{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## DFO Nutrient Comparison"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import sqlalchemy\n",
"from sqlalchemy import (create_engine, Column, String, Integer, Float, MetaData, \n",
" Table, type_coerce, ForeignKey, case)\n",
"from sqlalchemy.orm import mapper, create_session, relationship, aliased, Session\n",
"from sqlalchemy.ext.declarative import declarative_base\n",
"from sqlalchemy import case\n",
"import numpy as np\n",
"from sqlalchemy.ext.automap import automap_base\n",
"import matplotlib.pyplot as plt\n",
"import sqlalchemy.types as types\n",
"from sqlalchemy.sql import and_, or_, not_, func\n",
"from sqlalchemy.sql import select\n",
"import os\n",
"from os.path import isfile\n",
"import pandas as pd\n",
"import netCDF4 as nc\n",
"import datetime as dt\n",
"from salishsea_tools import evaltools as et, viz_tools\n",
"import datetime\n",
"import glob\n",
"import gsw\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Year | \n",
" Month | \n",
" Day | \n",
" Hour | \n",
" Lat | \n",
" Lon | \n",
" Pressure | \n",
" Depth | \n",
" Ammonium | \n",
" Ammonium_units | \n",
" Chlorophyll_Extracted | \n",
" Chlorophyll_Extracted_units | \n",
" N | \n",
" Si | \n",
" Silicate_units | \n",
" AbsSal | \n",
" ConsT | \n",
" Z | \n",
" dtUTC | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1982.0 | \n",
" 7.0 | \n",
" 16.0 | \n",
" 1.35 | \n",
" 49.25 | \n",
" -123.943 | \n",
" NaN | \n",
" 12.0 | \n",
" NaN | \n",
" None | \n",
" 5.28 | \n",
" mg/m^3 | \n",
" 6.6 | \n",
" 13.6 | \n",
" umol/L | \n",
" NaN | \n",
" NaN | \n",
" 12.0 | \n",
" 1982-07-16 01:21:00 | \n",
"
\n",
" \n",
" 1 | \n",
" 1982.0 | \n",
" 7.0 | \n",
" 16.0 | \n",
" 1.35 | \n",
" 49.25 | \n",
" -123.943 | \n",
" NaN | \n",
" 21.5 | \n",
" NaN | \n",
" None | \n",
" 0.61 | \n",
" mg/m^3 | \n",
" 21.2 | \n",
" 45.0 | \n",
" umol/L | \n",
" NaN | \n",
" NaN | \n",
" 21.5 | \n",
" 1982-07-16 01:21:00 | \n",
"
\n",
" \n",
" 2 | \n",
" 1982.0 | \n",
" 7.0 | \n",
" 16.0 | \n",
" 1.35 | \n",
" 49.25 | \n",
" -123.943 | \n",
" NaN | \n",
" 30.5 | \n",
" NaN | \n",
" None | \n",
" NaN | \n",
" mg/m^3 | \n",
" 23.5 | \n",
" 47.4 | \n",
" umol/L | \n",
" NaN | \n",
" NaN | \n",
" 30.5 | \n",
" 1982-07-16 01:21:00 | \n",
"
\n",
" \n",
" 3 | \n",
" 1982.0 | \n",
" 7.0 | \n",
" 16.0 | \n",
" 1.35 | \n",
" 49.25 | \n",
" -123.943 | \n",
" NaN | \n",
" 52.3 | \n",
" NaN | \n",
" None | \n",
" NaN | \n",
" mg/m^3 | \n",
" 28.0 | \n",
" 50.2 | \n",
" umol/L | \n",
" NaN | \n",
" NaN | \n",
" 52.3 | \n",
" 1982-07-16 01:21:00 | \n",
"
\n",
" \n",
" 4 | \n",
" 1982.0 | \n",
" 7.0 | \n",
" 16.0 | \n",
" 1.35 | \n",
" 49.25 | \n",
" -123.943 | \n",
" NaN | \n",
" 75.4 | \n",
" NaN | \n",
" None | \n",
" NaN | \n",
" mg/m^3 | \n",
" 26.5 | \n",
" 49.1 | \n",
" umol/L | \n",
" NaN | \n",
" NaN | \n",
" 75.4 | \n",
" 1982-07-16 01:21:00 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Year Month Day Hour Lat Lon Pressure Depth Ammonium \\\n",
"0 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 12.0 NaN \n",
"1 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 21.5 NaN \n",
"2 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 30.5 NaN \n",
"3 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 52.3 NaN \n",
"4 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 75.4 NaN \n",
"\n",
" Ammonium_units Chlorophyll_Extracted Chlorophyll_Extracted_units N \\\n",
"0 None 5.28 mg/m^3 6.6 \n",
"1 None 0.61 mg/m^3 21.2 \n",
"2 None NaN mg/m^3 23.5 \n",
"3 None NaN mg/m^3 28.0 \n",
"4 None NaN mg/m^3 26.5 \n",
"\n",
" Si Silicate_units AbsSal ConsT Z dtUTC \n",
"0 13.6 umol/L NaN NaN 12.0 1982-07-16 01:21:00 \n",
"1 45.0 umol/L NaN NaN 21.5 1982-07-16 01:21:00 \n",
"2 47.4 umol/L NaN NaN 30.5 1982-07-16 01:21:00 \n",
"3 50.2 umol/L NaN NaN 52.3 1982-07-16 01:21:00 \n",
"4 49.1 umol/L NaN NaN 75.4 1982-07-16 01:21:00 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"PATH= '/data/eolson/MEOPAR/SS36runs/linkHC201812/'\n",
"start_date = datetime.datetime(2017,1,1)\n",
"end_date = datetime.datetime(2017,7,1)\n",
"flen=1\n",
"namfmt='nowcast'\n",
"#varmap={'N':'nitrate','Si':'silicon','Ammonium':'ammonium'}\n",
"filemap={'nitrate':'ptrc_T','silicon':'ptrc_T','ammonium':'ptrc_T','diatoms':'ptrc_T','ciliates':'ptrc_T','flagellates':'ptrc_T','vosaline':'grid_T','votemper':'grid_T'}\n",
"#gridmap={'nitrate':'tmask','silicon':'tmask','ammonium':'tmask'}\n",
"fdict={'ptrc_T':1,'grid_T':1}\n",
"\n",
"df1=et.loadDFO()\n",
"df1.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"data=et.matchData(df1,filemap, fdict, start_date, end_date, namfmt, PATH, flen)"
]
},
{
"cell_type": "raw",
"metadata": {
"collapsed": true
},
"source": [
"import pickle\n",
"data=pickle.load(open('/data/eolson/MEOPAR/SS36runs/calcFiles/evalMatches/dataDFO.pkl','rb'))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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Z9s/pSKNy5cqZvnwuX76clSpVopubGy0tLfnLL79k2CYvRUOVg1sGs2fPBgAc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aKPjw99fHzo5+fHf/75x6icTlCVLVuWX375paK3GTJkSI7/J9evX+enn36qmBYvXbrU7JnX8uXL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\n/+QAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize = (6,6))\n",
"viz_tools.set_aspect(ax, coords = 'map')\n",
"ax.plot(data['Lon'], data['Lat'], 'ro',label='data')\n",
"ax.plot(data.loc[(data.Lon < -123.5) & (data.Lat < 48.6),['Lon']], \n",
" data.loc[(data.Lon < -123.5) & (data.Lat < 48.6),['Lat']], \n",
" 'bo', label = 'Juan de Fuca')\n",
"\n",
"ax.plot(data.loc[data.Si>75,['Lon']],data.loc[data.Si>75,['Lat']],'*',color='y',label='high Si')\n",
"grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n",
"viz_tools.plot_coastline(ax, grid, coords = 'map')\n",
"ax.set_ylim(48, 50.5)\n",
"ax.legend()\n",
"ax.set_xlim(-125.7, -122.5);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Nitrate"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Nitrate\n",
"z<15 m:\n",
" N: 381\n",
" bias: -3.6876964792183884\n",
" RMSE: 5.937999349675415\n",
" WSS: 0.8528120820448147\n",
"15 m<=z<22 m:\n",
" N: 101\n",
" bias: -2.0750562620635087\n",
" RMSE: 4.314162586289442\n",
" WSS: 0.8258027758885711\n",
"z>=22 m:\n",
" N: 698\n",
" bias: -0.7475278073395586\n",
" RMSE: 2.7692314442052584\n",
" WSS: 0.9106933630301776\n",
"all:\n",
" N: 1180\n",
" bias: -1.8104808903166365\n",
" RMSE: 4.184973337994414\n",
" WSS: 0.9403203265218977\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": [
""
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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MCraRnyU02/2FF6p4553d9mv9+vUIOy7WqMT77++jqupA2A2IFcRjba4iWpcE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\njhXZGy4uHo7rWD2NWuMHGrXGdaw+5b3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r5ckMqjrCnj1HWLRoE9qv8UX0KN3uGu684Q08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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize = (8,8))\n",
"ps=et.varvarPlot(ax,data,'N','mod_nitrate','Z',(15,22),'z','m',('mediumseagreen','darkturquoise','navy'))\n",
"ax.legend(handles=ps)\n",
"ax.set_xlabel('Obs')\n",
"ax.set_ylabel('Model')\n",
"ax.set_title('NO$_3$ ($\\mu$M)')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Nitrate, z<15\n",
"Feb-Mar:\n",
" N: 42\n",
" bias: -3.9272177850632453\n",
" RMSE: 4.917847556262031\n",
" WSS: 0.7270891593725952\n",
"April:\n",
" N: 188\n",
" bias: -4.329515312969524\n",
" RMSE: 6.4712158080217\n",
" WSS: 0.7622620462911704\n",
"May-Jun:\n",
" N: 151\n",
" bias: -2.8219889587501923\n",
" RMSE: 5.486534383301401\n",
" WSS: 0.8090545654205824\n",
"Sep-Oct:\n",
" N: 0\n",
" bias: nan\n",
" RMSE: nan\n",
" WSS: nan\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/fromnumeric.py:2957: RuntimeWarning: Mean of empty slice.\n",
" out=out, **kwargs)\n",
"/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/_methods.py:80: RuntimeWarning: invalid value encountered in double_scalars\n",
" ret = ret.dtype.type(ret / rcount)\n",
"/data/eolson/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:874: RuntimeWarning: invalid value encountered in double_scalars\n",
" RMSE=np.sqrt(np.sum((mod-obs)**2)/N)\n",
"/data/eolson/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:875: RuntimeWarning: invalid value encountered in double_scalars\n",
" WSS=1.0-np.sum((mod-obs)**2)/np.sum((np.abs(mod-obsmean)+np.abs(obs-obsmean))**2)\n"
]
},
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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TqlUr7rjjDqZPn05kZKTrSGFBdVckPO3fv5/o6Gh2795NamoqNWvWdB0pLKjm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\npIA5U4B97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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,4,figsize = (24,6))\n",
"for axi in ax:\n",
" axi.plot(np.arange(0,30),np.arange(0,30),'k-')\n",
"ps=et.varvarPlot(ax[0],data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n",
"ax[0].set_title('Feb-Mar')\n",
"ii1=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,5,1))&(data.dtUTC>dt.datetime(2017,4,1))\n",
"ps=et.varvarPlot(ax[1],data.loc[ii1,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n",
"ax[1].set_title('April')\n",
"ii2=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,9,1))&(data.dtUTC>dt.datetime(2017,5,1))\n",
"ps=et.varvarPlot(ax[2],data.loc[ii2,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n",
"ax[2].set_title('May-Jun')\n",
"ii3=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,12,1))&(data.dtUTC>dt.datetime(2017,9,1))\n",
"ps=et.varvarPlot(ax[3],data.loc[ii3,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n",
"ax[3].set_title('Sep-Oct')\n",
"\n",
"#ii4=(data.Z < 15)&(data.dtUTC<=dt.datetime(2016,4,1))&(data.dtUTC>dt.datetime(2016,2,1))\n",
"#ps=et.varvarPlot(ax[0],data.loc[ii4,:],obsvar,modvar,cols=('darkturquoise','navy'))\n",
"#ii5=(data.Z < 15)&(data.dtUTC<=dt.datetime(2016,5,1))&(data.dtUTC>dt.datetime(2016,4,1))\n",
"#ps=et.varvarPlot(ax[1],data.loc[ii5,:],obsvar,modvar,cols=('darkturquoise','navy'))\n",
"\n",
"print('Nitrate, z<15')\n",
"print('Feb-Mar:')\n",
"et.printstats(data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],'N','mod_nitrate')\n",
"print('April:')\n",
"et.printstats(data.loc[ii1,:],'N','mod_nitrate')\n",
"print('May-Jun:')\n",
"et.printstats(data.loc[ii2,:],'N','mod_nitrate')\n",
"print('Sep-Oct:')\n",
"et.printstats(data.loc[ii3,:],'N','mod_nitrate')\n",
"fig,ax=plt.subplots(1,1,figsize=(24,1))\n",
"plt.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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DS/VuyhpBENCkSZMCByPPnz/H9u3bMWzYMGzbtg1BQUE4cOAADh8+jF27dmHbtm3YunUr\nVqxYgfXr12Pu3LlqNgA5OTlsmb99+/bYuXMntmzZgiNHjiApKQk3b97ke/QcThEoluDb2amKvXjY\n2ZW4/evXr6Nhw4ZITU1FYmIiatasCX9/f8THx7M6s2bNwpo1awCoz/Dzq1ccuODnOQwMDODt7Y2O\nHTvCx8cH3t7esLGxgaGhYb7GUkVFqVQiOjoaSqUSQ4cOhVQqRXR0NExNTdnyfmlQKpVsOblTp054\n8+YNAGDIkCGQSCQ4cOBAvrPv7OxsBAYGsn3g5s2bsz3j06dPs5mkGPNejD8gnhe3QerXr5+vW9+L\nFy9AREWK2V+lShW4urqyAcTkyZNBRDh//nyx3sm7ZODAgSAifPvtt++sjbCwMPaZrFix4p21w+F8\nDBRL8CUSzYIvkZS4/ZUrV2L27Nns54kTJ8Lf3x8XL16Eh4cHGjZsCHt7e4wYMQKAuuDnV684cMF/\nS/CrVauGhg0bwtLSEnZ2djA3N9e4XJqamprvsvvp06fh5OSETz75BC4uLujQoQNbJRCPbt26YebM\nmSUyStu8eTM8PT0xduxYnDhxAikpKRg2bBiICNOnT2f1cnJyYGlpCV9f3yLdNzY2Fj/88AMkEgk8\nPT2ZYeHs2bNha2uLWbNmscx1giDghx9+gLa2NgwNDbFixQpoa2ujR48eGmf6SqUSbdu2hb6+fqHu\nZN9++62KYeP169dBRFi+fHmRnuNdEhMTw7ZMPv/8czVbhLS0NMyaNQuBgYGFZi4UBIHNzt9+Z1FR\nUahevTrkcjkzFOVwOCWnvGf4+Qm+vb09s1sKCAjAwIEDAagLfn71igMX/DzH20v6+X3J5uTkoHr1\n6tDW1kaXLl2we/duvHz5krlUmZqawsjICG5ubmjWrBnq1q0LT09PzJs3D8uXL8euXbuwYcMGEBGa\nNWum0UArP8SZsr6+PuRyOYiI7aV369aNzeIFQUDfvn1BRNizZ0+R7w8Aq1atYjH2hw8frtEgMT09\nnbmNhYeHAwBWrFjBlvtfvXqlse+VK1eGi4tLgQIWFBQEImKuh2/evIGlpSXq169f7lbno0aNAhFh\nxIgRalsw8fHxGDJkiMrAzsXFBQ0bNkSrVq3QpEkTdO3aFe7u7vjyyy9Ro0YN6OrqwsLCAqampujd\nuzemTp0KPz8/lvtg//795fSkHM5/i/Lew79x4wbbHk1KSkKtWrXg7+8Pc3NzxMTEICsrCx06dGBC\n7ufnh+3bt7Pr86tXHLjg5zlcXFywfft2nD9/HsuWLYOvry9mzpyJIUOGsDC2CxYsYCFrq1WrBltb\nW/blrqurC9Gl6syZM+yFxsbGYt++fQgLC8PSpUtZJjMbG5tiR7Z7/vw5tLW14eXlhfT0dJw/fx5T\npkzBzJkz2TL+69evMXXqVBARevbsWaAhXX6kpKTAx8cHMpkMpqammD17NkJDQ5Gdnc0GKOIKxc2b\nNwHkDjLE9KtGRkb4+++/1e47ZMgQyGSyAoVboVDA2toatWrVYgODs2fPgqh8c7kLgsA+67i4OJVz\nSqWSxUvo3LkzfvvtNyxcuBCenp745JNP4OzsjCZNmsDOzg4NGzaEqakpWrdujdGjR+Pzzz9Hv379\nULVqVRARG0jlnQ1wOJzSURGs9PMa7X355Zfw9/fH+vXrYW9vj6ZNm8LPz48JeWhoKOrVq4dGjRrh\nwYMH+dYrDlzw83ZKg/UzEbEodOKM2t3dHbt374YgCMjMzMT06dMxf/58DBkyBLt27VKZsW/cuFHN\nqtrDwwOBgYEltgnI6zqniU8//ZTt5ZfWEDAiIgItW7ZkkfDkcjkkEglWrlyJ8ePHQ0dHR8UNTxAE\nXLlyBYaGhqhdu7batoezszNat25daLvi6kTeJXPRILG8LNLv3LkDIkLXrl3VDOXEd64pNXFREQQB\nCoUCmZmZPNIgh1PGVDQ//PKAC36ew8rKCtevX8fJkydZrvmkpCQIgoD4+HhkZWXh5cuXxXrBYo56\notw492/nsC8JcXFxIMqNs69paVz0ibe3t8eiRYtK3R6Qu6x+6NAhjBgxAlpaWtDS0kKXLl1ARCpB\nYR4/fsxm/kSEK1eusHMxMTEgIkyaNKnQ9sTtgbyWqFlZWbCzs0Pt2rXL5JmKiiAIuHz5Mss98OzZ\nM5XzUVFRzJOA77VzOBUTLvhc8FWOombLextBEPD8+XONX/aCIODnn39mftlWVlYYPHiwiotFURED\nuIwZMwZEhK1bt2qs9+zZM6xbt45Z7e8u44ARa9asARExS3Vxvz46Oprt/Xfr1g2nTp1SuS4lJYUZ\nuxWGuFe+du1aVpaWlgYLCwt07dq1TJ+nMMQwtZUqVcK8efPUzovvg3+hcDgVF/73yQVf5WjcuDES\nExPx5s0b7N69G5cvX8aBAwdw7do1rFq1Ck5OTqhXrx5cXFzQtGlTuLq6ol27dix4jpWVFb766iuV\nICwiSUlJ2LFjB3x9fSGRSGBlZYXvv/++wBlhTEwMlixZgo4dO2Lo0KEqlv61a9cu8Np9+/YxIerR\no0e+9UqCGE5WdJcT9+xF97z8ku+IAYAKs7a/e/cuKlWqpDYwaNeu3TsZwORHQkICs8hv166dxgiC\nly9fBhHB0dGRz+45nAoMF3wu+CqHRCKBTCZjxndvH82bN8enn34KT09PuLu7o2XLlnBxcYG7uzuW\nLFmCL7/8Evr6+rCxscGDBw/yfemnT5+Gp6cn812fMGEChg8fjvnz5+Pq1as4f/48fH19mfFWzZo1\noa2tjVatWiEgIABHjx4t8ENNTExU6feuXbsKrF9cbt68CaLcJEBLlixBly5d0KdPHwwdOlQtR0Bm\nZiYOHjyI9u3bgyg3kmBBgYt27drFDNdOnz7Nyh89egSi3IRA70NY37x5wxL9DB8+XKOL3YMHD2Bu\nbg5tbe0CP28Oh1P+cMHngq9yWFhYYNasWZgwYQLCw8Nx9OhRXL58Gbt378Yff/xRpBd67do1JtTO\nzs6YMmUKc1vLS05ODlatWoW2bdtCR0cHOjo6bIYsGgqOHz+ehZh9W+RiYmKwePFiFqKxXbt2mDJl\nCs6fP4/Y2FhmYEiUG7e/rEVy4MCBkEgk+WbFA4ATJ06wjIG2trZYsGABUlJS8OrVKxYectOmTcy7\nAADc3d1RrVo1FYHduHEjDAwMIJVKyzyZRF4EQUBYWBgGDBgAPT09tm2hCYVCgcaNG4OIVDwyOBxO\nxYQLPhd8laOke/hv89dff2Hx4sVo27YtE/+CcsynpaUhIyODue/t27cvX9/8P/74QyV1aoMGDWBm\nZgZHR0dWJpfL4enpiV27drG98E2bNpXJs4kkJyejdu3asLa2zteiXDRymzhxooq1/bp161RWIGrW\nrImlS5eyVY+87miCIMDY2BhVq1bF5cuXy/QZ8iIIAgsxXKlSJYwcOZK5G2pCzAy4dOnSd9YnDodT\ndnDB54L/TgQ/L/Hx8ahXrx4kEgk6dOiASZMmoWHDhrCxscGUKVOKFZc/Li4OxsbG0NbWxoQJE9Q+\nvJSUFBw/fpwtRU+cOBFLliyBhYUF9PT0yvwX/qeffgIRoXfv3hrPL126FKamptDV1VVZIfnqq69A\nREhPT8exY8dgYWEBIoKDgwMWL16s5q7o6uoKMzMzvHjxokz7L/Lo0SP06tULYkCdglLRCoKA4OBg\nWFtbw9nZ+Z30h8PhlD0VQfANDAzw+PFj6OnpoVGjRqhbty6aNm2KgIAAVicgIIAFKHNxcUH//v3L\nrH0u+O9Y8IHchDATJ05kOe6bNWvGktBMmDBBZflaEARs2rRJY3Q70df7+PHjBbaXnZ2N7t27q9kg\n5J3lK5VK3L9/v9hBebKzs/HTTz+hc+fObAti7Nix+daPjY1lLmsiJ0+eBBFh5MiRrC8PHz6EUqlE\nZmamWlCee/fuQV9fHx4eHnjy5AmuXLnC6qSkpODRo0cl3rJISEhAgwYNQEQYPXp0gemAly9fjtq1\na7Mtl4MHD5aoTQ6H8/6pSILfoEEDVvbw4UOIQd+AXMEfM2bMO2mfC/57EPy8iEIlCAK+/PJLJsaN\nGzfGiBEj2M9yuVzt2v79+4OIipw69+nTpzh79ix8fHzg5OSEZ8+e4dWrV1i4cCGLFmhiYoK9e/dC\nEATs3LkT+/bt02iNnp6ejjlz5qBatWogIlhbW+Pbb79FVFRUgX1QKpWQy+Vo3rw5E+UtW7aAKDet\nrtiWIAj47rvvoK+vD1tbW5w8eVJF+MX0xOKhq6uLFi1asLTCtra2GDlyZJHdHXNycjB27Fhm67Bs\n2bJ86yYkJKjYRAwbNgxJSUlFaofD4VQMSiL44eHAokW5/5YFmgQfAC5cuIBGjRoB4IL/nxL8vCiV\nSly/fp2FYBX34IkIQ4YMUZu1zp8/H0SEkydPFvn+Dx8+RHZ2Ns6dO4eePXtCS0sLRIS2bdti5cqV\nqFevntpKQLNmzZCZmcnuk5OTw2wBOnXqhCNHjuDIkSPo3LkzTE1N4ezsDBsbG/Tt2xe7du1Si0In\nRgasWrUqW86vU6eOisFfdnY265sY1U9XVxcLFixgdW7cuMFyEUyaNAlNmjTBV199heXLl7NtjGrV\nqqFJkyZwd3fHunXrEBkZqZbgRqFQsKh9Xbp0wfXr1wt9j02bNlXpm5GREQYNGoTMzExER0fj1KlT\nJYqtwOFw3g/FFfzwcEAuB2Sy3H/LQvTzE/yEhATo6ekBUF/SzxtPv7RwwS9HwX8bpVKJ33//nRm7\nvR2V79WrVyCiQrPfxcbGYsmSJSxmv7j0bm5ujsmTJ+P+/fusbmJiItavXw89PT1UqVIFc+fOBRHh\nxx9/BJDrJiemaO3QoQMAYPr06WyW7+vrixYtWqBHjx7MIn/UqFEq/REEAbt27UKvXr1gYmICe3t7\ntVgFR44cARHB29sbaWlpOHPmDLOCDwoKKtL7O3nyJDp27AhXV1eWQ56IYGZmht69e+PHH3/E119/\nDX19fRDlhkguaL8+L9nZ2cjKykJCQgIOHz7MVlu0tbXZQEVbWxsnTpwo0v04HM77pbiCv2hRrtgT\n5f5bFkFL8xP8N2/eqAg+n+F/BIIvIgbMuXr1qkq5GF8+vwh7QG7ueHGloFWrVli6dCn8/PywZ88e\nZGRksFWFuLg4nD17FkuXLsXu3buxdetWZGZm4tmzZyAijB8/HsePH2dW9IcOHcKxY8fQtWtXEBE8\nPT3V9v+VSiWbwef3x/X2qkVGRgb27t0LIyMjWFtb4+HDh+ycGGjn8OHD+T5vSkoK/vjjD7W+pKam\nYunSpdi0aRMGDRrEEtMYGBhg6NChuHbtWr73FNm0aRN8fHwwefJkDB48GAEBASqhladOnYrKlStj\n4sSJOH78OPOYePr0aaH35nA475eKPMO/cOECGjduDIAL/kcn+GJmuG3btqmUnzlzRsXY7W2ePn3K\nZuJ5/fdXrVqFWrVqwdraGjY2NmpL+HkD9GRnZ6NFixaszMLCAqNGjWKz/CpVqmDWrFlq2eJEVq9e\nzZbWHz9+XOBzbtu2jc2OHRwcVJb4k5OToauri/Hjx2u8NjIyEqNHj2Z7+EZGRvD29sbGjRuhUCjU\n6guCgPv37yMxMbHAPons2bNH4zuSSqX5BjL6+++/UalSJbRs2VJtW4PD4ZQvFXUP//Hjx2jcuDE3\n2nvfR0UR/AcPHoCIMHPmTLVzYtrbkSNHIigoCEFBQRg/fjyWLFkCDw8Ptdm1uA1AlJsq18vLCxs3\nbsSiRYuwd+9evHz5EkFBQWjYsCGICHXr1kVkZCROnTqFvXv3soyBHTt2xOHDhwsVsuTkZCxfvhwG\nBgZo0aIFsrKyIAgCjh49qpbbfdiwYSAifP/992ruiaLL39vL+dnZ2ejcuTPb4//qq6+wZcsWDBs2\njKUqrlevHvbv318sl8e8REREQCaTwdzcHH369FERfAsLC2hra2PcuHEaEynt27ePbWtwwz4Op+JQ\n3lb62dnZMDMzK5JbHhf8j0jw4+PjQUQYOnSo2rnMzEz4+PiwmXHew8jICH369MGtW7ewYsUKlrb3\nbbc4TSgUCsybNw9EhA0bNgAA2rRpAyJC+/bti/0MBw4cABFh2rRp+O2331gf87oUvnnzBra2tqhc\nuTLmzZuSCZB5AAAgAElEQVTHgg0lJibCzc0NlSpVUjEeFASBJQ4aNmyYmpGcIAjYv38/zM3NQZSb\nQ0CMlnjx4kX89ttv+OOPPxAREYHHjx/jzz//xOvXr9m1oaGh6N+/P7S0tKCjo4M7d+7Az8+PbWu8\n/b6bN2+u0j+RkSNHsu2DsLCwYr87DodT9pS34N+6dQtNmzYt1z5wwa+Agi8IAoyMjJiRnCaSkpKw\nZcsWBAQE4Pz58/D29oaOjo7GZWh3d3cVQ738WLVqFYgI33zzDYD/u8JJpVKEhoYW+znc3d1RuXJl\nZGdnM193BwcHlTo3btxgRoqOjo5YtmwZ21J4O7Xv1q1bQZSbyCY/f3kg15Zg0qRJLHNfYceqVatY\nXAQjIyOMHj0at2/fBpA7KCHKDcjz999/Y+nSpSqDrR49eqjZWiiVSgQFBcHOzg7Vq1fn1vscTgWg\nPAV/w4YNqFevnlqukfcNF/wKKPgAmOh16tQJK1asUAu1K6aaFQ+5XI7Ro0fj9OnT2LhxIyIjI5GS\nklKon7yImAHvbSM5hUJRoN1AfgiCgJo1a6JLly4Acu0LGjdurLasLyK6yYnHl19+qXI+PDwcRITq\n1avnaz/wNllZWQgJCcGuXbtw+PBhbN26FQEBAdiwYQNWr16NWbNmgYjYLH748OFqMQiys7Oho6OD\njh07srJvv/0WRIRPPvkE2trakEqlCAkJUWv/+vXr0NbWLlI6YA6H824p7xl+RYALfgUV/KioKIwf\nP575yWsKr+jl5aViTObt7a1i5V4cxP3048ePq8TGz8rKgoGBAZo0aaLmz14Q9+7dAxFh3bp1yMrK\nwpEjR7B69ep8I+IplUpERkbixYsXePbsmcr+e2xsLPT19aGjo4O///67RM/3NsePH4ednR3zSCCi\nfEP32tvbq6y2/PLLLyAiBAQEIDY2lhlEasop0LVrV2hra/PUuRxOOcMFnwt+hRX8vHz33XcgIuzc\nuVPt3Js3b3D48GEMHz4ccrkchoaG6Nu3L2bPno1x48bh6NGjGq3W30YM20uUG/UvbzS/bdu2gYhU\nguAUxrJly0BEePz4Mdzc3Ni916xZAyA321+tWrXg5ORUoBtbVlYWatSoAaKCExAVB9F4xsrKCoGB\ngXBzc2NRrt7m8ePHICIsX76clYleFOL7uHnzJnR0dNC5c2c1Q0ExZkFZ9Z3D4ZQMLvhc8D8Iwc/J\nyUHr1q1hYGCgMca+yO+//45+/fqxADhiVDgdHZ1Co/MlJyfj2LFjGDx4MIgI48aNY+cEQUDfvn0h\nlUpx6dKlQvt7//59WFlZoWHDhrh+/TqICFOnToWXlxd0dHRw48YNlS2J/Nzcrl69CldXVxAR/P39\nC223qISGhoKIcODAAWYEOG/ePLV6hw4dYv774nt/9eoV5HI59PT0cO/ePVZX3JJ4O2pfamoqGjRo\nACMjI0yfPh2//vprib0HOBxOyeGCzwX/gxB8AHj+/DnMzMxYcIaCUCqViImJQWZmJgue06tXryK3\nJS5xd+rUCR4eHrh27RqSkpJQq1YtmJub4/vvv1fb6xZF7OnTp3BxcQERYceOHbCwsICWlhaio6MR\nFxcHa2trODo6IikpCTdu3MDFixeRkJCgsR8uLi7Q0tLC8uXLy0wkk5OT0aJFC8hkMhbyt1OnTmru\nhpmZmTA0NISNjQ2zaVAqlXBwcNDoLrh9+3Y2iHibv/76C23btmXGft26dcOtW7fK5Hk4HE7R4ILP\nBf+DEXwA6NOnD/T19dX20mfPno1q1aph9+7dKsIlCAJzrStOPOaMjAyMGTOG7XHb29sjISEBERER\naNasGYgIzs7O2Lt3L4DcGb1cLkf16tUhlUohkUiwcOFCZniYVwRDQkIglUrRr1+/Qve13dzcYGZm\npnFvvKSIIj9gwADIZDLUq1dP4/2DgoJARPjll19YWZcuXUBEWLlypVr9tLQ0ODk5oXLlynj+/LnG\nthMTE9kSv0Qi4db7HM57pCII/vfff4/69evDyckJLi4uuHr1Klq3bs0ifyYnJ2PkyJFwcHBA48aN\n4erqis2bNwOAxgh9xYUL/gck+LVq1ULLli1VysRQuOJRqVIl1KxZE1WrVmWx9CdPnlziNsPDwyGT\nyeDj48MEWpzNSqVSLFiwAGZmZiAiNGnSBDNnzsTVq1dZGGBNwYO+/vprEJHa3n1UVBSmTZuGzp07\nIz4+Hn/88Qd0dXU17o2XlA4dOsDOzg5OTk4gIvz0009qdRISEuDq6godHR22kiFa5g8aNCjfgcq9\ne/dgYGCQb9jh2NhY9l6qVavGDfk4nPdIeQt+eHg4WrRoweyj4uLi8OLFCxXB79OnD2bOnMm+72Jj\nY7F48WIAXPA/OsEXfe3zfmiiQd2vv/6Kw4cPY8SIEWjfvj169uyJNm3aYNOmTaUO87p48WIQEXr3\n7s2MAPOm9m3fvj3OnDkDINfITtz39vX11SjU33//PYhUkwMJgqCS8MbDwwMhISFYt24diAhLly4t\n1TOIeHl5QUtLC7179wZRbgKg6Ohojf0T20xKSoK2tjbc3d01pg7Oy6RJk0BEuHz5skq5aMQovpf8\nVgE4HM67oUShdRUKLHryBOFFMHwujCNHjqBr165q5aLgP3jwADVq1Mh3csMF/yMTfNFXPm/ynKtX\nr0IikWDgwIHvrF2lUomRI0eyQDYymQxt2rRBcHCwipucIAgsiE5BWwiHDh0CEan45KempkIikaB1\n69bYvHkzCyK0bds2ltb37QA3JUFM86tQKPD7779DV1cXenp6mDBhAvtD8/DwQJ06ddg1x44dY4Oq\ngnj69CnzlHg7VoC4vTFy5MhCBw0cDqfsKXbyHIUC8pAQyIKDIQ8JKbXoJycnw8XFBY6Ojhg1ahQu\nXrwI4P+C//PPPxcYs+NDFnwpcYpNjRo1SEtLi3766afcURMRNW/enGbPnk07d+6kwMDAd9KuVCql\nDRs20OvXrykkJISmTJlCoaGhtGLFCnJ0dCQior///pu6du1KV65coXHjxtGgQYOIiCg9PZ169epF\nNjY2NGDAAHrz5g05OTkREdH9+/dZG/r6+jRr1iwKCQkhuVxO8fHx5OnpSX5+fjRlyhSysbGhPn36\nUEJCQqmeJW9/mzZtSsHBweTl5UWrVq0iCwsL8vHxodDQULp//z4JgkCPHz+mYcOGkZGREbm7uxd4\n7ytXrlB6ejotWLCAKleurHLuwYMH1LRpU9qwYQMZGBiU6hk4/wcAnTlzhh49elTeXeH8x7ioUFCW\nIJCSiLIEgS4qFKW6n6GhId24cYM2b95MFhYW1KdPH9qxY0e+9RcuXEiNGjUia2vrUrVbIXjXI4qS\nHBV9hg8A/v7+LKCNSE5ODszMzODp6fne+vH5559DJpOxfeiOHTuCiDBjxgy2R/X8+XOWN16c+U+a\nNAkvX74EEamtSmRnZ6NVq1bM/fDly5ewsLBAw4YNcfHiRWhpacHU1FSjC11RETMO5rUtUCqVOHjw\nIAv/S5SbRAgAZs6cCSIqUp77f/75B0S5yYDeplWrVrCwsChxvzmaOX/+PPvMatasma+LJ4dT3jP8\ntzl06BC6du3KZvj//POPxiV9AwMDAB/2DL/cxV3T8SEIvlKphJOTEywtLVXKnZ2dYWlpieTk5PfS\nj2nTpoGIWErb5s2bw9jYmA0ANmzYAJlMBiKCj48Pnj9/DiLC/PnzAQA9e/aERCLBs2fPVO777Nkz\nmJubw8XFBenp6Uyghw0bhnPnzrGY94GBgSXuuxhrYODAgSq+9ImJifjzzz8RERGBJ0+eAMh1DSzq\nQEoMyKMpKuKAAQNARHjz5k2J+81RR7SZWLJkCXPj5AmLOJoo7z38v/76S2ULdNasWRgzZoyK0Z6P\njw9mzpzJPLHS09Ohr68PgAv+Ryn4ANCjRw/IZDKVaHjBwcGQSqUYMGDAe+lDcnIys1oHgH79+oGI\nWPY4V1dX6Orq4sGDB8jJyWH+6zdu3AAATJ48Gdra2hpTyIqxA2xsbLBr1y7myrZ27VqkpaWprAIU\nRkREBE6cOIHExERWlpqain79+kFXVxcmJiaYOnWqxn11cZAiWskWxMuXL1lGvStXrqidF+P2P378\nuNB7cYqOKPiXLl1CQkICHBwcYGRkhLFjx6p85hxOeVvpX79+HZ988gnq1asHJycneHt7Iy4uDu7u\n7oiMjASQO+kYPnw47O3t0aRJE3h4eGDt2rUAuOB/tII/ZcoUEJGa/3hBIXjLGqVSCblcjtatW6u0\n/eeffwL4/wqAGFK2VatWICLY2dkhLCwMdnZ2BabdFfPKd+7cGVlZWXB3dwdRbvKc33//Hebm5nB0\ndMTu3bsRFRWFK1euIC4uDrdu3UJiYiJ27NjBDOUoj6Hho0ePWBsRERFsK8LR0RGbNm1S6cPhw4dZ\npMKCviwyMjLQrl070L/x9TUREBAAImKGOpyyITExEUSEfv36AQD+/PNPdO3aFUQEW1tbjB8/XmNi\nI87HR3kLviYyMjJgY2NTpPDnZQEX/A9Q8FevXg0iwvnz51XKxRC8enp6+Pbbb99pYJeQkBAQEdq2\nbQsAWL9+vUqfxOQ5CxcuBJCb3S8gIEAlZe3GjRsBAESE2rVrq7Xh6emJSpUq4dGjR0hNTcXu3buZ\nn/upU6dQuXJllRgEbx916tTBypUrcebMGcycORNyuZzZEeRl9+7dzC/fw8ODeQOkpqbC398fJiYm\nqF+/PlJTU9X6KAgCRo8erfG+eRk1ahQMDAxUVmU4pUcQBFhaWsLR0VElYuPRo0fRqVMn6Orqgogw\nevRoBAUFFZhWmfPfpqIJ/rVr11C3bl21NODvEi74H6DgHzlyRM09D8hdVr516xbzZ89r2FfWiGIs\nxo4Xl+FPnToFIDetroWFBRo0aKCS2vfly5fYtm0bjh07xvb7iTTHyn/06BGMjY3RrFkztlWwc+dO\nEBFmz54NpVKJa9euYfny5di5cycWLFiAzZs345tvvkFwcDAEQUBqairOnTuHBw8eYOzYsUzU3yYj\nIwNz5syBpaUlqlSpgpiYGHbu3LlzkEgkGDJkCCtLTk6Gv78/e9d50+e+zenTpyGRSNCtW7fivGJO\nERH/HrS1tdGmTRscOXKEnUtMTMQXX3zBwhrL5XJ8+umnWL16Nfud4nwcVDTBLw+44H+Agp+amor6\n9evDysoKr169YuW1a9dWmeFGRES8k/b3798PIsKsWbNY2ZgxYyCXy9kMKiYmBm3btlWZ5ReHJ0+e\nIDAwkAXIybssO2jQIEgkErV49nm5c+cOxo4dC2NjY5V3Ur9+/QITAEVEREAmk6F3794q5eIevDhQ\nEfvl7u6OwMDAfGeO9+/fh7m5OczNzdl2B6fsCQ0NxZQpU2Bvbw8igpeXl8r7TkpKwvHjxzFu3DjU\nrVsXRIQWLVpg7dq1uH//Po96+BHABZ8L/gcp+ABw+/Zt6OjoqARqECPEiUdZfonl5OTgu+++w7x5\n89j+qGhhLwgC7O3tWRSpxMREWFhYgIjQvHlz/PHHH7h16xacnJyKtJ8aHR2NSpUqsecwMTFRsW5P\nSUlB3bp1UaVKFbUoeQAwcuRItvf+5Zdf4vDhw1izZg0uXbpUpHfi4OCAdu3aqZSJEQ1NTEyYYIj7\nxgXh5eUFIio0WyGnbEhMTMTEiRNhZGQEBwcHXL16VeNnvmrVKpZ2WTQQ7d27N9q0aYNp06a9tz1V\nzvuDCz4X/A9W8IHc5DK2trbsZ0EQsHLlShARxo4dWyZtxMfHo2nTpioDCSMjI2ZtD+RG+yMibNiw\nAcD/I+mJyXUAsBjyfn5+Bba3b98+mJubsyh7e/fuVXPdA4DIyEjo6emhY8eOKn6rWVlZkMlkaNCg\nQYmS7iQkJICIMGrUKJVy0bhPHMQEBAQUuB+sVCpx8uRJEBEmTJhQ7H5wSsfly5fZ/r2Pjw8iIyM1\nCv+DBw+wbt06llJaPMaMGcNn/f8xuOBzwf+gBb9nz54gIiY8giCw0LFFCRRTFLZs2QIiwmeffQZv\nb2/cv39fxYVtwYIF0NLSgp6eHhPmQYMGwcTERCWBTEZGBk6ePKmW6U9EFEgtLS3Y29szW4CC2Lx5\nM4hIzeilTZs20NfXV0vOUxgpKSlo2bIliAg9e/ZU69/du3fx4sWLAu8RExODxYsXMzdECwsL3L59\nu1j94JQNMTExLNUzUW7ehBMnTmgU8levXuHx48e4du0aM+6cPXt2OfSa867ggs8F/4MW/HHjxqn4\ndosz7Q4dOpSZQdKVK1dY4Ju3OXr0KNsLFUUtPj4ehoaG8PX1LVY7u3btYl/Mv/32W5GuEQQBvr6+\nkMlkKslqxIFAQXv8b3Pz5k189tlnICJMnz5dY3yAgrh79y6WLFkCbW1tEBE8PT2xd+9ebpVfAXj6\n9Cm2bdvGlvDt7OwwZsyYfD/jjIwMtiLl5uamMa4C58OjIgi+pvS4mZmZGD9+PGrWrIlatWqhe/fu\nKqua0dHR+PLLL1GjRg24urqiRYsWOHr0aIna54L/gQp+fHw8bt++DSMjIzRv3hzZ2dnMF37r1q0a\n97aLQ2RkJHbv3o2goCDI5XI4OzurnM/KyoKRkRHMzc3ZgOPAgQNsGfX48eOFtqFUKhEaGorIyEiW\n5tfExASzZ88u8nJqYmIiqlatykLhAsCtW7cgk8nQq1evQu8TExPDwv7K5XL4+fnluwqhqW2FQoFX\nr15BT08PRAQ9Pb0K8cXCUSc+Ph7r169H9+7dQZSborhWrVqYMmWKWpCetLQ0LFq0CFWqVAERoVOn\nTnxf/wOnvP8u80uPO3nyZAwZMoR972zfvh1NmzaFIAgQBAEtWrRg26VArkHzmjVrStQHLvgfoOCv\nWrUKUqmUZZQjIjx8+BBr165lP2tra+PHH39U8U0uKqJgivfS09NTCyiTnZ0NMzMz1K5dG9euXcPa\ntWthaGgIa2tr3Lp1q8D7JycnIzk5WWW5tUqVKiy4Tt5tioJ49OgRi3XfqFEjlXNiSt/169fne31k\nZCQLmLNo0aIivStBEBAWFoYBAwZAV1cXUqmU9bl///4IDQ0t9B6c8ufo0aPo3Lkz++zkcjl27Nih\n4kIKAFFRUZg6dSpkMhm8vb35vv4HTEkEX6EIx5Mni6BQhJe6fU3pcVNTU2FmZqY24PTw8EBQUBCC\ngoLKNEcKF/wPUPDr1asHPT099OrVi31hXbx4ETk5OTh06BCCgoLg4uICIoJUKi327EQU4tOnT+Pg\nwYP5xn//5ZdfVATP1dW1UMETBAH169dn13h6emL79u0qX75F+QX39/eHRCKBVCpFt27d1FwQlUol\n7OzsQEQ4cuQILl26pGJTIA4UdHV1MXXq1ELbS0xMxNq1a2Fra8v6OWLECMycOROTJ09moTE5HxZK\npRIXLlxAnTp1QPT/QFJvs3z5chARli1b9p57yCkriiv4CkU4QkLkCA6WISREXmrR15QeNyIiQm2y\nAgATJkzA6tWrsXr16jI1+uWC/wEKvhjZ7dKlSzh69CjGjRunZsmelZWFS5cuYdq0aZBKpejdu3eh\ns5PExES0b9++0EAyeXnw4AFCQkJY8ofC8PHxARHB0tIS06ZNY5b0giBg+/bt8PHxKZILmxjwRlNm\nOhHxWcRj5MiRAHJXJ0xNTeHh4VHkaITisn/eQ0wExPnwSUtLY8v8eQeGIoIg4IsvvlCzF+F8OBRX\n8J88WYTgYBmCgwnBwTI8eVL6iHg5OTkIDg7Gd999BysrK6xevbpYgj969Gg4OzvDzc2tRO1zwf8A\nBf/3338HEcHKygpnz55FWloakpKSNH5RAcAPP/zAjOvE2PaaEKPY+fn5vZOsbgsXLgQRwdfXVy0F\nZHEJDAyEra0tpFKpSvChvGRkZODChQss4179+vVx5coVXLhwAUSEAwcOaLwuJSUFJ0+eZHttmZmZ\nkEgkTOjPnDkDW1tbjeGAOR8u4u//jBkzNJ5XKBSoWbMmqlSpgp9//hlZWVnvuYec0lDeM/y3OXTo\nEDp06AAzMzM1A9JWrVrlu6QfFxcHOzu7ErXJBf8DFPzY2Fh06tSJ7bNraWlBIpHAyMgIPXr0gLe3\nN7Zt28bqK5VKLFiwANWqVYOhoSHOnTun0TAtPDwcRIQuXboUecZeVLKyspgFe1nNkMRAQ0XJmvfd\nd9+piLaurq7GQY2YMIeIMHHiRFb+7bffsnJxhUDMFMj57zBs2LACjU5v3boFU1NTEBHatGnDE/N8\nQJT3Hn5+6XEnTpyIoUOHsu/knTt3okmTJsxor1mzZiq2SFFRUVzwy+L4UARfJCUlBadOncKkSZMw\nYcIEDB06lIUWlUqlLAmMyNOnT1nCmXbt2mlcEVi0aBHbl//5558BAA8fPsTr169L1VdBEDBy5EjI\n5XJUrVpVJVZ9Sfn777+hra0Nb2/vItWPi4vDvn37EBAQoNHVSgyXKx5v79cqFAo8efKEDYzyDqo4\n/w3S09PRqFEjmJiYYP/+/RptX9LT0/HDDz+wAeyWLVvKoaec4lLeVvr5pcfNyMiAn58fHBwcUKtW\nLXTt2lUlhsjLly/Rp08f2Nvbo2nTpmjTpg32799foj5wwf+ABT8/3rx5AysrK425k1+/fs2W1j08\nPNCtWzcMGDAAYWFhrE5sbCwaNWrEItYREb7++usy6dutW7egq6uLJk2a4KeffoIgCDh37hzmzZuH\n+fPno1mzZujVq1eRVxjq1q0LGxubMskMKAp9jx49Chzg3L9/H0SquQQ4/x0ePHgAKysrEOWmVW7Z\nsiXWrFmjZgOTlJTEvDxatWqFBQsWvJOtME7ZUN6CXxHggv8fFHwA6NKlCyQSCfORf5sffvgBdnZ2\nsLKygqGhIQwMDFSWxp89e4ZRo0axkKNlJfhA7v67kZERiIgFOMl76OrqokqVKkVygZoxYwa7piD7\nhKLw+vXrAm0LkpOTsWnTJpZKl8/w/7tkZmbi4sWLLGkSEWmM/vjmzRvMnDmTeW+sWrWqHHrLKQpc\n8Lng/2cFX0z2QvT/vPP58ezZM5ibm8PR0RFHjhxREb2wsDB2n4J82otCZmYmtmzZgnXr1uHRo0cY\nOnSoyn75p59+ir59+0IqlcLCwqJIhn2iX3zNmjVhYWFRppHtbt++jbFjx6JPnz4YNGgQS+jj5OSE\n9evXl9rwkFOxEQQBv/zyC2QyGaysrDTmdAByjUPFSJFjxox5z73kFBUu+Fzw/7OCDwD37t1DmzZt\noKOjg5s3bxZY9+zZszAxMQERYdq0aSrnoqKi4OHhAR0dHbx8+bLE/RFDAYsR9R49eoSoqCj0798f\nMTExSElJUZnpL168uMj3njRpEoio1LYG6enpCAwMZEGAdHR0YGlpCV1dXfTv3x9hYWE8+MpHguh7\nX7Vq1XzD6x45coRlhiQqu6RVnLKHCz4X/P+04AO5hmrVqlWDra0tNmzYgN69e6N///4arfSzs7Ph\n7e0NIsKjR49Uzvn7+4OIShRgJjExkQlohw4dcO3aNRgbG6NZs2ZqMf937dqFkSNHsuA8+bncJScn\nq7hFiVEGi7usr1AokJ2dDYVCgT179sDQ0BBEhFq1asHf3x9xcXEQBIG7YH1EZGZmwtfXF0SEOnXq\naPzss7KycOjQIRgZGaFq1aoIDAzEsmXL8l0F4JQ/XPC54P/nBR/ITRVqZmamMnueN2+exrozZsyA\nTCZTCzN7/PhxEBECAwOL3b5CoWAuhHFxcQCA2bNng4gwd+5ctfqCIKBXr14wNjZW+7KNj4+Hr68v\ntLW1UalSJXzzzTfIzs6Gn58fiIqX4UypVKrZD4hhdvly/ceJIAgs0mT//v01ZkcMDAxkMfZtbW1x\n4cKFcugpp7hwweeC/1EIPpA7e4+IiEB6ejr69esHqVSKixcvqtVzcXFB69at1co3bNgAIirxH83P\nP/8MIsLQoUNx+fJlNgDQZBcgxsEfOHCg2jlxoDBixAgWjjevfz0R5duHTp06wd7eHjY2NmjUqBGm\nTZvGvrjFY/r06UVOnsP5b6FUKtnvubu7e74ZJy0tLWFmZoYTJ07w35UPCC74XPA/GsHPS1JSEogI\ngwcPVikXBAF6enpwd3dX26detmxZgQFJisKECROYsGpra+Phw4dqdcSVhHr16qkkMhEEAaGhoez6\nffv2IScnB3v37sWYMWOwZ88ehIeH5xvLP699QOfOndG6dWvIZDLo6uri1KlTCAgIQJUqVeDg4MCz\non1kxMTEYPHixXBwcGCz9oJsQRwcHHiUxQ+QiiD4RIRJkyaxn/39/TFnzhwAuYF5WrduDRcXF9St\nW1clJfnly5fRtGlT1KlTB3Xq1MGmTZtU7hsYGAgnJyfUr18fzs7O+PrrrzUmA+OC/xEKvlKphJGR\nERo2bIjk5GSVc+Ls+m3L/vT0dLi4uMDMzIwty5ek3ePHj2P//v24fv26xjoBAQEq7k0KhQJr165l\n8QDEoEBfffVVsdsXfavF+P3Pnj2DtbU1atSogYsXLyI0NBQymQyVK1cuMEY/58NHEAQEBwejT58+\nLICOp6cn9u7dW6CnR3Z2NmxtbYuca4JTcagIgq+rqwt7e3v2HZpX8Dt16oSffvqJ1RXtpV69eoXq\n1avjxo0bAHLtslxdXXHixAkAwOnTp+Hq6ornz58DyI3Xv23bNo0RSLngf4SCD+SOCEUr9HXr1rFy\npVIJMzMzjcv6q1atAhHht99+e2f9Onv2LIgIP/74I2bOnAl9fX0QEZo0aYItW7YgPDwc8+bNU0sn\nWRS8vLxARLC3t2ej35CQEMjlcuZSdfr0abRt2xZEBDs7O/z+++9l/YicckQQBPz444+oW7cu8xYZ\nP358oWLw7NkzzJkzB9WqVQMRqeQn53wYlCi0brgCTxY9gSK8bFb9DAwMsGjRInzzzTcAVAXfyclJ\n40To22+/VbNNCgoKgoeHB4DcVLq//vprkdrngv+RCj4ABAcHw9bWFpaWlirlrq6ukEql8PPzU1kB\nOJR5684AACAASURBVHXq1DsPOBMTEwMiwoABAyDGK88bdU9cli9K/Py3EQSBDSimTJnCyhMSEjB8\n+HDmRXD58mUMGTIERIS9e/eWyXNxyg9BEBAeHo7BgwdDV1cXRARnZ2cEBASobBuJKJVKhIWF4d69\nezh16hS6d+8OqVQKiUQCLy8vHDt2jLtmfoAUO3lOuAIh8hAEy4IRIg8pE9E3MDBAYmIi7OzsoFAo\nVAR/+/btMDIygpeXF1asWMEmJd7e3iozfyB35dPU1BQAYGpqWuRtyPISfClxyp02bdpQs2bNKC4u\njqKjo1n5zp076bPPPqO1a9fSqFGjckdoRGRpaUlERE+ePHlnfbpw4QIREWVnZxMR0datW8nNzY2d\nb926NRER1a1blw4fPlyse0skEmrXrh0RET1+/JiVm5iY0Nq1a2n69Ol069Yt8vb2pufPn5NEIqGO\nHTuW6nk45U+/fv2oZcuWdPDgQbK0tCQHBwe6fv06DRo0iORyOaWkpNDr168pNjaWlixZQo6OjuTu\n7k716tWjLl260NWrV2natGn08OFDOn36NH3++eckkUjK+7E47xjFRQUJWQKRkkjIEkhxUVEm9zUy\nMqIBAwbQmjVrVMoHDx5M9+7dIx8fH7p48SK1aNGCMjMzi3Xv27dvU6NGjahmzZp04MCBMulvmfCu\nRxQlOT62GT6QG01OT08P7du3V7M4njdvHogI27dvB5C7N9SmTRvo6+u/s/0wcabdpk0b6Orqqs2k\nBEFgs3wDA4MSuc8V5KVw7949FlGvefPmJX4Ozvvn1q1bGDVqFLp3744BAwagb9++6NevH4gIvXr1\nYilI8/5OidnIxN8p+ncvf/v27di4cSMOHjyYr7U+58Oioszwgdww3nZ2dpg7dy6b4b9NgwYNcP36\ndcyaNUttSf/ChQsFLumPGTMGAQEBaves0Ev6RPSEiG4T0S2xU0RkRkTnieiff/81zedaLyK6T0QP\niGhGUdr7GAUfALZu3Qoiwvz581XKc3Jy4OzsDBMTE/Yl+eLFC1hYWKBhw4Yal0NLy549e1S+fDVZ\nS1+7dq1Uy+1JSUnQ09ODo6OjxqXZ6Oho7Nq1C7dv3y7R/Tnvl7t376JFixagf3Mq2NraQk9PD+bm\n5tDX18fXX3+ttuT55s0brFq1CvXq1QMRwdTUFNOnT68Qhl2cd0NF2cMXmTp1KqpXr84E//Tp0yzu\nyKtXr1ClShW8evUKL1++RPXq1fHHH38AyI1F4ubmhl9++QUAcPLkSbi6uqoEfRoyZMgHK/iV3ypb\nKgo4Ec0goiUarpMR0UMiciAiHSKKIKL6hbX3sQq+IAjo27cvJBKJmkGeOENKTU1lZadPn2a+8O+C\nCxcuYNKkSQgPL30O6vyoUaMGiAheXl548uTJO2uH8265e/cunJ2dQURYuXIlGyCKucQ1RcnbvXs3\n9PT02CpOQECAxlTRnP8WFWEwl1fwo6OjIZfLmeBPnDgRtWvXhrOzM5ydnVWCnIWEhMDNzQ116tRB\n7dq11eKX7NixAw0bNkS9evXwySefYNiwYRrDoH+Ign+fiKr++/+qRHRfw3WfENHZPD/PJKKZhbX3\nsQo+ANy4cYN9aeZl7ty5zA3OxcVFZfmzcePG5dTb0vPy5UuWaY+I1PxaORWXjIwM7N27F19//TWI\nclPYLl++PN/62dnZUCqVUCgUWLduHeRyucqMifNxUBEEv7yp6IL/+N/l/BtENPzfMkWe85K8P+cp\n70VEW/P83J+I1hbW3scs+NHR0TAwMEDLli1VlrlPnjzJ/JRdXV1RuXJlEBHGjRuH9PT099rH3377\nDW3btkX37t1x9uzZMrnnX3/9hTZt2kAmk2HYsGHMl5VTMUlJSWEBcsTjzp07KnXu3buH0aNHo0OH\nDvD19YWhoSHMzMyY+6Wrq+s7XT3iVEy44Jef4Gvla82nigeAFxKJxJKIzkskkr/yngQghlUtMRKJ\nZDgRDScisrW1Lc2tPmisrKyoX79+tHnzZkpKSiJjY2MiIurSpQulpaVRbGwsWVtbU3p6Omlra5OW\nVlE/wrJj4sSJFB4eTpaWlnTixAlq164dxcTEUIsWLahTp07UvXt30tHRKdY969SpQ4cOHSIvLy/a\nsmULNW7cmEaNGvWOnoBTWm7evEmPHj2ir7/+mhYsWEAJCQlUv359dj4+Pp6aNGlC6enpVLt2bfrt\nt9+oW7duJJPJSF9fn4YOHUpNmzYtxyfgcD4+iuSWB+DFv//GEtExImpGRDESiaQqEdG//8ZquPQF\nEVXP87PNv2Wa2tgMwA2Am4WFRdGf4D+Io6MjERH9+uuvKuVaWlpkbW1NRERyubxcxJ6IyNDQkORy\nOZ04cYIGDRpEUVFRZGxsTAcOHCAfHx8aPHhwie5buXJlOnjw4P/YO++wpq43jn+TgGxRUFAZ4rbu\nvSouwD3q3taqVfy1dbWuOrrc1tFhW1ete9dqq8hQcBW1uPdAcKAiKsiQleT7+wNyNTJkJCTI+TzP\nfSD3nnPue0PIe8573gGFQoHZs2djyZIlOpZcoCvq168PNzc3+Pj4wMHBQUvZb926FRUqVMDLly9x\n8OBBXL9+HbGxsdiyZQs2btyIlStXCmVfxElb0