{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## DFO Nutrient Comparison" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [], "source": [ "import sqlalchemy\n", "from sqlalchemy import (create_engine, Column, String, Integer, Float, MetaData, \n", " Table, type_coerce, ForeignKey, case)\n", "from sqlalchemy.orm import mapper, create_session, relationship, aliased, Session\n", "from sqlalchemy.ext.declarative import declarative_base\n", "from sqlalchemy import case\n", "import numpy as np\n", "from sqlalchemy.ext.automap import automap_base\n", "import matplotlib.pyplot as plt\n", "import sqlalchemy.types as types\n", "from sqlalchemy.sql import and_, or_, not_, func\n", "from sqlalchemy.sql import select\n", "import os\n", "from os.path import isfile\n", "import pandas as pd\n", "import netCDF4 as nc\n", "import datetime as dt\n", "from salishsea_tools import evaltools as et, viz_tools\n", "import datetime\n", "import glob\n", "import gsw\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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YearMonthDayHourLatLonPressureDepthAmmoniumAmmonium_unitsChlorophyll_ExtractedChlorophyll_Extracted_unitsNSiSilicate_unitsAbsSalConsTZdtUTC
01982.07.016.01.3549.25-123.943NaN12.0NaNNone5.28mg/m^36.613.6umol/LNaNNaN12.01982-07-16 01:21:00
11982.07.016.01.3549.25-123.943NaN21.5NaNNone0.61mg/m^321.245.0umol/LNaNNaN21.51982-07-16 01:21:00
21982.07.016.01.3549.25-123.943NaN30.5NaNNoneNaNmg/m^323.547.4umol/LNaNNaN30.51982-07-16 01:21:00
31982.07.016.01.3549.25-123.943NaN52.3NaNNoneNaNmg/m^328.050.2umol/LNaNNaN52.31982-07-16 01:21:00
41982.07.016.01.3549.25-123.943NaN75.4NaNNoneNaNmg/m^326.549.1umol/LNaNNaN75.41982-07-16 01:21:00
\n", "
" ], "text/plain": [ " Year Month Day Hour Lat Lon Pressure Depth Ammonium \\\n", "0 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 12.0 NaN \n", "1 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 21.5 NaN \n", "2 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 30.5 NaN \n", "3 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 52.3 NaN \n", "4 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 75.4 NaN \n", "\n", " Ammonium_units Chlorophyll_Extracted Chlorophyll_Extracted_units N \\\n", "0 None 5.28 mg/m^3 6.6 \n", "1 None 0.61 mg/m^3 21.2 \n", "2 None NaN mg/m^3 23.5 \n", "3 None NaN mg/m^3 28.0 \n", "4 None NaN mg/m^3 26.5 \n", "\n", " Si Silicate_units AbsSal ConsT Z dtUTC \n", "0 13.6 umol/L NaN NaN 12.0 1982-07-16 01:21:00 \n", "1 45.0 umol/L NaN NaN 21.5 1982-07-16 01:21:00 \n", "2 47.4 umol/L NaN NaN 30.5 1982-07-16 01:21:00 \n", "3 50.2 umol/L NaN NaN 52.3 1982-07-16 01:21:00 \n", "4 49.1 umol/L NaN NaN 75.4 1982-07-16 01:21:00 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "PATH= '/data/eolson/MEOPAR/SS36runs/CedarRuns/spring15spun_Z6/'\n", "start_date = datetime.datetime(2016,1,6)\n", "#end_date = datetime.datetime(2015,10,3)\n", "end_date = datetime.datetime(2016,12,30)\n", "flen=10\n", "namfmt='long'\n", "#varmap={'N':'nitrate','Si':'silicon','Ammonium':'ammonium'}\n", "filemap={'nitrate':'ptrc_T','silicon':'ptrc_T','ammonium':'ptrc_T','diatoms':'ptrc_T','ciliates':'ptrc_T','flagellates':'ptrc_T'}\n", "#gridmap={'nitrate':'tmask','silicon':'tmask','ammonium':'tmask'}\n", "fdict={'ptrc_T':1,'grid_T':1}\n", "\n", "df1=et.loadDFO()\n", "df1.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "data=et.matchData(df1,filemap, fdict, start_date, end_date, namfmt, PATH, flen)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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2EyZMEM4Sb480stquICKLxluLlpYWPTw8WL16dXbt2pUdO3Zk8+bN2bx5cw4YMEBM5Vy4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\nLl2a5cqV471794yWk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (6,6))\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "ax.plot(data['Lon'], data['Lat'], 'ro',label='data')\n", "ax.plot(data.loc[(data.Lon < -123.5) & (data.Lat < 48.6),['Lon']], \n", " data.loc[(data.Lon < -123.5) & (data.Lat < 48.6),['Lat']], \n", " 'bo', label = 'Juan de Fuca')\n", "\n", "ax.plot(data.loc[data.Si>75,['Lon']],data.loc[data.Si>75,['Lat']],'*',color='y',label='high Si')\n", "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "viz_tools.plot_coastline(ax, grid, coords = 'map')\n", "ax.set_ylim(48, 50.5)\n", "ax.legend()\n", "ax.set_xlim(-125.7, -122.5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Nitrate" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate\n", "z<15 m:\n", " N: 507\n", " bias: -2.4243359588638587\n", " RMSE: 5.997155950235306\n", " WSS: 0.8793853619275592\n", "15 m<=z<22 m:\n", " N: 133\n", " bias: 0.03991508283112921\n", " RMSE: 4.4014458551232725\n", " WSS: 0.7778764667824282\n", "z>=22 m:\n", " N: 1076\n", " bias: 1.830906032221911\n", " RMSE: 3.5908438827365017\n", " WSS: 0.8535062853904767\n", "all:\n", " N: 1716\n", " bias: 0.43486320835858905\n", " RMSE: 4.495879319190392\n", " WSS: 0.9466961946750746\n" ] } ], "source": [ "N_s, modmean_s, obsmean_s, bias_s, RMSE_s, WSS_s = et.stats(data.loc[data.Z<15,['N']],data.loc[data.Z<15,['mod_nitrate']])\n", "N_i, modmean_i, obsmean_i, bias_i, RMSE_i, WSS_i = et.stats(data.loc[(data.Z>=15)&(data.Z<22),['N']],data.loc[(data.Z>=15)&(data.Z<22),['mod_nitrate']])\n", "N_d, modmean_d, obsmean_d, bias_d, RMSE_d, WSS_d = et.stats(data.loc[data.Z>=22,['N']],data.loc[data.Z>=22,['mod_nitrate']])\n", "N, modmean, obsmean, bias, RMSE, WSS = et.stats(data.loc[:,['N']],data.loc[:,['mod_nitrate']])\n", "print('Nitrate')\n", "print('z<15 m:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_s,bias_s,RMSE_s,WSS_s))\n", "print('15 m<=z<22 m:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_i,bias_i,RMSE_i,WSS_i))\n", "print('z>=22 m:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_d,bias_d,RMSE_d,WSS_d))\n", "print('all:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N,bias,RMSE,WSS))\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 35)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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BA5kyZQqPPfYY//Iv/+J6vhpPqlC0f86027Y+Sz9aqADrb6XZPKaxGEZdkpvZ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pDEqNQJeth6iFmLVSmCAHyRu2EXEgOC8DeBFXQ7bnO/JMOVStuoOtT0sayFzhia+Bmsij8c+OMK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\n0CMiIhqQgh4REdGAFPSIiIgG/A2JFJzeUOEzxgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ps=et.varvarPlot(ax,data,'N','mod_nitrate','Z',(15,22),'z','m',('mediumseagreen','darkturquoise','navy'))\n", "ax.legend(handles=ps)\n", "ax.set_xlabel('Obs')\n", "ax.set_ylabel('Model')\n", "ax.set_title('NO$_3$ ($\\mu$M)')\n", "ax.set_xlim(0,35)\n", "ax.set_ylim(0,35)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate, z<15\n", "Feb-Mar:\n", " N: 21\n", " bias: -7.575930325644357\n", " RMSE: 9.165331317264219\n", " WSS: 0.29213574703190626\n", "April:\n", " N: 118\n", " bias: -2.1589733918301643\n", " RMSE: 5.452449323740242\n", " WSS: 0.7955162792538036\n", "May-Jun:\n", " N: 209\n", " bias: -2.660824748810832\n", " RMSE: 5.840684408057558\n", " WSS: 0.7903664757421808\n", "Sep-Oct:\n", " N: 159\n", " bias: -1.630016110490704\n", " RMSE: 6.056777685285673\n", " WSS: 0.881964981985113\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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MqWaMWW6M+doYs8UY09v3/EvGmN+MMV/4fiL8H1dEnPbVV18dvy1rwYIFhIWF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j744AN69+7NMcccw6uvvsqXvvQlr0MSkSxQATZJ5cux3njjDZ5//nkuv/xyr0MSEQm0uXPncttt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\nkZzlo1Rma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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,4,figsize = (24,6))\n", "for axi in ax:\n", " axi.plot(np.arange(0,30),np.arange(0,30),'k-')\n", "ps=et.varvarPlot(ax[0],data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2016,4,1)),:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[0].set_title('Feb-Mar')\n", "ii1=(data.Z < 15)&(data.dtUTC<=dt.datetime(2016,5,1))&(data.dtUTC>dt.datetime(2016,4,1))\n", "ps=et.varvarPlot(ax[1],data.loc[ii1,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[1].set_title('April')\n", "ii2=(data.Z < 15)&(data.dtUTC<=dt.datetime(2016,9,1))&(data.dtUTC>dt.datetime(2016,5,1))\n", "ps=et.varvarPlot(ax[2],data.loc[ii2,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[2].set_title('May-Jun')\n", "ii3=(data.Z < 15)&(data.dtUTC<=dt.datetime(2016,12,1))&(data.dtUTC>dt.datetime(2016,9,1))\n", "ps=et.varvarPlot(ax[3],data.loc[ii3,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[3].set_title('Sep-Oct')\n", "\n", "print('Nitrate, z<15')\n", "print('Feb-Mar:')\n", "et.printstats(data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2016,4,1)),:],'N','mod_nitrate')\n", "print('April:')\n", "et.printstats(data.loc[ii1,:],'N','mod_nitrate')\n", "print('May-Jun:')\n", "et.printstats(data.loc[ii2,:],'N','mod_nitrate')\n", "print('Sep-Oct:')\n", "et.printstats(data.loc[ii3,:],'N','mod_nitrate')\n", "fig,ax=plt.subplots(1,1,figsize=(24,1))\n", "plt.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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L9GxKG0EQ0KhRo3xfRl68eIHt27dj2LBh2LZtG4KCgnDgwAEcOnQIu3btwrZt27B161as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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "ax.plot(data['Lon'], data['Lat'], 'ro',label='data')\n", "dJDF=data.loc[(data.Lon<-123.6)&(data.Lat<48.6)]\n", "ax.plot(dJDF['Lon'],dJDF['Lat'],'b.',label='JDF')\n", "dSJGI=data.loc[(data.Lon>=-123.6)&(data.Lat<48.9)]\n", "ax.plot(dSJGI['Lon'],dSJGI['Lat'],'c.',label='SJGI')\n", "dSOG=data.loc[(data.Lat>=48.9)&(data.Lon>-124.0)]\n", "ax.plot(dSOG['Lon'],dSOG['Lat'],'y.',label='SOG')\n", "dNSOG=data.loc[(data.Lat>=48.9)&(data.Lon<=-124.0)]\n", "ax.plot(dNSOG['Lon'],dNSOG['Lat'],'m.',label='NSOG')\n", "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "viz_tools.plot_coastline(ax, grid, coords = 'map')\n", "ax.set_ylim(48, 50.5)\n", "ax.legend()\n", "ax.set_xlim(-125.7, -122.5);" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 35)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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gGBbzgRgjgB4DXgNuAh4Nf321p/agUCgUJ5O2WedzseZb2edu2ykO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SQ4Nqg5Ogh+dE2NSlqZQG+AfNG1RdkEQC/lT/nvWdIi7fex7uFhrtrdnu9fOJyx9jshzt0opDRO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\nBN8dJE6X3XAAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ps1=et.varvarPlot(ax,dJDF,'N','mod_nitrate',cols=('b','darkturquoise','navy'),lname='SJDF')\n", "ps2=et.varvarPlot(ax,dSJGI,'N','mod_nitrate',cols=('c','darkturquoise','navy'),lname='SJGI')\n", "ps3=et.varvarPlot(ax,dSOG,'N','mod_nitrate',cols=('y','darkturquoise','navy'),lname='SOG')\n", "ps4=et.varvarPlot(ax,dNSOG,'N','mod_nitrate',cols=('m','darkturquoise','navy'),lname='NSOGF')\n", "ax.legend(handles=[ps1[0][0],ps2[0][0],ps3[0][0],ps4[0][0]])\n", "ax.set_xlabel('Obs')\n", "ax.set_ylabel('Model')\n", "ax.set_title('NO$_3$ ($\\mu$M)')\n", "ax.set_xlim(0,35)\n", "ax.set_ylim(0,35)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(-40, 20)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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5akzYkymOzsBJh71bTZTrKeOuEuQX3Enb2ItQG74S97v3ZHpNaHxozIf4Xvh7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\n/w+4klK5M1m0dAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2,figsize = (17,8))\n", "cols=('crimson','orangered','darkorange','gold','chartreuse','green','lightseagreen','cyan',\n", " 'lightskyblue','blue','mediumslateblue','blueviolet','darkmagenta','fuchsia')\n", "ii0=start_date\n", "for ii in range(0,int((end_date-start_date).days/30)):\n", " iii=(data.dtUTC>=(start_date+dt.timedelta(days=ii*30)))&(data.dtUTC<(start_date+dt.timedelta(days=(ii+1)*30)))\n", " ax[0].plot(data.loc[iii,['mod_nitrate']].values-data.loc[iii,['N']].values, data.loc[iii,['Z']].values, \n", " '.', color = cols[ii],label=str(ii))\n", " ax[1].plot(data.loc[iii,['mod_silicon']].values-data.loc[iii,['Si']].values, data.loc[iii,['Z']].values, \n", " '.', color = cols[ii],label=str(ii))\n", "for axi in (ax[0],ax[1]):\n", " axi.legend(loc=4)\n", " axi.set_ylim(400,0)\n", " axi.set_ylabel('depth (m)')\n", "ax[0].set_xlabel('model - obs N')\n", "ax[1].set_xlabel('model - obs Si')\n", "ax[0].set_xlim(-15,20)\n", "ax[1].set_xlim(-40,20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Silicate" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate\n", "z<15 m:\n", " N: 507\n", " bias: -2.896629322748449\n", " RMSE: 10.202663797052363\n", " WSS: 0.8815940692698563\n", "15 m<=z<22 m:\n", " N: 133\n", " bias: 1.070026256589955\n", " RMSE: 6.804440389734481\n", " WSS: 0.8489275849502251\n", "z>=22 m:\n", " N: 1076\n", " bias: 1.8570996586895347\n", " RMSE: 6.700526817586504\n", " WSS: 0.8525630816402028\n", "all:\n", " N: 1716\n", " bias: 0.39158604792712026\n", " RMSE: 7.905437083377308\n", " WSS: 0.9324246159134207\n" ] } ], "source": [ "print('Nitrate')\n", "print('z<15 m:')\n", "et.printstats(data.loc[data.Z<15,:],'Si','mod_silicon')\n", "print('15 m<=z<22 m:')\n", "et.printstats(data.loc[(data.Z>=15)&(data.Z<22),:],'Si','mod_silicon')\n", "print('z>=22 m:')\n", "et.printstats(data.loc[data.Z>=22,:],'Si','mod_silicon')\n", "print('all:')\n", "et.printstats(data,'Si','mod_silicon')\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 85)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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CILQx8vP3kpdXTFZWCpmZfRt1rPnz5zN//nwAjh07RkpKCqtWrXJt8+ijj1JRUcH48ePJ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e2WsT0bgThNpr1NWkokcpmIXyaTvXMIOD3DwEwadOp6ZmI+IyEEQ0oSe8mxUYiR51f2ykjqS3y+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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ps=et.varvarPlot(ax,data,'Si','mod_silicon','Z',(15,22),'z','m',('mediumseagreen','darkturquoise','navy'))\n", "ax.legend(handles=ps)\n", "ax.set_xlabel('Obs')\n", "ax.set_ylabel('Model')\n", "ax.set_title('dSi ($\\mu$M)')\n", "ax.set_xlim(0,85)\n", "ax.set_ylim(0,85)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Silicate, z<15\n", "Feb-Mar:\n", " N: 21\n", " bias: -16.249660342988527\n", " RMSE: 17.813947203925018\n", " WSS: 0.2843605116814828\n", "April:\n", " N: 118\n", " bias: -1.0968398851964398\n", " RMSE: 9.334783537065725\n", " WSS: 0.8146188369552901\n", "May-Jun:\n", " N: 209\n", " bias: 0.10775074666766926\n", " RMSE: 9.797075697332284\n", " WSS: 0.7870655525916628\n", "Sep-Oct:\n", " N: 159\n", " bias: -6.417867918434382\n", " RMSE: 9.958743623412408\n", " WSS: 0.8074631861007044\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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cd911TkcSEXG1559/njFjxtCrVy+6du2aa8fVO2oRydNeeeUVhg4dSpcuXejVq5fTcURE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\n", 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "obsvar='Si'; modvar='mod_silicon'\n", "fig, ax = plt.subplots(1,4,figsize = (24,6))\n", "for axi in ax:\n", " axi.plot(np.arange(0,70),np.arange(0,70),'k-')\n", "ps=et.varvarPlot(ax[0],data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2016,4,1)),:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[0].set_title('Feb-Mar')\n", "ii1=(data.Z < 15)&(data.dtUTC<=dt.datetime(2016,5,1))&(data.dtUTC>dt.datetime(2016,4,1))\n", "ps=et.varvarPlot(ax[1],data.loc[ii1,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[1].set_title('April')\n", "ii2=(data.Z < 15)&(data.dtUTC<=dt.datetime(2016,9,1))&(data.dtUTC>dt.datetime(2016,5,1))\n", "ps=et.varvarPlot(ax[2],data.loc[ii2,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[2].set_title('May-Jun')\n", "ii3=(data.Z < 15)&(data.dtUTC<=dt.datetime(2016,12,1))&(data.dtUTC>dt.datetime(2016,9,1))\n", "ps=et.varvarPlot(ax[3],data.loc[ii3,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[3].set_title('Sep-Oct')\n", "\n", "print('Silicate, z<15')\n", "print('Feb-Mar:')\n", "et.printstats(data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2016,4,1)),:],obsvar,modvar)\n", "print('April:')\n", "et.printstats(data.loc[ii1,:],obsvar,modvar)\n", "print('May-Jun:')\n", "et.printstats(data.loc[ii2,:],obsvar,modvar)\n", "print('Sep-Oct:')\n", "et.printstats(data.loc[ii3,:],obsvar,modvar)\n", "fig,ax=plt.subplots(1,1,figsize=(24,1))\n", "plt.