Skip to content

Instantly share code, notes, and snippets.

@aaronspring
Created March 21, 2020 11:19
Show Gist options
  • Save aaronspring/dc153a64b8f1c858529b87512c2dfb24 to your computer and use it in GitHub Desktop.
Save aaronspring/dc153a64b8f1c858529b87512c2dfb24 to your computer and use it in GitHub Desktop.
regionmask_salem_example with shapefiles
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 332,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'0.4.0'"
]
},
"execution_count": 332,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import regionmask\n",
"import xarray as xr\n",
"from shapely.geometry import Polygon, shape\n",
"import fiona\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import geopandas\n",
"%matplotlib inline\n",
"regionmask.__version__"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# regionmask"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load file regionmask"
]
},
{
"cell_type": "code",
"execution_count": 389,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/aaron.spring/anaconda3/lib/python3.6/site-packages/xarray/coding/times.py:122: SerializationWarning: Unable to decode time axis into full numpy.datetime64 objects, continuing using dummy cftime.datetime objects instead, reason: dates out of range\n",
" result = decode_cf_datetime(example_value, units, calendar)\n",
"/Users/aaron.spring/anaconda3/lib/python3.6/site-packages/xarray/coding/variables.py:69: SerializationWarning: Unable to decode time axis into full numpy.datetime64 objects, continuing using dummy cftime.datetime objects instead, reason: dates out of range\n",
" return self.func(self.array)\n"
]
}
],
"source": [
"file_origin = '/Users/aaron.spring/mistral_work/'\n",
"results = file_origin+ 'experiments/tmp/'\n",
"ds_reg = xr.open_dataset(results+'control_co2_flux.nc')\n",
"da_reg = ds_reg['co2_flux']\n",
"da_reg['time']=np.arange(da_reg.time.size)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"path = '/Users/aaron.spring/mistral_work/Shapefiles/'\n",
"shp_file_str = path+'World_Oceans/World_Seas.shp'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## create mask from shapefile"
]
},
{
"cell_type": "code",
"execution_count": 401,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>NAME</th>\n",
" <th>ID</th>\n",
" <th>Gazetteer_</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Inner Seas off the West Coast of Scotland</td>\n",
" <td>18</td>\n",
" <td>4283</td>\n",
" <td>POLYGON ((-6.496945454545455 58.08749090909091...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Mediterranean Sea - Western Basin</td>\n",
" <td>28A</td>\n",
" <td>4279</td>\n",
" <td>POLYGON ((12.4308 37.80325454545454, 12.414988...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Mediterranean Sea - Eastern Basin</td>\n",
" <td>28B</td>\n",
" <td>4280</td>\n",
" <td>POLYGON ((23.60853636363636 35.60874545454546,...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Sea of Marmara</td>\n",
" <td>29</td>\n",
" <td>3369</td>\n",
" <td>POLYGON ((26.21790909090909 40.05290909090909,...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Black Sea</td>\n",
" <td>30</td>\n",
" <td>3319</td>\n",
" <td>POLYGON ((29.04846363636364 41.25555454545454,...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" NAME ID Gazetteer_ \\\n",
"0 Inner Seas off the West Coast of Scotland 18 4283 \n",
"1 Mediterranean Sea - Western Basin 28A 4279 \n",
"2 Mediterranean Sea - Eastern Basin 28B 4280 \n",
"3 Sea of Marmara 29 3369 \n",
"4 Black Sea 30 3319 \n",
"\n",
" geometry \n",
"0 POLYGON ((-6.496945454545455 58.08749090909091... \n",
"1 POLYGON ((12.4308 37.80325454545454, 12.414988... \n",
"2 POLYGON ((23.60853636363636 35.60874545454546,... \n",
"3 POLYGON ((26.21790909090909 40.05290909090909,... \n",
"4 POLYGON ((29.04846363636364 41.25555454545454,... "
]
},
"execution_count": 401,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mask = geopandas.read_file(shp_file_str)\n",
"mask.index.size\n",
"mask.head()"
]
},
{
"cell_type": "code",
"execution_count": 402,
"metadata": {},
"outputs": [],
"source": [
"# select oceans\n",
"mask = mask.loc[[24,35,69,70,71,83,84]]"
]
},
{
"cell_type": "code",
"execution_count": 367,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>NAME</th>\n",
" <th>ID</th>\n",
" <th>Gazetteer_</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Arctic Ocean</td>\n",
" <td>17</td>\n",
" <td>1906</td>\n",
" <td>POLYGON ((-114.8483454545455 77.85470909090911...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>North Atlantic Ocean</td>\n",
" <td>23</td>\n",
" <td>1912</td>\n",
" <td>POLYGON ((6.630738929065502 0, 6.6127580086483...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>69</th>\n",
" <td>South Atlantic Ocean</td>\n",
" <td>32</td>\n",
" <td>1914</td>\n",
" <td>POLYGON ((-67.266667 -60, -67.266667 -59.98208...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>70</th>\n",
" <td>Indian Ocean</td>\n",
" <td>45</td>\n",
" <td>1904</td>\n",
" <td>POLYGON ((20 -60, 20 -59.98201571428572, 20 -5...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>71</th>\n",
" <td>North Pacific Ocean</td>\n",
" <td>57</td>\n",
" <td>1908</td>\n",
" <td>(POLYGON ((-106.785 23.62916363636364, -106.77...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>83</th>\n",
" <td>South Pacific Ocean</td>\n",
" <td>61</td>\n",
" <td>1910</td>\n",
" <td>(POLYGON ((146.8897396594648 -60, 146.88967795...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>84</th>\n",
" <td>Southern Ocean</td>\n",
" <td>67</td>\n",
" <td>1907</td>\n",
" <td>POLYGON ((179.9999996676379 -59.99999999999999...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" NAME ID Gazetteer_ \\\n",
"24 Arctic Ocean 17 1906 \n",
"35 North Atlantic Ocean 23 1912 \n",
"69 South Atlantic Ocean 32 1914 \n",
"70 Indian Ocean 45 1904 \n",
"71 North Pacific Ocean 57 1908 \n",
"83 South Pacific Ocean 61 1910 \n",
"84 Southern Ocean 67 1907 \n",
"\n",
" geometry \n",
"24 POLYGON ((-114.8483454545455 77.85470909090911... \n",
"35 POLYGON ((6.630738929065502 0, 6.6127580086483... \n",
"69 POLYGON ((-67.266667 -60, -67.266667 -59.98208... \n",
"70 POLYGON ((20 -60, 20 -59.98201571428572, 20 -5... \n",
"71 (POLYGON ((-106.785 23.62916363636364, -106.77... \n",
"83 (POLYGON ((146.8897396594648 -60, 146.88967795... \n",
"84 POLYGON ((179.9999996676379 -59.99999999999999... "
]
},
"execution_count": 367,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mask"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### prepared for regionmask.Regions_cls"
]
},
{
"cell_type": "code",
"execution_count": 368,
"metadata": {},