BZNDPrsbzMBALACYPPa7/8izfN+MbSd9hZl0tcE\nwB0AFfDKaa/m2+5ZlE36ZNreqLW1Ndu3b29oUTIlNDSUtra2bNy4MePj46Xzjx49okKhYKVKlfI1\n/p9//il5e2/dujW/4gr0xPDhw2lpaZkhXK5atWp0dXXl0aNHDSSZwJi5c+eOVO66qKFWqxkVFZWh\n7DlpPCZ9RwB70hNcmADYQvKgTCb7D8AOmUw2EsBdAP0AQCaTlUPavn1nkkqZTPYpAF+keez/TvJK\nPuco7zxmZmYoV64cjh8/joULF2LSpEkwNTXNvHFmiUf0PIOsWLEi1q5diz59+sDBwQEzZ87ElClT\n8NVXX0GlUuHzzz/P1/g9e/ZE165d0aZNGwwfPhynT5/GtGnTpIRDAuPg/PnzcHZ21tq+uXv3Lm7c\nuIFly5bB3d3dgNIJjBVnZ2c8ePAAUVFRhhbFIJibm8PZ2dkwN9f3jCIvR1Ff4ZNp4R8NGjQgAH7+\n+eeZN0pT7QyEPwNxiIHwl84VBP7+/lK+e00xHQAZCgHllfv370t5911dXblo0SKdjCvQDT179qRc\nLtdKFLVlyxYCkAqKCASCnAGRWrfo0qpVK5w5cwZjx47FkiVLEBAQkGm7IPgjzXgiA6BIf10weHp6\nwtfXF5s3b8b7778PAPjwww9z7bCXFc7OzvDx8cHBgwdx7949TJkyBadOndLJ2IL8U6FCBajVavz3\n33/SOXd3dxQvXhxz5841oGQCgSAzZDRC54lGjRoxJCTE0GIYBREREXB2dkbJkiVx69Yt2Nvbv7oo\nkyEIh5Cm7GXQREi1gYfezfqZ8fLlS1haWupl7GXLlmHSpEmQy+WYMmUK/ve//8HFxeXtHQV6Izo6\nGg0aNIBKpcK5c+ekz2aXLl1w+PBhvHz5UuS6FwhyiEwmO0Oy0dtb5h2xwjdybGxs0KxZM0RHR6NH\njx5SMZtXqNN/8o3XBY++lD2QFgoYGRmJtm3bYsGCBWjbti2io6P1dj/B2ylZsiR27tyJyMhIDBs2\nDGp12mfP09MTSUlJ+PXXXw0soUAgeB2h8I2c4sWLIzg4GJs2bcKJEycwe/Zsrett4AVAhTSFr0p/\nbTwolUoMHToUMpkMkyZNQlBQEEgiMDAQY8eOhUwm0zo2b94MmUyGf/75J8NYDg4OCAgIQGBgIMLD\nw+Hs7IwePXpg586dBngyAQA0atQIS5cuxYEDB7Bo0SIAwPjx49G5c2dMnDgRwlInEBgR+nYSyMsh\nnPYyZ9SoUQRAHx+fVyc1TnqvH0ZEVFSUVja2tx0bN24kAM6ZMyfbcY8cOUJvb286OTkRAHv27ClS\ntOqZw4cPc9SoUdy9e3eGSnf9+vWjXC6XMuc9ffqULi4udHNzyzSXuEAg0AYF4LQn9vALEYmJiShd\nujTef/99+Pr6GlqcHJOUlITjx4/j1KlTSE1Nha+vLy5evIj27dujdevWaNCgAczMzFCtWjWUKFEC\nycnJMDMzy/HYkyZNwqZNm6BSqdCvXz906NABvXv3zjqUUZAnvLy8JOfRVatW4eOPP5auhYWFoWLF\nivjmm28kK9SpU6fg7u4OtVqNTz75BMuXL890T//ly5f4559/UKJECbRu3TrHf3uB4F2iIPbwhcIv\nZFSsWBFmZma4du2aoUUxKm7evImZM2ciICAA0dHRaNeuHcaNG4e2bduiePHihhav0PPy5UvY2dlh\nzJgxuHr1Ko4dO4aTJ0+iXr16AICYmBi4urqiSpUqCA4OliI1zp07h8WLF2Pr1q34+OOPMWTIEJQu\nXRqpqakwMTHBypUrsWHDBsTExAAAmjVrhmPHjhksi6RAYCgKQuEb3Hyf2SFM+lnTsWNHWlpaGloM\no0WpVHLu3Lm0srIiAJqbm/P333/ny5cvDS1aoUWlUrFXr14EQF9fXz558oTlypVj5cqVterb79y5\nkwA4fvx4rf5KpZJDhgyhQqHIsIVTrFgxDhw4kH5+fuzfvz8BiMJJgiIJjKVaXkEfQuFnzdixYwkg\n09SMglckJyczMDCQ1atXJwBWqlRJqtEuyB2nT58mAPbv319KsrNjxw7J5+J1xo0bRwCcNm0aw8PD\nta5FR0dzz549/Omnn7h27Vr+9NNPfPLkCUnyypUrrF69OsuXL18kU64KBELhCzIwd+5cAqCdnR39\n/Py0spwJMvLy5Utu2rSJpqam7N69u1AmeeC7776jTCZjZGSkdG7t2rUEwAsXLmi1TU5OlrIjlixZ\nkj/++ONbMy/euXNHWvGvWLFCL88gEBg7QuELMpCcnMwdO3awVKlSBMDmzZvz0qVLulVkRu75nxeW\nL19OAJTJZOzcuTMDAwMNLVKh4L///qOVlRXf/J/s168fy5Ytm+XnLiQkhNWqVSMA1qtXj6tWrcqw\n4teQkpLCypUrEwBjY2N1/gwCQWFAKHxBljx79owLFiyQctiXLVuWw4YNy3+FMgPn59cXarWaI0eO\nZNOmTeno6EiFQsF+/foxIiLC0KIZNR988AGLFSvGEydOSOeUSiVLlizJ4cOHv7X/unXrWK5cOWkF\nX7VqVfr6+mZoN2PGDLF/LyjSCIUveCv37t3jmjVr2K9fP9rY2NDExIRjxozhvXv38jagpOwPv3b4\nF3qF/zoREREcNWoUTU1N2bRpU964cUOY+jMhJSWFNjY2HD16tNb5f//9lwC4bdu2HI2jVqt5+fJl\nLlu2jJUqVaKtrS1DQ0MzjKmZhIm/haAoIhS+IFc8fvxY8qb28PDI2yBA+sr+MAMRmP7zUKFT+Gq1\nmufPn8/WUW/z5s2UyWQEwPLly3PTpk0FKKFxExoayp49exIA//zzT61rc+bMIQA+evQo1+PeuXOH\n1tbWrFq1KhMTE7WuTZ48mQCk5D0CQVGiIBS+SK37DuHo6Ijdu3ejSZMmuH79es46bd4MuLkBcnna\nTwDGlJ8/L2zfvh0NGzZEvXr14OHhgaSkpEzbDRo0CLdv38aKFStga2uLIUOGoG7durh582YBS2x8\nDBw4EHv27MHYsWPRpUsXrWv169cHAHh7e+e6emGFChUQHx+PmzdvZki76+joCABwcnLKh+QCgSBL\n9D2jyMshVvj5Y9CgQQTw9tjzTZtIS0vGoAbDMYgxqMHCvocfEBBAAHRxcWGPHj0IgGPHjn1rv9jY\nWH7//fe0tbVl7dq1i3TcfmRkJAGwRYsWTEhIyLTNrFmzaGJiQplMRj8/vxyP/eDBAwKgt7d3BtO9\nl5cX33vvvXzJLhAUViBM+oK8MHXqVALgsWPHsm9YvjxjUINH4MNABPAIfLSUfmHz0n/27BmtrKxo\naWnJu3fvkiQbNGhAAAwICMjRGD4+PgTAQYMG8fnz5/oU12gJDw+njY2NlBhn7ty5mbZ7+vQpa9as\nydKlS+c4X74mnO/ixYta5xMSEmhmZsYJEybkW36BoDBSEApfmPTfQSZPngwXFxe4u7ujbdu2ePTo\nUeYN791DDOpBDVMACqhhghjUA2SyjCq/EODv74+EhATs3bsXrq6uuHTpEq5duwaFQoGyZcvmaIyO\nHTviyy+/xJYtW1CmTBns379fz1IbH+XLl0dkZCR8fX3h6emJGTNm4NChQxna2dvbY968eYiKipJy\n7L+NgwcPoly5cqhVq5bW+aNHjyI5ORleXsZV7VEgeJcQCv8dxN7eHv/++y9mzZqFI0eOwMnJCY0b\nN8Yff/yh3dDVFSVwHnKkAlBCDiVK4Dzg6moIsfPN/fv3AQB79+7FsGHDUKdOHajVauzbtw81atTI\n8Thz5szBiRMnkJKSgnXr1ulLXKMlKSkJ0dHRaN++PX777TcAwOHDhzNtW6FCBQDIkcJXKpUICAhA\nhw4dMhTRkcvTvoqOHj2aH9EFAkF26NuEkJdDmPR1x7lz5/j111+zRo0aBEB3d3eeOXMm7WJme/iW\nlmnnCyEvXrxglSpVpJjvxo0b8+nTp3kez9XVlW5ubkVqP3/BggW0s7OT0hEPGzZMej9HjBiRaR+N\nd/3evXu1zicmJnL48OGsUaMGx4wZI7XLLJxPqVTSxcWFpUuX1stzCQTGDsQevkBXJCQkcObMmSxV\nqhSdnJwYFBRElUqVptzLlydlsrSfhVTZa7h//z4PHTqklSgmr2j28z/99FMdSGb83L17V5oozZ8/\nn127dpWKEAHg5MmTM+0XERFBAJw/f750Tq1WS3n1a9euLfkEAMgQKvnkyRMp097AgQP1+owCgbEi\nFL5A54SEhEhf4oMHDxZJTt5ClSpV2KxZM0OLUSCsWbOGAF5ZgJiWyvnUqVOMiorKst+mTZsIgKdP\nn5bOHTlyhADYrFkzpqamMiUlhbNmzaK3t3eG/qtWrZLy6KekpOj2oQSCQkJBKHxRdLqI0bBhQ9y7\ndw9z5szBsmXL8PjxY/To0QM9e/aEs7OzocUzKuLj43Hnzh14eHgYWpQCYf369QCAq1evokGDBgCA\nYsWKoUmTJtn28/X1hb29PRo2bCid++effwAAI0aMkGrbf/vtt5n29/HxgbOzM8aOHZthb18gEOgO\n4bRXBLGzs8P333+P6dOnIywsDOPGjUPdunVx7949Q4tmVFhYWMDc3LxIJOJJTU3FhQsX0Lx5c/Tq\n1StXfYODg2FjY4Pw8HDpnL+/P+Ry+VsnC7/88gv27NmDzp07C2UvEOgZofCLKHK5HPPmzUNoaChO\nnTqF1NRUDBgwAKmpqYYWzWhQKBRwcnJCWFgYlEqlocXRK5cvX0ZsbCyCg4Nx5cqVXPUdPHgwwsPD\nUalSJVSqVAn9+/fH+fPnMWfOHNStWzfTPs+fP8eyZcswbtw4VK9eHfPmzdPFYwgEgmwQCl+AJk2a\nYPXq1QgODsaMGTMMLY7OSdseyxuzZ89GWFgYKlSoAG9vb+zZswcxMTE6lM44KFGiBMqUKQMAaNGi\nBZ4/f57jvl9//TWuX7+OH3/8ETVr1oSPjw/q1q2LYcOGZdr++fPnqFatGiZNmoQmTZpg+/btsLe3\n18lzCASCbNC3k0BeDuG0Zxi8vb0JgAsXLszWSaswcefOHck7fMKECWzfvj3d3NwYFhaW4zE2bdrE\nbt260dramgAol8vZrFkzzp49m8eOHSvUjmYnT55kr169qFAopPcJbzju5ZbsHEF9fHxYpkwZAuD2\n7dvzfA+B4F0DwktfUJAkJiayWbNmBMBy5coxMjLS0CLlm8TERC1FVqJECQJgkyZNmJycnKuxUlJS\nePToUc6cOZNNmzalXC4nANrY2HDq1KmFLuLh/v37NDU1pbm5OadMmcLr168zODg4V5Oh17l+/Tq3\nbduW7fvQu3dvySNfIBC8oiAUvoz5MHfqi0aNGvHNSlqCgoEkAgIC0K1bNzRv3hzbtm2TqpgVRl68\neIFGjRrh9u3bePz4MUqVKoW//voLffr0weTJk7Fo0aI8jx0dHY1Dhw5hw4YN+Pvvv7FmzRqMHDky\nx/1VKhUUCkWu7xsZGYmSJUvi9u3b+O+//+Dk5IR//vkHSqUSnp6esLe3x549e1C8eHHcu3cPx44d\ng4uLC6KiouDk5ITo6GiULl0afn5+UCqVCAoKQqtWrXJ0b6VSiRMnTsDJyQmRkZGoVq0aSpUqheTk\nZJibmwMANmzYgKFDh2r1S0hIwP79+zF//nxcunQJMTExsLa2zvWzCwTvKjKZ7AzJRnq9ib5nFHk5\nxArf8Ghio2UyGX/77TdDi5Nnrl+/Lq3uX3+O2rVrEwBDQ0PzfQ+lUkkPDw/KZDL26dOHK1euzLBK\nVqvVvHXrFpOTk3no0CH26dOHJiYmrFq1KidMmMB9+/bxxYsXVKlUTE1NzXCPuXPnsmHDhpIF5k0T\nvImJCc3NzaXXMpmMAGhpaUkvLy9WrVqVrVq1opubGxs3bsxy5crxs88+45UrVzJ9ppiYGEZFRfHZ\ns2eMi4vj/fv3+dVXX7FcuXJa95XJZGzYsCF37tzJH3/8kRUqVODx48elcVJTU/nFF1/QzMxM6tOu\nXbt8v+cCwbsGxApfYEjOnz+PiRMn4t9//8W///6rFWddmNi1axf69u0LDw8PKef76NGjsXr1apQo\nUQLnzp2Dm5tbvu4RFRWFL7/8Ej4+PoiIiAAAVK5cGe3bt0fZsmWxefNmXL9+XWpvZ2eHXr164ejR\no1LYn0KhgI2NDRISEjBkyBD8/vvvUvuKFSsiLCwMNWrUQM+ePREXFwcnJye0bdsWd+/eRdu2bWFj\nY4Pg4GDcu3cP3bp1g1KphLm5ea5W0gkJCZgzZw4WLFggnZPL5VCr1ZDJZOjQoQOGDBmCmJgYWFpa\n4rfffsPp06cBpFlTihcvrjVeTEwMSpYsCQDYsmULbGxsULNmTSkHv0AgSEOs8AUG5+nTp3RxcaGr\nqyv//vtvKpVKQ4uUa6KiogiAn3/+udb5CxcusHjx4rS0tKS3t3emK+vcolarefXqVS5fvpxdunSR\nsho2adKEixcv5qRJk7h+/XomJiaSTCvp+/fff9Pf35/Tp09n//79pZXw8uXLee7cOapUKn722WdS\nPvvr16/nW86s2LBhg3R/R0dHTps2jVOmTOHMmTMla8jTp08zrPatra2ZnJzMwMBAduvWjQsXLpRk\nX716teTs+O233/LFixd6k18gKKxAOO0JjIF///2XxYsXJwB26tSJwcHBhhYpVyQlJREAu3XrluHa\nqVOn2KdPHwJgqVKlOHToUG7cuJGPHj3Syb2Tk5N57969XPVZtGiRltm8bNmyPHz4sDQZGDlyZL5k\nCgkJ4ahRo9iwYUNOnjyZ8fHx0rWDBw8SAHv16pXpBEilUrFNmzYEwA4dOvDPP//kkSNHeObMGf7z\nzz90cnLSkr106dIcOHAgly1bRg8PDwKgra0td+7cWaSKEgkEb0MofIHRkJiYyBkzZtDExIQA+Oef\nfxpapBwzfvx4AuCsWbMyva5Wq7l9+3YOGDCApUqV0qq2d+vWrQKWNk2e06dPMywsjOvWraOLiwsd\nHBy4cuVKymQytmnTJkMfpVLJsLCwDB7yL1++5B9//MFmzZqxZMmSUjVBS0tLNmnShABYuXJlTp06\nlYcOHeKjR49YokQJVq5cWWucJ0+ecMGCBaxQoYIU4jh//nwOHTqUa9askVbx9vb23LlzJyMiIrh+\n/XoOGTKEJUqUoKWlJY8fP04/Pz9pUmBmZsbBgwfrxLIiEBR2hMIXGB3Pnz9nw4YNaWtry4MHDxr9\nl/Uff/whOYrlJAxPpVLx7NmznDNnDi0sLCiTyThgwADGxsYWgLSZc+7cObq6ukoTES8vrwxtdu3a\nJV0fPHgwV65cyUmTJmmttnv37s3WrVvzxx9/ZHR0NEly8+bNdHd3lyZymmPmzJkk06osDhs2jKam\npgTA1q1bc+vWrfzmm28kZ0FNHxsbm0zLEUdERLB06dLS5KJ27dp0dHTkiBEjCIAzZszQ7xsoEBQC\nhMIXGCV37tyhvb09AbBly5YMCQlJK7VrCIDMj3R+/PFHAuDXX3+d66GvXr3K0aNHEwBNTU25ePFi\nJiUl6VL6HKNWq/njjz+yW7duvHTpUobrN2/ezJBrILNj7dq1mY4fGxvLffv2cc6cOTx79qx0ft26\ndQTAoUOH8sqVK/T19WXr1q0JgFWrVqVSqeSlS5e4bt06hoeHZyn//fv3+cMPP7Br165ShMHChQtZ\nsWJFNm3aNP9vkEBQyBEKX2C0xMTEcP78+VLymVKlSrF///48duxYwQmRrtwD4cdAHEo//LWUvkql\nYocOHWhmZsZz587l6TZBQUFs2bKlZAqvW7cuy5Urx379+nHBggWcOHEit23bZtDshM+ePZOUuoOD\nAwHQwsKC8+bNY2hoqGTp+Pbbb3M17t69e7UmTDVr1pTGfrOufU5Rq9Xs27evJO/kyZPzNI5A8C5R\nEApfhOUJ8sXjx48REBAAf39/7Nu3D0qlEocOHXprlTSdIJMhCH5AhirPKrSBV5raR1rIXL169WBl\nZYWQkJAMoWM5ISUlBb6+vvDz88OZM2dQpkwZnDp1Cg8fPnxNHBkaNGiA9u3bo3379nB0dERiYiLq\n1asHuVz/ZSs01ea6du0Kb29vdOzYEQqFAikpKWjXrh1OnDiBU6dO5epvQxK1a9eGSqXCtWvX0Lhx\nY1y8eBHh4eEoW7ZsnmWNj4/H8uXLcerUKXz//feoVq1anscSCN4FRFieoFBx//59ydT/4Ycf6v4G\nmZju01b1hxmIwPTjMANxSFrhazh69CjlcjltbW05cOBA7t27N9/iqNVqhoeHMzk5mcHBwfzmm2/Y\nsmXLDPvh9vb2HDZsmN79AIKDgzOY1cPDw/nhhx8SAMePH5/r9L/Xr1+niYkJhw8fTrVazSZNrMsM\naAAAIABJREFUmrBOnTq6FFsgEFCs8A0thiAPPHjwAC4uLqhduzYuXryou4HTV69B8EdakUc12sAr\nRyt8DX5+fti4cSN8fHzw7NkzDBo0CN26dYOnpydKlSqlM1FjY2Nx5MgR3L17FzY2NvD398fmzZtR\nqlQpdOnSBe3bt4enpyccHBx0ds/XUalUOHjwIH777Tfs378fMpkMffv2xfr162FmZparsapXr44b\nN25g69atmDVrFm7fvo3Zs2fjm2++0YvsAkFRRazwBYWSadOmEQAHDBiQr6prWgAMhH/6Cl5z+PNt\ne/iZkZiYyOHDh0vObZr0sNOmTWNgYKBeiuDs37+fffv2pZ2dnRSSFhgYqPP7kOTYsWMJgGXKlOHM\nmTN59+7dXPVPSUnhpEmTpBC85cuX88iRIwTAOnXq5LrokKBwEh0dzTNnzhh9JM67AoTTnqAwkpKS\nwlGjRtHCwoKWlpYcP368FAaWZzKY718z3WfjpZ8dSqWSJ0+e5HfffacVmjZo0CAGBwfr5YtOc8/K\nlSuzTJkyfPz4sc7v4ebmli9nuB07dhBIq5hYqlQp7tmzh3Xq1CEA7tq1S8fSCoyF1zMgzpw5kxYW\nFpIT6LtSLtuYEQpfUKi5ceOGtI8dEBCQv8GyWeHritjYWI4ZM0YqPGNra8vevXvz9u3bOruHhosX\nL9Lc3JweHh46T1d84sQJNmrUiACyDZXLihEjRrBEiRJMTU3lo0eP6OTkREtLS/7888+FrgSw4O0o\nlUp27NiRAFipUiX269ePAOju7s4yZcoQgEiHXAAIhS8otPj7+0u51mvUqMGEhIT8DSg56fnn2HSf\nV6Kiorh9+3aOHDmSFhYWtLGxobe3t85N2ZrsdN98841OxyXTzPpWVlZ5ktnFxYUeHh4kyR49ehAA\nN2/erGsRBUbAlStX2LVrV+n/tGvXrrSxsWG9evUYERHBWrVqsVWrVoYWs0ggFL6g0NK6dWuWKFGC\nf/31l+5WsHk03eeHkJAQ9u7dm0hPJ0umeefrIgGPWq3m0KFDKZfLeejQoewb5+LZY2JiaGdnx+7d\nu+dJrpo1a9LFxYVJSUm0tLTkqFGj8jSOwDhJTk7m1q1b2apVK61oEm9vb5KUrDje3t4EwEWLFhlS\n3CKDUPgCo+Dhw4ds0qQJ7e3t2bt3b/722288d+4cfXx8MuxBR0VFcf78+QTAqVOnGkhi3fPpp58S\nSCsq06BBA8pkMjZv3jzfufbj4uJYvXp1Ojo6Zl2wJ5fWjbJlyxIAP/roozxZVurUqcM2bdowLi6O\nANizZ89cjyEwHp4+fcqLFy8yNDSU06ZNkxIzVahQgQsXLuSTJ0/44MEDxsXFSX1evnxJMzMzdujQ\ngSkpKQaUvuggFL7AKJg7d66k7JydnTOka61SpQpLlCjB2rVrs1ixYgTScq4/ePDA0KLrjKSkJI4c\nOZL29vasXbs2x40bR2tra9arV08qdZtXLl26RAsLC7Zr1y5za0gu/BfUarXW36ZYsWJs164d58+f\nz5s3b0rtnj17lukE4+HDhwTA+fPnU61W087Ojv369cvX8wkMh1Kp5Pvvvy99HuRyObt3704fH58s\n02GrVCq2bduWAHjw4MEClrjoIhS+wCho164dnZycSKYplGvXrnH16tX866+/OG/ePHbo0IH9+vVj\nq1at+Mknn/Dy5csGlrhg+Pvvv/OUrjYzfv/9dwLgV199lfFidhEKmXD79m1GRkby4MGD/PzzzyUP\ne02oXqtWraRiOJ6enlplajW588+dOycVt9GYegWFi2vXrrF8+fKSM96iRYtyVKp56tSpBMDRo0cL\nJ80CRCh8gVGg+QL44osveOfOHUOLYzQkJydLSvN1c2heUKvVHDZsGAGwadOm2vkLdBChcOPGDbZs\n2ZKdOnVijRo1+Omnn0p/1w8++ICHDx9mbGwsly5dSgA8evQov/zySwJg586d8/VsAsMwceJEAuD2\n7dszDTFNTU3l06dPmZqayri4OCYnJ0uOpC1atMi/o60gVwiFLzAKkpOT2aVLFwJgyZIluWTJkszT\nxBrAqc7QdOrUSUqfu2/fvnztdyYkJPCbb75h6dKl6erq+qo4jR4jFKZPny6t/l9PCezv78+IiAgC\naVXtBIWPhg0bskqVKplee/jwoZSvwczMjHK5nFZWVpI14F3ajissFITCF6l1BTnm3LlzGDZsGC5f\nvoy6deuiWbNmKF++PKZPn55l6lsAGVLcvkukpqbCz88PI0aMwJMnT+Du7o5Dhw7B1NQ0z2P+999/\neP/999GxY0fs3bs3rShO+vurhQ7eV6VSiQ0bNqBEiRI4ffo0YmNjUbJkSXz33XfYsGEDPvroI4SE\nhKBhw4b5vpegYOnVqxf27t2L5ORkmJhop59es2YNPv74Y/Tv3x/W1tYoVaoUHj16hP79+6NDhw5Q\nKBQGkrroIlLrCoyS9evX09XVVVoNbtq06bUVqP4S4xgzsbGxXLJkSb4y3L3ODz/8QAAcPnw4L126\npAMJc8/BgwcJgHZ2dvzxxx+pUqnynzFRUGC0bt2aNWvWzPTa5cuXaWZmRk9PT50nfhLkDQiTvsBY\nUavVTEhIYMuWLWllZUV1Lh3L3lU0scv+/v75GketVnPUqFGUyWQ0MzPj+fPndSRh7ti9ezebNWsm\nmX4BsFatWpw4cSIPHDggQraMmGbNmtHW1paRkZGZXl+zZo3eEj8Jck9BKHz9F+kWvJPIZDJYWlpi\n69atMDc3Tz+rTv/JN14XHWbNmgUACAwMzNc4MpkMq1evRlhYGOzt7dG3b1/ExcXpQsRc0atXL/j6\n+sLOzg7JyckYP348YmJisGzZMnTu3Bnz5s0rcJkEOePXX39FUlISRo4cmen1ESNGoGrVqti+fXsB\nSyYwFELhC/KFs7MzNm7cCAJoDS8AKqQpfNWrPfwiRPHixWFnZ4f58+ejY8eO+OWXX6BSqfI8Xvny\n5bF161aEhobC3d0d69ev16G0OSMoKAjPnz8HAJw/fx4PHjyQrlWrVq3A5RHkjHr16sHd3R1BQUGZ\nXpfJZHB1dcXt27eRmppasMIJDIO+TQh5OYRJv/Axbdo0qgCqi5iXfmZcvHiR48ePZ9WqVQmAbdq0\n4YEDB/I15rp166RytQWd1/6zzz4jACmmW3Ns3bpVxGkbMUqlUvpbPXz4MMP10NBQFi9eXCqUJDAs\nEHv4gsJCamoqq1atSmtra0OL8goDhwmq1Wp+++23dHR0pEwm44ABA/KVijc1NVXymbh+/boOJc2e\nFStWZMiuCEArYY/A+Dh16hQBcPz48RkmZrGxsWzcuDEB5HsyKtANBaHwhUlfoBNMTExQrVo1xMfH\nw8PDA4mJiVm2PXnyJNq3b4/jx4/rTyApTPAAgnAIQTigdb4gkMlkmDVrFq5du4bhw4dj7969aNSo\nET777DMkJyfnejwTExNs27YNFhYWaNCgAT7++GOkpKToQXJtvL29MXDgQDRu3BhXrlyBh4cHACA6\nOlrv9xbkHV9fX8hkMsyYMSMttPM1Vq9ejf/++w/fffcdOnXqZCAJBQWOvmcUeTnECr9w8uDBA86c\nOVNKy5kVSF8hzpo1S3/CAAzEgTfCBA8U+Cr/dUJCQti9e3cCoKurKz/55BPu3bs317XGz5w5w/79\n+xMAS5cuzRUrVuhJ4sy5cuUKLS0t2bp1a2EKNmKaNWvGrL5LO3bsSGdn5wKWSJAdECZ9QWFkzJgx\nBMCzZ89muHb37l0ts3C7du10Umo2A0YcJrhlyxZ27tyZlpaWBEAbGxtu27Yt1yZyTcicTCZjQECA\nnqTNnPXr1xMAZ8yYUaD3FaSRmppKX19fHjt2jDt27KC3tzfnz5/P8ePH8/vvv5dK386ePTvT/l27\ndqVMJhPpc40IofAFhZI//viDALh///4M1zS5uvfv389Zs2YRAL28vLhr1y4+f/5cd0IYscLXkJSU\nRH9/f8kZztzcnAMGDGBycnKOx4iPj+d7771HS0tLent76/Y9fAua4jr5zTkgyB1XrlzJULVSoVBo\nva5YsSIXLlyYaSXHCxcu0MTEhGXKlMmyYp4umTFjBrt06cIdO3bo/V6FGaHwBYWSy5cvEwAXL16c\n4drWrVslD28yrfSutbU1AdDCwoJ//PGHblYdRmjSz4qEhAQeOHCAH3/8MQGwb9++DAkJyfGX8c2b\nN9mrVy8CYPv27bNMtKJrYmNjCYD/+9//CuR+RR2VSkVfX1/WqFGDALhlyxbu2LGDBw4cYGpqKu/d\nu8eUlBTevn0728/OpEmTCEC7QJMeZZbJZNJERDgIZo1Q+IJCSUREBE1NTenl5aXlHaxWq6VSrSdO\nnJDOp6SkMCgoiFWqVCEAVq1alTExMfkTQio4cyB9pX9AOmfMTJs2TfpydHR05IEDB3Ic+vbTTz8R\nSKt5vnbtWj1LmmZWtrOz43vvvZfpSlKQPxISErSsPf369ZP8Nn799dc8j1uzZk16enrqQsQc4eXl\nJX2m7ezsePfu3QK7d2FCKHxBoWXZsmUEwFWrVmmdr169OpGF0k1MTOSmTZuoUCjYp0+f/Md4F9Lq\nfY8fP+amTZvo4uJCAKxfv36OHfvOnDnDli1b0sTEhOPHj+f9+/f1Kuu+ffsIgGPHjtXrfYoKarWa\nJ0+e5Icffkhzc3NaWlqyU6dO/PrrryXrT358Xu7fv5+l9U1fPH78mGXLlpWUftOmTXO1bVVUEApf\nUGhJSkoiAI4cOVI6p1ar6eLiwp49e2bbd+HChQTANWvW6FtMoyYqKopLliyhQqFgs2bNuGfPnhz1\ne/LkCTt37kyZTMZy5crxu+++0+sX7BdffEEA3LZtm97u8a4THx/PVatWsX79+gRAa2trjhw5kp98\n8gmrVasmKctjx45p9Xvy5Emu/rZr164lAF64cEHXj5AtR44coUKhoFwul3IDCLQRCl9QaFGr1axe\nvTodHBz4+PFjkmkmYEtLSzZq1CjbPUZNhrCBAwe+9T7JycncunUrPT092b59ey5evJg3b97U2XMY\nA7/99hvt7Oyk92THjh189uzZW/sdOXKETZs2JQB+/vnnepMvJSWFLVq0oKmpKUeNGsWIiAi93etd\n4/Lly/z0009ZvHhxAmCdOnX4yy+/MDY2Vqvd3bt3efjw4Qz9NROBN9tnhlKpZNu2bVm2bFmDZEjU\nTOQ1e/o7d+4scBmMGaHwBYWaixcv0tzcXKsE56pVqwiA3333XbZ9q1evTkdHR0ZFRaWdsLDg66Z5\nlYUFv/zySzo4OEhpXzXbBaamply0aBFv3LjBW7duvRMKKDk5mSNHjpQUg0wmY9u2bfno0aO39v3f\n//5HANy7d6/e5Hvw4AH79u1LhULB5s2biyp62aCZpLq7uxMAixUrxsGDB/P48eO5VsRDhgyRlP7b\n/DamTp1q0NW1SqVit27dpM+vjY3NOzc5zw9C4QsKPRonNM3qRK1Wc+DAgQTATp06ZVnr/ezZsyxW\nrBg7depEVbqyP4U1DEQAT2EN1QBfAOzWrRt9fHwki8HNmzcls+jrR8+ePV9NHgoxqampPHHiBL/8\n8kuamJhQoVBw3LhxTElJ4bVr1zKtbZ6UlMQGDRpI73lOJgl5Zfv27Xq3KBRWwsLCOH36dGmSqgmd\ne/LkSZ7H/Oqrr7Q+5zdu3Mi03YYNGwiA7u7uBk2W9Pz5c7q5uUny1qlTR6RoTkcofEGhRxN3D4CB\ngYEkSZWFBdWAdCTIZIyLi8vQV5PDXS0p+1chdhqln1lOebVazVu3bvGXX37hkiVLpHA3uVyewYmw\nMBMSEsIBAwZofeGXKlWKe/fuzbBSjIiI4IQJE2hqasq2bdtmOjHQFRqLwtKlSxkdHa23+xQWDhw4\nwC5dulAmk1Eul7N79+5ak9Ss2Lp1K+fMmZNlu8TERJqamrJKlSpShssHDx5kaBccHExzc3M6OzsX\nWMhmdvz3338sVqyYZNofMWKEoUUyCoTCFxR61Go1g4ODWblyZRYvXpyJCsVrCvzVaj0W4IIFCzL0\n7du3L9UAAxHwRhKdAKrTVwhZKS+1Ws3BgwdrKUQTExN+/vnn9Pf3z78jmxFEASiVSg4ZMoRdu3bl\nDz/8IK2eatWqxcuXL2dQ/OvWrSMA/vzzz3qTKSkpic2aNSMANmrUSG/3KQxs2bJFmojNnDkzy5C0\n0NBQrlq1igcPHuT69eu5ZMkS6TNbtWrVTB0i1Wo1S5YsyfLly0shrZmtlrt3705zc3OePn1a58+X\nVzSTeY0T37p16wwtksERCl/wznD16lV6eHhku1oHwDlz5miZOGNiYrLt8wLI0oHtxo0bBNLK075Z\n2vXNCIJcI8X5+6fH+fvnSOkHBASwT58+nDhxIgcNGsSFCxfy3LlzVKlUud6/ffbsWQbLyLNnz/jD\nDz+wWLFiBMCPP/5Ya9yYmJjMw+hMTbUnLqamuZLlTTRRGj169CCZppwuXrxYZMy3arVaSjFtb2+f\nZZ6Ce/fusWPHjlrJaTSHvb09Fy9ezBo1atDU1JQnT57M0L9u3bpSexsbmwxlcJOTk2ltbc0xY8bo\n5TnzilqtlqxTMpmMFhYWvHjxoqHFMihGpfABKACcA/BP+uu6AIIBXALwN4DiWfQLT29zPqcPJBT+\nu0t2q3VN/m8HBwct02SqmZmWVSAQB7WsAwTSnPreQLOdEBwczMePH3PevHls27YtFQoF3dzcePny\n5bw/iKTsX8/k5/9Whd+oUSNpZaNxwNN8uVtbW7NChQocPXo0d+7cyaNHj9LPzy/TzIP79++X+mY2\nUQgLC9PK3Hfq1CmSaY5TjRo1YokSJXjnzp20xunK/l9sZCAO8V9szLfS79OnDwHQzMyMU6dOZc2a\nNSV5vby8uGjRIr3nCDAkmmyT7u7uDAsLy7TNy5cvJce9r776imfPnuXevXt58uRJ7tixQ4puefbs\nGcuXL8/y5ctnmNzev3+fv//+O318fDLN1XD69GkC4LJly3T+jPklNjZWK+SwatWquS4k9S5hbAp/\nEoAtryn8/wC0Tv99BIDvsugXDqBUboQSCv/dJavVOgGqVCoePnyYVlZWLFOmDGfNmiXtXyaZmGTa\nNxCHJMWfUqyY1krq8OHDWqtMnYK85eofOnQoNWFUarWaERERXL9+PYcMGcIBAwawe/fuWhMBIC3j\nno+PD5OTk6lWq7ly5UrJhDtu3Dit8WNjY3nmzBmmpqZSqVTS29ublpaWLF68OG/dukUyzXxsa2vL\nxo0bp21rSMr+1fsqKf1s+Ouvv6QojOHDh1OpVPLu3btMTU3lwYMHWbp0adrY2Gg9yyeffCKlhu3c\nuXP+/gZGTGRkJIGsq0a+bgGYOnXqW8c7ffo0TU1N2bVr11zlv4+JiaGzszMrVqxolP4Uly9fpqWl\npWTh6Nevn0FCBo0Bo1H4AJwBHALQ7jWF/wKALP13FwBXs+grFL5AQuOw9+YefpKJSZr38GvOfGqA\nqnSlo1ars7AOaJv41QBTixVj//79aWJioj+noDyu8DVV5ubMmZNlm5SUFJ44cYIbN27ktm3bWLJk\nSQKglZVVhskAAK34bE2sMwDGx8eTJMPDw1myZElWr16du3fvZnR0NP/8889XcuRx8qKZUL3uMAik\n1UTQJAlKTU3ls2fPmJCQIBX20WwrTJs2LUdvdWEkIiKCADhlypRMr/v4+BAAbW1tczymJnXylClT\nchR3r+HEiRM0MTFhz549jVKZav4nNEr/p59+MrRIBsGYFP4uAA0BtHlN4f8L4AO+Wv3HZdE3LN2c\nfwbA6GzuMRpACIAQV1dXfbyfAmPhDS/9F+kKQ5XJvriW0s90hf9qW+BNJ8AJEyZkGaaUb/K4h69W\nqzlo0CACYPPmzXnu3Lm33iomJoZ79uzh//73P1aqVInlypVjQkICFy1aRABcuXKl1FajyPGGb8OB\nAwe0YvhtbW0JpIfP5XGFT5Lz58+X/AU0R8WKFWllZcXly5dnaqLVlEju06fPW8cvrBw/flx6PzZu\n3JjhenR0NM3MzFi+fPkcj6lWq9m7d29p3NyYvzVOgJs3b85xn4Lk9UgaU1NTaQuqKGEUCh9AVwC/\npP/+usKvDsAvXZF/BeBZFv2d0n86ALgAoNXb7ilW+EWD4OBgTpo0SdprV2exatYo/aQ3PPy122Vc\n7esdjYJ//cgB8fHx/Prrr2lvb88KFSrk2tSqWaXFxsaySpUqtLGx4bhx4xgTEyOVHAbAGjVqaK3o\nUlJSePToUQ4dOpRmZmbs2LFjmq9EPvfwExISePDgQdrb2xMAvb296ejoSCDrBEvDhw8nAIaGhubq\n2QsTp0+fZuPGjWlhYZGpv0LHjh3p5uaWZf/Hjx/z3LlzWlEox44dI5DmiJqb1bpmkjV9+vTcPUQB\n8fLlS9arV0/67Lq6uuYom+S7hLEo/PkAHqSb5h8DeAlg0xttqgI4nYOxvgbwxdvaCYVftNi7d+9r\nCv9N0/IrpY90a4DGMvBK8b/ZJyDHyjfH5FG5Z0dwcDBNTExYvXr1PFc/u3r1Krt06UIgLdtg3759\nWalSJemLM6skKxlCEnXgpX/16lVaWFgQgOScuH///kzbLliwgABYokQJXrlyJdf3KixozPBv5q7/\n9ddfpcnRm6hUKo4ePVrakrK3t2fv3r25ePFiybO9cePGucpmmJycTFNTU37wwQf5fiZ9cevWLRYv\nXlwy7Xfp0iVX/gqFHaNQ+FqNtVf4Duk/5QA2ABiRSXsrADav/f4vgI5vu49Q+EWLKVOmZKHwX+0n\nqwFevXqVvr6+PH/+PBNksjcUf0YnQJ0p/Tya73PCli1bpJTAbdq0YVBQUJ7G2b17N9u1ayeZ14sV\nK0Z3d/cCqXn+OsHBwVrm/ay8w5OTk7lz506WKlWKLi4uXLJkCS9duiQ5Mn777becMGECJ0+ezMqV\nK7NNmzZcu3Ytz549yzt37vDGjRu8ceMGJ06cyObNm7Nv375s164dZ8+ezRMnThjNXvXAgQPp4OCg\npbjUajWdnZ1ZvXp1KftjXFwcly9fTk9PTylapUePHtLEILMjt9kMnZycWKtWLZ0+n67ZvXu3ZNoH\nMubmeJcxdoU/HsDN9GMBXjnwlQNwIP33iulm/AsArgCYkZP7CIVftLh161Y2Jv2sneHu3LlDlbn5\nG6t93StlZirX2x30copSqeSMGTPo6OhIhULB3r17c82aNZwwYQI3btyYZSrcpKQkhoaGaim3hIQE\n+vj4cNKkSbS3t6eTk1OBpxTWrGo1+/nZceTIEWnCA6TVS1coFATSkiTJZDK2bt2aTk5OmSo9ExMT\n1q9fn3Z2dnzvvfckRTF79uwCetrscXNzY5MmTbTO3blzhwA4Y8YM6dwHH3xAAKxQoYL0bJqseD4+\nPhwyZAjv3LkjZTHUWHVyWkGRJNu3b09ra2ujmQxlxYQJEyRfE7lcnudJcGHD6BR+QR1C4Rc9fvnl\nF6q0lP6hDIr78uXL7Nu3b0YFmJ5rX29KOdOthrd7seeWiIgIyXnpzaNGjRqsUKECmzdvzlmzZvGL\nL75g6dKlCYBly5bl0KFDuWHDBq335syZM1QoFDmqOqhLEhIS+Pvvv3P48OE5LsN69+5drl27loMH\nD+bkyZN569YtJiYmSpOVR48ecfny5Vy3bh0XL17MFStWcMmSJRk+C8+fP2f//v0pk8no6+ur82fL\nLRrltXv3bulcUlKSVBzq1KlT0vaHJpokKCgo03r1f/31F4G0evJJSUls1KgRbW1tGR4eniNZNJMF\nY89/kJycLGVqBMAyZcrotf6DsSAUvqDIoFKpOHDgQEnpvxmaFxQUxMqVK0szfw8PD+3qYPpUynpe\n4b/pG6BCWunQy5cvc9asWfzyyy/p6elJDw8PNmnShHK5nHK5nD169OCSJUvYv39/yWEOAGvXrs15\n8+ZRrVazZs2arF69um7kLCQkJCSwVq1aLFWqVKa55QuSpKQkNm7cmMWLF+ft27el85r4c83fbPny\n5W/NQjh06FBaWlry+PHjUgEqANywYUOOZJk/fz4B8Pz58/l6poLg3r17tLe3l/bz27Vrp9f6D8aA\nUPiCIseDBw947do1kmkrVDMzM+mLrWTJkhw2bBgnTZokKX8vLy/+8MMPWXr460rh62sPP7uxX/e4\nf90M+/z58wxFUFQqFUNCQjh//nw2bdqUSO+v8YYvKmZRDdeuXaOVlRXd3d0NrijCwsJobm7ODh06\naJ3XxJ8DrwpLZUVMTAytra3Zrl07mpub09TUlK1bt2b16tVzXP7577//JgD+8ccfeX2UAkWTq0Cz\nTfP6Fsi7iFD4giLPzZs3uXTpUv7xxx9aK6DU1FROnjxZ8kjPuB2gQ6VMvhrr9UNH42Y1UXnx4gV/\n/fVXbt26NVdDqtVq9ujRQ2tL4Pvvv9eNvIWI8ePHE0hLLvTzzz9z/fr1XLduHe/du1fgslSuXJle\nXl5a5xo2bCj9fbIzy2tM+a8fAQEBuZYhPDycADh58uRc9zUUmiqAmpW+j4+PoUXSG0LhCwQ54MSJ\nE7SwsNDaDtCpUtYnetqKSElJob+/PydPnsw1a9ZIWe6KEmvXrs3UHwIA69evr7+kTG8QFhZGAFyy\nZInWeY0s+/bty7Z/nTp1pLYjR45kSEhInuSIi4sjAA4YMCBP/Q2BUqlk27ZtJaVvb29vkAlbQVAQ\nCl8OgaCQ06JFCxw4cABdOnaEHMDkzz/Hk8jINJVfKFCn/+Qbr/OOqakpPD09sWjRIowcORIlS5bM\n95iFjREjRiAyMhInT57E7du3cfz4cVy4cAELFy7E9evXUa1aNdSvXx8LFy5MW/3ogfj4eLRt2xYA\n0KlTJ61rmi/hbt26ZTuGp6cnnJyccObMGaxZswYNGzbM0b3v3Lmj9dra2houLi64fft2Lp7AsCgU\nCmzZsgVlypQBSTx79gz9+vVDSkqKoUUrnOh7RpGXQ6zwBXlBrVazX79+BNLyzq9bt051fCBiAAAg\nAElEQVTKJ2+06NM/QJAlN27c4Jw5c9i4cWNpxf/DDz8wODg4Vwlt3saePXsIgEuXLtXZmDnh5s2b\nkrPb67Rq1YqWlpZGH5r3JkFBQZKzKgBOnDjR0CLpHAiTvkCQO1QqFYODg6V45vr162dZi9xo0Jd/\ngOCtqFQqLlq0iG5ubpLZ3MbGht26deNPP/3E69ev50k5xsTEcOnSpVLZ4wyZDfWMWq1mixYtMhTZ\n+eijjwggV8V3jIV58+ZpOfG9Hur4LlAQCl+TLMeoaNSoEUNCQgwthqAQk5qaik2bNmHEiBHw9vbG\nr7/+amiRDItMlvGcEf7v5xmFAlC/thUilwMqVY67P336FLt27YKtrS2OHDkCf39/ySTu4uKCzz77\nDJMnT4ZSqYSJiUm2Y5FEy5Yt8e+//6JZs2b45ptv0L59+zw9loawsDCsWbMGZcuWxb59+6BSqeDp\n6YnSpUvDzc0Nnp6ebx2DJHr37o09e/bg4sWLqF27dr5kKmjUajW6deuGAwcOQCaTwcbGBmfPnkWl\nSpUMLZpOkMlkZ0g20utN9D2jyMshVvgCXTF58mQC4LZt20iy0JkydcK7vm0gl5MAj28HAw+l/SSQ\ndj4fhIaG8tdff2XLli0JgKVLl6ZMJmODBg04derULBPYjB07lkDG0rgvX77ksmXL2Lx5cw4aNIjr\n1q3LkTPlvXv3JBmAtMIytWrVkl43btw4R8/z+++/E0ir0mjoUMW88vTpU7q6ukpe+/Xq1TN+C14O\ngTDpCwT5IyUlhS1atCCQlpHO1dWVgYGBhfYLL0/oM0eBMaBR9odfHZLS1wEpKSn8+eef2adPH37y\nySd0d3cnkJb9MDMfESAtRe6bvgDDhg3LEC3QvXv3LO/r6+vL7t27Uy6XUyaTcdKkSbx06RKVSqUU\now7krOTt2bNnqVAo6ODgYPx+LW/h5MmTNDU1lUz7o0ePNrRIOkEofIFABzx58oRffvmlVrrOPn36\nFJ3Vvp5C/4wGpK3sAw+DgYHpPw/p14Lh5+dHmUzGTp068dSpU0xMTOTGjRulyWX9+vUz9OnUqVMG\nhb9x48ZMx9+5cyeBtNoC06dPZ1hYmNZ1Te59TZKq7Hj8+DFLlixJExMTXr9+PU/Pa2z88MMPBCDV\nXdi0aZOhRco3QuELBDrm2bNnUnW+du3a5SmBSaFDrPD1wsKFC6VVpuaoUqUKlyxZkmkt97i4OMbH\nxzMiIoJxcXGZtrl+/ToHDRpEIK10cEJCQoY2v/zyi3S/q1evZivjy5cvpUiEnTt35v1hjQy1Ws0+\nffpITnyWlpaFvsyyUPgCgR5Qq9WcOXMmHRwcKJfL2b9/f65Zs4Z3797l1atXC7y6nN7JzR5++n64\ndORzH7xA0NMefk54+vQpe/TowV69etHPzy9f9dtfvHghRQt89tlnWrn3X6dBgwYsVqxYhlX/m6jV\naqkY0/Tp0/Msl7ESExPDypUrS/v57733XqHerhAKXyDQI5GRkfzoo49YtmzZDKZWjWNWQEDAu+EU\nlJPQP43ixHYG4hCPY3uhU/qFaqLyGkFBQbSysiIArly5Mtu2vXr1IgD+888/mV5//vw5J02aJFXH\n8/T01GluAWPi3LlzNDMzkywtQ4YMKbRbdQWh8EVYnqDIQxJXrlzBoUOHIJPJEBsbCz8/PwQHB0Op\nVMLCwgKtWrWCu7s7nj17BicnJzx//hyff/457OzsDC2+7pDJcALbkYrS0ilTROF99H+3QviMjLCw\nMNSrVw9xcXE4deoUGjdunG37li1b4sSJE/D39880HG/FihX49NNPAQCVK1dGSEgIbG1t9SK7MbB6\n9WqMHj0aCoUCKpUKq1atwscff2xosXJNQYTlZR9QKhAUAWQyGWrVqoVatWpJ52bOnIm4uDgpJtvP\nzw++vr5a/f777z+sX78eZcuWzTDmo0eP8Pz5c5QoUQLJycmoWLGi3p9DF6SiVPpvMgB87bVAXzx8\n+BCxsbFwc3N7q7LXTAqmTZuWZez965/HqVOnvtPKHgBGjRqFY8eOYePGjZDL5fjss8/QuHFj1KtX\nz9CiGR/6NiHk5RAmfYEx8ujRI8bHxzMsLIyLFy+WzP+1atXiuHHj2LdvX5YsWZJ169aVvIc1R4UK\nFTh69Gju3LmTkZGRvHjxovGZHiVz/ivnPsmsL9Armsp+2TmRxsXFccKECQSyL6erVqu5ZcsWNmzY\nkCYmJjx9+rQeJDYu4uPjWbNmTcpkMspkMlaqVIkxMTGGFitXQBTPEQiMhzJlysDKygpubm744osv\ncP78eSxcuBCOjo5YuXIlAgIC4OXlBUtLS0ycOBErV67E3LlzsXz5ctSpUwdbt25F37594ejoiDp1\n6mDFihWGfiRt5HK8j/4wRRQAvjLny8XXhD55/PgxYmJiAKRZhjJj9+7dcHJywvLly+Hu7o4WLVpk\nOZ5MJsPAgQOxc+dOKJVK+Pj4SNfUajUuX76MuLg43Lhx450pQmNlZYWdO3fCwsICMpkMoaGhGDly\nJCi2orQQe/gCgQ5ISkqCXC5HsWLFsmyTmpqK06dP4+jRo/jpp5/w6NEjtGnTBl5eXvDy8kKDBg2g\nUCgKUOpMyGeKWkHuGTVqFNauXQsAOH36NBITE+Hq6opTp07h8uXLIImff/4ZlpaW2LVrF5o3bw5Z\nZqmS3yA6OhrOzs6Qy+UoW7YsFAoFkpKSEB4eLrWxtrZGmzZtMHXqVLRs2VJfj1hgbN68GUOGDJH2\n85cvX47x48cbWqwcURB7+ELhCwQGICYmBgsWLICvry/Onz8PIK0Mqo+Pz1tztQveLS5fvozOnTvj\n/v37mV6XyWSoWLEiVq1ahXbt2uVq7KCgIKxYsQJPnz6FqakpVCoVevbsicjISNjb2+PGjRvYtWsX\nXrx4gUaNGiEqKgoeHh5YtGgRihcvrovHK3C8vb2xcuVKKBQKyOVyHD16FM2aNTO0WG9FKHyBoAjw\n5MkTrFq1CrNmzcLkyZMxd+5c+Pr6IjY2FiSxd+9euLm5oX379nB3d4eZmZmhRTYc72gRIJIIDQ1F\nYGAgrK2tERUVhSpVqsDd3R0JCQkoXbo05HraWnnw4AFmz56Ns2fPwsHBAf7+/ihXrhx69OgBLy8v\ntG3bFiVKlNDLvfVBUlISWrRoIU2kXVxccPbsWdjb2xtYsuwRCl8gKEJoTLsymUxr79HOzg5xcXFI\nTU1FgwYNcPz4cVhYWBhQUgORruyD/AHIAaiBNl7p14zwe6ywsnfvXqxZswZBQUGIj4+HmZkZ9u3b\nl++KfwVJaGgoGjRogPj4eKjVanTu3Bl///233iZNukAofIGgCJGSkoItW7YgJCQE7dq1g7OzM+Lj\n49G6dWskJiZi8+bN8Pb2xujRo7Fy5UpDi1vwyGRpyv51NwdVutI3wu+xwk5KSgpOnjyJUaNGITo6\nGuHh4bCysjK0WDnmzz//RO/evaX9/Pnz52PatGmGFitLRBy+QFCEKFasGIYPH47hw4dnuGZtbY0x\nY8YgPDwcCxYsQOvWrTFo0CDcu3cP5ubmcHBwyHTMR48eoUyZMjly8ioUaBZoaWkCIOKM9IepqSlM\nTExgYmKCZ8+eISkpqVAp/F69emHChAlYvnw5FAoFZsyYgebNm6N169aGFs1giH8XgaAQ8d133+H9\n99/HkCFDUK9ePZQvXx5169bF6tWrcffuXandlStX0LJlS5QrVw4zZswwoMQ6RhNAwDdeC3TOuHHj\n8P777yMiIgJz5841+j3wzFi4cCGaNWsGlUoFkhgwYAAiIyMNLZbBECZ9gaCQERkZiTlz5uDMmTNw\ncHBAcHAwnjx5AgAYMWIExowZg1GjRuHKlStwdHTEo0ePcODAAXTq1MnAkucTsYdfoJQpUwYvXrzA\nhQsXULVqVUOLk2fu3buH+vXrIzo6GiTRrl07+Pn5GT4E9g0KwqRv8Kx6mR0i055AkHPUajUvX77M\nDz/8UMrsp1AouHTpUr58+ZJ16tShra0tZ8yYwZEjR/K3335jaGioocXOGzkpAiTQCRMnTiQAmpqa\nFvoy0vv375f+LwBw9uzZhhYpAxDFcwQCQU4hiTNnzuDChQvo0KEDnJ2dAQA3b95E3759cfHiRZia\nmiI1NRUA8MUXX2Dx4sWGFFlgxJDExYsX0bNnTyQkJODhw4dGtyrODdOnT8eCBQugUCigVqtx8OBB\no4o8EF76AoFAZ2iK+dy6dQvffvsttmzZgsGDB2PatGlahYME7xZqtRr+/v7SFk9sbCzs7Ozg4OCA\ntm3bZtv34cOHaNCgARISEvD8+XOYmpoWkNS6R6lUwsPDA0ePHoVcLoednR3Onz8PJycnQ4sGQHjp\nCwSCfPDkyROsXbsWGzduhKOjI7y8vNC+fXs4Ojpi+vTpePjwITZv3gwrK6vCH+bn6QkcOvTqtYcH\nEBBgOHmMBF9fX3zyyScIDQ3N9PqHH36IDh06wMPDAzKZDObm5nj+/Dn8/Pzg6uqKRYsWITIyEps3\nby7Uyh4ATExMsHXrVtSvXx9RUVF4+vQp+vfvj8DAwEL/bDlG33sGeTnEHr5AkD/u3r1LGxsbAmDz\n5s1Zt25drep9mkMul9PX19fQ4uYPDw8S4O1RYPCGtJ8E0s4XcerWrUszMzNu3ryZ9+/f59GjR3nj\nxg3u2rVLqu74+udBJpNpvVYoFPziiy8M/Rg6JSAggDKZTNrPnzx5sqFFIin28A0thkBQaNEUERkx\nYgSWLl0KW1tbREZG4tChQ7h//z5sbGwQGxuLwYMHw8XFJe3LoLDG6stkCB0F3B/06pTLFqDSGhR5\n7/2OHTviyJEjWXraq1QqnD17Fv7+/nj58v/snXdUVFfXxp8ZqlQBQRRL1IiF2INoYgERYyP23qNi\nLFhj12jMZ2+vsfcSFbvYCyo2rCgIKsYuKIoNROnDfb4/cK6MdKRYzm+tuyL3nrLvEOY5ZZ+9oyFJ\nEvT09ODq6orHjx+jevXqsi/I18SUKVMwadIkaGtrQ6VSYe/evXB1dc1Xm8QevkAgyBbPnz9HzZo1\n8ejRI2hpacHBwQEuLi6oUKECXrx4gSJFiiAiIgJmZmb4999/sX//flSsWBH169fH3bt34efnhxUr\nVkBXVxcODg6fdyx1hQIXNgCxxfAhIA8BR+f3zz/D77i8IiQkBNWqVUPRokXh7e39RZ6lzw0SExPR\npEkTeHl5QalUwsTEBH5+fvjuu+/yzSYh+AKBINvEx8fj/Pnz8PLygpeXF3x9fSFJKSPVFCpUCC1a\ntMD9+/fh4+MDQ0NDhIeHy88rVKiABg0a4N27d3BycoKLiwuKFi2al6+SPqmF3AVE2N33HDp0CE2b\nNoWWlhaGDx+OKVOmQF9fP7/NylcSExOxbt069OnTB+bm5lCpVChXrhzOnj2bborr3EQIvkAgyDFe\nv36NgIAA2NjY4OHDhyhcuDBCQ0Ph5OQkZ+CLi4uDtrY23r59i+PHj+PYsWM4fPgwgoODYWRkhMjI\nSGhpaWHWrFkoUaIEqlSpgrJly+bviykUOHkcSbN79a5E8ln+Z/gdl9dcvHgR06ZNw969e2FkZITl\ny5ejXbt2346zWjJ27tyJ4cOHIzg4GGZmZpg6dSqCg4MxY8YMHDt2DM7Ozhk3kgsIwRcIBPkOScTF\nxUFXVxfXrl2Dm5sb1H+f5ubmaNasmcY2QdOmTdG7d++88wlQKHDyMICPJ2Zihq+B+uz5sGHDcPv2\nbZQpUwYXLlxAoUKF8tu0XOfVq1cAgCVLluDPP/9EjRo1MGbMGBgYGGDlypXw9PSEsbEx7t69m2Ze\nitxGCL5AIPjsUKlUuHz5Mi5cuIAdO3bA398f1tbWePz4MQoWLIjnz59j+vTpGD16dN6Ivjrk7mEA\n6gmrCLubJu/evcP27dvx+++/w9bWFv369UOHDh1gaWmZ36ZlSFxcHM6fP49bt27hwYMHCAsLQ0JC\nAuzt7dGyZUsUL14cvr6+OHLkCFQqFbZu3YqXL18iIiJC3s7q2LEjunXrhhEjRuDWrVsoVKgQevfu\njd9///2r38PP9yN4qV3iWJ5A8OUhSRIlSWKLFi0IgEWLFmWPHj348OHD3O88tZC7Iuxuunh4ePD7\n77+Xj98VL16c7u7uvHjxIsPDw/PbvBR4e3uzbNmy8pFBXV1dFi9ePNXjpuqrbt267NevH0ePHk1t\nbW0CYOnSpQmAZcuW5caNGxkbG5vfr0ZSHMvLbzMEAkE2iImJwYYNGzBkyBDExcWhYcOG8PLyym+z\nBKkwdepUTJgwAT169MC7d++wd+9eJCQkQE9PD926dcOcOXNgamqa32bixo0bqFatGgwNDbFw4UJY\nWVlBR0cHISEhOHnyJHx9fXH79m3ExcUBANzd3WFnZwdra2ucP38ep06dwoULF9CgQQPo6+ujdu3a\nGDFiBAoUKJDPb/YBsaQvEAi+KCRJwuzZs7Fo0SI8fvwYFhYWmDNnDnr27Jnfpn1e2NkBN29++Lli\nReDGjTw3IygoCBUrVsThw4cRHx+Ps2fPIjg4GE+ePMGZM2dQrlw5jB07Fj169MDr169x8uRJaGtr\nQ0tLC97e3rhz5w6OHz8OPT091K9fH1ZWVqhevTrMzc1Rrlw52NnZQan8tCzsJFGvXj2cPXsWc+fO\nxaJFi/DgwQP5uampKZRKJd6+fQsdHR1YWVkhJCREXsLX0dFBjRo10KxZM4waNSrfvPAzQgi+QCD4\noti7dy9atGgBBwcHjB49Gq6urtDWFhG8NXgv9jfHAK8dAPOLQMUZyHPRv3r1KlxdXREaGprq8+bN\nm+PBgwe4ceMGLCwsEBUVhdjYWPm5UqnEd999h59++glKpRInT55EeHg43r59K5cxMjKCvb09atSo\nARcXF7i4uKTr1xEaGor58+cjMjISurq6+OGHH3D69Gls3rwZQJJ4GxgYYPr06bC1tYWFhQUqV64M\npVIJkpAkCVpaWoiPj8ft27cRGRmJqlWrwsDAIIc+tdxDxNIXCARfFNHR0QCAli1b4tdff4WWlhbC\nwsKwbds2WFpaonnz5jAyMspUW0FBQVizZg10dHTQvXt3lC9fPjdNzzvei/3z94na1P+tOONm2nVy\ngUWLFuHp06fYsmULVCoVzM3N4ejoCF1dXfTv3x8rV66EjY0N+vTpA5VKhVevXkFbWxsBAQGoXLky\nbGxs0LRpUzx58gSjRo3SiN2gRpIk+Pn54eTJk5gzZw6srKzQpUsXDBkyBCVLlpTLnT9/HpMmTcLJ\nkyeRkJAAQ0NDREVFpWgvISEBt2/fTtWTXqFQyNn81IMFwUfktpNAdi7htCcQfJkkJiayUaNGstPe\nxo0bNZyo+vbtm259lUrF7du309HRUSO2u6OjYx69QR4A8Mxu0PsE6O2d9N8zu/PeybBMmTIEwL/+\n+os+Pj5MSEiQn6lUKm7evJkA6OzsTE9PTyqVSgJgkSJFaGBgIMeiB8BatWpx9erV3LlzJ728vHjp\n0iXOnz+fHTp0oLm5OQHQyMiI3333HQHQ1taWkZGRlCSJCxYsoJaWFk1MTKijo6Px/8vy5cs5duxY\n+efHjx/n6WeUlyAPnPbyXdxTu4TgCwRfLtHR0dywYQPNzMxYrlw5jS/wf/75J92669atk8tOnz6d\nz58/Z5kyZVikSBG+fv2az58/1xCmLxKAN8a8F/z3140xeS/4ffr00fjdmJiYsGXLlpw5cyZHjBhB\nOzs7AuCBAwdYpEgRAuD9+/fl+tHR0fTy8uKJEyfS/Z1ERUVx06ZNtLS0JABWqVJFHshZWFgQAA0N\nDVN42Ovp6fHq1atymYCAgLz4WPINIfgCgeCL5cCBAwRAV1dXTpkyhevXr6dKpUq3ztOnT+UZoxov\nLy+NLG6mpqacN28eExMTc/sV0uZTjgFWrCiL/pndycS+YsXctfkjVCoVQ0JC+PLlS27fvp19+/aV\nZ+Dqy93dnf7+/gTAH3/88ZP6i42N5bx58+S2ra2taWFhIR+XU1/JM/jNmjWLADh48OAceuvPl7wQ\nfOG0JxAIco3Ro0dj1qxZ8PDwQMeOHdMtK0kS5s2bh5EjR8LBwQEXLlyQn509exaenp7Q19fHyZMn\n4ePjAxsbG2zYsAFOTk55m+lPHejHC4DaAT2rgX4+Ey/9d+/eYciQIbh79y4aNWqEcuXK4e7duyhV\nqhS2bt2KEydO4M2bN9DS0sL58+dhb2//Sf2RxP79+7Fp0ybs2rULCQkJ8jM9PT35WB0AVKtWDQYG\nBvDx8cHx48fRoEGDT+r7c0d46QsEgi+ahIQE2Nra4uXLl4iMjExXmG/duoUKFSoAAHx9fVGjRo1U\ny8XFxWHLli0YPXo0wsLCUKtWLWzevBmlSpXKlXdIwVeUrMfPzw/Vq1dP9ZmpqSnatm2L2rVro06d\nOihXrtwn93f69Gl5IHHr1i0ASc52H+uQra0t9PT0EBgYiIEDB2LhwoVfbvrmTCK89AUCwReNjo4O\nypQpg4cPH6JEiRJo37495s6dm2rZ8uXLo2/fvli5ciXatGmDVatWoWHDhinK6enpoUePHmjcuDHW\nrFmDCRMmoHTp0ihfvjwaNmwIPT096OrqwsXFBVZWVoiJiYGRkREsLCxyLnysemafPFnPpx03zxds\nbGwAAH///Tfc3NwQEBCAIkWKIDg4GPXr18+R42xv377FmzdvcPjwYfTr1w/6+vqoX78+evfujcmT\nJ6fwxi9dujQSEhLw6NEjbNiwAV26dPnqxT6vEDN8gUCQqzx//hyenp7yl31UVFSawVji4+OxYcMG\nTJkyBSEhIShbtiwaNWoEFxcXODk5wcTEJEWd//77DwcOHICXlxdOnTqFmJgYKJXKFKmAe/bsibVr\n12bOaBsbIPn59KJFgSdPkv79Fc3w9+/fD1dXV2zYsAHdunXLkTYTEhKwbds2eHp6IiYmBseOHZOX\n6uvVq4d9+/bh/v372L59Oy5evAhJkpCYmAhdXV1ERkbi0qVLKFeuHBYtWpTqgO9rRSzpCwSCr4ay\nZcuiXLly2L9/v3wvIiICQ4YMwcSJE/H999/L98PCwrBlyxYcPXoUJ0+eRHR0NLS0tODg4CAPAGrW\nrJkiqE9cXJws+KdOnUJISAji4+MxbNgwVKpUCf7+/hlHfnsv9temA2+qAKbXgCpj8UH0c2IP/zMh\nNDQUNjY2GDduHKZOnfrJ7ZFE27ZtsWvXLhQrVgyGhoZwcHBASEgItLS0ULduXXh4eODWrVvQ0tJC\niRIl8O7dO0RFRSEmJgYlS5ZE586dMW7cOBgaGubAG345iOQ5AoHgqyA4OFj2vL59+zZJ8t69e3Ki\nHQDs3Lkzo6Oj+fLlSw0P/NjYWHp7e3PcuHG0t7eXPfZNTEzYokULLl68mG/evEnR58OHD9m0aVMN\nD/85c+ZkbCxA/+max+b8p3/khf+VJOt58+YNAbBt27af3FZAQACdnJwIgEOHDuXjx4/Zo0cP+fy+\n+qpbty6XLVvGFy9eaNSXJOmTbfiSQR546Ys9fIFAkOtYWFigV69e2Lx5M2rWrImKFSvi/PnzUCqV\nqFWrFipWrIg1a9Zg69atSExMhJWVFRo2bIiGDRtCqVRCX18fvr6+uHz5MgICAnDr1i14eXnhyJEj\n2LNnD5YuXYpff/0VERERcHR0RKVKldC3b1+cPXsWQ4YMwYIFCwAAly9fzpS9b6q8/4cCAJP9rOYL\nmsWnh7GxMczMzOQIdVklIiIC+vr6WLt2Ldzd3WFqaopFixbB2toaFStWRGxsLIYNG4Y//vhD3mIp\nWrRoqm2JffrcRyzpCwSCPOPKlSv4+++/cefOHbRr1w59+/aVHccOHz6MAwcOwMTEBI8ePcKxY8cQ\nFhaWoo179+6hdOnS2LBhA3r06IEyZcrg3bt3CAsLg46OjsZRr7Fjx2LatGkIDQ3FxYsXMxfbX6HA\ntelAuMOHW2YX3y/rf4bfl5/CvXv35K0UPT09VKtWDY0aNYKbm5v8e0mNly9fYvfu3XBzc5PvVa9e\nHUePHoW2tjbKly+PggULYt++fRpbNYK0EUv6AoHgm0WSJPr7+/Ps2bPctWsXAfCXX36Rl3537txJ\nAFy9ejUlSeKLFy+YkJBAHx8fLly4kEFBQXI7CxcuZM+ePfn27duMOy5aVF7WP3Uw2XJ+0aK5+br5\nQkJCAufPn89mzZqxZ8+edHBwIADa2Nhwzpw5KbZXHjx4wNGjR9PU1FReom/atClnz57NuLg4kmTf\nvn0JgIcOHcqv1/oigYi0JxAIBEkMHDgwRXhXMuO934iICFmcjI2NOWXKlIz3i9+Lvnx9hWKfFqdP\nn2alSpXkz8zCwoLt2rVj48aNqVAoqFQq2bZtWx45coSnTp3SqHv06FHq6emxTZs2+WT9l0teCL7Y\nwxcIBF8EpUuXBgA8ePBAI8iOeu/3/v37mDx5MpydndG1a1d5X9rU1BRFixZFaGgoatSogT///BPL\nli3Dxo0b4eTklHpn6iN43xBxcXEIDAxE3bp1ERAQgMWLF+POnTt4/fo1vLy8AADjx4+Hm5sbihcv\nDiBpwjhp0iTs2LEDhoaG8PX1RaVKlWSfCcFnRm6PKLJziRm+QCD4mMjISJqbm7NmzZqpPj9z5ow8\nK/3tt980nnXr1o0AWLBgQQ4ZMoSlSpWipaVlCk/xb5lhw4YRAPv06cPr169rPEtMTOTx48fZrl07\nOjk5MTIykiR54cIF+TN3cnJi9+7dGRERkR/mf/FALOkLBALBB+zt7Vk0neX14cOHywI0efJk+X5c\nXBy3bt1Ka2trlilThtOnTycAnjt3Li/M/uw5ffq0/LlpaWnRyMiIEydO5JkzZ6hSqThy5EiNo3Wb\nNm0iSY17Hw8SBFkjLwT/CwwGKRAIvlUqVKiA0NBQHD9+PNXnc+bMwZkzZwAAgwYNku/r6uqiffv2\n2L59Ox4+fIixY8cCAEJCQnLf6C+ASpUqQVdXF1ZWVrh58yaqVKmCqVOnom7duo4j40AAACAASURB\nVGjbti3atGkDa2truXyNGjVAEoULF5bvFShQINfsCw0NhZubG6ZMmYIBAwZg+vTpGD58OA4cOJA0\ncxVkjtweUWTnEjN8gUCQGsuWLZNnlNn1Ap8xY4bGzHT37t05bOWXSZcuXQhAzm3/+vVrjhs3Tg5Y\nFB0dzUWLFvGvv/7iggUL+MMPP8jpiufOnZvj9ty/f5+LFy/mvn372LBhQ/n39XEgn5UrV+Z43/kB\nxJK+QCAQaBIeHs5KlSqxUKFCfPz4cZbrJyYmcuTIkTQwMJBFY926dYyKisoFa78c/v33XwJgixYt\nOHToULq7u7N9+/YEQCsrK44YMUJDaKtXr85Vq1bx3bt3n9y3SqXiuXPnGBwczNDQ0BQRErW0tDhs\n2DA+e/aMKpWKjx494rt37wiAPXv2zIG3z3+E4AsEAkEqBAUF0dDQkHXr1pVnpJnh5MmTdHNzY1hY\nGB8/fqwhYPXr189SW7lOwYLUOBpYsGCudidJEkeNGkUDAwMqFApqaWnR0tKSHTp0oI+PDwsXLkxH\nR0cGBgbS39//k0Lhvnz5khs2bODx48c5c+ZMlipVSuN3AYATJ05kYGAgDx06xCdPnqRqr6mpKe3t\n7T/ltT8bhOALBAJBGmzcuJEAOG7cuEzXUYvJ5cuXSZIhISEaIlO2bFlu3Lgxt0zOPO/F3nchePJo\n0n/zQvTJpNwF4eHh7NOnj/y5GBoayish2SEgIIC9evWig4MDXV1dqaenl2KwtXr1as6dO5eNGzfm\niBEj0m3v1atXbNq0KQGwU6dO2bLpc0MIvkAgEKRD7969CYCHDx/OVPlr167x8ePHVKlU8r1WrVpR\nqVRy2bJltLOzo5aWFn18fHLL5MzxXuyTJ/CRRT8PeP36dYoZ98GDB7M1q3/+/Dn19fWppaXFH3/8\nkdbW1uzfvz/PnDnDXbt2Zdm7/9mzZ5wyZYps16tXr7Js0+eIEHyBQCBIh6ioKP7www/Z3s8nycGD\nBxMAr169yoiICJYuXZrFixfny5cvc9jaLADQ+/h7sfd+/9/jeSf4JPnu3TsePHiQrVq1IgAaGRnR\n1dWVFy9ezFT9oKAgDhkyhEZGRgTAY8eOfbJN8+bN0xiEzJgx45Pb/FzIC8EXx/IEAsEXi4GBAbZt\n24aYmBi0bt0aV65cyXIbEyZMgI2NDVq2bInDhw9j8+bNCAsLQ48ePeQMb98ihoaGaNKkCXbs2AFP\nT0907doVPj4+qFevHrp164ZXr16lWu/GjRtwdnZGhQoVsGTJEri6uuLs2bNwdnb+ZJvevn0LAHBz\nc8OGDRswcODAT27zmyK3RxTZucQMXyAQZIVNmzbJs76P47tnhrNnz9LCwoIA2LBhQ7Zp04YAOGvW\nrFywltRwxlNfHz339tJc0vf2ytsZfmrcu3eP3bp1o1KpZJMmTVJd4nd1daVSqeTUqVP57NmzHO0/\nPj6eP/30E42MjPjff//laNv5DfJghi/S4woEgi+Sp0+fYs2aNYiKikJ8fDzmzp2LqlWr4tKlS9DR\n0clye4mJiZg6dSqmT5+O2NhY6OjoQJIknD59Gj/99FPOGf4+9v9JLwBKABLg6PL+mfr7ODNl8pEB\nAwZg6dKlePr0qUZAnoSEBJibm6N169ZYv359rvQdEhKCatWqoVixYjh//jz09fWhUCgQGRkJf39/\nVKtWDcbGxrnSd26SF+lxheALBIIvjuHDh2PhwoVQqVQAkhLoNGvWDGvWrIGlpeUntf327Vs4OjrC\nz88PCoUCNjY28Pf3h7m5eU6YDigUSUKulexe4ntBT/59/F70NfhMvq/btm0LHx8fhIaGysmLAECS\nJDmx0bVr11CwYMFc6f/gwYNo1qwZzMzMkJCQAAsLC7x48QLR0dHQ1tZG7dq10ahRI3Tr1g0lS5bM\nFRtymrwQfLGHLxAIvijCwsIwf/58qFQqzJ07F2FhYXj69Cn27duXodhnZoJjbGyM7du3w9jYGJIk\nISQkBOfOncsp85NQf/MqPvo5Oakt/H8mqFQqvHr1Cg8ePNC4r1Qq4eHhgdDQUPTu3TtTn3d2aNq0\nKTw9PfHLL7/A1dUVlStXRseOHbFlyxb88ccfiI6OxsSJE2Fvb4+5c+ciICAg12z5osjs2j+SxqN+\nAPa//7kKgPMAAgHsA2CSRr3GAP4DcBfAmMz0JfbwBQJBWrx7946tW7emvr4+AdDBwYFxcXHp1lGp\nVOzYsSONjY25fv167tu3L9VgLsk5evQoK1euzEGDBuXs0a/PdH8+Kzx48IAFCxZkjRo1GBsbm+L5\n7NmzCYBLly7NB+uSuHTpEu3s7GTfDmtra3bt2pUHDhzIN5vSA5/TsTwAwwFsTib4lwHUf//v3wD8\nnUodLQD3AJQGoAvgGoCKGfUlBF8gECQnJCSEffr04dKlS3n37l2SSRnwli5dSgAcOnRouvWvXLmS\n4lx58eLFOW/ePMbHx2fKBkmS+H//93/8559/Pu3I3vv5urfX+6N3arH/ggSfJD09PQmAgwcPTvEs\nMTGR2trabNGiRT5YpklwcDBXr14tD/gA8MKFC/ltVgo+G8EHUAzAcQANkgn+G3zwASgO4GYq9WoD\nOJLs57EAxmbUnxB8gUCQnMmTJ2uItZubG0NDQ0mS7u7uBEBPT8806z979owmJiasVKkS9+7dy7Fj\nx7JixYoEwGHDhmXKhqtXr8r9V65cmdHR0dl/oYy89L8Q6tevz4JpRP+rXLkyCxUqxLCwsDy2Km28\nvLwIgMuXL89vU1KQF4Kf2T38/wEYBSD5odQbAFq8/3e796L/MTYAkueffPz+XgoUCoWbQqHwVSgU\nvi9evMikWQKB4Fvg2LFjAIB58+ahW7duWLFiBUqWLInFixdj7NixKFOmDPr3759m/cKFC2P16tUI\nDAzEvXv3MG3aNNy4cQPdunXD/PnzcejQoQxt8PLyAgD8888/CAgIwJAhQ7L/QqlJ/hdIsWLFEBER\nkeqZ/A0bNiAiIkIjTXF+U6lSJZiZmWHZsmWIjY3Nb3PynAwFX6FQNAfwnOTHES1+AzBAoVBcAWAM\nIP5TDCG5guSPJH/8VC9bgUDwddGmTRuYmppi5MiRmDx5Mq5cuYLy5ctj0KBBsLGxwb1792BhYZFu\nG05OTgCAO3fuAEha3VQLVXBwcIY2lClTBgDw6tUrjBkzBitXroSHh8envNYXT/ny5QEAERERKZ5V\nqVIFdnZ28PPzy2uzUnDlyhUoFAr88MMPWLduHfz8/GBra4t169blt2l5S0ZLAACmI2lm/hDAMwDR\nADZ+VMYWwKVU6oolfYFAkCMsW7aMAOjh4UFJkhgfH8+zZ89y0qRJ7Nu3L2/cuJFu/cTERNapU4d6\nenp0dnaWl/R79OhBlUrF+Pj4dGPFS5LE7t27U6FQ8MiRI/z5559paGjIVatW8e3btzn9ul8Ely5d\nora2Nlu3bk1JkuRsg+rPUR22OCfC6maXxMREtmzZUt6OIUkPDw8CoLOzc77Z9TH4XPbw5cKAIz7s\n4Vu9/68SwAYAv6VSXhvAfQCl8MFpzy6jfoTgCwSCj7l165acta1du3bZSuQSEhJCZ2dn2traskaN\nGly1ahW/++47FihQgDo6Ohw9enS69d++fcvy5cvTwsKC48ePp5WVFQGwVq1amXb++9oYN24cAdDY\n2JhKpZLFihWjjo4Oy5QpI4vs1KlT88U2lUrFWrVqEQBHjhyp8axBgwY0MDDgvXv38sW2j/ncBX8I\ngNvvrxn44MBXFMDBZHWavi9zD8D4zPQjBF8gEKRGSEgIhw0bRgBs0aIFz5w5k6121IMFtfe+kZER\nTU1NCYB79+7V6K958+byyQCSvH79uixmzZs354oVKwggw5SuXyvbtm3TcKZ0dXXlb7/9RhcXF3bv\n3p1OTk68c+dOvth24cIF2bYCBQrw6NGjTExMJEkuWrSIALh27dp8se1jPjvBz6tLCL5AIEgLSZI4\nfPhwGhoaUltbm/3796enp2e2vOb//fdfAuCWLVsYExPDwoULM/n3j5+fHwFwzJgxKWyYOXMmAXD4\n8OFs3bo1AbBfv34MCgr65Hf8koiNjeXx48czjIWQl0RFRXHZsmUsVqwYlUolAwMDWaRIEQKgpaUl\nf/nlFwKgiYlJtrMs5jRC8AUCgSANnj17xpYtW9LAwIAA+PPPP2d5Wf3t27e0sbFh2bJlSZI1a9ak\nlZWVxnaBj49PqnUlSWL79u0JgFpaWixfvjy1tLRoamrKiRMnMiIiIvsvJ/gkOnXqRACsUqUKt2/f\nTpJ8+fIl169fz65du7JgwYIEkOlUv3mBEHyBQCDIgNjYWC5cuJAAWKlSJe7YsSNL9V1dXamvr8/4\n+Hj27NmTADI9W5UkiRcvXqS1tTUtLCzYrFkz2tvbEwDLly/PJUuWZMvXQJB94uLiaGhoyE6dOqX5\n2UuSlLPRE3OAvBB8EUtfIBB80ejp6WHQoEFYsmQJAgMDsXTp0izV79q1K2JjY+Ho6Ii9e/cCAAID\nAzXKqFQqxMTEaNzz9vaGUqmEra0t9u3bh2rVquHAgQN48+YNSpcujVu3bmHAgAGoU6cOatSogXbt\n2n0WR9S+dnx8fBAVFYWOHTtqJPZRExoaiqCgIJiZmeWDdfmLEHyBQPBV0L9/f/z888+4dOkSvLy8\nkJCQkKl67du3x+zZsxEWFobXr1/DxMQERYoU0SjTvXt3GBgYoHXr1nLAlps3bwIAzMzMEBgYCC8v\nL6xbtw6FCxfWONd/7tw5SJKEo0ePok6dOujRowc2bdqE+PhPCl0iSIMnT54AANatW4fdu3cjIiIC\nCQkJOHToEE6fPo169erBzs4O9vb2ePv2bT5bm8fk9hJCdi6xpC8QCLLDf//9J+/PGhkZcciQIVla\nUr9//z7fvXuncS8uLo4FChSQvb1btWpFf39/kmS9evUIgIsXL9aoExkZSU9PTxYvXlzeati6dSvb\nt29PCwsLAmD9+vW5c+dOhoeHf/qLC2Ti4uLYvXt3GhkZEQCVSqX8b/VVtmxZKpVKdu7c+bPZckEe\nLOmrj9J9Vvz444/09fXNbzMEAsEXSEREBE6cOIFNmzZh165dWLBgAQYPHpzt9u7fv48yZcrg999/\nh5WVFaZMmQKFQoEJEybAzc0NNjY2qS4dA8CbN2+wadMmDB06FAkJCbC2tkaDBg3w7NkzXLp0Ce/e\nvYOuri4WLlyIbt26oUCBAtm2U6BJfHw8Lly4AC8vLzx8+BAtW7YESRgbG6NRo0YYMWIE5s+fjwsX\nLsDBwSG/zYVCobhC8sdc7SS3RxTZucQMXyAQfCqJiYls3rw5dXR0eOTIkWzP5CRJYqdOnahUKnn6\n9GmGhobS0dGRAFioUCEuWbJE45x+ajx+/Jhr1qxhp06d5BWIrl27cvDgwSxVqpScve/YsWPfbACf\nvGbevHkEwAcPHuS3KSTzZoaf7+Ke2iUEXyAQ5AQvX76Ul9UdHBxSLNdnljdv3siBZdT4+PiwdOnS\n8jJxly5d+OTJkwzbioyMZMeOHWliYiILfY8ePahUKuWtiOHDh8sBYgQ5jyRJ/Pnnn1muXLn8NkUm\nLwRfOO0JBIKvFgsLC/j6+mLGjBm4dOkS3N3ds9WO2gnP3t5evvfTTz/h7t27+O+//9CvXz9s2rQJ\nJUqUwK5du9Jty9jYGB4eHnj58iU2b96M8PBwrF+/HpIkoUKFCqhbty7mzZsHKysrdOzYEatXr0Zw\ncDAiIyPx7t27bNkv+MDq1atRsWJF+Pj4oFWrVvltTt6S2yOK7Fxihi8QCHKaCRMmEADXr1+f5bpz\n584lAAYHB6dZxs/Pj9WqVaOJiUmW4rNHR0fz6NGjbNq0qRyTvl27duzatascHU59VahQ4ZtN1JMT\nbNmyhQBoa2vLdevWfVbRASFm+AKBQJAzTJo0CfXq1UP//v0RFBSUpbp6enoAgJMnT6ZZpmrVqti1\naxeUSiVcXV1x+PDhpH3TDChQoAAcHR3Rrl07ODo6wszMDNu3b8fVq1dx8+ZNBAYGYt68eXBxcUFQ\nUBAGDBiQqXYFSZDExo0b4eDggI4dO8LS0hI+Pj7o0aMHdHV189u8vCW3RxTZucQMXyAQ5AZPnjxh\noUKF+P3333P37t1UqVSZqpeQkMD69etTT0+P48aN47Nnz9Isu2/fPjnc7/jx4zPVvjrjHAAePXpU\nDg27c+dOjXKTJ08mAK5evTpT7QrIa9euyZ9tr169PtuQxxBOewKBQJCzHD16VM6M5+rqysmTJ3PS\npEm8fv16uvWePHkie+fb29unuxwcExPDLl26EADr1q3Ly5cvp9v2uXPnZFGqXbs2jY2NCSBFYheV\nSkVnZ2cWKFCAW7Zs4Y4dOz67ELGfG5IksWfPntTS0qKuri7Hjx/Pp0+f5rdZKRCCLxAIBLlAfHw8\nR44cSV1dXVloS5cunam6O3bsIAC2a9eOgYGBaZaLjo7mhAkTWKhQIWppabF169bpzi43b95MADx7\n9iy7detGAHKAn+RcvXpVHhAA4JIlSzJl97dOSEgI69evTwCsWrXqZ+cLIQRfIBAIcpGoqCg+fvyY\ntWrVooGBAV+8eJGpemPGjCEAKhQKnj59Ot2yd+/e5e+//06FQsHGjRvzxo0bGba/adMmAmCJEiW4\nZMkS/vfff9yzZ4+c1jX59ccff5AkL126xPnz53PNmjU8d+5cpt5DBkj9+grZs2cPAdDAwIAzZszI\nb3NkhOALBAJBHnD58mXq6OhQX1+fzZs357///pthnTVr1hAAZ86cmak+1J7+AOjh4ZFu2bCwMLq5\nubFkyZIa4l60aFGOGzeOvXr1kvO5HzhwgCTlewBYoEABRkZGZsoutbjDy4s4fpw4fpwG+/d/1aJ/\n7NgxNmzYkAA4efJkBgUF5XuI3bwQfBFaVyAQCJCUZW3Tpk3Yv38/QkJCsGrVKvz222+phs2NjY2F\npaUllEol/P39UapUqRRl1qxZg8mTJ6N48eJwcXFB586doa+vj5IlS6Jjx47w8PDI0CaSuHv3Lk6c\nOAErKys0b94cOjo6AICoqCjo6+tDS0sLAPC///0Pw4YNg5mZGcLDw+Hv748qVapk/OIKBRReXsD7\ndtQYREcjqnnzJNn/ComNjUXjxo1x6tQpAEDlypWxfft22Nra5os9IrSuQCAQ5DHx8fH8+eefCYA2\nNjbs06cPnz9/rlFm6dKlBMB9+/al2oYkSTQ3N6ehoSHt7e3lmbeZmZn8786dO2f6lEBafXh4eNDL\ny4txcXH08PAgAHbv3l2O2le+fHkuW7Ys/YaApJn9iROEt3fSdeIEcfz4VzvDT869e/c4b9482Z+j\nT58++TLbh5jhCwQCQd4TGRmJrVu34ujRo9i5cyecnZ1x5MgRKJVK3LhxA5UrV4a1tTXu3LkDAwOD\nVNuoXLkyAgMDUatWLZQsWRIhISEoUaIEtmzZAgAoWLAgnj17Jp/xVxMSEoKFCxeidevWqFWrVpo2\nRkdHw9DQEEBSnID4+Hjo6OjA398fSqUS+/fvx+bNm3H16lUcPnwYv/zyS+oNfaMz/I+5e/cuZs6c\niVWrVmHz5s3o1KlTnvYvZvgCgUCQz6xYsYIAOH/+fJLk9OnTCSDDaHohISGcMGECHRwc5Bm9JEmU\nJIlPnz5NM1b+77//Lq8CnDlzJt2Y+paWlgTAvn37ctSoUbxz547G8+joaDlRT5p8g3v4aREeHk4A\nHDJkSJ73DeG0JxAIBPmLJEkEwA4dOpAkHR0dWbly5Sy18ffffxMA3d3dU4jyx9y9e1fDUc/CwoLt\n27fntm3bUpRVDw50dHT4yy+/cN68ebx+/Tr9/Px4//59SpJEU1NT1qpViyTp7+/Pxo0bp1yy/oa8\n9NMjPj6e3333HYsXL843b97kad9C8AUCgSAfefTokRwFr0qVKiTJihUrskiRIlnKvKdSqdiuXTs5\nVv7t27fTLb99+/YUx+8A8ODBgyna3blzZwpvfvXVokULOR1vv3792KxZMwKgt7c3w8PDefPmzax/\nKF856tMUV65cydN+heALBAJBPrFr1y4qlUoqlUq6urry/PnzJJOOdCkUCjZp0iTDCHofc+PGDdmZ\nr1+/foyPj0+z7Lx581i2bFkNAU/eX0JCAkePHk1DQ0NWrVqVW7du5fTp0/nXX39x2bJlHDp0aKqD\ngL1795IktbW1CYBeXl7Z+HS+Xvr27UstLS0mJCTkab9C8AUCgSCf6NChQ5p79TNmzKBCoSAAjho1\nio8ePcp0u5cvX2bbtm0JgIULF+by5cvTLX/r1i1OmzaN165d07j/5MmTVAUdgNzm1atX+c8//3D7\n9u3s378/69SpI9f39vYmALZt2zbTtn8LDBw4kAB4//79PO1XCL5AIBDkE+poenfu3KEkSTx16hR3\n794th8d9/vy5HPmuaNGi6TrXpcbWrVtpb29PpVLJkydPZsvGfv36yc59Bw8epJ+fH52cnKinp5dq\nWN6PCQsLI0mGhoayb9++dHNz4/bt2/n69ets2fM1MGbMGGppaeV5kh0h+AKBQJBPLF68mADYtGlT\nVqhQQZ49FypUiA8ePJDLFS5cmABYv3593rp1K0t9REZGsmzZsjQ2NubAgQPp6emZJWexWbNmEQCN\njIzkFYDnz5+zaNGiLFGiBDds2JDutgGZFF7Y3d1dY4VAqVSyZs2aHD9+PE+dOvVZ5Y3PbapXr66x\nEpJXCMEXCASCfCI2NpZubm60tramvb0916xZw3379rFAgQJs1KiRXO758+fs06ePLJbq43uZ5ebN\nm2zWrJmcUldLSyvTaXUTEhK4cuVKAuCYMWPk+2fOnKG1tTUB0M3NLdW6T5484fDhwzWCAe3du5c+\nPj6cNGkSa9euTS0tLQKgoaEhmzdvzgULFqTqcDhgwAC5jYwcEj9nJEmikZGRHLTI1taW1atXZ8WK\nFenk5MRp06bl2vsJwRcIBILPjFq1arFYsWIkySNHjvC7777TmB2rj8BlldjYWJ44cYItW7YkAA4d\nOjTDI3wk5ZS9x48f17ifmJgoO+5t2bIlRb3evXsTAOvVq8fZs2dzzJgxKWbyERER3LVrF/v378/v\nv/+eQFLCoL///puPHj3iu3fv+Pr1a3bq1El+/4sXLyZVzsZRv+vXr+d76tqVK1fSycmJDRs2ZN26\ndfnTTz/xp59+YuXKlQkkJd2ZO3duji/5C8EXCASCz4w2bdoQAD09PeWZvbu7O7t3784SJUpwzpw5\nn9R+XFwcf/31V3n74PHjx2mWValUrFq1KgGkunQfHx9PPT096urqpkgHe/36dWppabFBgwaZDvF7\n9+5dOexw8qtly5ayE6OWlpYs7sqjR+VgPlpHjqQr+up4B/iMz//fvHmTtra2BJKS7mSGly9fcuHC\nhVy1ahUXLVrEbdu2pZqaVwi+QCAQfCacPXtWzqcOgNu2bePEiROpUCgynVb37du39PPzy9SRL39/\nfwKgg4NDmg6BBw8elJfc0+KHH34gANrZ2aUQdnXGP2dnZ65atSrd0waSJDExMZGSJHH+/Pkagj9s\n2DDZz+HixYsfxP7ECY1LFv00mDJlSorTCJ8bx44d0zjemBxJknjhwgV2796dRYoUYa1atainp5di\ngFSxYkUeOnRI4/cqBF8gEAjykBcvXnDu3LmcNWuWfBxv3bp1XLNmDY2MjFigQAHOnDmTT58+5dix\nY2XntswyaNAgAqCpqSlbt27NZcuWpZnGdvz48fIScnh4eKpl4uLi5Bl+o0aNGBISIj+TJIlHjx7l\n+fPnZaH52CFQkiROnjyZRYoUkcuUK1eOgwYN4rZt27hkyRLu2bOHEydOpLW1Nc3MzNi2bVtWr16d\nANJ2bkPOJOSZMGECy5UrJ9tmbW2t8Y75wciRI6mjo5Nilu7p6Sl/LkZGRvz1119ZtWpVDhgwgAEB\nAQwICOCNGze4YcMG2V+jTZs29PX1JSkEXyAQCPKMmzdvyl/E6i/t0aNHa8zM1NH2duzYQQB0cXHJ\nUrQ69TG+1q1bs3jx4gTAqlWrcvbs2XR3d+fOnTsZHh7OuLg4Ghoask6dOuku6ZPk06dPOWLECOrp\n6VFPT49ubm5MSEiQZ//Jrxo1anDMmDE8ceIEY2Nj5TYkSeL169c5b948NmnSRONzUO/bN2nShN27\nd2exYsXkbHyzZs1K3aiPBT+TM/yPUQcHSn5dv3490/VzmtDQUBYuXJhOTk4a9wMDAwmARYoU4ZIl\nS9IcxKmJjo7mkCFDqFQqqVAouGDBAiH4AoFAkFdMnjyZAHj+/HkGBATIS9SWlpacPXu2LDj//PMP\nt27dKgvooUOHMt3HxYsXqaOjw5YtW1KSJPnoHwBZ3JRKpTzj9vT0zHTbly5dkoMFFSxYUE73WqVK\nlRSiqV45aNKkCRcsWMDo6GiNtmJjY3n69Gleu3aNR44c0QhCI0kSo6OjqVKp0o49AFDn8GHNJX0v\nL2bGcS85rq6uBEBbW1s6OztnKKS5jYuLi7ydoyY6OppmZmZUKpX08/PLUnvPnj1LvoIhBF8gEAjy\ngubNm9PAwEDDUz0kJIQxMTEkP+yFA+C1a9c4bdo0Fi9enAYGBrxx40am+5k3b568b37s2DHu2LGD\n/v7+XLRoEdXH6JycnDhq1Kgsh3eVJIk7d+7kjz/+qCHu/fv355gxY2hqaspixYrRw8ODgwYNkh3Q\natasyZ07d2apr3R5L+w6hw8Tx49T5/DhLIs9Sd65c4cdOnSQMxSuXLkyzbLPnj1jq1atGBQU9KnW\np2mL2l9Bzd69e2lhYZFiEJAV7t+/r87IKARfIBAI8oKdO3fK4hgZGcmgoCCNGWxCQgJ79erF4cOH\ny8vhoaGhtLKyYokSJbhw4cJMBaiRJInjx49noUKFWKBAAQYGBpIkfX19CSBHBCsqKopLly5NMaP3\n8vKiQqGgnZ0dV69eTZLq5WSam5t/cr8aZPFIXkZcuHAh3ef//fefPGDK4wxcygAAIABJREFULgcP\nHmSZMmXYs2dPvnz5Ur6fkJBAGxsbApD33G/dukVzc3NaWlpmaZUnLYTgCwQCQR6idqpTX4UKFWLH\njh25Zs2aNJeTT548Kc+UBw4cmDL1bBoEBwcTAFUApRwUxo/7mDNnDtXxARITE7l27Vp5GblBgwa0\ntLQkAPbp0yfH+s0vTp8+/Un127dvL/ssFC5cmH/99RclSeK5c+cIgP/73/9IJkVI/OGHH6hQKHjg\nwIFPtvvVq1dC8AUCgSAvUalU3LVrF8eNG8eFCxeya9eucuhcOzs77tixI819a/VgwcbGht7e3mn2\n8eTJE9kzPuG92Bvv2UMcP07jPXs0RP/hw4esUKFCqkL24MEDLl26lK1atZK3HTJLXFwcR48ezfLl\nyxMAhw8fnumByteKSqWimZkZe/bsyUOHDske98eOHeO6devkQeDp06flWAyfGnNBzfvARULwBQKB\nID+RJIkbN26kqamp7GF/7ty5FOXi4+O5du1afvfdd7SwsOD69etlIZYkiSdPnmS7du2ora0te73L\nYp/MuU0WfSZl5QPA2rVra/QVGRmp4UnfvHnzDJe80yKzMQS+du7duyev0jx8+JD79+8nAK5atYqJ\niYk8ePCgRlTF7t2750i/z549UztYCsEXCASCz4GEhAQOGTKEurq61NHR+RBC9iOuX7/OokWLysvo\nAwYMoJ2dHQHQzMyMI0aM+BAyN7Xja8nOqqsF/59//knRh1p4GjRoIMe8z4nl5ZwiKiqKQUFBjIyM\n5PLly9mwYUOeOnUqv81Kk8TERI3tnKJFi1JLS4vFixeX9/OvXr1KALSystI42bBgwQLZJyKzREZG\nsnv37sn7zHXBV5DE58aPP/5IX1/f/DZDkAkSExPh5+eHkiVLIiQkBOXKlYOhoWF+myUQ5BovXryA\nvb09FAoFrl27BhMTkxRlJEnC4sWLMW7cOCQmJqJChQoYOHAgOnbsCAMDgw8FFQqY7NmDt8bG8i3j\nt28R2aJF0sI+gGvXrqFy5cpQKBRyGZLo0qULtm7dipUrV8LFxQX16tVDYmIigoODc+/lM8njx49R\no0YNPH/+XOP+Tz/9BB8fn3TrXrp0CStWrABJREVF4cCBAyhWrBjCwsJQpUoV1KtXD+Hh4Rg2bBhK\nlSqVo3a7uLhAkiS4uLhg6tSpePfuHQCgWbNm2LdvHxQKBS5dugRzc3MAQNGiRfH06VN8//33AIDX\nr1/DzMwsU335+/ujWrVqAIDAwEBUqlTpCskfc/SFPia3RxTZucQM//Pn9evXnDNnDkuVKqUxKtbR\n0aGjoyOnTp3Ky5cvZzpGt0DwJaE+Qjd9+vR0y8XFxTEiIiLt/fH3+/Vp7eGnx5s3b1ixYkWNv79K\nlSpl53VyjISEBG7btk1e0fjzzz85atQonj17lpUrV2aJEiXSrX/jxg35XUxMTGhiYsLOnTvT2dmZ\n7du314gpYGhoyA4dOmQYEji7eHp6any2s2fPlp95eHikGtsgoyBJH9OiRQsCYGxsrFjSF3x+SJLE\n/v37s0CBAgTAunXrcvny5Zw2bRqXL1/OkSNHavxRmpubs3379ly1apVGZC+B4EtGHU8d74+B3bp1\nK8M6T58+ZXR0NG/evMlly5bxwIED3LlzJ6X3jnsanvqZJDY2lh4eHuzcuTNbtWrFgICAT3mtT0Yd\nDhgAy5Qpo/E337Fjx6RTCelMAtRL5l27dqVKpaKvry+nTp3KrVu3cvbs2fT29mZoaCjPnDnDHj16\npAgJ7O7uzitXruTY+7w/H08gKTCS2ncjIiIiVcE/fPhwltofNmxYni7p57u4p3YJwf+86d69O3v3\n7k1/f/80yzx79oybNm1ijx495P3Mbt265aGVAkHu8ubNG1nEKlSokGa5R48esW7duvJxr49FwtXV\nlStWrEg1RnxMTEyWg++kx/PnzxkeHi4PPl68eJGj3vn3799n69at5Rn+oEGD5Gfq900tFPHr16/p\n7OxMANTT06O3tzcnTpyYqqgaGBhw0aJFJJMmIIGBgZw7dy5/+eUX6ujo0MjIKMeC78TExLBatWpU\nKpXU1dWlQqGgo6MjZ82axWvXrrFz586yXRUqVMhyJMAnT54IwReC/3mT1S8ISZI4duxYAuDatWtz\nxyiBIJ+oUqUKTUxMUiSmUbNv3z4CSSFz//jjD86YMYPXrl2jp6cnu3XrJh/7Uy/Jh4WFMTo6Wo67\n7+TklGNbY2XLlk0hoLt3786Rtj9GPXtduXKlPPNv06ZNqu+iDjE8fvx4+dRAqVKlaGlpydDQUE6c\nOJH169enp6cnS5cuTUNDw1S/hx4+fEhzc3MqlUrWq1ePc+fO/eTPbs+ePQTAv//+m6NGjWLlypUJ\ngH379iWZ5Jx44sSJbPcTFBSkjsUvBF/wdaBSqejo6EgdHR26u7szNDQ0v00SCHKE06dPEwCnTZuW\n6nNJkli9enUWLVo01ecfe4fPnj2bQUFBGvfU0d0+FfWsWU9PT86yp54tq3n06FGag5escPjwYY13\ncHFx4atXrzTKJCYm8tChQyxevDhLlSqlIeKDBw8mAO7Zs0ejTrdu3QggzQyCN2/e5JgxY1ipUiUC\n4NixYz9J9K9du0YALFGiBFetWkWSclKlMWPGMDg4ONttJ0cIvuCrIjQ0lM2bN6dCoaC9vX2mwpAK\nBJ876rz16a1elS5dmvr6+oyKikrxTO2oVq5cOc6ZM0dOu/rmzRt6enpy/PjxOWarJEls164dlUol\n+/XrR+BDbPiXL1/S2tqaAFitWrVPXupXZ5CrU6dOqj4Ohw4dYpkyZQiAhQsX5tatWzWex8bGskSJ\nErS1tdW4P3XqVAL4cLQxnXft0qULAchpfVesWMGHDx9m+V3Wrl0r51L4+eefeeXKFTZp0kRuOztt\nfowQfMFXiTq16IgRI/LbFIHgk9m4cSMBfEg+o1RSdr5774yX8H6Wq6enR2dnZ86YMUOOoX/kyBFZ\nGNu0aUMfH59ctTciIoINGzbUmH0XL16cf//9t/xz2bJlc2RA/nEWPjUXLlygubk5CxUqxM2bN6fZ\nl52dHZ2dnTXutWrViiVKlMjUgCQ+Pp4eHh7s2bOnHAtfvdrw9OnTLL1LTEyM7LNRqlQphoeH8/Ll\nyzQxMWGtWrWy/XnFxsYyKipKCL7g62XAgAEEwPr16/PSpUv5bY5AkGV8fX3p5eUlJ59ZsGCBLPbW\nW7cmBdQ5fpzm7z3xE5EUwla91AyAd+/eZWJiokYMf1NTU4aFheW6/T4+Pqnu54eHh+eoo+DHqFML\nGxoacu/evWmWU6lU1NHRYdOmTTXuFyxYkM2bN89yv5Ik8caNG7I/kfr6eMsgPZ49e8aaNWsSABs1\nasTExET5fSZPnqxRNs3UwR+hTgEsBF/w1RITE8Px48fT0tKSRYoUyZMvOIEgp0hISJBD7apnfCEh\nIR/EPnke+BMnaL5zJ5Mft1MvByefAb98+VJ2qluzZk2evUtoaCjXr19PV1fXXO3nwYMHHDx4MLW0\ntGhhYZEpP4FKlSqlWNJv0qQJ9fT0ePv27Wzbsn79evl3N3/+/CzXX758uey4d/36derr67NZs2by\n8z///DPTx/RWr14tBF/wbXDt2jXq6emxUaNGIkiP4Ivh/RIsAXD//v0fZsT4KFTuR+FyX79+zfr1\n6xNIisn/MeqQuWPHjs3jN0qb+/fv8927d5/UhiRJ8mCmU6dOvHLlCs+fP5+h6Hft2pUAWLVqVY4a\nNYqhoaHcvXu3vDoYEBCQJV+DsLAwTp8+nebm5gTAGzduZPt9evfunWKF5MGDByQ/pDrO7OcWHh4u\nBF/wbaDO221hYcHVq1d/81m7BF8G6mh7s2bN+nAznRm+BMiR1SZNmpSq