985 | \n",
" 1 | \n",
" 0.425985 | \n",
" 0 | \n",
"
\n",
" \n",
" 4 | \n",
" all | \n",
" -2.98388 | \n",
" 224 | \n",
" 8.91152 | \n",
" 0.334282 | \n",
"
\n",
" \n",
" 5 | \n",
" z < 15 m, JFM | \n",
" nan | \n",
" 0 | \n",
" nan | \n",
" nan | \n",
"
\n",
" \n",
" 6 | \n",
" z < 15 m, Apr | \n",
" -13.0152 | \n",
" 38 | \n",
" 18.0942 | \n",
" 0.477362 | \n",
"
\n",
" \n",
" 7 | \n",
" z < 15 m, MJJA | \n",
" -1.42342 | \n",
" 37 | \n",
" 6.40998 | \n",
" 0.291414 | \n",
"
\n",
" \n",
" 8 | \n",
" z < 15 m, SOND | \n",
" 0.56521 | \n",
" 74 | \n",
" 2.76719 | \n",
" 0.642458 | \n",
"
\n",
" \n",
" Chl log10 | \n",
" 0 | \n",
" z < 15 m | \n",
" -0.162335 | \n",
" 149 | \n",
" 0.693024 | \n",
" 0.635463 | \n",
"
\n",
" \n",
" 1 | \n",
" 15 m < z < 22 m | \n",
" -0.105088 | \n",
" 72 | \n",
" 0.696884 | \n",
" 0.501878 | \n",
"
\n",
" \n",
" 2 | \n",
" z >= 22 m | \n",
" -0.567009 | \n",
" 3 | \n",
" 0.683801 | \n",
" 0.510161 | \n",
"
\n",
" \n",
" 3 | \n",
" z > 50 m | \n",
" -0.489679 | \n",
" 1 | \n",
" 0.489679 | \n",
" 0 | \n",
"
\n",
" \n",
" 4 | \n",
" all | \n",
" -0.149354 | \n",
" 224 | \n",
" 0.694144 | \n",
" 0.62953 | \n",
"
\n",
" \n",
" 5 | \n",
" z < 15 m, JFM | \n",
" nan | \n",
" 0 | \n",
" nan | \n",
" nan | \n",
"
\n",
" \n",
" 6 | \n",
" z < 15 m, Apr | \n",
" -0.930938 | \n",
" 38 | \n",
" 1.08676 | \n",
" 0.482011 | \n",
"
\n",
" \n",
" 7 | \n",
" z < 15 m, MJJA | \n",
" 0.0336262 | \n",
" 37 | \n",
" 0.508285 | \n",
" 0.272706 | \n",
"
\n",
" \n",
" 8 | \n",
" z < 15 m, SOND | \n",
" 0.134373 | \n",
" 74 | \n",
" 0.481035 | \n",
" 0.808097 | \n",
"
\n",
" \n",
" Density | \n",
" 0 | \n",
" z < 15 m | \n",
" 0.23614 | \n",
" 430 | \n",
" 1.74201 | \n",
" 0.955864 | \n",
"
\n",
" \n",
" 1 | \n",
" 15 m < z < 22 m | \n",
" -0.064902 | \n",
" 92 | \n",
" 0.493022 | \n",
" 0.936114 | \n",
"
\n",
" \n",
" 2 | \n",
" z >= 22 m | \n",
" 0.0580804 | \n",
" 943 | \n",
" 0.301071 | \n",
" 0.987717 | \n",
"
\n",
" \n",
" 3 | \n",
" z > 50 m | \n",
" 0.104438 | \n",
" 653 | \n",
" 0.264857 | \n",
" 0.986712 | \n",
"
\n",
" \n",
" 4 | \n",
" all | \n",
" 0.10262 | \n",
" 1465 | \n",
" 0.981994 | \n",
" 0.975122 | \n",
"
\n",
" \n",
" 5 | \n",
" z < 15 m, JFM | \n",
" nan | \n",
" 0 | \n",
" nan | \n",
" nan | \n",
"
\n",
" \n",
" 6 | \n",
" z < 15 m, Apr | \n",
" 0.000275155 | \n",
" 135 | \n",
" 1.66375 | \n",
" 0.872912 | \n",
"
\n",
" \n",
" 7 | \n",
" z < 15 m, MJJA | \n",
" 0.346132 | \n",
" 136 | \n",