"outputs": [],
"source": [
"names = mask.NAME.values"
]
},
{
"cell_type": "code",
"execution_count": 369,
"metadata": {},
"outputs": [],
"source": [
"numbers = np.arange(len(mask.ID))"
]
},
{
"cell_type": "code",
"execution_count": 370,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"24\n",
"35\n",
"69\n",
"70\n",
"71\n",
"83\n",
"84\n"
]
},
{
"data": {
"text/plain": [
"['AO', 'NAO', 'SAO', 'IO', 'NPO', 'SPO', 'SO']"
]
},
"execution_count": 370,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"abbrevs=[]\n",
"for item in mask.T:\n",
" print(item)\n",
" abbrevs.append(\"\".join(word[0] for word in mask.loc[item].NAME.split(' ')))\n",
"abbrevs "
]
},
{
"cell_type": "code",
"execution_count": 371,
"metadata": {},
"outputs": [],
"source": [
"polynoms=mask['geometry'].values"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### regionmask.Regions_cls"
]
},
{
"cell_type": "code",
"execution_count": 404,
"metadata": {},
"outputs": [],
"source": [
"#regionmask.Regions_cls('USmask', numbers, names, abbrevs, [US1_poly, US2_poly])\n",
"ocean_mask = regionmask.Regions_cls('Ocean_masks', numbers, names, abbrevs, polynoms)"
]
},
{
"cell_type": "code",
"execution_count": 405,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/aaron.spring/anaconda3/lib/python3.6/site-packages/numpy/core/_methods.py:32: RuntimeWarning: invalid value encountered in reduce\n",
" return umr_minimum(a, axis, None, out, keepdims, initial)\n"
]
},
{
"data": {
"text/plain": [
"<cartopy.mpl.geoaxes.GeoAxesSubplot at 0x1c51216b38>"
]
},
"execution_count": 405,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ocean_mask.plot()"
]
},
{
"cell_type": "code",
"execution_count": 406,
"metadata": {},
"outputs": [],
"source": [
"mask = ocean_mask.mask(da_reg, wrap_lon=True)"
]
},
{
"cell_type": "code",
"execution_count": 407,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x1c552ce9b0>"
]
},
"execution_count": 407,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"mask.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot a region"
]
},
{
"cell_type": "code",
"execution_count": 408,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/aaron.spring/anaconda3/lib/python3.6/site-packages/xarray/core/nanops.py:161: RuntimeWarning: Mean of empty slice\n",
" return np.nanmean(a, axis=axis, dtype=dtype)\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x1c539df320>"
]
},
"execution_count": 408,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"da_reg.where(mask==6).mean('time').plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Areasum over all regions"
]
},
{
"cell_type": "code",
"execution_count": 435,
"metadata": {},
"outputs": [],
"source": [
"area = xr.open_dataset(file_origin+'experiments/masks/area_reg.nc')['cell_area']\n",
"area['lat'] = da_reg.lat"
]
},
{
"cell_type": "code",
"execution_count": 443,
"metadata": {},
"outputs": [],
"source": [
"#(da_reg * area).isel(time=4).plot()"
]
},
{
"cell_type": "code",
"execution_count": 444,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'PgC/yr')"
]
},
"execution_count": 444,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAEKCAYAAADuEgmxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvDW2N/gAAIABJREFUeJzsXXl4FFX2PdXd1d1JOnvYZJGwGUGSsCMCsok4KiqIqIyIKIwLOIw6iDqjuI646zCjoiguiDgqODKiyPZDNpVFFGSN7ISQQLZOb7X9/qh6r15VV3c6EAjM1Pk+PtLdtbyq6r733XPvPY9TFAU2bNiwYcNGInA09ABs2LBhw8a5A9tp2LBhw4aNhGE7DRs2bNiwkTBsp2HDhg0bNhKG7TRs2LBhw0bCsJ2GDRs2bNhIGLbTsGHDhg0bCcN2GjZs2LBhI2HYTsOGDRs2bCQMV0MPoL6Rk5OjtG7duqGHYcOGDRvnFDZu3FimKEqj2rb7r3MarVu3xoYNGxp6GDZs2LBxToHjuP2JbGfTUzZs2LBhI2HYTsOGDRs2bCQM22nYsGHDho2E8V+X07Bh438NgiDg0KFDCIVCDT0UG+cAvF4vWrRoAZ7nT2p/22nYsHGO49ChQ0hNTUXr1q3BcVxDD8fGWQxFUXD8+HEcOnQIubm5J3UMm56yYeMcRygUQnZ2tu0wbNQKjuOQnZ19SlGp7TRs2PgvgO0wbCSKU/2u2E7DRp2x+/u18JefaOhh2LBhowFgOw0bdULQX41/v/QMFr3ybEMPxcZZhgULFoDjOOzYsaPO+y5cuBC//vorff3oo49i6dKlCe+/bds2DBo0CB06dED79u3x5JNPQlGUOo/DRu2wnYaNOqHyaDEAIFhd3cAjsXG2Yd68eejbty8+/vhjy88lSYq5r9lpPPHEExgyZEhC5w0Ggxg+fDimTZuGXbt2YcuWLVi7di3++c9/1u0CbCQE22nYqBPKjx4BAPiysht4JDbOJvj9fqxZswazZ882OI2VK1di4MCBuPnmm9G5c2cAwPvvv4/8/HwUFBTglltuwdq1a/Hvf/8bf/7zn1FYWIiioiKMGzcOn376KQDgxx9/RJ8+fVBQUICePXui2jRh+eijj3DJJZdg6NChAIDk5GTMnDkTzz77LB3bbbfdhs6dOyM/Px+fffYZAGDJkiW4+OKL0bVrV4waNQp+vx+A6rB69OiBiy66CBMnTqQRy4ABA/Dggw+iZ8+e6NChA7777rvTeEfPXjRYyS3HcS0BvA+gKQAZwCxFUV41bcMBeBXA7wAEAIxTFGXTmR6rDR0VWqSRkpHZwCOxYYXHv9yGX49U1esxO56Xhseu7hR3m4ULF2LYsGHo0KEDsrKysGnTJnTt2hUA8MMPP2Dr1q3Izc3Ftm3b8PTTT2PNmjXIycnBiRMnkJWVheHDh+Oqq67C9ddfbzhuJBLB6NGjMX/+fPTo0QNVVVVISkoybLNt2zZ069bN8F7btm3h9/tRVVWFp59+Gunp6fjll18AAOXl5SgrK8NTTz2FpUuXIiUlBTNmzMBLL72ERx99FJMmTcKjjz4KALjllluwaNEiXH311QAAURTxww8/4KuvvsLjjz9eJwrtvwUNGWmIAO5XFOVCAL0B3MNxXEfTNlcAaK/9mwjg9TM7RBtmkEhDkeUGHomNswnz5s3DjTfeCAC48cYbMW/ePPpZz549aU/A8uXLcf311yMnJwcAkJWVFfe4O3fuRLNmzdCjRw8AQFpaGlwu41xXUZSYFUEcx2Hp0qW455576HuZmZlYv349fv31V1xyySUoLCzEe++9h/37Vb2+FStWoFevXujcuTOWL1+Obdu20X1HjBgBAOjWrRv27dtX6335b0SDRRqKohQDKNb+ruY4bjuA5gB+ZTa7BsD7ihofruc4LoPjuGbavjYaABWa0xAj4QYeiQ0r1BYRnA4cP34cy5cvx9atW8FxHCRJAsdxeO655wAAKSkpdNt4Bt4KiWzfqVMnrFq1yvDeb7/9Bp/Ph9TUVMtjKIqCyy67zODcALXn5e6778aGDRvQsmVLTJ8+3dDT4PF4AABOpxOiKCZ8Hf9NOCtyGhzHtQbQBcD3po+aAzjIvD6kvWejgVCu0VNiJNLAI7FxtuDTTz/F2LFjsX//fuzbtw8HDx5Ebm4uVq9eHbXt4MGD8cknn+D48eMAgBMn1NLt1NTUqFwFAOTl5eHIkSP48ccfAQDV1dVRxnrMmDFYvXo1pYqCwSDuvfdeTJ06FQAwdOhQzJw5k25fXl6O3r17Y82aNdizZw8AIBAIYNeuXdRB5OTkwO/307yKDR0N7jQ4jvMB+AzAFEVRzGSs1RQjqo6O47iJHMdt4DhuQ2lp6ekYpg0AQiSMULX6iISwHWnYUDFv3jxcd911hvdGjhyJjz76KGrbTp064ZFHHsGll16KgoIC3HfffQBUSuv5559Hly5dUFRURLd3u92YP38+Jk+ejIKCAlx22WVR3cxJSUn44osv8NRTT+GCCy5A586d0aNHD0yaNAkA8Je//AXl5eW46KKLUFBQgBUrVqBRo0aYM2cObrrpJuTn56N3797YsWMHMjIyMGHCBHTu3BnXXnstpcVs6OAaspaZ4zgewCIA3yiK8pLF528CWKkoyjzt9U4AA+LRU927d1fsRZhOD4L+avzz9psAAE3atMPv//ZKA4/ovwOyJAEc4HA4T2r/7du348ILL6znUdn4b4bVd4bjuI2KonSvbd8GizS0yqjZALZbOQwN/wYwllPRG0Clnc9oOEgMJWVHGvWHV28ZgQ+m3tvQw7BhIyE0pMrtJQBuAfALx3E/ae89DKAVACiK8gaAr6CW2+6BWnJ7WwOM04YGURD0v+1EeL1BliSUHUxopU0bNhocDVk9tRrWOQt2GwXAPfG2sXHmIAlqpOFN8dmRhg0b/6No8ES4jXMHJNLw+lIh2k7Dho3/SdhOw0bCIJGGJ8UHMRKxBeFs2PgfhO00bCQMMUIiDR8URYb0P9rcdLpgO2Eb5wJsp2EjYUiiTk8BsCmqesa5XFzAcRzuv/9++vqFF17A9OnT63SMlStXYu3atfQ1K1pYG6xk2fft22foFVm5ciWuuuqqOo2JxTPPPGN43adPnzrtP2vWLOTl5SEvLw89e/a0bH48F2A7DRsJQySJcM1pCJGTXzLSRjTCgUBDD+Gk4fF48Pnnn6OsrOyk9hdFMcpp1AVWsuxmp3GqMDuNuox10aJFePPNN7F69Wrs2LEDb7zxBm6++WYcPXq03sZ3pmA7DRsJg/RpeFN8AOxIoz4gM2tMhAM1DTiSU4PL5cLEiRPx8ssvR322f/9+DB48GPn5+Rg8eDAOHDgAQI0k7rvvPgwcOBCjR4/GG2+8gZdffhmFhYVUdnzVqlXo06cP2rRpEzPqiCXLPm3aNHz33XcoLCyMGtcPP/yAPn36oEuXLujTpw927twJAJgzZw5GjBiBYcOGoX379lSKZNq0aQgGgygsLMSYMWMAAD6fjx7vueeeQ+fOnVFQUIBp06ZFjXHGjBl4/vnnqVBj165dceutt+If//gHAGv5d0mS8Oc//xk9evRAfn4+3nzzTXq9gwcPRteuXdG5c2d88cUXAFQneeGFF2LChAno1KkThg4dimAwGPe5nQwask/DxjkGWj2lCdDZZbenDkL5AUCkPiKNxdOAo7+c+nFYNO0MXFH7So333HMP8vPzqaElmDRpEsaOHYtbb70V77zzDu69914sXLgQALBr1y4sXboUTqcT06dPh8/nwwMPPAAAmD17NoqLi+nsfPjw4VHS6UBsWfZnn30WL7zwAhYtWgRApacI8vLysGrVKrhcLixduhQPP/wwXWfjp59+wubNm+HxeHDBBRdg8uTJePbZZzFz5kz89NNPUedfvHgxFi5ciO+//x7JyclUT4uFlXx79+7d8d5778WUf589ezbS09Px448/IhwO0zVDWrZsiQULFiAtLQ1lZWXo3bs3hg8fDgDYvXs35s2bh7feegs33HADPvvsM/z+97+v9dnVBbbTsJEwJMGU07BFC08ZkqAXE5zLkQagypaPHTsWr732mmHNi3Xr1uHzzz8HoK5PwTqVUaNGwemMLZ9y7bXXwuFwoGPHjigpKbHcZt68eZgyZQoAXZadrOVhhUgoiEO/FeGRx5/A7t27wXEcBKZxdfDgwUhPTwcAdOzYEfv370fLli1jHm/p0qW47bbbkJycDKB2uXcCor5rJf8OqItE/fzzzzTCqqysxO7du9GiRQs8/PDDWLVqFRwOBw4fPkzvTW5uLgoLCwGcPvl222nYSBiSKadxLiduzxawkUa9OI0EIoLTiSlTpqBr16647bbY4g2sTDkrm24FIkUOWFeX1SbLboWqslI8/uST6Ne3LxYsWIB9+/ZhwIABludMRAI9Efn2jh07YuPGjRg0aBB9b9OmTejYsWPM/RVFwd///ndcfvnlhvfnzJmD0tJSbNy4ETzPo3Xr1lTE0Tz200FP2TkNGwlDp6dULtemp04d9e40GhhZWVm44YYbMHv2bPpenz59aK5h7ty56Nu3r+W+seTR4yGeLHus47lcPKqqq9E4W40I5syZk9C5eJ43RCQEQ4cOxTvvvIOARi9a0VNTp07Fgw8+SCXhf/rpJ8yZMwd33313TPn3yy+/HK+//jo9565du1BTU4PKyko0btwYPM9jxYoVdPGoMwXbadhIGISe8mgJQDvSOHWwvS7fzpqJBTMeb8DR1A/uv/9+QxXVa6+9hnfffRf5+fn44IMP8Oqrr1rud/XVV2PBggWGRHhtiCfLnp+fD5fLhYKCgqhE+D0TJuCxJ57EJZdcAokpRoiHiRMnIj8/nybCCYYNG4bhw4eje/fuKCwsxAsvvBC17/DhwzF+/Hj06dMHeXl5mDBhAj788EM0a9Yspvz7HXfcgY4dO6Jr167qeuUTJiAUCGDMmDHYsGEDunfvjrlz5yIvLy+h8dcXGlQa/XTAlkY/ffhu3nvY8OUCjH/lTbw9+XZcftcUXDRgSEMP65xG2cH9eO8Bo7za/fMX1ekYtjR63XDiyCFENNqmSW5bcI5zY+5cdnA/XG43Mpo0O+VjnZPS6DbOPUhCBC43D17jTe2S21OH3VV/5iEz69ufS5NmRVGgMGNvKNhOw0bCEAURThcPl+Y0hLOInpJEAdXHT66xrCEhmTjy+phF2ogPhaGjFKXhjXDCUJSzwsnZTsNGwpCECJxuN1xuNwBACJ09HeFbvl2MOfffZWiWOxcgmyINLk75qY36gSzLcGj3WZEb3ggnCjXSaPjx2k7DRsIQIxG4eB4OhxO8NwmR4NlT7VNVWoJIMHjOVXSJWvXUwHET0bRdB7u44DRDkWUosgynS+02OBtm7olCUZSzIjKynYaNhCEJAly8GmV4UlIQqjl7nEbI7wdw7lV0kUijWfsL0Lh1myi66r8R4UCNodT4TILkMxzUaZy8EZZlCZWlJWcuurXpKRvnGiRRgJPnAQDe5BSEzyanUUOcRuJd6qUH9uH1ib8/rbmQY/t+Q7C6KubnxEk4XTxcbs855/SsEKqpiWtIy4uPoHT/vjM3IAYkkex0nnqkEaioQLCqCoGqynoZWzwomsOwIw0b5xTESAROGmn4zqpmtJBfbeKqi9M4snM7ApUVOH7owOkaFj548F7Mnx4tYEdAZtyq03Cfs9IsTz/9NDp16oT8zp3RvUd3rFq5wnI71khbVY6dbnn0FStW4JYJE2mkgTrmCFilW0kUcfWo0TQ/kghOVR7dzmnYOKcgCgJcWqThSTnLIg1CTwmJG93KY6osdfA0zRSFsFooEM8pEcPp5Hm4eDdkSTrnkvnr1q3DokWLsGnTJmzc8CPmvzcH5zVpGmNr3eiF/NER2OmWR6eRxknSU6zTkCUJX/5rfq0SIgSnIo9Ona1NT9mIBUkUEQnVv27MqUASjPQUoYTOBpwMPVVZov5YA1Wx6aNTQTABSQw90nDRqrS6OL6zAcXFxcjJyYHH44EkSsjOykKTxo0AAMuWLUOXLl3QuXNnjB8/HqGg6kh7XDoQx46qInsbNmzAgAEDsG/fvtMuj06chMPpwuYtWzBg8JCTlkeXJRFt8wupQT+d8ui9evXCoCuvxnsfzYOiKA0qj24LFp6lWDDjcez/eXOdu4NPJyQhwiTCfQgHziKnQempxHMCFceI06g4rWPivUkxt6E5DZ6n1J8YicAdZ594mPHDDOw4saP2DeuAvKw8PNjzwZifDx06FE888QQ6dOiAAf37Y9iggRg4aCBCoRDGjRuHZcuWoUOHDhg7dixef/113HytKuNtnuW3bt0ad95552mVR1+86EsAqpNu16Ytliz+CmlZ2Sclj35s32/qdchyvcqjt2nWBBFZNsijr1+3Dod27cTw0Tdi5I03ISczA3Pfm4OmLVqecXl0O9I4S7H/580NPYQoiEKERhqelBSEA4F661A9vONX7P85eq2CRCBEwtT41inSOM30VFCLYDxJcZwGoafYSOMcy2v4fD5s3LgRs2bNQnZWJu784xTMnfcxdu7cidzcXHTo0AEAcOuttxo0pRLl5xOVR7/xxhsB6PLoliDVU04nqqqrMWbsrbjooovwpz/9Cdu2baObEXl0r9dL5dFZKIpCaURFUepVHl0Ih8EJAlwuF5YsWYL3338f3bp1w5XXX4/yigrs2r0bVaXH8PBDDyE/Px9Dhgw5o/LodqRhI2GIgkANmyc5BVAUREJB9e9TxNpPP0Kgohy3vvCPOu9LZvRA4gY35PfTnMzpo6dUZ8QnJcfchq2e4uvBacSLCE4nnE4nBgwYgK6dOqJtq1b418KF6DtwUMztXU4nRFk1uqFamkTrUx6d7M85HHjulVfQv+8l+HLRojrLo7NNmaSy6XTKow8eNBBlB1THldOqNf7x8ks4fuIEfvzhB3i83jMqj25HGjYShiQIcLq0nIYmj15fyfBIoOakS1/Dfp0mS5SeIlEGOO600VNBzZnFo5rYSMNJncaZLbuVZRlBf/VJl5/u3LkTu3fvBgBIkoit27ejxXnnIS8vD/v27cOePXsAAB988AH69esHAGjZojl++mkLAFBKCDj98uiKogAcB47jUFVdjWZN1YR9XeXRDZVfslzv8uh+v98oj65NJIr27oXfX42q6mrkZGcDknTG5dFtp9EA2L56JZa98wb85dFfLDMaUqDsyK4ddA0NQBcsBFR6CkC9JcPDwSDCgRpEgnVf8jRkcBqJzdIrS9VQPqtZ89NOT7m93pjbSKIAh9MJzuGgUdyZbvAL19SgsuQoXWSrrvD7/bj11lvRsWNH9B04GLv27MF9kyfB4/Hg3XffxahRo9C5c2c4HA5MvOMOAMD9907Gw49NR79+/Qwr951ueXRFUUDm85P+MBHTn3zqpOTRx44bR99TFKVe5dEHX3U1Rt96m0EevUev3hhwxZWY+pdHIUYEjLxmOLb8shUXX3LJGZdHt+mpBLD+8/lo07UHGrduUy/H27z4SxTv2YkTRw5h1F+eivqcFQKUJAmuBpBuPn7oAOb99QF0u/IaDBg7AQAgRgS9TyOZRBq1O401n8xFeuMmcWXUBc1ZVB8/juwWsekcK7COK1HDV1NRDgBodH4u9m3ZZLlNyW970Di3bUIllZT2YLYlTX3xZvCSKNKeARevqQef6UhDM5iSKMHlrvv+3bp1w+rV3+HE4cOGscuShMGDB2PzZj0/RyTJL+7dC+tXLkejVq0Nx+rQoQN+/vln+ppEJgR+f/T3jV37m+Dee++lfy9btoz+XVFSjN7d1WR0j27dsGn9OqQ1agwAePLJJwGovSHjGKdAkuiAWgE1Y8YMhGtqUH70CIp+/okm9KdNm2ZZNcXirrvuwl133WX5WY8ePbB27Voc21sEQM0VAWqZ7/RHH8WJwwcBAGlpqZCysrDo00/gSU5GZrPmhuNs3bqV/k0KCuoTDRppcBz3DsdxxziO2xrj8wEcx1VyHPeT9u/RMz1GIRLGmvkfYOvKb+vtmE5ttu6PQccEKnS6RJYaRjq7oqQYAHDiyGEAasQjS6JBRgQAQgk0+K3/bB6+ef2VuNuENWNSfaLuFBWb0xASjDQClRXgOAeymrdEOFBjiKgA4Pjhg/jwoSnY/0vtyXlJFPHmnWOxY/VKy3HFixwkQYBLo/xIFHemE+GKlls4le+aEApRh0F6IKz6TYgDdTicDRJFK7KeO+AcjpPusGYnAvUq7RHrWOz5ZF1OJNEIqT7R0PTUHADDatnmO0VRCrV/T5yBMRkQ0vjQqtJj9XZMWukTw5gEKhmnITZMoxehfOh64KJeGgoAXs1p1EdOQ5FlCFpPSvXx0pMYa90T4TUV5UhKS0NKRiYAPWlNQCirgBaRxEM4UIOainKUHy02HkOLNOKtmSGzkYZbizTOcJ8GMe6n0lQYYZKtvEbHyXIcp+F0QlFkhGr8Z9RJkpwGoEaFJ9thrYAk1E/+GDHHV8vf7H1V/techqIoqwDUTuw3IMgPv+qYdanfyUASVCMSS7SthjFUVrM/URBQfvSI4b3y4sP4z2vP09rxUwW57iTNabBVPkDd6KnaEGGqZ6rL6h5pkCjFyfMJUzs1FeVIychEcno6ACBQaXQaZIGpcAI5FuLwzMae5DTiifOxel6ns+RWUZSYkxRihMwy7XWBEAqB93qR06o1UjLUclNLJ0Sa6xxOKLKCiqPFKDt45pK4iiKD41Szx3HcyUcJbMRUr3pQsSIYxmlo95VzOCBL0hkXMWzoSCMRXMxx3BaO4xZzHNfpTJ+cGM/K0mNxH05FydGEhcuIEZFiGAfWaVjNUhe9MgPv/HGiwRjt/WkTdqz5P3zw4L31oglFxkAMmczIXQCAR6tHrw+lWzb57T8Jeoo0HfJuT8IGN1BZoTmNTPqaBckrRRIoVyROz/w89UgjntMQKZ1DqL/TEWlUlZag7MA+w6p1BOQ9SZKgKDLCgZo6GSJFliGEQ3B7vap0PlmrQjNugapKek1spNEQUBQFnINEGqdOT6kUV31GGszfMVYYlBkplIZYze9sdxqbAJyvKEoBgL8DWGi1EcdxEzmO28Bx3IbS0rrTG/FAqI9IMBC3Umj2vXfg7cl3JHRMSk/FMCYGesoi0ijasB4AIIT0WTU7ww7WQ99BjVbZRR0cUxoKqD8Wp8tVq8Q1+2X/ZcUSFG38Pmob1jCfTNktaTqsi+BfTUU5ktMzKD1VY6pkI+tyCAlIuZDxm89NcxpxZvBsGfPpjDSIpImVgVEkPadRcbQY5cVH6rQuiSSJUBSF0mvEIciyBEWWUVV6jPYYsMa2QcDkNOA49UiDczjqV0TQkLuQrd/XnhfNHVnQgKcTZ7XTUBSlSlEUv/b3VwB4juNyLLabpShKd0VRujdq1Khex8DqB9VGUSViYADdWUiRGE6D6RuQ4uQ0WEdBxPHUfU49eU7KgcWItdMA1KijtvJQlqJYNXcONv7ni6htSKThcLoMUVaikCKC5jQ8CVVPKYqCgEZPpWRqTsN0XkJPJRJpkMov9nkoikKfSTzaRxLjO41woIb2e9QHrJwGmblGgkGEtT6DupTfEqNJHAHHcaoxleRoXr7BIw2dnnKcSk6DoadQj/SUVUQR9T51Grzh9ZnCWe00OI5rymnTAo7jekId7/HTdT5ZkvDFC0+jeM9O+h6bIK1LMnz3D2ux76eNlp8RQ6sosuUDZ42GOdJgKTC2NJddejXe7F8Ih/DDF5/G5LcJ/CfU20xoBXJMB+s0XLU7Ddb4hKqrUGnheEneIDU7mxqtukAUInC53VpOo3Zjpy4CJCI5PQO82wNPckpUz4wQx2koioK1/5qLqjL1+xDRnAN7T1mKKW71lCjCyav3lJQzszTX0rf/if+8Gt3ZXBew3zFLp8F8TmbhdaHIFFlG2/xCaowBwOFwQJaNTkMUIvT16rVrccuEiQCAJcuW49lnn034fPFQWVmJsWPHom3btmjbti3Gjh2LSiZfxdJTOE30lKIoqD5eFjV5UxQFlaUl8aM4Q6TBrmUenQh3xKlSO51o6JLbeQDWAbiA47hDHMfdznHcnRzH3altcj2ArRzHbQHwGoAbldOY9fGXn8CeH9fh4LZf6Huh6mo6KyICd2ZYDenfLz6Dz/72mGUDnxTDuFh9bv5CsIlu1kCys9x4TuP/PngH3300B79t+