2M2ePZsAOGXKlJwzNJk/\ngXxlkujoaA1B8/DwyJYJN2/elLc9EhIS5AiB2tra6To7vnnzhtOmTZMHSdWrV+f169flc/4AOHjw\n4HT7liSJZ8+eZefOndVJaujo6MijR49m612S8/DhQy5fvpwFCxYkgE9KzysEX/BNIEkSt23bJqej\ntLW1zdFoWQJBbiBJEtu2bUsAbNKkSVJAmTT28JnMca9Pnz6pDmpPnDghe8hHRESk23diYiIXLlzI\nWbNmpT9Afi/w8PJKssfLK8ui37JlSw3Rz+zedHJbhwwZQgB8+PCh7DvQv39/1q5dmzo6OpwzZw7P\nnTuXru+AOtStu7s7STI4OJg9e/YkgBQe/mqCg4Pl44cmJiZ0d3dPNfBPTpDWMcHMIgRf8E3x9u1b\nLlq0SB4tN2vWjPHx8fltlkCQJhERERw6dCiNjY1pa2ubdKTuIy999fV///d/aTqJJSYmsnDhwpmO\nEnfp0iVZgFeuXJl2QbXYJ19xUIt+Ft9z48aNWR6IR0dHs1q1agTAKlWqMDg4WHZyvHTpEsPCwuSj\ngABYr169dEV/6NChGici4uPjWatWLRobG6d6NG7SpElUxxpQH3fMCpIk0cfHh//3f/+XrfpZQQi+\n4JvkwYMHbN++vew1LBB87qi3pY4cOZLqc0mS5DCs8vG9ZKhUKpqbm9POzi5Tx7tiYmI0Zt1pBn/5\n2Kfgo/S76ZGYmMjFixdz//79fPv2LZ89e8bY2Fi+ePEi0/423t7eBMBevXrJjopqgVcft7t58yZ3\n7dol/83fvXs3zfbi4uJoZmZGMzMzeWCwc+dOqs/H//HHH9y7dy8lSeK1a9dYsGBBOjg4ZMrW5EiS\nxLlz59LExET+jLt06ZKr241C8AXfLNu3b5f/0GrWrMmJEyfmSkYsgSAnOHjwIIGk8KupoQ6u07Jl\nyzRnsGrhGjp0qMb9Fy9e8O+//+aFCxfkeyqVSj4TDoAODg7cunUrly1bptl+Fmb4Z86c4R9//CHH\ng0+eIEh9aWlpEUhKipXWSYJXr16xcePGbN68Oe/cuSP/DX/cBgCNHPJdu3ZlwYIFM9wyUIe2/fnn\nnxkXF8fr16/TyspKw8558+axWbNm1NbW5rFjx9JtLzWePn0qt6WjoyPnrVdH2kuLW7duMSYmJsv9\nkULwBd8wkiTx9OnTtLOzo56eHoGk7Fs5EfJTIMhpJElijRo1aGpqmurzuXPnEkCGg1b1efzk59NH\njBghi4+Xl5fGLHPt2rUpRLlmzZrcsWNHUoFMzvDv378v11cfd/vjjz9kpzh3d3dOmDCBgwcP5rhx\n41izZk3q6OikmkDr+fPnclubNm2ivr6+/POpU6c4c+ZM+ec6derI9Vq3bk0AGSagCQ8Pl50b1QOs\nxMRE3rt3T3YyLFSoEAGwY8eO6baVHrdv39YYVAFggQIF0hywqbcPWrRoka3+hOALvnliY2MZFxfH\nU6dOUUtLix06dBBe/ILPktq1a/PHH39kavv3rq6uLFiwYIZtxMbGUltbm23atJHv3bt3T0N0ihYt\nygkTJsh/B2oBbd++PSdMmMASJUpQqVQmeYxnYoYfHx8vZ7QEQEmSePv2bY0+jYyMNPJf+Pn5EQCX\nLl2a6nuoVCoGBgZSkiQ+fvyY//77Ly9evEgySZydnJwIgKNHj5brqAPinDlzJsO/cbUDX/JsfOSH\nMMfq688//8zwM1fz8uVLjhs3jnZ2djxx4gTJpIGcr68vp0+fzrFjx3LFihVp1t+8ebPGVkVWEYIv\nECRDHUO7UaNGPHXqVH6bIxBoULhwYSa+F3iD/fuJ48dpsH8/iaQoewC4fv36DNspVqwYS5cuzdev\nX2vcL126tIaYnT17lmSSgDZt2pS6urr08/Pj69evCYBt27aVBxxpeelLksQGDRpotHvlyhUWK1ZM\n/lkdYCj5zFudJz4gICBbn9Xz58/ZtWtX3r9/X753/vx5+dhchw4d6OXlxa1bt9Lb25t79+5lREQE\nJUnixYsXqa+vzyJFivDevXsa7YaFhbFXr1787bffWKdOnSw5/SafzZubm3PJkiVphgZOi/j4+GxP\nSITgCwTJSExM5KhRo2hhYUFtbW26uLiwUqVK7NevH3fu3Jmr4UAFgoxwcnKipBb7ZDNqg/37KSEp\nUIyBgUGGXvjqdLra2tqsX7++fORs1KhRsiCNHDmSsbGxcp0XL17Is3T1cva8efOSHqay4qDmwYMH\nKbYE3N3dWa9ePerp6dHS0pIA2LBhQw0b9+7dSyAp6U337t3ZuXNn7tq1K9OfVXx8PHfs2MGJEyfy\n6NGjfPPmDa9fv85Hjx5x4MCBKWxS7/2r4+EbGhrS29s7zfbVdc6cOZMpe0JDQ6mrq8sePXrwxo0b\nNDIyYoYnIHIYIfgCQSo8fvyYnTp1YunSpVmnTh0aGxsTSEqIcfjw4VQzkgkEuU2vXr0opbNn/uTJ\nE5qbmzMz32/nzp3jyJEjWaRIESqVSt6/f58xMTEcNWpUmqtbp0+fZvPmzdmoUSPu2bMnU+flY2Ji\naGtrqyGs//vf//jnn39qLOun5nuwZcsWtmvXTo5ap/YfUEebSw1fX19Wr15dw3Ev+WVmZkZvb28G\nBQWxQ4cO/OGHHzhz5kwePXqUEyZMYPPmzblo0aIMfXl8fX3ZuHFjTpw4kWfPnk13MrBhwwbq6OgQ\ngOzgd/XqVdl/4WPOnz/PQoUK8ZdffuF///2Xrh1qTpw4QTc3t3TLCMEX/H975x0W1fH18e+lFwUU\nEAsqKmqMEhsRu0ZErBhLjL1rLNFEYy+J3ZjozxZjN7GXqNFYoqLEEqwgdlFiFAUEpAQBKcvu9/1j\n2fuyslTpzud57uPuvdPuMO6ZOXPmHEE2SE5O5vz582V1oLGxMdu1a8fvv/+ewcHBhdKmhw8fctKk\nSRw7dmy2VxmC4s13332X4Qpfs6r28PCgra1tttW+a9asIYB8DTAVExPDqKgoenl50dvbW3Ym5ODg\nIAvi8PDwDPMrlUr5JIG5uTmbNGmi82hhTEyMlnAfOnQoY2JieOLECc6ZM4fr1q2jJEmsXr16ur34\nMWPGZOtd4uPj5S0KPT09SpJEQB39LzIyUmee5s2b08DAQMvNrkql4sCBA6mnp8dVq1Zpba9o/ORr\nthezQ+3ateU8t2/fJqk+zfDq1StGRUXx9evXQuALBDkhPj6ef/75Z7qIZHZ2duzbty+3bt2a8Xnl\nPCAlJYV//PEH3dzcZJWsvr4+DQ0NdcYDF5QsAgMDmQL8v9BP3cPXRMpTKpUsV64c+/fvn+0yHz16\nlC4wS3Z4F8PWBQsWaAnbGjVqZLs8TejryZMn63w+btw4rlu3jg0bNqSFhUW6/xdpJxkaoz5Ad9wB\nXRw/fpwAOHjwYEZHRzMyMpJbtmyhoaEhPTw8dL6HZqvkbf8IsbGxstMgBwcHWejv3LlTq41z587N\nsl1pJzubNm2S26m5DAwMhMAXCN6F8+fP09XVlZ999pmWN68PPviAEyZM4LFjxxgbG0uVSpVjd6Gk\n+j/xmjVr6OzsTHd3d1arVo0AWKlSJS5cuJBhYWGy5a4uZyuCksOTJ0/kY2wawz2mCv+U1HFXpUqV\nbBvupeXjjz/mRx99lO30rVq1IgAGBQXl9DUYHBysdWZ+586dOQ6co9mDnzJlCq9cuaJTnf706VNa\nWVlRkiR+/vnncprQ0FDZXa7mKleuHB89ekSFQsEJEybw5s2bGdat8dn/tj+EVatWads1pCEpKYkf\nf/wxAbWL5LRawbi4OPbq1YsAOH78eJLkhQsX5O2Lzp07EwBnz56dLW2iZivi2rVrurY0hMAXCPIC\nlUrFO3fucPny5XR3d6epqak8s7azs6OpqSnd3d25fPnybEXgCgwMlPcunZycWLNmTbZp04YHDhzQ\nsgzWOFyZP39+fr+ioIBRKpU8efIku3TpQkmSqK+vz969e8uW556engTUoXPnz5/PFi1acOzYsVrG\ndlmhUChoZGSUI63A2rVrWbZs2VxFn9RY3wPq8+S5sYdJSEhg586dZXW6lZUVBw4cmM41bdoQtceO\nHaNCoWCLFi20hGCdOnV4/PhxkuTff/8t389IPR8cHCxvF6RFpVLJgYs0xwPTEhISIrvt1WwfKJVK\nOUiPg4OD7EVRpVKxUaNGNDExYXJyMt3d3WX7g8zsF97m3r17XLRoEVu3bi0EvkCQnyQkJPDcuXOc\nPn06PTw8OHLkSH7wwQfyD0r58uU5aNAg7tixQ+v8sUKh4MGDB1mnTh0CkH+M0nLjxg06OTnxgw8+\nkC2nxQq/ZJGSksKmTZvKW0Zz586VV9QvXrzgnDlzaGpqShMTE4aFhb1TXfb29mzUqFFeNDtLbt26\nRUNDQ7q4uOgc2znh1atX3LdvH4cMGUIAHDhwoNZEWrPqTmuwB4AeHh68deuWbIWvUql45coVeRWu\nmYxkNCkfPnw4JUlKFw1v8+bNBMBBgwbpzBcREUFAHcmQ/P8Qt/PmzdOq6/DhwwTUnv407bt69Sot\nLCxoa2vLMWPG8PDhw1kGQEpLjx49hMAXCAqa58+fc9u2bezbt698vAkA69WrxyFDhrBy5coEwKpV\nq3Ljxo3p8t+7d48ffPAB9fX12b59e7Zr14779+8XzoJKGJrgNZMnT2ZSUhJVKhW9vLzYs2dP6uvr\nU5Ikdu3alVeuXHnnupo0aUIbG5sCG0NbtmyRx/3bvgByiybiXtqjewqFgt9//z0XLlyodVJAM3FS\nqVT89ddf5Wh3pUuX5vfff8+pU6cSAH18fHTWFR8fL08wNOWsWrWK5ubmtLa2ZmhoqM58e/fulSfn\ny5Ytk7foAPDVq1dyuh49etDS0jKdluHChQvs1q0bzc3NZe1hRu6H3+aHH34QAl8gKEyUSiVv3rzJ\n77//nq6urjQ1NaWrqyuPHDmSTl168+ZN2TrY2Ng4Qw9kgpLBwoULCYBhYWEMCAiQjc3Kli3LadOm\naTmUeVcGDhxIU1PTAo0cqbFHyCyQTU7QhL6+fPmyzudxcXGMiYnRWhWndff7888/y45/tm7dKqve\nZ8yYkU6NrlKpaG1tzTp16jA5OZnr1q0jADZo0CDD+sn0xoqaq3bt2lrbEQ4ODuk0LikpKTxx4gR3\n797N58+f88KFC7SxsaGTk1O2+ifVLkAIfIGgONCkSRPq6+tz6dKlWqsBQcnEw8ODJiYmTEpK4o0b\nN2QtUE49s2WHunXrql32FiAa9XfagD255dWrVwTAypUrywaAKSkp9PPzy9RYVqVSEQB79OihdT8m\nJoYtW7aUBfJvv/2WLu+BAwe0hHaVKlWytEcIDQ2lq6srp0yZwn/++YcvXrzQGePe3d2dpUqVIqn2\n7LdkyRJWrVpVq7569erJpwWyS0EIfD0IBIJ3RqlUgiQCAgJw7tw5REREFHaTBPnIkCFDkJiYiBYt\nWsDb2xsA4ObmBlNT0zyvy9bWFv7+/uoVWgHh6+sLAGjYsGGelOfo6IgXL16gbdu2mDlzJhwdHdGw\nYUPMnTs3wzySJKFp06bw8vJCcHCwfN/CwgKXLl3C2LFjAQBt27ZNl7dXr17YtWsXBgwYgA0bNuD+\n/fswMzPLtI12dnY4e/YsfvzxR9SoUQP29vawsrJKl65WrVqIi4tD48aNYW9vj1mzZqFGjRo4cOAA\nrl27hqVLl8La2hpNmzbF5MmTs9lDBUR+zyhyc4kVvqC4cf/+ffbs2ZNWVlYEQEmS2KhRI06fPp3f\nfvstFyxYIM7ilzBWr15NAHR2dqapqSm7du2aL/U0b968wFf4muOkOQk+kxlXr17VWgF/+OGHLFeu\nHCVJSucPPy2aMNka98JpadasGR0cHLTuJSUlsWvXrtTX1093pj+viImJ4ZQpU+ji4sKJEyfKrpKj\no6N59uzZXB3xJQtmhZ/9hIA+AD8Ax1O/NwBwFcAtAD4AmmSQ7xmAu5p02alLCHxBcUWhUPDKlStc\nsGABW7VqpXGoQQA0MzPjsmXLsnXsT1D00YRitbS0pIODA2vWrJkv9VSqVIm1atUq8FgRgwcPpiRJ\n3LJlyzu5q7506ZJs22JhYaElhPX09HR68bt8+TL19fU5YsQIncda//vvP9kwTuPV7+XLl7JxoJub\nGzt27CjX06BBg1y3PyNCQkKoUCjo5+fHgQMHynWtXr06V+UVNYE/GcCeNAL/DIBOqZ87AzifQb5n\nAGxy0igh8AVaAOmvYsLr168ZEhJCf39/2doYqUe5ypcvz2rVqnH06NGcPHkyJ02axEmTJnHmzJn8\n66+/cnReW1DwHDp0iIA6pru+vn6+HZ3TrLaHDh2ap8aAWREbGyvvRdeoUSPXFvvLly8noA5ko1Qq\n6ePjwyVLlrBPnz78/fffdeZxcXEhAH7xxRcEwJUrV2o9379/PwHt8LwaJzgAZCO7c+fOEQAnTZqU\nq7YnJiby4sWL8mQrISGBO3fuZPPmzeUJR9oJDADu2LEjV3UVGYEPwB7AOQDt0gj80wA+T/3cD8Ce\nDPIKgS/IPakCHlAQUBJQFDuhn5bnz59z69at7NevH7t06cJu3brJwX80Px56enoE1B77Xrx4UdhN\nFmTA2LFjCYC2trY0MTGhr69vvtX15ZdfEgANDQ3T+XbPTxISErhnzx4aGBiwTp063LBhQ461U6dO\nnSIA/vLLL9lO36ZNG9aoUUOOjvf2dtiwYcNYpkwZLa1HYGAgR40aRaSe5b98+TJfv35NS0tL1qlT\nJ0dtJtVGg5qJh7u7OydOnCgf1a1Zsya/++47jh8/nitXruTLly8JgCNGjNBZVkRERJb9VpQE/kEA\njQG0TSPw6wB4DuAFgGAAVTPI+zRVne8LYHR26hMCXyAjC3tVmktRbAW+LpKTkxkdHc03b97wv//+\nY0xMDPfu3Utzc3O2bt1ahP0tovz222+sWbMmy5Ytm2N3ubnhwYMHcoyIKlWq8MCBA4yIiODdu3dz\n7P42p+zZs0c+K7969eoc7VNrou5NmzYty7QqlYoVKlSgqakp7ezs2KhRI+7duzddunr16rFWrVo6\nheicOXPk6HfVq1cnAC5dujTb7SXVwa/atGkj2+MA6vC8PXr04JlBZABmAAAgAElEQVQzZ9K9v1Kp\npK2tLWvXrs2EhAT5/uHDh/nJJ58QABcsWJBpnUVC4APoCuDn1M9pBf4aAL1SP/cBcDaD/JVS/y0H\n4DaA1hmkGw21LYBPlSpVsvlnEZR4gNSVvSp1Ya8ioCxRAj8jduzYkaeGU4Lij1Kp5NGjR7VC0mqu\nnMSjzw0pKSmyrwkbGxv27duX27Zty3J/Py4uLttH1G7fvk0AXLduXabpUh3VZJjO19dX7pd+/fpl\nWe/bzJ8/X86fNuKerjDBGo4dO0YAHDdunNa7aK6sFrJFReAvBRCUqpoPBfAGwC4AMQCk1DQSgNfZ\nKGsegClZpRMrfIFMQa/wi5i9gMYt6WeffZbv0f4ExQeFQkFvb28uXryYEyZMIKB2AZvfxMfHc+fO\nnRw0aJAckMrZ2Znz58/nN998I7vDfZtKlSqxWbNmWZb/zz//EFAH3skMpVLJTp060djYOMNgOseP\nH+fatWu1VtzZJSYmhv379+esWbM4YsQIzpgxg2ZmZmzWrFmmDpAmT55MADx48CCTkpLkiY6bmxtN\nTU0znTAUCYGvlVh7hf8QQNvUz64AfHWkNwdQOs3nywA6ZlWPEPgCmYLcwy+C9gKxsbEcOXIk7ezs\n5JXCJ598kqF7UMH7R0JCAgGwb9++BVqvSqXixo0baWlpqbWSPXjwYLq0LVu2pIWFRZbjNigoiAC4\nbNmyLOsPDw+njY0NbW1tZS98eYFmCwIAXV1d5fv79u3LcmsiKSmJRkZG/PTTT6lSqejg4EB7e3v6\n+PiwdOnSmU4YirrAb5m6L38bwDUAjVPvVwRwMvVz9dTntwHcBzA7O/UIgS/QoqBW3UXYXkAT7W/O\nnDmymrFx48acOXMm/fz8Crt5gkJEpVLRxsaGZcuW5dKlSwt8PCgUCgYFBTE2NpbOzs5E6rG4tOFi\n79y5QxMTE7q5uWW6/69xm3vnzp1s1W1sbEwA9PT0JKk+Cz916lSamJhw69atuXqftKp4d3d3rWdj\nxowhgAw1GaTa9W7VqlUZHx/PjRs3EgDPnDmT5YShyAn8grqEwBcUCsXEXuDmzZucP38+W7ZsST09\nPRoaGvLbb7/ltWvXchUSVVD8OXHiBD/66CNZUK1du7ZQ2vHy5UtOmTKFRkZGdHFx4Y0bN6hUKhkV\nFSULv6+//jpD99Malfjhw4ezDDWrUZk3b95cNt7T+M0HwKZNm+bqHTRn6n/66ad0zzSr/8WLF2eY\nX3MqoWPHjnRzc6Oenp58qkJzzLB///7pJjVC4AsEBUkRXuFnRFBQkJZf8TJlyrBXr17cuHEjL1++\nzMOHD2uF9xUUPlevXuWGDRvy3B5j69atnDRpEm1sbGhgYJBhNLmCYNeuXfLxUs0q3N7eXkv1b2xs\nzJ9++okA5CAzAQEBNDExkdM4Ojpy0aJFGR5p00S00zjv0RgIAuCNGzdy1fZ+/frJZbytjYiKiiIA\nDhgwINMylixZIp8U0ETtI9XOmoYNG0ZTU1OWLl2aX375JXfu3KnxVSAEvkBQYBTBPfzsEhYWxj17\n9nDYsGHy2eW0l5OTEydPnkx/f3/h0KeQ+fDDDwmA5ubm3LhxY57sP8fGxqb7mwMo1L91WFgYd+/e\nzdGjR3PGjBns3bu3HPNec2kmAS4uLnK+v//+m5s2beLq1atlZ1VTp07lxYsX6eXlpWWE5+HhIave\nr127xj59+shlt2vXLlceAhMSErhixQpeuHAh3bOIiAgC4MyZM7MsJzY2lvfv32dSUhITExN58uRJ\n3rt3jyqVig8ePGCnTp1oamqatj+EwBcICpQiZqWfGzQ/KNu3b6enp6cc3lez4jIyMmK7du24dOlS\n+vj45Nr3tyB3ODo6ElB7rwOQLev1rHjz5g2tra1ZpkwZbt68mXXr1mXjxo21ws0WJTQr9tevX/PK\nlSsZptN4M0x7mZqa0t3dnStWrODdu3dlDYLm2aRJk+TwxQB44sSJPGlvcnIya9asSQCZtlnDlStX\naGtrK6/mNe1Jux2QmJjIy5cv89mzZ0LgCwSCvMPX15cDBw7khAkTtPZ7ra2tuWHDBiYmJgrr/wKg\nU6dONDMzY0pKCrt3704APH369DuVuX79evnvmdExteJIXFwc9+/fz9OnT3Pnzp08cuQIJ06cyNq1\na8vv+8knn9Dc3JySJMnbGJrQugB4//79d2pDaGio1oRj0aJF2co3YMAAGhgYcMyYMRwwYIDsYnjV\nqlU60wuBLxAI8o2XL19y586d/Pjjj2XLfwCsX78+Hz16VNjNK5GoVCr26NGDABgUFCTHnTczM5PT\n3LhxgxcvXsz0vPfbZVapUoWA2jmMJphMSeXrr79mmTJl2KxZM1l1HxQUxMDAQO7du5dHjhzhvXv3\nciScM0OhUMjCfvbs2dkyjFUqlbSxsdHa61+5ciWB9G6CNQiBLxAI8p34+Hhu2LCB48eP53fffSfv\nKzo6OvLbb7/l2bNnGR0dzTt37gg3v+/A2bNnZc2Kk5OTrNbu37+/LAiSkpJobm4uq6c1Xtsyw9/f\nn0DW3um2bt3Knj17Fvu/YdogVGmvtMZ+Gk+EQ4cOzZM6q1WrJh+104VKpaK3tzcPHDjAP//8k127\ndiUA7tq1iyR54cIFAmDt2rUzNEAUAl8gEBQ4/v7+8vGhty9LS0t++umnXLduHSMiIgq7qcWG58+f\n08rKimXLluWmTZu0BMfTp09pZWVFSZJkOwuNC9tq1aplWfaWLVvkSURMTEyG6TR73efPn8+Tdypo\nEhMTdY5JT09P1q5dm71795ZV/2ZmZgTATZs25UndmqN2nTp1Srd/n5CQwBYtWqT7fzJ58mRZ2zJx\n4kQC4L179zKsQwh8gUBQaPj7+/O///7jsWPHOHfuXK5fv56jRo2ig4MDAXVgkl9//VXLwYogPcnJ\nyXKY2WPHjulM8/DhQ86ePZtNmjRhzZo15eNqmvPgjx49YkREBIODg/nq1StGRkYyIiKCnp6ebNy4\nsZw2M9etKpWK+/bty3G0u6KC5tw9ADo4OLBWrVp0cnKSj+Sl5fXr13zy5Eme1r948WI5ouWSJUs4\nfvx4Ojo6sm7dulonCQ4ePJgumNGZM2cIZO4yWAh8gUBQ5FCpVDx69CjLlSsn/wDXrVuXu3fvLuym\nFUk0jlyy4y5Wg0Kh4JQpU+TJVVaXxjhMkL9ERkbKWwrGxsZ0dXVlrVq12L9/f7Zs2ZKffvpphlsm\nZcqUYbt27TIsuyAEvib4TZHC2dmZPj4+hd0MgUCQCSqVCnfu3IGnpye2b9+Ox48f4/z582jUqBH0\n9fUBAIaGhoXcysLlf//7H7755ht89tln2LdvH/T09HKUnySePHkCT09PBAcHo1SpUnj9+jWMjIyQ\nlJQEknByckL//v0hSVI+vYUAUI/3bdu2QV9fHwcOHICtrS22bt0KhUKBjh074tKlSwCAuXPnYsGC\nBenyd+vWDZ6envDx8UG9evXSPZckyZekc36+gxD4ghLDs2fP8PPPP+PBgwdo1aoVOnbsiPr16xd2\ns94LoqOj0aBBAzx//hxGRkYwMDCAJElo27YtevTogeHDh793AokkKlasCDs7O5w/fx5WVlaF3STB\nO3Dq1Cl06tRJ697gwYORnJyMffv2YdasWQgJCcH27dvh6ekJV1dXrbRhYWGoX78+EhMTMWzYMCxf\nvlyeGAMFI/ALXX2v6xIqfUFOuHr1Kj/99FPq6elRX19fSw06ceLETPc1BXmHj48PhwwZwokTJ3Lw\n4MH84osvWLVqVQLg8uXL0+0dx8fHZ2pkVtyIjY1ljRo1+OGHH9LOzk5ry+Px48eF3byCowQ4r9LF\n0aNHCYD9+vVjYGCgbIgHqP3mk2q/AXXq1KGdnZ1OnxY+Pj5ynrf3+SH28AWCrNm4cSOtra05c+ZM\n2T95SEgIe/bsKR9vym70LUHeolQq2blzZ9nI78aNG3zw4AHHjx/PUqVKUU9Pj82aNWPPnj3ZoUMH\nLlmyhLdu3cqz+sPDw7l06VLWrFmTzs7O3LNnT56V/TZnz56Vf8w9PDxkF7oAePHixXyrt0iRKuDh\n6UmcO0d4epYYoX/9+nUC4M6dO+V7T58+pZeXl5bPhLt379LExIQdOnTQWc6qVasIgDt27NC6LwS+\nQJANEhMT+ebNm3T3VSoVb9++TTs7O9apUyfdjFpQMMTFxXH9+vW0srKSBaCRkREHDhzIGTNm0MXF\nhdbW1qxVq5b8fPr06Xz48GG2LcojIiLSuQgODQ2Vfbe3bNmSlSpVor6+PsPCwvLjNeWjjAsXLpTv\nRUZG5mms9iKPRth7ef3/pRH6xZwFCxYQQLbGjyYAjy4DPoVCwTZt2tDIyIhDhw5lp06dOHfuXCHw\nBYK8wNPTk5IkccSIESTVEeYWLFjAOXPmcNasWZnGthbkHYGBgfzf//7HH3/8McMfzZCQEHbo0EEW\n/JUrV+bo0aMZGRkpp1Eqlbx79y6nT59OV1dXtm7dWna2sn37dpLk6dOnZV/1f/zxB3fv3s0yZcrQ\nyMiIsbGxef5uv/76KwGwbdu273eIYkC9svfyIv76S/3vuXMlQuA3b96czs7O2Ur7zTffEECGHiuD\ng4PZqVMnmpiYsEqVKhovl0LgCwR5waxZs2S1suYsbdqrXr16dHJyEs5kighPnjzhxo0b5W0ZDw8P\nRkdHc+XKlXLwGc1VvXp1Tps2jc7OzjQyMqKPjw+tra1pZWXFX3/9lSRpZ2dHADx+/Hiet/XatWs0\nMzNjlSpV8k17UGwooSv8yMhI6unpcc6cOVmmPX78uOzqOKsQyBoPfaljWQh8gSAvUCgU/PHHH9mh\nQwdOmjSJT548YXR0NP38/Dh27Fg5CpaHh0exdUxSUtH4INdczZo145o1azhnzhwtY7hXr16xYsWK\nsmvatGeemzVrJsdcz0tCQ0Pp6OhIExOTbEVQK/GU0D38/fv3EwC9vb0zTZc2TLFmspkVaZwsCYEv\nEBQUGsFib2/PAwcOMCUlJV/Uv4KcoVKpOH78eA4fPlyOhpYRN2/eZM+ePVmjRg35B1ejbv/mm2/y\nvG1Dhw4lAG7evDnPyy62lDArfaVSyS5durBMmTJZxiEIDQ2lpaWl7Ib377//zlYQpMjISCHwBYKC\nRKVScdu2bbJ1tZmZGSVJYps2bRgSElLYzRPkApVKxbJly9LOzo4vX77MVRkRERH09fVN92MfEREh\nRxp88eJFXjRXUAT57rvvCICjR4/OVvr4+HjOmTNHjotgZWXF/fv3Z6k5FAJfICgEoqOjuWzZMg4e\nPJiTJk2igYEBDQwMOHbs2GyHLBUUHTQTuDZt2nDRokW8fv16pj++QUFB/Oqrrzht2jQOGTJEjsJW\nsWJFLY1Po0aNZPXt3LlzC+JVBAWMRpX/8ccf5/j/flRUFA8ePCifPrGzs+Pw4cMZHR2tM70Q+AJB\nEeDGjRv8/PPPCYClSpVit27dePny5cJuVtGiCKtxnz17xmnTpmmFVR0wYIBOZzhJSUlynHV9fX2a\nm5tzzJgxNDc3p76+PhMTE0mq1bypltVcvHgxo6KiCvq1BAVA69atWb58+XcKEPXff//xl19+kX9D\nOnfurNO4Uwh8gaCIoAkY88UXX7Bs2bI0MjLi4MGD+erVq8JuWuGjMdSCgoCSgKLICX0NYWFh8nl5\nfX19/vDDD3K0tYcPH7JChQoEwNmzZzM2NpZxcXFUqVSsXr06u3btqlXWokWLxP59CSXtOJk5c2ae\nlbtixQoCoJ6enpYDH1IIfIGgSPL06VMOGDCAkiSxXLlyHDVqFE+cOFHYzcpbcrJil4W9Ks2lKJIC\nX0NAQACdnZ0JgBUqVOBPP/1EJycn+dx+Wic+jx8/JgCuWLGCT58+lbcD9uzZI2sMsjp+JSg+KBQK\nduzYkQA4dOhQLR8QeYGvry9dXFxoZGTEqVOnyrYlQuALBEWY06dPs3v37ixVqhQBcNeuXYXdpLwh\nuyv2NJMBdTpV6lcVAWWRFvikWmtz6tQp2ee9tbU1f/rpp3TpDh06pHUs0N7enl27dpX9OXTv3l2n\n33RB8WTmzJkEwLFjx+ZbHcHBwXRzc5PtA5KSkgpE4ItoeQLBO5KYmIj27dvD29sbrVu3xo4dO1C1\natXCblbukSRIUADQT3NTCcJQLc9T0wBITacJ+SplnL4Io1Qq4e/vjxo1asDExCTd8/j4eHTt2hUW\nFhZo1aoVrl27hqtXr6Jly5aYPXu2zlCnguLJ7t27MXDgQLRo0QIXL17McTjjnHLo0CH07t0b06ZN\nww8//CDC4woExYGIiAisWrUKK1asQEpKCtq2bYsOHTqgU6dOxU8gSBIkKKEW4BI0i1tCX0vgp58U\nIDWtSi3sgWIh8AUCALh69SratWuHMmXK4NatW7C1tc123hcvXuDw4cMoX7487t27Bx8fH7Ro0QLu\n7u5wdnbOMDR0ZGQkKlWqBCcnJ/j4+IjwuAJBccLPz49ff/0169atK6uA346KVeTJzp58OjX+W6r8\nIq7OFwjepmfPnjQ2Nub169dzlG/79u3ymXsAlCSJ1atXl79Pnz5dZ76UlBS6u7sTANevXy/28AWC\n4kxQUBCbN29OAwMDDh48mEFBQfIzlUrFhw8fFk1PftnZw9c5KVDRDDFC2AuKHcnJybSwsODIkSOz\nTBsZGckVK1awdu3arFSpEgF1kCd/f39eunSJz549I6kOzTxgwAACYI8ePXj37l2S6hMAS5cupYOD\nAwFw/PjxJCkEvkBQ3AkJCeGAAQNoYGBAW1tbNmzYkE5OTqxTpw4B0NDQkCtWrCjsZqYnKyv9dJMC\n5f8LeyHwBcWM8+fPEwAPHTqUYZro6GgOGzZMdsSkr68vr+K/++47nXkSEhJkoQ+Arq6uNDQ0JKCO\nrHjgwAHZoU9BCHyxhy8QFADnz5/HihUrEBISgtKlSyMpKQmfffYZTp06hXPnzmHWrFno3r07GjZs\nCH39t/fFiygZ7EuiCP6mCLLJe/g3DQ8PR/PmzREYGIiIiAhYWlrqTDdv3jzMnz8fo0aNQvv27fH5\n55/Lz65evQoXFxed+aKjo+Hq6gqlUon4+Hh06dIFY8aMQZ06dbTSSZIkjPYEgpJMbGwsPDw8cP78\neQCAtbU1XF1dUaNGDejp6WHBggX5bilcYtElvIrg712RIbW/LI4eRWypUgCA0nFxeN29u/p5Cew7\nhUKBnj174vjx49iyZQtGjBiRYdq5c+di0aJFOHfuHFq2bIn69evD398f5cqVQ0hIyDtP1IXAFwje\nE8LCwnD27Fl4enrC09MTISEhAIAjR46gu+YHNw0pKSn466+/YGVlhUaNGhUfrUBBke7YoDg5kCWS\npBb2pUtr3S4dG6sW+iWw32bNmoWlS5dixIgR2LJlS6Zp4+Pj0bhxY8TExODx48eIjo7G2rVrMWjQ\nIHz00Ufv3BYh8AWC9xCSOHToED777DMAwIQJE+Dm5oa2bdtCoVBg69atWLduHQIDAwEAZcuWxcCB\nA7Fy5UqhDdCQHV8CAm0kCdK5c+rJkkY7kmqVQVfXvO83IyNAofj/74aGQHJy3taRCadPn0bHjh3x\n0Ucf4datWxkenUvLwoUL8e233+Kff/5BjRo18qQdT548wdWrVzFw4MB8F/gG+Vm4QCDIOZIkoVu3\nbli5ciVOnTqFLVu2YO3atTAwMABJKJVKtGnTBkuXLgVJHDhwAGvWrMGBAwfQsWNHuLm5oWPHjihb\ntmxhv0ohk9YhENN8F2RE6bg49Qo/jXAvHReX9xWlCnuHnTvxvGJFVAkJwbNBg9T3C0Dok8S2bdtg\nbGyMK1euZEvYA8Dvv/8OALh9+/Y7CXylUokTJ07g559/xunTp3NdTk4RK3yBoIiTmJiIy5cvw9PT\nE/Hx8RgxYgTq168vPyeJ3bt3448//sC5c+cQFRUFa2trrF+/Hu7u7rCwsCjE1hcS79MKP69sFQpy\nD1+S4LBzJwIrVZJvVQ0OVgv9Avj7rFixAlOmTMHAgQOxc+dO+X50dDQuX76MRo0aoUKFCoiKisKD\nBw/g4OCAffv2YerUqWjevDk8PT1hZmaWq7qVSiVcXFzg6+uLihUrYtSoUQgPD8f69euFSl8gEGQf\npVKJ8+fPo1+/fnj16hX09fUxZMgQrFu3Tqfb2BLL+7KHr3lPT09ATw9QqUA3N/WzdxD66cjrPpMk\n6J07B2q2D9RHxqDKj60DHTRq1AiJiYnw9fWFqakpbt26hZ9++gl79uxBQkICAMDR0RFBQUFITEyU\n87Vs2RI7duxAtWrVcl339evX4eLigunTp2PRokUwMFAr2gtiD1+o9AWCEoS+vj5cXV3x4sULXLly\nBVu3bsW2bduwZ88etGnTBm5ubujTpw8qV65c2E3NX0hAkv5fyKe9X8KQPD0BjdGmvj4kT8//F/o5\npQD7p0pIiHqFn1pnlVRD1fwmMDAQfn5+WLJkiSzsGzduDENDQwwaNAjdu3fH/fv38ddff8HV1RVt\n27ZFYGAgOnfuDCcnp3eu/+rVqwCAvn37ysK+oBACXyAogRgbG6Nt27Zo06YNBgwYgD///BOenp6Y\nMmUKlixZgsWLF2Pw4MG5VksWC0qgcNeJxlAzdaWM4mC4aWiIZ4MGpd/DNzTMOu87oFKp0LJlSwBA\nt27dAACHDx+GSqWCv78/HBwcAABdu3bF9OnTtfKGh4cjJSUF/v7++Pfff+Hh4ZGrNmjO39+5cwcN\nGjTI5ZvkDiHwBYISjCRJ6NixIzp27AhArU7s168fxo4di19++QWtWrXCmzdv0LNnT7Rv376QWyvI\nFSqVeoWvmeCoVIXbnuyQnAwYGamFvIYCsNLX09NDvXr1EBQUBFVqPz18+BAA0KNHD1y4cAEWFhZQ\nKBQ4cuQINm3ahMTERCiVSly5cgVGRkZITm1j9+7doVKp8PXXX6Ndu3bZbsPjx48BAM2aNcvjt8sa\nsYcvELxnkMSGDRswd+5cREZGwsDAACkpKfjzzz/liYGgmJDXe/jvAeHh4ahfvz4iIyPh6uqKFi1a\nwMTEBDNmzEDTpk3h4uKCvXv34uXLl6hSpQrKli2LxMRE9OrVC5GRkahSpQr8/Pzg5eWFyMhIAECr\nVq2wb98+VKxYMcv6u3btCn9/f/zzzz9a9wtiD7/Q/ebruoQvfYEg/1EqlYyOjubDhw8JgPXq1Svs\nJglyQ1ZxDwTpuH//PidMmMCaNWsSAGfMmMGff/6ZZcuWpSRJ7Ny5M48fP86UlJRMywkJCeF3331H\nAwMDAuCCBQsyTZ+UlERTU1MOGTIk3TMUgC/9YrDZIxAI8gM9PT1YWVnh5MmTANQW/hcuXADFyrB4\noUvkCzLlww8/xJo1a/D48WOMHDkS33//PWJjY3Hz5k1ERUXhxIkT6NKlS5YeLCtUqIB58+bh+vXr\nAABvb+9M0xsYGMDOzg5eXl7477//8ux9sosQ+ALBe06rVq3QokULBAQEoG3bthg2bBiuXbsGpVJZ\n2E0TCPKd1atXo0mTJpg+fTocHBzQvHlzTJs2DW/evMl2GQ0bNkTPnj1x7tw5zJ8/H6GhoTrT6enp\nYe/evXjx4gVmzpyZV6+QbYTAFwjecz7++GP8/fffiIqKwtChQ7F9+3Y0bdoU9vb2YsUvKPGYmZnh\n6tWruHPnDlasWAF7e3v8+OOPGD16NOLj47NdzqZNm+Di4oJ58+bBzc0tw/83Li4usLCwQHR0dF69\nQrYRAl8gEAAASpcujV9++QXh4eHYtWsXFAoF2rZti9atW+Pp06eF3TyBIN+QJAlOTk6YPHkyzpw5\ng1mzZmH37t2wtbXFiRMnslWGtbU1/v77b/Tt2xf37t3LUEMWEBCA169fpwuPWxAIgS8QCLSwtbXF\ngAEDcP/+fSxYsADe3t6oXr06atWqhbFjx2LkyJE4efIkSCIlJaWwmysQ5DmLFi2Cp6cnqlatikGD\nBiEqKirbeTXH7dK67E1LlSpVAACPHj1694bmEHEsTyAQZMqjR49w6tQpnDlzBhcuXJDVnLa2toiJ\niUGLFi3g5uaGDh06oGHDhnLEvsTERJiYmCA5ORlGRkaF+QoCQa748ccfMW3aNNy9exf16tUDAPz7\n77/w8/NDixYtUL58eZDUCr6jUqlgbGyMrl27ysF20kISNjY20NPTw+LFizFq1ChIkiTC4woEgqJF\ncnIywsPDsXHjRty/fx92dna4fPky7ty5A0Adqrddu3aIjY3FmTNnYG1tjZiYGCxfvhwDBw5EqVKl\nkJKSIls/JyQk4NSpU6hVqxYaNGiQYXhflUqVZehfpVKJq1evws7ODrdv38bdu3cxe/ZsKJVK7N27\nF5s3b4aenh7c3NxQqlQpkISrqyvq168vwgoLdOLl5QVXV1d8+eWX6NChgxzdTiM3K1eujNDQUDRp\n0gQbN25E3bp1AQC1a9dGXFwcHjx4AEtLy3Tl/vHHH+ieGpTo9evXKF26tBD4AoGgeBAWFoZz587h\nzJkz8PT0hFKpRO/evREWFoaDBw8CUO+TGhkZQalUygKfpOy5zMbGBlOnTsWUKVNw9uxZ/PLLLzA3\nN8ezZ89w5coVrFu3DqVLl4aFhQViYmJgY2ODBw8e4PLly6hYsSIOHz6MJ0+eaLWratWqiI2NRVRU\nFGrVqoVSpUrBz89Py6DK1tYW7u7uWL58Oezs7Aqox4ofb69k3xe++uorrFmzBgDk6HZt2rTBtWvX\n4O3tDTs7Oxw6dAh2dnbw8fFBqVKl4O3tjTZt2qB3797Yu3evzn6bP38+5s2bBy8vL3zyySdC4AsE\nguLH24JBoVDg+vXrOHv2LJ4/fw4rKyv8999/MDMzkycGwcHB2LJlCy5evAhjY2MkJSXB0tISSqUS\n5ubmCAsLy7A+CwsLvH79Gi1atMDw4cORmJgIe3t7vHr1Cvv374eFhQXGjh2Ldu3aQZIkREZGIjIy\nEqVKlcLZs2fh6emJvXv3ok2bNjhz5kyWZ68BwN/fH3v27DFZjFwAABW+SURBVEHlypXh5uYm+2Av\nrpBEUFAQKlSogDNnziA8PBzGxsY4dOgQypQpg4CAAHh7e6NZs2bYunUratasWdhNLjCSkpKwYMEC\nNGzYEN27d4ehDn//mkA7gwcPxq+//goAWLJkCWbPno1NmzZh1KhR6fLExcXB2dkZr1+/hr+/Pywt\nLYWnPYFA8H6QlJTETZs2cdiwYdyxYwcTExOZkpJClUrFhIQEnjlzhn/++SePHTvGU6dO8eDBg7xy\n5QpVKhVjYmLeqe6tW7cSABcuXJhl2l9//ZUAtK4uXbpQoVC8UxsKk99++y3dOwGgtbU1zczM6ODg\nwNGjR7NUqVKsU6eO3O/FgTdv3vDy5csMDw/nL7/8wkWLFrFZs2b88ccf87Seb7/9lgC4d+9ekmpP\nlm3btqWJiQmDg4N15vn+++8JgHfv3i0QT3uFLtx1XULgCwSCgkSlUrFfv36yi+FRo0axa9eunDVr\nFv/66y8mJSUxPDycixcvprGxMe3t7RkaGsr79+9z6tSpBMDu3bvT29s7w/Jv3LjByMjIAn6zzAkI\nCOCwYcMoSRIBcMyYMdy/fz/9/Px49uxZKhQKedJFkidOnKChoSEBcObMmYXcem3i4uKoVCr577//\ncubMmfziiy84fvx4li1bVudkBnnsgjg5OZkAOHjwYPne6tWrCYA+Pj468+zfv1+eJAiBLxAIBAVE\nXFwcf/zxR7Zv357GxsasUKEC9fX1CYAmJiayv3RXV9d0P+DTpk2jsbEx9fX1+cUXX7BPnz6cNGkS\n+/bty2nTprF+/foEwI8//phJSUmF9IbavHnzhg4ODgTAL774go8ePcpWvoiICPbv358AuH///iKx\n0g8NDaWZmRlNTEwoSRL19PRoZmZGfX199u7dm9u3b+fChQt5/vx5dujQgQAYGhqap21QqVSsVKkS\nq1Wrxri4OJKkp6cnAXDz5s0681y6dCntBEQIfIFAICholEolSTImJoZHjx7ll19+ya+++or379/P\nMM+rV6/YsWNHGhgYsEyZMpQkiZaWlgTAjz76iN26dSMA2tnZcfjw4dy7dy/Dw8ML6pVknj59yunT\np9Pa2poAuGHDhhyX8ebNG9arV48AWLFiRY4aNeqdt1Vyy2+//UY7OzsCYMOGDfntt9/yxYsXVCgU\nOtt09+5dmpiY0M3NTf475xU///wzAfD06dMkSV9fXwLg1KlTdaZXKBTctGkTu3fvLgS+QCAQFDeS\nkpKoUqn45s0bqlQqvn79Wl4FHzhwgL169WKZMmXklV3Dhg05bdo0Hj9+nDt27JCFVHx8PJVKJRMS\nEqhSqfj06VP+/vvvDAsL01mvr68vhw0bxg8++IAXL17kzZs3+fTpU968eZMvX77k6dOn6eHhQUmS\nqK+vz549e9LLyyvXK/SoqChu2bKFvXr1IgBWqlSJy5cvz12n5QKVSkVvb28aGBiwcuXKPHr0aLby\nKZVK9uzZM9eTncw4duwYAXDjxo1yG7t06ZKpWl+DEPgCgUBQAklJSeG1a9e4cOFCtm7dWt4XB8C6\ndeuye/fuNDAwoIWFBfX09GhtbS3vswNggwYN+OWXX/Lzzz/n5MmT2axZMwLQKkfXZWtry1mzZvH5\n8+d5+j6///47mzZtSgDct29fnpb9NvHx8dy8eTMbNmxIACxdujQvX76cZb7IyEguX76cNWrUkPvj\n+PHjedq2x48fEwDXrl0r39PYhixbtizTvAUh8MWxPIFAIChk4uLi4O3tjQsXLuDo0aMIDQ1F7969\nkZSUBHNzc0RHR6N69epo27Ytrl+/Dk9PT3h7e8PMzAyxsbGoUaMGxo0bh6FDhyIxMRHHjh2DUqmE\nQqGAoaEhYmNjUbFiRfTu3RvGxsb58g6a2At3796Fn58fatSokS/1fPbZZzh48CCcnJwwbtw42aFT\nZjx69AjOzs6Ii4tDixYtMG7cOPTq1SvP+2Lt2rWYOHEiAgIC4OjoiPXr12PcuHHo2LEjjh8/numR\nT3EOXyAQCAQ6SU5OhoGBgezCuCh4CwwMDESDBg3g6OgIb2/vLF0qk2rHS4aGhrh48SIMDQ3RpEkT\nnWfdNZQvXx7m5ub4559/suUI6MiRI/j6668RGBiIS5cuoWXLlhmmjYmJwc6dO7F9+3aUKVMG06ZN\nQ/v27bOsQ0OXLl3w+PFjBAQEAACcnZ1x//59BAcHo2zZsunSR0VF4c2bN7C3ty8QgV/4I0QgEAgE\nOcbIyAh6enowMzMrEsIeUHs23Lp1K3x8fLB69ep0z1+/fo2tW7di586dWLlyJerUqQNzc3OUK1cO\nn3zyCVq2bAkbGxtUqFBB418eNjY2WmWMGjUK//77L86cOZNleyIiItCrVy8kJydj3759mQp7jaZk\nwoQJSEpKgqenJzZu3Jjtd09ISMBff/2FTp06yfdcXV2RmJiICxcupEt/9uxZVKhQAZUrV8YHH3yQ\n7XreBYMCqUUgEAgE7wXu7u4AIK9yAXXAmeXLl2Pnzp2Ii4uT77u4uODLL79EUFAQPDw8YGpqirNn\nzyIkJATHjx8HoFaTp6VJkyYAkK1JjqenJ1QqFY4cOSLn08Xx48exbds2qFQqAMDRo0fRvHlzPH78\nOJtvrRbgCQkJWgJ/4cKFOHz4MCZMmIAePXpopd+zZw+Sk5OxePFiXLp0qWCi5+W3kUBuLmG0JxAI\nBMUTlUpFa2trtm7dWv7u6OgoO6W5cuUKb9y4wdu3b2dYRlxcHI2NjTlp0iSt+ytXriQA6unpMSEh\nIcu27Nq1iwD4888/Z5jG399fNuLbvXs3LS0t6eLiwiZNmrB8+fLZOsXw+PFjmpqasnTp0nzz5o3W\ns08//ZSGhobp2qtxujN79mySBWO0VzT0QAKBQCAoESQkJCA+Ph7169cHoDbme/HiBQDAzMwMTZs2\nhbOzMz766KMMyzh//jySkpK0VsskMXfuXADq6IkTJ06EQqHItC39+vVDhw4dMHnyZNy9ezfd8y1b\ntmip04OCgrBlyxZcu3YNYWFhCA0Nxfbt27N856NHjyIhIQHLli2DiYmJ1rMRI0ZAoVCgWbNm2LNn\nj3y/T58+GD58OJYsWQIvL68s68gLhMAXCAQCQZ4RGxuLxMRExMbGAlDbGjx69AgjRozAhg0bZFV9\nZpw8eRJmZmZo1aqVfE+SJISFheHkyZPo168fNm/eDBsbG+zbty/DcvT09LBjxw5YWlri888/R3x8\nvNbzChUqAFAbAtarVw/Tp09Xn1cHUK9ePQDAvXv3smxvu3btYGxsjHHjxuGHH37Qeta1a1esX78e\nr169woABA7TKmzp1KkjiyJEjWdaRFwiBLxAIBII8w8bGBmZmZvJ+OKA25vvmm28AqFfRWeHt7Q1L\nS0u8evVK676ZmRk6deqE3bt348iRI6hRowZGjBiBhw8fZliWnZ0ddu3aBX9/f3z11Vdaz7p06YJy\n5cqhVq1aWLVqFQD1BMXFxQV//fUXAHVkxKxo1KgRrl69CgCYMWMGfv/9d63nY8aMwezZswFAnlAA\nwIQJEwAAn376aZZ15AVC4AsEAoEgz3jw4AHevHmDMmXKQKlUyvcvXrwIAGjWrFmWZfTp0wcvX75E\nlSpVUKdOHXz11VdaRm2SJKF79+44ceIEzM3N0bt3bzx58iTD8tq3b4+ZM2di69at2Lt3r9Yze3t7\n+Pv7ywK7fv362LNnDxISEgAAwcHB2Xrv+vXrY/v27bC1tcWYMWPSPddY5Ws0BwDksMpNmzbNVh3v\nihD4AoFAIMgzqlWrhurVq2P16tVo3LixbJXfuHFj6OvrY+nSpVqrXF3MmjULd+/exfLly1GlShWs\nW7cO7du3x8uXLxEVFYXk5GQAapX8jh074O/vD0dHR9SuXRtbtmzRWeb8+fPRvHlzfPHFF/jnn3/k\n+yYmJrC3t4ejoyMAwNfXF2fOnJHbGBgYmK33liQJgwcPRqtWrRAZGYmkpCSt51evXsXLly+xdOlS\n+V7FihUBZE+LkCfkt1Vgbi5hpS8QCATFl+joaK5Zs4aSJLFp06Y8cuQISXLJkiWZRo/LCB8fHxoa\nGsruhc3Nzblo0SL5+ePHj7ly5UpWq1aNenp6GcYbePbsGQGwT58+8j0LCwu2aNFCjlz3ww8/sGrV\nqrSxseGQIUMIgKdOncp2W2fOnEkADAwM1Lrv5eUlR00MCQkhSf76668EwD///FP40hcIBAJB8eWn\nn34iAFpYWJBUB64pX748W7RokeOybty4walTp3LatGl0d3cnAP7xxx9aacaPH09TU9MMj+xFRUXJ\nYY7HjBnD8PBwTps2TQ71i9TjeZUqVaKRkRGXLVvGKlWq0NbWVhbSmeHn58eaNWuyevXqOo/zLViw\ngAAYEBBAkrxz5w4BcPXq1ULgCwQCgaB4M2jQIALgyJEjuXHjRgLg119//U5lJiYmskGDBrS2tuaL\nFy/k+61ataKNjU2mZ+cDAgLkgDaSJNHc3JwA6OXlxSlTptDIyIhWVlay74D27dvT1NSU7u7umbbp\n3r178oRh6NChOtNoJhWaoD07duyQI+kJgS8QCASCYk1QUBB79epFCwsLAqCRkVGWoWKzg5+fX7oo\ndCNGjKAkSYyPj880r0ql4rVr17hgwQJ26tSJAwYMYMWKFWXhr1nlA+CePXvYrVs3WlpaZjqRUCgU\nnDdvHk1NTVmhQgWGh4enSzNjxgwaGBgwJiaGAQEBrF+/Pu3s7KhUKoXjHYFAIBAUbypVqoSDBw8i\nMjIS169fx7Nnz9C4ceN3LtfKygoAZKc+AHD37l24uLjAzMws07ySJKFJkyaYO3cuTp48CXNzc4SE\nhMDDw0NOExwcjHHjxsHKygpnz57FJ598kmmwHgMDA3z33Xe4fPkyoqKiMHToUK2jiQBw5swZpKSk\nYN68eahZsybu3buHqVOnFlgshGzXIkmSviRJfpIkHU/93kCSpKuSJN2SJMlHkiSdjoolSeooSdIj\nSZL+kSRpRl41XCAQCATFBwMDA3z88ceys5t3pXLlyjAwMJBPARw6dAjXr1/X8s6XXZycnACoHegc\nPXpUtp4/ceIEOnfujNKlS2Py5MnZKqtBgwb43//+h5MnT2L48OH4+++/kZKSAgDw8PCAjY0NVq5c\nCQC4f/++7J+gQMiuKgDAZAB7ABxP/X4GQKfUz50BnNeRRx/AEwDVARgBuA3gw6zqEip9gUAgEGSE\nSqXi5MmTCYB79+7lw4cPKUkSK1SooLWnn11SVeqy9f7r16/ZoEEDAqCjoyOTkpJy3L6RI0dST09P\nNlr89NNPuX79esbExPDWrVu8du2aVh4UFZW+JEn2ALoASHvAkQAsUj9bAgjRkbUJgH9I/ksyGcA+\nAN2zU6dAIBAIBLoICAjA//73PzRp0gSdOnWSXfD+8ccfsLe3z3F5enp6cHR0hLe3N2JiYlC6dGn4\n+vri9u3bOH/+PIyMjHJUniRJ2Lx5MyIiInDw4EF8/vnn8PPzw9ixY9G/f3/Ur18/0+h9+YWknlhk\nkUiSDgJYCqA0gCkku0qSVAfAaQAS1FsDzUkGvpWvN4COJEemfh8EwIXklzrqGA1gdOrX2gAKIFYg\nAMAGQEQB1VWcEP2iG9EvuhH9kh7RJ7oR/aKb2iRL52cFBlklkCSpK4Bwkr6SJLVN82gsgEkkD0mS\n1AfAVgDtc9sQkpsAbMpt/twiSZIPSeeCrreoI/pFN6JfdCP6JT2iT3Qj+kU3kiT55HcdWQp8AC0A\neEiS1BmACQALSZJ2AegGQBOJ4Ddoq/s1BAOonOa7feo9gUAgEAgEBUiWe/gkZ5K0J+kAoC8AL5ID\nod6zb5OarB2AAB3ZbwCoKUlSNUmSjFLz/5EnLRcIBAKBQJBtsrPCz4hRAFZLkmQAIBGp+++SJFUE\nsIVkZ5IpkiR9CfVevz6AbSTvv2uj85gC30YoJoh+0Y3oF92IfkmP6BPdiH7RTb73S7aM9gQCgUAg\nEBRvhKc9gUAgEAjeA4TAFwgEAoHgPaDECnxJkj6TJOm+JEkqSZKc09x3kyTJV5Kku6n/tkvz7Hyq\nG+BbqVc5HeU6SJKUkCbNhoJ6p7wgv/olNd3MVBfKjyRJci+I98krctMvadL8IUnSvQzKLbbjJb/6\nJPX5ezVWJEk6JUnS7dR8GyRJ0tdRbrEdK0D+9UtquvdmvEiSZCZJ0glJkvxT832fQbk5Hy/57cqv\nsC4AdaB24HMegHOa+w0BVEz9XA9AcJpnWmkzKNcBwL3Cfr8i2C8fQu062RhANahdKusX9vvmZ7+k\n3usJtctpnWOiOI+XfOyT926sALBI/VcCcAhA35I0VvK5X96r8QLADMAnqZ+NAFxCqhv7dx0v72Kl\nX6Qh+RBAuuhGJP3SfL0PwFSSJGOSSQXYvEIjH/ulO4B9qemfSpL0D9Sula+8e6vzn9z0iyRJpaCO\nMTEawIGCamtBkY998t6NFZKvU+8bQP0jXuKspfOxX9638fIGwF+paZIlSboJtQ+bd6bEqvSzSS8A\nN98SattT1SNzpbf/Qv9PtdQ0FyRJalUA7SxoctMvlQC8SPM9KPVeSeLtflkIYAWAN1nkK8njJTd9\n8j6OFUiSdBpAOIBYAAczyFeSxwqQu355L8cLAEiSZAW1k7tzGeTL0Xgp1it8SZLOAiiv49Fskkez\nyFsXwDIAHdLcHkAyWJKk0lCrlwYB2PFW1pcAqpCMlCSpMYAjkiTVTTNTLXQKqV+KPHnZL5IkNQBQ\ng+QkSZIcMslapMdLIfVJkScf/g+BpLskSSYAdkPtrMzzraxFeqwAhdYvRZ786BdJ7eNmL4A1JP/V\nkTXH46VYC3ySufLdL6mj//0OYDDJJ2nKC079N1aSpD1Qq420BFvqDCwp9bOvJElPANQCkO9+kLNL\nYfQLioEb5Tzul2YAnCVJegb1/6NykiSdJ9n2rTqL9HgpjD7B+zdW0pabKEnSUajV1J5vPSvSYwUo\nnH7B+zteNgEIILkqgzpzPF7eO5V+qorkBIAZJL3T3DeQJMkm9bMhgK4A0lkZS5JkK6VakkqSVB1A\nTQC6Zl/FinftF6hdJveVJMlYkqRqUPfL9fxvef6SUb+QXE+yItUup1sCeKxDsJXI8fKufYL3bKxI\nklRKkqQKqZ8NoA417q8jf4kbK8C79wves/GS+mwR1GHnv84kf87HS04s/IrTBaAH1Hs9SQDCAJxO\nvT8HQDyAW2mucgDMAfgCuAO1AcVqpFqCAvAAsCD1c6/U57cA3ATQrbDftSj0S+r32VBb0D6CDqvS\nonzltF/eyuuANNayJWW85FefvG9jBYAd1HFF7kA9WV4LwKAkjZX87Jf3cLzYQ228+DDN/ZF5MV6E\na12BQCAQCN4D3juVvkAgEAgE7yNC4AsEAoFA8B4gBL5AIBAIBO8BQuALBAKBQPAeIAS+QCAQCATv\nAULgCwQCgUDwHiAEvkAgEAgE7wH/B1B/3daMFEnGAAAAAElFTkSuQmCC\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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7f3gmW3/+Oi83Qnf1Ie7peJNfNTZSX4LP5/T+Y83ze6o89K3vG9F57gMBL99u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8M+zwBeyXp9cPK9EqSTKExoi0PPS6muXWZKmGfNm8XxbcenfePgXQczYp4mfiiOL+Cb2pyebgke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\nSUVORK5CYII=\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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aEzWx8eouU3EQu2yzalSe+n7hQ37LKnjpITJlWezZKdLl9VjdUYOXggaowODQ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\n/h/SSSbo9wCUCQAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,2,figsize = (17,8))\n",
"cols=('crimson','red','orangered','darkorange','gold','chartreuse','green','lightseagreen','cyan','darkturquoise','royalblue',\n",
" 'lightskyblue','blue','darkblue','mediumslateblue','blueviolet','darkmagenta','fuchsia','deeppink','pink')\n",
"ii0=start_date\n",
"for ii in range(0,int((end_date-start_date).days/30)):\n",
" iii=(data.dtUTC>=(start_date+dt.timedelta(days=ii*30)))&(data.dtUTC<(start_date+dt.timedelta(days=(ii+1)*30)))\n",
" ax[0].plot(data.loc[iii,['mod_nitrate']].values-data.loc[iii,['N']].values, data.loc[iii,['Z']].values, \n",
" '.', color = cols[ii],label=str(ii))\n",
" ax[1].plot(data.loc[iii,['mod_silicon']].values-data.loc[iii,['Si']].values, data.loc[iii,['Z']].values, \n",
" '.', color = cols[ii],label=str(ii))\n",
"for axi in (ax[0],ax[1]):\n",
" axi.legend(loc=4)\n",
" axi.set_ylim(400,0)\n",
" axi.set_ylabel('depth (m)')\n",
"ax[0].set_xlabel('model - obs N')\n",
"ax[0].set_xlim(-20,20)\n",
"ax[1].set_xlabel('model - obs Si')\n",
"ax[1].set_xlim(-40,20)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Silicate"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Nitrate\n",
"z<15 m:\n",
" N: 381\n",
" bias: 2.2729738761120863\n",
" RMSE: 8.61233857086951\n",
" WSS: 0.8561789655084766\n",
"15 m<=z<22 m:\n",
" N: 101\n",
" bias: 1.881465678451093\n",
" RMSE: 7.039323063920713\n",
" WSS: 0.8129522181374441\n",
"z>=22 m:\n",
" N: 697\n",
" bias: -1.3518639350792654\n",
" RMSE: 8.036178879742941\n",
" WSS: 0.7630457405249818\n",
"all:\n",
" N: 1179\n",
" bias: 0.09650713958610879\n",
" RMSE: 8.148162205219545\n",
" WSS: 0.8880323166553402\n",
"obs Si < 50:\n",
" N: 821\n",
" bias: 3.4504235360334903\n",
" RMSE: 7.406348170380262\n",
" WSS: 0.8634867633251493\n"
]
}
],
"source": [
"print('Nitrate')\n",
"print('z<15 m:')\n",
"et.printstats(data.loc[data.Z<15,:],'Si','mod_silicon')\n",
"print('15 m<=z<22 m:')\n",
"et.printstats(data.loc[(data.Z>=15)&(data.Z<22),:],'Si','mod_silicon')\n",
"print('z>=22 m:')\n",
"et.printstats(data.loc[data.Z>=22,:],'Si','mod_silicon')\n",
"print('all:')\n",
"et.printstats(data,'Si','mod_silicon')\n",
"print('obs Si < 50:')\n",
"et.printstats(data.loc[data.Si<50,:],'Si','mod_silicon')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(0, 80)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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6xznafCMtAKwyssePe4PGqKjYE3GxYBgGZmAl4vPpZkVWt9bzbM4ecmuNW1Aw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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize = (8,8))\n",
"ps=et.varvarPlot(ax,data,'Si','mod_silicon','Z',(15,22),'z','m',('mediumseagreen','darkturquoise','navy'))\n",
"ax.legend(handles=ps)\n",
"ax.set_xlabel('Obs')\n",
"ax.set_ylabel('Model')\n",
"ax.set_title('dSi ($\\mu$M)')\n",
"ax.set_xlim(0,80)\n",
"ax.set_ylim(0,80)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Silicate, z<15\n",
"Feb-Mar:\n",
" N: 42\n",
" bias: -6.87351640247163\n",
" RMSE: 7.886951208138848\n",
" WSS: 0.8373406294564457\n",
"April:\n",
" N: 188\n",
" bias: 2.1589759696798154\n",
" RMSE: 8.3813371965704\n",
" WSS: 0.8148542976660188\n",
"May-Jun:\n",
" N: 151\n",
" bias: 4.958961943064299\n",
" RMSE: 9.076826717064879\n",
" WSS: 0.6763928888285788\n",
"Sep-Oct:\n",
" N: 0\n",
" bias: nan\n",
" RMSE: nan\n",
" WSS: nan\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/fromnumeric.py:2957: RuntimeWarning: Mean of empty slice.\n",
" out=out, **kwargs)\n",
"/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/_methods.py:80: RuntimeWarning: invalid value encountered in double_scalars\n",
" ret = ret.dtype.type(ret / rcount)\n",
"/data/eolson/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:874: RuntimeWarning: invalid value encountered in double_scalars\n",
" RMSE=np.sqrt(np.sum((mod-obs)**2)/N)\n",
"/data/eolson/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:875: RuntimeWarning: invalid value encountered in double_scalars\n",
" WSS=1.0-np.sum((mod-obs)**2)/np.sum((np.abs(mod-obsmean)+np.abs(obs-obsmean))**2)\n"
