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@apatlpo
Created February 10, 2020 08:43
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fsturb a0, a1
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Internal Tide and BALanced Turbulence configuration (ITBALT), overview\n",
"\n",
"Next things to try:\n",
"\n",
"..."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home1/datahome/aponte/.miniconda3/envs/equinox/lib/python3.7/site-packages/distributed/utils.py:137: RuntimeWarning: Couldn't detect a suitable IP address for reaching '8.8.8.8', defaulting to '127.0.0.1': [Errno 101] Network is unreachable\n",
" RuntimeWarning,\n"
]
}
],
"source": [
"%matplotlib inline\n",
"import matplotlib as mpl\n",
"from matplotlib import pyplot as plt\n",
"\n",
"import numpy as np\n",
"import xarray as xr\n",
"\n",
"import xrft\n",
"\n",
"import crocosi.postp as pp\n",
"import crocosi.gridop as op"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table style=\"border: 2px solid white;\">\n",
"<tr>\n",
"<td style=\"vertical-align: top; border: 0px solid white\">\n",
"<h3 style=\"text-align: left;\">Client</h3>\n",
"<ul style=\"text-align: left; list-style: none; margin: 0; padding: 0;\">\n",
" <li><b>Scheduler: </b>tcp://127.0.0.1:49555</li>\n",
" <li><b>Dashboard: </b><a href='http://127.0.0.1:8787/status' target='_blank'>http://127.0.0.1:8787/status</a>\n",
"</ul>\n",
"</td>\n",
"<td style=\"vertical-align: top; border: 0px solid white\">\n",
"<h3 style=\"text-align: left;\">Cluster</h3>\n",
"<ul style=\"text-align: left; list-style:none; margin: 0; padding: 0;\">\n",
" <li><b>Workers: </b>8</li>\n",
" <li><b>Cores: </b>56</li>\n",
" <li><b>Memory: </b>107.37 GB</li>\n",
"</ul>\n",
"</td>\n",
"</tr>\n",
"</table>"
],
"text/plain": [
"<Client: 'tcp://127.0.0.1:49555' processes=8 threads=56, memory=107.37 GB>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from dask.distributed import Client, LocalCluster\n",
"#\n",
"cluster = LocalCluster()\n",
"#\n",
"#from dask_jobqueue import PBSCluster\n",
"#cluster = PBSCluster()\n",
"#w = cluster.scale(28*1)\n",
"#\n",
"client = Client(cluster)\n",
"client"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load data"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Analysing directory /home1/scratch/aponte/fsturb_4km_0a1000j_a0/\n",
"Found 8 segments\n",
"Found 8 grid files\n",
"Found 16 surf files\n",
"Detected time step of 300.0 s\n",
"Detected theta_s = 5.0\n",
"Detected theta_b = 0.0\n",
"Detected Hc = 100.0 m\n",
"Detected rho0 = 1000.0 kg/m^3\n",
"Detected H = 4000.0 m\n",
"Found 9 columns in output.mpi:\n",
"['STEP', 'time[DAYS]', 'KINETIC_ENRG', 'POTEN_ENRG', 'TOTAL_ENRG', 'NET_VOLUME', 'trd', 'ENSTROPHY', 'BTKIN_ENRG']\n",
"Opening NC datasets: ['grid', 'surf']\n",
"Grid size: (L ,M, N) = (258, 722, 50)\n"
]
}
],
"source": [
"root_path = '/home1/scratch/aponte/'\n",
"#root_path = '/home/c11-data/Test_aponte/fsturb/'\n",
"#run = 'fsturb_4km_dt1d_0a1000j_relax/'\n",
"run = 'fsturb_4km_0a1000j_a0/'\n",
"\n",
"#r = pp.Run(root_path+run, prefix='file_', open_nc=['surf'], verbose=True)\n",
"r = pp.Run(root_path+run, open_nc=['surf'], tdir_max= 8,verbose=True)\n",
"r['surf'] = r['surf'].rename({'time_instant': 'time'})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"\n",
"## utils"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def plot_Fy(r, ax=None, scale=1, ls='--', color='k', **kwargs):\n",
" p = r.params_output\n",
" ymid = p['fst_ymid']*scale\n",
" ywid = p['fst_ywid']*scale\n",
" if ax is not None:\n",
" ax.axhline(ymid-ywid, ls=ls, color=color)\n",
" ax.axhline(ymid+ywid, ls=ls, color=color)\n",
" else:\n",
" plt.axhline(ymid+ywid, ls=ls, color=color)\n",
" plt.axhline(ymid-ywid, ls=ls, color=color)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"\n",
"## bulk statistics"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = r.stats['KINETIC_ENRG'].plot(title='kinetic energy')\n",
"ax.grid()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"ds = r['surf']\n",
"ds['u2'] = ds.u**2\n",
"ds['v2'] = ds.v**2\n",
"ds_mean = ds.mean(dim=['x_rho','x_u','time']).persist()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = plt.subplot(111)\n",
"ds_mean.u2.plot(y='y_rho', ax=ax, label='u2')\n",
"ds_mean.v2.plot(y='y_v', ax=ax, label='v2')\n",
"ax.legend()\n",
"ax.grid()\n",
"plot_Fy(r)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"u2_meanx = (r['surf'].u**2).mean(dim=['x_u']).persist()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"u2_meanx.plot(x='time', y='y_rho', cmap='afmhot_r') #.values.shape\n",
"plot_Fy(r)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"toplt = u2_meanx.groupby_bins('time',np.arange(0,1000,50)).mean('time').squeeze()\n",
"toplt.time_bins.values = [t.values.item().mid for t in toplt.time_bins] # contourf won't work otherwise\n",
"toplt.plot.contourf(x='time_bins', y='y_rho', cmap='afmhot_r')\n",
"plot_Fy(r)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"--- \n",
"\n",
"## pictures"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"hdl = (r['surf']['ssh'].sel(time=slice(0,1000,200))\n",
" .plot(x='x_rho', y='y_rho', col='time', col_wrap=4, \n",
" subplot_kws={'aspect':'equal'},\n",
" aspect=.5, figsize=(10,5))\n",
" )\n",
"plot_Fy(r, ax=hdl.axes[0,-1])"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"hdl = (r['surf']['u'].sel(time=slice(0,1000,200))\n",
" .plot(x='x_u', y='y_rho', col='time', col_wrap=4, \n",
" subplot_kws={'aspect':'equal'},\n",
" aspect=.5, figsize=(10,5))\n",
")\n",
"plot_Fy(r, ax=hdl.axes[0,-1])"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"ename": "AttributeError",
"evalue": "'Grid' object has no attribute '_metrics'",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-13-1b0a69d4c1f3>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mu\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mv\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'surf'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'u'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'surf'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'v'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mzeta\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mxgrid\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mderivative\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mu\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'eta'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mxgrid\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mderivative\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mv\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'xi'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m~/.miniconda3/envs/equinox/lib/python3.7/site-packages/xgcm/grid.py\u001b[0m in \u001b[0;36mderivative\u001b[0;34m(self, da, axis, **kwargs)\u001b[0m\n\u001b[1;32m 1172\u001b[0m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1173\u001b[0m \u001b[0mdiff\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdiff\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mda\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1174\u001b[0;31m \u001b[0mdx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_metric\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdiff\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1175\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mdiff\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0mdx\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1176\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.miniconda3/envs/equinox/lib/python3.7/site-packages/xgcm/grid.py\u001b[0m in \u001b[0;36mget_metric\u001b[0;34m(self, array, axes)\u001b[0m\n\u001b[1;32m 998\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 999\u001b[0m \u001b[0;31m# will raise KeyError if the axis combination is not in metrics\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1000\u001b[0;31m \u001b[0mpossible_metric_vars\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_metrics\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mac\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mac\u001b[0m \u001b[0;32min\u001b[0m \u001b[0maxis_combinations\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1001\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mpossible_combinations\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mitertools\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mproduct\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mpossible_metric_vars\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1002\u001b[0m metric_dims = set(\n",
"\u001b[0;32m~/.miniconda3/envs/equinox/lib/python3.7/site-packages/xgcm/grid.py\u001b[0m in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 998\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 999\u001b[0m \u001b[0;31m# will raise KeyError if the axis combination is not in metrics\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1000\u001b[0;31m \u001b[0mpossible_metric_vars\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_metrics\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mac\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mac\u001b[0m \u001b[0;32min\u001b[0m \u001b[0maxis_combinations\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1001\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mpossible_combinations\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mitertools\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mproduct\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mpossible_metric_vars\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1002\u001b[0m metric_dims = set(\n",
"\u001b[0;31mAttributeError\u001b[0m: 'Grid' object has no attribute '_metrics'"
]
}
],
"source": [
"u, v = r['surf']['u'], r['surf']['v']\n",
"zeta = (-r.xgrid.derivative(u, 'eta') + r.xgrid.derivative(v, 'xi'))"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"# hardcode derivative: not ideal\n",
"u, v = r['surf']['u'], r['surf']['v']\n",
"zeta = (-r.xgrid.diff(u, 'eta') + r.xgrid.diff(v, 'xi'))/4e3"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
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0uABvAj6hqj9fWn5TabVvBD7mv98J3OEjwJ+AC9z5a1V9ENgRkWf7fb4U+KPSNnkk+IuB93i/zHcBzxORs37Y/XnAu/xv7/Xr4rfN9xUIBObISRRgVeeoAi8Iw+MT7oP1RgjD4jDfPJdfA7wE+KiI3OWX/RDwLSLyFNxw9GeB7wRQ1Y+LyNuBv8NFmr9SVTO/3b8F/iPQBN7pP+DE61tF5B6cxfIOv69HReR1wAf9ej+qqo/67z8AvE1Efgz4W7+PQGBlyTv6eVgFZyUi5tmhVqWzXtUcnKPaT5XOZRWTaQ9jHc4hp0rto1IIiFmfep6WuYlLVf1Lhvs4vmPMNj8O/PiQ5R8CvmLI8hbwzSP29WbgzUOWf5reUHwgsDbMowNeVcEUODpVr+dVFpirWu5RVL2tLBfBrNkQ9zSEGXoCgcBcWbeOdRxBjM+XVRSYq1bewDEJM/QAC0pFFAisOqvSQVTNH25VrltgdahS+x7HuuRCDVQHEXmBn8HwHhF5zZDfxc9ieI9P9/g0v/xLSrMi3iUi10Tk1f63kbMmHodguQwE1pB5+WEehdCxBuZF1S2YVS7bcVkVcb8sZE6WSz9j4S8D/wqXEeeDInKnqv5dabUX0pvJ8Fm41I/PUtVP4tI/5vu5H/iD0navV9WfnWV5g7gMBNaYUR3BJJ3fcTqRde5cxxE63sBJbfuBHnPyuXwmcI+PG0FE3oabpbAsLl8E/IbPjPN+ETkjIjf5rDs5zwX+p6r+wzwKmROGxQOBE8i4lDLHGVoPQ4GBRVE1FxAIwjKAz3M5dRL1C/lMUP7zitKeR808yBHXuQP4zwPLhs2aeCyC5TIQmJB1DdaYxTmd5E51HdvEKlEFF5AqHH8RhLZ+OAKY6VMRPaKqzxiz60EGK2TsOiJSA74e+MHS778KvM6v9zrcrInfPmmBRxHEZSBwBNZVYAYmo4rWsoBjmfWyqsKyfM0OO4fQ7idEmNdsO6NmHjzKOi8EPqyqD+ULyt9F5NeBP5lFYcOweCBwRFa1I5kX4XrMj3Btq8+q1tGgWBzlKhNeqI7OnGbo+SBwu4g8wVsg78DNUljmTuClPmr82cDVAX/Lb2FgSHzMrInHIlguA4EpCBZMx6p2rKtAfm1DW6su69r+Q3s7BiJziRZX1VREXoWb3joC3uxnNvwu//sbcJPUfC1wD7AHfFuvWLKBizT/zoFd//SwWROPSxCXgUAgUDHWVbSsE6GOAotGVd/BwCyHXlTm3xV45Yht94DzQ5a/ZMbFBIK4DAQCUxI618UQrEjVI7T9wChkfj6XK0UQl4FAIFAxVkVQnsQgkHUQlutYL1CdupnAf3LtCeIyEJiCdX04BwKHcZQOPPiLHp3B61UVwVRlKnWNBGT6VERrQxCXgcARCZ1loKoMdrKzbqvTdOJBYE7GqGtUlTyeVaOq10OQec3Qs1IEcRkITEjoIAOzZFTneNR2Nq6TLf+2zOk8g8AczyTXJlg0V+Sc5zS3+KoRxGUgMAGhYzyIqFbiYV/1upnnNVqlIeplH7+KHOd6TGPRXOXrX4VnzUSEgB4giMtAIFBBTnInOIkIm/YYR7VkzrpDDwKzx6yuw7pfz5URlQWCmCAug7gMBCrOrIZP58EsrJdVOI9ZMauOcJQIm2VHm+9r1PVfvU59dVinNh8IDCOIy0CgohzWuR8mDhbFNAJz2WWeNfMQYosSd4sWkcF6GZiUVXzBESEE9BDEZSCw8lRBZE4qMIOoCJx0wj0wGasoLB0SfC4J4jIQqCSrmPJlVIDBunemq9sJBgKBmRMCeoAgLgOBtWLZAhPWX0yWCcIyEAj0EwJ6IIjLQKByhJyCgXXmJLfNdTr3KgcaLhUBiaJll2LpBHEZCKwhQWAGqshJbZPrdN6TBBqu0/keFQk+l0AQl4HA2nLSH/KLoCqJ5KvMSW6D8zj347S3Rc3SVIUgw6UhYMKweBCXgUAgcBwmnZbvKB3tqgvWEykqPFUTlOP2M+9E+tOKzFVv/4EgLgOBQGCmzEJcVDmx+UkWjuNYxeuyrFyqq3itjkIYFg/iMhCoFGG6vcA4JrWSLuLYgcVdk3Vzvxg3DenKn6cEn0sI4jIQCARWlnLHPM9OOQjLfsL1mB0rLyYHEAipiAjiMhCoDPN6yM7TenkSLaNVnYloXhagk1a/h7Gs67Fu1stZUqk2GiyXQBCXgUAlWKVOY7Cs44a41o1J66kKonvUjEnrykk4zyAweyz7/hpJmKEHCOIyEFgaq9hJhBx3k1OVa3GcofMqlH8Uq3j/BI5OldvgKEwQl0FcBgKLYpmd4SyEzipZ7apAFa/BOli+Vr38x2Ud6nASqnj/TIJImP4RIFyBQGBCVORYn1Vm1cu/KES1+FSVqpdvGOtyHwUmY9Xa56IQkReIyCdF5B4Rec2Q30VEfsn//hEReVrpt8+KyEdF5C4R+VBp+TkRebeI3O3/np1FWYO4DAQm4CR3alU/9yqUbxUF26qUuQr1G1gcq9AmD0MiM9Vn7D5FIuCXgRcCTwa+RUSePLDaC4Hb/ecVwK8O/P4vVPUpqvqM0rLXAH+hqrcDf+H/PzZBXAYCJ4RFdtLzPlZVLFmrItDGUdVzqEL9VpUq1lfA46PFZy0ugWcC96jqp1W1A7wNeNHAOi8CfkMd7wfOiMhNh+z3RcBb/Pe3AN9wtBMeThCXgcAJYlGd9Tw7vyoIjqoKsuNQpfOpQh0HAtMixkz1AS6IyIdKn1eUdnszcG/p//v8MiZcR4E/F5G/Gdjvjar6IID/e8Pxr0AI6AkEThxHDbipUgDBssuxjqKyzGBdTzs39HFYdh2vClW6LwM9RAQTRdNu/sjAkHXfrocsG7wxx63zNar6gIjcALxbRP5eVf/rtAU9jCAuA4ETyFFFw0nLmXhSGVW/ixKZ07avqgv+w85r2vIHgVlN5pTn8j7g1tL/twAPTLqOquZ/vyAif4AbZv+vwEMicpOqPuiH0L8wi8KGYfFA4AQzTd7DST5VKOsqU9UMBPM69rT7rKol+aj1dJzrWdVrMA1rcR4yn4Ae4IPA7SLyBBGpAXcAdw6scyfwUh81/mzgqheNmyKyDSAim8DzgI+VtnmZ//4y4I+OfxGC5TIQONGs0sN8naw0szqPYfuZtk6PWqZZWTPXzVo57fkcNz/sOt0fq8188lyqaioirwLeBUTAm1X14yLyXf73NwDvAL4WuAfYA77Nb34j8Afi2kcM/Jaq/pn/7SeBt4vIy4HPAd88i/IGcRkInECq2jGvG8uyLi7reEdpV0FUjt7HcYbJZ1meQLVQ1XfgBGR52RtK3xV45ZDtPg189Yh9XgKeO9uSznFYXERuFZH3isgnROTjIvI9fvnIhJ0i8oM++ecnReT5peVP98k/7/EJQsUvr4vIb/vlHxCR20rbvMwf424ReVlp+RP8unf7bWvzugZVY1HDl5Mcd5HDqYviKOd5Uq7JrFmF61GVNEnL4CizOK0TVXETKLMK98o6IvMbFl8p5nk2KfB9qvplwLOBV/qEn0MTdvrf7gC+HHgB8Cs+aSi4RKCvoJcc9AV++cuBy6r6JOD1wE/5fZ0DXgs8C+e0+tqSiP0p4PX++Jf9PtaWw0TKUQXMJKJnHcXRMkXgrI+56nVSVQF+UgXlIOOuw3GuUZXqusw86/y4baqq12ytmV+ey5Vibmejqg+q6of99x3gE7h8S6MSdr4IeJuqtlX1MzifgWf66KVTqvpX3uT7GwPb5Pv6XeC53qr5fODdqvqoql4G3g28wP/2HL/u4PHXiuOIxmHbDVs+S8ETOubpmKYOwnWeLaHtDmeWAUhVFUiLqvfjXsNJn+9hJGU2HCPP5dqwEJ9LP1z9VOADDCTs9DmXwAnP95c2y5N/dv33weX5Nvf6faUichU4z+hEoueBK6qaDtnXYJlfgbOWcuuttw5bZa3JHyL5w2yWgQODVLVjXuU2MFh/gxw3eOAkMa4dVLXtrhNVaKfD2sCy6n4W924VrunaIoKYqfNcrg1zl8oisgX8HvBqVb02btUhy3TM8mm2mSQJqVuo+kZVfYaqPuPCxYvDVpmIZb31LeLBN+3b9LLTqUxKuQ1cvHBh2cWZinFtbhXqoAoMawfhui2Gqoigwf5g2XUf2l/FMdF0nzViruJSRBKcsPxNVf19v/ihfK7LgYSdo5J/3ue/Dy7v20ZEYuA08OiYfT2Cm2szHrKvqanqEMIsHj6TnsNhxwpCZnlMUofzCkg4yicQKLPs5+cqsCrD8ougOuUTMGa6zxoxz2hxAd4EfEJVf77006iEnXcCd/gI8CfgAnf+2g+h74jIs/0+XzqwTb6vFwPv8X6Z7wKeJyJnfSDP84B3+d/e69cdPP7485mBgFx20uPjJCqe9ljVueEDh3HcOjtufYf2Esg5icJy2r5l1vfMMp/fxxkFqwwCEkVTfdaJefpcfg3wEuCjInKXX/ZDjEjY6ZOBvh34O1yk+StVNfPb/VvgPwJN4J3+A068vlVE7sFZLO/w+3pURF6Hy2gP8KOq+qj//gPA20Tkx4C/9fsYyywedFVq/NPkpSuvV6VzCcyPSXPuzaM9BJ/Qk8tJqfdJzvMoz93j3jNVea5Pch5VKWtgNHMTl6r6lwz3cYQRCTtV9ceBHx+y/EPAVwxZ3mJENnlVfTPw5iHLP41LT7QQqn4THFdoDu5jWqYduj0pHdEyWWbgAlSzjg8LmApMRxXrepC7P/Upnv+85/Ut+9ff9E1853d+J3t7e3zjNxxMQPK/vuQlvOQlL+HSww/zb771Ww/8/h3f8R1884tfzL333cfLX34wO973fPd383Vf93V86lOf4lX//t8f+P0HXvManvOc53DXRz7C//X933/g9x/5kR/hHz/72fzV+9/Pa1/72gO///TP/Axf/dVfzXve8x5+6id/8sDv/89/+A988Rd/MX/6p3/KL/3iLx74/U1vehO33Horv/s7v8Ov//qvH/j9N3/rt7hw4QJvfetb+U9vfeuB3//gD/+QjY0Nfu3Xfo3f/73fO/D7u/78zwH4hde/nne+8519vzWaTf7oj9wA5E/8xE8c2HbxyNr5T05DmKFnjkw7BL3szjwvR9WoYpkC82cVRCYEoXlcqli/s6IKPviBBSEEcQmIhgZ/KE9/2tP0fe9730TrztOncV7Hn5R5d6TTXofmxsbfqOozZlycPp729KdP3AYmZd2yByyTjWZz7m0A5v8sWDaj2uS8z2VW90LVngXzvMcnqZPDskUsilkFhk7Cop4Fo3j67Y/X9/3ia6batvl1/26pZZ8lwXI5Q5YtLPP9zeuhMe+H0Unzsxu8nifp3APV4ai+fzDbZ8Gqt/upy692xA5nF2e77GfqUY+9zJG7mREsl0AQl0di1o1+Xjf9KvuDVXkIdN4En9L1ocr33iza1KxGMVa5fU9V9lGCcnCdFReYxzneKvdfjuBzCUFcTsSsUh0s6wZfxZv0JIvMMuE6rBazGr046n7G7WPebWeVnzPTMjdhCTMVlsWh5ywww/Opn3WbynEagricA0e90ebdCazyUMO4h+KqntM0BJFZDWbxojnrFDT5OoP7XcbL7FGuzaq25VkISyn9r2UxOaGwnDYP7ayu+SLqbmX7LQmWSwjicqYc94Y7qg/eUQRHFawL0zp1r+QDZk5MKzIX/aBepAN/1Rl5LSaxZIlZqYj0SdvZuuUOHskYUVlepmJAzEL92lfhZWAVyhgYThCXM+K4PibDbqBxN9U0qS1WQVgOrrsSHcgSWLaj/iiqLnoXyYFrMYHQ6FtdTG8bb9Ea95JYlTYx7xfZlWgvI0Tkgd9zS2XJYjlYhcs+3WW3qdV7RgTLJQRxeSyWddNNc9xZ3ZzLftAsk6o95I5qxZxn+efxcrWq9F0LLyIKYdEnMMZcM5HeNl5kakmIjHshrco9OqqMy3x+zZXDBOWwdUrBOxahmyl5esDYCEYE1dkKzHW1BFamrH76x5NOEJdHZFX9Io+7/8rcuEuiPJSUsxId3gBVFXLTlKuKbbIoU1lUFsKy/7f8dx3mZ6eUrFl+X5SsmWMEZpUol3Ha+qr6OU5kkT4gKv21KJ1bpkpmlfwqiQLoXATmKrEoN4vZIRACeoK4nIRFza5QZb2lN+IAACAASURBVIFZJYtIVZhn7r95Mqkv76z2d9T9jDp+Jdqf9hsc86KWRWUhLmzW+79PZA6IkcGh0fxvLjxzoakZIk5YFgIEt275mh3lXl1Ex32c7Q+dT3uZTWLQKl1a1vv/MH9bV6+pxHQzJSsbvb2iHHYJhrXBeXCc5/6JTa0W8lwCQVyuHLN40K+KCDqsnFV7UE3razbsNJZZRcsWzVWr11GMFJZqQRWxqftuU7DW/Q8HrFZq/GM4Gngci+lZNvPhU1XcAGp/lPHgfX2YKDhKnS5jWthKi0qY3N1h0LdyYFv1v2mxqR8hEUFEiMwEmQIOGkFnyjQCc1T9zaMtVe95IUgQl0FczppVmMVmmqHded/Aqzf0MZpJRea40zmKZWJROezGdRirUjezok9YlkWlzZyItCmSdpzIzDr9lktwYsPEqBgnFHOBWUQN5wE8drzALO9vgMHh6Fk8mxaREmtcOavSzEa6O4gBEx1wdXBtIuvfzu9H4zpWXV1mfvg7EahFgtisP9jnkGszT4E5r33OtC1Nmkt03oRh8SAuZ8WqWAMHWfZQZFXE7TyYlZV43paJSVklq/ci6BOW+RB41nGi0mZOVNoUydJiG41iiGqoidEocdZKLzKdsJRCTKi3aOXCxC0cYcFUizA8lc3KCINxx6va7e+t0wUmwkYNMjtg9S9+ryEGYpwFW7Jury7FYASsQmaVWiREAibr9u+j5GcrMvyaLOJZcUgc2tH3d4yX08HgucMyMCwECZZLCOLy2Cyjsz0sRdE0VF28rap1bJR4n+ZUxnUci5yNZZyAWcU6OhLi9V8uLG3as07aFOm2C8slgMYNbKPuLBm5VdLE7m+UoCYqgjis+mFRdd+N4IZFTY04FkzaPthwtH+IfNEvALOu96Ftq3JNSp3YNxEa1Uh9+SLAiJANKXB+VikGE9UxJi7aTv57ahWLixKvxwa6HffbED/bSUdFZtEURl1/O1TdumtQZpIyHOv5XhaVVRCXAQCC7XZKjjtTx7w64VnMIBKYP+OqyKr2fQZRXW6Hmwe4DWvDefsb9VkH+ofCtTcMnjkfSxWD1jaxWxfR+qbbyMTY+jad2ja70mCXGruZsN+1tDOllSrt1NLJ1H2s0vLLu5n7LYvqXtkOC5RYbqc6yyH3vmVHaOcLa16qYCKyqI5FiMVbJFURgUikEJPWvyhkftjblAN0cks1fkjcKgb3QmE6ez1XinJ7O+L55s+K4zwzJjpO6TP47Jr02MOeEYcaUgYD5nIL/1LxeS6n+Ry2Z5EXiMgnReQeEXnNkN9FRH7J//4REXmaX36riLxXRD4hIh8Xke8pbfPDInK/iNzlP187i6sQLJcTUFUhOY5FW/qmjQycOghmwULlsDZw2LkOO89RQ1uDDArM3DIwzDqxaAviUf135+HQv8i2MNihFUE7+GHsrQuoiTGdXdrJJg9c7/LZyy3amSUx16nHho0kIjGGRmyIevqCSITEDEYHK5EItUjoWstmUieyXWfqGpMzEfrb1iIu0XHa3mHCcpLyL2yI3kTYuI7xx7MIFuPKe+BedX/zIe8MJTZyoOPNvNWyFgkN7ThLeG7pdnvqmT/zchzzdEe9HA5bT4b8bvzSwedT+b/8tzydEvTqcvDwxfJJ/e8HfZ29/+rSEebicykiEfDLwL8C7gM+KCJ3qurflVZ7IXC7/zwL+FX/NwW+T1U/LCLbwN+IyLtL275eVX92luUN4vIYVH0IcN5C49ChmSMIiUlEZpWHxqct2zCBaUSGDzl5yg9soDI58Jbhk7kMa2g5IrzAxGjifCklbXOJTe763DVaqWW7HnNTs86pRkRUKm+miip0MsUgRbD4YNVnKKmFSKCTWepxgthsUGusFUcRlot+JuRWe/WCyWrPrQGca4M9cE/3vqdWieIIyWwRvGX9e0IkgnT3/Y4GIs31YJaA45zDxMv7ApB65XFlEQy959Xg1vn/VvXAS/GBwxzlOVb2dcYHRkUJNkom3MH8EGReSdSfCdyjqp8GEJG3AS8CyuLyRcBvqEs78H4ROSMiN6nqg8CDAKq6IyKfAG4e2HamBHF5RKoqbsZRBWvRpJbNwwTKModWR126wTfucdd4WJqfwVNSPVxgwiFWgSX5QB5FYB73ZWFpbaE0VFksimpoXCdV+PT1iEf29rhhs85mzRSCsmuVjtqirrqZGzpsJIZmIjRjQyQg3m8vsz0B2vVOmJ1MEVHqxgf7DLFeDvPJW+QLyFHrdZw/8rAyH9j3gl0CVASLHBD3eRqhsrDMRWfqF0bGBeukVomjpAjaydQJy0YsSLvjAr9yEWfTQoQi3opoYnSE5bBM2f+x7CsM0JfAvzzVaL7+qOta2k7UG+r8vOjlohz2/Bq66xG+onn7PeDr7EcObG3TBTxVYVhcOE6eywsi8qHS/29U1Tf67zcD95Z+uw9nlSwzbJ2b8cISQERuA54KfKC03qtE5KXAh3AWzsvTnkBOEJcTMI8k6svqGGclOuZppVq1qORhwm7S6ztKbOYCEw5/SA9aBQaHyassMFePEcLGd3iPtoW9bsa5ZsJWLUIV6rEThWXfs1xY1mPD2XpEMzHUIyHzQiQb6KRzgWpxQ6gaGSci/TqH+VxWtTomFZaHW9QWKDC9tbLcFASKnJRxbzUyq4WFLx8at6V7vLBGqnORSApnTQuR6W9feTCYineBiCZ+NhTXsuS7mWcoKOpAov7h5jEMf6mhT6wa6dXvYUPi5fMwAyK1vF3Z1zn3s9SoVohjrUSUthxHXD6iqs8YveMDDDaAseuIyBbwe8CrVfWaX/yrwOv8eq8Dfg749qMUehhBXC6BKnS8g2U4TBBUUaBU2Yo8UsQf9tCmf8hplBVT6X+KVE1gzpsq3EPlnIViU1QMqY3YSCLqsfOfBOdHpwqpUUTd9yh2fpQbieFcM0Jsxl7Wixh2QrRnmTaUOmb/OyKuvYyaQnLGjGtCByxN82pz46xrCxOY/UJokFzyW8S5SvoXBi1dj8yqywYAvtzOwi1pu3SYgfPJk+qr+ysmOigtxuCMJP3CMl8+eBwdtGRKvzX8YDCN20ce2W59FoTMn3duzY2MuPMe8+I86PZTaN+8/HnaL5v2Unp5YTmYCmpZyHzyXN4H3Fr6/xbggUnXEZEEJyx/U1V/P19BVR/Kv4vIrwN/MovCBnE5B6bt+KZJbj4rJvWfnHVC5sOGkKsgInIOC8AZNvQ4SmQOe/Pv/dh7+5f8r+m9zVvVoa+nJ0FgVqI9lIfE1RZR4tSgHm2SxRAbl1ImMrCVGE7XpYgEB+c/2Uxc3sLdrqVrnSgRERLxLw5R/7lmSpHmJlMl8nmR8heSwYCeURwlPVa5TR12SWByC+mkATzl2Y/c/2PumyVQFkI98e/uNYMiRsis0lHn7lAWmN1MSSLnoxuZxLlEdPZKOx8Ul4PCWg+kPhp1+cvD4Vry4eytcHAaUSQqXDLUauFb2juW0Ey8/2/W7Ym9krBSdVb4PM1W7h4gIiSGkTMQCSWra1nIZt2eoBWDJk1U3DVWO/y5uHDkWJbLcXwQuF1EngDcD9wB/JuBde7EDXG/DTdkflVVHxQRAd4EfEJVf76/uIVPJsA3Ah+bRWGDuJwxR+38xjlWT5LYvGoidN0ZJzD7xNyYofLDp4zzTupkFEm1xbhhsQEH+kGqIjAnfTFY2faUW3ZsKQVK2mGzsYWqFEJCVZx/nUBDO9STmk997qxZncxZd2pGaMTGCZI8Al0MNkpIrUtJpH54PNecVl0gEHm9DhMIjB5eLtdR+cWljOKE7CS1lA9nHuYecuSUQ4PCctlpl6BwWzDSE0J5jse+620zYl8vRqDrzc6ROAuelYiI3rC6pD635eAxR83AdCTLZb+vZVmoKxRDynldZN