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@jkibele
Created June 20, 2019 17:36
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xarray for chlorophyll
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Chlorophyll A Means\n",
"\n",
"We want to get the mean of a directory full of global chlorophyll measurements."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import xarray as xr\n",
"import pandas as pd\n",
"import os\n",
"from dask.distributed import Client\n",
"from dask.diagnostics import ProgressBar"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I'll read in file name and parameter varialbes from an R script. If this step fails, comment out the last few lines of `file_names.R` (where the env variables are exported) and try again."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"from rpy2.robjects import r as R\n",
"R.source(os.path.abspath('file_names.R'))\n",
"def getfromr(varstr):\n",
" return R[varstr][0]\n",
"\n",
"chl_dir = getfromr('chlorophyll_dir_fn')\n",
"chloro_means_nc_fn = getfromr('chloro_means_nc_fn')\n",
"chloro_means_mol_fn = getfromr('chloro_means_mol_fn')\n",
"extent_param = getfromr('extent_param')\n",
"resolution_param = getfromr('resolution_param')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Check the file name format."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['Jan2010.L3m_MO_CHL_chlor_a_9km.nc',\n",
" 'Dec2008.L3m_MO_CHL_chlor_a_9km.nc',\n",
" 'April2014.L3m_MO_CHL_chlor_a_9km.nc',\n",
" 'Sept2009.L3m_MO_CHL_chlor_a_9km.nc',\n",
" 'Feb2017.L3m_MO_CHL_chlor_a_9km.nc']"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fns = os.listdir(ch_dir)\n",
"fns[:5]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Extract the month/year string from the filenames. We'll need these for indexing."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['Jan2010', 'Dec2008', 'April2014', 'Sept2009', 'Feb2017']"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"monyears = [p.split('.')[0] for p in fns]\n",
"monyears[:5]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Make a pattern we can use to build a list of full paths."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"fpattern = os.path.join(ch_dir, '{}.L3m_MO_CHL_chlor_a_9km.nc')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Make the list of full paths."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"paths = [fpattern.format(myr) for myr in monyears]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Open all those netcdf files into an Xarray Dataset. Then pull out the chlorophyll data, fix up the coordinates so it's time series, and sort by date."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 2.28 s, sys: 276 ms, total: 2.56 s\n",
"Wall time: 2.55 s\n"
]
}
],
"source": [
"%%time\n",
"ds = xr.open_mfdataset(paths, concat_dim='date', data_vars=['chlor_a'])\n",
"da = ds['chlor_a'].assign_coords(date=pd.to_datetime(monyears)).sortby('date')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Check out the metadata view to make sure we got it right."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.DataArray 'chlor_a' (date: 180, lat: 2160, lon: 4320)>\n",
"dask.array<shape=(180, 2160, 4320), dtype=float32, chunksize=(1, 2160, 4320)>\n",
"Coordinates:\n",
" * lat (lat) float32 89.958336 89.875 89.79167 ... -89.87501 -89.958336\n",
" * lon (lon) float32 -179.95833 -179.875 ... 179.87502 179.95836\n",
" * date (date) datetime64[ns] 2003-01-01 2003-02-01 ... 2017-12-01\n",
"Attributes:\n",
" long_name: Chlorophyll Concentration, OCI Algorithm\n",
" units: mg m^-3\n",
" standard_name: mass_concentration_chlorophyll_concentration_in_sea_water\n",
" valid_min: 0.001\n",
" valid_max: 100.0\n",
" reference: Hu, C., Lee Z., and Franz, B.A. (2012). Chlorophyll-a alg...\n",
" display_scale: log\n",
" display_min: 0.01\n",
" display_max: 20.0"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"da"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Do the mean for each month across all years."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"monthmeans = da.groupby('date.month').mean('date', skipna=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Compute the mean of all the monthyly means."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[########################################] | 100% Completed | 1min 31.4s\n"
]
}
],
"source": [
"with ProgressBar():\n",
" fullmean = monthmeans.mean('month', skipna=True).compute()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot it just to make sure we're not way off."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7f05a5cf9860>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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U1qkN5GxjcMDX76WS0Ol+dQhPVVA1hXyrSbavxNo/xmlxfX+oKR8pc8OxdXPKlkD6DrryD0y/r4/10zNou2uoz3iYJatBjZHHvqPW36kGJUvyc5MJl1isE4JIVn3/zcHJKTIDJYoZMyBbrqbg1sxaslLmqipGpW7mDLervytNZ88I4C/wfQdnGOozmf3cegCGOusLNPhqlvi3aL/meiStSnAOo9ZOcT1BzGTSJaOZGtXMD05WpBxdDVRH+XNBwHyy5aAW/PMWW2qm+ZGKpOTpgVLlqmrgZymbJ4WaJbdJXKu3u4X2dcVaPzgBeVFDhCkwZzdRzATxkvsSfELT291CfIZLbH+N/CsxelamOfzau/CedxmekqS1r0i5NYZZslBcr2HcCbO7TN6cmmLr6FrteAeakEbV8cdxWFEW9624/vjqen3YJ7OWG5itZZIoXA1Ux8Oo2hgVGyum8+frE7gJf47TbdcP7LFd0P35ydF9wizGUaJg8dryVnbYZZDP3zKNpF2GGmF0VQUvo5LqKQfP3VUV2tb7VshSymT6ywMN5vdCixmY6wXemt3G9JcHcAyVwckpOntG6sSu9kzltemsk65Hl0i+DGFKltdSuY9z7QmSI5Vx/VPfCygqqG8je7Hi4tskxztGUQzgVmCR53lLax+vUxSlSzL1rm/y0x7gIOnvrYCHN72VG4/3g6n3IuBbQAm4D7gIeNzzvNm176cD93iet3OT354PnA+QTHTsdfyxPw5UBYGxTEBhCIfqsY5v5ifUDM18gka1u8muMhzZ+a9qKpb9sBTXY3BehuTdxcBRXEDskIXPjnBmBnBVlXU7tTKlq8Cat9JM7irQmvV/K0fTApx2x1JWPptGa4dywVdVnrx0LgAf/sl9JNMWw2/FmLpdkTtOP77ht0ddeAeK62GZWs03R0V13QYfJ2FeESZI0fZCJoZuudz7o+PehV58/2Bt8VesKujsM+lcDrnqHjr+nGuY1BXXo5IwsEyNVK4S+JVB40ZK+BXKZlTxngh1SCY+glDI5k95fITNcrIKJZQ80a7ByUn2P7yPR/40hekvD5DPxrnz+yqf++swAINXqjW/OJ9QCF9FoX4cfcHtpHKVUe+tGDuuqgbXFAgTkGYBJs1MneVUbJSJVahRgpjIx8sKZng+CedolE2xY31v6xq67TQc7wdS6TVF1mkwiVdripYMWc0Nm7iBhvEiri+T1/6uNFVTo5wy0E2Px78wd1TfAYH/KUA5FQvGlXiGtq4FbREbAfGOi/7fUMCJmAvEPKBbLpWEwe2feIJjFu4fkGizZDWMS+HrWWyJUTU1qgmdyatGpP6sk0a3Rk692vgVVopEwQqejSDt8YIlXdMOfgME7RDBN66qkMpV0GomZKPiYJka66dnsFp0uv8xQLHFJD1cbuo+Ici7UMDTw+UG/0A5mh3qGQrkcQWMGp+Lbl0wYYrfV/W9LtpB3XTF77vWM/zDG1vxq5lxr8MP5Pi89Pn3gX4puKPd87xLQr9tx3dp27P20TP4wR0Dm9zQjcREm3rb8BnyacAQcDNwC/CNjSF+MjraZnlHHP5NYMN+PwJjqXICG0P0mqmFm4rrb5n/L0X0zjxtccN9i0U8bFIRE2ApHUOzXIY7E9iGyqSekWBRU1wvWGAXnLyIqukHGji6xsCUJJ6qsN+R/fzAWcYv2vbkgp3qiukhV92D8rI/ubqqQmqkpgSpvhO5ZWpM336EW09ujKA987TFFFpM+rtSOLrKpJ58oAYIcicWh3w2jrW9Qfo53xk721f0fZ0qdpAvb0vDiZ+4ucFsKCAUlzD5G8v0Jv4tNlzhIIjRv1cbAn+smDbKt0yznYa/V+3ZweNfmMsXH1vMD/c/k31/8CC64RLvqfLQFR8L7ifX7vtjyUEMzdrh6Jq/iFYdNMtFt51QNKzeoKwI06jfXh2jageESN7wCAIXVsTCpknZtC1gxfQG8iE2KqLPwfeVFITSVUWkrW8S1yw3INeltBFs0GSCJO6xataNRL5Z1264ZtgM28ysKvoTGEU4mvlhis181dRZMycb+OXOO2cJVsz3rS3tYOKu8ehaMUyuPVHzk7MaziHuXd7Uga80ivmolDZI5K2GNsJo4ujoGrn2OImCNUqVFW4o8jOR78kn+AbpoYpP8mrEd/2MDG1rC/6Y0FVcTXKVqLk8iPcrtpOH8rTTECgk+k/MY4KoimeQz8apJHQ/UrjiUEr7AUCC0PdPTTNp9UhAJMdTpMOblrEiiIXyLfy3Fdfj+tvOmjDi97XY3m+L+H27uox/uOMSvw8Df8aPUxAP5VLgCWAJsDXwJn46lwFFUfYGPu153nm133+idjz4ZuJrN7mRm4CJJn6nAEd6nvfJ2t8fB/YHTgGmep5nK4qyPz4RHNeO1t4+yzv8iG813UU3Q7MFKGyOea8QlsWhTgZFHrB3ghDKapxsch4vebEwbcvpGkQgAzQ6h2tS/4mJD+p+Ro6uUUob3P/DYznu/KWU0gbZ3iL5rG/SFRNOrj1Oa18p8PESuHnhady76rd845qpZAbKGFUHK6bx2++uZ9K9j7H/86eTHq5QbImx19w+gKbpVwRez/2Kz1/cgWY7QRDBNueUeesqnfSZsOqBVDBxPfLtozbQu5s3DrnkLmYcnufauacx75wloxYHqPvrNQt+CI4ZQ2URqoavAtfVwWbBAX4UpRYsevJ7K4iDrFqJ8+m2QykVo7pHjO3nDPHzD9fyM9byIcZPUane6LBqzw5ivRaTVo+MurZmja0WCfIk7kEsvAKFjBkoMkbVDjYQcj+O5QMo+kMQL5lohcml8LULp42RP7PMmulTCmAQ55RJUvhzEcG6bnoLk1bnNzhvymSz2fVFShxBIPXgeCX4TvSTIP5mycIydfqnpuiYXcZ6kgbl/bAv/p5E3iKfNTn0jGGe/aH//OW+c8ew94nvyikDEQEfq/gEyzhYwXmgHryj18y94rk1U3ydgPz5/pdVKbWLb4JWA1eCqqkFJl/hK2nX+kyeZ23Dt06J5wdgVO3gGgDVhB58X0noDE5J0tpXClTGQkuM9HDF3yDHNDID5eBZlVMx3wISMnfLfrjyeAgHGy1ZdHqQ51D2JRW46cYzJ4z4fT2+90VztE0nft8sLePFcYjfvxommvjtB1wD7INv6v0Nfj6bA4FbpeCOv3ue9/PxztXesa0398hvAY3RWWFCVV8Y3LelzjVDM+L2ThwbNg+NR/7OOun6hh1aM79BGO3MKx8n/O6a+WmISUr4/1RN3d+1DpexYjqa7TQoYPPOWUIiP9o0JRM5OYJSOEIPTk7SsaZQI5qNi2xD9GJMZ2BKkvZ1xWARAeifmuKJrx3Gh350PzNm5Rp88AROOeumBrOhZWrBRK26XmC6enNOB+mhyttKhro54YP/8wCq6uG6Ctn2Ms5zXpAvTPjnySRFHierZ2WZ9ro/V4ZTuQjIqpoVk3KehRJvG1VnVFSkOK98LvG3WJTFuMm3mgFZ/NBpOS7f58zAjCvMmeu3zTD7qXW89dEOinmDaa8OBf5k4vxyxC/474YIRgm3b6xAAmg01YbNY3KgijAli2sJfzVoJLirt8kyedVIg4IlxrnYqFkxLVDGZROhINOqW1cjZVOtrEqGo7IDvza3biIUKpIwO8pziiA3AprtUGwxa5HTKdrWFym2xOpR0qpCvGBhmb7aKkiPIIAtR7sUfu+3sdgSo5QyaK/5uxkVB812AjNsMJ6kOUOYW2UFW26vrGr6v633pVmyg/sURE+zXKo1c61Zshtyjoo5UKjiYlMsnpMYM0JR//AZOe66fwodawpBe3z/QSdop2VqVKVcnLn2OGbJxizZDE5OkhkoNyjniYJFIl8N3tFCxhwVwSzPvXJ/hAOloOZjKI1b8Z4WMrGAsFoxLRhLt1x/+oQRv8sSe180R2/b8MEhXF5cxgvOwGZD/CY0uMPzvCcURbkF36ZtA38DrgLuAm5UFOWbtc9+vRFna5iQwn4KsmkxDLET1Wx/B7ephHBjjhcv7HjHhslqOP2DrL6NakOTF1JADrAQu0txjVFkrzYJGhUHzfUoZmK+OcD1He3F782SRaJQX0DC1zQqDlUpklHsYMW/wTcNaraLZvuTh+paaDX/FXFsoGSYGuumZ5iyKhcsKoL03fOT4zn04jt54OK3KH1/Kftf5j/LVX0p9n/mPib15IMJ3Kg4KLU+snWtYTHwJ1snmCC7Xx1CdV3+4/HFPHZXO9m+EvndErS1l7nt1NFpTDZ3tL1ewFguFl3JnKnXfZvEOBILe/erfg5Sr0ZOHLUxvYni1k19tkRoqgk9IIiqW19MBFTXrRtUapAJUTllBPkFxXXMks0fPv8SJy/bjsv3OZNTzrqJVO23PsFwaVtV4K1t21BXOnT35f30KHY9gMS/Nxs7YeDUNkPifvOtvimtY22+QaXygz8aHes1y0VVRWoVo8E0KOaqOtnz1SovOF6vBWyoAVG2NIVsX4liJhaYKoP70hRSuWpAgMSiLq4TL9T9KysJIyCTQj1yNSWYF1XHC4hbJaE3+Ka5qtLwnIRfYKlm1gQ/kENEvQKUUjGUQzTyy00yAyWmvjmMFdNJ13LbCeJbrV1Ldb2AsOTaEwx3JsitsumYW+L4XQs82VtkZgu80BPDtlXeeDFDrMVl0t+GsYz6chcQ51BOxLDLgSCbvn9cLCCiam3cCpcSeSMjCLSrKeSzZuDHLBRE0SfiXoS52Ipp4Hi4XRrFioHrKtxzb5zMUDk4PjgOoXz7fW5K6l/LUCWINM72lYiV7EBJVY/XeevvaSavqqfkCd6f2vhr5rojIzzXa7aL4tZzNIr+M0t2MDfA2L6u7yXebnDH5oYJj+r1PO/rwNdDH78O7LtpJ2o0kzRDOJosvHN1tdqubCP99cbLzRX2zxnrXPJiOd71xvKVEQrKdbefFUQDQ2NFAxGhBXKUmuScX0uELMjWwqULOO78pbiawp2/OJFT59/YoLrJ6TXCZZmCS9YmIuGkrbj+ZCd2lqu2b2dSTx6o+2XlW+MsOGuA236epmd2lvRQJSCdrqowZVWON3fspPvlQdbM8eX69PoyX3xsMQ/+wDfbJf/703yz5zoO7T57VJv2/fYDuKrCrOd7Ab/oudiRCr/A+o7aRnX9Seyp27Po+CpGPGFTKk34a/OeImY6OOv8ag7xQpWe2W3MfLGvrga4HrgeituYuFaO8LQMFa3GfeTJX464l5V6McY8VUGV/JTCC4c8roW5y9G1URGEQjU66fJtsEw46k930BJSnIFaapo6YfRUP6JYJOr2zyU5/NcUF4B4wSI9XK4telZgdlVqmwyxMAINmw7NdsAVwSI6/h4Yqe1qoOIpNRIcELga+TWqje+3DM2uE0DVdUaZq8u1oBaAtTMybPXaYHDN8m4muYEYbeuLFDIx+rvTJNMWVq9P9sppA2IKLWtLDc9EvE/xgkWiYAW+bU6NBMU/4tGzsoXW1UWsJyGuWgxMSRGrbRgFmWyfa3Hw7DL3v5SgVFQY6EvQvfUIs6aV2bnNY2pygA9PbeWrTxX55Jz5fHKO34arzEWsyitkshVsSyW1pwNYHLu1zR1v6jgeHDjV49d/bCf5t3KDNcINWYzEZtetjb9C1iSVqwbPcvrpRVbckg7Gs12bF3XLRXUcSimDRMHy/ZdryrUw8VoxDbtdx3UU0pkqrqvgWqBqHrrhggnFhIldUUgPVRrUwlx7HCerkVxTobWvGIxL0fdifl4zJ4tWcOhYW0C7y2WSmq+NGRvF9QNgxMZEdWrvRJP3S/ikutTf7VI65s+LhWpAisXvnNC6MNGkD0BV/SwNm4pNKPTxL4EJj+p9p9DeMcube+S3GxzFBcJyNdRTFoQDOMLOxmOZZscjh+FFqhlh2xA2xiQ81ovUzP9ChmhPIRNj/fQM3a8OBn52iUK1wclcONNXEkaQaT5RsEgPlWu7/rpCUGwxA6d3gFQtjcRwZxLN9qPteqe10La+GKglwhSTz/rmCTFZiLxwAOumZ0jlqpz+kx9x1de/TNv6YoNpQu5fEXUo+kd8VzX1YNcLBBF/choL4fisuF6gZjbzkwICk1d4syGiUN/JaiITjX1/8CBPXqxy3PmDtcXc7xvxDHT2ZSdOAAAgAElEQVTbbUilIRM+uX9lE6fsP+boWoOfmnjvxPgIvwtCCZKDCQTC7334nReqYJhEymZb+d6E4iQTRBFVWVfJ/HETVo8a8xPKvnuNflhyVLnwdxMmUvAVRqGeySbejdkouprCuukZOtYUgnOLeU8kIE8PlQPlp5LwlUVBXvKtJo6hBsmBXVVhpD1OMlellDLwNJ+Q5NrjoCqYNdIs1PogMbWuwkyVyjr/HmMlm3JLjPhIlXJLDKNkY5kae+y/nvVrkhy6c57PrvgT1x33GseXzqXt9RVUb38a8zOn8cqpN7DVXZ8kvuwxnH0O9vtDbe4CXrD8rBpffrI8yt930SuLWPjXVo7cc5g/PNOK9bx//6lcFVdTMPfyGHopRkstCKOUMoLxKMaAMPeKgB/V8ejYvcLw0wbMVpkxK0fPqjTVfyoUM7EgDYwgb5WEDqpC+6QSx+87RM5S0BSPv62Mc8ycMne/bPLGq61UKxq4HqoOrlsb4zUV2zI19JRHbE1d6c23x0kOVUiNVKmaGsValZ1waqJUrhL4pMr+lWELWT1YTw9M85mBUnCMvHmQ3alk/z+xeZlIU++3Wve5aEdj0029/2/4aZ63Nh9T7+ZD/NpneUceVo/qlReSsSCnLAj7oTTDWPn+xjoOxlYC3y7Gi/hrdo3w4rahxKfyCyomhOFOf4GQfd1OOesmqqaOc7CB+ie7oSanFdOCqDpxXdmnTnagFk7Zx/z7bYGD86W3/Zwrjvm0n7qgFqHWv1sLj154OEddeAellEFmoNzgyyUmM9tQyfb5/j1myW5QGYVzfDjSL1yxARjl1yOnzRgvcAEak+t6qsLNC09revy/Cg774u8ZnJqic0qRoYE43c8NjBnJPZZ/m8gbJ8iOQDMfIjl9jjyOxbiRCbxA2AdUDuyIVeyGoBHRPpnIQT0xrup6tPYVA/IlCKggaeUaARBmOqEGBaYu6bzCb0xsFOpjSCQ19t+D+rhzGlIbyZVAAFK5akO+ueB+a36HYjNT+Iifi7Cwwlen29YXg/rQJ37i5iCYqVIzqYt794TyraskhyrYU3TiCRtVrflJjvil41zHV/mKLTG8jIpt+e1Npi1U1aPUq7H7Qb30rExTLumUayq56yokUxbFgsGee/fy0z1TeCPrUDq24YoX1rP93N8y2G/z0N2fBgiSN1+rHso+fWeys5aE1ne2Zq/nPcShv6qQ7zNqz6TueylH0gYm21n+sygWDKbPzLFqRYZMtkIxb6CuqQVItMeg6uHqKpO7CvStS6IbLrvv1cvTj0xGs1y233+I/t44XVsV+PlH2ijZOX72DxtN8bhkp06ufLmPQ7uLPLImSUqHB3tUXEfBtlV03UXVPF58thPXVVBVD9tSUbXaHFRRalHnbuAzKPveVRM68axD9tlCYz5VaEhNFH6nxBwqb7xkyEGA4jcCYr64efEZE0b8vtO270U7xjad+H1t8Cn+Xo2I3/sO7R2zvMMP/5Y/4druBo8fLy+fqPE5Vuj6WOcTvmnNiF0zs/B45G1jMZYJTLQ7XC4qjLHUEvkcYSJTj9b1U0HccfU8Tp1/I4NTUmR7i4GaGnbiF+0R5EteUEVqCUdXmXxshesOP5Xjzl8amO96u1t49PIjm97DoRffSaJgBQtbGPtfdh+JLoe2v45QSsWCtghfRgE5DYdYWJtFRIb7Wq4/Gu438dlEFZh/J3D8ebeyfrpfH3TyKj/SVa56Ify/ZNI3NClJZqAUkDeZQMnviUy45SAH2dcvXqgG6UjCOTrlzVj4fQ0vSmHFUYxly9SoxHVSI9WgWoecuqXBj612nVht3MipNmQTpyBwIlVHPQq6XoquUPOfBd8nsd42peZvZQf9E69VdJBz6YU3oJWEEZDG4c5EkM/yyOvuRH3SDp6NKPcFoGRr56gRu3jCpmurAvFEvRRitaoykotRLulM6SoyOGDS0lKld30S1/F/n20v47o+KalWNFxXIdNawTBcdMOlWtFIpmx+cUSVJ7b7LQCrV/nK8RmX+2bS+Ffv2KjxuCH0l39LJjYZQ20+X4TxtacW88QLraiqRz4XozpSn+/UhE+iUBXiCZt0xm+zbanETIedththxZo4qgrVit9PrdkKveuTwTGq6jGlq0h/X5x8zp9/7IJCe3eZcklnh50GOHIrl21bK+za/kkAvN6rUSadx8KXF1F1YcSCkqPgetBfhrIDLQZ0xD0m7XENrz/xSV54I0m2vYKqepRLOoMDJn3rkriuQnykGqjSsrXL0VXSQ5XaJqYa2oDV359wxRqzZDVUaIHGEnjNyJ94ZyYyj19E/HxsVsRv7pHfrkdFbQT5kweonG9I/H+8tBRjIbwL31RzbTPVRP6u2W/GwnhkTywwohJCmOiobvOdm5+5vzAqh9tYCJPJ8OIsmwKbFa9vluNrLBO2+Fw2LYZV2tHtqat6QDCpjUUeRt1fqN+aQZDGf1XlTxA/UWFgUq3qhewKEI5MFUEHzchZs75ttoGRn0s4P10zNHtfxyJ/wv9OpNcQ5FJui1gYSykjUEvkeUGk2mimvskO/KrrBYl3xfWLLT4BKKWMWmSoS77VJDVSxdZVzHKjn58gj6PN6U7DuwQE0fXnPnATa++IB4TVivkK5vA0X33SDRfXUUimLXTdZeY2I6gKJDToTnlMTcBQFf7Wr2BbKlu1umgKrBpRmJb2SOkeL64ziCdsts14bJfx+MNbKhkDVvfHKBb8vt16qyKX7lFk8j9WQDLOb3b6I9Omx1i9qsq57oNjPs+NQcFaSqri8bvZv+K4Ny8ETcfVNKpuibhdi5Qd7sF74QXUQ34c/M578wcoUz9A+XtX8upnT+D1nMmDq1VWvpVk9tZFDBVefD3FSC5GMmWRSPrPo1TU2XpGnl3bPW5/yieLgjRvu02evkE/qMR1oVrRcGrE2DQdRkZidHSW2X5ahQ7TY8WIQv+IztRWm3Jt/9kRh5EqqAp0JWsBMI7CNmmPTMzluQGNsl98hLjmMVRRsFz/+EOm2fx+pR4USxkcNHFdhVUr/E1btaKR6SsFmwiREkm4Koj3OFaxAxVYVgIBema30ba+SDJXr1oTLgMoIEf9AkH6rYk09X6vY9+LdnobxO/S/s2L+G1GXur1BV+E5zfkHxpDEQvMvaGBGxCPMX47FsYjOs1k8bECNpr9e7zjx0pp0dCW2qKTa0+gOl5DGbR55yzxlYBsHFdVmNQz4teQdOrBHKrrBVG14/lGivtu1u+iX9dOz5AoWFQSOi0D5VplD38yEaZYP6luOYiQq6RjJHOVQEkJE4dm/mTi33L7xK7Xv6fGCEejUm44x4ZcAMIR2GP1edXUmXfOkn9J3781s1qDdBIta3zHcBH4IJM+QeyEiVSzXFTqZkjN9TAkE6eATOhkN41GVwyJEDZJNxT+Tnwv/1sOohIRrvWKEY0JjoUa5/t7Wg0+s8LPtRLXg8UMCCotqI5f+1dsPhXXo9hSj44vpYzGKM0aec4M+hUUbN33HXNVPym5vBEUaqmce7JUy7u2aqdOvnjqOvb99gO1KhEGMdcOgsuEOpteXyY/OU7MdIgnbFxHwUw5OB7MyXpoCqR0aDMdCrbG/pM91pcdRqoKXSn/+zVFKOsKB0y32KOzyj2rTNpMmw9PUai6MD1doadQ5eLdKrQaUyg6CsruH4V8Hy2ZRzjizUuAg9/WeBRYt8DPrblksa/CVX74K8z/73ZUIK4BNcu+9+i5/v9X/xRl0rZ4hX6UaTuBFiP+1c+RKb0B+GTq5D0K7NRe4dbX4+y7Q4GCVeADWQ9Vge6UzYoRndmtFh2mzcmn2RiqSas+iSf6VnLl35OkM1UMFQoljbk7l+gp+m15aUhhv+2KbJOGniL0lhTmZD3KLRYvDSmUyhqZpMPfXk2y7/ZFPrZ1iYGyzt6T0jzTl+f1nE6uoKIpHhkDCrbCi+sM5ky2iakeK/MKt7xusGpFCwnJNF8oGMRMB1a42J1qkNYn15mgdX09FZaY/zxVoZSOBYFMolSpcNXoWFMIfHwrCQPVdRmYkvLn8Vo0cbiSC9Cw8ZhIqIoSRNNvCja34I7NiPjVobiNwQ3CuXgsJS3spyTOEZj5QtFJsj/NeEqUuI78uZx4VkaDmXAcBakZwWt2bJiIyIrXiRcVebK38fuxCMm8c5bganUHZrNkjzKriT6WiReA69adfOX7dIFJPSPcvPA0jrrwDvp3a2HS34YD8vDmjp08fckho9py+hk3NBBz4ZCca0+QzFUbCJtRsQP1Lp+Nk+0tBmNC+Kg0Szwrt388tU/ObxhWsML9Y+u+X5htmBx68Z2bVDf4vcJBX7mbG/9fD6f/VzeWKRK6+v3TVSuDBY157IQvqGz+B3+Maq7X8LlVU7YqphH0e5DnDRW39nNVrT8TOVgCRhM+WWWUv5f/DkfVi//7527MdQfCHcEPWBhpj9dIlotRM2EZthvUU00P+xsVUTpLOPsLNTDWYOKtR/8K30BxjKi/qqj+4pgZLAfvkuJ6wTl8XzM/AXTFNILgqvUzMgzMTvPkF+aCdQ+LV+QC9wkA1fYCBTZesMi1x0n2VXCTGqrq0dZeQdddDBWeW6+hGy4X7FTioZ44B3ZVeG3YpDsJ83Zu4dXh9ZQclR1aU+hqjCWvFXhxIMbWKY+Xh3UOnlZk2wf/ynUnr+Q7j+zO2nOWs2hJhdO/Gmftay6a4XHy0H0bNyg3gCnX3wPAudePfUzfuUfQ/qldURJxvFdf9z9ct47S0mdIfP1zeOv+yfS3VrP81Of45mke8Q92QXsru+91AO7fHsNZvpqBj88lG+tCVTRUZR07t5tkjRnkL/wWpR/MB89lUtzmwMOv4px/zoVkCufex9F22JfFTGJq0ubALofeko6hegxWddSEx7xtHG5+XaPFAMtxyZpw6L55VhcVbFchobvYXpVdO2K8nnP51BSHWwY1CjaAR3fW5qX1vmIY1yCmerTPyTFUhdyQybo1ycDsqxs2WsFPwWOZGlrFodAdJ76uir69Qv+qVDA+YhUHV/XfU9f1UFU3eC802wnKCgrXmETBIttXDOY8MW7Fmqu4ns+q3wdQVFC1DR836nfvfFMmFJuNqbetc1tv7lHf3uBx4yk4zZLDCihuPRu+HMggfhc+drTZqtEcA4ScvetkNVyJYCwFbzxn+vA9i2uvndGKZWr85bKxC6GcdsdSyr8XZLbelrUzWnEMlc6efBANNlbkcyFjBrVbBRESpgNPVVi5fTstXRYPnHc0p9y2lMIDvo+J8L+64+p5HH/erTiGyp2/OJFTzroJqEVjH6tRuYdAsTzu/KUMdSYwyzZ7njbC8l/Hg+9O/MTNQW3Q9FC5oY3CvypM7EW/N+vXZs9BTIRh/zNBTAXxK2R8817HmgJ3XD06sfSEoXIXx3y+GuQr0y2Xoc4ERtUhVnGCXXxYTRXVKYSvZ7OKCCI5toDoS0FmtFCghqyMbyitUiVhBOpDORUL/h3GWJugZvOAuCdxH3JwiqjUoEgkTswH8hgqZmLESnZtAa3lxaz6i65eC4qpJPTg3RcbKpHPTaThkH1gG/uoXk+6d1oax9R4+pJDOObfb8MsWcE9yJvJfGuceKFewqyS8P1pRV3YHT8yQM+qNKmUxc2T/+w/q+4p0DoJVr3Bk92z2K7VoMXoRPnNb1HOPRfNcVlTXcG6kkHPLktYv9binBcP5jc7/RHg/2zG3WhU7gLzY6M+vlY9lKnTYqxdXeXs+3YEQJ37E65VD92kttnXn8XCj6/m9Orn8C79BTguN/2Pw9l/mEP5kMNI6qNzetrXnImzroix39Y8u+vuAPSXdVTFY6CsM1iFjAGWC60xj2X9Kindo7eksGu7x5y2Kru1T2Gg0sPakoblKqwr6pRslcEqxFSYnHB5NadiuVB2FOKaR39Z4e+vpGnNVnnz9Qy64dLRWWJGd4nHn5yEbrjEYg65IRPdcHFydYuYVnNFSAi3BFUJVG95HQCCICvhwyurfOH1QLw7AhNp6v3h1P0u2jnevsm/vWTtkzxb7o9Mve83eEo9cjAc9RcmJ0Ei0NoEKSBC1cOLl247wY4lHC1sxfTAmVuOPBT/F/UiHZorEsWM2VAAXCS4DXzoJL+oeqRiPSGoMKWJ/EsCzST1fDZOcqRK6wHN8x2e+Imbg3vzYjr5rBnUMwW/Nu5eu/bx/Q+eGRwfkJtaqgyoE7JTzrqpvsjWJhY/KjLGpFkl7pzvR/TefOJJcKKvLvq5//z+T41UsHXVL8au+k7FpbSBeZ/NnVfVAzlsQw3Ul6dubeWhq+ptvu2aUzj6gtsxKg7rdsty3TkruPhL7aiuGyzEwgG/md9gM9IXVnYFeQmnfBE74phjNwSzZE6emNKAY8L8GHf+Ao668I4gjU22z0/VMGV+haGrR6dqsXUtmOzlyFO53rGnKg2qXaM6Pjodiyv1s6zSjZV+RZBRxfUC0hc+Tq5pO5YbRhhyKhURLCESFvuNH+3LpFbr71S8lkBZkDvhTyU+E++xUksLkhksB+Zfs+zXTnWb3K9Mkh1DZXBykie+dljwmXge9YhhRfrObojWlytilFMGzz/eieJ4VKdofKp9X7Zqdbls21r6k07Y56//gbrHh8HxeOaXebY/K0fFKdBf1pmTnURqlxjr11qsuORxznlqf/7y8We5VvVr6r4bBPDZ/muYkTYZOf0Gtr7tzuBzmdSNdd1NbY++YCHnigJHVxzvn+O//T+TY/xmzZ3DTF96Fzj3s63Tj+VWSGhVdNVj9w6FgUoFQ/WoOCqv5Uw+PMXG1Dy6klU49fcs+0uJ3XNf4p70jUyeajD7HyejpTz2WPcWylbbQWYqT/WtoLjrDcx77nCeb2ljqKLz5ohOasc8K3IK02eO0LMqzfCQyd+HTGKm40cAa34VnpjpUE7rpFosP1p7iIYEzKI6iKcq+E4b9fdWt2qmYN1/P+UazmI9kNfBSkJrura+13i7CZwjxe99iszM7bzzbriMx+7r9BNVSmkT/InXL4Ytotk02yUzUAryesm76LEQzs0lVEChZgl/OEEEjYrTkG9LNgHKpYz86gBuII2LyVkQQkGaRK4t+Zxhs/FYgQ9hOLo6Ktjg1Pk3NvhqySXYNgYHXnoPquvnlhJpWkTNxmawYho3LzzNJ3Y1lGtRt6KKgZzA2VUVhub6jsr3nVsnd3tf8RCZvhKFmsO8vBiKdoHf/x07VeABu0Fx2/+y+5j2xlDQb3KEbrN0BM1SHIQXaXniE5sMx1CZ98ufsvDKizGfrzI4K4VbgliLy6MXHr5Rffxu4fjzbuWOq+c1+CEef96tFDMxsr3FUcePTgPUmIMOGKWei7/l6Olm5w1HTzdLQ9Qs6Gms88ltHO/YcHtFNK8wW8nBKeK9FZswkfZDJseiprXq+mk9wI+eNUbsBleA5IivdIuUGwJiAwj1GsGi3jDA4OQkj329Pm7Exk3cq1y6TfZflN9x0b5KXKecNrjtotf48QstfG+/xpx3tnsvrx3+c7bez2LVkzrrF55EyVbZd3KMTF8fgx1Z2s0FAdnTDYVEQmUk51/33SB/g5VFtJnzKf/XsdzwjeJ7pzBuBEQ/nP2HOVQPPZJ4ociDe1zHIcvOhFIOps7B9qqoN9+ANu9MCl6B5GAf6HEoDfGPMx5ip0duD8731sn+fDft4p1Zfsk/2eH8FrSD90Hp/px/gPsgrxz1I7ba2+aWs+fTZvqBIC2GR39F4eXVJqrqETMdigWDqZPKODULbN9gjNdezpJMWeSGTOIj1UCVF4FH4m853ZIYZ9WapQAaA6PEmBXzYSXhl/n8638dOWGK34+2+uBFuyQ2XfH70ltP8LfS5qP4bTbEr3P7bb2dv/gzOjpLlP6oBHUcw6YPsQCLnbxZshuIWf/UFKrrBfUiKwm/fJCc+FL45ohM7G6XxsEf7OPorat8+dYuKv0qSloh1mtRzMSCChRALaJKTv2gB/nrhBlIZK43S3aw0MQkPyJAUqrshgVNONGCv6j4L68VRG/JpGZwcoq29YWm/SkifnunpZn2xtDGkcDy7yF+LAD//fdFfGnX+UAj+Rsrylb2DyylY9z5ixPZ99sPMGN5f0OKgFIqFkw0olTSvT86jn8OXc3SFUnaYh6f3nF+0+YNVW8AIBtrTK1y3Pl+klf7IwZ965J0vJkPMtELf66x+khANtvLyoo4TiaS66dnmLwq16A6byrJfqchSF4i79dEHcmaPHr5kex9xUNMf6m/XvlB8puTTb6idJUMYTaWcyMKyOMhrAY2c7OQx754d5r5aAqMHl+NqmXY3CvMUTJxkzdq+VYzCL4Ifye32Q4pjI6uNpT0clIarg3JXDWoGiP6QtS4DZNqUUpQDkAR5LO324+2vvtnJ7DvDx5k6svDgbIizOxC2ZNrzYrcgyJyObaTn3IknrD55UcaSV/lOycQ+/eT+U37tYBP4laMXMX09DaoAz2+jPLGy/xmn8eC7wFuyR7+rhK/9zuu0+eiGwonX5Zm+PkSnqcw5fp7cO88H6oWxAysf/RifWEBaaOd8rf+l1fuhh0/51cl0k67bqOv5S49F2VGN84LK9B235bVs6exMm/SX9Yo2SqOB3O3skkb7TiuxYM9RVbkFUYsBVUBTfHNzDkLXlneRm4gFtT7FeNSbEqE0AEE4yjfHscs+OXeUiPVBkFCuBRUTQ21S+HPF0TEb6Kx2RC/ts5tvQNPuKLBdNssolQutyQn8hWqWjll1P14YloQmCBI0/SDCtiWyjZTKrzS41e7KOQN7j4zzrrqm9y3KsE2GYsDnBzXFzpIGx6riwrZGDy8WmVowKRnZQuJVZWA6AFB+R5RG1JcXyxyTu1Fi5kOXd151vSksQsKMalmqlfbweumR7a9jKp6tGQsSncR5MMDJBWgea5C2UnXNlQGJ6foWJtv6ENgXD816+ozMM67gWP+/TaSuUqw2ApTgshTJkdSi2PkQJPjzl/K2u1bmbVsfUAOKwkDrRbUUU4ZdL86yBd+WOb5AV8RPf8DjcRP7L5XL/skX92jcVFrhqMvuB1HV4N6qECQ4kD0wXjKqtzG8HHllL+ZECWWiplYEJgiR1m/lzjm329reAfEPdTzNWq0rSsEnwuE07bIaphs9hbvmhXzS6mFCduGgpOa+fqJSizhSjtyW6Axejh87mZBSuC/68eePcyf/ifG6m2yJCY5JF70IxbLKYObv19mZX6Ez/xgGpap0bG20LBxET6AVkwLVENbV/ECAuzQ2ldqyHsmB4IBDWk06t+5DfWIZV9EkQR6eFoSqh5t64qUanOZZrukclXiBd80bplaEIii2S7GLvCVw/pxPJqWOgQY/NThDK2N8fBdpVEkbuQzh5G+8KMoH/jPhs/XnnkU99zom+C3ROIncK16KNtuH2evwyukfvzAO3reUz6jcPPPvVH9W/rGMQz8x7F02xlKVyzkV2fM54zZVX63IsYn58xnuHojq/IFnupczFYrz+a1nMa0pMdLwwplR6Fsw30PTyWT9fMCui/7IkIhE8Nu19F1PzcjolSgrqIbLsmURTxh4z3pNmzY3ZpiqLout1976oQRv59M/+BFuyY3nfh9YdUTPFOMiN/7Dq2TZ3v7LvifIP0H0HRS9z+vO27LaoNQLYRiJgjK7AOGOXiGRUqHg7qr3PZGbBS5kLG+dA23rzA5/wPzuf+t35I1HXJVlZ3bLe5YkWDHNouFr/jmmr51CXbYukSu5hv7wvPtlHrr9RwdQyXbVQletFTawrL8JKnCZwP8hKJtHWVmTSuTNWHrlEd3yiZrOsz4yo2c2nIhibzFUGeCzGA5KJTezKwm/pbLtQn/oXxrPHBOl/3/ZBS/chTJ794z6vN55ywhNk+jfJsbKKDycxJm87D6ddz5S0cVmA/7WcoO93f/7AT2/u6DZNqrtDxZ5NDP+0Edd/ymlVTOD2IQpuixcMRFv+PeHx3Hvj94kK6XhgKSETath8mfWKQrCSPwyxLKnqcqXPA1n0B/dVE3beuL5FtNtnp1MFA532vsd/n9QcS2UKAyA+Wgdic0D66Q1T45ubVAQ1Rp6P0Ll4OC/3tZw3DKnrDSN1ZAR/Cua0qQcgUguZtD7kWDR759FAdeeg8zDsyTu0UNiF/6vgc48I2TybxU9BPZ1sau6tZrlLo18ix8/ESbEgUrUE+EYiL6aVQJwBChFp/J2QHkvhNkfXBqihMPW8v2GY9fPZKl/IoavM8CImI532ry8ZPWM7e7xA7Z84LvH1lzHUMVjeNmLuCW7OGomoKqwgm99270MxrPz++q5YvGnUf/1eDe/WnUo698z6+7qcEqdfwR263y+Po1JHWXtUWDXFXFUGFSwuaZPp1lPTFsS2XdGt+bcdsdhkgaHrmiHxG+Y6fD39ca9PfG2XpGnpVvptE0j8GBeJBSxl3pYZbtwNp015UnTRjx+9nM/d8W8btoxeMR8Xs/onXybO+jJ1wBNEYKimAPeSEQk7SYZEUx8uoqhWrNIVtMtlvtmmfSpDLf2KvM5MQn3pW2Lx+8mqzp0JX8NwCOWfQ79pqT5+XVfp3GXfbsJZ+LoRsuLWmLndo8ZmccPjQ1wdriEM/2Jam6kNQ99v7SDUz+YAzzi58Gq0y/MkxH/OMcdOUfaM1WOG73PL9cOgU1AVO6CpQfU4LFLlznFhhVd1aYRb9/xUDDIhGe4O9/67c8skZnTtbjsfUKTz00CYDMYBlHV+mo5YOTF7beaS1k+0pB+ahKQkfJKkx6Pgf4Ckc+GyczUApMYMLPUmBwsp9T6vMf7+P678RrJv/6gid8PQHyuyV4+NMbzu5//Hm3BuZ5eWEOB92Iz2Sz3+DkVK3OqRuYPfunpjnstCEeuyqBo6v0d6VwdZVprw5NmOon48tPLObZxemgFqdAMx84q+bUHU5BJNSpcJUJcWz4nPJ5x8J4Efljm+Mbo3PFbx1dZSRrBsTLS6jEByFn0HAAACAASURBVKp8+IRB/nhPZ4Pv3FjY99sPEM86qCsd8lmTqdMLWE/680lypNrUrSHs71iupXIJyJ3rBWq/QLk9hqp5pHrKxGpBJtXaJkeU3urqLlAuaVQqmp+MeWaehAZTkx4X7JTBuvDHLPrsOezcbvHKtIWcW7mYsx7M8+brGYp5g/OOWcOJ25TIVT3aTZOrXtL50i5ZFhn/zbnugzy60zG8stwfD5tKMpqRv9veuJ5VBYXP7Tx/zGMivAcYvoGBuMMdiWs5priAzoECzh/+yksnHMrOepprs1fxcecrWG4Zc6ifv1jwwoBB1YV9Jlns39EF+hFc+Y9FfGKHNspOnl+9ZHFgV5WBssaja3X6K5CNwdMvtjLQm2DZlw+dMOL38232v2i31KYTv8+98TjLChHxe99h5s6zvK3+7Uq8Pt9ZWgRXyCWSoB6VKxaKcsqgWqv1aiV0VNUjnrT55Rmr6E5luHulxbI+JYhknSj8+IVF7N5hY2r+/QxVNBKH3cSBL93Fs/3XsFuliPePf6LO/cmY5/jiY4uZmvR46NlWbEsltz4WlHUCgvQpwi9SmI5twy/rIyCbeN1Hv4T64f8Ofi/6u5Lw84zFKn4d39uuOSVwPhf1f1trkaPrp7cEC+2Bl96DUXUYaY+T7rSImQ53fzyOqszls39ZzDNPT0IZ8BXD1r5iQFTFc5VJqmhPORULfAJFhYa127eiah7tr+bpn5oaFRAi48RP3AwQJPKVEc5u3yzQQ7RPBPQIE75AvFBl1ZwOZv9t3YSXdpt3zpKGgu2y6Tesplmm3sR9oB5EIM7RjKw1U5rD6YjCx8uqXbNk4XItXgHZZO2pCoWWGJnBMvlWc4NpjcbCmactRnU8rr+luVr1eu5XnPPdrdBtN1DlEnlrVLCK8O0d7kyQzNRLpGly7r+ETiZb4fZzRjj8Z+1oQ/44VhwPLQPJlMU1p79Fh9nJ3wdymJrLo2tNDplWpitpYLkVHl6d5PQZ7WAc1dDOzzy6mJ91v8UbHW1c90qKl1eb7DezzFHTG5U/gH/OPZ6/PpQfs0/eLmF7pu8aAPbsfHc21Zszbp90RFP1dVMVwE0l3WuKv6QrNpOeip/KZ2Of3ScfupHccIxbTpo3YcTvym0/9LaI32dff4xl+Yj4ve8wc+dZ3k0PfY3n+mNcu2RSUKaofV0RxfUY7kwEC4BZsgP/PcX1GGmP+3m3pnuc/pEBHnw5wTcOHKA7lSETe39VWnhive9gnTEcPtBWn5w/+5fF/PSA8cnpxkwI7n0XoB7+s+DvQy/2UyUI1SaRtxp812QlzTI1+rtS6CmPakVjp937eOPhlsApXvgZyibbfDaOWbL9ygPbt1NJGeiG69fFbKnSManMdYfXn8Hcq+9m/92GuHyfMznoK3eTGfDNuGbJopAxuftnfk6tq5Yv4p7vxwICWk4ZDE5P0fnGCEbFYbgzQbXLwC4odL0+zHBnAoCHv3v0qD455aybUFxvVK64Zn6RY0Es9sInbvXsLOlMlcSLFYZnJ8m+XAja/l5A5E7ULTeoUiE2SkJJldsdVjUFmQ5H4cp+d+EAjLEidsPY2Oz+wgVBHlNOiPyJdgiiN2vvHMVbPZLz/FJlv/roGZxy1k3vajm9w774e3TLZSRrBuNVmIR7u9PEEi7TZ47wnYP7easQ49l+nQdfSNPf64/JoPZttsKR+w3wH+29YFchV+CNS5+h+6M6ansc/YTDYLgXZeaeAPRba8iaXWjoDFvraI2dPmYbv75sMV/bowPXc9BUA01p3Ag9f8DxPP1YI/E7133wHVPq7l31Ww789RJu/K/RPoQRNh5ijg8/l3daUXUf/zIrdpzNUFXbZNKuKMqEEb9fbvehi3ZPbzrxu+CVx3g6In7vP+y9997e008/zfLBq7n5jSQnzSyx8JUET9+cwSzZ5FtNjKpDvtVEy/g+cbrhYlsqSsmP3kwUrKA251HH9hHXPC7ZbfPxQdkYhMnhs/3X8Pmbp3HCAf38aXmKUkkn/6oeLNifWdDHov9NkWuP46kKH/1YP8tXJOl5Nc2Tl87lg//zADvt1sdrL/uRarZVN8vGTD+RqPAF0Q2XbWYPk0z7aQXKJY07Tj9+zLbOO2cJVkzHqNr0TmvhkW83KhpC8XN0DaNqB2beXFscx1CppPxyRmqfQ7XVQCs4JLocHjr/qDGu6Ke8Eb6EG0r7IsMP2jEotsRID1dwP6Sj/tVmcHISV/WrQNz/w2PHfjDvAOads6SpT1wz06t4vlVTD6LgwwnJ5WTmgiyGVT6BsdS+sYhfs7KA0DywRs4XFq4iIpPzUsog21fEPtIcd1xtCAOfPIL2X2+8n5uMoy68g5MvyHP1TZPIDJQpZGLsfuQAW6c9Pr5dkanJTwHwqT/dQM/KNB2TykxqtdjlgF8T++cn2K2jzM7tnwzOtyjhE7RqxX1HFvWKcxcApub7716rHsqOaxew3+Rz6Tn1aPpWGTzzRH4UoTj8ZJPuJXe/7ev+K5p6329tlklfuE2irTvtnmTfZ34/Ec0LMJHE71c7fOii3dMdm/zbf3/5MZ4e6YuI3/sNgvjJ+PITi3nupQyplEX/0ybp4QrFlpjvHzNZJZ6wKZd0vD4vcHQGP6rPimnM3HWE8/ceGTPS7f2G8SYi8Z2APHFvzMT1v88vYnoKfvZAO66rYPf45OAzC/qYv918TlxyO6rqccOJJjFttGoGcNCVfyCesOmenuefL7YTMx3yfQaxFpdse5mBvgTbzB5m1uQql++zYdP6URfewVBngkk9+TF944SZViZolYRBX3caxfGCRMVG1WFgThrXVfDy3rimX/Ajf0WyY+EvOp6PWtX0FVFH96OZO061mDvDZmVBYaQKf38lHSS0fjcgVMuwSXWsVCpVU28aFCFSk8jpjUSy8Xpuybq5V66FHD7XhirNyMrhhvJTimvJ5mfZ7D44OckPP72ab32j9V0NovEGfovS/nGOvuD2cRXc/S+7j8e+XOGsh8vs0lVl5zaXQ7vbueHVIf60SmfdmiRd3QV+8dEMj6/vZVVeZ/52E7MJvVY9lP0PSvPYw3XFL0z8wp9H2LJw1knXs3Dpgg0fSET83g/YrIkfwMKXF7Fgsod9050cMPIp4kkbZx042bpJSB/wgxt0yw2y86uuh9KpsOD/Z++8w6So0rd9V+qaDpOHIYk554gJMYBiQDGjggujmFZdTOu6wXVdXWV31VX3p6soDipBUZIEia45ZxdRMSEgYYaJ3dOh0vdHdVVXp0kMDPLxXFdfM13h1OnuqnOe84bnHVTD6TtG2HDCXFrCBgO/mrdlPtBmQLU4iKqWG+w3BSnr0ti3p7BicoDGCj9v3liDUNK+BzgXmhLT8rrHTWsJojA4576uwKlPz2XBqFQdXG9MoVf6IpEU1hVMi1CDLTWzbuciQhXJzOUmH+/fMijnNbw468oZnPPkIzx3/VjK14VpqAi4uomZ5c00n+yKmPojGnffXc+tL/WkqUHFCtui15kWy66AU+rO66q2RMFV2vda6Lx9dSQ/nExmRw8OkvWHk9UsHOFyNaqniZvnsgRmxgM6yJW00ZocC6S7iL0ZxF5Xr1NKrWywxpp3Avx97HqO7jk6rZ2EYVup8i1WOoJqcRDNn1/GtOfLefOutpOGXv35ab5qkNm3VKcmKjNs5wrE+dO5qvBEju1lsleJxtGVO4Fw4ib3rb1wypydtvplwtcNJvR/S1xyN/KRCiZdW7ud3G3HJqE7id+T+xwz9pDCjhO/q796hw+athO/rQ6lu+1uXTjxrwBZAqQv9TqVwiKJE7+xSdsp1fNIxCXCDQp7HVDPyndDyH3tY8cOqaVht2q0ZZfRy28x9Nv3EHqWM/GgN9hrPz9fL+tcZtvWglk9hjDoApPPXlNZsTzK2/8dw9fLyij5NF3IuenQALJssmRM+oR4+wdT+O9LZXkntqolNtGoHpweM3XOtFnsvmNL3iSZq96YkvW7tRcn3TrPFaLWfLJLbrwWLk2VaCrzI5oWLYU+lN4W0RqJovoYjX0CyIrJTrs2MfXMVOLK4eOW8uFt9qQ36Ja5yJpJoDmOpsrM/c85nHXljLSawPlq9TpxfdGQrTOoRnU29LMrkOATkCJGu7JI28Ilw6dQXxnk5X8Pcy2dThZyZtKEkwjhEDKHIDuSRnYcn4KkmZTURtEVkcYKvyvqGj/A57rpnUoUJbXRNG1ISBE/r7SL18Wc6WrOJH72/9nkLzMzP7NutfMZNFVC31nm9V93PImjvbCW3018xgcU/HE2YGflm6bghjD07N3CEb0Mroos4+d/fkrJ5DF83djAwe+/z9mzTmH6YwEUQaU+8TOFSgWyuPn6mg9ey3+mFc/BoUeGOOid2V1yPWPKrwCQLnmmS9rrLiwbeHZahY3uxNbmes6H7iR+1fseO/aQoo4Tvyu/fJv3txO/rQ/7H7KzFRgxgcreEeaOOIsrXpvKE8dnZ0iGrxtMcFR/jn37RHr3DWOaAqt+LGLa1d+xq38H3qtfx5e9JuUcBC/6sx//X+ZmtflLwzcnn0XffVqY9n8Wz10/Fkk3qa8M8J/rVvNRjcqEhZWUVUQ3q+vx9b3P4LtvYh0epE5/dg7i2zr+cMINyHdITtyvEGxKZR/rikgs6HOV550MZX9Ec0v3aaqEVmhnToqSxaKqM/jde1OySladNP5lwrUKOy+rxRIFGnoEkA4SWDBqKMfesZC+39ZnVYbw1oLWVNkV6HYsjZoqdWlCx3mjp7mJDg6hy8yuzRVrZ0q2+9upNGFKAtGgQo81zazZt4xdP9rAtwdVstcB9az4rARTFCiujRI63GDt6hDv3zKIo+9chKZKFNdG3exny0PMMslf5vUzxZe9rt1cpda8lTYgXZTZyZZdcstqjp66O+/eOJih18zskIs3evsZCAUybz2loesWQ1Zm61I6iGgzGHmVQbAp4Wb6XnTxVKLDAhT4DUwTZNkiENQ4srfB6MUzmXxDPQBHDSxkn1dt4uCUINuS6LwG3HZsR+fQncRv4v7Hjj20E8RvzLK3eb9xO/Hb6hDqs6d16J/+zV771dHUoNLY4CMY1Jh+fvpgf+Rdi7EkAV+hSVFJHL9f5+dlQTRVYtCJ6zm2p0nhKVNd6+C2jEsX2ISpZr2f4VX/ytrfnglh2JjpnP3Uo1t08jj92lluVqSkm25lkEiRSrApnpWRGg363BgzQxaJFPrsShJJKRZDEdlpnybWrg7x5vWncPq1s1wpG69ItZMs4hXsbSlUKd2QXrkhMzlBlyVaimzBbuc4J4vWEZO+ZPgUpjzfMYvnyPMn22WQzFQtWecagKujl1keLRccV7RTytASBRL9FGJRmZKyGKccUU9EF7jzsNb72P++pZSvDKd0ID21bJ1YQkcT0Ytc8XteS18umZem0gKK6mM5a4KGi1UKe2uUvtbcoYxda8W9vCjuyE9JA/hNyg9M3O+/QMcsKdO/n0yfoMara330OnQCoz8ZwLyS3WlMiFywcDYzbqvnovDidre3HduxLWD47BlMO7v75FyeOXDA2EOLO078Lv/8Ld7bhoif3N0d6Cr4Aib7H7iRxkYfzU12zdVa0+KExxbQElYoCOjEN9oTSaApgR4VqW32EyjTCfbViayB196upOHwDYx563waElNZ3xJhz4SJ4C9lek2Co3qGWVQ4bZtaIV93aJgvez3G6Zf4+O4ziWO+mNshK8AL+03B14nvI9OdNOrtwxGP+jvV4iBmjrm2VSFjx0o2bMx0fHE9rWIHpBIZEslazaGGmEsKlLjt/nTaP/3aWYSLVcKvSLz5b9vdesF//s1X71zOKTtoaded/eR5nHPZC64gtBI3KI63ZJGWzAoSXtIHuHGkUlLnbfjsGTRXBDj2joUd1pXzkj6vq1Y0rGR91mw3aibsZI2UdpxzrLjWILCDRb+dm9uV3X7CbfOpbIynxfK5sYGyCJggCViGAHp6RnS+WL60fmZo9xXV29Iozm8rJq2t4WIVtdzkplM2cvqYS9ts1wv9tc9JHL8jlQVw6Q4BqkP/TdvfXoJ+3q4joOl59tg7Rtmbh/L9bR9Ts/BN9js4wORPW+jTz9ehfm3HdvwSYf30APQ7mDkrf+bZTwKs+amwW/sjiNCOoSbHiV3elW7FNkP8dE3gw3d7ojTblpQCxc64jGoSvoRGDAUki0BTwp2YlLhBS51dqUPSTcQag4/e6UW4qY7SkgRBOYAkQN9ggqAMRb4yqsw/tdaNXxSePdUujdZ/+c9Y6zfSc+ADQMqyURefRJmaP9HjyLsW80Yofdsp1baldFFV7nJuDryu9Gcfu4XRu6/l9bV2UfJznnyE6icfyUs+j3loMT2+aELWDaIhHy2HFNCzd4u7P+5XaCorYP8z7cXZ+sdsYujWjEzobuKHH9zs3CFjX0LSTea3QmSdcnKnXW/HOhUmq1vkEiC2NQR1/GHNFW4G3Eopcb+MP2zXUm7YL4hYm16uqy1MenEEF1081XXVOu0HmhKuezcfvG5UJ/FFMC2Q7IxdXbETYJS1BivWFoMnJ+fzugnsO2sp8mVTAPt70xURCdvC54hkm8m2BNcC6Yy4JoIpYorpZRMhW+svl46g9zNYooAh2/+Hgwo7DQwzYzD4NYCiDn2fANNPGEplgcFe10+jenZ2PK8ut3/WqC4ZzzmxMTRM+Jy+R/tgIfT/eA79O9yr7diOXyaEHW/CWvcYZ/XbjVfX1tDYoHZvfwQLQey4l3Mb433bDvEDCIQ0xA0GelIyI1ys4u9h2FptUQHqbL2+xj4BikrsWLCCrzS3WHp9ryAFfp1ASGPUnnH6BBL80KyyZ7GJKgX4+bRJ7Hn/wQgHbbksuy2BaPWb+M85yH3vtcZVmfmJny15ki570hbhc9o/pu5itzpA4fstCFdexkBgoDkq7TgHdZ9exvs/+NFn6vRNEgPbgqdT/G6YhqAPzrStfSrQY43mEj6w5UlE06SlUEXSTbuUW7LGryNaHGq0haaHXjOTcLHqijkPfHQhrDYpXxd2iV/BcRbGEtOtU+vVuEuoMrJuoMRtgufE9TnQkxY6x+YT98u8PbZ1+ZhcuODS5xGSFjVJM916yg5ykSUHmTF0bvxd3NY9tESDsg0t7vd80q3zbLeyYZHosRNSwyiU2+ajJAxk0yLYlEgT9s68Vqaun7fMXqYLOpe4s1PvVtLtzHsnkcbJMO5zapTVi0S+f6cI3nqYr96S2euhQxAOaFuvr1ocxKX6rcSMMEfeOJVX50VZDQxtGUmPgqq0Y6dNzi+C7MUlw6fABZdT5bsYJlzM4l02PWt4O7bjlwih19UAHF05mQKpke4McBBE+9XxE7u8K92KbYb4GaaI8o098bX0VomH7Y8WblBA9FHQnMCnJ6sSRE0adJVQQxyHGmg+CUyLvfar47AeJoevW8n/rv6Ew4eYmI1xAn+uonhJ12S0tYbuyMwKjHs56d7N3reu5QkAV1jWi1Oq59H8k8LuRzbSo1jjgaMvof89S9LKwEF6AHnkRpvgLFnjRxlxJsWlMjMvepXr3opzyz+m8OsdxtBS6OPVcae75xx512KKJsZQ4gZ+UlYhr3ZeoDnuSpeESwrY2DvITss3ArblTdINTNFeEMT9MnG/4rpIHckSJW7gM3TUqC3kfc60Wcy88Gxe//UQzrpyBqJpuZbCeNCHYmZXoTAlIWlBs92XLUU+RMMuvSV43KgAkUJfkoTqnHzTnA4JODvubDvWMPdIlov0ZSZOOITPCyHpxnYsbk6ChlvusDHuti9pphuz5yV8SkJ3r5cLkp5eR9eb4euQafdzJP9XEnbCihrV3RjMA85upOYhWL+2CM3nlGAbwt45vi8gK97PWvsoJd9VMWlFLbsW6Qz4/T6UPHwQDbtVZ5G+9mLk+ZPRVQnlktTwevIPnRc33o7t2BYwoHeYud+Vdnc3toNtiPjJccOtuiGKFr6IRkuFSkGj5loHnEk/1Bh363Y6Vo1oUKFXvwg7lZicvXMLnw/6pMukCzqCfIrrW5IIZl0rPJ3/1U2gXyjoln2qFgfx0l8CTL3T/v52XGXLM7z/h8FZMYJL5lwDyW2CIjFq7m6I+43ge57j3I0LIT6Ph+e9iDh7LlybLY0QaowTarDjuVzCYmTUdfXozCVUiX7f1LkuQkk3aClU3ffBpoSb4dtS6MMf0djYO0jphhYSmi0HE2qIwRw4Z8ELbOwVggo/PX5utl2YpuW6h6VkHJsXcb/iZpwqcYP6ygDl6yJoPtv9KWumHffnE4hHZUTDDkE457IXXItia7jo4qkIouAmmLhJJTksfFmZvE6ih6fkXi5y5sT8GaLkEjLXypZs07Fo5mo7X3+c7fZxdnsmdjKJk6QheWR4IL1snKZKyJrJxp1CVH7XxCdzS9mB+jT9xlzIleBhbZzIrFgRP7ckQz9Ei6cHfEyV+U9oxdLdFia9OIITHlvAwmWP8+ZhYQb0Gt3ptrZjO7oDNbFqfDdMoWjcqE7rul4wcwbr1wYRRcsuOVjcm3VrQm2fuDkhWAjC5kloFQThKWAosMGyrP2T254H9koeUgI0WJZ1cI5zfwSaAQPQN3fyyzZD/AxZJFyiUhDWiEUUfECgNk6sp49ASZzYClviQYkbaZYDW9hWIVxWgByN0ZwAn+TfIqTPsSi1hi1F+Jzr/OF9O27rnv6pAPaf2EhEV1iy2gAmU+QzGP3RMUw87G0mPPQ73rz+lJxtOTh77zgXJLd9fNNF7kS467xk6SD1DC55oYnnzrUTNJ79ZrJ77rAx0ylKumIdApJQZQQzpd9mW9lSRCbUYFukHK06SxQoOUmn4RXbRVjTN5RTN++E2+bTUuhzxYkd12n5urBbEcKxZDmEz1BENJ/sWhR9cd09T1NlRNOidEOLm91qSqmSYqENMYSkq9ImNEKbFR+ArPJpuTJlc8XMOe+9yKzBC6S3pRuudc4rx9JWbWLvcZk1jWXNTFkPk+04n8GNOURMfoep39BMWgY39g5yza33bPKzsdKX4OcWBUWEjXGB9zYonDvMv0lt1lbZyTmlp13DyebVLKiIblJ727EdXY1Xf36axz8KsX5tgL33rWfvEovrVr+JeOp/ALA2jKdWEdm7E6Rv+OwZbKwpoKFWpahORdUTtlKAKlGz0Y9i6m03shkhCJvV1TsR+D/AFae0LMtdcQqCcD/Q2Mr5J1qWVduJ3nUYnfkKuhSCIJQIgvCiIAhfCYKwXBCEowVBKBMEYbEgCCuSf9tlHy4Ia8RCCr6oLSirKyKl30do+V4i2JywJTQStmXQmUjqKwOES1RCRQkKixJEdPikjSD7fAKn+XDeizM578WZWdvbIn1e/PbdKR26ZmdxT/9LkqTPzmY0rMV83VCAIlqYFvhlkxP79MQ4aABV5tIs0pcLF+yWygjNZ/2IBn0MGzMdgEv3tI+33aumS5gc+OK2q8+xdDnExiESthtQIeGX3YzP5kUikWR27Tln1+Tsw6vjTnezau22Uo+HpJnE/Qq6LKHLkm1tS1qhhIxjnXPVqIZoWG4GsBeFdTG31JmT7GFKAmpU47zR01r9Pp1KGs615AzJFi8ySV+aCzXTOmha7ivzmCwNPs+x+eII813DS9S9bTvfoR1jKLhxgF5hbIcITh5/M2CXiuoMqsVBfN1QgGbapO+AUgNFhH4TLiR+b/ufy2HPzeaRZZNBX8jHtU9RUb2QiuqF+Ke3sMNrG1nZXJs2XnR07NiO7ehq/OXhHqx5J4D+I3yytIL5HxVzR/lx3PTOFI55aDEjPyjj2RUBHlrVscC2w//xCmvf82N+Yy92wU6gLIhoFNXFKKqPtTpWbAmIIoii1eGXQNv9tizrdaAu1z5BEATgQmBq136izqHbiR/wELDAsqy9gYOA5cBtwFLLsvYAlibftwpJtysMhBrixAp9iDsK7HJsM80lqjv5txT6XEKYUCXiftmuz+sT0DWRxgaV9ev8LF2jsHj1M5hv/5bJ/pM3qR7l0MkvIUoWJWVxrnjN/s1PuG0+A25fwDEPLebh/01uowUb/5sczNp2+LjNZw2sv+JerHWPISJxfO8KDlULOV9eyxGVOrI4pFPVBfrfs4T+9yzhwhHPpW13CN/sJ1NVM+wMWyNtoHAseIKZSqZw/hcNKy0bVDQsfNHU6lI0LYrqYuiKyBdrW5fScGLtWop8mKLolgFzKkIYikg06KOlUKWlUMVQsgWGRdN0k0cAN8NViRsU1cVQo7otKl0gJ2MOZbeOcNyvcM5lL3DWlTPof88SBty+IK1t0+P6NDPIb+b/aX3KOMYhpW1BNG03r6yZedvOBcdC5/1tvP3wXtsheoYiuhZRJ45TMC0Kkq51wbR/19hKkZHn289OLjKVeY9lospcinn0VC7YNUxvv8XPLSKVBaDPeJkpf2xuN0ErKklw5k4RGsw6Pquc7J435flLmPL8JbxbPpXRq9O1RLd28re19287OodjHlrMCbfNTytLqqkSjT/6WPhaT96fX0ZJWYxdKxP8rXQlI/don3XuqH8tsasnrYsgJyWqnKo6hicLXokbrjemu+BY/Dr6Slr8RgmC8KHndWUHLn0csN6yrBV59lvAIkEQPupgu51Ct7p6BUEoBgYCowEsy0oACUEQhgEnJA97GngV+F1b7WmqhBrV6bGqGYDv1xahxnXCJSpGVHQzAsG+6a0M+Y1YVOaiQ1qofruIJq2ZwcecRiL+MVXmUiLaDIJKSlvupFvnpYn7Ohi1aBqJuMTUM8/jmIcWc/BhYTZuLGDl90Vu+TMt6XJmrcmMSaW8KL5M6YEJ1q0IIOsm8aDCh7eelNbuy/+2sxO9tXCdcmKbAyVjDsX68kvEXlfzxp6nc/QFFoFxL9OjE22dNP5lXrnyNN49YSG3CIfwwB9sN7ITC+glfA5sd7yt/eYIEcu6kebilHRPiTSSSQKmhSmmKjsAruCyY+V99KXxEKNLkgAAIABJREFUTNwlwei9RjDolrkYsuhm8DpwqjwMvWamO4h5y5E5901BRHPfO25nSFmpNFVOExh2zo8FFZsEJrXoDFl049dEzXZ5mpJArx+bADs54YVnh3PBpc9jKunWRZdIZcigOMh8D/k1/TJr5uYiepnbMgWr3UQNM1WzNx/BNEUxK8O3ocJP2foWN87QOU5JGO7vau4osTZaTO8fG3MuxNqTfbvr/86jbNxMzr19FJe8UMBs3wyE/XfkzFF1zHnanvTOuewFpp+/FOGoYyDaAOs2YEWjNFT/j9nVOicB/dYNZ2LRkzmvkVkBaNSsXdrsV3djW9Ip3Q4bh49bSqDJngsDRTotYRUx6XEwFBEpYtD70BZChRo7F1oIe/ye8h/+wdi1U3h/cQVqVMcf0WyB9AKZWEgh1BBHiRuUeq33hv3MyprZqqpAt0HsnJxLEk9blvVQJ8+9mNatfQMsy1ojCEIlsFgQhK+SFsTNgu6O8dsFqAGqBUE4CPgIGAv0tCxrbfKYdUDPXCcnmfGVAAWhHi4REA3LLR/lZCVqqkRzWQGCYeGPaFim5WpyCVETU7Fra97/Uk+KSuJ8tbyE2+R1aG9dzmNfTmbfUp2BvVPXNkUhTXD3yLsWJ2/yEg4bXEv/e5ZQsSbC+r5+GhtUhC8NTrp1nh1baKZP0ErCoOV9kRIjahOXhjhDxr4EwMbeQQqChutSdUifg6HXzESNakyfmL59U+AQMocaDPqu9YzE/+55Bsf9uQx55LOtHice8094J+Wybm2CcX5DWUu5UmUt3YLnHVi8Ir6AGxOoxHU29goRbE4QDSpIuskz145m5C62FW/pfa0nBUSDCr7k/QMp8eWWQh8ltdGUC1S3XDewL6678jGSx03pJHbY/TLc+9WJ2VOjeirTGNxzRdOOiTvnshcwk+0634GX7HnhJXterbx8hM/bx0wLXVvIrL2b6xrptXeFNMKX2a/ytZGs84E060GsQaJgP51J92ULS1eLg5g64aY2pYX2KhkDd42h4Id/