iHmNgAbaajnkGNFGrXQU2bnVH28NOqaBM0wp2Y3QuQk8jGioPaPJLqIEYkqCDWVkpGJmgrjcyLHiYSinVhlyVGs+3QeFj6n1vXr9BRDF2qGweF0xaenmEjD6XKBczgM34mainLqwE8WbBRqNpKEEyfOwp2UBBfvjhkFW4EckxpjAJzDCUU2JmkjgSDTz6KbnmFDL6u1vyFR3H777WjTpg2KiopQVFSE3Nxc3HGHThur16pHRCctNU4jjWinIYTDqKkoj8otSqKAYFUVLWe3Pmwsekr/k0Ya/P9gpKEoyk2KojRTFIVXFKWFoiizFUV5Q1GUN7TPZyqK0klRlAJFUXorinJyQvsJgjxk9kcWrK6CLysHmc2a45flSyyNJPsjZ/cF1B4FMyRRoPyvJAhY99k8fPHC0/rnbBe26XylrNMIx4o0YhupnWtXAdCTrlYIBwKUapNopEGcBk+3S4SeMs/8FVmOyluQSMOXlY1wMFBnnlnS1vlINKcRMDuNzCzUlBvpqXiRBpGsJ1U/evWUfi/I/l6fr/ZEOK/fU7PjkwThlCXyDZGrKdIwGxze41Ujtjp0pZNjcg4HVq5ciQEDBmD8nXehR9/+uGXsWPo8v/nma3Tt2QvDR9+IL778ku4//7PPMWnSJADAl19+iV69eqFLly4YMmQIFeGbPn06xo8fjwEDBqBNmzZ47bXXosaxZ88ebNy4EX/961/pe48++ig2bNiAoqIiKIqCmW/OQu9+/VFQUIDpTz0FRZFRVFSEYcOGoVu3bujXrx9dxIkdy+DBg7F721bIsoTp06fjrsn3YsSY36OgR0+89c67hnFIpqQ/gcLcp1hQEIOeIiW+HKcnwp0NE2nYHeEMiIYRm5sI+quRlJqGPqNuxoIZj+OX5d+icOjvDPuxxrumvBwZTZuOyDSFAAAgAElEQVTBk5yCcKAmqnZfURRIgoDk9AyIkTBEIYKS34pwbF+RfjzGyJj7NNjIxZjTYDpxYziNkN/PrDsRe0bOymoQ40GcxqnQUwRVpSVIb9yEviaGOTWnEVOJk7g0OKmecrndiCRAbxGKLzlNLbdNychE8W6jnDhx/lYGmyS4FSYXAFhHfp7kFAQqK6DIMsoO7tcqtjKYsQtwamXNAODieZpHAtQJSV2S0kefeQbh7cZrEQWB0pwB3m2Q7SC5F6fLBVmWEXK7IQkiZEmE35sEDoDnwjw0ffjhmOck98GhzeA3b96MNSuWoXF2DoaPHo0fNm5EQefOmPyn+7Bo4QI0y87CpAcf0g/ANNz37dsX69evB8dxePvtt/Hcc8/hxRdfBADs2LEDK1asQHV1NS644ALcdddd4BmH++uvv6KwsNBwfU6nE4WFhdi2bRt27NiBr79dihXfLkHj5i2wf89uKLKCiRP/gDfeeAPt27fH999/j7vvvhvLly83jGXmq6/ixZdewgvPPw8A2LV7N/713ruQXTy69uyFP//lr3CbZGDMVCAx7o54RQAxIw3d4ZBEOJGfOdO9GrbTYEC6m9m+gVB1FZJSU9Gmaw+4k5JQcfQw5j78J7TvdQl6XqPq+rPRhb/iBNKbNKWzZ/PMl/x4iTGRBBFCKGikpBijH5XTYCqrDDkNAz1l7TTYXE08Q2Q4ljZ+vU/DSE/FqgAjsJqxVh4rQUumeJokwlOzsgGoEV9dnIZePeVBefFh7P1pI3ILu8XcnjQuejSZBhJpsEqjZCIgWEQahg70cIg6FisnTjrnJUnC+1MnAwAmz/kEbk35VhIEOJz6PXWZyoYlQYBYiwps7Yiu95ckSdMSUw0d53CA16JIzsEBElQDloiEiikR3rNnT7Rs0RKRYAD5+fk4eOgwUn0+tGrZAm3btEHIX4UxN9+Mf878e9TwDh06hNGjR6O4uBiRSAS5ubn0syuvvBIejwcejweNGzdGSUkJWrRooY8jjlIsx3FYtnQpRo8cgRTtuWdnZaHk0EGsXbsWo0aNotuHtWfHjiUcCqF5s2b0uQ4dMgRerxcpmZnIzs7C0aNH0apVKwA68xDLabDUnNVY9fvKJsJB77F+HA4Op/OMV0/ZToMBaVRjqZ5gdRXVdnHyKv1xtGg3jhbtZpyGMdIQwiH6lM0zemJ8daMRgRAKGSgMSRBoDblZJiBQVQne44UQDhmMixAKwZ2UjEgwEHP2b4gg4tA4Bm6e5jQsnIbLVXukwZzH4XRBliUsf/dN8N4kXHBxXwCq03DyPJK0mX8kEAASW45AO4cAd3IyXDyPqtJj+PxvjxkMsxkk2iJKvb6MTIhCBJFggMq80z4Ny0hDL70+fugg/b4YclXadZPjsZ+tX/AJ+t88DoBKzbHS8i43H5WfEoUIZFlSK3VqgVVEcPzwIUCRIYTDSM3OQUpGJo7t3wtZFJGana3qfTVvSTu5w4EalBcfQVbzFgk5b0XRm80AVZqb0xLhTocTkiTBoUUEiiwDnCOmntfkyZNx3333Yfjw4Vi5ciWmT59OP7OSKw/V+CFLEpLT0tGpUyds3rwZsizT2bwsy9iyZQsuvPBCLFu2TK3sIh3hTidkWUFGRgZdWCnWWL756j94/PEn9AjS7dbUch1wOpwQmIharCXSYOkpWZLAOZj7EaN6iq06o98lBweHw/m/ldM420CMAWsogtXV8Kaq9EEsztxAT1WcMFAk5u3JF4o0x4kaZ80mHkVR0KUYTFFDsLKCCqwZchrhELzaDCpWpEGazazGZXU9nuQUvXpKsshpuBJJhOvnSc3JATQ6ZOX7b9H3I8Eg3EnJ1HjWtTmRVE+RPBEQP5IK1/i1RY/U7VMyVQ/lZ+Ss45Xcsv06ZQf2xU2EezTHJAkROmtnS7fDfj+8PsZp8G6TsrB639menLpClvS8iSzLKl0lElUCzZA5dVNAZsKJlqPSSINxBA6HAwpTPXVh3oU4cPAQ9uzZDY7j8PH8+fr+THK+srISzZurk7T33nuv1nMHqypp9N2uXTt06dIFTz2li4A+9dRT6Nq1K9q1a4fLBg/Gx59+RteX8AeCSE314fxWrfCvf/1LG4uCLVu2RI3lQ22dcUkUtWvSohpyzdo9UOnn2iINjm5bdnC/QY0gXnMfx3E0j6EexwGH0wFZspv7Ggxk+VJRo5sCVZWIBANI0bqGXbzbYNBIWMjSUzXlJ6jT4RyOKONMjKw+A40gEgpCFAVdhEwQ4NZWe5PM9FR1FdJy1F4UQ6QRDlMDJccw5EanUTs95fX54uc0eL7WnhDWAKZm5aDPqDEAgPTGTen7kWAA7qQk6kjrWnarV0/pyf141xeq8cOT4qM/3uwWKq2w/N3X6XhpTqMWeirkr6YVVoZEOLmHKYwj1J4v+X5IogAhHKLPDYhOhBOnay6wSBSKokDWus45B4ea8hMoO7CPfk7oT3b2S6qgEi1HtSrj5UheQbtmX1oann/qSdx4y624auQonH/++cwB9D+nT5+OUaNGoV+/fnQt7XiQJclw/tmzZ2PXrl1o164d2rZti127dmH27NkA1GVphw4ehL6XDkBhYSFeee01OF0uvPn31zB79mwUFBSgU6dOdL1tdizZzEp8siSpY9b6UdTLVLTPROpEZSVW0QFhISKQJQliJISaCo2hYBLe7P0nmlkOlx5t2vTUWQAygyQ5jV3r1wAA2nTrCUBNUrICfVWlpcho0tRIT1WU00gjRUt2syAzR0KdiBFBpTe05SOdLhdkUaTrSrOJcEWWEayqRFojNYnMnlcMh+HTZswxI42qKiSnZyBQWRG3Dl+klT+pUaJ7LD3l4nmDAbUCmXVlt2iFVp0LcPHIm3Bk13bDfYyETi3SINVTbNQTL5IK+/2UmgKAxq3bYOC4P2DFnDdxZOd2tLoon95bWRLVFQuZhGtIK44IVldBjEQoPWWMNLRV1LTzsNEJ2d4sCgmoYn+GSjiTE4t5D0TRMNkgILN9h9OlUp4wGhianOVOJdKQsW+7ulTqgAEDMGDAAPq9eeHZv8FffgIu3o1Bl/bHoEv7w+XxIKdFK5TsLYIiyxg9cgSatGkHALjmmmtwzTXXRJ2D0FTkuRD579ID+wzGNTMzEx9++KH1OBUZk+/8Ax59/HH6Xas8VoJmjXKwePFicByHoL8aVcdKIMuSYSw1FeW06u+Rh6Yh5K+GGImA4zisXPwfZLdoCcA4cYiKNGR9eVhA/74IkQiC1dVwOB3wZamOMqrTXIs0HIZIgwNn01MNC2LIyI9259pVyG7RCjkt1VmR0+02/PjLjxwCYKSJIsEgTYInp2dGRxomekoSBTqb1ctbBfAaf8smwkOBGsiSpNNTpo5wYghjOg1/FZJS06KSrWYIjNOI26eRQPUUqQS6asqDuHjkTep+vNvgtCLBINxeL9zaPUmkAoqFpCXCy4sPM+eNfX2hGj9NghM0v+BCAIAQjqaazAtDhWr8SE7PoD0V9PlFoiMNYpzYPAjZ3pxbAUDzUvTaNEco1JIMLzuwDye07yML6hS0HpCoz0VJrV7i2B6LukUaMtNlrR/DaTg/WQ4A0OkZX2YW3EnJIMulJoLq42W0qZIcn5UKjwedRtPH6vJ41CZEzcBXlhzVojOjITZ3ZLMrALKfk9+Dy+2OcrrsmuKAbjdY+2FWAabvQ6GRBQszDXgmYDsNBnqkEcTxQwdwaPtW5PXpT78YLpPTIGtNCHRWmUITqgCQnJERk56iBjIYoI6BzFJEQaAJSHYWQRLZvqxscJwjymlQ/jwOPaU6DXdc+kak1IqPjt+yIzyB5j7iCNm+EHN/hxgJw6V1ZgMnmdPgzTmN2EY2VGOMNABdlpwYZ8HQA2OkqEJ+P7w+H6WSWJVbs0Eg5yERmdPlonRW2NJpJFH6ipRns+OKBXJes/GgEaLTaVnqKUkiHA5jYvpkIg22sQ/Qy0olhv6iumXauVIyMvXIKEGjp8gSncAQY8/Kk8Td12KhLGr0ZbPkiWzemf4pS6I68wcXda8kLfpQnYY1PUXOI5h+gw6ny6hppRgjDZhyGuo+Rud8JmA7DQZs9dT6z+eD93iRf9kV9HMX7zbQKmSdaWJgknxpECP6zDMlPQOyJBo4RxppaPQUq21FxQEFPRHOGmWS8EtOz4DL7aYLDsmyBEkQak+EV7FOI4FIIzUtfnOfi6d0WyyQiIKdabpMzWNiJAKX2wPe4wXncNQ5p0G0p4bd/Sd0vWI4PWYshC2cBu/VnAahDMIhShGa8xohfzW8vlR6H9nCCT0HQSKNZLoPACRnZOqRhgU95U5KppEWG2XGc4Ls8zY7DXIMQk+pY0pBZrPz1O1lqyihrjkNJcohkcQ6MfAc56DfHUsHpSgI1fhrpeFkWaYzfVZmIxIKGqK5GANVz2noXNfPzzpms8NUFH2mL4sSfW2+VyS/xnGO2DkNLbISIxFD9KdGF0ynucw6Me38LmOkQXJHyhnMa9hOgwFxCCF/NXau/Q75Qy6nDWCASquw1AFVQtW+6N7UVIiRMDV6pInLXHcP6JEGq21F6I1YOQ22Kc3l8USFt16aCI9dPZWI02CPJ4miumqfZUd47Sq3hJ6KijREc6ThBsdx8CQlx4w0ZEmK+kxdJ0KtnvJlZqFj/0HaMWuhp2JEGuw9TclQn1+U06jxw5vCOA3mc/IMxRj0VEpGpp7T0CYpHotIQzUqbId5HKfBUH0xG8pcTmqgnC4X/X4B0R3KnFYSm6jktmJBTzlM9BTHcVRjy5oKU1BdVmpYtdLyXFpEoK4kqY/Pf+JErQt4UYdqyN/oRp9Qk+S1eV/qNCRJDQg4NirT5OW1/Ben0UaGcWuvCR0nS5KhpFmRFSbSMK3ToQCAMacB6Pc5HAgkJK5ZH7CdBgOWelIUGY1btzV8ziZDAf3HKtJII1UzIrGdhmiqnmIrmoghFUUBblJyy8w2SWleclq6wfALYaOBsjLkiqKoCdw0NachhMOoPl6Gtybdjl3rVxu2FSJhOJxOSh2IQuSkVW6t6ClV24ip/IpEaA7HnZyCSKAGh7ZvjRrXmvkfYOZtow25C3J/yPFdHmPEwF7Tb5t+hCLLCAcCNCojIOenE4FImK61Ye7VYOkpQUuE64UNmtOJ6F3qgP7dSsnIhBAOQZFlJtIw5jRkSdLuebQsiRlsTgywdhqc1k9ADLTD6TTO9i1oq7osUKTSU+ZoRaenSG+EdaShOw31X3xHRY2zJBooGUkSmHJYFbIsG+6hVWmwTk8phqg5ipoj1UtOp0q50UhDj1QiwYDaaOrmo3INZsVach0upvdEkSWau+Ac0dVTHBetDuzQIjo111O/y0LEgu00GIRragwPhaxARsBy5gBT2RIJw+F0wZ2UrPZdaM1qxIibtYQAvXqKXfuClrey9JRFTiMpLQ2828NQKer/vNcbJZB3bN9veOPOsTh+cD9kSWJolTBK9hahqrQEX778rGElQEIXEScpCgKT02AkGhJJhBN6ijdqVomimZ7S1h5PTkY4GMD86dPw5ctG5dOD29WKmf+89jyzr7HpkCcRg8lp7Fq3GgtmPI7Du7YDihI7pxEOq7P8cJhGmWxOQxIFCKEgvCk+lSLUDAVZAVAv2Q3D5fHAoRlKQk+lUEcUou+ZcxqAWgzA3ttYsvs/L/sGsiQhKS0NgMUMWTPorIFzuFyG11YdyuaZcjxYOg2SJNZKUwEwTsPBbqgdRKk1oasojBEWJQPtSyJydpJVc+I4jh86SO+JpbAiQ4+JgqAvIBUz0nCpkQa0RLh2LCEUojlOF+9mnIlMr485mO40eJ5ZF0PW7pe2QJSJnmIT7wRsw6fE5NROJ2ynoUESRQjhEHyalAUA+LLMTsMYabA19LzHQ42x2neQbLk+Apl5eyg9VWX4jCxcQxPhjAMIBwNwuT1wunhDPT+hLniPJ6pL++ieXagpP4Eda78DAAM9xYbzZiFE3uMxSHXLogjO4TB8SZ0u3tBfYnlftR8i64ydLt7YzBgOU6PtSU5BefGRqOMAeh6o5Lc9jIMlORMt0oixkBFRij247Wf1WCanwXEcXB6P2mmvHTNJa+o0rG+hUZgen+o0AprTJ93seqShOg1iENicBqA6gXCNH+6kJMO9IdcYMUnLxEqEH929E5zDAW+KOtboMk85yjmQ81EnYkpiaxsnVpGkKJBlGemNGuP++++n77/44ot44bW/a4fSnAZvTISzfyuKjDXr1uP7H36kn40bNw6ffvqpfi7ZmIwmmkvNO+RhyNXDMeCKK3HDDaMR0OhhIRyGLEk0ErNS2CVG/8tFX+Ll116Dy+1G2fET6D9wELp06YLvvvsOv/vd71BRUaElop16IpzTE+FkUuX1pWLxt0vRq29f9B16OQryC7Bw4UKDECEbUXEOh7ZEbiZ1mmykoT8Do0QKfaYmHbH6WEunNthOQwPhykmdNBAdaTgZisWdlKRXO2lGlhjjcCAAT1KyvnynVU4jycppCPSh8x6SCGeSoaEgjUDYnAYxKEShlN2nWls+lUihE3pKjERQzYSzhmohzeBRAywIaoLPZXSaTt5lmDVZQYxEDPcNUGdXZC0RlbsP03MlpaXhxOGDlsdi6cNqrexSNNFfJNwXTXQOKSI49Ksqe2+ONAD1/onhML2f3tQ0wznI9QBqRMO73TQnlUydhk4Z8m4PjbDYnAagJW5r/IYkOADwTKRhVE+2pqfCwYAaSVDZDLOyqi4/QpLVpALHQeQ0rOgpR2JrTRCj5vF48Pnnn6OMWeOdynWYIg1YOI1IOIK133+P73/UnYYZLMUjM/SU1+vF0i//jZWL/wOe5/HGG29okYO2zrvm6IkEvFUi/sorrsA9E++Ay+3B6nVr0aF9e2zevBn9+vXDV199hfS0NC0R7YIiq/kItXpKjdjI5G7PgQOYOnUq/jXvY6xe8g0+/+wzPPDAA9jyszpZIVLqrOItXbSKvq85IwUgzX4k0gCARufnolGr1ob7R1CXxbNOFrbT0OD2JmHEQ48jr08/+h4RmyNgcxqeZB99QISKYKtp+KQkZtbLNH1pMxLe4wXHOQzNcZIgGOq8Oc5h4G1V7jyJfk4MFDk+7/HS5kAC0pBUun8vALUrm9eilKqyUpoQNTcK8m6PYfykq5gFMQLxKCpzYxygU1WiEGGuVzX2vUfcSLdT9bf0GvxwjZ9KflRpy/rqifb4S6aSIoKDv6oUl7XT0CKNiJ6jMh+LzCiJDAnJMyWlEnpKfyaGSIPmNPTkulVCPlakUVNxwnIN+nCgRjVmZjpEgyHSoPSUMdKwpKcSXNWO0iwuFyZOnIiXX36ZPQgA4NDhIxg8eDC6dOuGUbfcisNH1Ehy3LhxmDptGkaOuQVjbrkF78/7GG+8PRuFhYX47js1Ml61ahUu7t0bubm5hqij+vhxy7VqLu7dC3v27IEsSRg74Q+4/Jrr0POSvpg1a5aasHdw+Prrr9G1a1cUFBRg6LBhAFTJkocfexzbduzAkzOexzfffovCwkIEg0G0bt0aZWXHwXEc5s3/BIOuvBoDr/gdJk6aTO8VKS1++ZVX8fDDDyO3jSq02Pr88/HQQw/hpRdfAgDsPXAA14/5Pbr37IXLhl+LvXv3AQBenTkTw64bgT4DBuK5l1+hz+Taa69Dt27dcMmgwXjvw7kA1O9eWno6HnnkERQWFuLKkaNQqjnrukjanyzsjnANLrcbuYXdcHBbdBOSvo2e0/CmpFCDJYTD4D1eutxoJKhFGpb0lJZQ5nk43XxUTkNXk+XhcDkNHG0kFIJbi0B4j4dGKYSeUjl0Y06DXcCnSZv2yGnVWnU4ghppZJ3XAiW/7aYdzIAeaVB6SouAHCanQXMeogAeXsv7KgkRSh0RGI7LaZGVtk3j1m0w/pU3sfrjD7Br/Wp899EcHNm1HTc+/hyCfj+ateuAveUnUFlaQo8P6PSUw+GE0+WKymmQSIMYOZIDMFyPW43e9JJjK6dB5FR4VSdKO0+ydjw20nC53QZ6yulyUWcVCaolombn5aZlvgGDk97y7WJs+XYx7p+/yLB9OBAwlH6uX7gfFSXG9V04zgGXu4RW7Dhd1dpYw6qooOsEnC5jY6AYCUMBwLtLkNPSh343dIi6X4DRSd1zzz3Iz8/H1KlTAei/n2mPPoaxY8fi1ltvxVtvvolpf32USnXs3rMHn7w/B5lNmuHRv/4FvtRUTH/6GQCqJEhxcTG++ORj7Nm7F7eMvwNrlnxtOQ4AEEURS5Z8i6uGD4cYieDlZ/+Gxk2aorqqElfdcCMu698PoUANJkyYgFWrViE3NxelpccgVVXS59qtW3dM/dMfsW3nLsx6e7Z+nVCwY9cuPPfii1gw9wNkZ2UhJOnRgiyok7vtv/6KqVOn6oKJiozu3btjpqboe/eU+zDpDxNw45jfo+TgAWSddx6WLFmCot9+w+LPP4PL48GYceOxZt1a5Hdoj7ffmoVGjZvg4O6dGHr1NRg7/nZkZ2ejpqYGvXv3xtNPP417Jk7Ah/M/wf33TjIUmJwu2JGGCXwcVU82metJ0RfXEcIhzcjykCUJIb/KVdMyTgt6ysmrRse4trdOTzl5Xku6sfRUgI7Pxbut6SmXsQzWf+I4Xbti0G0TaeORGImg6ngpspqr0tJstRGNNIhTiKjVU1GRBp9ApBGJREUaLibSIEaXdciZzZrjvA55ANT8RdnB/VAUBeEaP3Jang/O4aD0FI1U2OospkiAgJWUb3HhRchq3jJqrFQ9mOmIJ9dAoK/P7DJoXZFKObaijtfyT4BKT/HeJCayC1r2i+hNn8FaiwwAlXpRKQ6jBpIBZHVTjot6hnGRSE6DKXtNS0vD2LFj6QJJZEwbNm3CzTffDAAYN3481qxZQ/cZOWKkmieQ9R4GFtdeey0gy8hr1x7HjhmXW07JzEJKRiZCoRCGXD0cw64bgebnnYfbb78dohDB7Pfex4DLh+HKkdfj4MGD2FNUhE0/bUH//v2p5Hp2tkpH66vhufQEvulefLd2HUZcdx3VocrS/mfpPTXvz1RVkTwFOPj9fhQfPYorLrsMiqLA6/EgxefDkiVLsGz5Clw2/BoMHHYFdhcVoeg3Ncf497/PREFBAYZdcy0OHzmC3bt3AwDcbjeuuuoqAED+RRfh0KFDUUoLpwt2pGECyRlYgTUSnpQUukSoyEQagGqgclqeb0lPEYPucvEGJwSQGb3uVJymqCES0qVCXB5dCoQYSN7riVKerT5ehk6XDsbAcROZznaPyplHIkhv3BROl8uY0wiHkZyerudkhAhkUaiVnqo8VoKk1FSDJLlat26ONMh+Ip2psqWHgJ7TCVRWIFxTg3BNDRRZRnJaOnxZ2agsNeY02HyLVR9KoKoSbbr2QGaz5rj4+pujokj1nKqzoXkLj1aNJkTTUw6X0+Doksw5jUgY3tRUZh1nEbzHq1dHBYO0b4YFG2lIpnyHFSIaPUXXsrjyPEMxR8neIiSnpSE1u1HUvhVHixGq8SM1pxFSmIWhAFVOIxIOUe48FswrAU6ZMgVdu3bFbbfdFtUlTsDee59WbkyS2jTtK8sAFLjdbjX35dJpSl9mFhwuF5LT0lXjq+U0ADXX6Ha7sWTRIny3bh2Wf/sNpGAQN94+AcFQEApnnYjXF0hyas7OlBuC2kPBNjHqORt9+dhOnTphw4YN6JiXR4+7adMm5OXl0d4O9nwklzH1gQcw8nfD1M55nocvMwtfLVyIZcuWYd26dagpLcF1N49BiEwQeZ6eP7NpM7iSkpGUmmZXTzUEyI/WbMQA42zWk8zSU3r1FKCW0XqSY9FTbKQRXY3FLnZEuk8JhFBIT4SzJbeGSENPhEeCAUSCAU12RP+huNxqhKMoMtJyGhmS6up4zTmNiEZPWecm1AhJwNuTb8eiV2ZEXZM5Ea47jQg9r8tEYZH7T9bzJt33Hp8PaTmNUUWdhna/2I5zj1FbS5YlBKuq0Di3LQaMvYNWrpnBa/eBdexmB6TLcvDGSCPVSE+JkYgh0gDUCQnrFILVVVE0GRtpWPHTRqkLRW0k5TiwFTfs51blsAR6TiPauJOSW/UcNTGrcsydyFlZWbjhhhtUZVntuD27d8fHH38MAJg7dy769u0bdRxZluFLSYHfXw1FUVB+tBhCKEyPz153UloaLTwwyLE7nbQZ9XjZMWRmZiE5xYfdRUVYv349FFlBz+498H//93/Yu1fN8ZWXl+vHIM6Xi47YFEVB//798Olnn+GEtjTwCa0RkVSfcQ4HHnjgAfztb3/DwcOH4eR57Ny2Fc888wz+eO9kpKb60LzZeVj87bdqo2o4gmAwiMsvvxzvffABarSJ0dHiEpSWlqKquhoZGRlITk7Grj27sWHjJstnQGRgktPSo5z/6YAdaZhAZrjNL+gY9Rkxdk6XSzUwTNKT93ipU1EUWSu5taCnREEtXXU6qUEhXaZSVE7DZZBGj4SC1OjwHr3klshOuJOSDYnwai2fkZptlJhmjV1qTiO158MUabjcbponkITa6akju9QlRg9uU6uT3nvgHlzQp7+2OpyZntKrsshYzU6DNNuRvA3pI/Gm+JDeqDFNaMdqHmSdYKi6GooiG7r7reDyeCCUhQ3SJyT/Q8AKN7JjNkcaYjhMKUv9mvRIo/p4GRRZpgl0dhtwnBppxFiPnvSiCKGgoRvbXNtPKB8uxuJNtNkvTnOfEArREujsFq3oc9HPEV1hdf/992PmzJnUGM94+klMefAhPP/882jUqBHefVdfU5vO9GUJlw0ehAmT7sWyLl3w5CMPaZIh0X0OsVa+U5tNIwgHAxjQtx8++vRz9LrkEuS2bIVevXoBioLGjXIwa9YsjBgxArIso3Hjxpj71puGsZACDAMUBR3z8vDwww9jxM2/h9PpQGFhF8ydN0+//w4HCgsLMWPGDAwfPhyRcBgOjsPTTz6B/M6dUVlyFLP++ZfAj3gAACAASURBVA9MnvInvPDaTLicDiz44t8YOnQotm7diqtGjQagRl/vv/8+Bvbvj3mfL0B+fj7Ob9EcPbrFXo3yTMJ2GiZ4fT6M+uvTaNKmfdRnxAk4eTecvFuvngqF1GY4xogY+zTY9REE3flon3t9qdrSr8achtNplD0WgkzJrVs1jIqiMP0bLkMi3H9cdRosXcFeBwBkNGmmynEzuRVS+cM298lS/Oqp/T+rK59ltzwfweoqlB3cj7L5H+C8DhdGRW2GSINWP1nTUwSVJWqk4U3xISk9gzoTc/UUuT72nrOaXfFAnCfruGNFGg5mESfAmp7iPR7DetW810Ovq1JbiMkcaXAcB7c3KWZOIxIIUKdB5Go4ZqZr6Dwma3fHijQ4Y1WV4TMt0mDHIAlClNMg56hiKruaNGmCQCCAQFUlqkqPoVWr87F8+fKoc8yZMweyJOHYvt8gSxLa5uZi+X++ROPWbVB6YB/69OmDlIwsVBw9AkWRcfTAfvjLT0SNd9+vWyGJIlw8DyEUQiQQgDfJi6+/+Rohvx+Vx0qQ0/J8lB89As7hwBVXXIErrtA15Ur378XokSMw5ia1cu/m0aNx0w368q/79u1D6YF94DgO48aNwxWX9oMiy0jNzjbcP3KfR4wYgREjRkBRFJQd2KfaAc0JtWvXDp9++D7cycmQIhE0Ol/NrUz54x9x8zVXA1ApttTsHBw/dBBfLPgcnuQUlPy2B76sLPgy1XP6GZ2t66+/Htdff33U/T1dsOkpC7S6qMCSwiAzZpfbra7fwHSE8944TsP0w3Npxpb83yS3Ld2OLek0d3dHQiGdPtMMh6R1oJMZLJsHqalUw2jSG6Bfhz7OtJxG0Qv/RIzNfWIkbFk9RUtnRQH7f1ZDZ0kU6FrkLrdHU6C1ToRLgkBr6c3GyOxoSKThSfGpMiSCoDUzEXpKvyaSmyCgml21OQ3NeZLnpT5n40p6pDDBEGlwHNMIqGtXudweGlUCKvXJORzgPV5Kt5lzGoBKUYWDAXrem558ARdfryaSWe0z0ltEZ8gWekfkfSvEK7kl1JIoxta1AvRIw+oYpD8k1tKu7HmsdJpUfSn1frNUm/l4uqaWXmDhdLk06RSHcf8Y3e/q/6QU2aKxkUlI6Lka42urrviktHSEtfwhu42iLfNqHgPZj1XPVeLc44bA2TGKcwTEiLrcWqSh8adCiOQAdEPnSWab+4yJcGJsg351tnx+fhf6GTvLZakmSVRn+6T6hpSoCppAInFyrB4U1TaKkszQroN3w+F0ap3Q6hgVRdHoKS+S0zPgcLpQcbRYHbe55Fb7kYZr/Cj5rQiAOqsv3q06jYymzSAxkZV+H/