" 2.28464 | \n",
" 0.960638 | \n",
"
\n",
" \n",
" 8 | \n",
" z < 15 m, SOND | \n",
" 0.342321 | \n",
" 159 | \n",
" 1.17983 | \n",
" 0.904128 | \n",
"
\n",
" \n",
" NO3 | \n",
" 0 | \n",
" z < 15 m | \n",
" 1.45338 | \n",
" 369 | \n",
" 7.34313 | \n",
" 0.828525 | \n",
"
\n",
" \n",
" 1 | \n",
" 15 m < z < 22 m | \n",
" 0.140043 | \n",
" 90 | \n",
" 5.32177 | \n",
" 0.575038 | \n",
"
\n",
" \n",
" 2 | \n",
" z >= 22 m | \n",
" -0.302852 | \n",
" 886 | \n",
" 2.56714 | \n",
" 0.849511 | \n",
"
\n",
" \n",
" 3 | \n",
" z > 50 m | \n",
" -0.457473 | \n",
" 606 | \n",
" 1.87111 | \n",
" 0.88054 | \n",
"
\n",
" \n",
" 4 | \n",
" all | \n",
" 0.208604 | \n",
" 1345 | \n",
" 4.58581 | \n",
" 0.899441 | \n",
"
\n",
" \n",
" 5 | \n",
" z < 15 m, JFM | \n",
" nan | \n",
" 0 | \n",
" nan | \n",
" nan | \n",
"
\n",
" \n",
" 6 | \n",
" z < 15 m, Apr | \n",
" 7.86827 | \n",
" 117 | \n",
" 10.0099 | \n",
" 0.48458 | \n",
"
\n",
" \n",
" 7 | \n",
" z < 15 m, MJJA | \n",
" -2.86307 | \n",
" 115 | \n",
" 5.64781 | \n",
" 0.908161 | \n",
"
\n",
" \n",
" 8 | \n",
" z < 15 m, SOND | \n",
" -0.401736 | \n",
" 137 | \n",
" 5.73477 | \n",
" 0.881095 | \n",
"
\n",
" \n",
" Salinity | \n",
" 0 | \n",
" z < 15 m | \n",
" 0.301234 | \n",
" 430 | \n",
" 2.19189 | \n",
" 0.948359 | \n",
"
\n",
" \n",
" 1 | \n",
" 15 m < z < 22 m | \n",
" -0.0834399 | \n",
" 92 | \n",
" 0.544337 | \n",
" 0.946553 | \n",
"
\n",
" \n",
" 2 | \n",
" z >= 22 m | \n",
" 0.0929282 | \n",
" 943 | \n",
" 0.358702 | \n",
" 0.983666 | \n",
"
\n",
" \n",
" 3 | \n",
" z > 50 m | \n",
" 0.159102 | \n",
" 653 | \n",
" 0.328865 | \n",
" 0.982967 | \n",
"
\n",
" \n",
" 4 | \n",
" all | \n",
" 0.142994 | \n",
" 1465 | \n",
" 1.22947 | \n",
" 0.967727 | \n",
"
\n",
" \n",
" 5 | \n",
" z < 15 m, JFM | \n",
" nan | \n",
" 0 | \n",
" nan | \n",
" nan | \n",
"
\n",
" \n",
" 6 | \n",
" z < 15 m, Apr | \n",
" -0.0217093 | \n",
" 135 | \n",
" 2.14762 | \n",
" 0.872971 | \n",
"
\n",
" \n",
" 7 | \n",
" z < 15 m, MJJA | \n",
" 0.539987 | \n",
" 136 | \n",
" 2.88054 | \n",
" 0.95554 | \n",
"
\n",
" \n",
" 8 | \n",
" z < 15 m, SOND | \n",
" 0.371215 | \n",
" 159 | \n",
" 1.40702 | \n",
" 0.889956 | \n",
"
\n",
" \n",
" Temperature | \n",
" 0 | \n",
" z < 15 m | \n",
" -0.0237772 | \n",
" 430 | \n",
" 1.26951 | \n",
" 0.969458 | \n",
"
\n",
" \n",
" 1 | \n",
" 15 m < z < 22 m | \n",
" -0.00535424 | \n",
" 92 | \n",
" 0.609213 | \n",
" 0.923088 | \n",
"
\n",
" \n",
" 2 | \n",
" z >= 22 m | \n",