MPb4XrwQO5nyAoOe9+/JsMdUiM3hrImP8fREgHwL9RTaQ5jEs57kvBdnMr3NI7djO9qPanEQ86dfy8l7Rzm+d5S4KXBg2eXuvpLxN2PWWfj8pp38qBokTBFZtTANAcMn8eApNfzpnRIu33sEJ906j0jhIQSbE0iqPd40l6j44oabzZ9IjolOGIszrjnyaKbPNnB4dTitbiaCnY3xEzZBzkUQBBk4Fzgs3zGWZa1J/t0gCMJMoD+wzRI/GTgUuN6yrPcEQXiIDLeuZVmWkCcNx7Ks8cB4gJLK3S2HLJii5d5wmBZC8qaTdBPNJ6ErIr7kzapGdSRZRDMlEoqIHLSIRWVMQ+CNd3sQKkrwqSbSd8cwb6ybwm6FdldeHZc+4QghgeKyOPvu2USJCr7kJL7+M9utKBYIbjyUkHSdeVdDzjYHjuBv6Qa7MsTJN83BFAWXqAy4fQH+iEZpslxZV6IjK/43103kqC+vRFwwD3PBNay472fefiVMlbnUtXK84mnvgaPbV5as+FyD5Z8Wu/EhmTFymatJJ4PWUFLJASK2xS3YnCBSaP8OQ0Y2cd4uLRT70uVpdHNhTvd1uFjFH9HwJy17mk8itI/Ozn3rmHDSRZx80xyK6qLJ/qQsdU6tXLCtewURDSWu29ZLj8tUSA6i4FgRTQxZRIkn0j5fNOhDiRsu6XPulUzC54U3KzZX7J+XrHWE6GXCrVLiqVaSL7HD/psifY67OhZUSPRTKPkyAp6M4VQ7SZF1RcQARL9toc+EteyvhFZcxpO3/AeqzqBaHMTwWxSev09Luyede7wpMY05el9qwiAKENEl+lf6KAoniD8+wW0303KX+YxUma17Z7zHZ5aR7Epsr7277WHwk/OJrJHd2F7v/CEk9S2N229F+NjiyeVFTCqxx8r7L6jmmuqdqLzmepTP7PEr2qAQK5IRxaQUkx/2OWAju5QZ9A1eRfVgGPDvRYiyyA77hAm/IaEnE9NkzUSX7WfXSZJ0Ynbt9xZKXLeT2pISWYJpIZJ6ztuTFLYNYjDwlWVZq3PtFAQhCIiWZTUn/z8F+Ovm7FB3E7/VwGrLst5Lvn8Rm/itFwSht2VZawVB6A1saE9jThyVaFiu9UfzSXZCRzKbEGyyFynyudYVZxWjmRJxUSYRt1cyPtUgFpVpCSuEm3ysXR3n0/IYq34s4vNjp7AxDjsXQnMC7rrAnqhO3uFXHD5uKZV7tlBXG0BqMJIZi5ZdqSGi4Utae5xas173mqOLJpiia/VyassKpsWRdy2m1x4t7HdKhBXLS5n2QPsEZduL9srH1F9xCiXjLqH/1DnMvTtsy7IAe52ayl1/8vZbGXPXP9x287W5dM3TDOo7Km3b44MVzEENnPRQCbFkrEjCL+OL6vjietIKmFu+xIZpS5EkBxslYQ+Gs/9byZzXLN4em96HfDGLBw6s5ZN3KnnmT6t5ZFmIDc0xdikz+POhNoFd/MCZHH3nInb4tj5JfNJdHKJpuu5ghxSS/J0zCbtgWii6gRInizClJVXksfJlIrN2sPP9eK1y3r+5SGBrpDCvuzhD1sWBIUuu6zfutzOem0oL6LNXhNpvVcq/iWTVGU59ByKSZqKIBvECGanBoHy/KBeOeM5161731hTefeNYEAUuvvNiquKTOPtyCd+4G+G+f6D9ZzijjN8jCoOxap9iTthHXVyg0m+yLioiCqCZoEpBZu5RzXFDBUrLZeo32s92a7FvbRGudFH0zUPMtsfmbVu499MpTF/QEyUuu8SrpUKlrEeU+p9UZN0mYqHGuCtRRkOcaJOCaFpc99gOSBg0VvjdscIf0SCCndDYU+PYQ+r5/Lsg1YPtUKITbptPSVKnM/pfAWRQY3aypD+q26EWzbYHwlsByxIFRHd+tcc7JYEb5yynLW67D2JnS7a1A4IgTMUOUasQBGE1cIdlWROAi8hw8wqC0Ad40rKs07E9mjPt/A9kYIplWemB3V2Mbk3usCxrHbBKEASHKwwCvgReAhwmMArokLaKM7k4pdgcF58pCq7WH+CSLucGLoho9qs5QUFzAqMJWsL2saYp0FCr8tP/CjGjsOjVXiz7tILefovPq/3cObMXT30S5PB/vMJB/Ws4eK9mRNEmbqk6sYYrIeNcX0rqvUnJSg+ZD4Yvqid17OJ2hYiQQIHf4N7+JkuPfo9nv5nM5BXtSxBpD6rMpe2emCJ3TMJ343SX9GWicNf0ShLGC6NzTk6ZpA8gIJ9NSDmP005cT6yvj/g+Pmr6FRILKq78iZVjBekmeiRXw46b0/leg2tiWA1WmmRMa3ji+Iv58LZB7Bi6kkq//bs5pM/BO3ecwvp+dnmwfBmx3gxkUxRIJF3Gqexcm/AbspSug5fUz1Ojmpsl3Bbhy0Rrci6tHSuY7Xf5mqLgurqzrikKaD7ZjftrKitANC0iOxWw/7EbmXnh2UiaSaTQRyyYEtY2RTGtjq8Tw1lUHyPQnGDDMj+r+5dz6tNzOepfS/h0QRkFEQ1ZMfl4lUpZzO6LLA6hspfCorsaEQVbXPy1hMS6qMCvli2hT1CjSRNoSAgoIhSYMsNqb6HHw6M4a/LuOT9vRzN1t4QVriPP7nZs/Zg5v9Kdw4RkIoavUUPXUvOb44lwwkUk3d4m6Sahxjjl6yIU10Zd5QCAwEEGR5+wgRd+ZasbzL4oVd2m73EtNFT4bSH1ZGiF91wnREWN6qhR3U368kV1lISetjCFlB6ok4TnTbjrHtg6fh19tUfOxbKsiy3L6m1ZlmJZ1g5J0odlWaMty3os49ifk6QPy7K+tyzroORrP8uy/rY5PrkX3W3xA7gemCwIgg/4HqjCJqTTBEG4HFiJnQbdOiwrzdLn6PrJmmnHaHnKPQH4ktmC4WIVS0pVJ5CTD1osqCDryZJcSetSoCmRqrkqw68G11DpN3n0nzVc8nc/P9WGwG+xYkkxdQfH0TWRgrCdjeiPaLZpPDlxezXLnLgvwFO83rQzFgBZS7mJAepLVP7zZYyDynbjlMooPfXiLvop2o/SJxbl3edMhAvMpZAU1q0ylxL9S+54up/C49kxlNtVdudhl7AxNoV9SiwOrdB4+P1C1qwqQqsRKF8XQY1qWBlkyKk568b9GRaGnBLwlnSTqe8Voe/dMbfYzQdmx5M5mH9nC6OS3uNcAc2Ozp9j/SVJ9h1S49wLUtJF7Pzezn0hZbh2c5G/XPWCM9FWnF+mhS9X+bS2ruFtxyF76AamJNtJLD6JnY4KU7fAZMJY21r34rIHGf+7kWyMwfKZRe4EYohS6nlBdMWdA022PJPWIGEBQpnJHsc3cv3BEXYKydzxkUx9gYX/sesBOOPn9AX08WKUJn+Ip8//iVUfFtCcgL5Bi6oNH/HzX75i4bQ4v3q+H88MX+XeI/nulfbeQ21ZBLc20rY19un/B1QteZ5v3ihBwS7v6NTgVhIGsmaS+F6gJBJ1reZOGJMhi4hJz4azIG4qK3DHvVhQQe4LF/dv4IJdS/FJp3PXEenXPnvvOP9cXkq8KUUNHNF771ggmBZKcg6TdQNdlnJn7hsWppReHrI70dmSbduag7rb5Vwsy/rUsqzDLcs60LKssy3Lqrcsa6NlWYMsy9rDsqzBlmXl1MbJhG01M1wCGGyy46QihT5MyY4jEk0LJWEQ99uTkKzbq5WCJDED3IQQJW4QaEq4L7CJoVJi8cjolRxUnuDRN4q54o+98Ec0ewWkWpQemGDNtyECtXFE03I1BDOtNbJupFVDSKuO4Ez8opg22QebE0R+lNk5ZHFIRQuVNU1Y9atYvPoZtgY4k0WuCUM9sAejXtwxa3tDQmrVavJ/hxXya75jXYvMXwfWcc+5a9n72HrW7VTExl4hwiUFxP2Km1nrdXE6cilNZQXUVwYAO+auvEeMqvgtXfSpIaScx5E32qvvrKxX0clsNd0KFZLmWPdM92VbuNIzXEXDSksQyQdvIkcuUpjp2s0Hb98zv09IJ325rIE+JzYvB8F0LAgltVHWvBGgpl+hu6/vtPncedglfLSkwr2O96+3T2l1jxV7gbf3sfUMPGU8NzzQG82MU+qDP34gMFV5MOfnfM30s6xBZMW7l+N0c+iOUYR99qXPc/OpMpfyzPBVrXxTWw+qxUGbxc27nfRteZxSPY8vPqxw9UHlpAXPH9EINiUINCcINcaRdJNAcl6RNRNNlVwPluNalTWTYFPCtaIDzL08giSAT8pdO/qC3UbYyY5JoXnHW+LWNNdtYXtfXE9piBr2X0h/XnONNblKRG5JCMms3o6+tjXm1+3Er6sgWCkxW0k38Ic14smYsFBj3LXkOQK/RXUx/EnXrj+i2TpicirgHOwVlkMGNVWipUSl9NAEomTx7AqVG/7Tl5bPJDfjU4kb+Go0Gj9VCDQlbFduklg6D0RqordcN2/my6t9ZovzmijJBw0g0JzgoRd6cunkHTnjtT04evqBPPE7H9bGie36rjo9UURze9y97bU2WQi77Yh4bnXW9gPLLs867531E1NvCs5E2O/PnLPLSPYovoIBvUYzYAedJ69YSfnhcTbuFEJTJRKqTKRIJRryES4uSFXLEAWeuvJH/L1tyy+iwMX7xqg37fWEueR6iM3p4JeRjlOfnsute5fY7WWUSPMOdt64Ned/NxM5KVnjhXeVnfnybvcilzUun7CzN4O3LVKYC952Zd1II5jegG5TFFPB3qa9MFMjGtO/T7ncp38/2c109tY99lrHpeTz4NTqbSn0ofS2eOA4m3C+fs9pXDO3BwEF+gZh8NkFWff6isYneGmlwqowNCRgTQR6+GEvtQeJJ+e6x3Wn67Qjz+jm7ueM8o5rdm5pbC7yuyVx6tNzia0QCTXEk+ERkhseJOl2XJ0zTzmi8F7Xq2M08CYOSrpNCgPNCQaduJ6/fxrnot3zey4Wr36GgSfXuPOkE5riLQvpjRHOlJLyjj3efU6fulvepdM6ftsYtrmP5NxkSsK24jmuVNd615ygIKKRUCUSqkRjhd91AzdV+DFFgWhQcf9aokC4rIDinRP8+cKf+fnrIKUfh/l8XilFyeoLTqKBroguWVSjOsGmBEV1qZJNUtLCJ2tmlhXH+1BkkkDnoVHiOr6ojj+sUb42QnyNSCIu8fYe03j+ER1t6nzMV37T5nfknSTaO2BWi4PAPyzn8d6Mx9baEg66s83rODi65+hW91++9wgOLr+MewZv5PyT17HfpS2s3bWYjb2CrNulmPp+QZpLVDRVIhZSGPPUzkTX2uT9vpGrGPTCTIrfsnOKLplwDIc/GGh33zIx8vzJbq3Ymv7FaD7bTeKQnuxqGOmVKkzvoOqVPZGyLW5ebEqgdBpBk4Ss7Q5yWdwy23Hv0YxJINdA7yQ5aT4JqSecG1nh3jOn9vNz9zXr3Xgle9JJWUtNUURTZTTVDhg3ZBGhRGCv/eoIKeWAfQ/O2OldBl02lT6HTWDJrJi7/fYPpnDFa1MZ91EhjVG7XUWEchVMC9ZTg7423MlvdNOQnSW89VjbGuu7Oy6r/WhrLNsQfYrfvbdlqiC1F1e8NpUBty+g5WvJXagGmxNYkr24cUlW0qWrRnU7kzeZ8Od4EJzYdkfhwHH/OmFMfYMWiTYMbuMeLOO9l0rTzjMlW7g+7leyPBLO/vYsGjsqE7U5IHS2csdmqu/bXdhmiJ9gZVcm8Jqfm8oK3NWSrJlurJEa1Wkp8hEvkClfE0bWTYrqY3Z8nyzy+B9/RoobFC0Kc9/4cvwRjcAwUqZwz8TuixsEmxLImp3J6Y3hAtyEg5T1L3eJrEyZEvfzaKb7mXxRnUBzAl0Xuab4BC77UME36gKQZaqWPN/m9+VIW7THWuAMptqTF+fdl4tMOq/Fu+R2K7QHbQ3ke5WM4daDRvDbg2K8emuYJ679iYtPXcshR67H189CK5Qp6xujqCTOdZfU8MoNtXy6UcY3+izEkx4G4LmpF7ti2J2xGkx6MbmCVs/g9V8P4T//qkEcJhP3Kzl/247EuTiDar6BtS3ilvm+tYE318DcFrnMzBJ232dY+wxFJO6XWbdLMZfe9wBX3zGORFziuFeP4fSIfV8FlXM5oc8o9L6ya323RIGWQpVY0E78cPrnTHoAdbUFRPR6RtfaSUJHLRrEEU/bklkl31Wx6sPL+eqdy7l87zCKZKH6TPyqSb8QlKiwW5HFSX0S9Pjka6b939YzwOd6phbudFq39qMtWA2TNsny9n3TE5t0flt9PXt8P776Ib0KUndaCh/8YjJfvlJG0Z4aRftphA7QUWN6mnxVU2mBW9nHuf/VqO4qQDgvNaqlJbSBrUPqZN1+sNrH349sW07LOwdJukl0F9VerCU9W+BZrLYyLrVn23Z0D7YZ4pcLKcuDSXGtbXlTkynpgeYEweYEuizatX0lwc32dTSISmqj/PrOXsi6SX3PoKtbtPYtv5vppCYtcGrUtsZJukFBJOHG7/niOrJu4Ivr7YrVcvueYQF0LItS0popmib+sIb0rc4XH/egZr2fk6aGmNbnMKpPqmjV8nfRxXZmeUeC0qvMpShjpmYRRYdAtjZ4rl4Zp+U2e8LKJIUu4vOyMiUdYtqegbnSfxkB+WwOLLucmw8cwePHXUIgqCFKti7jX4Zu4JKCGop8PbjhgBEI5aPzftY0tMzkpFvntXl9L/oGr+KFc87l1Gsi7HClTri4ICv7ODPWxZvkAXZ5uizRYyn75e7PQw4zV+VtJXa057hc18gkjF53k6PZN/Gun3m97p/ssY8fgKtuvpdEXOLS53rz5rqJGC+MBuykqehetrVWV0SaygrsCSxhu5LjfpmGCj+NFXY7Pp+JgID1/jsAvP6HBFYkyoD6izhjxzJ+//Ec9i+1uPfTEIoIj+xax2HHTeB3sc/Y+YgJjNqzN1/1fpbY9M8IhiRaQ3eQBO/iasjKl7ukrY5gXp9T22zzudDJrLvkNISSkWnPUOJf2VV58rVRLQ7i5htKOmXtbM8C9piHFrsWHO91u9O6WnzQU4y56x+UlsVJJCQ2rAxQXxkg7peRgxY7HhzmqEE17HRU2CVfppSKucscN2wpsNTnU2N2iJAu296hz+smZPXBqnuG/vcsoUWfhSUKqEmjQqDZrsxR/lmzXec+bpDwy27mfi7pp9YWod1t7YPtrl4H28xHsjLmKecmTNNDcx8Y202UUCVKkqnuwaYEakynuLbFzSiM+20hykBzAjOpA+ikyzuWPTWqpcVtAa4r17HuOf970dFYB2+pMEeuREkk3cklcfruGOapeY/w1Bsl3PTeeuID8w/wQ55/sssnsCpzKXvs48/psnK2/ThsKOdfLdLzx9GMmrULn755OS36LNZEHmeNvpoTz/Rnnev921H06BmlpCxGj54tzP7RB3oCOLFDbVjLPshZmm9a0Sm5CWwSz4VOpvDAp3hQ/ZKywRrhkgJX7sRKWsG8A3eubZDu/k23ouUWRM1MqmiNDHYETjtei7UXmeEJqf6KPPz3Wubc3YhmCtR/LzBg2VwGDfMz/o7fUVCXoHG1j8c/DTLvCFtq5cp9RnD4IRtp3D1ALKjYk07CoKXQRzSoEC5WSRQr+PwmJWW2K/etdRq0xKgylzJFeYANB+7Om6XPMVm5n0lXbkDf+ymOOn4Ctz44iY1/nMM+BwQQj/o7ABMlWz0hcP8iLmzKn60O3eeC/dXz/brkmW1v/51rWR/8gdNnH9quc3pN2TRSCnDWxMfaPqgVrDo3f7UW31qNopI48XiK3G8tLvUnhsjomsgb6qMsvnEdN0x4iCOOqGHMYWEeOrSQ4fvFbJkjj/wTkIwBT8URG8nxxZBFDNkur2YfZ7Lqx0Jum1eZde3B95QRaEow9A+KK9OixHXXcOGL6wSa4/gjCUINMdfr5IQ3OXD6llDltPcOnGSR7kRnpFzaK+fyS8I2Q/zAvuESquzejI62mANJM113kZIwXCFlR/eovjKApsqudUXSTZSEnSjiyLH4wxq+pNXQK1SrJC17spYKYM8XzNoa6cvn+vVW/YCUHpyS0BE+NDhr+DP8fkwVTQ0q33wfwi8PyzlRHHnX4i4PBnfaGrBsrvs+s9LBogkmOz2eknMRB5/Bv8TPKFgwnz61zfR+41N2nj03q00Aa9WDWKsedNt7/9Az29UvWTHp0TNKz8oYPfwWFFZ0+LMJR9yTc/v5U3bO2Venj9EWk9JyGeGwu5nsf5XLf92UzCpPJSjYruB0mZZ00pf9eNrkMP+91Z7s3dbq9OaLw8kM3vZm3XqJoJXhAjIUkYsf2plZTTI7F15J32mp8n+mKNBS5KPPXhH+NqCesypSxP+Boy/hxqEbEPcUSPRWaOwTQN4HpP0ECnfUeGTUT7x16VrmDV7FpGNjnPrtByy7307WybRIe9/3nTafiuqFHPXZnLT93mP637Mk73fXHeiODOMqcynWe7eBadrPQGwOTYlpeY+9KLw45z7fje0rTtdVY5IT05mJgX94md9fW8vc4AzmX9q+8WNLwPnc/pVfs/TMH5jy20ZK1RHUb9T59b4tDDY2UB14kB0LE64F3Bv76o0jBjuO3HkmvZV0JN0kERXp0TOa1QdnLHGsepKeqsgB2WUcHcODA1e707TLVjpVi7yC7c7+bkcnLX7bGO9DsKyt4MfoApRW7GadcNY4l7g55a0Mj1ka7Icg1BBDU+34vnBJAWBXEnCSQADXlA7pdWHNDMuM9xinGoOTmdhR5CpvlQtpWVbJeKp1OxWz73F1fPlGGYYiMnzoesbuX+FWpHjsy8kcffk0DnqnQ1rYWegK10i1OIjRa87jqcZiLossR9jnMKyvP0Y45K5Wz4GOrdB/Co/njbVBfgwLHFJucFrQgHgYoc91WZ/l0nMn8eyMkZvwqVJYde4Z9JuR7R4eMvalNAFv+15JWYude1VII/7tu5fyVfrwbst1rLPPWbB46/q2hnwi0kZyYgJ7hW/IEuESleLDNW4e2MCAXqPdY495aDGJqMjsj++nz2MXwZrvEQ74i7u/ITGVkFzGVa/WU7vBTzRZRefNXwtUK+OAJEFZ9leE/f7can9/6dhcLsmOPFfmqzcgnpAtjxO//1ym/LaRc68UWf1lkP1en9XV3dwkHHvHQk4aupEefovrhe9+MffKjPIhnD1zP+KvfMPyl0V+M/I61JUJ21CRjO+D1PPsPPeOV0FLJjBaouD+3fv4eiacZGtnnvDYAqRvdbeClGMIsQ0jek49T8he3DkkT1MlfFE9zWuRWWJSV0RmVV/4kWVZh2/O7y4XBEF4cM5pR4w9qmdph889d+GHvLG2rtSyrIbN0LUtjm3G4mfLOyhuEoSRnHQE06LugBBgl5IJNcTcCgBNZX735g41xCiIJGwtwITumrMdsue4bx3zt51mr7lZuqJhdYr0dcYqCOkPoqbKlG5o4cf5IYygRGFdjDlvl9OiN0LzCwBcve+ITSZ90HWuEaHnXoj7PsXEI97B8hcj7HsU5us3bVKbmRbOXv4dMC3YOWRxaEUMraSSiTvMzHlsV5E+ICfpA5JaW/Z9ZSTdHg7Zaw/pSw2m2RblfK7fTIuAcz+71zCyyyllDviZVr3WKod4QxzAHuhbeqvUrA+kkb57P51CwRpbh+zyM37NaXPK0kifF8f0MYiEFRJxif6H12LVrUzb/0uZyDuLzUX6rIZJjK6ranfbuUgfgHrzDAACh5RTviC/q3VLY+CjC1le/yRj7voHPfwWhQc+lXavbO3yL+duXEjN+OXUfm6xcfr5+FTDE+qTOTYIac+2E9bk88i9AOxbkVpoqssTGLLoysR4SZ83Hj0X6cuEo6Fr98Vuz5lDnQIF3e3mBbset1O2rSOvbQ1bQ+WOLoMSN4gfp6J9AWXrI66ob49PGgG7bmDcn5rc/JEELYUqBZFElsVE9tz4sidGz3HjOg+Y931nTNm5Jmpo2x09Cbq8AAAgAElEQVTsCHyKpNy+alRHXhWxD/pWZ/B9ZbxZNJ7Jv3mMQU3D81bH2JzIZVGoMpdiWa+kDvrf69TvuQe+mV8QHJi7nc5MfD7pdC7t9TxaqJi6eBSlYQOjay7tdHubgoF/eBl/3EhZibWUGLGzQLFEIVkAXXfFnL2WZUf/0XGnQPaAD9kWAAdesXAv2pJsyXecc2w+Imhnz5uMG74GVbKPOXzcUsrXRtCVIiLFPg4cWEu4yUdjgy/r/BKfne37fo0tv7H/AXU8cFRvrNWfbTWxWZsbm5OcCCVdt9hxfo9eXdZi5/Fj83gum9qP0rIE3zWpAPxm/xFgpuvXecNRuvN+yjVGrhhyFkqBifnsuZSofprWCETWy5RFWwCyFnwO7LEgNSc4hgjb0xVn6vxefLzqRSafcb7rOvYltQK9WcOZIR25kDl3SbqBIUuux0DzyUnlCyPN/dudcAWZO3pe93PWLsU2w2UtbCuK/K4djxcpUtGTkg+OpURJ6G7NUyVhr4CUuJE1ITorFCeuwVvrFXKTs66IX8hs1/s3lx4a2A+mGtVcMU81mhJ6ljSTfx57dreRPshPsAThJE44w09V9CYoLqJU6cXXb/u7XsqhaDjWo08RlEuZ2ONZFh2aX+pm5PmTGXl+dg3ffNvbg0G3zOW062ejxvQ0a7AT6ycnY3Lc7Tm061LnpISeM7flkwZy2szntvFqBTov7yKnLTkXoZVnwKlBfd9dRdz11xKGXjOTvt82uPdoqDHOl6+U4VMNLuzflCbm7GB99EmWf1HOVSfWc3iFxdroN8w/crPWL98q4CUD/7+Q3M7gkuFTXJUCBz8dMZvJI39i1kFfULPLxDa/v63h+83sw5uLI9w4Ygy/ntmbf30u0rT7U6jldgECTZWyNELTF3umq+XnwEl0LKqL4VMNTr5pDqYoUNgQJ9BsFxtw4/uMbCt/5tgAucccbzKjU0HE8cZtFehMfN82w5JS2GY+kmDZrlwpmWnrjyTwRxJuVpKTqestgyUalqt9JHnIn5OZ6M1SzFkGq5NWvtaQy3rjXdU5+mbOPiBZ2icVm+gQDM0vszEG/X74mY9rn+Lzugk50/k3N/INrK/Oi2J9+S5YJoiDOPihfThjRNcPEL7rprn9cOQwMgnmpedOyru6dXX6OoDhs2dw2vWz8Uc0zr/WFgX2DsReOJUoIIOUZcTJpJ3TShJGW0KpudT1vQN9JvlrL/ItiJwQCScGVkgGkgebEkiayb+et+/Jf0y2Mw7/+vEUzntxJhfPmc6Z/9qZ24ZuoGdAp9/pk+kduCqr7m53o6utcpP9J3dpe7D1uzU7C1MUaCpLVwMY+NU8egeuQtjnT93Uq44h1/hYZS6l5osCmhpUvl2nUmUupbQs5rpwW7Oc5UoKU+KGa/X77pUi4gUy/ojm7nd0b73erUzkGhO8Yu32X9OVL/PFdVf1Qo1q2NV7co+B27Flsc24eh1ip2r2zZw5kUp53FmZN7muiFk3f0cmv01BZhxWrrgsJWHkJIYOkTUlO7ZC0uxg3ZpGhW/22YGaZpk7Z/TmjV6T+HiQwKEVl23WzxK58WT85xyAOPCBvMc4A96b+w1lxfKXGTV/Tyqfbd+k3tFkj5CSrieWeV5bMX4O+WtKTOPsiYXouuhqgoWbfBw/YD3f/hSgqCTBD68WUlQvIGGi+SSqJ5cjFli27qKeioOx/6asf/mEndOSiDLkWjJ1tLxoT4KGt/Sbtx2Rjt/3mYsUpw+iaEKSuxpiMtlKTOlmXhy6FvNxgSJinHzTHETDjsmN+1X6HhpmQC+VIt+F8N2oDvVnS6GrLUYHHxHk/Teb8+7vTKJTh0SYV9yLULkzFKcLtm9ul+ixdyzkrTuHcPi4pciqxbATN/D7g9sWHJ7/yNl5920N1rz24LOjh2XFYIuGhbhe57tIMZwJg/YP8/zyCgLYUmL2uJAK+XDguFUzvQVNRb40FQtnO9AuQpZp/c+q1JPhVXAWec6CN58BZUtCgE5W4dg2kmAdbDPED6y0my0fvPFx3m1gz012NnBuq5vXnO49b3Mgn2vX25/MfSY2wbVEAZ+hYygiPy/xczfwzMEbGTL2ZMxFszhETxD72zAK/rjpyR75IPcOQTszUgcsm8uAzdaTdDiT5kj9tyhi68K0WTCXcsojZe7bopI45RUxRNHi4xeLUKM6G02FImIuQQsdZxD5DAJ7GTTgJ+6XCTXGCTYl0kRYHWKXb0HiDPL5AqQF08q5uHFCFvIFaGduz9dOW8+UIYvk+rW95aYASBJcW+DZDstwsgotUaCmb4h+uzaz6scibjl3LX2COgXj58F1F+a9/raG999sbpWwbG4yI+zx+zaP+fjIszj0vZfa1V5HCaPPb99J7SF9z03Nrib0S4P25MU5E+9srVbDrZjRNwB6spSaKQkoHoLn9QpkLrwkzc60VaN2Bq+SsN25TuUpNZqy/LVl7fMic1zIfO/8H/crrmetu9HZZI3tMX5bObzm6PSYqvQkjHwxUflipvId15VoTcIlE/n6KpqpKh/+sF0ruHaej+Nn7ELMmIOw24603PMiyh+uo1oc5FZL6Gqot84kXxZgW6gWB/GsOrhN91SfftkJAW3BrULSAdL3/Rln8ua6iWyIr+SK09Zz1c338kbgScaduZ4Vy0pIfC/QUmj3xXGzCqaF5pN48swW3rzrVBaMGkpLkY9xzz7IMcOb3ME8M4HDcblayVgdSLl6NZ+cZlFrKykjn3h4ayLMudCeAVvSzaxnJN//sp6KJQLSJJSUuEFzk49fnb6Wi/qVMLD3KNdVv7WjvXWv22rDwcSvOxdXurngJW/tJX0O2vpezHd/xxL9IQDeHnsyBx9Wg2nl11PcEq5ra+2jrG15fLNfRxkzNWvb7R9MwR/R7Jg+v8zw2TP496JylBLLDZ9w4CV96c+aXeXJF9dpKVTxxQ0CzfFUWJPpFDOQbDdsOytL5Vuc5hsn/JHEJtUV71IIlpvg0ZHXtoZtivjlInTtJWlbhbhkJ5BphfRud4JrCyIJgstjDH/B5Pp1/fjvzaM487oIk8ffzJHfXdod3W4TumbltRKsa3mC564fyyNDrmDYmOmcdv1shozt2ESUDxsuPZVLhqcXcV/x2AXsVWLxVYNE1Vev2MTxqufoFxIQZduqVVQXcy1spiRQXxng5ZPnUqqm4gM/vG0QJ34zj7uOsC0Zrh5Wmh5kStDZ8FT5cOAIOLshDHp6xvmWRL6kI+82NwQh0/2b/AyO+v/GXkESh/iwikSOPqjBzsJUtx5pkPbAWVRsuPRUNlzaMWvyuwfZosKjV5zi3vej9+p4bGl7YS64ZrO1nYlLq3tnCbpnQjzq7/j/lhL3vndSNcaE7HjkFUPOAraMC1cI9WBBaPMuOqJ/GZpz+ytzy13FCDWi8dOnIaI19mIx7pdtOShPuTbnpSdJnANTFAiXFNi1fZOLM19cR0nY1TmcEqC+uO6e09acKZjZxpBMZI0DGQvD7kKnxJtFtjkF522H+LXznsp383XE2tbVyGVV7EwbubKBHfIXaI5jvGby1fIS9i2N0fOcOP12bubaP+SuTOHAa8V47MvJPPZl+6wQ61qeyNqWy7rYmZX7qN/3TA5ktki3rb9ocsVr2SvnjiIzxvDXb07hiEr7MRnYexSf3luDVfsUk1dMZsysMkzTvm8csdRoUCHul1ESBgN/ON9tJzMr2Mk4d4KhITWAy8nP5QywhiJiJI+HjLi+LrxvN0eiEuDegw4B9Kr5x/0yLQcU8N7tJ7NkzOm8e+Nglxj/UlH57IJ2x6oCtNx6Ksu/sGU6hN1+t7m6lQbx1P9sketEfjMYsXcx60fatbrbQ9jm9TmVeERC2rtP1r49FnbNAq9dKLxgs1/C/5e5WdscySM7jk+gYp8YomlhSQJssLNvHd1YRzMPUjWxne1OvWzH86XE00WZZc0eezJjgb1ehXxjQi7Ditfoku/8bid/ogBSJ17bGPHbhmL8fnnoajmYXG169f6UuE78S5lCn8zAU8ZTZS6lmvGttucdqK/etYjPWza0qx+9/LtnbdPOPY9nMgLTW5sIMmODTr92FkrcoACS5c8kQg0xdEVEjWr879VyTvr6ZV658rSstqwv/gLAxIPeaHPymfK8TTymfz+Zk/talKmpxI9D33uJanEQF/1e5endr3ULvkcKfSgJu4h5+doIgmkR+izOWVfOsBOGyvwcfecijKBEoDZOrJ8f/3INUc8cGFNuGENOiZ6KhuVWxfAmIGXGn0J2tnk+cph5TFsksrUBvbVzwM3tSNPHFEWToroo2mcyg26Zy0kjmji2p8YJfTqfxLF+5Gn0nLTpNWM3Bd7FTHuIzvP3aW0e80tF8OElJIz5lG9IX5Q9/L/JlKswYo9sq+aGdRp/vfpyJAEe2lIdzYHuyoQuX2trsUq6QVFdlI2fh4gXyYQa4q4Qs1OxyYHoWSRKySIDgmmBJLjZ9JoqA8mybI7HoA1il++9F7nULbqd4OWBbcHrDIvbtpjfduK3hZAvIcNBV0rDuOrt3oQU7ElXjerc/bHKHdEqAEa93YHKOQVncmBBO48VTsw+XTqTKrPtOplV5lLiRqr6xYboU8z/SaVhz0rk9TpXjK5jxIa3EfY/hLNvsaUcLNEu0+dY4LK6k6wKUdWBwirDXp3HnBNPz9k/44XRLDxhLcc9t6MbMK35JPrt2cy6eIBQQ9wlOWpUQzQteqwJI+kG9ZVB5Do9mclrD8iuXqQhQLJWJqTLrTiJO6YoYkr2oC7GU8e2h+C1hsx71Lst1z7nmm217z3fKxnj6GU6LqfFz5ew9swGTsg29OTFO+snAnB0z9EAHSJ91pqHeaiunBsO2DwuVYf0ma/8hpeGf039RnvSPvtyidInFmUd1x6Y1hLWR78jpJQR1uoo/ussAuO2LNE9fNxSRBmUZp237hzibj/hsQW8enW2i9snnQ4j05+j6/2riT66FO7P/u6rzKVUdX23O4zuyAg+/dpZqJ64XFO0x5axd9xL9dgbc8bSOotBJ/bPVgkwXb0/0TQxRMmVVcqHXM9xvue7tQXg5pA5246uxbbj6t1EtGXS7mybuUzfudrMN3l3xpWXK3EFnOB5naAMpc0J+9ij/t7h9rcEVOkMpigPuKvuIf3CDDqmhll3bGTBCluN/9ine3LxbTEiR/mp3a+Q4SPquP3M9QyfPSOrvfYG3kf12WD9FwD5simcs0tumRfpgolQt57nXnuIB67+mfL94ow4ZwMvHrkSocJ2Z+oe96ytom+7dEs3RChfG8n6jVwNSc+2zBJujiaWlNTF86I9IQNtkcN8IQOZ+zJLwbUF73UzdQQdl1OoMc4ni8qpWvI8VUvyC2170TeY4IOazmk/Wp/8b5NJ39eDh3HpgheIaDN48Avbne/E+v3YPJ7vm54gPGAAx6/+FaPfOQKfKqaRPmj/vWmtvI9/fbGeW/5bzl8/0pj/U4iXr2yj+kbLTGh+gQlfTWbyik1PFjn8H3bFnWtuvQdNlbjpnSn0v28pJ9w2H/F7+/5+6cdJ9L9vKYOfnJ+3HWG33xG4f1He/f8/4tg7FrqWfDm5+DMUkbhf5ombb3aFz52QCe+8kmZJNy2X9IFNHoVkbF9744DzlX90/rYWB7hVkz5RBKkTr23L4LftW/xas4Z0xDzdHtdZR9tuzUQe98tpVTg6i0yLjSmKfLismBkVFueu/BPCYXdvUvtbApV+W3PwriPs95PPADiftwfA2wcMJXD0ZUh+nXmPBlkUNwCLC158Hl0R0VSZY6+KtquUVF18EqZl4JeHtatf75f2YSefyVEyzBpUg1C+C4t3mwwj97ZjcpJq946fM9NqpidFWB0Cp6mSm+GqJ8u4AclYRmc1n07GMieAXK5fLzrqot2UNvIhsyKIE4pg19KO0xJR2K13rF1t7Ri6kt/sb///QU01R/SwbUWOJhzASeNf5oyj6rj5wHSSJw5tPcyhPXj8ruH8ML+QsxdpmKKPl/Z8maMOrudvvTfwnVhKkc8kpITpUdsElWUk4tkWl7YsS9XiIEbN35O3Dz6ST3/2ESpKsLpGJaLHiSdEzts193mJh89n1ctxwg0i4nthLtBuJmHMty1wncCAfy9i0PG1fLMykG6VOzr9uLN2HsndLKUlkk3IZ/4wifICg4G9O+/O35rQldqGFWvCaVV5wA7PcWRYTFEgXugj0JxwCaDjKRANW8Uhl9yTt83WSrG1ZpzIpSvbFbHpWxyiYL86im2M+G3TFr8sk3jGqzPttNZWR9tu7TgnlmNT4V2l2dc0afleokVnqyJ9s3oMydrWnnJVN1x8A4JpEWiOo0Y1AsNScXJysorLW4/7efaWm1ptK3zdYEre+5iKgrYnpFGLplG15Hk0U+DbB4YjlI/mjL9UMHRqhHsvuJZgUwIlbpdis2Nxcj9mTv1dp0YvpMRXvfudQd4L74o8l3s28//uGKTt2py5P3tmJrJTIUeN6tTXqXy4rLjD13NIn7X8bs49rxaAE26bT+H7Lbz5oC+rtNemwLHS1TQqqFEdf9gmrXxrsj4sIvS7gSMrQxwuCoSUMt6QS4GOuw9jfz2T0WvO478HHMXiNT6KCzUKJAgVJaipKeDCPRJ5z9045mReX9jCx++FqTKX4pNO7zTpc/DZV0XMvDC/YLKD928ZxEuf3pdzX1eQvq2pEom1MvfnzMTXDU/ywne5ra5nXZnyUngr77QUqgSbUrXkCxyJF59dEzfulwkXqwimlZY0BRmLwzbE3DNJXb7xpbMxvh05Z3NCEEGQhI6/tjHmt81Y/Lr7Z9kabuq24MSHBXY1/h97Zx4mRXW2/d+p6mV6umcf1gEluMWo8U1C1KhRI4igCEFEWSSIoiYxxsQYY7bPqIkxxsQYX32VqEiUXUAUERBwjStuQdxBEWGAGYbZenqrrvP9UV011T3dPd09PczC3NdV10xV13JqO3WfZ7kfDi/pXgHl369Zm/U2c5WRDLr0x0bgstPQuFtx3vc5e/0TFNcFDC09jxM1lh2XCvrqHzI9+CN+MvNBzvos9fHOnPM0jXUuXvqlh9ePuY/GdVMY887znLR1CCUOBV7WcSvxNTI1p4IzRt7s1jlF14narHpx7Yll9raHTK3QqUhfqri9VMgldkckfFCS/Wafd4Y19nxZxMpffJ7VceL2c/Tv+EXsf2W4wLO9lRyNv2I5T8w5P+d9m7jghwpzfngJH60qY2Bjo5WhXVQXpHpZARMWLIutWQREibhL+IO3ko23Z36Mbeeex/BFP+BX70d48dV++IrDlJWHGHlkgCuOTp/5HNBW4lQKuGTL9zhxxUl5iZl76erRRBf8AP2FjWkr8gBcOH0RS+av5aNRhvX8qPWGQHGq0Ils0V0qcmTTjqG+Sg7xtX3fJsxehgArw9bS8YwaGbkhjwNnKGrF8ZkatVGHEU5ill4zBpjJYwCT9TOpvE3p+ols3/9kpLFLIfosftDLLH65WPMORlQNbWZzXX5q4ob+dj5y93152Vc2sI/4Z/wqQNShMPn/7mauMpIhE1pibl6V+koPuw8txnWU5IXqedY20596jF++auj1Kefcx8oHJvHl9lDSY137ygLOuGE1zi0RSmoDzFwV4bQPn+L2eysYt3YcA7Y0UOCPWFY+M7bPqEnblmCbz6cpR2Nau0z5BkPQuTWbN1Nh1cT9p/s9nZU61XuU7XuVCTFNtk93QGNg4eVZHWvaRQuYdtECxl+xnBG3tX6MzxixPy4mqcCf2kKWDe64bBbLl1UyaFuDdR/BsNIayTx63OQMRSmqC3LGDavTxr7Z4XTr6G+8yBvvliHrJfXVbrZ+UMKcle0HLtQE93D1Mz4+qxrAc9c3d+hc7VCn/btd0mfHUetXWqTvYEeh4/sUbHkrbtmE2cswJZ1Mq1zUZrkzyV3ErRL0Ogm7VSJuleYSI87ZEdFbS6LpbbXykpG+xFjddEhG3HIlcN3i25yLlEufnEvPQVc9YN0poyl5XKOOokiWv17CFUd3/BjuX7RNpDhQWDH7KlQtythDCph89wS427Au/GDpJZxVOdlwvQGv/d4oen/GDasB46Mb8hRzxy/jzXuJo/fb353P6oVlqFoxnpBB4BRdUuiNMPK6VRQGtJhWlhmj50jbCZtZrOZ+EutpGgXYW12+cckeCcQsMbkiHUnL9JlMFdeTLKu3rQUzvfUw6lSorywkdKiLSL3AGTYKwpft9ceOpVhW0LKvpyZnJ925HodD56WrR1vLpl20wGpDcV2A5lK39duRxZKPpjmIPhoxkkjQ+c5N63jlxtHJdp8xXlxcQmVds3Xv24O5XnFdkH07vHExiKkwdPlTPLdrHo2vu8AjjNrQgKK2fy8P8V3Br095kOdLF3WqdWzW+sUUF0ZxKfDXk1qtkEvmT+m0Y/ZkiONvsv6feOlSFGiTaasrwor/bRhWyKs/H2X9NuL2jZT3CxCud+LQdApjSXpxscQpauam6wNS9RHJ+pdcv2/d4tsoRI5yLr0Lvcril4iuMC0f6Ae7vdgNiL8OUYeKr0BnykkN1rIZ5z+a1THzUZqqozA/ZoouOfuPPiYsarUqqJMfZuPt51I3oNAaPf/4pQU4DoerLt/Pc3/2MHVSDWt8S9Kex6rF5RQ2hXEHWrPhHBGd3SsL8DaG47T0ICaQao7edWl13on3yCpqHnMPmgHXzph6vqLrcaTPnBwJyR35iCXNZLtk1sFUpC+ZlU8qgh1HluNtDDN7dA2v/f4sXrplDM/ddg4hj5OaqiJail3sOLKcmiofDfVukmHC7GUMe72GAW/WWxa+KVMXtnnPi+qCTJhtuFrH/HUe88+9IM6CetjmGss6mAvOuG8NRXWZJZ8kQtWiVO5sprApzJlz2pdheWG3EaqgxqSKdF2gB+A7N7WfEXtcwN/pLtG5oy7irpOnxZG+3oB8929nznmaEbdv5KQ7jTJ04360Akh4X1QRl5wRdSocOrzRmp+45HFmnVtN/b4CSj5vwVcfirPoJcYCZ0r6EtuRD/R537o3eq3FD3pG3F02SEXyzOWJGV3JPsxCl7gUeL1GcMlRxnoPnLIcuBi55WbEMf+v3Xacf4VCyX3P5H4ieYIpYhopcjCwyh/324w1Sxl7foS3tno46c71FHrLOHR4I9UBQHzPyATVU0t5PPLxfKLOyrhraLe6mTFdJkyiZy995I60unkTBVPtIy7dtl9z5B5H+mKZe0Dc/12JTJNGFF2iY4jSXvuHpjbizKvvaT9RwIR5bdWIjuZQUlohiuqDhDwOzrr2SZ653yBIX4yoZNjrNdb1VKKGddBM+Fi0cGrG7QjUqJQAidY+s4qC/V4lPifEtitsDBPcIjnnkSdZPSO1tuUxpZI1xRAOqXHLnaFou5ZLUfXTjM8pF0yZujDO+tybrHz5JMxjr15JUUCjRG8m6lAZf8Vy3OHYIC+hCo+uKLFybEbZx9DzISY/tpilj1zEvnfcPP6qSv9AKxnUY65IeziImeVrkj5z3+ksenZkY5lLZumP6zPTrNclUIQhz5ItRDdoex7Rqy1+PRnmx8k+ZbJNJgjrMO3wtu60XzS2rbaRDN2B9AHUVxrizbouuP+7rRaH9+oeZFhFhPe+dHPUIQF+dt4eJp1Sx5GVUaMGbAbYH4ZLp9ZaWakhj4PdhxYTdSixWrN6HDFToq06WWbwtX3Um9iRmuuZ25nkwBk2JHxkYseZ4b1NB8vSmOJvvmEnhUKXvLC7Y3GlyWqE2q+tmemoqwJ3QKO4LmDpzr3681F89rVKotMK8Be7rO0dEZ2WIjcjr2tbOitlO3wirs6yrihEHSoNlR52H1nC7kOLqa/0oDkVq6ZqYr1lqRju7r07C9Mea9Lw6Zx7Wo3h5lUkDqceE/1WqdjtZ9yPVljWIxMn3LHBsix1BsbMW8XkFa3WUkdEz4r0RR6Yitz3cCe0rPth5HWrKPCHLS+AM2zUyTX7DLMfMGEmdQD4GoxQlcZyDyffZfS5plvYHAAm6nmapA8SNUBzU7HINGkssZ9LNijrDoYYoYicpoz2LcRDQoi9Qoj3bMv+IITYKYR4JzYlTasXQowRQnwkhPhUCHFDnk43JbqFxU8IoQKbgJ1SynFCiK8Ai4AK4E1ghpQyP1HZGSLXeISOWmQ6+hFOZf2z45OtRRQeWWPNm3F6f/9OZu6ayTMMjbwVD3V+Lct0eOmWMUagfF388oc+8jD18BDf2v8fHig6mWer44lhOki5kQsfr2f71oF848Q9NJW68fgjiOMUCj8xagKbunqpAqftf9tFbCRsxgYmG6XbLUj2v5k8Z3adr8R9mMvtv8c1LcfnOFnguDMUZac/1RbtY8rUhXGj1GRB7M5wfCa0pznC4W/vsTJ5zVjPkS+uwuOPWOdc2BRi1+GlGbdFNkuaR3gI7TTKY3n8EYrP0PC1aDTvLGDTDWcCcPnzC3l/YznqAPBtCaDoStw12d+/MKPnJKjBYUfVs3OHj2CLw8pKTBVb+fp1nRuGoUUUlp4lYWLmVlI7nLPzJ6vT3eGrD8VZ7RNdsXYousR8gp2hKM5QNFZqTcW7PWglcphWZDMe2NhWb+NxMPfZEdj7s1wze7sVlFiyRrbIbJOHgf8F/p2w/E4pZUrNnxj/uQc4C/gSeEMI8YSU8v3sG5oZugXxA64BPgCKY/N/wbhYi4QQ9wGXAQemqngMOQew2h6qZCQw0W1nbtOZVhcrG0s1LBXHHNHEB/vdfLMyt32eMz8mfNvFxA9g/ey2AyiLwI6exRUZ7uel3Q9z0voNnLRrFhU7HZSoLWz9qBT6K0R2qnjeilAailqj9VTWJ2g/gzWulF7iACOJmyQVEp+v9kIBUi3PZrtsyGAiKUl0V2aCiZcuNUhaqmPY3qGIS8UZji8674gY9YDHX7GckMfB2rvGA9BcUhCzxBhyGf23N3LGDauZefvfLDfftt13sZAAACAASURBVMZ/8YuflRpJORNcLJ1UxHWv7sVdUUGhN8KMW+5CUQTz7v0F4ZBk1fTxcW371+lT4XQ47d61BI93E94hUAYJgvWGULc7oPHcjcbz+6e3F/DbbyQOTp4Fvsct357Gj19aQFOjk3BIxeHUiYaM62papM++5gnr3DoC/YVrjeuaJnM32TvXEzA3oU54Llj9xSOs32k8x5kMlOPCQVLE35nzClh1x0MewzruDEVjg0173G9rBrndkmyXgEoW15dpIlbbc+g+FrsOQyVH4tf+NlLKF4QQw7LfOScAn0optxmHEouACUDvJX5CiCHAucCfgGuFEAI4EzDfqnnAH2iP+CU8k4lWkTYCuAcwTqo960pnkL5UpFPokpefruBZj4PpSQzKZ855mo1XjE2771n6hi5P7sg37nqlmBvfuYiB/oZW18mrUBjrnO1ZtpA+yy2ZNSqOoLXjgsnKLdNJA4Zsj5fJ+5Qt8TvnqscptgmZtzdQUrXUGbbFdQEALr5gPhsem25lAmsOBW9jGG9j2Ig3vM0gNUb8mhe3ohnrrdGZuKaB710jOe4nt3PJ5+fyMNDwziw2Hpv+fXnhx+mzdwGL9E16bAVXn9wYi4X8nvX7vadOY3rDY7T4nQQDDqJOhZFX+ln3YBFAXkgftBK+d/Y9RKlLY1hR8qFT8ObzKPh/T+blmAcKqQjf/tB8ytzth4Cs+OxRXt6jcsoAyceN6Z/3s695AndAw6knD9MxQwXsMaGawxgQRB0q+/sX8sqNo/nOTeuo2O23+qRW0meQN1Pw3a4dav6eiGTVN5Jt0y2ybzsJItesXmOTmUKIGbalc6SUmZT/+YkQ4gcYXs1fSCn3J/xeBeywzX8JnJh9IzNHlxM/4B/A9RhKp2C4d+ullGaP/yXGhWkDIcQVYBh1Cj0VcR/YVITP/C2fri0TiR/4ZNaYjnyoE2NBctneFdIoqQ1wyuyWpOskK7OUDN1FQDVf+OyjEioi/lhmbtvsOBPZyhqku++d9Rx2R0TcKls/9hlDvAxRWms8o/aYJXsMVDIk/pZYHg4M8ocqrHgpoUtCHgeTZxhB9GBY0hwBM8ta4qoPoqvCqO0bSwqapV+b+clkiGUXTGSuMpIz9PgkmEmPrWB/nZdwSCUcUlEcksWrBnDE6Hrmn3tBTscKR1fjUFwoYlSb3/6n4tK02/Y00pcOmZC+m99awE6/QoUbWjQ4plTnuV3zqAk4aIxAUwSr7vMpN66l0h+xSFo6D4/1vbKROEWTlhpBcV0wVqpRjyNrutL6/LaSwuQWvsT/7b8nQ2eSvgM9UG3bgBxdvQbmSSnvynKb/wNuwTBN3QL8DUj/ch0AdGlyhxBiHLBXSvlmLttLKedIKUdIKUcUuA0vcSYJEfl8+OzHMV9o+/5zPZY96DcxANi+LNlvSdtpW8cR0akPGbU8w/9s/WhMu2gBw1/dm1N7eyLmKiMJ/mkCs9YvpqQ2QIHf0HpTYzItide2vSy1bBNy0j2fifvorA4zXyQz3TnrisA7SmdQVfZCwvb9pRvsNJZ72N/f22Z5qtqkiffOHdDiyiSqmp70fZ520YJ22yxf61hsdqpBVYvfSbjJ6LJ1XaB4YOvHmccmJsKlnpOU9KVCPkve9RTMVUbyt//OZ2utAy2iENHhmPIQc/5TzO+WDeL+Z8tY/0kBfq31eXJXtRI1E3rMsqc5lbbepwR9TFMGClotuWa/5LBNiUlkdiSTfeoIoUvXD6XzYNm363LS1wWQUu6RUkallDrwLwy3biJ2AkNt80NiyzoNXZ3VewowXgjxOUYyx5nAXUCpEMK0Rnb6RTCR7MPd3gSpCV+2D3oyspEJqWtvvWQZpS8804/fn3g+83+WaHWG6pb7M2xxz0ZFfyfuS8/mk+dL8DaG4wKjk2Ws2eet/zMkeR1BZ3eYifphHd2XHea12lPtZV+tJ7t9ZWHVLq1pod/OppS/20mjnmDts8Mkdg2VhewZWhz3m+ZQ2Hpsv3bbIk68LeN2gyEs/p2b1vHfugdTrrOv1oMWUdBjMX2KInHUaWghEVeppDORqu5yZ8GMN+wq1IcXsvk/l7G7xRDPbvE7efO/Zfzw4UPZu72QoF+lvq6A0w8L8o2KVldrY72biNsRV+82Gfmyi7lD63veUOlBib0q469YbsTyxeKz7d+IdN4HM4whX7CHKtnbmupvqmVdDkXJbcpRzkUIMcg2OxF4L8lqbwBHCCG+IoRwAVOAJ3I6YIboUuInpfy1lHKIlHIYxslulFJOx4hqNk1RM4FuXfOno+7bTK12mezLjpQWJV2nYrefGUcECL3XanVesHgaCxZPY41vSYfb0t0xVxnJeW+P59ItFRTVh3CGtaQWvqRSBRl0aMkIvN2Ca1+Wr/ufCxIHMPkId7D/BeM6DnilnrEn78t4P6ZGXEcRdhsSL/X9Cgl5HCnlLuzzk2cspqguwIAdjXG/uUJRDvk4IYUcmLBoJbe/O79D7Szb28LXyy8DDKHelNANWReXO0rUYWQVO9wH5tkx3eCdhUmPxcvSJEswuXD6Ii6cvqhT22Gi1DWVS48KUOQClztKoTdCRb8Ahb4Ieuzaq6Eob9YoBLTWT+mm688k4lKJOtSYlE9rDF8ilKi0LHkALUVuLrt0P6/+fBRTn1yGM6zFeSGApBY++/J8JWO0Z+DIxNLX3SAUEKrIfsqgWxRCLAReAY4SQnwphLgMuF0IsVkI8V+MoN2fx9YdLIRYDRALa/sJsBYjyXWJlHJLp1yAGLra4pcKv8JI9PgUI+Yv9VC4hyDxI99ZH/ts9nn3Fg8jq1qQdYnZ570fs/QN4Cnm4xdLKfCH2xAVRY9Vykhh5U0WS5YYg2kfodvXs/9NRFcTwHx02G2sALFr8PSSsoy2t5M+k4zmMgE4NJ2Iy/jgLn3kIitBJ9V1VqISd0DDFYomvRaJCSRzlZEUl4Z598vk1UYywXO3nRMnZF1cGmbmuvjB18wf/5VvnLgHJeYHcTh1RKmgYliQw46sz/nY3QGTHlvBpMdWsOyCiday29+dz8MftSXTS+ZPOaBC0ceWX8aJ/TSOLpXMPibId48I8Otz93LUMXU4NB13QGP7tmLe2Se49pUF3LPFaPPau8ZbepHms2wmiKWLPwdY/VEBN765gE+2lFrrSEUQdSopCV+yZcmsgGl1+dohbt2VzGUFReQ2ZQAp5VQp5SAppTNm0HpQSjlDSnmclPLrUsrxUsrq2Lq7pJTn2LZdLaU8Ukp5mJTyT5109ha6DfGTUj4npRwX+3+blPIEKeXhUsrJUspQV7cvGxwIgtfe8U0kEhrTReAORNi2oog/vlYCgfgPR29L3EgG/YVruftLQWFTOO66ODTdInypyHq6+9uR+54o8dAZyKZ9uZx/IixCqUv67Wpi8ozFTJ6xmJvfSh4rd+H0RSktFRGXyhenVhpCzYpgf38v/iI3nx7fnz1Diwl4nUy8VVpEzzy+O6BRWtOSUYxastha+7wzFOXiC+ZbLuFZ+gZaFsmUCRaTLsneev7V/hpF3ng9tln6BgYWSr5x4h4KfREKPBpHHL2fp776Cg9/sTSj/W7YOS/rtnQ2Trt3LcsumBhH+gCuP346lxxlJEvsDTwEwEUr40vsjbh9I6fe3X7puo5idEGYqkL4stnJT4+dzrt1KsGAamk4hj8SPP9GBTv3FjD18PQxqUKXcdY7oUsibpXtR1ew/egKZv+8mYXnTeKmb02j385max1dbZu5ayLTkAjLIpjEUpc4WEumCNErYCZ3ZDv1snw7IWXvuKEVZcPl2JG3dMmxu8pK0x4S45oAK+4j6lQIeZzsG+jFW6X1WG2ujmCuMpJFV1+DryGIMxRNGfeViM4mZ+YxcsGBII/tob2266pg30AfjeUFePwRiuqCVtWTRLmJiFuluaQAZziKGjHqGrsDEeoGeOl/eoht7xQjVUFRXZANd4wDjDi9dNm9+bo2UhE8+th0q9a1OQ9G/WtTqkNzKHmzUv3m9QU0RmB0lc4Ov+DK155CGd4f5Yx/5GX/PQkn3LGBygFG5ne6snf5xJh5qwiHVIIBB97tQZSoQdwCXiejx9Xy/hcFLJ14vrX+pEuWtAktsCeGRZ0K+/t7cYailI+KsPC8SW22TabJZyJfGbjZErtM9ENTYf6yi9+UUo7IaqM8QAjxj2dvGHXNqUe0H6ebiNF/3cizH+4pk1L2bPN6DN1BzqVHo7uSPoj/2JkuBkvEM2pY/UprA0QPcXDRyuUsnnB+2v3NVUb2Omtgc6mb4rqAlSWXCQ7EPTePYSdR3al9mR4/GQlUopKK3c0ouqQkJtliaoeZz6fmUIi4jRiptBp1Sb73uu2Zt7fH/j7kA0KXFulLNa8ASxZnTvpqgnPpVzAr5e+3npAgGnxMZiUIuxsmLnmcFRd+n/rwQkpdUznpzvUM2rzfqgY04rYNbLohvVZoZ1Uo+aJ5DkM2vo4y/oG45Sff9QzRRjfCJyisDlmWbKEbVuWaACwZ/i7Qth+Ne59jz3nErRr9siKSPuON5R7K9vhxaPFl2lKJMKey1qWDnbSZMXyaUzFEy9MUFuixFkBF5FirN/9N6Up0G1dvd0OywO+uduHmgjYJH3prZwXgCmhEt0g+21KcbPM49CbSN1cZydjmKRT4I7gDWre9lz3pWUuGVDGNpjs25HEQcatWpQJdEYQ8rePRlQ9MIlssWjiVT789IG17DhSyTZZJR/p6Ai5/Pt6dfsZ9azjjvjVt1ltxoRHTWOqaysQlj1NaHgTgOzet4/Z35+PypBbjPueqxznr2s7TETzEd0Ub0jfpsRWEQypSFcjm1vfRfFaDA1zs3+/mh41HWduc+vs1beSI6vsVEplUQEOlUaN53yAfx4+PNyKddOd6iDxNRXWzFWtqd8U6bLp9yWJzsyFlySx39nrAvQ45u3p7F/PrI34kz7JMNt9TYbkYEhMYokb5H1coyrgxe/nnex3LTOxJWPjgtVx9ZTGDPm/o8fe3uyPxfQII+Fyoms6Khyaz49gKwCB9u08vo6XIzZL5UzpUC/rZaxq6hRC2Pd7wYEBpLMN4xO0bAXjuh2N47odj2t2uaZuTvUOLeeXG0QC8fM1ZSde7bOMiBk0K8szfD4xr18ThQwMcdUwdvsqIURYwFnfnDmhxVmRVwLWvLOCEW9cz6PMGoNXSXDfA0JlcdsFErruhnkOv1Fh//gtcf3yTVQlpwuxlHLKplik/qE/rxm0vEStZQlqq9ZKhO7w7feg89DpXbzp3TroP/MHy8bfcAWYpsljh76ee6sewrzfx7PuPU+jVcq4G0BMwYfYySgMRXLGC5304cJCKIWLrDGkWscu3y+6sa5+kojqEI9r1gzZnOHlAfiLyVWu3q1HbrHLm9U+x6fZzLdmVdPGNJ925Htns5bWbWone9cendl8/eOaBy+i11/Y9tkzy3YEBVng0aos9tLxu2EzCbhWhS7SQYOvmEgqaI/gaQlQF9luuUtOiPfnSBh7d0I+pTy6jf4WTV57rz6j60yiZ04Jz6uU8PX0RHnuca0KoQkfCFKxQnwTXbrr1OwNd/T4KpUMl23oNepXFzx7Ynsxyl8/4np4G+/UwY1MU3VB+d4Y1Bm5vpPZFF6HnoXmF4IRb11vb9uS6vPYqCtOfeoxxP1phWTm7uhM62BB1Kvgv9BKYUEjDSb5OO87CW+toKcpdXiVfyKa/8Re7OPX3bV2iPQ2bN1UidJmS9I2e+1Tc/Ks/H8Vrvz+LU25ce8DamClm6Rv45ok+Vn/xCDOOnM4zO1V8BTrFpWH2D/QScalEXCpSEVRU+6nc2UzZ3hZ89UFLGaBugJc9x5cyYGKIVXcXolRH2fZOMbv+T2X45hr672jEGYqm1OazI1l/lcyangrpdPc6E6nCPboECrm5ensZehXxg9SirMl+645IKhicJE4vcd1MkZT8RXRcIS1WtiqCK6QxbEttr/gQiRNvY64ykrnKSLZtKqawMYTHH+nqZh10kIqgcbyPPdWGu2vjFWM77ViVBTO5+pkH0JyKpafYFdBVwYLF09pfEbjzp9Xc+dPqTm7RgcGGO8al1NtbN+tc7tky39K7M/GfGx1xg83ugsJiyZ5hDwNw18nTOLpUokUUBlY1ox+iEvQ50RWBqul4/GHcgQiKLgm7HQR8Ltb/po7VP6pl15MenCGNsr0tfOX9WpzhqFV6zRVTFLDLrbQnDp/sb+L/HUWqUKd0ZDNZDHxXqwzEIVcdv17G/dK6eoUQ/8xgH41Syt/lqT0HBbIhau2Rv8T5TDSdTOunPdMXXeJtDKGrwpIPcA019tnTkzq+tvti/nBLOYd+uM/qWLtNR9TLYZIu/4VeiKSO3co3zvpsNWcBF18w33jGY8vT3XdTfsUset8RyJhYbqaZ8O8NMLKBv6337OSO9jJxAb4/rG3N5o8aP+P138zujCZ1CEesfYIjgL0zxtD/kTXsDwsKPBoFHg1VlTQ5XDQ6ClA1HXcgghnR6fGH0RXBhBt8zP5NC2vvGm8JkyerHGP2x4lIR7pSIVG6KNuBTzrLYrL5TEKougv5E4pRiSPr7XpZckd7MX4TgP/Xzjo3AH3Erx3kS28pm+OkI4F28mdB0xG6sPbh2xRgYunjVgZeT8UfbimnKEvJlj50HOYHR3MqVA4IsOWdygPeBlNXDwwSmAqGdIyIs1LZpVmyRcjjQOgy40FTTx9cpcMJt67n0A/2UTpb51+nT6XKeyUn3vIMir4uZimL8Oif4Mw5T6PrIqNkkAON/o+0ej/6F0UpdsGmutigXJGEPA6iDtUSWTblVpxhjXvuLObmQRs4MgXpM+cTCVqyvipTApVIzBK3O9BErNv0u0IYtXcPcrRH/O6UUqaVexdCZFaH6SDEgSJ76Y6fLfmzt7mwKYS30th+wqKV7NviRhkkeOHHZ3deo/OMP7+zAF+92iUxfV19/1MhU6X/jsD8iOmqYNtx/TisseGAWftS4dHHpjPx0qX46tsWAlJ0yaKFU+OWPbL8YqCVACZ7n759szEf0WHlonI8/ghle/3UVBWhDBeMemD1QSmObmLK1IUMB66/O8A3K4264JNnLEYeXcHgrfvZN9CHMxRlgGc2gep1/OHS3V3bYBsi909B+6KRRX82npfJoR/z6/+ZxpUvLuDoUsnaWg/BFgeEjfdccypEnQrE3LYOzfi7f6iXw9/cm5L0mciW0GWDdBa7gwpZlGCLQ+8y+KWP8ZNStisHn8k6vRmJMXm5xN11JrIJGG5Tl1aXvP9iOb98dQGRiIK3MYznoxBnznm6s5sN5Cep5KkXKzssyZPuHnf3+58MyWJI89lmu+VCcyiUDgpR+6wrL/vuKFY8NNmK+4s647s/swxbIh5ZfjGPLL+YeY/PsJaFPA6CXifP/t04r198fTojztvPERc2E73QTXCAC007eC0Lps7eooVTueyvEX51az9GPbCaU25cS8jj5Ee/+zNfHlZGwOtk6T90Jl2yhMGf1fOHhwZ2cctb4bxyEZ4/rbbmfYqhdRoMONjaaLh8RUDHFavtbLr3HbZ6zoouOfyNPda7ddASrj50K2Qk5yKE6AdcDgyzbyOlvLRzmtUz0J0/7nZkYvmzw17tY+D2BmqbVVbPOI+zNz2BMxxlf21hp7bXRDL3l9w7B4LNaEO+RvgXf+Nc989RNZ31l7+LOOq3bdaP1IuM71NPuZ/5RHuxox21Djo0HdfrYQZNCXZoP/lEMvevEpVxy1PBtAKCYbmyaw0eWSL54dfyW0nDjBEMRp+kQD2w2nUdgb2u7FlDfsBZf2/9bcrUhczSNxAfzbiEwsawpePXnWDvh658cQGlPqgokDR94cTrD7fGRAc0S/wY4itp9Eox5J4IoeTo6u1dJr9MdfxWAi8C64HMhKl6CexJEz2ZGGSb/AHE6qJq7Kk2pDcCXqdRMsihcNq9azvV5Rv68/dx/2Q6+ubX+fh3H3Pk9YNRTj6Dhwcu5pLdF/HduxyUaT+hX20TQpeMfPB/WP7HhYy5px+vnPE84htG3eaKYUH0D9Ofc0++r52N9gYNmaD+a16KGjueMNEZyITspcLSRy6Km9/wZwerPct5Yk760ofZYJa+gUmPraDmrQLcwSfZP9DLpuvPzNv+Owur70kdF5zoUgdY9vCFndmcdmFPwrHr9yXi/u9O48Y3F/BZk2HdK/BHLGUEh9YaTmImkNlDafqsfd0ASo4xfr2L92Us51IopfyVlHKJlHKZOXVqyzoRubjregs5yNal54joeNe1cMIdG9AHqTQMLqSwPsT/Tvmy09pYF3qUCYNnM+Keck5+7WyW/e0iQqPGgKeY8S0zkW+9jR4VFDaFUGNxNP13NHLZFSpD39rHVf6jkXX/BmDyzH9Y5cAS0d1dsj0Rdjevrgq2HtuPtT9s5sjBbePqegtMoiB0ia/BsGxefMH8tMkkmWLFZ4/y5Qc+ivcHcQc0hg5r7PA++xCPxMzrmU8clnb9KcNb+PwLL96msKXXp+jGwMah6XGqAb2l+lOvgchRzqWXMb9Mid8qIUS3jlAWMnnMUk+KvTqQyOY6qJpO2Q4/kXpBaUUQjz/CT5dUceWLyWOicoUu13PzWwu46NcleJ4PcOiH+xi0eT//eaCQ8x52Mm5JhKkLKzjhv5M59N1a3AEt7r46Ywkcny32Eiwusfa7v39b13Tfc5B/2BM6Qh4H5T+F6RP30qzVcdO3MtOz64kwScOS+VMIeJMPMnLFxK9cjMcfseJuGzY5OeGOnpsBPOmSJSmXp/qts5Fo2dv50M606y/4tJCdXxRR4I+galGcYc3qf3qyVFSqb2QuRpJu+/1VlNym3sX72tXxawIkxmn/RggRAiKxeSmlLO78JmaHRDmTLn/QujEyceOZH3FfQ5DmUjeN9W70oYL+7zbyZv0A+G7+2nPqPyWD3nZQEWpuJfFRibcxjP5Mi9EeRVCpNySNmTF1CX31QR76SOOqY4xOfYGtoHvf85Ad2ns+kmmEfXl6BQ9O/4JBheW8treZAZ7up8/WWfD4I4y8bhUDVMH2r1bkZZ8tlW58DSGUqKSwKUxz/4K87LcrkMylu9N/P9B9xCGGLn8qIf6wFbPWL6a+rpB+O5rw+MMAqDbx5e5M+nLRj+2s/XcZcnX19jLm115Wb5GUsjj2V5FSemzz3Y70JaJHPIhdjPaukRI1RrI7jq0gUuTgpgt2UVhrfIQGb2tg4pLHc8u+1eJLNP34pQVUbarDHQuQTlSvN+fN39K1V9V0RlUFiOiG9pbd4ncgpEwOZoQ8DgZV+Sl3GyXTRlbN7OIWHVgsWDyNATsaUSM6X9lS2yEtQDuaS4zrqUQlroYIp/3m6W5Z5iwXVHmvZNnDF3Z5nF8mUBRJy38UI8wkoseRvgOdwNFbVAYOKHJ19fayz0ZG1FcI0ca3kGxZH3oXzNGrKxRl2Ns1uNxRNu5y8Nxt51B3nA9VixJdr/PJq5dlvW9Z+1nc/IfvlxnxerbOM7H8T3uTCUWX/PTG/vzf+/sAuOo3twKw7bh+fHTyoD7ylyGyvU66KtgztBiHQ6ei4Af4nJM6qWXdG/Zg/nyUi3v9upH4jtMMkWlVUFRvlB1UIzon3dla5uzUu9dx0p3refijjscW9qEtrnl5AR8+X0ZhU8i6x3bS19nWvj4i14d8IS3xE0IUCCEqgEohRJkQojw2DQOqDkQD+9D5SNeJ2MnfkJf38cayEiYsWsmy2V8YSvVhjf/O9TB5xfKsjikG/jBufsPl7jiikUsnahJAJSoprgtQlRDaN3xzDUe9XM1nxxz4ChI9DbmQ44+/NRDf0dpBrV+XCKHLvFj9Vk0fT+W5YSIuoyiYokuK9wcp2+bnlBvXMuI2YxzuqNN4+NncXMyfnD2eph93rch2d8VlGxfx5puVVFT7AeO+mgLN5ryJXMm+PUY91W996CBMV2+2Uy9De2d0JbAJ+Crwpm1aCfxv5zatDwcSmZA/R0SncmcTLa8rTJ8/mIDPacTVKQJ/c8eC2p+v3pFXkVNV07l7XQXP7ZpnBW+bhO8rW2o7vP/ejExJX2IGb3m/AG53lMUT8idn0hORKBET8mSqmpUe+2oKOOHiZib8qLl1QBbQKGwKo+iSocOacAc0mhu7h1h2b0KJR4e9RslHR0S3sneVqGxT2zmT/iuVKzZVgmIf8gSRA+lTFMNF3IvQXozfXcDhwB+llMOllF+JTcdLKXs08etz97VFRuRP0ymtacHhbO3svI0hwiGVX72We5bvb+8fmNdauoouKdwcRBHwedMcY1lUsu24fgDUVBXl5Ti9BXqs6kC2pE9XBWG3ytZj+6FHRY+v65wv2EmxKxTNi7TL6hnn8d+tXpa8VE7I40BXBBG3asS+eiU1ezxIRVBcG+CMG1bznZvWccIdG/jzOwuQW24G4IXqebxX9yA7/fcj6/6NLtfzXt2D0LiYI9Y+QdG9z3S4nQcS+ajukwm2bvdSVB+ipdgg1aZrN9v+qo/IdTFyie/rhVyh3aGolDIqhDgfuOUAtOeAoe/lyx5ClygY1rTzRjRw1czpjL9iOe5AhPJnG3nr/SJm7F/KI2Mmt7uvRPTfkT99MqFLdKdCyONg2WdO6u4w3GPepjCugAZARXVzX9Z3DNkOguykT3MoNFQWMuzrTeypPjAVXXoCHn1suuXiFbpsUx4uVww7xM/bq1z4AhpSEWhOxRBW14170ljpoWRvC6oucQc0CGg8taycp6PfBp4G+hP0OXEFNCIuFXcgQtV3Srn2pEZGbL8Dceh1eWnngYJdiiVRjy9fOPmuZ6jcEsWlS2qqSvHVBynwZ0/4+tANIHIVcO5d5C/TK7BBCDFJiF529n3IGmZ5olX3+Rhx2wZCHoe1rLSmhR2fFzFm3qqs9+sOaHkNjnaGogzeVk/dHa2WyQJ/2BJarZlQmpeqFD0d2Vj4zElXDcIRcamEPE4qR4eZx6w6XAAAIABJREFUfnwLXzu2rpNb27ORqhZwNrjr5GkMPcWPoktqhhbh/pbk0JOaAVg/+xyOOHo/Qa+TqEMh4laJuFVr26hTwRmOUtgYRolKSmsDePwRtm4u4dZny/h7w6CM23GgLG3Z4OI5/dl8yoS87nP03Kfot7kRzamw55gSCrxRvI3hjLfvs/B1M+Sq49fLkOkZXQksBcJCiEYhRJMQoldKyJsfwoOVEGTSSakRnbK9fr6ypRZ/sYug13B/OMNR+r9YjxZR4rINM4Ej0rklvUIeB1GHSnNpAR+dPIh+K+v55HsD+zrlDJAYy2e6hEMeJ/uOL+KO7+3jOwMj3Htq7xVpzhR2QhS0iTmbcWD5cPnOP/cCmo83LHvf+VozXxsc5tWfjwJg4XmTOHnsPqq+20KkyEHErRL0Oq04Q7MMoztoiA7rqqCoLsiOz4vZ2iiYtX4xM9e1L6ScqWXtg/0P5H6iWcI5eyHH/Wdl3vY36oHVqG9pKLqRxFFcGuKlq0d3a62+PqSHQCBE9lNvs/hlFHUspTxoAqLSZVYdLMjEEqZEJc5wlAE7Ggl5nNb1cmg6Zc83wend45E541bB0tdK6LeyHndAI+QpxtUQYdfwUrzbgwe1uzeTwU0i6dMcSquL0edk1lk1/OHNIq4+JkC/nqsrnBckWsFULX4wo0b0OAtcR/DcD8ek/O2vJxkE/IwdawjUqLi8Ejyg15uE3WG4gTEGXGG3Sr8dTWzbWozXGyEQyE8yCsDRZT1TvPvy5xfietsDQNDroqK6mfrXIaWycwIO1j6l2yNnAefehYyvgBBivBDijtg0rjMb1YeuR3sdlymb4g5o+OqN+qSmtpUzHMX1dpiJSx7Pe7vsLseoU2kjnVB+ncJHJw/ipFsE/7fYw3l/eoSnz/qcuxep7DmvjP47Gi0XV9ShHLQddC4afXbS11xaQORIJ2OGNjOwEI4tz17LsTdhrjKSmauO4Jsn+qxlixZObZPR64joebH6ZYLnfjiGJ6/bAYAWUag4PEjEraJqOroq4qSaVE1HbIpSvdNo/5h5q5ixZukBaaeJ+96fz5wPukaD8MEP5zNz3RJOunM9Y69eSd1cFW9jCF99kLK9hoSLEpXt3rs+124fegIyGtoJIW4Dvg2YT/01QohTpJS/7rSWdWMcLFaiTC1/iYr1umKUTVM9mUm8fNLwL3TVi5rimtqTCcz9hzwOFF2iOVSK6wIAfHp8f9Q34StHNLDy9VL+vdzFEYEZiJ9IIMrae7YjD/uUmf/4JgBle/wHzb20I5fMXRNht4PmUjfNJW4uO30v971fxKyj/J3Szp6ESz4/lze+/ywnvPVk3PIl86cwZepCnKEoAJpT6fSwBju2Nwu0iILLHWX/x26rMo5pjVQ1HWdII+pQUaJRyj9spmRclMMHhtlW0/r+XrZxEQ+eOaXT2tmiPc4XzYJgtNMOkRLP7ZrHy7vc1C9ROSRQGy+vYhNmLqltSbmPg60P6bHINWbvYHT1AucA/yOl1AGEEPOAt4GDkvgdTC95OvKXqjKBHrPGnT48yOdNcxhWdEXaYxxRcjn1lY9TUd2cch1dFVYyQU2Vj3uu+pKfLaniwZX3cLP3QhRdcvi7e631B9DCAFrvVUuRizG3DSFw1GEMce6zYq6S3cuA14nHH0nb5p6KXGNXdZuVNTDUTUV5kJMHBNnpczK8+PI8t7Ln4eFhT6WMe7MTPTOu7kDh2V0uVH8UGnQKYpnAznDUeg7sVUaMxCeV2nUuhl8cjsvOP65f7oxsnmMUui7jrs/f/juf92tVDi3V2emHQ3zQ3yPZXKNy45sLuOlb+Y0X/f0bC9jdIih1S0YP0XjobS+KItlf5ya6qQxfQxBPKBxH+CBzTb4+9BAIOk2eRQjxEDAO2CulPDa27K/AeUAY2ArMklLWJ9n2c6AJiAKalHJEpzQyhmyCOUoBM22vJB8