]
},
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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dX4FZxpiSwLdAB3Kbt/OMMZ2A74HE0EQUEVestfTs2ZNFixbx4osv0rx5c9eR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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"obsvar='Si'; modvar='mod_silicon'\n",
"fig, ax = plt.subplots(1,4,figsize = (24,6))\n",
"for axi in ax:\n",
" axi.plot(np.arange(0,70),np.arange(0,70),'k-')\n",
"ps=et.varvarPlot(ax[0],data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
"ax[0].set_title('Feb-Mar')\n",
"ii1=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,5,1))&(data.dtUTC>dt.datetime(2017,4,1))\n",
"ps=et.varvarPlot(ax[1],data.loc[ii1,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
"ax[1].set_title('April')\n",
"ii2=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,9,1))&(data.dtUTC>dt.datetime(2017,5,1))\n",
"ps=et.varvarPlot(ax[2],data.loc[ii2,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
"ax[2].set_title('May-Jun')\n",
"ii3=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,12,1))&(data.dtUTC>dt.datetime(2017,9,1))\n",
"ps=et.varvarPlot(ax[3],data.loc[ii3,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n",
"ax[3].set_title('Sep-Oct')\n",
"\n",
"ii4=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,4,1))&(data.dtUTC>dt.datetime(2017,2,1))\n",
"ps=et.varvarPlot(ax[0],data.loc[ii4,:],obsvar,modvar,cols=('darkturquoise','navy'))\n",
"ii5=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,5,1))&(data.dtUTC>dt.datetime(2017,4,1))\n",
"ps=et.varvarPlot(ax[1],data.loc[ii5,:],obsvar,modvar,cols=('darkturquoise','navy'))\n",
"\n",
"\n",
"print('Silicate, z<15')\n",
"print('Feb-Mar:')\n",
"et.printstats(data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],obsvar,modvar)\n",
"print('April:')\n",
"et.printstats(data.loc[ii1,:],obsvar,modvar)\n",
"print('May-Jun:')\n",
"et.printstats(data.loc[ii2,:],obsvar,modvar)\n",
"print('Sep-Oct:')\n",
"et.printstats(data.loc[ii3,:],obsvar,modvar)\n",
"fig,ax=plt.subplots(1,1,figsize=(24,1))\n",
"plt.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(0, 80)"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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wxNdnt9nA4YBtIRcrjCoqTR+bwm7m6x8z3xHA9s5s2Difqpr1gKffE/M693Ti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\nzEGzEScAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize = (8,8))\n",
"ps1=et.varvarPlot(ax,dJDF,obsvar,modvar,cols=('b','darkturquoise','navy'),lname='SJDF')\n",
"ps2=et.varvarPlot(ax,dSJGI,obsvar,modvar,cols=('c','darkturquoise','navy'),lname='SJGI')\n",
"ps3=et.varvarPlot(ax,dSOG,obsvar,modvar,cols=('y','darkturquoise','navy'),lname='SOG')\n",
"ps4=et.varvarPlot(ax,dNSOG,obsvar,modvar,cols=('m','darkturquoise','navy'),lname='NSOG')\n",
"ax.legend(handles=[ps1[0][0],ps2[0][0],ps3[0][0],ps4[0][0]])\n",
"ax.set_xlabel('Obs')\n",
"ax.set_ylabel('Model')\n",
"ax.set_title('Si ($\\mu$M)')\n",
"ax.set_xlim(0,80)\n",
"ax.set_ylim(0,80)"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"# Ratios"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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HIpbQfwciIiIiBaZpxmNYIhHD85JAGs9LkkjERntIMoRELIGX9CDdk8RImZi/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IP8iekkBY1gGzBQZaFJczp2m2DjlTURZ42nFa9FnPqEvmRQ6kn13R/uecHtK5mKQnpsLEVnz9Y9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X4m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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(1,2,figsize=(16,7))\n",
"p1=ax[0].plot(dJDF['N'],dJDF['Si'],'b.',label='SJDF')\n",
"p2=ax[0].plot(dSJGI['N'],dSJGI['Si'],'c.',label='SJGI')\n",
"p3=ax[0].plot(dSOG['N'],dSOG['Si'],'y.',label='SOG')\n",
"p4=ax[0].plot(dNSOG['N'],dNSOG['Si'],'m.',label='NSOG')\n",
"ax[0].set_title('Observed')\n",
"ax[0].set_xlabel('N')\n",
"ax[0].set_ylabel('Si')\n",
"ax[0].set_xlim(0,40)\n",
"ax[0].set_ylim(0,85)\n",
"ax[0].legend()\n",
"\n",
"p5=ax[1].plot(dJDF['mod_nitrate'],dJDF['mod_silicon'],'b.',label='SJDF')\n",
"p6=ax[1].plot(dSJGI['mod_nitrate'],dSJGI['mod_silicon'],'c.',label='SJGI')\n",
"p7=ax[1].plot(dSOG['mod_nitrate'],dSOG['mod_silicon'],'y.',label='SOG')\n",
"p8=ax[1].plot(dNSOG['mod_nitrate'],dNSOG['mod_silicon'],'m.',label='NSOG')\n",
"ax[1].set_title('Model')\n",
"ax[1].set_xlabel('N')\n",
"ax[1].set_ylabel('Si')\n",
"ax[1].set_xlim(0,40)\n",
"ax[1].set_ylim(0,85)\n",
"ax[1].legend()\n",
"ax[0].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')\n",
"ax[1].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Bp5xyCrfeemtJ7l9KCmZFRBpUrVRflvrWMzjIfcPDrG9tZWMVrscSEak3F154Ib/85S8n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RAAAg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\nhLWV232er7Kb07l1c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/TmxGidwvOCGN8OwGYntm0O66rsO050xEApk/w8g1VXOYEgV50V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\nKoUYWEO+NgshhBD9MVzB7Be01h8qpU4GX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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['AbsSal'], dJDF['Si']-1.3*dJDF['N'],'b.',label='SJDF')\n",
"p2=ax[0].plot(dSJGI['AbsSal'],dSJGI['Si']-1.3*dSJGI['N'],'c.',label='SJGI')\n",
"p3=ax[0].plot(dSOG['AbsSal'],dSOG['Si']-1.3*dSOG['N'],'y.',label='SOG')\n",
"p4=ax[0].plot(dNSOG['AbsSal'],dNSOG['Si']-1.3*dNSOG['N'],'m.',label='NSOG')\n",
"ax[0].set_title('Observed')\n",
"ax[0].set_xlabel('S')\n",
"ax[0].set_ylabel('Si-1.3N')\n",
"ax[0].set_xlim(10,35)\n",
"ax[0].set_ylim(0,45)\n",
"ax[0].legend()\n",
"\n",
"p5=ax[1].plot(dJDF['mod_vosaline'],dJDF['mod_silicon']-1.3*dJDF['mod_nitrate'],'b.',label='SJDF')\n",
"p6=ax[1].plot(dSJGI['mod_vosaline'],dSJGI['mod_silicon']-1.3*dSJGI['mod_nitrate'],'c.',label='SJGI')\n",
"p7=ax[1].plot(dSOG['mod_vosaline'],dSOG['mod_silicon']-1.3*dSOG['mod_nitrate'],'y.',label='SOG')\n",
"p8=ax[1].plot(dNSOG['mod_vosaline'],dNSOG['mod_silicon']-1.3*dNSOG['mod_nitrate'],'m.',label='NSOG')\n",
"ax[1].set_title('Model')\n",
"ax[1].set_xlabel('S')\n",
"ax[1].set_ylabel('Si-1.3N')\n",
"ax[1].set_xlim(10,35)\n",
"ax[1].set_ylim(0,45)\n",
"ax[1].legend()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" 4.0 | \n",
" 49.318333 | \n",
" -123.799000 | \n",
" 297.5 | \n",
" 66.13 | \n",
"
\n",
" \n",
" 412 | \n",
" 4.0 | \n",
" 49.318333 | \n",
" -123.799000 | \n",
" 336.6 | \n",
" 67.33 | \n",
"
\n",
" \n",
" 430 | \n",
" 4.0 | \n",
" 49.401833 | \n",
" -124.155167 | \n",
" 247.9 | \n",
" 67.95 | \n",
"
\n",
" \n",
" 431 | \n",
" 4.0 | \n",
" 49.401833 | \n",
" -124.155167 | \n",
" 272.0 | \n",
" 68.41 | \n",
"
\n",
" \n",
" 450 | \n",
" 4.0 | \n",
" 49.443333 | \n",
" -124.337667 | \n",
" 297.6 | \n",
" 68.10 | \n",
"
\n",
" \n",
" 451 | \n",
" 4.0 | \n",
" 49.443333 | \n",
" -124.337667 | \n",
" 315.7 | \n",
" 69.80 | \n",
"
\n",
" \n",
" 487 | \n",
" 4.0 | \n",
" 49.592000 | \n",
" -124.637667 | \n",
" 163.9 | \n",
" 66.94 | \n",
"
\n",
" \n",
" 503 | \n",
" 4.0 | \n",
" 49.726333 | \n",
" -124.680000 | \n",
" 297.7 | \n",
" 68.27 | \n",
"
\n",
" \n",
" 504 | \n",
" 4.0 | \n",
" 49.726333 | \n",
" -124.680000 | \n",
" 346.2 | \n",
" 73.59 | \n",
"
\n",
" \n",
" 520 | \n",
" 4.0 | \n",
" 49.883667 | \n",
" -124.993833 | \n",
" 308.2 | \n",
" 66.64 | \n",
"
\n",
" \n",
" 807 | \n",
" 6.0 | \n",
" 49.706833 | \n",
" -124.724333 | \n",
" 197.9 | \n",
" 73.17 | \n",
"
\n",
" \n",
" 808 | \n",
" 6.0 | \n",
" 49.706833 | \n",
" -124.724333 | \n",
" 287.2 | \n",
" 75.08 | \n",
"
\n",
" \n",
" 825 | \n",
" 6.0 | \n",
" 49.670667 | \n",
" -124.272333 | \n",
" 198.7 | \n",
" 69.14 | \n",
"
\n",
" \n",
" 826 | \n",
" 6.0 | \n",
" 49.670667 | \n",
" -124.272333 | \n",
" 343.8 | \n",
" 78.96 | \n",
"
\n",
" \n",
" 843 | \n",
" 6.0 | \n",
" 49.250833 | \n",
" -123.751500 | \n",
" 198.2 | \n",
" 70.85 | \n",
"
\n",
" \n",
" 844 | \n",
" 6.0 | \n",
" 49.250833 | \n",
" -123.751500 | \n",
" 388.9 | \n",
" 71.47 | \n",
"
\n",
" \n",
" 848 | \n",
" 6.0 | \n",
" 49.054667 | \n",
" -123.373167 | \n",
" 1.4 | \n",
" 66.25 | \n",
"
\n",
" \n",
" 1103 | \n",
" 6.0 | \n",
" 49.029667 | \n",
" -123.436333 | \n",
" 247.8 | \n",
" 69.83 | \n",
"
\n",
" \n",
" 1104 | \n",
" 6.0 | \n",
" 49.029667 | \n",
" -123.436333 | \n",
" 298.1 | \n",
" 67.66 | \n",
"
\n",
" \n",
" 1105 | \n",
" 6.0 | \n",
" 49.029667 | \n",
" -123.436333 | \n",
" 313.0 | \n",
" 69.44 | \n",
"
\n",
" \n",
" 1121 | \n",
" 6.0 | \n",
" 49.163333 | \n",
" -123.550333 | \n",
" 297.9 | \n",
" 69.22 | \n",
"
\n",
" \n",
" 1122 | \n",
" 6.0 | \n",
" 49.163333 | \n",
" -123.550333 | \n",
" 347.1 | \n",
" 83.94 | \n",
"
\n",
" \n",
" 1123 | \n",
" 6.0 | \n",
" 49.163333 | \n",
" -123.550333 | \n",
" 370.5 | \n",
" 83.76 | \n",
"
\n",
" \n",
" 1148 | \n",
" 6.0 | \n",
" 49.318167 | \n",
" -123.799333 | \n",
" 297.8 | \n",
" 69.70 | \n",
"
\n",
" \n",
" 1149 | \n",
" 6.0 | \n",
" 49.318167 | \n",
" -123.799333 | \n",
" 334.5 | \n",
" 80.44 | \n",
"
\n",
" \n",
" 1166 | \n",
" 6.0 | \n",
" 49.402000 | \n",
" -124.154333 | \n",
" 271.0 | \n",
" 70.33 | \n",
"
\n",
" \n",
" 1184 | \n",
" 6.0 | \n",
" 49.443833 | \n",
" -124.335667 | \n",
" 247.8 | \n",
" 70.53 | \n",
"
\n",
" \n",
" 1185 | \n",
" 6.0 | \n",
" 49.443833 | \n",
" -124.335667 | \n",
" 297.5 | \n",
" 77.42 | \n",
"
\n",
" \n",
" 1186 | \n",
" 6.0 | \n",
" 49.443833 | \n",
" -124.335667 | \n",
" 313.8 | \n",
" 79.93 | \n",
"
\n",
" \n",
" 1220 | \n",
" 6.0 | \n",
" 49.591500 | \n",
" -124.639000 | \n",
" 149.3 | \n",
" 71.18 | \n",
"
\n",
" \n",
" 1221 | \n",
" 6.0 | \n",
" 49.591500 | \n",
" -124.639000 | \n",
" 164.3 | \n",
" 73.79 | \n",
"
\n",
" \n",
" 1237 | \n",
" 6.0 | \n",
" 49.727000 | \n",
" -124.680333 | \n",
" 297.6 | \n",
" 76.22 | \n",
"
\n",
" \n",
" 1238 | \n",
" 6.0 | \n",
" 49.727000 | \n",
" -124.680333 | \n",
" 348.7 | \n",
" 82.07 | \n",
"
\n",
" \n",
" 1250 | \n",
" 6.0 | \n",
" 49.962000 | \n",
" -125.147333 | \n",
" 147.9 | \n",
" 66.55 | \n",
"
\n",
" \n",
" 1264 | \n",
" 6.0 | \n",
" 49.883167 | \n",
" -124.993500 | \n",
" 173.7 | \n",
" 65.36 | \n",
"
\n",
" \n",
" 1265 | \n",
" 6.0 | \n",
" 49.883167 | \n",
" -124.993500 | \n",
" 198.6 | \n",
" 66.20 | \n",
"
\n",
" \n",
" 1266 | \n",
" 6.0 | \n",
" 49.883167 | \n",
" -124.993500 | \n",
" 248.1 | \n",
" 69.74 | \n",
"
\n",
" \n",
" 1267 | \n",
" 6.0 | \n",
" 49.883167 | \n",
" -124.993500 | \n",
" 307.8 | \n",
" 75.95 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Month Lat Lon Z Si\n",
"80 2.0 49.027667 -123.437833 297.5 66.85\n",
"81 2.0 49.027667 -123.437833 311.8 67.82\n",
"97 2.0 49.163167 -123.551000 347.1 66.29\n",
"98 2.0 49.163167 -123.551000 367.2 68.34\n",
"109 2.0 49.250833 -123.749000 390.9 72.03\n",
"140 2.0 49.402000 -124.155167 272.6 65.08\n",
"153 2.0 49.466500 -124.499500 316.1 69.51\n",
"169 2.0 49.730000 -124.685000 347.9 68.70\n",
"184 2.0 49.885333 -124.995333 307.2 66.13\n",
"185 2.0 49.483667 -124.766667 0.6 66.38\n",
"231 4.0 48.651667 -123.499667 98.7 83.80\n",
"370 4.0 49.030000 -123.437000 314.0 67.87\n",
"389 4.0 49.164167 -123.549833 298.0 65.52\n",
"390 4.0 49.164167 -123.549833 347.1 69.04\n",
"391 4.0 49.164167 -123.549833 368.5 71.44\n",
"411 4.0 49.318333 -123.799000 297.5 66.13\n",
"412 4.0 49.318333 -123.799000 336.6 67.33\n",
"430 4.0 49.401833 -124.155167 247.9 67.95\n",
"431 4.0 49.401833 -124.155167 272.0 68.41\n",
"450 4.0 49.443333 -124.337667 297.6 68.10\n",
"451 4.0 49.443333 -124.337667 315.7 69.80\n",
"487 4.0 49.592000 -124.637667 163.9 66.94\n",
"503 4.0 49.726333 -124.680000 297.7 68.27\n",
"504 4.0 49.726333 -124.680000 346.2 73.59\n",
"520 4.0 49.883667 -124.993833 308.2 66.64\n",
"807 6.0 49.706833 -124.724333 197.9 73.17\n",
"808 6.0 49.706833 -124.724333 287.2 75.08\n",
"825 6.0 49.670667 -124.272333 198.7 69.14\n",
"826 6.0 49.670667 -124.272333 343.8 78.96\n",
"843 6.0 49.250833 -123.751500 198.2 70.85\n",
"844 6.0 49.250833 -123.751500 388.9 71.47\n",
"848 6.0 49.054667 -123.373167 1.4 66.25\n",
"1103 6.0 49.029667 -123.436333 247.8 69.83\n",
"1104 6.0 49.029667 -123.436333 298.1 67.66\n",
"1105 6.0 49.029667 -123.436333 313.0 69.44\n",
"1121 6.0 49.163333 -123.550333 297.9 69.22\n",
"1122 6.0 49.163333 -123.550333 347.1 83.94\n",
"1123 6.0 49.163333 -123.550333 370.5 83.76\n",
"1148 6.0 49.318167 -123.799333 297.8 69.70\n",
"1149 6.0 49.318167 -123.799333 334.5 80.44\n",
"1166 6.0 49.402000 -124.154333 271.0 70.33\n",
"1184 6.0 49.443833 -124.335667 247.8 70.53\n",
"1185 6.0 49.443833 -124.335667 297.5 77.42\n",
"1186 6.0 49.443833 -124.335667 313.8 79.93\n",
"1220 6.0 49.591500 -124.639000 149.3 71.18\n",
"1221 6.0 49.591500 -124.639000 164.3 73.79\n",
"1237 6.0 49.727000 -124.680333 297.6 76.22\n",
"1238 6.0 49.727000 -124.680333 348.7 82.07\n",
"1250 6.0 49.962000 -125.147333 147.9 66.55\n",
"1264 6.0 49.883167 -124.993500 173.7 65.36\n",
"1265 6.0 49.883167 -124.993500 198.6 66.20\n",
"1266 6.0 49.883167 -124.993500 248.1 69.74\n",
"1267 6.0 49.883167 -124.993500 307.8 75.95"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.loc[data.Si>65,['Month','Lat','Lon','Z','Si']]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Chlorophyll"
]
},
{
"cell_type": "code",
"execution_count": 18,
"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": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"log10[Chl+0.01]\n",
"z<15 m:\n",
" N: 198\n",
" bias: 0.15477618844897195\n",
" RMSE: 0.5472520087022164\n",
" WSS: 0.5635854946296688\n",
"z>=15 m:\n",
" N: 80\n",
" bias: 0.2369945909019055\n",
" RMSE: 0.48562819298618637\n",
" WSS: 0.4982029905077542\n",
"all:\n",
" N: 278\n",
" bias: 0.1784361603778737\n",
" RMSE: 0.5302529667425111\n",
" WSS: 0.6055905978314919\n",
"\n",
"\n",
"Chl\n",
"z<15 m:\n",
" N: 198\n",
" bias: -0.06633507108386105\n",
" RMSE: 5.549606523911574\n",
" WSS: 0.5457115857513116\n",
"z>=15 m:\n",
" N: 80\n",
" bias: 0.6484715583077025\n",
" RMSE: 1.9218321147810566\n",
" WSS: 0.48075002866634886\n",
"all:\n",
" N: 278\n",
" bias: 0.13936467838133737\n",
" RMSE: 4.795646010563523\n",
" WSS: 0.5969705450262418\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": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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irLPmWxU1pdR+rbW/s+NwFGV6sytqra8rpdyAncBooCdwWWsdqZQKA6pord/M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\nB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KpVq8oFTBMnTuTIkSMcPnyYY8eOMXPmTNLT00lNTSUqKoo1a9ZgMpkqv3BCCFHHFe7I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\nhBf/P1u2YZQIvZFJAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,2,figsize = (14,6))\n",
"ax[0].plot(np.arange(-.6,1.6,.1),np.arange(-.6,1.6,.1),'k-')\n",
"ps=et.varvarPlot(ax[0],data,'l10_obsChl','l10_modChl','Z',(5,10,15,20,25),'z','m',('crimson','darkorange','lime','mediumseagreen','darkturquoise','navy'))\n",
"ax[0].legend(handles=ps)\n",
"ax[0].set_xlabel('Obs')\n",
"ax[0].set_ylabel('Model')\n",
"ax[0].set_title('log10[Chl ($\\mu$g/L)+0.01]')\n",
"ax[1].plot(np.arange(0,35),np.arange(0,35),'k-')\n",
"ps=et.varvarPlot(ax[1],data,'Chlorophyll_Extracted','mod_Chl','Z',(5,10,15,20,25),'z','m',('crimson','darkorange','lime','mediumseagreen','darkturquoise','navy'))\n",
"ax[1].legend(handles=ps)\n",
"ax[1].set_xlabel('Obs')\n",
"ax[1].set_ylabel('Model')\n",
"ax[1].set_title('Chl ($\\mu$g/L)')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [conda env:python36]",
"language": "python",
"name": "conda-env-python36-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}