" 0.0891665 | \n",
" 943 | \n",
" 0.396851 | \n",
" 0.949663 | \n",
"
\n",
" \n",
" 3 | \n",
" z > 50 m | \n",
" 0.122838 | \n",
" 653 | \n",
" 0.364817 | \n",
" 0.948504 | \n",
"
\n",
" \n",
" 4 | \n",
" all | \n",
" 0.05008 | \n",
" 1465 | \n",
" 0.773129 | \n",
" 0.971652 | \n",
"
\n",
" \n",
" 5 | \n",
" z < 15 m, JFM | \n",
" nan | \n",
" 0 | \n",
" nan | \n",
" nan | \n",
"
\n",
" \n",
" 6 | \n",
" z < 15 m, Apr | \n",
" -0.124243 | \n",
" 135 | \n",
" 0.307772 | \n",
" 0.68277 | \n",
"
\n",
" \n",
" 7 | \n",
" z < 15 m, MJJA | \n",
" 0.339283 | \n",
" 136 | \n",
" 1.79705 | \n",
" 0.936794 | \n",
"
\n",
" \n",
" 8 | \n",
" z < 15 m, SOND | \n",
" -0.249018 | \n",
" 159 | \n",
" 1.23123 | \n",
" 0.946817 | \n",
"
\n",
" \n",
" dSi | \n",
" 0 | \n",
" z < 15 m | \n",
" -4.01378 | \n",
" 369 | \n",
" 18.3224 | \n",
" 0.39953 | \n",
"
\n",
" \n",
" 1 | \n",
" 15 m < z < 22 m | \n",
" -2.43073 | \n",
" 90 | \n",
" 11.4508 | \n",
" 0.48682 | \n",
"
\n",
" \n",
" 2 | \n",
" z >= 22 m | \n",
" -2.88214 | \n",
" 886 | \n",
" 8.36105 | \n",
" 0.735337 | \n",
"
\n",
" \n",
" 3 | \n",
" z > 50 m | \n",
" -2.28001 | \n",
" 606 | \n",
" 5.56231 | \n",
" 0.863711 | \n",
"
\n",
" \n",
" 4 | \n",
" all | \n",
" -3.1624 | \n",
" 1345 | \n",
" 12.1213 | \n",
" 0.653398 | \n",
"
\n",
" \n",
" 5 | \n",
" z < 15 m, JFM | \n",
" nan | \n",
" 0 | \n",
" nan | \n",
" nan | \n",
"
\n",
" \n",
" 6 | \n",
" z < 15 m, Apr | \n",
" 15.1255 | \n",
" 117 | \n",
" 20.2694 | \n",
" 0.447171 | \n",
"
\n",
" \n",
" 7 | \n",
" z < 15 m, MJJA | \n",
" -16.6567 | \n",
" 115 | \n",
" 19.2953 | \n",
" 0.545744 | \n",
"
\n",
" \n",
" 8 | \n",
" z < 15 m, SOND | \n",
" -9.74633 | \n",
" 137 | \n",
" 15.5184 | \n",
" 0.557121 | \n",
"
\n",
"
"
],
"text/plain": [
""
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tbl,tdf=et.displayStats(statsDict[year],level='Variable',suborder=list(statsubs.keys()))\n",
"tbl"
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python (py38)",
"language": "python",
"name": "py38"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.1"
},
"papermill": {
"duration": 272.512686,
"end_time": "2020-04-01T01:22:45.728724",
"environment_variables": {},
"exception": null,
"input_path": "vET-HC1905-DFO-NutChlPhys-Base.ipynb",
"output_path": "vET-HC1905-DFO-NutChlPhys-2011.ipynb",
"parameters": {
"year": 2011
},
"start_time": "2020-04-01T01:18:13.216038",
"version": "2.0.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}