HF0IMBf4NDAAkMEdKeZcQohxYDAwDPgculFLuz8cxOwMHo9XIRKJivRKVODBimRYuqmDl8FLWZRAXs2+gNynxs6xOiqBugJejvt/IIBnkq6XlvPDjs+HHZ0NMNiPdPShsClPfz5AbWbB4miW1kezeefyRg/qeJoOutGbyFng0zv1mIxUFGu/uO8gD+2JIl+xgl3ZRohItT9Iu7eNZVjzeD3dAswYzUdtHz9TN1BUFh2YQO0cggqpFeX5FGZO2r2DaN1vYUi84xJt7K2ZqbRO9lj3bH4DPdoYpqW1hp9sRG9g50Ec15X6wJJi8YjnNG73oimDnCMH3Btfz2aclHLKplmI9klOd3b6+oYciZ4tfRms9jFHY4t+2Zc8Av5ZSakKIv2AYy36VYvvvSSkPSHWBTK/An4G3hRAPx6x9bwJ/ysPxNeAXUsqvAScBVwkhvgbcAGyQUh4BbIjNd1v05k4gVwtRyOPENVQy45Q2g5uUSLQexiUWKIKLLmvg26c9yP3fnUahwxAKzqYc1uBt9Qx5fh/jfrSCD04azCPLLybqVIg62r4G+bqn3Sk7vCNtMaRBHOiqQFEkm6odFKg+zhjczEu7H85fI3sxzOc52fOWbzRFlvKr16pxhqI4w1FKawO4AxoFMUt2axKbbkyxkI2w24EjolO2t4U973p4vUZwXJnOmVV+5n+Sn/i7GWuW0m9zI1Wb6hi4vQGPP0JxXYCK3c3039FIi9/JrPWL83IsAP96BWcoiq4KggEH8972UuDRcGg6joielvTZY4rzUXe5D10MkauAcwaJcFK+QKtxzFy2TkqpxWZfBYbk/ZxyQEY9kJRyIQYxWw4sA74jpezwmymlrJZSvhX7vwn4AKMG8ARgXmy1eUC3LweQTdWD3gphc5O4AxEqn2/gyZuMLMYNO+fxyMepPxyv/f4sGss91nyy+LLDijUO2fGDDrXRGYpSUd3MMS/vZOb3H8EZC2yH1tjBz0b3J+JW83I/e/qgwJRvAazyfM1NLsIhlf/s1tnaWMApBLu4ld0fdtLgDmiM+9EKxl6dP+mRROxuqee1FaX4GkJxzzgQR3TMeDZdFaiajjsQQdV0XCGNATsaeWl1Bc9VK7xY7WX6EdOTHSornHHfGpqXgMcfxhmOWoTTnFyhKNoKDV0XXP78wg4fb+zVK/H4w7gDEdwBjRa/k68OCeLZEmpD+DKpxCH7PAE9G7nW6jVe35lCiE22KX0MU1tciqGingwSWCeEeDOH/WaNbIaeClAL1ANHCiFOy2dDhBDDgG8ArwEDpJTVsZ92Y7iCk21zhXkTguH8ugeyRV82VzzcAS1OumJk1UxmHJn+w/HEnPMJep1xpC/iUvEXu2ioLGTDTicjq2Za69eHO/5hSISiS4Y8v48Fi6cRdSrMW1qZ03662yAg1+ocYFwTR0Qn5HEYlo9myScflHHfSyUcWRJGfvhhvpvb66CrojU5STWSn8yEj87A1PsPs2r4OkNRFN2oKesMRRG6xBnScIY1i3CZbTH7MDVWi3bg9gY+XOyjJg/cfsLsZfR/sR6PP7171dMcoWali/eeq+jQ8W5+a4GRZBaLsVRPVyj0RrjpW9OsRA2T7NkJXzoCaB8I9aEHItdavQbzmyelHGGb5mR8WCF+i+HhTGX9OFVK+U1gLIbnM6/8KhEZEb+Yb/o/wG+BX8amvNX2EUL4MCyJP5NSxglDSyklBhtuAynlHPMmFLi6h25cb0FHLZiOiG4lSJx4yzP8Y3NmbiLfTKjvV0jYreIvclM4Q+C7ENb8w8cfg5vi1r16SuuHM9tas3bYt9McCgsWG4HlCxZP48GtdXGi3smmZDA/oL3BEhzwOo1YMNUQ/3VoOg6njqpKdvgd4MiPNl1vxsffGGA8C6ogEBN2TpR6yQdGz32Ki1Yup//2xjhypUb0VrduTJDYhJ3kmANYRZexjN+o5R7O9B1OhlN/vwaPP4xD05MqASTCVx/kW6NqMxKTToXdCUm40ahg4xVjAXKuC27WR+5DHzKFEOISjKSP6TE+0wZSyp2xv3uBFcAJndmmTHue7wNHSSlD+W6AEMKJQfrmSymXxxbvEUIMklJWCyEGAXtT76EP+UZHiIo901eJSlzRKIe9V8Nj4Qo23r2cJ+acn3b7uaMuYu7okUwMzubNmmb+vcXDRUcHiehBHMHMHj89wVqV+JtUhFVmzkRzqRtffQh3QGsTNygVgQ7sHlZi6RbarTWWK9RG9noLTK1GPVbxwXT3RkLGx6/a74Rw78yAzic23TCSkdetot/OJtwBjahDobguwNnXPMHau8bn7Ti3nLuXXy0fRGHM/a5q0bjkDRPJJJgcCYLTZka/Q4vy4keFTPtmajmTdBgzbxVDPm1qN4nC3ne4QlH23OegpsoHo3M6LADbj65g+OYaFE1H2xBi4oalePyRlNJRqdpj1ltWdMm+gT4Gbm/IvVF96Doo5JbVm2OXLoQYA1wPnC6lTPoCCSG8gCKlbIr9Pxq4ObcjZoZMXb3bgMxE2bJArPbvg8AHUsq/2356AjB9ejOBzguG6UMc8kFaEl0lSlQy7IN9+BqCTJ6xmMkz0oeHmhmSI6tmMm/0hYw7dAYu9RyU0ffErZdJ4ftk1jmRxBrnq09NKs31B37eQNkefxzpS0xASXX9dEUckKD+fENXW2OaPM1h/MUuCpvCFNaHKPRqNEUENPbp+GWCDXeMs2JHVc2wOIU8Dk64Nbvyhqkweu5TXHvPYNwfGDFtzpCh2ecKaUmfTVPE2Yxbs8dymgTNdBXv2+Sm1K21OWZ7OOXGtbj+E86I9Nn/AnGyM7ng3lOnxb377oCGtzFsuX4zQWJftmDxNNbeNb5XDe4OKuTs6s1g10IsBF4BjhJCfCmEuAwjy7cIeEYI8Y4Q4r7YuoOFEKtjmw4AXhJCvAu8DjwlpVyT71O3I1OLXwvwjhBiA2B9IaWUP+3g8U8BZgCbhRDvxJb9BrgNWBK7cNuBCzt4nD6kQWd1YsmkXtwBjYDPySLfWUxpfibltqWuqe3uP5sO3ETUqeS0XSpk4y4SsY/rgY4Fzeb+JpZoU6LxunMmEYg6FKp3evnu9/YhvN/Ia3t7M3YfWkL/HY2WFc4d0KgY0TFHys1vLSAqQYuUUVIbiIvXM++hI6K30Q9UI7pl/TbXTwZFl8Z+sxy3TFzyOFWfBi1LotkWO5K9PyYZ1RVB0Ndxe8PuQ0sYuL2hjUWzI+iL5+6h6EQBZyllso/WgynW3YWhj4yUchtwfPaNyh2ZEr8nYlNeIaV8idRG1JEplvehB8Ls4KUi8DRHWDXmEpbNWEzTKC9rZmZfAfC03zzNobZ5mWDNs3/Q7P/nk/TlikTX8IE4VlbbJPlAm9ewsDFsWVqDAQeDCw9lv7OG8ry0tvfDXaWzL+LD1xAyLHExMjbpsRUsu2BiVvsae/VKfPVBwm43EbeKLxKg/n+8eD8IUtjUNmvVhLk8kfQlDkrM9Qyrr84bNQ5OG5R5+/a/5WKgHojblx2pBk3muxxxq/gqW8MI7tkyn8+bhFWLOBFzlZFt9BQ33TCSEbdvZK9ezODP6tsMRrMZuEVcfbF9PR6dKODck5CpnMu8ZJP5uxBiWec1sQ/Zoo1LJ0VSQlckHtg7WndAo3x1I+dc9Tgn3tJq/Tvz+qcYe/VKq27nXKXtGEDRJR+NGEjEbYi+NpZ72DW8lJDHYYjAqqINGexK9CQdMPtH2iQmQpfsG+TDoUWJuFQ0p4KvKMwbNdU8u7NnnFd3wMYrxhJ1KuwdWkTA58LTHKF6p8+qkZspxs1/ggJ/GF01YvBqq4ztS98x3O5qLHkhWdiFfbmZyKHF6lYnI2hm1u9Of+b3edIlS+i/o9Goh50F6bNj5/HlTDrFkEXbsHMepa7066cS0d50/Zm0VLrREkItsukXZMxVDNlph/ahmyEXN6+i9LqSbfkKOhqep/30IUckErmuInaZIPFDVFrbwlfer2XyjMVMmL2MwqYwzlCU9X9UOeeRJ9t06HsuHsutT93LEcfX01BZyL5BPgI+JxyuMHbhv2ioNCp05Ls0VqKYa7Kpu6Cj9z7sVuMsHIouqahutjJT9UqVqkOaefxzFz5nFxRY7cHof4zhjq09sgjNqVB1SBNVh2QnR7X/Y7clPhzyOOm/ownNqeAvduGKlWazQ9hInflbU7mHiFvNSIrKoem8s7mMt2ofSrvemHmruHD6ItwBDVdMPDoRmRKuqnfrWLCkkolLHud//1PCxh0qdS0Kl21cZK3z+jfPy2hfr183kh1HlnfoHfUXtzLP7tiv9iEDCGHE+WU79TLkS0+g600qByl6ageUWOdX0SW6Lq3sQ6NuKPjW+Dm1fh0vXd2a2jfg0acZAJwMcG7Cjq8Yy7onl6EvEHnVScv2g2G6kezbaU7FkpGQioBOskR29JkwrEh6XHxf1KFYFiJPc4T9gUIu+mqIf71axF9O7Ji++u6Wf+G46jEq567t0H56Cv42poYpn36F7528lw+3uNn3SgH68PbdiOPmP4H7mSABr4v+p4O/1iB/RuJCBEfEEGAOel24A5E27ludWIa6KlB1SWFTiIjLYen8QeszmgxlLzfxyiluvhmTtkzmWg1+oFBpe+8yielLhPl+eJojHPrhPvSPjWew3q2y48hyHF4JZxrrnvDWk+3uz8QrN47m4gtyk6QRMS3LfcF/89kx/Rn2wT50+mL9+tAz0fuobC9FKi25nopEImV+oJSoQf5aS0pJvJ8Gmf7UY/zy1QUZ7XtPdWHK4+Sjre2tG3UqbUifroq4D6qZ6JFP5OOZ0JxKXFZn4v4iLodFBhvDCr++LWnsclYYWHj5QUP6AIYXX87rvxnFV7/zIBG3alSUaE6fxDDx0qV41gSsqjgN9W729y+0CImuKBZp89UbUi6mdJEdYbejVdA4olPgDwOtVVmSJYGYcIaiPLmpxCqnlsy1mm9tQjMxBYzQkEHbGhB1ucfpdsQL0FjuoWXaYoZ9sI+wW7USUPrQk5CDtU9YAs69Bvkifr3rqnQjJLpvewMSCZH1v90CGG2NP6rY3Ux4UZRt9zk4+xojxyhZ3J+JihcbrY9FR+P72hDUWAWGVJPZ9pZil/URTJYsYe2vA/e0MwYBZmUHE6ZFCVqtmI1lBaAIdgfgmNdm5eW4ByNm6Rv49qWGtFfJruQaeeOvWM6kS5bEDRqaSwsI7xD039GEohtWPldIa2N9MkWY7fMefxipCEIeZ5xYs122J1Wcn6JLHK9GOPOQ1LIuzn7Jn/NMyqGZSDbQMs/f4w8z4ux9Ge0nGRLj/LJBxe5mflY80xgc6ZKZ/+gLcehxUDpUsq3XIOu3QAhRJoT4esLiX+WpPX2ge8fn5YpM4uAUM+A82vYjYVYRKKlt4cLpi3jwt79k+lOPsXbHv9vsJ+zOzeqQTbyergg0hxJ3j+wfFU9zxNAhs5Xpsh8ncV+5TJ2BZOduEghV03FoUUprAxQ0hRnRL8IbNU2Eok91SlvyjeafjOrqJiTFkAtaCBW0PrNjr17J5BmLuXD6IgqbQnFkXMTkdCqq/Si6blno6vsVxiVuJBMuN2HW5LXH9iWrppGMqDlDGgVpvNKOz7PX+kuFxOOb5HPXngImPbYCWX0vk1csZ8aapXHr1V+ZWvG5I1U3TDkqR8SofPLgL/MubduHzkYu1r6D1eInhHhOCFEshCgH3gL+JYSwBJellOs6q4EHC3oj2csV9mxDE3brhKJLBm+rJ7woym/nV7XZ3hXSsrb0mWRHcyqEPA40p2K5bJPBdKPZ75tpOfEXu9pYMq2kiDwnnOQbqTJBFV0SdShEXEbWtFbuIKAp7G5x4FYTAy27J5x3/byrm9AGN31rGnU1BYT7OZmwaCUTL11qEb04Yhb721xaYMTzaVEcEZ26AV6UqKRsj98a8CSz/DkSLH9x81GJlqFInyOic9rgQMrfU8XVZhMuYQpLQ1tLYcSl4nLpHD40wN37StBXamzfVswJd7S6nUvvuhq5+Q9J993RmDxdEVY4BBCznua/9F4fOgs5Jnd07247a2Rq8SuJ1dA9H/i3lPJEoHsOn3sgejvZS9XpJyNBqTIMU1m7hn5cx8jrVqGv+ZG1LFkmYap22S1cmlOhsdyDf3QhUYfC9q9WtLV+2SoaaE6FlmJDQy0as/7pirBqFCeek+WyV7tfFnB70BWBMxzFHYhQ4I9QWB3ihWoH/60T3PxWZrGXXY2uJKjpsmGXXTCRoW/tQ1lnVLgo8IfblP8zq740l7iJ2mojl+8x5FtMN24iWYyryJEme9ceGmFOqZ7PyXOHcs+W5EkSvoZg0uW5DsQSt9ecCof2C3PmYI1H1wzEGYoy5Pl9DH9zr0X+wk6VxqO+mnS/uep4Jgv5MKWk9vf35rTPPnQB+ix+QObEzxGrmXshsKoT23NQ4WCw8GVLblKRPvNvImFSdIlvRJR553zMq8cb0g7ZdO7hWOcddqt89rVKGr9ayN6dhewaXsq0C2vZely/NgS1NfFBIepQqBlcRN0Ab6s8RsxtFqeHZ5LLHlq2zR5jZlacUBT44PNC9gXh2ld6Bvk7UAhHV8fND/Wlfg/G/WgFuiqIOlTrObEPJgyC4aRplJeyr4dpLnWjxcif6YKHVnIYl8mrpK4Uk/iMpiJndmugrgpK3/FzZEnywZWpddcR6EpqYWVHROfVd8pYvcPBsLdrWhPCIjq6LpixZiku9RxKXFOSbx+7VtkmbFnxu7Fkms9P7me51gv8kV7Tj/fEspJZIVcdv16GTM/oZmAtsFVK+YYQYjjwSec1q/ejt3QU6ZCuc21DplJYKuyTtFnMok4FXRVoDpXIi5J+n13C10eFaPlFdhXdI26V8LkFzHp+nvXRWvPR7Tzwsx0cWRLl2DP2UT+uyFrf/hFsLnXjL3IZMXDHCPqfF6JmcFGbuL7E5BzNYWRg9hTLn2XljEqc4agl6Pv+FwUsO+QVSt3w9XLJwx/lJpXRG+FSz4mb71eQPAlmrjKSlm8UsPP4ctyBCLqiEPS60BwqNaeUUHt6Ccv+KRnygyCHH97IyikTaCwvsOSOEmP3EvuVZKQv03g+0/Jnkn5zO1WL8vQOB/98r+39DnhTx70lPuepnvtILGM2GVRNp7HORX2zw5IcMnH423v4yTeb+cfm5M/hxEuXpj1ue7D3WcNerqGx3INDM2ohd/d3OFOoeSxr1z2Rq6u3d9xfExkFJ0gplwJLbfPbgEmd1ajejIOB8JlI5y6yl4NKhP0a2TNKzfUNIqig6Ean6w4YrtXCvxmhpp/cuZ4jXtydURv3Di1G7lHYvSvMC7eOBWCu8heYt5BZ+gbOGmKsN/7F5UYJqfogDZWFFNUFaC5x89Mpexl3qMr+UCOHvLaZU9znpTwv+0c46lAg9qFWdGmNwLpDlRET9pJ3JowPv46qRdm+tZw5R32daw7T+cs7Cn4NLjmq89sV0dfgVMZ0/oEOAGbpGzAp4TlXPU7Q68QZihLwOqmq8rPwPKObvffUttsK2wApcdCUCqmyyzOB5lQMcqkKNj1ZxhlXtM2urakqwtvYdnmyfiDVs+5pjiRdDrFEo4jObafu5xcPFrX57U+/K+GiXwZ4oXoepw2aCcDouU/hfbHF0CuMtsYOJmtjsuWa07Ds262Zu75SyuDP6oHWTH81f3ktfehDpyLT5I4jhRAbhBDvxea/LoT4Xec2rQ8HAzL5ENlJX+IyEQtUv/vvJby2dy5Lt85Hj7YNuE5mWdOcCmV7W3j5mrPiNMlmLh/Wpg1PzDmfC+/5J0sfuQj1JMHJN0QZcnQz04+YTolrCmXuYpRTRvHVU/anLZlnwh+LDYy4VSvxI1U7uxptsitjVqCCujBPvFnMnf9V2LargI8/LkkZ+5VPRPTkcWQ9HavvMYSw1941nhduHWuRPjt+8p8FVH1an9KVm61bNxuZFZNUqhEdd1Ajosc/pyNu22C4pzs5galkSJjv/2140qSKAn+Y++eWM6gwbC3TPjCSThya3uZ823vXZOz6ugPxCWMDtzcAxnX1NEfyWse3K4wDB41BIucYv96FTM/oX8CvgQiAlPK/QPIgij60QW/T4csGmXxU2iN/lkSFLbHCGW6VVQBDY+vOawqY+3cvJbtaaKgspLnUTTSWpdtUWkBTaQHBmCsq6lSoHVnCt2a3zVCUoeRDd5Mcrpo+np8dN51lF0y0fitxTQGHi998u5HGck8bqRez3boiiDoUS2TXjNWykz9IXh7OXN7VMK1+3qYwng0BXn/UR2CdQG7WeXJTCSs+69xapoWOjlUK6c7YeHv6BJRXXxyAQ4vGVdtoD6ner2yty/ZMVmcoyu6EV0eN6HxjZC31lYVJtsbatiODGyUq0SIKf7t8Jy1F7rh3xmxf8f4gL8RE3E++6xlKalvauIVN2K9BsuvhL3YllZcyYwtNa1/Ikz9pl66oBpLJMXvF9yvnkm294NxtyJT4FUopX09Y1mfYbge9UXw5F9gzBVN9bOwWiWQyFvb11FiNUrtemRngXVrbwv7+hay9azwr7i3AX+Qm6HXhGKNQW+VDn+Ai6HUy5S86fxq/h5u+NQ0A+cmfkZ/8GYB/T/0yaRt3+u9Pf6LOsVR5+/GTXzWx8/Ayq20OW/C93Z2kxkpsmc+JFrOWpLKYmEHm3YH8OSI6FdXNeJojVOxuprguQOhwF7ouaNG6vn29FQO3N8ZJprT3wW6P7GSCRGkfVdOJOhQ+bhBWUs+E2csYsnU//TypJV0S0R4BtP9m/7/sZaOucV3/wviwkNi7sfewYgBGXreKQW/vNxKRkpC3TKx93sZwyutlksKQx4E7EOn1iRHpEu96DPqyeoHMiV+tEOIwYjV5hRAXANWd1qpuhmQErqsEdnsD0n14khFAc7KL06qaHkf67NsP31zD2dc8wan/crPygUnsPbqY0AYjaPzEI1pQNZ3xQ/pxYvng1jYd8WvEEb8GYnFXScpRVXmvbPfcCh0ljC2M8PerdsUB43lxAAAgAElEQVQFuitJSK+ZrWknue09N3ary4EkgImuQaFLmkoL4to04JV66mr+P3vnHedGda7/75lRWa22eXfdMS5gBwIk9N5CxxTHgCk2DpgAgUAKXMKPGy7hcklyE9IuKQRMMSU2NhAcejEmlAAOgQAhgDFgijFu25tWGs2c3x+j0Y60I2lUV7urx5/5eDX1zMyZM8+85XkDTKnJ/5vwie2Oz3sfIw0H3riKQE/E0b3r9IFkr7VcSGh+lbq2EK+uambD5irmLH/IdInqkhdX1PPQbaem1AV02x5re6d+PvGCKD9+qplJX+od9LyEA17qv+jjgT/U0Lil13TxpsjyTzcO2UNJnM6hp76KbZNr4+7m++85g0gW4tAj5f1QDh+hWUFUKneAe+J3CXALsJMQYiPwfeDi9JsMT6QjcBXrXeGQKbbIiQB6YmQv/ltzdt94ogZjtvay3cutPPzJn7j5G5+hagYT13fy0u+qWH7vWchtHyG3fVSQc5FbF0PXitivryGaz2OnhgAnXhlJ6Cu6V6G3zk/L5Fr6gz40vwfFMBM87IK6yW5fJ2QTm1UIOGVk1nYMxNpZGb977LeFN1s9GC9cntfxvnahxyzLp6/Kaz/lhnSlBjOhcW1P/J47fYymyuC1kE+fsW/nD0VRowaTPu7g83/VsPGTGroaqzBUQd9EP+Bcsze5T6fTC0xF1gBafi8IBjVWnj7Y5V/dHWbsxm7qW/oSPg4zIZV10altpqblwMfNsi/fa7a5jDJiS/WOGm5ZwEIoCKFmPZUr8xNCjBNCbG9NbrdzRfyklOullEcBY4GdpJQHSyk/ybGtQ4qKla684NYFbE0W2UsXF2hVmgC45xov1/3AzP6z6pqefOGDiInfRkz8dmFOonUrcmOiulG970zOG6ezeWp9Qt/qqfdjKIKO3U3RV92josesG6nc28kYqszfVPFQ9hrFvTdJXvy5h31fPoFLX8pd26/qR48AsMT7s5z3UW7Ih/QBBHqcBZqTkU/mbiokZ3YrhinpM+njDiZ/2MGYraaQtG+bmZG78o55jvqXblzP6fq3tU91ZZg3W++gdWJN3Dpof+7jH4hpsniTj2lZF+3VexzboAgCPRrT3mult87P4aGL2e/6VWWl0VmqOMFh984cIckdQoiThRAfAB8DzwOfAE+43d5tVu94IcTtwANSym4hxJeFEN/MpcGlQPLXcIXYDQ8kxwLmQ3Csl4BV49cXHkgG8UainHjxysK1e+Y+iJ0HJ7mvFRFWXPsFn+7URPv4IK0Tauir86FGDaKaQijopauxiqhNuFdxIFTJGAr3Sjqdt4QasbF6prPe2MJnd1Wx6vO7C9qOdw4dvokdqUII3ODkCx+MW1eSJVzcoNAfC9bz5Q+ZckresI6qGfTXDIQ35Fqm0E2dbM2v8vOX65l0VIgNsxoTyV+SgHo2525V5OgYW41/0WDXbW+dj3DAG+/vjVt6eeXaY5j51tasxKuHIoGjGBgp5zEMcT2wP7BOSjkdOBJY43Zjt0UG7wSWAFfHfq8DVgC3u25mkSHFYGJXIXrDH5kGbTckyEqKsCp6GLF4pILBc6zj7J3HnA/yrzzf9EceXDCHWQ1hwrrCu+1eVr5eS4tRjaJIeqJGXIvQcnGle1mWk9Zf3FqZNF/RJXVtIRb/p5+ZNy1mWu2FOe1/Uehy5i1cEU8oCO1yDj9ru51xAcG4wHl5tn74wO5aBAbV3k1HBIvRX+z902qLoQh8oShzlj+E8nQEv9U+F2LRycvtEk52zc+47qUhaXvGS9UBkpeuO5YfrFnGxt/k/1wbiqB9XJDatn7uOuZ0jvrscSY82Q5AqMaLoSgJIQ7CkJx92lKiXmUQ8bO/f0YaQdI9SlZu3rJ5F+dqwSs/AWdNStkqhFCEEIqU8q9CiP9zu7HbK9AspbwPMACklFHAXepWBRUUEaksg/YXk2WJsgbfzv1r6Nk7UKIGfg2AXRv72S5W0nO/cf0cums3847cwu57bUPsNPgxTFVdoZxIH5hVSKySd4YqBrXRH4ryg2/Xs/zD7PT99v/NMzx87kXMuaQfb8QM0PdGdOraQlx1dSPNL75e6FMpKoyHz8952yOufCzhdyqpICiOmxfMZAu76zMhBtd2zLEbu/E/EjIzaY30IRnpIGznY48XtJ9n1KswbXvTxfyL/ecn1MzN1mugx85v/W5j6a318dBtpobiE+cpfHZEc7xKUG1Hv6NrOjmTOZWWZ6lRrEzjdKSvvEOocpVzKTt0CCFqgBeApUKIG4Fetxu7tfj1CiGaGMjq3R/ozLalFVRQLCRXmUiX0djX62WHWR0la5vv0vvYNfZ39Q+Ooub3z7BrI/x96xL2GauwbVI7v/twDJM+7kgpOVFuhM+CPxSFJD03u2SN5lfxRnT+co3CG99fxs/3mx9f75glj9H5uY+69n4CPRqbZ9Vz8ZU/5U+XX8a4rsgg8mD9X90V5rqmg7g8sjxlTdZyg3LybTlvW9vWj6qZFk/rulqVXxKye1PEz6WqSOEWUhEpky2S702gV0vZFqs9bhFPZFEFoRovms9D68QgU9a1IWJu5iqbN/aJ381h/hnLsiabUhF8NqsRo1nl4Qs+ZlxgenzZ/HM6mRQjOXVtgzU/Lbi16DlZAYtpGSx28kV5kToXyLn2btmd5xzMkfcyYAFQj1la1xXcEr/LgYeBHYQQL2EmeZyWXTsrqKC4SOf2tQ+AM3duZ5/tIinXLSbW/89ZfCX2937jFtEZWU7dls2sPlGw8U7/IItCuRK+dLCTcHud142/gHmBFWyaVk9/0MuYrQZjQz14w1G8YZ0Zr2/l8QUXUtcWSitQ7AvrvP9LhVd/EaErspRbnm9gjy93cu6sPtO9XkZoC/+JKrUmZ9HpA657mikhzbwW9uuRIrEjvtgW2lCIPmSoAs2npo1jS0e48mlDoEfjixkNcXHrky98kKpeM9Hlk81VCeuGgl6CXYOfbSfya3cnT9m3l9N3DfGDFxq457ij4uts3LuR7de0pE8ms8flZkGEUq2bLku7HDDsyJ4dloBz1tsVvin5QEppWfcM4K7k5UKIV6SUB6TaPuMVEEIoQBVwGHAg8C1gl1j1jgoqKAskk74ERf+kTMgP3hvDl+qHJlLhK42JOVH1vjORH6xn7rQo23arK3q5q1LBetEmu9uEIZm0voOpa1tp2NZHXZvpFrSkeoQhCfRq8UoLqV64iiG5+b+q+NOPfdQ+38vaW/3837+r+Xdb2YQdAyClQSjalfP2kz7uiMfwpZKXcrpOdr3HQiAU9CaQvlJ+kAhDUtvWz6E/NJMW976on/6gj75aHwD/88+B7PFUlsm1e0+I/21l7xqqmcHbU1/Fubub79F7jpsXX+8f25aw3auteDQjfaZxAd2ZTvd3qFG+bttcMGoEnKvSLcxI/KSUBvAHKWVUSvmOlPLfUsrUVbQrqKAESKe1lUz67H+HAx6+f9IW/tnq1thdfOiHz+Yof4STDttG64SaoW5OQZBKosPMAo1S3RWhqldD1cys67hcjwPhs4tHW7BqpAZ6tZgOos57bzcxvlohfMNcygVRGUGSG0mat3BFguXTjZRLMgpF0CwXrn2fqYh98rJCtKG2o59JH3dw6rn38aM95xM5yIcyS7BlUzVHTx6w8IVqTDKYPCbs/OqmBMIXqvHy2axGPtu/mat/3MmzX3iYO/3sQcfNxupmpBmTcsVQkq2RQfSSkHPJtmGHtB3X7RmtFkKcKkT5pbZUUFy4zZotVS3Z5GO5OZ49lmbqt6LsP76X/9x9foatSgfP5+8SbdqOi3aW1Byio/nVYaeI7+b+pyMAFkFQbRYbO2lIJfSr6KaFUNEl41/p4KqXA1x3+LxB6w0VqtQamvrdV3SwMG/hCryRAdKXrThwoS1yFgFItd9ihidY992jGWyZYpZjCwSi3DN/A1/9Shs/++sY5ix/CIBZ3wjFP/yS+4u9ssaWKXUsWtDKy+d1sN+4aQmxp8nI9nyK8eyWkoCNSMJXQQLcEr9vAfcDYSFElxCiWwiRu/+igrJBqqLpTmTOvq7TdpnWK8SUD3SPwr/eaWDq2k/y2k+hIba/nOe+2ErECHH3HMm2ybXDzuVrfznme79SWYmcLH8wUDVEjRrsM0Fn+5rSx0alEmeu950JG9dnta/5ZyxzjKWzV61Jh0ITLytr1Y0MSzFg7w+KLpl9yV/44dfamVj9LX66TxU7Te+lva2K7728jF8fMD9BSDl5DGudWEMo6KVmxygz66NQOw/4muNx9xm7iPZxwaw+fi2LYjFQaHfrqCxikEu5NkUpRzmXTEjbYLeVO2qllIqU0ielrIv9ritM+4oPJ4JSTCLitI4TKcr3HDKtm23707VtuFigUg26hiLY/XKd/5q9DbHPT0vcqswIeAw+61EJGn7UXQS9tf5hc80htfU13bOQyzEyxVrdvWocm0KlvW4W6VuiHOlIAMUuP3K9r7NPW5o2Iz0hAzSF5I8ThlNfSoft17VR1xbi05lmmbSg9xS+Pi3Cqs4/8sFHtfzqX0v5dKemhOtnkTHNr+I7CHa9WOOGk7ZQ58sc56tGDaJeJW3f1ZMqfBQ6vtIJ2ZI1p4IGhcTw6V+5unrL5/yEEKoQ4q8ZVluYbqHbyh17Okw7CCGKFiglhDhOCPG+EOJDIcRVbrZxY5EqdAd1QwZTDRq5ELTkF2ihrWLlAkvxP3nKtK7jckXQcmQ92wfLM0sO4OAJ5zI+oNFOBxcf3k7L5KGJ9SuWJTbZ/ZZLX81U2xngmUt6uW6v0rvx7RU5ci3NdvZpptZhOotRJr2+VNd0OGaHO6G7oQrFkPzy2ivj8w4Yfy4bLzmBr+/dxZqPAlx07c8S6l1bws/t+9Zy2aEdXL+P2T92b8pOANzS+tNjRDBVH/5iRkPKcm/FQjKhcyKGxbTmue1fQ/5+KmLJNiHEHUKIrUKIf9vmNQohVgkhPoj9PybFtufE1vlACHFOuuNIKXXAEELUp1nn36mWgXtX702Y5UBujU1rMF2/7wshjnG5D9cQZlXkPwDHA18GzhJCfLnQx6mg/OBE4BIGM5dkML5+bFvfGxHueamBwyelfaaGFNvXXMgd78MB40PoDSq9db6ixfsV66MhHWF3umfp2uFEEqUiBllYrOzMcMDLfR+51jAtGCzSZ5Vks5PADzpvdbWP+WeYmamZ3ISZ6lQXk+AlX/dSQxiS2o5+U7w5nHidZtRdQL8O++8QYslVVwyMGbHrqflV6hvCfNRl2iqSs+tToaGlL0GSSI8Jltv7cvL9mLS+I07Qh+JjfCjdtU7GDev/ISd9kHtyhztX753AcUnzrgJWSylnAqtjv5OaJBqBa4H9gH2Ba1MRRBt6gLeFELcLIX5rTW4aCe6J3xfAHlLKvaSUewG7A+uBo4Eb3B4sC+wLfCilXC+ljADLMQULKxjBSPfS2zKlLuOAlsr9YSimntzTi04oWFsLCfnZr+mImK6rU6f3sjmkcuD+W9k6pQ7NrxIOeAr60s13AE5F7tzENsXvT4ZtnKzklsvOHsNlWVbaxwXZuGMDi58cl8+pZQ27dc9y9S5RjuSBBvN7eGb9BRn3cfTlj6R171rIJExcbKuemkIqpdSIehVmvbGF47/zUML87+66gEVfkvQ3mh9M9jFA1Qw6O/ws2vwP18dZ8NgDCb+FIanq1ajuiqBqBqpmpJYbis2PehUMNXVozUiDUzZ/WZ1nES1+UsoXgLak2XMY0Nm7C3AS9DwWWCWlbJNStgOrGEwgk/EgcA1m5Y7XbZMruH2bzJJSvmP9kFK+C+wkpcwuatk9JgMbbL8/j81LgBDiQiHEa0KI1/rDlVyT4Y501gxr4HTSuUp2Z+ixklbW3+3jgyV3vWQDsf3lfNbTB8C02gv5csMEDhov2e+4VrZMqUPEdNwKNYAOZem3VIkJg6y8DiQoEnuZe2JxV4Yq4hp3/lCUVw98jOerSqfjl0z67Oju0gn994mu9jP+s66UpM96JopVim24QVgJLrqkvqWPuefdn7D8i94wu+25zbEqRk+XDxGsdnWcJcqR/OTQgXd48vghFTNmMBlW6UKnj5qIX0X3KglW/JEWquPU/rIqNSlynEycY/GN2OSmAPl4KeWm2N+bgfEO67jiO3ZIKe8C7mWA8C2LzXMFt2/Dd4QQfxRCHBabbgLeFUL4gSHT9JNSLpZS7i2l3LvKXzdIOyrVVEF5w+lF17yxGzWpRBWkFjzV/CqaXyXqVfCGdR7/Q26VE0oFu+vprbYtzJnWzC5jJBd/oxV5ms/xJZMvcn0u7GQkF2Iy6B6mIH3JLmL7yzz5xa5GdcQuX8H7reWu25Evkt26yQj896NA+pg/y8WbjGyu6Wgb16zr4tGMQdnPE6u9XLFHD9sm1cbr1Fr9ZdKHHby9ww7IzTdnPMYiYzXf/Y/m+G/DIcTA6oP2a++LaVLat/vs4Ga2Ta4FYNmK+Qm1h2GgDvLHuzTHE0mGKwFMZ+Erh34qpcxpiuEui2/EpsVZHluSQV/PLYQQhwMfYIbE3QSsE0Ic6nZ7t8TvXOBD4PuxaX1snkaqXPj8sBGYYvu9XWxeQeCWIJbbNJrhJGORPC9OBlSBoSjoHhVDUQYVUC8rGKsTiIEuV+FVJB7lWL650wIWzFzANYe1035gbdGtlvn2uXytU47xnUm/7fc86lHiFj+PZrDfkikc/Lunczp2LpBtd6dcZieE6cih07XK5vqNxnFBGDKuyad7FOYtXBFf1lT1DcDsJ//z2+74fKsqzHdvmMjWKxJdxE44fcFyqrvDCS74ZSvm0x/0onuVuBU+6lXoD3oT+qk97i8c8DL+9Q5aJ9fwx9tNoemVdyTqTCqGJHiBYKfD2gkFfQmJUMORAI7GPpkGW4QQEwFi/291WCcXvvMr4Bgp5WFSykMx3cW/cdsot3IuIUxWeZWUcq6U8pdSyj4ppSGl7HF7sCzwD2CmEGK6EMIHnIlZK3hUY6iJZ6oHutgPutsqBfH1dYknauqO6bGBuRxgPHohaE8gN9+M/OjnAMj3XwEg8vvTwViNWP3woGzDrzR+kyP3aSc0p5rN0+rjWYWW26iYNT1z/ejI1RqYjGjMba/5zBe95lOJehSiHvPcQ7F7KwxJ/Rd9nHXEtpyPlQ36fzKHD9VwXvtIZe2rIDN8sY85NWrQMTbRfbvzmPO55IJ2Xt4SSLD6BXoj1LeEaLjr0oz7txOuUNBLd2MAgPbDahMsjpbV0ZpnJ32KLgl2h/GHosx4ayvnP1zHqs/v5rf/XppwrNYJNXywdgwHH3UrG2eNoae+Kh7KYLXFadJtMjMVuINEIjGynvIw1D0MWBmF5wBOXx1PAccIIcbEkjqOic1LB6+U8v34eUm5DnD9onMr53Iy8CbwZOz37kKIohExKWUUuBTz5N8D7rPHGFYwdEhFBjORxUKRQ8e6pA77tlwzhiLorfNx5/tLB61TLNgtePLjgdwn5cTFyK0fIF/+O2KH/2cu39LCImM1vkvvA+VIlKN+57jP7YOSvxy5DbGbgvebHtYfMo6tRzcw6bsy7joqRwJoIVfyZ5F+y8IS8ZvnKhWBN6xjKAp9dX56Gqqo7opw77Nj+fvWJTm30y2qrjbH71ylW+afscyxvm7FvesO1rmnqs2719g+1nUKas4xx4L1e5lJP75wlLvWdRCKPsTaIzLnCxqqINCrMWZrL6eeex+Nf+2Ku2Mz3YNobPyBWLnI5+HgCfV0RAQf7TYWgHX7T4hb8hcZq3ntyiN4ePEpAIQDnoQMYqs9FhTd+fgVMpgaMud/mSGEuBd4BfiSEOJzIcQ3gZ8BRwshPgCOiv1GCLG3EOI2ACllG3A9psHrH8D/xOalw2tCiNuEEIfHpluB19xeB7c6fNdiZto+F2vom0KI6W4PkguklI8DjxfzGBWUBnbyl82glO4lmJwFabn8wBwcdY+K5jOtYeO/GuLFjSrnfinHE8gCFhHY1HcLE6u/NXgFbxXKKQPERDn8/1ztd+GsBQA8vcj8feB7q4hGzRfGF9Mb2O6jdtAMx6D2ckPyfc2UzWqR+HDAi6oZyJiLTfeYGc/dMwJ4tkTNOr+bdFr7Pdz5/lLO/dKCYp4GN7xZw602KZdsYL20rechX/eutZ/RRAat69e0qYfZ9zzC4wtPii+bUXcBsIxPn66hmW6mvtUSX3bn0+N46p0errh3LltDd3DnOj9fmxRhr1deQjn5tkHHUXTJnx5YwJln3RsfZ8IBD1W9ieHtUa9CT0MVNR395naGNC3VsdjkurYQ31ik8Ltberlwp14uvrSBCes640TPjuX3ngWYpfvCAQ+qZqAHFKIelWDMBZ3puoymvuAWUhpIWZzsdCnlWSkWDfo6lFK+Bpxv+30HcEcWh7sYuAT4buz3i5heWVdwS/w0KWVnUqneSq+qIGtkS/7SwUkCQ9rInxV/075BZerkUEGOmQnJBEBMvzLht1z3PqIAiiMvf+/ogR8HwN4/W82sN7bEyZ+dCBcS+dw/J8LnhvAYMesegObzEA548UaiaKogvLMPZaO5LDLFy8yd25leG+bwSc3pdlkQbL3HB4dlv93Zpy3N+aWcivS5vZYjER7NoO7xHk58eSWP/nFufP7P95vP7Lv/EidBRuz/5ne6ib4t+d+n6+LizvdNncgjl0Y446anCLcqbG/bv6EKM47Qo+CJJZNo6uD4O8WQ1HT0x7OOAfyhaNyipxgSogYXX9pA+7ggxgTBCz89ns96FrN9jXOC6P33nBH/++jLHyE03U/wbwMhBukIXqpl1tiQMsO+jD8a84db+93g7coJUsow8OvYlDWyyeqdD6hCiJlCiN8BL+dywAoqKKabStgsXv1BL+N2CTFlWhe/PqB41RyWKEei338uLYuOzbiucvCvitKG1646ks8Obo5L3qQb2PNFId321v/JmZDW/0osTtNQhKmdFovd7Giupqfej/GZxKMZTD20h8nb97Bjk84HnVVU94WRb/93QdqZCrpX4cSLVxZt/+libJ3It+FARkY6rOvi0Qw2T69n4Sl/ii97asPd8TABe53jqt4Igd4I1d1hqrvCBLvCTH23hTN+vD0174SY8GnXIAUBQ0107UY96qDnQNGdY5GTP8K8YZ2xG7vxRnRm3/NIStJnh/GXb7Lq1yfB1kRrVS7Pon1s0D2DKYCSdL2KGUJSaphZukYO01C33IQQ4m0hxL9STW7345b4fQfYBQhjasd0YWb3VlBBzii2KyLqUbjogC5+dXRL5pXzwCJjNeq8O2lekiket7j423eO4cODxvPpTk20TjRLvhWT/OWa/ZsqOzmeDGLbX9RjZmXbpTQiAQ/+UNQkuBNVDjm1g4/eb2Df6SGOmhymzqfzXE8/d371RTNppkjQfOogaY5MmH3JXxKuV/K1c0vyLMur3VU8Wi1+YF6PnV7dRH/Qy6nn3gfAsVO+kSA6bZEYT9RI+FuNmmLM4zd0UdPRT6A3MrCNbpK2T7/cHJdUMnUjNcf74hiDbOvT9pjVxi29+P/azwHXPc39H6WPQVa+bupT/u3641i2YuAjNlV1Gzdl/6zr5gZOZHA4EsPcI/zK5hxPBE5KM7mC26zePinl1VLKfWL6NVdLKftzaHQFFSSgWOTPyrb71TNNPPhxsCjHKEesuewoXvjp8fTsEkgILC/2AJ0pscd+n1MF5MNAvJ/1srS3WY/F9bXPCJrJHRGd4If9PP3kWIKf9vPCuzVc+8RYejSFQ9c8B8DS77YW4WxN5HI9G1r6Bs3LNWveTaWU0QKL9PhDUTqaqznzrHuZt3AFnmhmKSc7AbSTQhhI0FCiBsEukxB6NIPOZndC0PFj2MigYkg+2WNs/AOooSXEL1aM55Utd7ren/3eWzWEP/jqODS/atYz1lN/PBSjdu9wJYLDDVLKT9NNbveTlvgJIR4RQjycasr/NCqoID1pyAbxgSc26HmiBpOn9LCpb/S9IF/49rGOZd5KPTAnW7cy3d9ki4nlJlM1g1DQR1VvhJraCN6wTl1biPbx1Yzf0I03rKO9aG638iMv3x1/NLV1hRe9tiMc8Di6ytJhuMVPDRctOas/RfwqjVt64xp7UY/KaY/cYerjpRB7t2CNHQlTbBzZ8a2ttI0Pxq/F2I3dg7ZPByuW0EJ1SxjN78FQzNq/1Y1RPu32uq7tvGzF/ISPJICZb21lw6xG6tpCg56vVPXPi4VytQrmLudSXhBCnCKE+EAI0SmE6BJCdAshXJcvyzRq/RJTKPBjIATcGpt6gI9ybXQxIGR5dbAK8ocb8ufk3jJjeswv+A/eG8PmTg8/fHX0aaZZ1QKcUG4DshPiemkxS0xDSx+6VyG4JkRVr0n+pr3Tgj80kF3pWaPx8ZO1vP5MMz+76v9xzgu7F6191d0R/KHooJqx6VDIF66qGQX5YEqH4ZIZark3LXFlMC1zD912Kqd3PU33vtWE5wboqa9C86kEvqmwbXItXY2BgZjYFPWSLRLYuKWXiF/N68MUzPCFngY/ukdh65RawgEPiiJ5dZugLew+dGDZivnx9njDZuzrjLeddSwVXabU/Uu2ABaLFJbFeJNTfF9eOn7Fwg3AyVLKeillnZSyVkpZ53bjtMRPSvm8lPJ54CAp5RlSykdi03zgkDwbXjQM9ziECgbgZpCNi6faBixLXFW2SFq3VfHRpioWPbMi1S5GNYbqOUnlCk5oW5IFxh+KmnIWtvYKQ8Zjs/pqfVR3R5jwaSdNm3rp2ndvjGe+U9TzCGUhEH7f0jMdLbGFQDGsc8NJFsRQBIEejb46f9x1u9/1qwB49sLjOWqXXvb4Vj8b9mxiyZHjELspTDyzny8OaTTJn4vMaJ+tClA21yVqE5Luq/NT19Yfs1r3m9bJqELEgI+7fISuOcH1fj1Rd9YoYQxY0u21gi0kJ1SNVBRTx6/E2CKlfC/Xjd2OQEEhxAzrRw6l+IIAACAASURBVEzDb9gFTg03MjgcXCzlhOT76Q3rVHdHaNlazbQJ/cxqLuPSbUXAql+7jvVNQCmfDydXcDrYXXD29lnPypitvSi6pKehCm0XL498YiDGNhal7Y/+cS7hgIe+Oh/0P5K2hJsdapoYR7dIlfAxWi1+ltULoGFbn1m9RzPY4d/bmLdwBQdf8yT3PjuWNz8IMn3HThBf4+lFJ3DrYWdRUxth89T6rMvnuR2fo14lgaAFeiKM2dqLP6ShRg00v8r0HTvZu1lS7ZEsW5BageD2tUtZ/uFAIshHu4513Q6rf1jXKdV2lgV0uIUluIEkt6zeckHMxXsKpoDzCiHEWda82HxXcGtXvgx4TgixHhDAVCBzDvowQLlpGdkfxuEy6BYbWYk+x66ZAXgjUUSXRNui0hGBKg9c+/oyrtureNIu5YQTL15JU577SJC0KNEzkSxAmyp7Mv63IeMitwCqFqGqN4LcJrj3rSAL/3B4Qdq1RDlykE6joQgMj8LBt/r5/fwowc5bmVl/QUGOlw6VscEZgyRWMBM+pr3XCu+ZJCziVzn8JbM2QNXOBj1dfq65eDPL3qvigO00XrgusTpGxK+aSR8xV7BlLeluqKK2o59QjZdAT6KYc0IbbNY2e4avZQX0+CV9vR42haK8tFnh38818eoRy7jlkMRx6pp/LONft1ThC0f59c7PMHFGL3+/Zg7zFq7AH9MXdBKWToZd7DuT8PdIswDmbr8rm2tgfc1LoA+zvBu2eQ+62Ykr4ielfFIIMRPYKTZrbUxAcMQiubMPBREcjWr8TshVNFjRJYpiZvdu+KSWkw7twK+Onms5ZktvQfdXymcileRJqn4Ql3exLe9pqKJ7VoA/vPMFl+xS2PZZFVqmfH0Rm2Y3EqzR2L3pPFZ+/Cdm1hf2WBXkjuSxwwoBmfRxBwDGp4Jaj8Li16voq/XzXItOqNZHbUc/Ua9Cb60fT1SnP+jDGzHJlTesoxiSQG+EqFdJEGl2ylh3knexYgn9IY3GD3to2+jjpafNJKaGQIh3nm5kXsuD3D93wIjzxOrxzOregqKbsXytLTVwpklmvRHTTe2NZPZqOI2n6Vz6I4v8ybJM1nALKeUiACHEXcD3pJQdsd9jMPMxXCEt8RNC7Cml/GfsgGHgrXTrjGSUyjLoZOUYTnE25QLFMB9vj2ZQ1avR+U6AP0/04fEaHL3dULeuNCj2YJ3umShV5RAnV5x13OruMN1b/RwwvnjfqPc8eHbC77nTz06xZmGQy1gw2seP5HOXihhkgTMUQa0WMuMEeyOmZS9G7sys8khCfJ+1XPOpaKqgOib14uYDNZ6Na5gxqx7NINg10Ed94Shq1GDT5zUccN3T5jaKYMba1gHFAs2gri3EQdc+xUt3zGO/61cx862t8fPKdM+Ty2iO5v4xTPEVi/QBSCnbhRB7uN04U4zfEiHEGCFEY6oJuD3Xlo8EFCuRpPIgJsJtggcMEBLrf0/UDKJ+581mJlSPjutqr2BQaiSL1RaDgNr7g1XEPploWskgYb0wyRTJbt5U9XmP/d7DzD3v/pT7ySd2N9dxQfcqRUsqGQmwCzp7NGOAGFrzogabppmmXHvmb+OFepz0ZYLVT5OhRo1BFu7qrjCT1rSx3YftjNvQzdS1rQn3TxiSQI9GXVs/R1/+CH+/5mgifjVheTbI1CdHSsyfWbkjl2moWz4ISszKB0CMi7lOCc80EtQDr2eY0gcUjFIUggxWyF92cCJ/wpComoE3EqV2c4j1W30cddvjQ9XEkuC4ux4tO9dMviTQyTWV7jjW8qZNPSx+O8Cc5e4lV9wgFemzYCiph9Y/PbCg5CRstFf2sMMpCSaeMGQfQ2zZ5IYiGL+hK+EDw1AEvTcODkOwCF40Jqxs/W1PmnBKoEiVnKMYpmvSkmyxr9+8sZvxn3Vx9mlLkYogVOONVxjJ53qMVOSi4Wf6jsru+vwKeEUIcb0Q4nrMEro3uN04k5zLNCnlDCnl9DTTvnmewKhBLi++0fRQZkK+os7Brgh9vR6O2acdgN7Lji50E4ccB964irEPdWRecQiR63MA6RM97JZGb0RHjRr01fl5581mfnJMYcr2WbF9qX4DPHXjyRn389GuYwvSHjeojCHOsK6J3e2b6lpZVkArWxgSiZid9MGAuHdnczWhoJdtk2v5dKcm+mr9gwhfX63fPL7DcQ1VsHHHMSmXW+chDElVr0agR4t/+GRLAJNhP95wUMFwg5Ei5iKlvBs4BdgSm06RUt7jdvuK7X8IMBIeoHJEshtFSfo6Foaku8vHuCqI6I8T/M2qUjex6Jjx4tay71+5uI0sjbp0en/JxwAzeN7XqbG+y59bY5Ngt/Q5kT4LvnA0rbt3/Ab3lR8KJetUIX+DkUpLMlU1IWtSNWOwFp7NGmiJawO07l1Hf9C0xEUP8bJhViP9QR8bZjWyeWp9PF4QUljGfcK1hdhqmyXbklNSnO34I4XwxSFzlXMpv2sgpXxXSvn72PRuNttmV2G8goIhLjsyAuImygVxIWcbAbQCt60BsKvDT3OVgSKKW85rqKC6FHQdSuSS+GEFoTtJUcDAPbfvV/OrdDUG+OEF2whFC/+Nm87da7r2Uh+zdWKQeoe6van2pcRe6BUUHvkQ4gT3blLlC92rUN0dpmNbgDE7hqmt68Xn1zEMgXcXQW23xthxIVqe9qXc/5YpdYiQQdSjEtCzj6rK9txGFMlzQK4WvJF2VSrEb4gxFDppowmGjSh4ojpNn/bw22cbOeHkTRjv/wDlwF8McQsLg1MfWEn1st5hYcLPtZ/b3WqZLBm6R6F1Qg3RyR4OnOChwajJ6Zj5wIrNcsLUta2O852smppfZd5/aTx2ZUGbV0GeGOTmVRItd2gGnc3VTNuzm0hYIaoJVsyZN2g/R/710YFtGPx8yIBCf9BLXVuoaOcy0gmfBRmz+I12uHpPCBNnCyF+FPu9vRBiVMT2lZKMjTizehkgIU5Fl/hCUbo/8/JFVRjR1JDTPuXr/8XaI+YUqokFQWB537DoO/k+T8kB9NbfVgC+oQjCAQ+9dWYs1fEHt3DJKi9U5VbFJFdofg+aP/V3darr4GShCQV9rPjnsCuUNCpg1QjWfKqZOe1REu6t3F3l2Fn9/Pm0ufz5tLmO+6hrCw2Kp7P2Pf0gMyTgqRtPpj+L0oDZuGqHw7hRKOQe4zeyrpFbA8FNwAHAWbHf3cAfitKiIiPbgNeheChSScQMl1JzxUQ+CR7WtjWdYRavreXrb+yaWxv2+jE7PVvYLNF8MRxcvLmSPsvCZyd9yVmqUa9COGASLW9Yxx8yg9zXtyssPeG0/BufJTSfSk99/nGF/UEvMxf0EQp54udXSKQbX0bzOJMthCH5YnoD3UcF0fwqukfhkz3GUlsb4ZWtqfv9Bc/fyxfTGxyfDUMVdHX4ePUKM5a0bbw78u90/5LnVd4loxtuid9+UspLgH4wxQKB1IEJZQxvuHzqteZj/aiQw9RIJ1vhC5uCqS++PoZwWOXg3z1dwpaNXhTScm6vfGCogqjHtLR4wzq6V0Hzq7SPCxKZ6OVLTUPzvE87rYfpR6VO4AgF3Q2foRofr7w8nifPOdEUHnYgZk4vc6fnP5sxwok0pNqXUxuyOWa6eeU8jlnWvnDAw8YdxyDrFA75ShebdhvDtoPqmbpDJzV12qDSa3a88cq4lG5/VTPweAY+6Gac1M17+050NF5kc0/L+ZoWG7nLuYwsuCV+mhBCJWbvFEKMhRF4NUoE6yVY7AdwNH/FDyqTZLsGVb0R+NAgGNTweCvduJyRLpbPnsSjRg1aJtcS9aj0HlJNOOChriHMK+8PjYv0lkPmc+gxi1Muf+i2U9NuLxVBX52PHRaG4haf++85I748FfkrNNyQylQWplRtSjUuuSWTQw2pmFm29oSO6u4I0bDg6j3ms+ayo5i5czsL9+jjugPSSyspRupylLpXoXFsf8K8huZwwvujVNdmJMWf5yTgPEpdvb8FVgLjhBA/Af4G/LRorRrhsB5U3VNiEdcUg+xwsxi61SVzsvypUQPFkNS29dOxxkskrHLi0odT7mPvn61m/988k1d7S4GRNDBbyKaaQCjoo7o7QiTgQX9HEpioc+nh7Ry2c2HrFafD0kCiLuQiYzWrd5jtuO6p597nON/SX1u353hW3FHPpj8MjBEXPH9vzm0r5+fZLcrl4zUc8GAogp76qvgYrvlUXrtqQN6n1ic5edrZTKu9MO2+xk3t49OvNidkBFt/az4PHW0D4QK3HnYWz5w/e8gqsIyE6h0Vi58JVz1ISrkUuBL4X2AT8HUpZWqRqiGAFMOvQ6pRAz3mpipHZCKFQ00Q3ZK/ZIFfVTPwhaPUtYWo/7CP9nV+Tn1gpeP24yb34fOXT3hAKmh+ddgPym6RLJ1hvQgNxayQoHsUqoMasze8WZL2yNY7kW13c1LnBYOWHfmRc5WYQM9gaY51e4xn3f4TWL/XOF79TjunXNTLfUvPjC/vXJzb/R1qolRIDPXYIxWBN6Kje8yY0q7GAJ/vMIbnfpZI8H99wHw+P+2EjPt7dMHJHHbwFoKLzAQRIP5OCAc81NUPLgeXKpSl3J9/K/FqKJFrybYRZvBLL+cSq/9mYStwr32ZlLKtWA0bLbAH5eseZVgE6UP6GKBSDkDpKjo4wWqrgRnvqRhhfKEoPR1efrDdMqbVSi7ZZUF8/b5eLw+f34b84H8RM/+z4O0vFDwjSOPNkjRJ1uqDxAL3MGCF0L0KfbVm3JzmV1FVjefPW8v31/2qKG20xJsXGasRTecCUOdy2zPPuhdv0jMjFUGwO8L3F7bzy8fHQu08Hk7yFPtyiE/uD3qp7nZXS3Y4wt4PSoGIX0Uqgt46Px3NAaQqOPborY7rTjzDXXWWX+w/n2OWPEbbbgEAFEUy+d02wjv7gMFajx/v0sysN7aAZmSMxcwXhbiu1vO5eWo94zZ0FaBVucN02uYyVo4s5peJfr+OecYC2B5oj/3dAHwGTC9q67KAkDJBR2k4YriQvkwYCiJot/6lK+tlV8nXPQqqZsQtgOtu8/N6YxXTL72H2dsvBOC5i44zdzCzyCeQJ0SZu+cVw71oczpLbkJiR+yFYj/vUNCLVAWb1gf5080L+Vp+zXZEuood6TBn+UMEHupzTDAzVMGC8zp48nOFF759rOP2uWS0j2TSZ0c2/SsfeKIGmk8lHPDwlUNbmFIr+dGezskb6rw7Xe/36UWmdfCIxU9gGIJtk2vZYUYXGzcM1p987aojmbdwxSBBb/v7L9d3oZtrmM2+jVjogkczmPxhe9btKTSkhFyGyfIdWXNDplq906WUM4BngJOklM1SyibgRKCs0iGHg6u33E3xxUKp4wYzEQerTVa8nxKzLvlDGvUtffxo+WQe/uRPBWmL8fhFBdlPJlhxR+WMXO5/JrKj6BLNZ567GjXQ/Sr4TCvgcVML76IPXT2bvz1zAYuM1WkrdyRj75+tpvaBnrSqAms7BDcdnDoDNNvrV84fAsVAsccZ64My6lWQimBKrWTn+sIe69kLj2ef3dv4yrFtKIrkyXNOdFzv81j9XkhMFrQs4MUiffZ13a7f1RggVONeg7CC4sOtw31/KWU8gEVK+YQQ4oYitWnEYrQNxE7IdA0KRV7SWQCd6rpa7fKGdaa+28Kvb27Ef8ndHDvlG3m1Q5l9c17bu8Hc8+4nMEysxbm45pxcvhbUqIE/pBEOBJCKQI1JulQFdZ7+XGHeDgVpdhzL/zfM7T85M/OKNsxZ/hA7v5q5Nm91mnfjsd97mAlZHXV0o5AWQLt+JEA44MVQREpLX774xf6Z9/vlQ9roXavGwlUK6+5NVxM7WyiGpGlTT8HqTecLQwp0mX1bRtqb221WwRdCiP8SQkyLTVcDX+RzYCHEL4QQa4UQ/xJCrBRCNNiW/acQ4kMhxPtCCGe/h0uMhEyk0YRiZBanygK2W//sk6oZjN3YzfudSXpZnfdy+SvLCtKmQsIfiqbVLixHZHt/7fdvULJO1MAfilLdHSHQq+EN6/j8Oj1dPm5+d2lB252NlQ/g239bRuChzDV5Vc1gWwhuX+vc3qGOjRqNSBYNB+Ju3qEOy7n9CPPjQ8beb/m+4+zbZ0P6ChG+UUoYmK7ebKeRBrfE7yxgLKaky0pgHANVPHLFKmBXKeVXgHXAfwIIIb4MnAnsAhwH3BTTEHQFe0esEL7hj0ITwEH7T6P3NzGQtHL9WVRlV/ilJMi2Gk05Idd7q+gyLtwM4I2Y5NcbMV2pkbDKti0BJlUP3ag9+55H2HSH13XizUf31zDM+PuIRDLhi3qVOLnqGFuNVASrf+nsgi0lxHwfoRpvXLQ82/edff3k5zDbZDk3xygHmDF+IutJZrASCiG+JIR40zZ1CSG+n7TO4UKITts6PyrqyaaBWzmXNinl96SUe8Sm7+Wb0SulfFpKGY39XANsF/t7DrBcShmWUn4MfAi4rgtsj3OoYOSgUJZAJ+ufk7VMGJKxgSj/ars9Yf5P9y2OeydXHLH4Caq7ImXzRZ0L3N7P5HP0xKwuukcxiaBXwR+KmrF+bRCNKvhVg1/9q7BWP7fwvKgRzOLeVHeH+ajLedzKps9Xxr7ckCDMHJtCQS9ivo/O5mo0v4rmU3n2hswyLaXAvSedimeuh1DQi2JI+oPenD4Cnd6XdnH0XFGO/VCXuU2Znj4p5ftSyt2llLsDe2GmYztphL1orSel/J+Cn6BLuCJ+Qoi/CiGeTZ4K2I7zgCdif08GNtiWfR6b59SuC4UQrwkhXguHTVdIOXa2CgqPYieLSEXwTruHyekCr8oA9Wt6En7b9e2GE3Ilf2rUQI0aCEMS7AqjagYNLSGquyP0dPm48bkxNOVQMjfXzF0LCx57ADWaXXLJpt3GsPbjwZVGUok9V1B4RD0KUY/Cpzs10TqhhtBhAZbM9tHRbJr/k/X6hhor5pzClq820DqhBm9EJ+pRsjJ8pEoEUTWDzubqrETUkzHUOq9OkDlY+4zsYwKPBD6SUn5ahFMoCNwmd1xh+7sKOBWIplg3DiHEM+AYk3y1lPKh2DpXx/aV9We5lHIxsBigacyM8uphFZQEhdLxssuEKIZEB5r8sOpzlTN3zLeVxcERi59gUleiXEe5VDfIBfncS8WQ6IpAMQykbr7M1LBOJKxy3JQ+NvXdwsTqbxW6ySnh8Rp4w4Zra5/uVYiGBQ+dOWfQsuqu7CRZhuO9LzRyHQ82HzSGy47fxpttrbT2w+vPNFOlHsMr1xa4gQXEy987mqNue5xoi2nHCQc8+MI6Bu77glMyTF1bqCDts7dhqD9IrRi/bBHb5BwhxELb7MUxDpKMM7FpHifhACHEW5g5EldIKd/JvjX5wxXxk1K+njTrJSHEqy62OyrdciHEuZjSMEdKKa3bsRGYYlttu9i8tBBy8NfFUHeyCkqHbLP40mWKGrGstrGBKF2R8o2f87/tTPqGO9wSQLuL3lrXExO1NUKCoCdCV6CKhz+tZsGOyQGb6ZFtEkcy7jrmdI545jHX2mVts+uYsKaSwDFUkIqpndfUHOLTHsF1e8VCOg4a2na5xTPnz+bYtx9mzFazRKGhChTIi/xZHy2aX00rQwTutf2G+Rh1l5TyxnQrCCF8wMnEchaS8E9gqpSyRwgxG/gLQ6QQ69bV22ibmmOZtvX5HFgIcRxmGbiTpZT2tLeHgTOFEH4hxHTMC5ORZDphmHeyCrJEoe/3q9u81PnKt1zbaP2wcUzSiekyCsMs0ecNR/GHoni7o/z1wyqq//VP6HMuy1cszDyp0/W6wb/28b0nb3VcVhnHigupCCJ+lV3O7OG0PXr5/m4LMm9UhujdsYq+Wr/pYtUlkVi8n1MdYHDuV07uWY9m0B/MHPIyHMYjS84l2ykLPZfjgX9KKbckL5BSdkkpe2J/Pw54hRDNBTu5LOA2q/d14LXY/68A/wF8M89j/x6oBVbFMlxuBoiZPu8D3gWeBC6RUub89i3HOIMKiodc73VyMLPuVZhVJzly8jmFaFbBYMWenb5gOWM3dg/rpI5McPPs2q1+djFuj2bgC5nkb9PGIG9Pn4585x/FbnICbjkku0Sgoz8eXNf3xItLS1ZHCrIdBzqbq5lQLVkwc3iSPoCJ2/VgHGaKmRuqSCjxl6x2kUwC7b+TCZwwzGz54aweYMHIccqiN51FCjevEGKCEGalCSHEvpj8qzWnE8kTbmP8dpZS9ttnCCFyCJkegJQyZeSUlPInwE/y2X8FFaRDpqDlcMDLzx9s4tQr0q5WeBirwSGx4MSLV6J7FLznX8KqM5bhIUnbbgQTQCfYXfX2+EyIuawAT1RHjRpENC+ber2M22V6SUWQ55z/Z9f1e/2hKHPPu5+Vd8xLmF/T0Z9iiwEUolTXSEO21qf6lj6u/OrwJX0A9889BYDTH1+O7lGo6tVcbedGAk3VDNzQvnLvfzK3ZA1XEEIEgaOBb9nmXWQeV94MnAZcLISIAiHgTFuIW0nhlvi9DOyZNO8Vh3kVVDAi4A1HOezgQdb6kuPEpQ9jvGxQ19Efd+Gki08ciUgVv+lE/pLX9WgGkbDKxKDGO+0+JlSXrNls3LGBulfdB8j7Q4Pz5azYKicXXSZyU+4v4XKBoYoR9Tx1NlfTtLkn84qjELkKMrvZRErZCzQlzbvZ9vfvMT2dQ460xE8IMQFTSiUghNgDsJ6OOqCEQ2gFFbhHIco1KYbk9X+Ngf0L1CjXBx6w9h37vYepawvFXZd2C1+yi7fyknew/Olm3J+3O8rbrVXM71uXQhiqOJjx9jbX66arvDJIY82hb1eE6xPhdgyIV74ogG5duaDmEJ2u1QHq2kKoLsXDC4lyHosMSY4l20ZO/4DMFr9jgXMxM2t/bZvfDfywSG2qoIKyQH/IrUG88Dj8qscZ19KXELdWwWA4WT+tl46uiHiSx72v1jJ/b1/J2jX3vPsJZsiETEbUkxhyffTlj+Ttmi7nl3C5wFAEX/1uRnWyYYM/nzaXg95+Cm84SqBXGzLyB+UXgpKrnMtIK9ab9s0mpbwLuEsIcaqU8s8lalMFFZQU9q99K8g56lHZc2/3FptC4ri7HmXsxt6BSiWVOl45wSLLatQgElHZZ+X+vHZVcY956rn3EejRCKjZF7pXDMmJF69E0SX+kMaYAr00K+QvPcIBLx3hMDe8tXTYx/lZeOm6Y9nv+lVMXds6JMSvXJFrjN9Ie3rSZvUKIc6O/TlNCHF58lSC9lVQQclgdw311fno7h0ai1/gedO9a4/pq8AdLJJsER2PZhDo0ej+zMt9317PC5vuKurxAz1aQjuygUczqGsLUdPZjzeiO8b85YIK6UsPf0jj1ccbue+JUqb+FB9/v+boeFnDoUIl7KA8kenNZtUPqnFYVhlNKihL5DPYGLEC7YYi6GjLK3E9ZyiGxBM1siYPFctOIqzsXm8kSk1nmLs+CHLw+NK49HIl69Y9r5D9/JDNGOCJGozdrZ+uV0eOu7eckEk7sJQwYrV3s8VIexozuXpvif35jJTyJfsyIURZaZpLIco2rqCC8oI9Jsxy8ya/KAJ7GHR2DA3xi3pUArpWefm7RHKcnz3DF4CY1e+x1RN4ymtw9GXFb08ptnGDyljoDt6H+tEPaRjqZhQchiJcybCUCkNtAcyx9u6Ig1sB59+5nFcWyKZIdQUVWIgLmKqCbesDPHfRcQXb9/tHzWFT3y2ZVwQUI3f3zEjs9/mckxUn6Q9pNG3s4YLjh16ip1QYzaTP7bkLWwztmFe7i9mkIUFXY3alCkc6JAOSLtlMQ6O2VzxkknM5ADgQGJsU01cHZfUh4YiKBbCCbCFjiR261+03kTu8/GwPi6q/lXlF8u+v5eRaGSokS7uIWEm3fh3Wd93KjLoLCn7M+Wcsc/0lXUwUQs5ouCPb8x+tz8log56jq3ekIdM45cOM7/Ngllezpi5MFephgdE+CFYwgHRCrTKm5+WmLmW2WGSsdrXewdc8WcnCsyEva59thJex+McVzzdT5/PxQadzXdx8UA6JOBaBGe1EJpfz1z0qJ1/4YBFaM3R4/A9fH+omlBWsrN5sp1Gl4yelfB54Xghxp5Ty0xK1qSioWP9GBzIRBSfdNys0QBgSw6vQ0Rzgwjmbi9lMRxx44yoaW0IF7aPD2fqXDelLVc3EIn9GzKXX36Hy/172c+We7spZucWJF6+kgYEPi6EigJUEHxPZ9h2PZlDdHWbb5Noitqr0OPSHTzC1gPuTSvYyReWEXCt3jLTsDreeiT4hxC+EEI8LIZ61pqK2rEioxP+NXLhV6o+vn6TWby0L9Grs0RwpbONcoGpjhEBPZFCVjkJhuPT7XJ/RVNdM0c04P28kSnVXhLaWKp7YEOD/3l6ab1MBU2y7ri2xNJuMZYeXshSYFc842pFP3/FlKbpd7hj7RWHjFocz6atgAG6J31JgLTAduA74BPhHkdpUEgyXl2AF7lDI+1nTGWZbCat2RI2nMJ68mKpeDbXIulvl3u/zbV9K8mdIvGGd6u4I296uYr9xGjNqC/MSG7ehqyKyXSbIp/8U64NrKGHpSlZgwsAs2ZbtNLJ6hXvi1ySlvB3QpJTPSynPA44oYrsqqMA13A72bqwvhqJgKILZ2y90ffwlypEssdXYzRbb+j/h8BdOJtBbPGufHeVq9S5Fm4JdYRpaQtz0RpADJuT/Ujzx4pUZrUSlsvyV4z0tJqx+bJ/yRbArXICWlSecrNCltEiXA3LJ6DXkiPP0uiZ+1gi5SQhxghBiD6CxSG0qGUbbQDnSUGgCY7l+uxqrOPiaJ11vt8hY7Tp5Ixn/2LaEb/55EsHuSMEqNbhFoV+a+baj2LBqHquawXtvxoavHO+bhWQXbzqUivyVwz3NBU5ELt1UDKhRg1PPva/g+5173v0F32c+sBNAOyF0+kjJFLYwnMhjrskdIw1uQzFf4gAAIABJREFU/Vk/FkLUA/+Bqd9XB3y/aK0qISrB0MMLuQ74gxI6bMLNRorBLqfjbLoJMfHbrtdf+bGf9vV+mqK9Q54V6nRtR8qzkSzq7A3rLP3Ax/eMFxBfzc1aO/+MZVm7eEsdHF8OSW3DiYAqhmTTHmPy2sfsS/5CTUd/wjX3A6cvWI7uVWhcpHPrYWfl2VJ37cjVOpMtyRsuSR85V+4o/1PLCq6In5Ty0difncDXAIQQI4L4VTB8kMsLJBsCZxHASMDDHodszfpYmfBAwzGc1vH0QNv+fhVr3josLjBsb2+5DKKprnkykUhFMKwPK/sHVjGJQKb7bZbD01GjBidP7UM++zniq9kf5/QFy/ENo7i+XLK7hxNhKxQMRdD8TvYJEacvWB6/rnW2+fZrbSXfdC4WXMC9g8jf56edwHYPPJZTu51Q09EPDC+LXLFhkJsFb/g86e6Qj97o5ZlXqaCCwqCQpC+5TJul32coSux/wRt/H59TO1NZ+4xHL6S7ayAW7P2j5vAfxlfo6fJR1asNshwlu1fKbfBO5XZzmm//vxzIhDesM3ZjN2+0VPOfE7O39s097/68sj+H+l4OpSt1OCBU417Hc97CFZx51r14ogYebfCk6DJxipG/jtsU5p+xLL6fvW94lsblhRMVP/Ose0ueoZwcO5hqGkrIHGP8RhrySV0cMSNDxd1bvihGDJ/T/i1rn+ZTqekI89zPZud/wK4V5v91Z6CcuJhFtoRd4/6T+HR1AG93lJqOMN5I6kHaTv7KxRJYjkj3Ukm+9x7N4JbnG/jB0a2u9n372qV81it445YqanrzTwopN8tuBQNonxB0va4aNUwyl/ThZr+vyXWkAXQgZBOKb9rYwxVr+rjp4BwbbcPhVz3OpFKGE6gifl5DTewqcId8iF/ZjViVF+PIQCmsDcnWPt2jovlVQkEvdbsURgJhk6cDvxp0jLNZvr6abVurGbO1j2B32HWsmH1grfT1AWRD+hRDQtSg6pUwH++vskQ5MiE55/CbnyQSVpEdEtEg8G3SUIwGmjb1UBPpL6h0S+V+lhfW7zWO164YLFhht87ZoZC5You1zLrXii7jH3pzzv8z/pBGjVehwQft4aWM8S+Ibys//SVi6hVZncOkjztKLi8UDnjwRvSylzXKtWRbeZ9V9shUq7cb53MWQFlWf66Qv+GDUsV9WUiu32rESF/UoxL1mjIudbto1DcURrz5/Y4qwrrBjLpb+duY5ZywwEt/j4dV/3sWz/+jiXCrQnUe8hHJZMf+ghlNz0DGuL6k+26hujvMqp96aL3icm6/5kmaNvWiexW8AQ/1Xb3mtp+aLrtUlp1CIl9ryWi654WE/brPWrOZeQtNS/3995zBvIUrCkJoku+tRf5EzPXbMi7I+zf1cuq4IM/eMLBetqTPCZZFzm6ZKyQs4vvF1xoZ92JHWYtgV5I7TGQq2TYs69fk8uKruHuLi1TErpSxRMmkz4IVe6L5VS46sJ3OSGHadPikc3hqw92EdYVFfd/nH90t3LXOz7svjKGnw8vYrT14osagwTjXAdpJnyvb5yAd+Sg0sciGuDqdj1ui5ET6rIQTNWrQvLE7vr+Q1xfPyFQ1Ix6TVe6WDEh9Pe3LRzs5dNNnLFmls09bir+Ix1R0iU/XiXoVmjb1AFDf0pfXsY7/zkPYc5Lj8cwOz0Ah4YkaBN4J88kuzUx7p6Vsyd9IjdnLFvkkd5Q1cvl6Hu1BzYVCuQSKJ7/k7C9vJVbbNW718yp0NQf4ywc+zv3SguRd5Yxjp3yDXQPN9Koa933kZ926errafHjDejzrzlBFwmTNKwTSBVlnG3idzXa5HCudtpjTfgsF+wefNxzFoxl4w7pJyocJ6XOC0zV0o9eWPC/bY5QDUvWvUh7P7TGtOuEiVl1mzvl/zrkdFnG0jyUJx0oxP18ouqS+pY/mjT2EA14ifrXoZDMXmJU7sp+G5wiQGiOW+OWDCgFMj+SMzXIgeW6QnM1rh6JLHvz2h9x8RCG+8RMR9VfxRmsXmzu8dLRWoRiSurb+ODFNzn61tzfBSulAEMsF5UoAUiFVP01261ouMjfXvNzuiRu4IdeFIvylPCentpTiuLkc0xf7yIh/aBgGR17xaOYN80BRyF+MuG6cNYb+oK8s3wVGDqSvQvzKGaLwnbnciUyp4STdMRJgvdynRKvxP+O+YodbeJRjuf3fAd57sxERMqjq0eLupFSkz45MX+92K2E5kA/LgppMVN1MhTp+un2mEqq2rC52K1+y0HemtpfD9S9XuCFF+RK04fDR4QSrv1nW51JU8Slkn7X24Q9pXHHKJo74Tqhg+y4kciZ+I4z5la4S/RAg1zinZLghOMkitcMFTsK7I4XQgXnv7dl0VvWGAcJlEpT2cdWc/leN++f+seBt2P83z+DbVofXb8a9+PujA+0qUH9JtgwCBXFR5jpw5/ocpDpeqgSNrPefom9bz24q0pe8Xqrtre2Gq3s4FxQiJhWIE+989zNcYV3DQK+GoWRvkzn68kdoynKb5HEj336rGJLf3dOM3qBi7AZT32sl4vfQV+ejYVtfWtmqUqAS42dixBE/p86bKei5IMd1YbnJB4UmlIPciiNk8MwWnqiO7jUH2S9v31/w/R+z5DFqNxj01PvRgyq+Tg1vWEcxDMd+mEws8vmYSH4WnH4XG4UqGVZM0gdkRfrckL9By5wSTEYAOSxkH8o1+SSXhJ9yhqJLgt1hZl/yF6QieOJ3c+LLjlnyGNN37OSWQ+YDcPKFD+KNRFF0yZgs+2TCegW8j+GgF5+i4wnpbNizifpPzLhDNWpk2LKCUmHIiZ8Q4j+AXwJjpZQtQggB3AjMBvqAc6WU/8xmn5m+XIZjdlsmYma3YlWQHVTNoCqoU6UWbp+H3vQU/g8jKLqku7EKLeChulrDs1WP3SsF3StBMwfDdBbXfGroDgXZywXFrimbifQlrJtE+py2zUT+7BIaKduUhYVlpBLHZOTjpRkJpM9+nxtiiRpnnnUvH+4xnhlvbaXRkLQ/o3DyPQ9iqIJASIuHJwzaV5E9UMl90gqHUMM6L195NHPO/zMPXX8qAKeee1/R2pENrOSObDHSnrQhJX5CiCnAMcBnttnHAzNj037AH2P/ZwU35A9GjvZVhfRlByuTDlWgexX0Nlg0y9RuQ1/FiZf28Ogf57re3zefXc7ba5oZs8V0ZwQ9CuGAh85mP4ZnwG2T6qs3+f5lCh3ItCxhPyUie8nkzSkeNFWbyyVEwullZiHbNrrZVz73xr5ttiQwedtc3XzFIp/Wx3k2H+n2sI7hhnT9QDEks17fbK4Xe+6ru8PxakO6V0Gxyadk89w5tSPrvmT7QOqr8zP93RYAfOEo33pxGVuXePGXibxLRcDZxFAnd/wGuJLE6zoHuFuaWAM0CCEmZtpRrjdmuA4UFeSH5IHQO1bSXLU9AHMv6MiK9AF0tPlp2tSLGjXQfGYFkK7GqjjpaxwbwrteI9CjxWp2Dtbvg4H+qMe2S5cxnapWbvI6+SLVsZOhpLA8DBXcJme5qVebyqLi5rhur1+2SLbkZkoySZXwkpwcVC5WYafs3OTfTskiucYKFgpus7/t19sN2dJ8anxcsBD1KkQ9BXRV4NwP3PQJqQi84ShLlzUDpgD2xs9q8KYgpUOBnGv1uuhOQohPhBBvCyHeFEK85rBcCCF+K4T4UAjxLyHEnkU4RVcYMoufEGIOsFFK+Zbp3Y1jMrDB9vvz2LxNDvu4ELgQoLq6eXB8lMuv2pFm/asgO2g+lS/t0sZ1r0taw8vYtkdz1vuoa4gQMvxIRcRLvymGxBfUaRobYtP6IJPb2mMuXgVQTaLksK90Vg7dozhaDdNmBTtZmtJYAuzL3FgPEhIbyjDByS35S4V05+P2uufarnTtSfUydiJ/uVgE7a7qcnErO8VrJ5O+oYaTIHsyUpHvdBCGRPObJM+SHPJoBqGazK/xXEMp3JK/UNBnVr0JRzl9UTsdzY+y+pcnEngyVFbjgZXVmy2y2ORrUsqWFMsK4s0sBIpK/IQQzwATHBZdDfwQ082bM6SUi4HFAI2NM9Lem+TBMBUBLIeBo4LCIpMLyFAFGz6ppSUQJfDnPv62InO3PPiaJ9F8KlfM38q8HRaw7sUG6pR+DEUQ8ZukTg8oVNdotG4LMGVd28Dgq0u8kWj82E4vCtUhYN2yZKRyqWZy/TrFgeZCXJzc0pn+Hgq4jXt1u46bzH3XwfR5xDTmsm0uVjwnclIuBNCC3SVcjt4bJ+NDrlAMSTjgZeOONUx9r5VwwEuoxgtAdZf7flfI59JQBOGAh81T62jc2oehePGHNPqDXg669ikml9n7VGdIXb1xbyawRgjRIISYKKUcZNQqNopK/KSURznNF0LsBkwHLGvfdsA/hRD7AhuBKbbVt4vNS4/Y85Rvx65Y/0Y+kq1YukfhuD06ANj1lzqH3/wkynqdZ284IeU+PJpBbUeYG+9s4kaepKbLrO8b9SoDcTeq2Yca3u2NHcfZJeP0MZKu8oBd+Nn+sTIU0jzlaOFzC7fXxn6OubxcB8VcJvW/Yl+/QhzD/uFczLqvuaAcCZ8dyZni+aA/6KW6K0LrIXUY6816v9VdkZI8g079yFAEG3ZqYuqMTtrHVxGNKgRejRAOeJj+zmDD11C7eg0p0GX2bZAmwThHCLHQNntxzPg0sBo8LYSQwC1JyyALb2axMSSuXinl28A467cQ4hNg71hW78PApUKI5Zhm0E63jNj+Ve6EZDfwaEr+GM1wejFYpEnze+hp8HP2zBB/31LF4xs8PHfRcRn32T/eR7RNiVd6sAZ161iGR6EmGEa+beAPaQlxOGpUx1AEHs3I2qpiqGKQe9iJEDpum+L5cPvScFqvmC+cbCwkqV6u6UiwG4tgLkQveZtMv3M5vpsYxFyO57pdZUL6yh0JZSJzzK633+fmjd38/rY+xgXOi8/LtsRbts9/qnAPK5mjcWyIjRtqWXPZURx8zZOEA16mrm3NeNxhiLuklDemWX6wlHKjEGIcsEoIsVZK+UKpGpcNhlzOxQGPY0q5fIgp57Iom42zyYR089VaIYAjF4Y6EMR/29pqIgb8dJ8qV9tGNQUj4AGiGIrAG9EJV3nQ/CqaX6UqEEVdG6VhWx/RmE6goQpUzUgZo5VJ+iMT3IQq5JOlWiokEz47qcv0vGZrXUmlmZjJBV4I93Y+cZG5ZHtXUD7Ixwp48s3bs+aygd+e2IdkznqfGQwmqbYxFEF0fy+RkMqay0znXuOWPtSomcxhfaSWk3pfPFkjW7jYRkq5Mfb/ViHESmBfwE78cvNmFgFDndULgJRymhUQGcvmvURKuYOUcjcp5aDsmHSwOrDuUXK2bDi20SF7rILhBbs+m1QEUY9J0moaND7rgTc/CHLszTWu9jVuYi9VPVo8mSMc8AzEgHlAbyNO+nSPmtBv0iYS2EhPqgzNdC8Lt/2zUESj2EhlMXGzXfL6cZHmFOeSTOBylZ6xHyfdlLC+Lh3bDLaXrMOYlm3b8kWqe1AumcAjEcn3dMo/W9nv+lXA/2/vzcMkOepr0fPLpbKrq3pRz4xGQgxaALHZBozgigv4guGyPXwlhCwkJCG8YTDm4u29h42vn5+x/Xhenh8YY5trYwutgCVAZl+MWWyEQEICLYCFhDQazd7T093V1VmZGXH/iIyoyKjI2nqp7uo439dfV2VlRkZmRkacOL8lgPfcfV1xMunZo9IHDTSS38ui3bPAw/yLppEmHtKcurzsbbeoiafelrNQBLRthfFTBnes91q9RFQjoin5GSJ+4W5jt1sAvD6P7j0fA1gz1xtbUfEbEu2GCghfqzDOOmbxtmStg5otXBDI9oXq0Pw8B1bgoXnUx5GDk6hPJZjb3d/qHcf2V1HxxdJrYdKe02ahh0rIcPqDC7mi6JUGl3RT3waNzBykPfZDDgZVANYLas3SDTYl9opm1rf1Ywrramq1mKz7uT598C3LjRhs4moI3ersTL+DY1iyTIxj7sgKXvXmj2JyUbiQ9BOk1StAyVT+9DK51m+uTEWoNFOsNgN87a3tQDiPcUHwMnm8B49tJb0PG5nAeS+Aj+YxCwGA6znnnyGiNwEA5/xvsEZr5npijIhfm5DJMPfNOp/D1oVJuFgeeCHVvmYtBNUJJ+YncPMLHwadsg9XXnQtAOCam68oLTeMMwT5TDvNc2utTFcAj8AXOPyEqaXgJHxLm5QdbYf5cAMG0rJz2fazfS7DWsxMGx0oMJCf4JA+jNbjTLVxQLVSwhyEuUfItH7OFuG9Uapfv89pKwV+bGUMY+6Vz3xqvln6m45B24d5vN5/pqGHk7snwTxC5XnA1y4VpO8/vfPz2Lt/CWG+n8g8IEifVLO3SnJtxsTfwOjRnDnnDwB4umX732ifOYC3DHH2dcf4ED/OC/nNeq2QMKivX8fptkAjduiOgnk19+czn1sS+XjRcw9jX52Df+sOXLi4Fx/vQvgA4LUfvxl+UoXHuEjdkpMLyjgQoJCw1GNMqX5y9qvPuofxO5WTDX3iYZuE2CLwupkvewUplEEGqZgDWTelay055gaFzam+zG/QrPsgps31vg69PD1xb1kQTzfzdL/nW6vJ1pG+4dAr8MMk+WXvcq/grX7bB/faiaVl37n/3Dl4AXDbb70Yl1x+I3Cp2Hfv/iVE+dJx8lgAanKylXxOpal3UGydK1gfjA3xI3TmNesG24ALDN55b7XkoQ6d0IM4gLaPn/TLu+wJq3hmUEF660mgDvzslR9Cs15Rq3csJzehHoo1J5//Pz6DIJkAPChflyyAUvc8T6RYAPKB1CNF/lR9Sky8gxI+vb31In1l28w6DasYmcl+y1aA0InBKNKC9FLi+vUp3Kw6yzYkFZM0FJHkxLgy8w767Pq9rmGejSN9g6OsDdoi1G3CRUd5A0z4yson1k4uzzzCyd2TiJopfusNRwEAH75OsL6f/j8+iVOX4iLhlH5+W3A8dMRPYGyI3zAo8/kDXAc2DrCZF+TzTUMPrcjHvnOX8JOVGj72+A/gxPEUH2cXqJmsRB2TAIDn/NkXMaE5LLPcp4UybQbe4qg2ksK5ABR8XYbpEMsmFWXuBusZKdoLZapZt/1t+zm1yA45qBLjiJopksgvJPgeKJJ4SJPzMHDPc/0xjO/toJHmtvJl4vhXn120huw6uKzK34pEz8GOLRHVu55YL4f0YUweWyFqyaEc0t9EV9/2ntbE/3lfht3fvQw/x74IALj0shvwutde3z4wfAUAoD7dQhZ6iKvt+RJlHDxP00IZBwvEskVAHtnWJZpT7dPF18e27qhN6TPL77cTXospZti8ZCZ2ymRr2HVwvUyoe/I5hXFWGglcmsO0JGK4nzoPi27K71ZBN9V81Ch7ZmV9Sq+o9b7Pa7EezB5bwZ4Dy7jgxo/jp973WQDCMiKtG9sFDNiwtXq3E8ZO8RtkRtQzWm8N5t9uvlcOmwtFrLz2IMQ9oUbc/x8zmJmN8bcnQjz/5cBr3vBhhIAK2NCx0giR1jx4KUN1IW77DAqehzTwEDZT1a6kucRq8vSoEIA0StJjy+PVV1DHOi5HtVVgvrfrOZFbyzPul7gNGiCkX6Oe7ggQfoUyO0KQsg6/SJv/pm2N363cLnR/tK06ae8nCMRG1kz0E9WrHy97J9kT+mkG7zMp9iDGpV+9AeE2HNecqVdg7BQ/YHDJuWeOozWqf9tVCdyOde4HHmNqgJ+aauGGC2o4ergKAKguJzh05gwOnTnTcdytv/4SBCFDUBMmN0BE6spgjkxLISRBTET46uqMVAK7LYBuKn2DPItRmFz6jvj0OnOMbQbp7XfyZb63w5az2TCJ4aCkr1CONnFJIqENJBWRqzINRS7BVuR35BW0mfBHZe4te06DukxsNZj9yEDH9rAGlG2nvK8K40z1d1Jx7lY/E6NID9VRB74xefy2G8aH+PFi52dK3mXyeL+NcT1MFrYk0N3WZO22z2ZgO3SEvaAnFJX/5Zq5cTXAYx/ThPcvn8A5j1/EZf98E679p8sBAF/541dYy7v1118CmmdqADSVMuZTIWGzbGt+KpZ2k4SubKC2mXZlubZ2sFbTji1nl/xueze65gvr5dtXdq4uBHi9sF7vUL/lbNa70xHU04MQyPZVRvoAoVxngYck8jG5GBfOE1fF6jR6P2Yj8zo2W/GTddWvVX+vbNsHVfxG0Td2I1rrdg7LmAm0MxV0jKtdiGjH9y0wngxD+hzx28Yo9X0ZcOBcr07MRu5sKqFNNRykgxpX1W5QmGoE9wjRLoaHH5nE95/1dGQcuOFnROTuv77rlfhvb7zZWs4L3/4phHGGlamKihbW0aoGShnhlgFR+mqVDURl8JO2Smnz5dms2fTQASADkMiB1jEdYEK2mYP1Rr93Zvvp95heaOWkLg09rNYqHcfrEx1fiyo2o+b1/xKbTQAHtbR0u5/9ksRRTZbXogR2lGURTfTtg5xjvYnpWsHhfPyAMfTxM7ERs4z1ckZfC5Er803pFgjQT9m2XEzbGUp5y5+VnzCkAUcYZ8gOAzc/93bQKe/E7V//F+AFwPP/8nNgjMCeMt1R1vP/x2eQ1EL1PWwJ36dmLUQS+QjjDElO+uJqiCQSg2QYZ6jEqRooZQfKPFKpD4D2QGkjdDaFWlccuUela2KuJaqvG6HU6zRIMIkN3SJ8bebCfpaxM48Zl0lQGTEB7L6JNqJSdi+8fKR79JxZzBxrFvbVlWrS2p2fMmSBp7bZsJkm37L+sB9zro38SQLZLX+mvq0XMdyMdliaEqYPf0G1r/E8bYsiyMlvrwUTtgr5k6beQbE1ar9+2DGK30ZgM0xUvdBNObSZlbv9pu9jK3M7wtbRB2kGYhwTjQRf3vsEAMBb3v5HAIBKlKEVtxcdLxyXd25BypSzeysnfBONRJhDGMfyTIQk8pEFQvXLQk+Zhk0H6p5RvyWzb/k5iXysTEftJehypVGa44AiectyM55cy7pMrekXtmWezM82sqp/Ly1bU/Pk534Vvq0y0Gw2TBUZsBOeMnVLtvEz7j+BucONgi+q7rKgK9eAUP/M52qaBM1nuRmwWU4GRbecmWX30abi6wRxULV2WNiUwH5IuM1lKg076YKXbc4qWesFsXIHDfw3bhh7xW89YUtfsZVzVcmOpltn109HuJUj3nrBjFjUsTJVwe/edDq+9tYv4dTTQlzwizchqgaI5ood3E+//9NoHvQxmQ9uhUXR/fYA5zEO5OdLKr7qEAX58QB0T33QK9JO7qNvSwNfDLK5CuPnz0qWJRNLc0ukpV9yPhv57MdU20spLCOwatsAakQ3bNT7uFXe9V5qvKk+lcHcR5ar2m2u5shrzgKvg+D1zIwgJwZbKPBjs820g5LGje5rdX9niW65OLdCUIbD+mJsiZ8ttYDt90HKMbd3+74VsNYOZLubeYFO0uoxDiQMcTWExzhWmyE+9fAj+PPffxtasY99Zy3h0z/zskIZi/MVoEqIU4aoKUy2cTVQs2jmEaLVFJOLLYStDIunTMBjHHE1ALF2Qud+0VUFM9S7VjXIoywDBGlW2Ec3E6ehVyCrQJEU+wmzHterPv38rpelvnd5XwZNAbKe7952S1HTLXXUWiJVdZVP6jnSZ1Vu7zVRGXYVmFFh1FHco0wt0887tJ2UvTIwRmDZ4PeWb59m3BfG0tRrzmhs0ZOSzPX6M4/fKViLr+BWhPkM/YRhen4Vu/eu4L1fnsUXfinErruWwK9vWQ4m+HEG7hGWZyNkgafSXoStDNGqSO2yPBvh5O4qpk5PUHkax4svO4lKnCELPEXK+qpridlXB/MIcTVUz0UElYSIqyGywAfzPPXnZcKnscxPrqx9l/prGYO7zbTLDJKgn6evfHQl+wzzbppmYlN1KjMhl/lHbRV0C/yykcBe0E2QZdkRdNiCCQYNPNoqCZ7LAqz6ybqw3nUw61MWnbyR0J9pkLAO0rcVntkw4HxwMy9jNHZOfmOr+OnY6h34VkI/5qPtDDkgVRsteIxh/8E57DtnCavZMj7+d6/Bq667pbB/xj+PICRMzCcIWxnqCzGYT0gqPjw5M8/LDBKGl/3XIwh9YDrkuGfeUwEd0jy8HgqIJH1yBRFpivXRbtu2gV+kk7Gb/suCAVQS1xL1r8wMXKbwDfLu9euH1A1lA9Qgan+/59pqsAV69NpXh6l4+sbawHoKIlNB6HCB6ANb5V6bpm/z3myFfrDsuZp1XwtKJ4TbwM2pDMP67HFsT6JbhrEnfqbpxqEc/TiDb2cos31OVqJmitMeWsR+bwa//IXj+L2/+G/A638R77n7Ovz3H7scl/3zTSJhczCD1b0VTN+3COYTVqYqSEMPlTgTCZt9EdXGPMK3PlgDMaGwJZGPIGOYaLR6Kic69DQxumqmVlQIRY41fbufB5sQ4whSkUQ6C3z4udIoU3HI/WUUJveoowO3Bf2YRp5+yN4osV5+gtu9z+g3Ot9GbPRclDqClHXs23GM4S/Wy+xbprZuxv0vuzdbvc/rloFhPQlgGbbju8GHDdbYfpfaFWNP/LZj47SZaDbT78NMTzDOqC63UJ9fxfGjE/jD37wC1WuawNOBbx79BwRhHYCI9J2sJ0hDT5k8KnGm/P0kKglTRIp7hGqj1VPpKzW/suLSSkxTH7yMI2omWK1V4KcMYcHUJgigOm/G7Q75Ur1B299Dvz69vXVrB73I3nqSwV5krptC1y8R3I79hY5+zLuDpGpSrjGeiBSPmmlB6Ss7v3nuYXKljpL0bRfoqu5m9dnb+R1hDM7HDzuA+K0Hyjoz20vWrVPtl7iVvcA2/5NBCWG/9druHWIv6ErZqfsX8VBtF6rVFDddPY0DzfvxyYfrWFyo4E9efhQfOjXBv393GotzE5g91sTkUktFOIZxqsrTO0TSyF63CNZedTQhaWaQMMwcW8HKeyS4AAAgAElEQVTKVKQUO5FHzUMr8hA1k0L0cdn1y7xtMt9gv3kizRQutkjg9cSgxG27rBU7CGxkfJgcnsO824G2NGFZ/1SaG3DAaO3Nembj0Mf1mqRv54wMGwHp4zfwcRtQl1FixxM//cXp1omWbTMHSL2cXr4h/RDJXnU3jxs2T9U4Q38mheAe7bof94N5PBjuxk/9bgv7nrcL379nDq/+r4fwl/dM4j3xrXglXoq9T2/iofunccb9CzmpEk7PfsoK5CcL2h5P60WAOsrJidfkUowk8pVpN2y1FZlePlY6eVPKIvrz5zTzEW4klE+R15kbzraf7bd+YMsEsNnqhjmQm2Z3G7nbKKVnI02gZdkS9N8d+sMgZnwTjhTuTOw44tdtBtRvh6aTvTKCuJaEod3q1Ku8XjO8nWLCNdGR1kUf3BkHYxxnfu84Tpxaw6EvTWDf/HHUXsHhE+GKvz0fwVyCE1MV/PhLj2H5SSEW/zXARCNBGkIltAWgVMRusA1q3RQO25rAst6AWEdTz56v5+grWw2kW1AGM/aHVpaNLJqf+7leVXRJ/jCbSmRVQHsEbg26/Nuoffu6TRa3crBBr37J9pxHcY+3wr3aKigL6BoUm+FPuF4YOiEz3/rXNgjGmviVqXh6Q+1FhLq9HDalcK2Nv5f/TT/Erux487idRgJt5E8igDCLnrp/EVngoVmv4NpPzsFjHE/5hXks3j+JfWcu4eHP1LDr4DJ2pasdZcjvZnBGvyqVibKEyGXpMZQZFiIAhGftiYleD49xpEExDtO2/NowJK9fmKZY07zXD2HrpvANayocBSHp9x20KfxbBd36pX6W09ssjFOfN4ivpg1rtRT1c+xWMzVzLvz8Bj5u/asyUowl8esW3WSStW7pS4bdJjHoIGLzq+oWudWrrG4+PzZfrp0ORXhaGcL5JsI4xWqtgkOfnEDktzB/X4jpRlMt11ZajuW3fkxapalHSoI8bM9MKnZyBQ893Ywt+a40SyehJ3L9Gcqg7bOpFg7quG+7ZnOlgJ5BIz1MhXIfs+xecCbG4dCtH9wq93Rc+7i1ktlh3YP6TRM0yP4bDZYNl8B53JjfWBG/QU215uet0jhtqqIeudUPevksjmsn2Atls1ybGaqar78rU6eEcdaT9NnKGwa2NW71epf5dplqIDFeMNF2+P3l/onwSZFAPTBFlqmngikc3wVK/TQUvX4Jbj/kr3C8ZdUNPSo1SFhPErhZ6Z/G5f3T36GtkodvJ6JfQcOGYca9fsdNXbjYCuOrUPxccMdYET8TtmCLXvv3Qi+VQe/81qsDHIacOiWvN0wSqK/mAohnWMkyVOL+V90YFDYiYpI3/XnLpdd8o0PV97U9c5m3T5avE0CZiFou+2au4WsqfP2Sv0FNt3rdCoqiRbnrVZ5tQXl927A+ieuBcXknO1K2aERf37bZGJf72y9kv9VN0CjDsBkhelmUbGWPmvQBa/HxW/+6jBJjTfyAjWlsvdb+3cjOblDFbxDT9lbsMDezXn4eHLGWNmNTWs3yyiYPul+gTkQLQQesTUxNFdgMNtI/dws4keeVyqZM7VIWUGL6L/Zj9u1LwSvxIxyGNHZbJqzfnIobhc1+1zbifN1St+gJm7eCCthNIR8HdLu3G/Hc+814sRWDPhgjZEPl8ds617AeGCvit9ENrJ8Esv2UURbVuRGdY7/yf1kwyKg7yl4m6/U8j/m5m/mi37YmCZwOfZKQBl7h+Xha2Wbgg65GdiOXeoRxWbBGoT6MI4PI1ZaFHpAAWcjhaT5//azba363na8sMrnX8TbTs/lZP17ejyxvw1nodc1rCBTfQeYT/Dwhdy8MayrbrHdrs99h2U5N1XUzyZ85GdpK5GO9oF9X2fihtzPT306fKA7a1/XTpsbxno8LOu0hmwgieisRfY+I7iGiP9G2/zYR3U9E3yeil212vcoWbbdhkM5ss/NW2V5aXSHS/9v8B23SfdnLvJEv+aiiGW0Kml4X25/p82Q15Wp56aSJFRD3MIn8wnG2ZLb6+aSSVxboEaTFlUPkZ7O9paEHP81QXW6hEqdIA79dX4NoFa5FEqzAU0vB2cidPKfHuFr0PUhYh0uE2teorySxsuzUOI+p8un3CEAhObUZ0azOrdcj6z5hMgfNUU+QNgtZ6FnbuO6/qfw68+eWRD7SwEMaepuSmLmMqIzzMzJ9aPVnYvbbg5hge40J/RyzlSBNvYP+jRtGpvgR0YsAXADg6ZzzmIhOzbc/FcClAJ4G4DEAvkBE53LON8zRqldaiF6kbNC8bJuBfv0ZbWpaL1NlN/JXZlLpx0/RFnhh+mj26niGHYTXWrbNnAvYTZzmOryVOO24JzbCp/vykEaMdJQpY+b5dTUwCzzE1RBRM1HlBmnn6yZXK9HL4R4hCT0klQCTSzGgkTY9t6Be/7LvZdfdz/WYn+V1SeVOz69Yqh52edfLlPNBg67049YLm0U8e6lLtucmJx7dTO8bic2wFowSBdXPUPiB3uPXIO22rH+3BW5sVfI3dHDHmDWdUZp63wzgXZzzGAA450fy7RcAuDHf/iAR3Q/gOQC+vlEV6TX42NSXspdpkJxVm22C6JcMDhIQU1ZGr+O6mRjMAbaMfNrIZT/bBq1PL9iOKRAcC2GRwRatKEDUTAppWNRAaUxIzOsIDCKjD66mqiXrEFcD5b+3WqsgbKVgHqG+sIogZUgDDyvTEeoLqx1lx9UQaeihthiDGEdcDVHJl6ybXIqVqqcnxlbn94ukoSzCVwavyGuW/mJ6ZLG8Nj1gpXDvNaIh/TbL0tTo96YM/Qx0vdBtArVWQrJZpK+f4Jpuy/dlgQevlXWY1IHNMQN3e17blRQWJouMd0wqu/lZrqWvM9vuViV6JsZVwRsUozT1ngvgBUT0DSL6MhE9O99+BoD92n6P5Ns2Fbao3G5mu7Lf12u2tZnYaFOJblouUwb1DqUfpaVfxa5sW9k5TNNu2fFlA6H0KzPbk58rIbWlGJU4Q5Aw8V8jc2GcwU+Y+NNMttKEK82d8r8cYJOKXzCRJpGvzMjSj495hIlGC17GFRFMAw9ZKNb51QcQWXbUTFTKl7gaIkgzEOOImmnhmk1VLw29Qnnyu05OTbVC7qdDN+d6rJjiyNPaS1wNkES+umf68WZ5EmXmX2BzE+Ta3DB67buR0N+xXpkKbKZ3/bmTRflbL8K3VgtLLzeWYVTdjYSt/+wWMLZRxHor3ZN+wBmpXH6D/PUK7iCifUT0JSK6N3dde5tlnxcS0UkiujP/+70Nu9Ae2FDFj4i+AOA0y0/vyM89B+B8AM8G8GEiOmfA8t8I4I0AMFndtaa6lpmhypLA9jP7Had8Vhvxgnfz3dM7tUEUO7MM/b9NtdF/18saxEREjJfOoLjXuSqFrmjpMNtgUmn72ckEy3ouOlPxkwhbWYEg8bxMPyd98hz6Z2ka1YNHHj1zBnv3L6rrb0xHOOVIAwAw1VztfGe0a5XbdfKWBh6CPG9g1mPlkH4SRnODaEjI9ZP18uT+TCvPajbW1JE09BAYAR5lpt1uDvRmXc395HdzoqH/t6Gb20E3l4uy38rqZqJstRU5eTADcsxoa+YRArBCeYDdsqL/3g0bkTprkN/XMik220m/Ljf6/ly751ZFu0ei+HEaq7qB8eEUvz5MvSmA3+Sc30FEUwBuJ6LPc87vNfb7Kuf8VQNXYJ2xocSPc/6Sst+I6M0AbuaccwC3EREDsBvAAQD7tF0fm2+zlf9+AO8HgF2nnDN0y+1nNYG+y5ImqR3yIpnoNRjJz+ZvtnJ6DVJl5rd+zHC9yN0gTszd/PtsUall7cMc8PyUqRQrMjDCLFtX9sxzpIEwm4Yt4a+XBu3I1iBhYDkJi6uiG9CVO2Ji7WL92uYON0p9huQkqezdkfWTypokp7Z6M49UFC4gCLB8XrakNPpzl8/NjGZOc//EslQvhTpIYtNlMqGft2y7TaE26237vBafPVt9evlm2a4NaE8MBvHps5kb5Xb9PPKZ2iK3u02yVXkjMBV3w6C+hGY/1cs/bhDl15Z3U3eh0LfLbWU5Lkd9X9cbnA3n49ezXM4PAjiYf14iovsgLJUm8dsSGKWp92MAXgQARHQugAqAYwBuAXApEUVEdDaAJwK4bb1P3i0abeCytI6uV66ycUa/6oQcoPv1A+xX8bMNtiZMM3M/Jmz9GBnVaCN70qypm1494zpNPzjzWLUtP95PmDD55qZd/Tc9+lVu102WSeQjCzwsz0wgrgaqLknkoxX5qpxqI0Elzkrvg36PTIXP9t7YzHxKUTQGe/MYWX9fM0mbJltPaxdk3AN1jzXS1+2/foyqt+XZ2O6JOdjb2p5tH1ubM82Jg5oWu6mQ3Xx2zfPa+kVze8+0VpZnVVbHbub3blCRwwMmyh/kOsqO7YVepuF+zPjrBRmAJd8t2TfJv7gaCBcPY7t6H/NI7LWMj2OEq4joW9rfG207EdFZAJ4J4BuWn59LRHcR0aeJ6GkbWNeuGGVwxwcAfICI7gbQAnBVrv7dQ0QfhmDKKYC3rCWit1tajIHL8sg6Q+34v45+K1t9xmUbVPpVK0xiN+jxZeXZPts64n6VlYIpxeIOwHwqmGXT0EPUTNskRiMu+qogsgwJmxIoCVPYyorkxBPBFh5jiKuhMp02piuo7OOID3jIZn1MHowxNb8q6umRUv9U+VlxYDavV99uOuXr70EaePC8ttomt8v/elStibKJU6itmCKPt6mEss42tSnQCLN+T83v3QiHzU+qm2Jj1qsXBjHp9QulkFr6kF6Eo9cE1vTFlPcvyKOnbfsyr9OcKf8PGmxT2Nfo37v6IBrmY508dhsbugX79UI/5K4nkbZYo/odz2TQmI4sT60jJ5ZAceKsL93IPQIzJlLb2bVp2OCO3Mfvas75u7vtR0R1ADcB+DXO+aLx8x0AzuScLxPRKyHErycOXJl1wMiIH+e8BeCKkt/+CMAfDVQgde8E+iV9ZqejD2JlaoGOXo1f72j6SeQ8qK/LZmM9BimJ9QoesZXZb9mDzML1zleSkuXZCRURK9f11Z+hDGzQ1/yVxEQSKK6pXB7jCHITrE624mqoki3L4AwvE3n9gsMMU4yDHxQz+qiZgHuE46fXsXf/orX+hShAS2SthF4HeZyMrrWa7QYYxLsdY5JI04yom4h51laUbYTO5j9oIzPy+sveu26m22FgI339tkcbqbKhn8lk2fPSlWZzX0kIepFoWVePcWQl+9naUWldLRMo2zWWmY/7URhLI5jXwVeun3GpV1Ah0Ps90ycBzC+mWZK/AQC0e7daq8BPc7/iLvWzPfP1EFo2AjK4YyNARCEE6buOc35zx7k1Isg5/xQRvY+IdnPOj21IhbpgrFbukBjWR88c0Apkbw2ky5xV2uqnK0F9k9QtSgo3gsBtFAaZkZuDjM1fbPbYitpXKVQ5kdIHM+njJOvAfFIrZQRxVni2jekKomaKZq2C1VoIQPjjhXGaq34i4lakfAlU9C4gfOmy0EOzVsHssRUVYKGnSpF1kk7g1rZqTIB0FU0SDV31hCxP+1+GsuANVZTXNs3rgRoSOoHQV9uQ91+WLwk1ADRrFVQbrULZkpD3gzKS1i3ISB6nb9PNvt3aos35v9t+yjRv/C7bsM0ftixISapDZcQY6JwQAEVCbtadeUXVzzPaSxnMSXEZgTMn2GX9qvJx0yZf3XzhehHSYclOr36/L4LajUijnSqKWKf1QyZslzlFs9ztJEiY+r4yFWFqvmn1yR2knqPERgV3EBEB+HsA93HO/7+SfU4DcJhzzonoORCv5/GBK7MOGEviNyzKfFMGhUn0+jElyON67a/vU7bfKBye+xm8tgr6rWMZ4ZNpT0It/YpOqOS9WNg9qdS2ZhTAYwzM89rJkf220lRdTgpkS5bXmIrU/q1qoPLlyXpVGyvwMo5W5COJfFTiFEGaKVOzHFglIZV19bxO/0B5bmm2a0UiLYwkkdInSAaIHD+9jsnFFqJmIuqXXyPQdhYPtWXfCvfWIJw2cqhvkyRBJ3nyPevw87MM0qavYLXRAqBFRvdhKpTo5gtpC6TopsD1Q/b6OXe/ZZimaV0JstVFqniAfXIq/ycVv2DK19MNKWLtE/y8LH1ywj0qPDO5f1wN289Ji2YH2u3r/N9huPWP7YEL+jXYUCCGnt33FFi/ccGGUrJW4gpSdkymBS8BRZKtq7IqCbtBwCXhk8cK3+K4cOxMvKLeVX2ypJNnWx2HUf83Cnzj8vg9D8CVAL5LRHfm234HwOMAgHP+NwAuBvBmIkoBNAFcmru3bTrGhvjZ7l5ZQ7PNLG2NU6l+FoLVbYAwO8hefiQm4WN+yUDYxZzRa6a5kf6CZb47WwGDRttJlJk3bf5IQcJQydrBESvTFSzsnkTjjAm84LlH8KO/8nHg3FNwyiGRCmXXweUOfz7zmVfiDEuzE1ithZgQh4mVMdDODagvjxakIg8ggELevLCVFVKT6OY4qW6YJl+P5fvLwdsnNGshkihAGKfwPMJynuR5eXZCDM6Mo4JU3eeywdIkY7Z9TOj76oMb/M5noZell6kTPP2/zfWi27tiKmSmLyTzSZnLbGbXQSdGtndqmPfLZpa2+a0CnRNXuU+vPiaJfOWXab4n+m9yMtGKAlTiVCxZGAm1KWxlSCpiEiODe3g+4ZieFy4UWR6MEFdDfOndHF6VIWqmhbYsJy7dFFz5TqShh6NnTGHv/sXSdmhTyNX9MhQvs/2VjR/yXbTdf70N2vx+zXOaJAyMq3tu9l3m2CLN7vqx5jV23BdtjOzm6iH36UfN3QwwhqFMvb3y+HHOvwag606c8/cCeO/AJ98AjA3xI9hnQjZ/Hrnd9gKZpqk08ICg/CXo5U9S1oHaOoOeBNF4YXvtV1a+7di1kEJzYFvLALXe6McBX8Kqnnrtzl5Pb6F3cG3/vghJFKC63MKeA0uYO9zAPfdP4vi5Nezeu4LK/QkmGq2Cf42El7UdrSWBqDZaWK2FSHI1z2NcLT8WJEwFakizcYDOQAZdiWlFbVPsaq2CyaVYlJubpXXVQNYxgPgexhkW56pYnhG5/MI4RbWRFNqjGbxRZgbSTcVlvnU2oq0rdknkd6zKIU25puphkk39/pcNrjaUqWdAW6WVaWgCsFIVrV9wo91J85ut3G6ElCz9la1eUkXTl+ZTz8MwqeoKnFRT/bT9DCUZkM8gaqYqaECqtqJNM6zWQswcW1EkrVmvwMs4wjgF9whRM8VEo3jvRZkJombaocz7STsNEgA0ayEW56rYc2AJDz51Nx77wxOImmlhIrR3/6KKJA/jTC33J8tlPuHwvmlwj3DaQyfb99PrQt60SZTpKsF8KrzvZUS8LBisMHEzxiz5OWqmHeNflhNphnY/EzRTQFdrjWcr31ebOd5jvIMomu/uqFU+HUMrflvnEtYFY0P8OBWTwuoDmQ6T/JlkL81nkrWlGHE1KAywhZfLVOmMAU73J9L3N9WjMlVPn712e4EG8T/Ryy/7bT1UwUEVjn5Su5QdJ8+hD24m+QTKSXVZh6o/TzngMo8UQQvzDtdPGK7+2JW44uLr1GBy/PQ6mEd47P0nMLnUwq6Dy0juFelTomZa6OjNAeDw46YxudjC1MIqmEeYObaiVLXFuSqCQCQnXplqE7rVWojJJWFylYOWVDMon/n7CVMD66Nnz2LmWBPNWgUAECCDnxYJgpn3y2Mcuw4uq8/yfpirdpRNvvQBSi+j8Cy0cm2mKgDKfC3Ji15PP2EdhEOek3tiTWEvE98rcXmiANtkTcIke14mlsGTz0Le5zL3jX7UNRvK3k3pfyV7PhHMU3wmsv0C7TZsK5N5edBRnmPRdt8Lk0fjuepuATYlWfaj0g9TfpcEJa4Gwn1huYW4KhRmjyWqDld/7EoAwFUXXoOq1r/7qSB3USKuW5I+fcI0e0yYKR9/91EwT/ijRs1UTXqatVBNCpo1ETi1OFdFGGeYzv3a9u5fLPTJQb6qjrxeCXl++f4hLJIm3R1EJ/eSXCnXCs2Mbkbjc4+wODuBqJkgSERkf/3kqnIBiqtBsZ6WcRCMI2zxwoTFY8JtRC7baI6X8n/Z+2lT25lXDLoaKXibqO5kjA3xk9CdhztmrcbsR/5v1kIsz04gaqbiRUrbHZLNd6RAFEMPcTXAoTNnsO8H86ojBOMdg6B+Tt0fQi+3cK4SBUovwzRlmLM/aeazDrS6Y3YPQqjvv94YVhUxFY5uiowtglU3Uaj9GC8McvqxWSAGkTBXnsI4U4PRtf90OQDg0stuwKn7FxX5IsaxkgdnyA5dj2rUTYLEOGaPrqjPokMPMHtsBSdOrWF6vomTz6+jcmuzcD31BTFJEQNmoGb7ciLkZRyPnj8HxgiVgwmCJwBLbAKLcxPYdbCBU460OoiZRJlCXma+NX+Tx+gkQT9G38+EHIzkdSjFT6tHGGeK2BTIHqBWCZHPUpKefgM41HVnxUFaQilErbYJUymZWlCBukbDtC+/S0XIM9qi7Tg5odVJrayHn09SJem3QVdzzPdZ3i9BwkK1hrReZ6n+SqWYobPvSnPVzGPFQIICSWJcKYRpNVDPRO4bNZPc90y4UFxzczsBhHznrrj4OvX5kstv7GiftcVWYeKcaD6rutkZgDqPxzgCX+S6lMed3D0pFMmcyIVa0BDQ2Zbl81D3QVMi9XMCUNGyvlZ3qbzKdzmpBGhMR2qN7KW5KvyU5SbwEB5roX5ytVD+RK7GC5N4AOYRVmsVdV9lveX7oS/bCADV5RaSyMfx86cx862G8skMW6m6FluQmDy/qbLLCel28AHfCRgr4ifzp5X5EZQ1zmojwWqtgqQiXvZ6rrb0K12HcYbHPLignJTly9TRAVsGHPnyBUZnYtbXdpw5G7N+9zsJpSpjQEK3FgK4nj6GZj1sCmNhsDc6OglJGD0tQKNZqygi4SdM+R2lgYeouarK8TKuBh0dN95wGa686NrCAFtfiNVgLU1Jeh1kfSnvsIG2SiNJhVwq7bTPnEAr8rFaq6C+sIokEsqFn4YIWxkmGklb6chJZSsK8JhbxaRk4eVTCAIGPB1I72nhxN5JdQ7Z7pPIR7XRVloUeUKn+dZEmZLXi+jp75Z8dmngF6JQzfpImAOqGuhzM7dphjRhC0zqxwTMLe+e/K/MiCUKnz5gmmqZrgJKFQZo+7bJSYYNV114DVamKoirQaGdAYLYNaYryoph9TuTql9DTCKOPnMGe29faKvDCcPiXKhIiN7PxXmb1RVHScJlRGkWeAXFRW9rUgns11VEvw8fvu5S6z5XXHydupeTi61CW9TJpI4rL7oW9YW4YA7W/WqRE9GrLrwGzCNrOa977fXq/nd7XvJ8AJQFQbarMI6FqdvP0znlbWXm2ApWpiKEcQtZ4BfIpTn58lOGyaVWwdqgW5X0cqUyF8YZsvx7/a4mANH26gurijxyoy+V0NuqchvJ//spU6sEjQrEhjQ9jyYGY8MwNsSPEwoJRG0PN0gZFueqmJ5vqn2k7D+jRT2WqXzyxdejOtW+WuSjboKSs74s9EDMXjed9JlmH3PmZDPr2ga0Xvt1nMcgU8P4AHYjd+tN+tR15ddhqp+SwEifuFLywdqmjoXdk6gtiihCuW6tVI0reYoVP2G4vmTA0MtlAMK8oxPEjBVMVYAYEK64+DrrQCevqzEVwWNMDUBRM0UlzlCJm2hMV9Q5VdvPB+HCxCZttVXm21Kc2F0Vquach10PLWP26Aqa9RBHz5jCngNLhfdIjwLs1eb0e6+3P5uSZVO9JbkkxgGfUInTgk8aQ1sFtBECWT+phPhppo7XlV2zLZr+cGW+cjoh09tUMx8M5XXJffX/sn7MK65TW6bMSUgTmTIl91Arr/7YlXjNGz6MMM4QV0Xqn9pSjMZUhIQx1ScdPWMKYUuYMcM4Q7NWgSd/z1N7RM0EwYEUJ06tFSaU0ydW0axX1GRGTjJ0fzuZ+00SJFm3zYZOuiTBKiN8EvL3Sy+7QbVFPfJYXke367n+Q6/ru4696nPFxdcVUhMBbVM6IHx3e7UL9Z4xDub7hX5evp9y4psGGSpxmveFrTy6n2F5dgLcI0wuxSp4hnlttwl9TDGtbQDUhGiUIMZBQ4xFNF68b3yIH3H7jGd5ZqKQAkMm19VJgFR0vLwTk6qhJHGtKECQZkhfHqHyyVWlxphRU/K8DEIFlL5IUiZXTtpeMQpL/28jJ3qnqw+k5kCsX7fc3xxwzbQLpkIIdPq7yW29yFuZH1O/x3eDJHcF/zjGkdR8Razl8xCKV6CeNSAIzN43ZTj23k7V12McPOOK9DGP0JiqoOolytxCjKO2GKOZ59Erg1QBJFGJmmnHAKF/N31R9eefBh4qcZr7IFVQW4oLHXa1kWB5ZgLNGgoKHQClKumqcwCG+sJq3qZ9ZHuEKnT89Doml2J1/XpdRFqNoBDIIWfxQGd7Us/L6yQ8VnNu7kSvBo0uqrLHOKCZNWXUpyTF8l2Uy0xFTU1BA9qKZRe/O1uUru39FOYzL1esWqp+SjEzCKKfMKTVoOBbmGrqb6EPgRigrtcmBr2UPh03/eMlHdte99rrC31EmEewymX0qo2WIhN+GudR3IIALs5NwAsAv5Ehq4lo24mG8C1Lc/PpRCNRaYSQ118SmlEQPht6ESwTN95w2QbVZDDYnrsk0wBQ7UL6bOOCVMgLvsv52Dd7bEXl49SDwYKEIUhiEYGd/5ZEvjKn2yKP1Wfd3WEAN4uNQEfqpx2KMSJ+nbNhls9OTPXB7MjlzJV5QtGRfg6SsMkObfG2KgLNGV9CJ2J6NBggzSdi2NHNVvoi9DaFRH7W/W5splzTh0gnbaaJWjpum3XX75csR//fy/G8UN46K37KnBR4WM3NTTLvlIz4A4AgJ+tqIFtudZh1j7zPg/SC1/1ZVmsVpVw0ayHS0ENrJsTqXAXUFJQgz5YAACAASURBVGaxaiOBn7IOx/lu9daf11UXXmMdAK/+2JW48qJrOwi9dFtomw5XrWv5SvXaNGtLmDPsIGXKbOz9qNMvS2JlKkKzHiJIGCYaLSzPTMDXBnYd8pymgid/05+DfNeANsmS74Fv6ZClP5UepalPpuS1SzMl1+6B8L8VueCYT4UVSYC2SbIjkMV4p5KKD5a3w2a9os4Txpn6k9eq+3H6jMPX7oEe2CMnKdIXNIwzKzHpl+z1wiAKFCDUrmojQfTQSeAhKBeIZi1EUvFzk12qiOyBJ8zi3G8fLvi9OmwcTOtBGbq5XoiJZXviEcZCANFNtDrSwEO10VI+t2FuBbEJFrJMfYzqZiXYLHh8OOLnFL8tDvlQZdSWTEKrO1rbHFITbT8ASkGQKl2zFipfCrlNTxWhyKMvzEyShAjiKfyMdL8r82UwB37zs9xX+qR1KIOaeqHSMoQeVisBJhqtdioIy8Bs267P4sqiCSU22mFXmiOiZtJeyswWoct4B7E1Oxud7KehhyzwkYZtJXHPgSUAwERDqH0nd08CQMEVoBf0SYU8d7fBUA74eid+4w2Xqe9SodPNzV6ZOdJrmza7PZeOyFXtHiUVX60WElcDVJqeWrpJQk8b06yF7WhObaKi1wmAav9KMa8E8NNMKWI2yHso863pdegw+0OQuCQKcn+4PGVN/g5IEiZJpFRvpVJYcBXw2+1E1v3IvmlMz68KstdKhQk/D8Axk3eb91W6hkjVsV//r1FB+qp6ueoZNRPECDF7bEWtDS1TqtQWWzh6Rn1gcumwdtj6FZtp3UYQ5cSSGMFHUeGWfQ3Q7v8rmQgcUsFMFoFA71d0a1GZu81mQwbODY7xYn5jQ/zkY5ENy0/bOZrSwFM5zgLNjCU7axl9GVdDICj6WsnoNjE4tJ3+gaKpMM6Jo1QN5SCzMhXly22JYytZWvB/MFU522dJAs3s9YWXTIsQ1I/VFU/ppyIHYABqAW6dTHUzy5Yla+6WKNn0k9LrW7a/LFOSZOZ1+r+VpcEwfWHMeyp9+xbnqth1aFkRlUqcKfVHkrErLr4Ordz8n0R+3wP1ILNKvVO++mNX4qoLrykohDJ9BfPaKx+YudmU/5hs9+j0SQPa+e88rx017GuqWpKbcuoLYsIiXRbAxLugHPmrAWaOrWBxrira/49XsPvL7fxmpgIun4m8vytTESaX4o7nIkmgTtDSnGRI8uflz05F4et5+fLj6wuravska5tipSuHfl90xT+JfEUUk8jHylSkzPGPeWBBrIVsRGdXG4l6br3ULqnuDmp2HAVsdbzqwmuUK0wWCBLQrIf41ttfPIIaOthQZlmQuOrCa6z9kx4EBaCwfJ9J5uQ2W9R6maVoKyh+xIa0Po0X7xsf4iebmBlNpzdC02yqQypKEpKsVJfFoLFaq+SrGWQqM3+Sm2ulGafDT6/ZLkv6RoStTp9A/T9gkchLXjD5YkliK/2dmvVQOVvL8oB2OgzdpKcTI1t6GKA8CbIZQSvrpSeaNWHbVpaKRT+vHGxlVJjHuMrMby4VJM1o8jddoY2roVqeSKp7ZWoT0A7A4B4N5fNjmmTKOmX5u/QR9BgvEAl9H3mdqs0kDCxXBOU9md9bQ7XRKpghvaytIktTnfRvDbS2UVD/ciLEPE9NpOJqgOXZCM1aiGpDJKWuf3W10P6TyEcW+CLAIl+mzsvayp40N0voARh65Kf+bslAGWIc9YW4Qy0v85WU1y/zLQJtn9FK3DZfS1I8ubiCuBqgtthCfUGsliJdM8y2qj/Pfkyc24Hw9YOt4v/mMDi6qYRAe9KmT/KlKRhoJxSX0Cd2+thkuiU5bB2MDfHjpKUvMRyrJTEwVTM5SJkOsB7jymmdeSLE3U8zTC7Faqkgmc8IaEcjSlOsNMdJSJOIPKcJppEb3d9IV8fiaiBUj1zRMcmj/C59wyRUUtC0qIrovwdpp4JZOD86Z2+yXnq2f31A7Pai60qdvM9yUDfLyUIPRx8zpb5XzuFYfcjD1EKM46fXMLGcIAs97DrYwERDJH7Nct8uPdUEMY6Tu6uYOdZENV89Q/fDk8TAhmHNcb2IgE4GB/GLMveV0YpymTUvayeslZ2xUkuRB36wRLUZadaR5CmRZklPpFSRx1aXW4o8i1U/AmF+l87imn9rXA2F6qYFOtiIkyTpenvpN/3FMCRqkGcpSaLHOK5xZkwAWydQw2F9YU4sAajJlvRjNROmA51R6zpsbkqZZfzbTAzt47cBdRklaERrBK875nadw1/60j/qUM7k/15JW21kUfdzAIrO66a6Z0smXNbATF8H/bs+awLQcf6K5lBrXqennVP6YAUWf0DznLo5Tg7CNsUkiXzE1RCLp0xgZTbCJS87iFMngI9+u46Td4ZonR6iEmVYWRa+UxPzLbDTfbRiH9RkyCIfZ3/3qFqSSfhRilxZjekoPzdTJnWhGonIyR+/8CSOnaiAMcKB/XXs2t3E7FyMhfkISeLhxA8izBxrqrqv1kIs7q4CjCOIOM7Yt4QD+6cQzKeYnhf570Rer2LARpCwNftd2fxpbB2rbZ9+yzT3lb+bQRC2FUziaoBmrZKbMitIpgLsfnAJq7UQ6VkBkqPiHTh1/yIAFIjZylSEiTyKVZYrBwOZ/iYLPKXM6WrruKhdDg47FVdcfJ1V4ZN9APOo4MZhG48/cv1lt3POz9vsuhPR///My/7ft80+9mkDH/vtD/0OFh7+zimc84UNqNqmY2wUP+KwNkQTMuhDZss3Uy+Y6h/QVraksidJpPR1ItbOs6UvGyfLMWc+BR806a+mfU/z1CT6Ul4AVFZ+CaVG5qktoK1RKc7jIc73rcQpmvUKJhdj6JCkT6SbCLE0V1GZ3uWi6M16iMlFsSRYNuUhWk3Blgj/cucMarUEN1zMkVy0iDd9NsS5j4mxEAM/eriGg60aWNNDJcpQe3Q198lKlZJaiTP1WSYuXq2FaNYDLOyuYjUPqGEe4a7vzGGylmDv6Ss485xFzEwlYBx4ypMa2BUB/zLbwkMPTCNNPQTz4jxeyjB3xipmZltYbfqYrCX4g8sO4+M/quDLX9sL5hH27l8sRLeth7N9Fnho1kOsTEWo5H5oQDmx0828Et1SwOj7mX5l13/odep3fVIiCZ8MqKg2Wji5ewbRGQyP+eoxLM9OIIwz1O+MVRt69OxZRM0U0ydWFXkLW6mKqJXBTFKplu01bGWKcDqHfweH8YHsH1WaoXxipwsi9ZOr6jPQFiG2grl32OAOp/htUew65Rz+ihe/syNHl+64DxQd3nVTpa4K2tQuM5CgMRUJIqQNeKYZS5I+Wa6pGJrpXeS5ZY6wIM2wsHsSs3mm9sW5Cew+sIyVPPu+nzKEcYoj+6YBAKf9+AqWv+orh31JQplHmHgiU0rc9PdW4DGOycVYOfQvPLWGVuzjiU85gQe+JcqrnZFioppitRnA8zmyeziWTqti10PLgpxWfNRPxjh27hSmZ2N4Hke1mmL/j6bx+Cct4MH/mMHMoyuYnm9icrFV8A/U04foaqkeXa0vZSWvg3uExbkqGtMVtGZC1KdbeNZPnMAjRyNM1hI8aVeGux6JsP+hKeza3cThgzXwBY7THjqpcvvF1QBZICJXl2ciVBsJZo41UVuKkVR8fOSa1w7eADVcdeE1WJybQJYnwp1otEpXFig7HhjOrGaSPh3cI8zvrSkzsPSXZJ6Y1CzsriJaTRHGGU6cOonp+dV85i7VY/G8TL9BAIUEs7LdbdWIVQcHh7Xj1T//EZU3Fehc4tS0oknc8OHLR6b4nXfJu942e8ZTBz729n/6XZzY7xS/rQcy/A30AA9mX6VCNko9Ga3yo/Psyy7JRiyT6bI8gIB71JFd/fjpdZxyuKH86PTkrXp95Kxpca5aSELcQoD6gkhHMX/qJKZPiOS7k4sttHJVzmMcyZQgZvXpBI/O1VBtJPjCn07iv/x1gtk7G2LwfogwFXo4flpdmPQCD4unTCBIRQb2NPUwMd/Cga9Owg+FCrowP4HJeoI0EapdeqaHetTC0X1T2HVgGXsOLIEYx747WmjWKzh+Wg3z4QQqtQyMAWfcO6+Wh5L3p18yI5c8Kqy/ml/vRCNR94z5hP1fIizPejg4M4179lYwWUvAMsKh+yax69CyynUXNVOVO00GJezNzZlpIEhm2Mpw6WU3rNl5PUgYTu6eRBhnmGi0ukZ8lpmGB8GVF12La26+Agu7J1XeSXl/dD/OqJnkyXmFqrrrYAOtaoBmLYT3OAJ+ACycW0P1QDuoyU8ZqssthK2sI0pYujY43y8Hh52DKy+6FkGe5Jt5Xu6i0170AEAhAn6YnLAbATJcqfo+bjz0MYWxIX4clpxtGmkzZx5JxUfYakd+Au1VFBpTESqxFhEbQCkZpKl4JnEUKkqoTHu7Di531NPMPbY4V1Wfp+eb8E6KwBLpR7U0V0VjqoK9+0UE6uF9U4iaKfY8uoSF3ZNIzwsR/ijFRCPB9zGHyUaMuBrgpb/ZwBNf1cDi10mpgyIFRxOVOEUrd8yXC5CvLEZIIr8gy3spw8qiaCJByFCfbmHv6Ss4ejjFYnUC7EHCngNLWJ6ZEEEacwBPgbRBOHp4Es2zhSIo1r1MEPikHOZ7qUGDmAgvvewGzB4VyiIeFPnZssAXaXhaWTtBcH5dk0utjnPIgAE9x+KwSCIfjelIpSE5sbeG6gPrN1HUFcGrLrxGmHCnKyLpLkTbWpyrorrcEpOPIw2sTEfwMo75vZMiTc6ch/p0C/ETIizMT6A+1cLMbBPprIfl77cjbIlxhPnqIfK+OPOtg4MDAGR58JdcmQqAWGObMbXilbm61Sih+8EPhvFifmND/ED2hMZm1JHwv6qgWQtRW2zh+Ok1TM+vYmq+KRKx5it1yHUu42qg/M+4RyqaN9AWnJYNW+adk+ZfWR4AtYC5qEf7swxuiKshjuybBvNIpRnhHonEszmxPPKUadQPrOYrWYjlddhXCVNMpOGYnm+CeR5m8rVdF/+BVLLNLPBw4w2XqaWbphvN/CUQaTWUGmaE6ktIUpwBqEcM02xZ5UwjxjFzbAV7DiwhrgZY2DMJNk+YZgmWZ6J87VhWMA2uJ6Q6J0lltZGAeWkhbU2/63OuFVdcfB08ANVGCzXNn5J5pFQ/05Rbll6hV3JWmfpFtrFmrSIillOG2aMraEViDepHz55FUg0wfayJXQcb4hkf5GhMV9CohfCRoXWU4O1voZoynIniutX6AvXOfOvgsHMgJ5Z6wF+zVkHrDJFpwU8ZfCYtC36eqDzNU0Mlqt8wk687jBZjQ/yYlwcqaClPdEhzl1iBI8WRfVM47UWr2Fufx8J8hGrNw5nTCR4+PIG5uVW89WlL+OeHq/jO/gjPPXsV31sgnDgRIU0DHP3GhDLJAiIn2cndkyDGsTQ3gbPuOaaUP2Eqy1QewOpyIgI3UoaoKVJqpKGH+slV+GmG2mKr4P8mw+k9xnHOrUcAtKM1zZUZwrgYuKFHckqVpl+1Rlfmrrj4OjCPcO0/XY4rL7q2Y9mu6fmmmkVNLrVNgnE1wORiS+V0ywKmFvfeCIyalOg54nTfF5H+J8NKNcAFv3gTKlNiibjXvfZ6YWJlIi9dP0mA5RJv8vNVF16DJO9UpxZW1b31E4YgFX9n33tMTXpEPssMK1MRZo+tIF3wFSmXeR6Bdju55PIbBVlnfOT318HBYfNwyeU3Isl9lYVJl5QVQPpjS/NuYd3sfInSJF9ik/l5su84GyqwYl3BhwzuGC/Bb3yIH4jQmI7EWoKWXHaAMAHGVbG8VBhnOLlQQSXK4HnA0/YmeHiZ8NInNXE8Bm7+URX37J9AmhC+dG8NjUaI1WaA+lQL6RkBov2JWhLuwFPn8NqXHsJHP7ILQY3jgaefiiBkoEVxnmg1Vef0cwd5GfmkB4bIKFqprhETqwIAxQhNaYa7egPTY+iDvP7ZpoxJIiIV0CTyUV0W9Z5aWFUkXF5rv+vdbkf4KQMxgpcHT1Qbop2cOLUGQCxuXm3kkdi5L55tJmxG8UrCl0Q+kukKXvXmj2L26ApIRonnkwG5+ohcS1a2Ix95ku7c/FJfEG2tkolnIduUmcx6kKAUBweH8cAVF1+HZLqirFNp6GF5JkL9ZIyVqYoY17RgjqTi54GSaYcgUcn9jUdO+gB4bGtEF48aY0P8OPJVOzxCEgXKzwAQucdk2gmZqgQADh2o4/j9E+DTHh6+s46kGuD2Zoqs5uPpzz6CR+6oIQ08nPK4GOl9gOdl8E6mqEx5KuFwtZEAh4BPXjuL1myAyrEU3oyHyYMxpuZXC8mCzQAQlUdPU/gkylYH2IrQlzeLqwFu+sdLRlyj0UAS5CsvuhbMJ9QXYmU633VwWQVayNx3+iojQNuMK83xMtdeduYMXvmWjyGcqyJqJqguJ5hcFH6KeifrMaHMSdcAADh41gya+yJki8CeR5cVsdPblww6MnP+OTg47Dy87rXXI66HOLl7Uq3X3cr7qaiZKv946TeeVEQmhmojUSqgdHMSrkYBlmYjtHIL0CjhgjsExof45Y0tiSLhkxd6yCBSjiSRj6n5VWShp5ZgiqsBJpcEKWPzYiBO4kwQQ0b4zld2I2QZ9jy6DHaIMAFgZUr4Bp7x0yu4/xsziKuBSBIMYNeBZUwsi2CC2WNNTC7GHcqWvkYvMD7LN0k4U6CA+Vxlzis/98UUS4uJ1D7NWojl2QgeE+vXsnxykES+ikZemapg16FlZb5Vq3AwLvJKJgwPnzuHsCVcBRrTIhfj9LkJKrdlWGoQwjRTvjfMI4SsvT6zTgLHrU06ODgMhjRfnYoYx+KcyO/pZSLlmFymERD9UhL5iGsirVaDTSBN8uDAY1meKkz8fuY5J3H8WBXp1Ggpx7B5/DAmae8kxob4+TWOE3snxeeUITk3BHuYo/6UFOG/t/JVJwK1qsDybKSWCGvlCWkBYYZkrQyrtRD+NHBkZhqMESpRhmwR4D7h/m+IFBeTSy3lfxfGGeonV9XqBVLNkWqfxFZX7xzWHyYhvvKia1W7kcuYpaGHeraq8kqGcaaSLe85sJTnbMw6zBQn9tYwuRhjz6MiIEgub9eaCZF8O0E1zrDvB/MqvYueGgdo55p0hM/BwQHIfZLjFH7C8kA5IarIQEGl9OVZICbrCfbsXcGBh6fQanoIIo7gdEJ9qoVqNUUlYiqB/vJSZaTXJpZsc0EmY0P8GCOwfHH3k7urCA9mmFxNsHxfgPTJE6gcTJQCtzwbwc/NwnJpKUn8mE9IKj5md8cIQgbGCJ7HwRhhNQywuiBSlJxyuCFkby15ZbMWFpZ50xPdAo70OQhIknXVhdco1U6uh2kmqwbaufKWZyMkUVD4jXmEpTwl0ORSjOkTq/AThuRkjNpijIlG0kH09Do4ODg46JCpzMJWonLb7jmQKB9uAJie71yK7bFeSwV5ZIGPZj3E8sSECu5IIh8TtaJL02aj21KqXY8bL8FvfIhfeCLFubcfUj5UcTVEXA1QW2qBNRKlpEgFbrUeotJMkUSRWDkjYEoV9BgHm/cQhAxp4sFLGSaWE1QbMXYtxQWH/LUm+nXYueiWrkX660kwiDQ11UZiVe7UMQbk747oOTg49AO5ctHrXnu9ivRPIl/5+wHaUqOav5yXB5cBQkCZXIrVIggSYZzh3zbxWkwMn1JsvJjf2BC/s56wC9d/6HW45PIbEbaEE2pZlvBdh6DWtzUDLQB0DKZmY5HlusHUYb1RpgpL8zAg0hbpS//1W4aDg4NDv9ioRO0fpNdvSLkO/WNkxI+IngHgbwBMAEgB/Arn/DYiIgDvBvBKACsA3sA5v6PfcvtNPyFTkEhEzVTlI/IYV+vqStLnAhccRgk3yXBwcHBYG4YN7nCm3vXDnwD4vznnnyaiV+bfXwjgFQCemP/9JwB/nf9fV7iB1MHBwcHBYeeA+JBLtjnit27gAKbzzzMAHs0/XwDgg5xzDuBWIpolotM55wdHUUkHBwcHBweH7Y9hEziPW2bTURK/XwPwWSL6MwAegP+cbz8DwH5tv0fybR3Ej4jeCOCNAPC4xz1uQyvr4ODg4ODgsH0xbAJnl8dvABDRFwCcZvnpHQBeDODXOec3EdElAP4ewEsGKZ9z/n4A7weA8847b7yejIODg4ODg8O6YWgfvw2oyyixocSPc15K5IjogwDeln/9CIC/yz8fALBP2/Wx+TYHBwcHBwcHh6EwvI/feOlK3gjP/SiA/5J//mkA/5F/vgXA60ngfAAnnX+fg4ODg4ODwxpw96Gj9w58UNxqIG41AGB53Ws0IoyS+P0SgD8norsA/DFyXz0AnwLwAID7AfxPAL8ymuo5ODg4ODg4jAk++PDB29FKGgMddN8Dn8WTz3kJOOfpBtVr0zGy4A7O+dcAPMuynQN4y+bXyMHBwcHBwWEcwTlvPfcZP4/7fvg5PP3Jr+7rmLjVwP6Dd+DE4sORCEMYD4xS8XNwcHBwcHBw2BTcetc/RIOofpra19rgqm0qHPFzcHBwcHBwGHtwzltPOvvFuO+Hn+u5r1T7vn7nB6JNqNqmwhE/BwcHBwcHhx2BflW/cVX7AEf8HBwcHBwcHHYI+lH9xlntAxzxc3BwcHBwcNhB6KX6jbPaBzji5+Dg4ODg4LCD0E31G3e1D3DEz8HBwcHBwWGHoUz1G3e1D3DEz8HBwcHBwWGHwab67QS1D3DEz8HBwcHBwWEHwlT9doLaBzji5+Dg4ODg4LADoat+O0XtAxzxc3BwcHBwcNihEKrft3DX9z+6I9Q+wBE/BwcHBwcHhx0Kofq9BI8c2hlqHwAQ53zUdVgXENFRAA+Nuh49sBvAsVFXYgvB3Y8i3P3ohLsnRbj7UYS7H0Vsh/txJud8z6groYOIfABVzvnyqOuyGRgb4rcdQETf4pyfN+p6bBW4+1GEux+dcPekCHc/inD3owh3Pxz6gTP1Ojg4ODg4ODjsEDji5+Dg4ODg4OCwQ+CI3+bi/aOuwBaDux9FuPvRCXdPinD3owh3P4pw98OhJ5yPn4ODg4ODg4PDDoFT/BwcHBwcHBwcdggc8XNwcHBwcHBw2CFwxG8DQEQ/S0T3EBEjovO07WcRUZOI7sz//kb77VlE9F0iup+I3kNENJrabwzK7kn+22/n1/19InqZtv3l+bb7iejtm1/rzQER/T4RHdDaxSu136z3ZtyxU559NxDRj/I+4U4i+la+bY6IPk9E/5H/P2XU9dxIENEHiOgIEd2tbbPeAxJ4T95mvkNEPzm6mm8MSu6H6z8cBoIjfhuDuwFcBOArlt9+yDl/Rv73Jm37XwP4JQBPzP9evvHV3FRY7wkRPRXApQCeBnHN7yMiP0+o+VcAXgHgqQAuy/cdV/yF1i4+BZTfm1FWcjOwA599N7wobxNysvR2AF/knD8RwBfz7+OMf0RnX1h2D16Bdv/5Rog+ddzwj7CPDa7/cOgbjvhtADjn93HOv9/v/kR0OoBpzvmtXETbfBDAhRtWwRGgyz25AMCNnPOYc/4ggPsBPCf/u59z/kC+duKN+b47CWX3Ztzhnn05LgBwdf75aoxZP2GCc/4VAPPG5rJ7cAGAD3KBWwHM5n3r2KDkfpRhp/YfDj3giN/m42wi+jYRfZmIXpBvOwPAI9o+j+TbdgLOALBf+y6vvWz7uOJXc/PUBzTz3U67BxI79bpNcACfI6LbieiN+ba9nPOD+edDAPaOpmojRdk92MntxvUfDn0jGHUFtiuI6AsATrP89A7O+cdLDjsI4HGc8+NE9CwAHyOip21YJTcZQ96THYFu9wbCJPVOiIH+nQD+HMDPb17tHLYons85P0BEpwL4PBF9T/+Rc86JaEfn43L3AIDrPxwGhCN+Q4Jz/pIhjokBxPnn24nohwDOBXAAwGO1XR+bb9tWGOaeQFznPu27fu1l27cd+r03RPQ/AXwi/9rt3owzdup1F8A5P5D/P0JEH4Uw0x0motM55wdzM+aRkVZyNCi7Bzuy3XDOD8vPrv9w6AfO1LuJIKI90rmWiM6BcEJ+IDdbLBLR+Xk07+sB7BSF7BYAlxJRRERnQ9yT2wB8E8ATiehsIqpAOCnfMsJ6bhgMP6RXQwTCAOX3ZtyxY559GYioRkRT8jOAl0K0i1sAXJXvdhV2Tj+ho+we3ALg9Xl07/kATmom4bGF6z8cBoVT/DYARPRqAH8JYA+ATxLRnZzzlwH4KQB/QEQJAAbgTZxz6aj7KxARW1UAn87/xgZl94Rzfg8RfRjAvQBSAG/hnGf5Mb8K4LMAfAAf4JzfM6LqbzT+hIieAWGq+RGAXwaAbvdmnME5T3fQsy/DXgAfFfNABACu55x/hoi+CeDDRPQLAB4CcMkI67jhIKIbALwQwG4iegTA/wXgXbDfg08BeCVEEMMKgJ/b9ApvMEruxwtd/+EwCNySbQ4ODg4ODg4OOwTO1Ovg4ODg4ODgsEPgiJ+Dg4ODg4ODww6BI34ODg4ODg4ODjsEjvg5ODg4ODg4OOwQOOLn4ODg4ODg4LBD4Iifg4ODg4ODg8MOgSN+Dg5bHES0vMHl/x0RPTX//DtDHH8WEd3de8/C/k0iurPk998not8atB7bEUQ0S0S/on1/PBHdudHP3MHBYefCET8Hhx0Ozvkvcs7vzb8OTPyGxA8558/YyBMQ0XZIUD8LkbwdAMA53/D74uDgsLPhiJ+DwzZErpr9CxF9h4i+SESPy7f/IxG9h4j+nYgeIKKL8+0eEb2PiL5HRJ8nok9pv/0rEZ1HRO8CUM0Vp+tMJY+IfouIfj///CwiuouI7gLwFm0fn4j+lIi+mdftl/u8nncQ0Q+I6GsAnqRtfzwRfYaIbieirxLRk7XttxLRd4noD6VCRkQvzPe7BWLFAhDRFUR0W35df6stm/hSIvo6Ed1BRB8honq+/V1EdG9e/z/rUuc9RHRTfq3fJKLn5dufQiMp6AAABJFJREFUk5f77fw5PCnf/jStHt8hoidCrEIhVb4/7edeOTg4OKwFjvg5OGxP/CWAqznnPwHgOgDv0X47HcDzAbwKglgAwEUAzgLwVABXAniuWSDn/O0AmpzzZ3DOL+9x/n8A8FbO+dON7b8AsUbqswE8G8Av5euEloKIngWxHu8zIJbcerb28/vz8zwLwG8BeF++/d0A3s05/3EAjxhF/iSAt3HOzyWipwB4LYDn5UpaBuByItoN4HcBvIRz/pMAvgXgN4hoF8R6p0/L7+0fdqn6uwH8RX6trwHwd/n27wF4Aef8mQB+D8Af59vflNf5GQDOy+v9duTqJ+f8f+92nxwcHBzWA9vBFOLg4NCJ50KQOQC4BsCfaL99jHPOANxLRHvzbc8H8JF8+yEi+tKwJyaiWQCznPOvaOd/Rf75pQB+QqqJAGYgFod/sEuRLwDwUc75Sl7+Lfn/OoD/DOAj+Zq1ABDl/58L4ML88/UAdGXuNs65PN+LATwLwDfzMqoAjgA4H4IE/1u+vQLg6wBOAlgF8PdE9AkAn+hS75cAeKpWt+m8zjMArs4VPQ4gzH//OoB3ENFjAdzMOf8P7VgHBweHTYEjfg4O44dY+7wWZpGiaBWY6OMYglDoPruG80p4ABaG8HlrGPW5mnP+2/oORPQzAD7POb/MPJiIngNBGC8G8KsAfrpL/c7nnK8ax78XwJc4568morMA/CsAcM6vJ6JvAPjfAHwqN4M/MOC1OTg4OKwJztTr4LA98e8Q5lEAuBzAV3vs/28AXpP7+u0F8MKS/RIikgrVYQCnEtEuIoogTMfgnC8AWCCi52vnl/gsgDfLMojoXCKq9ajbVwBcSERVIpoC8DP5eRYBPEhEP5uXRUQkTcu3QphXgfZ9sOGLAC4molPzMuaI6Mz8+OcR0RPy7bW8rnUAM5zzTwH4dQCmKVvH5wC8VX4hIklQZwAcyD+/Qfv9HAAPcM7fA+DjAH4CwBKAqS7ncHBwcFhXOOLn4LD1MUlEj2h/vwFBOH6OiL4D4bP3th5l3AThU3YvgGsB3AFh1jTxfgDfIaLrOOcJgD8AcBuAz0P4rkn8HIC/IpGSRVcV/y4/xx15YMjfoodlgXN+B4APAbgLwKcBfFP7+XIAv5AHkdwD4IJ8+69B+OR9B8ATSq4FebTy7wL4XL7v5wGczjk/CkHKbsi3fx3AkyFI2CfybV8D8Btdqv7fAZyXB2rcC+HDBwiz+/9DRN82rv0SAHfn9+zHAHyQc34cwtx8twvucHBw2AwQ53zUdXBwcNgEEFGdc76cBzDcBhHwcGgE9TgLwCc45z+2hjImIQJROBFdCuAyzvkFvY7bLiCiZc55fdT1cHBwGD84Hz8Hh52DT+SBGRUA7xwF6cuRAZghojvXkLPuWQDeSyI6YgHAz69b7UYIIno8hDp7eNR1cXBwGE84xc/BwcGhC4joHQB+1tj8Ec75H42iPg4ODg5rgSN+Dg4ODg4ODg47BC64w8HBwcHBwcFhh8ARPwcHBwcHBweHHQJH/BwcHBwcHBwcdggc8XNwcHBwcHBw2CH4X4SWCsU6PT9LAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 792x432 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"figsize(11,6)\n",
"fullmean.plot(vmin=0.01, vmax=20, cmap='Spectral_r')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Save it to a netcdf file. ...annoyingly, there doesn't seem to be an easy direct way to export directly to geotiff."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"fullmean.to_netcdf(chloro_means_nc_fn)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Resample and reproject to match extent, resolution, file format, and projection of our other data."
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Warning 1: No UNIDATA NC_GLOBAL:Conventions attribute\n",
"Creating output file that is 3558P x 1558L.\n",
"Processing /home/shares/food-systems/Aquaculture_mapping/Data/Jared/Marine_Brackish/manipulated_data/Chlorophyll_a/chloro_means.nc [1/1] : 0Using internal nodata values (e.g. nan) for image /home/shares/food-systems/Aquaculture_mapping/Data/Jared/Marine_Brackish/manipulated_data/Chlorophyll_a/chloro_means.nc.\n",
"Copying nodata values from source /home/shares/food-systems/Aquaculture_mapping/Data/Jared/Marine_Brackish/manipulated_data/Chlorophyll_a/chloro_means.nc to destination /home/shares/food-systems/Aquaculture_mapping/Data/Jared/Marine_Brackish/manipulated_data/Chlorophyll_a/chloro_means_mol.tif.\n",
"...10...20...30...40...50...60...70...80...90...100 - done.\n"
]
}
],
"source": [
"!gdalwarp -overwrite -s_srs EPSG:4326 -r average -t_srs EPSG:54009 -te $extent_param -tr $resolution_param $chloro_means_nc_fn $chloro_means_mol_fn"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Summary\n",
"\n",
"Xarray was used to stack and average 180 netcdf chlorophyll a rasters. Then the gdalwarp command line utility was used to resample, crop, reproject, and save to geotiff.\n",
"\n",
"The ouput path on Aurora is shown below."
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/shares/food-systems/Aquaculture_mapping/Data/Jared/Marine_Brackish/manipulated_data/Chlorophyll_a/chloro_means_mol.tif\n"
]
}
],
"source": [
"print(chloro_means_mol_fn)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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