7imAtipScS8y21a6lHhthbD3uWfHfeJjJYLzBVS0FPfl9Y90JVxkhvZEYEN3VqKSK8KHOUYJE+a2W2mMfbUlDVVEReBbwLZ/R+s6p+XES+y//+BuAdwNcC9wB7wLf5zb8GeAnwURG5yy/7IVV9B/DTIvIU3GX/LPCdsyhvEJdLZJII6kmHhg8b0l7VTnzc+VXFGjfu0pZFpnork8LBeabLHeiQ4bB8Wrnc7yq3ZI4aVhplbRrnczvLIKDjtLdJh1+XVvf+DUPFIFHshaAiWZd6bBBx6WRQxSYNrrYz9lPlTKPuEqFHdbrWWXEigc0EN7NPxw2tY6JeonV1nWwjFkbZpYoh8gmeJ8OW5XVVtkyNGl0cNdV1IbDopajJ2/woDntJGww+WbaozFGF/dSVJc9LKeTXRr3Fuif4pbtPJA0nLv32Hf9C0ckszSghygOEiukeB6yU5AIwLqaXLN//eX0N1k/x76A7QZ7kvzztqGfQQlnelxHo2F7qpHaq7IqzzjeSDeLO9Z4fsE2Ju/sUEweYCBsnRblzIVgeNjfi3AmMUFgt+4J3/LnY2iYpphCW5YkIKsGc3FS8GHzHwLI3lL4r8Moh2/0lIx4gqvqSGRcTCOJyapYVjTuMSXwlJxWYsxz2noRhvp/DOGxmmHkzrp6HDYfnHOhwix0ejM7s32mpM82tlq4gfdGik0SVD939uE7/CNd0WEDStAyexrD8nvm1Xt59lysfAfz84JG3Rfr6csOb+0jawexe4lxcZ795nkt7KWcaNTe1nzhfzERAUpfXMO/opbvvxJQYJKoR+Zlg8uG/Mn2W6kl8poe5XwxQtlYd+M2f/6CIKQRFqUyj7oujVl2VhCX46O+sN7ybqXtJyEVmPvTrfGWdwMyHfw1KV50oTa0SGSGLEqLSqEZv2Lr3Zqp+LvrcH1JNhB2Y2UlEipmdyohXpn3WSl85ZZGpREXd9ayNWpyX4kRc7A9grboheYXrXUumsF3bRGxKV2JiY5wl1phie/EvTwYhl7DdvEj+XNw1k8JqOeiGghi6JWGZR+N3LUNnR1o8MjdxuUoEcTkB4xJoD4rMWQ9ZDxNVZYvdUYXApEE787Z2LlrEHpfB4cMDv5eHAweGGLX0vZh31uYyJReQkbOGMWBtsNatY3r+l+o7BWPiorMvM8wRfti5lMs+jkmqqLzPYfubxLo7Klce9ERLYREazAG4QDSq+S/Wz6wRo7Ebusu8YNCk6cSAWtTENPcvkWxe4LNXO9y8nWDE+WQWc5ADZs9n/zARGtd655ZbbcQQD0n54lcBDrptjLzuI4bQy1jtF425aMmHgvuOP/B38KWKgeXD6Eub4+t4ZNRyHnRS+n9RAlS8kMx1frfwqVQSI0XUv3qRZKIEg/OxjLy10uJ8cOsxZJ2M7XpEO7U9S2JfG48giovglRRDlvUHyuTb5JY/GBCZZT/L3Brs5zdXE7sh6DjyeVdtL/DGGIz6BOUmJooMIl5MC7Rwwq6dKu00o50K2/UYtcq+hdNJA7otMBbp7iGZP4+4jhh3vEx6fpnlMveslqUIdxPTjZt0vbjP1OWJzdTNbpQMKuslsYgAu6oTxOUcGSc0j2J5GbafWecSnCbn5LQMithVZVz6jEGhVO50DVJYIvuurgAqqJreA9XQc+zPAzbysVIfMVr2wTxMWObLDvO1G3Zeg01h8AVh2L6Omui9d53KZejtq09YLgGFYi5pIxEmd1kQgw5aBbOOm2tcBK1tELeucLq+zaX9lNP1qG+aQOm2ioCI3sH6I6EL6w+laQNHiMzy/4VLhh+mhcNfBorTID/X3l8nNA+Kxj6dU1rOkOXDjjPSneNA1LK73rmI6qUFWkyHLgL1SApLW+5PWA7YquFeHqwqDSwdW5oSEjDqBFHHp2XcxvsLmgh87svcYmvjOvlc9FYi0swWYqxMXkdlK2bunzvYD4hNwc8CJGpRosInMlMQdULNaIakbf8sypyvaFTDGuNyr2LpitDBlWk/VTLNONOIyNSyF22wkXVKL8pp74UhaXoLZe+NKC9zeSSgQC22vkXHmzoVaKe2mNko92NdOkKwXBLE5cKYlYhatMVvlsdbZSGZM2gZAoqgh7Hb0XP2P5DGA/o6TfDDY/hOgLRY58B+VYvh8XIZ899cAfujiMuWr8HZRcoY6QVzjBqSLgvLYfvKJYcbRO4XvmUG/f3yYVkRKY5v6F23ZVkGFGhn6jtWhwuyUWqR6Y9uTTvOWqPWzbXcPM2FyPKee/f4onNNHrOZUDcGbIppXXUWJJu66+DzHBYJtE1MYZPK69NnExglFAeth4WP2+CKA+TWr6gkVnr7PDjsmh9HOBhQUV63PINNGfGiYOwTphDFpkg54xLMa1GmwcCQeRGpZSu77spjYrLaBp3MEhvxw7Pukxhhu2boENNKLVs1w/WOs26nuOux54XSftfNK6+1DaS1U8xXD4Bx9Z9i6KRuLvryPRKZUt7M3P+TXqBM8XIIFMFnWce1sdJtZLXfGhrZrnPR6OyRJyiXtFUMddeiGs3aJlrbYD9psNtV9lN3Hg/vpWzVDFfblm5yhtPWXS9JO/1W5qRJJKCTvHhGNfb99crUCcvICM3IWYtjoT+V09KQyd6k15wgLleUSUXfMiPL14m+RPrF+Lf7M0qY9QlKmyF5ZLGWnNM9amJEbC+QA++fNPBxAjRXj6awXkK/dbBPyA9Yq8pCEOjzXSqXP7cMRdIbkh5Gvr9MDwqHTHvioRCq5YCPgWs3KCxzx/6ysBw8r0WSWbjesUWaoTx6u+xTJzZ1Q442Q1KXokVMjNhNbNLkbDPh8zsdzjVi6kZcJ5+56Rzz+ieK3fC7iUpDpL1Aj9yK6b736je/pn31WxIMo3wpy8LMXXP33Wr/71G5Pnob971cleuv70VDh7ezQykJS8S4JPMDieY7A4J/rqh1AjAfXq63MI3TWBUnkvJk6kZoZ8rVdsaZesR+amlnlsyCpTfzUmbVW/wU22gSta8XxyF3wTCRyy7ghWt+zxqRIuJanfm3qKvcd7Fc7uLZY/M8kX7/Yg5aQ7MupB0n2MRg9q+ie1fRbhdJEkxj0wng7j4bSZNmfYurJmG3a+lYZadt2a4bdjoZp5pNH/Fdeu4VItP5pNpRod5+PZs0oOteuvN8sFuxUIsMUdpy7iU+2n7pzCfP5UoRxOUMWKZFblbicVo/znFlWAdLZZncNy53rAd8Qms90GGK5G/SvYeee6hnQy2WEiXOzy6qQWl+XBWDmLhn1RTpiUz80Fm+KzHFEPqgr5qKm9El9SOIRUoRpS9q0+3HDflFJevHuFyHZWFZ9tPrHTy3fub77heZg0OnvWM68Zb7fBV5+orAhuUMk+fCspw+KC+LdPedmOzsuQhwm0LaRnyZJetwy3aN9372CjefqrNVS7wY7aAaQy0urJ65uNC4TmYa7jp4SyaU6jhPLeOnfczrIxcg5foevL454v31gD4/3rzO+l6SsrQneMVg4jqI8yWEUuTyQEsYbBsy8H3Qsp9THgbvWqWd9qxXrdRivMBflOVSbEa0dxnduwpxjah5Cum22Tj1GHZT2O/YYvpOi3KqFrmAF9t7TqSZE/173Yx2amnErk5btZgNE7u8kWqxkgeN1eh0nFWwnSqW3L1GseIn8ykslzpwdcsvPR3IX358jlaXMD3BGMigCDiTzh6ms4u0d93133mU7NLn0dYudncHTTtEZ28gvngz0Q2PQ9s7nBPD6e0buWwT9rqWq+2MZmz4fAtu3DhNlKdaylIwHTSu00ndi2vxglb4ivhnnmZoXHc+qbh21LVKMzY0JUPa15Fuq89/eZkoBJ9LgricLxMGHUySz3ISBn0kjyo8Z5Gjc1ZpbConTNUWb/BAEdRhtddp5gIqMkKMdVar9nXns5S23AN1cO5bEyHGoNqgmM4MelbJ8hBw4W9r+tqUZN2SNbU0FF5CTOSEgEl8x9cbwh4c0i+n/+1ZsPLObOBFZEg15a3o4BC526AnBA5uXBY8selPRZJfL3cN8vO1B6zA80QEkiJBekmEeZ9Juq0iobR0285SY6KeAMy6RCYmEjckmlolLospfz4aJU5Y+vyBItBVQxLVhp5v3k7Uvyzklr1yTkLojYKWh6EPDF17oZm7JBRBVNbdA/1DtjGIIHEd6B8WLw+hDxoVy/dKfgx3Hv0r5j6oLgDGFj6NXdsLPFk0KlKUS/d3kfqme5HIOtT8cyGfF74eSTFTjfGW+NzC2s2cuLReJOfnRRSjqY8Ox10DJ6zzqUG9BVh8In28tdpbLiMjRTBRTv5ii02du0YeJW4zyFLEdMHU+uod3Au1dPfd9+1zaKdFljrLpe20aN//OdJLn6cByPmb0aROfOmznLnxSzDA1bZlr2upRcKVjuVcHrHurZiSdcg0IU0t9dgM+PT6dF9isVGC7drieRWJ0IwF6ew7a6WftSdQHYK4nIC+IVHPRKmIDolgnHewzDw57nEmnRFoXsc/MrnwK81jayQCFOOd0/JO0mRdpL2DdPYxrR33Nu395rS+2RvuBDfjRCnnpWQpiH/7zi1UlN6Evc8Z9Cw8krZ67cz2Dx1rlA+z18jjQKylEB7loTBnKSxZLgaGNbNcdHDQkmkEECmEadlSVh7CFPHWEeP8rHJxkZ8n9IZdi6HlvCMUAziR3Dv39kKtFTGWM+xDt1MMLbrCl6KXTeRkc1Ivxv41TpxFurNLV5VTjYRH9jo8ZjOmAe48jYXMz3IizheTuI6auGetAyITF8K77E9rccPT+bBxnuIlr9dcECemZCH05GmOBl0bcmFZvCCVLUT51HuAmJhMe6mS8mhjcO2oPNlQHikv+X4GooHzPJ/FzCs48ZWLqv2us1Zu1SI2E0OUtQ++tM0VQZM6ZuM0YlNsUkd9PYF3Q0ARcfksM3UBJ83Y0IzdhWhnbmamJHJz0T+63yUxhmxL0bjhRFMpB2XZvxTylxwXxFK+FS24oXEfcKR+XbKur792L5gHegn7bUotrtPxkeOJphDXsMkG0f41NO0iUQKP+0qi2yKinS+QXXqA7PLD2Mtf4Opf/ReaN16k/o+eh908R/L5T3DmzGPpxFvspz3/0rP1LWhf9yMuzv+zFtXYT51Fuh6bon26wru27SLC/TPLQjMWkqzt2qNad5Imqcbc4n506aQTxOWUDA4hjxQ7QxrZUfJNzopJ0xAto2xHYWnHVi2sNIBPBdQfn+qGQF2Hadq73vm95TaP62jSwDZPo0mTLKr3RXgXPkPlfG6lwI2iGCbud9DPLZxpp+dPRcm6KcYpuQOn0z8tm/hOqiwKhq2TCxWR/tkJ86+5JUlz0WoVK26oLrPg8u3RM2vZXh69XLAWs9TkwnJwBCAXI+UAgwUh3X2ie/8HmvlZlCLfmZkIiRO0tokm9eLa5ymF3DR1Ll9pmjnrbdsHPxxw/j/g0uB62mJY2faCrMr+tpkq3awnLPM6i8SJm3psMFkXuv1T6IFrV8ZERFFCanvVk1uOyxZ4cMOamhjypN9qIrJuRqa9djEYqFMIVZsi7baz8toUjWvuuvlcnsV5a26pc39FXNLuyAhnGxHNK59z+USLaOQFCUzj69OmQB2NG9jGKaxEdFPrEuRnbkg8EiGKYDMxbMaCae8AENc2EQz7qWWv69pCUjNkFjRJnMAu7v/eNYm8ydeIc8vIg3nAWUtzS3Vx/1GqwywtrM6FmKcnMKW9Q62+TWYSVGJnDY/r2O0bIOsUL097GxfZr53n3PnbSO7/GNnmNk1g/6GHie/9e8wTn4rdPEd07SFqZ7bpWGW/qzQTwSYNou4eWH/czh7RRpPESDGxQDIk3VgxR7m/DrVIkE7pvi/da5WgKuVYIkFczohJ80fOwiI3S7/Gg3NeHxShEx9j3LDEQLTyNCx1qLwURKMmdsNFeYqO8jCl92PCppBlhZWye/FJ/P3lLr/93x/gwastIiOc36zx5Y89xc2nGty0VaceNzlVM5xK6LfI+YAQGzVJ1Q0HKs76k5iEKG64jiPdd8cV43w3TQRJA42SouPOrVrlmopMT4DkgqCXmNj5eHWtFgFDiRFqkfjjOxGRGG9tTHtWpEgMcVynFomzPAneAuOHT72CEe0J1mIYvGTVAnpWHJshZIUfq+nszrPWD6BRgp55TOl/N3SttQ2/oCSEvTVTkyZdhXp3l/1km1ary04nYyOJ6BRm41ykll4mvAUzz52J7fnI2kwx4gM5Sr6uTti4+nV5/2CrFrmXl+vXiyH7vnMS43IOxjVMskES190Lgfh2mLad7523Wrr25Yb6MRG2tsm+nx9dVYmiUnvKXxBKLwLiU+1km+fpxM0i8rfTyWhlWgjJxAi1fLhchI73Tby4/wDsp+761JqobC50SFRNjG2e6VmMG6fI4gb7qaWVunREHZ+vaqsuNCJhIzGY/StEVx6A/WvEcUK8dQFz6lbADZFvJBHtzJISY5JGz93FZsSx0EwMsdViVqB61JsJKHcb2E/B2l5wU2YhjktCJxeV+YtncV85Nw6NG1iJ6VhFaqeLAK5MnaW1nSqt3S5pBh+7rvyjxz+LjXMPEJuIjfrn2P/Ux9i6eDPZLV8FqmzXnb+pjztir2vZ9kWRrItp75A0tonjGqk6a2sRvOfPX6MaWdYTzUa8ZTUf6jcR2eb5IovA8gmWSwji8lhMmjh6ltbAcQnV+384PKp23Gw4kxVm+AO9b1h24NiHzSt8JN25YB8bjRJslJBZJRGDaLeU0qN/Bg3X8brgjGz7Rn7ur+7nz+96gE47w6aWtJthYsPH7r/KF13c4p8+6Tw3bNa4sFEj3k7YSJo965L3p3PCUtnrutxukTiRt5lskM/ik/uFauItKrUN7/MFoKWhT3dOkcmH16AWmT7XzfxBnQvMVupS6jQSQy0SGpEb5ov9PooOIb8meJ8tE7OROGGcWgoRAv2+eIW1omyxzINaygFNqk5YdveRzj5a31xMA3ClxDZOo/UtJ6x8e1AoZmcZjLo1qVKLBFvb5PM7Xa61U/a7Gdu1qLDq9UVEQ5GKCjjgmZpvk6kTEjmDUdSRGmNyZgAAIABJREFUfwGI0hamdQ3p7Dorby4QRdAodgFjJiqCLDARxsRu2D/ruhycWafoyMGL6riObZyilSntkigUkcI9JBeVZKmrr7QFWUZ26gaks0cCmGSDtj+fYj5r62bBsTE0IiduapHhvOwXfoOY1JWjSDy+oOeBf8vSuObcGOK6sxrbnktCZJwoqxlnMY7a1zG7l8ju+xTZ1UuIMUTnb2LzCXVu3LjBBemom0M+tep8a/O2YFNMt0UzblBX77upGaZzvYiONkkDU9t0UfP07t2ad1WI8udSVOtZrP00kmKdRVMb27SiJtfbtnCvsP5Z0bVKJ7PstDMe2XPHtKp86lKLr7jhZuo3XEJ3r8GlS2DdS7U2tt3LRemyudEMX09ZB9Kui7yPa9Sg7+XdbZRb16P+fLtF3kyw9S3UR9NXQ1we7PdOIkFczoBRWqzvZhjBtNa48r4PCMwRwnLs0Pio4KNRInXCB3k5IGVk4NKQxWMF55IctzWqOd8fqxDF1PABPgb3UPTWQhWDJE0k67IXbfCfPvoQ7/jgfTz+sds0azGXrre5fLVF2rXs7Xf5h0u7nN+q0b6wSTu1bNfcw3QzrjtfKT88lQvL3Nql0gvGacR1ks26c74Xg8Z1ugqtjj2Qfia/enkKnSJHnPddy+usWduArvVpiZSr7S5tH527XY/YqsVYNTRiQxIpkVqXOLxkndK07RLGpy1qUY0krlNLkqIjHqQsqIFCoOdJpFMMMRZTishWbc6juocTxWhjmyyq00ot19tpcR65tRecVbkWSWHlzaxy/27KTjvjwR2Xi894iy9aSjOVUx62Lu51ZynOj1O2QOcCIBe6eYqkWiTI3nWk6/x/8wTd+CklxfRiunP/XLKue1nJum7oOm0XHbnGNTAxNmmijW06psb1VkbHC5HyDCkugt27D+QW/rTr/BX3LkNUw0YxkYmITEIk7iXIiZo8oXruKgEXahZz9ZILlIqiQuBq0kDjRs/6u0hiF2AlEhcpoFz0ev7iZ9iqGczly8i1h8muOhGmcYLsXCZu79DcPE8tEnbaFnCuEo0kKV6knMU4JbZpTwx2W5jWVUj9fZbUkfo29Y2L7KeuPiKFxDgXijhpYvB1DH1prqR1Dds8zYNpg/1W1wnUTGl714/EGLrW8uh+yvVOyuX9LvvdjM1aTNcqt56ucbHWROpNkq1N2D5PK1OaJsZKRHmcpGgepTRd0f5lV395my9nx/BE8Sky/14ZeWuuqHU+vyafWag64jJYLoO4nDmDM6WUGSkkj5i7r09H6hCBOWYfB8owKNTGCbeSj9YoEToqMXg5x+JRR8XHbrPAm9giZNaJu9QqJJsktlMk7tUooWWF/a7SySIevJ7x/W//AOfPNnn5v3wSkQhnmy4A4no75Wo75eGdNplVzm3VitQk17vWiZJGTBwbMolopZYdn1/xdN0Px3lfSFWllbqp2KBBZpXOflZYHnLy1D7iRYezPjo/MOm2Dli2tNYkqm1S2zjPlVbGTttwtZVyudUluu4CKh53usmZRuyEVBz7RM1aWKik/NLiBYHUNomTBra2ifWzCxkRxHadmPbD4aa9C1nHWQo3NmlZoZW5a3MK5/+IzVznuyAUcYKqnXG9Y7nSSslUubzvOvmzzYQzDfdYbadKZpRrHeXzOx32uhl7Xddh37BZ41wzYbsewZ4TB72D9Hxt1QuMfGhcinp0X7LCx1Kdr6RPURNFfu5y61wHTGsH3Xf+flJr9IaU40Zh5SZKeuIlj3hP285yHsVo87Tz+a1tsCsN9jqW3bTLftflbkx8mwLoZLnLRI0kqRHXhaS+5RJyxzXM7iUAomsPoXGNrTO3UG/EiAh7Xct+6oZSXX5UeExDia4+gHT2sQ9/DrN5Cs7c5C5XVMMmjSKSfO54cUPm3AvEpiTJBs3YWRvzZ/9GYjhlusj1yy6dDxCdPo82vAuFiWD3CrK5Qy1yg8Wt1LKfKs3EWY8lbSPdDtLJXzR8cv60jb1+BW3toTbD1BpEZ2+k0TxNLYp58HpKO7Vc2KixkQhpYojNBhgKH9YYYTsRPqtnuecLe5xtdojEubBEBuren7hrbe9FCNjvZnRSy36nzdmmm9pSum3szmXqz3w+e+efxG7bsmFSrrazol5i42Y2cpbYPaSzi6Zd2N/BNDbR+ia2toXW3Mui2b/q2u2l62w99snsxVt0rXP1kMz3M0kDxLjr1nUBQUtH5Oid3BoSxOWEjPNzzEfq4KCoLFz1Dhu6HnG84/gZHmfKyaGME3JjIuMH50Iui8XD5r2uDKpEtkstiosUO+1MIaqRGDeMK2rJNOJ6x/L/fvoSf/jh+3nizad53pfdwA1bdW470+DGzZhIhP3Ustu1XGllXG05oQmwXYtIjGBxb+KpCF1raaeWZu53ZZwlrO0jKC2gXkjmfpL5Az3Pf5fZ3F/SPeSj2Lhh8O4eZv+q6/T3r6H7u2jHB23UGkTNTRqn97m4dZHulkuzcq2dFtG7j+53SSJhq2aoR0LNxCCdwmrlIlO7qLWIMS5ljVo067pOKUowUQ00K4SlpB0ndP2Qd3vjPI/suY4qMsK5Rsx2XHPDb51WkQZnUVjffiPjLMft1LLTccPcZxqxixLOXGR9q6t84uHdIsgliYzzgRTh/EZMXUpR0gNR/nnwVj7UndvlZKAsmfYPKUdRLzpcOj6iNm2jWeYCkOI6ttb0wWUbaFwv8p+66f2MCzwpiVzbOO2strVNdm3Eo62M653MC2ZX7o3EUI+iA7P4ROLygm4kdWr1BgpsbxnIOt4CvY90donr22zV8sh3Lc61Hguyf8VZPls7mM1T2POPd+4Q4nKHmq7BRItpB6La87nO/YLlKptJk436FtroRY5Lu+2DlhJk8yxxnGB3d7CtXST2kfZphzh2uURbPiCokyl13Mt6EaGft4+07URZ2nWphNIu1mbI3lVXJnHZBR7adS80Z5sJZ5sxhl6y+2bs7tf/fv91Htnrcsspd+3ylx+sECXQTAybcUymsJFEREa43k65bLt0UsuXXtjkdGzJHr4P2TjF3o1fxkO7KRc3YtTG7LZsMVtRYsT7Sroya6eFdv1UlzXvn15yhcm2Lro5yC8/RHTfR2ne9gwkqjmRm9piCF1NTCd1008mFdCWQLBcEsTlVBQJk0sR1sM0kfMhY/SQc/4mOjB0rEoxFKYcTBtSFrPQb73sK+eoYflRovaQG2LSoKV8X4XVUvsTZZsxwnle85kfF7EZ0ZX7iExMPUrcUFzSRMUPL3X2EKDDJm//6IP8+V0P8PQnXeCZt53lK2/Y5oujR4mufQZ9aAfNMur1Jmfqm9y0dQG7fYputFGk2+hkzhq507HFTCsbieF0bJHuPjZpkqlxM2Fk/b5RecRwIzZsJOLm+80sO168biQRzcS4IfGsjWldK2beyC4/jM3Fpc2ceMsyTHMTc/o8t972ldx0421s1WI+e2W/Z8U0wmYSOUFT30aimpuRJutiOteRDuj+FdchAmb7DFrfwpoIohgxfso2b5GJ9i6jrevoqYtkpx/Lw3spn73S4t6rLS7tdfiqx5ziwo0NALS9OKslgGjGxt7DNOMap7fO0EqVa6RsJBG3nG7QjI0T9kb52EPX6VoXqFGPDBc2atRiP1waGy7WFQrLYK3nZ5r77kYJnczSynwwFc46WMZ4I0n+N5FeAEmtu+v82br7ToQnNaS+gW2exjZPs59su+n69vPhT5c7MLf+uKn6xA2B17fQKOFSG662U+692uJ6Jy0CRzYS91JkxBJl7h636hOJq9K1Lt+hEbiwUWOrVmcjaXLm3FlMewezdxlNmjSAej2mFsXOumacdU3225j2LunD9xPd+qXI5+92Uzifu4n0zK1I+zrN7sOLaQSaYXYvIdcfdS9jqfMxtrvXsNev0Lr/ATo7u2SdlI0bztK47YlET3ku6faNTgjvXSa+cr9LRL51DugJcKvam6Pc+AkWjIvKL4aKazESu/s5am4icUJ29RJ2f9f5IiebXG2nPLjT4uPXO5zeSLi4WaceG245Vef8RsIjeykfuH+PL7u4ya2nGgdz3UrPl1oGOpxTjYTHbDd40rkmX1TbI37oPuwtX0LrzG185nKbrVpEg5R7WxHXOxmZha2moZkYpH3FD+vvY9stbKdFdPYG176SJq3Ni1xtZWSpuxZJfIEbnvBU9CPvRS6/k+ZXPsfXgUVrG6j35W77AKpKWC4DQBCXM+FYVkkpzWMxRIiBn8lkVODOsP2PW23CIfhD81AO+EQ6wX1wvyqCtb2p6AR3fpHI0GCk8nF7flcjyr9ANO3A5z8NgMQJ0eYp7MZZrJ9b16XVSLlsG7zv7kf4Z0++kdtv2OLJF7d44umI6IHPY3euYFtueExae2AuY9q7mMY2ZvMcSX0LW9vgesfSyaCbuSTbW4lhKzFI66orS32LdttZjHY7lr1uVgQQWFUSYzhdN8SRcLWdsdtx1tGcWp6aSLW/IuPEWVPSjk954ywM3UceQi4/TLK/S+22qzzhsV9NbIR/uLLP1XbKXjejlVnirk8gb+rUthqYtI1GiRve6zpri+20YHfHzepSWGI6zkKTtpHOHnbnUbDWpacxMZf2nLC8+wvX2es4X69/9ljXKdvWLuztzLXuy0jm5gEHkG6LzeQC+13nd9qMnVU5Ehe0tFWLacSGrVrsLECJoR4Lp+sRUesa7Ls5mlHtdycBNG7QxRTR3yLuRSHSXg7SCCe+RJxPYuzzHm4m4mYu2dtxw4olS7TWmkWU9tVW5obu1e0nz6paPJfEOGtlfRvU0lbDXjflmnfpyHNvbtUitmoR5zaSws8UeonEO5mSqFCPIrrWcnm/y+V9d306mzGnals0t2InOBqnMe0dtuvbdNXnccy89W9/xw3p710hu+yEpOm0SLpt/n/23jzasuyu7/vsvc945+HN79Wrqq7u6kktdauFZoFkDC0ERhAjwEBAxAyJYdkxWYlN4tgyYEKWwdgrTiAEM8ZGYCeAMFIkgcTCoBZSt4ZWz13VNdeb37333emMe+ePfe5991VVV7dQd8lOtNeqVe/de86559x3zj7f8/t9h6yxcutEFDpHDPbJO9v2GyuuG2dhFbF2Cu/VX22pBoWhuowHmEtP4C702avdRlhZJEzHmM4OOIF1GjBHu16zdJaJhZUVzCXoQddeR4WQUNXbyLk1zP4GZDHKF6S5Jsk03VHKOMkJXUU9CGgELoNY04tTHliq0gjUtMo8sbCSBW2m7IipgbrxfULHoe4rtAkIXUndVzA4IGuskARNtgcZgSM5FmouDiXDNKcf59MHD08JRDR5gFLT746whvFKbKkW+Ti3XrjmkH+77dRYOv06oo//NuH63RivhPbLGMdnVFhTpdpYis8tpMjcbHxF0PMVcPlFjSM46IVazrPcw9l1Z4yOZxWeE6+6yeqzOcBw1EvwZoBvdt9esEr4EoDlLDdydluzE991eG/S5i6A8rQSezPweg2P8oU+d/J5s/s/9Wi7SSv+5R75cED3zz+Gcl38uRay3kbV26hyFdNaswrHLOL5foiSggePNagHDqebHupgk7y2BLUlhM4xfpkDp8Yw1cyXHJzuFdTBJrIwWa9V5kn9cFqNangSOe5YoKC8QrwB/Tiftr4siFHMlTzmSw5NDyIt6JrDJJDc2Cf73BSKccfFeCE6ryJcH1Vu2pt4PMKkieVzZQmis0O6s8Xg6Sfxty5ReiDi1LH78VSJz2/2GaU5W4OEJHCtkKAQk7hSUQ3bBEEVR2dWOToRIAg5FWKILLIVtqgP4wP0qD9tGcYadkcJ24OY7X7MIEpZqPmMjcIFss2LZAcHt+QcmAyzvwFao8pV2muLHCQ5aW6rcjVf2ta0AFeWbP6xKyk5AtXfQo76FmhPDPUd33If8yKSTyp0UGOAhy6Uw6m2avOJjRNCTCtKgX2h2DGr7pZjqwyXUR+TFlXhcpO0fYJIhXSjnOEoZZjkSGEjLH3FYQTf5JpyPIwb2iqRdMiKitqkdVpyLXA+Vg+oeZJGoIpkqvi6+Q8sJ1k7JUapphPljDPNzjBjkEiagY/vBCgNvldGxv2CYiGLlJiIvN9FegF6eDBVrgsvwAiJs3sO490i14AkIrt6DtVcQLjWmkpX5tnUJa72Ex7f6pMbCBxJP8l4+qrgLx53ueNkxK/+dc0wF3j1FcTzn0eNe6T1FVTBp54AMVdixXTpyAqYsth2FYpWuHA8hOsigjI6rIN0kE2NiQeUa4Z64OI5kkbJpVXxWK0FVDyrqF6quNxXiZDDi7BxxXI3Z/LCRTjzPUqFqbTQpSaVsIWnDv+uSW4I/AoYTS/WaAwnw4ytxOPSwZhBklP3HbyiGu5Mzi0h7XUflqE2T9q+jed7KaE2bAwSLvYiRmlOP84IHMXbjjcR4RrLb3wn40/8Af49r0cs3UFeatGPMkqundNKrkL1t27NOXDTIfhKtvgrCC6FEL8CfBOwbYx5VfHa+4AfBCb9i//eGPPB4r0fB/4mNoTibxtjPly8/iDwa0AIfBD4O8YYI4Twgd8AHgT2gO8wxpwv1vk+4B8Un/FTxphfL14/CbwfaAGfAf5zY8wX5cA8BVscBVvTaiQW8BghbwAwLbCc8M5l8YQ2qfhNuHzXZjxfO25Wmby26jmpEh4ZL6LevtG2pqKLCVdSvPB+XNfi5yhPbBaovpid05Hdvub7PBKN+AqPPEnpnb2CCnza5QA1v4osV8n7XZygjC41EVlKmms7oYcux+qWx5TWlvF3n0NvnkNIhWrMU22tI9waj2+PcVWbe+o+TvcyHAxx0ggZ1HDDOgDyoGetZPIU7YUF91PhKlupzHJNKkAJW1loORkiGhIEddtODxwGSTblTbkTo/RC4a69MqJQXE/P2zwtSPdjZKmGcFzSM88Rd/o4l8/i1Oap104ihSDOLPeu5ErKRhbZuhMLI43r+SgnQHoBIighqy3yUpM8bJBpgwcYMUSmY3sDjSNrDq5zlLD7XPEdQlcxTjKSTHOQaGqOT7y9y2i7c0vOAbBcSFmukXe20eMhbh6jCkFBlBUVwDwFrVmQFkQKrREDK2Agz9ETIU1QnfpkwuH5nCHJC3FCkpvDzOWZ/ZCmUNtOOH8Tf9XJ3y2NLYfVccmra+jKHAe5YhznHCQ53XGGNoZmaKuNQcHBs5XCw9ShaeypzPGcEEdB1bO8Yd+RNAKHpbJDqCPU/gYyHh59OEmiKRgUXoBTbdKcW6GycJqedtka2UqoMVDxJK1QMcoFFTETE2gsHcSMhxCULV8vS5HVMrLSQAdVdLllv99bMfIM4QfIagMd1klaJ7l4kPAXlzvsjRLedrxFu+QQZYYL3TF136UaOPzuR57j/fcu8Z13NTDSsylPww6meFgIHAEo/AKMiURbr9xoYL/PmQq0DMs2vcn1CwN6y9mV4x5quMexeqPoaFjLsIqnWK35nCgZnL0zZGc/T7JzheHVbbIoweQaJ/DwamW8ZgMRlpFBCRGWUX7Z2lKJw5AEV4CMelaopFxy5eFJgXFDzu0M6YzTQlDkTucbYYzlojpYl4fmKtoNeWI3phUqnt4dWbuzYt7IteHS/ohHXcVb1+uki3cy2vwtVPM8zsLJgotcVMal5aOL/cu35hy42Sjm1v+/j1eycvlrwL/EAsDZ8fPGmJ+dfUEIcQ/wncC9wArwR0KI08aYHPgF4IeAT2LB5TuBD2GBaMcYc7sQ4juB/xn4DiFEC/hHwOuweO1RIcQHjDGdYpmfN8a8Xwjxi8U2fuGlHMykXT3BPxOOilXHHi43qUSKYtkjno8TCmaxrg3nuJYneQgsZ9Mtjn5fMz/PIDIjBLJQ387uz+S9SeNrltd5HWicIWrObmuyzJE29gx4nFRUEOo63uS0ejpbqTQ3B5NHPm8SaXiDasitYmcq16FxxzFKayv4972FrL5CFlRRvaukz30Gd/1OjLC8unrosVS1k22sobr1OOnFZyzvzbOWKbLUpFwNmSs59BPNH++6rNbu5m63h37iP2CSyN5ApMRoTZYmCNdDlqooIanVlolDh1wHnM1GuEriO5LFUODsnIdhB8dxWa4tsVhts16rkupDlbiKDhDRJDrNpltov0qGJM4ntjLWY1BVNnEbC5SylPjqFXS/gxjsU23fhqskaa7xlaQVuixXXAox+zSOUAhrmK2DKsw7JF6FQZLTO0jJjWG+5FENqpj9S+hoiImGaJ3jjjp4XsjtrTpS2KrOc9sDlBRc7SfUF++l8trLuGceu0VnASAU6fK9OEUFVqQjoEKca/ZGKatVlyBPZ3wlUxh10cMD8mHf+hI6nuWxrt5BXltmmAuS3KCN/eIynVPxJAEZiVLAYWrSkV0pLGmmEaJFCgs6t0bfjTl02EC7AaNUszfO2Bmm9GILLNfrAY3ARiiWXFkY2FtvymmXIOpbE3Wd4Xtllsptap5taVY8iZ/0cTafJ+9sk/e71nhI55gsJe9sk3QHDDf3iLt94s4QoQThQpPFtzzI3KveDO272WJGSFJsd+yU8SXWJN9odKmJe/wuTDwi27qISSLUna8jqy8zdquWdxy8cn/2I0MqnKUT5LUlsuoCj22NeGZ3iO9IHrp9nv1xyjO7I1JteHKrz/M7Q/YGMV/9luP89K89yqv+u7dzX9hDJxHp1fOolbspB3WErzC+rQircdeCN52BFyD80nWARQfVaeKXUZ71sNy5gMpTTi4ELB2vM0qrhI6gPNhAbJwlefpRRvs90uEYozU612TDiLjbJ+oMUZ7CLQd41TLV9UXC48dRa3dO72OOFKjRPmq4B8MuZniArDboVxu0S4pL/Yz9ccqoiLYsuWoauABgwjrEfbJgldQJ+eSVAScaiou9GFdJtocJf352j8v7Iw56MUHZZW+Y4DuSr7+tQePNX0N68VkAxpm1WRpntgPk7l8gOf/0LToJbjbEV8AlryC4NMb8qRDixEtc/N3A+40xMXBOCHEGeL0Q4jxQM8Y8DCCE+A3gW7Dg8t3A+4r1/x3wL4VFag8BHzXG7BfrfBR4pxDi/cBfAb6rWOfXi/VfErgUAm5URpy8NGllG2wlUgqBnOVTvsQxAZuzGc6zoO46FbmZyZKeGGnLG6uzX6j1PKluHmk9F0HUkwrtdcDyBmO6S4gj39VhW/vIgd6YXyqu+bzZ47v2g+ze33SfXq6hWgvUvv1HMF6JrqrQi3NMBAvNE7h8BhMNoNxkIbRVConAUYLK9lPkO5cxowNLuAdMEuGVqxjp0KoskZsM35HsjhI+Kcu86Y7Xkn72YwzPPocuvOakUjjlAKdWx5UKZTSN1m3kBnZH1m9OCWGrTOMD0vNPoYd9W4GoNKjU2wi/uPsWQh2rHPYgqKKDKsIJMMpnXHhpamPBZbu+jCME7vIJzHiIUMqKDIrhO4rFisdCyaHcu2hbmNV5TKllDZm1QQgfKXzy3DDup4wzze4oOfQDLFdxvJn9i4bozhZKSObmSqh2QMm1oCbKNNvDhLKnOHnfQ3in34h9nnzlR2agl0naYa1ozTpIYc/bUZoTZ5pAFf6BqVUTG30YFWko2pmOi+hu4kZ9atVFjF8mC2qFSEtbS588J3AOp+jZrgZQVIEmWfeu3R9lOW3GtWpwhGScagaJZmuQsD9Opw+UNV9R8yShyCGJDiuVM9ebtSOKLDc46lPSGUFQsxzZfh813LNgbzw8BM31NgCqvYTT20Oo5wAYbPQYbg3Z+sIOg8u7LJ49R+s9PwDVEzy2PaKfZPhOQJQZQgciA55XwYm6UxCd9/bQ/S7uibvIq/OM3So7o+w6261XcgjHRftltF8hzgonB1exVvMtjSV0qPqKfpxTCWzFPdeGQZRSmyvx0TM7PHC8RxwNSTsdKrdfJWtKyk5gufWDvrUHGx/YaqVU03hRuwOySAk6BJaZKbwstSbv7OBIRTmsU5YOIhmRXz1DtrdJvN8jT1NKy5bW48yv2uOJhkTPPs7+0xeI9nq2klkOcMpbeFmMcQNbkZ9YhA27ZJsFyM9S+n7GcsVhOEOZKLmKwJF4E3cLBL6QjL0GSW747KU+rdC17fPAKUBpzkZ3zP7uiPEgobc3YqHm8/RWn9etVKkcuxsX22HJja3q57khTPuwcebIvPRlHV8Bl18WzuWPCiG+F3gE+G+KiuIqtjI5GZeL19Li52tfp/j/EoAxJhNC9ID27OvXrNMGusaY7AbbepFhleGquEiuncNmJ/1JNdJgEZ2c4QVawHQUQMKNq2/XVu4mY9J2n1byZvJ0RZG6Ia7xl7xRlfBaUGcP8/DGYorPmu6b4bByOLPd2Wru7DgCjCc2GrOq+UlO9wzmnHzWkXWY+dwbjZcocvpSRzeT/NsrDlEesdHrsjdIuG2hzNecaHHP0rpVjbYqLJVdTsyVqfuS9sHz00SOdGeLpD8kHUY4wRUq0RBneY/SOhwrt8iNz/lOxGZ/jK7Ns/L67+W22z/H7gd+h+3PniVPcvyaT7jQZG7Yx1vv4rsl2tUl1moBW8OYVGvLZZKSwZkzdJ+9xP6ZXdJBodL2JGEzwK/5VNcXCdo1SotzOGunUO1lEBKvModGMEw1+6MUKQTjzDBfWqCyHOMBetTHhDVGk4g7T7Fa9agdXEA//3n0eIgMy3jtJebax63ZtltmkFrl8+YgYWMQ0xmnhapdUXElrbCOLNXQ/S4mGpJeOYvY28TZ32C+tUyrusDKqRadKOdCd8zlXsTlXkR6CzVeEx/CvNxG5CnG8XHSgiunROFR6NnvsTJ3SDMo2svyGj9RIySqdxUT1gAIvCq92Kp1jXLxTHbE+DxXPkmuGWQALo7ycF1bUXKw169W7hQIJMKhn+R0ooytYTIFluv1gHboEKZ9a0MF1iB9Ng0JwCvZa6wQ0eiLzyCK7GsdR+TREN3vgpQ4S+uo5jxZ6zgmrJMKBykE4RsiyuMuS5eeYPi5h7md5LupAAAgAElEQVT0sc/yxEfP8fzHLvDA3gEr3/NeVhqv4ZndIV+IBixXfRbKLkoISi6UgwYiHiKHHdA53u2vRsyt0vca7Awzzuzbdmo9uEW3MykxbgmRRZSU5u65kMWKV+yvnPJjm4GDq+ooYe8blzsjVldrPHGlh5nvEW/vsPHw46wHHt47/gbqwPIFRRZj4hE6TeyDnOPaFvhMStVEKR0JjyS1nFyExA3L5J1t0stnEG4R6hCPGV68wni7S55mlBYaeOunkace4HGzyCNXeuwmCe966CHu/qYe0Yd+hc5TF0j6I8bbHfyrzyODKmn7JDIZ2ZzxeIwZHZD3rF/pqJ3jKUGaG1xlBW6LFY+6r3CkINGGQWFfVfMVz3ci6oHDXMnBlfZB3Csql+Mkp7c3or+9g3Q9njtnU7A+u1Rl5dQa0iuDcpDYTkzdV8inP01y5jHc2+69NefAi4yvCHpeArgUQnwr8MGiqviljl8AfhKLJ34S+Dngv+DG+Mrc5HX+EuvcbFvXDSHED2Hb8Rw7tmbbE9KZKnInGzRQJJiIKcA0xma9qlkVdXGyyQnw5CgAO/LZ0571De6as8DyWpXpFFQahLAk/EkF8kVb0EdKnXp6bC80JrY3wE0qBpOKqD7SarMIW4K4PlFjAqiva4PPJJjcCFi/EmP2HJhbXqWf5OwOYi7sjdg+iNgfJtzRKnN3pYXIErQX4ktYrwfUXDDbF8m2L5N2uww39oi7A+JuH+U6SNehJBV+ewWhM441jmGMtXn51OUuS9UAZ/1+Vn/oTpz/859y9c+fYLQ7xuSGYbuGDEoEK7fhhnVKrkvVc4gyKxZwyi28ahmhJNk4Y9yJyKIMoQTZOCNPNH5jiFct2aqa1laxXWT1GuMQpbaymBvr5+hIj1K5jWoNUWEZ7VdtDGVBpK94EjnuMTrzJIMrO9aCZa2Dq3OozuHVFqn4dQaJZpDYpI9hkgEOqS7sdrwyqtpAdLatB954aO1denvInSuo9hLzq3fSqi1R8crsjzN2RynpLTwPFlfWCqNwDyNtBansFv6kyra3D2KNp9Q0oz03klxLMq0QqkS9MU9AhuxbtbHKIsT4AOGWcAtRSlRUw0QSI+OB9Qr1ywxyx2Y855ZucJjEI6ecvbKw11qufKLCkLwXZWS5RkpB1VPUAmsXI5LRNDJ0mjIFTOIBtRsiHN8aX2tNvrdh2/s6x+gcU8xR0gsQjofxyuhym25i7a9SbciNQIkWtZNfw/ydb+XOV32c3oWf47HHdwj/r88RLvwec9/3Ws5IwcXemIM4Y5BYAUozdDBG0VQuIqggKwnCD9F+lXFm2Bkl7I5SfEdO1euv9DmwvmLN22XUR+QJLeVRry0xMA5K2Gq/EZJYabRxuaNdZqcfk+SavUFMq+yTr9xNnvw/dC/0CD/3HCvrj8LanTDsoNMZGYC0vqRGudN0HcAKwZTHOCkM7CV2nq+0EO4VTBKRdrskB0OSgxGDKzsk/QgncCgtNJC1FuPGOr/98XM8fqXH/v6Yf/uxs7z7q0/yP7ztm5HuB+k8fYEsSsg726j+LrKxRu6WUNJB+CEiKGM6O5gkInAkuYFmaPexn2Tk2nBQWBEdFFSMRuDyzO6IjUHM155sETqCmmsr5G7Z5Y5WmbVWic3zXeLBPkbnHFSrbNV8LnTH9LMG1XIbkcX4UiIFBIMt0kvPorPUcrW/3EN8pS0OL61y+c3APxdC/ClWDPPhmerfFzWMMVMplxDi/wD+ffHrZeDYzKJrwNXi9bUbvD67zmUhhAPUgf3i9bdfs86fALtAQwjhFPs/u60b7esvAb8E8OAD9xuKjFSh3CkXcdLCtT8DQkwNhI/gxZkTTRszfU/Jwi9zQqC/UYXuZifpjTiIprAfNgVIFQKkU1QzD9vi16m/b8BrvKHiUzrTVJVJ1NYR2wwmoNlu2FZeZ7KiZxTlmOuPbdqaL8AzQtj2n5DoSRTctH1nbvydvUxj9hy47/7XmvV6QKo12+ci9jpjfEda/lq7jqqkU8uWe+bLyFGHvLPN4Nwl4u6A0XaHdBgTH1jyvM41c4Azv4qa0/hRn9uaa4SrNZ7fG/LvH7vKR57c5A2n2nzLd/0j7vzuAebRD9F/8nHyyJL79cE+KtyhXj1GpmGY5uyPc/zmCSpvexfe6nEWHrxkW1y1mrUsqbcPBQHKtYIS10crzyZkuAHjkW2fbgxikkxbUCIEtVaJanUB6VsAMRjY+EM3dBHGoIcHDK7sIJQkOHEKd+0UpjaPMBoZWfVvzQtxlcSVEs+xFY5cF9FtlXkwGnctJ+/skO9toPtdxls75BeuIL1nKK0+i2ovs3ryVSw1Vtkrl17xMIzZ8+D+B15rKp6EBCuaCSVNH063Q/JC1e0pK8iQWQwCxrgc5JqDJCdKNVuDlLKnWCovU9EjcmGBuRz30KUmnvLYHmUslBwqeYKMelZdLqp4SjBMYZho4jzHV8p6Z2pD6DiUlEGmY4x0ilSnnGGiiQrg5UrBctWn4ipENj760Df5WTrTGNPUQGJcnNoaQWUezwvJti6Qb12EOJqCS+G6VrntuNPrNMkNuyOr/t0Zxmx2I+oll/uW38g3/frPUfsH7+O3/u9nSP7pR/mGd72H21v3cK4zYm+UIIVNgBokOeOSi9+YpwTWUcGxPrOXDxIuH8TTimXFe+Uql7PnwOvuu8fYXO8Uxgfk2xbMNdZPY+pLdnkhUWEdghKn2yFn9wOUFFzYHXK5M+LfXWjynvf8LZqfe46NT59HuR+meffTBHc9iGzMowddhB9ayopvLblms8CN4zHKrE2VkmI6B+e1ZdzlPnp4gJB7pENrJZRHKUnRwRBSIuoLfG5zROgp3nLHHJ+90OHi1T5/+PBFjrfu4rvf/h1U+r/K4MoOw/MXkKUqsnUMXVsiaqzjeWUcndv9lJKliscg0axU3ClNxHb67DQ+efh9fHtAyVW8+ViDVqjw4x7q4nPknW0a9Tb3LZ3me77qGEoKPrK1y7i7yXB/j34j4OmNPnun58mNoim0rbpHfczZR4k2tvBb9S9PBOhXxg3Hi16NxpjvF0K4wDdg+Yr/mxDio8aYH/hiP0wIsWyM2Sh+/Vbg8eLnDwD/Rgjxz7CCnjuATxljciFEXwjxRuAvgO8F/peZdb4PeBj4NuBjhYr8w8BPCyGaxXJfD/x48d7Hi2XfX6z7+1/UARSAxlxTBJ0FarPWQXK258ssJ3EGfM5W4K61Cjqiqj4EYrMcSzNZ9gX2F+xkxLSlcrjdCfa8kQH6iw1DQQcofr82ZlBPAKzJD8HizPbNTLSdmK5nl7dAtACORXXTFK0lsCxLZ3Ict4hn5UrByWZIqg1rzRKDKGO+GlhPP2X5T6lwcAQ0AhBDewMQSiKUxG9W8WplgmZMOoyQSpKNIls5zG0EmmM0S/O385rlGhvdiEef3eXq/phxkvOW401e++Zvp3H3G6etZwCRjCkpQ+If/s0Gqcabvx1VXUS9BkxQZZ+QXpzTGdsHmbKnCB3rvVj1bF53hmQUW2+6XpwxiLJptOAoze3373iYLEYrl1zbCktuLBfRdT1KC028ehXvtnvJa0vosGGtZIoox2qpwkLZVscqnk38mFT8OrGmUlnEdwNkZQ632iDf2yTQOdFej2wUEW/v4mttbaB0TnXxblz9RRk+fElDCXA5jOKTUQ/jhrTNGNCIOLHKZiew1julJr2xphNlbPTjqUVNqjV1X1H2fFBWBazLLVInJEsyrvZj6r6iUvyNjV9GRH2cmo0JHCQ2JSlSmjnlUfMUlXyAGA1tlKR0pnGRStrPrPgOftGydKWdU4RyZ3x2iyvRaMg1QipS4zIu6AyeclhcuAPll5FB2fotFsbdwgusLQ+g0hF1v1SkQnn0k5xBkrHRG/Pps3t8+tw+J7/xbk7/8HdT+8D7+PTuiHc8+nFWvvHVlF3FQZyRaj0VOOUaRqkmKDWn84jxymwMhiyWPaJMc6wesFp1b8k5YKREuyWkHljurB9gkojk2c/irp5CtFeRWYTOIlTrNsqu5I52ic4o4a/eu8gHP3uVRy52Cd023/SD72XzD/6AuNtneGUH6T1B8Jq3wPxxtHQszcEv23jOybycJzaVZibHflbwlddXkPUrCMelJBXKdYn2e6RRhi6sSozrs9tJuH+1bq2+uhFXnr1Ka6XNh5/Y5O0n7mZhYZ7xXo/kYETe20PlKbk21gy/PIdop8jtK5AlzJccrvRT5vMOFbdJqm0MqSPtFB1lZioiq/kOFVfiohHxEN3bI9+5QvT05/EWn+Kt73gvuV7l6fMdLj/rYXROEudsH0R0owxfCVrYirvcv0S8eRHA8strrVtyDrzoeIWeeIUQ7wT+BTaw65eNMT9zzfuieP9dwAh4rzHmMzdbtxBB/zZwAjgPfHtBV/ySxkt61DPGpEKID2HPkxArprkpuBRC/Ba2gjgnhLiMZdy/XQhxf7Gd88APF9t/QgjxO8CTQAb8SKEUB/ivOLQi+lDxD+BfAb9ZiH/2sWpzjDH7QoifBD5dLPcTE3EP8PeA9wshfgr4bLGNlzZmgM5kzFYvrwNpM56MsxymI5qWmfbvC/liTn++9vdpe3xC3JwBhJOq3xTUSWCm1V0cx3WimVll+2wLenr8cmqnNAGWUyHTrG1RQQmYrH8EDE9A4TUA9pCfWbT7dVZ8XwqEtLYTxYdZJb1ACYl1rnrlhzA20izJQ+5drVHyFEuNgMWKB9KgK3PWNsaV+CIHY1DNeSon1ymNh1NfOpOmZAPbHncCf0rSN7H18XOkw30Lt9MZN/nkFzbZOLfP73TGPH/vItH9K9zZXmf+vjbOcA/R37XtyqhHvWQn1XGR2rOvQjI3YHecsbERc767w2Yv4sLeiCTLaZV9js+VuK1V4tWLVaq+xBhdVLusQbbnSJS0FaSq51hF8WCEjPqoeEDFC2iG7mGii1/CX1m19jBhHV1qMjAuyvEIpWPTSZIRS2Uf3xHk2kcKZozHJy3lGkGjjl9uIxvLeEEJWT5PurdrP8d1MVmCnFxj2cvB2HmJQ2c2GnFyXsSWP2kc73CZmdzugxQu9mI2BjHjNLeWMxXfVm6VrcqrqEdemeMKdcYHKQdxxvYw4WQjAKkxaWwTj7IUt5KgpM2aj3NNPfBoBdZ+SvaLCqcTYBwfZaAZKOLcIEPX5kMXyl0hhK2ETQRB8nCOmXYZtCTwfRJtyDPNKDXsoKg3TxA4AWrUQQ076GEfpLROCEYjRx1EMqJdbuMpQZL7xFlO6Dmkcc65zX3+909c4Ce+/lt5cP2f8cHn9rnyJ49y4ms2qPhBEeNn29zbg5hRmlMPFKGjCEu2ZtDJJHXf3r7uaIesuTFisHdrzgGpMEEVLRXCDVBuiNMek149T97ZxmmvYqIhprONV1tmbHxONUN2RymPXOjwV+9b4o++sMkgzlh/09t59d95LemfvJ98PEK4biHEq5HXV4hwpnOpYZLkYyuYSWQK0/rD95EK45WQJ16N6FwBxyPwA/zNPQsSEztfGq9MnGvun69S9x2kFIw7m+wD3DXP57cGvLO9jFu+TLRXCIuMDXUYpjZqsVldwFs5Qd7bw4867I99TutNqit2LhRiki8vqPsgyvaBxyvMzlVnA3YvMXryMxyc3yCLEpzzG8xJxdvf/G08/bYT/F7gcPWsvX2Pk5yNfkzVcxAiRmTR1OfWa1RQ86u2+/FlH69MW1wIoYD/Ffg6bIf204UTzpMzi30Dtjh3B/AGLBXxDS+y7t8H/tgY8zNCiL9f/P73vtT9fSmcy3digds7sO3lXwa+/cXWM8b8jRu8/IJgzhjzT4B/coPXHwFedYPXI+A9L7CtXwF+5QavPw+8/oX3+oWHMBpTPElrc+hVaThUWk8n5WnVrZisiyrBoTp7psJp9OF6k4WvAZKmMFk/YgskFYajtj/TSuREDKM5CjBvxO2cgL9J9fSIz9FMC3uG83jtMNdUPqWwLX9bub0GsEp12FqfKXdO9nvaQp9UW6etbzkFtAr7/Ushb0ikfUWGsQrIRqC4Z77CiUbIctVnLnQYSEmcGhxpUy4csN6Fi6dwlk/bRB23TJQZlICyzClvP4fpbiPrc3bZ8ZD8ylnMeMjiPVUeun2ZR16zzAc2+5x9+JOce8Tjuc238tceWOGh2+eohMdYkg6iv43q7yDSmEZ1gVxLBmnO5YPUcrGKFu3FvRF/9uQW2xd7aG1oLVa4sFQhOdXmVKtU5I5bQUqaG0qu5N6FKosVj8WyS8vVOM9/gvTis5hqEycZslJfob2+hAG8qANCoprz1mopHqLTMRE2xi/3AspBiEjHNMyQhoeteOUpIi4EJW7JJsh4DeJM0xMl3FqJUljHWzqJ19u2HphhGVNfJPOr7Ec5i354q84CRJYgoz55dcHmbcN1168OagidsZU6nOuM+cJ2nyTTtEsezcL/tOYpGvEujFKGzdvwhaaSCc51hzyzO2R/mHDvQgVcjRkewHhoAVxljorfYqXmk2vDXOjQCBQiHlgzem2vdxNqHK+MK3JOVgQHuUPVs7w4r5h8tONbczJn5voVwl6DmVWPR5mmF+dc6lkAv1jx0ECruoRbaiIrBzaxKM/tPKQ16mDTmq8DtbCOqbiEboXdUcrl/RE7l3t86KPPoaTgf3rft7H5I7/B47/7FEtv+k0eeOePceUgZrHsoyR0o4xBknN2f8yGq2iXXAJH8MzugHrgUPEcjvefQ+9envpAvtIjF4qerOCWKjPVYYFavBN1sGErwpU2pt9FPvWnNE6/Ee1UefvxOp1xypNXD7j3WIMLe0N++qPPsNYs8f1v/iFONnxU0sMkY7TrkwqHQazZHKRUfEnZsXZjgePQiXKUsFGfyeRmlBsS6eI4Hm6jgmgew5nfxu1dpTm0QQNxt49XK7PrtnFlj9WqSyNQLDYC/CKKsjtKrZPDsbvwzz1NOowsn1Z5jDPD1tDSOrRxWGgeQ7oh9DbZj1bJds/gVOZoVBZtASAdIaMDVH+bfH+T9OKzpAcH1vpo74CkP2Sw0SPqRFz9wjZnBilvff2zLL7mT/hbP/7TvGHtVfz8x8+w1bHt/Wd2BqzXQ0zoI6M+etDFKYV4t78alm8nrS/fknPgxcYrJOh5PXCmwDEUDjjvxhblJuPdwG8Ye1P+pBCiIYRYxlYlX2jdd3NIJfx1LM575cEl8F5sG/mHXyZRz3+a49rKnimsL6RAYA7bEjMq5xdqWU9V4oWA4kZt48n/E2A5m9wza3c0sf3RMz13JRVoEGJStcRyF2+QmjNrVFzsHaCP7sOLfDVCWDHTRAWvRHGMs0B7clzFMV0bCXlExHMDlbi1drKgUhtb17+lo2jLS5je1MquQgP95NADzgBaKERYJ1cu3SjnIM7Z3B3ST2ySzkLZ47bFu/HqS9MEFel2MHGE1nu4wz2qQZW/cnqe//C5qxh9L92LT3PpmV3+ouZzul1moeyzGPiYLEXIMcINEMbGRhoD6zV/asK9H2V0xyme7+D6DnmucX2HhVrAyVaJiqemgEMKa1peDxzWqh5zocLdPYPZvsjgcw8D4AOZ46KylHDcs9zaPEX39zFxhEkiMp2jpEPYrjFKDeNUI5CUHB85HCDSMXLUsS2x3p49Di9Alqt4c2s45RZpdYkk11MQJ5UHRqOVh64ukEuXQS9hvuRxq4ZxA/ZLK+wPc4RIixu+wlMOvgSjPGTcJ/GqdLsJW8OEpBDnLJQ91uoB86FDJd6fpsxUzn0C01yh0j7JqWbIwxc67A0ShkmOELH1/kxThFKoVodyWKfiWqAYuhIv6aO6V8kLk35Zb0M8gMYqxvER4x51KQlKTcapRmOv0SN2ZsXD3PSmqDyMdIhzQ5wZelFamPBLAiVt7rfjo4OaBVO5NXSXUd+6BSi3iLbU+I5DRcOJRsht8xUu+vvsX3yOTzxWxfuBb+H0Ax/h8Uc3uPRHj3L7uxPchlWye0rQChRbo4wntgeWqlHkmZdca/Vz30KJ7FNPke9cQVYbt+QcsM0Vgyg6KuPMGnn7Tkhj7nabEiNjZFAm7+3hbDzNaOFBlisur1upowR86nyHRslloxuRZAN+9/FN7l+tc+dcmcVyDSVgGNs89t1Rguf4FFoZdkcZ48xwrObaubOYm3Jjea5Rdsj9laUm5Cmq3sYtb+GWA4ITp3hkZ2Sz7k2G60qW6iHKD8njMUnBz80rc6hyBa86tDZmUpFqwyDJ0cYQOhId1m17elxE06YJKu7jhg1rYzXu2XOiu4Pu7ZEVwDKLEitqXGrTvvc2vGaDV7su3afO8Os/9REeuNyndfcv8eC7f5Bvf3CNP39+n51+VEQ9anS5jUyGyFob0VyAxRNkjTW2h38pOcjLP14ZcHkjJ5w3vIRlVl9k3cUJXdEYsyGEWHg5dvalcC6/82bvCyEeNsa86eXYmf+oR1HhM9dU0XJtkNO+xdH2suDoE8xEaS5FUdXLiypdnh22zx3nsMIn5BRY5jM+bqaoDM7aCc0CQFvBnADJw6rjBKhOFr626veCiTcTO6Ujx1LcoKbLHIITRwocgU0QmRHyTADurOXlRDF/5AiuafELY/lfkzzlyXo3Ehy9YkOIqc1UWPShJhHdU2NyYc+HSBvGmWCUWsHB9iDmYnfMIMpQUrBUDxilNVaqNVpVhasTa0eTJWSDAc7+JjKo8rb1Ezz0+mP80aNXCCuvIRolXN0bceUgItWG18ih5UJVG1Buo5VLK7Seb3LUsRXi6gL9RHDHYoVBlBKPM8pVj//swTXedrzJSsUhJAUhOcitH99azVqINHaeJP6zT7D12FOMdzpUVuepHFvEWT5puU1CYqK+VXUnESZL0KO+9SLcuIzX71J53RxhZY5enNsoQyWRjodIhlYRPjEjd9zCP9PSIEQW4w62cdwALcvooG7/IUhyzTg1XD4Y07hV9jOTYXRxMweNQQlDbjTjzJ4HLd0nDxsMYut5meWapYrPQsXneD1gqeJQ2juDUR7ppz6ISVO8wj4lzmwKyjfetcAvf/IiVw4ivqrSI+nskPf2kF6Aicc4K3ustY/bFvSVq+R7G6QFQJelqgWXUto4TTfBBFVE1Cfob+KVmuSO9RMV6QgZD6w1UvGQY1zfttW9EKSDNna/BklObgz92KHqa8aZnQM95eOGCrIYebBh/V6z1ArFvDJGebgIQkewUvO5a6XKo62QK+MBW+e2OOu+kXvf+w6ufuG3ufLpqyz/m5/l+Ne8E906huxepVVfolRf49ldwfYw4bmdhPVmCYD7lyqUL3+G/cc+Q9Cu49wicOlKQ13EoKUVwGU5w1TTiTRZ6DBXmUeOOqiwDHsbmDhiTQ050y3x6uCA2okWFd/h85d7jBLLZb6wN7JemEnOfYsVAsd+vzvDhJWa7ZA4UtCNrOXPibqLNDkyLvLjhbRRrkGdFElUAN5A2SKGCMpUj6/grJ8mf+AbeeThS3zfAyuIuIdMxhyfK1GqVxh2cryC5qLLbdy12201urmAcQPyzJDmmlTaimkiPfygisgi3FRYgJ+lyOFeQdnpY0Y90o3zmPGQ4PSrqCyuo0tNdKlp3QkmnTflUfo6+Lt/O2Pwqz/BY//qT1h94nn+2v/4s9y7sM5jWwMOopSNfsxi2WWlvoK68/XooMoVXUGPrJn6l3sYIV40/e4mY04I8cjM779UiMng+ls2XK86eFnccl6O8XL8JW5VLsJ/FEMYjZQKKcxUGX7jBQ/5hVbpeSg+maqzJ6ka1wl5Dn0qdVGxvFY8I8xRVfq11kGm4DVOAW4B6o5kdsvDZRA39qu0G5vlXaopSLZqd6ZVy8n+KGkrWddVZGe/nuL/qRWTPqxuTq6E2UqrMLalnN+6Rvg1o6hcCgiUnLaRPSWm6SaZwbaAjZ3YU21jyZqhi5SCuOAzSiHoRRllz0YxVj0PVyqE46HTkQUJOiPQMd/6qmX+8M/Os357iyvnu/i+U1ACBKJzFRNHUAXj2KjJ0mDTct7yxCbiGE2uBWXPoRK43Hm8wetONPnWu+ZopB3UnuWp5eU2XtimXPj0lbIBybOfofPYU+w/dRHlKUoPtvFPP4BZu4c0qGGUa3OkkxFq3LGiHa0x4yHpwT66t4c7trzwSqlNVjwdWYV6iCg3UX4J1Zy3aSHNNQblRc73EvIc5gOHpqdw0VNQaf8ZDhLNue6Yrz3ZsHSKWzjiTDNKrehJCqj7LvVAsRAqiO115krBXMkhNyXOd8f4ylIqPJ2Ql9uoq08RbWzh1kroJEIWQE4CrdBhoeYzSPJp7GHvzBWCdg13MCDv7CDrZwFI+x2ygwPyKLFq2ZLNic/d0tRE3SgPU2qi+tvIcReCmr3ukxGiACf53iZIiZxbK274RYiCOKRWpEX7Ndem4NTZ78NxHIS2AFWPh1Bk1ufKnzppKCmKc92hVPFwy7YavdlPuO30/TSW/5CoE7H1qE1Yqb7x7eC6yFEHtzJfVOWsIX+c5XTGhkUnIb18lrgzQLkushB2vOLDmGnspjQaR1phX24EGtu5kMqZpjEByHGPWlBBxDHrNRjPV/CVrXzuDRM8x7onaGPFczZW1c6J6zUPJWBzmKEkLIYCkY5w9i9C1Iegiim30EGdYW7n5sAReCZDDnaR4x5ZlqLmV9H3v4s/PtfjjrkyoSMQgzEyHVH16wQlF51VbSFDG5su1l6yDzalKrm0cMEv2vOTh2ujPIwT2CCHehsjpLXPMgaymLzfRXgB3om7yFfuJvVtgIQc7uH0NjD7G9Y7dPEUQbnNWHgk3/M+Sh/8Zvae2WbtsY9x24Pvwlup8tzeGFX4ZnYyReYvM04NVV9QcRXuX87I5uUdhi/FfnnXGPO6F3jvhVx1Xsoy3k3W3ZqIrYsW+vZfdudnx8sBLm+RXvfLPGbV2sVkibagSsAURB0a3d6YXzjxlDwkzc+sJ48KXiZqajgqnpGi4Dle83Q0BZozLUFU+DkAACAASURBVK8JsJ01PJ+AYguWbLVISOfGrflrhElC50dSgNSMMnzqUZmnh/SA2W0aM90/yQ3iHaGwklDXAOWjFdPZ12+lr5kl1Bexd0rg5rGtZEX2b+k6AdIJAI30JDVPsl7zCLD0h1T5XBmk7I1S+rHNd/aUwFeCEiD8ABV4FjAW58W9bZfTd7S5ujPkobccJ/QUJVdx73yJ9DPnra1IWMU4Hmqwi7j6DHk0RDUXQDok0qNXcBqPt0vcs1jlTWs1Gk99hPjMY2TDiMqDb0EEteLYFM5wF9XfJt6+StIf4ZZ9Kqvz+HfcB8u3s+u22elnbA9H7I9TlJAsV1dYqHusz99OsHwG8fSjdt/GB6gsxQNcv4LBxTi+rVp4pWlk4ag0zz/+o7N86um/II5sC/+O9QZvOtXm60+1qHjWmDrLbfvvmd0hbz9ep5oPsOnkt+oksA8NUabZH6dUPYX2DGtliepvWb6lAF8JVgLNKiNe2wjoiZBBkiN9l2b3KvHzT+DWSkjHRTUXyAOrAvcLJffffcs6n7464GDpAYLzTxN3P0fn2cuEc1V0khF1rTjD5AbpKUrtMguvuwu16FkxVbnNAM+qdhNbba3Ul1HxwJqmS1sdFllqvUSHB9bXcviU5c2u3EXm16hIQ5I7rNdthKSlUEhLfaF4kEzHiHiIGfXsg1FrmbzUZJjqopNBkdJkj+/YXJnNk3cQVj0LUtorzN3VZvfpPQZX+wTtDYJjZ/HveYPlqrsBg+SA5zYHjFNbWXv7bW3czafon3uW8U6HuNunlqa35hzQOXK4Z+doN6FaDQHFOLMAWghQgx30eIiqtxFhmTyoMu8bHum3ed2Zh1k48RagRMlVbBaipZKraIYuFc8hzQ3LFZcFmaIl9FPDsSC3/MXNbXRnizyJUM0FstY6kQoZp7ZSPnnQV45rHzTKbeRXfSMDp8avPXKVjz+1zS++59XWLivqI3RGxXNozJdximhP2/7WlGpLOPNdZLlKjvVTnS97NsvbkSghQLnosM5oJwPfxzguMrEcyWxvE+G4yNc+RD9oEeWGhpS4W8/AYM+C74Xj6HKbbV3i3E7M+e4+X7Vao/0bv0flN/8hT//ib7H+jic58XXfQmXpPnbHOePU+ns2A0UrlFYUKAVifIvy5W86zI1DSr708WngDiHESeAKVgvzXdcs8wFsUM37sW3vXgEad26y7sR552f4y7jovMD48teQ/1MYE6/Fya+Ffc6EzC2FsET66QJHK5YTlfN0zHIRpSz0KrJIrZFTYHltYuLNEn0Ol3nhd2e3NfVFKyoL9jjUFK/OKt/FNQDTmqxPqqLCTjCTdW7CH2V2uYkH5jVKeTO7/PS1Ce3gUBAlBZhbCiwPveQ8JXBNhowOprw541pOkihoAYESyKiHOvcE2e4mslwlnFvj2NI91r6IZOoBNxnCC1DligXm+eGN8h8+dBf/7e9b165WxWO9HrBKzwZfSmWrloUtjh50bbSj46LdkGGq6ce5tb4JXWsFQkR85jF2HzuLE3iUX5OCVCS5wVXgZjHEQ4SSuKUAKSV+szLdn0mrdKMf88iFDoM4Y6Hqc2reJhatL92Nl0QWJEsF8RDp9e3+FskiU7Nu7WB8l0c3Bvz55zc46IxJxile6HKp5NIqe7zpWIPQlbhF9evqIOUdJ+qUh1v2XAvrr+Sf/sgQJrfgSlpuaslVNALHZmCD5R2mElUIYnA85HCPdnSepl/GZB4mGiArjem5Q7kB0nIMM207AsHBVd7aLvNMP+XkW7+L1vmzJP0nufqpSyhP0d8Y0O/FKAGlmk/jeJ36qT5+VESMKpdxdBjj6UrLiy65Zbw0snONshVGWa7Z8yaO0IMu6By30sAoh9Rv0ggUufGsG4IQ+I6lhjhF5V6kmfVezHNEULJKar9KEunpnJVrgzHgK8lC1Wf5tibH58osVzzMzpigUaK8GFFeLBO2azjzq2Q16xnZj3NGac44zVFSsFoPOV73yb5waRpVaJQm7gxu0Vkw400sHUQWEzg+xliAowa7mP0NW8VLIkTRrtZC8fx+jweXT9EyQ0ZeSOBIVmsBaa5xlcRXklGas1B2Wcx2MY6HEYK67iMHO8hkbONks8SKbOpLDEXAONFFBKYpKopFq9krY/wqW7Hgc5cO+P1PXeK/fuhOAscqtkWegLDX1vGFCmfinHbFXptJrjF+xdJuClskT1lQOenaTMbYraJEx9IiJr6cA1vxZO4YXa/FKNY0AsvhRilMYwmUZ62W3BAd2wLImZ0BZ3YG/PX7lln5oZ8g7v4YGw8/QRbFtL9uSHPuBLrWBmEQ+RgRjRBFBv3/l83LiyTCHwU+jJUd/ErhtPNfFu//IvBBrA3RGawV0fffbN1i0z8D/I4Q4m8CF3kBofQXO16KWvxHgX99E9+jL1ef8pYNI+S07TgBfpNT+DoLomsqj7NcSaAQ/xTLTKqFstjuxChXXv9nmf2SpWAqnrmWuzhrL3TTY5oBajkT4HrY3lYFL/Q6Y/Xi+zisaM7s4xFQeRSQz5qhm2uB5bWCn2sBebGvuTkUUuVMVPe3ajIxBSdOEAJMgLaSGK+E9krEmUZpg6cT3K1niJ/4JL2z56y/5cnTyLCMO9imXZoviPd6ytdEOocG5+UaJhrYXGrH51RD8pvffT8fPrNPLXB545KPPPMZWyEo16Y2ODIZk42H1hJGOhg3IM5spW3nIGalEdqHD6mskXuSkuYa3e+gsphRqkliw0p9BZmOcOZXaUhJ0h3glAOrWt46x/yxMmGzxSjNeQTYPojYPogYJTnH6iGeKrG8fJcl+Y97VhWexgjHWtVM/7JFBV+7IU/uWGDQ395h//nP07rtNejjDUqF2KjhSWTcpyvKnGr4eE/+sfUXbK+jb+ENxUQj2oHk0oFgreajpKDqS1t9Lyr2ctSx379ywRiy5jqdWONIQU0kiDzBDSqgM3RQxSgP7YbkBp7btzGeJxtLzKV73J3vsZ+e4Kmv/THu+c4SrV/6cZ7415/kws6IRBvGuaES5ZxIchonL+HVytTuuB9ZaiJEmSTXDBON5whyYwVevtei6gq0X0PpFB3WcYTEjPuk0RA96pNtX8LJU4LlEqnyWQ3sjVukY5vznaTT7gx5aivQtTmM65PXltiLbDKQnVfk/8vem8ZaluXZXb89nOmO774hphcZmZGVmVVdVdnV1V3dTdvYbrttmcHIA8jIBiOMhGRAgIQE2IjBXxBG+ANIgBCymSSQLEBIBoGRhdU0drebcttNdWdXdQ05RUTG+OINdz7n7L358N/n3HvfexEZmZX5ItodW0plvDud+Zy113/912rvgf3M8pVrA75ybcAXd7tcc4+ob3+f4tKIfGfI9ldukr31dcov/xx3xhXDTHNvKp6rl/oZN3Y6/MwrQ3bLh5S3vw/A1luvYPPsws4B5T0hyVHVQnLX50dkaYfUpOjFCfrgA1RP9J8qBZ91GdcKFxyVD/zKcsQ36rtc7+5gRz2Ol45p6eJExXBFz1DLY9G9upr03nfkXtBEQtoEPz5E/ehPcVJcinpmYRsBjBYgL/6kmrvjkv/h797m1997zH/+T/84ex1LLyzQ82N5rnnH1X7G735rl4PJkuujDpnV1B5c1kNHVh0gj+eRic8JTUDNj7ldDfjCdof6e3ew3RHu7g/QaQ7X3sJ1d5jXXpwyjj/EJx25z6dxkmkSvEmAmnHp+M7dE8aLmh/bHzIpU772pVepFyUf/PVvcfTdWwxuXqV/8xV0t4/qjwhar+QH3f6Z4/U8xudVzg0h/O8IgFx/7b9Y+3cA/qVn/W58/QD4uc92TZ+NubyCeCL9XcTe5/8Mm94zf+qzXqkXboQgHcDPAqNbYKk3WKn1bmr5XAST68AqAsv1MnYz1svB6/pGOOdEbpqP2kac6Gu59tmmw7sZLRsYJLpSEVaazKcA1XPfa9nHtVU61VAU2MxdP2+c3q4GWDavOx9am8/PewSILJAwvYVNsJ0dAnITr+YudlpLmbB67x2m73+AzTPSvUuYnSuozhC8I0eMgJUS9geEaTL9LUKaQ/S+VOUMlRSUylJYzR98Y1vKnJMHqCRFFV1himzedvcqrVEmMrq+xiiJJpyXjpNFxfGiZtIv6N/8Ev2DY5ZHE7HzWE4xhWK6dNwa11zdeYPO61Pqbh8zPCB4L13gD+9ggf7VN3lt6zKv7nZ4PJUkn8xqEhM1tNqKFms5E0ZLKVrHAmKTQb1AL8ZQl2znCa/dGPKDbz7EJCm26LE9yHhlu8NWbjDj+6hqzmDURf3y/4zzDrNzRSyrLnCEqsSc3KOTbIsFWSwPt9rgeoGqK4L1ksOsNZzcY7sz4mFluRcse9s3scsT8ciMAFMvx7xznPAbDwRkP5pVjPIub2zv0E8kf/2vvHOfn/7jf57f/Y+/R/qn/lU++M0DjitPqsGVnvnBlPnBMb2jh6juDkW3x6yS88t56SJ2GkrvmNfCrrug6aRDifZUGtUZwGIqLOb4CNO5A4OrcryWU3Q5keaf4Fsvz2ASsZGK/poTb5hVDh/V0w2wVFF2sT/IudRN2e8n6DvvUE+O6O3vkY62yH/8Z6n23uBX7k45Xta8uVNwvKgZFgm73ZQv7vZ4pQP61i2UNvRfvQaxGex5DDU/QTtHiBGaql5A1gVX4sdHbePbvPZtc+Yv3z7iGzctuJrLRWC3EG2qxaOrObiakIjVjlqMYX7S3vN00aW+fwuVFVT9KyyXThpLQ6B04lNrlGJpZTL8Gw8nvPPRCd+7N+Zf+P1vcrljJbzg8KFMboohqpzyai/j7njJT94UO6JENwb2AZtIA5XECQsL3kqwfI2ql7gQuNZLpEnv0W2ZiHb64gs7PybNpQFZVQupXrRaek9wFdo7cpMwzCzDTsqHH435lVtH/Mmv72P/0X+R+m/9GbJhxvs//x72b9+ie/kdilHO8LXL9G9cpveN34G6+gVULMc/z7EuYfvtPJ6lW/zfVkr9O0jSzZ8G/tNoeP6XQwg/CCH8+tN/4bf+aC7exv4H2CwfrwNENhtRgDZ7vAGIoWEtI3BbLwWvd5lppdqydfP9VXe1jPU4yY11Pqe8DLHhZm09mlvyeRdDCBEfbpSo17Snpy2D1hqRNtdFwPI6iyvbBDYC7I/r/F5fv9NxkxcxAnAwq3k8r1jGxoLG79QoKZG+sd2hl2rM5CHjd7+H0prOj7yNffVH8N1tsXuPzNZud49J6aNtk8LnAzSgiyVNBJ9ejglph9L0qLwnN4oiNbAAigE2zQlZF1cMqWxBVgxRRVcmKaVY/WzvbONCzo3dDveOFrx/NKeTGN5++/cx6m1RvvvrhKoiHD9ge+8LHC8V33405d1DzZd2v8rl/a9hD95Fz47EJPr+h0xvvUf+6l2u/NQf5tWtgocnS2al4+ZelxvDnL2ORT+6L995cEcYBmiZa+Xr1opIHd+Hg3v8+Fv/CPcmS37llbeo9m6wu7/F117Z4st7PUZqiRk/kPLZ3/hvKB/eJ7v5RVQijN+FDqXw3/5F9n/ij3JvUjNItdjJ2oxgMwGUwQvgZyGgK+tGyYS4KCxqT5EPMMFL00dk+L9555gPHs2YV6sGpQcnC44mJdZqXr/U4++8d8itR1P+qf/4v+dPfPUSi//6z3PwzrvUi5LO3oh8q49fTDHzYzqDK8ysYuHk+iudxwVFqKFygSTeCAqrudG/hPI1dvcKfjqW5CiboJdT1PEdfNqT67ScE+ZjYccpRD+b9YTBVJoFlsfTGhdCy26F2PxnlGIrt4wKy7VeQnF8m/reh6g0p/v1fwC1/0VuZfv8/PcOeffRlNd3u1wfZCRG8fWrA7Zyy6WOxRy+R1jOMXv74B32yg1U3sUdfiZ9CB87gjbtpKb66H380QORP3T6qCQlVKVc5/1RW6pd1qI5rVzgg0czwps90d3Pj7ERyDXsdwPgw2Kykk6ABC0cPhCz8MtvsqiFDc+MZl45Hs0qxjHD++5Euv9/8XuPuD7q8Jf/xI/RTzU9N8Hcuy3JP3kf178MwbN3dJul6/F7Xt9hXDo6iRatbAAfjesrk7Wemo3+vFm/jtFszz5ifu8Wy1vvkQwGhHKBno3RnT47VxWP0j2CTYUxNQksTtrqRdCWrdF19gcZv/MLO5S1569/8zZfvTag98qQV/+9v8g7f+afx5UeV5YsDhfY6M2UDDp0xkck21NmV9++kHPg48Zp7+ffjuNZE3qCUuoecA9J0BkB/1OMgfw3Ps8VfBFGMxNpU2fWS+HrjTzNONd+aLO0HZRCsRaDeGo0vTzNO82y2+7q5vdRZ8XDH8MInqfLVJztFlexpLXx+qlGn/XX2670U7/fsLB+rawdVMPACoN5etnNfgPZ/y3AJjyXmaECZpXjYFZy52TBvHSttdCwk7A/LHhzB1JfEh58iCsrsUd57Su40XUpL1ULseio5mSLQ2xnG+cDxkUbGGOF6aqr9oGiqgVe96JYX1EkSGZxPEFC1qW0IuZP877osLwjLOdofYTNH7HT2eFnro/4JQ45Xkpm+P6gx871L5NqTX33ffCSrNJPdwC4N1lS+cDxMOfV0esU3WPMdIx7eIfp3QMBzl9+yDDfppdblpG57CYaM3kE99+nfHgHPz6Ceg+9e32Ve+8qKZWXc/z4iNm3v8X1n/jDvLHT5fKNLY4fzeiPCq4Nc7aLBFWetOfd9N136VzeXcuyTts0pwsZ2lDd+QG9n3QMY+RmblTsmJXSXMj7hLSQB3hn1EpqJlUVPSLFVUCbVEzZx/c5HNwETujnlk5qmJWiMZwsak4O59z7/kf83ZOHbF1/g+3LPf7Lv/Zd/uqvfsS//0f+Ld78JyfoD75Fff9DaZ7oDOTc8TXWiJZzWYcYbKAYV3XbidxJTEwKkpx5nXfRzbmX5rJdSqPLCbgYVQpgM3zSwWc9XNLBBTHfn9ceT4jWXGrV/Ihcw5kR3WzqlsLcJglqdAm1/0XK0av8wrcf8c33D+mk4gtaJJpeatjODV3tMCd3CHcki1qlOfbaTfzOqwLeL0p7a5JWcxkWU2a3P0IbQ7Ytkztlkwi+WYVTrI3MitG+Xk5WaU/BC6A8eUR1/5aA0+4APdgWQ/YkE2N6bXFJTGBCkeum3O5bXerDWUk/s3zv/oQ/8mP7/PjVvgDL6ggzPcA/uo3ZuUawGbM64IJi2N3hD211+X8+POH1UUFuV5Zrzua4IF61LtBWW4yi7R/IrUJNp4w/vI9blKSDY9J+l/T4ALu3j6krej/y+3D6Mur4W7LJ8ymhrsQXtdtHZ106nWu8Msz5yv6A9++P+e9+6QP+6OtfZpHv8fZf/A8Y/8l/mcP3jxns97n05V1e/Yd/mvT1r6KvfQGX9l6I7uKXzKWMZ9Fc/itIB9EjJJ3nX49xkBr4HvD3Pbhs2L7TmkZ1Gli2zKVqvwe0DS+nh4+f8P78GEkFbVf2xnvrJ65SGwAzBHmtUYU2rCGsQOXp5Bx5T298dmOVP07Tdop5bcDkOogNbJa1xXYlMpkRYLY/Fxt+mv3WrhMh6jUvfmaolFgKzSrHwnnGVnK3y9oz6kiTzfWexXzn/2b6q79EsbdN9rV/kOOdt8Rkva7ppSn9tBALjscfYo8+whdDmcUrRcj6eGNRMbkmKA3eYRQsXeDupJSuzjwlz/bwQO0C80mNJzDod7F5BxYzwmKGKxdYQJdTvrhzg8vdPX71/pTDecW7hwvKwTaX3/gZ7M4+enaEX47Z7l/ixlAaDG4dz7k3XvBo1uG1rS43Lt9E3/9QSulVTffxbS7vXGG3l3H3aMGD8ZJp5dlRUN//kPkHH1COp3TmM8zePirJxH/VWGEvfU0oFxx+9xY33v1FXtv+Bn/8d73G//g3P+D6bodRkWANhKyH619CLccUeyPM5RuY/beoe7tybMrZxZ0HSUo9XZAf3WZveI37peFw4djrWJKkoN59XYDB/Ih6eI2FV6QodHDUDubBc7wMDDPDlVQLWLv/PnXvNd7a6ZJc6nOpm3Kpa8mNYuECx0vH37s75pfefcxf+xs/4L2/92sUoyss5xX/2v/ya/zkzW1+582v81O/83fT9zOYHeKjLEE732Y8Gw0nCyeelT7Qz6QhqZeInlW5UjRw3UJ0xCaRUmjwUC9RLAhpF9IudW8X391hVgeWS9eaeLsQGKRGAgVCoLnLOA+pFqueItFRT5xg9/YJaZd6eI3vHy65czxnp5fyyqjgi7sdLnUsaTVFnzxETx/jDh8S6hJ7+QZcvkk9uMKhsxil6F9Q9F8daCeBur9FOZ4RnKeazikujcRVwTsB596LkT2rCseNnQ7vLyyvI3pzNXlMWM4Ju69Qv/W7uLtftwlwIPsUaDu0R6ncZ/NqgZpPIBlRObnfzirHWztdFrXnn/3J64wymTz0D38gKUrHD6R0nWSiyY7a76XOueSP+YP2faaDr/HRpOJg5jDarSYJStZh1cejxMuynNDvXcENr3D03dsoo7AHKcmgy/C1qyj7EFV06Rx8n4PB6+x0tvAPP5RjOTshOAd1iblWk2jFa1s5k9JhvnGdeen4r9454p/78gC04af/178ica+xQ/3EJxw5IW9So9jYcc9xvBhr8XzHszCXu8AfCyF8sP5iCMErpf7Q57NaL9Y4r1nmTBn3FLBsXz4HBDWfWWccGzB2uhlHcarLGs7tijvNRj7JxFUpNq1/2s/rFtQ9aX2fvk2bwHJ9m2Q7IlNJWNNgrYHPZtvPW4ZqZsoqsrnhidv3eQ3lHdu5IbMFu5209TkE2O/n7A8Skh/8IrNf+9v4sib90k9Q77/NMvoBOi+NNSHpEMyYML1LWMyA28J0dAdQDFqLnlCXbbNTdL3i/qTkPiWXeymdZOU3KnGNkW0yRgTuXmyuQl2hllPSxSHbxTY/ernLeOk5XlYcLx1GWfY6I9HRaYuuFoxyy41hwazyTMqae+MludVcH+2g+1sE5yhPprjDhwyvGXY7ohG9e7Tgw+MFe1d3KIY7mPwu7uCYerrAnzzG9raiNi+N/2WoNEcZzfz/+1vwe7/BT1/f4u+9ckRqtchCPCx0Rt4ZYcop9upNKd0WQ1xvF3tyD1VdnM5K2YSk30Ed30eblN3hPpPScTB3GGXoZ0b8C3t7oKS06EPAVnOMFmugWeUobJQHBI+fjRllmhvDgtQohplmqCtUXVIkBbmxfOVSj05iyKzmV97b4aP3DqmWjrr23D1e8N2DadQyFox6cltfxAetJ9BLNeOlp/KeJJZSt/KEXir+m/r4WPRqShrUXHdHGNdGxlBOUXUmYNgkuN4uk1Kadhr/UgFQ4vuqFVROGNoq3moaX1wQiURIOvgOBJsz8Qbw7HZT6ML+ICczmnRxKA1SD29RRycEu3uFsH2dyeAVHi8cJ8uK1GhCcTG6y3ayGzxow/D16/i6Qqe52ImNLgkzn+YCgvIBZin36F5q6CSae+OSm7s9icosBsxvfEMiHRee7ULyxF2Q/TevfOuZmxox6K59IJ8donyNM1K2NorWyugrlzJ6iWigs9kB1JKgRCLsdDBpbCiVbSl94MD22br+Y3TufYc3ZkfQ38FnfXx3h0pZZpWn8rTsZcNIB5vTPblNvXWdm//EH+D2//ELeOfRWqNTiyq6YslUzsUHtLuNnhzgx0dSebCgii6+M8J5iZ4F+ODRjC9d7bPTSfnfPljwe197k8H4Fm5whY8WmseHjkcz0Shf7qX0UkNuLva5cO4IL5lLeDbN5b/7lPe+/dmuzos6PgZYxnEuCFuz8ZHP6FgOjxcmK4bzPOAn759iDk8zpGp1wwM4jRE39aGntJLrZe4GYD7jOC0FWPfSXAfkQGNc1DKP6/rRMx33p8YG6ETY3GY7L2ooV3FJTSABdL2yjqpL7NF3qL75baa33iMZjeh842epbv40QSl87RgvpWSVGCUJHqMbpPNj6pPH1B+9h68r7GiP5MZbkPUI+QBsJmxRtWitb06WNUeLinuTpTBOqSExUjYcFaLRxKao1EnOspeHHzZB1SV2ccRusUUv8ex1RAOYW0Woc9zwStR8lex1cgqrSIzi9smSg1nJo1nFbHfAYG8fm2fMHh5Sfvhdrrw94+tX+zyYlrxz54S/8b1HLGvP73v799Md7mB7vxJ1WSvv1zobtPvV1kv6r1wSW6SfUwwyyz/zU6/wYFqSGM08WiklRYIJnuTGFwF4lF3i5KTkC2vpMhcxgrbYqzep3v82qU3Qj94nT3N8dztaLIk2kboEY7FZn2XQqOUEo3akty410uwSvW5DVZJ+9Gtcv/I2RkFaTTFHdyXpJsno2py3ejvs9wbs93Pe3h/yd17Z4nheYbRipyvl+EezUkqWRSIGFEriAEeZgK7H3pNoTSdRdBPDXsdQhBJzeAt1KH7KYXQN193hhJz5whOi9VInHZIWct0ta8/JrKZ0odVWGgW51RIP6eV4KJNRemk0ESASrYuIGtW8L6x9HDuF5c3Iul3tZ8xrz6zYIs+H6AjWMQkHzjKpPPNxzbiseTSryK1Ggkk//6GVNPIQ112PLmG7fczoEn77FUlxi2luvrvDsU9ItEwum4mh0Yrblaaz9zbOw46CK1oYeH0iUYpucIW5Mi3724C546VjmBmJT+1ui8RCidH91X5GkWj2OhYVAvbwQ2mimZ9A1iEM9tB5D2czgtJYJSCx9iJpKKcBO3yTZERrN6VdRRJqhhEtNF7MjVbSZ13s4W3svR/gf8cf49Xf8ydR82MBsyBJTyaJVRgl8pHuCHsJKYkXXejvcjf0SJFqzGRZc+94zrc+OORHXx3xc1/c49cezLg/7ZMfzUm0sLSHc5FpLJ3nai9jVLwY7oovNZcvfS6fbTwF/DxJZ7jx9XPA6Omfe5o/5dllnq/RfPLy15HnWQ/K85pw2s9GwLm+zEYvutnIszKKP3f5qnHGJNoxnZUBPOto1udCyUvvMMf3ojZqwTe1awAAIABJREFUTigX+PmUsJixPD6AuiR/66vYyzeot2/IjVVbJrE5o58ZfIBJJd6D1669jc37mKpEnRxE+yATv2fwJkF7ySPSwZEbScUAmETGNNGKxGh2OynbuUHNZ6jYaU5dRaBZ4G1OyHoEbTG+okgSShfaG2CjCWxSR0y9oJ/lbEfmq3IeraRE2896JIMO4d4B0zsP6Ry8z/6lt/jalT6TZc07d074Wzzm5mifmze+TuocYTHD7FzBdUa47g7HS9kno3yIz48pLu8xu/eYVwYJ33m04LUt0VpqJWXATqIx1SzaK2W4wVVOlm7FIF2o5lJjhjss7vwAHQ2iw+FD4JaAeJugiy6qI8yqMinaFhACxkCqNJroRRh8a9cVqiW9h7+J72y1+mWldNT2LdCLE7qdEZe7ltwOSIzi1pHkQBepoZ9Jwk/pPLNKkWqFNbR54ONSrlWtBFhu5YaOm2FOJCHFzcbiVpAUuKTD8aSKOk1wQcBj7VWbzrMOLBt9ZWEVeShR1QyUjoEC0ULMBxIrF2xiFI01mUI0qoXRGOW5Mcw4XrrYLBeYVoHKKBLbE9bMBbqJXAt36opZ5aicb9muixhGIak13QG6I6CSYkB16S3ZxwsBhyjN2PSYl9J4Ewj0UnF+KKyAusJqcjdHTyZy7U0eAeBTaVSrPK0tW2NfVjS6ZpsQ0g5VtTLtTo2mazW6Xrbm9u193mb4fCjXUWyuMxB9d2XUPvDh4ZLjZc3JQoBbL7OM8oRLvYTcyOQkNZBomfCFpEM9uo7ujLAn9/B5n3rruiQVBUcT5xpMQo5CLUu5VjpDtE0Jg0v4YsjhwrHfS3g0F1/TIrUUueUXv3WXd+4c85M3t7mx0+HO4ZyjWUU/t+xvF/RT225D+iIwly8H8BJcfqbjSXrFABtd4U0U5JMgVTjdRd6+/jQAGzY+cy5gOw/kPklPeR67eWahZ0vzTff6aUayMZ5vTNdXJf6nL+N0ufy5jRAIB3cAcOVCWKWllGPNcEc6RXf2qQeXcJ1tzOKEiUkorAYLs8pLwoyXksnBwjPavkn6JU0yeYSfjsW/zqSUyuJqTxHz5VW9pLAZV3sCAmeVgM1LvYzdTsLVXkI3LMRnUVuUlY5WleX4tMBnXeq0t5JeIDfhEJroTWhTpYKwlxoYpCnOGy730tbwPaQd0n4HnVhmD44ov/erpK7iy9e+zqL2fO/+hNuHc/7mB4cs9of8yBs/g5ofUyc5y6TL4UKYXGugsJZu2kUPd+hc2aZ77x108oYwPN2Eee2lNGoUOI1Pu/jOdR4tAomOsaidEXp2dHHngdLowTbBeeqP3sPsXBV9XZKi01xyvb1rQaPytWiHlcJGE3gfwuqB3nhFeiel54M7BO/QO9fwWbf1wlXlFA30O3tUPvDlvR77/Zw74wWVC5K2okTb2AC+eR3arGUX2S1tJGGqbwPm4C7h0R3c8UHbIOWLLU5Kx7IO0SFDrIQWLqCdaCgbsJPG7UmNAKXcKNRijqpLAY5xE10IhLBq6lHIREZ5qQAEbTFuSW5S9jqWQSY61toH8V51YmHUtwG9OCbYPse1Zlq6WKoV252Luk2oWmyalDbo4Q717uuMTQ/jArkO1PlWm3AjelR5JviAGNBbJWbioUbPDtomKX30EWiN7+0Ks6u07DvEwzJEML+VaszhI0liyvrUS/m+UXI8MqtRTnwsWx9hm+DTDqEYChNqYqe1Ubi1SleiFUbHHgOtOJxXfP/RlNRqrkYLqYYdTbUit5J5nqQpJh/hB9dbTaacJ1J96CUZ49Kzw1iujzjxwCS4/mXmKoUIZo8WFZUPXOqLj+x8UTM5WvALv3aPV6/1GXZSjmcl88qxv10wyCyjIqGfmRcjWxw4v7b522s8/yPxW3CcKQevgb51/NcCo6aTmlWDzRPjoeID/klNQmc+fup3zgCxZwGUp/9+mvdkvBGtg9j18nwT69iuy6nfUqdWb9OP8/xtvWh95blDIabdzqFtIj6TTTdtJhqmcnAVTcCe3GPRu4yrPN1EU/lAbgyTynNvUjJeOj4IwmJcH1xjePUVOiYQtGFSesYzASRpJ8PqKapeMMgzvrzX4Y1tYTRyq+jpCEgWR+3MJiQZqvSoLBewEBM6JqVrtW+Jlo5Vo9aazRomKbKAytfkacYoN0BK7SMgtRnF5T2y0QOWh2PG3/42ncMH9OuK33Hzp/nNR1v88ruP+X/fP+TRtOT+tSHbRTc2G8xYOgGMW4Wl8tIhb0Z7dF8vWf7GL/PVn32T744Dj+Y1V7oJqRFHgcpkzJIE4xRFovCV+Pkdmy22i8Hpo/W5jYDG532S3ctUj+4TyvekrGejBQ2g+1tijp7IA9REJi83isrDuPTs9xPwKWoxlu97ByQCTpUWScRigrv6JfmNyUPU5BG9xTFF/zIPdAerFVuFNLMY3TRbiH1Z5RVX9QQWUOdi6G2UsJn9VGOmD8XV4PABwXvspX3c8BonIWUcmeWVlZAwWuvd390IKI0S/Z1WSix0arHhUSDl1Nh5LusUyOLxVFHyQfDocoqqFgRjSbUlVZp+SisvUL6GmTBgwSRUylI6yd8eZsJaNZrjCzkHyqXITq69xWFvn9IF+kYxLj2HtefRrMQF0UFbregmutWldq2WtClfSqqMl+0yxx9BWuDTQuQVaYegDc47FnVoO+17qcEevIvP+/iuxCk2LHJipHErNQrm4iEbomZWuvsL5sGQd0bSFBMnPIUVdjqEgNWKL+0UPF44jheOR7OSTmJY1OKheXcirGZmxHs1j9WUygcqJ44Rux2ZJMxrz8nSUSRixXTVLsTDM+sSgkfPPb4/YqEzbp2UFFb203jpSLRif7tg2Ekoa8dBblmWjlnp2OtrXt3p0sstb253eXVL7M96lNj3v3lh58HTxovAhzzv8RJcPuN4FgbtPAz0JFuep//QZ1TieZp35McxlmwCvw2d6GlN5xprulHm/hjvynPlAmvLOPP554gxg7bSfKJNFMMbfLQECWmHOpNMaXP0ESEtWNSBXmqofKCwmmlkWCoXuDdZ8p17Y5a1Z6eXstvLuNrPSOJDOrea7U7CMNNYbVHVAl1OGZgUpWsxV5/PYwOGig+iValLrcsVot6pKh2lk9ddELrSaoUJkBrxKFSUm+lLviY1Cb1UwEFmlJwLRZe036GezqmmC+YPDzG3f4Ad7LE/2GFYJDwcL3hwsuROf8Hxsm6ZusToFhCkRkHpJZVouENYLkg++nVc9yukRnMwr+mnhiT67TVpRuI0ICC5dIHl7psXdx4QCGkXs3NVOoFjlrHSwkD6cgGdLULel2ssmsWHyBSJY0LgZOno5Ql6McaneeyYrVAWsBY3uCKaPle3cYrKCCAz4/tczofsbF3i3qRi6UJklgOpgb2OJVseC2BLcqkmRACaNhnM9ZIQpRM6ywmDPXxnxDzOQGzEas1ksdFVqsiK5latInC9W1UgmgCHIE4HVgv4LX2gjh3l7XXsnZTQQxDzeaXl2lKqnWTjXTvhketOt8xQsVYKFx3j5374Zbia9I0f5aPsKqkPjDLN4dLzeO64P11SucAwF+ZWR/DtXRA9rRFAh4sWRUpJxcEkAixtLp360b+1ka6kRqyBBiwkMCEt8DbDxeNl1MpdQ6soFYl+uU3yG0lO6QJWa5LWxDxaVAVo1P9dlnQ7hkGasNuxXBtkHM1rDheNDCGwrGsmpSOzmtxqrvYyuqkh0YrSBb51fxorECndRHFVnaCWZeuZqRZjiXzM+tR1YFF5eol4xiZGJgtaK/qZxWjFgxMJari+XbQykFGe8OZOwXZu6CweY8YP2uvxeY+XDT0vweUzj49rOHkau/ZEkjL+/1n0lp9JafgTgtbzSuafStt53vJPl/2fYd3OlR1c0HA2Y/HKT7QaojoQGQNhdUbBibVQ3qfOt+gHBwRpbnAerXLRQinFK8OcV4Y5D6YlH50sOJyVLGpHbk3bJdqYkRc2k5i5coZ2xwIslxNhTrRB5dHbrfEmjA/kdmhptGoeUrVvypRgVMAahfMCOBKTyXN97fs6OLqJwYdAWk3F/LzTl0SVQYfgPDbPCLMT9GLMKL/CViehkxqK1FC5QO08uZWHwU5HOpS7a40fujuQrG3AT464djnho0lFkWgmlaOXGPHdiyzJopaM4qOFIzWKRX1xRagAEpd45SbpcIcwPSHUVfQWXaBe/3Fcb3flBxlz1OsAvpL40G5ieDSrudwtSOolKok62cheBm0JNqPu7kq8nivx+UCOfWMN5Crs8V2uKyXHeC3xhLEcv5BkBJO27ixN2VSFQIhxo7q/BcWgLU0aFSjsyiYNBMg3LKUAfI0OEfS50zNNvZqQ1guyPBMf0Hi9TEpJsuo3TSF1hS4P4vbXAoYaqUCzT5SGOAEKPmm3RXSLAm6KZAWuPu/h+jvc332bS/UhrrPL3UnFrArcPlkA0rmcW4m83M4N81pkECo23WQaVL0pBfLFUBjLRKoNVVg9nI2WTPaRqTFHd8UOyqQtG9pcFyKHiOeBq2K0ogGvCIkkKVWVHIdEm1YCo85UshR4x1Z1zKheso8ndDT0E4KxBFu0kY3zqCGfV769t1gDX9mTQIlOdYIqj/B2KHrPKPNRTmJHl16eg3miW6P93U4qUozak1vN1y6LxrhxxnAhsJVbtnPDFnPUdCzNTdG/83mP9fvtb+fxElw+w3gWYHda8/is43Tiz2c61s3UN1J2zulqP+8766+d9/NP2i/P8v1TXepn3lbng/LnxV6GANPKx4eka7VnRiuumAX6+BCfdfFZX8rgviKYpO2YNFZK0XvdhMwoHs8lUcNoxbx0PJ6UFKlhu5e2tkXOQ0jiJeqdsDuuEp8658QwPbKTYZ2xjJ8HUK5uS5melWee/F+hPNRrBvqiidPx3zHeMIRVupRJMaNLZN5hjw/wixk670gJPu+znEtn8N4gY5BZdjrSHXttkDFIDZlV9BKNxaOqGl3NpUzWaBS1Zcsdc5j0qJ2AmdJ5QpBmkkFC7BQVy5Zb45L8wigr2qY03xmh0g46LQjlHHf4AHvzq1T9S3KMkoJxFcBDQvSAjNKCpZMH5+HCcSXrSVc/QF0SfBToaY0PgePSs51oQXg2ZT2bXUDYKt2lGcEkAjhjHKOL6LLZTR6FTgvoRkCfRKYsrp9YQDU2RjIa5tJqtQKWjewlxsuuNyLJigh4yWxC5R1VLZY308pTFD2srwk2kQaPZt0XYi3TNqaBJE6Rg65bDWsSG40KrZgjDT2pvpibgwF2lw9Y9q9wPJdc70Xt2zJxNzFYLRORNGoaGx1iphHrrOChMWLXVioQsRJShZigFJniBjSrchpZYXEaSBSUiIa2uV/qRurSxIouxmBitUVpQggEVCyXx0lkWLGo7U03eJF6aC3SBFdBOY2JbWPRHitNP0YWYywktt0WcODFNzV0I8sapRW6msk5ahLJJzeK3Oi2ujHMDD6Ip3CiNamVZlCjFLkVML3XsdjlCXomVlXu8AHq+o9wN3/+4BJeai7hJbj8zMd5IPM0UNKn3jv93R9mnCnfPwVUPst3PtU45/vndrhHPeqZ15p1+phnxUU2+tQ+8GAqQE3MjBWXc4+ePoZaCbAsRlQBci+dkW1pSsVZuSZ6ZWqGmWG7MDyaFXx4POfuZMm8dJS1Z5An9NLVAxtXCbAs55LVvYysZZJFjZb4EYbmYeW9gE9XgavQriIzwopqNn2G2yz5cDarvZFvmNi4obQFm6FHV7CFlIaboYous+3X+fA3HmK04loU/1/pZQwzwyg3GLcUrVeJsLH1kqA0vruzalxJu+j5MTe7lu8vchbOUyhN8IGFCyycopcojpeehQvs9xLuTi6uW1xFaBfSDgQvDVOj60z2f4LUCOidVgaWdUzEgTKWpI2GfqKYlFLGPZjXbF/+ItkdSSxpgGIAMKl06NeeQ6UZ6dgkZAUkNPrDYNLVyq3ZngWl8UpkGc2EwsYJRuk8qthaaZyjnCKzijxWYUKgTd0JCDgyTUndnXWcaH5HGduWx5s4wyJJCUHjgo/spcf5ikE2oN+3hGQszSeulO77coGfLlbL0BpduNW15CusNhgPhVWRiVN07MXNPKfdy0wWjqphDxNhUI0Gq8WWqWl02jZlDErQAuxthipjM5MRXa6wjMJau1gRgab7WZq1QtrHRas6VZfo5ZheUjDFUFixN0pDLX6S3R0pPVtZbsi6ck6s+QwDK7ugtb6A1Zs6OjToNn2qfT1Oaong0iuDC6GdlCilmlRTgFYWYJYTlKtbKU8S12G7SGIKmudS19JLpRGosUuzWpFp6cTX82O4/QF+NkZd/QLV5S/h9n+MZHyPS+XFRIB+3HhJXL4El598fErg9UMDpXMYyCd+9Bn0oad1k89ilP5J3j+9Pk96/Um/s/76E4HpBQ6rFf1MZtfDzGDLCWo2kZtrZByWHvJQtrozWdGVzZNCbGGsAuVLil5OajR5onEBJklN5QK7nYR+alumSR4mFaFatk0jwkxl0nXZAAy3BrK8J3gfS5cViZVL3QPKr8o2Ymx/dviwAqHOyUMjtzlGG5zWqGKIGpQCCKol1e7rkuoxLTFa0Ust20XCbiHG4mZ+1K6fLqfCwMUyYEiKFWMe/6/nx7y2NeDetGJa+WiBoukm0pV8rGFSei4nNVd6F+Nv2I54PH0+4L7dRQcwLnAUO4Ob4+Z8wCEAYV55rnZ0W25ucr0fTGuupwU4J4zfmh9uE4q6rAOkm8tu/l3H4xRCQCkBIQ1z6LwctxCZ5+aSqTwYH1BZf2XjFDwqiFZPNVpdaBnrJvCgve6UBvwGKGncCoLxKyY1eKxa6WVdCNQOZlXABQd5h+4gZq+XU8kyB9Gg+pXEI9QVyiTQ2GVpi1bSxCJd8sLEX8Rw0GZsy8QLMlZsr1YCeJvIYGdz7PwxytXotBPz2Pvt/mm17Y2lWyNhCcJKHi0kpatSliTvi+TC121DVDft4nQiHsPagvGrTnFtIfpRNmOD4F1zBVGNJKF5K67TmcCNhp1szxPVdrO70OgNV5HHOk5MtFLgSimtN41GgKqXdFPL1CmskX3XNYGeDuBK9OwYvThBLScSJwuo3evwylepk44kni3G+GJIPbzK8x6BZ+ir+G0wXoLL5zyeGSR9AlD7TGX8j7kP/zAd2p/ku8/UKPUCXKhWBS5nUo4imnb7fABK42xO6TyFi0kxJolm+bSzex9LVmnsElXlHK00u8WQ4bCgm2gOZnVrtp7ZaEqPEhbUmLZUqLoD8SPs7xFS6VRXrmxZCBWbHvCufT2xGcrI6xrJE1ZqpadrmjOasZ7hHkKgDjCvPQpDmo8wHWnk0OWUYFK+fQLfeTSmrD3b3ZTdTsIotwxSjZ4fSRexq9DLiaTzJAW+2CKYBB/LqtIAEdm0uiQ9usUNX+O2rvNwqXg4q/jNeUUnMVzqSknt1sLwSucCfS7jg/ZOlaGV4qR0lHWgG0uTsMJViRbG5WjhuD5ICFpR1lLWVhEQTStPtfsG5vgjYaeDX7GRwZMa6aANNhNQ7utoji8Pfp0kwhgFpDGGU+ABAYZWrSooIQRKB14rjJKGCe2qDaBx3lDEa/uUk8XaglrvSrRvJwtNY1hh5XybI4bdxwtJ+JFUoh263T2yciwd9Mlx6ycb3EoDHJpYywjcrFZtrOSFuUrE21GR6Pa6SbTCeNHZemNxsYGpdIF57VBmSJooOiZIdzzg024Lzv1aUIeJkVy1D1gFW7lhXnmWLlCrhCzLxMeyLuW6Ch67LjPyvtW0K1/j8yEqeEo0GreC4Kf3V/DxGJ9yKtFm8++19z0qarhXjGgDKqEBlZAg2enErPqmIiPOCCXa13i7RW4Uj+c13UQzSDS6CRpIpNEpbO1LvOr0APPRt1GdoaR1bV3Dp922Ie3leP7jJbj8lONFBUUXtcwnbf9ndoP/BEztRYyAxukEZRKUd613aaUsy9rTtVIubPzpQG7CSpt2GxpmA+/Ri3Hr9ac6I4ZZBwWMS82sEhPpyotpssnFakfF0nEwKT4p8MWIpQc8ZNpuCvMbLZ5z4CRm0BiD8QGvFIYVc9k8INdBicDIlTfpaj9IzrmKWcY27XN3UvPe4YTDeUUvF8+5QWbJrFqV3YJHV7OVFjDJY0nN4H0svUYtGNqijJfmDaWxj9/niknZ27rGe1ZztKh5MJVUFq0UH80v8hwJTLwhNSEySoph3kwEInOFatnL46XkjhfLQ5Z5E9MXdXRaHsQnpWfY3UFPD+LxjZOI4EmNlBtndaDXlJp9DUGDrtHBYZQmqBXTvB6r2rCfLmyaZZ++SluWytctaAhIl3nDfK6+fI4uu33dtROrdVZTE9oSr8dTeUXlAtPSsVBK2MzEs533KPrCZOsyXm+uknPFZvjOqNUk2qZTvdnWponq8x6RiWvM40WD6tvJnJkfY4MnNZYi6+N0QulEEnDiIbU9ch1Q9ZLKSle40bGahIDmEPWWdYDEV3SVXPdBxYmAd+JA4BuWeM3lw9dtl33TfY7SLOoV26oanWXDaJ7Wvj/hvrtROg8eHdly20yGw0q/rSBWaeq2MatJ9wGkPN5orV1NPw8cljDIDCdLh9WGIh9gAKKMxkweEcqo096+jsv7rbYYXhwT9edPhzz/8RJcPuM4DzRt6Co/ZUPPD7sunwWY/LTr/rlu6wsCKptRRZYp0VJ2lMxkTW4CfTcBH8vUevOSavRseClH5jbq0oyBsoIH72GSOwz2Xsd29jDaYWMc2/HSMa89yzQjLS6R9aLnY2REZjMBob3UkKZrPn/aoMwp3z/vBJwigKYpzzZaunW2Yf0zRtGWu1zMiXYhtKX0u5OKu5Mlk9LRSy27nYRL3YxBqmMXq9jL6Plxyzo1XcznGvjHTuHAqtTvI5gxhx/yhtK40WUeuaw10C4v0vdDiZZOQGPj4SgNHS6s9mPthendKSzbYUqZj1oQ30mkWaf0AkQXLmB0Sq9/qdXXNg9iaWhSLF2gazN0Fc3yQZgmk2JtRhtAz6p5RNZXVKImrE1u1kagaUwz0kUeAYxvS7zyG21TycfaqAmAXLFbql3X1Bhp4FC6bT55HNNYxmVNJxGNaC8xbA+vij5vMRZta2fEwhQsa0+19OjI6FU+4BFfxIvKmDcEetrhtUw0Vb2MLg31StYQrafU/JgkeFT/ElavpxspUluQ4KnRrW4UBJAR9a3OB5nURlazBdNNdcTXIhVoYoMb0K8NwSS47g7KVUyR7vLGSgoHhLBiEVtaew1krrPUcWyUyNcIgOaUayoPq4jh+D+bbXyv2V8KIMmhnKHLKaO0y4OYrz6rPAFPz2Y0tlS+GBJ6u3J9GCuSoDhJDQESd3FRsE8bL62IXoLLZxrPAqIaJu/zZA4/DuDCJwebG7ndH2Op9Nt5KCRTeYkwComGkZXklNDe4KKX4Tr4b/1BY/etMujoPaciQxWqEnNyj241J9u6Tu0Vi9iMWzs4XLjWJBsaPWRo9X2NtdBqodHKRRuazuPzxtOaa9fLq5VfaTCbZTlg4TzHMYqylxo6iaT5dBPTJsYQQJWSmdzsJxrAfWp5zb5TKnZHB7t6iLgaTCLsxcld9joj6v42x0t3Lmj6/Ias6TAzFFazqEWrmFsBCE2524XATmHZY4xP+9ioTxTAHhhkYpjfdu/7gLMJxrv2gQkN+JdzodIpWfPQjg9m8dBMMNq0MgZYdfpDw4iF9oC2sZ+xmcs0uCKWZltZ5ektX53GZ/fKRqxsI9TUm+97sHG7MqvwQbUG3ceLmuOFeCeO8oSl8xS2wBYdXAjMS0+gxnn5bjeRho95Leej1Qo1uyCPwxBEH9ocp3W9sNLAmkzDpmIYXi+pddrqD0GOeWK0GN87yWBPjTQsGZNINjgej1k7xzW6sR2LVRRlEgGK61pvIJiEGo01CfOlfD/RrABqnAg0x6ttQmzG6TL42lCnmM6zoR/N/5tzTlhNkeCsMd+RXSXtCDtpUrpJysG8ZiuTyYgzGdqkKJvLxAs2mfMQ0K5aef2+AOMFUHI99/FiHIm/D8ZFg8qnffZZy9Wfdwn9yXns6szfn3RdLhoEJ8pxSc9oLUQcEFIpycRO0PPWq+m8BXm2TytPP+1CJjdJVS0J8ylhPha3GV9zvbeH6w04mNXM6xDF8rCID1JP41MpFh2RH9xkEmzSGr3TWJ2soYN1sf15ILOJ8gR5GAYfWjPtwKqbdZjZFlimRli53Eg3feKW6NmhlOcaAG7W7UrkHDltx9XqVSP4FvSAPDyTXJiPuiQ5ucsurDwRL2gs6iBm1j4ht1LybMBl5QNBK4oERroikAvTGKScrYOna0RzSuR/zTrgsLnMB9ZKvBrwSuQIGav9I7GQot31WV/yq8OqmWDVfKOihVLU0aJiA1B88EMbDRo/Lg+G9e5z9BlguWKnzlqPtYxYs55x+1XwJEp8TpvJktFSIp+UNXfHS+6Ol6I7NpphbsmtxnnYKiy9RKOBxwvXgvleYsjdxbCWsn2KxscTk65ATcsaRtYy+DNgZ30eZLRq7xeJlvSm0nlyY9HVgmAzsV6iRkUrn4BM8Fa/o9E6PeOZ7IMwpLhAicIFjwaKxBCajv/1psmo82302xvd4+pUCl3DeK6HNayByGb58nfY3G4fWo032orNUfD4pEA7yaXvFhmZsTyOEaCZCSQaiiQjiTIJVUvaD34hv2XTthHteY9AwL8sjL8El88yXoSGkt9q44cxnf9hf/9zGSFI4onS4umm7QpUngMsz1s9KZcGFg6KtEPwNSrrymN/OYflTEqG5QwDbBcD5rVnUvrYfbrGMkdGS6xPVGzcWWMdIqPSdmKrRhNF21wkv6PadWu/Gl/TLfgQGxGikbYLUmZVSmOK1cOxAZeZ8ujZATr6+bWWJXG/nWEt1xbexqWur1P7Dyl/SU01PsybBpcLGh7RdanaEyJr1OzDwmp85dHxmIBpy3nXlarjAAAgAElEQVSyHavuW7Uc09NWspVjp69Swio1WrSgDaEpTxMf0ErTZqg2D/e6RJkl2CxqHeNxe5obw1OuPym/xhJvA1RZZ7ueMlTju6paR4oNpioCzcSkqBhnqJXC9VKSuSIxshytpEmmcgKHr/Qkwar2RDmEj3nmmp1co8cn+O7209ft8xoN3XtqkhMwG0DbuVN6RL0CZDJxkw7xKkAaAWzT+KKrBSR5CzAbFUQjWVlfKsh7jcl6Y4lljYC69pRYv1/FcyVEDfbGLz6JDHiCdKkFlu3fp9eOlbZa18LCB09Iu9Ls6ErQKcPMULrQbocP4LXBqM0GPhU8VAuCTc+s+3MZ4SVzCS/B5TOPpwGiFx18PqsV0EWygad1np+1jvQzH9rE7vCVDmmDneHp54iOMielYFoFbFaQdAQoaZugtZakl3KOnh1JCcmkdG0GUZM1rz3Or0JRUi2RcB2rUIt5mwojjURWtI1pR7pRTbLxYFpnLU+zHsT1bI6D0qvMagGmq88JexpQ1Vy6ncfzDX/PlrG0KetRdOHUfjsz1pmT0yM2vWxozC5w5G6+SqHx0lBTx0zK3KoWvIfGcl2tWOV1jVvDsujgMMGDk/ebRB/nwoZlFEBIcpEZnGIFieVxaJhOATqeFVh42lXVlNGVd6v9evq4POn+cOp68CiIDKqOy29N/pvtqZckSmGTlMKKuX7TyNGYZ2ulYl72yifUKJnApMbSTTTGLQnBs+xdZuku8L7RdlJHiUvwZ89XtbKecmsg0CjIoxah8fMNITKZSLl8oVLyet4CVuVKdPAom1Ej+0YRcJGFXh/N+We1aHW9Dwxz+Z0W3DW+stGmqPahBbutdVrTcX7Ofe30s0OtbYtRmwz6mhxY9oUP0t0eASZ1iarm1NkAnVv04pgkBafSNlN9NRlmNaHXWiZiSkc2syQkT7hnXPB4qbl8CS4/0fitokn8JGXmF3F7ngQ0m9efD/hUZ0DRJ7KHIoI5oI4lK20zVFrgg0c7h9ILYbl8jS4n0RxdkRmZkfugcToQoo1QHvOGBdiVUdcWQYy2+KxPE6UXwmZDh/ghqrW/N4FlO4Lkyss9fY2NiuJ/5Wop+1aLtuzZGiwrHZM47ApYKnVGn/WJR/Ngj/8+L6P+8xqas4yNjnIDFxsmWsDeMrDRq/FUo0RYY7oCpjUu92s+pDKRUCumKroCNIBm9QMroNCsZ2DFjDUP+tMPvfXJhWjG1wD7BqX8Md3Da6VRf2ohcj9af2HV7KEoSZRmmCXkRmyF5okR2ytFjE0UwKKgjaA0SprsShLKKlB5aba70NFom9f/5qzOsAGMEK2TjHoi0FfQdugHm0noQAP2fA016KTT7hMtle8NG6BmjSwCWEsXWNSh9Rpdn0B4m8m9SK0Y1E+9O9YIA6VYpVmF0J6/jfenfKaxrioFYOYQlBEGs5qT5NkGM6vXJrzrk6t2smZeDM1l4CVzCS/B5ScenwfA/DSaw6eNF5L5+5TjRQK/T2TSnnGohh1SsTxee7qJWJGExqOyse5xDr2c4pXGZhZtDaK2VO0NOrci/lf1CpQSy1U+7xOyXgv0NnVabICg8yJIG/AI8lATBiMCkcAKhHi3qb1qdJIN8xgTZc4wlj/kvmx/4zzG6HMdarWjmoe+ivGaof0EWimxkwnxA01puJEoKN0CjsCqxOnDil1qur6NEIGxc9u0FlfBs8nwtlpLv2J3lQAbHZnn9bF+/Dc0uxub+4TklrVxWm93/m47/xgpVxGURruKQmmyTi5OCJVvO6vXhwvShb/+a9YoeqnIMS5yrGstwzm6w+aaayYKRm3aQZ35vVgVcFEPW6FI1z0mfS1WRzHXW3kXJ31mY9+vVx0snizRLNyqU90ohdFWtIGVbzO9gQ1rp6ddVxvPmI1mLr2h9T3vnGjBl9KAaxlI7SqpsJgMrS2mXmBNho+G9PiAtavOdGCVWlXW0ghnkrMLfDmey3gJLj/FOA0wfxhGbb0s/CyNOKc/8yzg60VkXF+09fm8R8NuyQNmlfCxsClZFktUJpaWaylvq3qBnksDkU5yutFDU0VQp5Yy49fVXB48vgZjJCu6M2rBnlcG5/wGaFkHFs9yKM6UoDeeZqJD3TgzGxC1nuZxSkbwW3OsmJOwxj6uN9Po0/cDpRG15lopVUmTVKONW4/Ng01gqZSKADGugrGE+EAmrAzVZZlrfofxum8sbdTa78JaKXxdY7k+Th2zM6XRtsa6eu2pySTr+2F9PddSgky9oAgS+Ym1hDSy3Wta3fZeudZwBP7pdf/PcjSaX5NInGMEluHUflgHls1krhnr9+TNErJa+w1xCEh8udHJrar5ClyHtYSf9rWz12sBFEa8ehvQa7TaAAA6uPb8edpx39wX/vy/G5CppO5xmr2EgI6TJLSVNLHlGFWM0K7EmQyVGJJyBrZo2cvaB4xOMBYBkiGgqhm+2BLp0gsCLl829LwEl596PIsO5ZOOZ9FAnqd1Wf/s0+IUnyeg+y3XwPO08SkBklaiHQsAMT+49gFjNInN1357JsDBe1A1upoTXAVJuTJKjx3TK8YysidJh5B121JRm/m7xqo1xulPApYfH0V6zvtNg81pPeo5wPL5yhs+uyEP8BWwUKq5ocbtavbHeTY9rEqZDbD0gA6rLm75uPy7tbBpfqrZp02T1Knfbj0QW2/TU5PUht1a90dcY5yexE7C0xnK08vZ/I22UMoGwFzfR620Q85v1XyvsdNqz6vnO1l5mu3NZuPd6vjJtbd53q8Dy/OGC2AbCUSMcmwrBk1zW6vsPMU2nj73AOMrcRdYK+cLa+3Ofp/z79sb1+05y3iW4QMEY1aWRnGypKo5wWYYt2ShUowtSOo5Ju1syHqCtiLDqaYCTqOPpq5fDJ/L53FrU0ptA38FeA14H/jjIYTDcz73DwH/CaKg+EshhL8QX/+PgH8MKIEfAH86hHCklHoN+Dbwm/En/nYI4c983Pq8BJc/xPg8AOb67zztvdPLeKbIxyewnp9F0s7TGnR+mPFCAZDP4EHWdF1n0brG+UAJYAsSk6xMgV0lJfLgIUY4NubawJlSVDCpmLhnPXnbJARtqFzYuCk3hunrwPKJ+3hN26jWgZJSa0DkvLKp2nxv7f3PivE/vY4XNzaBV6szjevSMCeiTjCnHsRPviaayD+lRE/YZI837JfViiTUKw1eXQqD2URFrvmsnjG6VhodXMuyPhFUnho/LHhb31zpQtabOtmgCCE2RsXXZX0je/Y00BK/0/zemQV+nqPRlsYtChsThrPSA4iaUfXkc7151YezTVw1WozVmyY25LzzJkGp5vg92Xdyw/syvq7Dqvx9dvuezlieef58SoAZwuocU5G91MsJVdLBKE8eSpzOmKqcAjFIX2e5Rf4z3Oh0fxHApVTwn8tz688C/1cI4S8opf5s/PvfXP+AUsoA/xnwB4DbwDeVUn81hPAbwF8H/lwIoVZK/YfAn1v7/g9CCD/2SVbmJbj8HManBZifJCnnvAfzJzVU/6yA20sj9rNjHX+tD61Ua+0j6SsBKRHJbDxJrZS8XAlVZJ/Wb6gbC4kMjs0ke9ekK6ZQi/Fy0yEOtE1FDYMCz34OtOX4dYD5xI0/v5v+aQ+rja+/SBOKTzKCXz3cztMprrNzypzxF7VNUpJaAUthLDWmXqxNNmox5269CSOgbVJ2mtWJx2wlpVitx8cBy6eN5nCd/uozXfbrExbZSlCmBZlnGrTW2c217WpfO6V/vbDxDBt7OvWqHe12rpqu1u3Bzl9ebOJSFacnluvRj5uvx8WdB/5O769z9vMnGp8CYLoQZAKmo2WX1vK/4PAmQVcLjFuS24xl7UGlpGm+ObdVSByvNuh6+UI09BDAXbyJBcAfBn42/vu/BX7+/2/v7INnuco6/3nmd1+4N6uYcAOGJC6hvGxV4i4syQYoS8o1mMTslkGF3RtduK4pgwqFVVu7khS7FQVTEKytrCwiBsmCUQhBxKQ0GEJY1y3lJaGIkrCGewmsueZW4k3wpRa4ub/fPPtHn57p6emZ6enpnj7d8/1Udc1MT7+cPv30Od9+zjnPIScugYuBo+7+CICZ3Rb2+5K7fyKz3WeAV62SmAjuRLeZJabKCswqfSjLbr+KF7Ws0G1SCHRRZJQR11tmsJXEihxYMur1m9vOljmnBsae3aexa89p2O6To+ndRv3rRica4KnAyHT698EuhiTxAT0jNNK+e2lzeJrWcheVGZ2d+Z0fpT1vJP2yEwFMnD4yO/D89c+okPMe3fSq0ub0NLzTnq0kgHYyteh4oNWercQTY9snE08lJKJyz/6RpzJ9iXBIPJ+QhHnJvghkBWZW4Bbla7YbwwKWfYeceCG2nBczaf9OtmNrMm35E03Z1vqbxn2wazwIyoqD+KepzvZtnXzBGEzNehTGrUwITScty7NdC+Zgg+nnbVYaJ/oFh/NVdQ7MuA/pNaYvt2lDytDTwWaZ6Ac2ZPCNr7N92oGQGGdr5yT7Rjbpo2MlERIS206fk4lpJltiRc/lATO7P/P7Zne/ueS+z3H34wDuftzMnl2wzdnAo5nfx4CXFGz3UyRN7CnnmdkXgL8H/rO7/+9FiZG4LIGbUaUJb95DWkdTdNk0rFI5ryO+5ywhWybtMXtJZ3kvIQ2t4smI4jCX+I4nsQ13PA25spet3c9IpjZL+1nByGMz9ZZuSVy9ndC0lh29nIqWiYpu6QuabJKfOTd4zcTaR3OhqMmLIMh4DIdJ3zdgz9bY+5QKy11GMmf19snEc52Gc7LBhLB8OhMLE8Yz/Ux4j7PnnZveXF/LMgM6KpAPwp19aRkL9kXHaHlg2AJP3ayYsROMPNiGM/n/zCD3mRcGWCw2F3mXi8K+NfGcZWf8mjg/ZITl2Fa3dk4mg5i2TxIit44E5Xjn0EUAknBobdvECJ+KzLAEJ9z9oll/mtknge8s+OvNJY9fZC4TiTWzN5PMYfo7YdVx4Lvc/UkzuxD4fTO7wN3/ft6JJC6XZFZ/x6oex2WawtuiLkFd5Zix5Ev2BSNPVXsYmLErDPDZGtgopttoBLEDOFu2xcC2sK0wN3FqO5nmyaSvFuwMh5NTzAWP5Vaun+VKVCjE67DzWGxhLnM8tmmfQ4PRlJi7DE65s3fXYBQyaICHJnAPIZx2jY8dhOW2gw8nXyKAxLs1KBDjhWGGZnVTKDlSuOjyS740572Yo/VLna0tkrJgMBxP75hedtHAqcIj+DhAefIWOr1N6uWbOMSEGExDII1FeTJVZ7C1onwv1wV4IatMepH1yg49UTG70r7Dwx3Ysx/71j+wc9oBtrZ2h8khBlDUT9QMhjujl64YAkw22efS3V8x6z8ze9zMzgpey7OAJwo2Owacm/l9DvBY5hiHgX8NXOLhrdXdTwInw/fPm9lXgBcAWQ/rFLFI/Y1lnmip8xzrYtG0j+mSpxPCYQZzPdS5v6Y7/Nu4L6Qls5HsHiT977ZsHDYof4yh+6hPZToafGc4KTTSY6Yey1GaWiyAY/M+NkmRJ348+GTs+dqyJFRQMk1fppkyu/1gizQA/ShYuTN1v1NbGWWzhX67ZfI91xy+jkF5U+VfKmyj8UIVk7xAzk/jouxLvcmF5WFYV9QPs7AP5Yw0lr2FU2nIeNgXsWwLXZaBjZv9sy9PDJJBaDuD3eP0TB3cxv9Fbi9r4k7gcPh+GLijYJv7gINmdp6Z7QEOhf3SUeRvAn7Y3b+R7mBmZ4aBQJjZ84GDwCOLEiPP5ZKsu3Jc9nyLBk2sI/11pblLzGvCzzaP55uHRv0fGQfLxnIzmmTIz7CSVkL59WnzaK0eSzFNiUptwiwygjH1Mg1swMASb/UooHl6bIPRHOUFois7R3zq1U6dYTjj0bULlc5kc3iVZ3LVMGxTx5iXtxVGJ9dJdjakwv+zerlgZHXqbUxtYMu2ODVMBvqlrRjZvpfJPU3v/07yuXMK29o903sJiQezKJh5mr6F3u10/YKXjjJdmNKyb+JxIAm39PSOszedktKH+O79DJ7+f7DnNIZ79jPYyQxkynbPST3foZD1GOJcemsDet4O3G5mVwN/BbwawMyeSxJy6IowEvwNwN0koYhucfeHwv7vAvYC94RuGWnIoZcDbzGzbZJZjH/G3Z9alBiJyxLM8rY1eb5V9l00yGfVc9RJVWEZS/pnkb8PswRm3pMZNMHUfLxZsn3sCqfzs+nZd0SNlBGU8/I943kyHzIMo7x3WdLzcohhW7tHA0BsuD32KnoSAGfUT2+i2T0XxD00ra/yZpEdlbsKZbuKlC6fWvZUpV7LfPB0qJZXZmMv3sBgZ9azb4ORyDQf4sOdZNL19L+McM3ay8JE5YRl4VzpK5At/9IyjvC5Fa532zOD0QZbMBwkg3T27E/CLmUGRGXnqR8dPN9nuCWabBafe173J4FLCtY/BlyR+X0XcFfBdt8947gfBT66bHokLmugTs9bHaKpTP+2uuJx5o+ZPX+ZbZclZlG5qB/SPA9mEUUC03P7ZD1X6e+sqJS2XD9znzsnVIJbowgyaSgVcx/HH0zrzdxAh/Sv1Ns5zPTISweO2DDr5SlhANnBPxmvZZuPWuwRA8p6dwvTXeC9ZDj2Xu4eGAzG3R5G3kuzsScyDSI+3B79TrbJhZ+CMJAsc+48WcG2JrICE5JpMXfcOeWwO1yb79oLPmRw6lthJ5s0ykync9/aPe4CEgErDOjpDRKXKxJzk25ZL2a67SoUBceuk+gqlwXMHPyTaeZKBeAs7yVMC8yiUaQjgTn6PV9YNvFiUZaYn5dVWCrUUupMnPBg+lg8LKjssyO/B0WjwWfd27llQfMen1Vi4NZZVtXBLAE+szmc3HNX0G9yEOLd7riHQXvjLi9Gss7NwixdGXG6k0wXm22mn5wGNBNEvcrF5q5h3n+FL9WpbRujqSDzDMM1pwJz19bupCk87Roy52UpFZbU7G2tSuK5bDsV7SNxWZGuVJLLNkel+yxDL2fjaZi8FxNy08aFz7SZbO6xmDxOevzY6MozM4+6BuClHsyRmAxhabICM+t9Gu843Xw5U0yWCYw9o69lzI9i23ZUJY9G+8wUYEk/yV2DLU5uD8eaKvy/PUwH+Iy9lqnpzBKYRazTOzmLtNUm772EpM/w0H00h/gAH3ULyeM2GM86lQ3T1jbOxKxom0pjd8LMbjGzJ8zswcy6M8zsHjM7Ej5Pz/x3nZkdNbOHzeyyzPoLzeyL4b93WnDdmNleM/twWP/ZMP9lus/hcI4jYWh9uv68sO2RsO+eZa+rSuWSHSWdX9ZB7ANs1t2nNRbMxgskhW5+MShctsxGSzJnuU0dLybaFgRtkr/09CXCnfEo2RCWJn0Z9MHWdEU5EePPk2W4Mxan+WVmgsYjstPBIPOEZamW9ZLPby+edS8WlvO8lhO7pxvmRuebD7HhDlsh7m36/G9ZEj1ixxOv5pDQDG4D2Nodpnrdhe2cSpqTaxBYRRMi1PEMZ8s6gOwR0ygYSYi2pDwbYuwMdk8sw61kSZrBdxJhGYTmkPbLGcdH17Ls0iealPnvBy7PrUvnvjwI3Bt+Y2bnkwyJvyDs8+506Dvw68A1JMPfD2aOeTXw9dAJ9SbgxnCsM4DrSaLOXwxcnxGxNwI3hfN/PRyjUcpMwdi02Iy5Yu98RVOShXYwQxgWCc5ss3esYjJlHaG2usBCgZndNtNnesITVUU0jEIf2eRvMgKiIx7LmFhVCEx2I5oUmLst6f6ykxmcBUm/RAvnTp6r8YsBg62keXi4U9zvsERYofEgpWa9f3mBmSeN2ZtuO8Anlmxd6YOtZLHpgVVtkrwILL/0icasyN3/BMgPV7+SZM5LwucrM+tvc/eT7v5V4ChwcQgE+u3u/ukQ0PO3cvukx/pd4JLg1bwMuMfdn3L3r5NMxn55+O8Hwrb58y++nooey7pJ07HMUvU8ZdMiFpMd7LSM0Jy3VKVpQb+q7fWdfDeIWQJz7MXcNSEEk8+MWCwSAyPvZGowg2lhWWIAT51ey/w+3X2xLB6sN/pe0Ney8CjpfZn6Y8jeAZzacZ7eGQ/KSe1lkL33MLIPH+yCIDCnE1hsJ6lAnSksl/BaLnM/ywjMNI7vEJu5pA78JMZv/7x/XWbdfS5nzX15NslE6SnHwrpT4Xt+fbrPo+FY22b2d8CzKJ478+zw39+6+3bBsaYws2tIPKace+65szab3KdBw26joi57zqqzr9SRX03mSxUbWETa56qtmZn6ZqProC47sFw/22wzYNoHEybvUXYAyDi0TEpmAM+UKJj2VAJTInVVj+Wq9rTKIJ91kreBsv2bS12bDcZTg4ZPJ5kW9OkdH83qlH4O3cFDLNvQwGdkwhEBtQQWr6V5ffb1p8/DosgZXROM2ReBTSaC3q8AhR0lfM76KvvMO9b0H+43u/tF7n7RgTPPTE44p+9k02/hsb7l5yvCRXlSV36twzNWZAO1HDfj2VuXB6fu89TlIc+mrY3+yGWo0w6KsikVmakXZlFeTjSHhibRqSXjqZrwTmW8lWlTYlvCsu7jNMmEDRwI9cGMFoRlnol5zeO7GLJv94BTO8kAF2PcdDowG3n2xgcY4pb0USy690XLTBYETS9zXaW8nSEP811+qhJFXN/gSa2y9Il1i8vHQ1M3ubkvZ813eSx8z6+f2MfMdgHPJGmGn3WsE8B3hG3zx+oEXSiE8zQhGLrg6ShL0yK5rnyvS0hmWZS2Ltr7MsyqCFOBWZjPM0RjKQExw1s5qzlx3m2u+9507V7X+chmm8fzgs+GO+zeMoahT14acDztj5nOxJU9RtIns0TVPmubFT2Wi8qHouc+u0sVgViHMK2L1HOpAT3rZdbcl3cCh8II8PNIBu58LjSh/4OZvTT0mXxtbp/0WK8CPhX6Zd4NXGpmp4eBPJcCd4f//mfYNn/+hcRS+LXpPS2iLqHRdB/STaNO73Ddeb5M2mJ57upkVkWarWCyXsy5InOR9yn1VIZBD9l+avMqtDYes87c66byJicw02by3QzZvyvxVJ7MjPpI+yWO7ifJKPN0iwnvdt5WSgjLZZ/9ZbfPlwPZ/uSzBjLOG+CYHiMGNKCnwT6XZvYh4PuBA2Z2jGQEd+Hcl+7+kJndDnwJ2AZe755OVcHPkow83wd8PCwA7wNuNbOjJB7LQ+FYT5nZW0kmaAd4S2YezDcBt5nZLwNfCMdYfC1dKfSYTOu6hFh2sErVfUU9xO4d7tKz1CRF/S9TsgM33MO2856xOQKzqE9lkaCMxevTVl/kthnFv8wEAx/NPR7W7d814JQn83Ab46led0YvJI6ZJTP8OMV2UTbmaYPkY30W9btNf5YpLmIzFfW5TGhMXLr7VTP+mpr7Mmx/A3BDwfr7ge8pWP8tgjgt+O8W4JaC9Y+QhCeKjmUHz1TdtslCO3vsUnHeKiBxMk3dedKEjaySxq4M+liWeQITMiIz4ypzrHRl6s6oV/m8ym5Zz8+6+ginxHbvj3z5y1x26aUT6370x36M173udXzjG9/gR145HYTk373mNbzmNa/hxIkT/MSP//jU/z/90z/Nq179ao49+ihXX51GyPPRx8///Bv5V1dcwVe//GXe8MY3AjYxYOAXfuFNXHLJJXzxgS/wn970pqnj/9Iv/RIve+lL+fRnPsP1118/PjYAxq+84x288IUv5FOf+hRvv/HGqf3/+7vexQte8AL+8A//kHf+6q9O/f++972Pc849l9/9yEd473vfO/X/73zwgxw4cIBbb72V37711qn/f/9jH2P//v285+ab+b2PTk9jffcnPgHAf7vpJj7+8Y9P/PeMffu4446kEfJtb3vb1L5rx51hz/pPVkEz9ETAsk0PUL2AX5dnIDaB0jeUF/1gkcCESWE4GllegjLek1g8ljD75XTdL8nRYUV54BOt81shBmS5N49JYRkTfSjXnP41cVfBvAc3s2kufPGL/U//9E8bOXYdhWTsIX3qYN417tu///PuflGT53/xhRcW2sCsdNU56KUNYkz/vDTt37evcRuA2XawKvlsWkezWpW+auu6n2XPnT/GOuygKRvIM7re3DzhUzFPy5APoF4Y87KdOmCRTS2brnWVBbM47/x/5m/57bsq7fvaC89tNe11Is/lilT1JNb5IK/qzczvG5vQjO1ttkx6YktzH+hr8zhMejCheL75ush7K9vI0qrhbTaJiX6YMOqLOd4gIxhnCc0SojI9V1vUUX/FhvpcSlzWRgwFX9EsH1WISWjGVODElBYRH6t6sbObZZvKYfXKqqj5e9lHexNaSGJjQnhlROb0hvOndozJUzmL2NJTlaRZXHWFxOUKxP4w1OnRbONaYxJzMaVlk4nVe7koXufSTcAzPJlQXmjO6k9ZJfskLNtlYoT1LO9lngi9lBuBowE9SFyWouvxFbskMrPn6XKed5nY8z0r1mIQ/WW7SVQRmDDdH7PqIJw2b2vsNtUFCm1+iX6XugfrQQN6EiQuN4i6RGYTQbVTVAC2S93535QIjEFUQrXQYFVFZpZFp63rNspjGR/Kz/hRn0uJSxEBKizbZR35H5OnsQ7afkFbxyMjYSnE8jiuPpdIXG4kZSp6VQr9pur9XXXQSn52jq5R1zSrMc9EE/ssT0V02aaaZFa2rNvs8vcnRruvDYcd9bmUuNxkev2Ai0Kamh0p1oE2sRObyJSwbCYNa2kdKJkNbQvLdF0sNi+aQeJSiA2gjoJ8ntexielLN4m2+h03cT/Wlf62bWnZ/raND4aMTKstyp++CkxHnkuQuBSi18RUeLctBrpC095M3YfVqNo1oq9iqohNtjFXszgAS8wfJYQoQxpGadayznQ0ccwq17TJlU1VUhGTXVbdX/ehXfqe/8vaWF35EZt97wy90rIKZnaGmd1jZkfC5+kztrvczB42s6Nmdm1m/S+a2V+b2QNhuSLz33Vh+4fN7LIy6ZG4FJvx93YAABbWSURBVKImygqtdQjOmDwksRT4fWCWYIxFRK48Cj4igdAUfb2+tq4rtvx0qgnLGryd1wL3uvtB4N7wewIz2wJ+Dfgh4HzgKjM7P7PJTe7+orDcFfY5HzgEXABcDrw7HGcuEpdC1MCqlWobns11EFvBL5plWa/VLEFcRmR2+Xnp23Ox7utp+yVqLt6O5xK4EvhA+P4B4JUF21wMHHX3R9z9aeC2sN+i497m7ifd/avA0XCcuUhcChEZXa0whShLWVFQZruuPi9RCqMlaUPgxZ5v6YCeiuLygJndn1muWeLUz3H34wDh89kF25wNPJr5fSysS3mDmf2Fmd2SaVZftE8hGtAjxIo02axdtSCNIcRN7JWAWC9V7GGZ+KldJIbntApqAp/NigN6Trj7RbP+NLNPAt9Z8NebSx6/yNDSxP468Nbw+63AfwV+asE+M5G4FGIFmq4UVg06vkkjVEWcdEEQtE2XnlMJy/Zw91fM+s/MHjezs9z9uJmdBTxRsNkx4NzM73OAx8KxH88c673AHyzaZx5qFheiIl2qDFQw10NX7nmb5PtOinLE/py2mb6Y86WIlvpc3gkcDt8PA3cUbHMfcNDMzjOzPSQDde4ECII05UeABzPHPWRme83sPOAg8LlFiZHnUogKdDFQ9Dqb4LpWGSxD16ewXAeal7w6MTWVN23nfQxjlo4Wb4G3A7eb2dXAXwGvBjCz5wK/6e5XuPu2mb0BuBvYAm5x94fC/u8wsxeRNHl/DXgdgLs/ZGa3A18CtoHXu/vOosRIXAoRKU0Vql1qgosVCcxiVu0rLMa0JTJjuncxpaUs7rDdgrh09yeBSwrWPwZckfl9F3BXwXavmXPsG4AblkmPxKUQSyLPnwAJTGjuWdDLz5giG6srf9q030XX0OVnSzP0SFwKER3rKFTlvayHTRWYsp126bLN9d12NP1jgsSlEEvQdMHY5UpjU9kUgbmM7W9Knojl6LuwTNmR7UtcChELbQQj3pTCXlRHNiJWZZNsqMUBPVEhcSlEBMjL0236NpBlk8TAssyadrIv975uZEubicSlEC3S1wppU5tF+3DdEgPV6NsLRh2s05ZisVv1uUyQuBSiJWKohNQ0Xj/5/IzhPi8iNhvosl1KZK5uT8vkXYx2InEpcSlEK2xyxbNpxBooOsZKOUuXBSb0w4tdhS7fszpwYGc4bDsZrSNxKcSa2cQKR8xnXX341t1Mueo15PfvmnDZJC9mG7E3o7QH14AekLgUYilW9aZsQiUj6qEOwRll5bsCMU2NuAx9F5ldux9Nkngu+3mfl0HiUog10NdKRawXVeIJ2eepS3nSN5FZd973IV/amv4xNiQuhWiQPhSWQsRMF72ZfeiP2bawjPV+y3OZMGg7AUJ0DXOfWxCm/3el8mginV259mXp0n3dNLp2X2bFy+wCXU23WB/yXApRka5VZqI+uugtqxvZfz1kbSjmPG3S1mO+7qVRnEtA4lIIQf1hX/rQ7FeGrofLWZZNuKdtEqvQ3CQbXxVN/5ggcSmEACQwq9J3L+Ym3MMYWWRPTd+XddlzH+1L4lLiUgiRYZ0Cs4sz2cyjb17Mrt+PvtNUbNQ+2XAbaPrHBIlLIcQETQjMVbaTyFkPyufus6y3s20h2Vebc4lLiUshxDQxeeG65OGMKd/KEnN+inqJyTb7anfuMJS4lLgUQhQTa1/CvgWibgvln2iLOmwv3hc5x/VsKc6lEGI+scZ2jLNiEULMI8ayRNRPK+LSzL5mZl80swfM7P6w7gwzu8fMjoTP0zPbX2dmR83sYTO7LLP+wnCco2b2TrOktjGzvWb24bD+s2b2vMw+h8M5jpjZ4fVdtRDdJkaRGaPAjC2PhIiFup+NWJ81H3qlpU+06bn8l+7+Ine/KPy+FrjX3Q8C94bfmNn5wCHgAuBy4N1mthX2+XXgGuBgWC4P668Gvu7u3w3cBNwYjnUGcD3wEuBi4PqsiBVCLCa2Aj1GgSmEGNPki2ls5RGhz2WVpU/E1Cx+JfCB8P0DwCsz629z95Pu/lXgKHCxmZ0FfLu7f9qTDg6/ldsnPdbvApcEr+ZlwD3u/pS7fx24h7EgFWIm6xYw6dRwRUsMxOjFjAnljRAJ63gWYiqPHPBhtWUV5rX+5ra7PLQCHzWzazPrPxxakx8IrcsPhPXPM7NvZv57T5n0tCUuHfiEmX3ezK4J657j7scBwuezw/qzgUcz+x4L684O3/PrJ/Zx923g74BnzTnWFGZ2jZndb2b3n/ibv6l0kaLbtGUDiwRkLAIT4irUmyJrB39z4kTbyekcMb4cLUu+LOi7zddBG2VDLPfF3SstK1LY+psltPr+GvBDwPnAVaF1GHf/t6E1+UXAR4Hfy+z6lfQ/d/+ZMolpS1x+r7u/mOQCX29mL5+zbVFp5HPWV91ncqX7ze5+kbtfdODMM+ckT/SVNmxg1ZiQbZFWJH0Um1k7OPPAgUbPlc/HJvO0aRuaJSa7KDSLbKCPtl4XG50v7TWLz2r9zXIxcNTdH3H3p4Hbwn4jQivvvwE+tEpiWhGX7v5Y+HwC+BjJBT8emroJn0+EzY8B52Z2Pwd4LKw/p2D9xD5mtgt4JvDUnGMJIWpEFe9yFWyZ/OpSfnb1JakKXbovTaPnHqDaYJ4woOdA6iEPyzWLzpZhVutvljKtt98HPO7uRzLrzjOzL5jZ/zKz7yuTmLWLSzM7zcy+Lf0OXAo8CNwJpKO3DwN3hO93AofCCPDzSAbufC5k3j+Y2UuD0n5tbp/0WK8CPhX6Zd4NXGpmp4f+CJeGdUIsZB2enr6x6ZVNGcG4rAiNnWXtuA923+R9mefNjun5iiUdbZP0uawsLk+kHvKw3Jw9tpl90sweLFiuLEzMNGVab69i0mt5HPgud//nwH8APmhm377oRG0EUX8O8LEQNWgX8EF3/yMzuw+43cyuBv4KeDWAuz9kZrcDXwK2gde7+0441s8C7wf2AR8PC8D7gFvN7CiJx/JQONZTZvZW4L6w3Vvc/akmL1aIJuhaQZ5Nbx/ExDI0FX4lxnysmqZ5c9B3hbqDeq/60rFO++j6vesK7v6KWf+Z2eNmdpa7H8+1/maZ23obWnp/FLgwc86TwMnw/fNm9hXgBcD989K6dnHp7o8ALyxY/yRwyYx9bgBuKFh/P/A9Beu/RRCnBf/dAtyyXKqFiIeuF+TxzqzRLWLLx5jS0nXqmsEmpal70/WyqBEchu3kS9pi+3YmW3+z3AccDK3Af03iePvxzP+vAP7S3UeDpc3sTOApd98xs+eTtB4/sigxmv5RiAgoW/j3pTCPTRh1lRjysa7zy3s5PkbdNCE0u36vmqSlgOhvp6D118yeC/ymu1/h7ttm9gaS7oBbwC3u/lDmGIeYHsjzcuAtZrYN7AA/U6bFV+JSiCXoQwUIxRVMG2FD2hZGfaDNfNT9myZ2u141fX0o/5qmDXE5q/U3DKC+IvP7LuCuGcf4yYJ1HyUJTbQUEpdCdIiq4rZMZZLdZl0VSOwVcVeomo9N2tMmU/V+rPO5y1ImrRKV5XDv32w7VZC4FKJlVhldO6/AX0UA9MVDu0msQ2BKVPYTPev1UkNA9M4jcSlEC9TZT63ryHtZH1VHkiv/60d2vbmsOpVjH5C4FGKNdKmykfeyu8QcrmiTkMBcjnxedbH88TBDz6bT1vSPQnSSqoVd16a7WzddrES6QExBtoWYxbypQkU3kedSiIZRASnE5rKM93ITWwv6WD62FIooKiQuhSjJJo6q3cTKro+oeVaINeESlyBxKYQQQojAOkOS9fOFx9uaoScqJC6FKIG8d0KIvpMXezG0XMSQhmVw5LkEiUshRARU9WB0qdJpky54iPp6L6uEhWojL7pgI51AzeKAxKUQjaK+botR/oi+CkuxmSgUkcSlEI1TVHFKUAnRf1Gp57weOtc03qG0NoXEpRAtkC0oY66AYu7Q36XKRozRfZvPJuWPWnb6i8SlEC2zqbOpbNr1tkVb+bxJIqmIKvkeW57FlJ6ueC/dXX0ukbgUQgghWqdt4ZT3Iradni6jPpcSl0JEQ0xNRDE3h4MqvtjZ9PtT1r5jy6fY0pOnM97L4U7bSWgdiUshxASxC0shYqarwlLUhLvEJRKXQmw866zk6hCWqpSXow2PeFc8THWzKJ83MU/qJnbbciQuQeJSiKhYtxBYVyFd1zXFXKnEjARm80hYro+obcvBdyQuJS6F2EC62PQdbWXSEVbJv6r3M79fH+9hmbzp43W3TbwCU55LkLgUYqPooqgEVc5tU1e4rL6IzWXyoavXuC5W8aprdHu8SFwKERlNNWE2Wfg22eSqSiMe6ozJ2tX72mdhWXRtXbmGaAYKakAPIHEpxEbQlQpCdINVZ5iSPcZF28IspjBsdSBxKXEpRJTUVdiqEhdNs6w3UzYZB2Xv17r6NvZFYGq0eMKg7QQIIYpZpUA3915U4n24hk0htblFi1g/bja1xEgvbMQTz2WVZRXM7Awzu8fMjoTP02dsd4uZPWFmD5bd38yuM7OjZvawmV1WJj0Sl0JETJWCtvOFsxCiNmIVkvPodhnmDIc7lZYVuRa4190PAveG30W8H7i87P5mdj5wCLgg7PduM9talBiJSyEip+zbfJtv/d2uDIToL119NjvrxQwDetbtuQSuBD4Qvn8AeGVx8vxPgKeW2P9K4DZ3P+nuXwWOAhcvSoz6XArREWb1betkASyEECXoWl9MZ6UBPQfM7P7M75vd/eaS+z7H3Y8DuPtxM3v2kueetf/ZwGcy2x0L6+YicSlEx4hVTHatEhBiU1jl2Yy1vOkpJ9z9oll/mtknge8s+OvNzSWJIsNZaBQSl0IIIUTP6fLLX6fS7t7Y9I/u/opZ/5nZ42Z2VvA6ngU8seThZ+1/DDg3s905wGOLDqY+l0KI2qjTyyGPiRD1omdqPbTU5/JO4HD4fhi4o6b97wQOmdleMzsPOAh8btHBJC6FELWyagXW2Y78QvQMPYcVaG9Az9uBHzSzI8APht+Y2XPN7K50IzP7EPBp4J+Y2TEzu3re/u7+EHA78CXgj4DXu/vCxKpZXAjRKqrARB+J1a7LNjHHlv7uNI23E0Td3Z8ELilY/xhwReb3VcvsH/67AbhhmfRIXAohamdeRRBbpdU2XZ7PWXSTRUJN9ledZLT4sO1ktI7EpRCiMVRJzWdWBZ+uV/6JpiiaH172VgOu6R9B4lIIUSPdaLaKgzJ5ta55ncVmIxurF4lLDegRQqxI7PMVx8gyeaV87R4Sa82gfO0O8lwKUZGylX7fCkSJndWokn/yYIoukbXxjbNb9zrmCe88EpdCLMmy4qCLHefrEpASRfWhvOwnfRv4lr+euu029lHjDo0FUe8SG9ksbmaXm9nDZnbUzK5tOz2iGzTR9Ntmc3K2OTu/iGZYNW91j/pBmfvYp3tct81GLbzbi3MZFRvnuTSzLeDXSIKEHgPuM7M73f1L7aZMbDLr8kr1qcLadDa66TFi5t2LKq0eurfFxOvB1Ghx2EBxCVwMHHX3RwDM7DbgSpLo80K0RpMVSZyF8GbR5D1QrMy4WeXe90lg1h3yKFaBKXG5meLybODRzO9jwEtaSosQvadPlWOXUOzCOKhD/PTtGarzeqITmIpzCWymuCyywikrN7NrgGvCz5P79+17sNFUrY8DwIm2E1ED2ev4x02cQDbQCdJracQGYNoO9u3fLzuIC5UF1emLDcAayoIy+DefvPvUA//jQMXd+3IvMO/R21AZzOxlwC+6+2Xh93UA7v62Ofvc7+4XrSmJjdKXa1n3dfQl30DX0qXzNUlfrkU2UB1di2iKTRwtfh9w0MzOM7M9wCHgzpbTJIQQQgjRCzauWdzdt83sDcDdwBZwi7s/1HKyhBBCCCF6wcaJSwB3vwu4a4ldbm4qLS3Ql2tZ93X0Jd9A19Kl8zVJX65FNlAdXYtohI3rcymEEEIIIZpjE/tcCiGEEEKIhpC4FEIIIYQQtSFxOYeY5iA3s6+Z2RfN7AEzuz+sO8PM7jGzI+Hz9Mz214V0P2xml2XWXxiOc9TM3mmWRJ81s71m9uGw/rNm9rzMPofDOY6Y2eEKab/FzJ4wswcz61pNe4gW8Nmw/sMhcsCs9MsO2Gw7kA2M9tlYGwjbyg6QHYgSuLuWgoVkJPlXgOcDe4A/B85vMT1fAw7k1r0DuDZ8vxa4MXw/P6R3L3BeuI6t8N/ngJeRBJP/OPBDYf3PAe8J3w8BHw7fzwAeCZ+nh++nL5n2lwMvBh6MJe3A7cCh8P09wM/KDmQHRXYgG5ANyA5kB1qWtM+2ExDrEgz27szv64DrWkxPUUHyMHBW+H4W8HBRWknCLr0sbPOXmfVXAb+R3SZ830UyU4Bltwn//QZwVYX0Py9XkLSW9vDfCWBX0b2WHcgOZAOyAdmB7KCte9uHRc3isymag/zsltICyRSVnzCzz1syFRnAc9z9OED4fHZYPyvtZ4fv+fUT+7j7NvB3wLPmHGtV2kz7s4C/DdsuuibZgexANiAbmJeetpAdtGMHogQbGeeyJKXmIF8j3+vuj5nZs4F7zOwv52w7K+3zrqnKPk2wjrQvc02yA9mBbEA2MO/YbSE7mJ2OJu1AlECey9kcA87N/D4HeKyltODuj4XPJ4CPARcDj5vZWQDh84mw+ay0Hwvf8+sn9jGzXcAzgafmHGtV2kz7CeA7wraLrkl2IDuQDcgG5qWnFWQHrdmBKEPb7fKxLiRe3UdIOhCnnbcvaCktpwHflvn+Z8DlwK8w2QH6HeH7BUx2gH6EcQfo+4CXMu4AfUVY/3omO0DfHr6fAXyVpPPz6eH7GRWu4XlM9q9pNe3AR5jsvP1zsgPZQZEdyAZkA7ID2YGWJe9v2wmIeQGuAL5MMjrtzS2m4/nh4fpz4KE0LST9RO4FjoTPMzL7vDmk+2HCCLqw/iLgwfDfu2A0S9MzwsN1lGQE3vMz+/xUWH8U+PcV0v8h4DhwiuTN8eq20x7y9HNh/UeAvbID2cEsO5ANyAZkB7IDLeUXTf8ohBBCCCFqQ30uhRBCCCFEbUhcCiGEEEKI2pC4FEIIIYQQtSFxKYQQQgghakPiUgghhBBC1IbEpRBCCCGEqA2Jyw3GzP7YzB42sx9eYp99ZvaAmT1tZgeaTJ9oHtmAANmBkA2IetHc4uIn3P3+shu7+zeBF5nZ15pLklgzsgEBsgMhGxA1Ic9lRzCzf2Fmf2FmzzCz08zsITP7nhnbfr+Z/UHm97vM7CdLnOOPzewmM/sTM/s/4Zy/Z2ZHzOyXa7wcUQHZgADZgZANiPiR57IjuPt9ZnYn8MvAPuC33f3BBk71tLu/3Mx+HrgDuBB4CviKmd3k7k82cE5RAtmAANmBkA2I+JG47BZvAe4DvgW8saFz3Bk+vwg85O7HAczsEeBcQIVJu8gGBMgOhGxARIyaxbvFGcA/Ar4NeMac7baZvLfzts1zMnwOM9/T33oZaR/ZgADZgZANiIiRuOwWNwP/Bfgd4MY52/1f4Hwz22tmzwQuWUfixFqQDQiQHQjZgIgYvXl0BDN7LbDt7h80sy3gz8zsB9z9U/lt3f1RM7sd+AvgCPCFNSdXNIBsQIDsQMgGRPyYu7edBtESZvbHwH9cJvREZt+vARe5+4m60yXWh2xAgOxAyAZEvahZfLN5Cni/VQiaC+wm6Xcjuo1sQIDsQMgGRI3Ic9lhzOyfArfmVp9095e0kR6xfmQDAmQHQjYg4kLiUgghhBBC1IaaxYUQQgghRG1IXAohhBBCiNqQuBRCCCGEELUhcSmEEEIIIWrj/wNKqWLj8kcJmQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 720x360 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"f_zeta = r.xgrid.interp(r.xgrid.interp(r['grid'].f, 'eta'), 'xi')\n",
"hdl = ((zeta/f_zeta).sel(time=slice(0,1000,200))\n",
" .plot(x='x_u', y='y_v', col='time', col_wrap=4, \n",
" subplot_kws={'aspect':'equal'},\n",
" aspect=.5, figsize=(10,5))\n",
")\n",
"plot_Fy(r, ax=hdl.axes[0,-1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"\n",
"## wavenumber spectra with xrft"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"u = r['surf']['u'].sel(time=slice(0,None,5))\n",
"v = r['surf']['v'].sel(time=slice(0,None,5))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<pre>&lt;xarray.DataArray (freq_y_rho: 722, freq_x_rho: 258)&gt;\n",
"array([[4.40666590e-09, 8.08795661e-09, 2.64181133e-08, ...,\n",
" 4.95091023e-08, 2.64181133e-08, 8.08795661e-09],\n",
" [5.44949795e-09, 9.14384049e-09, 2.82284727e-08, ...,\n",
" 4.94468020e-08, 2.59269100e-08, 8.75433737e-09],\n",
" [8.48196240e-09, 1.20519327e-08, 3.11679518e-08, ...,\n",
" 5.09768833e-08, 2.70185585e-08, 1.10994304e-08],\n",
" ...,\n",
" [1.32806406e-08, 1.52449480e-08, 2.99186446e-08, ...,\n",
" 5.67972541e-08, 3.52985366e-08, 1.69582527e-08],\n",
" [8.48196240e-09, 1.10994304e-08, 2.70185585e-08, ...,\n",
" 5.32554506e-08, 3.11679518e-08, 1.20519327e-08],\n",
" [5.44949795e-09, 8.75433737e-09, 2.59269100e-08, ...,\n",
" 5.08121005e-08, 2.82284727e-08, 9.14384049e-09]])\n",
"Coordinates:\n",
" * freq_y_rho (freq_y_rho) float64 -0.000125 -0.0001247 ... 0.0001247\n",
" * freq_x_rho (freq_x_rho) float64 -0.000125 -0.000124 ... 0.000124\n",
" freq_x_rho_spacing float64 9.69e-07\n",
" freq_y_rho_spacing float64 3.463e-07</pre>"
],
"text/plain": [
"<xarray.DataArray (freq_y_rho: 722, freq_x_rho: 258)>\n",
"array([[4.40666590e-09, 8.08795661e-09, 2.64181133e-08, ...,\n",
" 4.95091023e-08, 2.64181133e-08, 8.08795661e-09],\n",
" [5.44949795e-09, 9.14384049e-09, 2.82284727e-08, ...,\n",
" 4.94468020e-08, 2.59269100e-08, 8.75433737e-09],\n",
" [8.48196240e-09, 1.20519327e-08, 3.11679518e-08, ...,\n",
" 5.09768833e-08, 2.70185585e-08, 1.10994304e-08],\n",
" ...,\n",
" [1.32806406e-08, 1.52449480e-08, 2.99186446e-08, ...,\n",
" 5.67972541e-08, 3.52985366e-08, 1.69582527e-08],\n",
" [8.48196240e-09, 1.10994304e-08, 2.70185585e-08, ...,\n",
" 5.32554506e-08, 3.11679518e-08, 1.20519327e-08],\n",
" [5.44949795e-09, 8.75433737e-09, 2.59269100e-08, ...,\n",
" 5.08121005e-08, 2.82284727e-08, 9.14384049e-09]])\n",
"Coordinates:\n",
" * freq_y_rho (freq_y_rho) float64 -0.000125 -0.0001247 ... 0.0001247\n",
" * freq_x_rho (freq_x_rho) float64 -0.000125 -0.000124 ... 0.000124\n",
" freq_x_rho_spacing float64 9.69e-07\n",
" freq_y_rho_spacing float64 3.463e-07"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"uhat2 = xrft.power_spectrum(r.xgrid.interp(u,'xi').chunk({'x_rho': None, 'y_rho': None}),\n",
" dim=['x_rho','y_rho'], detrend='constant', window=True).compute()\n",
"vhat2 = xrft.power_spectrum(r.xgrid.interp(v,'eta').chunk({'x_rho': None, 'y_rho': None}),\n",
" dim=['x_rho','y_rho'], detrend='constant', window=True).compute()\n",
"ekehat = .5*(uhat2 + vhat2).mean('time').persist()\n",
"ekehat"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"kx = (ekehat['freq_x_rho']*1e3).rename('kx [km]')\n",
"ky = (ekehat['freq_y_rho']*1e3).rename('ky [km]')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x2aab6a829a90>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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rKprn3au6mBfS/eX5HXIv+lPR5plbe9+PXSefVz7hOrBqatenWDz7xRjKLdHcm/a0n4S1d3NUrWNbWYyAxhQFE2fEOa1t1He86XZVva4FWw+VW/VOxL31bsfpz6nqk65nrKulC8X8w633wT0e97nY3HJ3bG+9B6aTWzFduRXTya0IQbDZTgibgCCS/geBLc0SEYQgpTyqYpoCpk1AjOm31Q2BGHCQ0pbPAcAUpPwZ2fGGzqdzrZHm2zXn80d3sgmYo5b+dlGbfrmN1ZujlnO+DoCmvFffjv0c56hlDB7T5sjnDiVfl8c43cXunOyYy/j6Pfl6/lnxf38Noz4PuS4/Z+7HP6vedfnz/H90n+3cjso2QXBXvpd3nM3l3ZpVm3nynE53czNvP/6O2p3uWsZ4uotQGj9GJSatmHfGzDWVxVomQVKdOZZzMSp2Z+k45rGiKs7u2pXy+fQOzHfdgbg7xdmdb8fZO9I6vLf+4rdeTaaALt2JiE/Fg/bW+x68+n57Kx2ZLhbzDxNO7nlfTJuTxPA3J5AwpbKpj4CZxh8GH7Ex/hFZ+xh12Id9sKe7iJPNuC/PzIx5rpG14Q+6x+B7AmCNPJPv/V6r58t7DHk0Vz5n92zuXJ//PZrXGh16P3r1egJ6xHS9IBndg15dq2P1WOjvE0A9gcy04+cjgnmPGdET+L4vfy1r9zcEQYxVSwfa30ZRFdPAzEp9uGczBeziDI0zwuYEOqff21vugbA5Wb3GqyEBMB0i/w94HUXkHyNF1SlSpN3nquqd1zq3C8X8JUw4udu9E+QTJoTtCcLmJGn0QYpGDiStwTAKY9pcHno4SDMW1R1o0Z5GjDx9HBFTFlS+jxMSPnNUzKo4mUKXcZr27/sfWRL7aM1S8IzfM+XeuX2Me+3c2nj7rmHfta9ZWof2sdY3z8Wf8/McXdfI0uHyfRZFb8y1c30Fwt7H2Mx7rc+mD6u3W8IlEgCdF6cRRBqLYVEeBGpzmJOVEKaAGLPyt00MX+OM6eTWUTdXTQLg5JD3onNNTT8iD0HKQfUYVb1DRH4cwGcgLTy7JrpwzH9z6z0K8weAzXbKZVI0+JCZsATfvoVuplxPVREG4j1pKalss1kyZH9s8Iyvs6ZBL5jerIsPjmGfXh/WDzO5HgNn6tXbB7X0YJlRXz0awUi9sUfQSI/YiuoJKX/9jfDdhAa+4Ov01zpiwJ6xj4TjIfel1/e+NnPUrmLg+zyZAmZRnM4tY+4LwYA51mu3d9DmxP369wGoSpPBOKa9i8hC+zfIx5OqVug21wkiiAHYnEwIQTDPESFcwRwmaJwLbzgGJc3/2pSCDm0A3CoiZ0hpM16/p/7ezi4OiWBzcqUwccPijfFL58UvTQ/U6gL1DVRs0gQFY9187Bk10DLjKYQhs7MP8dbtlOrGZJ6bGdz7oD15xr+mgfL5q9F2e4JkJMgOxbP9nHpMc8QA17TRkZZ/iDBYE5Ke1hizfx4jmG7U3v/eJwRGc1xr2yvv/R5ZTldjdYYgmHeZmUdBCGhcqcb87Vv1wiAEQbTyXUTUZAFMCJgRsTnZQuORWaIcCPsA9xORl9Dxc1T1OXagqq8TEds05g4AP6+qP389U7tQzF8kmXoTwStFEIQK+3gGzuThnsLkIzBtpCskQuejtd9AX4u188b4WVsqgiNjsF2GHdGMAaDr7OVxRh/qPuZxNbTGtK5Gs11j6GvwyIgx+3Neex/14zV6fzy61t48RmOuQWs94XCIpr9vTmvv6T7cf459q4D78QqJ+Sn83GPUoumnb9QYfB/+YTLGzk5j+xY1CEIEZmhTb9qGhX/geugqNP/bVfVxw37SxjVPAfCeSPmrfkJEPktVn3etc7tQzB8CTJvQOGiN6ZuWwBE+AIqg6AmJWqd1KHF0D38HPcbFGp6P8PHEjjwABdv3/fv2I3N+xKhGjKfH3Pz/Q30Avu/evNaY+75zvfvg63tm15uH98NMnWfk75e/R4fMcQTt9e6R7+sQ+KtXr8dsuaxx9g6Eb09ImG8qnY8N1MfUs3DvOK0cXYIgACWqR4J0nbdcHwBCTA7gtg8Age7vJmDeRWzClKJ+gkJsjG7v10aJ+R+lq49B2iTmzQAgIj+FlAL8kvkfQiJSMH4AraZfmHvFFNkJbBo/t7F6MWLhMDbyWn/vN9BqQ17bZ1rg0gRP9jQsYIn3j+hkE1bN70NM85FQuNp+Dq17KKPdB22MtOi19vsEHGvzozqjMXp9jCCxUftefX9un9DehKUFM88p8gcB5f94DssyG4tDPu38oj0AZKZsZAIgWd2kdHGdCGCSIgRMAKjmdkFLmDbXPxTePZzkWJj/awB8WN7I5w6kvSBest5knS4Y80cD+QCtU7cN65Ti+E31WuugtI19GKgdo2+uj7TpRBEnm/R41uALhoHYWWyMnhk+O5LXIAQ/xqHE19HXCNeud50x9rD2Q5ivb9urP7oXPW17NLY9h56l0LPyfHtv1TFT9v4h37+nEVy1Znn2LI9e4AFQYYxDmZopM4zQm7JziHVnWrpBP6XOLiJonQPH/fP3WhQ2VEu8CIAg0CiNdXFMEgDbIzB/Vf0tEflJpLTeOwC/C+A5663W6UIxfwCLqBzTIhYLs4I0+L6He6RYAq2PwIeFqtOC9zHYEYRgx1aHPzz+UFgAXCFNfor96Bg/rxF01DsezZmJj3uhrCNmWq5zMK9DtN+RD6PXv2/rhfOaYPORPvvG4fswEkDcV0+IrcFLa9QToHyNvh8fm29ROadzbN7B3nNK1zpRnzUEdGSljZ6txfsDbZw/B1aYQxeozl5bkGnfr2QmXy0HFCFw+HLsw0nkaLAPVPXrkDb4OQpdKOZvzJmZvWF8jP17nwDQFxK9+H+j3sfTo17opWlKa4zZ6vVM9nGf42Mjg35GWuI+Te1qGJWfo2/fOz86HvkmenVH8/TnRmOO7ttoXv4ZjgT82pz42uw3X6u3EvierF0z1/OL5Xh1L/cxhRRRVvpkvxbG/oHaR8AUtNH+RwrEFAQ75ysQEcSMJxXLPVao1voY+QAAFF+CWfkG/xRY6Ih0xFDPo9KFYv5AjgCgF62J8snxvz6e38hw/nSe2kv74i3WA+xhXEsts/2AF5onvUxem+6lcBgxM57LoVr+iHqC4Wr7WGt7qEbLv9faeAa7ZgHY/xHmvtCaLQpLpGGGjI+XZxja+RwqaEfXeLUWkhceXMaKwC62ME3v3o6igForaYb3Z13ZhBL/7/s2Js6Qa+z89hCsdw73BMAUfKBHhpKu4731JDie5n9supDMf62Ml4g3IaEl3CwdM9Rj2sKaBeC1tLGmUzVI/4E1kT05jt9j+pvOeDbGoTDBmuY8Yqi80GnU3mumXH4I81vT9tfmP4JVeM5rgtF+H2K1XDUebvWNQ7jbs+8+MKM2Bu6FGgutkVLgI3FGY42svHItzvm7fBdC+W/av5XvaP6L/+7W+EVdCfLJ2ntkRa21AOpEqjOY+5w26+t9rpYS8z+f3P/CMX8AmKbQde6wtsBafipDyfoYgjS5gHzitp4myR+YHV+hyJ19zMefm7AUDl7jLyZ6Hts7D7mO1/z2MdQew/CwAde1sXtMtHeto2sfMd/R7zWBMwUZwjVAXs2qrTZ/y2bCWax4dxDBNiSt0q8BiXkNxiTVfxSKcMjz6yjL01TXb0wimCbBKfYnqluzTvga1wRj7x5znU2Qxq/EdfxKZ+bW3CevA1izThZzRcXypyktzOIn2wsDLd9lqE7dRR/ZLxAyQH9U5i8Hpne4CXSxmL+0IZuj/Ds9eKcp67STsJ8R+Sybvo7P3Fk+all+rKwttSGiLf7rTfgeA/GaXI/5+2vpHV9LvZEfw7c7xKF56Jx7AmRRLzPshjEgM22fYVWqdjdrZexRaz/e9Lf3xrBnEwIlYywJi0gCCEi4+hr1rD2jtfvo70Wvrt0/H1XG43lLYGnV1bQP/vlf2YSFn4GJ4/DFWRqWC2gUhRcCgCBNzqCQLfbQN3yOQpewzzkgQX8lL7AM0ZSQzEdfj6kX29/T+ntlrVBoc4k09WTs8O1pYL7vOsb+lND7NEKma2Usvd8jy8f3uTa/NTgGQIPDe430pJOVlZl9ast95TqhxZ+BFANfGLv26wcS6LP5ikxjp3HYWvBzXHt2vsyefQ/aYeXA7od/Jj1IzocVM+Rk1tLJlPMvOL/GFAR3nC7htl1sLZjRM93RPecIoOY7DUipICgaSEjxM8ufF2+uJYa7VhJcMv/zQSILHN+YvGn49nva9KEha2cvWo/h+t9+kdWu82ExcfqGkcAwiMeX+w+HP7gRvLOPafdghV79HnPeB2lNoYYPrvXP5WuCy+OrDMXY722ozHwSXdTjj7UwlJgEx5aYcBDBWQ51KeNOSZPfTgFRKqOfVbENAWdwIZLO8Wux6B4Oaq0HB0c5S8Azbr5HvXfA/h/qHDa6QjAfa+wnWCbIm0Scj4WFWTpn0UU8Zu96emtuYgRk4iggwbSpyeDMEpAATAjQ0F6riJRzx03vcLRFXkeni8X80Tpoy7kmnQMxiylA86Yt8xxLm5LN80CtFFiGXyZYZsIU2vojpuZX5+4cU+exR3Pyffr59I753Gg1Z6+tZyprzH1Na20EWy9aZkAeWy/niZmz5titY3Pg1ayL/qWJcuE5sqBgRzBDOQBqZBDnnyEoaJIkDAxS8v6DxjexIpB7x574efln5a0DT+zDasbrrPL1goCzf3rq+odCGwJan1lAnGNV3PJzNkvArHm2CIyMN6ztz3EtdF41/5u6h6+IPElE/khEXikiT++UP1pEfkNE7hKRr7yatnvGTQ5citxh7N7CN62u/bd6xshGYZw9pjzS4Ht1JpGi9ZuDzffN52xlaa/f3jx4JSpr3QfNl+bWm3evrT8+mZZzPZlC097qLOYl1YHq/7ah/iW4pj7b8uysff69ndKObfaf69ifjctjGaXxcirwXHbLFLrzszqeJtcnkAQHX0OqVy0Cu0br08/ZW43+nfA+IP/e9v7W6hn1YEi+TmAMD1pfPhXJyHIcpVMJlKG3TeK4/C/iAjuOrKUnH/Lg+bh37J1NN03zF5EJwLMAPBHAbQBeLCIvUNU/oGr/BWkDg0++hrbLMeG1/LRsnBd+5P5LedHuB9q+Z5DMmMs4QfJKR45yCOUjZMfurHUzlh6D9TAO1/GZEXvamm/j+zfiOXFES6k/eGGb81lb3uY5lDwrhHf7ftjRyRpyn2nSUANGY225n5ghGC7n/xyJYwyXmTDDAiEkB+TZDGwnWgi4Ah3MurwecyTzPTYfQYKR6jvKiw1Tnh2zQNp7XK6brCXbftFbafxu8fky54G27yO8dlGLBeAXOJp/5Y6YkrfZmCeb0PUB2PEUKjToo5m8ANCoTToIrjMFwvXzPYkOMltLHHctJLiM9unRhwB4paq+CgBE5PlIKUsLA1fVNwF4k4g8+WrbrhHH6E+bQMu8l2Gbm43Loz/Qju14bbMUxjkXjJ00zDK264s/Ml6AM4J6etr/mtVh43OYYQ8z30esofr2XeZEZR57L8LAMd41Zu/7mwQ4i4nheweuMXXP0NNg6VxhvDaXaSmUJkljWVkTPZbrtEnGOqGYAqREYPX+RbR+A3/tLJTSfGuZjecF3STaTQXeWx08gmJG9dgP4AMSrB4LG+vDoB/rw/5zfqGe47k3FyPW4mtCt3a/X2D5bvn8X9dDgvML+9xM5v8QAK+l49sAfOix24rIFwL4QgC4ct93W0ToeJOvF7rZaOfug+EXcC1t8upvgjt6/+33KDZ+5NTrzYXLGCvmedjvNWa/74U2RubrGuO1c3a8nQRn87hfdoyuOXUbzVkqNLINoTDxGLWJwOH/1s4Y+MgR7OcQAztkWwa+6DczodK2cYzy/wRHsXN3QdRPCIKtCM5KKs3lQiabB4BGAJTxV5SX0V7Jppn3dkLr9XUyhZQbaKGUtLl/rMxDSaz0LAQAqvZvzN2nW0eBfShsNFCalyPDMJcO3yX17sih9tbBbfNuOM8BgHs+9NFqTlyg/eB5ty2gz/B7mvWczVyvkVi9XhhnqUMfoYXyedioNw/fX8887yUP83MAWq0QwAISYTJYw8jfP6+Nj/QnO2/arB1vp1qO7HoAACAASURBVFbDZbJomRE0U66NLAWe00YqQ7bkfmwZWF/WNwspdrRGTZE8Z24bwyuNk1BLP3X+bb9bE9yabkjv/lmEUdClVWT9byE4i3WDFQsdTe203U+Crs8+IbYESr8rSk7vPfcaeU8IMAM/2YQGfho5mO28QUm7qEXI+JXZDWSV+yjbNgaB5e+x30DeKGai90V0sT3k9ZLI4RbzO5tuJvO/DcBD6fjdcfielNfUVoqJ72L8SQPwmk8PK/cfwq7DnA3i6cXLz/mj5t9rNIJtuNyoJ7Caa9iDnXvmab+NemseFlFADtNf01ybBWwdBseQSQ/j7wkYhmf4GtP5paVTx2yhHLtUvuSe4zZ6DTrW877vdi7p/CSCMyxhMQ7/PJtr2+ZagyAoFtASgBJaWuoCjU+iwN8G9fGz6jznnhKytkbD6K5dbDZuSdchxYo7bVI9R/Sif0puoZXvgM/3fAKs5fOxnbMw22Pm9gGkCJjzRjeT+b8YwCNE5D0BvA5pJ/qnvhPaLqCfKUjRFkZMls9zrnwfleBX6fY09hEuP8c2KdvaR+UFErA/J4+HcuLAAjLarix+iqRpAi0T7/kJeqkPRnUtDr/9ZqpQ6vXHMIv/1szBOgXBhDF8xnmd+F760ExuY+26kA5tpdkbl/vuOZ2ZOW+ntm7Me0MbVavM3xcnfBkmonu4sPZoYZZfJNbD2rsaOGH/9p+tgzvOWscvQz8nmwmnu1Ruawh47J5l0oNim3K+L9miaPYH6Fzb9ZIIMJ0cb0P4Y9JNY/6quhORLwHwcwAmAN+vqi8XkS/O5c8WkQci7VZzLwBRRP4RgMeo6lt7bQ8Zt6RtHjBJPvYYOde70nEKWQSPr1vOybKM+/Fwz2g+/jfTYiWvSE0a1pwHDJs2YuiB49F7uHfRmrUyK+847TmxgVSPNVnD/Eu5CDC77Io0t3aRVvq/nQK2AM7mNlfLFAQhP+9yHaGjZTta7PuQ4aGeIKAptvMLtS33GdUtsorVumgd4u34PI9JBLNIYxH11geMhIFfVVwgsdJnq5SUuRL11nP0oBv2FTSLwaZQLd9Q67f7IwQAsTiSeaEkCwUPIbFwYIHDx4tgjs41XjcJLjX/HqnqCwG80J17Nv1+IxKkc1DbQ2lDMfE+2Zr/7V+OUTQPwzy97RB7MfBea/Hj+/O9cds5LGPijbzGPhHWXebmXtJFThssteuRH2AUlWNzmaQ6VENHwESv4S801sokmbFvc4x9w0SnKjSYsZnw8wzdjpkpbul5hCFjJKZFjNdj/w2kk3/3rALzC/i58BgsBPi8LQrje+iFFgvrXlqJel197b4XfTNSSHhv3ilIYdwMA3nIiTOA2r311oSfpz/n58p99ObM13MUovfvvNGFWuEr0r7MzKR72v4aozbiFMw9GuH5V/ZoHT3Hra+3b8xuLDlpgpxjhhlErx3HlXN7ANhMAbvsAGVmXQRA5x5szMFtDIy05uR09vOqGmojlEI77225J5XxWjuLKCrzp/cBlO+dtfEpJCskCRi0DgBk4afp9DZrslXA2jiyONc8BxIA/rpsbqH0hXK9Rs1zLZBTj4G1wm9e9IF8vlUSTCsH+lFua5Zyz3JgiPOUjr0FwOPxWCPm3BNIRpy9de/3c2TtXwYBFFfdj8h9AHwvgPdD0n4+T1V/41r7u1DM34gfrg9fm4IssHxgtDtWy/jtPyfh8sKGqZdsbW2+vQ/O5/g34iiWVJb+M7zCPgAfptijIIIrm76Q2DSpDIxpVOyeGaDH802TNy2+lw5gK2GpudI1+tQH1l+qt7yHQVCY9pQhFhMMxuStzLuV7bzd7ypwNMf5V+ZjwgFtcBB8cNpEgou1cHYmN87vhQ/Bfueopo627/MGBUkRLoGcvbag7GxuBQBr5eXdc3sL95y/t55Mi3ffr1dp2uX7xJvgnO7mZjvIOcbFeD0B4/+PhFBP6ToWiSwhxOug7wDws6r6aSJyAuBu19PZhWL+Alm8sL2Xw46BvgPLwjdHTHkNpuktWx/hlb3fo5BNwH2kpK0DKJh5L7cMY8Z+BekSLqpjAUsYYgkftNp0onFUzwISob57VpRn9sxEirYOdp7y/NtIKxOMvqwyZSVh0buPUuoE11eYBGdz716ghI/WZ1stJubvi4VzdJ9q6OnSwvCrhs1685bgJHVDFL9q2IfgcrSaJ/9e2nu9tnEO4CBY2pg95cCqgmCtj7XzHvv39Y+t8RsdA/MXkXsB+LsA/j4AqOopgNPr6fNiMX9pNY1e6Nom7MfaF0y3U5/J5+fxbf3xWvrlBX5JZrwxpNKOtdPJx8i3Gn7D7ImpVNy5TUtgmn/SoPtOypEWb4x5REtrpFPmTPyK/ed6kw9rXcIdbPn4+8i0nQTGW1s8HIizh3XG18VWR3X+IkcLoUimOLfCsRcumogFV7aMOhYGRw0lQUOCiASAX5ls5SYEggjOOpnwekrM6PpHkUGLlcAdH0D6XVcCc0SQ9W0hoX5lcO83E/OC0a5m10Iicmi0z/1E5CV0/Jy8RsnovQC8GcAPiMj7A/htAP9QVd9xrXO7cMyfw85ATPZKRxtYLtCqv5toHElpdTlxlZVz6CZrHm2/S2uhByU1pneHOXhm3mNyvIKUF0JxmOVZtMVeLXMJ7Nh1jtazjIv7SByvvVsUjEE2y5DOlplauKm3eJhZ2vHayt+epVFW/GqeVOkfQJTyvJPTeAmjWwjmHFvGajTHqjX7++EtKbMY/DX7a+itHaj3sAru2T2rOlZ+zhOlM5BWsKdG9aetiE6O74CzGMvCxDloybvTW9xl51kwcHnjwB2sEF4qYn1YtWclc64hK/P92wKyNT/bNZMs8w8N6HZVfdxK+QbABwH4UlX9LRH5DgBPB/C11zq1C8X8jVgA+A3PR5qBP7dISNaxIEbte9q+H7/bjjRTZgIex+c69ru3OIj/G1noYJPqIdg4LvEYMxUqaxeNLS6nmU9yxLYL4kaa/JL5oisEa5hnO2YKsVwyfmPuzT0IfH1SVhgDiVE3u23lttVnYJNWILqdwCyhGAedl3tF+XuycPOast0X+23PyyA2VkCAfG/damR7vmd2vZEX0DmNmKwBg4u2ITSWDjNb/x2ska+32CSerFBfPwmRuPheR74HP67/znrf63Go3fL1Oug2ALep6m/l459EYv7XTBeS+QNjs29fvWGduF7fY/ajPCi9MNEelbjzTt3KXEnjpHq9yJ6lA7Z/Pb2wQWY8vfh5r632QiW9Jg+gsTwYbzeIphdFNAU0i7V4Hik9RB+e8XmNejAQ/+/BPDEsNXVvMSy193aOdo/MV7DdVIuP/QhBgLN52U+9D3WuJlzP5tg4yMvzAcE9URe+BbsXUbx/o7O6GUsmbefWFCsAC7imQDBkzbT9BMxOivbGsXOs7PFYnD5ibX7XRHIczF9V3ygirxWRR6nqHwH4aByYyHJEF5L588Nl50/VXJZhYdy2l4jNfo80fv7zZT2T1c8TWEIoHKoJoKSDDiKLBT8xKjY5R3ztQxb98rgsGNZ3lupDLKZdl3THOerFNPqorZM1jaONZukZ7xSAQPuzbt2H1bOOPLM1q4Dhmh4TXbMkUrSN3a/U15WphQl5/MVK6NAKT6t7Nrf3cjsJMKOxPIrV0VgraNJKMPxWn0dVODgwIAZa0GcPxuChkBzEJkSsXS+Ml4Mpyjix3dh9n2Dg76ekc4goSei8ksbQrPkCRt/ZaKzefsTHIjkS88/0pQB+OEf6vArA515PZxeK+QuWGjjgtYV++Cabor2XcN/mE34sz/C7/z3DYmYblukamFkXLL8zB8/w1rQyhmd4DH893La5tyKIeRLb0GLzxuz5OlhwzBHwFnNySJuwrmP462ILoLEEYoV8rB8rZ3SEBUS6tuX1J61eSzkLCxMsI+pp/gw3JedtvS4viJZhrwSNUVSVj77qaerb0K7u3eQLLyuqdblqPELLAr+Y2/qEfF6RWXOmsm+AqRfnb3S62Oi9LgZLddPx2loBrwge09lbZnWkncFU9fcArPkFroouFPOH9JKztYlYvOO199sT+wx6dXsfQTuHZdsR4w+d8rW4fL8yl5msx/Cn0Maab928ejHRDNfAfjomn7TQihen/nL9WDV6ZvYGmfQidAo2HvoROsyIlzel1bitWvL5LsvSpbX1ROr/0EkwG0TKvrrmPLZImZGFEbMfgZ9P04dRXF4vkPYrCIL2eeTFYby+ot4jwughwBxrDqSkJa0vTMvKR4RSLqbOs/LK0wos45k073Vd4v876w24L8OIZheVNFL41oTLMUhEMG2P6EA+Il0s5p+Jw8UAg376L2UPVpnQh3lGcE2P+e9blAJgoeH1VuTa+TUyTJ41faaKu9MG5XMrDE2zNIpa749p8IAxgCX+X6Gyqk1XTNxrsdJAP9y+wC9zOrewEGI6NiesMVRj2HYPyrFp/XR/CjKDvAgKtb3h3laHebBNVwRtOGX59kMRBqPEdsxAvbXBVoZda+0HCxoxzuqQrnXtHeG9gm2NgEWFFUdxJKFrzH1ePism06qvxhHL3xZb3iwAxn6ENjUEp4hg6oV0j0JVr4kEkCPvCXwsuqDMX1BfjrFG7qkkogqy0PbbvvsCAGjjiRfjd7T9SaTrrPWWAJf1skQy4/fMxPaLtfkZ2UpSvpTJj5+ZcSBG1Gj3pNnXe1EZ3ayKK9OUceq2T4+rp/khz5muK1QGb3O1W1mYFNK+zWn/gKzJkzbvGZYtdrK6QRLrmCDQAW9I+eDr+DbHwmsFtS/XxwRBiEtfhN/qkoVa8aOgvf8WAhq1ZW5taodWuSjpMaa6YGwSFEiH9xwgA6lxBrMT2J6Nf++ZfCSTwT4eermLhMYc64Iz/o56ix9PdzOmEJrVwTUHV91MZm1NzzHoMrfPOaOeoxXYE2q5wuzt96F1R9SDeIC+NtUL02R8mM/ZKtLaH8rHauGWvdjw1MdSs2wcsJkBW2x841MISw23dz3eyelDMLk/1tADQTIB0t3mh5kvIA3zNabuGbL5ATyjby2Xej4qEDRBNTanmQRImkgSKiLL6zfYieGe7dQKBE9NHxRWyiuNDYJL82VFwZh0FaLe0W/1ihWwSEmBEi7K1kFzH03YYJkEzjPsETRjyhbH4hcnMPXv2xnTX9Pk2TKoDuNjxvlf5vM/d8QvGgsBW0zVi+MHsFgw4v/vsx48Vunrrr0nHuoZhvkxTyDNnzX+6mTtw0HGDL3Wz0x/eW21nh9/FD7p2wItlt4wdj/HzGSZUVt91sDZGiiCFe05dddqMA+ae9n+L3XyuTmPX8esVkI0KCynLWDLwgRCvUYsiC0hH/FUYRA0PoHE3OldprBTWydQhMBUI4nqmG1COsu0yu+Xh+fSOa84tAqSFwAjBaqrnHWEhO9rFMzRjtFaA6kejk4il7DPuSBBDQ1bhHeSKTn7uEaiNQuBy0eafyMgOkwSQNep23xAsjz2ZJrcAiaSChWYs8+mGr2TV1ot3uP1qU3rqDTqhWvWeVXn7kSaJzN6w9ZZawYqEwUS4y2OV9LgU70Ks7BQKH3m41m1MGwuN82dHbvWl8E7Ns+5ZABN11P6ormJVmEWBM32inaNi2tGhXlE7F21Z5evc+5YAKjQkd8dzTN3u1lBzGlMm9BL9dskqzE7hSfyNQC4a5eeyZQhI5/W28ZiyNMLgEOtcKNFZFBE48NgqmPXb78H+Xhf4FFIcOnwPQ8k0r5YizSvsb/o6noiAvxLX847eIahHq8dc9nZbAna0rnFsvzeHGTJgNtySkhGTJ2thgbeIWqvoZ03WwnGjJh5eecrQNrv4JpMczZm384FpT8WiAazGN7vrz1mqIZhDdPcLW0HK7cL4cRRQrkfb0lMoYWQ+Pr8tfNiKp4XY/QslH3itfY5tYzHIq9mul+2g1WrwVdGHJ0yxM7g2mcejd5fhDoNXq3L3wFr62vae++3J7YuZ4wFx6g/9gUei+R4K3yPTheK+RutQTLmUOI6vPrP5//oObL2HTdlrLSFZew+5+BZ1M+wjdeUPLZvVkAvMsJ+tukc0OS2sbHWVsXW+fRhCzvPGj6Th3r8LSsQlIAsl/SftXO2DJbQlbT1rVyX8JG1V5Uyrlk9vq4PcfTXZffKLAnru1ybb+S66UFDqQ8pWH+PzGdiUUcsKGIgZhmkKU/zbcODz+ZYUkXUfRWWY/aEttVtrOtYF3+xIga0YaEengXalcA9moKkaDD3XXhNv/c99GCi6yK53MnrXJBgD97uTEEzR3v5/Udte8T+BCN27JZ6soRpSv3cB+fNXzhxHWRTxnHmNE9zG0IDw9S+ahIvY/wWDQK09XsLoVibBxJ8wbAOU08YGNOuzLMy2sW3RPWCtg7dVljmvlGFokChrj9mxlNIIoO1aauuaKEmJSHS6NB03XNm4kxTaV8viH0WBjEZRNW2FZQ0zkhMz96hu+Y5wW8EBVlo7LbJXZQFV4YBbSvM1K/kdNSR/EZK5Shpor1FwNeWEgYufWxrWr4dT0FKmKhfjbtomx/eSaO51J8jpa3nfzgKySXmf+7IQzAcVdCts4exH6L9e7hlb3w+aWRNX8TYfZmHBdK4bs4rcE5xKOY6i429y/Usf/s4efvdWwhldXqaMOP0TVtpyxjLZ8YuaLX+iTRaQfVrFGuB4BPuqzB9LI+jahnHygxuUjuBVjtmi4GJ4abSh7YWTtS2rUhraVSorbYJfkFYqBFTHEZb+/B9GYxSo3oMBvKpM6aSMwmFyXsq/eWBjKF7GMjvtWvjzlGb7Lt2/hBiPxtbH03Z4Fu+PpKj7eR1bLq4zN+Z6vYy9LR8W2m4pt0b+fwmTPVDSSa1xU2P8G2gbyFsnSbRy9fD9fxCtdKvg3U4vcAoKsfX5zqs4TJMwVaAZ9YG4yysAmnr87Wqa8sMeKLfQSpTNiZvz6WxSrKlUhZ8Zcbux/c4vdRplrntI389xXGc8+5PdN2TOOEorTDxfgqg+lfmuPQr8TX4CB3Gy2Ox6GodWw1uUUKLhXkh+aM4I+wi3QMJkXbOfUhy6ZBthYT/Tnv+Ak9NJB9Fp9lc56it1XCdJIJLzP88kEgyB09z7nnG9w3X5xTP5WXrbPJuxC9bd0/gAfP0idl6VoExfr9YxtNY+0/H/MIPNXmRRYSOFw4LKIeYvjEiY6A9aKcnN43JMd7f0+jTdaX/m0CwiNsVzASrtywmQVpqLwJVLTA58wE7t/HPgn5HVMbfuycFUyfsHMgQETHySMLQBIA9GoN32LHcXB/5HoKmRYDVyVxx/mK9leiAliFzaGhzvdL+sERxZxxREy3ZnFBaiFYZAICpJPczX0EVDH4Lx7XAijUnsSeDiRbnickzRMTlR/b3AiIIJ+eTzZ7PWd1AmoJgKqtO2xdnlNXP44RrcNCI6Y9COYcYf0dohPxyjsI8y9jg8la4+Lw3NdKn1mMBwMyNmVFlqrSyNi5z4BStfKAV9yAhEzq+JFDf1qfX6EUEE2vDZXxByBFNEVISYqrBQXShntkzJTimhgezILHrYSvCrnvOC6DWXIlWl8NFg3NI1Mif1mIyP4MJgSZBnM2t9xCCLuAfzyQt2sdj+qaYFGsySLM3QGOlFIlHTFzXMXYvGNbCQe3Y7+DVY/LN+OX7W1fWrp0uYZ9zRZ6Zz6Txe/IaB2OSvTqlbgmDM+illqVNspfnGePvOWybeXWYfqrfmvCswfssmLWv9riXJpkXJQEAr1YNYmG0bVQOt/XMEGixe2ubu26wdaBlXCyQjCH5zyvChGs+1uVzCtImO7M+uJ5TvDHlaCLJfUckoWJKMVsUVWgC6q6Hb7FlpGe/BV8rQNZQvlccSspWhEmXKVtHDcOnVdg2aHr22bKF4M5dbKKl0v+lEGlW1Lr7yPWa3E4BONux43gJu/rvrff7EGx+qKDxtqLS1jkENrpqEkCmg7ZxfKfThWL+IssNI4A2lJOdTb2XzL8cPWsAaLHVolU7fJ/Px6jdjdO9o3jrykfEidVKauPATjwSNBTt45ls0WRpkVKZP2mlFokjLkbd5jIKcWRBwczGxqq5eVqSYNEvgg3PiRiyCaU0B2qsVWAJM7oGxqrtDOqxQmPsVdBJERKBLAlF/V3if7Rzj7UKBaW5GlTEeL/dS0s4ZzULpISaZ2enusT2Xe4gICkorKz4dQPbSXDXrgqtWZMP4MyZDGaZ8uIuXgNQ6vB88jj2HY2Sv42igzz1vm9vHfQWm/XGOgYJ5DLa5zwSb6q+GzBxppHT17+Y3mFk+L7RyGHGZEJjjrpIDMWCIR0v58p4b4WWloKHo31GMfhAx/EaWvgFwML5aGU9y1tQmdwIavLwi9fkeXP51LbOjeEF/+mpEIOnQvdIEgOnk9ZmcS2kcfv2RgYReQug+EjyPbAWNSa//mZfAVtSQpcRkYSyWQoseDmJ23YSIKY006yosB/A7wHN72yzL0AELCNoKDcWi4UAHCps+wBY/whL7X4twq5nJXDQBlvy+3wJNzSxmwDhEva5+aSKBbxjLxln6Tw0DGzthelp5jFqcYD1ongY//dwzzhnP6gOY7W+z1bTX/bDzNJppisCgROrMfP0GveagGINP42f+E/DPDt9lGI1uCsdmqDQDMekujX+n30CgcqVzicmWn0AFc5JkkmkfSY2t+WOZ8twT6BeLzu3FyuJHcMV688uW5cCy8qD1ElHt3Vluy5jmZvHyGv/Z2XHxLqBSxECJdGazRRle0if7tn2BQ4klGwR3JqV3cyt8z1y3bXvuScMbtwevpdx/ueKetEFPZPQiFcf7ut3iafX39XRW8/xoq2yIGYKy+ifRjtrNf4mvDNrGT1t3/fFZIy8/B58C0VLXKRCoHw6g/F8bHgDIVn/+ePchpxfxy0gs7rWNgBgxYodu4mh57nR9273z/MVKQxZEXK9qOnYhAnfAyNz+oZ8M0z5rStkzTm7dDRDqrAyRsvC1O5dQZ2ov+Jj0bp4rCeAGZ6LUJxsmBkCttlM2W7SOYHPHOMMslw7ku5Le8wOYE713COv7IxW4q6lgRhF//g9ew9ZlX8sEhGE7fHYrIhMAF4C4HWq+onX09eFZP5Ga9o8v2A9S2CtD0/dRG0Drb63oMuYCEcuBNKWvXN0CssyO2/kGQXH46sCtqCKc9VM0o9Csfh0Y/z+GiqjXs6p1pHu72LBuLIJcJBMZc5NX2hxdLZEBJYbya0XIKGRbnmy0lQof74JvALDtP376186pFurxvowIWKWiIWtTrQYrV3chbLPQF1bQWUdfmtCxefyZzKhYDmfoi7hk0UGUGf29HwApe1VOFW9YjZyBPfycFn7a1kYdhSSo2P+/xDAKwDc63o7ulDMP4gsUjKPcMY1p5IXDKWtjEM3mRnPGc9uoBaHe/s+zHHLG56j08ciH4+L9AEqM/YCgMvKuJb0zIW99KyDqWHgNA/klbfSYuaeobeYfVvHtHDP0Oy89VMYeDu1nKhgOecqsNpzzRhC2rbUvjyx0NEMgZTQ+Cq3m+tK7bIDmUJQrT8TQ7ZOAUiM3s4r9RG0CoASaosWJrK6aQ7tXs5Bkg+AqT5TLVFJNh8O+1xdDIhOnQAgkp8AS0vca/9rjmBPPZinB+2M/AJHIzke7CMi7w7gyQC+GcCXX29/F4r5M3loxzNyC+n0L5dPQgXUPCJlURa1MQ1nseCmM582DK0KhBrhg1bAuJw8I0HQi+ThDJLNhiiyFABW3zN81vKjLvPOpOtIDFkUJTrH4/ds3XiG1cyB5lhgFEntWTAEqULB4uvNMrCQz4SJV0vByvxYvfG9I5gvXFHnBiS/QREKvI7ALId6emFN2P1LTZdadTcJG1kA1hfDctBax/rhsE3O54SgiJQrCFPts+4PnM5ZBFA6SE+vpIimik0W2oCSE2jWqkCdkqYygnq64dUD7b5nzd+1iwvf3w3J7QMcusL3fiLyEjp+jqo+x9X5FwC+GsA9jzGvC8f892F9rNH3XqCDVthyyCb5AXrRLaN4/XLsti2sZe3/1FdbpxdFs4i3Nw3RWQMM+dh5xvP5LnC/o9c8SMvkvKAgflAEhHYWAdkRM8pA81863quQ0Nwv1+B4fYaEmGmyFtk6bwWBtkzsXXNEdTTbtQGVmRvUw+sW2CJrrBpVJyRdPiIbhzaMWe48lrBvvv+23zDj/6m+YDu160N6++e218zt6XyQBuqpIcf1uqPYupQlpr9P69+nuXsBwDmCbiT+L3LwIq/bVfVxK/18IoA3qepvi8hHHWNuF475A0sMsVe29rJ5c7SLmZopS7gqaDGS19J7vxcfAGnZaROW5RxZ4y9M2bZSdIzfmMEUOowebZrjfcRTETcv1saZsRkzNMtASUtOzEyGq3zrJuPOUesa2HNi1mA4P8NE3qLxQpmxftbszQroae1C/U4CzKBQVdCcrbKNJ236Z7svUx68gY/onbD5tQvXlrnty7vJGv9EG84Tk/eWAd+rGfU5cIpn/nZM+/dWStlPmHwCHKRgY46ic/w5TrHCawX2rRu44b4AOVp6h8cD+CQR+QQAtwC4l4g8T1U/61o7vFDMX6SP1/scI2sCoWce+t2Senvv9kI7TSCwVs8RP5zZsDpV2757vgJfh1foeuiGM1zWXbXy/aK5jiKEAI9fuz5kiTX3kC9m9iN8nplLnLUKjtymaMWoTl6ed9QUzGltDL83ZrcUNDX/vTS4dct42HkbqIxhEbtupTK7KfY+WWRR6qc6fyGpzDuXGYNnEkGzcY33oZT8RHkOxeqgBWBGs3u3ZtVGmPuVv5b8ja+5F//fQGzGiClbaM8i99TzEfDv0ffa+55vJB0jvYOqfg2ArwGArPl/5fUwfuCCMX/V8Ut0iOm3cPLmF9rDOn4xVVms0wgFoO82rJQ2Mrd+lkKmt3kI0I/eYFzfSKS1AkbfwGjx1z6mb3UY1vD1lbiQDcFaZLtQCqXedqpWgQmL5gMvmnmuo+gKzuQ/3QAAIABJREFUsDIfat8IK4LAuC4Ta/0GBZX74QWFOsgM7b0zmKhEeAmaiCS+J7xrQMn3D4PYxtda0MQyBuV3cmGeKcsnz7iuC/CpsO2dHu2i1VvcOCK2PrrlA4vA/z5Um++1PQaJCMI5Te9wU1cfiMiTROSPROSVIvL0TrmIyHfm8peKyAdR2Z+LyMtE5Peco2QvXc3DXcP/gdYBOyJzerV4qGAb2hw+C8gna7YVOmg1ObYqDO7p+Zb89KoG2TLshonR3IXGD0D5S33XPDdTqAKF61hcfnNOCArK5/hTThBRvf5SP2vzAoO46u8N/bZ5iGr6I6HUQlRmDUmpG8hhygvRjPg5NWyxjEGCguAhtlQMKlFuh3r/S66gZo4VquIUHbRkoPzn6+wtBkvPRbqJ9fw1jtac8DFHqPE3wxZv1JTCZG3r0d75fRY5H/e+V7agR7SI3DumAJjC3r+rIVV90fXG+AM3UfPPixWeBeCJAG4D8GIReYGq/gFV+3gAj8h/HwrgX+X/Rv+tqt5++JhLxw8wzs/DNCprVuUO6kyScc1QYRb7MDjHP/cH1A+ck7R5x+/ow/Taqn+/et+eMSXuy0M0Hs9nTd+YVS+EU8iBasKlB+vs++aMsfukXKqJ0W9Mq+2QCYNygHrcDKsx5eqRfAe1JmbjeaQ513XB/poEtrFLPRkhjTXAVo4JAnMOA+09jSYwyBfAYaTmAOZ+RFq/zVzgq2pd9NJy9GiOrVUZZAk9eVjMILoSkdWYmKmfubEc+knirK86F12c8zj+FGpq556gGOX8OSoJLlf4duhDALxSVV8FACLyfABPAcDM/ykAfkgTEPqbInIfEXmQqr7hegZek/D2UnBIp70UJ1MA5zspbTLjH6WDNadY1dBrPU58ZTi/N2k5z76N7dM4GDHT7zJ4V26aKJPXdpnheyzfmL7V8ytYWdPl456WvA1oYC6eFy9usnFFU64cySeiJsYadEaZlaaPvyxTkJCYO0Ip0zDlOtrUsXJISFaBXVvz7JdbLgLVAWus0FqYb4OfLwtF9gWUc4yrW6ehjTwKauZaGwGUrAjzI1T/j91DVTTrOALa/QDahVwA56/2G7+k91gbwchU3vXs5C0ZWaWuL+B0EPY9nboEcvuEgB1z2SiUsyc8ensBXDtdpnTu0UMAvJaOb0Or1Y/qPATAG5C+qZ+XlEbyezoxsQAAEflCAF8IAPd+wIMbKe/j9dfSxs5ZHfP57/fl4S9ML0M8nGXT17HxAnHHEr3jNlQ3S8D2ZWWyj32iMMPlfVlq2fyxM1MHWk2S+0j/l8LBsGt/vubG6QgUdy/4XrIGG6AwVlw09zhDJOTfO0ACVALEGLyVzactc5cAaCsoICEx/LhLfcQdNGyqIMl3xoQAwysFLoIMhQFQFxcpUBy9Hv6xexMhVcun+xGoLZ+3zKHma7IePfRj2L9qFWIlD1AeLM7ts5hz+Gg9j3y+78jvES/8snUskc75umk+9f9aWhZm3N6he0OiefaQhMvNXHrUexL+6a/Vebyqvl5EHgDg34vIH6rqLy8qJ6HwHAB4yCPfb/F29V6ONS2iOe9mZ0LB5zf3GT175GOjt24Oo5W93SRtLmxzCd2sjS+OwWec2lTYTKqeUef6+ZhXwjLjD5Kyanp4pDcXP8+gc9LSlbR0JS1NY2H2ABrGbwIhccBYL0Lnpg0AaNiUcxJ35b8JEBMaZnmksVrJWCwTtOsrgFYjtvtjEUP2nhWtPd/nmUJDl1lF2yR2dv/s/ttz2pmlRrmARgvqrJ/tBIRIqSAsbHhhFUjpyDtqSxSQUkhqqHH/HuZhKMxyWfVy/Yxo5AvgtqNQ0WPj/QAuNf8O3QbgoXT87gBef2gdVbX/bxKRn0aCkRbMf0SHPuSeP8CSp6VVjS1TLv2Txt/Dzj3O30QQUZ3anyzPrUA+zGx6Tr21S1/koVFz5LVjpf9SIna8xprmKKWP0lfoxe/7NQC6VAWQNHwgMfbCjHuksXQmhkzrnIUFLYQwbygLDSDjIVPbH1kS1Qogq4KhpVxHwrQQDL3rMmZfI45aHLxnwTULwqRdRMXCWvkcqhVVVgK7fnuRUXW1eSjJ39otIBNmdTZHetertVCvhYRgExYrCfZ0oaWc8RPo5+Zv7onz5fm69i3fcTovIJ8bEvIpAgmX0T6eXgzgESLyniJyAuAzALzA1XkBgM/JUT8fBuAtqvoGEbm7iNwTAETk7gA+FsDvX83gI8Z/qNYPkCMXS6eVUY/xG7WbXLQMeS3aore3rodjerCOZAYeBCX+X1wfzNTbXDVoIn14NyugarB8HR7asT8p51prw0faFGiG8HfRmLTxrOVL3KX/pvXHmTyita79CfcXyV3JgoStiupdrX3x3GxOzgKpZWMoowy9qIHm3vrzI9+SRWMJPZM1YqVAs2/AWygMty9WsjtG7X9bRNNaWx/x5tv2FCBgrP0fGsTRcw7fMFgoTPv/bgLdNM1fVXci8iUAfg7ABOD7VfXlIvLFufzZAF4I4BMAvBLAXwP43Nz83QD8dGYuGwA/oqo/e61zOfTBL9InhP6L6WktVK63oKWn3XNon503prm2D65RIxzoHMf/c9riAvWsUHHm5vkPI4Homnxs+GINgUXa2Bydpl216gzfNP8rTKNhU/tz7c1qaKwHz7zT7OpYGquGzPfWWQzsZwBI60ZrNvlnZtkz0z2yasmBzdFRzQpiNpWISoQQ3XN02tul5Skt9gtm4iifUay++ap8ds/tlAMWIq14N3grpJXFvbUpFihhc76auP+173ktdcTxBYAAl7DPklT1hUgMns89m34rgH/QafcqAO9/reMyhugdv2srAoFq/vJSdDvP1Av7rBCID+9E01eqS+1oDE7mJtIRSNYnL0paeZ8bNMI7YqlezH+8v6tFpwi1T31mYYAlfl9XndL8Ovh9wehNOzfnrDF6ESDODSOvF+I0fjpfx8yauTmAXTmkBmQuICabk4SktZmFoDNE2j7KvMxpDAAyVe08+w04CECgC6vQC4AAlH0GOBUEk5cNE2E8vOGLiJZ3Kmp1rJv1mBh3Z/c54QVe0oVsUlm6qhnJuXsWtdm6tNzWfD1xcf3jqDwfocPRej1GvvZt3xASXO7hey5I+pig/d73UphD1+9LWtpIZfqjaCAr8ybtGrFzl1dhjsKHPQSU+ujX6XXR0/p5cRbQOnK57959s74Y+m7gEIJPKpNHy4xLXcPn68wX1gEAmPDwfoES4bOnbtxBLMJH2rGK1QAsvaXNdc0ZS6tRSMmZXB3FFqqqxHCh1WFeIn0kCdVdB+7gVBA+MmiUAqIIlKzxqyzxfwsBtfxQEwR+/19+h21q5R3I6wLY0TsFayvlEc45rNSnk679tnsKDwMwgiyEwBr5cG77f1SBIAJsTo7X3xHpYjH/TPuYvA8H9UnagMrUPRwDrDP1Xln5aEggjHD+AvPkqIsmvJCaMH7rI3HKGNT/CGPmcu7Dfqsr5zrZD5nO0UTFGDgx4aLpA32mn8+XCB47FTZJe++14z65fOQo5nKNqb2NG+qnIiSslOt3f2dYytp6QWOCwWnp1cKsDB0goSttLqDartY3WCgMng1DPjC/N3XnHbKs5QMYpnFYo3Z9Q3YiW1ZR1kgoEqj3jQHrkXo9Zu7XB7D1MFIKr5fkMs7/nJCuS/bTXSw5/JuXZxqncOB9eUe0wCMFZUFM2rKR+jNMVFEjK/gStMI9Pl+PMZAm0sdr8J3r4HDOXugfpyVo+6pMv4fvl/aZ2Rfc20fMxF2CUgzs7zD/XpSN76dQD+oJG2DOzBw7wLRM+zDnXf09siSAvnVgDD9DRV5ApSW3UyOpm/UH+d5IrssKwEwCIJ1r4bayu1iB3KoFAGTM3KaRJ2T9Gsxjcf7+HO8NoNqu8E3WqxZtPeX9z7fFCTGg7qNQM9QuQzzLWgL3zvvV3Gtx/va7V3dtP4AbuZnLzXLo7qOLxfwd7VvWXcp7UQ0G74R20ZelcWjSNEStTi/r2w3HGTp7EQ5+MdeIwRdNm88Nrn+k7Qe0mrz1wczeNMueVdFo+9ExYh8uadoxMdAhNQuz4pIhMwNn5h4jgF0ddyboJqI5D2SGHEgz9+OOoCml/J75dxlHQ5XOfGsHDu16D+2+5ilqC7eVFdFwkZcHkD3TSMcW3eMViTO6zp5zFmAmnRUnpG/obLf0FQCogmMgEGYSVt7f0IN1DknXMGrj+z4eySXzP6/EL4x3/Fr5FJbOLKZJaurfHjE+avX68I+ls13CP2XFJY1jDrkepp7aDjRxWWL9rQXRavM9pahx2HbGWJCtlAWI4REkkiEd1pwb4hDNwvytXgSm9CrLvKO4e2Lus3P+Fo2b+y+gddu3kd20GOtvmw8LpJ4AYz9FnKsFgCxsSLAECYgqCwGe9vOtEJCP/AmqzXaZQMtMC2RIxEeTJOzf+mYoKkhy2No7vEwjXt9fj837LR+ZcYc82Zkmapsh8S5fI6vgUNq3yOvQBWTXQpewzzmitQdv+F/jF8gvtE+pbGX1xRxv08jmMo/pyW+3aOd4rr30zECr9XuYphEKIAzfCYImGZvVp7YFY2bmRf2ronXm2upaWylbol/MFRkqlm9ROuZoHcE5u1P48DnZnZZ+RaqAkDgnzcsYrsEjFucvutDMxI+dU0U01oSECiMJMX0noMRSRVCfSTgVSVIgLA47tYVBPahEJJ0LUi2BqFUAiAh2HHnlLM4ItijSRvFAko8Mu6fZVVgIE0p6ErMQbMtHTvM8ouBeNh/Xb8SLvdryw9I8+yyea5r8DVvcZSTh0uF7XulqFnesxfIzrcX1F0dxFjTVhF/2fXA0UGbTdV/WFoap9fKHn62LyselgXFazHb/+AshEyl6B6hatWe+Vsb/gcbRWjtOzLcwUUZbirAwn4GirubNF22aN5+zMbyhYYLCBIdZJZb2YY7QbGkgkBAIIAExullufQFdZ2MFEBlzVTjMXwQTdCEAgJaJ9/hlD0oRQd0CUjSv9KXbo/12y7z+Us5b2gdm2nPUkndolMEz9TMuW9TdE7jB/3197/g9KgkuQz3PE41y+ADLBSBAH/PnfXp5k/XReKsrdqVGPfj1A6M2TJy1Mc1nqfmXfkDO2aKte0y24sGpXn9shnuMt48zY2bGP4i7b44Lg46tY7SpU+cs81nun6JwzOKwufjxqN+yMIzhoszoGavn/mRO6wg0f0JFKJQw0P7agXKu3JepXo+gQl8IJf1zCQMFcpSO5ibanPc+ACD5AdqV2mlmhsezC8IYvRcWHBaaOuGyDGXSkgzfFiHF9lv95baQy9j+HnnYqOfQ5f9Ma7H/1ueNIVlYqeeFLiTzHxGbjT7jJ9Ay+V4K5+VOXUuyBSv8rhXYKALbTcU2Df838jzYv68MvYy8vENGTueN8Rd4AYpNEPS6NYZfUisThFMnk0njEs/3x0WLdrCOMXjrc4Hfa5vUrSwSy5BTcK+6CQoON+Vwzl5Ct8LQK4Tk5yUwmIkgIo0VyrL+Tfioe8/MUQwgSEj3FVWwz1oX4hVrDe22iD1hXgeWvGAsCYGzbFEI6nPnTeLZmKr9tQzcotKCoCxCTPWqJboNNbmb9WHXk25TxfijwUwBZV/hurNZ61Mwsvj+njCwumwJrEX+HJUElw7f80Y9rG+xinDAKNeydPaOLR30ll4+kAAwrX80dokCylh/RE0LnT4UHm+JYqyR4f9tqGYVBvscuyWlslcXiyO0avzd/Dcc5WLwSi82X2PSkkd98ZjuXInH9w5j75jthXMSbo9sEaR+QHPtM3CeBoTm6AVRGT8JFV5EVsJjpWrp5b0pC8PqBjGKZZw/y0xvGbSLtMxPsIR/PNUAhBWL1zP4Aiuuh3xymzVo6Hqx+neO0/c4id1E5KEAfgjAA5E+8eeo6ndcT58XlvkDdUXgvod+CPZu2Tt9m2ZhSeJAXWjHVuzyZjGLhV0g51sZp87BNP41Z28z58G1eOzfxjCYgPtVyCI9Q0m3QDh8N4IH6GLkTXROYzmswEbM2Pm4jEMOZ2PaLAiAZdsOXFTSRjBEZG25TWbkRQj4MXjezVx0Kdgo/NN26wJaxshQX1IAcvpsun3RTApUPw+vA7B9gG0s/6yD1rh/v4AQgNvrlyAhEZy5BWM18Im1/T6j753n1bxGo/j+RX9U7tvcENz/OLDPDsBXqOrv5KSWvy0i/97tfHhVdLGYv/Qje4DBCsH8zHrx/ezUCpLylISS3pnwSfTDOueYIKTtJGQm174XoZ7SbnbBIZ698L2FBULtgKwFSr2O0es+EiQF2mfIx+ow5DPS0Pk/0DpzrS1DUU3Zsk9hJ7FPExCyMKLzQiGmiwVfMRa4pgnD7M09bOrYACCBksplVV1jDUENqBYGUK0KZL5suYJyX+UyFUm7F2kEQHme9i5IuxYgpVOonZREgbEKAAsEKLcrt/UMlwWAp7rwS0pv9l6zs5dDRM/mNlKobvHIpiya/D9Gx1qNe7IJNxYGkgA5QrRP3r3wDfn320TkFUgbW10y/4NI+8u6jfzvSQSnc8Qk9YVlahZyaXszK46fhAgncqttFKGzQ9di2qbRD1m0zbn+NqFkShbHh/csAY/n974p5sfs3BVi8iWEEmjhmZ4QWIsKKheOZbuR9h9JcPgyfxFWZyYvJbefs+Ye0GF1bk4eujI/gRcaFi7KD4ra2roEg8vY2R16TlKtW0uyHwBAk3rDkzl8zULwPgKBhZRmZi81V1BE6likA5vIMhQzdM4t5lMszdYnwEJhHmA/vUVc+9I99xS+G5HaAUDWxA7S/O8nIi+h4+es7E74cAAfCOC3rmdqF4v5Ex0c3mkOXuKYXutv6u/ptgsH5e/fnL2eeIh9CJR99AI0jD/kE2Ze+/TNdX7L314wNKSOgXvG7zV2Ie3a2g3gna6PoAfFNCt7KzNvnKo0zyaqpwm99H0HYJ5LQE6xCMhSUL42osJ8peK9ZRzvb+j5HzSh994XIggkHOs/humKQLCrGMhScRIiCfTapvoHpMH+m61MQ5vzv0e816/BPGcDJrudkhXdc/AarTH4Q8nn+bFzx2b+Ajk01PN2VX3c3v5E7gHg3wL4R6r61uuZ24Vl/kD70L3JZxo7M/ptkJLLp41rrnDQrO0WjBbmudzkpYZ48nL3lDW0MgLGV60dv589S8FgH2P8af5J4eR59JKxAWhSO/cgHwADmKfPCMu5GGGQQNOGUyT7tr2+TTAYE45z6aMnMPxYMm3b3/NZPWfzKBeXGXyjxWsRWBJTzH8vyZvYtIvjO9ZzBrRwPiHylSTHsroHkAUBUhSQvbNcZQoCyRYuR+5YWVSUHD4AilIg5Xzey1ctp1Cu5ywAIK/4RRUAXsufcrTOnL8dLisrex2ztbBP8wPMqs1m72XtAPqRPT6ix86tWQOj5G9HIcHRon1EZIvE+H9YVX/qevu7WMxfsGDyvWRQdmyM25i8reA1rafr4D3g3eEXzKdvqHXSf4N8GKkwvL/ndBuR5o4M3+VFXQKnOXbgrVWLg5lipsUqWTrfxOyTQ1jRZ94AmpDLFGPfET7NXNgSSeGXujtLS+3nM2gRHHelPnBGF4wqkMIEyTh+gWWa+SH1GWNKgza1id7K5u8laqedr0pnNTMLmoh2xXIRMml7yDa9cpUViYlXCAioFoLduoj2vSrDZ4vAvxdWNtL0U1K45SIwIDNxRdmgxWg7BZx1OiyObBo8wUIsXNa3bOTj0u/gO79xK33lKMxf0kf5fQBeoar//Lo7xEVj/tpP7OQXjfAL03uRe9q2WQaHrspt+iPHcskT1HEUM94+wv81z89PYxTfn8ZtV43auYPJxfI3v/k4pCDwPtTjNHSvbWfm2uCnGpdCxsFPustMPSRNX62MP0g+n+tKCNCYgykDStrosi6AwjU1OiHmooYW50YOZE7vYH1b4jvUc+malxFAZvFZzP3CYYs2P9DC0VvKW8y9jJOdveV9Qc33b3H/XinaTgDm6vS1eH+/n6+1BZIVfbZLVjBv9F6ykQ6sBqDP9D1MdGi7o5AIZLM9Rk+PB/DZAF4mIr+Xzz0jb4h1TXShmH9UlNDOHuYHdLQJ4jUjxs6Qz9q7Ywu8yrgUEdTWGbXvn/On645IwNRpx3BQqt/v2wu54QYso2ODZgJr7A4b59h6v7BqgftrcdCWfEHG5GNcJNDSWCElPTstc5FpWixH1bPT9hiATBPiPEO2OVojTMskXRIg81mO5JmSjwAYby7voC2Zd8laiBEQEgC9PjwsZRBQsQBbGE9yFFYTDpzLdrpcDyIikMzEWfuv5elctRArHMSLuzzVeal5mYsAOCNli1cBc5ioRfxMAsRctsj909H4R76B3srgXuTf0Wj0LlwFqeqvYsX1di10oZg/0yimd+QHKNj/IATUqGbmXH6Q9VxlrBzSadkSeRs9owX8IxhCMWUctEzdh3em+VYzvGcdLCwIDmsEWkbmHbwW2tijgpt3nJ/WF9CGbbIwiLuq1QOt9m4Mf55Le90Rc/dmeJigu9OyGEfjDAkTQUMzdJ4h0wTNdRJaE4tWJ0BdrWsRPd4i6fk0+BrdvWj9CIy9tM17fiH7z2uwIjFzzgJqde3VrufqhjLWPiBl/mQBUPYgsB3mxJQhh/Gni8yRRq1lMYWaAsJnDPWMfi153Ai+GaWEGKV4OR7JUZj/jaALxfyDoEnb4CGeYd4PMmVnNaaahYEqYgQ2pK6P+tkXQ9xN7tYR9iIoq3xZa19TC3qCgpkEC4H6sWt9QUZOXII7fMhj6qTXjtpw3w1zd+3yfr2s7Rf4xhh+ZtLYnZXzJiAqQ5+h8c4iABLDP4PuTgtjR5yhYUplIZRxNEYgZCFwamPnwMlpS36JumdB3awlXd8icZt0oCI0xRT/TzCM+RK0bgRjW0NaxI5p//6+A6aAZwGQFQqDijwcBKBs8AJUhl98UB34ByAlIy/+inON/EkOacE2JI2fGW6CP/u5fppAC2Lk3mLvhXEy3dCUDo6GVuBNpgvF/JlGLwsfj5i1T73Qo9I3FLd08gS1dasymtJB0PJ51LQOZcxrtP68sxeoAiM4xm/EC7i6jlX/u0OLxVtrDtpm8M7XH+eqkedjANCzMypPAkDJCkCM0OzUTVp8TIKCwvBKH0Aqx1li/psTIGS4iSwC2QJqqBWQBAAys7adVZwFUIRAL8WD7RPg00sAUNDiL83c2gkMSwVRNfbU0u6iz7vW8wscQsbk7d2MDBU54mg5AMUfgSBFAATBMtlbGMf2W78WnQT0odu19C32m1f4Wz/HXeSFS83/PJBi6d1fw/56ZNrxWYzYhlCOOWRz8SIqrfqNKCuBl32btpLnq62Wb+cY8unhueoiKjJs2t4LWkzVy+G/l9YW7vScsLTwqoGHlMI2OYZetYWYLAQyxpTPHy2z1l3C9NWYvWn8Z6eNXwBAhYjC1Dp6jUzjt98kbHSzrRYBUC2BnRMA5pA1TH9EPg1ERPuwzHKYz6rQiOT3YB9BaTM1GrL1zRFANXlbq/3bOcsJZCkf/ONO753klcdVAHB2T957tzD5ck6LMJoEiKHO9ywLhbRNZIv7W1+s/QN9qMYrcJ7Rc3vu4/iwzzvPyrgaulDMX7B8WXom4j7Jbxhk2ZUrtOkdUqK2VguLimHaZ78ydzqABasuw0PjgunL4hyX1b601GUBUKyanqZuzgfv4G0mtNTmhzl+VBvGv+hLY4V3wlQctA3Tj3NjARQrwX4THIQ4J42erYOyDD9r/BkSKhTSk9EwQzYnyU+wOalClwQA4/e2CK2r7Ru3F1QtPwKg3cn8/auJ37KPwtJSu8yhxsIK8xdgdit6y0I/JMug6/dBfdz8n6ODbLBAB0WZcQ5av9PX2naNRj69SelrEKzR7WOPP6DX5/WSAuvC/ybS+ZzVDaZ9D3fNIWSY6Cids1/k5Z1XtZ963mAfrymVvrOGFbFk+PTdIQi6MflmLaS+at2eiDFhYf1whE9J2OZIeuGLzPglAEratXcSN07dDuMHWkYOpDZxbhi/ndPdWYP3gwWDWRdxBlhQAPU4hAQHhalxDstmC410rjh/swDIkJAEisdHC+FYmChbNeojgMxf4B3ifnUwh4Dy2gJBWfylQIdlVuKNfKAcxpnInLMKXeT6F0GJ8mHtn/1hTOndDct4fakRRJzqIQRBUPqG8uQOgap6Sp6d9wu7biiJXMI+54EM9mGaY83dP4oRnqblxuql3DmAuZ311VvhO0oRMfIhHGo5Nr6BAklVTY1z/DD5DdlrgYu+qQ3ygIMIFt+HyBJe6fXJ51woJ3anJYKn0fh3Z/l8Zvi70yoAztL/+a67oHNEOEmvfDzNYaVTgLoYRZkCpitX0sFmm2AmsxJMIMQcAhom6OmdBQaS7UmyADaAhE1lvFGIZ7dWkoCcggF1xzCg+gHsXtutKsw+O7anLd3r/qKiZrEWamhyTQ3dOn4t9FM1W81S/QaW8pmxevMFWHryM5PTTVTP8jUA2nTnzWpesdnmvkjAjBZ8+QVcPex/TdM/j6GeN4IuFPNn6qVyteOltp80cksta+GejPkzNRoPYfwjxm7avKVxZs2JF2z5d9K09H2vqm83BWna2Ltfo33aBmOoZhmtM2znBc4geogjgIyBp0nODeMvZTFCz05bbX93WuAf3Z0inu0w33kKnSPmO08Lw4/zjEAO35jXEEwnW+gcIVOA7M4QNttkFWy3wOYEEqrPgOcnYUoWQ/YpyAYla6dqKH6NZoMYH9qpocXyzVKZ8joIg46M+XcEuWif6ZVySasDvAZt0I/V4XMc9ulX/DIUNIE3W6mx/97x2yObr2n/ZxELqIe1f/MFcNseeW3fWwM31gq41PzPBamOtXs+143+marjlnfxmhXFTvZpmP04RgytMI2O7cPy8dy+XsyOuTUrwaZDSNAi0qexRiQs0y70yOCIuc2b71/8lJwMXeZAqO+2AAAgAElEQVS/WCAGVM1/drCOOXTvugO6O6tMP9eLp3dCQsB852n6OzvravsdJRTxbIew3WA62UKmgBh2CCcbyO4UsjkDrtxSIBWZqvO3+BRCSAJih7QorPgKNgXiKlYA37ty7cjMPsLn/ln8p3vnQwqNYTMsWOPzBbbTFlCxf1NwrC4v/PJJ4MzZqxSWKaSMWN6fOLeaOv+egmCCdFM8mCPYon7Ke76eZxXAclUvn+/VW3McXy9dhnqeIzok4VPPAogGnq9AQZO0/aZY5k50gvMFWFoHxPTBlFQPzqxm8nLF4/3FgXuAUuOtgQbvNwHQ5K2XNCO/6Ctrqg2T9xCRh5J6jmOPDRjj53j+OENP70zMP6/gjad3Jq3+LM3r7B13IJ7uMJP2L+Q4KWkc8n87J1PAdLJB2Ka/6WyLsN1Aph2mOKeonysRMc6Qk1sS3BNnYHcKObmlzt/WCdj1l11MTCXO0Tx2H81pG+clomb3LVsGfscze34KADI10To92reBukGBlgFWxS36QquY9KjnAK6pIHI/eQ63bMIw5h9Ic+UdvrB2bRTh46mn6Vu9G2IBXDL/80dr5t5ep2+GZEwg+Mfr21SroDWba5+6cCL7zVuA1sQ+lPzc7HPkKXJ3QWhjb6+980ofkaUTuGxYEusx4oojtxPVA7Sx/AAx/ujOxcL4dXeKeLqDxojdHXdBY8TZO+6s5zrMH0D3HABsbjlB2G6wueUEGiOm7DOQKSDke9ikkM7nJIeQNmsCAEhYrthtQkFdtE7D0KUT+ZPhI9twHqj3vKzNqGcBJKZpb1VETf/AQqC+Y30rkxkuR/p4Plx9CH41b4J0eumaU3lfKWscv8DqOoBeXx7i7VkHx4/zFyxWlJ8TupDM/2qWdLOm3qRFiDW1czmXQzqD1BcoquYXHRT+ify/5vHhVcTA4czdz9rH+HOoZz99Q++c63zfAqy19Azc78rCMOlAPcxYjfGbo5ejerA7Q9wlWCee7TCfnmG+8xS7OxPeb3BPsgjOgDM0Tt6C73eEwrRNn8gUI3SO2AAlv08RAGFKkUDznCyI3VkO+Zz2f/iqFBnk4JsczdPcLx8ZBJRQT1s9zGkhlIINeu+4Yes+EMDg9LSyV8u5EWSfHMcVCgLQxP7borezLAyX4Z8VCuUIuTlH/dhG7tbOYv69NdFbv9MTJmvwzrGhn0vY5xyRvQynu4iTTViV9I2moAbHoDkGkjAwjeTMaQ9necnuFhWKAbDI3skbuZeU0m5170K76sw5R47Xa3ACoUf/P3tvH2vdctaH/Z5Ze5/73jgh2L0BzIcCtE4rixKEHITatNCQIONC3VRJBEqLlaC6JKFqK6HglkqliiLRtFFUVAS6IVYhakM+mgYrJSXGEso/ELhFAUwVgoOcYOzaOCHQmvves/eap3/MPDO/eWZm7X3e95z3PfbZj7S191prZtastdd6Pn7Px5gPwObiF2Sv4Zyk6XrIp5vIOLyzP3l0mxSbz4lc7OC9fpyPX0PjWhj/4ROvQtek5V//v79ZGH7B+HM7dVqjLIKQGX3IQiBeHxGvdogxYvfoCsujq9yWYKNoSV77wvD1+jHyQPX/uXoExGOKAGrKO0jr0DXmvbRL/5VlIDljeFYErvMHVGbqE78Y+zc7w2r+2LM6qw7a7DNhQfuC5pr/kqBMq/lvcKkpVFtOYCOOADLytYGAlnHPmPizZPyAVL/NPaMHx/xnZt60ro9zAhfcHz2cMjqPFwJ7p1360g4zSs43PVnDv2hnYvOfz5GtghI5NBh36IgF2oXa7XjWTFVCqkMf17Mwz5EjWNe1LcjGFkHR/FPWb2LosTB+214fv9Yw/LhGrIexIFr2Fu2zdH6BaNr+EnB8/Fp5cWQJkKu1OKBLKOjxOlsDqYpo8iss9R66e9IUcWvuQ4AtBNPE+4/IHiSyJmzhl7R/3M3DgDXpqm/Lawckq8BmKV2JhhkF6due8j/MxpkJgC1oZ4tOJYrdmBLed3vj3SI9KOavaFf34cWbbd+I/PFZzD8TL+BeLQcgZHXKJ4KN1ggA0Gv9jlk35wp5sZYCK+Xv0bh8nHhDMtvJ/J8wq3TQeSS9di85UNC3ORE5lJyvtZZO6lajfjQz/FrMLWK9Tgu0rJnpx+sjdF2TILhesR5WrNdro/HHNWVl23dLa7EAZAk4Ir0sx3Bd57jGZA0cD8D+CojZucvVQY8oYZ92/RKPnWYPZAEwu9d8/5xvoIGKso+lKyAHh8+jZbhskXLJB1voPXXaZoo8/owWERxihC380gY+0PKNYRwBZGNsRfzMGPhWdq+v5nt7JBfmf9/ItIORANgq+8rYf4yKA2LeTqpQcA+OdyCV+j7SRvjsA8pvjvX3zt2S5KJSBIHSuRBa57MFEC3SJnB1sf95LqsqJAgka+xFI7fBHHUOX8b8R9k8E+I1gGsNnlqrx7R8HK/TJ0f8aGb+GmOJ5knO3eTwjdcrDo+PSQBcr4hRsX+0Q1w1CYQDsF4nRr/LnEfXyvSXta4TcCBns4QAzQlj4WqHYOsBWDXQmGoCJXm9z4IqhX1ydI+GXYKKJn6TUT4A/BoIFvtPPoJ2reIW1jEebf9mYCew+4vtebfFX9Rp2wnRSczYdtv3OSGZRkt2GhiUykukRkUp9FZgo2x61ByVufMYaKN+thK/7iTUc1TW4x7Q/RRJd0SC+SIuvO8UVsgPWVpsut32GOaa93lHrJEhDP7h5ZdJtX8xi5MQE+y/6V+x3tLPOastvDQdnODJIxowqKR51rG8A7gp6+DDFoGh4Oi0/uMhwTnZGZvaxOzAXZJFcDDLoI53eHzE8XHF/eN1Op6EQbIOdFXE65pdXCGl15JTOYeSxjWND7ZEcsZxKTJnawoMy1u394Hvz6zsQ9PXf9vDcgZxzL+gde4CiTnwvxIxD0S4SaVZK2kC9ErJIm07XhmMfW2+zZPSVlTfrZBkzf/U5znQWWcVkS+6i5OLyFtF5BdE5AMi8q7BcRGR78rHf1ZEvvTcvjPqwjZdGBgz/1GVv+a3aTiOK8ecgbhqhnTcOXl7tmDFFhXNSsfRPnVsmhPGIaaezGeg/oWyEg38wE4ye9sBx49YWvmq4tuesel62mowrb9G+bSCYC1RPlnwZSm7Xq84vnpEXGM5tlxxpq/SOTTDRsdqYeScgcjn85VD00AVtrLqouYD8SUeRnDYSAB7QeEExhbEJjL3KwWxnJBsHRjDPYMhFhlP334fQPBkCXs+Pfa5y6g2xwdznil9Hua5OwFw4nPWME/G82Z0rsj5XhH5SRH5kyLy6U97UgAQkQXAdwP4GgBvBvANIvJm1+xrALwpf94J4Htu0HdIozjeUYbvrB3j/kYe6hlBP3327nh+hxixxjp+zHXTb0LMQqJWx5zmbE879ajGD9A/i4UxmzZfPhMHZIw1OggoDuBeu98QGlS4rbTjRVtyFFA8HBHXNTlyH1/j8InHOPzmq7j+jU9kgbBmrb4KhbAExDUiXuftq+zMDalC63pYEVdFXBXHV49pOwsAANWnkBl/PBwRrb4QkR4OVfs3MqfvTOPj/ZwEV/p7h3CGFez+2n80DLXVoQAYPYsc3jlMJqR+/jEaGR+soac6/PNgBJ/9btv+vbJjo2x5D9/a9jmY/u3i/rej+T8Nz5vRWcxfVX8vgD8K4PMAvCIi/6uI/IGnOTGALwPwAVX9JVW9BvCDAN7u2rwdwA9oop8A8Oki8sYz+07pJhE+W1ZAaV/w8vH5bHlGewG2Eli2KEj1ARjGGhtNX0ho1GOckTnT/pXm4MM8007TVunNHmjsZbzBAz0tEdFFuKAwOaWs3u4cBscYrJLDOqML50wx/Knstq6KZR/w4usfYf9b97h63R6PPu0FXL1uj/UQs5BI/gAARQjEtQoPAIgxIrpcAS/MUghoW58I5Etp7lGMnXNdtiAfunedcOZ7OupS3UXp1Np+A/lZafpUHxRTI5fg/ErwDLmfi0GNnPsC1Ez5GS0DYTCyCFgInPvO3zYp/d+zzxn0VDxvRGeDTar6iwD+awDfBuArAHyXiPxDEfkPnvDcnwPgl2n7Q3nfOW3O6QsAEJF3isgrIvLKb/76Px9O5GmdPVzffytcrY1Rpv6xPc7t+OUqzBxSXqwRn66+gtYxZ/sUvRDw276U8/QBnYSBln1NuFJtKxrHWiyXbeYEKWOstI9x/tQkltIMnkKQEuoZo+LR6x/hhU97Ab/jd/9OhKsF+9ftIYskIZHhIB7fIn8S9u80fI5KGSSocQnokvHrBSffi/ypzl6p2zO/gd3r/L/N/i8v2D3enhSM9vnzvgBTZGas+QZIRp6D5KKG58NBM5pBrOe847cf6ZPpPM3/JeNT+fNON8rZPO9cOssNLSJfDOCPAfh3AbwXwNep6k+LyGcD+HEAf/MJzj26y/6fmbU5p2/aqfoygJcB4I1v+iIFTjt5tuCesn0qa2pASTCUUIicQKPYn5kEopMrt6vxIahWopkTcGzRFoCTzfw58tKNI82Tw/5mJmsIKSkp7NIKVNafYCIF0iIndt6swaYM2Rw5M4JMcGgEADP6EAJ0WSAclZPSS1PkDgDJ/9vjX0uJWB/96Q/i+hPpfPtH6XXQbCmsh9iszezPxfsagRNXAPt0H6zypxV48/81Yfm67Mp2EyGi2mcK870fWVmD+j/sx7Ea/UwWu2+1/VlO8OpeULISs7zhaB+fL0AyqWbtZiuVK3+GjCW11T1dLL8AKOWexyGf55Rx5iggbxncpvavEMTznOEfV9W3bBw/m+edS+dq/j8O4KcB/G5V/VOZ8X+dqn4YyRp4EvoQEoxk9LkAPnxmm3P6TumUdPdwzzAqKD+QVuL5lMO2RgrVfdXcHozvFDx7yKO2IXQiFdfnfUCP6bdrD7ffQAv9pIFc+KFBPiQYal35FsLwVB2Wrlyxncq0V15AJZdNkN2+Gw9ZwzemyzH5XKsnLFJi+Mu+kBj74fER15+4RryOOL56xOFx+sgiWPZLERSpr2DJRd7C1b6sC2CWRqreGVomPbJcRvfV3YuOzAk7ifZpYvrZF3OCZm9ByMqCPVu8L/1un6OkXEg5vX8ePZ1y+LIFPVTOpAoRC6zo2pAWPyrjzO2M7gLyAbTAvlufM+ipeN6IzmX+vwDgZ1T1VQAQkW9AZvqq+pef8Nw/BeBNIvIFInIF4OsBvMe1eQ+Ab8xRP18O4NdV9SNn9u2Ik7xmxBE/o0ggptmfZuGeHgbarmWePlz33LfvHLFuu2PeqM7eGY1uxzDah3F5rfh0KfEwTQQbYNDDWkG5v9P2xeLmHXOUZUHY7RvmWxjyEhKjvlqw7BfsXtwVIbDslxKdFa8TnBOuQhEeTCHkPldLKvD2uhexe/RCKfgWloCwLKUshCxVaFUBlgXCDVP8CywkoQjbJkIq3RwHuw0Es7/Nk2ehYPpAXrbRGDQcjn8zYojSalnNmX79Xda85uODqDpz+Nr4wHadrlPY/infwJOQnvE5g56I523RudkHfwjA3xCRPwrg9wL4RgBf/TQnVtWjiHwLgB8BsAB4t6r+vIh8cz7+vQB+GMDbAHwAwG8iQU/Tvueee1a/2//ppyJ+ADTZuVzrZ/P82kdQWF0fWxiexzEnL39HUQTtl2w04pd0jZpq16iWAl5miu6ov/2MmspIJAubmL5IGbl5YH3IZwipOcNGVoGy7MjQD1WiTAlLCxBiKpH82uMaLZMhH9OwNe8LV7vC+K32jl+ZK64RsiTMPyxSErvKvVoClt+6FAdijMnha9q/BMHCCV37XS33fJU+sqsZu0kgtTCN36bGeZKx84i2cf6O7Xph69sOCspJfoAs+sxX6CxDowYX+IXdlaAfACXqp6zly+dr+vaCZ5FUsI1LRlgBt/SOcNl0RaT/B3BRdXG8wAtDOmtMq/ZZwtestPvtwj7nhVifHOcped6IzmL+qvpLIvL1AP4WktPhq80KeBpS1R9GYvC873vptwL4U+f2PUWW5OVDOc+V8rNyr35dX9sGTHtJDy8vzG6ZvkkKzMs73JQUvW/A69nmC4hKBeSkd6aoYf9t5/yD4J7Rd9Mn9NoNwx3ev1CYO8FCeZWssoZuWICQqmguV/tUb+fRVaq8+egKh3VNFsGatHrD/gFg2efY+zULxSCpTLOpkNdW4yckrX8JRbvnOZrFwZCPjDR9Dwf5+yC5/SRCKoVySq7Xc77uLd4CyOcaWYg+CZCxf98mID0bq+owwZB9SSOmD6RV8IYx/EGaPIt2XI//0/uEdv9oiUf/vjMUtAUNPS3NQqqfYJwb87wt2mT+IvJzaJW8NyBJnb+ftYAvvq2JPEsaCQAj/5Bs1fzwpR54gZehdoLeKXsucXVPw1gjeu1f8jlsEQ6gD4EbyTp76avZ3x4vZRwKg4r1ybBaM+ckf+XjzRq1InXdWsP9y8IqmVEDlcHu9hUeOh6SJr5GxLBiudplAfACzJ2sMaaKqtkikCU2NX18bZ9U2C3BPct+QcgJYMt+V5i+WRxJACx5Ra8lrfVbFnbfl/mna6lCYBiNM4DOivYf9m2ph1ltH4CcPr11IPmZHWn8nudZSQfW/iOqP4AWAitlHgB0Rdu8k7hZ3jGfoDhwVTuLxAsEK+3AYsfKP8xoq9TzXTl7gdvT/O+CTmn+X/tMZvGMyDD/c+CdrSJv02M61+Atvp+LvJk1YC9jiIL9Iifho1nUT9+uCi4z4YNhR2iFgJV91tKXBEDB+BXejhjW9pHQtWsoR6F0Wb1hl3wIVttmWWopiiNpIUXzj8BuD1lew/LoCpJLPaRppNr7RwCLJXdhaSCh4L6Nlr1ZC1IgHlmWspDLst9h2e+rwznPx6wAhng0rqm2T56TzCwAujdDOMdFS3U0EbReyGgO0RTtgw9Gj1Wk40ALBfEykQb9APzc1D4z4gqf6blPg5m/rFqm81W7/HjdqnkbPgA7fk559ycid5/vE20yf1X9J89qIs+Sthi4J/8AeWsAaHH/c8kqKu7R5gn08ffZkvCwUX5h+LRRx9mONiYv6mHQD5/OP6OimplFxucDqsY9SzoyJhUCFLvqEPZaa9hB47Fi/nbMLIMQoObsRWachqvHduH05YUXEHNJ5R0S5r9/3aNSgROgKKBHAbtHtfpnc70Zc18yll8WbbnaI4SA5dFVPbakbQkBss8RSab1k4YvV4+qVZDnC/J9aNj1zuCG0UuChYAK+8wEQRPWOYeHOCQzZv+TyphJWZx/OcUExmGIp+SgSPs8e9jGyLR/Zu77bB4cShsZvh/NONWhlLOI+5ItTLbvahfwqkF9dxDnf1uwz23T/Sw3d0fkC7uN6FQGoFERAEtfWOrcmv+naHU+wJHpzeSZuT/Gfdnpa2u1+muQE/eqhxvc1YZgyQVl8o3T19pQ0pRKgIQduDQyAMi+Qj16vAZ2VwmqOh6A3b65zwb57FAZ+rosaRWvvM+HhILaAkDY78sqXsXJu09O5eXK1vPNcfym+e/2kH1e8MWYPzF+mWH/vFA738ctTZ9oVL553K4qKwA7+Od9rKqmUQCaRe8b5WGA8VsOAFDhnyYnbsAYA51zv1TfAK8H7GEei/kvIaJkKZyTvXu1CyfbPAn1tvL9oQfF/IFxAggf8zRzFFX4Rpu6Iwb9lFr7MePKBOVE1waoD+seLrElSlUakaJwzFe8lWdm8kfKOXuBoWoL1IzHWqPWaCCLzhGLzlmgGvooHmCimcZWAOQ2ZcxT2lFYEsSDDKUsERor/q+ogtYgn9Xi7wGEwxHHxw4Cmazda/s5kmj/ukeQELB78YXkZH50lSwR9kNkrd/2F4jHf88ypi3Ba8LIR2WfSz9OvuP9nD091OzH972p7knM2MnypkrsKeJTWflwAG0tq2yJ1IiktMykFUjcq5SCiTZOmedAIPDyjiPyvOAmqMC5dE8V/4fH/IE+sYMLPvmMP6atB4MdvFt4fYksIIYbM/6fjhOvkGrqmsO3c8Rqv2/kVNbcsIsEopeNnQDVUiBHc8F+Su+SiWrryDYYdd5vGb+NkzhDP4hpAfOa7ZsFwrKHoF3CUfZXhclHuwzSuvX6MUK+eWG/QzjsEPdHhOwE3lvlz8zc/Xc5V1ZNdy/meP79DvvXvZjGNUfv7ipZI8z4y80jiwCk8c+08xBaZ64nFqYxZilOFotGqBJMZPucRSD5f7ZHgBdyKaei07LGGiQ9Cz7z1/rbvpbBjy/XyC/huNDzPiqL3vcHOi/FksJFg0hdL3hitTfdzrAOnpQ+WR2+n7I0+rO3HL+bjD9z1JRwwg7dRMH5BNaoWKFYdoHG4BA5NnPHpPbCkRZWorylRvwgn3u0UHsz3mR/ifkXFE3dSADwmr5l8RAOLaRj+c7kztnpW3wAoUT+AJlpBcL23W8JCzSHesqyIL5ahUFAgoY4+ctW+wr7Husv10P1e4DE6Jf9PkE9j66gMSJcPUrMfUmRPZaBbHBPWcyFwj0bR28H6ZyhZZofxO6xywnosqyb0M66jKM6Jn8OFt1COHVjK2ptVHKh+hkECApEaRbHYWvXtH5z+rIgOMd5av401vxPlXTxfrzbItWblWt/lvSgmL/IuPDTaN8oDfycB2MdMO4YFau0FQ+NDmvMmY8ECaHFZtcIIGTIB5VfJCdbXdfXWwFFG4OWmj6hvBhoBELS3rSFibIPYebQTgydHMCjmH8TSSFUs0a1CoasnTZGRUwWhaDulBChx4yhL0kQcAKYXD2q0SphgRz30MMBYbfmcssRYb/LZZ4PCBSRE9cVYVk65m9O3bBPSVyC7HvITL/B+UfwDzt6SQvfrOLITJ7JoCIuAHdihai6LnC9VouaSdq1aw/7vzeH7UI3mbjGj2/bvBNOkNT5tT4FIDFmf65gyVwWm5+ZrK2lYb6KUU2fUQl3Pn7bdE95/8Ni/iPyMf2b+P4ECkKwlwoFXB85gQ+xjcZh6McTL3xhyzsi5H3E7NOhLHDQMu4aMw2UoElj7kgJG+05E+himZwsSezayyKRXaE32keQTtHoTQvO4ZzK69CyAFiva1tX3lj2OYroeIC88Chp+Fbzf5/r/9j5dntgl8opL1z///pxyQQGahQQgCaRKx6OGfd/1DBy2e0hV48q3GTQj2f8+yuUpK9l3xZqmzF/7zw3jX0gCIbfmcynMhIyntGmfVUp6EuYoFNaqlKBJsOX+/i27O9aIxq8H+jDpLuF2akdU4WutGT3rmvr+EXo63Xx2LOM/9sgU57uIz0o5q/aM/BRavfo+ClhsKXZILNMg4cY3hlp1D7Kp4yXnb/m+PVkSV/pd//SpnFQUvcTZJSifnyk0DkakDgt35y/tUH+HQZ9EBunMQBwGeM2oQyNVo+QOcFuD4lLiv4JC2Sf29l6uQCAfRIWGTYKJhx82WiOLgoByy4Wxs5JW5Xpk7ZPjF+KEMqMf/eCu2mhD4nhe8Wk2voSZlQS7Op/tuVDsMe9CHlgqO0HACrjY+ewsxnPG2nxq/bFERny8e8pr/E7nf8gtPRUvS47dpt0P1n/A2P+p2iU8Wd0LiZo2j+XfI6qSRnNYWuJAVftv022spcgdO89h5DGXBKCBQVnAFtEkMDyBPI1ggVAuiav5aOcBSXrd8nO4mbhkKzBV3GDesxj0J6xl/1rcUwmrX9XHcbNnCwyKOH4KeIn2TNN/H/+1rUuoZjIFlHP5z7WBdcRlrTNUTlxbZl9KdvQFmwrRed8fP8orNMxaBtnM1yW76MvAaFxuDg4a/1qTn6wL6lnlgz3WDgwUGGb0i4zZIYFm3HoeY5oNXXv3LUVvbig4ah9DXzQgufHqP2KeSQQvG/gnOqddwH5ABeH772gEeY/k/ynQr5GAoK1//ogtmMUeAiJO+93ZG4GwT4YJpsY/cgctm17T5pUeadU2k/m78bsa75AO0dVxZod2Hakc/CZtk+M3Ji4iagui3dJjF0jHZdkAaQJVkgp1bOhMhDrWnHzxUI+Fwiukw8gBOj14yoIjtdIDD8WZg4kq0BjBK4e5WmbU/ZRmWapuc+lpRfH3K10A5WbluyLqMleu1YDt/tn1gd6SGfqD1gcTDb69pZC3t9Vh0UVAFy/xzuAIyozt/fEhAFng3OC1ywJjKl17s7b7UMN62QnMACEIE2Vz8bq3tC1uY6PtwK2rIGnoXuK+jww5o/+jwbmUT6nIoG29pcHM6QiVqsCoREOFSv1mn8ZYxBRwZq+wT8liUZl6EPgcbpVmgRNyYdyyZryExKjIPPZQTFMUiCNzMTCQlo8MbVAgUCFcZGbb3AOyy8oUUM5FFSNGQOJ6QIoi6cAicker4tVoOuaHLdcgiE7fG2FrqYCJwkC0/KbMM79FbVlrX/X19k3QSOBzDUbfyIoOj/AzF9wWmvl/8sc/O0Q0u1jGvFpe15m3ez59AleWxEwhvGbpm+VPrnGj2W9N1F1FCF0ijx064XBbZEO4Kz7Qg+K+RttMfqR53/mFLb2S+g19BFZwlezj2Ag1v75ONBaEMarS510V/Zh5A84RSPHXr0Vhgu3Wb+N89eYPQCu+FWYtU9KCqgQjLXNkE8zDb/YidIi9NkCAJAigbISrmuAFAhoLZq2xrXCMXEluCgzfcfoU3uH98c11xNiAZHH8xYDMGfKo0gdFhSzRLBZH/rN/UbrMRd4ZwDdmCVw06zUzfBOUlCWUJm5bW9p/6u2Wb7deV103YjR+tLOTOfAQU9LF9jnPpDMNfqtP35W/tk/VGVpukGkj02AtX8b6xAVe3tfY3ohDc8HgBLlk/sd1oSVIvSw0poDa2Y8x6Aedvya9h8z1JMw/qoZGgSUrJc6llriWVblS2E2PjnBQA1REpgwvh/2KYLHCYGaQ5CuQI3h5rFkByA8ys5dXkd3DxwOSWM3Ry8xccTBInsmDLAvsE4Ttjmqlb/bA8u+ZcC+tDNQMfoZ3MP3jq0Xf/tYeNB8CvRmPhqp+L2FeJZuGfrxj37APCe0xsAAACAASURBVJ6+CeOkMQL6wmvV99Tu5wQsoy3lycf/GywagjTPIzuBV0VzDq/UXR9j915v1QF6UlJcYJ97R14A+GPnRvkwDeOeyfmb4Jf60s/HAUwfY9jHV/tURRP3n9qjKQIX1WKeqfw0Wsev7YMartpGUQToUJpYAliqNZ/n5HF+oAqAeGz2Va40UP2807hcYGhrAZnACalPirDJJR8iQUIF9zeMPn/7omv5mK5rq93vrqpm34yXfxvTdRr9VhmHbt8oWscv/+ic6F17L1Qcs677GS9n+KZi+0qCwc60FbY4w/t5X12vt0KJhbnruHDbFjNmzb+8GyGFey68PYF0tsI+b4u2fBDPkx4W89f+QTonzncmAPiY0aop3JLRHVuk3SIW7CE95DH2S6DEFKU4zXwOp5uaqVzCPnN4p0/w4hB8oX1JaLTF3Irhoe13cQG4e9IxgVGIpqs53zAs+q3LDnK87hhaN75S8ldxAIuLiFmKYKm1dUKuCrpPzl7W/kehlGFJ1gM7ij2k43D7gu8btu+ZNq93QPcmObYH0T7BffN5XFv2LfjlN63k8og4vh9ADvvtnwXkfemxFOeX6hn+luI8LuTWQjY+qatL1DKLJZ63NgbH+s+gWz7XbdNF879ndG5Y5ygjcAQdAShvzQz62ecIBV/ozY4jwyuHmJZ0BPILsQL7hcamDOAAKUlenPxlUT88DZuXSNX+yzGYuZ/m6aGaNSZhUctPV2FlSz5GCAIlb1U7g2AbYCwAbDGXHP4JkVrhk6nAS9UXoLorx7B7BFt/gAvISc4NSPH+CZLRI3LYaKwWA1D9BGFBtRQwZtJgKCcx/s6hy/WPRslX5Nwtc7bEuJGTdxQy6mjEcNjJy0J+xqx9tddkCegwE5gFQokNkPpt74hBPpbsdVM60DhbGjVXIx0tDnMO3HsblO7T3XN/EfnvAXwdgGsA/xjAH1PVf7HV5wyP0qcejRK5+PdWfP+WwFhjYq4WzjnDTf3DcFjjULMZzn3jpVF+oaEl1T4qafCM2Wczu/QD9TdIibe1LQugqA+3ZqGi2VlZNFHTbLNGXjXknqlpOU7MMOyGsey67IjRuro5Ycl18pd6PptHDhWFhFyD/4WK14dd/ixkQez6/jSvMl8LN/XX57Rzm1chD9f4uH9qN8z0HcBsxqRnUSb239on9aHSHjb8ORFEWmENL0j86UtI8kAxYq2/tB9Mv8KR7UGzqgH0C71npeecUM67qO1zWPXk5xbovQC+KK+u+I8A/JenOjxYzd/onD971mar0Jtp9SHU5RS3yjlYvzamP8U6B5fMVco2RMBq/gBAFIVo1f5rXH9FkmJ2FCwhx/mTo3eNwD4QHty9pBn/R88YOqx0A75REAxkDG3JVkDkrOEWAy9bVA66aMtAhVq4pEQIJYTTWxzFOuAwS6DdlpqB3C2VGAIQJQkiur4hzMOkSkxfesZuMf1b/gIWKuUe9Q+XZysiaWkeVgg8rTnowHwBBgcZhGRnGTlzPflaP8ag9yFgzf8X1xvq+mtl1szwtxhmCFIqe5pgYeYPnK7xc3v0bEI9VfXv0uZPAPhDp/o8LOYv/R892t4yB0cOI+szC/nkfasmZ9S+cQJLiRYyAVHNZGzimodVCySUyqyZExadcDBSeOGgUCoLUW6XVodw9UDUPiY0+F4EESgEgRhaZRglfGkI/RhWb0lgbZawluqVzepgJgjCDrnYTzq2I/hpQRYqS73wXFoC6CNtVFvsvrM8OEdgGUfvDB3ALgqqOTdQ8X3v2LV2ZmWwsBgJCDsFWnjGR/cIqDZOuvDSzmA+Y/yq4zGZTBjw8zbje5bda3SIaJj8jLf7/T4LeJQhbPW3TjH3kUX/tHQD2OclEXmFtl9W1Zef8LR/HMBfPdXoYTH/TLO4ft9mi0aOY2Bg0ppQWRLWuQ+hMV1r4TZgVBDO2s2ifpooB1S8v0ZvJIsgaBII/mo59NPTrO4PHzdtk2dtCT0RUiyFJt7f8HwOD51ZCp4yQ22gDo/Fj+oCTXhkg7E3F5CJrQi34pYSnu/PPVxQna/BM/1TUM+E8av770Xq/T9FDPlYf6bV7ecIHdb6O4evRarlUOAm2ocifBi+XEQQAzot36p3HtbYMH5fwsEzWK71fyqr35j+1S7cvvav23kMRB9X1bdsNRCRHwXwWYND366qP5TbfDvS0tX/y6kTPkjmb+Sdvk86xjnED71xZ65NwuMwM2/XAUAJtJ/VU0/O3MTs/WHWAD0Z5tuUisj7IbUctNciLcSTBVoJ/wQGuEOArWNbYBtm5jlsUxFogZd8YcVcqX3L4vLGEK2iqCs619W8L8ljaS1hLC12znWIina/hLb/gGE3cfwTAdXARDELHht7ZEHY9dO8ymESwICz6LDhzHXbASgLs8/gl1E/9jPxNgCsObPXh3SOxvXE9Xxsm7V6W7WrqRZKmH8rKKRc5ChQYyv652npBpr/6bFUf//WcRF5B4CvBfBVesZiDQ+L+Ss6zG8G48zIm4anYv8Z57eHsCRM0XGOGEqM1mCiah2UfREIlEV7yJD2Eqq2VUJAGZbRCgmVSKHMPCypqyzsrokZAChvtlkBtKu5znqsmv5JAfOM0AYmrZZW/yqQCWnjRZEb1LdpphIo8gfZt+DG7UpOjCAY279aAbhdFSx5fGP0JjS6cg5I2npZpD1SraLi4MWQOsuBhZHdHxGIKiRbaIXJEEP2azTMeMJMOW0CBICiBBTrjv93K+OQaSXHgnf2xgz7xLUqRkGAFfbsJyXpkDv6+v9mUc+EwymGy9b/nWj8mRQ1QukuSUTeCuDbAHyFqv7mOX0eFvPPNIvrPaeWD9MwZticS3lX+uOlhFEOSzjTC2S4ub01UVsbnsM8rTJiIxQGlQUM+jHiME2lsXzyF2uRaZy66HvIcsWYiz9mcyzlIGQBIuArenbEzJmKmSky80wjt+1reEq94DxOgZWIOtjIxhlQo8l7eMkLDV7jQEKapxtXl0lc/5bWr5ogOz+W1muOcRzPz0562zYmXsI+h1c+JkMojfgV4TIO6VhbUnmlZ5aTvdjZuwRpIB6/7YWA/12WU5U+i5hpK4HzVknvYMwx/U8AXgDw3izsf0JVv3mrw4Nk/lsJHj7FexTbfxOIKGRBwCVoy4Mca62fvkZJamNR5sawS5ErpId7tGjMcNUtz8iRmLfAYqZRkr8AFEbODt2u+ida5sJRQowNB2heC3hQ6oHgjFmCWKG8Ghgzb4upL+sH59nnDkXztgVkiiBwsfdTImFk520cxKxhGi5v8/JjM7Y/EzYe4x/NxbB+HeDtbpsf1a0In2YOG1qzv+TROTvfAWn9pdpt6CN2zmWSPpQTQFnFK/325+/f8RHdBZNW9KuQ3QWp6r9y0z4PkvkbbWn3M6//uTV+TlGDkQ8YeNXmtX2DyznTCzR6sMouac1yPm6hn3wNJgQC2AkoBf5pksLMOrBTZe3fBAQzec34v0KKC7ip5wOMNetm0m2ymC67JrRTkaAVWY8F469RQVLi8XnBeRu3wDUeox9kJXfa97LvLIsavrqDephn6zdvs4/DCcTiZCe40P6HEePmvAz/PFghNztVtGejG8UUBeBgigrqGrkj6hZScc7ekXbutfkRQzbm7i0LLvPMBRFX9Fr+yOl7Vxr67YTx3z49SObPuP1WtM/IFBwx/bPOqSjQTxDp6pGvmmL6bU5mERheyGGk9tDvHeOw7F8THsUZl48np161HKoTt74wKWO4jilaGQEDC35NYCkMQZ1vgBaAB9qYedOMHWNvLQNifBrrZLLGX47ZHEkoFEw+HmvSliA7nDNTVUEp86AMG2XMnveTIOAQzvI7DFhm4wdwTme6D+U6mkijpT1ufQZWnCfT8kdPJ8fuh/LfI1sSFQqqztwqYPh12ark2Z+TnvXomXz6tpLNsygeX7jtHOLkMZ/MObLyb1sAKHoheF/oQTL/m9A5/gFPJaJndCzHHFtEQpj0KfH/bhhj/LMlIy25ZYUCC+oKXGYFWENy3No5qvbI8HndaLBerYvCW38PMfiQVlV0a/fWq676ZonnJ4ilDM0MlP0DXAHTVcP0cfrCS4RLSNFFDNGU6JCl9GdHa2m37IDVFauTkCKW7Ldn3B10FKqW78/XrGpGYZ0DuKdMQdqlGf1/AlTGD7RM1Mf0N/OGCQ1r6/1BSRh0YckOUZsxQn6fbIxh2LPT7M9JoGJtf6TxA3dY8kGfGeZ/Y3qwzH8Wp38q/v+ssdkUFWkxfmcpxIYj9y8BINgv1RpgLb1oTGKO1hoe58tLswCwOZZjaEWV19YpEKnuQxUA6dy1v2p6ify46fwpAQxO4xeg1cqbFV94EMf0bZ8JhIDKcNlKKKGkrVe8yRweOWezMClTCaE4nwFgusJWicjpYR315/LOYWuz4YvwoZc+sge0v7kmejY77J72MZP2Gj9Q5RULBABDxs/PrGn9HrKJ7p1hATArBrfl0G2i5Qbv9l0kdI1I8WyifZ6EHhTzV5xm+sNwzYFGYOFhs0qBRqzBM+MvuGVoGbf9LvMjXDeqjVcZPod9em2Ji18FiNPoiXGU9rXfjPg9tHUA1pGV4+4n90s+gByqGEkL9yUdGFoB+xBC+1tjq20bmRbunK4qzvpYj5WpA+RL2CHly6CFdBhyAoDlqvUP+IzgLhqIx5LuWn0blSz887ZFx3D5BcCgmzbqh5m9MXcW6lvO3XYclOzdKiBIWJSyH/wupeeT4UrzEVhc/hZfPKyxQEEAKOHL4J8aCuph1MYCCcD1sRUUXuO/y1DPC+xzD+km4V3nJoKMQj9LIkrW/EdMPrWtUEkRKkkFdDCPCYW0XaMmYnnJapIWatw/vbiQNLddaPfx3FRT3PVODBIQjBQlW/OXS0GU8M/CpFprJOZKoCVcMveDh15sckIBi4PfXfVPOl4nGvsEMCBp703bY23f4PFj5yxDWSyUSpvi8KACdN534CN5gCaBa8REjHmv6i23PIcJ0znFi0bnKb8HOH9EXWN3pjd4a5gt1xJsoH1Zh9F7xpi/t6RH5yv9SEnbiu2/VWtAdRiddB/oQTF/QV/awUy/62PE1S6U/cA8sgc0jj1E06ghkdZBRTBPEMm1eVoc/0lxRy9UmgJzxB5Eqtm+5TysjuMMMWgfy5/Gk8qEpBUQLDQ8U9HMtFIl0AXQjPVz7R6zS1QHUEn9rUBTxrn4CpjZ+5pAMxqFYw6ctSXxKh6bxeun4aoTh3ED9xBMB/ot8Jq4u5eobU4ld440/liOqXsG6m+O47f9kk86qiPlYZ86pj2nuV03v/H8R/trzSztCieOnL2zxE7+vu3aPpdon3tEHqa5aULXrDZQIxjyg7cfRIAsA+YcYyrBbLayh3Cs/k8KJUWz37eLqimARQQICd9RqUx+yRbAGgFZ0vElO2+BFv5JVkPeBkEMOXHNoB/vaOTCdHZvxARhpOs2CwAZDtLWKVrxePQYv0kuCUCs2rZ/1zTDMsLOZma+g5DO5rdBSiRIWMg0jmLT7pW4o81r5gRmqIuZKrwPyNo4BoyaKBi1/b84bNMw+jKev090bCUEroHsdNyHK84WizTGJjptVOPG5nOqmNuROm8x00M0mLXN+J29p/w9ansbdF9hn0Fs2t2TiLxBRN4rIr+Yv18/afdWEfkFEfmAiLyL9n+HiPyKiPyD/Hnb08xn5gfwNPMPzMrDrtGtSGQvtGPY3XzohWDy2ZK837flF86cbKbpF8afoSPen8YzXFmb/SNSYjb8brOhw47IVU0bqrVYmnOYBk3x+C2E4lbNAqqvQEjC2TwIVlFp6/CXtQKaMQcM2rXlfbx2AENUqSpoXcOgyw8QqZ/ynxhTb++70v0EknXF+RRAi/+XCDL6tt+pgmu/SIsnZvy2NkSK5mmfGV+y2Z41jsYZMX4Py6zNGNsYvI2/0seoyyoeMP3mvJPon9si1eS7OPV5HvRcmD+AdwF4n6q+CcD78nZDIrIA+G4AXwPgzQC+QUTeTE3+gqp+Sf788DknVfQP1k1KOpybKdiXdEYXsgm02b9Ai19agot/MJJAmU6xc/jOiF/aUbOoFWcu0Rrz0/YwgvYCgI+xxmcf1ZYp+qgZZqLTRWEkoFmMpeDt0rZtHKp1zPK7WawllDGKEPDn4HP5/vl8au2b+9YKdYNdjKn5e8gfID0PilFUD4rgrwpAHgtoBK/de6B38vrxyjzBiwWNtXoOSuDrY/IKUhvNNs+O5SJu9hkdn9EatSzifpeU/svTn+dBzwv2eTuAr8y/vx/AjyEVJWL6MgAfUNVfAgAR+cHc7/9+0pMy5j8K95ppHKfMRKaSjOUYuQ27z/vNJEZOyrJFW5gM0ilr/fow0YKd9vNhOIjXDkiLuLShnEB15Pn1goHKEJpsY1WAk7msTdY8RyGHAX0oYhplTAyHyEBPaWrqGP7OBdcowzdBOS6MtDDupeF0CrQMH6zVS7UUyuQo/NS2u2SurOHb1ZLwMyFLuxsIrovooXaWa8Gx+zbNgDG+z5ssbFDao6PRfi+4LMek7dczdr6OLUhkZAGXmj8Z1jGF6bD2gmIrm3d4vjsSBBfYp6XPVNWPAED+/oxBm88B8Mu0/aG8z+hbRORnReTdM9gIAETknSLyioi88olf/7WTfzwLBd6/FekzExhr3FhKb9CHtZ2RNmD7TPs37bD0ySa3xT+zFrVFRevT9re4Nv7FtmgegwH662nnbXPn0FV//R6Can4zVGKwh0jVqEdMmckgmgLJOK93+YRy3C9DuUllDjQ3gnbsGkdaraJapnx/63PU3y9uZ/cq3eNxO4Z/hseLZaDNp/bX8u2hnjrGGI5hGGi0ZCO34e2o2pVoLs89af2LWE7NkzHauwr3VLT3Y/Z5HnRnzF9EflRE3j/4vP3cIQb77C59D4B/GcCXAPgIgD8/G0RVX1bVt6jqW178tNc3zNxr8J7Bb2UEzmgEK7ULsbTtGQ6KsSa2nFqrdDSP8oLF+oIcYhxqRUaqrVbHL7bN1abYJOKU/u24vN8igGqph9xG6nGGh/j6GIoA0DBQm3fjKC3wDmnbhueb/4C2dblKjmATAg2MJMUn0BSQc+OW8xXYqEbnxOz4NdkyY/aKCoPxhzV962X+Eu4DVKbeRG25cdr9c6XAC10v2H2op4/oYWWEC7elZ7EV+udE9fgSKEAPq/Kxbv/k/T3lC7g10paXzD7Pg+4M9tlaeEBEPioib1TVj4jIGwF8bNDsQwA+j7Y/F8CH89gfpbH+IoC/fc6cRE7X3zfyJiO3n+33YaD2u2Pgsb4oiFWjthwAXs5xODetcECifK4cOgqkGv9LoEzHWNtaso0NH1S6Qm9AeumP2haQK0JC0MA70bhSaKNMVrWiYfkaSRCYEODyvUAVNqwRWUVqW4NgCa0wSFFJGcqSpdQashh8dbBMIyw8bONr9g9W54oQSFhKLf1QtGJzbGuZszHrLSraO3pmZNE8fK/EYA+0iFS1MGr/6uylfQMIZqaARr73nKQVa3XOZqlSEgicw7dG7cI6u/DMWKFO1vjn2H9/vFYOlS65y/aX+dCNuouyzqP/877Q84J93gPgHfn3OwD80KDNTwF4k4h8gYhcAfj63A9ZYBj9QQDvP+ekhvkzjTT1kXawtb0lvc0HMDPtSjSEkvNKx5o6ZwvPzjtz8rJV4Bk5/1Z1TNcwZ7QO4Cy3GgfkSvs9saZvGixrr3Y9fK5ujHy/7IVi2MtrrBHSM3giWwTFHLGNgxkEJ+X+Bt+UPAdUB7VI1fob7Rst4y/3KbaOW9by+fprZFR7H+y+A8z8Wqcuj3vK+rA2EfU/bO671uP224ghn9EzPoU9aT+XP/CQmFeAGPLpEsLKM96XZN8K8th655+WVFN28anP86Dn5fD9TgB/TUS+CcA/BfCHAUBEPhvA96nq21T1KCLfAuBHkKoJv1tVfz73/3Mi8iVIz+4HAfwnNzn5LMZ/xtxHeQH++Kj/9PxFk7Jt61fV4hDaxdztHGOhkL5rgbWa4XuKOCnHtHGgvuiLrQzmNLSomkv6ZouK1M5UcgKlOqhZARF1sZhFWjhjkeoUNgY7qlVT5u2Y7Mz5bXCRtwgiObzr7ScYSVtGzpSsISkmvVkhJpy3fCzG3BlS49as3XOtndIf7TFm9kYi0mj7I4fpOFO7FcZ8Dziyp70ebb5ZuVjpexHBARwCWvsf1rouBZdr5lIO5Xyx7z+irXdxFrV3FwJA8fxgnVP0XJi/qv4zAF812P9hAG+j7R8G0IVxqup/9ETnxXnautG5yR8jIbAFL/nELN6/D6ncc/sytOo0r/Tlx7EoIovaOayKZVcFxyj7t9T/cfCPZ44r+gqg1uYYU6kIw5kjxeeIVAYfxMx/KdBVEHJmK7AQOzSmxklkXE6ahZIJAbsuJQZhcJHds9G+zoqCQGkRco7IuV61CDAOt1T0obhc5gJoGT4/kwVCK/0qvOYFgWf63Efy6J5ZKygRrBMqdh+qD6gsBepohPPz/tbRmy26UEs2c9/U3gREO65ZwbMCb1zYrUJOrcJm+2Ywr48GunVGrRfY516Qau98AbYFwQgW4m9Pm34EZ3aPVyTKx7TXkmaF49rxs3Nt1eZlbLMd2xe10y4Hl2bMQfNH8rntnkaCMNgPYIykaJCOgRlj9Of3H2tnv7m/zcnmZxEnWw5Fpe96jyrUwm3L9fF58rbh8fac2JwY2in3XceQVk2A6+er2jJ+Y6YNXIQW2qlz6Zd2tP+Dxy9w3cb/bsTKg5F3wKaSJlLmeqp4Wk1+pPNGdhDXpC5u17zLA8inazM5Zr+BGghyWyUeTLg/K4eviHyriKiIvHSq7YMs72B0jqa+VbHT9s/KPYy2l8WVbYiTMs8YF63ypZpXBYK1X7ZLP9SFsvtxNXMyY9TGDEJAWxRu8E4Ep7EGzfkExrSpFMRSzkcaqbUhJsCwULqWljn4dWnb+dRxNDu2vQbM3xyRxG28BuvbeO1b3XWV44P2o1LYNpfOcTtkyjRXrYLMrIoRPzFt3iZlDlyD6ex8qm5cMd+Pe7YnEJBREDQO3lEI81TpUv6diwG6tldLwKuHfh3oU+/iKQXuVmEffXaav4h8HoA/gASln6QHy/w9Q7+JaXh9jEPtgLWcUV+u+QNQjZ+oQKh1gDgCwhj4IWty+6Vt0+Lw6dtfghWPS/20+AQOqzYRQQz/wCAa1aYqqFkMIrVaZzpnjb5Z8zUtIg1mv0ZARZtCd5aMZAKgODIJFvLEzM1gpCCkQcdaa2jVKuR5LF54Ps1DGgZoY7P2ase40J3t8xFYPG3/8sfUGfbl3X1tGWQbP99nvg8neEqBbtD+v3bMlmNMmr9keM4zTJSCbf0KXL1VwBq6Xba/fivVbGOM8Pv0uFaoxxK6WACk57iHeyxzd/Z+ejrHOnkaeoawz18A8KcxDqDp6MEx/5k2cGQGTZqBVfo0ehKMsLMM8pBBa8XPgIRhciE4tgpiVrv3NK533tlDnE5VrYPkVEOpHhpVYd7YNYLXNinaoGhlPEUQEfPw/gG2Mozfc7ZvLC94e29oKmltgKz5mmPYY/6+pg2XM26OEyNJmadVey/MnZkhWmbFfgijAulo1bDFHe80+Vgzbxm7L/ch+OiZ9hqiM7VGjly25Ow6eMwC2fG+QRvD93lsLtjGjL3Ol8f08OJGeYYJI/YOXV6YvWm3Ma7/zfDKjPnfFUVVvHZeNM9LIvIKbb+sqi+fex4R+fcA/Iqq/swsSMLTg2L+3vM++tNfO0bsnEUwq+PTQToD+GcrvXwfCOOP2sX5pwOa4Zw0J6v188JuKS/AIT9bi6BwhxVAs+I6QO0jXliWZr/X/k0jtVthcJAnZngeZjJmB4KprA/y2A3EIexkztqjjTWCU0gwGKlS/gIx+kbrp3EKA280ynoM+bj9Zyx0uL0JHhYwHUyEXltPSVTja435t4d4mBToNG2v8Tdz8Ocv97D+9xy5Y8y/c/IO6vX4eZhWP8T0RyYPtRkx97UZd5yA6WFY+23W+pYT+K6EwJnjflxV37LVQER+FMBnDQ59O4D/CsBX32ReD4r5e1qCdFKZHwoTAjNtYpT05ck/hL4+UMPsySoAWudaF9VDpnM5FzEctgAKRSkwjx/Tol+ANsrHlwTm0D9oha6Kxoma3LTSNazQKgwKCTRWBs42VpcMBFvEI2u7/rjX6gtc4vBs1N8ja8CuZaQ7sXXAsNFBK3QlFDV00IEPRVrtnjVlhs34un2Ulp9jt06uhWWKYkQjpZnnyWOOavL7pRiZ6fMzzuUWRkx9BPkskuL+R1U/WcicG4hxCvcftTtTUz+LbhPznyXOisi/DuALAJjW/7kAflpEvkxV/5/ZeA+S+VtY4ogM6vG4vR3zWsUMBhr1ORVBMFuVCBgLgJuSwT1hISbqBcDgHKYBsmxiaEe1zyuoTNYWhKnwTitEEgViBDNnKEMmyRGdyGwYg2WYAad+FUaxBWesvX17ATDatjFaWMYymfPcoT3Dp7nxXEbEzJHDG5np85zrNbZCxOkR/Xkah3n9j4DK3I1WmgMfqzWkrJ9Biu25Go09jmP9Z6tdzap1jvD5cxy8W2tx3OYiLqM53xWp6s+B6qOJyAcBvEVVP77V70Exf9WK7R8nD9tWjX6gZ+5MpxxK3B8AlolmBpDGbMwjwz9l3xCCsXjyNPf90i5qMQrTSzsq8z6siqsdrf07iPMGqoZYhECs2cBBQNCLdMyl3BdjaCQY0jlbCCXNGYBWprlqtVL8y7UADc7OsApr6D4M08jDSCZ0LHkqEPOKmgYVyf4Tuj8sXMz/MQvnTO3a0MyVICybH3cfZ1Ln62Zrx//dGIX3jp9FZvz2zaUcSjsWtm6sChW1RQs5np+v0faZMuQLA55DWwyenbt3DftckrzuEW1p6bzf1/8wYeH9AdZ/S3OYWgPuJTmsOdMVKaqHV/kC7GWpDDyutU5PceYfRwAAIABJREFUmYcCph8eVhS12C8gw78PMSJqu+KSaftlBbBoPgHrX+dtWm5hYmDm05YsttmJtnNITtZ8DqkCwO7dqEQ0UJltETrSCxVzOht+rlo1dMDueYU49qHNsrVvg6hWOieoH+9L569Cx+ZyLiPwzZJC3e4crUR5ql8jPOiZGGXmWptRldC0YlaFeqxt6t+25eMM3zRt3H5m/MP2E/gGmC/Wbr/tfT1GBajt6B1/WlLt53PXpKqff067B8f8jWaO3JFAYCuBf8/KPszON2o7wu0BYA/3ciYOCgTDUvu6J+Na6uK2UaCfNG6rxdV1hGufgKTKc0SIReUEGJ5f1wlgy9/j8DxDjlbp5o5Wg4dqB2P4/IDcLI9NAsj1N0jEsHfGuq09Qzf2be2bkE4TUjw+qlCy+2Rz808IQ06j66hzancECKLU5Cx15wF6B706RrpGFMWBGb8xfH4GRsSMv4w5EC72nrAPYJbL0ggeZtpa3xdehGUrEGNWx4th3RkCcFukANb4bJn/ufSgmL+9wLOyDTMTcAvq8W399ixvgL89A2bTmqEcACUnoFvfF8kJvF9CIxh8jP8ikkpAUEgph4TuFykvfnMO50SsfaoAAOi4EwLWFsjRMbTtWaI5ntXj2A4aqtEwlSH7EhCgc65lrBZ7VxXwX8jYdyDsns/HhdWsHAUnaFXrgOLsVZt7UK6Lvj01CXZ0H1W0Ye6+FINtM8SzFaljZM8cEzt2PdzT+gZahcWOj0I+LWa/tWp7jN/OP8PNZ8rUSChw5E+Zc+x9crcqEPQC+9wrGuKBqqUezurexBn+z2PMonlGbUftGZcPIoXJM2MeLQ/ZOUXp5QtFeNh2PreIW3WpFtaqXEuAUOfEsAzgnLbMYA0u0toO6COI+JidkqGi1Ke9ONbCm6JxmSFbFEgQaeoDdXVx0EbBjt5N0/L5P2PLo8BB2bpqrk9rtq214VOothpygWYG80iCxMpGtD4Wc8Ib5LZCszUmzXa9pp45G0MfVuR0UFDsLIcq9Gbkcf6jw5B8Jm8I0hRzq1FA/Rxnity5CVs7144tg9sixd34Em6DHibzpwfeGOp4gQhTmfL2hjZhv/nb9zn5YDWHBGtSK+thpTV/s2bO5XBb5ikwbuKFTFkCj/BeY/TNteWszrWoz1WLbdYDoMqfABoLoTAsOrYQRDQiE2prrEyztNT6zT4CzUxmap1pC4M0yx6a4M2bEUJCpQ+DFHLilYicPB+71gZ2omv3j5llUHcwz8AS4d8RikjPJRezS8LCTtpq+mns9mQWteOjfGx+5XfURniMMPw1an1eBufsE+dIuNBFj/wPo+idGWPdyvQ9uneyWYtA9VYxetW7h5aelB4m8zeswrYdk2/2Dfpu+Qo8sYZ/jtVg57X1ehkbNe1/pel3MeAc5gIpcdNpnwm62rcQRfwULWtto3VYSJTwTc2CSKWxBHwZAjsm2XfAZQPsON9CfzsbBzNdezpB85WOtd0Lg9Z8fZGZubMmzFS3Wv1Rc/hmuaD6ZRpxkPzMKM+vXj/fizbM0lkUrk+5pxZ9RQuqtFAQxd1vMHsueDcLHfZK0cH9GTMfwOwYJzJO5xTbhDDbP4JfZ+/aqO2I8e5Cn9/Tzvf2mPVF879HtDrtsHnAPPMbUMOo6U/due2t4nCz3+08e4fuqoo9qvYffAMYbp8ihQ5rxEKWRtVW6V5MMFz/cpovwBhL8NnD0ILz2/xFyOGrNRqH5zDCtCc8yd2Ltvib5E+R4w7eADhGvpZz9lCWHVdql35Xh7VPHAPSffEOYr43o/3lWmLvrOU5cf8Rhl/OQ9tjJtw6c2fRPtaWyWruj3B9xvRHENCpMFIgKTfrWuGhJkHsDE2f5+LfSy8AdlkRa7D/W2T4THrLlsRt0oNi/j7mdpSgtQTBtVOdFnaYon3obRyj144RL2wkiY0Ex/Ux4sWrpRnPoBvj78akD2TilzIAhIuWeVla/oBRpCUepRECABCzpo9QNXNzAJqPoDqXazSIMSafrbpA0GK6LWNfisbdarK2gIy6vh4qMv9mU4ZAuUS0NowbIM0a1q4KAl+ywe6boI3IMQNL3ZzK9WsffWMCcCYEVm0LsJlVNRNOdt1bZHBOlykean+DiHwF02ZuzinbzmGctMU0iuPn/aM583nP+b0Vrz/aNkv8eo3Dd/U26aL53wNS7bVu/vbJHx6KWaMClh3LEFHuvxto8zNTdSsMzaiBeUZaeuzLQVuc/wJj2lYGwi0Kn4PxE0NI+w9RsQ9VCKRoF6sqGnuYoFZk6/B701K7ipLKQip3b0ctVsQoPj1KDSsVjm6h21t4MGvT9NsgpoxsFUHAUIsXGPzbR9Kw8OK2XCq5DQ9toR++7jpOFcCeRiUXgCp8vOXaCIvQZulaP75//n3wgtErKTWwQNtihPTbh4Bulm94AnjHE8fsz7J6Z3SbzNp4zn2kB8X8gVb7Hh27yW9P3pHkf3vc//oYS8wxF54ygWOMv5njAM6ox6z+DYAc9nlYI0UxtXh/cugm+KhGytRwv5Cjgrh0w9CEz5FBbBkUJ/DAseuH8IljiSn3Waj99dZzeS1cpMIpXKW03ENzOmt/jytz7mvT8PzS/UATTgq0MM5IKDF0w1aAj8Ef/eZ2I6iCYbthP6vmSoKiQle9hsxO3dFxTipM4zofRtTOImDn7lakkJ1jFL45nAtp9PYuvuYLutl7NeABd8Wk9cL87w+lpIv0iI4qABqNsPo1uBdvEBI6qgrqt1kTMfzRBEGBgKgIm005RsUBsby0e9REmeMaEYMUbHZP5wxL8gEwJw/RFstuXwLL3qzXmdcQQCsImrUJ0MaHM67eRX+EqoEz425SwEhLBnKZ59zP6tAXbZocx2YZlDGVhUm1Juzbom1GZCtc1WsaWwM2T4O1OOae8foRXR/HjIGFb7lt5tAdaPVNdjYlbpnVBpjztj47QXIRNYJ1Vk3BBqNIHj6fr9ZpWj9Q192dWSYmEEYWANDj9ltM30OqI6buMfcC7ca+320LANUxvHUf6EEyfyAJgKvdMnyY0sPAeZrcrxUOQIWBTuGFHp/kOiMjzHLNMIxRSYjJgqFYBjQnOwbU8s9mktu+JQuIQ9SyQHzpP1Lsydoo2iRF/fD+JVQMnuEGFhoNQyVtnRk9Y+DcLyodE8LgGXqR3moY7RdxIZzS97F74mW9Q/7KtZjQ4lLJ1l6kZ15p/L5q5+q+7bdPwmLIhcfj/vWUbax+1Krd8/mtRPiBTIcWJmq//f52n3s2R3M8A96ZtTt33+i4Wbs+iOP62K8O9uTULuV5n+jBMn8AhckvIWCNMTOpMcNnht1ANIu48XRYDoJTykdahrcw7DdrWlG1hIAaHWLEQqt7ASiF4FahxWLcC1HM+CVkplKTuQCU9QDS5iC7k0JDW0aT5539Bo2lQJFCZhmYpgzU76Ay9BUga/SajQTWvk0wALlWj1bLoGjedAuCVEw+0n1L96bH6I34N8NOPgqHF4kv+2glNCbP4Pm31+z5Xo7uLTNVD+d4lrYEdnT352nCRx3/mjl1R8f66+V59wLg1G9vGfCx40SL5/t6TeXQ77qwGxRYL9E+z58UBvkkSgxfscZ1qrWzNpCEhHvoiPGta8UTzdRcgnRhoDMT1aAfa2PY/xoVj3ZLPk9uTILH4rBnheCitg49Vlnri+qXmASi5nnnyCAWAIYfMxQUtY8hP2RY4xCRlyWsUIaHkazfKEnI2tdL0AzpVCFRom4G75rBQNbmYMy4Yeb2TdfpYBu23jQLZJWKsZvlY47Vg1ZH+UFjB3NwclG5r0A7Fl37gaq5JQGbfjO0U7/b/73T8I8KtgJmhfaamjxOGI0gjXl9nrFgmClFzORH748f4zjoNzoPUJdi9ee/bVJgWIDvPtCDYv6WvLMd7dP+U8b0zSLwsM9oPV/fZpRo4lcWGjm1+Hgffy/N6lZ8zK8NDFSMdlU0mj73baEHQWgskHIT63UaDJGZULPqE0WpzGLOF5HigOQwRK/V2pj7RToYJXqBkKcYcpauZ/pNOWPya/ShpXUfa/BVsFQmjaBFoJlz3ZcoMAbKQmJ03xkyi6Sq+/o6Xoj4/8dH8BjZ/3k4aoF1DAb00Tas+ds2X1M6D7p9ZTtWbN/7K/y7N3qvjM6xCo7E8NmZPSIWDi3MO7b8n5YusM89oi0B0JLFAFdoaOYHmBVp43FnjuDRudkJXPq4sU2rWrrCbbm+jaBZHtLCPZMAACwktMzBXVoJCcXYnxHVZQtHccf5RUWziExUZ0XQGIfGIV/H4yJ1ADr83gRCGsYsgzwXqbHzQGamg1BSmwevP8BC0ha+Z6EVV9RQ2MywfdglQzhM5qAdQTje0qoMvTJ2C9W15ynqGFZM49XBi6IwUVpqVu9Yi2fyfopTa+7OHLojTX/L+Qv0EXZLkOaez885hnlvvQKnzu/b86YHxfzTs98/PJaUNXO8MhlUlLT9MMTpG60sP0svuEzbUeyxFwbc5hqxyTkAEvPdB2kcc8vCbRLTt6ifg7bMExCsx1iiO+KasoPT2ElYmJVQ6hvlnvulQkGeLEfAmOisNDC/oKwBAyhRKd4y4NDTxkLwvCp/W3IaQyjpOuwe1zn7eHg+h4dhfJy8MfED0j2ehVyWftEgu5i/fSJfavb4GMt/VqwJDyPaPWMH7crzq+e2bvzsjRzIQIoeO6Kntp6UNKGbTB7mMax9i7HP4FHeZ3SMY/jHl4WYjZ3vSjfu7ZJeQj3vG800b8+I677xQ3J9XEvUEI/pyzuwhmI+gK3ooJk10AkoamZr3MaojTXQlPrN45ZEHK3RHfnEsBrsRsaMWG4cMsdJjK6e38ZsyvBGKVq9HTMGySGKvmSEjVWuQyoTbPFpvkf9Pts2gVLGoUVsmmJoPGegwC8Mw3ihZYLBGKwx6s5RO4VrANPorTQ3t+FHxRh2HyGEIXVCl/r70M2Rc7esMbEk4TsMzxyc28M8M22f35kZE/ZMf3b8nDIN6ySLeGvfk5IqsJ5KxX5O9KCYv2q/GAvQr+AzWrDFqBUasXmoxzV6FBYGOoKAZlrNyKIwP4GHgxrsPo/BDKR90dtM31GNILYCmMH4NQf6OHR0Jvfs24RH48R12PLIGuDf+xAahpw69XPssOgJM+6zTrVrX44NrIjC7NZ+LF8crfGd5P+Y72Xj64koC7kDfbkG1uy9QOCx/PUzo7dng49bzf3Sz55zEuxe6585dL22P3ungNYfNmL6rGiNNPzRNTOuz323fG63Rc9K8xeR/xTAtwA4Avg/VPVPb7V/WMwf/R/PFf74IbRF3tdYowg4Lp+3jUZwDQAgAK8eVixZoy7FpigiiMkz/pETuJyrgRjy6SxKwzHcMk+lxkjmfQhVIzYt0Ip5lctg7LtEmVTn8WFNsIe/lgJHUOiozcuHj5a6QjBGUhmewR9RzcFaOfA+hGEJCp8Q5SEOa9PBM4GZE+1nC4QibDi80jtGh9ol/TZh22rPdcPuMbc3YbIf+WnKvMdMn0uB+7n66BxuE9XdzzhOBBsRP7c+2MHv27IS7NuXWBld8ykrYnHv913Rs2D+IvLvAHg7gC9W1ddE5DNO9XlQzN8TF2Eb4e3A9oLvta1tt5nD3I63uZzszgkT32eNupkjcI2IqxLn3zI2LpMb4esAZVPbrICoyQG6sIMZAMbaJK8XYMe6AmJoX8CoaTssrebITs1IWvOs4mhxiNLLH8QsitZ56q0Thmf2S5sZa8x8HwLYZ+HP3zpfmanavOZM18MqpRyHu499kTRpxuHz1GtolQR//loU0FlYUTstn89/Tugmwzv+OR5h/KNKl6MIH4ZMO8beRYTZ2BaWHbvjNjd79/n9NqXsdtfwHftD7oD+BIDvVNXX8nk/dqrDg2L+Vl6VY+lfo3hfo5lJyg8I4Jn1+bieZ/ajdPSZ49leoKtdKELgOqtAVzlhayUG0miM7oXxbayAXKK6fsBoHrZegPVLtC0MDGvmlcVMU7bLrdbLWDAwMayTBIvNk84fxlj+qooQB1g/eoZWrr/RkgeW3iA0t/Ydw0ieL3imVu55IM2XmHdc+/t8iK1PoA/HlIbx23dTGwot40+rv8VurCZ5ymn0Nv+RJj+DOD15pcdX3J2VS04CoC/UyOOyEnZ9jMCuz+O5DToz1PMlEXmFtl9W1ZdvcJrfBeDfEpE/C+AxgG9V1Z/a6vCgmL/RKMHDfg+jd5wAsG9vDdQ8gRoF1AgbHZeEtr6jJC8/txmmaeMbPT6uuFpCAwWxlu9XDTOycMrWiTh4eHMCU++YZGc0WyKkgVpteJBgANoXNLTRRCwUAMCHiZoTuCkJrNpE0dSQSzefWIUPz5sFEzP7cq9iyrg2oXZwdXqMkVaLZV4/phVQ/X4fvcNM2iKy+L+ya2oEjTF6VE1/BO3YmG1Vztbq4WQyjq6ZYfBAZdQjGIc1clOw/Dvgx/OYvcf1PTHMM8L7/fxui85M8vq4qr5lq4GI/CiAzxoc+nYkXv56AF8O4PcA+Gsi8oW6IXkeJPMfOXlmv2cPAkfe9N8R10c7V/pdmLr0516jllBQG4PHY+1mBE/Z8RevlmYM1tpM4/NZCoeM91sUTMJ922gg0xRbPL1/2Q3fN4FQy0mjjShCZVjpWBtOWsYdWD8rUtQJMyDvTK7MPc9LAIZpPPRkffhcafGaPiqGtWwfKWXQi0+MY2vAF8Dro4Hae+OjaHwxNdbuzQKyfX693Ga8qIMxWmvA+4babOgxEx5BqOdo//zbM2d/fLbNYdhAFSR2fAu69fO9LVLFrZV3UNXfPzsmIn8CwN/MzP4nRSQCeAnAr876PEjmP4sSGAkFr1n4cMs1ale+IVGbMegZMidPzR5sg3f4G6h1gkYa1EhbKjNSTYuwSMX4ywvOyVRREZT8AaVmMY9m5yAGatr32mK3Kfmof7GsAikwsTDi2Jloi9FYaCQz+r5tssT4fyz34USER8XnGadniwjddbHz1hzh3gk7cuxuFUkrUVlBwBE5FqnFEM6qwH4Zj8PjsbVXfBg0t5Hw2XImM22tXHWupd0927otELzGP8sBmMFSV3cE+UCfWbTP3wLw+wD8mIj8LgBXAD6+1eHBMf/Rw+f3+dr6vv+WReDHrM5gpxnV1cIBVAcUayv+nAXjH2Cr/hz8fbULTXz7LB58ZCmk7ayRrhR1UgSBcxzrGDsG0GnQqxM6rLXafLg9WwoGuQDoCpbZPpuLaV5sXfgIm5HjtUI2VaDFYP4KKYLOa/KvlSzaFl7ahz7Kxv7CLv8iavPbvr3j3mv3KUpLO8jJk+U8bCVo8TxnZRlKe6eAjI6ZlTqyDl6bQbGq3TvF8M5sDka+/MoM2rkLrT/ROLP7DujdAN4tIu8HcA3gHVuQD/AAmT/QPowjjZ/bjMLS/BijBK46DkM2y6ZmbtqKLwPh5z7DjUcvVfntHL2ePPMB6ovfOH2dEWBhopw/wO2AGmViQ6/MFGNrVXWO0sgnbOe29Z6OBJzH9vkao9Zz7ZeAVVEYe5P13GQue99IC4ewbyWtw4CO0XbzjK7/gBiWYdimKbVB96qpHcTQDtV9mkU2NfCa08hnePwpiMb2+fyaxhe3YWUYvDM7h4d3Tln5plABSUuXyfv5JKR4Npq/ql4D+A9v0ue5MH8ReQOAvwrg8wF8EMAfUdVfG7R7N4CvBfAxVf2im/b3pDp/MNXUNNrHjJSrdNo+H/MPDCKCBi9Jo43kuvzXa8SLYcESpFgB/jwzmGK2f1QhlFfpKveAtN+0XYuHjVYTA6pmumYewgvJME7eYuT1XE3tmBKlU080ZCxUisHmfUqr6gqWTcIDm2tzGDxcXXvD5X3YJvctEAoxasPZR8QhnX7/6F4ytQu09G2YkY+E/IyKI/fEPduyhmcWAa+w1Wjq6yyTfq7pG3GY5ggemgVM+HFulVnr/V3J6/ZL2J1H7wLwPlV9E4D35e0R/c8A3voU/TvSqFiPMX3HVHdD3QNh+0bY4OihGWGURm042ZrbxGF7fsBH+QWz8/mP7b8+xsbMXaNSxIs2kTE+KqR3omrzSZpxe60xahICMYXRHVbtGKn153PGwTkObmFtc6ause1v7Wb3hI/bMd7nr4vHZK2eP9XZO+gfK4Mt9ynW9oCVlWj78XXW8SMJGb739VPvreboptgcP6yxfPx/xXP15/b1cWbPvcE4p+AS/k98pu7WO8XHr48rro9r2T7m5+y1YyxWc1Pd88Q74nmAuvtxW8T3evZ5HvS8YJ+3A/jK/Pv7AfwYgG/zjVT174nI5z9p/3689EeoKtZVIVGgqhAp9nKLs9K2BOnglhn8wpo7P4wWCeTLQ1ucfqru2Gsuo2S0LTKrwkJHOYTUm9WlgBpa7XQlxh7jmqGQuo+jhA6ThY/YwQy0IYZ1SUrTVkf4u3bjAW3YI+/PJ2m0ZfY/sBNzq3QD0GL16R6QBg8MIa5RjDzDLCEQxk5wkN1HH15pVBi36+N9AKMkLaaVhPGo7MVWBM9M2z8VGXdKKDTjOb8C//YO3SW062SMhIg99/Yu8PtqjL643jJf0KhljYjbIFVFvNT2aegzVfUjAKCqHzknFflJ+4vIOwG8EwBeeP1nlv2aX0CNCkXF+da1CoOUnZdMZI2KNfezmHSjmQAA5lFCTGvUJoJn1sbGGz3MdszazuApvw1gGvMPEH6cH+AS10+reHVlGogOMSJm56hFGQHuO1RnL+PVozBHZuLs9G3ny5E6rK2PmZ7XvKwEtjlOeS4jeMY7b+1+WGKUP49BZWXczMR5m4nDM0dzPsX0eZ4M/TGzt0WIgDHk5p8/v8+3s/287TN1y7f22nodr7VcjV5zMKxZINzX9zMtn++Z/+8lv+u3SQ+upPOJhIRnRjlL7mUA+G2f96+qSXcv9QPojw+o1gDoz4uKZReKAGBixu1fHs4ITg+iMYTQvEiWwfhiWLqXiM/TjoXumP/N27P9HIbqHcINQ6bImUbjHACIpURxif2XjoGX/ul2lPONsWv7Vc+7unbDcgy5ozH1Zjv24Y22z5bIPOUQbe6VuxYjH0lk1hILJaNahqHtw/fvJjSaaxe94wrNzbR4r5xsafYz+KVp4+ex8UwbjcI4jbxvgJ3IzPjZ4rffXjDcFmlXffB+0J0x/xMJCR8VkTdmrf2NAE7WoXD0ZP0VTcLFelQImdIG86zHiCXDJD5airWCLa3ba0UcyvZbSjJWxNVu12kn12vErKyCrT9gtBWffCocdJgwtrYaFYeIthqzlNBP1mR5wRV2MHIC1qoKhNAxMh5vkfE1hSAlvJHLUZiWXtYBDtL5JNaN7VH0kC2MY/MfMXoPJ9lYQdv75S2OmdOWi8Zx4p3PdB7RyAIbl18eM2UOEGBG7/Fyg1Ls2KvXLXMbWQJH9xzw8bb93LG75StgOjoBYP3sWTQFsFivx9jUNrrVZRdVHx7zP0HvAfAOAN+Zv3/oWfRX9H+sbUtIvyMUGusDkY61VoDBQEbeH8APNGseo7T1WRTDsrQCZPbb1wFqxjjDRzGEgUACJ4yZioc/WFviOPP9IsWpxQvNHBKe1jFIhmqGRJq69yl4QTLD8300E+/jNs1pR5rwYK4t7DTWcmfn8U72VbVdAIWsidFSjkx+4ZQRjSBB+/YMlsfhaDUvKPw4fK411vs+Gt8CIvwcZ3BRc72D92BUsM6UObb8bRu4/fV2FRfm7+k7kWpPfBOAfwrgDwOAiHw2gO9T1bfl7b+C5Nh9SUQ+BOC/UdW/NOt/LnmTDwCsDrz9+VoLdBZLwPwDQGiccj4yiIlfCi4TDYyreLJD1mv/5uTifVu0pR35dn4OnVDYiAszpl3i39nxScwaa+zyCPx1srN2RIfYtmefgvUv10VMnqlUMEXvhOY2zT0igbNFnsF7WMXgtZnV2LRz/5+H6PxzZAKiO/fsXHm/BQWcCqccMXOvlXtqtHWyOLbGnSkjMygKQAPFsoYP1KCOovG7dqk/Sh+RXpl6YlJFPFzf3ni3SM+F+avqPwPwVYP9HwbwNtr+hpv0P31ilFV1/DrNKzGmsEjW/tPDIaEmf2g0730oD0oIguvrFcsuTLVwT8eo+C1XC3jhaItO6BhubPtZu1FM85a2N4Ok/Bhei5v5HIAeDvGQDjPNqChlIyzyxTN+r/2WYzElWxmTPqU9F6GzzB2idr69ZrjDwUCzuPqZxt3c39DCGudg2aPjI+ttlHNi3yMNfHbOEdzD43oB5JUDztZlq5bn6s87YuJWgRNohciocKKHmJrrsUQtfh7WSEpbxvudtW9k/W51wfUL7HNfqI3p95l86zFCggwcQfnBp7sV19j0L1DQiRd9CVLKOLQveHUCWx9muobHX9Fxv/LYqA65H4f3eVN5K3qIt7fGT6Z9xc/LwjJWNM6cx07ANaUGQh9aCSR8v2D5uX4NO1gb6ClqWdOAx+kYeVTArQriV6oaXfPs2vn3loY723cOVHOucJ+18eQ1/q05eWHA+Shb2jknb526D9P6/RvXYOS1e6Ay/I7Zx5bRV+jnFpk/HqDD9z6T0p9s2rwxco0Kzas4malov9lBDKSXgsNBgfGLw9/+5fHtrl2IKIDEIKk0sYeRjI5Rm4xif57RS+zj/5lm9dmZtl7E6zUtNDOOKc8/oot/R8v421h70O9Wm2etvVlrOLYa/KhsQHcNprWPSlk72rofW8LB95nd5xkzH2nVIxjR95kx35E1sWX1jZj16LoAbMA94/DMUcn10X81g3BG26l9r9XHwXi3yfwvmP89IYV7YFQLFwpcTvhoWn0+ZoJBFYgCCWidvqEyJgsZnUErS5DpAjKzfQYjWCx28xLvWvzKCsONNPqZBn+ORupfXPYLcHuzUBgW4m/7bZEsXDDOr3PLuPZVDrk0srbDujWkuXP0ktfYjeEZ5j2DKU5d84xm93VmQc2Y60wTPwXxzfb5YmczBjyyPr1FM4J7ylja37t6nmpdujQvAAAOGklEQVQJ2DEep4NA0TN+78i1cE2Gdpr5UM4FZ/Z7OuXXuRHpRfO/H5Q1Sdb4jWKojMQeDAkCyc7AxS9yHqujMABNbgBbEluQie23F2Dxjgi4l3jgA5i13WIQs5d61Hd2jq0oo9G8eS7Wz8fws7N0BLd4Zy6AVtDYueHKZ2OkdW5nsHK7kdU2uuat+zETuDNGv/XfGZ0SQqeEz+y58ArG6FnydXR8ePLWHPx+Zvx8/bPFX4BBrH5MuD47e9lytzZMt8rkp6SIF+Z/PygeU+0Zi95hWtH6AUJxDBm8k4SAaRUR7YMltsB4rGFkfoWqNVaoxdftsdIP6XvpGIS3AqwfE7+0PP6MMZ3SAqtgGsNXV87ymFkw3e/Qtp1lCDfjUPTOlubrmdZoHv4ebGnxWwz4nP3+2IzZM40c877taM3bWd/RsVPX5sdhxs/fAJqQ2dG8R1r/DLoaCRxrW6CZAXP3Gj+vn9vk5+SV5JjuqviaqiIeL9E+z51STZ+sTRxjE60ziuuPqgjR/AD5QQWFK2YIqAiTjP978i8YM9y+gqdF/qRFqGcWw9b4QPuCGsxkyWVAzxRmmnydV8/8/XGvtc6O8/k6bT0LN3+O4jCk+kcjaMLmOKvbfqpEt5//SNMeCZ0Ztr/FiEf3anR869ip52N0LSPm7zX9resyqKfzE2irvfMY9dxV0J4bWsqlVQBj8uk54aRNw/SbDO4M4Wqsq7Kl8cawz62XYlCFrhfN/16Qef1LcbCQGHZh3JmRA0kIlLIBsZZ/iMiYP/kAbkr8InL8v2n/vvhbp7GV/IQWW+UVwoxGuPwWJDBiVl7T934E/r2FjXsBMZqTH2t037Z+nzqXn/eo/2z/jGb3bDb3rXYzAWW+CR5j67pHv09ZE9xuJFjsWd0FweqeAU+sUCSBvDZjn3IUn6Itbd3eU27nmf4o+esu6IL53wNStTIOFZcPkBR8TjTL7i3jOAEgVOSrZhCm7VPanr3Abcx+jf2vJvLS9OexPWTimS+vL+AZomfiW3j/6NwjrX7EbH0f+/b92Mm3JUBmWvgphj9j+jOG4+dw7v05Z4zRcaYtAcH7Ru1mgoH/761rPpJSAmD4u4zlHLujaz9l3cwhosq42+StQcz+AN+Po31unHRsOr2no0uc/z0hTZg/YJCOQIMUBr/sanhnjG1SawwAVsWyhMYCACwMtBUY9mDZfv/3bzGP+jL0S94NhYlzlC5oy02MksGAPupjS2M/xexGWu5oPGZOXsMdLZ85Cn01ITFjjjMN/5TVsMUM/Rz4nswE5zkw2ux+je6f902cYqpb18T3daQAGPl6OqN7cn0YhCc351qLJTtj8n5dAGb6TFyY0bYBALEt42CRfI3Wv0bK9G2DNvg8t4v/PxvmLyJfAuB7ATwCcATwJ1X1J7f6PCjmr8gPQKi4n6ggxCQA1mPK/DUtwguAWblX0/5HtdibdlG7ctAYbHvyL0rzkgU0v609t5uZ1/zijzRaZgrnrKTk5zYTHlua7kiIzNrNoIubMHY+NhN6o/uydR0zATq7xlN0au5b0NjoWKtg9M/XOee66X/LdXtGCgCTv0cjTd2IEzJnTLsJ/wyV8XNZFh8GelukAHTkCLx9+nMA/ltV/Tsi8ra8/ZVbHR4U87eqniVE0x5kKJa6RmA1AUObwAVUJzAwhoTi4OHnktFGI23SNPSRNu4zgP049nukjdrYW1DA1rxmjMz3PWc+ns7d75nKTEgwYzu1b2vu59K5fbba3QRC8gx7dJ3nnJetiS3lgyHDbn5kcY4yeLf+r1kpCF80DhjX25nBNF6D7/IBoksQXGPXbx0oOk9Mzy7aRwF8Wv792wF8+FSHB8X8bVWd4yFX5lSBRMGyC4Wp+zVObdWvBRXuwdK/LJw+3mQMa4KKPNlL4kMld6FGALUM2G+PX9hFthfb2Ar/9Mxk9PLOLBDfd9ZvxrxmzH1LO/X9/flm+3yf4X0cCK2t+8PH/TX4ezX770aJTU9CMyHHv08JHF6LuoylmjLNjTnnoInr1ZcqMRivavveWc1tZw5uJg/3NEEbjkbx+6Owz3WNBQa2GkDALUf86Nlx/i+JyCu0/XJei+Rc+s8B/IiI/A9IGuK/carDg2L+UMXx+jVoXKG7K0hYCpPfXS3pocmhYal0WxvJ0+GP9rAgF4rj0E+2FjaYxUwjte/0aQXElqZmLyifY4tmZjr33dLgRu39vhEDGr3o52r7I7jnlMbr7+9N4Rf/v5xDo3PMrA0/p1nfkbZ8E6tqy/KZUbln5FNaozbJeAbhsDJzfeyfH1+SxPrx9pHCM2d0ykE7y+At1gAJE1XN63qv5XNbpMC5oZ4fV9W3bDU4sUDWVwH4L1T1fxORPwLgLwGYrqkCPDDmrxqxvvZq+r2uCPsrYHdVJPOyC4gBWFCLtGlMVT6H48U2Kcywf4aJZuVhvbPOv4jHqLiCvaztyl/ANt5sSWA3eblvSlta7IxJzdr7cT3ktTXHU8LDj3MO0z9njtzOLLgZ5OH7njOHU+224J/ZfHnc6bODPomr+T9WJ8z9AjkDa+ccyMe3adbLcMlcvJ9hm1PCwjN+q9AbY4Jm4uH61pn/bUb7nFgg6wcA/Gd5868D+L5T4z0o5h/XIx7/xq8i7K6wu3qx/CkSFsS1WgBs/s0cuFPnb14Qxr9cXAto5PQF7fPROfXFqIsMjJgra2ejcWf7vGbu24wY55YmvAXPeA131v9cITGDb04xxXOZsJG/Vtv2sN2pez3S8EfzGc1rFA01O+cWnQNHjeDB62OsGdbr2Opqx04VCbeu5ZRVyQure1LVpqAil+FmaMcUMH5nLfonRsV6/Sri4RrxeI3j9atFQbwdemahnh8G8BUAfgzA7wPwi6c6PCjmr+sRr/36x/HCb38JMcfNh/0Vwu4qHbeHjDT9GHWo+fuHkTX8ZqGXgbPK0ylIoWXCSQBsvfD2gl6FpI360s++r8eBvQZ7an5b0MYIopm13RrzHCHzpHQKPmmE68SKOEeIzay2kRA6xwKaWVeeRtDSOYJvs2gbCdcqhGt5knS+kLfX7hq8pWR0TqRNKa+yoZzZcaBGCTHj5/BOXZO2H4/XWF97Fdf/36+dnMPZ9Owcvv8xgP9RRHYAHgN456kOcpeZbfeNRORXAfyTZ3S6lwB8/Bmd61nSp+J1fSpeE3C5rqel36mqv+NpBhCR/xNpvqfo46r61qc5103pQTH/Z0ki8sopB84nI30qXten4jUBl+u60DY9QVWaC13oQhe60Cc7XZj/hS50oQs9QLow/7ujmyRofDLRp+J1fSpeE3C5rgtt0AXzv9CFLnShB0gXzf9CF7rQhR4gXZj/hS50oQs9QLow/6cgEXmDiLxXRH4xf79+0u7dIvIxEXn/k/R/1nSD63qriPyCiHxARN5F+79DRH5FRP5B/rzt2c3+vDnScRGR78rHf1ZEvvTcvs+LnvKaPigiP5f/l1d83+dJZ1zXvyYiPy4ir4nIt96k74UGpKqXzxN+kGpmvyv/fheA/27S7t8G8KUA3v8k/e/jdQFYAPxjAF8I4ArAzwB4cz72HQC+9R5cx3SO1OZtAP4OAAHw5QD+/rl9P9muKR/7IICXnvd1POF1fQaA3wPgz/LzdV//q/v+uWj+T0dvB/D9+ff3A/j3R41U9e8B+OdP2v850Dnz+jIAH1DVX1LVawA/mPvdJzpnjm8H8AOa6CcAfLqIvPHMvs+Dnuaa7jOdvC5V/Ziq/hSAw037XqinC/N/OvpMVf0IAOTvz3jG/e+KzpnX5wD4Zdr+UN5n9C0Zcnj3c4SzTs1xq805fZ8HPc01AanK8N8Vkf9LRE7Wf3mG9DT3+77+V/eaHlRhtyehEzW0P2npFq5rVFHL4oa/B8Cfydt/BsCfB/DHbzrHW6CtOZ5qc07f50FPc00A8G+q6odF5DMAvFdE/mG2TJ83Pc39vq//1b2mC/M/QbpdQ/ujIvJGVf1INqs/dsPhn7b/E9MtXNeHAHwebX8u8tJxqvpRGusvAvjbtzPrG9N0jme0uTqj7/Ogp7kmqKp9f0xE/nckyOQ+MP9zrusu+j5YusA+T0fvAfCO/PsdAH7oGfe/KzpnXj8F4E0i8gUicgXg63M/OHz5DwJ4/6D/s6DpHIneA+Abc4TMlwP49Qx1ndP3edATX5OIvE5EfhsAiMjrAHw1nt9/4+lp7vd9/a/uNz1vj/Mn8wfAvwTgfUgLJ7wPwBvy/s8G8MPU7q8A+AiSo+pDAL5pq//z/tzgut4G4B8hRVp8O+3/ywB+DsDPIr2Eb3yO19LNEcA3A/jm/FsAfHc+/nMA3nLq+p7350mvCSka5mfy5+fv0zWdeV2fld+f3wDwL/LvT7vP/9V9/lzKO1zoQhe60AOkC+xzoQtd6EIPkC7M/0IXutCFHiBdmP+FLnShCz1AujD/C13oQhd6gHRh/he60IUu9ADpwvwv9KBIRD7fV1e90IUeIl2Y/4UudKELPUC6MP8LPVgSkS8U+f/bu0OchqIgCsP/sZgKwhIIihWwBQwBhSAQRHUVW8BiSDCsBYMGUQy7IAFEzSBuBRtoX9L5P3nVqPNubvLO5C3JXZLn9dlxkmWSvannkzbJbh+1lOSIUf17w/gT+SXJGaPYbl5Vv1POJ22a4a+ODhh9RedV9QGQ5JrxEXiqqtcJZ5O2wmcfdfTF6H8/+Xd2CHwz+ouknWf4q6MVYzvZVZLLJDPggbFucz/JxaTTSVtg+KulqvoBToEF8A48VtUncAvcr5edSDvLVk9JasibvyQ1ZPhLUkOGvyQ1ZPhLUkOGvyQ1ZPhLUkOGvyQ19Ae6tdRXP6i8CAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"np.log10(ekehat.assign_coords(kx=kx, ky=ky)).plot(x='kx', y='ky') #, subplot_kws={'aspect':'equal'}, aspect=.5, figsize=(5,5))"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home1/datahome/aponte/xrft/xrft/xrft.py:608: RuntimeWarning: invalid value encountered in true_divide\n",
" kr = np.bincount(kidx, weights=K.ravel()) / area\n",
"/home1/datahome/aponte/xrft/xrft/xrft.py:624: RuntimeWarning: invalid value encountered in true_divide\n",
" iso_f = np.ma.masked_invalid(_bincount / area) * kr\n"
]
}
],
"source": [
"ekehat_iso = xrft.isotropize(ekehat, ['freq_y_rho','freq_x_rho'])\n",
"ekehat_iso = ekehat_iso.assign_coords(k=ekehat_iso.freq_r*1e3)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x2aab705687f0>]"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ekehat_iso.plot(x='k', xscale='log', yscale='log')\n",
"\n",
"# get forcing wavenumbers\n",
"F_k = 1e3*r.params_output['fst_k']\n",
"F_dk = 1e3*r.params_output['fst_dk']\n",
"F = np.exp(-((ekehat_iso.k-F_k)/F_dk)**2).rename('forcing')\n",
"\n",
"F.plot(x='k', xscale='log', yscale='log', \n",
" ylim=(1e-7, 1e3), color='0.5')\n",
"\n",
"kref = np.array([1e-2, 1e-1])\n",
"plt.plot(kref, 1e2*(kref[0]/kref)**3, 'k')\n",
"plt.plot(kref, 1e2*(kref[0]/kref)**4, 'k')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"u = r['surf']['u'].sel(time=slice(0,100,10))\n",
"v = r['surf']['v'].sel(time=slice(0,100,10))\n",
"uhat2 = xrft.power_spectrum(r.xgrid.interp(u,'xi').chunk({'x_rho': None, 'y_rho': None}),\n",
" dim=['x_rho','y_rho'], detrend='constant', window=True).compute()\n",
"vhat2 = xrft.power_spectrum(r.xgrid.interp(v,'eta').chunk({'x_rho': None, 'y_rho': None}),\n",
" dim=['x_rho','y_rho'], detrend='constant', window=True).compute()\n",
"ekehat = .5*(uhat2 + vhat2)\n",
"\n",
"ekehat_iso = xrft.isotropize(ekehat, ['freq_y_rho','freq_x_rho'])\n",
"ekehat_iso = ekehat_iso.assign_coords(k=ekehat_iso.freq_r*1e3)\n",
"ekehat_iso = ekehat_iso.persist()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"hdl = ekehat_iso.plot(x='k', hue='time', xscale='log', yscale='log')\n",
"\n",
"#F.plot(x='k', xscale='log', yscale='log', \n",
"# ylim=(1e-7, 1e3), color='0.5')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"r.params_output"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"cluster.close()"
]
},
{
"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": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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