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 85)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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COMQmg8WPuiOfwV+/g268ybqhMDUsnA1jtmHmbW2WR9CZkWlH1prj6/+rJBWZ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i7m5mBfO2zfDvGrohCwi8LMGYvBQ1F++EOY7bLfN7Ng8cCJs8wZiys5wqfMbcyfiTM+dTfd3XuY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\nugAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ps1=et.varvarPlot(ax,dJDF,obsvar,modvar,cols=('b','darkturquoise','navy'),lname='SJDF')\n", "ps2=et.varvarPlot(ax,dSJGI,obsvar,modvar,cols=('c','darkturquoise','navy'),lname='SJGI')\n", "ps3=et.varvarPlot(ax,dSOG,obsvar,modvar,cols=('y','darkturquoise','navy'),lname='SOG')\n", "ps4=et.varvarPlot(ax,dNSOG,obsvar,modvar,cols=('m','darkturquoise','navy'),lname='NSOGF')\n", "ax.legend(handles=[ps1[0][0],ps2[0][0],ps3[0][0],ps4[0][0]])\n", "ax.set_xlabel('Obs')\n", "ax.set_ylabel('Model')\n", "ax.set_title('Si ($\\mu$M)')\n", "ax.set_xlim(0,85)\n", "ax.set_ylim(0,85)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Ratios" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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jXaQREQ1HceMuJMDGLbbPQgLceIJdv1xLa+ttxGKRQa+LRWK03tZKLFIc34MU\nBbXNIiJS8PLaM2uMmQS8H7gyY/fXgZ8bYy4HWoEL81kGERl94WiUuOuSAOKuSzgaLYre2WAoiFPu\npHtmrbXQnwAse+Or2bvjtzhOBXV16wgEGoHs3tzx3IMrpUNts4iIFIu8BrPW2gPA9Jx9XXgZFEWk\nSIWCQcodh7jrUu44hILjL8PvcA41JzY3+dP2Nb/i9Xtngmvg7s/AiTtwl2wmGg2ng9nM3lw37hIN\nRxXMyphS2ywiIsVitLIZi0iexGIRotEwwWAoHUCNtcZAgHV1dQU3Z7atqY2tn9mKTVhvTqwB2589\nJzb1X1tTG683zQZrAQNxC82n4SzdQTAYSl8zszfXKXfG5dI9IiIiIoVIwaxIAYvFIrS0LMd14zhO\neXp4a2bv4lj1AjYGAgUTxILXI7t11VZsv5fh3fYlM73bwT2qqXNxAYx3ks9h5jl/Q1XdqqyHCrm9\nueqVFRERERkZCmZFClg0GsZ140AC140TjYZh02LN0XwTouEo1s1YqsyQjlNze1SHOnfa+T4mbP47\nmBmEnA7yVG+uiIiIyJFoamvj4c5OLqisZGV19VgXZ9xSMCtSwILBEI5Tnu6ZDQZDRB/SHM03IxgK\n4lQ4uL2uF8Q6QAKMY6i9qzbrO0yf2+N6w4ytZd/PXfb9+w6cCj1AEBERkTevqa2NK7dsAWDtvn0A\nCmiHMRpL84hIngQCjdTVrWP+/K+lhxin5mjiG9yjKMMLNAaofdzHtBtambHC8YYQu2Ctpa+rb9C5\ndevqKF/2enJP8k+pO/AAQUREROTNeLiz85DbMkA9syIFLhBo1BzNERCLRdhW8X7cD8Yxm5Zhfvpt\nbHz4BwKBxgBTTw+ytyUx6Jh/un80iiwiIiJF6ILKynSPbGpbhqZgVqQIaY7m0cucf2wXP8/MH29k\nwua/O+QDgTlX1LF39XPgJjMaAyRg62e30v1cN1UrqvR7EBERkaOSGlKsObOHp2BWRITB84+rljcQ\nOL/mkK8JNAaY/nfT6XqsK2u/7bW039NOx4Md1D9Vr4BWREREjsrK6moFsUdAc2ZFRBh6/vGRmPvF\nuZhyM+Qx22vpWNMxksUUERERkST1zIoUgfGwrmwxyJ1/PJzc77s+XE80HMU/3U/7/e10P9M9CqUV\nERERKW0KZkUKXCwS07qyoyj3+669q5a+rr6sBwndG7rBBeM3VK2oGuMSi4iIiBQnBbMiBS4a1rqy\noynr++70+GR4AAAgAElEQVR12bJqC7gWU2FYeNcitl27DSwYn2Hh9xbqdyEiIiKSJ5ozK1LgtK5s\n/sQiMVpvayUWiaX3ZX7fmAT0u+AabG8/7T/b6gW6w6xPKyIiIiIjRz2zIgVO68rmx3DDtwONAWof\n97Hln/8If2nEW5LHgjWYRbtwInPTr9GDBREREZH8UTArUgS0ruzIO9Tw7e7uZyHyN+A6DASzDq8/\nMJtF3xs8h1ZERERkNLQ1tdH5cCeVF1RSvbL4l/ZRMCslR5l/5UikhhMP2cvaUg+JOOlAluTSPHFo\nv7+d2rtqVbdERERkVLU1tbHlyi0A7Fu7D6DoA1rNmZWSkho6uuPmHbQsb8maCymS64RLTmDmFTMH\nZYiu+sAyKPORFcgmdT/TTfN7m1W3REREZFR1Ptx5yO1ipGBWSspQQ0dFcqUeerTf186e1XsGHQ80\nBlh09yKM3/H+iub8JbVxSzQcHTKBlIiIiIx/kViM21pbicQKpw2vvKDykNvFSMOMpaQccuioFLSR\nHD4+3HzZzPeYtHQSVZd7a8hOOW0KWz6zBVLJiy30R/u1/q+IiEgBisRiLG9pIe66lDsO6+rqaAyM\nXBuer3mtqWtpzqxIkVLm3+I0XObhN2uohx6Z72HKwNoEJHw45Q5VK6qYeflM2u9p9y7gwP7m/Vr/\nV0REpACFo1HirksCiLsu4Wh0xILZkZ7Xmvswv3pldUkEsSkKZqXkKPNv8TlU5uGjlWoUau/Kzkrc\neltr+j2s6wIG7MD7Va2oouOBDmyfxZQZKi+oJPanmEYBiIiIFJhQMEi546R7ZkPBkWvDh5rX+maD\nz7bf/xdb/64H2+cr2VFgCmZFpOC9meHjsViEaDRMMBgiEGj09uX08NbeVUs0HOXAxgP0vNyDKTNY\nXHD6AQsJH8ZvBt4vlQvKwKSlkzQKQERESsL2G7fT+UgnledXsuAbC8a6OMesMRBgXV0d4WiUUDA4\nokOMKy+oTPfIprYzHem0qVgswtZf3IeNfxLc0h0FpmBWRAre0Q4fj8UitLQsx3XjOE45dXXrCAQa\ns3t4e1y2XL3FS1jsAg6YMsOMFT66Gm7A2j5Myxks/Icr0j23tt96S87GLR1rOjjpByeVXKMiIiKl\nZfuN29l1+y6A9M9iCWhHMohNOdS81iOZNpUKdntOWo+t2wD+j0GfzX64XkIUzIpIUTia4ePRaBjX\njQMJXDdONBomEGjE37AbHBcSjhfEJjJe5IJNWKYsnMecf7zb69X9xECvbjAUxPgMNuEFtB0PdlC1\nokrBrIiIFLXORzoHbRdDMJtPufNa0wHqyz2HnDaVlb+jfCnmDj/2W19IP1wHaL2ttaRGhCmYlUGG\nGn4pUkyCwRCOU57umQ0GQ95wna3XQOJ2vPHCyTHDBi+wdRgYwrwpCOFqCAWhcaARmvr2qcT+6KXw\nt/22JIf7iIhIaak8vzLdI5valsNL3Tv4p/vZdu02L0D1meSUJovxu+yd9X/wt72d6uqVQHaOEBuH\nmXu+w4TL/kzwEyHYtLgkV1FQMCtZhht+KVJMAoFG6urWZT20aW29DfvcEnBTgawFn2HmFTOZctqU\ndDIoYNC82m3XbsPtdb3hyEnGV5rDfUREpLSkemGLac5svqTmFk88cSLR/4xiXYtxDNa13ggwLDOv\nmElf8Hn2zr6F7rmb6N7yIG+sn0DZi+/BP92flSOk6gPLCNT8LQCt4daSXEVBwaxkGW74ZbEaybVJ\npbCk6nU0Gga83loCzwAOXlesYc4NcwY1yplZjd24S+fDnYMCWQxUXaYhxiIiUhoWfGOBgthDaGtq\no/W2Vnp39gLQs60nfcxabxUEa2x6ub+dx30W9m3yTnhxMbtumAn9OzBlhuPPOZ7yqvJBU5neTDLM\nYqBgVrIMNfyyWI302qRSWIYahTBz0vW0O/1e76wDZcHsP5GxSMzLauzzhgA55Q6T6ydnZSXEAafC\na4xERESktGWuKzsU4zMs/P7CrBFgvp9+GmbvhiWboLke+su8ocUJS9fjXTgTBt9nHG0yzGLhjHUB\nZHxJDb+cP/9rRT/EeKi1SaV0RKNh3I0L4CcX4W5cQDQapuoDy3AqfODzAtLMp5qphx/t97WDgZlX\nzKRuXR39r/cPXNTAtPdN04MREREpGdtv3M5fF/6V7TduH+uijEu568pmcWD29bMHTWXa+81KzOe/\nx5SXL2XOh8/GKfcNLP9nh79vDTQGqLmppqTuQdQzK4MEAo1FHcSmlOpwDPH4t7wbbjgN+vzg78O/\naAq8bRMn/LgFWuq9eSiNgSEzDFosE+ZOALysxSnGb5h3y7ySakRERKR0FeuyPCPJX+kf/qALu+/c\nnV4JwTnOwX3Dm7dkcZjxyv+mZkUNM9bF6FjTQccDHdiE1X1rBgWzUrKKdTiG5gEfmb71s6F/hzfX\ntd9H959dtlW8H/f4OM7ycqoWryMWGcgMmB7HkpHVuGNNBzZuvf0Z82T1OxARkVKgZXmGl7oX2P/s\n/kOeZ/ts+t/ugYEEHJkBa2r5wUR3gtd++xpTGqake2ZL/T5DwayUtKNZm7QQaB7wkcvtmaeueVDy\ns54n+3F7E94c2tSasz6ovasWgI77O7xcUXi9slUrqvQ7EBGRkqFleQaLRWK8fPvLdP2qy7tHcA/z\ngtQSgBl8U3y85R/fkrVv+43befUnrwKwb+0+9q3dhzMx+z6jFB+mK5gVKSJDzQMulT9mRyu3Z57F\nfva0DCQ/8/uns/OEz4H//4d4Odjkkj0J6H6um+7nurOepk7/4HQCjYFB2Y71OxARkWKlZXmyA0iA\n5lDzwKitIzFEMOu+4dJ+Xzt7Vu9JB6t7Htoz6KVu78B9xkg+TC+koFjBrEgR0Tzgo5PdM5+99mw0\nGsYufh6+dQN88/PQOi95niXeu4fyihOyruWv8ubE6HcgIiKlpJSX5UkHkL0uxjFMfcfUowtkASzM\nOG8G8dfi9PxPDxNPnEjsv2Lph+Idazp4+faXie+OD/ly/3Q/sUiMnbfsTC8VeCwP0wtthJmCWZEi\nUqzzgEdLZvKzA8+4mF98AjulC9qqk2dYcBJ0Hf9dAv99bdZry6aW0XpbK8FQUL8DERGREvA/D/8U\n941awId1LbE/xrJP8EHgnYHB+zNZ6PpNF/XhegKNAdqa2nj9L69jHW/92fYftkP/8K/des1WMMm5\nty5ZuT3ejEIb5adgVqTIjNY84Fgsku7FLKbs17FYhI5162n/+FLo+xQ4ieR82dQ4IAPf/Sdi/S7p\nPPkO7P72bqy16aeYNTfVjNVHEBERkRHW1tRG+/3tlFeXM/2c6ezZ8itif9iHlyEyeX+QoXx2OfNu\nnkf3c91ZwawzyclK9ATe+rGphE7brt2GdS0YmHjiRA7+98FBZSmfXU68LQ5uRgIp6xVl2vumHdPK\nCoU2wiyvwawxJgj8EDgV7yu+DNgM/AyYB+wELrTW7stnOURkZMViEVpalqfnlxbLmsTpz/WjqyB+\nKt4cWV/yaLKhcg24fnIbrVRa/UJ4iimlTW2ziMjRaWtqY8uVW9LbXY91AYsyzsh44J0U3x1n66qt\nzL5+NqbCYOMWU26YtWpWVtIszEBParpXNBnrHnxpcCCLA1MapvDab1/D9luMz3g9s/3eA/VjXSKw\n0Eb55btn9jvAk9bavzfGlAPHAV8G1llrv26M+RLwJeDGPJdDREZQNBoelPm3GILZ9Od6LecPtyGZ\nACq1kR3IpjMVHuPQHpFRorZZROQodD7cOcTezAB26Hmytt+y65u7mPOFOZQFy9LB4cQFE2m/vx0z\nweA/3k95VTng9Yoav4t1GUg8OcTbdv2qC+MzzLxiJlUrqgBGNPgspNU+8hbMGmMCwLuBTwFYa+NA\n3BjzESCUPG01EEYNpkhBCQZDOM5A5t9gMDTWRTpmsUiMniffBVuvgMg7Bw6k1pdNt1NDNCzJ8451\naI9IvqltFhE5cqmsvpPrJ7Nv7XCDVVI3CMPcH1jYdUcrvr/7I9Ga1wlWV+Kf/266N/QNLPvnQMeP\nXqH8+9/G3rEDfncW/PpccH0D1zVgyow3EswFi2XC3Anpe45SvffIZ8/sfKATeNAYUwdsAD4HnGCt\nbU+e0wGcMNSLjTErgZUAc+fOzWMxReRoBQLZmX8LrVc2N+V8ZjZC3AuTZ3mNR8XcCuLtcWy/HbRe\nnC/owz3geg2LAd9xvkHvJTLOqG0WETkCuVl953xxDl1PdHFwU+bQ32EC2NwA1zUkHn83+34bZ9+3\nboA7KyFRO3C6Czbu0vvXAPzjJliyCSbth59/DKzPW8v+siqmnDaFbdduK5j5rKMhn8FsGXA6cI21\n9mljzHfwhi2lWWutMWbIfnlrbRPQBNDQ0HCUOa5FJN8yM/8WkqFSzufOUclsnHp39mLKvaE8fR19\n7H1sb/pYIpYYyPvgwt7H9tL12y7qn6ov2SekMu6pbRYROQK5WX332z9z0l8W0fGlmbTf0z7o/Iqa\nCnp39YKb+acx49/Wgb4yr9d1+wKy59i64O+H+mZv81fnwk8v8o4bWPi9hVSv9FZWmLR0Eh1rOvLw\nifMjEoFwGEIhaMzDbaNz+FPetN3Abmvt08ntf8drQPcYY2YCJH++mscyiAheANd6WyuxyCFSwxew\nSCzGba2tRGKH/3y5jVPHmg5e39oKThxMKve9zfgPbMKFt7zKnC/OwfgznsJavCFCmW1Vr2XnLTuL\n9ruWgqe2WUTkCKSy+uIAbj/7/tXPcx/6TxIVezBlg3tk33i5l2ff5dC3eDeYjBUP0jcJCS9g3XRy\ncnvgeNkpr3vr2i/ZBC8uhm9fC/gAByx0/CQ7eN2zeg/t97XTsrxlXN9vNDXBu94FX/4yvOc9XmA7\n0vLWM2ut7TDG7DLGnGSt3QwsBzYl/7sE+Hry5+P5KoOIFN7i10crEouxvKWFuOtS7jisq6ujMTD8\n5/NP92OMSa/f1vFAB7bfBZ+Fd/wF/tqYzGCc0Qg5cTpOuIEp+7/npcs/jH3/sY/Yn2JF911L4VPb\nLCIyvEgsRjga5Z13HqD8168zaekkup+JAT7omAkdM3n1zwm8FMRkTT0yFur/6OL6Z2LLEpi+VAKn\n1BAuB6pege2LBr1v4l2PMecDH2L//tkcCJ9NHIfMUWL7N+xPB607b9mZnBY1vldQiETgqqvATX5H\nfX1w++3w6KMj+z75zmZ8DfCTZLbE/wEuxfuN/twYcznQClx4iNeLyDEqtMWvj1Y4GiXuuiSAuOsS\njkaHDWbbmtrYumorNuEFssefczxdv+ryltvBB70TvGFAmWvGGRfe9jT2uSXsfrwDEtMPX6hx3sBI\nyVPbLCKSI/Vw/BM/cHn7Ty09QA89DDuQ1R28ywFMn8G+86+YF0+F6LTkkWTG49b52dtJtrucsrIg\nk8NfZd8jvRnHvYDWPeDS/N5msMl1ZZOHxuO82aYmePhhOO64gUA2pa1t5N8vr8GstbYZaBji0PJ8\nvq+IeGumRqNh/A3vLqjFr49WKBik3HHSPbOh4NCfLxaJsfUzW71ETnjrwpZXlXujeBIJLwV+rx98\nydSCbnJoka8Pnnk7RN7JQXOECZ6SDYx/up/W21oLYp02KR1qm0UkU25SxFIVjkZZsNHlw7/px7s5\nyF07Nnsd2UwDC/R4PbDOX96VsaRf5oiuzOV2Mo5vP4n+x97Gruv7MzIYWzLf08btoEvV3lU75r+z\nzDmxGzfClVcOHHOc7ID28stH/v3z3TMrMq6Uyh/sWCxCS8tyb+mcinJqH/89fetrivJzNwYCrKur\nIxyNEgoGh+2VjYajXtbhJOMYppw2hXb3FVJzUthYD04CPvQkc878O8oOzqV7ayt7Vye83luHZPB7\n6DLN+MgMjj/n+KyMgxpyLCIi402xT0U6Eql7w3c0R/mbX4CxqQfXmWvIDrPma1IqkDUYL6AdtEbs\nodejnTa/gV3XJ+810uenrpyU6iDOuAfp6+o7gk+YP5EILF8O8TiUl8PSpdnHGxqgutrrkb38cli5\ncuTLoGBWSkYp/cGORsO4bhxI4Lpx+hb9kZr33zTWxcqbxkDgkPNkIZnIocLB7XUxPsPC7y/0GoFE\nToPj+jjulQ8x423Lksv2BHntpwP1pvauWvq6+vBP99N+fzvdz3QPeq/etl66n+su6uHdIiJS+Iab\nilQyD/8jMZ5b3oztsRibihczg87he2NzmeTrTNY1hr+WM8mhbFoZwfcEefVnHclANjfgTU15gkX/\n4s213foZb7qUUzH2o+3WrIGeHrDWC2irq7OP5yuAzaRgVkpGsc8dzRQMhnCccq9n1iknGAwBpdMz\nPZRAYyC9DE/m+rL4XYinHnd6jczBDZbmUDNVl1VRtaKK2sd9dP5+B5Xvr6X6/d5f6lgkxv7n9g/5\nXt3/t5v9zfu9xc2xRTm8W0RECl8qY2/mVKT0w/8eFwzM+fwcFnxjwVgXNS+ef7KDRK/FZ3NDzSML\nYAcM0ZOatT91LGOebNwl3h73Atn+ZIKodPCagKUboX0mFfMqWPyd96bv2yYtnTTq93KpebAXXDAQ\nnEYi8OCDXiAL4PPBF78I55wz+Nx8UjArJWOoP9jFIBaJpdcbq1pRRaAxQCDQSF3dOqLRMMFgiECg\nsaR6pocTaAzA4k1Eow9BLESgsZG3XOXn1e/0kzs3xsYt7fe207G6He64HvvB54k55UyKrYNNi9l2\n7TYvCcNQrDcnd+YVM5kwd8K4e3iQ7zXfRESkMAz1oLf1tlYvkE1O2dx1+y4mLpiYXue0kLQ1tdH5\ncCeVF1RSvbKatrYmOjsfxv+7S+lbdwqdPQcJpqei2oy7gOygNL3fD/QzxGjh3Hm1mcGtCz4H0lOd\nXFi2EfvCUm9+rGPB5yaP+7xAtiwBNbswV65h8T/eTSBj9FmgMTAq9xRNTXD//V6Pa3Ny+du1a72f\nK1d69xH9yRUNjYHLLvPuKRobRyeITVEwKyVjqD/YhS4WidH83mZsr/cHsuOBDurD9emANhAYiFRK\nqWc6JbcnOmsusVNObe/v6fyX1NPQJB9ehsJkI27jFp5bAoufw3XjvPwvm+i6uXfQvFnfNJ+Xwv/p\nbmyfTc/JHW+Nf+78lnXrFNCKiJSy3OAoGAoOGu3a+XDnuGvPDqetqY0tV24BYN/afbT/7v/S/XIU\ngqfDf5wAvMbxmHQgCyS3vB5SmxPWJipg2t9M5fU/vT7MO9qcn4Dpx1QYypfF6H1mindtx0JNK2w+\nGfodL3Bd9V14PQBTY7B1IfzuXPj1h+A/PgynLYZRbqebmrITOWV6+GEvWA2FvPuI1P3EihWjWsQ0\nBbNSUkbradZoiYajXrCVZPvssEHq7gY/PWVQZqG/zNuuGc3CjrKheqKj1dlzidtX78L2VaVfY8oM\ns6+fza5v7RoIVn0unPYC4MNsWkbXzQuGTACV2Jeg++luZn9uNru/vRubsGy7dhuTlk4aV3UuHIbe\nXi+7YG+vt61gVkREUgKNAeZ8fg67bt+V3ld5QeUYlijbkU6Z6ny4M2u7+5GpwFsz9pic/yfvpxxv\nhQOTzEacusvy9Vpe/2PMW5c+lW8jK+jPHKic7JE9aQv23LX0fu+zA+/hc+Hs/8B84A9U7fkOr878\nMomT/+q97MXF8Md3ezdqLtg4Y9L58PDDwx+74ALvZ2Oj90B8rEd6KZiVklboc0iDoSCm3KR7Zo3f\nDDt8+o+L+njoW7CsGZ6vh4sX9fHO0SzsCMj8fQGH/N1l90Qn2PXLtfg/9TLG+Lz5HZtOpftnM7Je\nM/v62ZQFM/4smgSc/RvMkk1UVV1BfM3H6UoMsbBcku31HiZY13przfaOvx7w6dMH0uS7rrctIiKS\nacE3FjBxwcSsIbrjwdFMmaq8oJJ9a/fl7B0uIVPGPuPiWxglsbky/Yqs4cPHd0Jnpbdtk8ec1LDs\nzCROBrYthC1boT8V/FoCHzvA8R+6OD0NLLFpAa+++lcvkL3hWxAvJ9VBPFLT4o52etEFFwwMKQZv\niZ2GhsEJnVLDiseSglkpWcUwhzTQGKD+qfpBc2aHEgoG+dpSh5eWZK/HGotFeL7jSZqpo6Fq+WGz\nAufbcA8YMn9fxuc9DbX9dtjfnb9hN/j7vQahrJ+9s2+B9v/GGD/Tp3+YruapkMheCL0sWDYwt7o3\nAcbCws1Ym4AXF/PaQ8PMkc3QvaF7YCF1F/zT/cf4jYysrq6Bdd8cx9sWERHJVb2yetwEsSlHM2Wq\nemU1b2x/g1137AI3ZwjwrF3wypyMs1MBqA8SkFgUgW0fhERmqJR8bVUb7K1MZj5KBsNzdkFvOXTM\nzLgekPCB8WEqDDYOTrmPE686k0DNR4nFIrS23sasWasA2PtvE3D7ysF669xPe9805t0y75jvTSMR\nL4jt6/OSNH360zB1qjcP9oILvOV0cgPdpUuhrMybE+s48IMfjO482KOhYFZKVrHMIT3SodNDrcca\ni0V4rnk5CdvLQvys6vg2d9f/46gEtEMFrYd6wJD5+7IJm253hvrdxWIRtlW8H+44EZrroL4ZlmwC\nwL6wkAOb62DKBm8oUWJgSJB/up9AY4Dau2rZsmqLd+zuz2AWtBFfX4eND98rm5Z5ijP2a8DlCoWg\nomJgjksoNNYlEhGRfCj00WdDOVwyz9yETwc7XwHrks4UPLkbVt4H206GV+YO8Q7JLtE3KuBzd+H8\n7mNMmTeHilqHV9e+CFsWwMZlDMpavGsOg9eiteC3LPrMR+Hc+elyDZXDo65uHbM+tZiWfx24BxqJ\nQBa85XPice/f/f1wzz0Dx9au9QJc1/WSOFVXw8UXw+uvDyR3cl147rljLkbeKJiVklWs2Y0PJXc9\n1mg0jLW9+HCx9LHEPkc4em7eg9nhgtZDPWAIhoLeUjepbICHGIKTXmd3yYvefykvngo3fJOe/goo\nezu8/Wn4r3ckLzQQeHY/1+3Ni7U+6DNM/ev/4rWfWzhUx6yPdNKoVFs2HtaAyzVe5riIiEj+FMPo\ns6GkknmmRqRl2vSJTbz6k1cBL+HTG9vfoOsn/cmhv8kGfP8Uph68iMCZNez6ZUYCjDKSQ4Hxzl3/\nVvjTe3DjfmL/HWfOtyZQsfwVel9axECDn3Fd15C6l5jSMIXy6nLKq8qpWuHl5Wi51vtdxP4U85bW\nycnhEY2GqWlsHJNEpYnk12At7N4Nt98O9fWj8tYjQsGslKxizG58tILBEMZU0G976cfPi+Y0rg7m\nP/gaKmgF6HqyK92zacoG5v+mlh+aeOJEDv73wXQgO9wQnMx1do0po6rqUqZMOY3O31Swr39CMoHT\nBKbMq2X/s05y6I8XeLb9/r9o/2GPN8wHwDXEWl6G+KG/l+OWHsfB5oNZ+wJ/G0h/tjdTv/K1hM7R\nzHHRMj4iIoWnWEafDWfP6j24cZc9q/dQt66OAxsPpAPZlFf+5ZWMdeQHnjQf+GkNPZN9ZGVz7Cfj\nPCAWSAbBDiQcdl3fC+8oH3St7MRR3r3L5NMnZ037ar2tddDvInj1wH2K45QTDIaAkUtUmtl2r1jh\nrQcbjw+sCXs4e/d6o7f6+sDvH7tMxUdCwayUtGLLbny0AoFGTqtfx/MdT/ISddw9SnNmc3vF/dP9\nPPfu5zIaE29JnL2P7aVjTQcd93dkr+lqwDgmPVxnkE2LOWHd76CumarlDekliiZ9NEbs+wNPqoNv\nnQW8Qnl5NXOvqIPFm9jyhSbov4SMZPzwwpLsuTFDyA1kwXsyvO8/9uFUHP1T8fGwhM54KIOIiBy9\nYh59NlSgnnpwnMndP/TUoP5ogkR0iGUJ0lKJnTISObk++PO7cs7LjAyd9K72+9rTQXagMTDk7yIQ\nqKGubh3RaDidCGqkDNV2P/WUF9xOn+7lyohGB68dm+nii+G88wrjYbaCWZESFwg08reBRv52hK8b\ni0WG/SOd2yseDUezAlkgvVD7cIZb+iZ7aFUdUx53iS66zStHcghPx5PPc8D3V3bduBT6KsF/kOkf\nf4Hujh/DlC6ynrQam+ylHT6QTRd4qHNcr7Hd+ehjzFu8KOu7ONR8pnDYa4gSCe/nWCyhMx7KICIi\nR6+YR58NFRz2H/cy+9Ye6qHzodpwmw5LTWYAi8vAkGJIz7tNvmbQdV2w1g7K5zHc7yIQaBzRIDZl\nqLb7ppsGt99DrSVrjBfIfuMb3nYhtPkKZkXkTTlUsDpUYoOhAtrUH/QDGw8c3ZunpqgMsfRN1hPb\nHpct3/8VXHdnuhwshj19Z+P+60eh73TvaWufZefjvyT+9z+ErZ9JXinZoJ34P7DzxOzMxzmLyWfP\nnclpMB2grId9NXcQa9me/i4ON58pdzHysUjUNB7KICIiQztcgqdCGn22/cbtdD7SSeX5lSz4xoJD\nnpsbHLJ4E6/0nQ3XL4eHL4C2udCXm4xpcAttsRgs1nFhagyix6fP89Xsx22rgL5U229yfg4R1JaB\n8Zn0SguZveGj+bsIhQaSOvl8w7fduWvJ1tZ6yaIKIYDNpGBWRI5I1hqvizcdMlh9vuNJEm4vBjed\n2OBQTx+7n+s+skLktCHGGbyublaiKGvht++Ds36Du2Qz0WgYwEu6UN8M/j6IexeLN0+GUxYNfs8d\nJ8KFP4dffGwgoHVgyhlT6P6/3TmLpSd/+g0zL5/JlNOm0Lnt9+yruQOWvIDr+tLfxeHmM42HRE3j\noQwiIjJYMSV42n7j9vRIrNTPIwloD2w8wM5bdpJ4559x390DH34CPvwbuOCn8FpqHfmBENYkl6Uz\nyZ5Yb6+DwYXj92Kjx6f7aP3LuuhdthF+9WEGB7ApA6HxcYuP46QfngRAx5PPQ10zLPYDY9NwGjPw\nc+NGL0gFb+5rqi3PXUv2C18ozHbeOfwpIlLqUo3mjpt30LK8hY516wdl4UuJxGJ8ruMEevHTjwNm\nILHBSDBlxvvL5cDs62cParwDjQGqLq1KtjHGW+Ptd2djHvoE/S2z6Ol5GWPKYMlm+Mw93l961wf/\n9WXYnKkAACAASURBVC647tswaX/ySsmmzho4GKCiNuPPZQLMBJNRFnfgfAzHLTwOgElLJzHvK4tw\nlm4HfFlJHlLDpPABZQ6/fDlIJJL9WRsbhx4aNBIiEbjtNga9Z+45CmRFRMaf4RIpFqLORzqH3W5r\naqPl7Bbamtqy9j2z+Bm2XLmFfWv38fr/boBffdA7+OIpXpuexYK/l7dc4+D4vG2DBacfnH6svx/b\n7T0YN8kAtTcyyXupr59BSxUkz8wMbicumujdjyzexJ7lZ9N+/HW0tCwnFjtEI5sn4bC3rI613siq\nq67yluO55x74278daPdXroR774WzzvJ+jtd1ZA9HPbMiBWgk1o471DDhXLmNJi31OMuzs/Clrre+\n5ySet4u5gW9xOs28reocQoe4fiwSG/6Nk0Frqh1xKhxmXTOL3d/ejXUtr3zvFWacN2PQd1C1ooqO\n1e3YuPVW+/71uVhr2LUmDqt2Q/eFTD9zLrx2Fl1uRoKIvjLYtpCBeTKAY+DJs+nNWi7W8vqfX/dO\nM3Dc6T4Obhho1A5uOsjBTQfpeKCD+nD9kEkeUsOknl8T5XMPBHn+vgDlq0cnydKRJHZS8icRkfGr\nmBI8VZ5fmZUjo/L8SsALWrdcuQXwEir+tquLRccdR+LaIfJp/PHdcOIOuOEOiGdmHQbe9Sf42C94\n4y9fhsRMTOrGojECp2ym4m17OfjUSfj+7aPJocfAvuPh1+eCLwGV7dAxM+PNcoccQ3mV957ppQEz\nHvbnY17soYRCUFbmzZm1NjuDcSLhLb3z6KPe9sqVhRvEpiiYlYJTjIuAH42RGFp0JHNaM+U2mlUf\nWEbV4oEADUhfb6kpZ5m5g+ftEnY4S7m6qu6Qn6U51OwFnbkMzFw5M71GW2ayKGttVmKlyv219K2f\njX+6n76uPvwNu+GO6+HJEPz6g8mntAZ6y+Cuz4Hr0HX//2Pv3eOjqu/8/+fnnDkTJMCMhECMYFRC\n0IyQQdF1qmJci+CFirLWS11atcVWtFDBbt397XftdrfWCwpbaRVXrVRsXYs3RLmIRtSmKpYJl4gE\n5E4GQmSGcEnmzDmf3x+fOXPLhXAXPM/HIyZzP2fw8Xif9+31kujFe4EuyQ9MHkNpnTJENzWVyF5Y\nDX+9MPlwxnHaTucW9n6WPOAcpCmJVkUpCbUj8lBey5cXVmF+WIm1InTURJY6I+zkij+5uLi4fH3p\nrMDT8XDNtP1fe7F5V4y+C5rp9099UiPGDbPTHVoJ9PpNI2tPbuT0rFcnB4OHLUaEg2AaSdFGC3o0\nwVVz4c5n0LQu2G92I7PDqvcB/0/3UlAwhtUD7gK5Dz4YBgWNsGJQ8tpBQumXyWS2DV0MAcIrUtcq\nmdaAmdNYR5NQCK68El57re3Ht25t+/7jFTeZdTmuOJF2RA6Ww+Edl6ocrhyIHT6XyI4l+K5vP1Np\nO2imE7QNGx5MVSKRcaadso0Pu1xNpd+fZfWT2w2OzIy0ncgCSOhyWhcor1WvuasSn68EIJVY42lm\np/UXdo4aD+Y61SnVAG8CHo1Dn21Jn7hMef2kMrEtsTbn0Upa/+UbYOLv6WXcQsvZb9PU9Al8eh60\nOO/TSv2pfXRVCGirC+4UFEpK4jzyiJf77lvE2rWhwyKytL/x4P0JO1VXw8aNSjgCXPEnFxcXl68j\n+xMVOh6umapjMS6vqSF+o433Zo1FFb1wtmULxxSyc8HOVMTtsUv9ZKaUamDYxj5zAzo2GCYiLkHq\n0NQdXh1DwbV9KCi4ktXv7ku9Ck8C6/LZNDaupLHxdXXfnf+rflaWw6QpYEowEuR3q0DJVKYT2R7D\nelD0vSLMRrOVQvHhsNyZsXUrsxsaGFNYyLji4s5/n9VqP/bNN9t/zh13HNQhfW1xk1mX44oT3QS8\nMxyO0SK/vxJROxg56ddgGkRm6RQtinX4XXYUNHMrkYOLRnJJMvF0SHWDl/eHmlr6XVNHPDKk3c8T\neQJj6GZqaoZnd5CT9jrrX31NCSuFB0PcSOeXNhAHwhVK5MlrggkISZehLTR/3NX5hIwXZKgeWgZd\nln2XHSd9Ait9MELC+Cfg8Xtbd2fbPXj1NKEL9uxewZrcc/CFskaRunSJM3lyFWVloUPufnZmPLg9\nYScnCD73nNq38XjgRz/KFoxwcXFxcTk2HGiX9Xi4ZqqKRonbNhYQt22qotFUEbx4nEriVv9iLXKn\nlS5L9/HANuXn54g4Vc//Jdq9j3PR9Kfp+sfb2PtBN9VZTQh21lzG6r1rKEj0Va8QFlz5NpSvQF0D\noBLYP90Im/tB300q7u/yQXAZJ302nT2kV5J6je7FOa+e0+b5qGJyiMrKECUlbT5lv8zYupU7V6vx\n6gU7dwJkJbS33gpvv626ry+8kI7dkYi6Px7PHi0GFc/PPVclssf7WHEubjLrclxxIu2IHCyHwzvO\n5wtRtG0a9WYCbIGMc0hBrjOVyGi0SiWyP3sUTINNz9jkX/hV9pME5IdAOyPCKd/vh1m2GHtd690T\nX8hHYUkL0bpVyNdGJUeKnPdQlVSCYQh8ju9/X8eceTl8VUjBpWew6e+bVLU140Nlxn8Bmhf1ATsp\nJjFvJJxd27rDm3HMkLzb2fG1JUglz9+wcA32Va3PIbcAMHp0Jb7DcI3R2fHgUCj7ficJbm7ODoKn\nneYmsi4uLi7HmoPpsh4P10yVfj9eTSNu23g1jUp/+hi3zthKw+wGug/oStMnTano27Wnl+a9NlaT\nlfKF7VvXhdNqd0N5Nfu+uw7x8SNq8suToKXvv7CLU+lp/BSR7LbmXfsFppaHbcexnrod/c83ktLF\n3XA6/C0E0yZCYBVyVx3o/ZX4Y56g38/7tXkuh0trYnZDQ6vbTjJ7660wa5a6f9YsaGhIx/1chADD\ngNtvP7GL0m4y63JccSKbgB8Ih8OvrGjkYLY9UnPYgtz+zL/9/kpYsANML2rMV7Cn2lZ7qUm9pX5T\ndDYbE5BLA+yuW8mAwI9TCZ+oHUzzexcTGxljRcknNNdNQH9jJLwzPOtzul+msXvMvyLLvwDRhZVf\nXkPfhfmAZO9nmzj5u4Kdf7HBFiCS8vxSS4o+2EqZ2NmxBbV/s3xwxie0YbyeTGS7VwqahkyFJ+4E\n04PweigcXkqsnf2ZPn2+D0BR0djDJhBxsN6wTjB0Elkh3PFiFxcXl68LB9NlPRLXTE6CWTimMNU5\nPZTXhnw+FlVUUBWNplaTYtUxNj28iR2v7ch6vRN9936+N3WfY6Vz+hdd4N4HYcokZKAGHp2QmtDy\nBGrR2KEeCwcRwTC6Vk78lf9izbYE/f98fjJRzojvSScEFlxF47z+atrKEAz4nwHtfo8HozXR1lrQ\nmMJC1ZF1CsuLCyEpP/L229mv/+ADMM3s+5z4fdttJ3YS6+Amsy7HHceTCfjXmaMhHpH92hBd9m2g\nOfWoSKkUC49gwPQBNPWajbxFjT5Lw6Sx54dUXLmIyKIlRCYPoj5useXhMHMffY+rAi2w+JL0ewFo\nUPpfQSifzrLIPCZE+nDznHxOTT+Dne9tA7sQECpx02ykSCA0iSytUwntqgBZRugyYww5E0153Uqp\nDNK7ja+hqeccOGM1hM+l6MoLKB5+D/mx7K51rgBXUdHYA/peO+JgvWEzk2BdP/EruS4uLi7HEwfb\nZT2c10y56sJApxPatl67b+0+Gl5poPf1hdyfFH1KdaD32e2+l4PTlU0VpU0DwkMgsAoCK9VPkpMw\nIVCLCNTCnKvZO/VOpK3RPxnrRWryKokmYe4oNb2GugKwhMRszMkcMzjQYnJ7ndxxxcXMng0L9jXA\n4kIWzC3mH16A0aNh6NBsb9hLLsnuzBqGGiX+JsVvN5l1cfkGcyDiEUIXFN1eRNHYolavyUxaQVWQ\nE9EEmx/fjLQkWp5G6es6zSd9BiTHdzPGdaVMBogtQTDjqjNqShrf3cRpV0KXL76DjK9TFWkpscMV\nyICGHLYYseR8nADUb/JpKXGqD6PFLJPrKB4GQ5eQHiU+ZSs0FKaOfV/PJk7apyP3noT4YmDGyHLG\n/LAQrXSiQFkFlU4tTQlAUG6wrcaLHfgCbdA6iiruUt9zTtf6SEv3l5dXU1zsKE23ft/cSrBze+pU\naGx0fWVdXFxcvm58HSbT6p+pb3W7s8lspjIxwIYHN9CyvgUgZcvTa3Qv1j+wHrtl/4msQqY6qhKJ\nEBKCS4Hs1ws8xHuMQex6Uu3GTp0Itp56nfNeAPTcAaduRq4cDHaGuoaAuAemlUR5jLaXYUMhmLow\nxjMbIxSfCpQXAe3/O1VVQUsL2Lb6ndnJ/fJ/imFN+rv95BP49FPo0kX5wi5Z0npnFr5ZSayDm8y6\nuLTB8SBlfzjY33lmjjVJS1L/VD3bnt+WtauTlfBqAmkr25wsF5sWm41z3oUr5sGbI7LHeAUZVWY/\n9Q9/CvGE2nut+LvqaFbehebVsOI2CQ8sCPahjglMZDW6sEEKhEfQa3Sv1Gc6ezgbzrRJ6GBYgEfC\ntxepYGYZAJy0w+ccBtk7sZnZq638au30TXQonVqaE8g7p2J4JKX727NdchLWggKYODFdCZ46Nfu2\n6yfr4uLi8vXkWE+m5RXn0URT1u3O4igTO8Trs5c8tzyxhU1TNoGt1l0slNt7GzNRQDJSF0pE1IKE\nQGgSJkyDQG3W8xJ4yev3MKN6XcDatbXsCvdLuxqQE/sv/gB+9R8w6xZYXpE1drxqIEy/GyKnNfFY\nO8dUHYsx3lxK4hTAhrfDEd4LBrNcHTIpKFCJLKjfBQXpx66/XvnBZp2zVLoWlZUwf376/lwNjG8a\nbjLr4pLD8SBlfzjIPc/sDqOywzGGDlNjTc12aiQ4d1cnN+FtE5GgeeBsCKyAidNg2k9BGghP626v\n9kswXw4jS1fD/BGs//gCgj+BikUVLJsXYVKfCKvKJdrKUTAtmcgikHa2iFXI52NhaQvb//IlBmWo\nPV0bdvWAq96GOaPSxump5DWnQqsOXo0Z556aTWrcKHecen9d1sMl3d8WbXV9a2tDqVEmkfwabFvd\nfuaZtOiT6yfr4uLi8s1lfwXufj/vR+PcRqQpEUb7QkgO1bFYehd2XDH71u4j8lwEs8FEZnVfBfbe\n9G1bwO7u4Nvl3JPswCanpCRqpXX6AxuYwP/A0nIIhpGB2qzkVwI6ceKbJrJ03jlqh7ZHk6pumznP\n1BNw00vqVjAMRkKNLSMwdZXI1gbgez17tnu+MyMREhm3W6TMUmfOpbExWSdP1ssbG9OPPfSQisef\nfJL9Gilh5UpcMnCTWReXHI4HKfvDQdZ5ttjUja9DSonwAo/eiyxfhpbnpfT1hTS90ofIcxFkQrba\n1fFX+hEe0X4ii4Qb/k8lsmicPDZO4ciuNH1oQ0WYosu9+HwDARVIzf8wEC3noS05DwAbQfilMMGq\nIJf8ciDTY0VURaOUzm9C2DvSvVQNjAKDDQ9uSCXk1pprOXlgf/A8AtKjur09YvD5wGT+2lYXNjcU\ntoOW9JA9yOLH/gSzDpa2ur4vvpgWpRBC/WiakupfujQt+qTr6R2f/XnVuri4uLgcXmLVMSIzIwBt\nrvQc6c/eXyzzhXwE3w92anIt5R+bVCle2FJKYtpmZItTOM60AmjtEhDrBr5dMisKJ3QbYWsIW4Jm\n8R35MnZgGVp5OGWyl/lOzm9tZTly0iMI0wDDhIq/I5dckN2VHVCX6uruPa87v398MwPmnwnA5uu6\nEhkQ53s9e/JCeXmnv1MN2PiGn+qh7Xu+5+WltSo2blSx11n/Wb687ff9+ONOH8I3AjeZdXHJ4VhL\n2R+tYJZ5nkJLJqM2Ssp+XiUsPRs7uAzzmsUM/P39FI0taj+AZeaEjlaSU2TVBKJ7HImOpnk5/fQH\n4HRYkzcce3l/Ivd9xoAbbIqHX0S0KopuJm1tyAh1pkwVFUI+9fPRP25l39Qd2HGJpkl6j/ewZuIa\ndT5ekNOfRZ7RggisgCmTkxXZGPz2nqSick749DZDvEvGCUH7A07p8/u6FT/a6vo6ohTObo6UKpk9\n+2yoqVGvE0KJPgFcdx3MmaOel5fnjh67uLi4HGli1THClWEVg4HIcxGC7wWPWjzpbCzr7Khzrn/s\nmoUNlMQzY2vbcVYC2HDa1vR9TtKpJ0AKiYZAWHB6+GQI2NhoWAh0LEfSIgsRDipngqQeB6sH5ny2\noN+PB+E549epuLnltK3MvriBMYWFfDc/n3OTHeaOGFtUxHORCHEpEYA2rYyn5/h4NimqOGRIti6F\nI9jo+Ls//TQ8/7xa/5k9W01NtcX113d4GN843GTWxSWHYymyEKuOEb4snKxcQuTZCMGqIxPMMs/T\nKDDSiaBHIOeNAMsDholR1h1K2g9g0aqoSoSTmWH387tzyh2npN5P82qU3vAjzDMGpoLEhg0PKs/Z\nSY8gTYO6PzaT/24snWC32MlkMRnsDJFVVKiOxRiet4bLH/2Sn4bfRwv+nYaa85DxH6hx55YE9l8t\nxBk2FhoyUIcWWIU260ZIqLEhhQSnnhv3Ju9LZqndYxh9DczPu7X9BUqIzIxQNLboa+fjl9v1dQLm\nAw/AwoUqSbVtCIfTr/F4VKC97DKV9DrkilK4uLi4uBx+olVRZIYHuozLgyqOHqx1zuEu5Of6x5YO\nLyQx1TnHzH5r66Q2c6PVkXiSSKRmg24hLQ2R9JO3gEZRzHvyEsbwZwSy1XyVCIZVR9aUSCOBdcEn\n6O8MT713zytOZsY13Xil/jKuTxTykE8pCo8rLm7VYV5UUdHu2HDI5+O9YJCqaJSNb/h5eo4Py1JT\nUU89lS4kZxaJQyEVYxMJ9bzmZrjrLvXcTM93IeDkk+GHP1QjyC5p3GTW5agRi1UfkR3BI8GxElmI\nVkVTVVnI7kgeTjL3YkruV6p8+YPyiVZFad7YTP3T9Sqni+s0vdILhrf/Xv5KP0IXqYR2d81u8gfl\nt1EQuCj9Gn8louYLtY9i60hTnXvJ/SWp1yW6bmTTu2+AtBEj34Py6TjKvE7Ft0egGi3wAmCrkGT8\nMxIN6UmgBcMkVgaoD1/FS8GzILCSicEFeISFlNlyT+pvnaxebZMf83Mgd/wpAzNiQnktfV6ogZog\nRSMHH9X/bw5kFDgUUsnsu++qoJmLbauR41zj9czRYxcXFxeXI4O/0o8wROoaQHjFASeUh2Kdc7gL\n+Y5/7JJFEYo+NVnVo5H+QibDqchZ88mOsbnLPxILdBsxYRqcuQ7CQbXXGqhFAwrkFv5JvEp99zvp\nu2sGTpFa131oWhe6fqsXnj98iPfzEWw/D5737aC41w4CHxTS75968+I9eTy8SSkqO78f6q+sgnI7\nzB3twDrnHfL5qB4Kz3vTmhROYuroVWQWiSsrVUHZspLiV1bye0iuBYFKgN980y0st4WbzLocFdpT\nWHXJxl/pR3hFqjMrjAMPZvujvb0Y5ydWHSPybCSVnEaei3Q47uwL+Si6vYj6p+qVMENCphLTdl/j\nC6FdswdzJmgJiebVU+fpHMeGDS9CxeOAhVwZYM0vP6X0hnJ8IV+q4rvMDmJioJNAG7SW0je60PSh\nTX2fSSSkhj7pEYrNPO42BE+MP5PVu/yc1bsBLXIKTrgUqbno9kaLZTuPSXa8tZ3GWZPVfvHlXrrv\nXkj0wb6HdCHQ2aJPe/50HREKwY03wqxZrR9zAq0zjgwqkX3iCTd4uri4uBxpfCEfwargIa0Z5drf\nNMxuOKDu7OEu5JfXQsutEaxmSQEqzqSjaO5mq2Oyk464e04x6XLpX9C77YZgWHnEQmq31XmejsSS\nJpcUnIa//4dtx9Ah6tdAwBM7n6rfRDnT7yfk83HH3/6WddyvNDSkktncDvP+Ro0dnImohx+G117L\nfizXgzYUgttuS3dvQSWxXbq4lnmdwU1mXY4KR9pX80TBF/IRfO/Qgtn+iFZFU2O8dkvrvZj2ktOO\njqNobBHbnt+WSpAzhZjael11LMYIv5f+U2zOqxH86IbSVs/z+ysRwoNcMRAmPUqTaRB+cinBRUMI\nhVTFtypaQnejjL7mklTginWLwbxp1H+xAdvMQ7cFMq5ElIV9MUI6ATAZMTQbbC0jhOaIPiWtf8ja\nxElWkhMWcmk5lC/FXt6fusnNSHNdqkhQi++ARJQOpOjjmKRbVtsqxG15yc6cCX/+c9ufrevKn27s\n2G+2X52Li4vLseJQk8lc+5vCMYUdPPvIE62KIpslukxHVpkaA84tHKfTWAFs7t/M33+2mFGBGTnp\nbvbfallIIISRug7IjZtZqsq+tPaGw/WFhamOrHPbwekwZ76+s4RCUFSUfZ+mqQQ1N7aOHav2ZR0x\nqNtvd2NwZ3GTWZejwpH01TzRONIjzkaBkeWXahQYrZ6Tm5zurzvsjCdF5i0j3mU1dRNtZJx2FRGd\nsZ0VAfg8IBl4hpkxhOyMQRfT84zJNIbXpYQbMneI0sGoBGcOOtvzth+akEhN5aKaDbpMGqs7BusX\nfwAXfIKcNkHt4GRs6oCEbk2wpytkWfgkd2w1S6kjB2sAHVFzHtLUUuIZy2ZGGfG874A6pwdS9HFE\nnZz3z6zyOl3b5mZV3b35ZnjllfS4U1uUlqaPzw2eLi4uLkeHg91xbQvn9Yfr/Q4VtYYEMtHWsk5b\nbgLg7Mee+mUep0z6R6wpc9EDy7Ne5ZAAJAZ7fDdx2Zk/UZ7qOYlrZ3ZenS7sKw0NXF9YmLrtkJv8\ndsSMGUq8acwYGDeu9eNSZlvwpD4j2cl1XQQOHDeZdTkqHElfTZcDo2lpU4e34SB3Z8priSydgHzu\nZmg+HaTeriJiR2M7WQmp99tw1zSkYSJMifB6OkysW3neChA6GD9YT+KP/bBbkp602CAksu8mxKi5\niDPXwZ9uhI8uIqsDu6dbsiubTGIv/iucVatUkesGqO/KdzE9z7iFxDWnsmlmi7IA8iRYfdJm4vGS\ndjunbXEgRZ+OAl9VVfaezqxZKqltL5EFGDiw/cdcXFxcXA4/h7Lj2h7F44qPWRKb61PrC/kom17G\n6h+vQkrR5mas5+wYiS0gd+cjbLUkKqQGUkMzbWrC32NX4E16sYOlBOnGHgDqtbMY01Pnin7fSV1T\ntpW4dnbn9aH+/VslsQfKjBlw553q7wUL1O8hQ9JesqB2Y9vToXAEoVwODDeZdTlqHClfTZfWASS3\nMnkwHGiHOLJoCfLeX0PcQEoNqdnEPRqbhxqUOMeZ3Act91e2O7aTlZDGYe6um7CnvI9WE2T0DZdk\nHVPufmlKjbHZTk0MSzsBvIM+PgrTJoKlRoqlFIg/3wLF9cgz1yGWXJBzRjIjkZWgSbjpRbWrs7Jc\nOaibBrve0Tlz0RCiFb+DKY9AeDAEl1E2+Ba8T17UZue03e/8AIs+TtCrqsq+XVnZOnl1RCRy75NS\nBdef/3z/x+fi4uLicvjI3XGtf6Z+v4lobrw/WuzvuqItPQ6AbavnwEXbEB9eQlv92cTenciWU9Rk\nlGEhL/gbfHIhwtLASOANfspL3ESQMGGC1BLAKwRVFcFWx9FW4nqwO68Hw+zZ2befeUa5BjiJLKjE\n1uXw4iazLi7HObkBRH+9lOF5a9odqSkaW6QEnkyJMARFY4s6ePcDoCYIZhykDiLBqnP38fsfdOeW\nMjVC3NY+aKgklDoHJzhn2gNYhmBeRR9WBEagB6Bnxjhy+v2aAUG/fpPpH3pIjTvPjFD/bD12wkYY\nCURwKTIcRCR3XzNHjVk8DLHLp0aZcxWNMwl9lBKdIMOzTsZVAu6/qxJt0K+wA5+jaV4GD648qJGh\nAyn6OOPELS0qQE6frsaaQiGYPFkJTzhMnqyO5ZNP0vddey1ccIE70uTi4uJyLMjdcd29dDex6li7\nSWp7Ao5Hms6M6mb51DbbbHx4Izvn78RuKQX9dLKFFDNcG3pEYdNpKp4ikWd/gbj5JWQ4CMEwSwOD\nmcIkDExMDP7Y9UnuHngdAA9u2JCVXLeVuB7ozuuBuATkMmZMuiMLaior1yEgkXDt7g43RzSZFUKs\nB5oAC0hIKYcKIXoCLwGnA+uB70opd7b3Hi4uLh2Ta3S+bmED8avaH6lxFBM7quweTOW3aORgIo8s\nRcZtTI/G73/QnbWD0lXQ1D7oyoHY4XPZ+FEtPSjO8rh1grMz4rx5qMHavDXobVRU1fs147RgN216\nmJNO6s+G8hup+kUX9lxawN5FtYwI/gYdgb6tN1K3kk/Xkv5yIErr4POBZHnOZiFBT8DNL6XvCobB\nsCGhp3aKfb4SSkun0tAwm8LCMfh8oSM+MlRVpRJZ21Y/d98Ngwapz3zoIejfP3t3Z8YM+OwzJRql\n63DllW3v9Lic2Lix2cXl60HxuGK+evsrdry2AwBpdyy4mBvv9yfOeCCxfMbWrcxuaGBMYSHjirO7\nw0sWRRjzts3fg/BFoO1R3VybvsY5jcmwqpJUkb8L9vjITGolCWTJJsTqs8GUYCRoGLKLP5aPZFhg\nMYsZySifwBsz0bCBBD/2rQNoM7luL3Ht7M5rZ1wCOkp2nXg6ezYEgzBlSvbjQnR+Usul8xyNzuxl\nUsodGbd/ASySUv5GCPGL5O1/OQrH4eJyQpJrdF46vBCvFutwpKajEeLcym/p1FLMRjMrGLYVIH0h\nH8FFQ1JJ6C1lZlYw8fsrEbWDkZPUKHKj1GlkXboZmlRXXv/Aek5/4HRK7i+hBFgUy2+zorrZGIoF\nWZJNdfUvceWes4jbNvopgvIhfTh53r8TmudTl+16AnHNm8j8PbCmVCWys/8JTK96A2GrA5F68h2T\nFeQLq9NdWYBALf3+r57E2/+Q/t5i1axZMxHbjhOLfUB+/qBDGqt3AmZBQfuy/JWV2bs4lpVd8R03\nLh1cq6th4sTs52Ymvy7fONzY7OLyNaDfz/vx1fyvOiW4mBvvO3rugXRxZ2zdyp2r1e7ugp2qhuUk\ntLHqGINujRDYB7cJePfbUPly29cVmU4IalPHQmogDAv5j+8j5lyDMtKRSCGxvbBouM0VIyYhGd+Z\n9wAAIABJREFUa1Qn9oXykcwX3yFsjOF7ffpwU6/tLA3/joRsIYGHe7f04au5EZqH2EjRumh/IGJN\nuXTGJWB/ya4Tdx98MHutR9PU/a5C8eHnWIwZXwtUJv9+HqjCDZguLgdNW2JN7SWAsP9KbZZ1zz6b\n1T9RAU7LS+/AtBcgnSS5BLLUiQGoLafb7MdpMh2rmyQWKqHVABt2vrOT6Ac7Ec9+Rs2QMxhadDn3\nl5QQq47xwbwvCFfA0MuLWGyWsY4buZk/p+q8a73fJt6kutJnr5A8Mhn05p6Ak5ZK7D4NiO+9iEDC\nrFsgYZDpd6cHtmOtKCKrQ9szu0HVo8cwTjL7syap+Lzt+W30eaEGu+fhsZ+aMUMlmqaZPKqk31xm\n4HSS3XvvhccfV8E3L6/9iq8TpDODq2mqUeRXXz2ow3Q5sXBjs4vLMeBABBcP5LkH0sWd3dDQ6va4\n4mKqYzFWv7qekmapNP0lfHsh9P71Dqr/FTb94AsK3t6L1MH7o95UjD015YSApxnGP6HWeIJhLDT0\nBVdCAhKa4K2RGgtGeKg9azTLl/Xk8uvm8W7XkbzJKJCSrfE4v92yhdG9Klhe9AKf1L/N3wlSa5fD\nJqBcQ8uz8eqHbw+2I5cAyBZXbGnpeFy4slLF5JaWtGe7Owl1ZDjSyawE3hFCWMBTUsoZQB8pZX3y\n8QjQp60XCiHGAeMATjvttCN8mC4uxze5ndb2KpOdqdRmWfdA6m+7xSYybxnN+77Ejpd0eswp63Nb\nJNit91ELRhVg77XZ+c5O1RhtsbCm2JT94FeMPyfCtFgZ1o0CK64xwBCMfyzCj0cP4FfaT6i3i6nk\nAy7o9z3Ke/0A7041enRejUCPyyz3WEsXEKxBW3k2hIOIHjHwmOnOrAHFP+zLpvv2JXdoUSPGIxZk\nHe+uXR/Q9PLTyPgPUt8DNUG0yw/dfqq6GsaPV3s1DrmBM7c6/MQTrbu3maNQABs3KqEny8r+vK1b\nD+owXY5v3Njs4vI14kAEFzOf29Fo8IF0cccUFqY6ss5tZ0+2f4nNNLKnoDb9ZRvvLN3E5QvT1VFr\n2nZqgIpFFax/9TW+KnkYkTHRpAHi9y+grf4+9/bTCJ+dfMCEuYFLecsYlmW7I8kQcSq6nH/Z1ot9\npg0JDRYUwYIizrwhysyfHbzQZS77s8dZuTJdELZtiEYP/r1cDh9HOpm9WEq5RQjRG1gohFiV+aCU\nUgoh2jSLSAbXGQBDhw7twFDCxeXYcKwUBQ+F9iq1mediNpqpLmkWGkT6TEBKEzyPAF3aDZC5303q\nc3PfExBeQcFdu2hq+jvig0HIZom0NbQl5+JdPojrpryKWfMxIj4W3RZgSm5+Dv7WrZ4nL4oid+uU\nFv435+R3Ixr9HQtLh7LYLOPUaxIknt2Eh7TcxKaRKzgdGzFpCtI0wDDhnt8qmx3hoezu0RQPv4iT\nyj+i/vlNeL3FFNzsJVLQi127MkUrJLLiM4Txz0jU3mzRyMEUlR+6/VRVVbbyYerr19KJaeYoVEuL\n2s954IF0ovuLX8AHH6jnGobq7CYSqjo8YADU1aXf193d+UbixmYXl+OcjkaD4cC6uM7rMhPjBzds\nSPnBf3oeXLBEPVcAm6/owj+8uBfQcQx3JJLoK1uI/ux1ut0ZZeemWuScq2HxMBi2GDFqLvKMP9Jy\nxp/J06bRVZZjJoBmD2Z3U/nBA0O7d+ezpia1RiRElojTwwuivPaAH2rVudxX7ONwX345WhfV1WpU\n2ElEq6vhT3/Kfm443Ln3cjmyHNFkVkq5Jfl7uxDiVeACYJsQ4hQpZb0Q4hRg+5E8BheXI8GhKgoe\nq0S4rUptWzuyWp6WGjVGA6ELev5yDY3lywALptzHyRsmc/p1o1sdf1vfTSvLHNT7nvztkymcvJs1\necOxjTjcNQoevyepOqyDCYXhfmjBl8C4GWmCZmuc+xlUjIshp/wHeSQwa7axNFgD5SsAnTO638D7\nfUeyeUJfJkwDIcEyYNOIWk5PKhELW1eKzk096fXr9RhGEflFSjM//wKNXmXr8PtL8PlCFPM+sVg1\nkchMIpFnkdJCG7SW0je6YC7pm/HveOj2U85okjPKJITqqD7xRLb1jtebFn965x2VvE6d2rqrG4+n\nLXikhDVr0o8JAUfQpcDla4obm11cjn/aGw2G7GuMkvtL2np5K8YVFzOuuJhYdYwNz2/g1EAC4ROc\ns0JSsTwduhcNh9P+vYjmtWG6LTwDUnKK0HXge3z5XxsRQ5bB2msQj92rHltyPgBi1Fw8mITst/mY\ns9WKUQ+1T6MBeUmdj0+amgAwpWT5nj2pabNXb/AxY2e2sOGRoK3d2Kqq1l7tY8Ycmc93OTCOWDIr\nhMgHNCllU/LvK4D/BN4Avg/8Jvn79SN1DC4uR4oDVRTM5FhJ60PbldoND27IOhez0Uw9JxFNEK2K\n4i32UjD0LHZqyTHaQWs5/dYyfG2M9kRmRlJJqx23icyM0OW0LpROLaXx7UYaX2tUT7SVLYFZ9hb2\nOrVrSqxbjrerhv+KIVi9/xt9/HTESzdhbylGlyBMYP5lsOAKNRJsmDBlEjJQS++mF7mWvzBp1BQm\nnBngvBqwvtWV8OmDCX25AI+QoFkIL/QefjYNjf8PKW22bXue0tKpKSEnx0LIscvx+UIUFY3N7r4O\nP7z/RpmjSW2JPznjw1OnqoC+cKFKaJ0ObWYiC2n1RNNs3fHtyLzd5cTEjc0uLicGYwoL2fzhToJh\n5RY35rpC4NCuMTJf29sDZ02BITXgTQ5sJTTYUAL5psm3HpmPPflM5OJLQbeQF32I/sGliHeT8fhM\npTqcaYPHqLntfvaZXbpw32mndZikQ7awYWdozx+3OhZjZiQCwNiiIkI+HzNmqDjatWtrIajKSqVd\n0dys4urkye4O7NeFI9mZ7QO8KoRwPudFKeU8IcSnwP8JIe4ANgDfPYLH4OJyRDiQXZRcDiURPhzk\n7ua0dS7O4+HKMDKuSpFfvS0YMGchZtnidsdoY9UxIs9GsrqvkeeSnraaoPu3uqdnfjWUSrK/Ei2Z\nJIshK6GLQLYAQqCN8PHSx4JzV88iNK8HHktHQ2BpqtOqoaHFDaU+HJfKly5Qi4bEg0mQMC8GAvQK\n9aCcWq6o3gzTf4q0BAjoc6fB9o//Bu//NwxbjD3qbRoaZisLoXaEnA7EB9Zhf2bzubQ3mpRbLb7n\nnrSnnW0rK4B3381OaO+7D0aPVmPICxemK8ualt3tdfnG4MZmF5cTgBs35FM6WUBcgldw3rn5UHxo\n1xiZrzWk5N4/bYLGXthaV2WMY8DKIYIfrzaQr/RBjn4D/u03yp191i0qkU1OPXUrOZXdn4NzQZAY\n9hEaggQeFjCi1Wd/2dzMxDVruOfUU1vt7x4s1bEYly2tIS5tvELjvSHKwqc6FqMyHCaeDIjPRSJM\n2BDk4TvT35PHo1ZzHCEodwf268sRS2allF8CFW3c3whcfqQ+18XlaHAguyi5HEoifLB0NNbc3rlE\nq6JIM8PYPC4xl/SlZPj97X5OtCqqPOYABHQf0p2mJU1K1MmW7Fq8K/Vc4RH4K/3U4qemzwsEqWHw\nkJEwpJzIzAj1z9Rjz43x07kg6ZnWFtbAU9md2vHdqFgzEnuOhvIA0BE9YiRQo8IJDMIEAeidqOH6\nvXehh8cg4iDQkBK2/9YCe6J63yXnw8cXYv14C6Lf+8gVZyNqzsO4YRh0bkqrTRwRjRbbRheCJwYM\nyKoyd8aCxyHXNiAcTo8Qa5oaGV68WCkUb90Kd9yRrhw/8IAaRXaVFb/ZuLHZxeXEIFoVRWuRSaWk\ntD/twV5jxKpjNG9sRngEUtpo0uL0j/oByhFWXO3j89vz+W337ljXrsFuGQ3GVTBlEgRqEcEwGCbS\nlEjDIn7vULZdFmXjy9tZPAzWjbqCkCiiWg6mloD6UOdyQaitprht4/d4eKqsrF1hqwNh5rIoLZYN\nOrQkbGYuixK6xEdVNIqZMTMcl5JXvowC6eujc89VhWBnesnZn72//Usgl2PEsbDmcXE5ITgQ9cHc\n1x1sInwwdGbkqK1z8Vf6EYZIdWaFV+w3KKZM022JMASn3HEKu/++G2m31okpur2I2nLH+LwnXu1y\nFhWVEwr52Ph0DZgyOZ6kxpskgEhaBP1XKZeGfGx4sAvrtHXJ3V4Le81Z/HXW1ewMbmRBoC8AtzCL\nK8QeNOJowaVI7ftIS1OiFbbTJk7+/uhb7FoSh7vrYfrdyLiHz/9gse6JGBeNO0jfumiUFtvGBmwp\nGV9Xx6D8fFUdTnZand1XTVP7svfcoxLV3J2gXNuAwsJsZcWCApUIt2W141aVXVxcXE4cEtFEegrK\nTt7m4K4xYtUxNYllypRssbC15KMqPuortzGmew/MJV1YF7fB1iBhkKgJoQdWIQO1MP4JWDyMd4bl\n0b3sLCjL5/+7wJHfCNCgV9DgjA45x76gN57hO7A1G29yZzbk83WYxHZ62inshwEaSKWC/PcX/VR7\noLLcjyFEqjPrFYLrz/TzcMZLnWJwZ7xlXY4tbjLr4nIMONhE+GDo7MhRbvfWF/IRrAoSmal2SorG\nFrX5uq0zttIwu4HCMYXkD8pP5YVOh7bvvX3Z9OimtD9Oku5DuvNKNErcthm4Es4N2yzZEaH88loa\nG+cAVwGqIiyFQHgFp9xWlHUc/kq/EquKW9g62HOv4mJbw/IM5OTHX+IfAs9hYJHYo2OhIwOrsCdM\nR5s2AY+UoEswM1WKNTA98P5FENeTHWWbp8dH0Qb52rS92V9Qq/T70YXATgZNW0pmRiJURaNsXOIn\nHveldlmd3deHkxHVGSHOTGi//331e8gQ5UXrIITq7HaEq6zo4uLicmKwO7y73duZ1xj7E5zcuvAj\n1t/XiIz3UHdYoAJ5prEdJNZ7WT2qiX4PbUR4wW5JgCeBVfEZ0/kZo1dtp9/0W8H0MGy5RveRBisD\noCfHhzxCsNPxhstIZPlNOUO2xRj9H/tPTp091+ciERJS4tU0FlWoQZPc/VeAsUN9PDu+ArM8ilzq\nZ8kqH5f/GRYt8lEVDKZeM2RHEY1bfPz8560LybkTUR15y7ocG9xk1sXlBKczI0ftdW/3l3RvnbGV\n1Xcqa4CdC3bSa3Sv9GiyBavvWo3QRVYSC6T2ZSv9fgbXCn49SWLEQf9DPWt/uFlVUT0JsHTQofiH\nxW0m076QD/31Up59uY7+tYKLP0qGYFNw8fx8RMBEqI9jLleznT6ERwU548x13FvzPlrF32FdKXlv\nTqClzgZpgZGAS/+KXXM+tg0JND6z/VRVAeUxZi6L8r+PGVjdTIyX/VRN93UY2EI+H08MGMD4ujrs\nZEB3ArE2SMDPimBVd6XouMtA+kxYmrYe+NWvYOlS6NEDpkxRCa9hwO23Z3vG6ror5uTi4uJyIpOZ\nmBaOKWTngvRuaeGY1rulbcV2IPUee3avYPXVe8DsTnpKiXQeS2axV4cWQfTTLYhntyAXLUULLkUP\nrKIrQ1nw2e3cboJugzcB9odNTMzbhiUlmhBc2KMHH8Ri6YP7oBf8phyAOy70Ma6k4wK/s7LTbNup\nI4rbdiq5bUkWjJ+NRKgKBpUCcgiqpvt44AEf76xS8dNJSO8P+dITUsPb77zmTkS5cfbrh5vMurgc\nI46WPU9nRo5yFYg7KxjRMDtbdbBlawtCE+mx4uSubFYyq4HwWhhDN1Ne6+fx2d2w400ICSRg15N9\ngVNAk3BRNWX/r5Li4QPbPYbFZSYv3CK557Hs+7WkXYCT753MVyxgBLUEODcwCy0wK/Voy4YESIHU\nQIz/HWX3XsO6siE8PT7KZ7aftXk+ohdv5ZKlq7Ek8FNAQjwhmLkkSHl5bbv+stWxGI2myfQBA2g0\nTTY2N/N0fT0WYCHh6nq4qj71fCmBuAaTKqDWx+bN8OST2ecWj0MkokaSM3dg3Wqxi4uLy4nJ1hlb\nqbu7DmlJtW6zqIKyp8pSk1HF41qP5S6bF8FqsRE22M02Gx/eyFdvfaVEGQ3BSZU7wOxJVhdWE/S+\nuTfb/7Q96Q2f2aEVxF7qw7vfMrj4ln/DI0wS0iAsgqBc75AmSA+srFDJpg0gJR/FYqlLAa8mmHh6\nP8JXdN5ipyo5yeW8hwC8mhqFjmfsv5pSUhWNprqzoZD6jHffVY/rOmzcqCasQqH9d17dFZ2vP24y\n6+JyDDja9jwddVhj1TEiz6UViIW+/91Yh9zKsP+WvXhHr6Hx//UHG7Vzm5DpjFIA532G/P4fqKsz\nYPJjyBblA5uNDraE6otoeqUXW9dtVcrHyWQ8FqtOJY+V/nIGi1rEiE0k5g1HTwiEZmIhYOUgCKxA\nx+YSPuJCPuH5rjP4cd/vYtbNQsoWRDiokkepIWQCa1cPPvpqHWtGRPlWlZ+Bi30UDItxl7k6PX3l\nLPIakvpBr7Ik/BN0aWZZ+UC6khy37axxqOe3bcuqLqfVrUjuBdt0uyHCrrqo2vmpbf1vV1TkBlgX\nFxeXExlnN3TYaoPE+DoVTwG7RRWdjQKjw9dO6BPhIaEu9oUkbY1HUtRxVQFkpYeADQ0vNdD75t40\n/F+D+kyZEaQs2PBZAa+WPUZQX0qYILUyAAGYNAWCYRgxqh9DL+2Ft2YbcdtGZKzaCOD2oiIeutQH\nYzs+70q/in9VVbASP3Kohuax8WiC24uKGFtUBMAz9ZGUoJOMCwo2+1PCjTNmqJUcy1K6FFLC00/D\n88+rGNqZzqu7ovP1xk1mXVw6yeHspB5re57cY3ECJEIJM3X2WJxKcMPsBrpdtYstQ0YoW5tp59B1\n8d2c1LWMroV92fzYZiUK5bWQl1RBeDByWx9okUqEKXOSKYUAC+qfrKeeetXRzYOez77DV6c8ipQJ\nhNDp2fMqHuUtZCBB4vF5VM//d0Lz/Ohzr4H5VyEem4gIrATAS4If+9bx6FdDScifMIFpiOBSNON7\nalfWSJAIruQ/d4So3bEOA43bulWw0Y5i5Rya8zufj0DGAbuVlY9TSbZQFeqqaJT7S0pYVFHBzEiE\nZ5PjxkocQxXBBWr/dU9lPVwCmOkurYOmqZ1ZN8C6uLi4nJhkFkNvfVnwgwwhRaELEtEE6/5Vebk6\nReXM7qyj2Nu6WJzGyO+Kyd5W98uEZPtL2+h6/9sY679F7E/+1HWC5ZGEz9Wo3Rmktld5Kh6Wd+1K\n34vzuPS6QsYmxZsWVVRQFY1SYBhMXLMmVdh1ktD9nbcHDWtaKYmupirsvlABwSgTR/hVMpzkjuVB\nnloXUcr+7xTReIsPLlKJ7E9+QpYuhW2rhDY1bny/Wxg+3nGTWReXTnC4O6nHwp5nv8fSYisv2CHd\nD+j1xeOKKR5XzIYND2KvU/6srO3L3r+UsNc2+arLJgZML8NsNEl03cimfxkPcQOEVMrH0EYi2wY2\nyJYEjYvWwfdaAJDSYkfja6m9WBlYRq/wSnTrIjRbw4oL7M/OQ08ms3E8TK7vzQp2cAu7ENjogZUk\nHp3M6pobqRu8lwXlP0zZBrQkbJ76JIrnWT88JMBIJ/0OYYKYGEhMwOCNNyoZOlQFxEq/H6+mpQJ4\npV/9O4d8aldnbFERVdEo0Y0G4S9N6JbgnZM3Y2nJz9GTJx6MppLZ5FQVEyfCoEFu4HVxcXE5Ecks\nhn5WIflnr0CPK8/2AU8MaLXm0zC7ISuZLTAMBodB2Ol6ceYQEDos/+eT6P/AXjAzHkwmftK22VO/\nBW6/Dm3kA/DSbmxpYY94D+OcH/E9MYJZ1qbU203o27eVArET6wAG5ed3SoE487xtaSPvqlNrR05h\n98USwjvI6uoOyfPhecKHZan1m8pKNUY8fnw6kQUVPzVNebF7POkurFsYPr5xk1kXl05wuDupR9ue\nZ3/HUjq1NLWLs2biGvIH5XdK8TgTv78STfNiLz8Tpk1U4k0IZIvEbDQpub+EDQ8C5rrU+o10xnXt\nVh/VGiGVOFMwnJX7OkHaRmChMyD4F4RxPtL0IHWYqn+HAXInJ4uv2EnP1EfF6IEmJVKAfs5K3gpE\nmbvzesoJcwuzCEvlURvs9R7h+EhqfxaEK5TyYXCAh5WBzSSkpJYA9zGFc6mhZtoNrJgTyhCR8KUq\n020F8JDPB7U+Lh+RtOe5aQPcLrPOTdMFYq+B1JNefHa2iIUbgF1cXFyOX9qzmckshq4dpNHljVL6\nLjGz4m/mmk/L5ha2ztiaSmj15xv59sIMa7scpk2EOaFGBj8uuPPLHnw82OaKyEkU/dt2pG2DYSKS\n8XZT8dMUT4ygCQsvOtOKtnHJwP4M23pSp/1gMxPbjsg8b4RQxV0dJQyZLOyOGZPx/VWr4q4zRjx1\nqrp/4kSVtDpoGkyalH5cdqaI7nJc4CazLi6d4Eh0Uo+mPc/+MBtNJdRkt5+s76877fOFqKhYxJrX\nPqXJzpD11wRGgcEXP/kCM2Jmf3CmQlObJPeDdIF+i4288F9JlK8CNDTsVJC2gY+4iJ2czKjAm4gp\nk5DhIHpFGIx/oo4BTGAamrQZIRYwiSkMkHWQPkqu4i2w8ribxzAwlZWPEHiusTBHPMKkSYuonaoy\nx+U6/O79XjT2VeNTjeYZbHzjVlbM8WWJSFDesReeE4T37UveEfar6rO00TSB0CQSiWfCGm77x3yG\n5PmYONFVVXRxcXE5EWhLVyElXORroxg6XAlBrX9gPYVjCil7qozNUzez9/O97K3dy+o7VxNdHGX3\n0t30r92buw2bYvOPe5C4Zha/ZjEflA/jx+WjAHjutCb+7ent9P+ohtODrynvWOB9eQljrNfwAJrm\nJbxgJJ6vYFyouFUSuz/ruv15xGaed4Fh8NPVa4hLG11onJvn546nsgWjHAGnZO7L0qXKqz0eTz9H\n1+F3v1P2dZalElnLcgvCJwpuMuvi0gm+Tp3UI0HuqHGuqER1LMbqV9dTkuxOW3GbZfMiXJJrleML\nUXpDOeEnlyJbVCLb795+1N1Th4wnw6pGNrr6JTyCnlf2ZN8X+9j7ubPDI5DYbBiwl9d753PNF7+k\nVv6VJvK5cX4UiYU2YgEEarmAT3mC8arpG6hFBGqREq6SL1PGanRpoezuWvg+f6BZ5qUjvISzWEVZ\nz0eS/V2JQCoxJk0iZZxgsIraWhX1LAuWvuDj979Pn3/1UHg+Q0SiYFj7FymgAv5ll6mObBYL+qDr\nMGoUzLHrsYEENqd9J8q4Eh+DBrm7PS4uLi5Hgv1pYxxuF4K2dBUy40RuNzPXDq/sqTLy+uVlxEzY\nPmt76u8sOQoNup7Vlb4T+qKdPJd7Z0UguJfzA49xPh/zCf/AAOqo3LMBjUFYUmc1Z/GWvIq5ie/w\n12m3M8S/hOXLK1m5MtSmjU11NQx7eCuJbzXgebiQxT8vzn68g+Q9k3bHky9v/dxcAScAM6du/qMf\nqQS4utq12TkRcZNZF5cc2gtWX6dO6uEmNWo8vvWosRN8+pfYPOIBj4SEByb1iTA9VkR5LVnfly/k\nI7hoSOq+aFU07T2LmhTKrBJrd/dmnddEXNyNv1Z4GLa6AK76HBJO1isoWXUSE1aBFN3p5xmBJkF3\nRKvmjUR//F5k+SoG1HpZHn6QiuBMVVEWEJcGAplMZFXuPJQlJDSdhNTRbZXkagIkNralIzWJbXnw\nGqp1nEh4CYcrs76zSEGMBzdkVJfLY4yYF2HrVrijXxGNfaPE17V/keJUk1OUx9Cm1iA9Nh6hcWVp\nKfPXbGu9b+vu9ri4uLgcdvY3fbT2X9ay6dFNauCoy+FxIcgcqR1cK7j4vWZiI2Ptvm/unuzGRzZS\neH22q0AuArA19bvpy30sjkbp/dMShHk7wjCRUyZxceAjLuEj5MpyxKQpCNNAGCY7/nMOm8++De9/\n9OOLZT5Wi+HtrrpUx2LcsWUjiZ8qxeTE0J08XAuvhrJFqTpK3ttif+PJoZAaHZ49W1nwDBoEzz6b\njq95eTB2bPq5rtjTiYebzLq4ZHC0LXOOJvurKJuNJlKmR40jMyNEq6IsGdhMvKfNigBMngIVYQgH\n4YtyyZJFEVpujSBbJCJPMGRRMJXQOp+xYvceWjzgTVZKLU0JUuioAPvs3u3MGg02OxHrwPAK3pkt\nsZ55C3v1GYgvBqJJHYlEkwIjIRFSIJIpsUx4sMJDsKSXKycPRzcFGBXw6CQI1FIuVmIlDNBMNE1t\nzGoCDGkRtgaTt8lgQN9lCGGTSHiZPn0qfn8jw4dXcu21EInMZNs2GDYMVq1SCbGnIsbb365hzjqV\naE4tLeWeujrldVcENYkI/2MMwKtptNg2mhAUGNndbqeanOrMBqPYmsr0E9g0mmaH+7YuLi4uLoeP\njrQxts7YyqaH02JHjjXOoV4fhHw+7jn1VMLvbuPnk0wss56aR7a1e+2Ra4fXvLaZLb/dQr+f92N3\neDdGoZHVmWVgHh8VtnDhR0pDSbZIvnp5LX3MrghbV4XmcBAtUKsc58JBpGmArYMp+dbnTZx8UhND\npyt7nIICWq26VMdizIxEeC4SoaWXTCtNSXg30cCMGcWpseD2RBEPBWddJx6HDz5IJ6szZ6rHx45t\n7RvrJrEnFm4y6+KSwbG2zDncI0yZHnXWtWs6TNIz94KFLog8F0EmJIO8gsGPCpaVS9acI6g7Bywp\n8WoaRZ+aWC0S3YZEi6Tm6Y2UVPXIOv7FZSYvPA5XzFefUzcA7p6ujNUTBnxWkdZ/kijz8xcH9uM3\nM6/n3Tnvk/9DpeCoSZCahdATWNJAT3ZuhSFpDkaoW/ADBsUFuhRI04OoCcI5tXiWn0XDO1djnbOS\nU749F1FbrrLxijCDzl6JOA0SCZ3583/EwoVjWbEihK5DeTlANdu2PY9tx7n55ue59dZFLF4c4pPS\nKK9LGylUdXl2Q0PK4w6gxZYsXWsytbSU8XV1WFIycc0aBuXnZxm5v/ce/PCHUFtLal9WCBuvR0sl\nsG4S6+Li4nLk6UgbI7cj6jz/UJmxdSsPb9rELZ8AyuGtw2uP4nHF7Fu7j83TNqtVHqmXBjyyAAAg\nAElEQVSen9iVwF/px1/pp/H8PHbMbqDXmEI+HO3hb/+zjm99CBKJLqGsdC7UXIeUIHQLWRHGRqjV\nmuAy1a01JcJIwJClBINVhEIhKI/x8MaNnPF2nLI1p3DlWfnM7BnhuXCEuJTZvunJG7vmFHLnXPX3\nuHHt7AHvh/3t4DpTTpl6Ffff7yas3yTcZPYEIharJhqtwu+vTPlcuhwYbQWzw51gtkdbXeHacg66\nM9fKoy4uU0m603XNPKfMveCmT5rY8foOJ7tk2rZT+PDqLqkqqnNMS3ZE6G6oxNTSITGrkXVWI5pX\nQ3+9lMVlJgWGgQZs76NyyNoArDtTGas7t8tXppPdBSOg1reXmZF65NnbWThlPZeEd3Fej0Xou3og\ngzX8jYv5av5NnM56Bo94hPxALUHqkfOngOlRQTgYhpXliPsepbdpwPzLoBmYfreqPBsm4pH70Aet\nQEoYOPA0nnxSJbJOxTkarVK+uVjYdpx1vlcpGFbOW/f4kb/WwGPj8WiMKSxU41MyWZU2Bc9O8nP7\ntCgy6SPbYts88FqUB8p8qSAbCqmOb20tynpnUgXn3xll6vfdTqyLi4vL0aQjbYzcjmi/yf0Oy/XA\n7AaVJIeDYBpAAowORCZj1TE2TdmULZwoIfJsBGlJ8ArufRSW/afEq23hkvW96LULpFCTTVJY6HtO\nSqau6sdCYy7XsIYB3NK9gLO+20ws+hHyinl4zllN794b+WjrQipXGzjiwLX9m3jTBKs+WylZoKau\num7tzq4/nQJz1Yjx7Nlp0aYDKdJWV8Pll6c7wbk7utB6Z9bdg/3m4SazJwixWDU1NZdj23E0zUtF\nxSI3oT0IcoMZcNTGjqNVUewWW1VmW5TA0ghz236FEtqjlUedIZSwUUbXNfecnN/rH1ifilDCIxg8\nsohLStKfXV4L0RejnDu0O/c8FiGwVFK0Ha6eSyphfvblOl64RTK4VjB1soC4xDRg0hSVwNYGku+1\nEh7/GRjJMeSR8+CJx5cyIHAXBiZlAYPpgfFUMB8N9aQLWM3PAoP4AX9AUqsGjgO1iCmT1FVBcBnd\nL+xGy3OVxJMjU9KUyPcvBdNA2Dp2XCDC5yHP+RyPx8tNN1UyeHB2BTgWS9oN2XGa8fDozhK+sGqw\nzAqYVIE4N8ptF/gZV+ljUH4+E9+K8OmnIOcXYX3hgzB4KzSabRvbFCz8i8EHi7ID8pAhSmnRssC7\nxsfU832cIJPtLi4uLscVvpCPl0r2MLthPWO2pu1mHLubhtkNFI4pzPJzPRTGFBayYKdKkudfAZf6\nfVz2kzNTsdjpSl60ci3ejxvIK85r5QCgd9Ox9lhggYxLAkthabmaGlqybxehHsrZTiIRUkPuPBlp\n6epvS2NTzSimnnMF5Suhz2RBzJRgXEXjdQl6iTrq65/GivyBMh5NebADZLjeIABDCG4vKmJsURHL\nV/tSHVkgy0rnQGir65qbzLp7sC5uMnuCkNtBikar3GT2IMnc99zw4IajNnZsFBjpeVsbVneJH7BQ\nQibtedQ1b2ym/ul6dU7NqksLZAs2WU4mC0W3FWWdc24H+bevD2Dx1aYaZV6oRpktQ/BZhcQCAksl\nWlztyWLCkLBKZAVK2Pi8MHgSaVEoTwIuCe/CCJjo2AgSlLGGtfTnLFahAZq0CNph3rcuZah3SerY\nxDl1yMAXCOGhW7fbOOlSP9v+1wRTedS+E+/Ht5PqyZrhoeymH2GeOTA1zZC7S+PYDb22/lUe3VnC\nCgJouo12XhTxQgnedT7G3pV8cq2Pcxf//+ydeXhU5dn/P8+ZTIIszkiIhAhGJYBNDAlLfTtFMS0i\nWjdeU7VV31htia3Ulwgo4hqlCmWniJZUpFKLVosgtopgasT6i69FSQCDhCCLmAzGmBnCksxynt8f\nZ/bMTGaysZ3PdXklk8yc88wZzH2+z33f39tE5Upttl1iIhSMNjEiPYPffLEbqUjk5Bpa9vWirEzL\nznp7fdTv2VFG2Ci60oxFV7I6Ojo6J4SS2lruqdbcgr0iM1DQdpaI9VKYlkaPLccZMO0rElxgSGzi\nzZ9+y18r95F7OIWlE9K44/gefsBXNAPNNc1BZbwScKcnIKpVTawmCj4fAQa0VqBreqUgD3+FKtBa\ncIQLcY5N2z32xMWDuZphU24F4NB8M1xSsPf/pXPOhVocNkgYSUWQmFVUUCUYhGDSeZqI9bXReLKw\nXlOmwFE68RBr1lXvgz2z0cXsaYLZ7M8gKUoiZnPeiV7SaUFXzJeNhLPBqak7FVBgaHNih4wSIs2o\ns5fbtcysWyuJrftTnSZuJZAk2PNYXwYnaplUJVGhz4g+7J+9H2OyEWeDJoYDBb5p0ybuvXQopvEW\n7KW9sJXZODjayJ6kGgyqyhGTR8gCBhX++0BPrjqczNc5CeSZzbgO/wfnSwLpVACBKwE2557NcIxI\nnAgE1/APBKrmyigVXM4kKt65hi/eG8d/Fw1l9Og1pKTk06tXNlbrKqzWF6mrK4EUFbEgC/enI/hb\n9Xhe/qyAa5+1M7AhsIxsjO+ahevNMZksDL0gkz32Sgyez2LxJDMNw/zPCyyFMhi0MQBe04my/U7N\neQO0+bGjbOTlaQG/rAxaBtuR8yqRRpVFKEy0x5eB19HR0dHpHLxlv4GPQ+eodjZXfJ7AXhe+sXfv\nvvUVG2+HjbIRMQ4u/0fwmlr6G3ClG3Hsaqb3YVA+b0EmgPFqE6mDerJ0SB82X+gkz2wmswrW1R9G\nTbCjuCXCKDnnZ9A44QGoGI4YUcWazEmAVtTkMEKCx8/ig9yzycaIgguDksivM27hSEMytQ4HQ3YP\n4K+zekGuDXeFmRFTTD4B66WwMLyIbasHNhA966oTC7qYPU3wZpD0ntnOpb3zZdsaCh6uv9mcZ0ZJ\n8gvn4VenUpqZGnPPbLje3sDelMDfp96VSt1yj4ANKFlyHZeUfdnAsvmCxVuS6bPHRfVvqv0ZYwWE\nUWg7wwJQWmhMn4+9co9W2m6xYLKYSAdK7b3YUmrlwi12JMd8mde+m46R/OFxbizNBXMVleYbUBYN\nho1XU2O8giU/6k1V1kV8xUKeNH2M2b4a6RGybgTHlTwef+h37NpmISkRMjMLycnxR0ybrQwp3fgW\nnfU5hqwvGLM/k7uG4sl8tr6W0Xpzwm4M+DVwUCkUwPnn+1+bZzaTpCi0uFWQClN/bPb/Lg+UXTZU\no2bv7Cb+DLyOjo6OTtu0FZchuOzX+7irMY4+iDC6kRhwJWiiEgABIq+eDz8+m59/2+zrTV2T52bl\nr1VufRnuelFiUAVup8S5wU4ddpSXDnFvaQ7Uam1S6Q7P+IDr3oarNtCYtgOZJhBZXzB06DIsTVew\nra6OqiytDcjrZ7Ez6yJqxUKWpB5ieOrVmEwWxnh0/YSHAa/XA8E9sdGIpQc2FD3rqtMWupg9jTCZ\nLLqI7QLinS/b1lDwSP3N4YSzBdoWsfZyrKVbsN6RjXQQtrc3tDQ4Y3EGh3ocQm1Wg8qVDEDj2eCU\nEtdfG7A7Qk6m4p8ZKyVILZWsqg6spVuw7UrzrT2zClpus6K2SN/xQevdcbVItm2wcn6apzw+awdk\n7eTfwk6VvA1FCCYPmcgIp529dumrqjJgwDTwBn6xaC3f1Bzh2szxrYKcv0qhBW+a2y2MZIwfjSXK\nBntbvTnRTCuSk9Fm1SqtS6EsJhOLDTlMftGG+qmZxUY4fOF+CoZrJcXLVDO/bVZwo5LUSaMK4sXt\ndmMwGLr9vDo6OjqdTTjR2lZc9uLNwq6pryc/JaXLs7J2ezk1SeOR8wcjKkfRMP5mqlJ6+X7/8+/3\n5s+vfg0vwJWlUJsKH10GblXSs08tikhBCoGiSKSaAFKgOlT2rV1Hj7Mu8lVRgYRzrZC1wzM5R+JC\nZU/T1xSkpvLSoUM0q2qQn8XEfv14cNDtYa9Tfj5s3Bj8OBYC4+zx4zB3Lqxd296rd3ojpURVVT02\nx4AuZnV0Opm2hoJH62+OVzj7hPE7+dCSCaohbG9v6MghZ4OTnNIcaopqaPqkCfAMVgfOOQz9KgWK\nU4Y/qfT8hwBXArz6M8TP12Kdno107PWJaesqbf6sQtDYOVShlTDtzIHBxmSEUJBS4hZGPpU5qICQ\nkgan0yNMk1DVFhShIFImc/SrGWThZOjgP6CmvwWMD1peYJXCAVdPVhz8nE9lDntqkijtZY8oSGPp\nzfGWRyUnQ0OD9nXrVli5UhsibzBow9vJtDN7v/9mqmGzCfmyCXWYHcczlfzRqbJyq8L7I3IoHGMi\n235i5snu3LmTadOmMWrUKGbNmtVt59XR0dHpCiKJ1rbiciCFaWkRRWxnTzfw3Q9k7UBm7cRy4TCW\nG+9kTX09ub17U3HkCO5GlY8ug5vWQnIDLJgGz94DtzzXH1QQisR18+uw9haEywAJWsUUwohqXICC\nACO05O7AgGYE6UbBhZGd5HCfp/KoeN8+NjU2avNmgUv79Il8jdrZE5uXp238elm3DkpK2t9Te7pS\nVVXF/fffzw9/+EOeeOKJE72ckx5dzOrodDJtDQXvzP5mXyDM/QyMt4NLQUk0tOrt9fX+tmilt02f\nNGHOM5OxOIOtl2/1lxonCoyX9ybPbEas8syx86K1tIY4KQooH0PykCv4NsQoy2F1EBCzkEjcRjfl\nVx9m7dXJLMnZwO7d05HSBSjYuIdd7mwUg/+6mUzpQeXz6/atZSCaIYXESU39JsakBYtZ8FcprN6/\nn5dlDm7A0MYNTFu9Od7yqJYWTbgKoSWng66GgK0tdopCbqby8kwkJkLzCBvSqIICLS6VVdtsWC43\ndfs82e+++44nn3ySZcuW0bt3b6699tpuO7eOjo5OVxFJtLYVl2Mh3Pi8jgracPcDhaY0snv1Ylxl\nJS2qiopmnGh0ar4TOGDsij4IV5O2SSxdKH1a+PzFJlre38+I3BUYsnbgQuGf8zbyXeXVDBqXzJup\nv2I4Fdg5GxOH2SlGsCx1HKBVEBVfcAEf2u0xX6NIPbHRsFhg5Ej45BP/z2ItUT4TaGhooLi4mOef\nf54+ffowceLEE72kUwJdzOqcEcQ6gzeeWb2RntvWUPBY+5tj2QH2BcKsXYiFD5N6aAmpVw9v9XyT\nxUTG4gyq760GN3y77lsa3mlgyB+GIBKEZgZlgKX3Sd46v4lXlaO8+/uB9FxtQ+mh0DOzJ6CZRbVC\nKhiT+qMkHgoyymo+0Bz4JMT3dpEweRk/vKSGvIFzUA8+4BGyACom53MMW3ItXyQPZfGk8BnKjJTx\nNDX+AYkTF0YyUloL2UDiuYEpt9spS7ORd2/4c3vLo1RPK26okAVISABybTjcwTdTMy0mSkuh6E9m\nPnEqIFVwKXy22kx5Qvf1A7lcLpYvX87jjz+OzWZj0qRJzJo1i5Ru6AvT0dHR6Sht9b1G+pvfVlyO\nhdAKJ1uZzffztjK1ofcL5XY7cw8coNaRyOTzXuWKhM85aBzNc7Y08rCzymqlWVV9WdLEy/tgePkw\nOEEYBJuPDmA4RwEVJUFgvO5/mGoyMvT2WrLZBQjc0sDGSwZSdbFkYmIie8hmp5qFwTNCZ1mA+3Bn\nXaNo5k6BvwsUs7m5nPE4nU6ef/55iouLsdvt/PrXv+bJJ5+kX79+J3pppwS6mNU57Yl1Bm88s3rb\nem5bmba2+pvb2gH2C91MvzAeEV2AOxucfiMnQLZI6lbU+XpgpQo//ACqLwQFFcdDB3E7NUfji+Zc\nBMChlzTBKhSBVDU3ZCVJIbUgldSC1FZB3fqiFemUCKMKk5dB1g4M0sDZR96mUQYPyxPCzfCzt7Dz\n5fE0DAPGhL/OO4a+RU39JjJSxofNygYSS3AuL4dVW+yszK7EReR+Km8ZcqTMrBBw111QMNzMS5Vh\nbqYssBgTeZNzcGbakFvNbPnCxLhXYzPB6CgbN27k/vvvp6qqih//+McsWrSI4cOHd+1JdXR0dDqJ\nWPpeo/3N72gFTOh0A2OyMaZMbWgcM2S8SV610Ten9ZOms7n93Bt5rb4ep9yLAciqgp9vBfvZ0LcJ\n7rquEXXBg8itWRhGfM4tvZfx2rIcrkmzcdWDZp5Ls6Hu3Qt4/Bl3ZGKoHMmF2WdRNVQhdWcqpQVt\nG0p25BpFM3cK/d3tt8Mrr2gxdOlSmDjxzDV52rBhA1OnTmXnzp1ceeWVLFq0iEsuueREL+uUQhez\nOqc9sc7gjWdWb1fP9Q23A+wNkuGEbnoMUcCcZ0YYBdLhV2BHPjviE7hCwsgtkL0dPv0+GFo0seo9\nf/rM9CCDKu86A8Wr92vtpo+o31TDwLkXkXDsfIyjD1KTtAdVNaAoiaSk5GOzfYCULb61uFwJbNuW\nR2Ki1os6ezZcdlnr6zwmfWabIjaQaMHZG2Cb823ITM3xMVI/VWAZsrdn1maDhQs1cZuU5BnHE+1m\nygJly0wUF5t47wvtdZEGwXcW1dXVTJs2jX/84x9cdNFFrF27lhtvvBER2Liko6Oj00Fqa0uoq1tB\nUlIagwY9GFdMnLFnD2/U13NTSgq/Hzw47HNi7XuNV5DF2gcbatIYLU4HYrOVob45DjZfjppRQ0PK\nlwwdNsxntATw12++8X0/7HP4/TQwOrSpblIB9S8COd8Jt7+MxMAVF5ZRUGDB68yfZ4ecKsHPtzox\nnD0BZdlkhNNIkQH233wOI+7tuJhvi2gmiqG/q6/XNoC7IwaerOzatYupU6fy9ttvk5GRwZtvvsn1\n11+vx+Z2oItZndOeWHtU4+ll7ay+10hBNNx8W+9zQ+e8RgqgoZgsJnLLcjXTp/80gQTpCq6VNQCK\nE8aU47MfFgbhE6+hBlXhzlu76SOqr28C50AajUcZ+tZB0saPoZc9uLS6qWkrdXXL8dpDnXXW3dx2\nm4XkZCgq0gLc9dcnM2WKAJQumZ+8aotdE7KNRnAqCEUl0RC5HDnciICJE1uXVUW7abBYoLgYPvyw\n7UHwHcFmszFr1iyWLl1Kjx49+P3vf8+UKVNISkrq/JPp6Oic0dTWllBdfQ8ATU3Q0PBPcnM/iEnQ\nztizh7lffQXg+xpO0HZG32sosfbBBsbq9Jnpvp8HZWpHH2T//tWt2odc6y6DhT8AQG75PmZgQZI2\nBidQ0HrJ9fbHavvJKCpIpwFROQqZtTNsLMysgoXTQbbkIMQloAqENCCQ5PRsoMjdSHYXzzCPZqIY\n+rv8/K6PgScrjY2NPPXUUzz77LP07NmT+fPnc99995GYmHiil3bKootZndOeWHtU45nV2xlzfaMF\n0dAdYMD3XGEQWp8rspXQjWVnOWNxhnasFjWo7NiL8NoOAwhIvTs1LpOL+k014BwIqgGckvpNNaSN\nH9OqtDo1tYBDh14KKCEuYOxYLSPrcMCwYeXcc08RUqooioGMjMWdkv329lwlG42szK7RMrJOhYTl\nGfxqqlMbmRNHwG/PDLyuHATvdrt54YUXePTRR2loaODuu+/md7/7HampqZ13Eh0dHZ0A6uvXBD2W\n0hlzxdIb9fWtHocTs53R0xlKuOxqVSZB54gUqwPjtFZ9NB51b+vWoyNvnw18h9fTXyBIdGmi1Stm\ntSF3GhW5QAJIh/YKFE00n5f1S468/SNSxme0uq62Mhu0SIQqPHPiVCQKzgTB1lwtk73Kau1S1/xo\ncS3c77KzuyYGnqy4XC5KSkp4/PHHaWxs5Fe/+hWzZs3i3HPPPdFLO+WJKmaFEBdLKb8QQowM93sp\n5Wddsywdnc4l1hm88czqjfTcWIVlWyVKgVnQXb/Z5ZsJK5EMmDSAHuf3aCV0Y3VY7H9nf458dsQ3\nlifofY0x0fSfJt/xUgviE0Ep4zNo/EMTOCUYXSgjd2O3l2MyWVqZYITbEPDu4I4cWYbR6EAIFSkF\nTmdDXOuAYOHa4HSSbDRSVFODQ1VRhMCN9KSjVUYW1VMw/IIuCfLhTDG6YhD8v/71L4qKiti+fTuX\nX345ixcvZuTIsH++dU5h9Nisc7KRkpJPY6N/8KgQxpgraW5KSfFlZL2PI9EZpbK1tSXU168hJSUf\nc96tQdnVA1m7WVHxGp/KHGYp2ZTm5JAWJVZ74/T+/atR94ZvPUrJT+G7jY2eswtcgJrgEa1A5udw\n3c5Esq7qz1/Tj3D7oN4YVP/1QMB5953H1zO/RnWkY3/WTa9Se1CcNyYbQfXOgFfg5r+hDPgvHs7I\nYFemJEEIXrRacUsZdc5uOKKZOoV7zsyZ4Z8TGvO6IgaerLz33nvcf//97Nixg7y8PBYvXkxOTs6J\nXtZpQ1uZ2alAIbDA8zjUv/PHnb4iHZ1TmHis+6OVEgcK4dqSWs1F2Fv2myBILfBnS/fP3h9z2bG9\n3E5FXoVm+mQAjIBT+513Fuzhjw8zZOkQnA3OiII8mmBPGz8G3vqIunc+pSljJQ2p22msXEhGxmJq\naoqCTDA2O4eSZ76X9JC+0tJS2LIlD4MhEWhfKbfXLMQ72kABFCFQpUQFVKnNwFXQZt9ukY2Mq7QH\nBflYgnib64hiitFZ7Nmzh+nTp7Nu3TouuOACXn/9dfLz8/Xem9MXPTbrnDSU2+2UOSdw2aDF9LSt\njrtn1puFbatntjMILIdubNzI0KGQU3qrL7u6M/F6/kc6+BlGHlAXUGZL594wsdqLd8N0rHF0xNaj\ntMI09hw/zid//Ypdg8HRRzBsfApVKd+Q+bk2NzbJ5cDw4te8VpqD7XMbewP9EVU4UnEkbJz3xmJt\nY1r7ey+RqE0mPrnxfH4+9AMeaN7IwR5XMfPw2Jjm7AYSS/zqjhh3qrJ7926mT5/O+vXrueiii3jj\njTeYOHGiHps7mbbE7AtCiFQp5Y8AhBB3AvnAPqC4a5emoxM/8YzWafc5ogi5WA0hIHopsVcIA+z+\n7e6g2a6pdwWX/YYTxZGwrrL6DaBckDwxmcZz4Mt/NXD+fk8RlFvibHAG9QWFvv+2BHva+DE4h26m\nae92vDvV9fVrgsycXtz9Oi/L21rtEvtG5BRkkklw5jaez9drFuIt3VIBpPTNvpVo4nZE795saWpC\nJTjId1aAjmaK0VEOHz7M7373O5YsWYLRaOTpp59m6tSp9OjRo3NOoHOyosdmnZOCYIfhEZTm/IJR\n7cic/n7w4C4VsV5Cy6Hr69eQZin0ZVcNe53gmWM+SlSSZ74DU3pwrPbGu8D3LjAysecybulZzVWD\nbvDFJ+/9wvC8fiT8oh+OgDLf5FoztW8cIMnVjAi4Zwg1axSJgpT8FOwf2lFbVIQQGJONQbE4lI+2\nX80nfd9hmn2B1i7k+IjrmcZbXBdXv3Es8asrY9ypit1uZ9asWfzhD38gKSmJOXPmMGXKFD02dxFt\nidk/AlcCCCHGArOB+4BcoAT4aZeuTkcnDuIZrdPuc4QRcuB39Y1HWEJwKXG4DCto4tKLNysbeoxw\ngTZ03bYyGw6rI+jniamJfPRQD1aPamDeNEhwgjCKqOuOVbCHmmSlpORjt3+IqjpwCyOfypxWu8Rh\nRy+ke24KYvx8vdnU5LGaWUhgZtYoBIPPOoudx44h0bKzI3v3ZvvRo61MRTorQEczxWgvbreblStX\n8sgjj/DNN99w55138swzz5CWltbxg+ucCuixWeekIFaH4ZOF0HLolJR83/eBMUsII5OG3Ox7L0e3\nH9Wyt8lGX7wLfO8Afz92IX8/diHL+6ZTaAp/v2Cx+DeJC9PSsP+8F5Uv+J9zcLSR1Wk2xv5jCP3e\n0NqAAiuxdv92N9ItqSmqof+d/X2xGAUwgOoGJwp/G5bGnQkfgPB26kJRn61c2u++uHpmY4lfXRHj\nTlXcbjcrVqzg0Ucf5dtvv+Wuu+7i6aef1j0rupi2xKxBSvmd5/tbgRIp5RpgjRCiomuXpqMTH7GO\ny4m1pzWQ2pJa6tfUo/RUgoScdZXVN3vVG6zaEpaRiCSElSRF2401CIY8OySuY3rfr888KkFopcUu\nbbc3tSCVPDPMylZ4YIHKqErBpJujnyNWwR6uJ3YvF7K3fhOi92Xs+dqMIVRARrkxiuXzDc6mmli8\nKYeGdK1ndmtTEy9arXzhEbIKkKgoFKSmUpDaev5epAAdb+lxZ5s9bd68maKiIrZu3coPf/hD/vnP\nfzJ69OiOHVTnVEOPzTonBV3hMNyVpKUVAvh6Zr2PIbKxY21JLdX3VAPQ6Ol9TStM873342pwZnRN\nfT2FaWltbvza7eXY0srIeHMszi3pHBxtZHxSDY69KolJCqVzgvtanQ1Obb67ii8bGxiLMxZn8NE7\nTorXman6Gja7ruD7xi1Ij6AdMuBWrkgLX3EViVjiV7jndEaLzqlGWVkZRUVFVFZWctlll7Fhwwbd\ns6KbaFPMCiESpJQuYBxaj06sr9XR6VZiGZcTT0+rl8BABmhiEC2IAK2CVfrM9KCZsLEK20gZ1liy\nrpHek73czr7ifT7n4lDzKJPFhAU0h8h0G3l3tL1jG0sm2PfcAJOscrud8TVJONSfMNxWxUvJ5ViN\n32d06ji/gIxyYxTL5xuaTW3YbGLmTO3Ys/fvx+3pl1WA0X36MLJ3b0AzFaHKRNlqIM9vTBEuQLen\n9LgzjC727dvHAw88wN///ncGDRrEK6+8wq233qr33pyZ6LFZ56SgKxyGu5q0tMIgERtIOGPH+jX1\nrR6nFab53vvcAwdY1+A3KMz3GFhF2/gNqjRKSiTn3lJW29Jw7PVv5m4ptZK2yx9nQ4+XWpDKtzf1\nYe+mejLGp5A2Po2bC6GxBNasgSzrY3w5IpkMx3sMGXBrxPfcFrHEr8DnnGk9tF9++SUPPPAAb7zx\nBunp6bz22mv89Kc/1WNzN9JW0HsF+EAI8S1wHPgQQAiRAdi7eG06OnERy7iceHpavYQGsj4j+tBv\nYj9fYArMzAYFq3YI59A5rpF+Fst78p3f44KMwBcAQ8V2Zp45qPypLdpaUzjKbDYGq9u5kne5Wm4g\n8Vs3/ZUkMlNLAe2zinZjFMvnG5pNTU7WRv3k5UFyuhFFCKSUGIWg4sgRPm1q4gmwMbsAACAASURB\nVKVDh1hsyKFovKlV8A0N4mVl0NKiDXpvaeme3qAjR44we/ZsFixYgMFg4Mknn2T69On07Nmza0+s\nczKjx2adk4bOcBg+mUnJT/FlZL2PvVhMJtZmZ1NSW8ua+nryU1Io9LR7RNv4DVdplGe+17eZO7xK\nkD3dyl6HNoKvtrgfXxw8jGFGL9wNTi66MgVjJoyvrMHxE5VExU6pvRcWk4nCQigsBDABMz3/dT3e\nbOyBA2dGD21TUxPPPPMMCxcuxGg0MmvWLKZNm8ZZZ511opd2xhFVzEopnxZClAIDgI1SSm/znoLW\nn6Ojc1LR1mideHtaoXUgG/DLAaQV+nsTIwarIJHpxrphGybL5e18Z5GJ9J5sZTYtIxswM/a82QJb\n2nNgz4OqTN+8WW8Jc+D7aotwZUTRMtFjjdWMYBqJOBBoRkzhyoWj3RiF+3y9bpJ5ZjMWi8mXTU1O\nhqIiLZgahtsRC2twI1GE4Jq+fXmrocG3A75mrw2Hw9Rm8E1O1oQsaF+Tk2O+XHGjqip/+ctfmDlz\nJnV1ddx+++3MmTOHgQMHdt1JdU4J9Niso9N9eONi/Zp6UvJTwsbJwrQ0n4gNJNLGb7hKo/SAzdzL\n3m/G7agDN7hbVPo9/A2XS3Aam5m2AKrO/oqJB451Wr9yR8uCA7OxCQlgMGg/Px17aFVV5c9//jMP\nP/wwhw4doqCggNmzZ+ueFSeQNsuRpJQfh/lZdbjn6nQv3eHc2xWciHUHiqx4e1rbCmQRg1WeGZEI\nssUFCS6s/aeRal/Wae858D1lLM6gbkUdiWmJwec3CK3HxsPBz1cgc15GURLpX/quv/xYleyevJte\n2b1iuibhyogyCZ+J9n7e/ZoP4MRFkLoWiaxvHsZouz32mXcB4hVobRjlWX9xsT+LqmbZQKpa75CU\npCYmBpUz52eY+TAGA4uGBlAUv6CdN0/7Wti+6q2IfPTRRxQVFbFlyxYuvfRS3njjDX7wgx907kl0\nTmn02KyjEz/t8cwA7T4gns3eQII2XD1xLrDS6KBxNM/Z0sjD7tvMtV9tp3KeVvWlAkIFgwTphNwK\nqMqCWoejU/qVO6MsOLDFB2DSJDj//NOvZ/bDDz+kqKiIzz77DIvFwvr167n00ktP9LLOePTemlOU\n7nDu7QpOxLrDlftGGjsTifYEMpPFROrL26l75xPI/QyZuSuiKVW8BJk6GQRItNmxwHdvf0duWS4m\ni4khzw5h9+TdSFUiEt3InE/xljWRU4EwDPeJXanKmMquIbzTbxqty53JrPJ93kIkIIQBKdG+73sb\nRd+NZltdXxIPVcY0xD3U7fjO/v1b7UxTZWLcOL+QVRRI+NyMlAouVBJEeNOn7BhMmvLyICkJmptB\nSqipgXu0kYWdImgPHDjAjBkzePXVVznvvPP4y1/+wm233YaiKB0/uI6Ojs5pSDixGI72tP6EO0ao\nGI62QR/WoT9A0FaRyfjKShzq3qDfH91+lF7ZvUhKS2KHRcH8+DdIJ7iMUJGrHfuXAwaQ3atXh/uV\nO8O5P7TFp6Dg9BKx+/bt48EHH+T1119n4MCB/PWvf+XnP/+53hd7ktDlYlYIYQC2AF9LKa8TQvQF\n/gZcgDYT7xYpZWPkI+iEI1bn3pONE7Hu9vTJdhap40ZzqN+MqKZFsRIYRK2rrL5eWKlKf7ITTdTu\nK97HBcUXkFaYRq/sXr6B8DVJe1C3X4KoHEWfm0fS59kLfWJXSQpfdh0ueIdz+j14xIjbKDAgfeXO\nNttq3+ctJVj7/Izzeg9meOrVPGdLY1vD3rhKpELdjoFWO9Nlq7V1eYXslVdCfr6J+6bnQJYN+bkZ\nlpm0ftiA88VqclFaqgXqmhr/z9es6ZiYPXr0KHPnzmXevHlIKXnssceYMWMGvXr1av9BdXSioMdm\nne4iktirrS0J6yoc6+shulgMpaP3ArUltUHxMqc0J2jDNnSDvtxup3jfPt94uHBxLpyDf/rfjvpM\nJ5toYuw1Q3nvtSS+fK+ewz84i4FZMMXTm1tSAmVrTCTng6WdMagzRut0tmv/ycKRI0eYM2cO8+fP\nR1EUiouLeeCBB3TPipOM7sjMTgF2Amd7Hj8ElEop5wghHvI8ntEN6zitiMXZ9WTkRKy7PX2y7SU0\n6JpMFjJaNlG/qYaU8RlRhXu08qdwmVifgJUhB5LQuKkRW5mNIUuH4Gxweo6ZDps2sXt6M9JpoOZl\nNzmlvcjdnBvTed1GQY/1QxgzPq1V4CLTzvjKGgbPl57xPhnasez+z7uZBJ5usrDryCU82yedPHOv\nuEukQt2Ow2VYtydrIlZKLYtaXKyt073NhNxqwm3omCGFxQIPPODPyALk50d+fjSklKxevZoZM2bw\n9ddfc+utt/L73/+e9PT4Kgd0dNqBHpt1upxI1Vi1tSVUV2t/RL1zX8MJ2raqueKZcxvuXiDWtid7\nuV2b8erSAq7aoonhw2VVqG88CWM/QL1+g2+D3iuyB29X+VkFbMuFPdnBca68HA5sMZOQrQCa6VPf\nZc28v/Fb0tDG6YDW4lTwbg7cMDhoTSUl/ji00TM6t7DwxI2P6wzX/pMFVVV5+eWXmTlzJrW1tdx2\n223MmTOHQYMGneil6YShS8WsEGIgcC3wNDDV8+MbgTzP9y8BZegBM25icXY9GWlr3e3tZ4l6zjhG\nyXSEcEGXqkxqbnSjOtKxP+umV6k97vE6ELyjHJqJ9SHAcLYBt92tZWwdkup7td1d7zGdWwYinXsj\njhKC4JKttMDzSsmfXt+NcqnmmBgYuGbv124odmTBzizJsAudjMH/ea/bt5b5jensIAukZPLu3WzO\nzQ1yLtaOsz9quVQkt2Pv1/JyzfTJ7dYE7eLF/jV25lB3bxZ2zRpNyLYnK/t///d/FBUV8fHHHzNq\n1CheffVVLrvsso4tTEcnBvTYrNNdRKrGqq9fE/S8+vo1YcVsW9Vc8cy5Db0XiJZVbbWOMhvS7Q+8\nQhG4bC4a5g4GLoIto0EYMT+WB8Aqq5WLtqvMmwZGJ6hG6PlWRlCs0vpUTRiG5/DQJCs/ut8Kjjo8\nbafeIQRB7smBrFnT+nF2dnD/6+LFmtdDWyL1dBKiHaW8vJyioiI++eQTvv/97/P3v/8di35xTmq6\nOjO7GHgQ6BPws/5SyjrP91agf7gXCiEK8czOO//887tyjacsbTn3nqxEWnckQdcZArc9o2TiJVzQ\npSwtprKmaON1bGU2jMlG344yCuAMOYAAYRS4m9zBP1cB6T9mW1nq0JKtTaMzcBu1cTYuI3yaI8Pu\nfEe7oTCZLAy9IJNdtgotXQqoUjvOzPR0LCYTJbW13FtdjQoYhaAsNzeqoLWYTJSXw+yy4CDt7f1R\nVRBCC+IQ+85zPDva/vEH8fH111/z0EMP8fLLL5OamsrKlSspKCjQ+2J1uhM9Nut0C5GqsVJS8n0Z\nWe/jcBw8mEdzcyIJCQ5crkQOHswjsHAl3jm3gfcC+/fH3vZkzjMjEoTmTaHAkGVDqF9T7xGcAonk\n7K1Fvqzsi1YrP63QhKxBBYMLBm5xwnjtXqe62MbgFjM7VBNsM3Hu21ZwSgxoIvZDkhnYV+Xq2eHd\nk0HbSN24MfhxYP9rczP8eqkdcmwYPjFy3f1NpPaHgtTU03qUUnv56quvmDFjBq+88goDBgzgpZde\n4o477tBj8ylAl4lZIcR1wDdSyk+FEHnhniOllEKIcDkmpJQlQAnA6NGjwz5H59QmVKSGE3RAhw0b\nuouwQTvGEudwIrO2pFYra3Jr/TkZizNwNjhpPtBM3fI6f3bWAAMmDQCgrqTOf1AFLfi6/T2s0bLU\n4fp7Ng91Mnb9ENY9W40qNaEZbue7rRsKi8nEs0OGMHn3blQpSQoQvOV2O7+p1o6PAIeU3PxBDY8n\nZ1A4JvxnHcl9MVrvT1s7z+Xl8KMf+V/7/vudu1N9/Phx5s+fz5w5c3C73cycOZOZM2fSp0+ftl+s\no9NJ6LFZpzOItd81UjWW9zVtHWPzZgurV5cyfHgZ27blcdttFsaMCX5OuHFusWyCx9325Kn7FQmC\nXtm92Gyz0X+jNxQLdk9IYRRa6bNbSipywWkE4YIEb1mzZ9M+vUVlgYR3J2yn9KyLWXllIrM3aW7F\nLin4mzyf635l4lAD5JWHj0XhKoTKy7X41dIC6sV2mFcJRhWXAuvcQB2stFp5P8qG8ZnGsWPHmDt3\nLnPnzkVKyaOPPsqMGTPo3bv3iV6aTox0ZWZ2DHCDEOInQA/gbCHEy8AhIcQAKWWdEGIA8E0XruGU\n4lQdtdMewmVhwwm6E2neFC9hg7Yl8hzaoNeGiMyj249S/ZtqLbOK1p/TtLWJHuf3oM+IPlgTrcgW\nCQIGTRvE4N8Pxl5u59BLh7S5sYpgyLIhPvOnwHOHy1J7M7JeIauAL8Oa2RucmwSyRXL9e5A5ArC0\ndpCMNh8WtDl84ZwXV22zaaNuvJufEr7u3cQ9TZXwUU5YQRvJfTFcBrbcbmeV1QpE35FetUq7AQDt\n66pVnSNmpZS89tprPPjggxw4cID8/HzmzZvHhRde2PGD6+jEjx6bdTpErP2uXiJVY6WlFUZ9HWh/\nx2fNsrBzpyXmFpFYXYvjadeyldm0flkJ0iVZt3Yfz93qImUqjN0Mm8eCc4KTn+GvVNqVpfLwQsHM\nr5Kxft+IMRPSnvPc06hgFCrXGvdyzZQHuZ/5TFuQxYgKqFdTua6fiaVL2x6XE1oh5I2BxcWwsZ8N\njCq+dK9HjDukpHidjeKhpjO6tFhKySuvvMKMGTM4ePAgt9xyC3PnztU9K05BukzMSilnAjMBPLu/\n06WUdwgh5gF3AnM8X9/sqjWcSpyqo3Yi0dauqK3M5ptx6jVSSJ+ZHlb4dZd5U2cQLmjHWuLsfZ7X\naMIrZL1YX7Qi3VLLtnpMKJBwcPFB+k3sFzHrGtOoHY+JhldTXnnOORRfcAEWk4n9ZfvBIREq4NDG\n91RlhpnvGscu7/YdULbZc2NSYYahAhIDkjwKkKCypsZG4RhTq/LfWDOw5XY7eRUVODzlzd29I/3p\np59SVFTEv//9b3Jycli1ahVXXHFFt5xbRyccemzW6Six9rt2Bu0xJ4pnEzzWdq3AzfbmBJif3siu\nIwLn9fDP67XnLE/RelsDK5WShxq5s6ZGi5WVh9g0OgOEQKKCFCjvTkBcvYlRl1TyclYWe7MVSnNS\nKXuu7XE5kUYSWSwe48PJZhxOBaRH0HqQDsF78818uKd9M2VPB/7zn/8wZcoUysvLGTlyJKtXr+by\nyy8/0cvSaScnYs7sHOA1IcQvgf3ALSdgDSeEaJnXU3XUTjhi2RU1Jhv9Yk31PKa18OsK86auMJnq\nTEKNJrxIlwQ1/Cgeb7AOvX7hgl3YUTshPa9eIQvhS6BXt+EgGXreko/srPjKytZUK24karOCsjqH\npFkmFi82kTgzF8ePrIi+TuToBm06vEshP8McsaQ4lhucMpsNp/RfrGg70gUF8MIL4HJBQoL2uL3U\n1dXxyCOP8Oc//5l+/frxpz/9ibvuuguDwdD2i3V0TgxnbGzWiY9o/a5dUWEWrUUkXDzrigkG3nuR\ndWv3MT+9kR1ZYJCSif36ccztJt8zKse3Zk+l0uz9+32xcvB2la/K6zjXJREIBCDdCcjPRjHpv29m\nmPNCf6zOC79h642tyUYjRV6RHGZD2WKBsmUmVm3JgVwbIwYb2drUxGdbYcvTqag7TDg66Ox/KvL1\n11/z8MMPs2rVKvr378+KFSv4xS9+offFnuJ0i5iVUpahOSMipWwAxnXHeU8m2sq8nqqjdsIRy66o\ns8GpZd88qUBnQ6ijkZ/ONG/qjKHp4Y7ZmeLYnGdGSVJ8c2S9CEUzYgp1MhZGETZYh5u/l1kVvgc5\nWs9ruA2FPHvr+a6RznufyGDu0Ro4V/WXOiWoqMNtOHaaaGjQgm5ZmYm8PNiu2llTYyM/w0zhGBOz\nZ0cuKW4rCOeZzRiF8GVmvTvSZdVw992tB7sbDNp52qs5m5ubWbRoEc888wwtLS1Mnz6dRx55BJPe\nm6RzEqLHZp32EKnftbsrzCLF83Axy2emOPogzqGb2yW2TRYTQzMvYE+lHYMnvj04aBCZVWB7yYY9\nzz+toLaklvo19Vw4zgiXwnVvwZQlkKA2+Y4nASkFxksnMSZtDIGtwJFaZryxVQiBKmXE+bXeY1gs\nJiBgo/k7GLcHHIbOcfY/VTh+/DgLFixg9uzZuFwuHnroIR5++GHds+I04URkZs9I2sq8nqhRO12x\nixrLrqhPsHVz+XBn9+CGBlOvSVNoAI1X6Pad0Jdju45xvOa4VlpsEKTcksI3r3wTJGb7XNqHjMUZ\nYY8dbv5eWhkR33+0ntfQDYVo4jfwvC2qygtf1kO6x4VZom1guBSUbWYSEyE5OThgWzAF9cl2ZKC7\nxWSiLDeXVVZr8I40sHw5vPSSP9NbVqZlZaXUvsazYy2l5I033uCBBx5g79693HjjjcyfP5+MjIzY\nF6ujo6NzihCu37W7K8yixfPAmBUYp0lohgWrUbJnkdGyCeeWgXHF59DYF26D+Oj2o1Tfo43F678R\n7voZ3PI6GEKGDUhFYJx+MZffo2V0S0pgxcd20q6x8eBVZiyW4AqiVdtsNLtVpABFSgxCIKSMeU47\ndN5M2VMFKSWvv/46Dz74IPv37+emm25i3rx5XHTRRSd6aTqdiC5mu4lYMq/dPWqnq3ZRo5UGB4q7\n7pj9Gkpnlx8FBdMWVXMfVqVP2NYU1cSVBbaX26n4UYVm7gRan4sA6ZbU/60+OFObICIKWQg/Lsec\n5+9BJkFh/QEzoyM4JULknhyILH6TjUYUoWWR1WaF79amwGS71rejCib2SOWapFQabjORnKzNhY1m\nctHR4Osb5ePZkW4WmmCVMjjT217RXFFRQVFRER988AGXXHIJ7733HuPG6QkuHR2dM4vurjCLNZ4H\nxmlkAlQMRwV2T29GOveG3YgOpaS2ljX19eR7+mK9pb5pZc5Wgto7icHLtW+D4taKkiQgPBMIUgtS\nMVlMlNvtPPSqjc1vGeG3NWBU+eenCh+M8pcOl5fDi1PMyGcUSFAxJihMUTKo+NJJfkbbI4kCOVNm\nyn722WcUFRXx4YcfkpOTw5///GfyzpRU9BmGLma7iROVeY1GW7uoHSmfDVcaHK4kKH1m97rGdXYP\nbmAwFUIbg4OqBbX6NfVxZ4FtZTakI0CxBuzkSiQoLpBaSDx7gjHsMQIFaGlOjs/JF/zvf9sqG1Ne\nNLPtTyYSXwovIsOVKUcKmF6DpuSxdorcNbilBFUglmUg/5EGX/Zi4HU2HrvB7M+6jiFiCXErB2JL\nx10XvaJ41SpYuVLLvgaK1nhF8zfffMOjjz7KCy+8QN++fXn++ef51a9+RUKC/mdVR0fnzCPafU68\n9xOxPD/WeB4Yp0lwQe42ROUopNPg34ievBspZdiN55LaWu6p1jKtGxsbfT/f2NjIS1mDuCBEUBuT\njTRu9D+vz2GtMMkttBaWocuG+mbHltvt/GhrJS0ZKkwRoEgwgNMdXDpcVgbubSaYloMYaeOadDNL\nF5pwOODDRMg+Q42cwmG1WnnkkUdYuXIl/fr1Y/ny5fzyl7/UPStOY/S7rm6kuzOvbRFtF7UrektP\nljE7ndmDGxhMjcnGoExsSn4K9g/tcWWBjcnGVj2xPhJU+O0S2J0BG67B/o5K5b8qgz6bUAG6OCOD\nlw4dwqGqvHTokCZILSb+XWZimzu8U6JXDB9obo5q8gSaiJ07F956S8t0Kv9jQ/2F5ooskAizU3s7\nVSbq95jInhj8lsJlQ0MdiP9UV8dzQ4cGmWu0F++OdEFBeNEay451S0sLS5cuZdasWRw7doyioiIe\nf/xxzDGWeeno6OicroS7z4n3fiKe58cSz4Pi9OiDOIfehnHoWGpedmsb0UrwRvS6tfsYmuk3QVxT\nXx/x2H9NP8LtizL48r16LroyhbEB6zkw7wDNe5oxSE3IHv9+Hy4PqaYqs9lweN2GpdQ2q10SY0jp\nsC9W7jKRuNdE6p1tux2faTQ3N7NkyRKefvppmpubmTZtGo8++qjuWXEGoIvZU5TOMB2KtovaUeHZ\nXQ6D8a6hKwgMpqFzXcPNeY1GkDEWBNQlQfLtCTTeWIo6fyi4EkCKVp9NaJ/smvr6sILUGxhbBtsR\no2wkjzUDpiAxbBCCBKHV5HrLlMvLtcwmwIgRcN99WiD1Ij81o9yhvQHpUhAVZjyHCNuHGi4bOnt/\nsAOxG5i8ezfZvXp12kid9pRZSSlZv34906ZNY8+ePVx77bUsWLCAYcOGdcqadHR0dE5Hwo3iixYP\nu2Lj2x+n04ExkA69Su2tNqK9Y3eqK2zcnZpKQWoq+SkpQRnZQFLsvbkzvQZ+rYLTTvNHvSgcYyKt\nMI1e2b3Y+qNKXC0qLqnwqG0AFpeNArv2Wm+pcqJQaHGp4FJgWQZjr3My52etx+0ExkrQPB/a4yVx\nuiGlZO3atUyfPp29e/dyww03MH/+fIYMGXKil6bTTehi9hSkM7OmJpMFqjKxrbZBgBNfR4RnPA6D\nXYW93E5FXgXSKRFGQW5ZbrdkgcONFornvIHGWCJBaAPa3Vrp0/mTckg+sonqd1tAajbywiAwjj7I\n/v2rMZvzyDNnBvXJ5qek8KHdHtQ3W263U5Zm4753jSxy1OA2qBS5FbLtOUFiGCmZNGAA5/fooe0Q\nV5kYO1YTpWTaEUdsyCFm+Nz//gxfmPjV1hYOs4mKD8bzRZWJhARQ1cgBN1RYJhuNrZLTqpRhM8Pd\nxfbt27n//vspLS3le9/7Hhs2bGDChAknZC06Ojo6pxKRRvFFoqP3H7HeY4RuRAeO3UFKltfV+Sqa\nlg8dGtQzu6Kujh5HEvlgiwtyvJlV/2x07/G335XDJ8ttfJZupGpJDdtcKisrBBJwezaK/zA0g617\nnLDTTMHDkVtqQmPlmWTkFInKykqKioooKysjKyuLjRs3Mn78+BO9LJ1uRhezpyAd2bUM/UPfFcIz\nVofBrsS6yurrPZUOiXWV9aSZKWsvt2NdpfWDeg0gvHivu/f3fUb0CTKlsM0eCO692pMFJN8uqEka\nj7rXb+IV6jKc3auXbwd4ldXKSqsVl5Satb8h2No/1DSqIDXVJyB/swpcQ+1wlRWusSINEm5XYFoO\nVJkwGGDFinLOP/9G3G4Hzuxnebi2lF//2kJDQ+wBt8HpDEpOAxiFiNmtsTOpr6/niSeeYPny5ZhM\nJpYuXco999yD0Rj9ZkxHR0dHRyOeUXwQWy9sONHa1nSBts45NPMCqitsWikRWlGUNzbOTE/3tbqU\n2+04Pj5CxmeSby8B3ILMzyVXvQtjjYexD/UnBkYXmJjxkonmy/aDUXMidoQcv8Hp5PnL0+HymC8p\ncOYYOYXjm2++4bHHHuOFF17gnHPOYdmyZRQWFuqeFWco+qd+ChLrrmUswrUrhGd3lxOfSoS6FVtf\ntDJk6RBfwAVNiFtftCLdkkOJh4Iy76HX1nhdZZCJ1zbrBv7dIy3Ifdj7dVxlJc2q6st6hrP2944d\nmPvVV+w6doyH9uyhr9FIamIiH2cnQP5BzaBCAAIURWX0PTZG7jRRUABpaWXs3evAYHCjKA6WLCnj\n8svji7Z5ZjNJikKLqvoEbaQ24q7C4XCwbNkynnzySY4cOcLkyZMpLi6mb9++3bwSHR0dnVOb9ozi\ni3b/EWkTvq3pArEIW09oQ6Lp70RFIdloZPb+/b4YuaXUyuxpEqMTnEZ49rI+TCk7TIIbBA1UvPOd\nrxrMZzy4xcxKg4ILlQShZWZdUqK4FZIPmrXqZ502cTgcLF26lKeeeopjx47xv//7vzz++OOcc845\nJ3ppOicQXcyegsS6axmLcO0K4dmd5cSRSC1IxbpSy86KREFqQWq3ryEcoW7F0ik1F0VVE4hCEUiX\n9Km3cBsMgdd2h2qkuSmRhAQHLmnkgbr+VLGXpBD3YW/5sPfMAkjyGEQ1OJ1B4nf70aOs+/ZbkLBT\nBCw+E1//rjbtHZIMCovvNOP9iO12v6mYwZDI8OF5cV8ji8nEYkMO8xr2seecRl85VneUGUspefvt\nt5k6dSrV1dVMmDCBhQsXkpmZ2aXn1dHR0Tld6ex7gkib8K2mC3hiqdocLGwjtWaV2Wy4pPQJ2SvP\nOYf8lBT+t7oGh1RJFArvj8ghtxIcTjCoIJ2Q94nEGFBKJJ0S64Zt2NL+jdmch8ViwWIxUWD3V01t\n3wGT/2TD/amZoj0m3Y24DaSUvPXWW0ybNo2amhp+8pOfsGDBAi6++OITvTSdkwBdzJ6itJU1jVW4\ndpXw7K5y4lB8Y2kyzeS+n3tCBXU4zHlmRKLwz5FVtJ5Yr8qU7sBBsoTdYDBZTFRlwmqbjQPrM/l3\nSSnDr9xAxbX9qZKZIKAlxH04sHzYIITP2CJQHHqv3V/2fusXraF4hKwioHDAgFbHCGcqFm1WbTjK\ny6FovImWwRcg59lReqhxDYVvL1VVVUydOpV3332XoUOH8o9//IOf/OQnCBHuQujo6OjoxEp77gki\n9b9G2oQPvJ9x2Vx8Nfcr7QUSv7CN0poV2mZTfMEFrNpmo8Wt9cS2uFTmVlpJHXKUG42akHUZIeme\nsxBLj/jjuhGs/acg927ztf+YTJag2exlm0G+bEJ1g8OguxFHY8eOHUydOpVNmzZx8cUX884773D1\n1Vef6GXpnEToYrYDdJdbbrzYy+00H2hGJAgksk3heqKEZ2cTdi6qpXtqd2L9t2CymMh9PxfrKiuH\nWhzsHgKDH28AV8CTBFo2+a7UVj21EPw+E7IVpDGHz79NQ4q9PgFqCOkx9ZYPRxKVgceUqvBnXwPW\n5CVBESwbMiTiqJwqMikjjTzMEMesWi9lZZpDo7rDhPJADldOt1E8Mb6h8PHQ0NBAcXExzz//PH36\n9GHhwoVMnjyZxMTELjmfjo6OzplGvPdLtSW1vqolJSk4mxptE957P7N/ZsGiVwAAIABJREFU9n5/\nn65Aux9SZcQKNO+ma2i10qoKYIjnQALWu+pQB8Lm+ZBbCRU50Dvbycabcn1eF4zfSF3fbXjbf2y2\nslbjisKNpdMJ5ttvv+WJJ57gj3/8IyaTiSVLlvCb3/xG96zQaYUuZttJV8xh7ex1CYNgwKQBQYLo\ndBGuodjL7VSv3cfgdJUdWZHnonbVuWP5t1But7Ol1EpuJSg39eHqpBocqsr1U2DKErRYmSBIvTu8\niPUS5DiMyqQlNqjQ+nGcqChC8OyQIa3e+/a/mShbYyI5HyyFkY+pKBLxUT/kOS3QywHnt/ieN7Ff\nPx4cNCjidQ3dULizf/82Z9WGEhTk95goHmqiK/7JOp1O/vjHP/LEE09gt9u55557eOqpp+jXr1/n\nn0xHR0fnDMBuL2817q89c2Z3/3a3lk0l/Diftu5lzHlmRBK+VqMhi4dE7Jn9aFMtJa9X82kO1Fwi\neD83F4tJG1VHrg3D6vNw33QQDBJVGyRAVZb2H8DEmhRMv/Svx27/jkOVWruNoiRiNue1Wl+4sXQ6\nGk6n0+dZ0dTUxL333ktxcTHJycknemk6Jym6mG0n7XUU7upsbuC6JJIe5/c4LcVrIN5Ame5wsyjB\nzZIFByjNzug299to/xa8n/fB0Ubu272bZ6ZKHE6QiXUMng87suCt6+DHPxzADbt6xPTvwlsK1aKq\nKG6FEUYzhfcF9+MAQYYVJSVwzz3a6zduhD097Jiv8GdpQ8urJhwfxJuPmZASxHW1DL67ngf+KyVs\nNraktpYVdXWkJSWRajQGiVcg6LixfCbh5unNnt25AX/Dhg1MnTqVnTt3cuWVV7Jo0SIuueSSzjm4\njo6OzhmI3V5OZeU4n4jzltfGe79kK7MFtdwIRcTv55FZBfOnwtYsGPE5vW5d1io7+lHtJg689x9S\nCn9AgVPh50aYtkCyKlXLsHo3ZrlVM0qU3golCTiBmj7w9gCuuSE4LoZrtykpgTVrID8fCj2bybG4\nEZeXn1mC1+tZsWvXLq666ioWLlxIVlbWiV6WzkmOLmbbSXuMk7ojm3smOgn7A6UgQQruf+k7HnzU\n0W0zSX3XvEVFKAJjspE7qqrYs7mBWfe7SXCC2yjIG6+5HxpUUJ0wqlKwM0tzEh49LpXacVofbJ6d\nqGv3GiRNflEzj7jPCFuX7KdguJmZ6emU2+38qKICh5QkCm2XecXHwG1aBhdgXmolYq8aZBQVWIaM\n0cS7Cz3Z0dI0Vj2chiVEx5bb7cw9cIB1DQ3aD5qaMAAJQoDHIbnA05sbT88s+IN8eTmMG+cvxSrt\noEnGrl27mDp1Km+//TYZGRm8+eabXH/99XpfrI6Ojk4HsdnKgtz1veW18d6X+NyPW7TS3r7Xxe8i\nb7OVITO3QeZWJAbfWrzlxOe5Kjn3q1vo/+FPEc7/QnjMnHIroDTLTubnkP+Oyme58EWWJEERqJ4J\nABk1qVQtSoUqLZ5tHdT6/CaTxSeeQzeTwS9oo9HZ8e9kpqqqimnTprFhwwbds0InbnQx207aY5zU\nkfmwEFtW92RwEu5uzHlmhNGtjYZTFZQtI1BvBfu/7N3y/k0WExmLM7T+Hrekako1W+drQVE4ABUM\nSAxCs/GXTkhIFEy6eQjDLnT6spXx9JY2bDZp5hHD7DieqWS5S+WlSu11q6xWWjxz7FqkZO6BA2y9\noxGkCk4F3u2PNGjOxoFGUYHmFLRRAuUtJz6uqkE/dwOTUlM5v0ePsOOBwhFt59nbP+t2a1/ba5LR\n2NjIU089xbPPPkvPnj2ZP38+v/3tb0lKSor/YDo6OjoxEK7k9nTGbPa72QeW18Z7XxI4b936opWG\ntxpofLex7fLkgOt90DgatzBikPjW8lHtJv60+3U+lTnkUsEvcKLkbkUa70B1ClxGhYocMG91kP2I\nlcwWuN0IDy6A80fWYDFsI2/gdbz86jCqqmK/LmvWtH4ci5jtrPh3MvPdd99RXFzMc889R+/evXXP\nCp12oYvZDhBv/2lHsqbxZHVP177YSJgsJoas70H1Ix/DllyQBqRT2zwAukXYOxucSCk1swmHJmQr\ncv3iNTFRYeJvM/jsziZyK2H41VpP7BjP65e+scu3C7wrq+3eUm9fafNIG9I7iN0jTEOpdThwKV7R\n6fnqVECqGET40t9yu51Vfa1wE5CaCgSvxdtjG4pRiFYOx9Foa+fZ+z5bWkBRIN6WGZfLRUlJCY8/\n/jjfffcdkyZNYtasWZx77rnxHUhHR6cVx4/vpra2hLS0GO7MTxE6qxUoUsntyUJXlK+GK6/1/S7O\n+xLv3FjpljElAAKvNyKRqczHKeczSlTy4/Ou4/8qyhipPs7/CDc/I5FnmYwTIzLrC9wLZrKh4iE2\n5vSnKgueeCUJHEcxqIATxlUcYkLWZIw4adldwh13/IuVKy2+uFVQEP295Of7M7Lex7FwOptEOZ1O\nli9fzhNPPIHNZtM9K3Q6hC5mQ+jKndTQ3UmA/bP3xxQ0O5rVPd1JG6/Jwt03NCOd2kgbY7Kx20y6\nAjcqMGpCFuDdq2DIWT24veh7fvF6U/Br7eV2su/w7wI/vFCQNyL6RkfgIPYVQsElVRKEwthqI+q/\nm/noXNiepf0Pnmc288nhJu2FCrC7D2xKJWG0jWcnmVuN55l74ADrGxq8spcVdXV8MGJE0PMCe2wF\nMKRnT4b17BnVHCocbe08WyyweDFMnqw9p6gIsrNju/l67733uP/++9mxYwd5eXksWrSI3NzcmNem\no6MTHZfrMNXVWv3k6SBoO7MVKFLJ7clAV5avBpbXdpR4EgCB11tKB5ls5a/czg6Zxadffc5C+RgK\nbo8xv5NkmniQBWRTQUVWLlVZ/X3HSr76bJSXj6O2qDgNQE4FRpwYUHFLJwMHlvH++5aYNwO8WdjQ\nntm2OF1Not59913uv/9+du7cybhx41i0aBHZ2dknelk6pzBnnJiNJla7YyfVuzsZb9A8E3thIfwu\neaSd87TxY+j1L//vunMDIHSjYsLefUy4uxGjExKSHFAU+bW2Mhs4JAYVFBcsORQ+sxm6k64FNhMv\nTs6BLBsXf2LEub8GXCpzE2D6As2Z8bDL5R+t4wZDspNJg0wUFJiCgmNJbS33Vld7XJL9OIG5Bw6w\nNiDYePt21+y1kZ9hpvDS2ObHhgblWHaeGxpASlDV2Eqtdu/ezfTp01m/fj0XXXQRb7zxBhMnTtR7\nb3R0uoj6+jWnhZjtzJgRqeQ2Xrpigz10E3HVFjtlafH5GnQH8ZQnB15vSSJbnSN8d7jDqUAR2sar\n1oGjUDjsZpRel7LKeiXVdXW+4yQJwehxqWSWprKu2Ma8oy5k1kAmSCMSJ4pixGzOIz09PnFZWBhe\nxLaVIY/FJOpUYdeuXUybNo1//vOfDB48mHXr1nHDDTfosVmnw5xRYrYtsdoZO6ltlSh5f998oDmu\noNmeXtiTdQ5urIQT/EDUTYDQUqbu2AAIvM7pM7W5tlPKzOx1NYLa9ud7MNmMW1EwSBVDooJyXmor\n997AnXTDcDt3L7FRMNxMWZkJ9zYTcquJS/rv0t6rhAQJORVQlSWpOnbMfzIFpv3KyMQELYCCx2jJ\nbg8rZL281dBAud3uu9EpL4ei8SYcDhMfJkJ2Gzv7kTIBsew8x1pqZbfb+d3vfseSJUtISkpizpw5\nTJkyhR49ekRemI6OTodJSYmxbvIkJ3DTWCRC87D12O2j2yUio5XcxkpXbbAH/k01DLezMrsS197Y\nZ4F3NtHuVWItTw683uvX51G1ry9cWwcKVMhcnDIRiQO2X4Lx88e45BeXYrJoPhEFqamssmoOxr42\nGQsMLTaxayy4Fvw3037Sh9xvdzLhghv48RWdoy7PFIMnm83GU089xdKlS+nZsyfz5s3jvvvu0z0r\ndDqNM0rMtiVWO7qT2la2NXQGrEgQSCIP8Q4lnp6TziiXOtFiONwuORDzJkB7zbBied/e5xiTjdQU\n1bS6zrFm0svLYXyRicHuHEYp/5+9M49vqsz+//veNC1YMJFaKZVNKaBFaEHHmQ6KVXRc5uvyg9HR\nUTuu1Rn1Rdkq4IYbyCqOMqN1QaqijoK7KIp2UKajgrQgVaEKZWmDpZKwtlnu8/vjNmmSJmnSJk1b\nnvfr5aukzb33SVpz7uec53yOlfPuMnN7galZcPNk0ofacHkZPi0ak0VioomGQTY23GTBPh0SHOBs\n3OosgLU2m56RBlQF9uNg7FhoGGRD+dXCpQ6gl8NXyAqaqrmND737eCM1pgj1/JYyzy0JXpfLxfPP\nP8+9997L3r17ufHGG3n00UdJS0sLflKJRNJmEhKOZciQeV2iKgtexkMfbcTSewI1vTayp7z1IrKt\nW27bkmC/7jpYuRIuvhheftn3Z96fqTvOsvKsK/gs8OqiamqX15I6PpX0/Oaj2dpKNLd2u9/vM86A\nxCU27BfsAaNGhTqMyWIBf/huNxdPvACBQvlL5Z5r+ZgfepGTA6NGwdcfpFPxQR4VwNcZMHhwdERn\nVzd4cjqdPPfcc9x3333U1dVxyy238PDDD9O7d++WD5ZIIqDTidm2bLlpSay6M3uW1eugPBuMmeB3\nCVupDUuxnsFLy0vz+dBtaYuS/wzYPrf2oVv/8GaLRko0nJPbq980GMEEYSTV1khNJ8J53T5JCVXR\nDSr8KrDhCml3MPtOM/G9YqKmLHBwC2b4VDfAyurVJmZusfLpAMHkBTCqDOp/fwzfn6RXZAX6uBxX\n41iBiv8ZOXKyDeaXQaLgbReoe70WJYCqYzB8lQJ/3oVAkOQ3IzZSY4q2GFmEdjsuoaCggPLycs46\n6yxWrlzJ6aefHv7JJRJJq+nefXCXEbJuTDkmrOlfIrZtJN79rq1NsF93Hbzyiv5v91e3oHUnYjNz\nzeRMN1FqM7O0PPAs8OqiarbctgWAfav2AUQsaFtKDkdyr2KzlbJq57usbDiV3/U5n+HJyQHHvuXk\nQMliE8Xrsvh2xHa+1vZRoQ4ju3yYbupE+PdFN98MX3/d9Pinn/RqajSqqF3Z4Gn16tUUFBTw3Xff\ncc4557Bo0SLpWSGJGZ1KzLZ2y02TAO1FxrhPcAxZE1wMV2Sy5zoHmt3FnnnlPmLGVmqjLLcMYdfH\nnliWWMj+PNvz85aqcf4/9xfD0aStPbYdwXAqmCCM5eihcF63T1KicQQOKs3e53CEtP92r2NusWKo\nNcNGk09w8zZ8WmJQcdJ045EzAGZmmvmiXOXHYRrbhqssyujLu1u34hACAwo5O/uytu8unEKwZngl\nXNAbjMJTfdVAn7MH4FBg3lDEDybyM4+n/2VWxhi3kG79Jzb0/28iNaZorZFFsG1YP//8M1OnTmXF\nihX079+f119/nSuvvFL23kgkkjYTrX7XttLarcorVwZ+HChZm5PjO2PcWxTWLq/1OU/t8tqIxGw4\nyeFA9yoBvTJspawvO49ews5VwsjkAwvYqpyG1jjT3H97tL7jx0SpbSDnbrDR4NQoO03BoYBBadoR\n11LPqrvPdd48XcgKEb0qalc0eKqsrGTKlCm88847DBw4kDfffJNx48bJ2CyJKZ1KzLZmy42t1EbZ\nuWWIhkYB+oJCdsnfMQ0ILDJCiRlriRXhEJ7nCrvw+XlL1bj2nAHb1mt1FMOpQIIwHJEYKhscylTK\nmGJs8XV73psGrVEFgpKgkLEoI2SfdKC1ZGLj479a+bi7kfmXVfIeGgkLVW7dlEXeGSbItDG7qvEm\nI8dETo6JPJvvjUepzUaxxcJvevSgXghu7tOH4cnJnl3CDjus2eCEPgIMQIJ7PI8CiY2C1q7Ak4NR\nzQ60b81QYUIDjt1l4u/mCsrLL2ebXxIpUmOK1hhZ+G/D+vjjA7z77iwWLlxIQkICDz/8MJMnT6Z7\n9+6RnVgikUiCEI1+12iuJdLrX3xxU0XW/RiC398E22abOj7VU5F1P44E7+s57Bqr3t3JlSHui4wp\nRizFFmqWWBAOgZKkMHK1XjBYVf4RvTQ7BkVDKA6yRRkVDAMCb492k2My8fnILIo3WiHBTM+noW+d\nHo8rMIXVs5qfr7voez83WlXUrmLwtH//fh555BEWLVpEUlISs2bNYuLEidKzQtIudCox25psqbXE\n6qmkAgiHCFllDCXizLlmFKPiOZ+SqDQTOy0JrfacAduWa7Wn8I6EcPtZg2WDwzGVyliUgaPOEfQa\n7vdm+8zt7PtkHwgQLoGjzhHWWioy9f7TE8udnPjnXRgcgtwEhbdPFmw+DUCj/2VWMMPY8nIaNA2D\nS+Wpblnkj/a98Si12cgtK8Mumv7Gyw8e5Ma0NJxC6JVWtXH+rUNFUTSEU0X9NI2E/6RxySIL1dWw\n7tE0tO9MCL/1l5WFTiKV2mwBM/rRomnOrIaqLuWpp2ZQV2chLy+P2bNnk54e/R4uiUTSfsTbmyEY\n0Rwx0964txT798xGmqR2V2FD9cwG+/3ZSm260aVBQRMCZwLM7LuXfdXV5Pt9bruPKx9bjlavIRpz\nrM4GwdI3Ktnt7MP7R3qzINGIEA6cGCkjG1VTUFTRbHu0PzkmEzlnm+BszxUBKJkdfs9qV6yiRgOX\ny8WSJUu45557qK2t5YYbbuDRRx+lT58+8V6a5CiiU4nZ1mRLzblmlETFU5lVjM0FqM81Qog4U46J\n7JLsoD2zXY32FN7hEG4fb0vV9ZZMpRx1Do8rcTBMOSbfrLUGxhRji2tZ+kYlhZcfxCEEV78HN9n1\nY3EJstYrbD5FoKnw9f797Kivp96l98dqQuOOZ60MV00e9+ESq5Ud9fU4hK8EdQvbRFWlQdPQ/MQr\nCZCWD3ln6JXe0lIY+xPYDaCq4PDS5OPHB08ildpsjC0v9/RaxcIFMycHFi78kocfnkB19bcMGZLD\nokXvcOaZZ0b1OhKJpP3pCN4MXRV/0ydoXZI6PT896NbiYL8/7+9rKnzwR1h1IVQMg+W1tc3ELHjF\nysZwpim6kWHRoAN87ziIlpDJZGUB2VoZZbVnsuW1P3LNxCN8lVjLuNTUVsWeSHtWu0oVNVqsWbOG\nCRMmUFZWxujRo/nwww+lZ4UkLnQqMQuRZ0tNOSayP49MgIYScR1N4LWFjpoRD4a1xOrZ2qs1BO/j\nbam63lZTKTeOOgeo6GJUJWBl1vt69Ql6YG7Mq1CWDQ4jCAc4FYWyLX2BnQgF3q6rwwAIuwIGAU4V\n13qzPk4n0+ap2Cr6pX2ciBMVhby0NEb27MkT39Zy6KNURmaYuHiKjQLXHl18Zu0hLzMLMDXLOG/a\n5D/cPXASqcRqxa4Fd8FsK1VVVRQWFvLvf/+bvn378sorr3DNNdfI3huJpIvQEbwZjiYiifnhPDfY\n78/7+wbgl966kAUYn6pvVfbf1WPONUOigrNB4DLARxc1CWAFAU6FCucwKpzDuWJTFv836RBzXTuh\nHubu3Mmg7t0DiuRQyGpr69i2bRuFhYW8+eab9O/fn9dee42rrrpKxmZJ3Oh0YrY1dCUBGi06Y0bc\nmGLUhSMErYRCy9X1aJlKmXPNqEnBRbBuLGFizKIstlVuZ/6AfWwe1vTzimEwdQFkf6vw7WeDqRjY\nKI4b44FLAB+neTLVqqoH3BKrVa+4Np7HAFyRkgJAWmIieY0jae78oRJHdw3+z0bV5GSottKQqh/X\n4Cc+vTPOOTnNh7sHSiLlms0kqoFdMNvCwYMHmTNnDvPnz0dRFB544AGmTp1KcnJyVM4vkUg6Bh3F\nm+FoIJKYH+5zg/3+vL9vSFS58NIT2XvcQa6t6sE5Sx2sPaOaC5IqfXf15JjY9HIaX62sYUN2k/gF\nMCoKBUmDKfvZwfgMM/mPmLiwfDs0tfMGrfi2hKy2hs+BAweYPXs2CxcuxGAw8NBDDzFlyhTpWSGJ\nO0eFmI2UzlaxbA2dMSMeTiXUTaTV9dYkPEKJZm8X3hEjKpi+6COMojeqyEQBLk1J4eKUFOpOcpCS\nbeb1l0xQZgOnorsMAwahoGzrifO2SjBqqJfugcwscjGjKnofEuha98xjj2X6gKat0bOrqnCg6UpX\naJBtZcOLZrS7VEjQtx6n7DJD6N3UIckxBXfBbA2apvHKK68wbdo0qqurueaaa5gzZw79+vVr03kl\nEknHpKN6M3RFWor53vc94d4fBPv9+X9/TI6Jy0ttlF9dzja7hsuoMGi+4Lthvrt6kn7Xk1d61fhc\nQwFuSktjztB0T89rURHsrEyFi/d5kr/uiq8/brfilDE26vrGzt+hK6NpGsXFxUyfPh2LxcJ1113H\n7Nmz6du3b7yXJpEAUsx68HazrSyo7FQVy9bQGTPiLVVC40EwEex24R06tJRZs8aS5LIzXzUykQV8\nRyYf79tHYf/+elAdAMP/A8XFJireyubLZAuaAMPnaVwy3co7SY19s+hBf/qAASwePJg7t27FJZrP\ngAW9ampExeHUwKlCmZmdP5hQdmQhRlhRN5qp+4sJRrft9QdzwYyU0tJSCgoK+Prrr/nNb37Dm2++\nSY5Ml0skXR65c6p9CBXz/SuxGYsywr4/CPb78/++79ZjwenlCt8P8zVvqnM4PPlq0HVqN1X17DYC\nXcjedhtAOlRA5u21TBiVGrAq604qNwyyoY0sR92mkRQjf4euytq1aykoKGDdunX87ne/4+233+a3\nv/1tvJclkfggxSy+H+SKqiBcuvtrZ6lYtoZoZ8Tbo5rd2jXHo9LuNpYYNaoEo9GOorhAwAg2sJHM\nZj2mmwZU8/PttfRal4py21BwgR349TPodk3zrbz56elBB8aDLjL/c3oWtzxlpWKZPmoHFRJ+NKF9\nb+owA9p37tzJtGnTWLZsGX369GHp0qVcd911qKoa76VJJJIYEmsn9HhSXVQd0gE42thspUGNMb3j\nX7D4afloI1qDCzTFY4IY7Yq5v5i+9coMuvc54POcXLOZpMbWFYOicFNaGnlpaT5/H8uXex3wQTp9\nHenkf6w/LCry9XtwJ5W1EVYw6i02sfB36Irs2LGDu+++m9dee40TTzyRl19+mWuuuUbGZkmH5KgQ\nsy0FFu+MoRBCF7ReQ7W7KtHKiLdn/22ka45Xb7DbWGLdulwMhkTAjqIkspmRGAQ+wrSouprbtmzR\nDxy0D2Xmr/BqP6gwseZpE9f2z2LYX5rf9LVUFc0xmXjuPBNjH9WdihMTYdEiqKsLbHbR0vD4aHL4\n8GHmzZvHnDlz0DSNe+65h2nTptGjR4/YXlgikcSd9nBCjxfVRdVsuU3/PHe73cdS0NpspZSXj/W4\nzbvngEPg+Ofv1G+zlWLpPQGMs8CRgJKY4CNg3Y7/bY2b/snoikxYWq73zS7ds8fzN7A6K4u5O3ZQ\ntsvOf57vycgMEwxvik3jx8OqVU3nHT9e/9pUsW36uWe020YzmkNFNUTX36ErcujQIebMmcO8efMA\nuP/++yksLJSeFZIOTZcXs+EEFv+MYUtzRiW+dOT+2/Zem0+1IcdETk4ONluTE/BiMptVI5bX1vqc\nQ4zeC7+pg4/SYFUar95r4stcE5t22ZhZWaUbYIwO7zWE69bo3eMbanh8WxFC8Oqrr3L33Xeza9cu\nrrrqKubOncuAAW1o3pVIJJ2KWDuhx5Pa5bXNHsdSzFqtJWibBkHZCLTsjVj2rsP6Y3rYva9Wawki\ncyMsmAxlo0i7+ExMObkxSQR7J6NLqqo8fwP1mkaxxUKOycTi3bt5e28ddAMuPsBtC8B4Zzqa1hSb\nnnnG33EfnnjC91pPPAGbN7vjn4mUnlmyZzYEmqaxbNkypk2bxu7du7n66quZM2cO/fv3j/fSJJIW\n6fJiNpzAIk0o2kZH7r9tz7UFqzZ4OwHnQLNAOj41lVX7vGwZFSBRwKU1cOEetMlZzP0A3j6rHPpq\nrDqgwtqsiARtS8LUvR0rnOHxreWbb75hwoQJlJaWMmrUKJYtW8bZZ5/d8oESiaRLESsn9I6Az/zx\nxsexxLhlDEweqc95M7ioURLBtS3s3lfPHPFhP6IO30Za1t+B2CeCc81mEhQFlxAI4AWLhWMTEnjl\nl1/0Jyjo7oZjanF8oN+zuWPT9OnNHff9xq17HjfFP1PjfxJ/vvrqKyZMmMBXX33FGWecweuvv87o\n0W001JBI2pEuJ2b9e0dCBRb/XsrOImI7mtuyOxngnuXbkYhloqLUZqPYor/mvLQ0n2pDvUujeKOV\nnLN9r+e9lZfMpuML+/WjxGplw8GDODU9uKMCCRqGM6xUnwAYm9yJl1dafcRsW7cIRzo8PhKqq6uZ\nPn06xcXF9O7dm+eff54bbrhB9t5IJEcp0XZC70i4k+Xt1TPrWNcXnNt01yRh8IxyC7f31WQKPEc8\n1ongHJOJG9PSeKamhlM3w6gyQdmZe2AwTUIWYE0qRiOeymyw2FRQ0LTN2P1YEppdu3Yxffp0Xn75\nZdLS0njxxRe5/vrrZWyWdDq6lJgN1DuSnq9/MPsHlpa20HQ0wegmWlt/YvH69izdg2bX2LN0T4dy\ngY5FoqLUZuPcsjIaGtO/L1gsPDl4MAmouFwaQig8+4SRvIQmcVlaCrl32HAMs6LucKL9eacnXhuB\n/4wcyabv4PYVFrjQAqoAp8rVp5gZczp8fUDVx+w4VcZnNN1YRGOLcCyGxx85coSFCxcye/ZsHA4H\n06ZNY8aMGfTs2bPtJ5dIJHHHbrFjK7W16vM1Wk7oHZH0/PRmIjYWMddWaqN+Rz1KgoIQoskGGFAS\nlDYl6ttjx1peWhpfrbYwa7LA6ACt2MGuBU0zZnutP4HZl6Uz/J6WY5O7Uuu//VjSnMOHDzN//nzm\nzJmDy+VixowZTJ8+XXpWSDotMROziqJ0A9YASY3XeVMI8YCiKL2A14GBwHbgKiHEvmDniQSrtQRN\nswMuNM2O1VqCyZQTMLCE2kITL9OgcIjG1p9YvL7WrKsjJgzCddgssVqxe+1rsgvB8zU1JO1PpKFH\nPSgC1+2VzP0gmbcaX1vxOhv2WeVg1HCp6Jnnxhl5DqDYYqH/mqGnTGRaAAAgAElEQVSIhSa9Xzbb\nCmVmavuayJ8OP32RwYq9tYw7PtWnKhutLcLRGh4vhOCNN96gsLCQqqoqxo0bx7x58zj55JPbfnKJ\nRNImohmbG3Y3UDZ2A9mrR3aYz/COSCxirs8UBoNCzzN6cmDdAV3QKpB2Y1pY1whlIEVmBfU167B8\nlM13BwexZojDExv9Y2Uk7tTez31iTxpORw2KBsIuyH7qeCpucsEXqUz5fbpHlIYTm/LzpYgNhRCC\n119/ncLCQnbu3Mmf/vQn5s6dy0knnRTvpUkkbSKWldkG4DwhxEFFUYzAl4qirATGAauFEI8pijIN\nmAbcHY0Leno/Gj+Uzebc4M8NsYWmIxsatXbrT2sGosdyXe2RMIhULBdVV3PH1q1ojbNbvR02/bfx\n5prNJCqKpzIL8PWBA+AuOiqAUePHgRZmV+lBm2wr2N1bhfEIWW9ycyEhAZwVJn2cDnDMEChaa+NJ\nUYn9OI0nhY0rbMn6DUQp7NgBBoN+fLxH7nz77bcUFBTwxRdfMGLECD777DPOPffc+C1IIpH4E9XY\nLBqcWD7aiClH9r8HIxYx12cKA4Ieo3pwaNMhT0xNy0tr+SQELwLYbKWUvXIHYtIssNtxqj/w3wkq\nD1+usigjg4LKSk/Ps//jUO7Ubm+JBk3D4FJ5Lj2DgUl7cNVrOIVK2Y/94G792JRLfY/tiAnwzsI3\n33xDQUEB//3vf8nOzuall17inHPOifeyJJKoEDMxK4QQwMHGh8bG/wRwOZDb+P2lQAlRErPBej8C\nPjfEFpqObGjUmq0/bRmIHqt1WYotaPUaiNgkDCIVy6U2G3du3YqzUZw2eDlsFq21ccezVlzrzRju\nN7F4MeTnm/jH4ME8X1PDQZeL7w8f1rcMuwVqo8b9MaOGe7dBkqoy7vjj4RcCClkj+parnKGwZg3M\nnQs//giVlfDee/C+yYp2g++cPCpMnu3FCQlw662Qlxf7sTqBsFgs3HPPPSxZsoTjjz+eZ555hptv\nvhmDW2VLJJIOQdRjswL2blsAKWaDEYt7Cv9zpuWl0XNkT09LVbjxNFgRwGotQWwYBnYjCAMGl2DC\nE7D9ZI3lplofN+rltb6P1622kP5j072AdyW2xGqlQdNjmSY0bi51ULIoC2WDlQnPmqlw6etWVX2M\nnBtbqY2y3DKEQ6AYFbJLsqWgDYPq6mpmzJjB0qVLOeGEE3juuee44YYbZGyWdCli2jOrKIoBWA9k\nAIuFEF8pitJbCFHT+BQL0DvIsflAPhCRNbi3c2yLzw3SS9LR3Y0j7YHxzwrHYiB6JOuyldqwvGDx\nCD53b080iTQTXmyxeIQsgKooWJ1OMr/+mh/shxHXA1erOCdnceedJhhmo8BV6RnunoC+VdgbxdDU\nwlSvabzq59KYqfZkSEoSaUYjI/emUfJPE+TqYvStt2D2bLjvPn37sLrejOF6FcVrTl7JsqbtxQD9\n+7e/kG1oaGDRokU8+uij1NfXM3nyZO69915MXbQXTiLpCkQrNg9hMGgKvz48CFtu63pnOzP+hpPB\niMU9hb/x4qFNh6gsqESza9i+sJE8PDms6wQ1gDLnoox8A6Fq4FJRUFAEnF6u8Pv/l8oXNpunEjs+\nNZX/WK1oQjC8AoZPsbDNLnAZFXa/3pfbzbuxaxoJqPz2mwzIUkHV/R+09Wa+Pb2Cy6aVMCUnl5tu\nykHT9ASt9y4jS7EFYddjtLALLMWWo+7vLRLq6+tZuHAhs2bNwuFwUFhYyD333MOxxx4b76VJJFEn\npmJWCOECshVFMQNvKYpymt/PhaIoIsixRUARwBlnnBHwObEkXu7GsdhGEygrHE/3ZmuJFeFyK9nw\ne3siIZJMeKnNxgsWi8eMyQD8OTWVuTt3etaIAUCDP1hwjrTy/M567Gl6JhohuLVPHwAqDh+mXtNI\nT0ri3b17Pef0NmdEAC6FyskZPLdYf91jL2hu4OTjMPyTiUXd/Obk5cbOgbglhBC8/fbbTJkyhZ9/\n/plLL72UBQsWMHjw4PZbhEQiaRXRis1DlaECYUDY6VDtOO1ByF7TAHjH3FAiONJ7ALfxokWxIDTd\nBCpQAre6qDqow3KgIoDJlEP2tYvZYaug7v5BemY2UeHWKwczOj2d4cnJnmorNMW34WW62FRcepz4\n5P2dNPxFP9zl1FhT5oAXszyeEJlqBZmZY9m2zU7//okMH76a8vIclABtOJKWEUKwfPlypk6dyvbt\n27niiiuYP38+gwYNivfSJJKY0S5uxkIIq6IonwMXAXsURekjhKhRFKUP+sZLCbHrIzXlmDjxrhOp\nXVFL6jjf7UeRBs5oiO1A26OiTbBMuPd2JypMlJTAjrOsuBqrsgpwa58+/Fxf73tCd6S+yIJIEGww\nKCQoCghBoqrqW4S9qpGlNhsf//qr3hekKEzs25cnd+/miEsDpwJPDMa1Ub8+BDZwau4w7DsnLxYO\nxOFQXl7OxIkT+fzzzxk2bBirVq3iggsuaJ+LSySSqNHm2KwAKh2uHSdahBKdwXpNwzlnMBEc6T2A\nT9+sKlAMCkIRzX4f1UXVbLltC4BnVGE4I4NMphyGT8/Blts87nu7Uf/txx9xNM6L3ZAF1yeAIsBp\n1B8bFAWhCYRThTI99ro9IUb8pQTQ30ch7Jx2WgllZTk4nVA8zcbH1VZOHmfm8rw0LEv06qySqMTk\nvqGzs2HDBgoKClizZg3Dhw9n9erVnHfeefFelkQSc2LpZpwKOBqDZXfgAmAO8C7wV+Cxxq/vxGoN\nnY1YGU9VF1Wzc65eZdw5dyfdB3UnPT894sAZLbEd7S1XwW44/KvPbuMJ93YnMSkL10YTymlmmK+i\nJmgkNQrTTYcOsWpfk5GnqsBZCSl8odYhFNAQ3JzWh/7dugV0bww0R/GK44+neKOVFyabcW00+VRT\ng1VYW3IYjpYDcTj88ssv3HfffTz33HMcd9xxLF68mPz8fBISutSEL4mkSxPV2Nx3B8pFL5Jx5a1d\nrirbUuU1EsNJb0KJ4EjvAfwTwxmLMnDUOZrF1drltT7H1S6vjWj+baidXP47m74fBitfOI49n++j\nLFsfs1PYty/7qxN4bqJZNzcEGnPBlJXl4nAkIoT+Ph78egzXKVXYhJHL11RiRMMxV+Udsrj88+wO\n2/4VT/bs2cM999zDCy+8QEpKCk8//TQ333yzjM2So4ZY/qX3AZY29uaowL+FEO8rilIK/FtRlJuB\nKuCqtl6oqzjcxcp4KlggizRwRlNsR2ubs/8NR0bDJzjW9Q34t1BitXpMKjShwTArYoMJyk1QkEXC\nGVYW3Wr2yTg/X1NDelIShf36ATC2fJ+nT8i/GuuP/xzFHJOJnLNN5C1uXk2NR4U1XOx2O08++SQP\nPfQQhw8f5q677uKBBx7guOOOi/fSJBJJ5EQvNnevR/zlZRwnDQVGx3LNMSVQQrSlymskhpPehBLB\nkd4DhJsYTh2f6qnIuh+Hw3UVFaz89Vcu7tWLlzMzm/281GZj5vbtPn4TLuCpE604r9U3NKmAOSGB\nOWcPIO9fUFysP+/YY3Wjw4qKHCZPXs3IkSWce8IYJlS50NiGpikoiEbzf43Ny6zkzRnQqe/xok1D\nQwNPPPEEjzzyCEeOHGHixIncd999mM1db5eERBKKWLoZbwRGBvh+HTA2WtfpyDNhIyVWxlPBAlmk\ngbMjujz73HBsGsTWKfUIx7aAfwu5ZjOJqqpXZhUVsdmMozE7zGYT4gcTdV73ZPnp6eSn+2av/aut\nrSFQNbU9K6zhIoTg/fffZ/LkyWzdupVLLrmEBQsWcMopp8R7aRKJpJVEOzaraiJGYwpVVbMjEnUd\nhWAVWH/RadwyhqplVT6xORLDSTehRHBr7gHCSQy7q7DBemYDcV1FBa80mha6v3oL2lKbjdyyMp95\n625cQuhbixvbcNx9tYHi3Pz58MMPOWzblsNtf63C5diGKvTdTwIFJwInKvtPjv/9RkdBCME777zD\nlClT+Omnn7j00kuZP38+Q4YMiffSJJK40On3ILS2WthRq7mRVizDeR3BAlmkgTOc57f3++p9w6GU\nn45wGIL+Lfhv/WWxieJiWLIEnM7wTJT8q61dle+++45JkybxySefcMopp7By5UouuuiieC9LIpF0\nIJKSTiQj434qKwvCNkJyE64TcKwJVoH1Fp3GLWOovNyFZg+cKI2UUCI4VuaM6fnpPiK2pVi98tdf\nQz4utlh8hKwCJCgKWqOAXZSRQZ3DETLxO2cOXHFF066kTMyse15FaBpOVJ4iAxMOvjOYefqxrh93\nw2Hjxo1MnDiRzz77jMzMTD7++GP+8Ic/xHtZEklc6fRitjXVwq5SzY3kdfgHMjeRBs5Qz4/H++pz\nw3HlGCpfdoX8W/ARo41Z4pHX2VheaWV8hrnRZAlKSzvutt9YsnfvXh544AGefvppjj32WJ544gn+\n9re/YTQa4700iUTSwUhMTOPAgQ1oWj0gwjZCitQJOJaYzbkoFSMQG4ahjNyMeWSu52du0Vm1rArN\nvq3VLTaxTPKGcikOtZ6WYvXFvXp5KrLuxy1xc1paUB+JQDSPsya6PZXFs3dYWa+Z2ZJg4qab4Ok4\nzU/vSNTW1nLffffx7LPPYjabefLJJ7n99ttlX6xEQhcQs63ZlhMro6X2pqO9jnisR3cnTifX/Hdy\nLjCRvLrlmwbvAEqmjQJXOfYBGl+4VIbbsqDCxNixzUfldGUcDgf//Oc/mTlzJgcOHOBvf/sbDz74\nICkpKfFemkQi6aC4XIewWJbgtntXFENYRkitdQKOCRWZMGUhNAhIUmBkJvgtpS0tNrFM8kbqUux2\n8z/ro/qAsdodG1PG2BjWN5k/HHcca202ehoMjPHrw8xLS+PZmhpcAlAgUVFa9JHwWUspAePs6HwT\n6nDTUZlMDoTdbuepp57ioYce4uDBg9x555088MAD9AojuSCRHC10ejELkVcXO2LvZ0t4j5RxB4uO\n9jraaz3u9yLFaKSgstJjyLQ6K4ucFv4W1q4t5dlnS1i/PpeHH87hrx83mULZNY0SqxVKTAFH5bRm\njW3prW0vPvzwQyZNmsSPP/7IBRdcwOOPP86wYcPivSyJRNLBcbkOIISz8ZFCWtpNYYnS1joBh6K6\nuoja2uWkpo4nPT0fCK8iai2xIuyApgSdl9sWPwv/JK+l2BK1Km0kLsXebv4jeissTFSgQaCoCsYU\nI6WlkHuHDUeuBXHQgvKzQBEKmio4pGnctkUXzR4fiQoThkkjcZ1rwaDCP64IX8iCHleDxdmO6CHR\n3vh7Vlx00UUsXLiQU089Nd5Lk0g6HJ1KzPoHptb23MTKaClWeAchj2gzmVr9OlqzLSkc2uN99X4v\nlMb+HI0mIeoz67W0yTkxLw8yM0uprx/L9dfbufrqRKZOXQ1lmSRmqZ73Ntdshtzgo3LCoWitjTvr\ny3EZ9FE/7t9XR+P7779n0qRJfPTRRwwePJj33nuPXr3+yLvvKuzfL28mJBJJaAyGnqjqrx5RmpaW\nF9ZxrXUCDkZ1dRFbttwGwL59qwBIrvpzWBXRcJOw4STNA4ln7/MrCQqWFywIl4hKlTYSl2JvN/+N\nmYKf7ksh4/5fES5BZUElq24H+6xKSNRAAaGAQOhFdwUQMP2jWnCmk5+vi0/XRhNsMIEBNhyE2WvC\nr6bm5rYtznZlNm/ezMSJE/nkk08YOnQoH374IRdffHG8lyWRdFg6jZj136qT8Y6ByqQLWt1zEyuT\nhVjgHYT8RVukr6O1w9PDJVbvq/smYd3Qeuy99PdCFYLTqGAEG9isjCTX3GTQWVqqB8cMu41srPz9\neTP/WF2CwdA0nP3000vIOyOHvEw/h+Kc1o/KKS2FO5614rxeA6AhgMiON7/++iszZ87kn//8Jz16\n9GDBggXceeedrF+feNRtr5ZIJK3HYEhutShtjRNwMGprlzd77Ci5MKy2l2glYYNtJ/Y+f/2Oemqe\nrdHXVK9XadsSLyNxKU4xGlG9HIaH1Cfi0gRooDVonHCoFoyaPktHAN4mxY3//nVFKrd9AD/9BPv3\ng8HQ9JSiIn0yQLdu4cWOnDbE2a5KXV2dx7OiZ8+eLFq0iL///e/Ss0IiaYFOI2b9t+rUfrIN7ZIO\n0nMTY7xHynjb3LeGtg5PjwfeNwnDExVGzFfYmCkYoVQwn8kowo5CEpmMxN3sVFICg+025lOuD113\nqGx5awyDr2h0PlYSufXWXI/phL/YbO02p5IS0Nab4WoVhIZBadvvK5o4nU6efvppHnjgAaxWK7fe\neisPP/wwqal6Nj/Uti+JRCLxx263ADBgwPS4riM1dbynIut+nBxB20s0krChPCPc57eV2rAs0Suz\nCLC8YCEtLy2kqWI40wpaiuFrP6nmv29sZWiW4IfTFBZlZDDoB9ii1ehP0OCEQUYah7rquIfEOiFp\nXzcalvaHD/TrzJ8PigKqCn37QlVV07UaGppix913w4oVMG6c7lzsj9xOrOPtWbF//35uv/12Hnzw\nQY4//vh4L00i6RR0GjHrvxUo9YIMbFHuuXHT0cb2+I+UaUuVr7XD0+OJ900CdsETe/rw5R+7cVb9\n57hqHIAGwjehMSbFhlHZjlFonqHrQ44MYEQUt7YFIjcXkh420TA1C/V0K0/d2jF6ZletWsXEiROp\nqKjg3HPP5fHHHycrK8vnOXLbl0QiiYSGht2UlZ3D4MFPefpU44H72j49s+m0azuRz3Zig0L9jnps\npTaf65pyTKTdmEbNMzUgQLhE0IpxtIyjbKU26i/byvV2wdVGWHyHIMlQy4ED3XSxqgEqNOx16LuJ\nG7cUo4AiIDFBZcKRU5n7QdO1hQBN0xOf3kLWTW6uLmTnztUfu78GErRHOytXrmTSpEn88MMPnH/+\n+Tz++OOcdtpp8V6WRNKp6DRiNtBWoGRb9IVJRx3bE635psnDk0m5IgV7tZ0+N/eJe1U2nMSBfyJj\nxEVpnD3AhM12EeV75jVLaNhKbbgKyjkDDYEeqxOSVEbkmTGZBsS0gt+0dcpEbq4p7lnnLVu2MHny\nZN5//31OPvlk3nrrLS6//HIURWn2XLntSyKRRIoQDrZuvYPk5OFx3R2Vnp5Peno+tlIbVUurMKYY\ncdQ52i0p7b5HsRRbsCyxUPNsDXuW7ml2D5GWl8aepXtarBhHazqAtcSKwSHcOV8mPAEG9rHLAE6D\nXox1GkE5qwcqVlxC6D2yTviN8ThuThhI3W4ThYVQVgbZ2fDkk1Bfr4taf6ZM0WNHnl/79IoVUsx6\n88MPPzBp0iRWrlxJRkYG7777Lv/3f/8XMDZLJJLQdBoxC823AkWz58ZNRxt3E038hXry8OR2vba/\naA03cRCspymYiYjndyhAUaHX+ccxcObAqP8egzkWh9o61VrTskixWq089NBDPPnkk3Tv3p05c+Yw\nYcIEkpKSQh4nt31JJJJIEULrEK0+npjSoHkqjmpS+ySlS202StKtnHUCCKcIeg8Rbo9utKYD+JxH\nAUXT/xMCPvoj/NIbNmbDX7ISuPTTwbzdf6teknWqpJcMpGChqZmPwhVX6OaKL7ygV2cVBUaNgptv\nhvzGAv24cU0VWfdjCezbt48HH3yQxYsXc8wxxzB//nzuuusuEhMT4700iaTT0qnEbHvQ0cbdRJN4\nCfVgojWS9QTraQqU0PD/HUZLyHqPBNpw4ABLLBacjWYa4TgW22yllJePbbVpWTg4nU6ee+457rvv\nPurq6rj55pt55JFH6N27d1SvI5FIJDoqqpoU1Vaf1uKJKVrjN7T2iXUBx97YRdB7iHB6dEOJXu9E\nKhCyBcn7PMYUIxUTtoBdr8auuhC+HwYJmsrbD5rJTTWRuDgZxzArxs1m0n4beEyd+7+8vOA7edxV\n2FA9s0cTTqeTZ555hvvvvx+r1cott9zCww8/zAknnBDvpUkknR4pZv3obGN7IsGca0ZJUBCaQElQ\n2k2oBxOtkSYObKU2LMW64Ugo04xo/w6LqquZVVXFjoYGjzeGu60IAo8FCoTVWoKmxc607LPPPqOg\noIBNmzYxZswYFi1axMiRI1s+UCKRSFrBMcecwkkn5cV8p0m4eGKKd2W2HZLS/mNvNr3ch8t+7Nbm\n+BNI9HoL5wRFQQCuEElVd8U49++62P3nsXVsW11HWTZUDIOBR3qyfUoGX1eY+BooLDRhNpvI/bt+\n/NKlwX0UWtrJM2eOFLEAn376KQUFBWzevDmoZ4VEImk9UswGoDON7YkY4fe1HQgmWiMRnbZSG2Xn\nliEa9IVbXrCQXZIdcSU3Uoqqqz3D4r3xFrXhOkybzbmoUTItKy1tyoinplYydepU3n77bQYOHMib\nb77JuHHjZO+NRCKJKQZDctydjL3xr0K2V8+s/8SBM8amMWBcbK7pLZy1xqZVQZBZ6zYb55aVYReC\nREXh8+xs+o9J4bG0OjQgUVE44Y0Mtlc0HVNWBh9/3BRjFi2Cujrpo9Aatm7dyuTJk3nvvfc4+eST\nWbFiBVdccYWMzRJJlJFiNsZ0JGdka4nVMxIglItitAklWsMVndYSK8LepMCFI7L1B+tvbYnltbUB\nv68CCYrCTWlp5KWlhXXOYD2+kVJaCmPHQkPDflT1EWARSUmJzJo1i4kTJ9KtW7dWnVcikUgiweGo\npbz8wiYH4TjiHWsHTB8Q82t4x55oThxo6Z7BWzj7V2bdSVX3OT44aT8NaXrcbBCCaT//zDcHDiAA\ng6Lw5ODBdEuFDKoow0wFJsaPb4oxcuZ467BarTzyyCP84x//ICkpiccee4yCgoIWPSskEknrkGI2\nhnQ0Z+R49gO3tVJqzjWjJCqeyqxiDH+btPe2rHD7W92MT01l1b59PpXsP6gnkDswuVU3LdEwLfvs\nMxf19UsQ4h407RdGjbqB99+fRZ8+fdp0XolEIomE+vod7Nu3wzPjNV6Ctj1ibUvXiMbEgXBeh79w\nBt+eWe9zjEmAtxbo24kBvrDZUNB3YCtC0PC/A5zyZCW3KBpORaVmShZ5+SZmz5Yzx1uDy+XyeFbs\n3buXG2+8kUcffZS0tLR4L00i6dJIMRtDOpozcmfpBw7k+GvKMTH4H4PZVbQVUvbSd0rwnll/ii0W\n6jUt6FasUOSnp7NyJbyt7gJAWdGX3N+nM/2cVr20NrNmzRqWLp2AEGXAaJKSPuCpp85A6liJRBJP\namuXRyRmI3F2t5XasHy0EbLKSBt7RrPntxRro7FDKpbxvKi6muW1tdzyroFUv2u8PuAQy2trGZ+a\nSn66PkrPXzh7/9t7naqA7LImMSsEqIqCAb2Sm10OLruGIsCoapxjtgImOXO8FXz++ecUFBSwceNG\nzj77bBYtWsSoUaPivSyJ5KhAitkY0hGdkYNVSNtrZEww3NuAxxi34Kq83Mfxt6Iih3XFNoYv2QIO\nFxiT2Xr5XSSfubjFtZbabCyxWDyFVYOihNXf6k1hZjofj01vCuwzWvki28C2bdsoLCzkzTffpH//\n/jz00GsYDFdx7rmKzJhLJJK4k5o6PuznRuLsbiu1UXbeOoQdMA7GsvAOsq9dDBWZHoG66wwjLqMu\n0vxjbbSqtrGK596+DLv6wpNGBRUBiQqP9fuVp7fYAPQdQuARtKHW6TIqCCFwGqE8u3EUjwY4VZRn\nMrhlkoO8EWYyjVA+r/nMWzlzPHx+/vlnpkyZwltvvcWAAQP497//zZ/+9CfZFyuRtCNSzMaQaFVC\nW5tVdh/XkhFGe4yMCYX3NuDrlDe4QTQ5/m7cWMKFF+Ywvt7KMCFQMYBDIDYM4+3RbzFkYGbIKmuJ\n1Yqz0SRDAW5q7G+N5D2NZ2A/cOAAs2fPZuHChRgMBh566CGmTJlC9+7d228REolEEoBu3fpz3HGn\ntNgzW11dRG3tcs/zInF23/nuKoS9F2juz/5MLGnr2HOdQ69AJipMmg+O+YLTyxVuvTLD5zM9WhXV\nWO1s8vZlqBgGLz/Tgxt/6sGE3hY29LU1e24wMevxhcg00+3dwTz7xlbWZwkqh6koCzMQPR1QZkb7\nwUT/MyHnbCCHoK9JzhwPzf79+5k1axaPP/44RqORRx55hEmTJsnYLJHEgS4vZv2DaHvT1l7R1maV\nIxkeH+uRMS3h7c64XmRxvWLEIECpGMHulWcxqMHGt8LM9YqCUXGiGJ00ZH/H/H2/4ydbecgeWH+X\nyby0tFa9p+0d2DVNo7i4mOnTp2OxWLjuuuuYPXs2ffv2bb9FSCQSSQi0fd05ctftWEel4OhdFTBx\nWl1dxJYttwF4emv9nd2NW8ZQtawqoEhsOHUlGK8ChwCjE7LLofw2NLsLXCDsgmEb4OVr4fthgqEn\nORjtdXyoimqkieJw4nmkZoMeX4ZGfnd+H748x8HGbc1HDoxPTQ14vWKLhefdc88Vhc/PzOa2M7Mp\nsVrZ8a6Zog9Mntm7BqPvtuFwXlNHMrKMNy6XixdffJF77rmHPXv2kJeXx+zZs0lvoWIukUhiR5cW\ns4GCqL+g7egf0pFmld2vZ//X+9HqtSbjosbh8ZZiS7PXG82RMf7rCOd99RacP6nD6ZbxLsf/7wcs\nU4aT1uBinlbOVDWLaQkjWXTjRnb//mtm9b+F7xiGoYUe2EAuk1UlVR2ql9mftWvXUlBQwLp16/jt\nb3/LW2+9xe9+97t4L0sikUh8sO8U1O80U/+FC5RterzxS5zW1i73OcbdW+t2djduGUPl5S60hm0o\nqsLgxYNJz28SBn3O/x0HFkyGsmzILqPfRf/H8b+MYM88PSGpJCpsHomnD9S/jSRYRTWcpKZ/HGsp\nrrXGbNBdafXuiy212TwxUVUURvbowc19+jSryrqvd/ImjSvLaJwdKyi2WPjX0KHkmEyUngFLk6Ch\nAVQVnnoqssRsRzOyjCdffPEFEyZMYMOGDfz+97/nvffe4ze/+U28lyWRHPV0aTEbLIi66Qwf0pH0\n6TSrxnqjgmJQsCyxIJzC5/VGa2RMs3WE+b4GFJw/DkHYt9BOEIIAACAASURBVIEG3VSNKedbGTJz\nADk5Z1NqG8FP5eUYGm8YQvXAurPW3nTEXmaAHTt2cPfdd/Paa69x4okn8vLLL3PNNdegqmq8lyaR\nSCRBUNDnvTU+1HyThKmp4z3JZGjeW/vrqy60I3rAEppg651bSR6e7IkZ6en58P+g9qzlpKZO0B8P\n8t0euziTkNXQQNXHcEyjvONYxqIMKgsqQ8Y1711GkZgN5qen+wjVcEf9lFitDNqkMW8yGB3gMMLk\n+WBRgaGN5/Jqk9m8GebNg59+gjlzWlxWWO/T0cD27dspLCzkjTfeoG/fvixbtoyrr75a9sVKJB2E\nLi1mQwVRW6mN7TO3e4RfR/2QjqRPxxN0vIWsAsdffjw9z+xJ/Y56ap6tCRiUojEyptk6Igh+/u6M\n/oLziplm3MsLN9C7B8Y3NPbMvmCxUJKdTU4Hc3U+dOgQc+bMYd68eQDcf//9FBYWkpycHNd1SSQS\nScs0qthGTYuKT5LQnUDe9XQlrBmD9ZKD1Iz9LQe+qoePxsKH9UBi09m8ZqA3VUL/THqO764qb4Ga\nQ5Ojb7i7glpKavrHsdrltS3GNf+2lkjNBr0JZ9RPrtnMj+UKRofAoIFwQPZ6ePOFNEoXN1Vgc3Lg\n7bfhlVf0x3Pn6l/DEbQdNfnbHhw8eJDHHnuM+fPno6oqM2fOZOrUqRxzzDHxXppEIvGiS4tZdxD1\n75kN2E/agT+kw+279QQdvz7ZfoX9PDcGe5Y2dy6MNtEIfi2J+HACfYnVil009R05hPBkytvayxwN\nNE1j2bJlTJs2jd27d3P11VczZ84c+vfvH9d1SSQSSVj03gP9vqHnqBQSfzmTI1uO0H1Id/oX9vf5\nfD3yxFgOzx0CCA7/JxmuHgFvjQd7Igiv6paixyxzrrlVO6ciOaalGOMfx1LHp2L7whYyrrWUaI20\nn7YlckwmtCsHU//SVjS7wKkolJUMxrXT1Gw27IoVvseuWBFYzPonAzrLSL9oomkaL730EtOnT6em\npoZrr72W2bNn069fv3gvTSKRBKBLi1nQBa1/n6xPBVOF484/joEzB7b5Qzre/bfeQSeQEUd7BaVo\nXaetgjPXbCZRUTyVWWMrxvLEiq+++oqCggL+97//cfrpp/P6668zevTolg+USCSSDkJCimDIO2Z4\n/2K23KaPlzlccZiUi1MAPLFo57ydjUc0lm+/GKPviRUqnspuAvS5pQ9pefoM8arZkXsbRLorKFSM\nCRTHkocntxjXgiVaW9NPGw6jL0jH9lkyG4utTHnBzI87TQFnw44b11SRdT/2J1gyoCMkf9uL//73\nvxQUFPDNN99w5plnsmLFCulZIZF0cLq8mA2Ef8Y1WkK2I/TfthR02isotXfwK1prY3mllfEZZvJH\nN249M5n4PDvb0zOb1ziWJ57s3r2badOm8fLLL5OWlsaSJUvIy8uTfbESiaTTYbANILnqz2xfvt3n\n+zXP13Bo0yFdWEJTP637H6dWwN5UcCig6Z99ikHxCFlo3Q6faG+J9Y5jwZLV4SSxi6qrmbdjB/Wa\nhiC8ftpIkuOmHBNn55hYnBd8hJy7CrtihS5kA1Vlj+b+2J07d3L33Xfz6quvkp6eTnFxMddee62M\nzRJJJ+CoFLOxqFAezUEgEO1ZpS5aa+O2A+XQV2PVARXWZvkI2ngLWIDDhw8zf/585syZg8vlYsaM\nGUybNo2ePXvGe2kSiUTSKhp2N1A+tpwT7zqRfauaxsskpidyYP0BcPkfoQAaCRmH6JW/Acdzl7Dv\n032g6SN2LMUWn51EGYsyqF1eS+r41LBH58Ri91GwZHU4Seyi6mpu27LF81iFFvtpW5scb2mE3Jw5\noftkj8b+2MOHDzN37lzmzp2LEIL77ruPwsJCevToEe+lSSSSMDkqxSxEv3J4NAaBYNhKbWw4txxh\n11ASVUZ+Htsq9fJKK/TVwAAIjeWVVo+YjTdCCF5//XUKCwvZuXMnf/rTn5g7dy4nnXRSvJcmkUgk\nbUar10gwJzDkmSHULq+lR3YPnPudKAYFIYQuVD3PFihGB87TPmdv75/ImDIGa4mCsOtuyJYlFk91\n1lZq87gH276weRyOW0qURju2BzOLBMIykVxeW+vz+ORu3Sg+9dSQ/bTpcUqOH039sUIIj2fFrl27\n+POf/8ycOXMYMGBAvJcmkUgi5KgVs9HCO7Bmrc7CUmxp+aAuTGkpfFNgZViDhgFwNmhsLLZydgyD\n4vgMs16RFRo4VcZndIxEwrp16ygoKGDt2rVkZ2fz0ksvcc4558R7WRKJRBI9BDitTgZMH0Dy8GRP\nRVFJUDjmlGM4VHG4sR4Ltafs5YQ7H0IZ9h3aptOoraok5ZLT2fvOXn26j6PJyTjQbiegXdt5gplF\nGlOMYZtIjk9NZdW+pqr1uNRUSqz6a3ELWv9+2qeHncgJCZAgwJkAO45xwuyqdhGYR0N/7Ndff82E\nCRM8nhWvvvoqZ511VryXJZFIWkmnELOuQy6qQnyQR9sh0J9QvTL+c+jcbsF7lu7pkHNrY0lpKYwd\nCycfMTMfFYGGE5XvMXN2DK+bP9oEa7Oa9czGi5qaGmbMmMHSpUtJTU3l2Wef5cYbb8RgMMR1XRKJ\nRBILDpYdBMBSbEGr10uxQggO/3AY0CuzTiO8dOcBJgzbinHzaTB5Hvuc3UDd6zOj1phiBALvdmrv\ndp5gZpGRmEi658cur60lu0cPnty92yNaF2VkUOdwsKO+3mc+7SsDDlK9AEaUwf5joWDaLrY5RMQC\n3mYrjdr8+K7A7t27mT59Oi+99BJpaWm88MIL/PWvf5V9sRJJJ6dTiNkjPx5h233bAn6Qx8oh0E2o\n3pXWzKHrypSUgN0OmzExmSyysfJ9opnFedF7D4IlLvJHm+IuYuvr63n88ceZNWsWDQ0NTJkyhXvv\nvZdjjz02ruuSSCSSWJI6PhVbqY2a52p8hCk0jZ/935nwwbCTuarfvxn27CEO2LvpP/Drq61bWUd6\nfnrQLa9tbeeJxM8hlFlkJCaS+enp5KenM7uqyiNaj2gatzf20hoVhQRFASFIVFXGp6ZSMNzG98M0\nrlumYHCIiO8rbLZSysvHoml2VDWRrKzVR62gPXLkCAsWLGD27Nk4nU6mTZvGjBkzpGeFRNJF6BRi\nVojgH+QlVqtPRrMlh8BICZUJ3nWGEZdRwYDwnUPXoKGoiifDHA8iycgGC+6lpcGdEQORmwuJibqg\nrTSYGHOT7q4YzrHhEOvERWsRQrB8+XKmTp3K9u3bufzyy5k/fz4ZGRnxXppEIpHEFMWokDw8WW+x\ncQZ/Xu/EBJ4ZcjKXVyVTtrwM3DPA3Wq3EXu13fNv/y2v4fR0htqpFamxUrDrtba3dPMyM9rpKiRo\noDa9bKcQ5PfpQ/9u3TzrHp6cTInVypgrjbheroxYwFutJWiaHXChaXas1pKjTswKIXjjjTcoLCyk\nqqqKcePGMW/ePE4++eR4L00ikUSRTiFmFUUJ2pOSazaTqKoegRPtOaLBjJ1KbTYuSKpk0HzB6eUK\nt16ZQfoF+nairXdsRbgElQWVYZtWRJNIMrLBgrt7y7DdrgvU1atbFqU5Ofrz/AVwpKI4GLFOXLSG\nDRs2MHHiRP7zn/8wfPhwVq9ezXnnnRfXNUkkEkl7ITTdhdjygp9fhJdIVYDcoakMTU+namkVwtn0\ng2PPPpb9a/Z7Dutzc59m17CV2tg5dycN1Q30ubkPA6YHNunxTniOqFB4Yk8aIy5KC7qbKpwqZ7Ae\n0kh7S+++G16Za4LMLJj2PfSt19+YRvxHx3mc+AdA8V3JbF5mZf/JZoyYCCeM7tqVS319IgkJdpzO\nRHbtyuVo8jZav349BQUFfPnll2RlZfHiiy+S6z98VyKRdAk6hZjtPrQ7J+WdFFAI5phMrM7KilnP\nbLAMrFtYfTcMvh8mGHqSg9GAo87hcXCMl2lFJBnZYMHdvWXY5dK/lpSEJ0T9RwO0RhRD4GpxrBMX\nkbBnzx7uvfdenn/+eVJSUvjXv/7FLbfcQkJCp/hfSiKRSKKCoijYLXaEy6u8quDzbyVRnyELzRPE\ngx4bxKFNhzwjeNLz033Obyu1UXZOGcKhn//A1wcAmj0PmuLy0M0wa7LA6aihfF6Tf0U8pw6sWNH4\njwoTmU+nkp25k7JsqBgGU/r1C3rvUlQEt801ASbYBc+NgTVrgsdRd/J4x44cvvxyNSNGlLBxYy5/\n+UsOo0fH4pV1LCwWCzNmzODFF1/k+OOPp6ioiJtuukl6VkgkXZhOcedtSDYEzcRC7GeJBsrABhNW\n4ZpWADGr1JrNuahqoqcyazbnesShMcWIo87huW6w4O69ZTgxUX/cEoEEaCSi2HuN7pEM3uI/1omL\ncGhoaOAf//gHDz/8MEeOHKGgoID7778fcxyFtUQikcQFRa/M/rryV30UDwJFURCaCGiOVF1UTe3y\nWk6860QSzAmeWGHKMQUUp6DHSbeQdVO7vDbg891xeVSZhtEBit/InHiOnhk3DubOhUxsLPjvbhJL\nwZUINf/uR96gQUGPW77c97HTGTyOri2y8ewdVtZrZrYkmFCUHL7/PifsGN6Zqa+vZ9GiRTz66KM0\nNDQwefJk7r33XkwdoBVJIpHElk4hZjsiwYRVOKYVHlv/GFVqTaYcsrJWe3pmqchsPkYgqem6gdYb\nbMtwMIJtVw5XFHsf730z5L8VLNaJi2AIIXjnnXeYMmUKP/30E3/84x9ZsGABQ4cObfe1SCQSSYdA\n6P8Jp6DPrX3o1r9bs2Skt5DdcptueLRv1T6GPDPER+AGqsqCniBWjIqPoE0dnxpwOe64vG6vBcMr\nFrCLZhXYeI2emTNH/3rkOSuJ+zRUAaoTztmcAJcFP278eFi1qulxQkLgOGortVF/ZznXOzWuRmWq\nM4uMy0wcPqyfI1reFR0NIQRvvfUWU6ZMYdu2bVx22WXMnz+fwYMHx3tpEomkneg0Yrb6k7XUflJJ\n6gUZpF/QMfbKBBNWLZlWtMd4AZMpx7O1uKqkqmmMAOgisUFj+8ztnhuNQNfPxEY6VsyYgeDrCzZU\n3pRjClsUe78nQhV6ll9pfiMSDzZt2kRBQQGfffYZmZmZfPTRR1x44YVxXZNEIpF0FJQEfRuxO44k\nD09uliCtXV7rc4z7sbfAhebbh005JrL/k+3TMxusiguNcXmcCdvqtLhUYENxxQwb635bj3qdElBo\nByI/X//6/POQng6FhYHjqLXEisGlB3mBxijFymsfmnC54IsvYPjwridoy8vLKSgooKSkhNNOO41P\nPvmE888/P97Lkkgk7UzMxKyiKP2AYqA3ev62SAjxhKIovYDXgYHAduAqIcS+YOcBcOw/yJZLD4Cj\nL/v+cQDeW9thBG1rCNW3EwujKM/13JXZxgn2+z7dh+0LW8DKcLiuj8GGynu/Jv8+2pBr9JrZ670d\nOh7U1tZy//33U1RUhNls5sknn+T222+XfbESiaTTEs3YrJ8Q0m5Ma5bA9f/cTh2f6hGs7seBBG6g\nnllriZV+hf0iigWxrsBGGqs95lS9NEbMV3hiTx8fc6pQ5Oc3idpgmHPNqEl6nFcMKv3+aMb1XuS+\nF52BX375hXvvvZfnnnuOXr16sXjxYvLz82VslkiOUmL5f74TmCyE+FZRlJ7AekVRPgFuAFYLIR5T\nFGUaMA24O+SJ9jeAwwiaARyC2k8qO5WYDSQMA23tbUlAtlboeleGjSlGapfXsu/Tfc2qqN7nt5ZY\nmyqtDcGrx5EMjw93jfHOpNvtdhYvXsyDDz7IwYMHueOOO5g5cya9evWK25okEokkSkQtNgOo3VSP\nuVMo3CLVf0uxv8D1JtJROu1FS+sKNB7I241/Y6bgyz924+wBUWwv8ouhx2Bi4ceR+V50dOx2u8ez\n4vDhw0yYMIH777+f4447Lt5Lk0gkcSRmYlYIUQPUNP77gKIo3wMnApcDuY1PWwqU0ELATDg2CX51\n6jlkg4vUCzrX/M5A24oHTB/QLCiH2n7c1qDunaVOHp6sz8O1a5Cg8u4OM6OKbLgKms5/4l0n+mxL\nDjYzN9RQ+UiJVy+TGyEEH3zwAZMnT2bLli1cdNFFLFy4kFNPPTVua5JIJJJoEs3YnHRiEllvBI9F\n/gnY9Px0n8prMIHrpj1aclqD/7o2fmThy3RdvG76Du6sL8dl0EjymofeHm783jE0h8h8LzoyQgje\ne+89Jk+eTGVlJZdccgkLFizglFNOiffSJBJJB6Bd9mQoijIQGAl8BfRuDKYAFvStToGOyQfyAQb2\nHoiiJulOiWoSyT1Oi/2io0i44wBCPS9UUA81JD4QFZgo/2sWaRYrsz80s/FZE9cpVdygNfW8Hiw7\nCCqeiqujzhHwXB2potoWKioqmDhxIqtWrWLo0KF88MEHXHLJJfFelkQikcSMtsbmjG4ZHNp0KHQL\nSgsJWH+B6008R+mEwntdJCpM6G1h4zZBAirOD3rjukjPBDd4zUOPhxt/OC0+HZ3vvvuOiRMn8umn\nn3LKKaewcuVKLrroongvSyKRdCBiLmYVRekBLAcKhBD7FaVpAJ0QQiiKIgIdJ4QoAooARvQdIYQT\nEArCSYfJzoZLuIIv1POCBXXvIfGJXlngQJSWwrRpuhmEECYMBhNCgKbBetXM9QYVg6KfP3V8qqd6\n29JNRLwrqm2hrq6OmTNn8q9//YuePXvy/9u78/Aoq7Px498zk4Ql4EQCGAKyVEBLhIDy2sataXFv\naav42qoVrVL0Ff0x7IQ1yCpLiAsqSFnVKooiUqQokrqltVCJSiyGyg7DPmNYss2c3x+TmUzCTGYm\nTDLzhPtzXV6QyTMz5zDInfs859z3/PnzGTJkCPHx/u9ECyFEYxCJ2Hy5ulx7CjjVx13VWF0s9R3X\n2stL+KrVIZyAS7vQLqDcBNqFWVW/AxutavxGdOzYMSZPnsxLL72ExWLh2Wef5bHHHpPYLIQ4R70m\ns0qpeNzB8lWttadl+GGlVDut9SGlVDvgSLDXMbc0YzoRe6uz4Qg14Qt0XaCg7nsOp8xnFbim/Hy4\n8UZ3jzoPpxPMZvd//02w0DQ3nQ7Hq17fX0XKxqK8vJwXX3yR7OxsHA4Hjz32GFOmTKF169bRHpoQ\nQtSrSMVmD0/hJt82O5G6qxqri6WecfV1OEgoOEyZy0WcMqE3p1CxMQV1lZ1fXpoEzS3uPb8iJOXl\n5d6aFcXFxTz++ONkZ2eTnJwc7aEJIWJUfVYzVsCfgW+11jk+31oLPAjMqvz13WCvZU40N8jqbH1U\nEo4kf0E91HM4eXnVE1mP/v3hmms8Z2os+LbgidUfIs7Xhg0bGD58ON9++y033XQT8+fP58orjbV1\nXQgh6iKSsdmjzYA2fvvIxuJd1UiruX2YBRZWrIAlSyy854S/5bjPrjbkdt9Y/1kmkPXr1zN8+HB2\n7NjBLbfcQk5ODmlpadEelhAixtXnndnrgAeAr5VS2yofG4c7UK5SSj0C7AHuCeXFGqLMfixWTQwm\n1HM4mZnuZuu+Ca3ZHLhnXWP0n//8hxEjRrB+/Xq6du3Ku+++S//+/fHdXieEEI1cRGOzilck9kxk\nd/buao9/n/U9P5r5IzpldQKMm2CFotr24Qz34rHTGZ22OEb8WaawsJARI0awYcMGunfvzrp167jj\njjskNgshQlKf1Yw/xd3R1J9+9fW+dRWrVRPBvUW4toqEoZzDyciAjz+G2bPhu++ge/cLJ5E9efIk\nU6ZMYcGCBTRv3py5c+fy5JNPkpCQEPJrOBz52O15JCVlYrFcAH9oQohGKdKxWbs09jz7OX1kK05U\neO/UJvZMrJZgmd/tyr+Li+ldQMi9VutboEKKoRRYrJmoZ2a62+HU1hYn3MKNoYrln2VqOnHiBNnZ\n2bzwwgu0aNGCnJwchgwZElZsFkIIQ3WYDnVl13NdfHI85cfLQ1oJjrWqiZ4E1m6H+fPdK7xNmpzf\ndqWMDHjnnYgOM6ZVVFSwaNEiJk2axMmTJxk0aBBTp06lbdu2Yb2Ow5FPQUE/XK4yTKYE0tM3SUIr\nhBDgjZeeGPt91vdUnKjaAnR09VHKj5dXS7Dee/47+lX2QP1yxiG6L+gesKJxQwhUSDGUAov+7oRm\nZFhqbYsTTuHGcMXazzL+lJeX89JLLzF58mQcDgePPvooTz31lNSsEELUiWGS2VC3znivK3V528qY\nmgTfahNLVRPz86FfPygtdVca9igtDb5dqTFv5QrHhx9+iNVqZfv27WRmZpKbm0t6enqdXstuz8Pl\nKgOcuFxl2O15kswKIS54NfvMehLS7x79Dk8pZNuuU7To3cKbYDnjFZbjmoRSd/c3XQFFTxSR2DMx\nojErnN00gQophlJgsead0I2z7Sw+Y2HAAMjKCu/9gs4phPgeSz/L+PO3v/2NYcOG8e2339KvXz/m\nz59Pz549oz0sIYSBGSaZDXXrjPc6TxLoCn2rTawUPMrLc69Y+yay4D7j6m+7kocRz8pEWlFRESNG\njOC9997jRz/6EW+//Ta//e1vz+vsTVJSJiZTgvfObFJSZuQGLIQQBuWsKOb0qW+wcJ33scSeieh4\noLI1eUJROXtn76Pj6EuJS4pjb/MKrhm1DwVo3PudtVOzO3s3nbM7n1fM8u7K6rufnU1uDnk3TaBC\niva/J6HbmTDFuUgw+y+w6Hsn1GUykb0miUJg40b39wcPDv39gs0t1PgeKz/L+NqxYwfDhw9n/fr1\nXHbZZaxZs4Zf//rXci5WCHHeTNEeQKg8AQMztW6d8V7nmZmp9usbkiPfwZ6Ze3DkO2q9znPexlQ5\nB6XcxZuef772u7L+Ev4LhcPhYOTIkaSlpbF582ZmzZpFYWEhd95553kHS4slg/T0TXTpMlW2GAsh\nRKWKwwl817+Ygx985n3MnmdHO6sO5Xp+PbXtFJ2yOtHxTBwJLvfjynOBC05+eJKCfgVB42MgnmRv\n18RdFP26BNfXl+G7m6Y2nkKKU7t08W75XbQIZj9owWVNx7W4C0/urtoKnJ8PM2e6f/XcCe0ytQuv\n9Emn0KcjwOrVob9fsJ8PjBrfT548ybBhw7jyyiv59NNPmTNnDtu3b+c3v/mNJLJCiIgwzJ3ZULfO\n+F4XzpnZ+hbOqmpGBt7zNsnJcPx44OJPvoxwVibSnE4nf/7zn5kwYQLHjh3jj3/8I9OnTyclJSWi\n72OxZEgSK4QQNZXHcfSDnaTe7L47m5SZBAmKihKNGbzbjdsMaOP9vjIptFOj4hQtrmpB8ZbisHZR\n+eOb7GnMqIKr0WnfhrybpmYhRW8iWmiBQgvbjgEDq44BeYo7uetYuO+E/jQZln5R9ZoDBoT2fqH8\nfGC0+F5RUcHLL7/MxIkTOXHiBIMGDWLatGlh16wQQohgDJPMQvWtM7WdHYnFLTahbJP2nVNGhiXs\nQk+xflYm0vLy8rBarRQUFHD99dezYcMGrrrqqmgPSwghLhAa4itocX3VHTZLhoWrP+rNxrX7KDpc\nTK/vzVx1XwfvedrTX59Gl7tTXF2hScpM4vTXp887SauZ7HX93z9R3uXyOlegHzCgaquw52twLzJf\nVuqgl8vOV6VJ5OVVxWrPluLVq93Xe74O1pEglJ8PjBTfN23ahNVq5ZtvvuFnP/sZubm59O7dO9rD\nEkI0UoZKZj2MeDY02KpqOAWuagtmsZjIR9r333/PyJEjeeedd+jUqROrVq3i7rvvli1LQgjRkFof\nh+wRVFx+IzDQ+7Alw8L/BohDR1cfrfb1qW2nIpKk+U/2rgv6vEACJaY3Jjvo4yogHhflLhMtk9PB\nZ2vx4MHVz8n6v5Nb/b1Cvesa6/F9586djBgxgrVr19K5c2feeust7rrrLonNQoh6Zchktq591KLZ\nKzTYqmqod27DSeIbW2Xj4uJipk+fzvz584mPj2fatGkMHz6cZs2aRXtoQghx4Wl1AtJOADeG/JSa\n/WjbDGgTsSQt0slezcQUoMNxO7tM7iKTZpOLDsft+CazNXkKOjqd7l/9dSQw0l1XfxwOB9OnTyc3\nN5cmTZowc+ZMrFYrTZs2jfbQhBAXAEMks07nafbsmelNQutydiQWeoXWFmhDmVM4SbwR714H4nK5\nWLZsGePGjePw4cMMHDiQmTNnkpoavb6EQgghAOJJSRkY/LJKnu3GR1cfpc2ANlHtL1sXSZlJuMwm\ntMuFMgf/+cNT0NFzZzZQR4JYv+vqj9PpZMmSJUyYMIGjR4/y0EMPMX36dNq1axftoQkhLiCGSGbP\nnt3Brl0Tq5LQjIywVzFjvVeoJcOCOTedXavtdB3gf06hJLyeu7Ele0vqdPc61nzyySdYrVb+/e9/\nk5GRwdq1a7nmmmuiPSwhhBD728O6vtAnvKelDk6N+SQ23+Egz24nMympWmGoN7628Ex5Or2xs608\niaFfWxhc40eJRYuqb0/2FHQMpZCjUfz973/HarWybds2rrvuOtavX8/VV18d7WEJIS5Ahkhmtdaw\n/XJc2/pgO7YFy10Z56xiBttSG8u9QvPzYcUKWLLEgtNpIeET2NTT/1akrrldObr6KC16t/CW5vct\niuW5G6vMChWn0GhDVD6saffu3YwZM4ZVq1bRoUMHXn31Ve699145eyOEELHiTCLMG8re5EJ6ZjWS\nLA13Ijvk1W2kfal5s49iwf29vQnt6tVQiMXbgmf16upbkRctgkcfdf/et9dsY0lid+3axahRo1i9\nejUdO3bk9ddf55577pHYLISIGkMks5xtCiPmQVk8h5aZiBv+X+KS4ryJa7Atte5EN5WufT+gvPvH\nYZ+Zrc+zp/n57tXasrKqxwKdq3HkO9hp3Ymr1OU+c2QCU5Oq+VZvTaBp96d2NO3Y1FBncE6dOsWs\nWbOYO3cuJpOJ7OxsRo0aRfPmzaM9NCGEEH6cXX0ZZEV7FJGzZZONGcM18eVQHq/ZkmIj4y53DA1U\n5dijZm/ZmskuGLOeRXFxMTNmzCAnJ4e4uDieeuopUoGR9wAAIABJREFURo4cKTUrhBBRZ5BktjmU\nxYM2Q4Vm3+x91RK52s6SnpvoPo6lU+jBo77Pnq5YUT2RBVDK3V+2Ju88XZUP1OjLV3MbcsrAFMME\nSpfLxSuvvEJWVhYHDx7kvvvuY9asWVx66aXRHpoQQoiAFM0vbR3tQURU7wIoKwezC3S5+2vucn/P\nX5Vj39Y7tSW7jnwHthU2bEtsaKc2RD0Ll8vF8uXLGTduHDabjQceeICZM2fSvn37aA9NCCEAoySz\nzc/CSQ1ODVRuZfFJ5Go7S1rXyseRen64lAKXC6xW6Fljq7F3nqWVCa2JavM1akXE/Px8rFYrX3zx\nBf/zP//DW2+9RUZj2ZMlhBCNmIpXXDramIuOgfq/9rothS/n2NBlmrgERa/bUqo9z7fKsb/WOwsX\nntvSx7swXuICd5vdaj9TxOLd2k8//RSr1crWrVv56U9/ypo1a/jJT34S7WEJIUQ1hkhmm7fqRPJj\nezg+6TJw4g4EPolcbUlcuJWPawaUulRODkefPmA2uxNYkwm0dv/e31Zj33nGJ8dTfrz8nPkaqSLi\nvn37GDt2LK+99hrt2rVj+fLl/OEPf8BkMkV7aEIIIYJo0r4Jvd/sbZiY46u2/q+WDAt9NvUOKbn0\n13onK+vcrcXehfHKRBZV9TNMrHUf2Lt3L6NHj+aNN96gffv2vPLKK9x3331yLlYIEZMMkcyazYn0\nzHqEg8kHvcWPfM/MAtCjEFLzICkTqMoAw7lbGSigBHr++a6k5ue778Bq7U5ohw+H555zB8ReZgfX\n77XjyDdushrImTNnmD17NrNnz0ZrzYQJExgzZgwtWrSI9tCEEEKEqMxWxoEFBwwZk4L1fw0Waz13\ndZOTQ2u947swruIUKX9M8R4F2jNzT0x0Hzh9+jRPP/00c+bMAWDSpEmMHj2axMTEBh+LEEKEyhDJ\nLPgUPypz4fjEUW3lMlgP2VATwEBbiv09v2bi2zW3q987pbXxBFOXy729OCnJvTq8ZYWDnksLcL7s\nomB59FdpI0VrzV/+8hfGjBnD/v37ueeee5g9ezadOnWK9tCEEEKESTs1R149AkCPV3pEeTThCbX/\nq4fvlmSoflc3NxeOH6+99U4kd5BFmsvl4tVXX2Xs2LEcPHiQe++9l1mzZtGxY8cGHYcQQtSFYZLZ\n2s6uhttDNtAd1XACSrXxlLooGlKE1uEVdPAXTDMyIDXPzq6K8FZpY/G8ja8vvvgCq9VKfn4+V111\nFa+99ho33HBDtIclhBDiPJ14/0TEXsvhyMduzwu760C4MjKq93/tgYM9M/3H0Px8uPFGqKiAuDgY\nNKj6Xd3jx91bi4MJtLAezXoX//jHP7Barfzzn/+kb9++vPnmm1x77bUN9v5CCHG+DJHMni06S4W9\nImCiGU4P2YMffEbRr0vQ5eZzEs9QAoonaYxPjq/aMmRSaKc+p7pwMDWDqWdFty7nfGPpvI2vAwcO\nkJWVxcqVK0lJSWHJkiU8+OCDci5WCCEaiVa3t4rI6wTbZVVXgQo9ZWS4/wsWQ2fPdiey4P61sDD4\nXd1wF5gb+gjR/v37GTt2LK+++irt2rVj2bJlPPDAAxKbhRCGY4hktuKHCvbN3kfb+9uSmJZ4btEj\nSwbp6ZuCruY6HPl89/waKL0dtP/Es7aAEmhrcXxyvHcLdLhbhDzB1FfNpLoQC3kzA29hauiKy6E4\ne/Ys8+bNY9asWZSXlzN27FjGjRtHy5YtozouIYQQkaHMira/bxuxLcbh7rIKRc1CT/62BAeLoQcP\nVn/NkhL/C9EesbzAfObMGebOncvTTz+N0+lk3LhxZGVlSc0KIYRhGSKZ9TjylyP0+bSP/206loyg\nQc+2aQu8fxNoBWgw67AST9sKm7esvqvMRfnxcjpluc97JvZMjOgWIU9SXVvFRY9on7fxpbXmzTff\nZPTo0ezZs4e77rqLOXPm8KMf/ShqYxJCCBF5LXq3iOhZ2XB2WYXKt9BTaSkMGeIuuugbT4PF0Ece\ngS++qP61v4Voj1hcYNZa8/rrrzNmzBj27dvH3XffzezZs+nSpUtUxyWEEOfLUMksLndCWeegUNAb\nnGWAAuUk+f74kF/Lke/AtsTmLauv4pQ34NXnedVgFRchdvrLbt26FavVyqeffkp6ejrLli0jM1hV\nDSGEEILQd1mFw7c2hcnkjqU1298Fi6GeNjs1e8cGEksLzAD/+te/sFqtfP755/Tp04dXXnmFG2+8\nMapjEkKISDFWMgvYltq85ezDlXJbL2xzvkSXaVSCmY5/Svd+L9/hIM9uJzMpiQzLua9tz7O7z8VW\nanV7K2+j80DbiQKd0wlHqBUXo9myx2azMXLkIF57bT3JyRYWLVrEww8/jNlsjsp4hBBC1L8yWxmO\nfEdVZ4EwFnYDxdxAu6yCvXZt52I9W4KTk93t8PzF02AxdPDg4Ems72vFwgLzwYMHGTduHMuXL6dt\n27YsXryYhx56SGKzEKJRMVwyqyt0yFt2alZFtGRY6L2pzzkBJt/hoF9BAWUuFwkmE5vS089JaJMy\nk1BxypvQnlh/whtc/W0nCmV7cCgCFYmKBSUlJeTm5jJ9+lRKSs5wzz2KgQNLuO66KyVYCiFEI1d6\noJRtP99G7829AUI+JxpKzPUV7AxqsHjruyW4Z8+GiafRXGA+e/YsOTk5zJw5k/LyckaPHs348eO5\n6KKLojIeIYSoT4ZLZn2399YmUFVEfwEmz26nzOXCCZS5XOTZ7d7A6rsa3Oo+xfFlLtDupNbzuL/t\nRKFsDw5VbWdzokFrzTvvvMPIkSPZtWsXN930Yx68toIOB/8Hdn2FPe38i3YIIYSIfbpUY1tho2nH\npiGfE60t5voT7AxqOPE21uJpJGmteeuttxg1ahR79uzhzjvvZM6cOVx22WXRHpoQQtQbwyWz6OCX\nQHhVETOTkkgwmbyrxJlJVWdhPavBKgH0489AwqNQHodKiPPe3fW3nSjchuxGUVBQgNVqJS8vj7S0\nND744AN66GZ8178YyuMhvpz47i2hU7RHKoQQoiGU2cpIGZgS8jnRQDE3kGBnUOsSb2O9N3u4vvzy\nS6xWKx9//DG9evXio48+4uc//3m0hyWEEPXOQMmsBqruiAYLPqFWRXTkO2i1wsaG0lYU/Cqevv1S\nvCvEvqvBukyDowXMGwHbriLl9muwZLhf09/d3nAashvBkSNHmDBhAosXL6ZVq1YsWLCAwYMHExcX\nx56Ze6BiF7iACjPlWzrAzdEesRBCiIaQkJIQ1jnRDIuFTenptdap8BXstcM9jhPLrXPCZbPZGD9+\nPEuXLiU5OZmXXnqJQYMGyVEfIcQFwxjJrMUBZ8rBafLeEQ2qsAeXbPobpG8jpV/fgAUltmVucyeq\nQK/XFD02p0Dlpb6rwSpBQZ/t6B47MPXcRUr640GH4K8huzNe0XRtN667OTWsP4JoKSsr49lnn2Xq\n1KmcOXOGoUOHMmnSJC6++GLvNbFWuVEIIUTDUAmKY3e15O09e8jskURGRmjbcjIslqBJrK9CLORh\nIRNviK7+emFsH45U65xo3t0tLS2trFkxnZKSEoYPH86ECRNICnKXWwghGhtjJLOXHIb/N+ycO6KB\nVF91TSdlUw8cnBt07Hl2dHnVvmVdVv2uryXDQtfcrhxdfZQ2A9qQ+LsFflsGBAto1e7was3LbxZh\nuiYxrEDe0LTWvPfee4wYMYKdO3dyxx13MG/ePK644opzro2Vyo1CCCEaTpP2TYhb2o2bm+ykbFdo\nxZxC5VvAsbAwo9YCTzWLPXoEqnAciQXYaN3d1VqzZs0aRo4cyffff0///v2ZN28e3bp1q/f3FkKI\nWGSIZFYpBWmh3RF15DvYnb0bV6kLXO5VV9sKG4eXHz4n6CRlJqHilffOrEqoXlzKke9gp3UnrjIX\njk8cpPdMp1ONpd9QAlpSZhLOeIXWmop42Jqugxa8qE/B2hB98803DBs2jA8//JArrriC999/n9tu\nu63W14xm5UYhhBANr7jCyef5Ngbsc/Hv3rAjLXgxp1DULOBYULCJsrIMvwWeAhV7HDMG5s4FraFp\n0+oJcDgLsIEWqyN1dzccX331FVarlc2bN5OWlsbGjRu5+WY50yOEuLAZIplt1uxyunQZGLSJujex\nrExkMYEpwQTgN+hYMiz0zuuNbYUN4Jz+taEEq1CusWRYaLq2Gy+/WcTWdM1/ewYveFFfamuJcOzY\nMSZPnsxLL72ExWLhmWee4f/+7/+Ij4+PyliFEELEroTDFfSd/ANXKbg/AcblKDL7nH9sq1nAsXfv\nPBISMvwWePJX7PGNNzKYPbvqmtLScysc17YA60lg45PjvQvaNRerG/J4zdGjR5k4cSIvv/wySUlJ\nPP/88zz66KPExRniRzghhKhXhviX0GxOpFOnrKDXeRPLykT24psupnN2ZwD3ndlSF8qkiE+uSs5q\nC2ihBCvvNaUulKr+2r6uuzkV0zWJIRe8qC/+WiL0bd6cBQsWMGXKFIqLi3n88cfJzs4mOTk5KmMU\nQghhHGYNpgp45nBKRGJbzQKOvXplBizwlJSUiSrshf4yDdVnO0l9Mlm9+tzXDLWjQLUuBqbK3vKu\ncxerG+J4TVlZGc899xxPPfUUp0+f5oknnmDy5Mm0atUq4u8lhBBGZYhkFkIrtFAz+eyc3dl7bdfc\nrhQNKUJXaIqGFAGQOrj2IkyhBCvPudqiJ4rQTs1O604Seyb6vTbcghf+nG/BiZotERK++IKeEyey\nY8cObrnlFnJyckhLSzuvMQohhLhQaDApzAkmet2WEpFXtFgySE/fVO0cbMACT4U9YGQOlGpooqBP\nDwYMgI0bqy4ZObJuxaG01u6EVmm/C9r1dbxGa826desYMWIERUVF3H777cybN48f//jHEX8vIYQw\nOkMks87TzpAKLXiSz6822NiWDvE9qqoelh8vR7s0aNwJ7RNFAZPOmq8J7gDn+7Uv72v7Wb2NpEgU\nnPC0RFi1ZQv/mD6dkR9+SLdu3Xjvvff45S9/6T6fLIQQQgTT+hjqwWdplziclNt6RTTuWSwZQY8V\n2fPslOwtQZcBLoUuc8fqwVnucaxeDQMGwODBob9vzUXxrrldKT9e3mDFDbdv386wYcP44IMPuOKK\nK1i/fj233357vb+vEEIYlTGS2WJnyIUWCnvAreWH3XceCw57z4QmZSa5V1hd7mJPofarDbXAU0Oc\nnYlEwYkTJ07wl+xsXnjhBVq0aMG8efN44oknSEhI8F4TqDKkEEII4dXqBPzqPZp2uQZLpxsa7G2r\nbQWOUyizQlP97ungwVVJbDg7mqJVnd9Ts2LhwoW0bNmS3NxcHn/8calZIYQQQRgimTW3NGM6EVqy\n6O9MaIbFvRWo24Ju3u3ApiahJZ2hFnhqiOB3PklzRUUFL730EpMnT8Zut/OnP/2JqVOn0qZNm2rX\nBaoMKYQQQtRkMiWQlJTZoO9ZbSswmnZ/akfTjk39xl9/C9Ke16jt+FBDJbHl5eW88MILZGdn88MP\nP/DYY48xZcoUWrdu3SDvL4QQRldvyaxSagnwK+CI1vrKysdaAW8AnYHdwD1a65PBXsucaA45Wax5\nJtS3anDq4FQSeyaGlXSGmkA2RPCra9K8ceNGhg0bRmFhIb/4xS+YP38+vXr18nutv8qQkswKIUTj\nEMnY3KRJe9LT32zwGFEzLtfsROCr5oJ0oFZ90fD+++8zfPhw/vOf/3DTTTcxf/58rrzyyqiMRQgh\njMpUj6+9DKjZnHQssElr3Q3YVPl1UGW2MgA6ZXUKGnQ8Z0Kndunit3m7JcMS0uv4Xp++KZ0uU7tE\nNej5jifU8e/YsYP+/ftz6623UlJSwjvvvMOHH34YMJGFqiqSYI7KirsQQoh6tYwIxeaEhJSoLHaG\nE5c9iS/mwK36Gtq3337L7bffzh133EFFRQVr165l48aNksgKIUQdKK11/b24Up2BdT6rvzuATK31\nIaVUOyBPa315sNe5XF2uX272ckwkk0Zgt9t56qmneO6552jWrBkTJkxg6NChNGnSJKTny5lZIURj\np5TaqrXuG+1xREOkYnPfvn31li1b6nWskeB7ZhY470KKdXXixAmmTJnCggULSExMZNKkSTz55JPV\nalYIIcSFrC6xuaHPzF6itT5U+XsbcEmgC5VSg4HBAN3pjqskcMEjSb7cKioqWLx4MRMnTuT48eM8\n8sgjTJs2jUsuCfjH7FewKpJCCCEalTrF5o4dOwZ94fNtJxcJNY8BNXSBp4qKChYuXMikSZO8NSue\neuop2rZtW+/vLYQQjV3UCkBprbVSKuBtYa31ImARuO/MoqHCXnHOdXUtWBQLATaSPvroI6xWK19/\n/TU33ngjubm59OnTJ9rDEkIIYSDhxOY+P+6j98zcEzCORqKdXH1oyAJPH3zwAcOGDWP79u38/Oc/\nJzc3t9ajPkIIIcJTn2dm/TlcuYWJyl+PhPPkU9tOnfOYv4JFwXgC7K6JuyjoV4Aj3xHOMGLKzp07\nufPOO+nXrx/FxcW8+eab5OXlSSIrhBAiVHWKzWd3nK01jtrz7LhKK8+nlkbnfGq0FBUV8etf/5pb\nbrmFs2fP8vbbb7Np0yZJZIUQIsIaOpldCzxY+fsHgXfDeXKbAW3OeawuBYv8tdsxmh9++IHRo0eT\nlpbGBx98wIwZM/j222+5++67UUpFe3hCCCGMo06xWWsdMI4uWgQjVyZR4jJRAZS4TOxPrt4NwOHI\nZ8+emTgc+ec/gxhht9sZOXIkaWlp5OXl8fTTT1NYWMidd94psVkIIepBfbbm+QuQCbRWSu0HJgOz\ngFVKqUeAPcA9IQ3yoji6z+lO6uDUc75nsWSQnr4prDOz59OvNdqcTidLly5l/PjxHDlyhIceeogZ\nM2bQrl27aA9NCCFEjItkbPa+ZpyqFkcXLYJHHwWwUEg6vbGzjSS6v2/husHuaxpbT3On08nixYuZ\nMGECx48f5+GHH2batGmkpKREe2hCCNGo1Vsyq7W+N8C3+oX7WuZODhJ/twc4N5mtS/GnuvZrPV/n\nW6jq448/ZujQoWzbto3rrruOv/71r/Tte0EW4xRCCFEHkYzNAChI+WP1Pq+rV1d9uxALhbi/1+Jg\n1eP11dM8UD0Mf/E3UrUzPvroI4YNG8ZXX30lNSuEEKKBRa0AVDhKSw+w7dUhpBx+hpTbenmDzvms\n7DZkAQg4v7Hu2rWL0aNH89Zbb9GxY0def/117rnnHtmyJIQQIqpMTU2kDKx+93HAANi48dxrH3mk\n6veeI0KemBiJnuaBCk75i78U9jjv4lT//e9/GTlyJGvWrKFz5868+eabDBgwQGKzEEI0IEMks5xt\nih4+g0PlFRyeU+ANOnVd2T3f1di6PL8uYy0uLmbmzJnk5ORgNpt56qmnGDlyJM2aNQt7zEIIIUQk\nNWnfhK5LzdhTXwBH1R3PwZVbiVevhjZt4OhRd4LreRzqdkQoGH/1MKr9rLD9clzbrsJ2bAtNd6T6\nvTYUP/zwA9OnTyc3N5f4+HimT5/O8OHDadq06XnPQQghRHgMksw2h/J4cKlqQacuK7s1V2675nal\n/Hh5yIlpXVsNhDNWl8vFihUryMrKwmaz8cADDzBjxgw6dOgQ9H2EEEKIhmBuU87OJjfj2nXujqPB\ng6snr76qFoR70CkjA0e+gz15gVv81P4aVc8JVA8jKSkTVdgLPWIGlMdje9VMt9z4sGtnOJ1Oli1b\nxvjx4zl8+DAPPvggM2bMIDX13CNQQgghGoYhktl4SyLqtBldRrWgE+7KriPfwe7s3e5WAS53q4Ci\nJ4rQLh1yYhpo5TeYUMf62WefMXToULZu3cpPfvIT1qxZw09+8pOgry+EEEI0JKezOOwdR/4WlHda\nd+IqdaHMim7Pd/Nb7LG21/DE7kD1MCyWDFIOP8Oh8gpwKXQZlB8vD6t2xscff4zVauXLL7/k2muv\nZd26dVKzQgghYoAhktmmSW3pvbIPthW2c75nsWSEvLW4oF+BN5HFBMqk0E7tTmxDTEzPpxJybWPd\nu3cvo0eP5o033qB9+/a88sor3HvvvZhMDd09SQghhAiuYncirOsPv3qvzq3xjq4+6o3L2qUpGlJE\nYs/EWmNxbYvKgephpNzWi8NzCqrF7lBqZ+zevZtRo0bx1ltvcemll/KXv/yF3/3ud3IuVgghYoQh\nklnnaSe2FTZsS2xop+bw8sMB76IGOs9qW2HDVeICDZjg4psups2ANu4V4TAS00hXQj59+jRPP/00\nc+bMAWD0w6N5qONDpP4oVRJZIYQQMctZDMwbSnLyr+j4eA8slgzyHQ7y7HYyk5LIsJwbH2suCLcZ\n0Ab7ZjvapQF3QutJTgPF82CLyv4qF4cbu0+dOsXMmTOZN28eZrOZKVOmMHLkSJo3b36ef2pCCCEi\nyRDJ7NkdZzm045A7ESXwXdSAlQzzHdiW2LzPV/GKztmdsWRYSOyZGHZiGolKyC6Xi9dee42xY8dy\n4MAB7r33Xsb97zhO3H+Cw2WHOfr00TpVVxRCCCEakiuvL5asdPIdDvoVFFDmcpFgMrEpPf2chDZQ\nUlk0pPLITxN3chqsvkWgxLS2zgGhxG6Xy8XKlSvJysri0KFD3H///cyaNUtqVgghRIwyRDKrta76\nQhHwLmrASoZ5dvd24sr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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,2,figsize=(16,7))\n", "p1=ax[0].plot(dJDF['N'],dJDF['Si'],'b.',label='SJDF')\n", "p2=ax[0].plot(dSJGI['N'],dSJGI['Si'],'c.',label='SJGI')\n", "p3=ax[0].plot(dSOG['N'],dSOG['Si'],'y.',label='SOG')\n", "p4=ax[0].plot(dNSOG['N'],dNSOG['Si'],'m.',label='NSOG')\n", "ax[0].set_title('Observed')\n", "ax[0].set_xlabel('N')\n", "ax[0].set_ylabel('Si')\n", "ax[0].set_xlim(0,40)\n", "ax[0].set_ylim(0,85)\n", "ax[0].legend()\n", "\n", "p5=ax[1].plot(dJDF['mod_nitrate'],dJDF['mod_silicon'],'b.',label='SJDF')\n", "p6=ax[1].plot(dSJGI['mod_nitrate'],dSJGI['mod_silicon'],'c.',label='SJGI')\n", "p7=ax[1].plot(dSOG['mod_nitrate'],dSOG['mod_silicon'],'y.',label='SOG')\n", "p8=ax[1].plot(dNSOG['mod_nitrate'],dNSOG['mod_silicon'],'m.',label='NSOG')\n", "ax[1].set_title('Model')\n", "ax[1].set_xlabel('N')\n", "ax[1].set_ylabel('Si')\n", "ax[1].set_xlim(0,40)\n", "ax[1].set_ylim(0,85)\n", "ax[1].legend()\n", "ax[0].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')\n", "ax[1].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Chlorophyll" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "data['l10_obsChl']=np.log10(data['Chlorophyll_Extracted']+0.01)\n", "data['l10_modChl']=np.log10(2*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates'])+0.01)\n", "data['mod_Chl']=2*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates'])" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "log10[Chl+0.01]\n", "z<15 m:\n", " N: 271\n", " bias: 0.310111733243862\n", " RMSE: 0.45320795522669954\n", " WSS: 0.6837244223552281\n", "z>=15 m:\n", " N: 132\n", " bias: 0.3419244062710829\n", " RMSE: 0.4565490231472483\n", " WSS: 0.6533607828869809\n", "all:\n", " N: 403\n", " bias: 0.3205317651038948\n", " RMSE: 0.4543050060525409\n", " WSS: 0.7222327342364581\n", "\n", "\n", "Chl\n", "z<15 m:\n", " N: 271\n", " bias: 2.614055207288889\n", " RMSE: 4.602530902448576\n", " WSS: 0.5427164099022778\n", "z>=15 m:\n", " N: 132\n", " bias: 0.8883576819644956\n", " RMSE: 1.4159714093872362\n", " WSS: 0.725442958055563\n", "all:\n", " N: 403\n", " bias: 2.0488143305076982\n", " RMSE: 3.8602538153469825\n", " WSS: 0.6033972573756206\n" ] } ], "source": [ "print('log10[Chl+0.01]')\n", "print('z<15 m:')\n", "et.printstats(data.loc[data.Z<15,:],'l10_obsChl','l10_modChl')\n", "print('z>=15 m:')\n", "et.printstats(data.loc[data.Z>=15,:],'l10_obsChl','l10_modChl')\n", "print('all:')\n", "et.printstats(data,'l10_obsChl','l10_modChl')\n", "print('\\n')\n", "print('Chl')\n", "print('z<15 m:')\n", "et.printstats(data.loc[data.Z<15,:],'Chlorophyll_Extracted','mod_Chl')\n", "print('z>=15 m:')\n", "et.printstats(data.loc[data.Z>=15,:],'Chlorophyll_Extracted','mod_Chl')\n", "print('all:')\n", "et.printstats(data,'Chlorophyll_Extracted','mod_Chl')\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ksGrVKoYOHUqzZs2IiIjgwQcftHVIgPQwCSFEhXfo0CG8vb25du0aO3fulGRJmOXu7o6n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gE7Gk7QgV/oSfKP1Pb8PJRmoYbTTMjH93NmhzrviERpb8aLpiQH3EGQX5MsaoTWIS/lmrPBWJrF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\ntedte66YmBgMBgMRERE4HA769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3e41zNpBX9dARSg6dB0PrQKuYVpptHc0SC03B9UeBoF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\ncMNkZmZmZmaWwg2TmZmZmZlZiv8HBfjJjIeAJQQAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2,figsize = (14,6))\n", "ax[0].plot(np.arange(-.6,1.6,.1),np.arange(-.6,1.6,.1),'k-')\n", "ps=et.varvarPlot(ax[0],data,'l10_obsChl','l10_modChl','Z',(5,10,15,20,25),'z','m',('crimson','darkorange','lime','mediumseagreen','darkturquoise','navy'))\n", "ax[0].legend(handles=ps)\n", "ax[0].set_xlabel('Obs')\n", "ax[0].set_ylabel('Model')\n", "ax[0].set_title('log10[Chl ($\\mu$g/L)+0.01]')\n", "ax[1].plot(np.arange(0,35),np.arange(0,35),'k-')\n", "ps=et.varvarPlot(ax[1],data,'Chlorophyll_Extracted','mod_Chl','Z',(5,10,15,20,25),'z','m',('crimson','darkorange','lime','mediumseagreen','darkturquoise','navy'))\n", "ax[1].legend(handles=ps)\n", "ax[1].set_xlabel('Obs')\n", "ax[1].set_ylabel('Model')\n", "ax[1].set_title('Chl ($\\mu$g/L)')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [conda env:python36]", "language": "python", "name": "conda-env-python36-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }