wt-ts-filler
Clean up time series of groundwater levels and fill in missing data using correlated time series from nearby wells.
Science Score: 44.0%
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Low similarity (5.7%) to scientific vocabulary
Keywords
data-completion
hydrogeology
Last synced: 6 months ago
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Clean up time series of groundwater levels and fill in missing data using correlated time series from nearby wells.
Basic Info
Statistics
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
- Releases: 1
Topics
data-completion
hydrogeology
Created over 1 year ago
· Last pushed about 1 year ago
Metadata Files
Readme
Citation
README.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# wt_ts_filler\n",
"\n",
"## Purpose\n",
"This python package aims to clean up time series of groundwater levels and fill in missing data using correlated time series from nearby wells. This notebook presents an application example based on groundwater level data measured in the Var alluvial aquifer (France).\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Libraries"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from tsfiller.Filling_gaps import GapsFiller\n",
"from tsfiller.cleaning import SpikeCleaner, FlatPeriodCleaner\n",
"from tsfiller.plotting import *\n",
"\n",
"import pandas as pd"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Input data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Date de la mesure 09724X0023/P2 09724X0028/P37 09728X0177/PZ1BEC\n",
"0 2012-01-01 00:00:00 103.54 109.45 NaN\n",
"1 2012-01-02 00:00:00 103.54 109.43 NaN\n",
"2 2012-01-03 00:00:00 103.53 109.42 NaN\n",
"3 2012-01-04 00:00:00 103.52 109.40 NaN\n",
"4 2012-01-05 00:00:00 103.50 109.37 NaN\n",
"... ... ... ... ...\n",
"4629 2024-09-03 00:00:00 99.79 103.77 95.97\n",
"4630 2024-09-04 00:00:00 99.66 103.58 96.04\n",
"4631 2024-09-05 00:00:00 99.79 103.45 96.05\n",
"4632 2024-09-06 00:00:00 99.85 103.50 122.77\n",
"4633 2024-09-07 00:00:00 99.85 103.52 122.71\n",
"\n",
"[4634 rows x 4 columns]\n"
]
}
],
"source": [
"# Import dataframe\n",
"dataframe = pd.read_csv('data/wt_ts_Var.csv')\n",
"# Set dates in datetime format\n",
"dataframe.iloc[:,0] = pd.to_datetime(dataframe.iloc[:,0], format='%Y-%m-%d') \n",
"\n",
"print(dataframe)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Cleaning "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Checking for jumps in data1\n",
"Checking for flat periods in data1\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\Users\\picourlat\\AppData\\Local\\Programs\\Python\\Python313\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:7631: FutureWarning: Dtype inference on a pandas object (Series, Index, ExtensionArray) is deprecated. The Index constructor will keep the original dtype in the future. Call `infer_objects` on the result to get the old behavior.\n",
" return Index(index_like, name=name, copy=copy)\n",
"c:\\Users\\picourlat\\Documents\\040724_Data_recap\\DATA\\Hydrologic_data\\Groundwater_lvls\\Analyse_data_drought\\wt_ts_filler\\tsfiller\\cleaning.py:39: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
" while data[i+count+1] == data[i+count] :\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Checking for jumps in data2\n",
"Checking for flat periods in data2\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Checking for jumps in data3\n",
"Checking for flat periods in data3\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Split the dataframe into data series\n",
"data_series = []\n",
"for i in range(1, len(dataframe.columns)):\n",
" data = pd.Series(dataframe.iloc[:,i].values, index=dataframe.iloc[:,0], name=\"data\"+str(i))\n",
" data_series.append(data)\n",
"\n",
"# Clean\n",
"cleaners = [\n",
" SpikeCleaner(max_jump=10),\n",
" FlatPeriodCleaner(flat_period=10)\n",
"]\n",
"\n",
"for data in data_series :\n",
" data_original = data.copy()\n",
" for cleaner in cleaners:\n",
" data = cleaner.clean(data)\n",
" plot_timeseries(data_original, data)\n",
"\n",
"# Dataframe reconstruction by concatenating data series\n",
"cleaned_dataframe = pd.concat(data_series, axis=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Filling gaps"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Linear interpolation for gaps inf or equal to 5 days.\n",
"Estimation of missing data from a data set with a correlation coefficient greater than or equal to 0.75.\n"
]
},
{
"data": {
"image/png": 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+SaSK9k0iVbRvEimi/ZJIFe2bRIpov7RvfMqF2bR5QWRkJIKCguDl5QWZTIYdO3borddoNJgyZQo8PT3h5uaGjh074saNGwbPs2fPHvj5+cHNzQ2lS5dGjx49xHkDhBBCCCGEEEIIIcRp2TSw9uzZMzRo0AArVqxgrv/hhx+wdOlS/Pjjj4iOjkbx4sXx7rvvIjMzU7fNtm3bMGDAAAwePBgXL17E8ePH8cEHH4j1FgghhBBCCCGEEEKIk7LpVNDOnTujc+fOzHUajQaLFy/GpEmTEBwcDAD47bffUKFCBezYsQP9+vXDq1evMGbMGMybNw9Dhw7VPdbHx8fo62ZlZSErK0v3c3p6OoDcFM3s7OyCvi1J0L4PR3k/xDHQfkmkivZNIlW0bxIpov2SSBXtm0SKaL+0T+b8vSRbY02tViMpKQkdO3bULXN3d4efnx9OnjyJfv364dy5c7h//z5cXFzQqFEjJCUloWHDhpg3bx58fX05n3v27NmYNm2awfL9+/ejWLFiVnk/tnLgwAFbD4EQA7RfEqmifZNIFe2bRIpovyRSRfsmkSLaL+3L8+fPeW8r2cBaUlISAKBChQp6yytUqKBbd+vWLQDAd999h4ULF0KhUGDBggUICAhAXFwc5HI587knTJiAcePG6X7Wdnvo1KmTQzUvOHDgAN555x0qkEgkg/ZLIlW0bxKpon2TSBHtl0SqaN8kUkT7pX3SzmzkQ7KBNT5ycnIAAN9++y169eoFAPj1119RuXJlbN26FZ988gnzcUWKFEGRIkUMlru6ujrcju6I74nYP9oviVTRvkmkivZNIkW0XxKpon2TSBHtl/bFnL+VTZsXGFOxYkUAwMOHD/WWP3z4ULfO09MTgH5NtSJFisDb2xt37twRaaSEEEIIIYQQQgghxBlJNrCmVCpRsWJFHDp0SLcsPT0d0dHRaNGiBQCgSZMmKFKkCK5fv67bJjs7GwkJCahWrZroYyaEEEIIIYQQQgghzsOmU0EzMjIQHx+v+1mtVuPChQuQy+WoWrUqxo4dixkzZqBmzZpQKpWYPHkyvLy80KNHDwBAqVKl8L///Q9Tp05FlSpVUK1aNcybNw8A0KdPH1u8JUIIIYQQQgghhBDiJGwaWDtz5gzatWun+1nbUGDQoEFYt24dvv76azx79gzDhw9HamoqWrdujYiICBQtWlT3mHnz5qFQoUIYMGAAXrx4AT8/Pxw+fBilS5cW/f0QQgghhBBCCCGEEOdh08BaQEAANBoN53qZTIbp06dj+vTpnNu4urpi/vz5mD9/vjWGSAghhBBCCCGEEEIIk2RrrBFCCCGEEEIIIYQQImUUWCNEQtSxKdi3IQ7q2BRbD4UQQgghhBBCCCEmUGCNEIlYNjEa1X3XosvAnajuuxbLJkYDoGAbIYQQQgghhBAiVTatsUYIyaWOTcGY2VHQVhzUABgzOwop/77A9DVnkKMBXGTA4vH+GDXLz5ZDJYQQQgghhBBCyH8oY40QCYjcnYD8bTw0AKatzg2qAUCOBhg75xhlrhFCCCGEEEIIIRJBgTVCJICrN27+5TkaDa5feGzt4RBCCCGEEEIIIYQHCqwRIgFtuykgYyx3keX/WYbaDcuKMiZCCCGEEEIIIYQYR4E1QiRAqZJjyQR/XSDNRQYsneCPxeP9dQE3GYDF41tDqZLbapiEEEIIIYQQQgjJg5oXECIRo2b5oVv/mojak4AcTW4W2+5NNyCTARoNIGOltBFCCCGEEEIIcSrq2BRcO/cYdRqXpcQLCaDAGiES8tvSS5i2+gw0AGTjc5dp66xpmxd061+TDp6EEEIIIYQQ4oSWTYzG2DlRyNHkznRaPN4fo2b52XpYTo2mghIiEdM/OYLv/guqAbkBNWpeQAghhBCpUMemYN+GOCRcSbX1UAghxCmpY1N0QTXgTfKFOjbFtgNzchRYI0QC1LEp+G71GZPbUfMCQgghhNjCsonRqFFvLboM3Ik6jdbjeNhLWw+JEEKczrVzj3VBNS1KvrA9CqwRIgHXzj02yE5jmTKsCU0DJYQQQoioWBkSCzbdpsw1QggRWZ3GZXUN77Qo+cL2KLBGiASwDpAsyY+eW38whBBCCCF5zP/2JCNDAoi7SBkShBAiJqVKjt6tlXrLerdWUPKFjVFgjRAJUKrkmDqsqcntVoVfofnzhBBCCBGNOjYFK8OvMtcVL1FY5NEQQohzU8emIOyYWm9Z2LEEuka0MQqsESIRzVp7mdwmRwOaP08IIYQQ0Vw7x33e8SyD6qwRQoiYqMaaNBWy9QAIkZoXd14g89ZzFPUuBreqbqK9bgkP03d9af48IYQQQsSQnZqN7OSXqFGrNGQw7FTuIgNqNaBzEkIIEZO2hFDe4BpdI9oeBdYIySPp90Q8PZ2m+7l4g5Lw+qiyKK+dkWr6ri/NnyeEEEKItaWdSsWj0Ae50TQZMH+YH75YE623TedG5aHw8RB1XOrYFFw79xh1Gpel8yFCiFNSquRYPN4fY+ccQ45GAxeZDIvHt6Zjoo3RVFBC/vPizgu9oBoAPLv4FI/3PhLl9es0LgtT/Qu2Rqlp/jwhxKbUsSnYtyGOjkWEOKjs1Ow3QTUA0ADNcoobNFnad/6RqF1Bl02MRnXftegycCeq+67FsonRph9ECCEOaNQsP8RfHoz1c9vjl9nt0K1/TVsPyelRYI2Q/2TeYnfcfHLwX2SnZlv0nFG7EjDjs6OI2pVQgJG9oQEQtUeY5yKEEHMtmxiNGvVyL2xr1KMLW3sn9HcUcQzZyS8N5n0mpD6zaVdQdWwKxsyOyhvrw5jZURTgJ4Q4rd2bbmDw+MMYPP4wnZNJAAXWCPlPUe9i7BUaIPux+cV5+7bZhjbdwzB51Wm06R6Gvm22Gd3+2rnHBvVLWA4dvGP2WAghpKDUsSkYOydKd3GdowHGzjlGF7Z2ytzvKOI8XMsVRv4UeoWHYcaamDXWIncnGJwj0c1GQoizYp2TjaabDTZFgTVC/uNW1Q1udYsz18kKm/dRidqVgNAo/TbIoVFqo1kBfKaCAsDGg/F00CSEiI66UDkOS76jiPNw9XBF+RBPvWUVS7qhZ9NqesvErLHGdeORzw1JQghxNKxzMgAYHLJH/MEQABRYI0SPvF0Z5nLNyxyznufovtvM5RvXXMawbjsxPGiXwQWMUiXH2BBfk8+dowFdyDoRmqpFpIKrc3HxUqY7GhNp4fqOivqLvZw4n2J1iutlrSU9fYHtZ/T3j73nxKux1rabwuDmowxAm64KUV6fEEKk5PSxRObyo1ceYuuKGJFHQwAKrBGi8zT2KZ5EsTPBzM1Ya9u5GnP56l3X8fOeOKzZfR1tuoehW7PNeuu9KpXg9fxRB+9g3dxzlLnm4GiqFpESrs7Fz9LNnypPbIvrO8r/XfZy4nzy11lj1VjTAFj03T+ijEepkmPJBH+94FqPlm/2V7oJRQhxFurYFExbc4ZzfcjICKq3ZgMUWCMEgHr2TST9fA/PL2cw15ubseYfpEDXppVNbrfnzD2M6xcBILco+FeLTvF6/lnrLmDw+MPUFcuB0VQtIjV1Gpdl1FiSoXZDcWosEcuwurj6BynQWCHX266xQg7/IIXIoyNSJSuif4mg8CjOLFfxU/hVUW/y5Y3tbT9xG96+a9FEuZZuQhFCnAbXNNC8xs6hemtio8AacXrqWTfx6pHxjIvncc/0fs5OzcbzG8+MdgsdMboxr9dftCUGW1fEYMzsKF7b56UBHTgd1YjPDjKX01QtYitKlRyLx/vDRZZ7ee0ik2Hx+NZQquQmHklshauLqzo2BecT9L83ziek0HcJ0dFk5d5QTHr6Aqfu5pafGNJYabCdWOUp1LEpGM1xnnQu375MN6EIIY6MaxpoXlQ6SHyFbD0AQmzpaexTvEo2PY3pyYF/4d6yNFw9XJF2KhWPQh/kRrVkQPkQT7g39zB4jLYZAZ/CuiEjI8wduk6OJrcrlqNd3EbtSsDRfbfRtnM1p8uiiNqVgMv3UpnratZl1wEkRAyjZvmhYYsKiIy4jTaBzvfZtCdcXVy79a9ptMOio32XEMvIirhga8wdTDp4WXu6g/81q87cVow6i9fOmXeBuHHNZTo+EUIcjqlpoHlRDVxxUWCNOLWMC+m8t81MeA4oir0JqgGABngU+gDF6hSHq4er3vYbll4SrVvVoG8OIy01G6Nm+Yn0itbVt822N9MgV51GiL8SWyJ72XZQIgr/4zrnupIcBeQJEcOyidG6YI3LqtNYPN7fYY47jsZYF1eu76ZPvv0bA7/ml21NHNvtKym6oBqQe9qz6vRN5rZi1Fms09i8Keerd11HapuXTnXuQAhxXNqEg6JuhUxOA9WiGrjioqmgxKkVLsc/SPHq2WuDYr4AAA2Q/Vj/wKWOTcHU1fzuJghl9GzHmBJKtcUAT8/inOuonhWxFa4MKEc47jgi1lQRbU28tt0UzMdkvtJAIV9h5ZERe3Dinwe8bw6KkRWhVMnxOY/O6Xk527kDIcQx5W1m9tXCk7weIwNdM4iNAmvEqRWrw68LJwA8PZ1mUMxXK3/XUHOnLAhl+9orNnldIXHVFnt/wB6RR2I7bwewG1+wCkcTIhZjGVBEWriminRuUglKlRxKlRxVShdjPvb2kxeoW3G1tYdIJO6mOpX3tuqr4gTX3+nmbfZjdm6Os8JICCFEHKyEAyJNFFgjTk1bnJePrNuZyLz7gv08+bqGmjtlgcWSIMqDpOcFfl1bMlZb7H7aC2xdESPugGwkI5Wduq0BFSIltsPqCgoA0ZGmi+gScXF1DNt39p4uw/DjfnW5H/8w3WmOt8RQ3zbbMGvdBd7bh4ezp4gKTVu71hwvXnA3mSKEEKk7us+ypmV0zSA+CqwRp+ZarrBZEayse28Ca5eSnmDt2Zu4lPTEIGNNqZJj2vCmFo8rdHkglkx4032P7xDfbull8WtKgakvjz074kUaiW0Z6/ZDhUiJrShVckwdZnhcm77mLE0HlRiuAETeLmFTVrZDkbe4v12mz+I33YQ4FkuyI/48cVuUY4BSJceSCf5mPSbuZqp1BkMIISJo27maxY/dv+uWgCMhplBgjTg1Vw9XlA/x1ItclWhcCoXKsft6ZN3PAgB889cF9N58AnOirqH35hMIaPuHwUnllJ8CENjQskDX0YN3MGqWH+IvD8a+jd1xM2YIlvI4mTx68I5FrycVpr48OvlXEWkktmOq2w8VIiW21Ky14TGNpoNKj1Ilx3ccN3fyZhge2M5d2D0mMQ3j+lresZrYJ0uzI6L2JAg7EA6jZvmhX4CS9/aHLj+gwD8hxG75ByngV92ymVBLQmPo+CciCqwRp1esTnFUHOCFCoO8oJhaA54DKsGjTRnmti/vZuFS0hNsv3pfb/k/CSnw9l2LZROj9ZZ3aFfVojGt3HEF6tgUKFVyBPavBaVKjlGz/HArZggmDm6E5jXZ49M+zl75BynQtSm7vphv+VLo+ZGPyCMSH9cULi2adkdsiZUJRQVypWnA6PrM5dPXnNF9Txg75gLAotAYTPvkiDWGRyTK0uyI5EfsUhnW0KRxRd7b5s3SJIQQe9Ten/t72hjt8U8dm4J9G+Ls+hrRHlBgjQhC+4FdMTkaH3XaYTe1WdJOpSJhejySfkvEw98S8fzaMwDAW8Xf4nzMzmv3Odfl78xZtgK7OLQpGrDv/ipVcsxc2wEn4wZjQIfqvB9nT3af7ofR3fUDaAMaVMOfH/jj373JNhqVeLjqWGlNW32GvhiJTTEaIxMJ4mqikz/QsPt0P6PZ1XkDccTx/b07waLHnTgp3k2fXkO46wOyUAkFQog9e5n12uQ2LWuWYy5ft/oyatRbiy4Dd6K671pMp5tlVkOBNVJg0z45guq+uR/YkTOisP5APEJGRqBWhZ8kfTKenZqNR6EP3lwVaoBHoQ+QnZoNNyV3QOz5S+MHt+8+j9T9f9tuCmadm+WTTE/rjDPRZat+ffYBVMy7xtYyf/07iBzaHht6NUfk0PaY3M4XAPDi+jO8uGP/788YpUqOAF9PzvWOEDwl9iuS46Kb9knpKeHBDiZoMwzz3sGeOL0l5/NQxo/zUMemYOpq7lIExohVZ00dm4Jr5x6jdS32ORDLz8suWG9AhBBiZcHv1za5jW8tOXP5lki1biaMBsDU1WcoE91KKLBGCmT6J0fw3eozzIyFG4+ewlvCkfHs5JfM1Ivsxy/h6uGKEo1LMR/nW8Hd6PP+diBed3KpLbSrzUBykQFLJ/hjxPd+CPE3XiMk6yX/jqWOxtXDFYpGcvhVKYOKJd301v2756GNRiWObs024/DlB0a3oQwhYivJD9mdh8XqCkj4M9Zd+Lell3R3sGvUW4vNv8QafS7K+HEOXFmOfFkrwK6OTcH6uefQosav8P7vRu6xOP4Z7HnPywghxN74BylMXjdmPONfg5lmv1gHBdaIxfje2ZRqZJzZEVQGuJbNvYAoqnQzfBCAzp0UJp8778llbhOCIdi3sTviLw/BqFl+AIAtkb0QubM33ucowtu9Xy2Tr8Ny8LBlhYelprBXUebyF3EvkJ2ajezUbDy/8QzZqdkij8x6onYlYM+Zeya3867LvitFiLVxTW8XK1uF8FenMXfdu2mrz+juYOdogJXhV40+FzVNcQ5c3WT5EjrAHrUrAR3rb4K371p8NP4wTt381+Ln2r72ioAjI4QQcWmvGzvWN6wxKQPQyIzakxpQJro1UGCNWOyoGXU4vpNgZNygI6gMKB/iCVcPVwDcddZKPwSWfNHK6HPnP7nM24QgL/8gBX7/u5fBXYgQfyX8gxRGX4PrAjfifKIkA5nmKtWEOzPwwbp7SJgej/sr7yBhejzSTqWKNzAr4tuNjaa1EFtp203BuY6mg0qLUiVn1uIEzM963b/rVsEHRCRPm2VvaXBNyAB73zbb0KZ7GA6ZyODma+7q84I8DyGE2Ip/kAIHLn6I74Y3zXv5iiUT/OEXUIn381DTKeuwaWAtMjISQUFB8PLygkwmw44dO/TWazQaTJkyBZ6ennBzc0PHjh1x48YN5nNlZWWhYcOGkMlkuHDhgvUHT8w+8fpsQIRVxlEQ7s09oJhSA5VGVIViSg24N/fQrTNWZ23whz64FTME5Yqxp8doTy75dmHR3oWYOaIZInf2xpbIXibHbuwC1xFSfN2quqFQBVfmuqzbmczaePautord7TU/mtZCbEWpkiOwIfvkbfHKc5jx2VFE7UoQd1CE07AxjQR5nkVbYuiY4yRGzfLDzZghWD+3PdbNbY9bMUPQsyX/TqGWZoZpp3uum3sOW1fEIDRKbdHzcHmUkWU3jbUIIcSYqT8F4GZM7myomzG5s6G4yj+wUEkZ67BpYO3Zs2do0KABVqxYwVz/ww8/YOnSpfjxxx8RHR2N4sWL491330VmZqbBtl9//TW8vLi7WhHhteEozM8l4nyiJE/MXT1cUaxGcV2mWt7lXHXWXj17DaVKjoHB3MUkgzpt06ths2xitNFx+AcpMHF5W5OZalrGLnAdJcXXw5/nlMf/auPZuxJm1DGiaS3EVipXLM5cfv52KiavOo023cPQt802kUdFWMw50TaFMhKdh1Ilx8CvG2PQ142hVMmxYHUH3o/dscf87MZlE6NR/b/pnoPHH0bISOvciA3dfM0qz0sIIda0dUUMercOw7eDD+rV8c47G8pY+QeWwSF7BB+ns7NpYK1z586YMWMGevbsabBOo9Fg8eLFmDRpEoKDg1G/fn389ttvSExMNMhs27dvH/bv34/58+eLNHICvJkyYA57OzHnqrOWqc7tTGmsS0tsYppeDZuxc44JHlhUGam19f30k4K+li2UUJXkva2ssP3PbDfnS5GmtRBbSDuVispZ7EzSvEKj1JS5JgHGOoPm/9nUjTJH6DhNLKNUybE0XyOmup7sG49R1x+Zda6jjk3BmNlRFmVQfB7iy1zesJoHc/mlOMtrtBFCiC00Ua5FyMgIbDuegFnrLsDbl52soVTJ0ap2ed7Pe/TKQzpPE1ghWw+Ai1qtRlJSEjp27Khb5u7uDj8/P5w8eRL9+vUDADx8+BDDhg3Djh07UKwY99S9vLKyspCVlaX7OT09HQCQnZ2N7Gz7n04GQPc+rP1+/jetMQL7emPRd/9g1Q7jxY8BIPvFK7v6Hb9+/Zq5PONsOl68K0fzwEpoUKU0Lt59YvK5cjQaXDn7EJVr8Q8WmdKtdw0s+OMyc92JuGQc+fMmWgVVFez1Csrs/bI4UNSnGDKvsDsR6j3385eI/jMRUQfuwv+dKpJ633xVrlUSUz9ujGk/nzO57aOMLGxeehG9PvURYWSOT6xjpj17lfoKj0IfoL13BXz3t/EukgAQ/sc1NA/kX/ODsBVk30z7lx0Myx/E6N1aAZ86cqPHnlW/XcLRyLvwb1UJPT6qA4WPh9njIfZLe74Xd/ExajUoi6O71Bg2OZK57ZfDDmLzUcOb5iyxpx+aHVQr7uqC86cHQOHjgXuJGdh6LEG3rk9rBQI7KzD02yMGj4t79FRy50VEePR9TqTIkv1y26orOJdgeKNizOwoBPb1Nvge7t5ZiePXH/F+/u+/PYY9dJ5mlDl/L5lGo5HENFuZTIbt27ejR48eAIATJ06gVatWSExMhKenp267kJAQyGQybNmyBRqNBl26dEGrVq0wadIkJCQkQKlU4vz582jYsCHna3333XeYNm2awfLff/+dd3COGLp0IBtTViRwrpcB+GOOCkXr2M+UvZIPS6DKVfYU48QaSUitnI7U+xp8NCLe5HO5yIC1y2vAo1JBem4ZmvTZA8QkZjDXDX7XC8Gfsqdt2Yuyt+Qof8d4JpcGGnx16Dx25ily3N6nDEbPss/umX+tzcSPO+9Cg9zPDddBurJ7USxfX0XEkRFnVuyJGxQXc/e37/+OwYaLxptt1KlQAnN+8jS6DR+XDmTjwtkXaNjEDfXfMZ0tR97g+/0kA/DrihqI/isLq3be5fXcX31YDa1685++ThyLqX1r3Qp+5zt891Gtro3KYdhUD71lt8+/xo3L2ahZzxXVGr1l9DndixbC+s3sbuyEECIlP373BBEcpX0mD1OgSVf9cyJzj6cA/2O1s3r+/Dk++OADpKWloVQpdqa2lmQz1vhYtmwZnj59igkTJpj1uAkTJmDcuHG6n9PT01GlShV06tTJ5C/MXmRnZ+PAgQN455134OoqzoVIly7A5YvhencOtVxkwPcd6iHApwHkgfwKtIvlVeorZD9+CdeyhVHIo5DBuntXE5iPU0IJzy65Uf6ju/bi1wh2Yw2tRd+0wgfDmgoy5rx89qaiVsP1zHUVK5ZDly4Bgr+mpSzZLzPvZCJp+T2j21xOStULqgHA4Sv/ov4mT/ywiX9tGKno0gX4/EqqLjPg4/f3IfKq4R2oe2mZcH/tS3ffBWCLY6a9eZX6CvcuJQAaYHI7Xxy6mYTEjCzO7a89zCjw/tm81gbd3do/TwFVN7kh/tFwi5/PHmVnZ2Pruv3IfuIFF5kL/LtWMytb7I81W/HXhUSj22gAJMeXwZKw5miz6greH3PA5PPO23gbw74cRJlrTio7OxubV6ci4iL7ou9RfFl8MMyP13PxOYcCgL+39WQfT7oYLlq95HeciEs2WJ6W+QqTRz7C2Vsf8RobsT/0fU6kyJL9Mnr7Ec7AmtJbgS5dGhgsT7t7BmPnHOedCbx47r/4J34gz62dj3ZmIx+SDaxVrFgRQO5Uz7wZaw8fPtRlox0+fBgnT55EkSJF9B7btGlT9O/fH+vXs4MNRYoUMXgMALi6ujrcAVjs9xQa1RtRuxKw/dercE8FfCu4437aC2gANPYqjfTDTyD3L2PQKMBW0k6l4lHoA2hTg8qHeOp1BnUt54rijUvh2TnDD1VW/AvgWW6Tg7X7grGnxFI8esadjdeopadV/hY1G5TDgA7VseHQTYN1tX3KSHKfNrVfqmNTcO3cY9RpXBZKlRwpVYvi5R3DpiVa4/ay640t3hqD0VPf1hX2tCc1G5RDzQblAACDB/kicvxh5nazpp3C/veqizk0h+aI3wNCcS3nivIhnrpj5pFhHdFg2T68eJXD+ZgpE48h8r1BFr3e1hUxBlMg7qS+QJmSy5Ge+blFz2mPVk05g7Fz4qFB7l1o2bfAkgn+GDWLX9DCt24Zk4E1AHj48AVcXV3hXppdW5RlxlfHsX5/D97bE8fSb7gHIkawL/q2hsfhq4WteT3P2n3B+Mt9ORLTub/nl07wR4AZ33Vz5rdFm+5hzHWX76UhsEkoDl3qz/v5iP2h73MiRebsl8O+aoLZ6y8aLJcBCAjyZj7P6NktEPRhbVy/8Bi1G5bFmSOJWLb8PKKuPWS+xoU7T7Bj9XX0GcGuWenszDmGSLbat1KpRMWKFXHo0CHdsvT0dERHR6NFixYAgKVLl+LixYu4cOECLly4gL179wIAtmzZgpkzZ9pk3CS3u+XctR3xQQMFrj9+irH7zmPsvvNo+8thbI25g8wE0/WyxJCdmv0mqAYAGuBR6ANkp+rPpS4XxF0IMu97ORX9odHXW7XwrMVjNWXakrbM5W26Kqz2mtaybGK0QTdVr8GVObdfdPwa7qRzF9W2t4YZLG27KTjXHbj0QJLddoljcm/uAcWUGqg0oioUU2og9sJHRrePup7M3D/VsSnYtyHO6L679hd2/cinWa9RyGU+Vkw23mnZEahjUwzuPGsAjJ0Txftzb6zJTl7d+9UCYF4Tld8OxNPxx4l5VJKhZa1yzHWnb6WYtW/cTxuJssUNb3p7liyKWzFDeAeStfyDFKhamru8y+HLD5y+cDef4zAhxHa0jWPyWzLB32jSQN6OoX1G+GJ9WFejrxMyMgLj+kZgxmdHnf64WBA2DaxlZGTogmJAbsOCCxcu4M6dO5DJZBg7dixmzJiBnTt34vLlyxg4cCC8vLx0ddiqVq0KX19f3b9atXJPCqtXr47KlbkvxImwWF/Mrh6uSFcUwqSDl/PGrTDp4GXcVvNPqbSm7OSXhsWrNED2Y/2sM1cPVxTzLcF8jvQ8mWxKlZyzQxUApKVbt7Yca3b8b0svWfU1hZZ7ERll0E313v2nKMMIcCY9fYFVpw0z9fI6fPC23Z88KlVyDOjAfad+xIAIu3+PxH64eriiWI3icPVw5Tzpy6t58016P0/75Ai8fXOD59U5ulsBwONU7oD5aw0wckYUKpZaZv4bsCPXzj1mTufI0QDXOaaH5OcfpIBnKcOARV4qL3f4BykA5B5vpg3nX7bAEW5eEMvNnM2dlRbUaZtZz5WcMQrLJ/mjYVUPtKhZBqHLA5GYPtLirPON6xlzRPOI+st4nUhHlvcmZnXftZj+yRFbD4kQwiHvNd604U3NvtHA53t9UWgMJq86jTbdw9C3jXnHbpLLpoG1M2fOoFGjRmjUqBEAYNy4cWjUqBGmTJkCAPj6668xatQoDB8+HM2aNUNGRgYiIiJQtGhRWw6b5MHKLtK6mJbGilvh9GV2KqrYXMsVNoxGyQDXsobFmIt4sS9Knl/O0MtwW7glEI0VpZnbfjSknsVjNYXr4mv6mjN2FWi5du6xLqimlaPR4PqFx5C3L2MQXDt8y/S+tP7ATd1FvLfvWru9I8OVlQgA+84n0gkysZlRs/wQubM35/pHGVn4uOsuAMD0T47gu9VndOs0yO1ulf84pY5NwRm16WPXw6dZaOa91rKB24E6jcsyb5rIANRuaDyzLGpXAr78YD/mf3Ec73XwNrrt12Oa6P085acAozeK8jp08A6v7YhjahVUFVU4pg/HJqZh64oYs55vxPd+OH/7Y5yIG1zgqUn+QQq0V1XkXv9utQI9v73KfxNTA2Dq6jOYRucOhEiK9rOa99Jo2pqzFl3bTfkpAD1b8jvmhUap7e46SQpsGlgLCAiARqMx+Ldu3ToAuZ1Cp0+fjqSkJGRmZuLgwYO6rDQWhUIBjUZjtCMoEQ5XdpH2w+5ShL17uRSVxgxkV4/cekG6q5b/aqyx6r8VV5XkfJ78U1vPqoeiTgX9JhiNFXKrzl3nuvgyJ6tBCr6eEGmwLO8FpLx9GSim1kDpTrkNMGKSUs1+DXu9I6NUyRHYkN2hFgCdIBOb8g9SYGhgTc71v+y9jqhdCZiaJ6impYFh1tO1c/yPW2fUKQ57AqhUyTHl48YGy00VJe7bZhvadA/Dgj8u4auFJ7Fi+1XObWUA/BllAxZuCcR3PDLXNtB0UKe34HvuGz8hIyM4s1LFcCjmQ7SvZ9iduLFCrsvSdDasm5iA/d2MJcTRGUs4sMSC1fwbujlzRq+lpBHhIHbJ1Ie9ug87dX/6vH+sPTTzaPL9l8GtqhsKV2JnrWUlG07xvJo0HKHLA/HRuzURujwQZ9VDBBgoN6VKjrEc2QXFSxlm4EnR1hUxiLmfanI7Vw9XuLfIzQosXqRgRWnt7Y7Myo2BvLelE2Qitp/3BaN8ce7jTbc+OzjX/bH5mt7PXDcLuHwy/C/d/+fN1HKEz0BVJbtbOdcUzKhdCQiNUvN+fmO1Wqb+FIBbMUMwoocP5+NZgVHiXPqM8EU5I5/90YysVDH9/Edng+PJ+QTzasA5Eke5GUuIo6vTuCxc8n1YXWQykxnrXJQqObo15Vcu6/Fj7nIchI0Caw7q+K47OLA+E8d3WW+KBuuLOW92UUYqu6bYrccZumlBtqRrXpAHq3mBVnEVu84aXrMjcn1G+OLXiGDRuqy804091eeZlWu7CWVPeDxzuQaGJ3quHq4o39cTQXW4M7j42rk5rsDPIRalSo4OjDvvLHSCTGzBWBOX9KxXnOsizieiUbVfsGJyND7qtAN7N98w63WvJj1F/cpr0K3ZZr1MLW/ftQjw2eCQF9Bc94I2rGY3fQCAiYMbYcG45vikW23M/6IFr6LwSpUcy7d3wbxxLcweC3Ee2/7obnT9n79yZ01aG6tchgbAgkmnbDEcm1Oq5MxsVD5TzAkh4lGq5Fg83h8ustwrbheZDIvHt7a47iQA7DrdD+5FTScmLN4S45DnTtZEgTUH1LfNNrTrtR0rtt9Fu17b0a3ZZsFfY8XkaHTpuNXoybSxzmK/7L1u8w8r3+YFWlzTQYv7cE8TFVMJD/bdYnvJWOsaXIO53EXGPtFzb+6B7quaoVfTqgV63Zir9hV8mjqzFe9t5809bcWREGJIqZIjpI3CosdeuPMEI2dEYf2BeIycEcX8flEY6fJ3+X4a9py5Z7D86NWH8DbSJEHqvOuw63YuWHaWWS8yI4P7ZsrLrNcYt6A1ftwVhC/mtzLr5LzXkLqc6+yxAzURln+QAtU4aq0BQPhu442GrInr/GhV+BWbn4vyFbUrQdD6sANG1zcrK5gQYhujZvkh/vJg7NvYHfGXB5vduIAl9cUYdG5kPDmBstHNR4E1B8OaArLnzD2M6xch2GtUk6/EyBlRuJb01GBd3uwiUzWhbP1hlXHUgJMVZi93q+qGks3c9ZaVbOYOt6rcJ5Ji4soQtJeMtYpV2RmBY0J8OS/+XD1cEXY6BJE7e2PmiGaI3NkbIf5Ks1434nyi3ZxYA7kXLy1qluO17eHLD+xqqitxDFuO9kYJ17cEf14XmQy/mejyZ4ytp6NZKoPjGH75XpquXmQH34265ZmZOZzP1b0fd51aU8ztFkqcz8jBDTnXRV1/ZLPPH9f5kb1kdmtrJmo/7y1rrS/wc3Jl8dnD74MQZ6NUyRHYv1aBMtXyW7HBdHkZykY3DwXWHMxvP11iLl8kUDrnisnRuPPkudFt8mZIGasJlfzItnO3M86nM5drXnJflFT8wAuVP1egbI/yqPy5AhU/KPhURKFw1cywl7T+o/vYRTLLljUduPQPUmDi8rbwD1JgS2QvDHqHnf3GxdZBXnOdiBuEUoX5BS46BIdZeTSEGLp0fpDgz9mwWmmTTRJMea/rdgFHJI7ajUwfww/HJqFV7XVQx6Zgxyn2sbRr08oFLtZezZtd7+27zw0bzxDnYyyrEQC+Gn5IpJHoMzaDQupZ/SsmRxvcMD95Ixl1K64u0PPa+ywHQkjB8Jlh4F1XuECeM6DAmoORybgTu4UIHiz+6bzJbfJmSOVmrVVibrdgjennspbs1GykHmEEGmWAa1njJxVuVd1Qum0ZyWSqmfLbUnawVWradma3gPZ/l19r6LymLmpj1vb2eEdmd1hPXttla4Aa5VZhwRfHEOy3GV2a/IGtK2LMei2hp6AQx6dUydGqNr/MSr7OJeR2//x5XzDqVLRsCv6F20/sbj9W+HjgbaW7ye1OxD3GkD57mMez91pUw+7T/Qo8luSH7Btrv1FnUD2O1kCDL6VKjqUT/DnXbztx2ya/D6VKjgEdqjPX/bzsgiCvoY5Nwfq557Bu7jnB3mPfNtswckYUc921h+lmf5fnZe+zHAghBbflaG94uXNfz6qvOs/3lxAosOZgBgyvx7nuq++PF+i51bEpiE/OMLoNq/CpiiPa/SA9ExsmninQmCyVzejkCQAeAXK4ehSs06StsNL6AfvpDukfpDCYxhnir7Qow8LUyX1+9nhHxpwpoTcfP8OXC09h5z/3sO/cfYSMjEBl9+W8Agz5p6DUr/Kz3QUmiG3MntdW8OfUtn+/+uATVC/H0VDGhFULzwo5JFHUrc7vRs6Rqw8NlskAzF/TQZBxlK3AXePOHrMBrUF7zMzbQMNe6/tZYtQsP7wfwG6mBAAtW/4u4mjeqFyFHYwXIii8bGI0qvuuxUfjD2Pw+MOC/M35dPedPuukxc89cyb7sft33bLoOQkh9ul+6gi815KdxLBope2SYOwRBdYcjH+QAlU4isc+ysgq0N2to7sTTG4ztq9hPazg92tzbv/XnlucXTitiau+WomG7Gku9sAR2qdvieylVy9tS2Qvi59r1Cw/3IoZgomDG8HDRPcboe5YF5Q6NgUj39uDhlV/RnDzLSYDWCfiBqGqkWLRxtxPz0Sb7mHo22Yb5zasE/vL91LRpnuYVZqiEMfCN/hb+C3+JbTzZrD++ovp+iAsfxxRw6fSaru44QAAinKrsf5gkkWPdZEBSyb4C1aXpW03Bec6KWQDqmNTsG9DnM3+tlzBkNGzo/Dt4IN2s88V1KfjGnOuS0rPRNDbm0X/O73Mes25rmGT3yx+XnVsCsbMNmy2MqaANR3D/7hucpuYxDSzX0Mb+D1+PZm5XqjSMYQQ+xHUnZ3RK4XvdXtCgTUHtOB77iyB/31leX0LU5c+XZtWxsLNhhc6/kEKNK/Orm9Rr4I7Hu9+ZPGYLKXJYtdRM1ZfTeq42qe7yGR2UWctalcCgv0248uxf8O9dNEC1wICcn8nM9d2wJMXY1ChZBHO7X47EF+goLMQlk2MhrfvWqzYfhUX76ZiZ/Rdk4EvALidMgIta1k+5S40Ss35pclV9w7IbYrycZddFr8ucQ4n4gbBuyx3ZpkMwLWLgxG6PBDNa5Y1elLSvp6n3nHBP0iBrk0rM7et6uEGP47vHQC4mphuF5lEfduGITHN8nqkORrg2DHDTqmWUqrk6MlxZxt4k1FoC+P6RcDbdy26DNyJ6jb62xo7Zs5ad8Eu9jkh+Acp0KAKu5stAOw+fU/0v5Oxm7zpWa8gL7bEouflmi1Q0I56np7FeW1nTt06PllwgP3VnSWEFIyxm2bfTyrYjDdnQoE1B9RnhC88SxZlrkt5kW1xAMHbh33H+/0Ab0Tu7G20fkvkmf6oXcbw4mr8gcv4dX2M6FlrruUKG0YKedRXk7opPwXgu+FN4fLfe3ORybB4fGtBu8hYKmpXAnq1CsOoj+6gksdKlHZbjDJuS1DabTGKFlqANt3DsPOfe/jn1r8YOSMK1eQrBX39pPRRmPZpE871ISMjTAaxrEUdm4LRs9l1VIwFvrSOXx+ky/RbPon/FFitUZ8d1I0jbxYBV907rV/2Xce0T46Y/XrEudxM/h+GdmFf1GqzqfqM8MXJuI/wWvMlmioNj1ftVRVx6FJ/g+W7T/fD53199ZYNDayJ209G4I/w7ibHNnaOdDuFqmNTEBqZUODn4XMMMceC1dzTSi2piSmEbs02Y9GWN+c2GhQ8Y8gStVVlTG5jr91pzbV9n+k6oGL+nUxl0D55kY2gt83PxDbWGKEg9Vu37brJb7sTt3l/vo0FfvOydXMxQoi4cmuisxvyHbj0wCm+s4RAgTUHdTSqL+e6YV8ctOg5uQqdDvzY12R2kauHKw4vCsKcdwxrwH178DJuRoubtebq4YqSTfWLQZds6m639dXymvpTAOIvD8G+jd0Rf3kwRs3ys/WQdFMPdp2+j7upWUh+no3UzFdIycz9b9Zrw9PPO0+eY8VkYe9kT1nZDp+H+HKuF/oClK9ta68aXc8nC0TbGXXE9368a69pXbyXijqeq3XZHt6+azH9kyPwD1IYzfoBgO9W20cNP2JbP+8Jwq2YIRjRsy78vOUY+V5d3IoZwjw+nb41BJE7e2N4UG0M71YbkTt741DMh5zPvXBzIG7F5B7zbsUMwc/7ggHw63gl5anyP88/x7lu2qdNsG9jd5Qtxu9m0M7NcUINC0qVHNMY2dEyAJU5uoZaU9SuBOw5Y5iVV9CMIUuU4NlR0bfhOnzUaYdDHzu59pP8NAB+XiBOHZ8TcYNQphj3ed7u0/fMvlmkVMk5zyssrd8atSsBJ2+wp2qytOkexivzz9TNMq2NYdd4vzYhxDH07VeHc91nAyJEHIn9osCag1L4eKBhFfYJblrWK7gVWmD2CV2dxmV1mVBa5kwzLBdUHpnZ7BoX334nbpppdmo2np5O01v29EyaTeq9WYtGIrNa+U49YNnF846tOSpVNl7wXMgLUL6SHjwzut7cLJATcYN4X3BrXU9K1/t56uoz6NzoD4PPPAt94RI+lCo5lv/ZFaduDsGybV2NZtL6Bynw084g/LQriNe0cKVKjsD+tQyec8vR3ihd1PhnoTjPYIiYlk2Mxqx1F5jrShR+C1NWtkNg/1pIfjYaJYu8ZfL5KvKcVsZXs9aGd7Y1sE2Q0lgWjtgdn41lL+X1/FUO1h+Ih7fvWnzcOdzKo7KdKT8FMDNQ85v163nRMsZP/zPA6HpLbhY1aFyeudzSjnp86qvlxycT0j9IgYocM1ryorpKhDgfY9NBI84n0gwVHiiw5sAGD+E+wct8rTG71odSJcfi8f5wkeVeaZs7zdDVwxV3kMVc9+epO6LeuX2hfm64UAO8SGAstzPLJkajRr3czKMa9Wxfz8WSE0StoCB2Mc2CuH7tidH1nhW5u95ZS/D7tTjXWdoZNfnZaJQobPqC25iIC/dxMt70hXLE+USHzrwg9i3lxWh4uXNfTI4eZXntUWswNjUcAKaNbKb3c3rm56gq5z5uyQC8N7iuUMMDAJTwYAcjbdFR0FgWjtgdn83tSA0Av0TcQF3Pn6w0IttbuKQ9r+3Eyhjnk0kXaWamY/JD9rljeLhlNwe56quZasRkKkNTHZuCpKeZvMbQpTd1+SXEmZiqoUozVEyjwJoDq9boLVQva/wutbm1PkbN8sOR8F6Y8VkzHAnvZfY0w7ocd/UAIKiTePWtnsVkMJe/fsbdNcoeqGNTMHZOFHL+u02fowHGzjlm0wMh3wK8+ZUtXgQjvhd+GmutOsYvtHoO8RH8NU3xD1KgsUJ/XB5FCxW4M+rTrM8x7dMmaKKQY9qnTaDRfImWtazTyMKcAsrEftm666Kl7qeORP0qHsx1UsvOMDU1nHWMuv3vZwhdHojerRXw9XqTrS50V1AtrtIQS0LF7yhobMq6LYKm2o7UC8Y1h9yNX3mJa0lP8XFXx2wG4x+kQHtVRV7bipUxPuWnAKPTxPn3Kc5VtgI7sP3nidsWfR7eDmA3ZdkZGgz3IoU4H/fDkrNGn/faOf4ZpRkvX6N6uR95b08IsX/GaqgC1NjEFAqsObiff+pkchtzPiTLJkYjIDgMk1aeRkAwv5oOefUawn3XPDYxTZSLm+zUbGScS2euK1S8YBk+tnbt3GNdUE0rR6OxaQ2h9ywIVFX1cENyxigrjMb4Pti4mtwmjR7UsSm4cFv/5Ds967Ug9YqmrGyHM+ohmLKyHQDg+PWP4G0i4G6JbRZeQBD7IbVsWHMtX9GRc93GNZdFHIlxy3+9wLmubxsl5zGqzwhfbI3qjcv3h+tqzsVfZtexK6g6jcsygw+2qlnXrD67ruSF208wrp9tpqrXbVgeZ04PQM3yxssPaP2y97pkjqFCB9APxXwIHy/T32crtorXnXvL0d6c34VKMzId1bEpRgNxllyIcgWun6W/RGrmWBR9i/2Kps6jWSVdjLn1OMPmHdMJIeIxVZvWVPDe2VFgzcG1CqqKEH+l0W34pqoLkQ2lVMkxNLAm53ox7lYyp4H+p6hC/GmAQmJd7MgA3nXwrIE1NaaEqwtKFy0EuZsrShcthHLFC6Oye1G0qFkGocsDcfvJCKuOh2sfbKQyr+i/UMQOiN5M/tQqwTW6k+W4pJgNay7/IAWql+PY78UuxsUhalcCbj9hd+Qr5uqCzUf5ZbBy1ZwTilIlx3ccDQzE/r6pXu5HLN/OneW3aIu4WXT5A9Af9uAuCJ2fFBppWCuAvnt/b5OZYC+yc9DMe60gr8fHlC/ZQeefl13g9fhlE6NR3XctPhp/mHObPzab3wjAVE3j/du5jwM9+nLX7FOq5Ojd2vg1QX6jJvxt1vaEEPu25WhvlHBlJ5qIlQRjryiw5gS2RPZC5E7uE5q8qerTP/sbTZS/YPpnhl+kQl38/7wvGJ6l2PVuhC6wzML1eyjV0jG6gkqRdmrM7vVdsW5FDaQ8G4WUF2Px7/MxSHkxFo8yRuNu6kiciBuMPiO4u3YK5ed9wahTsaTB8l/32WaKW0Ebg1jiZvKnqFCyiKDPOXWufWUwEf6kmA1ridlT2fWv0tLZGSJim/DVUc51ezYHizgS0waMrm/2lDmhVS/3I249Zpd2yGv72isijIYdgJ625iwzCMny/fSTVhydadYMoCtVcizhUX/ujDpFtAs3rtpovx2IN/metbUQTcXkLalBaqqmsX+QAjXKG57DAEDKi2y0qr2ec8xhx/SbSckAhC4P5BzLw6dZ6FB/k1njJ4TYt73benKu+2DAbhFHYl8osOYk/IMUWDuHu4Dse123o0ThRZi66izOJTzB1FVn4V50sd42rGwoSy/+t2zsxlz+dttKZj+XuQqVYRddLuVX2uqvbW3Xzj02OMmzVae2/JQqOTq9XwMelWx9KZZr4Q/tDJbZKlBQ0MYglkpKH4Xlk/zhU7EkyhV35R1oa169DHN5QsozlCu+VMghEomwRfDXGkpwdADdEqm2eccrdWwKjl9PZq7zlhdDq6CqIo/IOFt/32xdEcMrqAYAm3eIU7uLKwDt18ZLV3etrif3lMgTcck2zQawdgBde5OtrU8Fo9sNGSrO9F2u2mgA8NmAfUYfu+0X/sFaS2qQjprlh/jLg/+b0j3YYEp3cAcF52O59iPW31cDoKRHYaMNHQ5ffkBZKoQ4Ef8gBaqVdmOuu5eWiabKX0QekX2gwJoTMdZG98LtJ3iWrV+4Pz3rFepXWaP7uXe3HQYn0ZZe/HPVj9giwl1lTVYOe/lL9nJ7IsWpoFLFVWskOjJR/MHA9Em0tYz43g+xDz7Bo4wxSEofZbKjXYi/Eq3e9uJc//j5SxQvvFDoYRIbY00h6t1aYZOahAVRpzH3sdDWHa+MNS0YM4pf8XcxZXBk+T3l+H4XWugf/KfYnb6VIsrf1lgAWqmSY9yC1riSOBwje3LX+hSrgD+LGAF0pUqOI7EDELmzNzhKhSE+OUOUQI6x8+KI8w9QTb6Sc/0WM4K1ltYgNTalO/j92kYfywpOcnXzLV6qMKb8FIBaRuoBfj/5uInREkKsIWpXAmZ8dlT04PbIwQ05151NeEKZrAwUWHMiptrosly+lzuXeuuKGJxLMDwpqFjJsqmbXIWPV+64YvWTX1kR9m4vK0wfB2eiVMkxdZjhHdppNry4tnZdJD60GQX7NnbHrZghCF0eiC6NK+H9AG9dl1JTJ/TPs3PQ/e3NIo1YuqJ2JSDYbzP8qv+KFZPte5osawpR2LEEu6qxBuR+xlrV5q6luHCK7abixV1j/y5rlCuBao2k11gn+jj7JsSa1RdFef2MZ+YF8MToXMw3+3jc9y04n2PTbtsF1sTMnvYPUuDv8N6c68UIMJqq+3vnyXPmsXtc3wicUZt37BN6OrJ/kAJdm7K7hwK5wclgvy0YHrQL0z/7G50b/4E+H7A7zz77L0g+Y0przuc7ePGB3R3vCbF3fdtsQ5vuYZi86jTadA9D3zbbRHttY83eAMpkZaFIgpMx1UaXZeCgvZg2k32xse5XyzqpKVVyfNihusFyDaxfAN2RM9ZsPTXH3lRjdN0UYx+UurwBvj4jfLHn7Pv4/e/34B+kAJB7Qt9eZTyDZtfpe059Eq49Gdr5zz38c+tfjJwRZTT7QeocpcYaAPToWoNz3aUr/4o4En13E9nTGvt0NfyulAKumqgHLln/Alwdm4K/LpiXXbztxG1ROhzyyT5WquQYwDgHAoAH6Zk27cQoZva0f5ACdT3dmeuKcNwEFdrP+4I5C3UDwK5d+g2+pn9yBItCzf/77Nhzi7m8INkou0/3Q18jHfx2/nMXa3Zfx9RVZxFx/j4eZmQZbOMiezOroc8IXyjk7M81nUsSIq6oXQkIjdK/oRkapRYtmKVUyfF5iPG611F/3RZlLPaCAmtOxpKstYQnzxH7II25zoOjXg0f7d9hj8Pazdky72YaLpQBrmUtfy9S4Sh1kMTCta9JpEGgpB2K+RAtaxnfr5z1JHxY150GJ0MAd/aDPXCkY4uxu7AhvY1nY1qLOjYFERfuM9fVrC3N+p/Gfo/WbhbAuokEAI2rlTY6zTJkZAS6NbN+Ni2f7ONpS9pyrgu1oJOkkMTMnv56TBPm8pp1xMvcnvNNS851QUFvAqDq2BRMXX2Gc1vPUkUR2JBdKiHq+iODgHP+bJSWtdhNB4zZfLQ3ypewvBFRh3qeen/nw5F9mdvlDcARQqwv/I/rzOVilgtYuCUQLWtyZ/n7v2teTMHRUWDNCVmStcblf5+zT4j4KF6CHcgqVtx6Aa7s1Gz8u/uRwfIy3co7REdQR6mDJBau+ipturKXE33Hr3+Ez/ty381yxpNw96KL8fNe7pOe0DD2iZLU2arBhjUoVXLOWoI5r5mLre7o7gTOda07S/PE1di02ri4J1Z9ba5yEmF7ehqdZgkAe87cw7h+4hTHN0apkqNtXXYR/8cpL0Qeje207aZg1oYV83t4xPd+8HJnd6v/6ddLuv+/ds74zaIlswLQt18dzvV5s+FZ2SgnbySjZOGFZmekLJ9j2IyJr2ZN9PdB7fEx/99k8Xh/uzzeE2KvYq+yM78Li5TNq3U8bhDa1/M0WB7ir9TNZCG5KLDmhEzVlOCra9PKBfpAcdVnmTrzhMXPaUp28ktmOlLRquwTKnvjKHWQxMQ6oSf8LdwciMid7Do5vy29xFzuqHwrr0F61iuj27iwOmbYCVs12LCGUbP8mPvt6NlRNjlecu0VA9+pAYWPh5hDMQvXtNrkFEZmuJVpf4dKlZwza0hr0ZYYSXwvfjRIxVx+5MpDSYxPDEqVHEsm+OsyYl1kwJIJ4gdxfl7Wibn88v003dRcY81PPEsVRZ8RvkYbIvyRJxNxw4/sUioZ2Tlo0z0M3Zptxr4Ncbz2gz4jfFG6qGU3h2szMgNHzfLD1DxdQu33W4sQ+2Qsi531mbW2Q5f6I3JnbwwPqo3h3Wrrai4TfRRYc1I/7wtGvUrsuhZ8DfrI+LxrU7jqs1x9kG61+eOu5QozIymOMA0UcKw6SGKgmnTC4OryO32NbbssiilqVwJi77OnzOdl7xfMUmiwIZR/jtxjLrf2NEaWNoysHQD4blEb0cdiDq7poNst7ILIl6ljt7GsIa0RA2yftWYsCONMtT5zg/ZD/gvaD7FJ0N5Y0Gzvf3XWlCo5pg03bHoEAMdPfKDbpgMjuwMAIs4n6j4XpoJVe87cQ5eBO1Gj3losm2i6hMBP8y2bjeLPyAxUx6ZgWp4prxoAY2x004EQZ2Qsi531mRWDf5AC42e3Qo+Q2qjMqFFNKLDm1C7dG6br+Odfuyy6NK6E0OWB8C7Lr9Pn3nwFXc1lrD6LtYohunq4onyI55szGhlQPsTTIaaBAuw6SAAQHWlekWdn4Uh1o2yphAc7MJ2jcZ4gZWCvP3lva4vADTF0/Rp7uuK0FadFHsmbrJ08X01YaoOsHXNxFeG3dhMY1lRQGd5MPzcWsNLalyfIAeQGEyZ+dBB9WoeJ1jwgN7uuEnPdHzausyY2Wwftjc3m6JKnztqUnwLwXb5srvyf1akzW3G+jvZz8TqHX8OsHA0wds4xk0GtPiN8UcXdjddzanEdYyJ3JzAD184U7CXElj7/Loq5fOA7NWx2jFw2MRo16q01K+DvbCiw5uS0Hf8ir32EPWffR58RvriZ/CnqVCxp8rF5TzQsoVTJEcLRzejSZStfjGvy/ddBKFVyTB1meDd1+pqzdKeRQVs3Ku/FrL3WjbIlrow1Zyl23LdtGJ5n8+8qvGqD7Tr+kTdqcUynSM96jYoll4k8mtysnZsxuVk7N2Nsk7VjicpV2OcL16/Z7jvHWB29vII6bQOQe8Hg7bsWs9dfQNjxBISMjEAl9+XWHiYAQFWXvR9G5Av8EetjzeZorMjtjp3X1J8CcMvIZ9U/SAEfL3ZGx/VrKVDHpmBtxA3e4+I78+Do8fdNbuNRtBBGvlcXt4wcY7g+u7b8TBPiLPq2DUNqZjZzXbdg7q7m1qSOTcHYOVG6WVF8A/7OhgJrhOnqg09QwUiXoaryYgYnGpaop2IXPt4SqbbKhzU7NRuPQh/oLXsU+gDZqewDmD1q1tqwtgxNBzXuv3rsuv8S83BlSk4Z1tThg5Tq2BSERiaY9Zj45AzR2qUTbsayph9mZKGShziBlbxsnbVjiZdZ7I4Pp88+tNpr8pnGP2qWH27FDMHEwY04nyc2Mbd+1ujZhtkBiemZkMnmo1errRjedRfmf3HcKuclwe9zd6Kl7FbxXbo3DMsn+aNTAy8sn+SPs+ohzO1MfVY7t2U3HTl99iFnV1sufDPptQFlY6U8J41ohmXbuho9xtjiM00IMX1OeePqv+INJg8qNcQPBdYIp6Sno1C2uGFwrWyxwrj972eCvEZbI93OrJFyzmxeoAGyH7MzbuwRTW/kj+7ACIPVjbZr08qY+lOAbQYkImN1MBRlinGu+37ScSuMhpjDVJH7xLRM1PX8ScQR2SeuwNChyw+sdiw1NRVUS6mSY+baDkYbNo0af9joa/154jbW7L2OrxaehLfvWozrq1+bLWpXAmZ8dtTiYLl/kAJVS7On8G3ewd1hmFjHsonRGD0zCvsvJmL0zCjmdCd1bIrJxgJcn4sDlx6ghEdh3g0BzM2k19arWz+3PXP9e4O5byho2eIzTQgxfk4JAP7v2qZLOF1b8kOBNWJUcsYoLJ/kD5+KJeHjVQrLJ/kj+dlowZ7fP0iBhtU82K/9SPh2847evABgBzl6t1bYVQaEWOgOjDBY3Wj3nLnnFCfgjx8+51x3+Gg/zsDNgUt0gSIFKzcGGl1/Lekp3AotEK3mlj3yD1Kgbd0KBsulVGPx533B8ChSiLnuYYZ5N9YWhcagifIXAEDfNtvQpnsYJq86jTbdw1DJfblFAbZ3W1VlLj99K4WOEyLic7ONb50h/yAFfDzZ00G3/BrLe0w1ypc0e1q4UiXHwK8bY6mFdRvt4TNNiCPaYqS2ZtemleEfpBBvMHnQtSU/FFgjJo343g+xDz5B7P3hGPG98DVf+r/H7t514qTwBfcdvXkBwA5yhB1LoJNzBq6i+8VLOU6gVQysACUADA7ZI/5gRHbi1APm8vdaVoNSJTfanZAKQdueUiXH5yHGyxpkvtYgZGQEmijX6i3nk7XiLH7d2tXgnpU172Zb0tH52xHNBHv9cwlPUNx1AUKj9L9rE9Mz0aZ7GBpW/cWs/WLA8Hqc62g6qHhM3WwzN8vdx5t90Xnp6r+8p4LeePQU4/pZ1sG2IHUbxf5ME+Ls1LEpiLjAvvZtqpRj9+l+Io/oDbq25IcCa0Sy/jxx2yofWPfmHqg8VoGyweVReawC7s09BH8NW6IsLP64iu4/S3ecqcFiqNOYfaJ99MpDh64lpo5NwfaT7A7GwcG5zV2MdSe0RlYuMd/CLYFo71vR5HbnElLwxQf7AADj+kWgui91x9JSquTo4y/e3WxLpqUYq6lnieevuEMjF+8+gbcv//3CP0iBOhXZ2U0PkrizYomwTHVWN/f8KqBdFebyju2qGLyOsamhi7bEWHw+bGndRm2nYpf/is+6yGTU3IkQK7p2jvs6beES9tRusdC1JT8UWCM2V7YCdx0ia9ypTTuVinuLE/A4/BHuLU5A2qlUwV/DlmgePH+mTqIJP0qVHEHN2BcQUX+xA0+OgOskSAbAv6sCgLaOVyXmdgcPO+7vxt4cuvwh+nJ0qc5r4R+xKFlkERZtidFlnORogDGzo5z6zq3Yd7O1HZ21x28Xmek6VEqVHAM6FKybublGm7FfTJ/Ukrn87ZbcdQCJsEx1Vjf3/Mq7Vmnm8rdbVfpv/30TtFoywR+tarMbegG2yXAeNcsPR8J7YcZnzXAkvJfddComxB5lcNzUb1mrnM2mgGrRDB9+KLBGbM5YRofQd2p1XUG1V0Qax+sKSvPg+TN1Ek34+2oy+4TbVoVWxcB1ojG2r6/e501Vl/3ZizifSPuZhGw+2hsta3Jf2GplvDTsmKcBEOnEU3ttdTdbo9H/rynTlrTl/dyFBOoSvXDKSV7bleC4QDl68I4wAyG8GOus/iagyy+Ly9jNu9wmA4Oxb2N3xF8ejFGz/DB7Hvf+aU4XUaEsmxiNgOAwTFp5GgHBYU6fmUuINV2PZXf87PqOQtyBMHDN8NlCpQr0UGCN2JyxGjfd+9US9LWcoSsozYM3j7GTaLHZc82myt6G05hkHMsdBdeJRqcgb72fuTqsAVRnTWqOxw1C+3qeFj12wswTAo/Gfoh9N1tb6yrPPTJeHZ351NTTFnnPzvkSyyf5423vMihV5C2Lx3rpCvtiKT9Wp1MAWBV+xS6/E+yVqY6zrIAYFz437zQ5b5b7BynQgiO4X6y4uJkh1DWdkIKJ2pWAYd12YnjQLl5lUWqryjCX16zLXi4mru+nlTvo+ykvCqwRSRg15W3mcqEvyp2hKyjNgzePVKbO8u00JlWsaZGmionbO1MXYFpidz8mBXPoUn9E7uwNj6LsLpJcHqRnOm330FtX2CfW6qvWOeEuyPfcwi2BaKxgT9EDco9b3frXBJDbvCn65mCkZX6Oz/saD8hxCenNHVjPS6mS49Ngwzpw1IlResypW8Z1827BpFPM7/wuHRXM57lxlV+AVih0LkmI5bQdo3/eE4c1u6+jTfcw9GwRZvQxXFnLJTluXIlJqZLjQ0YpBQ3oBnFeFFgjksBVq2jBpFOCvo4zdAWlefDmkcLUWUe4M0z7nXFjPm3MXF62vJvIIyF8+Acp8OTFWJQ1M0tk7LdHrDMgiUt+yC7bEB5+0yqvV9AbImfVQ1GmGPf3flCnbQbLFm4OROjyQLPGWbV0MbO6qX85swWvYD2xHks6zhpjLBOR9Z3ftjO7fILYZRX43jgihOiL2pVg0DEaAPacvY8/lz/jfJzUP3P167OzaekG8RsUWCOSIOYUCPfmHlBMqYFKI6pCMaWGw3UFpU6X5pHC1FlHuDPsjPUXzLkAq+7DDtRePPdI+IERwSRnjEYjjmxDlsS0zAJ1wrXX6eBcTYis1d1bqZJjyrCmeZoXmN+x8PQ/AzjXxSamMf+OfUb4omvTykaft5HCA37Vy2D5JH/cTvmM93iINIiVxc71ne8fpEBIvg67If5KmxcvJ4TwE/7Hdc51vx1MRMKVVPEGI4ITJ6nhmxYF1ogkiD0FwtXDFcVqFHeoTDUtqUxttBdSCGo5wt/MGesDmfN34wo8Lt4S47C/H0fRviW74y2XIUMjLHode54ObqwJ0VfDDwn+essmRmP6mjPI0eTe0Z86rInZHQuVKjmGBtbkXM/V0Xj36X7o1owdXJMB2Lb7PZyKH2xWppqW0NlSxHxCZ7Gz/qaAYVWSvN8dWyJ7IXJnb8wc0QyRO3tjS2Qvi167IGhfJMQynp7Fja7fsZ4deJP6Z07sG2j2yKzA2tWrVzF16lS0b98e1atXh6enJ+rXr49Bgwbh999/R1ZWlrXGSZxAv6Eq5nKaSmYec7tWOTsppF47wt/MGesDvfm75f7sIgPn361OY/b+RPUppM9Y8wmW+OQMjOtnXnDN3qeDK1VytKrNniYi9El3/t+VBsA0Czs5/7wvGN5l2RdBxqbe7fqnH+pVcjdYvmSCf4GO21L4PnJ2Qmexs27AyGDYRyt/8M4/SIGJy9vaLFONyjsQYpm3A4xnNcfFPWEul/pNdmM30Og8NhevwNq5c+fQsWNHNGrUCMeOHYOfnx/Gjh2L77//Hh9++CE0Gg2+/fZbeHl5Ye7cubwDbJGRkQgKCoKXlxdkMhl27Niht16j0WDKlCnw9PSEm5sbOnbsiBs3bujWJyQkYOjQoVAqlXBzc0P16tUxdepUvHxJU97sEU1hFI62a9X6ue3xy+x2ukLMRLrM6TQmVc4aHNdo9P/LolTJ0bMF+0Kd6lNIm3+QwuT0v/wWmZmJKIXM2YLq0bUGc7nQd9yF/l3dTP4ULWvpBwX5TL27dG8YQpcHondrBb79qCFuxQyxy+M20Sf0/qW9AZP3epn1VRF2TC2pQLozlncgRAhcnx2tv47fZS6X+k12Y+ex1qqnam94BdZ69eqF9957D0lJSTh06BBmz56NUaNG4eOPP8bXX3+N3377DWq1Grt378b58+exYMECXi/+7NkzNGjQACtWrGCu/+GHH7B06VL8+OOPiI6ORvHixfHuu+8iMzMTAHDt2jXk5OTgp59+QmxsLBYtWoQff/wREydO5Pn2iZSIeXcsOzUbz288Q3ZqtuDPLRW7N93A4PGHMXj8YbubViQmKaVem9NpTIrE7gxoa9rMGe3+o4HxLKOWzT1FGxsR1u7T/czuCmnOHVyp36nmo9cQw4xVIDeTU8j3YY3f1fHrgyyaetdnhC+2RvXGjF87CnLcltL3kbOyVtagjFUrIQ+pZXc7Y3kHQoRw+pjxmmN3U59zdhCX+k12rvNYmg6ai1cv+bi4OLi6mq5F1aJFC7Ro0QLZ2fyCFZ07d0bnzp2Z6zQaDRYvXoxJkyYhODgYAPDbb7+hQoUK2LFjB/r164fAwEAEBr7p0OTt7Y3r169j1apVmD9/PufrZmVl6WXVpaenAwCys7N5j13qtO/Dnt5P2r/srI30Jy8EfR9P/0nHv9se5Z6tyoAyvcqj5NulBHt+KUi4ksqcVhTY1xsKHw+bjUuK+6Vb8beYy4u6vSXqOBOupOL6+ceo3aisTf9GBfEwid3t6GHSM0n9zVks2TdjTz9kZjZcOfsQlWuVNNheXrYo83kuXkiW/O+HAHM3dMCnE5rg2L7bgEaG1l2qYuXM01i8lZ3B8fq1hvfftXKtklj0TSt8PvcEcjQauMhkWPRNS1SuVVKSx02WyrVKYsn4Vhgz57je8l6tFHrvQ4jXMfW7skTzwEpoHlgJgO1+1zXql4aLTL+wvYtMhuq+pSX397eX/dJcr1695lxuyXvNfz7GRQZI6u9cuVZJ/C+4DlaFX9NbnqMB53ecVDjqvkmkL+FKKqatOWNyuznzotFjOLvMROVaJXWfL6ntw1znsQBwZNctSR8XLGXO34BXYI1PUK0g27Oo1WokJSWhY8eOumXu7u7w8/PDyZMn0a9fP+bj0tLSIJcbv2s4e/ZsTJs2zWD5/v37UawYuzCfvTpw4ICth8Bb6nONQd0JGYDHGdexd2+cIK9RKLMQap5SQqa9D6cBHoc9xMl7p/Cq6CtBXkMK4k68Zl7wh/8RhZot2IEkMUlpv4yLZp9Er1l6Cmlvse8oCe142Ess2HQbOZrc7I4v+ldDq972N30y4xn7y+fkiQTU2msfd7LM2TdTn2sYF8Hcx6yMl+x9bdPheHRYswcelUykNBBJkP+XmHUl4R4C+gPHTrvjTEKawXZPs25j7957vJ+3WnNg7fLqSL6Tg3JVXeBR6RH27t2rWy+l4yYX9yqGn4ltxxPQVeD929Tvyp51blQee/J0C+7cqByuJJzAlQTbjckYe9gvzRF34jUza9DS8yfW+RjLgI5ekvs712n4Ggg3XH7z1lXBzsutydH2TSJ9fD/v524/wZzPw1H/HftqoveWB/ebOxF1A/K690UcjTieP3/Oe1tegTUAqFq1Ks6fP48yZcoAAJYvX46BAweiVCnrZPokJSUBACpUqKC3vEKFCrp1+cXHx2PZsmVGs9UAYMKECRg3bpzu5/T0dFSpUgWdOnWy2vsRW3Z2Ng4cOIB33nlHkECnGHLbD8frLdMAaNmqlWAZPC/in+PhKf0UXRlk8G/QGm7VHSeo6qNIxfh5twzuege/72/zjDWp7Zc+ilR888MtgxPpzZEP8N2SQVb/fSVcScV7m9brZRcu2HQHw74caHeZaz6KVHy/JsFg+Y7oh5irCJT0+7F030y7e8Ygc+aDYU2Z2/71JB7ALYPlORqgbIna6NSFXaOKSNu/sRcx9NsjBst/Wv0YF24PLvDzS/G4yeWvTfHI0eh/j9P+zV/ClVTsO79eb9m+88lYpOgsueOnPe2X5nB/fQes4/T9W8Uw5vsOZj8f63yMJWRAI8l9Rri+s6p715XcWPNy1H2TSB/XNQXLlBUJ6HqqEv43sqFdzVZZs2QTjscxpq3LSqBLl0DD5XZOO7ORD96BtXv37uH16zd32ydOnIguXbpIJhB1//59BAYGok+fPhg2bJjRbYsUKYIiRYoYLHd1dXW4A7A9vaf4S0+YB6Il353G8u1dhHkRz2KG7ZhkgFvFYnbze+KjZoNyWDzeH2NmR2lnvGLx+Nao2YDdtU1sUtovazYoh0+D62Jl+FW95Tka4GbME6v/zuIvPWFmF4rx2kKr2aAcBnSojg2H9IuYagCc/OuuXbwfc/fN0bNbIOjD2rh+4TFqNyxrtM6SqlkFznWlSrtJ5jNBzJPyOJO5/MqDdAQ2CcWhS/0FeR0pHTe5uJdxYy6n/Zsfe/w+sIf90hwvnrEzi5eGxWD01LfNrqWnPR8bPTvK6HZS/IzY++fZ0fZNIn2FCpmX1brn7H3sGXz/v67y/ujWvyaunXuMOo2Nn0/aUo9uNXF8oWFgLeVJpkN+3sx5T7yaF7BojLU/E0DFihUBAA8fPtRb/vDhQ906rcTERLRr1w4tW7bE6tWrrTouYj1iFEp19XBF+RBP6F5IBpQP8YSrh+MdCIA3xXJNFc11dgHvsLvcPDXR2UcIjlC0PK/69dkXf47c+ZJv0wmlSo4BHaoz1235NdYaQyMiKFuBO9v58OUHiNqVIN5gbMzZGpgIjfV9AADRkcaLYRPhcJ2LWru5wC0Jfka4uhs+S7f+uREh9ojVgIaPHA0wenYUqvuuRZeBOyXddI6rUdGOk9TAwOLAmrUplUpUrFgRhw4d0i1LT09HdHQ0WrRooVt2//59BAQEoEmTJvj111/h4iLZt0RMUKrk+DTY8MMq9MmMe3MPKKbUQKURVaGYUgPuzT0Ee26p0HYrzN+8wNkPeFyij7MvWv45Yf2LGam31ybC4go8rth+FfUq/yzyaIgQ2nZTGF3/7VdHxRmIBCQ/ZNciCQ+/yVxeEOrYFOzbEOdQ32tKlRxTGVPJp68561DvU8qUKjmGBNZkrrPkZpv2fMwUKd7/LOHBrvVavJT91YAlRAxcgXm+tEE5KV+3KVVyfCbC9bo9MisK9fPPP2Pp0qVYunQpXr16hXXr1ul+1v4zR0ZGBi5cuIALFy4AyG1YcOHCBdy5cwcymQxjx47FjBkzsHPnTly+fBkDBw6El5cXevToAeBNUK1q1aqYP38+kpOTkZSUxFmDjUhfv6Eq5nKhv8RdPVxRrEZxh81Uu3buMXM6ibMf8LhU9Cxu1nKhSb29tjm4sne2ht8QeSTSZCy7KeZ+Kj7uukvE0RAhKFVyfB7iy7k+6nqyJE+OrYFr/95+Qtg72csmRqNGPenf2bdEs9ZeBsvo+1tcHqXZUyDXrL5o9nOxzsfykwHw76ow+7mtjStjbctadidkQoghGQAfT3ezHyfl475Y1+v2xqzmBWvWrNH9XLFiRWzYsEFvG5lMhtGjR/N+8TNnzqBdu3a6n7UNBQYNGoR169bh66+/xrNnzzB8+HCkpqaidevWiIiIQNGiua1eDxw4gPj4eMTHx6Ny5cp6z23tqarEOoxNI/EPUog7GDumvWOSv8OqvU4vtLZeQ+riq4UnDZZnPBWvzbVSJXeILLW23RTAeMPl0fGPEbUrwek/x1y/H61f9l7Ht7GtHGJfcCYLtwTir2N3cCWRXeT23fZbEffwE5FHJT6u/VuD3DvZQuzXXBnZ3frXdIjPDWUJ2R7XTbUDlx5AHZti1n6mnd5rLLi2ZIK/JPdd1rkkkFui5YvY5pIcMyG2xJoKqgHwzdgmGPTNYbOfT4ySNJagaeJsvDPWEhISoFarjf67dcuwc4wxAQEB0Gg0Bv/WrVsHIDdQN336dCQlJSEzMxMHDx5ErVq1dI//6KOPmI+noJr94vrL0V+UWJNSJce04TT9RghKlRwd6lVkrtu5OU7k0VifudPRjNVZ04rakyDAyIjYdu/vzbnuxqOn6FB/k4ijsQ1j2XtCBYYcPSObLlhsj6uGEABsNzNbi2t6r1bkzt6SzVIXq0QLIY6CNRVUm5G6ZHwrs59PjJI0luB6n86ewEEFyYikVPdh3/3yrkt3xczBdceEToS42Xr6jSPVC6pTozRz+a87rok8EuuydDpaUE92/R4tR2704MiUKjl6tmQ3QgGcp5HBO928mcuFCgw5WsOX/ChjzfaUKjl6tmB/lr9YeMrsqcfVvEsxlw98p4bks7hpyhch/I36aD9nMsin05tibEgVs57PsyJ3+RAiPbwDay9evMDu3bt1P0+YMAHjxo3T/fvqq6+QmcluOU8IX9RRTBh0J8F8trxYc7R6QUWLsqsM/Pv8pcPUECtIg5Drsf8aXV+2PLu+D5G+Bas7GF0/ZGiESCOxHWt//zh6wxc6D5KGls09OdeNnRNl1k0wrpslXM1spIT2R0L4idqVgD1n7hksz5vYUNL9LbOes+cQHyGGJjhK4GDjHVhbv349fvrpJ93Py5cvx4kTJ3D+/HmcP38eGzduxKpVq6wySOI8uKL8hw7eEXUcjoim0xqnVMnRu7VSb1nv1gqrX6w5YgfX4Pdrc65bu/e6Xb83rYJMR2vbmTurCQAunntUkKERGzLVyCA+OcMpstaszZEavuRHJTGkwVijGXOnQpbjuFnCtVxKuDr9UmY1IfrC/7jOXJ73xlL1hrzL2+O74U0le8PI0TPHLcU7sLZp0yYMHz5cb9nvv/+Ov//+G3///TfmzZuH0NBQwQdInEvbbgrm8o0H4x3iYlwsrDsJALBg0inRx2Iv1LEpCDum1lsWdizB6vudI9YL8g9SoK4Xe+qLo9zRKshJhX+QAiH+Ss71i7fESPZ450hTlq1l4ZZA+HDs/wDQs1+4QwfXxLqTrVTJEdi/lmQvPCzFVRKDAu7i4jof1TLnAtKb42+qtIMyJ1wBRsqsJkSfJ0fTk/daVtN9T3lUkqFnc/bNVVme/04b3hRTfwoQfpACcfTMcUvxDqzFx8ejXr16up+LFi0KF5c3D3/77bdx5Qq1XyYFo1TJ8RkVSi0w1lQcAFi54wpdEHOwVYDLUe/67OEo5O4ic4wpyQU9qdgS2QuhywOZ6zSQZgMDR5uybE3GGhn8+zwbbbqHoW+bbSKOSDxcNcL27zKvwZWz4mpeIOWAuyNSquQYGsiuh9myVjmzLiDtuSEFBXoJ4eftgMrM5WPGN9P7uVsQ+8bqvC9aYN/G7rgZMwRTJBxU0xo1yw9HwnthxmfNcCS8l0NljluKd2AtNTUVWVlZup+Tk5OhUCh0P+fk5OitJ8RSYye8zQw0VOcoiE4MKVVyfMjoPCjVC3YpsFVdOke966NUybF0gr/B8t6tlXb/3rQKOh2tzwhfBDasxFz3w5KzQgxRMI44ZdmaTE0JBYDQKLVDZq5xBRGWhFJgiI86jdnfOfT9Lb6f9wWjTsWSBstP3Xhs1r5szw0pKNBLCD98A+j+XasxrzfeG1zXrrKwl02MRkBwGCatPI2A4DC62QozAmuVK1dGTEwM5/pLly6hcmV2pJYQc1SSF8P3HerpBRq+7+CLSmWoM4o52r/DTjWmOi3S46j1grr1r2kQJBdjeq2YCjodTcUxFSg2MU1SQRdHnLJsbQu3BKJ8iSJGt4n667ZIoxEPV8a00Jnnjjot2VhHSqprJb6FP7QzWGbusc+eM9Yo0EsIP3xnoCh8PLBkgr9uWxcZsGSCv90E1AC62cqFd2CtS5cumDJlCrPz54sXLzBt2jR07dpV0MER5yQr4oI+vlVxZEg7bOjVHEeGtEMf36qQFea9uxJw1wdp05W93NnZusONI9YLomCMacYaPezcHCfiSIxz1CnL1rZ8juFFeV7+7xpvZGGPlCo5vhve1GC5kPuLo09LNtaRUgyOGrS0hBDZ7PZ8/FSq5BjAmAEB0I1aQvIypwla7g31If/dUB9idzfU6fyejXekYuLEiUhJSUHt2rUxb948hIeHIzw8HD/88ANq166NJ0+eYOLEidYcK3ESmqwcAEDFkm7wq1IGFUvmFkjVvMyx5bDsEutkkLDZaiqoI7Pniwmx+AcpUNfTnbku5qp0TlAcdcqytfUZ4Yuyxbiz1ip7czc5sGdTfgpA16b6sxiE6rLsDHfKuQrGX7qUbPXXdvSgpSVYN93MYe/Hz2FjGjGXe9tB8wVCxGJuEzR7vqFO5/dsvANrFSpUwIkTJ1C3bl2MHz8ePXv2RM+ePTFhwgT4+Pjg2LFjqFChgjXHSpyErAh7t6SMNfPYOgOLEO3FRN5OR/Z0MSGWIf0MG7YAQMT5REkFCxx1yrK1ffO/xpzrvvs8UsSRiEcdm4J9Z+/pLRNqGrgz3Cm3VYd0dWwKxszWD1qOmR0lqeOQ2CJ3JzCXmzsN0p6Pn/Y8lZUQsTjDd5NW/psFMgBThzVx+vN7syIVSqUSERERSE5OxqlTp3Dq1CkkJycjIiIC3t7e1hojcTLajLX8Mi6kC/L82anZeH7jGbJTswV5PqmiuwnmsXUg0pGn3vz3vav7L9HHlZ0CANvXSqvbtj3fYbWVXkPYgVMA+O2AdQMltmLNCwxn+G6zVYf0o7sTmN+DkU5cS4srO23lmktmP5e9Hj+p0y8hpjnDd1Neo2b5YcqwJpAh9zg5bc0Zp89wtigFSC6X4+2338bbb78Nudy+vhyI9LmWY3+Bpx5JKXAwLO1UKhKmx+P+yjtImB6PtFOpBXo+KaNsIfPYciqoo069cYYpW1tXxOCjTjuwdQV3cx9TuLJTAGDHHrpwsXdKlRzTGDXHtByxALg1LzDsfVodX/2GqpjLrdlJcvLsk8zlj524aQLX8Tk6/rGkGsxYE3UGJcQ0Z/lu0lLHpmD6mjO6mw+OeI5vrkJ8NxwyZIjJbWQyGX755ZcCDYgQVw9XeATIkXok3wdTA2Q/fglXD1eLnjc7NRuPQh+8uf2oAR6FPkCxOsUtfk57IJMBGg1lC1lCjMK8XMGnbv1r2v2XsbGsFXt/bwDQRLkW5xJyj1PrD8Sj8fx/cFZt+rsyP6VKjp4tq2H7CcMOkVHXH0Edm+IQvy9nNuWnAJz8JxERFxIN1jlip0ftBcaY2VHQQPgbO6Nm+aFhiwqIjLiNNoHV4B+kEOR5peTWFfbFifpqilXe79YVMbiXxt4Xy5V3E/z17IVSJUdQsyrYdfquwbqov2475L6Xn6nOoPT9REiuUbP80K1/TVy/8Bi1G5Z16M+Go5/jW4J3xtqTJ084/z1+/BibN2/GunXrrDhU4kxKNGIXdC5InbXs5JfMCrTZjx2zRoQzZAsJiTUVFAAWTDpl9dd11JoMjtwQ4osP9umCalrnElIszlxbsLoD5zpHzGhyRh3aVWUuP3HSMNjmKKw1DXzZxGgEBIdh0srTCAgOc5gs37ySHz5nL7dSIDb0j2uc6/ydvJv4V5PZ9dAcsasvi1IlR88W7PfqiDcGCCkIe53ybS5HPse3FO8oxfbt25n/PvroI9y8eRNFihTBzJkzrTlW4kS46qwVpDOoa7nCzDaZrmWtN63Clhw5YGMNrC8IAFgVfsWqwUhnq8kgRhagtTVRrsXCP2KZ60I3c1+cGkMXLs5r+4nbDnfDw5o3dpzlppHYnUEznrFvMnZu5OXwF4imOGr3XnO0bO7JXO7INwYIIcQcFqf/HD9+HP7+/vjggw/QrVs33Lp1C+PHjxdybMSJWaMzqKuHK8qHeCJv0bHyIZ4OOw2U7iSYR6mS41MbFIt25JoMtsoCtKatK2IMMtXyqlWztMXPzXXhQhwDV6DEEbs1W/PGjrPcNOKq7bXBCg0v1LEpzGnKALBiQ6Cgr2WPrp1j71ttuztmtiQL1/HLEW8MEEJMs3XTNykyO0px5coVBAUFISAgALVq1cL169cxd+5clC5t+cUEIflZI2MNANybe0AxpQYqjagKxZQacG/uUaDnszeOkC1kTbYoFg3k1mSIvzwY+zZ2R/zlwRg1iz3txN7YKgvQmgaO2W90/cdfNBL8NSkjwDEYa1Jh7WOM2Kx5Y8dZsnyVKjkGdKhusFxb10pI7wfvZC4f0cPHIW7yFBRXV0wNHDNbkoXr+OXsF9KEOCtK4DDEO7B29+5dDB48GA0aNEChQoVw6dIl/PLLL6hcubI1x0ecFFdnUCGmbbp6uKJYDcduWAA4ZraQtXF1vnqWbv06fI5Yk8FWWYDW0rdtGDJfcwf3+7ZRFujvx5UR8CdlBDgErkAJkFuQnvDjyFm++dWvX465XMjp4eP6RiD6Jvt4/MWM5oK9jj3jOjcAHDNbkkWpkuPzEF/mOke7MUCIpdSxKdi3IY7O2ZwU766gtWvXhkwmw7hx49CqVSvcuHEDN27cMNiue/fugg6QEGIZ7Z2E/MG1VeFX8EVsc4e8CCkorrvSdNJouX5DVVgZftVgub39TtWxKQiNTOBc7+Hmis1HexXoNdp2UwAcFRWo85pjqF+/HHDopsHy8PCbGPh1YxuMyDqMTRERYj92ls5rKU8y2ctThAmsqWNTsCiUu+HKmSOJDvu7NYc2SzL/FGTAMbMlubzTzZu5v4hx85EQqVs2MVpX/9NFBiwe7+8wM1BYrP09b494Z6xlZmbixYsXmDdvHnr06MH817NnT2uOlTiRTDW7G1bKAesU7XVEjpYtJIZbV9h3mH5edkHcgTgQrt+pvWXoHN2dYHT9udMDCvwa1MDA8TlLViJruiYAREcKN63ZEbN883uZ9ZpjecHKYmiZOq5Z2ozF0WizJFnTnhw1W5KFbj4SwuYsTXXyoqmghngH1nJyckz+e/2afQJAiLm4aoGln0hDdmq2qGOxZ7aqGWavuPY7axSLdhbJD9lBcnsLFD3meB8AsHSCv2AXVt2D2VMFy5Z3E+T5iW0Zq7MmdN0sW1Kq5Jg6rKnB8ulrzgrWGdQZptsEv1+bufy1kSnp5mDVwMyrdg0PQV7HEXTrXxMyxi+sW/+a4g/GRmxZLoMQKXOWpjrEOMtbLBJiRW5K9l19AMhM4L7AJfroJMg8VJxXeFwZOvYWKCrH8T4WjGsuaKo/1z7Ypit7udicJaBhLUqVHIENKzHX/eFg2UHNWnsZLBPiQmPZxGjUqLcWXQbuRI16ax26K6N/kAJdmxrWMl4SGivIZ7CNkUAvAAz90nGmJxcU68LZ2c4NKGONEDZnaaqTF3UFNWRRYC0xMRGhoaFYvnw5li5dqvePECG4eriiVAsP5jrqbMkfpemah4rzCq+6DzuT6+K5RyKPpGC4xtssQPgGPqaySGzFmQIa1qSqy/5MRJxPdKiApTUuwp1xus2I0YbBLSEzIVjHGxmEzcR1BHQ+5TilHQgRmjM11dGiQLshswNr69atg1KpxNChQzF//nwsWrRI92/x4sVWGCJxVqWaezCXu8qd9wNLrK9B4/LM5XTiaBmurMlFW2Ls5mLYWIFvobM/pdrN1xkDGtbCNb0PcKzpoNbImHbG6TbWvHjhOt6sm9veoYtuE8tw3dg+dPCOqOMgRIpGzfJD/OXB2LexO+IvD3b4YyjNijJkdmBt8uTJmDJlCtLS0pCQkAC1Wq37d+vWLWuMkTgpDUdxXs1LYWqLOANz03S3rojBR512YOsK7i5hjs5WNcGyU7Px/MYzh6shWKcx99387WuviDiSN6J2JWDGZ0cRtSuB1/ZcBb6tka3AyooAcrv52jKI5YwBDWvxD1LAx6sUc50jTQe1RoaPM063sebFC9fv018iU8+lhKY9cZcqoDq0hORyhqY6WmI0KbI3ZgfWnj9/jn79+sHFhcqzEeuSFWHvY7LCtO/xxXWne/8uwyB4E+VahIyMwPoD8QgZGYHSbkvQp3WY0wXZbFETLO1UKhKmx+P+yjtImB6PtFOpVnstsSlVcrSqXY65bsce8W/GdKi/CW26h2HyqtNo0z0MfdtsM/kYrqmZA96pIfjJk1S7+VLKv7BaNfRkLne06aBCo+k2bwjx2VOq5OjdWqm3rHdrhUP/Pi1FU0Fz95cBHQwb7GjgWNm2hFjKmerQWrtJkT0yO0IxdOhQbN261RpjIUQPV8ZaxoV0kUdiv7judC8J1Z+Gt3VFDM4l6B8EUzOzEXY8ASEjI9BEudaq45QSrppg3hx1kQoqOzUbj0IfvJljoQEehT5wqMy1Hl1rMJdHXX8k6pdvB9+NOHz5gd6y0Cg1fDxXo3erbTixLQtzRh83yGTz5tgnPh7V0CrjlGI3382/xDKXO3PKf0HUqsN9PLFVJqfQrJXhQ9Ntcgnx2VPHpiDsmFpvWdixBKe9KCKm1a/PvlFmb52+CRHatE+OoLpvbh3a6r7OUYfWWk2K7JXZgbXZs2fj6NGjCAgIwKhRozBu3Di9f4QIxbUc+yIy9UiKQwUdrIlrWln+7JdpM08afZ5zCSlOk7kmds2A7OSXhoVLNED2Y8cJWPQaYpiBpSXWXe6oXQk4HJvEXHc1KR07T9/DDxvuYMqPZ9Cmexia11inu7gUe5+QWt0KdWwKVoVfNVjuInOubA0hGftM2CKT0xqsmeHjTNNtrF1jjaZ480NTQQkhXKZ/cgTfrT6T9x45xsyOcvibFDSbQZ9FgbW//voLDx8+xOXLl3H+/HndvwsXLlhhiMRZuXq4wiOAcdLsYEEHa1Kq5BhrosulOjYFsQ/STD5XqAPV/jFG7JoBruUKG841lAGuZR3nS0mpkqNni2rMdWLd5Z727XGzto+++Rje/91xFHsKkNSmHHEVOP802McpAhvWoFTJ0bMl+zMhdiYnkTZb1FijgLkhqR2XbYWrXMalS8kij4QQaVDHpmDq6jMGyzUA/vzV8KakI5HajWBbMzuwtmDBAqxduxZXr17FkSNH8Pfff+v+HT582BpjJE6sRCN2gWeqs8afqS6XXIXZ8/vrn7tCDUnSuGoGTFt9xioXu64erigf4vkmuCYDyod4wtXDVfDXsqXuwYZ1WQDr1q7TUsem4FC+KaB8jZ4dhXu3nHv6Odcdyb5DfEQeiWNZsLoD5zpHqFdEGT7CsGbwyxlr1pGC4WpgsPEgNTAgzunaOe7vtKQHz0Qcifjo5ow+s6MTRYoUQatWrawxFkIMvPqXHfF+leKckXBLcLVH1y7nKsye39OXr9GvrelC746gmrdhQNeaxXndm3tAMaUGKo2oCsWUGnBv7mGV17Gltt0UzLv9bUToPrdtbcHuGE78KlLUAIHUAhJ0R9I6lCo5AhtWYq5zhO6g1pwi4mwFovMGv2QApg5rIljwy9lq1llKasdlW1Gq5PhMgg12CLEVru86AOjer5aIIxEfNcDRZ3ZgbcyYMVi2bJk1xkKIAVNBIWKaqWL8XIXZWbZEqp3iQsYW+52rhyuK1SjucJlqWkqVHEsm+OvubLnIgCUT/EX58o27VrB99tj1R6JOAZJazQqpjceRVPEqwVz+lwN0B7VWQHbZxGjUqJdbILpGPecoED1qlh+mDGsCGXK/h6atOSPo+3ammnWWoqmgb3w5swX9Lgj5T/SR+8zljaqVhn+QQtzBiIwa4OgzO7D2zz//YP369fD29kZQUBDee+89vX+ECMm1DPvC7WVilsgjsV9cFzdb/us8x7WeizPckRS7M6izGDXLD0fCe2PGZ81wJLy3aJkRdxMzCvwcYgbzTX1mxUYZa9bD1R3UETJhrFGvUh2bgrFzonQF93M0wNg5xxz+JF4dm4Lpa94UxhbyfTtT9h8hhAgt4oCaubxDqyoij0R81ABHn9mBNQ8PD7z33nto27YtypYtC3d3d71/hAhJk5XDXP7kwL/UGZQnrs6gK3dcgTo2hTMbpZir4eHBWe5IUiDBOpZNjEZAcBgmrTyNgOAwUTJN1LEpiLjAvptYENYMfHB9ZleFX7HJxS9lrFmPse6gYb9fF3EkwuOqVzl9zVmL92NnPYm31vt2xuw/S9FU0Dfod0FIrtwavuyO82+39BJ5NOKjTF59hcx9wK+//mqNcRDC5FqO+8ItM+E5XBtSMNcUpUqODztUx4ZDN/WWa2uGrV0Xy3zcqhkBGPSNczYkoUCC8LgyTbr1r2nV6UdTxxzltd3YPj5IS09FeGQyUl6YDtpbszirUiXHp8F1sTJcvzactoaN2NO1Nv/CPkZQoLnglCo5OtSryDwxX7v3Or6NbYXKtUraYGTCaNbaC1itv0wbELJkP9ZmweUNMjlDoWRrvG9bHZPtFetvAORmYAb2d+w6SvlpL6bz/iqc+WKaOC9jDeBKGqm9RhwTtVYkkubq4YpSLTyY6yydmpWdmo3nN545VcZb+3eqMZf/sfkajl59aLCcdfIIOM8dSalNxXMEtsg0UcemGASUtZpXL4MvP6iP+V+0wK2YIfhh0zsI/rQ4Pgkx3elSBli9c55UatioY1OwKtyw+YOLjC6ihBL4jpK53BGOt0LfzXbWLpbWKBDtrNl/lrJGBiYhxL49fvicudxZAs2UvaqPV2AtMDAQp06dMrnd06dPMXfuXKxYsaLAAyNEqxRHh0RXufl3AtJOpSJhejzur7yDhOnxSDuVWrDB2YlnGewgYsR5dq2bDvU8Obs4OsMXhdSm4jkCW7TkNtYCvbVfJczb1AlfzG+ld3E6+POGJp9XA6Bb/5oCjND06xj7WQyskyYA+DTYx+GDGWLhmg5KwUs2Z+xiaY0C0ZSZbb5mrQ2ndjljMJIupgnJVa5CMebyAe/UcIpzJGvUUrVnvAJrffr0Qa9eveDj44NvvvkGW7duxfHjx3H27FkcPHgQS5cuRUhICDw9PXHu3DkEBQVZe9zEiXDVWdO8ZC/nkp2ajUehD95cnWqAR6EPnCJz7XT0A7O2D+zIznArCHVsCv7aFI/U+9Lv6aqdipcftZO3nC1aclvSAl3h44GhgaaDZpF7EiwdFi+RHNMLoqz8uvlx/Q77DjGd2Uf4UarkWDrBXy+Yn5sVKU7XXGuy1gW4s3WxtEZ2GdUSNZ8tbhBJEQVlCcl18dwj5vKPRzUUdyA2Qpm8+njVWBs6dCg+/PBDbN26FVu2bMHq1auRlpYGAJDJZPDx8cG7776L06dPo25d7kK8hFiCq86aa1nzvsCzk18yU0CyH7+Eq4erhaOzD12Da2D9gXje2zcLqGz0gsjci5llE6N1tVxcZEDa3TMYPbuFWc8hti9ntsCq8KtUQ0QgxjIurHVxfPMK+0vdr0ZZoy3Qf94XjB3Fl+Df59xB97hrTwo6PKOSOaYXJD96YdXXzY8uvsUxapYfuvWviag9CdAAaNPVukFnsVAtJmFYI5BBwRHzaacij51zDDkajdNMRc6PvhcIyT2vXRQaw1znTJ8FoWup2jPeNdaKFCmCDz/8ELt27cKTJ0/w5MkTJCYmIjMzE5cvX8b8+fPNDqpFRkYiKCgIXl5ekMlk2LFjh956jUaDKVOmwNPTE25ubujYsSNu3Liht01KSgr69++PUqVKwcPDA0OHDkVGRoZZ4yB2iDVPzwTXcoUNHyczP0Bnj/qM8EVjheHBrWZ5dlHsZ+kvkcHxpfD99JNmvTarQPLnc0/YxZ0MKUzFcxS2qOfDdZj4bFh9k489/c8Ao+tfZr22YEQFd+KkuOn1dPEtHqVKjoFfN8agrxs73ckoMc4agQwKjljGGaci50ffC4RwNy5wtptH1Bn0DYubF7i7u6NixYpwdbU80+fZs2do0KABZ022H374AUuXLsWPP/6I6OhoFC9eHO+++y4yMzN12/Tv3x+xsbE4cOAAdu/ejcjISAwfPtziMRHpyU5mnOT9l2lmDlcPV5QP8XxztS0Dyod4Ony2mlbY7h4GB74bj54abKet63M99l/m85yIS8agTtvRWPEzGlb9GSsmRxt9XXstkGxqKt6KydHo1OB3k++f5GJNobH2F6+3Dzs4oaxrOmihnZ7HhWsqqVDKctTt2H7itqhBaa6sv1tXpR8YJ7ZHtZiEYY0LFwqOWM7ZpiLnRw2eCOFuXNCzZTWnPTY4O5t2Be3cuTNmzJiBnj17GqzTaDRYvHgxJk2ahODgYNSvXx+//fYbEhMTdZltV69eRUREBH7++Wf4+fmhdevWWLZsGTZv3ozEROcsmueIhJoKCgDuzT2gmFIDlUZUhWJKDbhzNEZwRFxFyPPTFiVv25m7ztpvB27i/O1UXLybipEzoiB3W8K5rb3WJOH6XWkAVCy1DCNnROHApUSMnBGFSh7LxRyaXdJOocl/cbh70w3m9kIoaEbGqFl+uBUzBCovd73lIf5Ko1NJhdC2G/v5xQ5KcGX9WZA0TJwQ3cmWLspYI5aiBk+EcDcuCA6uLvJIbItuoL3Bq8aaLajVaiQlJaFjx466Ze7u7vDz88PJkyfRr18/nDx5Eh4eHmja9E3RvI4dO8LFxQXR0dHMgB0AZGVlISsrS/dzeno6ACA7OxvZ2Y5RyF77Phzh/bzKfsW93IK3t+23K9i3W43O3ZTo9anzFOCuUb+0Qa0bljHfNUN2djaaB1ZCXc9SuPog3eRzP8nMhnvRRXj8dKTBusq1SmLRN63w+dwT/9UkARZ85YfKtUpKev9U1HRnLp+98DQePs3SW5aYlom+bcKw8VCwGEOzW4F9vSGbEwXNfzuhBsDYOccQ2NcbCh8PwV9v/y52XcGibm8Z7Htcx8zKtUrifMJHOL7rDo4dvIvWHaugVVBVq++7lWuVxNg+Pli81TADgDV+a2kZWAUYb7i8xbtVJP35dST2/H3+6hV7yvSrV6/t8v3YSuzph8wLlytnH6JyLXZJB1NY5wQyANV9S/P629jzfkkKpnKtkvhfcB2sCr+mtzxHU7B9Uii0bxIxVOO4Tqhaw5257znqflnQ7xKpM+c9SDawlpSUBACoUKGC3vIKFSro1iUlJaF8+fJ66wsVKgS5XK7bhmX27NmYNm2awfL9+/ejWDF29NleHThwwNZDKLBiT9ygQBWD5Rd+O4dHNcyLhk/8NAlXHuROf/ztQDwazIvGtOUVTDzKMfDpxikDcOL4cVxJyL0X2bubHN+vMR1YA4D0rNdo5v0r8/dZrTmwdnl1JN/JQbmqLvCo9C/27t1r1vjFFhfNviC8/tBw+iwAhEYloMuaPfCoRLk8XOJOvGZOCw7/Iwo1W7wl6Gul3tdgyVZ2YO3MPxeR9ha74CznMfMtoN67QBrSsHcv+7FC81Ky90Fj4xda6n0N84Qp73GCiMMev8/jTrxmBoSs8Zl3ZLcT2MeCm7euYu/eOIuek+ucwNzPtj3ul6Tg6jR8DYQbLi/IPik02jeJNYUuY9d0N3WO5mj7pVDfJVL1/Dl7yi+LZANr1jRhwgSMGzdO93N6ejqqVKmCTp06oVSpUjYcmXCys7Nx4MABvPPOOwWqgycFr1Jf4d7FBIPlZe/L0XBgYxTy4Lcbf9J9ry6opnXxXjpe3PZzisy1vzbFQwPjnUE1AMqWqI1OXWoAAHwUqfh+TQLv17h4Lx3urzugVVBV5np72i99FKkYP++WQSDImLy/O2KI9Tt1kckQ/L6/4BlrXPu7iwzM15Pivun++g6AWwbLm77dAK26sD9jQhvT5y9mYIT2dfFIcd/ki+s4mpHigS5duGsYEn1/PYkH61hw7WIRfPptJ8uek3GMNOezbc/7JSm4DbEXwdonSxatii5dGog/oDxo3yTWlnAlFX8cWW+wnOscE3Dc/bKg3yVSp53ZyIdkA2sVK1YEADx8+BCenp665Q8fPkTDhg112zx69Ejvca9evUJKSoru8SxFihRBkSJFDJa7uro61I4OOMZ7ci3nCo8AOVKP5KvboAE0aTlwLWf6/aljU/BrBLuW0197E9BvtG1PAsTgXsbN5DYyAD5NKuj2mZoNyiGwYSVEXLjP+3U+G3kIV94z3kDEHvbLmg3KYeqwppi6+gyv7V1k+r87Yqhmg3Lo3VqJ0Ci1blnv1grUbFBO8NdSNasAFxkMLuinDGtq9PWktG++eMbOUsl88VqUMapjU/Bjvqk+AO3rtiKlfZMvruPo9z+fx6AxDanAM0+qZhWYpRx+Cr+Kr+JaWPR7PHfyocEyF5nM7M+2Pe6XpOBc3mKX6XZxcZHM/kD7JrGW+EtPmKV1Pg32MXlO62j7Jdf15cL559B1YF2RRyM8c/5WvJoXlC5dGnK5nNc/oSiVSlSsWBGHDh3SLUtPT0d0dDRatGgBAGjRogVSU1Nx9uxZ3TaHDx9GTk4O/Pycr/21IyvRiJ1JKCvMr//GtXPcU0a7BDlHkUmuQsWmqHh0UMzr6oN0RO1KsOi1pKZZay9e28kALB7vTxeJJqhjUxB2TK23LOxYgqDFjreuiEHnxn/g25FHEODrqbeua9PKmPpTgGCvZW227trH1fBE2+CEED5Yx1F76AwtJUqVHJ8GG16g5GgsKxCtjk3BtDWGN42mDGtCn23CS3WOrtsXzz1iLifEkXB1uv9iRnObjMeWuK4vD19+4DDXg3zxylhbvHixVV48IyMD8fFvUgfVajUuXLgAuVyOqlWrYuzYsZgxYwZq1qwJpVKJyZMnw8vLCz169AAA1K1bF4GBgRg2bBh+/PFHZGdnY+TIkejXrx+8vPhdEBP7oMnKYS9/yV6en/YAmD97pV4ld/QZ4VvQ4dkFbRcnYzMbtV1c8p5YB79fGwv+uGzWa+3cHGf1roli4PM7q1K6GDat7+IQ79farp17zKyxln+fs1QT5VqcS+AO0u07ex/q2BS7uXDkOlnZsvaKKPsbV2Cv7xDHnzpPhMM6jha0M6g6NgXXzj1GncZl7ebzXFD9hqqwMvyqwXJLAu2sYzEA+LWhc2fCD9f30+ItMRg1+W2n+VwS56RUyQ1mYPTxVzrlfl+nMfd3+cbVl53q+ohXYG3QoEFWefEzZ86gXbt2up+1dc8GDRqEdevW4euvv8azZ88wfPhwpKamonXr1oiIiEDRokV1j9m0aRNGjhyJDh06wMXFBb169cLSpUutMl5iO67l2CeOrmX5nVAqVXIsHu+PsXOOIee/loRDA2vi533O08VRqZKjTxsFQiMTjG6X/yTdP0iBEH/9Lw8AkLsVRsoL9onVT2GxmLfJsrov9ubuk+cICA7D4vH+GDWLMmWNscYFttbWFTFGg2qAsEE8MXAFdlfuuIIvYptb/X1wXTg9S7cs+5UQISybGI2xc6KQo8mdluwsx14hP4+sm40uMpkgx2LiHLgupjUAovYk2M33LCGWMDYDw9n2faVKjla1yuF4XLLhSvvvXWAWfvPo8rl58yYmTZqE999/X1fjbN++fYiNjTXreQICAqDRaAz+rVu3DgAgk8kwffp0JCUlITMzEwcPHkStWrX0nkMul+P333/H06dPkZaWhrVr16JEiRKWvC1ib8z8sI6a5Yf4y4Oxb2N33IoZ4lRBNa3X7JJNem5dNQxObInshcidvfF+gBJdGldC6PJA/Pt8NPyqs0+snr58jX5ttxV0uDbHNRUuvxwNMHbOMUGnNBLzhP5hWAssP6GCeGJRquT4sIPhVHXthYu12XoqKnEMrOOoNjvaXOrYFF1QDXCuY6+Qn0dttkVevVsrnO6CkFhOqZJjAOP7CTCe5U+IIzA2A8MZzZ7flrn8w2H1RB6JbZkdWDt69Cjq1auH6Oho/Pnnn8jIyG01e/HiRUydOlXwARICANnJjDuyGiD7sXl3apUqOQL713Lak8faNT1MbsMVr/QPUuD3v3thz9n3ddNn/wjvzvk8WyLVdn+xw3Uhw+LMX6h8CXmBnV+F8qabc9ij+vXZRXCTH72w+mtTxhoRgjbzMi9Lg9zOfDFz6wr7+1TNuBlmihj1LonjGzamEXO5t5m1eQmxN0J+rzmCyt7sWuhcyx2V2YG18ePHY8aMGThw4AAKF35z0dm+fXucOnVK0MERolXQqaAk18dfNja5jX9XBe/nU6rkaFu3Auf67Wuv8H4uKTK34QNl8hjHKvYq1PSjZn6eJrcRKojnLKz59yLEEs68T3JlAR06eMfs53LmACURjhRuvkTtSsCMz446XZF0QqSEq0mgs32nmB1Yu3z5Mnr27GmwvHz58nj82Ll+eYTYG6VKjs8YncW0Br5Tw+xsvl+3duVct2PPLd3/q2NT8NemeKTet59JAuZkrAGUyWOKNacftemmMLmNI91NPHEy0eqvoa1NqQ1k5Nazau20Gb/EMkJmqr7ZJ3N3SheZzGn2ybYcx7gNB+LNzjRz5gAlEY6ts3a6NduMNt3DMHnVabTpHoaWtdaL8rqEWHMGhj2i75RcZgfWPDw88ODBA4Pl58+fR6VKlQQZFCH5MaeCAkiNpGkL5uo3VMW57uNRDc1+PqVKjp4tqzHXRV1/BHVsCqZ9cgTVfdciaPAeDBkZj1VTzpj9OrbANfWGC2WsGWfN6Ue7N91wyBqpZSsUYy7/88Rt0aZt/dfvRfdfQswh9MV33nqp8ZcHO0XjAoC7ppUlNRcpaE6sRayviXF9I7DnzD29ZSdvJKOafIVIIyDOjGrQ6nPmm155mR1Y69evH7755hskJSVBJpMhJycHx48fx5dffomBAwdaY4yEcE4FTT2SguzUbJFHY9+MTW+0NONqweoOnOu+HH4Q360+ozvZytEAn889YRe1XMw9QaSMNeOsNf1IW9Dc1N/LHu8mcmWpANZvYJD/96qB8xSKJ9LmrPVS27/DvollaTCDguakILgaPC2YZN3SQOrYFCwKjWGuu/PkBQJUm6z6+oRIYRq01DjrTa+8zA6szZo1C3Xq1EGVKlWQkZEBHx8ftGnTBi1btsSkSZOsMUZC4OrhCo8Axgm0BQ0MnB1Xi3TA8jstSpUcPVuwT/j/PGFY/8VearkYC2qwsqOiI60/Pc+esVLFgYL/3lgBOxZ7nApqy85rVIeJCIGmzAinug87kGhusXgKmhMhsLJRAWDljitW3Zc++zDC6PoTNx7j9vnXVnt9Qihjjc1Zb3ppmR1YK1y4MNasWYObN29i9+7d2LhxI65du4YNGzbgrbfessYYCQEAeLRlf0if33iGF3es3yHPURirs1aQOy0tm5suHq/lIrOPAIexoMa7jbwMlk1fc5YuTIxQquSYOqypwfKC/t64Anb5DbCghqAUcHVeu3jukVVfl2pmECHYug6TI+EqT/DzsgtmPQ8FzYkQlCo5PhRoejJf6tgURFwwfTPuy+/V+HHqaauMgRDKWCMsZgfWjh07BgCoWrUqunTpgpCQENSsWVPwgRHC15P9/+LeogQk/U7ZQnx9ObOF4BfMXLWgWEb39rWbAAfX1JuI84b7G12YmNastWFAsqC/t/y1HbhibN8tamPxa9gS18X0oi0xVg3kUs0MYi0089AyXL+338xsYEBBcyIUoacnm3J0dwKv7bJzNBg9+wQqllpmpZEQZ0bHUMJidmCtffv2UCqVmDhxIq5cuWKNMRHCxNXAQOvp6TT8e8T4xbk6NgX7NsQ5fVaRNS6YjU2bzK9jN/aJmBSZ874ASgM3xVonI3lrO9yMGYKlE/QLcy+d4G+3ASFjFyjffR5p1demmhmkoGxVh8kRCVVzkYLmRChCTU/ma2f4TbO2f/g0C82811plLMR57d50Q682pQzUAIZYEFhLTEzEF198gaNHj8LX1xcNGzbEvHnzcO/ePdMPJqQAZEVM764p4clImHuLuW7ZxGjUqLcWXQbuRI16a7FsYrTQQ7QrQl8wK1VyBDY0zEbKTwagVgP7uaNjbDooC6WBG6dUydG7tVJvWe/WCkFORvLWdsjdv4f8t38PseuAkLGLaXMzVSzh7DUzSMFw1WFaFW7dOkyOyFg90+RH5pXEoKA5EQJXRrX6qvCfbXVsCrafvG32486oUxC1K0Hw8RDnxNUwq1t/msHn7MwOrJUtWxYjR47E8ePHcfPmTfTp0wfr16+HQqFA+/btrTFGQgAAmqwcXttlJ2Xh7kr9L17tQVBbUyRHQ4V6AeEvmPv2qyPI80hN/QbleW9LGWvGqWNTEHZMrbcs7FiCVT6LjhIQUqrk6FCPu4ahtbuDElIQSpUcnzLqeuZoqIGBJboHs2/0lC3vZtHzafidWhHCxJVRbY2poHyngbJsXHNZuIEQUUXtSsCMz45KJjjKqlFJDXkIYEFgLS+lUonx48djzpw5qFevHo4ePSrUuAgxwCdjTSvzxnO9hgZUqFccfKZNagDEXbSv37vMjFNEylgzjuuzOLTvHsmcNEnR1JmtONeZm6lCiNj6DVUxl9ONCPNxfc+26cpezoWy+IkQhNof+Xj88DnnupY1yxl97PnYZKGHQ0TQt802tOkehsmrTqNN9zD0bbPN1kOihjyEk8WBtePHj+Ozzz6Dp6cnPvjgA/j6+mLPnj1Cjo0QPaYy1pKevsCpu4+R9DT3IvPZlae6dVRkUhxKlRytahs/ubG3qaAA9OooGENfrKZxtSj/O/ZhgU+aHLmGon+QAg2reYj+uo78OyXioQ5qwmJd1JmDsviJkMzd/yxVjqNJ1sB3auB43CC0N5LZffpWCu3fdiZqVwJCo/RnOIRGqekmLJEsswNrEyZMgFKpRPv27XHnzh0sWbIESUlJ2LBhAwIDA60xRkIAAK7luO9sb425g4C1hzFwWzQC1h7G1pg7eKtkId16KtQrnh5da9h6CILj2/GUOt2ZxnWBrWXpSZMzZF/0f4891Xpj2DWrvJ4z/E6JOLgC6pSxZj5WMwhzpyFRFj8RipjNSbw5GiV8PKohAODQpf4IXc59LUplE+xL+B/Xmct3bo4TeST6hDgGE8dkdmAtMjISX331Fe7fv4/du3fj/fffR7Fi/C46CSkIVw9XlGruYbA86ekLTD50We/O6+RDMXhc6LXedlSoVxy9hhjW0snLHqeCtu2m4H1HljrdGcd1gZ2XuSdNzpJ9wRXgvXD7ieB3cJ3ld0rEQRlrwhEiSElZ/EQoYjYn2fxLLHN53uNInxG+6NlcmAYfxLYKF36LvbwIe7lYaCoo4WJ2YE07BbRsWdp5iPiK+ZYwWJaQ+ox55/Vm/BODbR2lmLmUmeoO6iKzv6mgSpUcSyb46y5EXGTAtOFNmSeTK3dQpztjTGWsAUBFz+JmPaezZF8Yq2Eo9B1cZ/mdEnFQxppwuI6hW9Ze4f0clMVPhCJWcxJ1bApWhV81WO4iMwxoNG9eUbDXJbYjL8NuyCKXFxV5JITwY1GNtQ0bNqBVq1bw8vLC7du53RcXL16M8PBwQQdHSH6vkg1PKIu5su9c7N91y9rDIRyMdQft/nYFKHw8xBuMQHIzHof8l/E4BFN+CsCHHQy7s2lA0w2MqdPYdFD17baVCvycjnj30FjQOuaqsAEvymghQqKMNeEIlSFEWfxEKGI0J+GacvppsI9BQLhsOXZA5tIlamBgT8pxdDq29d+RpoISLmYH1latWoVx48ahS5cuSE1NxevXudPtPDw8sHjxYqHHR4ieot6GU6GeZ79mbAksCY2hzCEbMZZZU7ZMIc51Upc/47F+fXajBppuwE2pkmNoYE2j25h7sb1s+j8GyzQA7t1KN+t57AFX0DrifKKgxzvKaCFCYgVqASA6MlH8wdg5ITOEKIufCOHWFfZ3j/qqcN9JXAHlL2Y0N1jm35U9FXTjwXi6LrAjbTiuJWz9d6Qbj4SL2YG1ZcuWYc2aNfj222/x1ltvMoWaNm2Ky5cvCzo4QvJzq+qGks3c9ZbVbVmB+WUrdBo64U+pkqMDR3em16+oxL+z+3lfMOpVcudcb85dbnVsChaFxjDXRf112+yxSZ2xoLXQmZKjZvnhSHgvzPisGY6E96KMFmIxpUqOqcOaGiyfvuYsXehaQIwMIUL44jqrs/bZHlftW4WPBz4IMDwHpesC+7J70w3mclv/HZUqOXq3Vuot691aQTcoiPmBNbVajUaNGhksL1KkCJ49eybIoAgxpuIHXqj8uQJle5RH5c8VaDquFsaG+DK3pZNM25k6sxVzecMWjl8b4cRJysIw5dK9YZj4UUPmOnMy1o7uTuBc5/8u+661PVOq5BjAmIIMCH8Rs2xiNAKCwzBp5WkEBIdRV1BSIM1aG05jprp9lqGptURKqnN067x47pFgr2Hu9Du/tuxphHRdYB+0DZRYbF3qQx2bgrBjar1lYccS6CYRMT+wplQqceHCBYPlERERqFvXeDdAQoTiVtUNpduWgVvV3C/Od7p5M7ejk0zb8Q9SIMRf/45On9YKVGtk224+QuLq0vjnidv0BcvDx182LvD0sC2brzGXq7zc4R+ksHBk0jZsjOHNLQDwrivc3VLqCkqERg0MhEO/SyIlXIFeIUuymLvPZ3FU5KDrAvvAaqAkFdTciXAxO7A2btw4jBgxAlu2bIFGo8E///yDmTNnYsKECfj666+tMUZCTKKTTGnaEtkLkTt7Y+aIZojc2RubDgfbekiCEnNaniMq6PQwdWwKIi6wg3CdAxwvW02Lq57Nz8suCPYadOJIhEZZVsIR4xhACF9c9c+EnLJn7vGjCDthja4L7ARXXU7A9o0CqMYa4WJ2YO3jjz/G3LlzMWnSJDx//hwffPABVq1ahSVLlqBfv37WGCMhJtEJu3T5BykwcXlbh8weUqrk6NmCHcChBgb8FGR6mLFpoN371SrIsCSN6ybubweEK+hLNyuI0FgX37ae0mOvhDgGqGNTsG9DHGWhkgJTquRWL8lCGWvOhVXHTMvWQSxq7kS4mB1YA4D+/fvjxo0byMjIQFJSEu7du4ehQ4cKPTZCeKOLQGIr3YPZ9a7KcrQJJ/oK8tl9/PA5c3nDaqUdMpCrZSxTcvvaK4K8Bt2sIES6CpotvWxiNGrUW4suA3eiRr21VD+RFFiDxuWZy4XqDGrud1L5ai6UVWTHWHXMtKTQKGDULD/EXx6MfRu7I/7yYGruRABYGFjTKlasGMqXZx9ICRET1xfuFoEuMgnhIkbRXkdmjQDOh73rWPxYe6BUydFUWZq5bvOOOEFeg25WEKGZW3yccCtIExOqn0isIZnjRld4+E1Bnt/cjFePSjL0aqXQWyaFgAzhx1iNNSk0ClDHpuDauceo3bAs7VNEpxCfjRo1agSZjKupsb5z584VaECEWEL7hZv/GLwq/Aq+iG1OBz1iNVyBocVbYjBq8tu075lQkADOpUvJzOXlnCBbsJGqPM6onxgsP3MrBerYlALvd5SxRoRGwVphDRvTCBsOGQYtTDUxMVY/kb6viKVMNXMSe99Kva/BtuMJesu0ARnaz6VPW8eMFVyz9fFq2cRo3c0JFxmweLw/ZawRADwDaz169LDyMAgpGKVKjk+D62Jl+FW95drCqfQlSqylTmP23VINcqfk0L5nnKUBHHVsCvOiEgCUAnbHlKoBw+thze7rBsu1GUAF3e9OHzNsCkHTaEhBGMssd+Sp29bC1cBAfTXF6O+TdcFKn21SUG27KYDx7HVCnAvN//YkZ8Yr67kf3c6hALId09ZYC40ynA5qy9qcXBm/3frXpP2K8AusTZ061drjIKTA+g1VGQTWALobTqxL28Bg+8nbBuuogYFprGxTPidN185xTx9zhqwq/yAF2qsq4nBsksG6gh7z1LEpmLbmjMHyKcOa0IkjsZiQmeXaaTh1GjvvNByuqXemvne0hbfHzjmGHI2GCm8TQVjzXEgdm4JVjPN7Fxn3uYK2xlr+4Fp0ZCIC+ztucyNHYazGmi1Rxi8xpkA11giREpq6RGylZXNPWw/BoZiqEQRwTyszdqLtaL785m3m8oIe87hqm/i1MezgSghf2szy/LSZ5XxR4f1cXFPvuKbI50WFt4k1WOtciFWfEQA+DfbhDGZ4VJJh8tDGBsunrzlr8/pcxDRjNdZsWZtTm/GbF2X8Ei0KrBGHQfVbiNRk/5tt6yFIHtcJ84JJp4w+jiuQbuxE29GYW8zZ1s9LSL+hKuZyvt/TVHj/Da7OoBsPxvP6fShVcgT2r+U0x0tiv1jfSQDwxYzmRh/XtJVhoE+bXUSkjRXA0rLl+Yg249flv9rzlPFL8qLAGnEYlLFGbIUrc6DYo9fITqXgmjFcJ8yrwq8YvTjkCqT3HeIj0MgIIUIzVheMD2PTcJyNUiXHZwJkABIilIJkUZqLT0u92o3oJpG90tZY47J70w0RR6OPMn4JFwqsEYdBGWvEVtp2UzBP3hp5lkZmArsODsll6fQwCqSzs/2EmCJhreclhGuaN5/p3wBNw8mvoBmAhAiJK4tywwF+WZRc6DvJ+RirsaaBNDKVNTk2fXkiQWYF1rKzs1G9enVcvWpYQJIQW6MLbWIrSpUc84a+rbvgc5EBMzrWQ8WSbsiIybDt4OzAlzNbmH1XmS6waSoosT9cF95turKX50fTcPTReQ+REqVKjgEdqhss13ZJt5Sl3/fXz1NAzl4Zq7EG2DZTmep8Ei68uoJqubq6IjMz01pjIaRAuDqO0cUgEcOQj3zxNkrgdupzVPMohool3QAAGefSkd2tPFw9XG08QsfCasXeu7XCaS+wtfhm/hBiK6wuwOYYNcsP3frXxPULj1G7ofN2BQUoU59IT/365YBDNw2WF6QzqKXf99qpoOZ2HSe2pw2mGguu2eI4x1Xns1v/mk79XURymT0VdMSIEZg7dy5evXpljfEQIrjfll6y9RCIE3ir+FuoWNINflXK6IJqAAANkP2YsgeMsWSaB2uaQNixBJtPDRCTpY0fLHleustPhCDUvkWF93MVtGYdIWI5cTLR4sfS973zUarkmDKsKWcDA8A2xzmq80mMMTuwdvr0afz555+oWrUq3n33Xbz33nt6/wixFa6LzGmrz9CXL7E6NyW7aC9kgGtZyh4wxpKsCzq5sbzxA5/ndfZptsQ6KMNKWFzJHIcO3hF1HIRocTUw+PPEbYu/lyz9vqepoPZr2cRoTF9zxmjGWkGyIC1F50fEGLMDax4eHujVqxfeffddeHl5wd3dXe8fIbZSpzH7oFbQ2g6E8OHq4YryfQ1bu5ds6k7TQE2wpE7Q6WOGd7+d7eTG0sYPfJ43fzcummZLhMD1Wd+y9orII3EM1ioWT4iluPZJwPJzcUvrfpbgCNhTIF/a8k+35FK2vJvxDayA6nwSY8yqsQYAv/76qzXGQUiBKVVy9GxRDdtP3jZYN2nOKQz8urENRkWcSbE6xQ0KCD09k4YyXcpRcM0Ic7NY1LEpmLbmjMHyKcOaON3JzZczW2BV+FVBa8gYm3bjbL9fIiyuWqirwq/gi9jmtH+ZSVssfkO+mlbaG4r0+yRiM3YuLnaGUQbHzTlq7iFtphoXaCXcTLf+YBhGzfJDwxYVEBlxG20Cq8E/SGGTcRDpMTtjDQBevXqFgwcP4qeffsLTp08BAImJicjIoO53xLZaNjfMGAKAu0+eY+uKGJFHQ5xNdvJLwytGqrFmkrlZLFwnXX5tvIQcltOiabbEWqyVZenM6tcvx1xuKoihjk3Bvg1xlNlGBMd1Lm4pS2szUsaafWJNt2SxVamfZROjERAchkkrTyMgOIy6ghIdswNrt2/fRr169RAcHIwRI0YgOTkZADB37lx8+eWXgg+QEHNw1XYAgL27DLsUESIkWRH2IVVW2KJ7GE7D3Fphlk4LcUTWaDRANUSINfUbqmIup4tdy3Cd9xibJrVsYjRq1Fv7//buPCyqsv0D+HeAYd9EEFFQRlFR3DBXFJcUNfclMStNtCxzCW1TK83lTbO3xfSXqb2WabmklvuClvsu7pgKgivmwg4CA8zvD2J0nHOGmWFW5vu5Lq/iOWfOPAzPzJxzn+e5b/QasRkhTZbzwpBMQt8CBvp+J3HGmnUSWm45vGtdtf3MkepHrCoob1AQoEdg7Z133kHLli2Rnp4OF5cnX9oDBw7E3r17Ddo5AMjOzkZsbCxq164NFxcXRERE4OTJk8rtOTk5GD9+PAIDA+Hi4oJGjRrh+++/N3g/yDpoyu3Qq6/6hzKRIRU9Ej5ZK0rjSZwmnMWiP2Mkg2eONTImfXIqkri6jYTfl3UaCrfzwpCMTSzY+7ueBQy2/nINiqfuIEkArfJaNQgXnvl0/ID+FUrJNCZ81gaJF2KwY1U/JF6IwfNRtQX302LFqEFxRj9ponNg7eDBg/j444/h6Kh60h4cHIw7d+4YrGNlXn/9dcTFxWHlypW4cOECunfvjm7duimfa/Lkydi5cydWrVqFy5cvIzY2FuPHj8fmzZsN3heyfLIwH3w7NVKtvUWwD4aMa2yGHpEtEfuCz7uWa9J+WCNdZrEYY5aWtTJGkEJTjjWiimJlUMMyxFJ6XhiSIYnd5Nbne7osEPzsd36fV+qV+9jgRt6Y8UZLtfZZy07z+8wKyMJ80POV+pCF+eh8A8FYOKOfNNG5eEFJSQmKi4vV2m/fvg0PDw+DdKrM48ePsWHDBmzatAkdO3YEAHz66afYsmULFi9ejDlz5uDIkSN47bXX0LlzZwDAmDFjsGTJEpw4cQL9+vUTPG5BQQEKCgqUP2dllSY/lMvlkMvlBv0dzKXs96gsv48u3prZAj2H1sGPX5/FtcQMDI6uj8FjG9nka2FpKvu4lAYKXxhmHcmEZ+cqcPDW+SPXZly7IHyynXjpIdr2rKnSFtK0CuwkULk4tJNIULdxFb3HlrWOTRc3e8F2Zxd7vX+XSyf/EbzwTjj9DwLrG/Z7nspnrWNTjC7vdSpfSNMqogUh3jnXCsGNvMvdXwLo/PlZ2cYlGU5gfQ/EDmmEb35TD+7q+t0k9H2kADR+Hz09Nlu08weWqm7n95n1yXwknDMyK/2xST+DAut74OsP22PS50dQolDATiLB1x9GILC+R7n94GemddLl76XzVV737t3xzTffYOnS0k8piUSCnJwczJgxA7169dL1cBoVFRWhuLgYzs7OKu0uLi44dOgQACAiIgKbN2/GqFGjUKNGDezbtw9Xr17F119/LXrcuXPnYubMmWrtu3fvhqureI4uaxQXF2fuLphNg9YKVPG3R4FDMrZvTzF3d+gplXlcVg/wg09qFbX2o78fQbY/C7yISUkR/uJKvp6C7dvVZ0O/EF4N2+LvP/WzHxJSjiAhpWL9sLaxefW4+o0uADh14hwy7fUr2JKRpxAIXAIPc65g+/areh2TKs7axqYYsff6lj8uw6eh4Vc+2IJhnQPw675UlbYSBbBp9UHUa6cafM+4Izy3+sjhw0hI0SJj+DMqy7gkw6ohM8x3U0W+j+Li4nAjRbgfSdcv8/vMwmXcUeD+jRJUq126wE7ohoA5zktqtwWWL6qLBzdL4FfLDt4172P79u1aP56fmdYlLy9P6311Dqx9+eWX6NGjBxo1aoT8/Hy8/PLLuHbtGnx9fbF69WpdD6eRh4cH2rVrh9mzZ6Nhw4bw9/fH6tWrcfToUYSEhAAAFi5ciDFjxiAwMBAODg6ws7PDsmXLlDPchEydOhWTJ09W/pyVlYWgoCB0794dnp6eBv0dzEUulyMuLg5RUVGQSqXm7o7JLZ5+CpM+P4wSRekH7/TXW+Cj79SXiJJp2cK4zKmRjYe//qPWHt4iHO7NeHdUjFfxTcxelqLW/nzPcLTvVUulLSUhAzvOrFBp23HmAb4OfkFtdoa2rHVsehXfBHBdrb1l62Zqr5u2Fk8/BYUiUfmzBMDXH7bHywJLasj4rHVsimkUnCH4Xv/j+D/4PLinVu/hlIQMXDnzEA3CffV+z1cmXsU38eu+39XahT4Hdv2SCAUSVdoUAHzdG6B7rxCtn7OyjUsyLEN+N21bvQm/HUpR/jy4fTBefqO36P5Pj80/028I9qNunYY6jXcyraev4+wkwCejWwimAIlo395qvgP4mWmdylY2akPnwFpgYCDOnTuHtWvX4ty5c8jJycHo0aPxyiuvqBQzMJSVK1di1KhRqFmzJuzt7dGiRQsMGzYMp0+fBlAaWDt27Bg2b96M2rVr48CBAxg3bhxq1KiBbt26CR7TyckJTk5Oau1SqbTSDfTK+DuVJ/lSmvLDGCj94J35QzwkdnaYsaSzObtG/6rM49LZX/hz0LmaS6X9nQ3hca7wXeX8x8Vqr1vi+XTBpYpJF9NRr5lfhfphbWNT7HVbv/IKOg/SvWBL2efnsyewfV9tYFWvS2VkbWNTTL1mfhjetS5W7lWt1K0AcHTXrXLfwwunHVcm37eTAN9MicSEz9oYsceWT5fPz7BW/oJL6Rs956/X+Kos45IMS5cxqUnypTRsOJyi0rbh8A18fjW73OIFUqkUXlWFz8k8qxj3nOzglhTs33EDnV6ojci+wUZ7nsro2eu4EkXpdZyQOe8fxordA0zXOQPgZ6Z10eVvpXPxggMHDgAAXnnlFcyfPx/fffcdXn/9dUilUuU2Q6pbty7279+PnJwc3Lp1CydOnIBcLkedOnXw+PFjTJs2DV999RX69u2Lpk2bYvz48Rg6dCj++9//GrwvZB2EEvMCwMylp5islIyOlUH1I5bQfPcW9TvNTB77RGgLXwgt3lq8KUGvzzuhz09bLQxBxqNvhTdWtBSmS0EIWZgPvpkSCTtJ6SeHnUSiVYVFIl3o8p2uSUWLbZijCvHQjhvQsd96fLL4JDr2W48+rdYY7bkqI7HrOCE/xyXa/Oc/WQ6dA2tdunRBWpr6AM7MzESXLl0M0ikhbm5uCAgIQHp6Onbt2oX+/fsriw3Y2an+Gvb29igpKTFaX8iyhbYQvrhWADi4LcWkfSHbUyRylzbnIvOraSJ28rtg3UW1kyZZmA9e7CBTaXuxQ7BNXhjKwnwwtn9DtfYShX7BMAYtyRT0rfDGipbCdA0eTPisDRIvxGDHqn5IvBBj8zP+yPDExuQ3a9W/0zWp6HeS2M0nY32nHdySgnUHVatqbzt1G5Nf2mmU56uMhP7mmrI/muPaLvlSGnasvMqgHqnQObCmUCggkagP70ePHsHNzc0gnXrarl27sHPnTiQnJyMuLg5dunRBaGgoYmJi4OnpiU6dOuH999/Hvn37kJycjJ9++gk///wzBg4caPC+kHWQhflgeFfhJVBa3gAh0pu9SJXGnPgsyDNYCUiM2MmvUIAo+VIa1h9SPXFdfyjFZk9wXhodJtguNFulPE9ms5T+XLrUjrNZyLCuJwi/V5Mva34PM/ArTJcZa09T8B40GYmhbnIb60baz9+er9DjxUx+50/Bdl0DirZMaFbtgqmRFnNtt3DacYQ0WY5eIzYjpMlyLJx23MQ9IEuldWBt0KBBGDRoECQSCUaOHKn8edCgQejfvz969OiBiIgIg3cwMzMT48aNQ2hoKEaMGIEOHTpg165dyvWua9asQatWrfDKK6+gUaNGmDdvHv7zn//grbfeMnhfyHq88U64YHt5d8OJKspFJlJZWAHIH3I5qBhZmA9ioxsLbnv24pCzVlTpG6TQRKFQ/S+RIYkNq717bmp8HJcxCtP1M4AXhmRssjAfDGwnvOT7wf3HWh+nojfS/o5/KPh5M2uZ4dPDHNySglPJwsdkSgXdCM2qtYRrO6YjIE20Dqx5eXnBy8sLCoUCHh4eyp+9vLxQvXp1jBkzBqtWrTJ4B6Ojo5GUlISCggKkpqZi0aJF8PLyUm6vXr06fvzxR9y5cwePHz/G33//jcmTJwvOqiPbYYwLTSJtSL2l8O5WVXCbxFHnScI2JapPHcH2Z5cznTx0V20fW561Ihak0CcmVnbSWPZYBXjSSIbXqU+wYPtKLfLlcBmjOl0ClbwwJFPp1194hpFvNe2L3VX0Rpous+ErYuG04+jYb73odgmMt/y0spKF+aDnK/WVN07MkS/vWbyxS5poXRX0xx9/BAAEBwfjvffeM8qyTyJDMeSFJpGunGuoVx0G/i1gUMvw1ZMrC22WMyVfSsPMZafU9pn+xnM2O2tFLF/Vufj7Oh9L00mjrb6+ZHhlKRuEKoMe3JZS7liThflwPD6lU59gYIp6+6o9ifj0UprKa8X3OJmKIb6bypZ/P1vFVtsglSzMB5+OaYkZS1XPGwwZ6Eq+lIaJcw9q3IfXHxWn75J3Q6roeKTKTefpEzNmzGBQjSyeIS80iXQlVsBArJ1KaTPTVKxaVJuONYzVLYtnqCTRAHNYkenoWxmU1MnCfPC2lkVM+B4nU9GlKJEYQ+T9HD6xqcbk9xW1f2uKVvuxgFrFiI2ntcsTTNYHpiMgTfRal7R+/XpER0ejbdu2aNGihco/Iksg9uH79dqLiAxdgYNbUkzbIbIpYgUMCu/mm7gn1kWb5Uy8KFRnyErIPGkkU9G3MigJ07aICd/jZCqGXIZZkbyfQnnWDJnz7OE/eVrtp0tuOVInNp6++yPBpEvZmY6AxOgcWPv2228RExMDf39/nDlzBq1bt0bVqlVx/fp1vPDCC8boI5HOxC40AeDQlQfo2G89hnbcYMIekS0RK2CQdTSTlUE1EMu7tGrPk7xLxqoQZs0MlSS6DE8ayRQsIV9OZaJLblm+x8kUdClKJMYQeT8tYQkhAJw//8Ckz1fZyMJ88KpAZVB9biIaoi9P538jAvQIrH333XdYunQpFi5cCEdHR3zwwQeIi4vDxIkTkZmZaYw+EulM04VmmXUHkzlzjYxC6i2Fd2eBL1tWBtVIm+VMFa0QVlkZIkn0sxQlej+UqFyWcrFbWTwQmTUjFlznhSGZQrMW1QTbtS0mZohk8cYO4vv5i1SDf4Y2xVnoieRLadix8qrKa+Yp8v3w44pLpuoWkSidA2s3b95EREQEAMDFxQXZ2dkAgOHDh2P16tWG7R1RBUS0DSh3n4O7bpigJ2SL3MM9BdtZGVSz8pYzsSKTMEPmlVw47ThCmixHrxGbEdJkORZOO17R7hGpYfVuw/IVubjnLBkyJ10Dvs8yRPoHYwfxtf2eNcfMKmsldh7yj8i42ZfwD4OWZHY6X+FVr14daWmlA7dWrVo4duwYACA5ORkKfRa+ExmJ2Enm0yJ7aJ7VRqQvRYHwdB9FIacBaVLenWXmWBNmqAIGZctuyoKXJQrdl90QaUObnIqkPW2W0pcRmglCZAxi5+Lazqbe+ss1lbxqEuhevMCYSe+TL6Xhm3UXtd6fV8rl03QeEj0sVPRxpgpa8vOTxOgcWHv++eexefNmAEBMTAwmTZqEqKgoDB06FAMHDjR4B4n0JXaSWSY6UobIvpr3IdKXxEn445Uz1jQr784yE28LM1QBA84IJFPRJRBE5dO2MihnpJIpVWQ29bP51cr0eaWeTn0QS3q/eFPFk94LFUbQhMVZyqfpPGTIuMYI9BIOyn6+4LTR+8bPT9JE5yu8pUuX4qOPPgIAjBs3DsuXL0fDhg0xa9YsLF682OAdJNKXLMwHA9sKz0gbN7Ah1h4YbOIekS0peiR8h7QojTnWNNFmediEz9pg36bBmPN2K+zbNJiJt1H6eTdcIKkvoNsdcs4IJFPRNhBE2itvKT1npJKpVWQ2tVCARZ9qnrIwH4w10meN2M3Ans1rCLb/sPBshZ7PFpR3HvLOqGaCj0u4m4nJL+00Wr/4+Unl0TmwZmdnBwcHB+XPL730Er799ltMmDABjo5MOEuWpY5MOM+Vi4vUxD0hW1OUW6xTO5XSZnnYwmnH0bn/enz83Ul07r+edwz/9cY74YLtutwh54xAMqXyAkGkm/KW0nNGKplaRWZTC800kwB63egx1meN2HsuqKaHYPvPLGBQrvLOQzSl+vlax/QXuuDnJ5VH58Bax44dMX36dOzduxf5+fnG6BORwfQf1kCwvd9L9U3cE7I19m72gu2Fd/m5qYnY8rCyalq8YyjOUJXPJnzWBokXYrBjVT8kXojhjEAyGmNX67M15S2l54xUMjVZmA8GthNePaJtAQNDMFaxlNmzjwq2O2lI+8ECBuXTdB5SXqofY72+/Pyk8ugcWOvevTuOHTuG/v37w9vbGx06dMDHH3+MuLg45OUJV34hMpfIvsGIjpSptDG3GpmCi0z4jlrWkUzIM+Qm7o31EFvSWHZ3m3cMxRm68pmCdTbIyIxdrc/WiAUPypafPZkJUtpuJ9E9ETyRriLaBgi2Hzl6V+PjhPKX6bMUtOxxurRr4+CWFBy9Jlx111nDyhhTBhStmSzMBz1fqa/2+SQL88Gk6MaijzNWgQh+flJ5dA6sffzxx9i9ezcyMjLw119/oU+fPjh16hR69+4NHx8OLLI8aw8MxoHNL+I/41rhwOYXmVuNTELqLYVnW2/BbfkpvAmhyfNRwne3FeAdQ00MNfuHyXnJVMoLBJFuxC4oVz6z/KysyqLCWFegRE8RW7q38cgNjbPNDRl4FyuiUJFiAiuXXhDd1u+l+qIz9coLKFL5vlrbExH1/AS3GbtABD8/SYze5emuX7+OCxcu4Ny5czh//jw8PDzwwgsvGLJvRAYT2TcY0xZ14kw1MinHmk6C7cyzppmmE2DmABMndhGye8t1rY/BpbZkStoGgkg7Ykukymb5PFtlUQG+v8n4NC3d07Rsz5BLxY2x7DzhqvD7JsTPHZF9g9Gvv3BBod/LCSiSdj7+pJ1gu7FSCfDzk8qjc2Dt5ZdfRs2aNREREYGdO3eibdu22LFjBx4+fIjff//dGH0kIqpU8pO5DECT8nKhMAeYMLELhwXrtE/my6W2ZErlBYJIN5qWSLl5OvL9TWahb541Q85YEyqEAOhXCAEoDbIcviq8DHT5/3oC4OebsZk6lQA/P6k8OgfW1qxZA7lcjtdffx1vvfUW3njjDTRr1gwSidDHFRGR7RIrYJBzOot51jR48I/wUtlnT8CZA0yV2IVDiUL7k3gutSVTKi8QRLpr1qKaYHvy5TSDVlkk0kVogyqC7Xv+vCH6mGULzgi2X69gwYGn/fzteb0e93e88Hdqp0b+ytUx/HwzLlMXv+H5EZVH58Dao0eP8MMPP6CwsBBTp06Fr68vIiIiMG3aNOzevdsYfSQiskpiBQwA5lnTRCwfy/nzpXeHmQNMmCzMB7EVPInnUlsyNU2BINKdtjcmiEypsEA4BcbOM3cFZ1QnX0rDyr1Jgo/RZyqHUCEEAJi59JReS/nEZkvNnhep8nPNQHfB/RbMO6nzc5IqU98o4PkRlUfnwFqVKlXQr18/fPXVVzh9+jTOnz+P+vXr44svvmCONSKip0i9pXBv4Sm4jXnWxIktn1i1JxEHt6QwB5gGhghS9HmlHpbP7YKfPn+eS23J6IxRrc+Wid2Y8K3mYtAqi0S66D+sgeg2oTxrYjPCJAAiewfr/PyhLYSDLWUVx3WVJJKy4tnZdKmpuYL7lVe4gSwTU5GQJnrNWNu4cSMmTpyIpk2bIjQ0FFu3bkXfvn3x1VdfGaOPRERWy1nmItjOPGviZGE+eLt/Q7X2EgVwYOcN5rjQQGy2yqZNwnf+n1U2G3DklD8xasqf2PrLNUN2j0iNMar12TKx1/Nc/H0uBSWziewbjDZ1xYNbzxKbERY7tLFeM4RkYT4Y3lW4mIA+QXyxWXPPtosFFBnQrjhz3SiQhfmg5yv1OVON1OgcWKtWrRrGjh2Lu3fv4o033sCZM2fw8OFDbNy4Ee+8844x+khEZLWYZ00/L40OE2yv36gqc1xoIDZbRZsqZKwISuYgVqzkh4VnTduRSkJTEZPb17NM3BuiJ774urNgu1AQXWwcd+9bR+/nf+OdcK2fvzx1RALYsmeOFdk3GO3q+Qnumy3yO5J2hHKeAcDxA3dN3xki6BFYO3/+PP755x+sX78eEyZMQJMmTYzRLyKiSoF51vQjdrH9OLeQOS40qEgVMla8InMQmy3yc1wig7p60FTE5MDOG1wKSmajSxDdGBUfy6s4rgtdEudHtAwQ3PfEEQaAKkIW5oMZb7RUa5+17DS/O8gsdA6shYUJzyIgIiJ1zLOmH01LGpnjQlxFqpCx4hWZg1gwGNAv95Gt01TEhDN+yZx0CaIbo+Kj2PPv3XNT52PpEvhzchK+3L54mQFtTZIvpWHHyqsag2StOtRQa+MNQTIXrQJr4eHhaNGihVb/iIhIlVieNRKnzZJGRYkpe2Q99C1g8KTiVenPdhJwNiAZnaFzHxEQ1Ud4uZyHtyPf42Q2ugTRjZEPUOz5V+oxO1aXwF+9UOH3l1hFVNK++rsxZjYS6UurwNqAAQPQv39/9O/fHz169EBSUhKcnJzQuXNndO7cGc7OzkhKSkKPHj2M3V8iokoj70pptSh5hhx513KZc+0pmpY0fvnxMa1OuGyV2Gy/B/e1K5ihUKj+l8jYDJn7iMq/2OR7nMxBFuaDge1qC24T+n4y9PAUC+LrUxn05CH1ZZxisz85K1c3uuR7NeTyXl36V95MOrJNWgXWZsyYofz34MEDTJw4EUePHsVXX32Fr776CkeOHEFsbCz++ecfY/eXiMjqiBUwyLuQg7s/3UbKrETc+e4mUmYlIvNYhmk7Z6E0LWn87o8EJtjXw5GjmvO5lJ3Mll3MKMDXlkyDBQwMS2w2TfJlvsfJvCLaCucbe/b7KWbINrV9DJEP8Pko4cCeLkG85EtpmLnslFr79DeeE5z9qWtA0dbpku9V7O9mrHsG2s6kI9ukc4613377DSNGjFBrf/XVV7FhwwaDdIqIqDLRVMAg91w2nr7Kub8ulTPX/lUz0F2w/dkTJubTUCW2jHZjOZVBWbyAzIUFDAxLbMbaH5uS+B4ns9Lm++nglhTsv6w+WcNOUrGloABQV6Sapy6zY4W+KwGgTUf1fF9l+vUXXu5+/vwDrZ/XVuiS79UQf09tsXI6lUfnwJqLiwsOHz6s1n748GE4OzsbpFNERJWJ1FsK18bCQSI1CkD+kCXYAeDK3+la7cfk26r0XXbC4gVkLlwqZVhiM9Z+P3KD73EyK23e6/t33BDc3qdVUIXzAZ7Yd1uw/aRIuxB98r+JBYD0ye9W2T3J91p+9Xexz7q1yxMM3i/efKTy6BxYi42NxdixYzFx4kSsWrUKq1atwoQJEzBu3DhMmjTJGH0kIrJ6TjWctNtRAkh9mXQVAOqLJPwFoDyp1XTCZav0XXbC4gVkLrqMWea3KV9oC/EL/B7Na2h1wUpkDNq81xuEVRXc/uqIsAo/f2pqrmD7wh/PV/jYmogFgPTJ72YLtK3+LhTkBID/+yPB4N8RvPlI5dE5sDZlyhSsWLECp0+fxsSJEzFx4kTEx8fjxx9/xJQpU4zRRyIiq+cW5lH+ThKgWnQApN5S43fICgwe1VB029SY5uWecNkybfPYCGFiczIHbcYs89toRxbmg7AAL8Ftt/7J1eqClchYxN7rZdxFKjp6iCxx1kX/YQ0E21PS89BS9j+tjvF3/EO15evl5X/TFOxmnjVhsjAf9HylvsbAvyzMBwPaCgdqfzfwrDVdZtKRbdI5sAYA0dHROHz4MNLS0pCWlobDhw8jOjra0H0jIqo0XGq5wKWhm+h2O087BE8PgVdbb9N1ysJpurP995X0ck+4bJk+edZYvIDMqbwxy/w2uunfQybYfvFuJgDw85PMRuy97lvNBYBxZwZF9g1GXT/h1BynU9LRtekv5R5Dn/6JVSQFnvze9IQuM5PryDwF21PvCVdIrwhtZ9KRbdIrsAYAhYWFuH37Nm7evKnyj4iIhAWOqQU7d+GP3ZKsEhRlFZm4R5ZPLOFveYn4bZ0+OauYP4TMqbwxy/Gpm9ffayG6jUvPyJzE8o2di78PoDQI9WIH1cDwix2CDRYIfr5NTdFtf15IxcEtKRofr2//+g6sJ9h+cP8djY+zNbrOTG7TXvjv2TpCvJhERSlKjHZosmI6B9auXbuGyMhIuLi4oHbt2pDJZJDJZAgODoZMJnx3jIiISlV7SfyLPjch24Q9sQ6aLrYNPc2/MtE022/TpiTBdn0SMhMZSnm5l5jfRjf65lokMjaxfGPfrL2onJ26/lCyyrb1h1IMdjNt+JgmGrdvXnNV43Z9+3fl0iPB9uXbr/BG4b+SL6XhnbmqM5PfmXtQ4+uTlyM8nrZuSjR4/5iOgDTRObA2cuRI2NnZYevWrTh9+jTi4+MRHx+PM2fOID4+3hh9JCKqNDzCPGDn5SC4Lfdijol7Y/k0LZ9476tjPKnRQCyPDWf7kaXSlHuJxTV0V14uKyJzEMs3VpbI39izUyP7BuP5sOqi26sHiKftAPSf3d3pBeFAd3n52WzJ/q0pgvnrDmiYZSuWDtbQFVeZjoDKo3Ng7ezZs1iyZAleeOEFNG/eHM2aNVP5R0REmvn1rybYXninAI9vcibBs8SWTyhQ/p1MWyaWxwYQXgqmT0JmIlN4uoABi2toT+wz4LdN10zcE6InLGF26t6Lr6JJoHCBj8uXNZ9T6Ns/TQE9N5GCDbZGqMKnpnZAfGWDoc9fmI6AyqNzYK1Ro0Z4+JADiIhIXy4y8YBHdnyG6TpiJcSWTwDl38m0ZZqW0QotBTt5SL1iKJfakSlpKmDQWvY/TJzL4hq6EPsMOJ74EL/930XTdoboKWL5U32ruUAW5oMXngtUaTdkjrUy0X3rC7aXtzSzItUhRwxvJNieXE4wz1bUEcm/J2uouTLopOjGgtsMGbBkugwqj86Btc8//xwffPAB9u3bh0ePHiErK0vlHxERaSb1lsIp2FlwW+6lXBP3xvKJLZ8oc+1vnpAK0TQr4OkZQEDpEoeZy06p7Tf9jee41I5MRlMw+GRKulobZwtoJgvzQdcmwjNkho7fyaX0ZDZiBQymzzuKWW/uw7ZTt1XaDZljrUxFlmbqWx3ywT/ClSqZ97CUWP693Czh9jJRfero9TgiQ9I5sNatWzccO3YMXbt2RbVq1VClShVUqVIF3t7eqFKlijH6SERU6Xi0FF6CUPRQzuWgz4jsG4wqzlLR7QUFLM8kRts8a0JLHACgTUfjVdUiepYszAftG/jp9JhskQsxKtUzSriwGGf8kTmJBVBupj/GjKXqN3mMEUSP7BuMdvWEP2+0/VzRtTqk2Kzc8+cf6HagSsrdW3iGWXkzz/R9nC6YLoPKo3Ng7a+//sJff/2FP//8U+VfWRsREZXPPcxDdBurg6qLjWkquq3fS8LLOUj7PGusuEiWYkDvEJ32v3ZZfKk4AW061xTdxhl/ZC5iBQzEGGvJXURL4ZtPy5ae0/g4fatDis3KXbXHsIn2rZW+M9auJwi/doZcYst0GVQenQNrnTp10viPiIjKJ/WWwq2Fp+A2ew/hqqG2bPp3XeDjon7nMTpShsi+wabvkJXQtLRu06Yk5f/LwnzwYgfVmS3GyGlDVJ7BoxrqtH9kD81LxW2d2IUqUFpZlReFZA6yMB/0bK79jOjhUSFG+T4SqwC653yqaKCrItUhZWE+eLu/+mdciYIznwAgbut1wfbyZp6J1bLZu+dmBXtUiukySBs6B9YOHDig8Z+hZWdnIzY2FrVr14aLiwsiIiJw8uRJlX0uX76Mfv36wcvLC25ubmjVqhVu3jTMG4mIyFj8+gpXB9U0m82WPcqbiJljn0OovweimgXgwOYXsfbAYHN3y6JpyrP29HLQ5EtpWH8oWWW7MXLaEJVH05h9FgPr5dM0M+jVbsYJVhBp47tVPbXe9/UJzY3SB7FAvqYlfhWtDvnS6DDBdluvDJp8KQ1frxMuqlLejDVjzwRkugzShs6Btc6dO6v969Kli/Kfob3++uuIi4vDypUrceHCBXTv3h3dunXDnTt3AABJSUno0KEDQkNDsW/fPpw/fx6ffPIJnJ2FE4MTEVkKqbcU1YYGPKkjLgGqDQ2A1Fs8n5itm/5dF1y+9yZ2n32FF9RaEqu+BjxZDsoy8mRJQhtoztnLwLr2NAUqmzbVLZ8dkSHpEkS/bqSqmbIwH4zuWU9wm1ietYqmTjDFskVrtH9rimC7NsuAjT0TkOkySBs6B9bS09NV/t2/fx87d+5Eq1atsHv3boN27vHjx9iwYQPmz5+Pjh07IiQkBJ9++ilCQkKwePFiAMBHH32EXr16Yf78+QgPD0fdunXRr18/VKsmPBOEiMiSeLX1RvD0ENQcVwvB00Pg1dbb3F2iSkbTctCySmQ8aSRLUlhQLLptRFQIA+s6EitiQmRumm78PE1S/i56867iIth+4oh6Ti2gNIgz/Y2Wyu9MO4kE30zpoPXsT7Fli2LttmLzU+kpnjYworZWr60xZwLKwnzwzZRI2ElK/+i6/s3JNuicyMfLS72SXVRUFBwdHTF58mScPn3aIB0DgKKiIhQXF6vNPnNxccGhQ4dQUlKCbdu24YMPPkCPHj1w5swZyGQyTJ06FQMGDBA9bkFBAQoKCpQ/Z2VlAQDkcjnkcrnB+m9OZb9HZfl9qHLguBThBkjdSr/4+dqYR2Uem4H1PTCwbW38fuyG2rYjR+9golyOwPoeGNw+GL8dSlFuG9y+NgLre1TK18SaVOaxKabPiyH4cvUFwW2NG/va1GthCD6+wqs4fKo66/1a2uK4JMNr3zMImKJ5HwmAdj2CtB5ruo5NR0fhsN2OfTfwmcAxFk8/hVnLTqFEUdq3T0aH462ZLbR+vuB6wlXha4d42ez7KSUhA78fVT9HAYC2bapr9bpcuyA8My3x0kO07SlexEVbb81sgSYtfXEo7hY6RAWhfd9aOv29+JlpnXT5exksQ7a/vz+uXLliqMMBADw8PNCuXTvMnj0bDRs2hL+/P1avXo2jR48iJCQE9+/fR05ODubNm4c5c+bg888/x86dOzFo0CD89ddfosUU5s6di5kzZ6q17969G66u4hXUrFFcXJy5u0CkhuOSLFVlHZuNm0jw+zH19o1HbuLXZdsAABsOp6hs23A4Bb2XbYN3TWPOFSBtVdaxKcgeaFHLE/E3s9Q2Zefcw/bt283QKeuVUyg8A3Dfn1fg0+h2hY5tU+OSjKK1zAsnkjNFtw9o44+ElCNISNHtuNqOTQdH4QvnS3czsfg/W1A73F7ZlnFHgdh5icrZZQoAs36Ihyw8S+vvyqvHhd+Py749hkx74Rxjld2+X/NFt2Xn/KPVZ/6Fc8LHWLf2Inwa3tG7b2UOry/El7/cQIkCsFtyCu++UhvtX9R9Nhw/M61LXl6e1vtKFAqFTjNPz58/r/KzQqFAamoq5s2bh6KiIhw6dEiXw5UrKSkJo0aNwoEDB2Bvb48WLVqgfv36OH36NPbu3YuaNWti2LBh+PXXX5WP6devH9zc3LB69WrBYwrNWAsKCsLDhw/h6Slcpc/ayOVyxMXFISoqClIp8zWRZeC4JEtV2cdmSkIG6jdfIbht/qS2aNi0KvrGbFPbtnVFb3QfFmLs7pEGlX1siklJyECD5itUlkdJAFw5+xqCG3mbqVfWadcviYLv74q8nrY6LsnwvvngGD745rjo9vmT2iD287ZaH0/Xsanp+/HdYY0xd0VX5c8rvziH0R/tU9tv+Wdd8Op7TbXqn9BnG1BapffvM7b5+fb2gB34YftVwW1XtfyMEvvbGOJ7IyUhA6HhK1Ry0dpJJPj7zAitj8vPTOuUlZUFX19fZGZmlhsn0nnGWvPmzSGRSPBsPK5t27ZYvny5rocrV926dbF//37k5uYiKysLAQEBGDp0KOrUqQNfX184ODigUaNGKo9p2LChxgCfk5MTnJyc1NqlUmmlG+iV8Xci68dxSZaqso7Nes380L6BHw5feaC2LelaOl4c3Qh2EqidNDZ6zr9Svh7WqLKOTTH1mvlhwdRIxM47WDpDQAJ8MyUS9Zox4b6uwlr5C7YrABzddatCr6mtjUsyvBdfD9MYWPOv7qbXGNN2bNZr5oeezWtg51n1nGo799/Cf586RtpD4VlRaY/yte5jvWZ+GNu/Ib7bdFmlvUQBJF1Mt8nPuNBQH0BgUtrgiNpavx5d+tcBBAJrClT8dU08ny5Y4Emf4/Iz07ro8rfSuXhBcnIyrl+/juTkZCQnJ+PGjRvIy8vDkSNHEBoaquvhtObm5oaAgACkp6dj165d6N+/PxwdHdGqVSu1JahXr15F7draVZkhIiKyBZ3aCecYuXEnG7IwH7zYQabS/mKHYCbmJbOa8FkbJF4YhR2r+iHxwihM+KyNubtklTRVXywrYEJkLrIwH7RvIB6ciOwdbPQ+DH1J+Br20t1M/PZ/T5Zn+vkLpwzyqyZcAEGMMRPtW6NBoxoJtn+xtKtguxBZmA9mjmmp1q5NVdHysMATaUPnwFrt2rVV/gUFBakVFzCkXbt2YefOnUhOTkZcXBy6dOmC0NBQxMTEAADef/99rF27FsuWLUNiYiIWLVqELVu24O233zZan4iIiKxNvVDhINnOM3dxcEsK1h9KVmlffygFyZfSTNE1IlGyMB/0fKU+g7wVJFZ90VfHgACRMYjd+OkZXsMk731N1bOjx+/EwmmlM+rqNBLui6yhbn3MySgUbM/NEm6v7GRhPoiOVL25Fx0p0/lvP3yi+nJcQ1RbZVVQ0obOgTUA2L9/P/r27YuQkBCEhISgX79+OHjwoKH7BgDIzMzEuHHjEBoaihEjRqBDhw7YtWuXclrewIED8f3332P+/Plo0qQJfvjhB2zYsAEdOnQwSn+IiIiskaYLh81rrgouc7hyVrjKFhFZl059gvFsanUJgI4mmA1EVJ76Ijd+honMJDO08mbNTZx7EMmX0pCUIHyz6fpl3W5CuXsLz0yz1RlryZfSDHJz78DWFMH2g9uE23VROoM65t8Z1DGcQU1qdA6srVq1Ct26dYOrqysmTpyIiRMnwsXFBV27dlUpIGAo0dHRSEpKQkFBAVJTU7Fo0SJ4eamWKR41ahSuXbuGx48f4+zZs+jfv7/B+0FERGTNNC0Hc3Sy4zIHokpMFuaDBVMjle9zOwmwYGokZ1yQRegoEvg1xTLQMnO/6KRx+7jhO/Fn3A3BbbrWzuaMNVV/xz80yM29B/8IV3A01JJ3zqAmTXQOrP3nP//B/PnzsXbtWmVgbe3atZg3bx5mz55tjD4SERGRAUS0DRBs3/7nDS5zIKrkmLOOLFVZ4LcsQCWB6QO/kX2DEVbTS3T7jjN3sWpvklq7PgFAzlhTZagcZr4iOfAMteQ9+VIadqy8yjQZJEjnqqDXr19H37591dr79euHadOmGaRTREREZHhiJ51nb6SjeTt/JF6IwZWzD9GguS+DakSVkCzMh+9tskgTPmuDPq/UM+t30MXbb8BF+iXyi4Qzcwm1vj2gkc59vS6ypDT5choi+wbrdKzKYOsv11RmrEkAvW7u1RXJgXcu/n4Feldq4bTjalWqeXOCnqbzjLWgoCDs3btXrX3Pnj0ICgoySKeIiIjI8MrLswYAihITdYaIiOgplrDU7rH8Xbg6aH+J/O6ctjo/h1hC/b17bup8LHNJvpSGL989hPde3oWDW1IqdJyJc1VztSsA9Hmlns7HElti+83aixWaZZZ8KU0ZVAOAEgUQO+8QZ66RCp0Da++++y4mTpyIsWPHYuXKlVi5ciXeeustxMbG4r333jNGH4mIiMgAZGE+6Nm8huC2i5cfIqTJcvQasRkhTZYrq6ARERHZkpkTtZuJpGtutTJiN7lWxiVaRbDmpU4bUKfxcrz31TF8ufoCOvZbj4j6K3Q+zsEtKWgaLvy4jT9e1vl4oS2El44qULECBobKAUeVm86BtbFjx2LNmjW4cOECYmNjERsbi4sXL2Lt2rV48803jdFHIiIiMpCuXWoJtu88c5d3Y4mIyOYNHtVQq/0UgF7BFVmYD4Z3rSt4PENUsDSm6p6LsPZAslr70WsPUNVtgdaz17o2/QUd+61HjrxYcPu1K7qff2gq0lSRAgaGygFHlZtOgbWioiLMmjULrVq1wqFDh/Do0SM8evQIhw4dYiVOIiIiKyCWZ+1ZvBtLRES2SBbmg/YN/LTaN1tk+WF5no8SDgCJLRO1BC1l/8M/2fmi29Py5OjYbz2a1/qf6I25g1tSEOC5EH9eSNX4XPXrV9Grj/36qwcsgYoVMJCF+bDAE5VLp8Cag4MD5s+fj6KiImP1h4iIiIxIU561p/FuLBER2aq5X3TSar9rlx/pdXyxRPt1GlpmsKam9yKcTknXat9zt9JRp/FyzHpzn0p7n1Zr0LHfetzLLij3GANHNdKnm0YrYFBaVTnm36rKMSxcQGp0XgratWtX7N+/3xh9ISIiIiPTlGetDO/GEhGRLYvsG4zeLQPL36+H8Myz8miqDGop5Bly5F3LxcIpR3A3U3ymmpgZS09haKf1AIDXX9iMbadua/W4EVEhep9/GKuAAWAZxTXIcjno+oAXXngBU6ZMwYULF/Dcc8/Bzc1NZXu/fv0M1jkiIiIyvKEvhWLn2buC2/77bjsMimnIE0ciIrJpW0++hMkv7cTXay8Kbo+OlCGyb7Bex9ZUGXTEBy30OqYhZR7LwP11qYACWLDinN7HWXcgBfs9F2lcQvqsT7/uqPfzlVfAgOc2ZCw6B9befvttAMBXX32ltk0ikaC4WDgBIREREVmGTn2CgSnC277/+QLe/W97k/aHiIjIEn21picmfNIavy9PwK49Kbh9Pw/1anvh3Y/a6B1UA8S/h1fGJeLTS2lmDQDJM+S4v7Y0B9q97MdISs+t0PG0DapJACyYGlmh372sMMTKvUlq2yw5fx1ZP52XgpaUlIj+Y1CNiIjI8mlKzJz4IEfrql5ERESVnSzMB5O/7IBd517FpdQx+OPY0AoF1cqOaamVQR8n5yn/P/6ueF61JjW9UMNL/6IAT/vp8+eRdHGUQXKX9R1YT7D94P47oo/57f8u4sUO6/FRzB5WRCe96BxYIyIiIuunKTHz5jVXTdgTIiIi29O0qfANrgf3H5u4J6okT/1/xmPhnGVt61bF+dtv4E7GOCz6OBJujvZ6P9+3UyPx2gctDDZL78ol4YIS/9t+RTBo9pxsOaLH78SGwyn47KezqNN4ORZOO662X/KlNOxYeZWBNxKkdWDt8ePH2Lp1q/LnqVOnYvLkycp/77//PvLzdU9qSERERKYX2TcYIdU8BLedOvuPiXtDREREADDr/06Ydea4Q1VH5f+fThUOIr04oL7y/8fNboOcgklYt6gnnO21Cy84O0jw0+fP47qBZqk9rdML4gUlnp0N+Nv/XUR8ivrvGDvvoEoAbeG04whpshy9RmxGSBPhwBvZNq0DaytWrMCSJUuUPy9atAhHjhzBmTNncObMGaxatQqLFy82SieJiIjI8Pp3DRZs35fwD+/IEhERGZGvv6tge1Z+MTr2W4+aXovMEmBTFJQAKM2vtuVKquA+ftXUl4AOGdcYCedGavUcCWdjDDpL7WmRfYPRvLa34LZnZwO++8l+wf1KFMCVsw8BlM5Ui513ECWKJ9ti5x3ieRKp0Dqw9ssvv2DMmDEqbb/++iv++usv/PXXX/jiiy+wbt06g3eQiIiIjKP/sAai23748owJe0JERGRbOvUJ1rj9blY+OvZbDx+XBfjt/4QrkxpD/q3SVWia8qtF9g4WbNeUw7XMC+E1jF6c4ZVBoeXuc3BLCm6liy+7bdC8tMLo3/EPlUG1MiUKhTLwRgToEFhLTExEkyZNlD87OzvDzu7Jw1u3bo2EhATD9o6IiIiMJrJvMIKqCCcevnpN/ISaiIiIKkYW5oOwGl7l7peeL0f0+J1wkPwXEfV+NGqQTZ4hx6Ot9//9SbiO5oioEI2BMU05XAHg/1b21Ld7BrV/xw3RbU/nmQtt4Qs7iep2O4lEGXgjAnQIrGVkZKCgoED584MHDxAcHKz8uaSkRGU7ERERWb4vZwufAEe/VP7dXiIiItLfjGnttN63GMDRxEeIHr8Tz8mWG6U/8geFynhaoJfwUtXXJzTXeIzIvsGIjpQJbvt2aqTRZ6sB4stsz59/oPz/BmFVRR+vwJOloLIwH3wzJRJ2ktLomp1Egm+mdDDJ70HWQ+vAWmBgIC5eFI+Onz9/HoGBgQbpFBEREZnGkHGN0SJY9eSwRbAPhoxrbKYeERER2Qah72BtxKekGWXmmsTpSXggT14suE9ulnCl0KetPTAYBza/iGGdZegS5o+PRjY3SqECMWLLbFfGJSpzo235/Zro45+dkTbhszZIvBCDHav6IfFCjMl+D7IeDtru2KtXL0yfPh29e/eGs7OzyrbHjx9j5syZ6N27t8E7SERERMZ1OnkUfvu/i9i+JQm9+tZlUI2IiMhEyr6DR02OQ06hcDBLyPYtSQb/vi4rXAAAwd5usJNAJb+YLksgI/sGI7JvsEH7py1ZmA+Gd62LlXuTVNoVeFIZ9NltZSSA4Iw0WZgPZ6mRKK1nrE2bNg1paWlo0KABvvjiC2zatAmbNm3C/Pnz0aBBA6Snp2PatGnG7CsREREZyZBxjfHjzv4MqhEREZnYkHGNkV0wCesW9YSvm6NWj+nSOMDg/Xh6xlp1DxfM7trEapdANm0qXEThwf3H+DtevPDA/s0vckYa6UzrGWv+/v44cuQIxo4diylTpkChKA1dSyQSREVF4bvvvoO/v7/ROkpERERERERUWQ0Z1xhDxjXGwS0pePPN3bicmiW4X3iAN9qVeECeIYfUW2qw5396xhoADGlcC5G1/ZDR2BGNo4xfzdOQxPKs+VZzURYkeLba56djWpptlh1ZN60DawAgk8mwc+dOpKWlITExEQAQEhICHx/reYMRERERERERWarIvsFI6DsGyZfSMHPCPsSdvIMSBRBcxRUxLeqgS53qgAKQPyw0aGBN6qc+W666pwvajgwx6POYQqc+wZBMUa1tKgHQsXewsiBB7LxDKFEoIEFpUG36ks7m6SxZPZ0Ca2V8fHzQunVrQ/eFiIiIiIiIiFCa1+unPwfhwbb7yNjzSG27xFHrzE76U5S/iyWShflgwdRIxM47iBIFYCcBvpnypCrphM/aoM8r9XDl7EM0aO5rVbPxyPLoFVgjIiIiIiIiIuNzq+8mGFhTFJYI7K0/+QPhip+GnhlnKuUFz1iQgAyFgTUiIiIiIiIiC/V0UQGVdgPPWBNaCgoJIPXVrqCCJWLwjEzBBHNHiYiIiIiIiEgfzxYVULYbeMaa8JMY/ymIrB0Da0REREREREQWylQz1jQtBSUicQysEREREREREVmookfCga2s4+kGfZ78W/nqjVa+FJTIFBhYIyIiIiIiIrJQYqsxs45mQp4hN8hzyDPkeLT1vlp71T7VrLJwAZEpMbBGREREREREZKFcZK7CGxSGW6Ypf1AoGMFzruVskOMTVWYMrBERERERERFZKKm3FN7dqgpuM1SeNamfIyB59uBcBkqkDQbWiIiIiIiIiCyYW303wXZDVQaVektRLTrgSXBNAlSLDuAyUCItMLBGREREREREZMFMVRlUuRxULLEbEalhYI2IiIiIiIjIgolVBi1KM1COtQw57q9LVWm7vy7VYMURiCozBtaIiIiIiIiILJjYBLK8a7kGOb5g8QIDFkcgqswYWCMiIiIiIiKyYGKVQbOOZhpkVhmLFxDpj4E1IiIiIiIiIgsm9ZbCu7OP+gYDzSpj8QIi/TmYuwNEREREREREpJl7uCcy9qWptRuqgIFXW2841nBC/vU8ONdxhUstF4Mcl6iyY2CNiIiIiIiIyMIpCkqE2wuF23WVeSyjtICBAsoZa15tvQ1ybKLKjEtBiYiIiIiIiCycxEn48t0QM9aUVUHLChgoWBWUSFsWH1jLzs5GbGwsateuDRcXF0RERODkyZOC+7711luQSCT45ptvTNtJIiIiIiIiIiMqeiScS60oreI51lgVlEh/Fh9Ye/311xEXF4eVK1fiwoUL6N69O7p164Y7d+6o7Pf777/j2LFjqFGjhpl6SkRERERERGQcz8a9yuRdy63wsVkVlEh/Fp1j7fHjx9iwYQM2bdqEjh07AgA+/fRTbNmyBYsXL8acOXMAAHfu3MGECROwa9cu9O7du9zjFhQUoKCgQPlzVlYWAEAul0MurxxTXct+j8ry+1DlwHFJlopjkywVxyZZIo5LslSVfWxKA4WDXFlHMuHZuQocvCtwee8GVB1cDY823FfmWKs6uBrgVnlfT1Op7OOystLl72XRgbWioiIUFxfD2dlZpd3FxQWHDh0CAJSUlGD48OF4//33ERYWptVx586di5kzZ6q17969G66urhXvuAWJi4szdxeI1HBckqXi2CRLxbFJlojjkixVZR6b1QP84JNaRa396O9HkO2fU+HjOzd3gmuWC/I8HyPh4VVge4UPSf+qzOOyMsrLy9N6X4sOrHl4eKBdu3aYPXs2GjZsCH9/f6xevRpHjx5FSEgIAODzzz+Hg4MDJk6cqPVxp06dismTJyt/zsrKQlBQELp37w5PT0+D/x7mIJfLERcXh6ioKEilUnN3hwgAxyVZLo5NslQcm2SJOC7JUtnC2MypkY2Hv/6j1h7eIhzuzTwqdOzsE1l4tF91xppH68pxfWxOtjAuK6OylY3asOjAGgCsXLkSo0aNQs2aNWFvb48WLVpg2LBhOH36NE6fPo0FCxYgPj4eEsmzC8LFOTk5wcnJSa1dKpVWuoFeGX8nsn4cl2SpODbJUnFskiXiuCRLVZnHprO/i3B7NZcK/c7yDPmTZaAAoAAebbgPjzBPSL0r52tpapV5XFZGuvytLL54Qd26dbF//37k5OTg1q1bOHHiBORyOerUqYODBw/i/v37qFWrFhwcHODg4IAbN27g3XffRXBwsLm7TkRERERERGQwxqoMyqqgRPqz+BlrZdzc3ODm5ob09HTs2rUL8+fPx+DBg9GtWzeV/Xr06IHhw4cjJibGTD0lIiIiIiIiMjyxyqBi7dpSVgV9+kCsCkqkFYsPrO3atQsKhQINGjRAYmIi3n//fYSGhiImJgZSqRRVq1ZV2V8qlaJ69epo0KCBmXpMREREREREZHjSqsKBrsK7BUDzChzXW4pq0QG4vy5VmWOtWnQAl4ESacHiA2uZmZmYOnUqbt++DR8fHwwePBj/+c9/uDaZiIiIiIiIbIqioESwPX3PI3hFVKlQIMw11A3Vh9eAQgK4BLsyqEakJYsPrEVHRyM6Olrr/VNSUozXGSIiIiIiIiIzkfqJLM38Nx+avsGwzGMZarPVvNp6691PIlti8cULiIiIiIiIiKh0yaZ3t6qC2ySO+l3eyzPkT4JqAKAA7q9LhTxDrmcviWwLA2tEREREREREVsKtvptgu6JQeJloeVgRlKhiGFgjIiIiIiIishISJ+HLeH1nrCkrgqocjBVBibTFwBoRERERERGRlSh6JDyTLOt4ul7HK6sIqgyusSIokU4svngBEREREREREZV6dtVmmayjmfCJ8tMrIObV1huuoW6lBRB8HRlUI9IBZ6wRERERERERWQkXmavwBkPkRROL2hGRKM5YIyIiIiIiIrISZZVBM/Y8Utumb561zGMZTyqD/rsU1Kutd8U6SmQjOGONiIiIiIiIyIo413ASbC9K033GmjxD/iSoBgAK4P66VMgz5BXoIZHtYGCNiIiIiIiIyIqIrdjUZyWn/EGh+gMNsayUyEYwsEZERERERERkRaRVHYXbfYTbNR7Lz/FJRdAyEkDqq/uxiGwRA2tEREREREREVqTokfBssqzj6TofS+otRbXogCfBtX9zrLEyKJF2WLyAiIiIiIiIyIqILfnMOpoJnyg/nYNiXm294RrqBvnDQkh9HRlUI9IBZ6wRERERERERWREXmavwhormRtMnSRuRjeOMNSIiIiIiIiIrIvWWwrtbVWTseaS2TeKo+/yZzGMZTyqD/rsU1Kutd8U7SmQDGFjTQXFxMeRy6yg5LJfL4eDggPz8fBQXF5u7O0QAnozLgoIC2Nvbw86Ok2aJiIiIiPThXMNJsL0orRCo5aL1ceQZ8idBNQBQAPfXpcI11I1LQom0wMCaFhQKBe7du4eMjAxzd0VrCoUC1atXx61btyCRPFvihcg8ysblzZs3YW9vD5lMBkdHVhsiIiIiItJVUa7wBAqxdjHyB4XqS0D/XVLKwBpR+RhY00JZUK1atWpwdXW1ikBVSUkJcnJy4O7uzllBZDHKxqWrqyvu3buH1NRU1KpVyyreU0RERERElsTezV6wvfBuvk7Hkfo5llYEfTq4JgGkvrwBTqQNBtbKUVxcrAyqVa1a1dzd0VpJSQkKCwvh7OzMwBpZjLJx6erqCj8/P9y9exdFRUWQSnknjIiIiIhIF2IFDLKO6FYZVOotRbXoALUca5ytRqQdBtbKUZZTzdVVpOoKEemlbAlocXExA2tERERERDqSekvh2dYbWccy1Lblp+RB2txL62N5tfWGa6hb6fJPX0cG1Yh0wMCalrhUjciw+J4iIiIiIqoYx5oiBQx0zLMGlAbqGFAj0h3XCBIRERERERFVIvnJj3V+jDxDjrxruZBnyI3QI6LKizPWiIiIiIiIiKyQWAGDnPgsyPtU03oGWuaxDLUca15tvQ3XUaJKjDPWCADQuXNnxMbGVvg4I0eOxIABAyp8HH0Y6newFOZ8LVNSUiCRSHD27FmzPD8REREREZVPrIABFID8YaFWx5BnyJ8E1f597P11qZy5RqQlBtYqqZiYGFSpUgVjx45V2zZu3DhIJBKMHDlS2bZx40bMnj27ws+7YMEC/PTTTxU+jins27cPEokEGRkZZu2HWBDLVK+lUAAvKCgIqampaNy4sdGfn4iIiIiI9CP1lsK7W1XBbRJH7S735Q8KnwTVyugQmCOydQysmZCp16zXrFkTa9euxePHT9bX5+fn49dff0WtWrVU9vXx8YGHh0eFn9PLywve3t4VPg6Z97W0t7dH9erV4eDA1eJERERERJbMuYZIAYM07QJjUj9H4Nm6YhJA6utYwZ4R2QYG1kwk81gGUmYl4s53N5EyKxGZAiWRDa1Zs2YICgrCxo0blW0bN25ErVq1EB4errLvs8sov/vuO9SrVw/Ozs7w9/fHiy++qNy2fv16NGnSBC4uLqhatSq6deuG3NxcAOqznzp37oyJEyfigw8+gI+PD6pXr45PP/1U5bn//vtvdOjQAc7OzmjUqBH27NkDiUSCP/74Q/R3y83NxYgRI+Du7o6AgAB8+eWXavusXLkSLVu2hIeHB6pXr46XX34Z9+/fB1A6S6xLly4AgCpVqqjM4Nu5cyc6dOgAb29vVK1aFX369EFSUpJoXwCgpKQEc+fOhUwmg4uLC5o1a4b169crt6enp+OVV16Bn58fXFxcUK9ePfz4448AAJlMBgAIDw+HRCJB586dRV/LCRMmIDY2FlWqVIG/vz+WLVuG3NxcxMTEwMPDAyEhIdixY4fyMcXFxRg9erSyXw0aNMCCBQuU2z/99FOsWLECmzZtgkQigUQiwb59+wRn0e3fvx+tW7eGk5MTAgICMGXKFBQVFan0r7y/NRERERERGZZYBVBtK4NKvaWoFh3wJLj2b441Vggl0g4DayZgzjXrMTExygAOACxfvhwxMTEaH3Pq1ClMnDgRs2bNwpUrV7Bz50507NgRAJCamophw4Zh1KhRuHz5Mvbt24dBgwZBoXh27vATK1asgJubG44fP4758+dj1qxZiIuLA1Aa+BkwYABcXV1x/PhxLF26FB999FG5v9f777+P/fv3Y9OmTdi9ezf27duH+Ph4lX3kcjlmz56Nc+fO4Y8//kBKSooyeBYUFIQNGzYAAK5cuYLU1FRlwCk3NxeTJ0/GqVOnsHfvXtjZ2WHgwIEoKSkR7c/cuXPx888/4/vvv8elS5cwadIkvPrqq9i/fz8A4JNPPkFCQgJ27NiBy5cvY/HixfD19QUAnDhxAgCwZ88epKamqgRChV5LX19fnDhxAhMmTMDYsWMxZMgQREREID4+Ht27d8fw4cORl5cHoDTgFxgYiN9++w0JCQmYPn06pk2bhnXr1gEA3nvvPURHR6Nnz55ITU1FamoqIiIi1J73zp076NWrF1q1aoVz585h8eLF+N///oc5c+ao9U/sb01ERERERKajS2VQr7beCJ4egprjaiF4eggLFxDpgOu8TEDTmnVj3wV45ZVXMG3aNNy4cQMAcPjwYaxZswb79u0TfczNmzfh5uaGPn36wMPDA7Vr11bOcEtNTUVRUREGDRqE2rVrAwCaNGmisQ9NmzbFjBkzAAD16tXDokWLsHfvXkRFRSEuLg5JSUnYt28fqlevDgD4z3/+g6ioKNHj5eTk4H//+x9WrVqFrl27AigN6AQGBqrsN2rUKOX/16lTB99++y1atWqFnJwcuLu7w8fHBwBQrVo1lSWXgwcPVjnO8uXL4efnh4SEBMGcYwUFBfjss8+wZ88etGvXTvl8hw4dwpIlS9CpUyfcvHkT4eHhaNmyJQAgODhY+Xg/Pz8AQNWqVZWvgZhmzZrh448/BgBMnToV8+bNg6+vL9544w0AwPTp07F48WKcP38ebdu2hVQqxcyZM5WPl8lkOHr0KNatW4fo6Gi4u7vDxcUFBQUFGp/7u+++Q1BQEBYtWgSJRILQ0FDcvXsXH374IaZPnw47u9IYvaa/NRERERERGZ5oZdDTulUGlXpLOUuNSA+csWYC5lyz7ufnh969e+Onn37Cjz/+iN69eytnSomJiopC7dq1UadOHQwfPhy//PKLcgZUs2bN0LVrVzRp0gRDhgzBsmXLkJ6ervF4TZs2Vfk5ICBAuSTzypUrCAoKUgnqtG7dWuPxkpKSUFhYiDZt2ijbfHx80KBBA5X9Tp8+jb59+6JWrVrw8PBAp06dAJQGDjW5du0ahg0bhjp16sDT01MZBBN7XGJiIvLy8hAVFQV3d3flv59//lm5hHTs2LFYs2YNmjdvjg8++ABHjhzR2AcxT7+W9vb2qFq1qkpg09/fHwCUry8A/N///R+ee+45+Pn5wd3dHUuXLi33NXjW5cuX0a5dO0gkTwZy+/btkZOTg9u3bwv2D1D9WxMRERERkeGJVgYFkJ+SZ8KeENkmBtZMwNxr1keNGoWffvoJK1asUJnFJcbDwwPx8fFYvXo1AgICMH36dDRr1gwZGRmwt7dHXFwcduzYgUaNGmHhwoVo0KABkpOTRY8nlar+nhKJROOySkPIzc1Fjx494OnpiV9++QUnT57E77//DgAoLNScxLNv375IS0vDsmXLcPz4cRw/flzj43JycgAA27Ztw9mzZ5X/EhISlHnWXnjhBdy4cQOTJk3C3bt30bVrV7z33ns6/15Cr+XTbWWBr7LXd82aNXjvvfcwevRo7N69G2fPnkVMTEy5r4G+zPG3JiIiIiKyZVJvKdxbeApu0zbPGhHpj4E1EzHnmvWePXuisLAQcrkcPXr00OoxDg4O6NatG+bPn4/z588jJSUFf/75J4DSYEn79u0xc+ZMnDlzBo6Ojsqgla4aNGiAW7du4Z9//lG2nTx5UuNj6tatC6lUqgx4AaXFAa5evar8+e+//8ajR48wb948REZGIjQ0VG3mlKNj6YzB4uInXzaPHj3ClStX8PHHH6Nr165o2LBhuTPyGjVqBCcnJ9y8eRMhISEq/4KCgpT7+fn54bXXXsOqVavwzTffYOnSpaL9MJTDhw8jIiICb7/9NsLDwxESEqJWiMHR0bHc527YsCGOHj2qkkvv8OHD8PDwUFuCS0REREREpuUscxFs1yXPmjxDjrxruSbJBU5UmTDHmgmZa826vb09Ll++rPz/8mzduhXXr19Hx44dUaVKFWzfvh0lJSVo0KABjh8/jr1796J79+6oVq0ajh8/jgcPHqBhw4Z69S0qKgp169bFa6+9hvnz5yM7O1uZQ+zpZYdPc3d3x+jRo/H++++jatWqqFatGj766CNlni8AqFWrFhwdHbFw4UK89dZbuHjxImbPnq1ynNq1a0MikWDr1q3o1asXXFxcUKVKFVStWhVLly5FQEAAbt68iSlTpmj8HTw8PPDee+9h0qRJKCkpQYcOHZCZmYnDhw/D09MTr732GqZPn47nnnsOYWFhKCgowNatW5WvWbVq1eDi4oKdO3ciMDAQzs7O8PLy0uv1fFa9evXw888/Y9euXZDJZFi5ciVOnjyprEQKlOZ727VrF65cuYKqVasKPvfbb7+Nb775BhMmTMD48eNx5coVzJgxA5MnT1Z53YmIiIiIyPRE86zFa5dnLfNYxpOCe/+usGIBAyLt8IrYRnh6esLTU3h68LO8vb2xceNGPP/882jYsCG+//57rF69GmFhYfD09MSBAwfQq1cv1K9fHx9//DG+/PJLvPDCC3r1y97eHn/88QdycnLQqlUrvP7668qqoM7OzqKP++KLLxAZGYm+ffuiW7du6NChA5577jnldj8/P/z000/47bff0KhRI8ybNw///e9/VY5Rs2ZNzJw5E1OmTIG/vz/Gjx8POzs7rFmzBqdPn0bjxo0xadIkfPHFF+X+HrNnz8Ynn3yCuXPnomHDhujZsye2bdumDGA5Ojpi6tSpaNq0KTp27Ah7e3usWbMGQOnswG+//RZLlixBjRo10L9/f51fRzFvvvkmBg0ahKFDh6JNmzZ49OgR3n77bZV93njjDTRo0AAtW7aEn58fDh8+rHacmjVrYvv27Thx4gSaNWuGt956C6NHj1YGQYmIiIiIyHxE86z9WzRPE3mG/ElQ7d/H3F+XyplrRFqSKJ5e22WjsrKy4OXlhczMTLXgU35+PpKTkyGTyTQGeixNSUkJsrKy4OnpaXUzig4fPowOHTogMTERdevWNXd3yICeHpeFhYVW+d6iykkul2P79u3o1auXWq5AInPi2CRLxHFJlsrWx+aDbfeRseeRWnvgpGC41BJeKgoAeddycec79eJmNcfVgmuIm0H7aItsfVxaK01xomdxKSiZ3e+//w53d3fUq1cPiYmJeOedd9C+fXsG1YiIiIiIiLTkXMNJsL0orRDQEFiT+jmWFtp7esqNBJD6Ohq2g0SVlHVNZaJKKTs7G+PGjUNoaChGjhyJVq1aYdOmTebuFhERERERkdUQqwBaXmVQqbcU1aIDSoNrgDLHmjnygxNZI85YI7MbMWIERowYYe5uEBERERERVTr5yY+B9pr38WrrDddQN8gfFkLq68igGpEOOGONiIiIiIiIyMqJVgY9nVVuIQJ5hhzyBwyqEemDM9aIiIiIiIiIrJxoZVAA+Sl5kDb3EtyWeSzjSVXQf5eBerX1Nk4niSohi5+xlp2djdjYWNSuXRsuLi6IiIjAyZMnAZRW1/jwww/RpEkTuLm5oUaNGhgxYgTu3r1r5l4TERERERERmY7UWwr3FsLVC8XyrMkz5Li/NvVJ4QIFcH9darkz3IjoCYsPrL3++uuIi4vDypUrceHCBXTv3h3dunXDnTt3kJeXh/j4eHzyySeIj4/Hxo0bceXKFfTr18/c3SYiIiIiIiIyKWeZcPXP/OTHgu2Pk/PUGxXA4xSBdiISZNFLQR8/fowNGzZg06ZN6NixIwDg008/xZYtW7B48WLMmTMHcXFxKo9ZtGgRWrdujZs3b6JWrVrm6DYRERERERGRyWnMs9anmlr+tKz4LMH9Cx8UGrxvRJWVRQfWioqKUFxcDGdnZ5V2FxcXHDp0SPAxmZmZkEgk8Pb2Fj1uQUEBCgoKlD9nZZV+mMjlcsjlqlNe5XI5FAoFSkpKUFJSoudvYnoKhUL5X2vqN1Vuz45LhUIBuVwOe3vhEwAiUyn77H/2O4DI3Dg2yRJxXJKl4tgEpIGOottyErPh3sxD+XNRRhEeX8wR3LeksMimX0dD4ri0Trr8vSSKsitdCxUREQFHR0f8+uuv8Pf3x+rVq/Haa68hJCQEV65cUdk3Pz8f7du3R2hoKH755RfRY3766aeYOXOmWvuvv/4KV1fVhI8ODg6oXr06goKC4Ogo/iFFRLopLCzErVu3cO/ePRQVFZm7O0RERERElUJAQjVUue+t1n435B4yAp/MUHNNd0HwuSC1/RRQIDn8JvK9CtS2EdmKvLw8vPzyy8jMzISnp3DuwjIWH1hLSkrCqFGjcODAAdjb26NFixaoX78+Tp8+jcuXLyv3k8vlGDx4MG7fvo19+/Zp/MWFZqwFBQXh4cOHao/Lz8/HrVu3EBwcrDZzzpIpFAoMHz4cq1evxpgxY7B48WKV7ePHj8fixYsxYsQI/Pjjj2bqpfWzt7fHhg0bMGDAAHN3xSooFApkZ2fDw8MDBQUFSElJQVBQkFW9t6hyksvliIuLQ1RUFKRSlpgny8GxSZaI45IsFcdmqcwjGUj/46Fau2u4O6oNq678Of9mPu4tuq22n3OoK6qPqmHUPtoSjkvrlJWVBV9fX60Caxa9FBQA6tati/379yM3NxdZWVkICAjA0KFDUadOHeU+crkc0dHRuHHjBv78889yf2knJyc4OTmptUulUrWBXlxcDIlEAjs7O9jZVazWw+3b2bh2LR316lVBYKBH+Q+ogLLln0FBQVi7di2++eYbuLiUJrLMz8/H6tWrUatWLeXvZokKCwutYpagIcaGrSgbl2XjTiKRCL7viMyF45EsFccmWSKOS7JUtj42HT2Fr6HyzuSgqHMR8q7nIvNgOoozhFeNeLXxtunXz1hsfVxaG13+VlYTDXBzc0NAQADS09Oxa9cu9O/fH8CToNq1a9ewZ88eVK1a1cw9Ffa//11A7dpL8fzz61C79lL8738XTPK84eHhCAoKwsaNG5VtGzduRK1atRAeHq5sKykpwdy5cyGTyeDi4oJmzZph/fr1yu3FxcUYPXq0cnuDBg2wYMEClefat28fWrduDTc3N3h7e6N9+/a4ceMGAGDkyJFqs7piY2PRuXNn5c+dO3fG+PHjERsbC19fX/To0QMAcPHiRbzwwgtwd3eHv78/hg8fjocPH6o8bsKECYiNjUWVKlXg7++PZcuWITc3FzExMfDw8EBISAh27Nih8vzaHHfixIn44IMP4OPjg+rVq+PTTz9Vbg8ODgYADBw4EBKJRPkzERERERGRubjIXEW33f46BWmbHqA4rQgQScVdkltspJ4RVU4WH1jbtWsXdu7cieTkZMTFxaFLly4IDQ1FTEwM5HI5XnzxRZw6dQq//PILiouLce/ePdy7dw+FhZZTxeT27WyMGbMbJSWlq25LShR4883duH072yTPP2rUKJXlnsuXL0dMTIzKPnPnzsXPP/+M77//HpcuXcKkSZPw6quvYv/+/f/2uQSBgYH47bffkJCQgOnTp2PatGlYt24dgNJCEwMGDECnTp1w/vx5HD16FGPGjIFEItGprytWrICjoyMOHz6M77//HhkZGXj++ecRHh6OU6dOYefOnfjnn38QHR2t9jhfX1+cOHECEyZMwNixYzFkyBBEREQgPj4e3bt3x/Dhw5GXV1o2Wpfjurm54fjx45g/fz5mzZqlrER78uRJAMCPP/6I1NRU5c9ERERERETmIvWWwr2F5lVcmtiJVBYlImEWvxQ0MzMTU6dOxe3bt+Hj44PBgwfjP//5D6RSKVJSUrB582YAQPPmzVUe99dff6nMhjKna9fSlUG1MsXFCiQmpht9SSgAvPrqq5g6dapy9tjhw4exZs0a7Nu3D0BpzrnPPvsMe/bsQbt27QAAderUwaFDh7BkyRJ06tQJUqlUpeCDTCbD0aNHsW7dOkRHRyMrKwuZmZno06cP6tatCwBo2LChzn2tV68e5s+fr/x5zpw5CA8Px2effaZsW758OYKCgnD16lXUr18fANCsWTN8/PHHAICpU6di3rx58PX1xRtvvAEAmD59OhYvXozz58+jbdu2WLRokVbHbdq0KWbMmKHs26JFi7B3715ERUXBz88PAODt7Y3q1Z/kKiAiIiIiIjInZ5kLcuKzyt9RgEuw+Iw3IlJn8YG16OhotVlEZYKDg2HhtRcAAPXqVYGdnUQluGZvL0FISBWTPL+fnx969+6Nn376CQqFAr1794avr69ye2JiIvLy8hAVFaXyuMLCQpXlov/3f/+H5cuX4+bNm3j8+DEKCwuVAU0fHx+MHDkSPXr0QFRUFLp164bo6GgEBATo1NfnnntO5edz587hr7/+gru7u9q+SUlJKgGwMvb29qhatSqasupLBQAAF65JREFUNGmibPP39wcA3L9/X+/jAkBAQIDyGERERERERJWJZ2QVSL2ZB4xIFxYfWKsMAgM9sHRpd7z55m4UFytgby/BkiXdTTJbrcyoUaMwfvx4AKUBsqfl5OQAALZt24aaNWuqbCsr8rBmzRq89957+PLLL9GuXTt4eHjgiy++wPHjx5X7/vjjj5g4cSJ27tyJtWvX4uOPP0ZcXBzatm0LOzs7tSCoXC5X66ebm5ta3/r27YvPP/9cbd+ng3bPJhYsS4r/9M/Ak+T5FTlu2TGIiIiIiIgskb0eyzkdA53hP4grcYh0xcCaiYwe3QQ9egQjMTEdISHGrwr6rJ49e6KwsBASiURZFKBMo0aN4OTkhJs3b6JTp06Cjz98+DAiIiLw9ttvK9uSkpLU9gsPD0d4eDimTp2Kdu3a4ddff0Xbtm3h5+eHixcvqux79uzZcitttGjRAhs2bEBwcDAcHAw3XA11XKlUiuJiJvckIiIiIiLLoamAgQoPCZz9neDd2RceYaa9RiWqLCy+eEFlEhjogc6da5k8qAaULo+8fPkyEhISYG+vevfCw8MD7733HiZNmoQVK1YgKSkJ8fHxWLhwIVasWAGgNL/YqVOnsGvXLly9ehWffPKJSrL+5ORkTJ06FUePHsWNGzewe/duXLt2TZln7fnnn8epU6fw888/49q1a5gxY4ZaoE3IuHHjkJaWhmHDhuHkyZNISkrCrl27EBMTU6GAlqGOGxwcjL179+LevXtIT0/Xuz9ERERERESGIvWWotrQAEBDLTnHICfUmxWKoHEyBtWIKoCBNRvi6ekJT0/h6jCzZ8/GJ598grlz56Jhw4bo2bMntm3bBplMBgB48803MWjQIAwdOhRt2rTBo0ePVGavubq64u+//8bgwYNRv359jBkzBuPGjcObb74JAOjRowc++eQTfPDBB2jVqhWys7MxYsSIcvtco0YNHD58GMXFxejevTuaNGmC2NhYeHt7w85O/+FrqON++eWXiIuLQ1BQkEo+OiIiIiIiInPyauuN4OkhqDmuFiQuz0TYnCWoPbmOeTpGVMlIFNaQ/d/IsrKy4OXlhczMTLXAU35+PpKTkyGTyeDs7GymHuqupKQEWVlZ8PT0rFAAisiQnh6XhYWFVvneospJLpdj+/bt6NWrV7lL1IlMiWOTLBHHJVkqjk3NHu17iNxz2XBr5oGqnX3LfwAZBMelddIUJ3oWc6wRERERERERVXJVO/syoEZkBJzKREREREREREREpAcG1oiIiIiIiIiIiPTAwBoREREREREREZEeGFjTEms8EBkW31NERERERERk7RhYK0dZ1Y68vDwz94SociksLAQA2Nvbm7knRERERERERPphVdBy2Nvbw9vbG/fv3wcAuLq6QiKRmLlX5SspKUFhYSHy8/NhZ8f4KVmGsnGZl5eHBw8ewNXVFQ4O/BgiIiIiIiIi68QrWi1Ur14dAJTBNWugUCjw+PFjuLi4WEUgkGzD0+PS3t4etWrV4vgkIiIiIiIiq8XAmhYkEgkCAgJQrVo1yOVyc3dHK3K5HAcOHEDHjh2Vy1mJzK1sXHbq1Amurq6cTUlERERERERWjYE1Hdjb21tNPih7e3sUFRXB2dmZgTWyGGXj0snJiUE1IiIiIiIisnq8siUiIiIiIiIiItIDA2tERERERERERER64FJQlCZUB4CsrCwz98Rw5HI58vLykJWVxaWgZDE4LslScWySpeLYJEvEcUmWimOTLBHHpXUqiw+VxYs0YWANQHZ2NgAgKCjIzD0hIiIiIiIiIiJLkJ2dDS8vL437SBTahN8quZKSEty9exceHh6QSCTm7o5BZGVlISgoCLdu3YKnp6e5u0MEgOOSLBfHJlkqjk2yRByXZKk4NskScVxaJ4VCgezsbNSoUaPcwnucsQbAzs4OgYGB5u6GUXh6evLNSxaH45IsFccmWSqOTbJEHJdkqTg2yRJxXFqf8maqlWHxAiIiIiIiIiIiIj0wsEZERERERERERKQHBtYqKScnJ8yYMQNOTk7m7gqREsclWSqOTbJUHJtkiTguyVJxbJIl4ris/Fi8gIiIiIiIiIiISA+csUZERERERERERKQHBtaIiIiIiIiIiIj0wMAaERERERERERGRHhhYIyIiIiIiIiIi0gMDa0RERERERERERHpgYI2IiIiIiIiIiEgPDKwRkUUpLi42dxeIVJSUlJi7C0QaKRQKc3eBiIiIKoDnm9aNgTUisgj37t0DANjb2zO4RhYjKSkJixYtwoMHD8zdFSIVWVlZSE9Px7179yCRSHhCThbj2UAvA79EROIePnwIALCzs+M1kBVjYM2GJCYm4rPPPsNrr72GH374ASkpKebuEhGA0uBFjRo10KtXLwAMrpFlOH/+PNq0aYMbN24oT3oYvCBLcOnSJfTp0wddu3ZF06ZNsXv3btjZ8ZSOzO/KlSuYMWMGRo4ciR9++AF///03A79kdsnJyfj+++8xefJkxMXFKb/Ticzt6tWrqFOnDsaMGQOA10DWjGdhNuLixYuIiIjAuXPncO3aNSxduhSff/45cnNzzd01Ity/fx+BgYFITExEz549AZR+sfBEnMwlNTUVgwYNwmuvvYYvv/wSDRs2BAAUFBSYuWdk6/7++2906tQJbdu2xfvvv4+BAwdi/PjxyMrKAsDZQWQ+CQkJaNOmDRISEnDt2jX88MMPiIqKwt69e2FnZ8exSWZx4cIFdOjQAZs3b8bWrVsxYcIELF++HCUlJRyTZHYJCQlwcXHBhQsX8OabbwLgNZC1YmDNBty6dQtDhw7F6NGjsXbtWhw5cgQjR47E7t27kZmZae7ukY1TKBSQSCRwd3fHzJkzkZycjN69ewMonRJ99+5dM/eQbNH58+fh7++PL7/8EiUlJZg4cSL69OmDTp06YeXKlcjPzzd3F8kGFRUVYe7cuejduzfmz5+PYcOGYciQIWjSpAmKi4tx+/ZtSCQSc3eTbFBxcTHmzp2LPn36YP369Th8+DC+//579OjRAz169MC2bds4c41M7saNGxg8eDBGjhyJTZs24erVqxg4cCCWLVuGwsJCfl6S2Tk5OcHb2xsDBgzA0aNH8dZbbwEovQbKyckxc+9IFwysVXIKhQJ//fUX6tevj7feekt5QjN69GgApVFyInOSSCRo2rQpGjVqhE6dOuHzzz/H1atXMWjQIIwaNQpLly5FXl6eubtJNubRo0dwcHAAAHTu3BnXrl1Ds2bN0KZNG7z22muYN28eAM4OItMqKipCcnIy6tSpo2w7dOgQ/vrrL3Ts2BGNGzfGzJkzObOSTK6kpAS3bt1CUFCQsq158+aYO3cuxowZgxdffBHHjh3jkmUymeLiYmzatAnh4eGYMGGCcuzFxsaisLAQ165dM3MPiYAmTZrgueeew+uvv46YmBgcPXoU7777LkaNGoVffvkFcrnc3F0kLTmYuwNkXBKJBL6+vujZsydq164NoPRCUC6Xo6CgABkZGebtIBFKpzxfv34dZ86cwYABA+Dl5YVBgwYhMzMT586dg6urK4qKipSBDiJj8/HxwYkTJ/Dzzz/Dz88PixcvRrVq1QAArVu3xmuvvYaoqCi0b9/ezD0lW+Ls7Izw8HB8+eWX8PPzQ0JCApYvX47ly5cjNDQUCQkJePXVV9G0aVMMHDjQ3N0lGyKVStG4cWPs378f6enpqFKlCgDAz88PU6dOxf379zF79mysXr0anp6eZu4t2QJ7e3t4eXmhffv2qF69urJdIpEgKysLjx49MmPviEr5+Pjg0qVLuHXrFt588024u7tj6tSpSEtLw6RJkyCVSlFcXAx7e3tzd5XKwdtGlVhZ4sNevXop12w/veyuevXqcHR0VO7/888/4+rVq2bpK9mWp5eCKBQKODk5oWnTpsq7MsuWLYOdnR2CgoIwffp0AGBQjYzu6XHZvXt3DBgwAJ9++ikuX74MNzc3FBcXo6SkBMOHD0fz5s1x4sQJM/aWbMnTY/Odd97BiBEjcPToURw9ehSzZs3CSy+9hObNm+Pll19GREQEdu/ebcbekq3q2LEj8vPz8eOPPyI7O1vZHhQUhL59++Ls2bNMQUIm9dprr2HixIkAnsww9/T0RPXq1eHq6qrcb/Pmzbh165ZZ+ki2Sy6Xw8nJCdWrV0dOTg5cXV2xd+9eyOVyhISE4IcffgAABtWsBANrlVDZLDR7e3sUFRWpbHs6l8DTiWQ/+ugjjB8/nrkGyKjKxqadnZ3yQrFszIWFheHs2bN49dVX8ddff2H79u1YvHgxDhw4gKFDh5qry2QDhMalnZ0dBg0aBG9vbyQnJyMpKQn29vbKfdzd3ZUzMoiM5emxWXazrE6dOli0aBGWLVsGBwcH5UyM4uJiFBUVwcnJCTKZzFxdJhtx9+5dbN26FRs3bsSpU6cAANHR0Wjbti2WLVuGVatWIS0tTbl/q1at4OrqqhJwIzI0oXEJlH4+lp1v2tnZwc7OTvnztGnT8OabbzK1AxnV02MzPj4eQOlMX3t7ezz33HNITEzEiBEjcODAAWzZsgXvvPMONm7ciHfffdfMPSdtcQpIJXP58mX07t0br776KmbNmgUHBweUlJSo5bTIz8/Ho0ePoFAo8Pnnn+Orr77CoUOHUK9ePTP1nCq7Z8dmWYCibGz6+Pjgww8/REhICLZt24YWLVqgoKAAK1euRP369c3ce6qshMZl2bLjIUOGoKCgAHPmzEFkZCR+/vlnuLu7Y9++fUhOTkanTp3M3X2qxJ4dm/b29irLQZydndGkSROsWbMGHTp0gIeHBxYuXIgrV65gyZIlZu49VWYXLlzAgAED4Ovri+vXryM4OBjvvvsuXnrpJXz33XeIiYnB4sWLcfXqVYwfPx5eXl5YsWIF7Ozs4O/vb+7uUyUlNC4//PBDvPjiiyozfvLy8vDgwQPI5XLMmTMHX3/9NQ4ePIhatWqZsfdUmWkam0BpAYNRo0YhODgYW7duRYsWLdC0aVPY2dmhR48eZu49aUuiYHi+0rh16xb69euH3NxcODk5YciQIcpldM8G10pKStCpUyekp6cjOTkZ+/fvR8uWLc3VdarkNI3Npy8Up0yZgiFDhuC5554zZ3fJRmgal4WFhcql8ocOHcIPP/yADRs2oFatWnBwcMBPP/2E8PBwc3afKjFtv89/+eUXLFu2DEePHkWLFi1w9+5d/PHHHxybZDRJSUno3LkzXn75ZUybNg2JiYlYuHAh7O3t8d1338HJyQkAMGvWLOzZsweHDh1CixYtcOfOHWzfvp1jk4xC07hcunSpygy1nJwcdOzYEV5eXjh27BgOHTrE804yGk1jc8mSJXBwcEBRURHeeecdjBw5Eq1atVKmbhKaHEOWi4G1SkKhUOCLL77A/v37ERsbi8OHD2Pt2rUYNmyYYACjqKgInTp1wuXLl7Fv3z40bdrUnN2nSkybsZmfnw9nZ2cz95RsiTbj8ungGgAkJibCw8MDUqkUPj4+5uo6VXLajE25XA6pVAoAuHjxIk6cOAFvb2+0bNmSsy7IaAoLCzF16lTcvn0bK1euVH4+Ll++HB988AGuXLmCqlWrKvd/9OgRTp48CQ8PD9SuXRuBgYHm6jpVYrqOy8zMTDRr1gzZ2dn4888/0axZM3N1nSo5XccmWTcuBa0kJBIJRowYAX9/f0RFRSm/JFavXg2FQoEZM2bA3t5eGfl2cHDA66+/jsjISISEhJi591SZaTM2nZ2dWfGGTEqbceno6KhSjbZu3brMQ0lGp83YlEqlyuBa48aN0bhxYzP3mmxBSUkJAgMD0bBhQzg6OipnVURERMDd3V1ZgKjsXLNq1aro2bOnmXtNlZ2247KMl5cX3njjDQwePBihoaFm6jXZAl3HZtljOEvNOnHGWiWWmpqKJUuWYO3atXjppZcwY8YMAMDGjRsxaNAgM/eObJnY2Ny0aRP69u3LLxQyC45LslRiY/OPP/5A3759eVOCTCY5OVlZHKPsIvHevXuIjIzEn3/+iaCgIADAmTNnuOyTTEbbcXnq1CmmviGT4mem7eCMNSuWmpqKW7duIT09Hd26dVOeWJeUlEAikSAgIABjxowBAKxZswYKhQKZmZlYsGABbt++jRo1apiz+1SJcWySJeK4JEvFsUmWqmxspqWloXv37soLxKdnmWdmZiI9PV35mOnTp2PRokW4du0afHx8ONOXDI7jkiwVx6btYmDNSp0/fx79+vWDk5MT/vnnHwQEBGD69Ono0aMHfHx8UFJSAgCoUaOGsoT0rFmz4O3tjZMnT/IknIyGY5MsEcclWSqOTbJU5Y3NstkXEokEdnZ2cHd3x5w5c/Df//4XBw8eZO4gMgqOS7JUHJu2jetarNCDBw8wdOhQvPLKK9ixYwcSEhLQrFkzzJ49G99++y0ePHigsmQpICAAycnJ8PDwYOUbMiqOTbJEHJdkqTg2yVJpMzbLZlV4e3sjMDAQY8eOxezZs3Hw4EGOTTIKjkuyVBybBAVZnUuXLimCg4MVp06dUmn/8MMPFU2aNFHMnz9fkZubq2z/4YcfFN7e3or4+HhTd5VsDMcmWSKOS7JUHJtkqXQZmwkJCQqJRKJwcXFRnDlzxgy9JVvBcUmWimOTOGPNCsnlchQVFSEvLw8A8PjxYwDAvHnz0KVLFyxevBiJiYnK/fv06YP4+HgmRCSj49gkS8RxSZaKY5MslS5js0qVKnj77bcRHx+P5s2bm6vLZAM4LslScWwSq4JaqdatW8Pd3R1//vknAKCgoABOTk4AgFatWiEkJASrV69WSZRIZAocm2SJOC7JUnFskqXSdmwCQH5+Ppydnc3WV7IdHJdkqTg2bRtnrFmB3NxcZGdnIysrS9m2ZMkSXLp0CS+//DIAwMnJCUVFRQCAjh07Ijc3FwB4Ek5GxbFJlojjkiwVxyZZqoqMTQC8QCSj4LgkS8WxSc9iYM3CJSQkYNCgQejUqRMaNmyIX375BQDQsGFDLFiwAHFxcRgyZAjkcrkywfH9+/fh5uaGoqIicEIiGQvHJlkijkuyVBybZKk4NskScVySpeLYJCEO5u4AiUtISEDHjh0xYsQItGzZEqdPn0ZMTAwaNWqE8PBw9OvXD25ubnj77bfRtGlThIaGwtHREdu2bcOxY8fg4MA/LxkHxyZZIo5LslQcm2SpODbJEnFckqXi2CQxzLFmodLS0jBs2DCEhoZiwYIFyvYuXbqgSZMm+Pbbb5Vt2dnZmDNnDtLS0uDs7IyxY8eiUaNG5ug22QCOTbJEHJdkqTg2yVJxbJIl4rgkS8WxSZowZGqh5HI5MjIy8OKLLwIASkpKYGdnB5lMhrS0NACAQqGAQqGAh4cHPv/8c5X9iIyFY5MsEcclWSqOTbJUHJtkiTguyVJxbJIm/AtbKH9/f6xatQqRkZEAgOLiYgBAzZo1lW9MiUQCOzs7laSJEonE9J0lm8KxSZaI45IsFccmWSqOTbJEHJdkqTg2SRMG1ixYvXr1AJRGuaVSKYDSKPj9+/eV+8ydOxc//PCDsuII37hkChybZIk4LslScWySpeLYJEvEcUmWimOTxHApqBWws7ODQqFQvinLIuLTp0/HnDlzcObMGSZCJLPg2CRLxHFJlopjkywVxyZZIo5LslQcm/QszlizEmU1JhwcHBAUFIT//ve/mD9/Pk6dOoVmzZqZuXdkyzg2yRJxXJKl4tgkS8WxSZaI45IsFccmPY1hVCtRFgWXSqVYtmwZPD09cejQIbRo0cLMPSNbx7FJlojjkiwVxyZZKo5NskQcl2SpODbpaZyxZmV69OgBADhy5Ahatmxp5t4QPcGxSZaI45IsFccmWSqOTbJEHJdkqTg2CQAkirI5jGQ1cnNz4ebmZu5uEKnh2CRLxHFJlopjkywVxyZZIo5LslQcm8TAGhERERERERERkR64FJSIiIiIiIiIiEgPDKwRERERERERERHpgYE1IiIiIiIiIiIiPTCwRkREREREREREpAcG1oiIiIiIiIiIiPTAwBoREREREREREZEeGFgjIiIiIiIiIiLSAwNrREREREREREREemBgjYiIiIiIiIiISA//D7vl1Ix5bAJOAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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XrmDOnDm4desWfvrpJ6NOqLGxscIxVKhQIb3j64cffoj4+HhMmjQJW7duRdeuXVG8eHFcu3YNq1atwt9//200/ZeIiIi8hJ6IiIjIwzx8+FA/fPhwffHixfU5c+bU169fXx8VFZVpm4kTJ+qrVKmiz5Url75QoUL6Dh066A8dOiTd5/PPP68vWrSo/smTJ8L1W7du1QOQ/hkzZkym7U+ePKnv2rWrvkyZMnp/f399uXLl9MOHD9ffv38/fZvBgwfr/fz89H///bfwOQcMGKD38/PTHzhwwKLXrtfr9XPnzpWO9c033zTavnv37np/f3/9P//8I32PDK8LgH7YsGHC9evWrdOrVCr99evXjda9+eab+rx58yruX2ncsvf7zTfflG43d+7c9O3GjBljtD5v3rz6hg0b6pctW5ZpHDqdTvH5Re/h8uXL9a1bt9ar1Wp99uzZ9SVKlNB369ZNv23bNsXXTERERJ5LpdcL8tWJiIiIiKzQr18/HDhwgFMfiYiIyCdwKigRERER2U3t2rWNppkSEREReStmrBEREREREREREVmBXUGJiIiIiIiIiIiswMAaERERERERERGRFRhYIyIiIiIiIiIisgKbFwBIS0vDlStXkD9/fqhUKlcPh4iIiIiIiIiIXESv1+Pu3bsoWbIk/PyUc9IYWANw5coVlClTxtXDICIiIiIiIiIiN3Hx4kWULl1acRsG1gDkz58fwLM3rECBAi4eje1SU1Px559/onXr1vD393f1cIjS8dgkd8Vjk9wVj01yRzwuyV3x2CR3xOPSM925cwdlypRJjxcpYWANSJ/+WaBAAa8JrOXJkwcFChTgB5fcCo9Nclc8Nsld8dgkd8TjktwVj01yRzwuPZs55cLYvICIiIiIiIiIiMgKDKwRERERERERERFZgYE1IiIiIiIiIiIiKzCwRkREREREREREZAUG1oiIiIiIiIiIiKzAwBoREREREREREZEVGFgjIiIiIiIiIiKyAgNrREREREREREREVmBgjYiIiIiIiIiIyAoMrBEREREREREREVmBgTUiIiIiIiIiIiIrMLBGRERERERERERkBQbWiNyYLj4ZGxechi4+2dVDISIiIiIiIqIsXBpY27FjB8LCwlCyZEmoVCqsWrUq03q9Xo/Ro0ejRIkSyJ07N1588UWcOXMm0zbJycno2bMnChQogICAAPTp0wf37t1z4qsgcozpo/YhuEYk2vZag+AakZg+ap+rh0REREREREREGbg0sHb//n3UqlULP/zwg3D9N998g2nTpuGnn37Cvn37kDdvXrz00kt49OhR+jY9e/ZEfHw8oqOjsW7dOuzYsQN9+/Z11ksgcghdfDKGTIhBmv7Z39P0wJAJO5m5RkRERC5jyKRPPJ7i6qEQERG5jeyufPKXX34ZL7/8snCdXq/HlClT8Omnn6Jjx44AgF9//RXFihXDqlWr0L17d5w4cQJRUVHYv38/6tWrBwCYPn062rZti++++w4lS5YU7vvx48d4/Phx+t/v3LkDAEhNTUVqaqo9X6JLGF6DN7wWX5N4PAWnDt3EjSv304NqBml6PY4fvI7SlfK7ZnB2wGOT3BWPTXJXPDbJXcwcfQBDJ+5Cmh7wUwEf9CyHVq14XJJ74XcmuSMel57Jkn8vlV6v15vezPFUKhVWrlyJV155BQBw7tw5VKhQAYcOHULt2rXTt2vatClq166NqVOnIjIyEh988AFu3bqVvv7JkyfIlSsXfv/9d3Tq1En4XJ9//jnGjh1rtPy3335Dnjx57Pq6iMy1a/m/mLToPNL0gOr/yzJ+OP1UQOSMYASUUoke7rFSLutx43waipbz87rXRkRE5A1SLusRMSAh000/bz0vISIiAoAHDx7gtddew+3bt1GgQAHFbV2asabk2rVrAIBixYplWl6sWLH0ddeuXUPRokUzrc+ePTvUanX6NiIjR47EsGHD0v9+584dlClTBq1btzb5hnmC1NRUREdHo1WrVvD393f1cMgMicdT0HnR/PQTVj2eBdf8VEgPtH3WJwSvvRPqwlHaLuux+XX/GHwxOxZ6PHutkz9+Ae9/Uc/VwyQfxO9Nclc8NskdDH51kyCTHlDnrog2bSu5ZlBEAvzOJHfE49IzGWY2msNtA2uOlDNnTuTMmdNoub+/v1cd6N72erxZwtFbRiesegBvvBiMBdEJ0AP4ck4sChfJi4HjGrhiiHbl7++P8QN2Yezs2PRlaXpg6MTdCHu9MjRatQtHR76M35vkrnhskqvo4pPx0+qTRstVAKqEFOVxSW6J35nkjnhcehZL/q1c2rxASfHixQEA169fz7T8+vXr6euKFy+OGzduZFr/5MkTJCcnp29D5AnyBeQQLjcE1QDvamCQeDwFn886YLQ8Ta/HqcM3XTAiIiIiEjkZexNuUTeGiIjITbltYE2j0aB48eLYsmVL+rI7d+5g3759aNiwIQCgYcOGSElJwcGDB9O3+euvv5CWloYGDTw/q4d8x72Uf4XLs57Iekvg6dQh+Ul63gLiICMRERE5j6EDaL6AHBBVUdMDOH3E889JiIiIbOXSqaD37t1DQkJC+t91Oh0OHz4MtVqNsmXLYsiQIfjqq69QsWJFaDQafPbZZyhZsmR6g4OqVauiTZs2eOedd/DTTz8hNTUVAwYMQPfu3aUdQYncUZWQwPR6akpUACrXDnTKmBypcp1AqGAcOASA+3fEQUYiIiJyjumj9mHIhJj0DqBt65XG+gOXMm3jpwIq1fL8cxIiIiJbuTRj7cCBA6hTpw7q1KkDABg2bBjq1KmD0aNHAwA++ugjDBw4EH379kX9+vVx7949REVFIVeuXOn7WLRoEapUqYKWLVuibdu2aNy4MWbNmuWS10NkLY1WjTHv+E7R/qBqAfi8r/Hr9VOpvCJwSOTNDFks3jAtnYiM6eKT04NqwLObfhsPXkaLGiUybfdynaIIqhbg/AESERG5GZdmrDVr1gx6vTxFR6VS4YsvvsAXX3wh3UatVuO3335zxPCIbKaLT8bJ2JuoEhJosiD/9ev3Te5PD+DU4ZteUdx/9M/N8HfstUx3wLs2DvKK10bkrbJmsUwZEeoVDVWI6D8nY28KOoDqsfXY1UzLNh66gcTjKahYq4gTR0dEROR+3LbGGpGnmz5qH4JrRKJtrzUIrhGJ6aP2SbfVxSfjx9UnzNrv8t9O2WuILqWLT8bGg5mnlSzfmcgsGCI3Jcpi8ZaGKkT0nyohgdKaahml6VljjYiICGBgjcghLL0APRlr/olp5IZTXnEhK7sj7g3NGYi8ET+z3ofTeskSWYNtKrDGGhEREcDAGpFDWHoBWiXE/BNTw3RQT5cvQNz9k11BidyToclKRqyL6Lksyaom33IyVt65m4iIiIwxsEZ2lZqSigdn7iM1JdXVQ3EpWdDobsq/wuwAjVaNoeHVzd6/NwSf7qWIu3+yKyiRe9Jo1ejaWJNpGesieiZdfDIGj8+cVT14fAwz1wiAOIgOGE8F1YNTQYmIiAAXNy8g75Cakor7cXdx/8Q9PDj+XwH+ot1KoODzAa4bmAvJgkbhA6LS/39s33oY/XOz9L+3al8ek5fFmbV/bwg+MWNNLGPDCwDYsS4RegBN2zOAQa6li0/G8p26TMsMdRF5bHqW7f//XslID2DH+kT+WxJ+nXbUKOteJm8+3/7NJiIiAhhYIxvd3puCG0uvCtfdWHoVqXdTUbB+APwD/J08MteSBY0yGjPrAPQAxvw/uGbOYwy8IfgkCz4ujTyO0LAg5w7GTWTsuKhC5uwA1Qhg6kh2YCTXUZrizmCMZ/nnxgPx8uvi5eQ7vnh3Gz6fdcDs7ZctOIlmnSs4cERERETuj1NByWqpKanSoJrBrQ03kTg2Abf3pjhnUG5CFjTK6vNZB9Kn3pj7GAD4cNg2a4blVmRdx35cdRy//xCHr/ptR8zaRGcPy2WyTs0SZZMMmcCpWuQ6os+sCmCNNQ+kl2Qj6VWib2XyFbr4ZIyxIKgGAD+tOsHfJSIi8nkMrJHVHurMv7N9Y+lVn6q7JgsaiXw+dEf6Y8y1L+GmxwedNFo1Xqpd0mi5Hs+mzH42cz+adFiObk1WOH9wLiCampVVmt47GlcQkWsFFssjXl40t5NHQu7Ekg7lBnoAMesT7T4WIiIiT8LAGlnN0vvat/enOGIYbkmjVeO5CuYFyn6NTkivUfRC5aJmP8eaJaetHZ5b6NZkBaIOXzG53bIYnccHEc1h7ufJG6YBk2cSdQr0li7FvqZCNfHU3SOxN5w8EnInltzgy4gdRImIyNcxsEZWy6UR3/GWuX/0roNGYl+6+GRh505LttHFJ2PfWfMvNg13e19pW97sxyxa57mBtV1rL2BZjM70hv8Xs+m8A0fjHspLLnSz8obGFeSZZHUg/1x7zskjIVvJSg9MWRrHaX0+TKNVo1OjchY/rnxV1lgkIiLfxsAaWc0/wB9Fu5Uwe/t/Lz12++mg00ftQ3CNSLTttQYVqkfii3e3KW4TXCMS00ftM9rG0ukUSTceAgC69Klm9mOu3nmE338wr4uou4mJvmjR9uujEx0zEDdibo091rMiV5Edo1OXMRjjrmQ3gWSZSZzWRx07WN6I4Jfph+0/ECIiIg/CwBrZpODzAQgaE4wcpXKatX3qTffNthEVjx8z6wDGZgiu6eKT07s2As9qXg2ZsNPsixaZGfOO4qt+23Fg2xW0rGF+sHLD2rMWPY87OH/oKS6cv2PRY3afTvL66aDmdIVlWXFyJVntSNb+c09KN4o0WjU6NRRnJhlu9JBvatI+yOLHGEpaEBER+SoG1shm/gH+KDe8PIr0KK68oQrwD3Tf+lCy4vEZO3eejL2ZHlQzSNPrjS4qNVo1xvatZ/ZzJ/5zH5/N3I/wAVHYcky502pGbcM8q8V9zxarMXjsOfyy0fJprL3e2uiAEbkPczLWWM+KXEmjVWNIeHXhOtb+cy9ZbwKJbhQ1el58E2f3HtO1L8l7WXr+YsBMRyIi8mUMrJHdBDxXCPnrFxSvVAFFw0vAP8DfuYOygFI2kOGEUZZVJLqoHP1zM7QRdL20py/H73Ho/u0pZm0ift+ZaLQ8MI95x0Ri8n2vzlozt5Ms61mRK9UKETdY0Z1gtoo7Ed0EAjLfKJJ1Bl25+zyzj3zc6J+b4XMLg2vMdCQiIl/GwBrZLDUlFQ/O3EdqSiqKv1YSpYcGIfCVoig9NAhBY4JRqn9ZBI0ORsHnA1w9VEVK0x8M1yfnjkuaFUguKrt1r2LjqJQdu3zbY+qsbd8obkDQ6rnSZu/D0zuhKtFo1Xi/Y1WT27GeFblS0vUH4uW8qHYrSuUIPh+6AwDQVPKbx8xYAoAxPzfDqLdqu3oYREREHoGBNbLJ7b0pSPwiAZd/vIDELxJwe28KcpfNjUJNCyN32dzwD/BHnuC8bp2pZqDRqjFUMs3J0PFq9WpxTbPFS04KlzdtH2RTXSxVlv+KzJt31IZncJ6mL4vr+RQvlhdF85pXo694ibz2HJLbGf51Q5PbsJ4VuZIsy+no0SQnj4SUaLRqdHpe/J1rqIel9JvHzFgCgIpVzO/2uXC5+DyIiIjIFzCwRlZLTUnFjWVX/0vn0gM3ll11+86fSmTTnH6Zfhi6+GSs3CPOuoo6dAXDukUZLddo1Zg6MhR+GSJjfdpUNGss/V+phrNxEdi4sAPOxkWgrkZ8gnvwxE2PyGAKDQtCu7qljJZPXRaP5YvDzNrHhj8T7Twqz8R6VuQqsiwnFi93QwpneIbyBqVK5xOun7KUmbEk/7yLHD5/y6vLNRARESlhYI2slpr0L4yq/evdu/OnKbJpTr9GJ2D7ukTFx05eFpepMLTBwHENkHDsWYDsXFwEftnYEcFFxBczGX3w1fPQaNVo07MSNFo1Jk9tIdzu+v1/Ub56JKaP2mdyn6723oDaRsvS9Hrcv/Mvpo0MNfn4v45d9eoT9xVzjpu13f07nvsZI8+mlAm1MtK845ccTxefjJW7xTeCgP9+uq9evS9dz8xY0mjVFtWK9eZyDUREREoYWPNCT1KeQJ0YgBuLr+Fu/F2HPMfDCw9xL+6O8Qo37/xpyu598o6ca9ckmJzWmbEwdEYZA2QAMOTdOhaPLTQsCNVKFJCuHzQ+xu0zDPJJMq3yFsiBgeMa4Nz/M/R2rOkq3ccnH2531PBcavqoffhw8l6ztr1rRgdRIkcJDMwlXB61WR7IIec6GascFDOUN+jYo7J0m7Mnb9l1TOSZLKkVmzMnLyuIiMg38RfQy9zem4JL4xJRPLEoHhy6h2u/XML5STq7PseVeZdwaXIibu9IMV4p6ELmKb54d5viHf4/dl/AGDO6ZJmTtdH/ywYoW0hcq8jgl0mHjJZVK69c78TdM0bOSS7UDM0fDAHI0LAg6dTXmFNJbh9AtJQuPhmDx8eYvf2ZE/84cDREctNH7cPsdaeE6zYfvep1n01PVSUkMFMJgqwM37mhYUHQFBbXrly09IQjhkYexpLpoBcv3XPcQIiIiNwYA2teJDUlFTeWGmdc/XvpEa4uvmKX50hafwP3jyhnwXniVFBdfDLGzDpgcrv8+bIrZlMBwOnT5t3lP5/cDzM+DUUef/HH8PQZ4/2E91C+c3z1mngqq7u4mSTuHChqCtG9kzyTImZ9InTxydi44LRXXMjvWJdoUUy6YtXCDhsLkYwuPhlDJsgDwHr8V7uLXEujVWPKCPn0+i2bL6T//wfvhwi32XvGM+p3kmMpNbnIagFrLRIRkY9iYM2LpCbJA1r3/r6N5L9sy3JJTUlFymbT+/DEqaCmps0YzFwQh9CwIMV6YDtjr5n9vP2/bIB5k1sL14ULpl+82r86QoLkWWvPNTK/FoorHDsmfp//2H3e6GS8S0RV6X4+/HIXylePRNtea1DBQ+rLKbE00XN7hotiImc5GXsTaSYO1l0xl3lh7SYGjmsgvRG0IDoBMWsTsXHBaeTNJ+7azTprZPD90jZoV690pmVBauOsewbXiYjIVzGw5kX8iygHtP5Ze8Omjp0PdaazoXIG5YJ/gPgk3Z1VCQk0WT8NABKS7iFmbSIGjmuAb4c1FG4Tf+W2RQX2RcGykCA1Xu0vvkN8UBeB/p3EQad1qxPMfl5n08UnY9EW48w0gw/7bsn0d41WjZY1Sgi3vXHvcfr/6wEM9oD6ckosmWoDAD+uOu7Rr5c8k6nphQAwa90prwh2e4vQsCC80bKC0XI9gKYdlqNtrzWIGPGX9PFDP9jmsLGRZ1m3vzt2rOmKr/vXx441XdGjvbjD+TdTDzp5ZERElFXM2kR81W+7Vzd9czcMrHkR/wB/FA4rqrjN5Z+tz3R5ev+pyW0KvRho9f5dSaNVY+rIULOCawtnHwOgnFEV0ScKAMyernhQF4FlM9rgrZcqYtmMNjioi1Dcvl4DccDpVzeehnEy9qZiZpYoa23M1y+YtW9fu0vua6+X3INheqGfSvmb0huC3d6kZs0iwuX6LP8VOXn9Dn7/Ic7uYyLPFBoWhFEzmiI0LAiPH4vPCS29uUhERPbVrckKNOmwHJ/N3I8mHZajZfWFmD8xFvMmxvLczIEYWPMy6haFkTckH/SSU+XUa//i2uLLDnnunEG5kV+b3yH7doaB4xrgbFwE5k9sgXkTW6Bm6QDhdutjngUnNVo1XqgsvmBJSLqHYd2jEFzj2XTF4BqmMzhe7V8dc6M6SjPVMlLKcHLXgIupbBfRtKPQsCBULVHQrP17cN8M6VTksPplpNmJzAogVxg4rgESjvXGpGHPK27H4K/3+GLcHlcPgdxQWLg4Yw0A3nhroxNHQkREBjFrE7EsJnPjwr/ir+GtEX+h94i/OKvAgRhY80JFuhfHv/7yKZ93/76D85POWbzf7HmzCZf7F/NH8bdLo+zgIIv36W40WjV6fRSCNz8KwRvh4oDG5ZSHGNb9WUba+G+bSvc1eWlcej2iND0wZMJOu90l0GjV6NSwnHBd0g1xgwBX02jVmPyxPAPNTwVUrm2c8fjR4Lpm7b98VbXHpj2Lgo4qAFPntkKuXNmFj2FWALmKRqvGsEmNUT5Q3E3SwF2/i8gycVdu8w43GXkhrCyK58spXHc++b7Dfp+8qXEREZG99e+3WXG9HsCQCZxV4AgMrHmp83UvKa7/99JjJHx60qJ95tIYF6oFgFLvlfPoTDUZpamek5fGQRefjNCwIJQrlNus/aXp9XYtBN3oefF00N177NMB1hGS/xFfaKsATBkRCo3WuDGDufXHer65PlPac7cmK2wYqXNlnWLnp1Jh6shn70fHHvLuqJ98uN1ZQyQy8n6vmorrA4ua991IjhVYTPzbbQlmH5JIvzfF5yEA8OWnu+z+fNNH7UMFL2pcRERkjkuX7mLr1gu4dOmu4nYxaxNx7FKKyf2l6dmcyBEYWPNST3I9QYHmAYrb6O/rcWGaTnGbjPwD/FG0W+aTqKLdSnhkswJzKE31BICVkccBAAN61zZrf34qlTAjy1qyiyVRrTJ38MW72zB2dqzR8k/eqo2zcREYOK6B8HEarRqdGomz8zK6eCtz0G5ZjM6jMroMU+w2LuyAhGO909+P0LAgVCgizgyKOZXklv/W5BuUbj4Az7JIyT5SLuuxaZF1NTTNvTmhVDnPk6fak+PUbOWPEvlzCddFH71q198nXXwyBo+PyVQbcBBrORKRl5sz5xjKlZuFFi2WoVy5WZgz55h02+0bz5u9X3tek9IzDKx5MfXLgcgZJD7hMXise4SHFzhdR0ZpqueXPz6rcWXq4hJ4FlSbMqKxMCPLWp5UZ00Xn4wxsw4I1zV+sazJ92XSrJZWPW8vD6vzotGq0aZnJaP3Y+6cl6WPcbd/a/IdGq0afdrI6yx9OGybzc+hi0/GpA92YvhrmzwqUG5PM0cfQMSABIT1Xo8K1SPxxbvbLHq8qZtEBm+0Cpauy5NXues4+a6vRsjrLRpuQNrDjnWJwgDv8L7Ppj1xiigReZtLl+6ib98/kfb/2kJpaXq8++6f0sy1pi+bTkQgx2FgzcuVHaxBtgBxbTSDm6uupf9/yt+3cPmXC0j5+5bRdqkpqbix7GqmZTeWXUVqiryem6dTyhZKeZSKt9uthUarxhstKyjuZ9vqLtKMLGtptGo0rVpMuG7mrCN2fS5brYg8IVyugnl3TDRaNaaNDLX4eROT73tFR7vQsCBUK1lAuG7xEsumdBPZ0y8bO6JMgHjK576Em8JgmLkXwNNH7UP56pEY/v1eTFp8DE06LEejSvPtMWyPoYtPxtCJu9LrdeoBjJl1AGMtDK4p3SQyaPliWXzQo4Zw3VcT9lr0fOQ7QtvJL+SmzTtqt+eRZU3+sfsC2tdfYlGzKCIiT3DmzK30oJrB06d6JCQYX6cDz64Xakia72XFG/P2x8CaDyg/phKyF5XfbX6ke4Sk9TeQMPIkkhZfw4P4+0hafA1nx5zOtF1q0r/GZzZ6IPXmvw4YtftQyhaas+EUdPHJGDtV+aKlY7fV9h4WAKCIWnxBu/fsPxZfeDnS6ZPiC+jGlYuancU3cFwDnIuLwKjedVC7XIDZzx0+IMorTrJfqC2uZRN16Arv0JNLbd/ZQ7oua52l6aP2mXUBrItPxqDxMUbL95xJQoUiP9k2YA9yMvYm0gQRhS9mH7Docx8aFoSqkuA88OwmR2i7IGlNx6OXUnw2Y5CUBVULkGZEnk9+gB8+s8/vr1KW/voDlxzWLIqIyFUqViwEvyzdzbJlUyE4uJD0MT/8+KJZ+/746902jY2MMbDmIzQjKyB/o4LS9Smb/4H+Ueaz97Q7TzPVYLvxx7WsDwNUgH+gd08RMXVBsjLyODRaNYaGV5duc+thqt1OLjMK71FFum7sLMsuvBxJVsQ8tFFJi/aj0arxdWRLDH4/xKLHDRof4/FTySpVkQcgPx+6w4kjIcpMo1WjTW3xZzljnSVdfDKGTIjJdAE8WFIj6WSsvKjuuZv38Ha7tbYP3ANUCQkU1j6zpvDw+j+7StcZmqUo3e2O2WR+7RbyLUoZkQO+inF6M6E0vZ7ZGETk8UqXzo9Zs1ojW7ZnZwLZsqnw88+tUbq0vGlgaFgQwkM1Jvd97c4jnzmXchYG1nxI4Vama6xkZajBdn3FVaReM85MK9C4kNc2L8hI6YLk6rUHAIDvl7ZB2ULy7mtr1561+7he7V8dxSWFg/Vwn44vly6KawFUVggWKTG3GHdGhqlk7esv8cg6LEq1/H6NTkDM2kSPfF3kWWTTOLt1lwf5f5l0CIA4+0oPYNKnxtMMq4QoTxE3ZAt7O41WjcGvVhOuy1vAsptahin1GW9+d25UDueyNI/5TFIzq2LVwhY9H/kOpbIZgH2aCSkF20Xe+vgvr8hWJyLf1qdPDSQm9sXWreFITOyLPn3EJRsyWrqjC8a+Xcfkdr5yLuUsDKz5EP8AfxRoHGDx4y5NTcSdnSnCdWkPn9o2KA+hlJHWoXul9P9fOL+tdB9hYcp12KzVs728eLilF16OoItPxoItxkFFw9Qja1hbcw14NmWkba81qFDds+qwaLRqtKwhng4KAE06LPfI10WeQ2kap1Kwe/pvz+osybKvZq4+bnRiZyoLGACq1Z5r9tg9Wcu24jvP9+9YXobhWffhCGxc2AHn4iKwYterRtPxH9wT73fd6gSLn488kzWNAJTKZgDAmiWnFdebYirYnpUe8oxYIiJPUrp0fjRrVlYxUy2r0bNbIqSMfMqoQVhr52YUezMG1nxMsS4l4FdQuZmBkTT5Kn+F2m3e5vulbdCuXulMy8JDNQgNC0r/uyz9tmyhPOj/pX2bFxjIauIA1l142dv2dYnC5W+0CrapS6qh5lr/TlVRrXgBNKxYGO3rlzb9wP/T49kUUU866R7z9Qsmt+HFBDmCaBpnxjpGStNB7z5+mt7opYmg4YpsWuP3S9ugbpD8pPDREz1yZ59kxavxLPkkN0isvXEi6z5sICsSb8iMJe9mbh3ErEyVzThw+Hr6/1sTuNNo1ejX0XQX9oz0YIFuIvJdBy/0weLvWqFOmQDpNvFXbvO33U4YWPNBZYeYnndtroL1A+y2L0+wbn937FjTFV/3r48da7pi6Y4uRtss3dEFO9Z0RccGpdGgQmHM+DQU55P7OWxMoWFBaKEtLlznDhlrN68/EC6vWdPyqclZabRqzPijHeKv9sXu072x9u/uaFFd/F7I/DFX3LHUFUxdbISGBaF8oHy6jYEez2r/EdmLaBpnml6fKSD248I20sfP2XAKMWsTsf3EdeH6uynGNwGmj9qHQ+fFna8MHj3Vo2aZ2YrbeLpzJ8Xvge6EclAiZm0ivuq33eITZqXswyYdljMj1ouZCqCbolQ2Y9vx6xj77jarA3cAMPzrhmZvayALFHuKbUvOok+rVejz4ipEfROHhxceunpIRORBun9QC7EX3kZ4kyDpNjO/P+i8AXkxBtZ8kLVTQrMqEOob9dWyCg0LwqgZTTNlqom2WbW3O/Ym9HZYplpGwz9+Trh8qRsEV4oUE9edKyJpaGCrLcdeR0sLgmur19m/9p01zL3YeL9XTbP298H3e3kBTHaTL8B01pRS1hoAvNJd3h15TJbuVFkv8JUcu+Tdd1tvJokvpFevln93dWuyAk06LMdnM/ejSYflaFRpvtnPp9GqEVwkn3S9p2X6kvnMCaAr0WjVeKOlvOzF57MO2BS4M7V/kTx5XX+D0Vo1S85G8x4rEbk5AZFbEvDyx1Ho2WYVrsy75OqhEZGHWbq9KwrnFn8fLt6mc3qTGW/EwJqPKtalBHKUzpl5YXYgp0ZcCF8kR2HfC6q5K9lFr6h2kbM1aR9kVFfJlvpq5th87HUUymXeyXTMqRsuf48syRJQamKQFS+AyV7uCTLKAOPp5kpZa8kPUqXrTly9kyk4JrrAV7Jw9jHzN/YwgUXENyH+2H1e+PmOWZuIZTG6TMv2nElC1eKzzH7OIe8qFz1u0vg3s/dFnqNKSGCm5hYA4KdSoXJt8+ubjZ0q7xAKwKbAnTn7z2rhr/EWbW8ta6a3KimYazKOXb1ttHzlicvYs+kCbm64YfNz2HvMROTe3npFXj7IHk1mfB0Daz6s3AflUfzt0ijwQgCKv10aFb+tirKDNCg9NMisIyOXRt4Bk5xLdtErq13kTBqtGlNHhqYH11QApox4wab6auZIfjgIZdXmHaOursFiSZaAOUXdM+KUULIHcy+4NVo1+rSRN1RR0iF8VfqF3j0L60POWnvKazM0y1eR15kb2jva6KJ4wSxxkPHk9Tv4/Yc4s56z/5cNUCBHdun6SymP0LLmIrP2RZ5Do1VjyohQ+Kmefdj9VCpMGdHYot9rS78DVIBFgTtTmbFZrf37osMDR7ZMbxX5ot9W3Hksbw627uQV3Ir+B6kp8psVpkwftQ8Vqkey6RGRD1Gqyw0Aw4duZXDNBgys+bj82vwo1rUE8mv/6zKSu2xuVJxUFVBI+MmpyYXcZR0zlY8sp9Qtyx3qrA0c1wBn4yKwbn47zP0hGO9/Uc8pz3v+n34Y+35dk9sl3XBtzRJLswS+X9oGIQpF3TP6ZNqzk2VdfDJGvbUZrzZebvbFNZGBJRfcv2zsiIBc8qCMTMqjJyj//wu98AFRwm2GvyafCu2NGZrTR+1Dy64rpetX77+I8tUj8cW729KXHT8tfw82rDV/6vvh2F6K6/86dpUn4F7oWefY3ti4sAMSjvXGwHGWl7P4ZWNHlChg3gwIPYAD265YtP9u3auYva2jGxjo4pMxeHzmjHNbv4tWbzynuN5wH+7mOuuy1gxjNuyHTY+IfENoWBDqKFw//H32HzTpsJzTQq3EwBpJVZxYFX75jA8RvwLZUHaQ/RogkO2U6o6YKnDtLBqtGq17BCOgVNaJoY41+sfmwk6tGS1YdsKlwSZrsgQO6vqgUC7T07EfPdEjIPcUlK8eifHzD2P5rkSED4hC0XzTeFFMFrHkgnvNslfs/vx+KhU6dK+kuE1E+DpM+mAnhr+2yeOP75i1iRg03rw6c2NmHcDYd7dBF5+MXaeTpNu1DTO/PpVGq8a0kaGK23z56S6z90eew1TnWHPs2v2a2duGD4iy6EJOqcGGiCNvnm1flyhskPD50B1W77Pjy+UV14dVeZaxd+/gHauy1nYIxswOqkS+IVbXB/n8syluw2mh1nH7wNrdu3cxZMgQlCtXDrlz50ajRo2wf//+9PX37t3DgAEDULp0aeTOnRvVqlXDTz/95MIRe5cKX1ZGkR7F4V8yB/xL+qNIj+KoMFb5woZcQ9Zl09XZWO7A0KlVVpD7yMUUhA+IQl1NpJNH9h9rsgQOHnjDrH3ffvTEaFnS/X8tvivFeixk7gW3qbuilvJTAVNGNEZoWBDa1yst3W7b8RsY/v1eTFp8DE06LEfFYjM98nidPmofmnRYbtFjPp91ANvXJUrXhwSp8Wp/86eRA8++l74dJu/EuPnoVY98f8nxNFo1xvY1Pzvdkgs5S6eb7t5jWUacJWS3ChdEJ1j92Rj9Y3OoJUXGO1UthZrF//tufZQo7ryuRBar37L5gsX7IiLPc/TQmya3idl03gkj8S5uH1h7++23ER0djQULFuDYsWNo3bo1XnzxRVy+fBkAMGzYMERFRWHhwoU4ceIEhgwZggEDBmDNmjUuHrn3CHiuEII+rICgD4MR8Jz9LpSInCk0LAiRc+SF1QEgNjHZ5ZlrlmQJmJNRYoo5FzO6+GT077QhfZpeedZjITPE6vogr799TjMyZm2t3d8dubKbl/macOO+xx2vuvhkDBofY9Vjly49KbzQn/FpKA7qIqzap1LDFD1cX8eT3Nfon5spBsKzatPlD7O3DdIEmL2trNGHPdy7J84Ys/Wz8c+DQRj7fl3ULVcIvZtqMKpJVSzv3ggTX6qdebtNlj+HLONv4Wbrg4FE5Dk0WjVeqCxOyDA4eoy/7ZayvAiKEz18+BArVqzA6tWr0aRJEwDA559/jrVr12LmzJn46quvsHv3brz55pto1qwZAKBv3774+eef8ffff6NDhw7C/T5+/BiPHz9O//udO3cAAKmpqUhNtb4QqLswvAZveC1kPnWguJ6JunAutzkWXH1sPt+mFMoE5MLFlEfSbdavScArfZWLe7qT98aGoE238ti58Ty2br6EBVsSLN7Hl5/sxPo2pYTrZo4+gMETjKd7DRofgzbdyiOoWoDFz+eOXH1seqtb9wciX86p+NeCDp8ygzMccz+MbYo+n2wz+7GedLyOHrzd6sdGHboi7MLcumt5q4/t0pXyY8zbIRj7S6xwfa7c2fi58UHmfmf+sbsL1Hln4F6qvBi/wYPUNHRrshwLt3Q0uW3BAMs60y+fcxxDJlpeL04k8XgKpn6+D7PXnsK/T+VfbrZ+NkZObYyRUxsDAK7+fAmPzxqfu6Re+xdXf7+CwFeUL5IzKl0pP97vWAUzV5/MtDxNDxw/eB2lK+WXPNIz8Pec3JG7HZdfjWuM5l3kNVyX7tDhyyNJHnHe5EiW/Hu5dWDtyZMnePr0KXLlyhwwyJ07N3bu3AkAaNSoEdasWYOIiAiULFkS27Ztw+nTpzF58mTpfsePH4+xY8caLf/zzz+RJ4/3dLqMjo529RDIibIF6KGCcYq/X8GL2LDhkiuGJOXKY7NNo8KYveGydH2Fik+wYcMGJ47IPtRVgS5VVShRsiy+WWDZdI7oY9cw5NXlaN078/dfymU9hkyQB+o6t12Br34sYdV43RW/N+1v2cqKeLO7TjgluXTBXLh0Wx7ozkgPYPXiGFRsmA3ZAiyP1L384nJM+sX8boKukHJZj4VbzG8wICKqnWR436xVpz3w0v5AbDpifAf7r6hDuJ2NDVF8lTnfmV+PKofBY5UL8hssi0lE29nrTdZjPXXSvO8Ng5/mH0Wlpv9Y9BiRXcv/xbcLzZsiZc/PRoCqAEqiuHDd3d0pSLiWgOSyt8za1/lDT/HPTfEU0rPnTmDDhtNWj9Od8Pec3JHbHJfZgHpBBXEg8bZ0kwU/bEfddpbdxPA2Dx6YP91epdfr7XAf2XEaNWqEHDly4LfffkOxYsWwePFivPnmmwgODsapU6fw+PFj9O3bF7/++iuyZ88OPz8/zJ49G716ybtZiTLWypQpg5s3b6JAgQLOeFkOlZqaiujoaLRq1Qr+/r79YfA1M0cfwJAJu9IvrFQApox4wWldOE1xh2Mz8XgKKtWeL11/+vCbHn93pkrJX3Du5n2rHlu2UB70ebUyRs5oggXfHjGZFVSjVEEc1L1l1XO5E3c4Nr3dT2P2Y+bcY0hN0+OlRmUw+PPnEFQtAG1CluKvuGsmH68CcCrD5/PrfjHSLCqZrSs64YWwslaM3jnC6v+OTUfk9aBKFsiFbTu64avhMfh1s3mBCj+VCicP9bL5e23M29sw/tcjRsvb1CmJNftetWnf5Hks/c7s1HA51h+U39TK6Juhz2PIxAZIPJ6CU4duonKdQARVC8BPY/Zj2R9nUKtKIBq3KI0egy27QLX182/q/CGr2mUL4e8E5e665nqS8gSXxiUqblN6VBCyByjnTPRssRq/75TvJ3J8M7z+QS0rRug++HtO7shdj8sqJefg3M17wnWR45rj9eHybuy+4M6dOwgMDMTt27dNxoncOmMNABYsWICIiAiUKlUK2bJlQ0hICHr06IGDBw8CAKZPn469e/dizZo1KFeuHHbs2IH+/fujZMmSePHFF4X7zJkzJ3LmzGm03N/f360OdFt52+sh08Jer4yhE3fBEC7XAxg6cTfCXq9sU3cve3PlsVmxVhGM7VsPY2YdEK7/6sNdmP/nK84dlJ2dTXof5dQ/4sIty4saX7j1AGNmHcK3845g+hfNTG5/7PJtrJp1yuKi6O6K35uOM3BcIwwc18ho+ZZjryNmbSIWzj6Gu3dTsWpnIh4+STPaburIUFSs9d90p89nt4DKzw+fSz7LIu+8F40znd+z7gU4mC4+WTGoVr1UQRy79A4AYH50ZxwpOwdHLprOUCkdkDvT+2atf1ON/00AYNOhK7h0+q5b/caQ85j7nbnuQA8M6x6FyUtNZ3CNnr4PuXL5Y8iE/7ri+vupkPr/v+w8lYQfVp+wKOMVANavOItmnc3vjJvVrqiLFm1/+MIt7I26jNCwIKuf08C/iD8CXiyMlM3yrLsnl/9F7iK5petj1iYqBtUAwM/Pz2t+A/l7Tu7I3Y7Ls0nvIey5JVi333h207EjSW41Vlew5PW7ffOCChUqYPv27bh37x4uXryIv//+G6mpqShfvjwePnyIUaNG4fvvv0dYWBhq1qyJAQMGoFu3bvjuu+9cPXQipzsZezNTkW8ASNPrWVw6i9E/N0OnRuWE6361oZOXOzmf3A992mauFdfrxQqoa2anxnv/puHtEX+Zte17H26xeHy+4Pcf4tBcuwDNqy9waVMMTxAaFoSf14Tht62d8SB1GGZ8GorgInlRsmAuvNk6GOfiIoSdcsf83Azn4iIwqncd1AkKQOmCuRBUKI+0U19C0j23/bf4oK/8c1QuIBdis2SGrtzYyaz9Xrj1wC6vuWMPce1JNjAgc32/pA3OxUVg48IOOBcXIf0dfvREj0HjYzKdz6RmPbkBpEE1TWFxWZeN22zrcmdey5TM1ixRnlb5+w9xeKv1KrM+o0XaFUXOIHE9XQC4E3tH8fHbNyq/fhWAJu2CTI6DiLxL1y6VhMsnL43zimsiZ3H7wJpB3rx5UaJECdy6dQubNm1Cx44d05sN+PllfhnZsmVDWpr4ziqRN8sXIG7PnreAeLkvmzSrpXRdzPpE5w3EgX5ZH5bpImZ+dCcc0PVBwZzmJSubLjX9TPLDVLcNVjhbzNpEDH/tT5RV/4jwAVHYdvw6tsVfR/iAKNTVRLp6eB6j/5cNcObG+7icMgDzNr2imA2l0arxdWRLxOrexsWUAdAl98P2NV2l24cPiMIX725zwKitp4tPxsrd8ovesV8bd1bUaNUYGm5epuiGtbbVbQOeBT8bVhRnvi3/7ZTN+yffkLH7tdLvsC16hIkvEuOv3DbZBVtJE0k3TSVxJ+RB55qlZyN8QBTmRycgfEAUCueZiu8+2KV4IVt2sAaq3OIQ34Nj95CaIi+03fRlcSATAPxUz7KCmXlK5HuU6oJ5yzWRM7h9YG3Tpk2IioqCTqdDdHQ0mjdvjipVqqB3794oUKAAmjZtig8//BDbtm2DTqfDvHnz8Ouvv6JTJ/Pu5BJ5k3PHxSdjuhO825CVRqvGGy3FU0LcuvCkhTJexBikPBoCdR77Blu/GLfHrvvzRN2arECTDssxafFRXBRMw41NTGYA0klCw4JQtURB6foxsw5grBsF1/6IPC5d17lhWWkh9++XtkG7esZBt6zahlk//S2jRvXEzUrmbDjl8rvahqC2qcAEuQ+NVo3wJkFWP14FGB3/4aEavD08RPqYgf02W/18hue0RNShK8Lj8e2XV+PY5cxFw5MfpuLD7/egfPVITB+1T7rPwu2KStddWyivYxcaFoQGFQKF615pWFaYFUxE3q+pwk2DpBsPnTcQD+f2gbXbt2+jf//+qFKlCnr16oXGjRtj06ZN6fNdlyxZgvr166Nnz56oVq0aJkyYgK+//hrvveeeNVSIHEkWEPKmQJE9vTO4jnB5+aref8f2n/uDMOPTUGSz8CpBnVtcayDuym2fvpiNWZuIZTE6k9tN+PZvJ4yGAOCjwXUV138+64DbHLNXr8qbjUyY2Vzxsev2d8eONV1RtYS4qG5IkNpuNRCLl8grXff50B12eQ5L6OKTMaDzehTLPz09qG1OYILcx9LtXZEruzWTLIExfeulH/9f96+PHWu6YumOLtBo1airEf+OH7mUgpY1Flr1fCdjbwrPp/xMDD9rxocuPhlzos4oPmbQ+BjMmxgr/I7Kp80vfdyjsw/x8IL8Qrhrh2Dh8pW7L7jN9yEROZdGq0anhvKMVjKP2wfWwsPDcfbsWTx+/BhXr17FjBkzULDgf3ehixcvjrlz5+Ly5ct4+PAhTp48iWHDhkGlsu5HmsiTVagmOZGMveHkkXiGeyn/CpffvyNe7ki6+GRsXHDaqSe2/b9sgCdpwzH2/booWUBetyWjKqUDpOtearHMTiPzPK++ts6s7WLPJ/PixUmU7sAaRISvd/xAzCCrXza0W3WzunmGhgXh+JW+OBcXgf6dqqJa8QJoWLEwls1og4O6CLuNs0tEVek6Z9ennD5qH8pXj8QPK0/gxr3HRusHj49x2WctZm0iXmu+Ag2D5+G15n/YNP3QF3w56HmLHzM0vDrG/NwMwLPjf9SMppmaBHTvJP5MAcBfcdcwrHuUxc9ZJSTQKIjmp1Jh2+qu2LiwA56vUFj4uLnz4zP9ffu6RLOer/eIvxBcwzhI7B/gjzzV5EHuawuMi5AbJN8S16XTA/hj7gmzxkVE3qfR8+KM9MjF8ox6ysztA2tEZD5ZoGjqMhafFJHVpPtz7TmnjmP6qH0IrhGJtr3WCE+iHW30j81x+fYATBsZanLb3WeSECQpDH3mxj2UKjjD3sNze+XUP+D6PfM7061UmPZH9qPRqk0e09uOX3eL78bQsCCEh2oyLWtXrzS+X9LGov1otGrM+KMd4q/2xe7Tve3erVejVaNlDfHJN+C8Wiy6+GQMGh+juI3eiePJyDAlfPE2HfaevYnF286hSYflCNHMcfpYPIVSwFZkbN96+H6p8mfD1D6tKcqt0aoxZUQo/P5/895PpcKUEY0RGhaENj0roXRxcSZZ1u+Zm9fN79idpgeGTNhpNFb1S/JOv09uPpFmrf198Lr0ccMn7WGmJ5GPCiwmPrc/fuW2VTcifBEDa0RepEpIoLD+R5qeXdtE3CEQqYtPxpAJ/3U/k51EO8PAcQ1wLi5CGjgzKFMkn3TdlTuPUE79o72H5rYaVZqPC7csqz8xbd5RB42GsjIc03n95ac7LzT6zYkjklu6o0umKW3r9nd39ZCExnz9gnSds8oOnIw17/fM2bVhlKaEH0q8BXWeqU4dj6cwJwgOAGUK5sa5uAiM/n+mmql99mlTUXEbawKvA8c1QMKx3ti4sAMSjvXOVJcsvEcV6eM+zND1t4jkAlZG1N09d9ncyBWcO9Oya3cfYsOpy9hw6goOzTCeaqqLT8aWY1cVn8uVmZ5E5DpKWf7sDmoeBtaIvIhGq8YQSZc4dgY15g6ByJOxN9ODav89v/FJtLNotGrobvZD+/rygujdusqn2ADAhVsP8Ha7tfYemtuJWZuIPWeSLH7c+eQHnBrmRBqtGvf+HQZ/SSGkq3ceuU1TCdGUNncTGhYkbZjQpF2QU8YgyzZ2tdWLlbuj3nqYilplfkn/uytKALgrQxB80rDn0bpmcZQumAvF8udErTIF0TakFJbNaIMLKf0t6lr5y8aOKB8onzJpbSBY1BQIAF7tXx2BeXIKH7Ni9/n0f+cm7YMsaoLgp1Khcm3jpgNl+gdBlefZnn6Pu4Cmc/7CkI2HMWTjIbzw7Z+YMnhXpu3NmYKqB/DXogTF7qJE5H00WjVeqCzPhO3cbqUTR+OZGFgj8jK1QsTdotgZ1Jg7BCJlNVtEJ9HOtPbv7qhRyrirYnioBv2/bICGFeU/vgAQ6QZdAh3N1EV0gZzyn9hPPtxu7+GQCYumvSRdt2HtWSeOxPNNn9fapc9/VtIBO6vde644eCSZ5ciZzeQ2Ry+lYFj3qEwlAMpXj8Swbpxqo9GqMWxSY2w68joupgzAtTsDcfjCO1h/sIfV05rPJr2PukGFhOscEQj++D15R1JDhpxGq8bUkaFmB9emjGgsDSiWerccrt19iE83HzMKFA6dtgef9N6MmLWJ2LjgtNlTUOcvOo417+/HJ203YtsSfjcS+Yrx3zaVrjt8/hZvCpvAwBqRl2FnUMu0al9euNxZDQw0WjW6Ns5cW6lr4yCL7so7ytFL72DZjDZoG1IKPZqVT++4BgC7T7+J8oHyKaF6eP/0Y6WL6BbVi+P2o2GoUEScLRFzKsnrA4/u5tX+1aXHbNuwCk4ejWfbIcl8cVZNM3MDEn9kyBJyhspVzPvenrw0DoPGx2TKVp68LA7t6y9x0Mh82+/rOjntuZRqu506+d+xOHBcA2xf0xVf9Xs29VupI1/xUvKsu9xlc+MiHkvP8cbNO4wmHZajba81+HDyXpPjB4CYCzfRdclujNsYj+Y9VqLrc7+b9Tgi8myhYUGoVUZ8IwIAvvx0l3QdMbBG5HVknUHLV3V9oMYdyaYUOStjTRefjOU7M9fkWb4z0W2CLq/2r471B3vgt62djaannU16D92aaMQPBFyededosovoNnVKYsux1wEAc+e8LH080+qdb/O2cOHyn3467NyBeLgkSeaLs2qalZf8zomEtV7hwJFkZukUv6zWH7jEjAAH+EPSMCZj3TN7UZpOtWxdQvr/Tx+1D806LsenP+5Hs47LkS9Pduk+3/tQeZz13wm2brBmWrH/PDPXiHzEyo3yGxHRR6+6zfWJO2JgjcjLyAryOysDy9Ock0wp+mX6Yac8v7vVWLPUku1dMFQynfbXad5dpF92cT9qbKP0/w8NC5LW+GFavfPJit7/FXeNXa8sIOsedvSo5TUHrbFkTrzZ28Zfue20z5mlU/xEur7m/fUpne3q1fvC5SsclNH4SjtxoCsh6R5i1iYKmxYt3CIPXCU/TFWsA1mxQRE0qmDdjawyBXKb3gjAokj3qENJRI5lqvt3tdpzGVyTYGCNyMuIanYBwL4dzq014ylkmRe/Ric45YfDXWusWUJW12/srANe/eNrbhD7/V41pftYs+S0XcdEyqqEyD9X7HplPln3sAVO+N7UxSdj5uoTFj3GmTUNB45rgLNxEdi4sAPOxUWgbCHLOkDeuPfYbZppeIuOPeQNd4KrR9r9/VaaDho9+6TwhpoewBsvyjPPTNWBnDC5mQUj/M/rbSuZtZ0quy3hYiLyJErdvx890aN89UhMH7XPiSPyDAysEXkZjVaNMe/UM1ru7UEOa8kyLwBgpWT6iD1ptGpMGRGaHlzzUykXKnZHSnX9PCXzzhrmBkWVLrJyKjQ4IPvTaNWoq5F/tuZ8F+vE0XgujVaNN1oa16XTw/F11k7G3hR+5/R/pRqK5BVP4Xd2TcOMXSMXzm9r8eNNTf0jy4SGBaFMIXFmVhqA8AFRqFH6F+F6a2i0agxsK/7er5W3ADQl8xtlNfqpVBg7pQnCmwQJH2eqDmRoWBCqFC9g8ViT7z3CxO51hTdkM8rHzvJEPsNUrTUAGDIhhteVWfCMnsgLlStvfHLljAseJbr4ZGxalICUy+7VRkGWeQEAV6+Z10HLHvT6zP/1JLK6foDzatW5wn9B0WdXJH4qlTAoqtGqpYWpC6nNm4ZD9tO9kzx7ZePWC04ciWcrXSa/cPniJScd+rxVQgKFUy0/+Op5rFjcQfq4SZ/tcdygFISGBSE8VF6LUsTU1D+y3KQv5d3uACDucgq6N7VfPb6vvmqMNsHFMy3rVLUUahYvhE8/jjEKDhuaFi3d3tWoI3dIkNqsrqizZlnerbdwkdz4aHFzxEf3xOL+odgx5EW0qVTcaLupy+J5EU3kQ5RqrQHPprB7881zazCwRuSF3K0z6PRR+xBcIxJhvdcjYkACZo4+4KKRGNNo1ejTpqJw3XONSjr8+Q21Vgz/NnoAQybs9KgTWFmdOgDQnfCc12GNgeMaIOFYb2xc2AEJx3pj4LgGwu06dBRnG0QujsdX/baz1poTKWUQxp5P9qjPniv9+/ipcHnUoStOfw8NgbbQsCCUlWQm/bDyBFpWX+i8QWWwdEcX7FjTFfUVsiWzGvLJNscNyAe92r86ikoyGg2W7tBh7Lvb7PJ8uTV5MK19XSzv3gijmlTFzx3qolO10th67hpWHDQO4C/fqUv/3Bg6cr/1UkUsm9EGB3URZj2nNUFcQxOeKi1LoPuMBgidXBuDPn3OaDtPqv1KRLbTaNWYNjJUul4F729SZikG1oi8kDt1BhUV6R06cbdbXbx2eU18ob19s+OzVzy9eQGgHLBdvdr7O4llnPYlI8uMPH7lDj6buR9NOixHtybO617oy0ydLNatv8Ctvp/clVLdKkdOoxdNBc047fylF8pKH/tX/DW8UHmew8amJDQsCH+fi0BIkHm/w1duP2JDDTvbu+91k9t8bqeyGf4B/ijQMAA1ixdC3hzZ8d6ag+i1Yh/eXXNQuH3W7I9X+1fH3KiOZmWqZWQI4javVszktioAoe2CjJbfkzS7uiupK0pE3mnguAZYNqONcF3zGiU8qmyNMzCwRuSFXN3pMiNPCBzJphbNXH3c4RfY3tC8QGk67R8O6rrmaZ51WTKeXpPRshgdM9ecZOC4BmimFV943nqYysK8ZlDqeHv69C2HPa+p78w3+tZQfPzu0zddGrA6qIvA2PfrmrUtG2rYl6mgusHnQ3fY5fnUrQNx7e5DfLr5mMkZA34q+2V/hIYFYc6ydia3mzoyVHhhvG+XuNnV7FlHbB4bEXmWV/tXR7t6pY2Wbz12lb9PWTCwRuSFZJ0undGxLStPCBxptGq839E4a80Z9QPMrdPlzjRaNcb2NW6YYeDK2n6OpotPxsYFp836XDWoqxxYA4AvP91lj2GRGRrVl7eTB4BB42Pww2cMrinp3l48jX7NjvMOe05T35mhYUGoUEQc8DMQBax08cmY9MFODH9tk8MD3KN/bG72lD1nNNHxJQPHNcC5uAhUKpJPus2v0Ql2OQb8A/xxIt9js8pwvN+xml1/9w1BRMPplwrA2L71MH9iC8yb2ALn4iKkpQuKlxB/fjYf5YU0kS96tatx92BX1+52RwysEXkhWadLV3RpNL4IAiZ/3MjtAkfd+2iFy51RfH/guAbYtroLvupXH9tWd5Ge7Lqz0T83Q5va4pp0STceOnk0zmGoHdi21xoE1zCd4VSxiuljPpoXLk7z9vAQk9sM+CoGgXmn8t9EQnZMX73zyKHF903VNpw752WT++jcbmX6/08ftQ/lq0di+Pd7MWnxMZunZpsTcDdM2fu6f310k3SCBICozY4LUvoqjVaNUzfeQz7/bNJtmnRYbpes1Rwlcpq13QdfPW/zc2U1cFwDnI2LwMaFHXA2LgKjf26GXh+F4M2PQhTPwWR1KL290zcRiblb7W53xcAakReSTc1zVaFJw0XQuvntEDkjGO9/Ic9ucpV7ktoh9yW1Ruxp+qh9aNZxOT79cT+adbTPybwrtGwur23kbUS1A001nVCaMpsR7wA6h0arxtBw0/WL/nnwbGrosG6sd5WV0jG9Ya1j6ysq1TYMDQsSTl3J6PD5W4hZmwhdfDIGjY8xWm/t1GxLAu6hYUEYNaMplmzvipCgQsJttnC6jcNsWKHc9W7Q+Bib33ulrtnOYE4NUNFjZN+N3tzpm4jEZN9jR2JvOHkk7o2BNSIvZGpqnitotGq07hGMgFKiamauly9AfLLo6JNIawI07kqWKXn0aJKTR+J41tQONKfOGuC9GX7u6PulbUwGYAwmL4tDjdKzHTwiz6LRqhEuybaqV9/0sW4LU1lh6/Z3x9BuyoHTTz7cju3rEhXXWzoma7/Pv/pCXPvLGSUJfFVoWBCqliyguE2XDJmN1pDdtMvK3f6NW7UvL1zujJuNROReZN9jrAOaGQNrRF6qfmPjaXlM45dzVcaaJzR3MJcse8UVtf0czdragebUWSPnWre/O3as6Qp/M7aNu3wb6jxTHT4mT/LW2zWFy0/E/eOw5zQ3K+z7JW2wY01X6X5iTiXhpqQmqWG9Jd9dtnyfVwmRf3cwS8hx1v8pPz4A4ND/MxutJbtpl5E9GxfYi6tuNhKR+1H6fWrUcJETR+LeGFgj8lKiTpeumgrqCWQnkX+uPefQ5/WE5g7m0mjVeKNlBaPl3ljg1NqmE+bUWdu9R9yRjRwnNCwI/+qHIyCX6fDarYepqF8+0qLGFd5M1lX5x1WO6apsaVZYaFgQOjUqJ93f7EXxis8XEb7e7LHZ8n2u0arRT9BEB2CWkCOZk+G/Zslpq/cv69JuoAIwZYS4O6cruVN3eSJyLY1WDW2JgsJ11+4+RkCuKc4dkJtiYI2ICPKMtSkOTnP2hq6gGdWsWUS43BunN5oqoC5iTp21P3af9/lgjavcejgY3ZqY7tZ4QJeM8tWfZUyVr266cYU302jVeN2JAXVrssImzWopXXf6xl3Ff/Ntx6/jhUrzzRqbrd/nrmyi48tG/9xMsd5izpzWXy4pFff+7oOGOKvQndOVZOP+1Qsz0InItI4vyX8nbz9+gnKFf3TiaNwTA2tEXupk7E2jEyNOBZWTpTk7I9vKmgANuQdLC0NrtGrF7BmD/m+wUL6rLNneBefiIpA/h7xjYFb2KHLuyUqXyS9c/s3Ug3Z/LmuywjRaNfq0qShdv3SHDtUUam3tPpOECkVmmjU+W77PXdlEx9d9v7SN9LvZnExjmabtg4QZne3qlcYH373gtjfRlG4CeVsGOhGZZqqT+oXkBw7tBu4JGFgj8lKumtroqTRaNTo1FJ9UOyPbyprOXZ6E0xv/o5Q9YxB16IpPB2pcTaNV487joSgfmM/sx9Sqa15Wkzf69/FT4fL4K7dtqk8lYm1W2C8bOyK/vzxYevzKHcXHn7t5H9n9vjN6Pb//EIe3Wq/KdEFh7fc561q51tAR9YXLbel8p9Gq8blgqunGg5fd+jve1edERORezOmk7uhu4O6OgTUiL+WqqY2erNHzJVw9BI8n6wzK6Y3/0WjVmDYy1CjrJiNml7qHs0nvYez7dc3a9u7jpyiWb5pNx7mn1m3r2KOydJ0t9alkrM0KmzO5lU3P+1QPNOmwHI3+PzW0riYS4QOiMD86AeEDolCu0A827Z91rVxLdt40dZlt502iZlKe0KSoQ0fjKd4AEFg0t5NHQkTuwFQn9bZh4u8MX8HAGpGXcuXURm/DbCvzKU0fWRl53HkDcXPPAgMR2LiwA8oGiC9S+g/5y8mjIpHRPzaHtpS4aG9WN+7/a3XNNXM7Xbqj0LAgBBcVTwd9+DDVYc+rT7Ns+1f7V5d+3iyx50wSAnJNRmxi5mDLhZSHyJNjktX7ZV0r15I14kjT23ajw1MzEStUE2dclq/qnZn1RGSaoZN67uyZw0hlC+XBq/2VM9q8nUWBtRMnTmDMmDFo0aIFKlSogBIlSqBmzZp488038dtvv+Hx48eOGicRWYhp/JZjtpXtNFo1XqgsbmAwcdYhJ4/GvRmmi736srj207mb93y+XoW7iLv0DvI5sOaapZ0u3VHHlkHC5afPptj9uWwJQp6/1R/5c5r/bylzWzL99WGqHv6q76z6t3OXulaemjlpK41WjSGSqU62BMFkmYi6E+79/srG/eGwbc4dCBG5ldLlC+Dx08x3ti6lPPS534yszAqsxcbG4sUXX0SdOnWwc+dONGjQAEOGDMGXX36J119/HXq9Hp988glKliyJiRMnMsBG5CY4tdEyzLayj1faBQuX37j3mIEigeIl8krXLVty0okjMc1XL7gB4O7joQirL58CkVVw9Uiz64tZ0+nS3cimg24+etWux4s9gpB3Hg1FPoV6awBQT2N9Vs4TwKrMRXe4IebJmZP20Kp9eeFyWxpIyDIRlTqGugPZ+PYl3LR77UQi8hzecM7iCGYF1rp06YLOnTvj2rVr2LJlC8aPH4+BAwfi7bffxkcffYRff/0VOp0O69atw6FDhzBpkvVp8ETkeJzaKKbRqtGyhjgYefXaA4c9r7cFK7pEVJWumxd5zIkj8QxK79fR0/84cSTKfP2CGwDW/N0d5+KeTeE1VXstDc/qcbWsvtDkfq3pdOluQsOC0KCC8XjtXX7AXif0Rw+9qbj+yy8bY8earshhQ9EUa7rFym6ILVzu+CC7Lj4Zg8ZnDloO9rGOt/ckAbTlv52yep+izqAqAE3aBVm9T2dQutnoiNqJROQZPHV6u6OZdbpw+vRp9OvXDwEBAYrbNWzYEEuWLMGHH35oj7ERkY04tdFy775bS7j8VopjMnG9MVih0aql2R5JKZyGnJVGq8YbLcUFX0/fuOsWmQHeMFXRXgxTeEf/2BwhQaazmv6Kv4Z6mjkm92lNp0t30yJUnNG32I6Zl/YKQmq0aowVdGt8tj+gcu1AhIYF4fHT4ahSvIC1w8UvkyybAi/73T58/pbDvwtaNFlqtEwPYIcP1WU9FS++mRG54ZTV33carRpTMzSs8VMBU0eGuv3nW6NVo01t48YLABB3wrczU4h8mazRy1Ifn91jVmDN39/fop1auj0ROQanNloun+Ruiy0n1TLeHKz4fmoL4fKDumSveH32NnZqU+m6Lz/d5cSRiDHtX+ygLsKsrqEHE2+ZDK5Z2+nSnfwrqTu26dAVu33uNVo1ujbWZFrWtXGQVUGK0T83w+dZgmsqAFNGZA56nLjaFy0k2cymnD5zy6LtlX63F852XMbv7z/EITH5vnCdQgNjr9P0ZfFUXFs7NWdsWJNwLMJjPt/dulcRLo+y42eaiDyLrNHLzNXHffp7wewE97Jly+Kff/67izNjxgzcuXPHIYMiIvtQKiS/av05J4/GMzizm6o3BytCw4LQtGoxo+W2dldzN7//EIe3Wq+yuXacUmaAvWtUWcMbpio6yugfmyM8VGNyu4OJt9Cy5iLFbQzZcO6eySIjq7Nma1AiI118Mpbv1GVatnxnotWfkTE/N8O5uAjMn9gC8ya2wNk4cdBjy9GemPFpqMX7D5cEJmQ0WjXqSjJ+D8UnWfz85ho7brd0XaibT1m0p9CwIDSsKD5vsmU6KOCZn2/eoCWirDRaNd7vaFzGxNvO8S1ldmDt0qVLePr0vzuRo0aNws2bvvvGEXkKWSH5mFM3XH6x7o6cWTza24MVX04UX4R6Sw2GmqVnI3xAFOZHJyB8QBTqaiJt2p8sM8CeQQlrectURUdZuqMLdqzpCn8TqT1/HbuK15r/4RbTex0hNCwILbTFhevs9bl3xA0JjVaNXh+F4M2PQhSP6f5fNkC7euY3sAgJUuPV/uIuk0q6dxIHKPefc0zGry4+GfFXxDfL65cv7HOf80b1xNmJcxyQue7ueIOWiES699EKl3vLOb41rC7Jqte7ey8bIgKUC6PbOwPLW3ToKK53FVg0t12fx9uDFbIaDLZ0V3MXb7+8Gscu3860LDYx2abMNaXMAHc4UfGGqYqOFBoWhH/ThqNY/pyK2y3edg5NOixHtyYrnDQy5+r1RjXhct0J+wQkXH1DYt3+7ujWJEi4TgVgxqeheOulilg2ow0O6iKseg5n/27/8l2sdN2kKc3t/nzuTqlTc/vW3vm5VdK0YSnhct6gJfJd546LP/v2+q33RDb0OiIiT+DMDCxvUaGaOLBVvqr9A17eHKzw1q5BuvhkzIk6I1y3Ye1Zq/er1MTAXU5UPHEqk7NduzMQNUoXNLndshidV2auyW672ut2rEarxuh36mUoBO/8GxJLtncVZq5NHRmK/l82wNyojlZlqhk8mxouDmbYsxEEANTVRGLcvMPCde3qlUZoWJBdn88TKAU2j1+5jWHdo5w4GterWEX+2eINWiLflHT9gXi5D19bZrdk419++QX58uUDADx58gTz5s1DYGDmO4SDBg2y3+iIyC4aPV8CK/ecN1q+e88VfOCC8bg7pbswjrjI0GjVXhmokL2Pv0w/7NEXaysiT0jXtQ0TB8bMVbNmEWCLcXDOl09UPNHRi++gZpnZOHbptuJ2MZvOe/RnQcTRNyamj9qHL2YfQJr+WYbYmHfquuSGxLr93RGzNhFrlpxG8RJ50bl3Vbt+j2urqhF1+LLRckPReHs81+8/xCE2Ufw9XTeoENbt727zc3giw/THXafENe0mL41DzTpF0bS9dU0zPE3T9kHACPG6xUtOotdHIU4dDxG5nqyD9e+rz+CD715w8mjcg0XNC2bPno3Jkydj8uTJKF68OBYsWJD+98mTJ2PKlCkOHCoRWUv25bdy93mm8QvIMiu2bL7g1HF4Otn7+Gt0gkcfd5NmiadNFS+Qy6YsFUD+WbX3NGRyvKMX30GxfMrTQitWLeyk0TiPI6eHZO2krAcwdvZBl32fhIYF4dtFrfHBdy/YPcAiawQB2K9o/PrVCdJ1BxNvefT3tK3Gfyvv1AwAvUf8heAakZg+ap+TRuQ6Gq0aLSVdcdkdlMg3ycqX7Eu46ZXZ+OYwO7CWmJgInU6n+OfcORaxJHJHsi8/dyiK7o5k79cCDw8IOZtSzTBPnT7y+w9xuHbvsXDdp4Pq27x/WbbPkdgbNu+bnO/a3YHInzObdP06hcCGp3LkjQlv7qScVWhYEMoHimt92atofLuO4uZGBp76PW0PSo04DNL0wJAJO33ivGDM1/IMFF8+Toh8lUarRlj9MsJ1MZuMZ0n5AtZYI/IBGq0aY/vWM1quArymA6U9yWpd6cETSEt4Y32/XoP/lK67feuRzfuXNXyYuizOJy7evNGdR0MRkEtcecPTszdFZAH1hZttf62ublzgbO/3qilcvtNORePrNSupuN5Tv6ftZUvc6wgqLM4iNvDWwG5WoWFBqF0uQLjO148TIl/14WfiMgyhL4nP/b2d2YG1hw8fYt26del/HzlyJIYNG5b+58MPP8SjR7ZfVBCRY7wxqCZUpjej/2vRSvyjwH7Ilmn0vHj6yMLl9i3A7Qwhmjl49DRNut4eJxJVQgKFn9M0PbNLPdnkz5tI14V5WZdBjVaNfh2Ni7/b4xj29k7KWcmK6Nsr2/xkrPI+OAUd6NJauW6mNwd2s+rZuYpwuSf+nhOR7UqXL2C0TCVZ7gvMDqzNnz8fP//8c/rfZ8yYgd27d+PQoUM4dOgQFi5ciJkzZzpkkERku5OxN42CQpwKKufMzqDeTFYz7PD5Wx5VgyFmbSIOJd6Srm9arZhditBrtGoMCRfXaXOHbqq6+GRsXHDa67KsHE1pWnT8ldse9Vkwx/CvGxoFiO2VIT1wXANsW90FX/Wrj22ru3hVJ+WsNFo1+rSpKFx3V5LdaglRBqCBCkCTdkE2P4enU6p1pwK8OrCblbf8nhORfYhuzvjytaXZgbVFixahb9++mZb99ttv2Lp1K7Zu3Ypvv/0Wy5Yts/sAicg+8gWIL8rd4WLdHcmm5N2/Y/vFjC9RCiisWXLaeQOx0erFpxTXz13Wzm7PVSukqHC5PYq/22Lsu9tQoXok2vZa4zNFu+1FKUACeNZnwdWmj9qHZh2X49Mf96NZx+VefxwGFBJnjf29+4rN+/4vAzDzcj8VMHVkqM8EjJQoTYEc2bu2Vwd2s/KW33Misg9eW2ZmdmAtISEBNWrUSP97rly54Of338Ofe+45HD9uny5FRGR/juzU5o1kU/J8ZcqHvWi0arSpLa7jE3fCc+5o5VAoQD/NzhegsunGrpyG/MW72/D5rAPpY/Clot328svGjiicW3yy+csfJ5w8GsdyVIZ01q6gvnAcFi8hbmAgW24NfYZ/rP6vVEXCsQifChiZMvj9EOHySlV8K/Co9HueMyfLdhP5GlkSwul9SU4eiXsw+1swJSUFjx//1wktKSkJQUFB6X9PS0vLtN5e7t69iyFDhqBcuXLInTs3GjVqhP3792fa5sSJE+jQoQMKFiyIvHnzon79+rhwwfbuU0TexB0v1j3Rr9OOunoIHqdl87LC5VGHrnjMBbG6UC7h8lEOyFhwt2nIuvhkfD7rgNFyXynabU9vvSKeVpbyKBX1NHOcPBrHcdRdbF/qCmogq7PWubd4uSUMgcqMb+nM1ayXlZUsU8sXp8rKfs8LqVmPj8jXyH7r3/l6O77psdXJo3E9swNrpUuXRlxcnHT90aNHUbp0absMKqO3334b0dHRWLBgAY4dO4bWrVvjxRdfxOXLlwEAZ8+eRePGjVGlShVs27YNR48exWeffYZcucQXQUS+SnaxfiT2hpNH4hlEGRcA8MXsAx4TDHIXsrosgOd0WT16VHz3rbIDMhZkdwCXRromK1z2WfBTMYPTUkr1mg4m3sKw7lFOHI3jOCpD2te6gho4qvGQLwYqrSX6N/DFG22y33PZbyQReS/Z+aoewIglB3Fyy1XnDsjFzA6stW3bFqNHjxZ2/nz48CHGjh2Ldu3sV2PGsN8VK1bgm2++QZMmTRAcHIzPP/8cwcHB6Y0SPvnkE7Rt2xbffPMN6tSpgwoVKqBDhw4oWlRco4bIV8m+/KYsjWOgSIDdGe1HqS6LJ2RM6uKTsWDLWaPlKgChDshYkB17P6w67pLPquyO5ODw6qzBZKHQsCBULSnvljXZS76PZZ/rLZttm03ga11BAXlge9Kne23et68GKi3FG23/kf2eL4hO8Ln3gsjXyc5XgWfnAdtXJzpxNK6X3dwNR40ahWXLlqFy5coYMGAAKlWqBAA4deoUZsyYgSdPnmDUqFF2HdyTJ0/w9OlTo+yz3LlzY+fOnUhLS8P69evx0Ucf4aWXXsKhQ4eg0WgwcuRIvPLKK9L9Pn78ONO01Tt37gAAUlNTkZqaatfX4AqG1+ANr4XsJ7hmIeFyPYBta8+hdKX8Dh+DJx2bpSvlx+BXq2HK78ZZQrlyZ/OI1+AuSlfKjzFvh2DsL7GZlqsANHqpjFu8l0rH5tbV54SPeb1lMEpXym/38ZeulB+vPF8WK/caByGWzzmOIROdW/vozDFxILlGrSJu8W/naVZv6IRKtedL12f9N/ak702DF9qUAUYYL1+4OQGfHklCULUAq/f93tgQtOlWHqeP3ESlWoEIqhbgUe+NpYJrFoIKxsHKmauPY/CR+ja9l6Ur5cfkj1/A0Im7kabXw0+lwuSPG5n1veaJx6W1ZP8GaXrg+MHrTjl/chelK+XH6y0rYGGWm03OPJc0xZeOTfIc3nhcKp2vAoBfPpXHv15Lxm92YK1YsWLYvXs33n//fYwYMQL6/1c6ValUaNWqFX788UcUK1bM8tEqyJ8/Pxo2bIgvv/wSVatWRbFixbB48WLs2bMHwcHBuHHjBu7du4cJEybgq6++wsSJExEVFYXOnTtj69ataNq0qXC/48ePx9ixY42W//nnn8iTRz5lydNER0e7egjkZtrUCkTUEeOL5GVL46Cuetlp4/CUYzNfgPjL9K+oQ7idTT41nozVaQ+03BOILfH/HX9tQ4rieOJuHE903biyEh2bukTxcRBU/gk2bNjgkHH4ZxNnmB7cn4gNG/5xyHPKHDtinKn+bHkCNmy45NSxeIteLUvgV8kUia9+3I9KTY3/jT3le9PgtWYl8Nu2zK8xTQ+sXhyDig3lzUDMVhA4nnjarb4/HKWHA9/Lcs8DkTMqIOlCGoqU9UNAqRsWfa952nFprTckn9mz505gwwbf6ogZWFj8+3Ts8Fls2OC8c0lTfOXYJM/ibcdlwfxPpOtylL7msPNkZ3nw4IHZ25odWAMAjUaDqKgoJCcnIyEhAQAQHBwMtdpxKfgLFixAREQESpUqhWzZsiEkJAQ9evTAwYMHkZaWBgDo2LEjhg4dCgCoXbs2du/ejZ9++kkaWBs5ciSGDRuW/vc7d+6gTJkyaN26NQoUkE/R8BSpqamIjo5Gq1at4O/v7+rhkBs5tW2vMLAWdfgmpgW1w8HtV7BxnQ4vt9egy/vV7P78nnZs/hN/BECi0XKNRoO2bWs6fTyeLPF4CrYez5yls/FQEiYHvWxTxoW9KB2bBZ9ewFezE40e06JNHbzQVlzI2Vant+3Fsl3XjMf5NAfatm3rkOeUmT9hlXB5iZIl0bbt804di7do2xbYVmw2LtwyPmG78/gpvvnwFrbF9wTged+bBgWfXsBv21YaLa/3XC2HfW68lSPfy8TjKTh16yYa9Qi06LvYU49La2W7lYBft6w3Wl6hfFW0bhvsghG5zqltewFcNFp+/qLK6b9PIr52bJJn8Nbj8uH545gXfcVoeUSbinjtHdd/H9jKMLPRHBYF1gzUajWee+45ax5qsQoVKmD79u24f/8+7ty5gxIlSqBbt24oX748AgMDkT17dlSrljkAULVqVezcuVO6z5w5cyJnzpxGy/39/b3qQPe210O2K1o8r3Rd48ZLcOPesynSv0YnoPK4fTh5ra9DxuEpx2bFGuI6M8eOJHnE+N1JwtFbwiLZZ+NuoWKtIq4ZlIDo2Hx4/6lw20cPnzrsOOj6thYfTdlntHzlngu4dPqu02pK6eKTsXLveeG6YsXz8nNgg4Xz26JJh+XCdbvP3MTeqMsIDQtKX+Yp35sG58/cFi6/kHAbzTzodbgDR30HTR+1D0MmxCBN/6wZyZQRoRZ3Ofa049JaBQuLu14WKJTbJ15/RrJzyT92O/f3yRRfOTbJs3jbcVmwkPi78dXXq3rF67TkNZgdWIuIiDC5jUqlwpw5jmkXnzdvXuTNmxe3bt3Cpk2b8M033yBHjhyoX78+Tp06lWnb06dPo1y5cg4ZB5Ena9o+SFj3BkB6UM3g1PU7yJ9jMiInt8Kr/as7fnBuSKnhw8DPnnObk0dPICuAn7eAeLk7MRT4zhgYdHSBb41WjTdaVjBqmqDHs06qzjr2TsaK66s5qnGDLzE0MjhxRXw3dOHsY5kCa55G1sDAExqWuBtHfH/q4pMxeHxM+r9Hmh4YPD4G7XtW5G+bgFKnW0/+nFpD6VzSmb9PROR6rjhHdldmdwW9deuW9M/NmzexZMkSzJs3z+4D3LRpE6KioqDT6RAdHY3mzZujSpUq6N27NwDgww8/xNKlSzF79mwkJCRgxowZWLt2Lfr162f3sRB5Oo1WjU4NzQ8630t9ivABUairiXTgqNxXlRDxj4IhuEHmkwUpl0YaN4ew1Rf9tqJysZ/RutYixKxNtHl/Gq0aXRtrMi3r2jjI4RcPNWuKM/mSbjx06PNmJLugH9KNHUHtYf2fXaXr7t717IK/FaqJj48jsTds3rcuPhkbF5z2mS6EsqDOL9MPW73P7esSjYKcegA7+Nsm5KhOt55I6VzSmb9PROR6vtitW8bswNrKlSuFf9566y2cPXsWOXPmxNdff233Ad6+fRv9+/dHlSpV0KtXLzRu3BibNm1KT8vr1KkTfvrpJ3zzzTeoUaMGfvnlF6xYsQKNGze2+1iIvEGj50tY/JjYxGT8/oPvFes3ZA2JMOvCMrKW3DNXH7frxXFA7qkYM/MgTt+4i+ijV9Gkw3J0a7LCpn3q4pOxfKcu07LlOxMdflEfWEzcTCewqDjt3hHOSi7oa4UUddoYvJlGq0anRuIL1Lp17dsQytlkwfSpy+Js+uxMH7UPwTUi0bbXGgTXiMT0UcZTpr2N7PdmQXSC1e/lzevigsw3GRgRato+SLh84Wbr/w08WZXK4k7zm/8Slw4gIu81cFwDJBzrjY0LOyDhWG+LSwp4C7MDa1nt2rULoaGheO2119C+fXucO3cOI0ZI8oJtEB4ejrNnz+Lx48e4evUqZsyYgYIFC2baJiIiAmfOnMHDhw9x+PBhdOzY0e7jIPIWsot1U977cIudR+IZ3hlcR7i8fFXfuxNjC41Wjfc7VjVanqYHTh0WTze0VFj9Jbj9yDjLZ1mMzqbMtZOxN4X14ew1bhlZxo8zjz1RMFRpOVlu0qyWRstUADr3Nv68eBJZMN2Wz7wuPjm9JphhX0Mm7PT6wIYsqKOH9e9lEcm5QBEnBu49iUarRj8H/4Z5kn8fi+v+bTp0xes/j0RkTKNVo03PSj6ZqWZgcWDt+PHjCAsLQ7NmzVCpUiWcOnUKEydORKFC4jsXROReZCfopiQ/TPXJrDXZFJyolWfxVb/tdplq6CuGf93Q6EJbBdilDoMuPhnrDlySru/62lqr922oH5GRM+pHOGL6l6XKS4J7GgaW7UajVWPayND0Y8xPBUwdGerxJ6carRpDwsX1Oa2tDeaqILerabRqDLXzeymbksvPttzwrxu65LfAHXXsUVm43JZgLxGRJzM7sHbx4kX07t0btWrVQvbs2XH06FHMmTMHpUuXduT4iMjONFo12tQuZdVjJ3z7t51H4/6SJNNlxs09hM9m7keTDsvRvv4SJ4+Kstq+LlFx/Y17j5EvxySUKDAd1UvPwmvN/zA7KLpu0RnoM1zMqwCn1I+QTf/61YbpX5ZaMideuPz+HfE0P7LOs2kUEf+fRhHhNdMoWrUvL1xu7fHjqiC3O5BNv9adsPy7QBefjCnLxDfK+NmWYy2h/4SGBaGFtrhwnSc0JSIisjezu4JWrlwZKpUKw4YNwwsvvIAzZ87gzJkzRtt16NDBrgMkIvvTVlUj6vBl4bqCObPj9uMnwnWx55Ohi0/2qZNIc6bOrj9wCcO6R+H7JW2cMCLPdTL2prBY9qnDN20+psyZmng/VY/7qY9x7e5jxF++g8XbziE8VIOlO7pIH2OYepZ13O17VrRpvOZQ6rzW742N2Bjb06HPr4tPxszVJ4yW+6nsk2VImWm0aq/7brV3N0tDYGPIhJ1I0+t9KrAhu8mzevVZ9PooxKJ9ib6LAX62zTFwXAO071kRpw7fROXagT5x7MkM//g5/NVrjdFyBmeJyBeZHVh79OgRAODbb7/Ft99+K9xGpVLh6VPxnHsich8de1TGpMXHhOtmT3oRJ47exJhZB4Trfa2VulJwI6MpS+Mw8LPnfOq9sZS9L7Izkk1ZNGVZjA4D1ibi+TbiLE7R1DN7BQNN0WjVeKFyEew6lWS0LurQVRTKPRW3Hg522PPLLr7f71iNxzmZRdbAwJYLbwY2Mvtj93mLb3jJvosHh7Pbrzm8MQhuDdlx9Ofac2jTs5KTR0NE5FpmTwVNS0sz+YdBNSLPEBoWhPBQjdHykCA1Xu1fHaN/boY2tUsKH7t69VlHD8+tKNW2yYh1RUxzxEW2gax7pTnWLDktXefqqWevtAuWrkt5lIoOzzluGrLsoqlbRDWHPSd5F0cF032xSLJS9nTM+kSL9iX7Lm4dJp66SyQiqwM6ealtnX+JiDyR1V1BicizLd3RBTvWdEWPZhq0DSmFZTPa4KAuIn19y+ZlhY8z3B33JbLaNlmxrogyR2as2dKlMu6EPCDq6po6XSKUO0Ou3X/JYZ9HRwZCyTfwGLIfpcZDSTceWrQvUcdWezWSId8hqwMKWB7sJSLydGZPBc3oypUr2LlzJ27cuIG0tLRM6wYNGmSXgRGR44WGBSE0LEi4ztTdcV/KFJDVtslKdyJZ+n6SYy+yz5+7Y/Vjow5dQeLxFOl6V049MzQbkdVEBBz3eTRcfGe8eOLFN1nCkcF0X6PRqtGpYTms3HPeaN3C5SfxwXcvuGBU5MuUSmUoBd2IiLyRxYG1efPm4d1330WOHDlQuHBhqFT/3fNSqVQMrBF5CaUTphV/nMHsOcdw+sptFMidA0PerYP+X3pHFzsRcxoYAJZnDfgaR11k6+KTMXa2uCaguSrVno8XqxfG6W170fVtrVGgypU1dbp1r6wYWLOmeDmRM8iC6Usjj/MmhBU6dKwgDKwdPn8LMWsTzX5PHdlIhnyHoVTGZEGH2fJVeRwRkW+xeCroZ599htGjR+P27dtITEyETqdL/3Pu3DlHjJGIXMCQKSOyZt9F7DydhBv3/kVC0j0M+CoGpQJmSPeli0/GxgWnFbOC3FnT9kFmTTU8etS4yDz9R+ki2xaiBgMA0KtVcPq/mwrA2L71FPezOe4ffDRlH8pXj0TV4j8hZm2iTeOyF1PHn6OmZytdfBOZQzTlEAB+XHXc50oK2IPSdNCYTcYBNxlOBSV7kZXK0J3g55uIfIvFgbUHDx6ge/fu8PNjeTYib6e14I7jlduP0LLmQqPl00ftQ3CNSLTttQZV6szHruWeV1tHo1Vj6shQoyL2WS2ITuDFogLZRfbM1bZdZMsaDHw+uQnOxkVg48IOOBsXgdE/N0OfNhXN2ufJ6/fQpMNytK/vuOYA5jIcf0pW2hicFOHFN9lKo1Xj9ZYVjJbrwRpM1tBo1dLvsIpVCzt5NETyKZ9bNl9w6jiIiFzN4uhYnz598PvvvztiLETkZjr2qGzR9n8du4YXKs1P/7suPhmDx8ekZxOl6YHvFp73yMy1geMaIOHYsyDN3AkthNvwYlGZRqvG+x2Ni/Gn6W3LglJqMJC1e+AvGzuiWL6cZu97/YFLeLvtWqvHZi8DxzXAjjVdpeuvXjOvDiCRs7VoVU64nDWYrNPlNXFDk/ySqfYizEYle5FlUfJGIxH5GosDa+PHj8f27dvRrFkzDBw4EMOGDcv0h4i8R2hYEKqWLGDRY3afSULLmosAANvXJQpP3ndu8Mw7mYYgjT27s/ma7n20wuW21lkbOK4Btq3ugq/61ce21V0wcJy85t+1uwORw4JfvzkbT2FYtyibxmcPoWFB0myV5xqVtPvz8eKb7KFCNXHmM2swWUdWq/LPteaXY5Fl+TIblSyl0arxBrNSiYisC6xt2rQJ169fx7Fjx3Do0KH0P4cPH3bAEInIldb/Kc+Skfnr2FXErE2U14VSeXauguxEEgACi+Z28mg8i6M6g04ftQ/NOi7Hpz/uR7OOyzF91D7F7R8/HY4CObOZvf/Jy+LwfPBcl9+BD21WRrh83eoEuz8XL77JHhzZDdgXyd7PqcvizP5+UsryJbJUzZpFhMt5o5GIfInFgbVJkyYhMjISJ06cwLZt27B169b0P3/99ZcjxkhELqTRqjHNRH0nkVe6rUZ5SaaCplIhW4flcu8MriNc/uvCE04eiWdxRGdQXXwyhkzIPOV4yISdJi8ybz8aim5NNGY/z76z/6B89UiTQTtHkoWkf3XAtBtefJM9OKobsK+S1aq0dEq9JVm+REREpMziwFrOnDnxwgsvOGIsROSmBo5rgHNxEejfqSoqFsmHoEJ50LFBGRRVqFWV/DAV48bsFq67f8/zMxVkWQOGbD0SO3dcHPz5Zfphq/cp6gqaptebdZG5ZHsXnIuLwMg3a6FuuQLIacav4qDxMS7LXFPsCuiAaTfte1ZE5PjmmDexBRKO9ebFN1nMUd2AfZVGq8aQ8OrCdZYEKy3N8iWy1O49V1w9BCIip7E4sDZ48GBMnz7dEWMhIjem0aox4492OH3jPeiS+2HV3m7Yu7en4mOiDolPqvLm8/xMhSoh8ulwa5acduJIPIsjMq5snbKo0aoxdnYzfDa1GO4+GmxWc4M538VaM1SbabRqdGooLga/evVZuz6XoaPvWyP+QsSIv7Bu0Rm77p98gyzD6sdVtnUD9mW1QooKl+tOmPd+WpvlSyQSWCyPcPkfu8/zmCIin2FxYO3vv//G/PnzUb58eYSFhaFz586Z/hCR77B2mqg3ZKxptGq0qS0uGL9x23knj8ZzOCLjyt5TFq/dHYj8JuqvnUpIsWrf9tDo+RLC5fa8iOGFN9mLRqvG6yxubldJ18VdgM0NrtuS5UuUldLv+kpmphKRj7A4sBYQEIDOnTujadOmCAwMRMGCBTP9ISLfMnBcAyyb0cbs7f1UQKVa3lH8vFv3KsLl8VduczqohFLGlS2FjgeOa4CEY72xcWEHu0xZvPNoKMqqxXfhASBc8m/vDLLsAMB+FzG88CZ7YnFz5zA3uM7GJGRPGq0aL1QWf8ZXrTe/Wy0RkSfLbukD5s6d64hxEJEHe7V/ddSauA9HLt4yue3LdYoiqFqA4wflBE3bBwEjxOvWLDmN0LAgZw7HYzR6vgRW7jHO6lu4/CQ++M76Gp4ardquhfXP/9MPv/8Qh4hh0bj379P05SFBarzaX1zjyBmUjrtV689h2KTGNj+H4cI7Y3CNF95kLVkwmF2UraMUXI9Zn2jye9CQ5Ttkwk6k6fVsTEI2e6VdMHadSjJaHnPqBnTxyTy2iMjrWZyxRkQksnJjJ7O223joBhKPpzh2ME7C6aDWkV0UHj5/y+0y/V7tXx13Hw/Fshlt8NZLFbFsRhsc1EW4dEwarRqdGomz/nb+/yLGHs/BjqBkLxUkHaLLV7XueNLFJ2PjgtM+OzVZaeqduVmA9s7yJd/WJaKqdB2nfBORLzArsNamTRvs3bvX5HZ3797FxIkT8cMPP9g8MCLyLEoX+xml6YHTR7xnOlnL5mWFyzkdVE7ponDh7GPOG4gFXu1fHXOjOro0Uy2jSbNaCpfrAbtN1+SFN9mLPTuDGppqtO21BsE1In2ym6XSlHpL99OmZyUGzMlmz240lhKuW7zkpJNHQ0TkfGYF1l599VV06dIF1apVw8cff4zff/8du3btwsGDB7F582ZMmzYN4eHhKFGiBGJjYxEWFubocRORG5Jd7GfkTTXWAOUpOewOKqbRqlFXI76QOxRvPJWEjGm0agwNFwf58hawX9ddXniTPdirMyibavynQ0fjhhAAcPQov0PJNbSSDNSoQ1d88jNKRL7FrMBanz59cO7cOYwaNQrHjx9H3759ERoaivr16+Oll17C7NmzUbZsWezfvx9Lly5F2bLiDA4i8m4arRr1JAETgw96lvOaGmuAcvYVp4PKde9UWbh8/7lkq0/AfW16WKv25YXL79/x/K675F3s1RmUTTX+I/vtWRCd4DPfgeReOvYQ/64DnA5KRN7P7BprOXPmxOuvv461a9fi1q1buHXrFq5cuYJHjx7h2LFj+O6771C1qnx+PRH5hu+ntlBcX7pCNieNxDk0WjXeEFwwApwOqsTe9Vh8cXpYvgBxZpo9M9aI7KVFK/HURb1wqRi7Wf5H9ttjabCSyF5Cw4JQrWQB4bpTJxnsJSLvZnXzgoIFC6J48eLw9/e353iIyMOFhgWhVplC0vWH9z5y4micY+zUptJ1nA4qphSQtORCG/Dd6WGyulXMWCN3ZI8GBmyqkVnNmkWEy81pYOBrGb7kHC83FQfQ9x+87uSREBE5F7uCEpHdKXUIze5dCWsAlLuD5szJr1mZdwbXES63tFPgd5/s8cnpYcxYI09ir0Awm2r8R1bjM7BobsXH+WKGLzlHgxfEDQw2H73KIC4ReTVe8RGR3SllIxUv5Z0X/bLuoIXUyhc4vuzccfFJtu6EZcXMf1x9QrjO2wNMzFgjT2LPQDCbajwjywI8EntD+hhfzfAl58gn+TxzijIReTsG1ojIIcZObWrUBU4FoELt7K4YjsPJMgfYoU1ONuVzy+YLZu9j+7pE6TpvDzA5I2ON08XIXhgItj/Zezp5aZz0M8sGEORIVULk9Q7NmaJMROSpGFgjIofQaNWYOjI0vdC0nwqYMuIFBJTKGm7zDrIObQs3s0ObjD262t28/kC4XAV4fUFz2UX10sjjdtk/p4uRPXHqsv0pBTFWSr4H2ACCHEmjVaNTQ3Gdtd17rjh5NEREzsPAGhE5zLNaOBH/r4UTgfe/qOfqITmMRqtGv47GnS7T9GAmgIQ9utpt2SrObnupTkmvnyZWJSTQKCsUAGauPm5zMJfTxcjeHB0I9kUarRota5QQrrt6TXzTgQ0gyNE6dBSXAlm5+zx/Q4jIa5kVWCtUqBDUarVZf4iIMvKlWjjd+2iFy5mRIWdrV7uow+I74NWren/2hUarxvsOCuZyuhjZmywQ/OMq2wPBvuzdd2sJlz/XSNxQB2ADCHIsWTa6HrzRSETey6xiR1OmTHHwMIiIPJ9SMf7QsCDnDsZDWNvVDlCur9aheyVrh+RRuvfRCps32BrMNUwXyxhc43QxsoVGq8brLStgwZazmZYbMlR94eaLI8iKxeeXTL010GjVfM/JITRaNYaGV8fkZXFG63ijkYi8lVmBtTfffNPR4yAi8niyYvyy5WRdVzsDWX212uUK+Uwg01HBXI1Wja6NNVgWo0tf1rVxEC/EySYtWpUzCqwBln1H6uKTcTL2JqqEBPJ4hLx23Z9rz6FNT9+4wUDup1ZIUWCZ8XLeaCQib2VVjbWzZ8/i008/RY8ePXDjxrOLn40bNyI+Pt6ugyMi8iS2BIl8lazu0hSFrnYGRSTZbkP71bF5XJ7CUcFcXXwyfs8QVAOA32N0nLJHNpF9R5aval6AjA01jMm+Q6cuM/0dSuQoSZIbX/buDKqLT8aAzusRVPgHBOadirKFfkDZwjPx3hsX0OfldfwMEJHTWBxY2759O2rUqIF9+/bhjz/+wL179wAAR44cwZgxY+w+QCIiT2FLkMhXybramdPAQBaw1Jh5ke4NHBXM3b4u0Sg4pweww8ymEkQiShmWprChhpisdh0b55C3mz5qH8pXj8QPK0/gfPJD/PMgFRdTHuLa3X9x7e5jLNhyFuWrMwBPRM5hcWBtxIgR+OqrrxAdHY0cOf5LP2/RogX27t1r18EREXkSW4JEvkrWGRRQzrrSxSdjiqB+CwDcvyMOcHojR2WriC7UlZYTmUP2md6yWdzdNyM21BDTaNUYEl5duE6pnpUuPhkbF5z2+cAkOYasfurRo0l22b8uPhmDxseYte2g8TE8zonI4SwOrB07dgydOnUyWl60aFHcvOnbJzdE5Ns0WjU6NSwnXGfv6Q/e5J3B4qmbStPDTsbeFF6k+6ngUwX2HZWtUl6SCedL2YBkf7JugQs3J5i88DU01MiIDTWeqRVSVLhclgnIKbXkaLLP+oJo0591c/R7Pcqi7cNar7D5OYmIlFgcWAsICMDVq1eNlh86dAilSpWyy6CIiDxVo+dLCJfv3nPFySPxHNZMD5MV7B4cXt2nCppbm61iypI54pqpvpQNSPan0arRr2NVo+XmBII1WjWmjAiFn+pZdM1PpcKUEY196vMuI6tntXq1caMITqklZ5Blo9sjg18Xn4yow5adU8VfuY2YtbY9LxGREosDa927d8fHH3+Ma9euQaVSIS0tDbt27cLw4cPRq1cvR4yRiMhjyKY//LH7PC9cJCy5KDQ4KwnGyTI3vJml2Sqm6OKTMXP1CaPlvpYNSI7RvY9WuNycQPDAcQ2QcKw3Ni7sgIRjvTFwXAN7D88jyX53Vgp+dzillpylZs0iwuW2ZvB/0HeLVY/75MPtNj0vEZESiwNr48aNQ5UqVVCmTBncu3cP1apVQ5MmTdCoUSN8+umnjhgjEZHHkE1/AFhnTcaaYCRrgP3H3t3XZNNs3+9YjdlBZDNbGhgAzzJh2vSsxGMxA9nvjh7GmYCi6eMqMGhOzmNLBr8uPhkrd5+36rExp5J4g5OIHMbiwFqOHDkwe/ZsnD17FuvWrcPChQtx8uRJLFiwANmyZXPEGImIPIZGq0ab2uJp8adO8oROxJpgJGuAmWbtxYtsmm23iGq2DIcIgP0DwfTsd2eoA6aEE9nCkkxKc62INM6mNmhTpyQ2LuyAxVNbSbfhDU4ichSLA2s7d+4EAJQtWxZt27ZFeHg4KlasaPeBGdy9exdDhgxBuXLlkDt3bjRq1Aj79+8Xbvvee+9BpVJhypQpDhsPEZEpWklw59/HaU4eiWewpjOorBumL9YAs/fFC99bciTZ8RpYNLeTR+JdzJ0SLspIFWW2EdnKkkxKc61anyBd9+OCNmjTsxK6vF8N1UvkE27DAD4ROYrFgbUWLVpAo9Fg1KhROH78uCPGlMnbb7+N6OhoLFiwAMeOHUPr1q3x4osv4vLly5m2W7lyJfbu3YuSJUs6fExEREoavCDOWHuuEb+fZCztDCrLqvLF7Ax7X7zwvSVHqiDJNlXqAkymmZsJyO6q5Cz2zqTUxSdj16kk4boujcplmh7+Ymghi/dPRGQLiwNrV65cwQcffIDt27ejevXqqF27Nr799ltcunTJ7oN7+PAhVqxYgW+++QZNmjRBcHAwPv/8cwQHB2PmzJnp212+fBkDBw7EokWL4O/vb/dxEBFZIp/khHH75gtOHonnkNVd+mX6YeFyZlX9x94XL3xvyZFkx9fSSMffrPVm5mYCsrsqOZM9m+tsX5coXfftrJZm7YMd2onIUbJb+oDAwEAMGDAAAwYMgE6nw2+//Yb58+dj5MiRaNKkCf766y+7De7Jkyd4+vQpcuXKlWl57ty506ekpqWl4Y033sCHH34IrVbcaSqrx48f4/Hjx+l/v3PnDgAgNTUVqampdhq96xhegze8FvIuvnJsBtcsBBWMpzH+uOo4Bh+pj6BqAS4YlXt7+lQ8TfbX6AR8eiTJ6D3bt8P4Zo6fSoUK1QtZdXx5+rFZvVYgsMx4eUL8TTzfRpxBKSM6flWA1e8t2cbTj82sZN+PP/D70SZBFQsKlx8+cAOvZTl23hsbgjbdyuP0kZuoVCsQQdUCLD6+vO24JMe4fu2+cPnq1QnoMbSGRfu6IdlX50ZlUbpS/kzHZP6C4rrff+w+jzOCcwoiR+N3pmey5N/L4sBaRhqNBiNGjECtWrXw2WefYft2+7Yxzp8/Pxo2bIgvv/wSVatWRbFixbB48WLs2bMHwcHBAICJEycie/bsGDRokNn7HT9+PMaOHWu0/M8//0SePOI7fp4oOjra1UMgEvKFY7Pjc8Ww6u/rmZbpASz4YTvqtmNmbVbZAmTV1Izfs5TLenw5x7jOyrthpXE8cTeOJ1o/Dk89No8deSRcvmxpHNRVLwvXyaRcFv9b7N61C8cTfbHvqnvw1GNT5KXagYgSTFOeOe4vNH0tl+ARZMrpfU+Fy6f+HofazR4hoJTgs1sQOJ542ie/M8k57t0XX5T+sfsCfpu9XnxcSly9Iv6dK1dGjw0bNmRaVqG2/BKX52HkSvzO9CwPHojLLIhYHVjbtWsXFi1ahOXLl+PRo0fo2LEjxo8fb+3upBYsWICIiAiUKlUK2bJlQ0hICHr06IGDBw/i4MGDmDp1KmJjY6FSmf/FPHLkSAwbNiz973fu3EGZMmXQunVrFChQwO6vwdlSU1MRHR2NVq1acWosuRVfOjb/iT9iFFgDnt2QaNu2pgtG5P42/7EOC7ecNVqe9T3btCgBaXrjwFq7LjXRum2wVc/t6cfmP/FHgGUXjZZvOnwT04LaWXR3fvCrm4TFzQPzVbb6/SXrefqxKbJj8RZhYM0vW0G0bWvelC7KrFpQCj765pzRcj2AtDul0fadWpmWJx5PwalDN1G5TqBV2TveeFyS/VULSsGXsxOF60THpZJT2/YCMP6dK1GyJNq2fT7974Zjs2eL8lj0l/Fngudh5Ar8zvRMhpmN5rA4sDZy5EgsWbIEV65cQatWrTB16lR07NjRYZleFSpUwPbt23H//n3cuXMHJUqUQLdu3VC+fHnExMTgxo0bKFu2bPr2T58+xQcffIApU6YgMTFRuM+cOXMiZ86cRsv9/f296kD3ttdD3sMXjs2KNcSFoIOrF/b6126tvoPrCANrWd+zgoXF3QMLFMpt83vrqcdm847lgU+2GS3XAzgbdwsVaxUxaz+6+GT8tPqk0XI/FVCtbjGPfG+8hacemyLPh5YGlsYZLU+5neo1r9HZKtYqgjdaVsACwXeon59fpvd1+qh9GDIhBmn6Z5/tKSNCMXBcA6ue15uOS7K/irWKoFPDcli557zRuuSbjy06dooVzytdLtrP2/1rCQNrPA8jV+J3pmex5N/K4uYFO3bswIcffojLly9j3bp16NGjh1OmT+bNmxclSpTArVu3sGnTJnTs2BFvvPEGjh49isOHD6f/KVmyJD788ENs2rTJ4WMiIpKxtBg/yd+zrEWOWVzfmL0aGJyMvWmUrQYA73esxuLmZDeyBi9zN56CLt7youb0jDndlXXxyelBNQBI0wNDJuzk+04O0+j5EnbZz/lzxpkjKgCh7YKE2587eUu4nOdhROQIFgfWdu3ahX79+iEw0DltuTdt2oSoqCjodDpER0ejefPmqFKlCnr37o3ChQujevXqmf74+/ujePHiqFy5slPGR0QkIqsY9mt0Ai9gJGTvWdblVUICkXXyvwpA5drO+V1yV/boviZ6bwHgg6+eFywlso7sOEvTA6cEU0TJPObcnDgZezM9qGaQptfzfSens6RDpy4+GZ/POmC0fEzfehbf9FnA8zAicgCLA2vAs7pnL7zwAkqWLInz55+l9k6ZMgWrV6+26+AA4Pbt2+jfvz+qVKmCXr16oXHjxti0aRNTKInIrTVtHyRdF7M+0Wnj8CQVqolPjo/E3nDySDyTuYFJS7FdAdmbRqvGEDtkWFJmss/6ls0X0v+/Skgg/LJ8qP1UKp+/MUGOE1hMPLPpj93nzQ5wbV+XKDy+gyrIa2OHtisnXK4HA/hEZH8WB9ZmzpyJYcOGoW3btkhJScHTp8+6EAUEBGDKlCn2Hh/Cw8Nx9uxZPH78GFevXsWMGTNQsKC4pTgAJCYmYsiQIXYfBxGRJTRaNdrULiVct3iJcQ0rkk/xnLI0LtPJt2i6Ik+U7ROY5HtLzmKPDEvKTHZDJ2OGjkarxpQRofD7f9MvP5UKU0Y05lRvchilG40rI4+btY+b18Wd+W7eeCh9TFC1ALuUSCAiMofFgbXp06dj9uzZ+OSTT5AtW7b05fXq1cOxY8fsOjgiIk+mrSq+UIk6dIXTEASqhIgzJvTInOWXL0B8QuzrJ8rmBiaVMJuFnMVRGZa+TKNV442WFYyWZ/0OHTiuARKO9cbGhR2QcKy31Y0LiMyh0arxQmVxA51V642bC4gUkWS9FSkqbmZkwAA+ETmLxYE1nU6HOnWMi6PmzJkT9+/ft8ugiIi8Qcce8lqPnA5qTHZRCGS+2GbzAjFzA5NKNFo1ujbWZFrWtXEQs1nI7mQZluUlNyTIPDVrigMYSRkye3TxyTgZexOVawfys01O8Uq7YOHymFM3zLrxI8u81pj4vkiSZLolKWS6ERFZw+LAmkajweHDh42WR0VFoWrVqvYYExGRVwgNC0LtcgHCdTypEzOnq93+ncYFj5lV9Swo1qmhuKaMucebLj4Zy3fqMi1bvjORGZZkd7IA+VIzp4aRmKyeVeD/M3umj9qH4BqRaNtrDYJrRGL6qH3OHB75qC4R8mtEUzd+dPHJmLIsTrjO1A01U58HIiJ7sTiwNmzYMPTv3x9Lly6FXq/H33//ja+//hojR47ERx995IgxEhF5rJ6dqwiXW9INy5fIutr9Mv0wgGcn2GNnG3cGG/1OXWZeAGj0fAmbHs+OgeQsss6gP646zkCuDZRqLerikzFkQkz6ZzxNDwyZsJPvNzmcLTd+RLU/AcBPZbobOJsiEZGzWBxYe/vttzFx4kR8+umnePDgAV577TXMnDkTU6dORffu3R0xRiIir2NJNyxfIquvZCi+LQr8AECDJiUdOi5PYevdeVGwQwXTFy9EltJo1XjdjHpgZBmlWovb1yUycE4uI7vxY+pGo6yu6uDw6iZvqNmj9igRkTksDqwBQM+ePXHmzBncu3cP165dw6VLl9CnTx97j42IyOPJAh3AfxePuvhkbFxwmid5kHcPM3SmZOBHGe/Okydp0UqcwcIGBtZTqrWYfOMBm5OQy8jOh0zdaDwryWSXNSbIyB61R4mIzGFVYM0gT548KFrU9JcaEZGvUmozn3TjIevdZKHRqjE0vLpwna93/TSHrXfnRVNuDEFNIntjAwP7U2oCU7hYHjYnIZdROh9SCnKJpowrLc/I3KZIRES2ym7ORnXq1IFKZc7XFxAbG2vTgIiIvImhrsjKPeeN1v28IA5nk+4a1btp37OiT1/o1AopCiwzXq47kYx7Kf9KAz++/J4ZmLo7b+o9qhISCD8VMk0XY0YLOYqspqLuRDJCw4KcOxgv8s7gOliw5azR8jx5c0ibk/D7kxzNEOQSHZtKQa7ykgC8qY6gBrLPAwP4RGRPZgXWXnnlFQcPg4jIe3XoWEEYWDtz467RMkO9G1++yEm6/kC8/MZDhLYLggqZT8I5FfQ/SoFcczqDarRqdG2swbKY/y6+mdFCjiK7mGYmiW1kAcu/d1+R1ljjZ5ycwZoglywT21RHUAMG8InIGcwKrI0ZM8bR4yAi8lpN2wcBI8zbltlB8josR48moTOqOnk0nqfR8yWEgbXde67gAxOP1cUnM6OFnIZTQR1DdnMiR04/3pggl7ImyBW97pxwubnlIWSB+i2bL6DXRyFm7YOIyBSbaqwREZFpGq0a2hIFTW7np1JhyojGPh/AkNVhWRCdgO3rElkDzARrC0QDEHZdZddAchRZJsrSyONOHol3kX0HnDx1y8kjIcpMFvSd/OMh4XJdfDKmLIsTrjM3Y03pnMJRTaN08cmYPzEW8ybGsjEVkY9gYI2IyAnGfNJQcX2lYvmRcKw3Bo5r4KQRuS9ZsWF2tTOPtQWiAWD/zitGy/j+kqOIuvwCwI+rjvNi1Aay74A/dp/njQlyKVnQ9/D5W4hZm2i0XNRQBwD8VOZnWiqdUziiM+j0UftQvnok3hrxF3qP+Avlq7MxFZEvYGCNiMgJXu1fHeUD80nXn75+F5fO3XHiiNxbzZpFhMv1KhW72plgqLMmolRnTRefjLGzDxgtH/1OXb6/5BAarRqvO/GC11codUIUYcdlchbFGz+bjEsY5AsQH5uDw6tb9LskO6cwp/aoJXTxyRg0PsZo+aDxMbxZQOTlGFgjInKSs0nvITCP/AJmzZLTThyNe5Pd1QYgrQFG/2n0fAnh8t17jDPSDETTQAGgQZOS9hoWkZEWrcRBYDYwsI3sfRUxd0odka00WjX6tKkoXFexamGjZbLp4q3Dylv0vLJzisCiuS3ajykf9N0iXff50B12fS4ici8WBdZSU1NRoUIFnDhxwlHjISLyakn3ByFXNvG6uatOOncwbkxW1FyvB2uAmcGaOmuyzABms5AjsYGBY8je16xTbznVm5yty2viJkT5Bb9B9vpdkn0ejsTesGg/SnTxyVi52zjrzuBXB9Z0IyLXsyiw5u/vj0ePHjlqLEREPqF/eA3h8n8e/Iu326118mjck6xz2LTIw6yxZgZr6qzt23ZZuPzv7eLlRPag1CWQrCd7X7N2BGXDHHI2WbDsz7XG3T9lGWuWZlnK9jNlaZzdgl3b1yWa3KZp6BK7PBcRuR+Lp4L2798fEydOxJMnTxwxHiIir9exR2XpujkbTvGOJuTTwC6mPETvlyvDT/UsusZOqmLW1FmLitYJl1+7et9u4yLKSvZZ37L5glPH4W3MnUrbvqd4Wh6Ro1gS5IpeZxxsAyzPWKsSIr75Zs96jmtWnzW5zcVbD/D7D+Iup0Tk2SwOrO3fvx9//PEHypYti5deegmdO3fO9IeIiJSFhgWhaskC0vUrI487cTTuSSnjat/ha4gc3xzzJrZgJ1UFsjprIrr4ZGw5dk24rkP3SvYaEpER2Wd9AadN2UTpO9SAHUHJFcwNcunikzF5mTgIZWnGmlJDD3vUc9TFJ2PlHvk00IyGfLLNDs9IRO7G4sBaQEAAunTpgpdeegklS5ZEwYIFM/0hIiLT1v/ZVbru6rUHThyJe9Jo1WhTW1w0P+7Kbbw14i9EjPgL6xadcfLIPJ+ogcHJWPHFddNqxRAaFuTgEZEvk13wsjOobczpDMpp9OQK5mZUy6ZWqgCrjtt3BtcRLrdHPUdzpoEaXLn9CDFrzd+eiDxDdksfMHfuXEeMg4jIp2i0agwNry68G8sMoWd+XNgG5atHSten6YEhE3aifc+KnAoqYKqBQcb3rEpIIFQwvnM/d1k7xw2Q6P9atCqHBVuMp1GxM6ht3hlcR/i+ApxGT67V6PkSwgyv3Xuu4IP//3/WRhsGb7QKtuq4VarnaOsNpAP7rlq0/bvv/onjYX1tek4ici8WZ6wBwJMnT7B582b8/PPPuHv3LgDgypUruHfvnl0HR0Tkzb5f2gbt6pXOtCw8VMMMof9TuqttwI6gctY0MMhIdlFDZG/sDOoYskDC8Ndqcho9uZQ5natlHTvfHljbqudMui6eDbDajNpopuyOFZdSyCm50j5x9Q6z1oi8jMWBtfPnz6NGjRro2LEj+vfvj6SkJADAxIkTMXz4cLsPkIjIm63b3x071nTF1/3rY8earli6o4urh+RWTNUJ41QmOaXAZNYLiZOxN42yg1h/iZyFnUEdQxZIOJd4m5lq5FKyYDrw7MaPUn21c1Z+L5gTzLOGLj4Zh87fEq57p2NV6eO+/HSX1c9JRO7H4sDa4MGDUa9ePdy6dQu5c+dOX96pUyds2bLFroMjIvIFoWFBGDWjKTPVBGQnwgCnMplDFpjMeiFhmAqakbV1bIgsJZvyKVqui0/GxgWn2djADLLvz5U2BhKIbCXrDAo8q7OmVLPM2mxqW7O4ZWRj1RTOi2FfNpQ+LvroVX4OibyIxYG1mJgYfPrpp8iRI3Ob46CgIFy+fNluAyMiIpLd1e7cqBynMplBKTDJwvDkLmSf86xTwaaP2ofgGpFo22sNgmtEYvqofc4YnseSBRKYjUquJusMCjyrs3ZTkm0JAKHtgqx6Tkd1BpWNtf9bNU02EeHvMJH3sDiwlpaWhqdPnxotv3TpEvLnz2+XQREREQHyu9ord5vX1t7XKd2hz9h9jVNByZVkn/Opy+LSMzp08ckYMiEGaf8/UA3NS5jxIWdokiOSt0AO4XIiZ1AKOP2x+zxu3XokXNe5UTmbstQd2RlUZuzUptJ1p07y+4vIW1gcWGvdujWmTJmS/neVSoV79+5hzJgxaNu2rT3HRkREPk52V1sP3uk1h1Kdtd17rqT/f5WQQPhlmV/D+nXkLKKpyMCz4JkhuHsy9mZ6UO2/9WxeYkqtkKLC5fu3XXLySIgyUwo4JSU9FC7v2FGe/WUOWT3HX6YftnqfR48mCZcXKfqsZJJGq8YLlYsIt4nZfUW4nIg8j8WBtUmTJmHXrl2oVq0aHj16hNdeey19GujEiRMdMUYiIvJRSoGhjBlXJGdOnTWNVo0pI0LTg2t+KrB+HTmNRqvGEBOZVawDaB1ZA4MPvt/LqbTkUhqtGm1qlxKui94rDvxqbMwsk035/DU6warsV118MhZsMe4qqkLmKauvtAsWPj7m1A1m3RJ5CYsDa6VLl8aRI0fwySefYOjQoahTpw4mTJiAQ4cOoWhR8V0xIiIia8kCQxkzrkjOkjpren3m/xI5iyyzytAZdMG0ozbVQfJVSp//IRNieFFPLqWVBMoS/7kvXH7/jrzpgTmUyiOsjDxu8f5kjQveaBWc6cZUlwh5d9DPh+6w+HmJyP1YHFjbsePZh79nz5745ptv8OOPP+Ltt9+Gv79/+joiIiJ7kV0YZu1sSWJKFxKTfzwE4L/6VYbAhR6sX0XOJcusWr36LHTxyRgz64DROtYBNE3p859xqi2RK3TsUdnsbf1UtmeoKk3LXLX+nMX7k3UobfliWaPnlWXnWZstR0TuxeLAWvPmzZGcbPzhv337Npo3b26XQRERERkoXRiyzpppStNpD5+/hZi1iaxfRS6nFED/fOh26eNYhF+Z0uefU2nJ1ULDglC7XIBZ245+p55dyhM0bSgOcFkzLbO8pKOxaMqqLDsP4LkMkTewOLCm1+uhUhnH5//55x/kzZvXLoMiIiIyYJ0123VQKPi8ZslpNi8gl1MKoO87el26ztapYb5ANp2+k40dFonsoWfnKmZt12tQTbs8X8Uq8mPe0umgZyXNEM6dMF6ulJ3Hcxkiz2d2YK1z587o3LkzVCoV3nrrrfS/d+7cGR07dsRLL72ERo0aOXKsRETko2QXhlMjjzh5JJ5JKWgRd+JmhuYFz6JrfioVmxeQU2m0arzRUhwAfr5mMeFyZlyZR5YNmC+vv5NHQmQ9e2VQK/0eWjoddM1q48YFAHBTECizJDuPiDyP2YG1ggULomDBgtDr9cifP3/63wsWLIjixYujb9++WLhwoSPHSkREPkp2YXjx1gP8/kOck0fjeZSCFlGHrkAXn4yB4xog4VhvbFzYAQnHemPguAZOHiX5uncG1xEu7zOwDsoWMv4OmDoylMFfM8gCCQtY24ncgFKDDQN7ZlBrtGp0aiTOgrdkOqguPhkr95wXritSNLdw+eD3Q4TLjx5NMus5ich9ZTd3w7lz5wIAgoKCMHz4cE77JCIip2naPggYIV63bMlJvNq/ulPH44nGTm2KBdXFd9dj1idCo1Wn/yFyhXOSaVW/TD+M88n98MNn+7Bs+SnUrFYYw75oyGPVTIbA+oItmT//evz32SdyFaXfd+BZ0wJ7Z1BPmtUSK6tHCtetjDyOYZMam9zHyVhxBp0KQGi7IOE62WtdEJ2Az+OT+Vkk8mAW11gbM2YMg2pERORUzzpqlRSuq1wxwLmD8VCsVUfuTi9Z/mt0An74bB/277uKAQNCMH1FO16AWqhmTXEnRH72ydWUOnUCgF72xeCg5zR3Omi+AHHjlCHdqku/n2TZ44YgNxF5LosDawCwfPlyhIeH4/nnn0dISEimP0RERI7w48I2wuV9PuBvj7mqVC4kXL75L/F0FiJnUqp9NOCrGMyPTkD4gCjU1YgzTUhONt0uUDJljciZXmkXLF2nBzBkwk67T1uWPae500FljQtqhRRVfByD3ETeyeLA2rRp09C7d28UK1YMhw4dwnPPPYfChQvj3LlzePnllx0xRiIiImi0akwbGQpD80oVgGmssWSRfx8/FS6POnQFMWsTsXHBadZcIpdRyqrMKDYxmbUVLdS0fRCyNP6FCkATyZQ1ImfqElFVcX2aXm+35gXmPKc52WM3rz8QL2eAjMgnWRxY+/HHHzFr1ixMnz4dOXLkwEcffYTo6GgMGjQIt2/fdsQYiYiIAAADxzXA2bgIbFzYAWfjIlhg30Ide1SWrmvaYTna9lqD4BqRmD5qnxNHRfQfWQfgrJYtOengkXgXjVaNqSND4ff/6Jqfis0fyH1otGr8r737jquy/v8//jwMARFEBBEUBTeSs9wKljMVV6XZcLacaVMsd6XZJ7+WfrLUj+UozdKmZZKFK3PkKnGhuFJzoOJknt8f/jiJHBDwwLmAx/12Ozc97+s61/UCXqwX7/f7dW9w9rno7ml96eXd3PNutkfIquFAVo0L0jF7FCiacl1YO3bsmJo3by5JcnNz0+XLlyVJTz75pJYsWWLb6AAAuE1wqLc6Pl6DXwjzoFVEkGoHeFo9lr6NTZo5f5bdALZUo7r1Zc3I2s3OvwP/f+df/jABY3m0R9Z/+JGkqwlJNr9nTgv5t4vbE6/FazI3A8qucUG6qrWt/+yya/uZPMUCwBhyXVgrX7684uNv/rBdqVIl/f7775KkuLg4mfNjd0kAAGAzD4bfealdfiy7AXIiq9kct3vqxQb5HEnRxB8mYFTZLc00SapZ36fAYln8ZfYzYvdtP2e12cqQ7rXv+Ll15aL1AuGMz//iD1pAIZbrwtoDDzygb7/9VpI0YMAAjRo1Su3atVPv3r3Vo0cPmwcIAABsJ7vloOkcTKYC/SUGSJddA4N0jap4UxgCipjgUG8N6ljd6rGBnWrmy+d8VoX8nUcvaP13R7J8XVYdQXsPrH3He9ZqaP17K51BgcIt14W1OXPm6LXXXpMkDR06VPPnz1dISIgmTZqk2bNn2zzAy5cva+TIkapcubLc3NzUvHlzbd26VZKUnJysV199VXXq1JG7u7sCAgLUt29fnTx50uZxAABQFLSKCFIVH/csjzuYTJoxuiWFC9hFThoYPNq9RgFFA6Agzfuxm+pUKJ1h7J4KXpq3MiJf7pddIX/y6xuzPJbVrLOcLFcNDvXWk22qWj3G2i+g8Mp1Yc3BwUFOTk6W548++qjef/99DR8+XCVK2HZTSUl66qmnFBUVpUWLFunPP/9U+/bt1bZtW/3999+6du2atm/frrFjx2r79u1asWKF9u/fr65du9o8DgAAiopHu1ifFSBJ0d88xN5LsKs77XvUIwezQgAUTrtPPK1lszqqf4fqWjaro/488VS+3Ss41Fsd6wdYPRa1+1SWSzOzmrGW0wYLTz9vfSl7lRD+oAUUVrkurIWFhWncuHFas2aNbty4kR8xWVy/fl3Lly/XtGnTFBYWpmrVqmnChAmqVq2aZs+erdKlSysqKkq9evVSzZo11bRpU82aNUt//PGHjh07lq+xAQBQWFWvlfUP73F72eMF9pXdPmuD8mlJGADjeGToPfp4VTc9MvSefL9X70drZXksq6WZdzNjTZIOx1j/Pjtv5s4cvR6A8Tjd+ZSM2rdvr3Xr1mn69OlKSUnRfffdp9atWys8PFwtWrRQyZI523Q2J1JSUpSamipXV9cM425ubtqwYYPV11y6dEkmk0leXl5ZXjcxMVGJiYmW5wkJCZJuLi1NTk6++8DtLP1tKApvC4oWchNGVdxys0XHQGm09WPffBOrPqPqFGxAyFJxy00p+/z0Ku1crN4XRlUc8xKFQ25zM7uvN/+cvmr1Om7ujlbPd3VzzNF9U1PTrI4viorV67vOKqi21x2vgcKFr5mFU24+XiZzHlt5pqSkaOvWrVq7dq2io6P1yy+/yMHBweaz2Jo3b64SJUros88+k5+fn5YsWaJ+/fqpWrVq2r9/f4Zzb9y4oRYtWqhWrVr69NNPs7zmhAkTNHHixEzjn332mU0LgwAAGNWH4y9o1S7rnT8/+W81eVUwFXBEwL+yys9RvQMV3sfVyisAIG+y+npTJ8BDkz8on2l82Ywr+iz6VKbxd16tourNrBfdbnXxb7P6D421eiyn1wCQ/65du6bHHntMly5dkqenZ7bn5nrGWrrDhw/rzz//1K5du7R79255eHgoLCwsr5fL0qJFizRw4EBVqFBBjo6Oatiwofr06aM//vgjw3nJycnq1auXzGbzHZsoREZG6oUXXrA8T0hIUGBgoNq3b3/Hd1hhkJycrKioKLVr107Ozs72DgewIDdhVMUxN8/v2aVVu6KtHktLqKhOT9cr2IBgVXHMTUmqHXRRNeovyDQ+OPIBZnMYQHHNSxhfXnIzq++Hf568rNKpbdUiopJl7EjMRS2Jzvy1ycEkdevTKsdfn3ZGR2nGFzGZxu9rXE8tOlWy8goUZnzNLJzSVzbmRK4La4899pjWrl2rxMREhYWFKTw8XKNHj1bdunVlMtn+r9tVq1bV2rVrdfXqVSUkJMjf31+9e/dWlSpVLOekF9WOHj2qX3755Y7FMRcXF7m4uGQad3Z2LlKJXtTeHhQd5CaMqjjl5v3dqkivRVs9tmzZAQ0YfV/BBoRsFafclKTq9Xz1fmQrPT9lvcySTJLei2yl6vV87R0ablHc8hKFR25yM7vvh29N/F2re/7bxTN29wWr3TsHd6udq69P9e8tL1kprB2LvaTWfE4VWXzNLFxy87HKdWFt6dKl8vHx0VNPPaUHHnhALVu2LJDlk+7u7nJ3d9eFCxf0008/adq0aZL+LaodPHhQv/76q8qWLZvvsQAAUNgFh3qrTR1/rfkz83KWVTtOKm5PPJvEw66Gv9VEXR6vrv07z6lmfR/yEUC+CA71VnhIOa3deybTsfTuoOlff7LqCNo7l92Kz/5zzfr4meu5ug4AY8h1V9Dz589r3rx5SkpKUmRkpHx8fNS8eXONGTNGq1evtnmAP/30k1atWqW4uDhFRUXp/vvvV61atTRgwAAlJyfr4Ycf1rZt2/Tpp58qNTVVp0+f1unTp5WUlLOuLAAAFFfj32yR5bGsuqEBBSk41FsdH69BUQ1Avrqvvl+Wx15+Zo3l/3fbERRA0ZTrwlqZMmXUtWtXTZ8+XX/88Yd2796tGjVq6J133tGDDz5o8wAvXbqkoUOHqlatWurbt69atmypn376Sc7Ozvr777/17bff6sSJE6pfv778/f0tj99++83msQAAUJS0ighS7QDr2yfs3xdfwNEAAGAf3frUzPLY8t+OKm7Pze+JWc1Yc/e0Pp4VHz/rK7527z6bq+sAMIZcLwU9f/68pRNodHS0YmJi5OXlpYiICIWHh9s8wF69eqlXr15WjwUFBSmPTU0BAICkB8MrK2bJn5nGkxLT7BANAAAFr1VEkOoFltGu4xesHv9qfoxeeLelzWashXcJkkZnHl8UFasJbMUAFDq5nrFWrlw5DR48WCdPntTTTz+tHTt26Ny5c1qxYoWef/75/IgRAADkk6z+St/10RoFHAkAAPbz1Y89sjz2/ie7JUm1Gvro9nZ9Jkk16/vk6l7Bod56sk3VTONmsRUDUBjlesba7t27FRoamh+xAACAAtYqIki9WgVr2fo4y1ivVsFqFRFkv6AAAChgwaHealHTVxv3Z16OeTT+mtZ/d0QVq1jfPiEv6tb1ldYcyjROAwOg8Mn1jDWKagAAFC2fr3tI6759WG8ObaR13z6sz9c9ZO+QAAAocFPeyXpro779ftC+7ed0+0ZEZkn7d57L17gAGFuOZqw1aNBAJtPtk16t2759+10FBAAACl6riCBmqQEAirVWEUGq6uuuQ2evZjp25MI1LV+yXyYpQ3EtL0tBJRoYAEVJjmasde/eXd26dVO3bt3UoUMHHTp0SC4uLmrdurVat24tV1dXHTp0SB06dMjveAEAAAAAyBcf/+/BLI/978f9mWas5VV4lyCr44uiYi1dSAEUDjmasTZ+/HjL/5966imNGDFCkydPznTO8ePHbRsdAAAAAAAFJLtZa9akLwXNbSfP9AYGi27bZy29gQGdQYHCI9d7rH3xxRfq27dvpvEnnnhCy5cvt0lQAAAAAADYQ3az1m7nYMrbUlBJeqBdZavjtpoVB6Bg5Lqw5ubmpo0bN2Ya37hxo1xdXW0SFAAAAAAA9pA+ay0nujernOfZZVVrW39dlRBmqwGFSY6Wgt5q5MiRGjx4sLZv367GjRtLkjZv3qz58+dr7NixNg8QAAAAAICC9PH/HlRY1y/veJ6vd94nlxyOsb6XWtzeeBoKAYVIrgtro0ePVpUqVfTee+9p8eLFkqSQkBB9/PHH6tWrl80DBAAAAACgILWKCFKDoDLaceRCtufVqFEmz/fIasnnmp+Pqe8rDfN8XQAFK9eFNUnq1asXRTQAAAAAQJG1PW6Q3Jze1Y3UrHc96zGwdp6vH94lSBqdeXxRVKwm7ImngQFQSOR6j7V0SUlJOnHihI4dO5bhAQAAAABAUbD6q4eyPDaoU827Kn6ldwa9XXpnUACFQ64LawcPHlSrVq3k5uamypUrKzg4WMHBwQoKClJwcHB+xAgAAAAAQIFrFRGkXq0y/557TwUvzVsZcdfXpzMoUPjleilo//795eTkpO+//17+/v4ymUz5ERcAAAAAAHb3+bqHNOy7I5o9/Q9dSkhS/4F19MjQe2xybTqDAoVfrgtrO3fu1B9//KFatWrlRzwAAAAAABhKq4igfOnUSWdQoPDL9VLQ2rVr69y5c/kRCwAAAAAAxUZWSz5ZCgoUHrkurL399tt65ZVXFB0drfPnzyshISHDAwAAAAAA3FlWS0F3bT9TwJEAyKtcLwVt27atJKlNmzYZxs1ms0wmk1JTU20TGQAAAAAARdiVi0lWx2d8/peGj218V11HARSMXBfWfv311/yIAwAAAACAYqVWQx+r42ZJ61ceobAGFAK5LqyFh4fnRxwAAAAAABQrwaHe6tGssr7adDTTsbNnrtshIgC5levC2rp167I9HhYWludgAAAAAAAoTrp2q2q1sOZTzs0O0QDIrVwX1lq3bp1pzGQyWf7PHmsAAAAAAOQMDQyAwi3XXUEvXLiQ4XHmzBmtWrVKjRo10urVq/MjRgAAAAAAiqTsGhjE7Ykv4GgA5FauZ6yVLl0601i7du1UokQJvfDCC/rjjz9sEhgAAAAAAEUdDQyAwi3XM9ay4ufnp/3799vqcgAAAAAAFHnBod56sk1Vq8fMBRwLgNzL9Yy13bt3Z3huNpt16tQpTZ06VfXr17dVXAAAAAAAFAtPP99Ai9YcyjReJYTZaoDR5bqwVr9+fZlMJpnNGWvnTZs21fz5820WGAAAAAAAxcHhGOt7qcXtjVeriKCCDQZAruS6sBYXF5fhuYODg3x9feXq6mqzoAAAAAAAKC7O/nPN+viZ6wUcCYDcynVhrXLlyvkRBwAAAAAAxZKPX0mr47t3ny3gSADkVp6aF6xdu1YRERGqVq2aqlWrpq5du2r9+vW2jg0AAAAAgCIvvEuQ1fFFUbGK22N9mSgAY8h1YW3x4sVq27atSpYsqREjRmjEiBFyc3NTmzZt9Nlnn+VHjAAAAAAAFFlZdQY1S1q/8kiBxwMg53K9FPTNN9/UtGnTNGrUKMvYiBEjNH36dE2ePFmPPfaYTQMEAAAAAKCoq1vXV7LSGZR91gBjy/WMtcOHDysiIiLTeNeuXTM1NgAAAAAAAHeW1T5rPuXcCjgSALmR68JaYGCg1qxZk2n8559/VmBgoE2CAgAAAACgOKla29vq+K7tZwo4EgC5keuloC+++KJGjBihnTt3qnnz5pKkjRs36pNPPtF7771n8wABAAAAACjqrlxMsjr+3rK/NHxsYwWHWi+8AbCvXBfWBg8erPLly+vdd9/VsmXLJEkhISH6/PPP1a1bN5sHCAAAAABAUVeroY9Mutmw4FZpZmn/znMU1gCDylVhLSUlRW+99ZYGDhyoDRs25FdMAAAAAAAUK8Gh3hrZ6x7937K/Mh1z9yxhh4gA5ESu9lhzcnLStGnTlJKSkl/xAAAAAABQLNVrWM7qeNze+AKOBEBO5bp5QZs2bbR27dr8iAUAAAAAgGLr9mWgdxoHYH+53mPtwQcf1OjRo/Xnn3/q3nvvlbu7e4bjXbt2tVlwAAAAAAAUF3QGBQqfXBfWhgwZIkmaPn16pmMmk0mpqal3HxUAAAAAAMUMnUGBwifXS0HT0tKyfFBUAwAAAAAgb9I7g94uvTMoAOPJdWGtoF2+fFkjR45U5cqV5ebmpubNm2vr1q2W42azWePGjZO/v7/c3NzUtm1bHTx40I4RAwAAAACQe+mdQa2hMyhgTDleCnr9+nWtWbNGXbp0kSRFRkYqMTHRctzR0VGTJ0+Wq6urTQN86qmn9Ndff2nRokUKCAjQ4sWL1bZtW8XExKhChQqaNm2a3n//fS1YsEDBwcEaO3asOnTooJiYGJvHAgAAAABAfqrXsJy0LPN43N54tYoIKvB4AGQvx4W1BQsWaOXKlZbC2qxZsxQaGio3NzdJ0r59+xQQEKBRo0bZLLjr169r+fLl+uabbxQWFiZJmjBhgr777jvNnj1bkydP1owZM/T666+rW7dukqSFCxfKz89PX3/9tR599FGr101MTMxQFExISJAkJScnKzk52Wbx20v621AU3hYULeQmjIrchFGRmzAi8hJGVVRyMzU1LYtxc6F/24qjopKXxU1uPl45Lqx9+umneuWVVzKMffbZZ6pSpYokafHixfrvf/9r08JaSkqKUlNTM808c3Nz04YNGxQXF6fTp0+rbdu2lmOlS5dWkyZNtGnTpiwLa1OmTNHEiRMzja9evVolS5a0Wfz2FhUVZe8QAKvITRgVuQmjIjdhROQljKqw5+aVJOt7l19OPKoffjhRwNHAVgp7XhY3165dy/G5OS6sxcbGqk6dOpbnrq6ucnD4d4u2xo0ba+jQoTm+cU54eHioWbNmmjx5skJCQuTn56clS5Zo06ZNqlatmk6fPi1J8vPzy/A6Pz8/yzFrIiMj9cILL1ieJyQkKDAwUO3bt5enp6dN3wZ7SE5OVlRUlNq1aydnZ2d7hwNYkJswKnITRkVuwojISxhVUcnNRXt2STqcadzDtZI6dapX8AHhrhSVvCxu0lc25kSOC2sXL17MsHzy7NmzGY6npaVlOG4rixYt0sCBA1WhQgU5OjqqYcOG6tOnj/744488X9PFxUUuLi6Zxp2dnYtUohe1twdFB7kJoyI3YVTkJoyIvIRRFfbcdHC03mMw+pcTGjD6vgKOBrZS2POyuMnNxyrHXUErVqyov/76K8vju3fvVsWKFXN845yqWrWq1q5dqytXruj48ePasmWLkpOTVaVKFZUvX16S9M8//2R4zT///GM5BgAAAABAYRHeJcjq+KKoWMXtiS/YYADcUY4La506ddK4ceN048aNTMeuX7+uiRMnqnPnzjYN7lbu7u7y9/fXhQsX9NNPP6lbt24KDg5W+fLltWbNGst5CQkJ2rx5s5o1a5ZvsQAAAAAAkB+CQ731ZJuqmcbNktavPFLg8QDIXo6Xgo4ZM0bLli1TzZo1NWzYMNWoUUOStH//fs2aNUspKSkaM2aMzQP86aefZDabVbNmTcXGxurll19WrVq1NGDAAJlMJo0cOVJvvPGGqlevruDgYI0dO1YBAQHq3r27zWMBAAAAACC/PdCushatOZRp3GyHWABkL8eFNT8/P/32228aPHiwRo8eLbP55qe0yWRSu3bt9MEHH2RqImALly5dUmRkpE6cOCFvb2899NBDevPNNy3rXV955RVdvXpVzzzzjC5evKiWLVtq1apVmTqJAgAAAABQGFSt7W11vEqI9XEA9pPjwpokBQcHa9WqVYqPj1dsbKwkqVq1avL2zr9P7l69eqlXr15ZHjeZTJo0aZImTZqUbzEAAAAAAFBQDsdY30stbm+8WkUEFWwwALKV4z3WbuXt7a3GjRurcePG+VpUAwAAAACguMlqyeean48VaBwA7ixPhTUAAAAAAJA/7N0ZdP13R/TGkLVa/92RfL8XUNhRWAMAAAAAwEDs2Rm0d9hyhXX9UmNnb1VY1y/VO2x5vt4PKOworAEAAAAAYDAPtKtsdTw/O4Ou/+6Ilq2PyzC2bH0cM9eAbFBYAwAAAADAYOzRGXTtj0etjq//yfo4AAprAAAAAAAYTladQefN3Jlv96wZWtbqePUQ6+MAKKwBAAAAAGA4WS35zM8GBtFR1memeXiVyJf7AUUBhTUAAAAAAAwmq86gZkn7d56z+f3i9sRr9jd7M407mKSa9X1sfj+gqKCwBgAAAACAwQSHemtUr3usHnP3tP0Msn3bz1mdJTe4W20Fh+bfvm5AYUdhDQAAAAAAA6rXsJzV8bi9tl8KWiqL5Z69B9a2+b2AooTCGgAAAAAABpTVPmtZjd+NKxeTrI5fTbA+DuAmCmsAAAAAABhQ1drWl2BWCbH90sysZqzlx7JToCihsAYAAAAAgAEdjrG+5HPezJ02vxcz1oC8obAGAAAAAIABZbXkc1FUrOL22HafNWasAXlDYQ0AAAAAAAMK7xJkddwsaf/Ocza9FzPWgLyhsAYAAAAAgAEFh3prVK97rB6z9UyyrRtOZhpzMJlUs76PTe8DFDUU1gAAAAAAMKh6DctZHY/ba7uloHF74jVx7rZM4+OevlfBobZvlAAUJRTWAAAAAAAwqLP/XLM+fua6ze6xb/s5pVnZ0K1JWIDN7gEUVRTWAAAAAAAwKB+/klbHd+8+a7N71GroI9NtYyaJZaBADlBYAwAAAADAoLJqYJAfnUEB5B6FNQAAAAAADCo41FtPtqmaadwsaf3KIza5x77t53T7StD86DwKFEUU1gAAAAAAMLAH2lW2Om5lW7Q8qdXQRw63rQWlIyiQMxTWAAAAAAAwsKq1rXfmrBJim46dwaHeerhlcIaxh1sG0REUyAEKawAAAAAAGNjhGOt7qcXttc0ea3F74vXlhrgMY19uOMIebkAOUFgDAAAAAMDAzv5zzfr4mes2uf6+7eeUdtu60jSzmT3WgBygsAYAAAAAgIH5+JW0Or5791mbXJ891oC8o7AGAAAAAICBhXcJsjq+KCrWJss12WMNyDsKawAAAAAAGFhwqLeebFM107hZ0vqVR+76+uyxBuQdhTUAAAAAAAyubl1fq+O22GeNPdaAvKOwBgAAAACAwWW1z5pPObe7vjZ7rAF5R2ENAAAAAACDq1rb+n5nu7afuetrB4d6a8boVpbimoNJmjG6JXusATlAYQ0AAAAAAIO7cjHJ6viMz/+y2V5oZnPGfwHcGYU1AAAAAAAMrlZD68sybdHAIG5PvEZOXa/0eppZ0sipG2heAOQAhTUAAAAAAAwuq86gknS3E8xoXgDkHYU1AAAAAAAKgaefb2B1vErI3e2FRvMCIO8orAEAAAAAUAgcjrG+NHPezJ13dd1/mxfcrK45mEw0LwByyMneAQAAAAAAgDvLasnnwqhYTdgTf1eFsC6PV5dnaWfJJIV1DqKoBuQQM9YAAAAAACgEwrsEZXnsbhoYzByzWdXqzFf/0b9o4Ohf9P2nB/N8LaC4obAGAAAAAEAhkB8NDNI7gqY3L0gz0xEUyA0KawAAAAAAFBK2bmBAR1Dg7lBYAwAAAACgkMiqgUHc3rzNMKMjKHB3DF1YS01N1dixYxUcHCw3NzdVrVpVkydPltn8bzn9ypUrGjZsmCpWrCg3NzfVrl1bH374oR2jBgAAAAAgf5z955rV8W++OZSn6/3bEfTmcweT6AgK5IKhu4K+/fbbmj17thYsWKDQ0FBt27ZNAwYMUOnSpTVixAhJ0gsvvKBffvlFixcvVlBQkFavXq0hQ4YoICBAXbt2tfNbAAAAAACA7fj4lbQ6vuK3o4q7i86g6fNXzHndrA0opgxdWPvtt9/UrVs3de7cWZIUFBSkJUuWaMuWLRnO6devn1q3bi1JeuaZZ/TRRx9py5YtWRbWEhMTlZiYaHmekJAgSUpOTlZycrLV16SlpSk5OTnDbDmjSklJkZOTk65cuSInJ0N/iFHMpOfm1atX5ebmJgcHQ0+aRTGS/rU/q+8BgL2QmzAi8hJGVVxys0XHQGm09WPR3x1WxRoeubrekZiLGjl1vaX5gVk3mxd07F1FQbW97iZUqPjkZVGTm4+XoasuzZs315w5c3TgwAHVqFFDu3bt0oYNGzR9+vQM53z77bcaOHCgAgICFB0drQMHDuj//u//srzulClTNHHixEzjq1evVsmSmav/jo6O8vHxkbOzs23esAJQvnx5HT582N5hAJmUL19ehw4dUnJyss6ePau0tDR7hwRYREVF2TsEwCpyE0ZEXsKoikNudm/sp6+3/JNpPO7wEf3ww9+5utaB31KtNi/4Zsl6VW/meDdh4hbFIS+LkmvXrC+5tsZkNvAUrLS0NI0ZM0bTpk2To6OjUlNT9eabbyoyMtJyTmJiop555hktXLhQTk5OcnBw0Ny5c9W3b98sr2ttxlpgYKDOnTsnT0/PDOeazWb9/fffSklJkb+/f6GYYWM2m3X16lW5u7vLZDLd+QVAAUnPTTc3N50+fVpOTk6qUKECeQq7S05OVlRUlNq1a1eo/oiCoo/chBGRlzCq4pSbG787pvsf+irT+K/Le6hFRKVcXetIzEXVarAgQ3HNwWTSvh19mbFmA8UpL4uShIQE+fj46NKlS5nqRLcz9Iy1ZcuW6dNPP9Vnn32m0NBQ7dy5UyNHjlRAQID69esnSZo5c6Z+//13ffvtt6pcubLWrVunoUOHKiAgQG3btrV6XRcXF7m4uGQad3Z2zpToycnJunHjhgICAlSqVCnbv5H5IH3ZKkvtYDTpuenu7q5y5crp5MmTMplMfIOBYVj7PgAYAbkJIyIvYVTFITePHrxkdfzjD/9U655Vc3Wt6vV8NWN0K42cukFpZrMcTCbNGN1S1ev52iJU/H/FIS+Lktx8rAxdWHv55Zc1evRoPfroo5KkOnXq6OjRo5oyZYr69eun69eva8yYMfrqq68s+7DVrVtXO3fu1H/+858sC2u5kZqaKkkqUaLEXV8LwL/SP6dSU1P5BgMAAADkQlbLzhZGxWpCHhoYDH+rieo389O6VUcV1rGyWkUE3XWMQHFh6OlM165dyzTjytHR0bInU3qzgezOsRWWqgG2xecUAAAAkDfhXYKyPLZ+5ZFcX2/mmM1q3e1Lvf7BVrXu9qVmjtmc9+CAYsbQhbWIiAi9+eabWrlypY4cOaKvvvpK06dPV48ePSRJnp6eCg8P18svv6zo6GjFxcXpk08+0cKFCy3nAAAAAABQlASHeqtHs8pWj509cz1X14rbE6+RU9db9lhLM9/sChq3J/5uwwSKBUMvBZ05c6bGjh2rIUOG6MyZMwoICNCzzz6rcePGWc5ZunSpIiMj9fjjjys+Pl6VK1fWm2++qeeee86OkQMAAAAAkH+aN/XXV5uO3vV19m0/Z7Ur6P6d53K9pBQojgxdWPPw8NCMGTM0Y8aMLM8pX768Pv7444ILqohq3bq16tevn+37Oif69++vixcv6uuvv7ZJXLlhq7fBKOz5vjxy5IiCg4O1Y8cO1a9fv8DvDwAAACBvftt0Ui/m4vxaDX3kYFKmrqA16/vYPDagKDL0UlDk3ZAhQ+To6Gh15t7QoUNlMpnUv39/y9iKFSs0efLku77ve++9p08++eSur1MQoqOjZTKZdPHiRbvGceTIEZlMJu3cuTPDeEG9L/v376/u3btnGAsMDNSpU6d0zz335Pv9AQAAAOSej19Jq+Mrfjuaq2WcwaHemjG6lRz+/x7I6V1Bma0G5AyFtQKUfDFZ1w5eVfLF5AK5X2BgoJYuXarr1/9dY3/jxg199tlnqlSpUoZzvb295eHhcdf3LF26tLy8vO76OrDv+9LR0VHly5eXk5OhJ7UCAAAAxZYtGxgMf6uJYv8coB8Xd1XsnwM0/K0mdxccUIxQWCsgl36/qCOTYvX3B8d0ZFKsLv1+Md/v2aBBAwUGBmrFihWWsRUrVqhSpUpq0KBBhnNbt26tkSNHWp5/8MEHql69ulxdXeXn56eHH37YcuzLL79UnTp15ObmprJly6pt27a6evWqpMyzn1q3bq0RI0bolVdekbe3t8qXL68JEyZkuPe+ffvUsmVLubq6qnbt2vr5559lMpmyXQJ59epV9e3bV6VKlZK/v7/efffdTOcsWrRI9913nzw8PFS+fHk99thjOnPmjKSbs8Tuv/9+SVKZMmUyzOBbtWqVWrZsKS8vL5UtW1ZdunTRoUOHsoxFktLS0jRlyhQFBwfLzc1N9erV05dffmk5fuHCBT3++OPy9fWVm5ubqlevblnCHBwcLOnmx8tkMql169ZZvi+HDx+ukSNHqkyZMvLz89PcuXN19epVDRgwQB4eHqpWrZp+/PFHy2tSU1M1aNAgS1w1a9bUe++9Zzk+YcIELViwQN98841MJpNMJpOio6OtzqJbu3atGjduLBcXF/n7+2v06NFKSUnJEN+dPtYAAAAAbMOWDQzSmdPuJiKgeKKwVgCSLybrzLJTUvqadbN0ZtmpApm5NnDgwAx70M2fP18DBgzI9jXbtm3TiBEjNGnSJO3fv1+rVq1SWFiYJOnUqVPq06ePBg4cqL179yo6Olo9e/aU2WzO8noLFiyQu7u7Nm/erGnTpmnSpEmKioqSdLPw0717d5UsWVKbN2/WnDlz9Nprr93x7Xr55Ze1du1affPNN1q9erWio6O1ffv2DOckJydr8uTJ2rVrl77++msdOXLEUjwLDAzU8uXLJUn79+/XqVOnLAWnq1ev6oUXXtC2bdu0Zs0aOTg4qEePHkpLy/q7zJQpU7Rw4UJ9+OGH2rNnj0aNGqUnnnhCa9eulSSNHTtWMTEx+vHHH7V3717Nnj1bPj439yzYsmWLJOnnn3/WqVOnMhRCrb0vfXx8tGXLFg0fPlyDBw/WI488oubNm2v79u1q3769nnzySV27dk3SzYJfxYoV9cUXXygmJkbjxo3TmDFjtGzZMknSSy+9pF69eqljx446deqUTp06pebNm2e6799//61OnTqpUaNG2rVrl2bPnq3//e9/euONNzLFl9XHGgAAAIBtNW/qb3X8t00nc3WdmWM2q1qd+erU91tVqzNfM8dstkV4QLHAOq8CkHw26d+iWjqzlHwuSc5ezvl67yeeeEKRkZE6evRmt5iNGzdq6dKlio6OzvI1x44dk7u7u7p06SIPDw9VrlzZMsPt1KlTSklJUc+ePVW58s2/jtSpUyfbGOrWravx48dLkqpXr65Zs2ZpzZo1ateunaKionTo0CFFR0erfPnykqQ333xT7dq1y/J6V65c0f/+9z8tXrxYbdq0kXSzoFOxYsUM5w0cONDy/ypVquj9999Xo0aNdOXKFZUqVUre3jf3DChXrlyGJZcPPfRQhuvMnz9fvr6+iomJsbrnWGJiot566y39/PPPatasmeV+GzZs0EcffaTw8HAdO3ZMDRo00H333SdJCgoKsrze19dXklS2bFnL+yAr9erV0+uvvy5JioyM1NSpU+Xj46Onn35akjRu3DjNnj1bu3fvVtOmTeXs7KyJEydaXh8cHKxNmzZp2bJl6tWrl0qVKiU3NzclJiZme+8PPvhAgYGBmjVrlkwmk2rVqqWTJ0/q1Vdf1bhx4+TgcLNGn93HGgAAAIBt3WmftZzskxa3J14jp663NC9IM0sjp25Ql8ers88akAPMWCsAzr4lJNNtgybJ2adEvt/b19dXnTt31ieffKKPP/5YnTt3tsyUykq7du1UuXJlValSRU8++aQ+/fRTywyoevXqqU2bNqpTp44eeeQRzZ07VxcuXMj2enXr1s3w3N/f37Ikc//+/QoMDMxQ1GncuHG21zt06JCSkpLUpMm/6/69vb1Vs2bNDOf98ccfioiIUKVKleTh4aHw8HBJNwuH2Tl48KD69OmjKlWqyNPT01IEy+p1sbGxunbtmtq1a6dSpUpZHgsXLrQsIR08eLCWLl2q+vXr65VXXtFvv/2WbQxZufV96ejoqLJly2YobPr5+UmS5f0rSf/973917733ytfXV6VKldKcOXPu+D643d69e9WsWTOZTP8mcosWLXTlyhWdOHHCanxSxo81AAAAANuyxT5r+7afy9ARVJLSzGbt33ku74EBxQiFtQLg7OWscr38/y2umaRyvfzzfbZauoEDB+qTTz7RggULMsziyoqHh4e2b9+uJUuWyN/fX+PGjVO9evV08eJFOTo6KioqSj/++KNq166tmTNnqmbNmoqLi8vyes7OGd9Ok8mU7bJKW7h69ao6dOggT09Pffrpp9q6dau++uorSVJSUlK2r42IiFB8fLzmzp2rzZs3a/Pmzdm+7sqVK5KklStXaufOnZZHTEyMZZ+1Bx98UEePHtWoUaN08uRJtWnTRi+99FKu3y5r78tbx9ILX+nv36VLl+qll17SoEGDtHr1au3cuVMDBgy44/sgr+zxsQYAAACKK1vss1aroY8cbpsI4mAyqWb97CdkALiJwloBKd3US0HjqqnC0EoKGldNpZt6Fdi9O3bsqKSkJCUnJ6tDhw45eo2Tk5Patm2radOmaffu3Tpy5Ih++eUXSTeLJS1atNDEiRO1Y8cOlShRwlK0yq2aNWvq+PHj+ueffyxjW7duzfY1VatWlbOzs6XgJd1sDnDgwAHL83379un8+fOaOnWqWrVqpVq1amWaOVWixM0Zg6mpqZax8+fPa//+/Xr99dfVpk0bhYSE3HFGXu3ateXi4qJjx46pWrVqGR6BgYGW83x9fdWvXz8tXrxYM2bM0Jw5c7KMw1Y2btyo5s2ba8iQIWrQoIGqVauWqRFDiRIl7njvkJAQbdq0KcNeehs3bpSHh0emJbgAAAAACs7d7rMWHOqtGaNbyeH//5HewWTSjNEtWQYK5BB7rBUgZy/nApulditHR0ft3bvX8v87+f7773X48GGFhYWpTJky+uGHH5SWlqaaNWtq8+bNWrNmjdq3b69y5cpp8+bNOnv2rEJCQvIUW7t27VS1alX169dP06ZN0+XLly17iN267PBWpUqV0qBBg/Tyyy+rbNmyKleunF577TXLPl+SVKlSJZUoUUIzZ87Uc889p7/++kuTJ0/OcJ3KlSvLZDLp+++/V6dOneTm5qYyZcqobNmymjNnjvz9/XXs2DGNHj0627fBw8NDL730kkaNGqW0tDS1bNlSly5d0saNG+Xp6al+/fpp3LhxuvfeexUaGqrExER9//33lvdZuXLl5ObmplWrVqlixYpydXVV6dKl8/T+vF316tW1cOFC/fTTTwoODtaiRYu0detWSydS6eZ+bz/99JP279+vsmXLWr33kCFDNGPGDA0fPlzDhg3T/v37NX78eL3wwgsZ3u8AAAAACpYt9lkb/lYTdXm8uvbvPKea9X0oqgG5wG/ExYSnp6c8PT1zdK6Xl5dWrFihBx54QCEhIfrwww+1ZMkShYaGytPTU+vWrVOnTp1Uo0YNvf7663r33Xf14IMP5ikuR0dHff3117py5YoaNWqkp556ytIV1NXVNcvXvfPOO2rVqpUiIiLUtm1btWzZUvfee6/luK+vrz755BN98cUXql27tqZOnar//Oc/Ga5RoUIFTZw4UaNHj5afn5+GDRsmBwcHLV26VH/88YfuuecejRo1Su+8884d347Jkydr7NixmjJlikJCQtSxY0etXLnSUsAqUaKEIiMjVbduXYWFhcnR0VFLly6VdHN24Pvvv6+PPvpIAQEB6tatW67fj1l59tln1bNnT/Xu3VtNmjTR+fPnNWTIkAznPP3006pZs6buu+8++fr6auPGjZmuU6FCBf3www/asmWL6tWrp+eee06DBg2yFEEBAAAA2Ict9lmTbs5c6/h4DYpqQC6ZzLeu7SqmEhISVLp0aV26dClT8enGjRuKi4tTcHBwtoUeI0lLS1NCQoI8PT0L5WyijRs3qmXLloqNjVXVqlXtHQ5s6NbcTEpKKnSfWyi6kpOT9cMPP6hTp06Z9goE7InchBGRlzCq4pybPZt/oa82Hc00/p8Xm+nF/7S44+vj9sRr3/ZzqtWQ2Wq2VpzzsjDLrk50O5aCwu6++uorlSpVStWrV1dsbKyef/55tWjRgqIaAAAAAORA86b+VgtrOTFzzGaNnLpeaWbJwSTNGN1Kw99qYuMIgaKr8E1nQpFz+fJlDR06VLVq1VL//v3VqFEjffPNN/YOCwAAAAAKtTs1MIjbE28pqklSmlkaOXWD4vbEF0B0QNHAjDXYXd++fdW3b197hwEAAAAAhVJeGxjs237OUlRLl2Y2a//OcywJBXKIGWsAAAAAABRi2TUw+Gp+TJbHajX0kYMp45iDyaSa9X1sFBlQ9FFYAwAAAACgEAsO9VaLmr5Wj3298nC2r5sxupUcTDeraw4mk2aMbslsNSAXWAoKAAAAAEAh171zNW3cfzbT+Pr9Z7JdDjr8rSaq38xP61YdVVjHymoVEZTPkQJFCzPWAAAAAAAo5B4aGJLlsfUrj2R5bOaYzQrv+qVe/2Crwrt+qZljNudDdEDRRWENAAAAAIBCLjjUWz2aVbZ67OyZ61bH4/bEa8SU9UrvX2CW9PyU9XQFBXKBwhoAAAAAAEVA86b+VscXf7nP6viLz6zJNGaWtOLjvbYMCyjSKKwBAAAAAFAE+PiVtDq+8+gFrf/uSIaxuD3x+uq3o1bPP33qqq1DA4osCmtF1JAhQ+To6Kjnnnsu07GhQ4fKZDKpf//+BR9YEWIymfT111/bOwwAAAAAkCSFdwnK8ti3Sw9keL72+yNZntv10Ro2iggo+iisFaATJy7r11+P6cSJywVyv8DAQC1dulTXr/+7nv7GjRv67LPPVKlSpQKJIa+SkpLsHQIAAAAAFCrBod7qWD/A6rHr15MlSV/89y81DJqnlyaus3pe/cpl6AwK5AKFtQLyv//9qcqV5+iBB5apcuU5+t///sz3ezZo0ECBgYFasWKFZWzFihWqVKmSGjRoYBlLS0vTlClTFBwcLDc3N9WrV09ffvml5XhqaqoGDRpkOV6zZk299957Ge4VHR2txo0by93dXV5eXmrRooWOHr05rbh///7q3r17hvNHjhyp1q1bW563bt1aw4YN08iRI+Xj46MOHTpIkv766y89+OCDKlWqlPz8/PTkk0/q3LlzGV43fPhwjRw5UmXKlJGfn5/mzp2rq1evasCAAfLw8FC1atX0448/Zrh/Tq47YsQIvfLKK/L29lb58uU1YcIEy/GgoCBJUo8ePWQymSzPAQAAAMCe2txvfRLFf7/aq7Il31evYau04+hFnb+eYvW8zg9Yb4AAwDoKawXgxInLeuaZ1UpLu9lrJS3NrGefXV0gM9cGDhyojz/+2PJ8/vz5GjBgQIZzpkyZooULF+rDDz/Unj17NGrUKD3xxBNau3bt/483TRUrVtQXX3yhmJgYjRs3TmPGjNGyZcskSSkpKerevbvCw8O1e/dubdq0Sc8884xMJlOuYl2wYIFKlCihjRs36sMPP9TFixf1wAMPqEGDBtq2bZtWrVqlf/75R7169cr0Oh8fH23ZskXDhw/X4MGD9cgjj6h58+bavn272rdvryeffFLXrl2TpFxd193dXZs3b9a0adM0adIkRUVFSZK2bt0qSfr444916tQpy3MAAAAAsKes9lmTpPjrd14ZlJiYZstwgCLPyd4BFAcHD16wFNXSpaaaFRt7QRUreuTrvZ944glFRkZaZo9t3LhRS5cuVXR0tCQpMTFRb731ln7++Wc1a9ZMklSlShVt2LBBH330kcLDw+Xs7KyJEydarhkcHKxNmzZp2bJl6tWrlxISEnTp0iV16dJFVatWlSSFhITkOtbq1atr2rRpludvvPGGGjRooLfeessyNn/+fAUGBurAgQOqUePmuv969erp9ddflyRFRkZq6tSp8vHx0dNPPy1JGjdunGbPnq3du3eradOmmjVrVo6uW7duXY0fP94S26xZs7RmzRq1a9dOvr6+kiQvLy+VL18+128rAAAAAOSH8C5B0ui8v5791YDcobBWAKpXLyMHB1OG4pqjo0nVqpXJ93v7+vqqc+fO+uSTT2Q2m9W5c2f5+PhYjsfGxuratWtq165dhtclJSVlWC763//+V/Pnz9exY8d0/fp1JSUlqX79+pIkb29v9e/fXx06dFC7du3Utm1b9erVS/7+1ls9Z+Xee+/N8HzXrl369ddfVapUqUznHjp0KEMBLJ2jo6PKli2rOnXqWMb8/PwkSWfOnMnzdSXJ39/fcg0AAAAAMKKb+6xV0Kqdf+f6taEBpdlfDcglCmsFoGJFD82Z017PPrtaqalmOTqa9NFH7fN9tlq6gQMHatiwYZJuFshudeXKFUnSypUrVaFChQzHXFxcJElLly7VSy+9pHfffVfNmjWTh4eH3nnnHW3evNly7scff6wRI0Zo1apV+vzzz/X6668rKipKTZs2lYODg8zmjDP2kpOTM8Xp7u6eKbaIiAi9/fbbmc69tWjn7Oyc4ZjJZMowlr4kNS0t7a6vm34NAAAAADCq0BDvPBXWvlv9UD5EAxRtFNYKyKBBddShQ5BiYy+oWrUyBVZUk6SOHTsqKSlJJpPJ0hQgXe3ateXi4qJjx44pPDzc6us3btyo5s2ba8iQIZaxQ4cOZTqvQYMGatCggSIjI9WsWTN99tlnatq0qXx9ffXXX39lOHfnzp2ZCle3a9iwoZYvX66goCA5OdkuVW11XWdnZ6WmptosLgAAAACwhW59aurdJblrmPd+ZCsFh3rnU0RA0UXzggJUsaKHWreuVKBFNenm8si9e/cqJiZGjo6OGY55eHjopZde0qhRo7RgwQIdOnRI27dv18yZM7VgwQJJN/cX27Ztm3766ScdOHBAY8eOzbBZf1xcnCIjI7Vp0yYdPXpUq1ev1sGDBy37rD3wwAPatm2bFi5cqIMHD2r8+PGZCm3WDB06VPHx8erTp4+2bt2qQ4cO6aefftKAAQPuqqBlq+sGBQVpzZo1On36tC5cuJDneAAAAADAllpFBKlXq+BszwnwdFVYrXIa1jNEh/8aqOFvNSmg6ICihcJaMeHp6SlPT0+rxyZPnqyxY8dqypQpCgkJUceOHbVy5UoFB9/8Qvzss8+qZ8+e6t27t5o0aaLz589nmL1WsmRJ7du3Tw899JBq1KihZ555RkOHDtWzzz4rSerQoYPGjh2rV155RY0aNdLly5fVt2/fO8YcEBCgjRs3KjU1Ve3bt1edOnU0cuRIeXl5ycEh76lrq+u+++67ioqKUmBgYIb96AAAAADA3j5f95DWffuw2tXNvPe1n4eL/r40TGv39tXM5Z2ZqQbcBZP59s2viqGEhASVLl1aly5dylR8unHjhuLi4hQcHCxXV1c7RZg7aWlpSkhIkKen510VoABbuzU3k5KSCt3nFoqu5ORk/fDDD+rUqdMdl6kDBYnchBGRlzAqcjNrcXvi9e7YTfpz33n1eqimhk5mdlpBIS8Lp+zqRLdjjzUAAAAAAIqw4FBvzVrR2d5hAEUS05kAAAAAAACAPKCwBgAAAAAAAOQBhTUAAAAAAAAgDyis5RA9HgDb4nMKAAAAAFDYUVi7A0dHR0lSUlKSnSMBipb0z6n0zzEAAAAAAAobuoLegZOTk0qWLKmzZ8/K2dlZDg7Gr0WmpaUpKSlJN27cKBTxovhIz81r167p7NmzKlmypJyc+DIEAAAAACic+I32Dkwmk/z9/RUXF6ejR4/aO5wcMZvNun79utzc3GQymewdDmBxa246OjqqUqVK5CgAAAAAoNCisJYDJUqUUPXq1QvNctDk5GStW7dOYWFhcnZ2tnc4gEV6boaHh6tkyZLMqAQAAAAAFGqGLqylpqZqwoQJWrx4sU6fPq2AgAD1799fr7/+eoZZLnv37tWrr76qtWvXKiUlRbVr19by5ctVqVIlm8Xi4OAgV1dXm10vPzk6OiolJUWurq4U1mAo6bnp4uJCUQ0AAAAAUOgZurD29ttva/bs2VqwYIFCQ0O1bds2DRgwQKVLl9aIESMkSYcOHVLLli01aNAgTZw4UZ6entqzZ0+hKYIBAAAAAACgcDJ0Ye23335Tt27d1LlzZ0lSUFCQlixZoi1btljOee2119SpUydNmzbNMla1atUCjxUAAAAAAADFi6ELa82bN9ecOXN04MAB1ahRQ7t27dKGDRs0ffp0STc7DK5cuVKvvPKKOnTooB07dig4OFiRkZHq3r17ltdNTExUYmKi5fmlS5ckSfHx8UpOTs7Xt6kgJCcn69q1azp//jxLQWEo5CaMityEUZGbMCLyEkZFbsKIyMvC6fLly5JuNuC7I7OBpaamml999VWzyWQyOzk5mU0mk/mtt96yHD916pRZkrlkyZLm6dOnm3fs2GGeMmWK2WQymaOjo7O87vjx482SePDgwYMHDx48ePDgwYMHDx48ePCw+jh+/Pgda1cmszkn5Tf7WLp0qV5++WW98847Cg0N1c6dOzVy5EhNnz5d/fr108mTJ1WhQgX16dNHn332meV1Xbt2lbu7u5YsWWL1urfPWEtLS1N8fLzKli2boSlCYZWQkKDAwEAdP35cnp6e9g4HsCA3YVTkJoyK3IQRkZcwKnITRkReFk5ms1mXL19WQEDAHRvvGXop6Msvv6zRo0fr0UcflSTVqVNHR48e1ZQpU9SvXz/5+PjIyclJtWvXzvC6kJAQbdiwIcvruri4yMXFJcOYl5eXzeO3N09PTz5xYUjkJoyK3IRRkZswIvISRkVuwojIy8KndOnSOTov+7KbnV27di1TZdDR0VFpaWmSpBIlSqhRo0bav39/hnMOHDigypUrF1icAAAAAAAAKH4MPWMtIiJCb775pipVqqTQ0FDt2LFD06dP18CBAy3nvPzyy+rdu7fCwsJ0//33a9WqVfruu+8UHR1tv8ABAAAAAABQ5Bm6sDZz5kyNHTtWQ4YM0ZkzZxQQEKBnn31W48aNs5zTo0cPffjhh5oyZYpGjBihmjVravny5WrZsqUdI7cvFxcXjR8/PtNyV8DeyE0YFbkJoyI3YUTkJYyK3IQRkZdFn6GbFwAAAAAAAABGZeg91gAAAAAAAACjorAGAAAAAAAA5AGFNQAAAAAAACAPKKwBAAAAAAAAeUBhDQAAAAAAAMgDCmsAAAAAAABAHlBYA2Aoqamp9g4ByCAtLc3eIQDZMpvN9g4BAADcBX7eLNworAEwhNOnT0uSHB0dKa7BMA4dOqRZs2bp7Nmz9g4FyCAhIUEXLlzQ6dOnZTKZ+IEchnB7kZeiLwBk79y5c5IkBwcHfgcqxCisFSOxsbF666231K9fP82bN09Hjhyxd0iApJvFi4CAAHXq1EkSxTUYw+7du9WkSRMdPXrU8kMPxQsYwZ49e9SlSxe1adNGdevW1erVq+XgwI90sK/9+/dr/Pjx6t+/v+bNm6d9+/ZR9IUhxMXF6cMPP9QLL7ygqKgoy/d0wN4OHDigKlWq6JlnnpHE70CFGT+FFRN//fWXmjdvrl27dungwYOaM2eO3n77bV29etXeoQE6c+aMKlasqNjYWHXs2FHSzW8s/DAOezl16pR69uypfv366d1331VISIgkKTEx0c6Robjbt2+fwsPD1bRpU7388svq0aOHhg0bpoSEBEnMEIJ9xMTEqEmTJoqJidHBgwc1b948tWvXTmvWrJGDgwN5Cbv5888/1bJlS3377bf6/vvvNXz4cM2fP19paWnkJewuJiZGbm5u+vPPP/Xss89K4negworCWjFw/Phx9e7dW4MGDdLnn3+u3377Tf3799fq1at16dIle4eHYs5sNstkMqlUqVKaOHGi4uLi1LlzZ0k3p0SfPHnSzhGiONq9e7f8/Pz07rvvKi0tTSNGjFCXLl0UHh6uRYsW6caNG/YOEcVQSkqKpkyZos6dO2vatGnq06ePHnnkEdWpU0epqak6ceKETCaTvcNEMZOamqopU6aoS5cu+vLLL7Vx40Z9+OGH6tChgzp06KCVK1cycw12cfToUT300EPq37+/vvnmGx04cEA9evTQ3LlzlZSUxNdL2J2Li4u8vLzUvXt3bdq0Sc8995ykm78DXblyxc7RITcorBVxZrNZv/76q2rUqKHnnnvO8kPNoEGDJN2skgP2ZDKZVLduXdWuXVvh4eF6++23deDAAfXs2VMDBw7UnDlzdO3aNXuHiWLm/PnzcnJykiS1bt1aBw8eVL169dSkSRP169dPU6dOlcTsIBSslJQUxcXFqUqVKpaxDRs26Ndff1VYWJjuueceTZw4kZmVKFBpaWk6fvy4AgMDLWP169fXlClT9Mwzz+jhhx/W77//znJlFKjU1FR98803atCggYYPH27Jv5EjRyopKUkHDx60c4SAVKdOHd1777166qmnNGDAAG3atEkvvviiBg4cqE8//VTJycn2DhE55GTvAJC/TCaTfHx81LFjR1WuXFnSzV8Ek5OTlZiYqIsXL9o3QEA3pzwfPnxYO3bsUPfu3VW6dGn17NlTly5d0q5du1SyZEmlpKRYCh1AfvP29taWLVu0cOFC+fr6avbs2SpXrpwkqXHjxurXr5/atWunFi1a2DlSFCeurq5q0KCB3n33Xfn6+iomJkbz58/X/PnzVatWLcXExOiJJ55Q3bp11aNHD3uHi2LC2dlZ99xzj9auXasLFy6oTJkykiRfX19FRkbqzJkzmjx5spYsWSJPT087R4viwtHRUaVLl1aLFi1Uvnx5y7jJZFJCQoLOnz9vx+iAm7y9vbVnzx4dP35czz77rEqVKqXIyEjFx8dr1KhRcnZ2VmpqqhwdHe0dKu6APx0VYekbH3bq1MmyZvvWZXfly5dXiRIlLOcvXLhQBw4csEusKF5uXQ5iNpvl4uKiunXrWv4qM3fuXDk4OCgwMFDjxo2TJIpqyHe35mX79u3VvXt3TZgwQXv37pW7u7tSU1OVlpamJ598UvXr19eWLVvsGC2Kk1tz8/nnn1ffvn21adMmbdq0SZMmTdKjjz6q+vXr67HHHlPz5s21evVqO0aL4igsLEw3btzQxx9/rMuXL1vGAwMDFRERoZ07d7L9CApcv379NGLECEn/zjD39PRU+fLlVbJkSct53377rY4fP26XGFF8JScny8XFReXLl9eVK1dUsmRJrVmzRsnJyapWrZrmzZsnSRTVCgkKa0VQ+iw0R0dHpaSkZDh2614Ct24m+9prr2nYsGHsNYB8lZ6bDg4Oll8U03MuNDRUO3fu1BNPPKFff/1VP/zwg2bPnq1169apd+/e9goZxYC1vHRwcFDPnj3l5eWluLg4HTp0SI6OjpZzSpUqZZmVAeSXW3Mz/Y9lVapU0axZszR37lw5OTlZZmKkpqYqJSVFLi4uCg4OtlfIKAZOnjyp77//XitWrNC2bdskSb169VLTpk01d+5cLV68WPHx8ZbzGzVqpJIlS2YouAH5wVpuSje/Pqb/vOng4CAHBwfL8zFjxujZZ59lawfkq1tzc/v27ZJuzvZ1dHTUvffeq9jYWPXt21fr1q3Td999p+eff14rVqzQiy++aOfIkVNMASli9u7dq86dO+uJJ57QpEmT5OTkpLS0tEz7Wty4cUPnz5+X2WzW22+/renTp2vDhg2qXr26nSJHUXd7bqYXKNJz09vbW6+++qqqVaumlStXqmHDhkpMTNSiRYtUo0YNO0ePospaXqYvO37kkUeUmJioN954Q61atdLChQtVqlQpRUdHKy4uTuHh4fYOH0XY7bnp6OiYYTmIq6ur6tSpo6VLl6ply5by8PDQzJkztX//fn300Ud2jh5F1Z9//qnu3bvLx8dHhw8fVlBQkF588UU9+uij+uCDDzRgwADNnj1bBw4c0LBhw1S6dGktWLBADg4O8vPzs3f4KMKs5earr76qhx9+OMOMn2vXruns2bNKTk7WG2+8of/7v//T+vXrValSJTtGj6Isu9yUbjYwGDhwoIKCgvT999+rYcOGqlu3rhwcHNShQwc7R4+cMpkpzxcZx48fV9euXXX16lW5uLjokUcesSyju724lpaWpvDwcF24cEFxcXFau3at7rvvPnuFjiIuu9y89RfF0aNH65FHHtG9995rz3BRTGSXl0lJSZal8hs2bNC8efO0fPlyVapUSU5OTvrkk0/UoEEDe4aPIiyn388//fRTzZ07V5s2bVLDhg118uRJff311+Qm8sWhQ4fUunVrPfbYYxozZoxiY2M1c+ZMOTo66oMPPpCLi4skadKkSfr555+1YcMGNWzYUH///bd++OEH8hL5JrvcnDNnToYZaleuXFFYWJhKly6t33//XRs2bODnTuSb7HLzo48+kpOTk1JSUvT888+rf//+atSokWXrJmuTY2BcFNaKCLPZrHfeeUdr167VyJEjtXHjRn3++efq06eP1QJGSkqKwsPDtXfvXkVHR6tu3br2DB9FWE5y88aNG3J1dbVzpChOcpKXtxbXJCk2NlYeHh5ydnaWt7e3vUJHEZeT3ExOTpazs7Mk6a+//tKWLVvk5eWl++67j1kXyBdJSUmKjIzUiRM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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"estimated_dataframe = GapsFiller(max_gap_lin_interp=5,Corr_min=0.75).fill(cleaned_dataframe)\n",
"estimated_dataframe.columns = dataframe.columns[1:]\n",
"\n",
"plot_dataframes(cleaned_dataframe,estimated_dataframe)"
]
}
],
"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": "3.13.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Owner
- Login: FannyPicou
- Kind: user
- Repositories: 1
- Profile: https://github.com/FannyPicou
Citation (CITATION.cff)
cff-version: 1.1.0 message: "If you use this package, please cite it as below." authors: - family-names: Picourlat given-names: Fanny orcid: https://orcid.org/0000-0002-5283-8935 title: "wt_ts_filler" version: v0.1.0 date-released: 2025-01-18
GitHub Events
Total
- Release event: 2
- Watch event: 1
- Push event: 7
- Create event: 1
Last Year
- Release event: 2
- Watch event: 1
- Push event: 7
- Create event: 1
Packages
- Total packages: 1
-
Total downloads:
- pypi 7 last-month
- Total dependent packages: 0
- Total dependent repositories: 0
- Total versions: 1
- Total maintainers: 1
pypi.org: wt-ts-filler
Cleaner and filler of groundwater level time series, using correlated time series from neighboring wells
- Homepage: https://github.com/FannyPicou/wt_ts_filler
- Documentation: https://wt-ts-filler.readthedocs.io/
- License: MIT License
-
Latest release: 0.1.0
published about 1 year ago
Rankings
Dependent packages count: 9.7%
Average: 32.3%
Dependent repos count: 54.9%
Maintainers (1)
Last synced:
7 months ago
Dependencies
pyproject.toml
pypi
- matplotlib *
- numpy *
- pandas *
- scipy *