UIhvyYoumpGJGGL9XQHEj2j5cIryGRRlp8p0FKbg3PwCQjb4w01DG7vWoRhMPpQjgY0EUUKZ2pTRK0a3InJemRhpXT8CZBCAZpJJvRpCkaaxMLVmeKRhqk05szNuTJNNKIQU/VEmkAqgCjTiFFOw1FlqK0rOgxnLFzJvoYjIloQJdTlxkZdNJ5bkmlMfIogK5CwB5fUeSY+R2yjYNxomYHSTq1yefsfvHuI6nAIw6eluKanQZTzMDKk7Bd4bGc/5nG2TGKcwS0gYx3U8MXCYVoZQw7o3YnJdFKCHMinOxbcbQYgFoCSmbPbPUUW3JLVhN0Mx3hAAyyJQA0R6MeI2yhogro+kyEtiKlpgBZrlJWE/s8j8a5bVC8Z6eW0zAaf/IjLd69C4oiI6dVawSrq3Bk53btWJLmgEz0FENrxUqEmyOPCpLT8Pn0XIso6DkNZn/zIlN+rcHRLAtjBu/1GqqnnLxKTxkoGkNOw6Ptl6TNKtMQrKrSlgNV6HXSnJL24yerJwKwzLN4ktRIQy+acMOjRZKsbDxZnjhmpCHVFmnE6QgnkQZTyGAlv61IsRPtiUQapEPbSkdK0WTQ1ReK1pxnPVYHE9FJohh1blr6aimZQuRViPE3FhSop1cM91k7uOG1lUMzr3fBxXAagP4dNqzTwUqOxIvYziBsp1EH0JyGRlsAuqaQ2hGuGzpixKM4cQs5jkatc1XnwqrJ8qS5T1uHXJth8klGekoMq06DRBoOpnoqVOOnvRtW10G6q3mmekoIG/smmrW7AEeLdkMMh2Mmwo/s/BUAkFvYDYos47D2OhyoQchfRTur9fPrpbw00ohRckvgLz8Bh9NJK8QANX9AqSTeFGkwifCqslJ4klOogGQsuNweQKsWUo/pNjTwAdaJcEIZkiVgZSYaAYDrHnwMrS7KR5uuPQAAWee1oMezijSS0tIQYBrOnDxPv09Gekr7m9NpEkWW1YXAQkFqiGPlNLwpPqQ1amzZu0EjDUFQexdiCBjGmv0bzlvbDNnUF0EiDUXWtZRqo5c40yJTVM+L0420eqroqEt3nprciqmgQBsAvc8Oc6ThiB1pcCb6jaXLHKZrIZM5Ug1H9rNacbAhYSfC6wBWqoLkN4jTUPs0mJJc6jQ8MempkQ89rhpDh5PSSsaSWzbSUJ2GntPQy2EjgQDSmzSl+5EfXdhiWVNA7yAnkQY7RmJsyUy/WbsO2Pz1lyjdvxcZTZpZ3o/iol3wZWbRmn7VMboQqq6CJIpRhtEQaVg09wHWJc9eX6rWnKjvL9GowBxpsE7jGFJzovsUzCCOiq6yx6uOIVBpVLkFTPSU5siT09IQrKqkUjHk/mQ0bYZRf32GHoM0VLp4t+V1+rKyUbxnl15O7HIZVnokiJCcBhMxSKKI4wcP0OOQ963gcDpjVpSxkuVOpwsOU5KdQI5B+bDnrW2GzHGcoSuClcFhe2SsZueA+r2QRcFQJcaZ6Cl9pm9Bo5npKabcmFSRGSMNvUSX3d+qSo1EUlYUU1SkwS7xbJCMj1bnbUicHa7rHIGTyQU4aaShUgRs4hhgIwI90lg1913s+XE9DZ1bF3bDRQMvU4/Nq6vgmXMaZKZFezE0eoqWXYbDCAeDDD3F5DQsOo4B/QfVpE07bezeqIWByPibtr+A7heVCCcz/nAYjdu0oxVEANCsfR4du7lCyMkYfSEmPRXdZNm4dRt1W6bpUBQEcJzDoBTLm/o0qstKkZaQ01DvKXmmpGvfGGloncNOlp5Sx+pNTTdFGsaIkoBEGl5NBM8MX1Y2glWVVEqELE4FgK4/D0TnNJwuXjXyvBtkZThwJ8eFs8+DrC9uFWmwgohmOJxOpOU0jhJltNqOBauCwErox3JQSb5UpGRkUXoJYB2A2WlYRQPGRDhrsLU/DO9HLzgVm55izxkllhhFT+kl+jTHwcjF2/TUOQgXkwgns8hQTS2RBq87jcM7VNqm6++GWxyb0FNsTkNv7iMJUMtIw5TToPSUhbYRAORd3A9X/nEqul15jTZ2vdqIKMwSw5beuAlTnWJNTwFAk1yT09BkQIBoCkavchGiVGr1bVxRP84WF16knVeXbA8H/PAkJ0c3L0ZFGo2j7oMZLuo0qlU5d4czZk7DYUFPJaep9JSei7AO5ImESXKq9SyfRAiVx0rotVJ6is1p1PgNSeiU9Aw0ap1LczdCOASn03VSxsbF67pZTs1pWCfCVUP+9NNPo1OnTsjPz0dhYSG+//579RrT06Oq58xg6dq167/HunXr6es//vlBLPr6GwBkQakYPRpOJ7p174EBV1yJCZPuRUibjHAmespMCanbqPfnq2++xrPPPguHw4Gy4yfQu3dvdOnSBatWrcKY2+9ApaYTx0qEsK9ZJ7Bw4ULk5+cjLy8PA4b9Dou//dZAO5m3B/TfNOskVFrOpqcoOI57B8BVAI4pinKRxeccgFcB/A5AAMA4RVGs2yLPAFyGSEOrgKpmcxpMyW2yTk/Rzu1IGG269USnSwdHHdtJE+E6Z85STRFtKUre1LFOEuG0eoqpuArX+JFuopQA9cua16e/fl1MTqPs4H5wnINSKA6HE77MbFQfL43rNJq2bU+pDt6bhGxG28nsNFxMIpss+BRVRslx4L0eQ7UQcRqUnhJFhPzRFBwx9IosIxIKIVxTk2CkodFTNdXUWDt5c/UUo3JrMuhJqWkI+atp9GTOXRGQ9bmtRBMBVYkYACpLivWeHq0wwpzTcDN5Gs7hgBMOyJr0uRiJxNVSqw3J6ZmoPl4Kh0ujpyRreurHjRuxaNEibNq0CR6PB2VlZYjUQTiPXWdj7fffIzUtDYUXdaKf04WRNGlzKyQlJWHz5s04trcId/3pPsx+dw6mTptmQU/Frr66+qqr4E3xIVhdhdXr1uKCCy7ABx98AEkUMXf220jTFIrZJWrVcRudxpYtW/DAAw/g22+/RW5uLjauWY3rbx6D1ue3Rr/mej4rahU+hwNpOY1o5EooQZueMmIOgGFxPr8CQHvt30QAr5+BMcWEMdIwJsJ5j8eQyCIGyJOcRGeHYjhkSbsAoJpRrMyIg2nuE8zVU269Y1qWJGq42Oa+WPSUGbzHA0lU1ycoO7AfGU2b6dcCvfonSkaEed2EoaeyzmthqNiKmdOIRGj3uRXMeY6m7dob9lfXLqmJSnDTMF+IUGHDhJyGW6ennEz+ytCnwayVTsZNfuTkOokmWSynwXu8yDyvhaUeFKBHGhXHjtJxcByn9W8EUVFyFMW7dxoUAliwNGKdBApNSE5PR3aLlrS/xKoMVZFllJSWIicnBx5tIpOTk4PzzlMd47Jly9ClSxd07twZ48ePR1hzqKrcuFrVtuWXrRhx8+9x4NAhKo8+5OrhWK+trfH9jxtw9ajR6DVwEL5Y9J+Y4yWUTq/u3VGkyYSMGDECQ6+5DhcPGIAPPv6YGl5WHn34iJEAgA/nfoRJkyZh66/b8eSM5/H14sWqPHoggB6XDkTZCfW5zv/scwy68mpc3LcfbrnlFrURl+fp9+eFF15Q5dFzdXn0yXf+Af986y2A47B3337cMPZWXNyvP7p27YqiIrVc/fnnn8elQy5Dtx498dhjj9F7fsONN2HoNdehoLALZs2aRa/X5/PhkUceQUFBAXr37o2SkpKTes51RYNGGoqirOI4rnWcTa4B8L6iuvT1HMdlcBzXTFGU4jMyQBP0WR+b09DpKcLVe5J0usSbkoqycjUxKYTiOA1NAsEgI+JkcxrGSIN8QYk2E63W4nXBwnBNDby++BVD7LGEcBhlB/cjp+X5hs+J04gVafiysmkDoSclBdktWsLLGPIkU7JVpVQcWqQR22nwXi9QCVzzwF+gyLLe78DkNKwcI3EaFUeL8fXrr6jXkAA9xXs1p1FdZSh6MFS/MTPWqOop7TrJOg/m/hQW1z/yRMwogNxvMRyGi1kIzO1NQiRQg9n33gEAaNfj4qjS5BVzZuHYvt9o4YTT5Yo7jkTQ+Pw26HrlNcayWFmmZdBDBg/G8y+9jA4dOmDIkCEYPXo0Lr30UoRCIYwbNw7Lli1Dhw4dMHbsWLz++uuYMmWK4fgOLTJq2bw5xt50I1JSUnDXHbcDAOb961OUlJbii/nzsLvoN9x2990YO358zLHKioIV/7cKV117LQBg9jvvQKg4gYgkYehVwzF2/B1wuFwGefQDRXvArozXvUcPTJ3yR2zbpcqjEwqV4zhs27YNL7z0MlYsXYpmLVqgvLwcTpfLIOy4bds2PPDAA/Q15+BQ0PkizJn7ETiOwz33349Jf5iI2+68G+GwKk+/ZMkS7N69Gz/88AMURcHw4cOxrqAz+vTqjddn/h0uSYSvcVP0vvhijBw5MkoeferUqXjrrbfwl7/85SSfcuJo6EijNjQHwC7jdkh7zwCO4yZyHLeB47gNpaWnb3F1smypsXpKTZq6PB44HE66VjiBx+ejjkUIh6lhMkPNaYiqwec4TZuKqZ4iOY0kY06D1PuTOn51ZTEZYiQCIRyK6tGwPDetGqpCxdFiZJudhjZLN4fTxImQhDoAXHXvVFw88iZKzwGISoRyHKeVGKv0lNnwERBn1jyvI9r36qOfl0mkh2tqohbLIsfbvnol/p+98w6PozzX/m+2a7XqxbYk915wwTZgMNj0TuDAgYSEAEkOnXBCSQ4xAZIc+FIhgUBMCSUhOWBqMCUBAsYUg7Fxw71JVreklbS9z/fH7PvuzBY1W7YJvq+LC2t32s6889xPf/bu1rQ44RLqCUKIB31eo6URCetmU0dlcFqQk3gmwtIQM0x60vILyyszUpEFbHlOqVwY2vHn5bHt01Rb8VgknL0rs76T634KnppMZoOlEY9E5JosKipm9erVPProo1RUVHDJJZfw1FNPsXXrVkaPHs2ECdosjssvv5zly5dnHNtsyQyk69faeeecg8lkYuL4ceR6v4PBIDNnzuTUc86jumoY3/uuRjoPPvggJ59zHmd+7QKampvZkWxeaGyPbswyU0ym5LtnbJaooPDuu+9y0UUXUTV8OIqiyPboeugzrQDZy0pRFLw+Hy0trZx12mkoioLD4cDpdPLWW2/x1ltvMWvWLI488ki2bNnCrto6EokEDy9ezMnnnMtx8+dTX1+ftT367Nmzqa2tzXpv9jcO9ZTbbCs+o/evqqqPAo8CzJkzZ1B7A5fVjKC0uiZlafhT7inQhIwQIqAJzJDPl6y07tnSCHo9+Lu7pFAymS0yEC4tmqSgSu8CK3zbQhsXZNJX9xTA3rrdqGqCshrjrAmh+er96aAJpqHjJjB2ztHys1EztaZqouJZNFFMh2jDEouEM4LgqetKVVAb900Ncco2k0J2G072p/rO7x7ptVkhpCwGfTt3ea5kbyN9t9/U9WkEKc4hpiXmck/1BkVRcJWV09nUYKx0dzikJWoym7OupxOvuAqAjoZ6ouEQxUOH9WkN9AZfp1umfyqKSVodBWXl2PPzURSFhQsXsnDhQo444giefvppZs6cmfN4FotFBtYj0cwOumaLNTXOVaeA5Or8nZeXx9q1a+lsbiQSDGJ3OFi2bBnvvPMOr7/0Ag6bjf+49FuEI5EMoW7Ly9PSufV1HlYLanIccSp7KpMQskG0R58+fbq2m0lhw8ZNTJwwHiHSMnp4qSq33347V199tfyse28L7723jPeWvc/S55cweuoRnHjiiVnbo5vNZmIHYD44HPqWRgOgl2A1QNNBuhYAvv2rB5l1+jlSmIhAuHh5LTabUcvOd5GIxwj7/STi8R5iGhba6naz4V//TAmG5OQ+VVXZvvJjqiZOkQtbP7sDUtlaQkCLvlP9IQ2R3y+GNgmIWen6QUYC37znPo448bSMz4X2nyvYK4oZRSA863U57MmEgNzjYjVLo2fSSK8vyQW91i5dYWlNJ/Xdfh0uF2fdeCtTTjhJ+60ipiHcU/sQTyit0gxq/f0T7VlKq2pIxONEgsGcVpoY6bov16BHagZ5wvB/uzOfbdu2Se0XYO3atYwcOZJJkyZRW1vLjh07APjLX/7CggULAC2msXr1agBeevllua+rwIXP58NkSWWF5UplzQaT2YySzCjr7u6mpKSEfKeT7Tt38vnatSiKwrx58wzt0b3+AMVDhhrIQKQvJ2IxQzbTySefzJIlS+hINgN1uzNHzor26ELz31PfwAN/XMx1V19FcXExw0eM4P2VqwAIh8MEAgFOP/10nnjiCdmIsLGxkfaODrq7uykuKiLf6WTr1q188sknGec70DjULY1XgRsURXkWOBroPljxjHQIwaWvCAdNyNjzMl0z3g7NrM5FGntrd2V8ZjJbiMfj1G9cT2dzE8dc+I3U+ZMpqSlLI1WnAfDKr34OkLW4Lx3i2kW6bVFFGmkkG/35s5BGLqS7bNIhihk9ba2UVo/Ifl02O9a8LI0jk4Qd9vuJRSMZxJgKaHtl08A+XbMuxiBcYPrRtKAFwvWuk8nzF8p/CwEv3VP7EEs4+8bbaK+vk0WbACddeTWtO3dQVjOc5X99kqDXQ4muulwPczJOkF5bM1AIwR0NhTA58+XQJMVkwufzceONN9LV1YXFYmHcuHE8+uijOBwOnnzySf7zP/+TWCzG3LlzueaaawC46667+O53v8u9997L0UcfjdlqpWRYNaeeeCL/dcP3eXvZ+/zvT+6Q8y36CmdRiXznzjjjDBYvXszCM85izKhRzJ41E0VRqKioyGiP/vbbbxt/r5IiST1pTJ06lUWLFrFgwQLMZjOzZs3iqaeeMuwr2qOfe+65RKNRzCaFO350G9Onadl/z/z1r1x99dXcfffdWK1Wnn/+eU477TQ2b97MvHnzAC3IvfgPD7Dw+Pk889wSTjzrHKYecQTHHHNMP57a4OBgp9z+H7AQKFcUpQG4C7ACqKq6GHgDLd12B1rK7ZUH50ozYdGThqJIQZZfXIKrNDW/wpEU2l635rLIFdOY//Vv07hlIyXDauhoqEuew0I8EqF23eeYLRYmHH2c3F6MbRXav3CRiBhI/9xTGpG1N+zBYrNnBK4LK7Qgcq5sn2wwmczYktPEssFsteHrdNPZ3MTUBadk3caW55SxGuO+2r0X1lSmpSEyy7xZK65zwWy1yowVSy5LI57Zg0vunyzIFC7LfdHyrQ4Hw3SFlQCzTtf812vfegOAQHd37nhQXh7WSDhn4V1/IYi3q6WZkqFVqboHs5nZs2fz8ccfZ93v5JNPZs2aNRmfH3/88Wzbti3jc3179I7Geo477lgKyyvpaNCs4PZk48p0+HRFtqDdE7vdzptvvkl7wx4536S8RlNQ0tujA1xxxRVcccUVAFx22WWce+rJmmtKVfns/fcordDW/+WXX87ll1+e815Bqj06aO5Kf1dq2NP48eOztoq/6aabuOmmm+Tf/i433o4Onv/bM0RDIdlGPf03w4Ftj36ws6e+0cv3KnD9AbqcfkFUh4d8Pqy6OoOv3XqHIRvIkZ+0NJLphbksjcnzFxq0VtCEZjQcIuj1aN1ds0y3CybbfgvNXhTl1UyeRsPmL/rWPsOWck8VDx2W4bMtrKjkwkU/Z9i4Cb0ey7BfeUWGq0teu8VC45aNABnCUWDOuf8h01cN+ybvg7Cy0gPhevdUrsysbFAUBVteHmG/X1f9L9J7U5ZGT2RgsdkJ+bX2HvuatZQLgihEo8xsyHMV5Ay0DwR6ay0Wjcjq7P1dpewsKpZTK0XfNH19wkAK3KTfvx8krm+jsq8V2aluuP3bX/TJytU+5WCh17uoaFf+C1VVbzsA1/OlgRAmiXhMWhOQObtCWhrJ4Gh/NF9Rf+DtaDcUcclr0M1zEOcZNXM2Nz3zMharNWsNQzYIYknEY9KqSMeoZPv2/uCiO/43pyZssdmlyyfbwCsQc0bGZnwuNH1BGhmBcF1ld1/jGQJWR5I0pKWRKqIEss4VST93MFk5vL/iCenQu9F6mmm/P2G122VDxnhMK5xMz6bbH9DX0xQnXXP6CYYDKXBLkUbfSTxra/IBVmSnd8Xt736JWOyQIo1er0RV1TgwWzlUGp8cItBrkbkCuZAiDZ+7Z0sjG0ScQuvSmunbFxaCw1VgcEMIQusLYYBGdCJttigHaQwE+cUlhvRjPWaefjagxW1yzezOBemeSs5qzlXcpyYS/SJpAJtIaJBt8FMtT8AYCM8Gq82uG9Q0uJaGON+BgMlkpqhyCBa7nXg0RiKeu7vtfoeyb5aGyLccqKVBYh8tjT42bsy1X7yH9ikHA329i2uAvyuK8jzgFx+qqvrSoFzVlwCiJkNzEfREGiIQ3n/ScDiTVkp7G4WTMmeWC+HozBE36A9qJk+jddeOfWo70R9MOeEk8goKB6QpizoPmSGWpY2IQH+Fqvj9qToNo6WRiEVlMVo2pDf6Gwzon1FPa28wYLFoWW+iHfmBgLFfU/8Ft4i/9I80MudZMMA2HgOtmRGkrCYSAz73YKCvd7EU6ABO0n2mAl9Z0gBNsPRGGla7A5PZoiONvr/kwtKIRcKGjCwBoUWnB64HgrGzj2L1669QMiyjdnLQMHrWnAHva7HaCHRltzT097g/MQ3QtWkRvad0hYSgaX09xjT05x6smIaOaA+Ue0rAnHR7miwWrINkSaVDr2UPRONOJPpv+RmHN+3buNXUpL/+7W+oG/kSWhq3qKqaGZH8isNisxENBXu0HpRkvCGVPdX3l1wvDHuKaeTKUOoPhk+dzhW//aOsDzjUIYQXZMue0s3W6KcmLlrCp1saouaj90B46tyDFgjXk0Y/LNf9AbNVq1+IR6NZFZnBxsAsjeTY2/5YfsIqMHSZHah7aoCBcMPsjUPH0ugrfX2qKMrziqKcdTi2kYKIA/QmmBz5Lt1wo/6QhjPrvwWERt2Xaue+oKxm+CEVcOsJUqgnx9LqYTJb5O/or3vKluaeKhlWTVHlED59eQmxiNa6vifhoz9fT26sfYF+DR1w0tD9dn0gPFdr9P5i2bJlhvTdK664ghdffFGXgdT/9Snceb0F7vXtzGfOmsWbb79tGMA08OypgQXC9TGjnuKmBxp9XdUTgFOA7wAPKoryHPCUqqqZidZfIYyfO4/atavpypE7LuDQWQL9I438rP8WEIVn+8M99WWDrItJFh7qIfpCRUPB/lsajsxA+ElXXsPLv/wpO1d/2msgXJxPtIIZDNh0lobFbufANI9InU9ADC1asWLFPrVG12PZsmW4XC6OPfZYw+eKSYFE/7R1IfBLhg5LzuLIvW96O/Ndu3Zx8oknMnnaEUyZNHGflKmUpTGw/YADFmvsC/p0J1QNbyfrKr4HXA6sVBTlfUVR5g3qFR7CED2XRLfPXNDXKuQq7ssGm4E0Mi0N4WffH+6pLxuEUHdmIQ3QzT7pt6WRbBSo838PTdan+Lu6SMTjvQTCtfPlmtq3P6AX3Ac6EG42W1IpzkmZ1tzcvE+t0VetWsXChQupra1l8eLF3H///cycOZMPPvgAgOXLl3P2hRdz1MKTeOGFF+S1/PrXv2bu3LlMnz6du+66C4Da2lomT57Mddddx5FHHkl9fT2FRUXc9dOf9thCPL2d+ZgxY7jx2qv53QMPoiZUdtfVccoppzBjxoyM+arK9AAAIABJREFUdubp1wBw/vnnM3v2bKZOncrjf3pCu12K0q925nqr6kA/557QJ0tDUZQy4FvAZUArcCNai4+ZwPPA6Nx7//siv7iE+d+43NDlNRtKhqY6rPanQteS7NMfj0azxjTErG9njv5O/84QxXfOopKs31vtdoL0/2WzOpyG40PKygv7fX1KuYXBi2eAtoYsVhuxaESzXMOpOoaupTuJNPl72Lv/sFXlU3xuql6msKISlNR9Oe200/jZz3424NboAqNGjeKaa67B5XLJ1uJ/+tOfaG5u5rUXn2f7jh1ccc11XHTRRVlbiS9fvpwRI0awdetWnnzySR5++GGAPrUQT29nDjBz+nT+/LdnUdUE1/33D7jjzru44IILCIVCOduZL1++nBNOOIEnnniC0tJSgsEgc+fOYcFRcygorxhwO/NDKSrQV5trBVAInK+q6tmqqr6kqmpMVdVVwOLBu7xDH0ef/5+9Fr71pS13LogXM5ulIUjjq+ieEpZANvcU6Adm7bulYbZYsOXlEfL7ZGv0XNC7pwYTclb8Ac6eAi02UDxkmLT2XC7XPrVG7w3nn38+ZrOZSRMnSs08Wytx0TRx5MiRhh5NfWkhnrN7raLg8XhpbmnlggsuAOixnbm4hgceeEBaE/X1DTR3uLE78/vdzrywvOKAZjT2BT2ubEVRbgf+AUxU1exNiVVV/eVgXNi/E/blodudTgLdXVmL5GLJFslfRfeUCGo6i3O5pzTh3X9LQ8wrMVoK9nxtLkqvFeFJC2WwCvsErA4HQa8nGSPzys/1FsGBhNlsHnBrdNHqOxfsdrs2XxtFVmdnayUOmnsqP32+Sh9aiKe3MwfYsHEjEydMMAyf0iPXNYiW7CtWrMDpdLJw4ULMdgcWq7Xf7cxzuV8PJnqzNHYDNwGfK4rylKIolyiKkt0fcBg5UTx04JaGLU9YGpnuqUjS0kifN/FVgJhkmDOmoes63B9kszRAy4AL9cc9NdiWhqhcPwR83Vu3bt2n1ugvvvii3LegoACv10s6tFGuKUsgWyvxvXv3Dvg3pLczr62t5XcP/ZEbrrmKApeLqqphvPLKK0DP7cz37t0rW7I7nU62bNlySLQz35/ocWWrqvos8CyAoiiz0OZ5v5TsR/UO8A9VVVcO+lV+ydHfNhnZ9s12jJOvvIZlf348Z7+of2eEk1PjcrqnBhgIt6ZNRhQQw7QS8T5aGoMY0wCde+oAp9xmw/5ojS5w7rnnctFFF/H3v/+dBx98UH7uKikzZB9layX+zDPPYB5glXp6O3Or1cpdi25n2tSpxKMxHnnwAW67407uvPPOHtuZP/PMM7Il+/Tp05k4ceIh0c58f6LP6pCqqmvQ2on8P0VRCoFT0TKpDpPGICIV08i0NEbPmrNPVdVfZkSShX25LA3hluqve8pmT9ZpZLE03E0NSUsjNyGI0bmDbWnYHA45lvRgY3+2Rp8wYQLr1683bKeHvh14eitxgS+++CLnPj21ENe3MwfoaKxHTWhtRMaOHdenduYCb775ZtZzHKx25vsTvcU0vgUoqqr+Je2rSwC/qqpXDdqV/ZvhmkfSb2HfIFqJZMue+ioj7Bekkd1bKgPh/SSNwooKFMWU0VJexDTShzClwyoD4YNraVjsDqx2xyGVVfPvBkVRUsV9h1BF9sFGb2rKLcAJWT5/FlgG/G1/X9C/K9JbpvcVzqJibHnOQetj9GVFLKoVj+X3FgjPMX88F0qGVXP9E89muAMdriRp9NZ7SgbCBz+mcTAyp75KUBQTaiIGicQh1WX2YKO3lW1WVTUjKqWqqldRlMNS7ABgzjkXGCb2HYaG4VOOoH7Thpyt12UgfACB4mzxI0e+i3is98Z3lgNQpwEw4ehjKRmamhWSM2X0MAYMg6Xxb3RvcyTC9hm9kYZVUZR8VVUN1UKKohQA/VPhDmNAcBYW7bfeUv9OOP9HdxLo7s75MguNf38Fih26KXg99p6yHyDSOGY+E46Zr12bw0FHRwdlZWX/VsLtYEMxKckut+qXpidbb1BVlY6ODhz7YKX2Rhp/Al5QFOVaVVVrARRFGQU8lPzuMA7joMDmyDNMsEuHdYDZU7mgn9nRJ/fUIDUrzIaamhoaGhpoa2s7YOf8KiDo9RANh0FVsXd7sLfkbvnxZYLD4aCmpmbA+/eWcvsbRVF8wPuKooi3xoc2/vWPAz7rYQwqdnTu4K6P7+LhUx6myP7VtFIEWfS3TiMX9O3X+9J7arAtDT2sVqvsmXQY+w/vPvUIa95cCsAp37uOyaeedZCv6NBAX8a9LlZVdSQwEhilqurIw4RxaOPR9Y+yvn097+7JTBH8qkBUdu+vYHGezj3VUxpvqmHhwU+FPYx9g95KPZRakx9s9LVh4c26f4t/dgOrVVVdOwjXdRj7gCH5WlfdZn/zQb6Sg4dJx52ALS9vv8WDCsorUEwmKkeNYfxRuRs7C0I5nO325YdFl3nXm/Kxu3s3owpHfSViSn2N7swBrgGqk/9dBSwEHlMU5YeDc2mHscW9hRe3vdj7hmmIJcdb7uzaub8v6ZDD8obl3LLsloyMEGdhEdMWnrLfzuMsLOLGp5/nm/fenzNjC1LZWoctjS8/+jprvra7lvNeOY9VrasOxGUddPSVNMqAI1VVvUVV1VvQSKQCrYbjikG6tq88lmxdwj2f3tPvFLnucDcAm92bB+OyBhXv7nmX57c93+ftlzcs5626t/BEPIN4VRqsNnuvmuSBaFjY5GtiU8emHrfZ2bWTv27+66Bdw1cBfR0b3BHqAKA18O8RKO8NfSWNEYB+FFcUGKmqahAI7/erOgwAOkOdRBNR/NH+zUfoCncBUO+txxvJbP52KOOm927iZyt+1uftxYva6GscrEuSaPG3kFATPW5jsdqw2O2pQUWDgG+8/g0uee0S4jm6rwK8uP1FfrHyF0TiA5ug92XBU188xaIPFw3KsftqaYTjmgj0R/bvHJNDFX0ljb8BnyiKcpeiKHcBHwH/pyhKPtCzynMYA4Y75AagM9zZr/0EacCXN64hXsTesDegdTZt8vU8PXFf0RZo48wXz+T9+vd73E5RFL7xs18z8/SzB+1axLroyZJs9WtkKqzOQw0/W/Ezljf0f7ZGOn67+re8uvNVtrq37oerMkJf49NTi/JwLEkascOkIaGq6s+B/wK60ALg16iq+jNVVf2qqn5zMC/wqwxJGqH+k0aBVcv2EQv6YOBPG/7EsvplA9q30ds3y0GQxmBbGi3+FmJqrE8kXDlqTNYGk/sLIwtHAvBxU/YmgZCywPqrcOxP/N+W/6PZl3m/dnXv4vltz/M/H/zPPp+jxK6153lm8zP7fKx0jDnyKE741nf49q//0GMn6XBCe8d8EV/Obf6d0CNpKIriUBTlvxVF+QNaHOMhVVV/l5zYt89QFOUMRVG2KoqyQ1GUjBWkKMoViqK0KYqyNvnf9/bHeb8sEC+83nLoC7rCXTKDKhQP0Rnq5O6P7yYQDez3a+wJT298mr/v+PuA9q331ve6TTQRpSOo+ZMH29IQz6K/rsLBgNWkxUseW/8YP1yePQ9FkOnBsjTcITf3fnovr+x4JeO79/a8B8CUsikALPpwES9vf7nf51BVlVBcmymzunV11m3eqXuHOz7sfZxqNtidTuae+x9UjBjV43ZCMQvEDuz7JeCNeA+oG7o3S+NpNLLYAJwJ/GZ/nTg5k+Oh5HGnAN9QFGVKlk2fU1V1ZvK/x/fX+XvDv+r+JTX9g4FYIiZf+P5cRywRwxvxpkgjFuKJL57gxe0v8vKO/r+YA0U8Eac70s3e4MAG4+zx7ul1m/ZAOypaksBgk4Z4FocCafijfqwmK6F4iH/s/kfG9/FEnLaAVh3eX4Wjv/BEPFy89GK+aDe2IxfnbwtmVqm/W6/VDxXZioglYryx6w3eq3+vX+d9ZN0j3L3iboIxba5KLqH5YeOHLN21tNdY1L5AuFIPlqXxw+U/3C9WW1/RG2lMUVX1W6qqPgJcRPaOtwPFUcAOVVV3qaoaQeuc+7X9ePwBozPUyX8v+2+e3vj0QbsG/cveH/eUEG5DnUMBzdIQmumB1Dq9ES8JNUF7oF1+Fo6HWfThoh7vq8Wkpar2xdIQLhi72U6jf3DdU+IZ+KIH3wXhi/i4eOLF3HTkTaioUnAKuENuYqqWdj3YpLGmdQ2b3ZtZ2WIcqyPIIp00EmqCTe1aGDQUD9Hsb+6z20+PN3a/Ia2Talc13oiXre6tfNDwgWE7X9RHQk30uvb3JWFABsL7qFDsa8PAdGzq2ERtd+1+PWZP6I00ouIfqqr2PMy2/6gG9JKhIflZOi5UFGW9oigvKIoyfD9fQ1YILXdd2zrD549veJwNbRsOxCUYrIv++KUlaeQnSSMWwmXTMnl6M2E7Q50ZC9of9XPGi2f0O2jpDmvX3xZsQ1VVEmqCW5bdwqs7X+WxDY9l3ScSj8gak76QhnDBTC2bSpOvab+/jHoI4XuwLQ1VVfFFfeRb8ylzlAGZSoW4L7D/FYW2QBunPH+KDDyvb9cGJqXHoKSlETCSRmeoUxJaKBaSz7k/MalIPEKdp05amWOKxhBX4/z+899z58d3GrYV2n9PitcvV/6S2c/MziDfbAhEA/z+898btu2NNJbuXCqfQzQR5eTnT2bxusW9nqsv6Ap14Q655Xt2INAbacxQFMWT/M8LTBf/VhRlXxPjsyW8p//qpWitS6ajjZfNqqIqinKVoiirFEVZta9N25buXCqJYWP7RinEovEov//897KGYDAeUDQR5YOGD1jdutqwyPtjaQjhJkkjHpJaVJOviV+s/EVW8nh3z7uc8NwJfNj4oeHzTR2baPQ1sr5tfcY+PV5HqEv+pu5wN0988QTvN2iZR2ZFG2K0o3MHu7p3yX30Wnxf3E1COM6omIE/6h9Un7K4r71ZGkt3LuXHH/y4V+XisfWP8ZvPfiPvU18RiAVQUSmwFlDqKAUy3ZctgZbUdeuO3+Bt4LH1j+2Tq2ZTxyZaA61s7dRIQ/zOdKHfHtQszGZ/M6c8fwovb3+ZeCIuPwcIxoI0eBsATaHpq3tnV/cu4moq3Xhs8VgA6jx1tAfbDZl33qi21jtCHYTjYVr8LcZjde2SQfR0gsuGJVuX8PiGxw01MD2RRoO3gR9/+GNe2/UaoJF4W7CNh9Y+JONx/cV9q+/jj2u1Tk61nlpAu5fitw42eiQNVVXNqqoWJv8rUFXVovt34T6euwHQWw41gEFSqKraoaqqWAGPAbNzXOejqqrOUVV1TkVFRbZN+oRWfys//vDHPLDmAUATuNs7twOpAp5aTy0dwQ4uWnoRf9rQt0a/z2x6hme3PNvrdr9b/Tuu+9d13PCvGyRR2M32fpGGsEqGOFMxDbGY361/l79u/qtcwALReFTmuuuFOCCLyPTaay5s69wmhZTeOtrWuY1H1j3CKSNO4fuzvo875KY92M733voet39wu9xOXGeeJU/e72x4u+5tbv/gdpr8TdjNdik0enoJVVXdJ627L5ZGJB5h0YeLWLprKf+ozYw16PHAmgd4etPT/OKzX2T93h1yU9tdm6GceCNe5mxLMPK1NTlJQzwru9lucE/d++m9PLDmgV4LA3uCsAy6w90k1ISMZaSThrgGd8hNa6CVT1s+5YyXzuAPa/4AQKmjlGAsaLAom/yZikIgGuCT5k8Mwl68kwJjisZo+ycVDf22QkFyh9x8/93vc+oLpxruqT7rqi8WvdWsuXr3eFIxt55IQ9wXsTb1a/DOj+8cEIE/+cWTPLzuYRJqgt3du+XnfSG9/YGD2ST+M2C8oiijFUWxAV8HXtVvoCjKMN2f5wGDWuIsFnAwFsRh1nK0hYtKvAS13bXctvw2tnVu4/ENj/dJO3pu63Ms3bW01+3EQvRFfVIjG1U4ql/uKSG0h+Vrty4cD2csZhE83RvYy9kvnc2btW9KDTpdW9/YsVFu2xOiiSgXvnoh175zreE6AO5ffT/heJjvH/l9agq0lsy/WvkrOkIdbO7YLKu5xXWOKBhBd7ibaCJKNiyrX8Zru15jVcsqxhSNoSJPUxT0Wmw6ljcs58QlJ8rfEUvEeHfPuz1ajAk1wTt17xCJR1KWRg/P2x1yS5dJT7EEffX62r3ZW7f95KOfcO4r53LXx3fJz5bVL+O5rc9x3CaV8tdWUpqnkcanzZ8aSGqLewsOs4ORhSMNQspm1orVcmUaZUNXqIs/rvujPE6Dr0H+hkZfI96ol2J7MY2+RhJqgoSa4LerfpvRUmN5w3Ja/C182KRZssMLhkvSUJJOh/T03AZvA+f//Xz+663/4uef/Fx+vr1rOxaTBZfVhdPilFa1cHvp4yPieblDbpmiLFxL0USUt+veZkTBCKBvFr0giC3uLdyy7BbNsklmT2WzQgWRCWIX9/HE4SeyvGE5L21/qddz5sLmjs0GJa8vit3+wEEjjWSM5Abgn2hksERV1Y2KovxMUZTzkpt9X1GUjYqirAO+zyC3LBEvBMDU8qm4rC52du3kqS+ekguuM9zJZy2fccaoM/BFfVlTCvVIqAmafE14wr178/QaY62nFgWFUUWjelzM/qif+1bdx1VvXUUkHpGBxypXFQoKwVgwYzF/vvdzWvwtbHFvYY93D2/Xvi2/S3eXCK20pxYJnoiHLR1bAPiiQ9M89UT3RccXnDziZEYXjabapYWt3qx9k8q8SlRU1rSukb8FNIGS7VoEROHaZvdmJpRMoCxP8+33RBo7u3cSTUTZ0bUDgH/t+Rc3vXcTm9y5te4lW5fwg2U/4JUdr8hn0JOlYYhDZXlmNy+7mee2PCf9/1PLptLoa8xqAQkFYkO75v5Z3rCcG9+9kcc3PI4tBqZgWNYo/HnTn7l9+e0EY0E6Q528sesNzh5zNiX2EgN5mZIjSz9r+Sznb9Ajlohxy/u38PDah/nJRz9BVVXpTuoOd8v7PbNyJtFElPZgO/Xeep7a+JS8zwJC4xfu3pqCGhnTEKm36ZbGj5b/SN5vvfWwq2sXo4tGM7Z4LBXOCgrtRqeHnnzE2tc/G0HanzR9Qle4i0snXwqknllHsIO/bPpLVoVCrMnN7s28VfcWy+qXSSLJltIuflM6aVw9/WqK7cVs6tjE9976Hv+s/adhv11du7Kuf3H/QFsTu7t3k2/VaoKyZaoNBg7qOCpVVd9QVXWCqqpjVVW9J/nZnaqqvpr89+2qqk5VVXWGqqonqqq6ZTCvR7wQoAmukYUjWde2jt+u/i2PbzBm+14741rGFo1lRfMK2gJtOYVJe7CdSCLSJ9eIO+SWL/b2zu0U24upyKugPdhuWCwC3eFuvvvP7/LkxidZ0byCBm8DbYE2iu3F2Mw2HBYH4ZjR0pg7dC6guYxaOzq4aN1t7KzXLKwCW4FB2DX7mqnz1GFSTDm1mHgiznkvn8cPlv0A0CycTR2b2N65XWZCAXxtnJYYJ0gD4LtHfBeAG969gQc+fyCDND5s/DBrcaCewMaXjKc8rxyApzc9zSnPn0I0nmmhCNO93qP91l1dmoamF0bpz+i5rc9pv1GN53RPbXVvJRTTagXEvXNanBmWRjwR590977K8cbl0WZwy8hR5DCGg3q57m2X1y6SwE8d5aO1D8ljWGCjBEHmWPPIsWgv4mBpjQ9sGXt35KqF4iG9N/hZF9iLDdYh7sKp1VZ8s5GX1y1jZspJ5w+bxXv17rNm7xuCeEoJwevl0QHPF6N1UNa7sg37yrfmUOkoJxUO0+FuYVj4Nm8lGs69ZxtBa/a2sb1/PldOu5Pxx52dkE1bkVXDdjOu4cdaNFFrTSCNpaUQTUWlV6N9t8ZyFgnPWaG1OhlB0vvnGN/nVZ7/KmvadbvWv2bsmlXIb9eGL+Pjpip/K+6C3NF7a/pK0DIrsRVS5qvii/Qs+bf40g8i/9vevcdbLZ3HeK+fxx3WpSRR6K3X13tXUe+uZWTkT+ApYGociGn2NOC1aB9ORhSMZUThCtmrQB9eGOIcwumg0U8unsqljk1xk2SAWqyfi6TV43hnulP75rZ1bGZI/hFmVswjGgnze+nnG9q/seIWNHRu5cuqVgBYAbQu2SSHqMDsIxUMGAXHi8BMBTZtqb/RSHqjB6nZhNVkZXTRaZj0l1AR3fHQHeZY8Lhh3AZ6IJ2t2SZ23jo5QhxTkNrONS167hDd2v0FlXqqK9rgqbc658MODJjSPrz4e0Py0dZ46AIYXaqTxi5W/4I6P7jDcN1VVDaQxoWQCxfZiTIqJ9W3raQ20Zq0NET5lIQiEL1ikBK/du5b5z86XhWev7nxVasv+qD8rabT4W7ho6UX8ZpVWviSE6JiiMRmWRluwjbgaZ49nT4o0Rmiksdm9me+/+31+vuLnPLLuER7b8Jg8X1e4i7ZAG5s6NslKcEsclISKGgrJ9QqaENneuZ0hziGMKxlHsb2YWk8tT3zxBKqq0hZsoyq/inAszNXvXJ1VEdHj/Yb3KbAV8D9HaTUA9d56ee2eiEf+3mnl0wBtreuFs1AaqvKrDMctzyvHYXZIK7jIXsSY4jGsal3FJa9dwmVvXMZHTR8BcELNCZrFFOqS68AT8VBoK+TY6mM5fdTpFNgKDMcXglrfC0ovlIXV4wl7cFldmpJlstEV6jIQX7aEEf1zdVqcrGtbJ2WDisr9q+/nhW0v8Nj6xwzXstW9lbs+vos/b/ozoJFGtatayhe9JSSUEG/Ey+7u3Ty89mH5nZ48G7wNNPmaGFs0lgJbAU9+8eQ+ubv6isOkoUODt4Fp5dNYfMpiLp54MaMKRxm+L3OUkWfJY371fBRFYXLpZNqD7TT7m1nVkr1IXizAuBrv0bUhYg/jisYBmnAa6hzK/Or5OMwO/vfT/81ok97oa6TAWsDFEy8GNLdNe7CdSqcmrB0W7cUMxALMHTqXq6ZfxXljNc9fR6gDj197KaxxB5XOSkrtpdIk/sumv7CyZSX/c9T/cOSQI4HsmszmDmOYSe8acNlcTK+YzjljzpEBRH2X2EpnJb9d+FuWnLOEmBrjmU1aUFL4mAOxgMw2EfBGvQbyGl8yHrPJbCCjbNfZHtLIQZCGyDoRBCNSSJdsW8K2zm0s+nARR1YeKX9TLBGjwFpAKB4imoiSUBMyICu0R0kaxWMyLA0hPBp9jdR76ymwFjCqaBSVzko2uzfzWetnbHFvoSPUQZ2njlgiRpmjjFgixlt1bwHw9YlfB8AW04Rnwu+X51RQWN26mtZAqyzsFG67+1ffL91Jp448ldvm3sb6tvUZSQ96JNQEHzZ+yHFVx8mYwWb3ZikgPWEP7qB27iPKj0BBMZAKwGmjTqPUUcolky4BkOuyPK+cPEuejIEU2go5acRJ0hXXFmzjg4YPGOIcwvji8ZQ4SogkIvK5C9IQECnlAsLS0GcT6RUNoa13hbsoshehKAoljhLcITd/2/w3uZ0gDW/Ey+J1i4klYnSGOzlq6FH8+oRf81/T/4s6T53BWl2ybQl5ljxe3/U63eFueS2ict0dcmNWzLisLgOZdgQ7WLpzKTu7dmasX4fZIQlTWEnTyqbR6GskFA/JOhVPxMNru17rsZHl/sBh0tChwddAtaua46qPo9BWyIjCEYbvh+QP4ckznuSmI28CYHLZZPndHu8e9nj2ZPg19XGS7kjK/bGhbYMhvVVoMMLSEOdzWp0cW3Usu7t3c/eKu9nWuY2PGjUtrNWvCQiRKdUSaGFvYG/K0rA4CMfD+CI+Kp2V3DjrRorsRbisLtqD7Xh92rXakqRR4iihM9RJd7ib33/+e04afhIXjLtAvuzZhPEW9xZsJhtfn/h15gyZQySRKpKq7a7lr2f9lf93/P8z7PO3s/7GC+e+AGiZUhNsNRxXMFP6fwVpCGzr3Cb/vdevXcNJw0/ixOEnyt8q/i/uSzr07ilVVSVpNPuaeXn7yzJba4t7C1vcmhf07mPvpiKvgjqvZgFVF2iutRZfC/OfnS9z7YXLrTPUicVkYXjBcHxRn8FNJn5bNBFldetqmRAwuXQyHzd+jD/qZ29wr7z/kOox9ebuN6l0VrJw+EIArEmZkPD7ZeD9uOrj2NC2gRZ/i1wPl066VCoJ27u2E46HqXBWMHuIloQoXHQC7pCbxzc8TiwRY6t7K+3Bdo6vOR6n1Um+NZ81e7XYU4GtAE/EQ2e4E5fVhcvmYlj+MOo8dTR4GxhRMIL3Ln6Pa2dcyzsXvcOVU6/k1jm38sO5P5TPSrjVAApthZw+8nT5d1V+FZs6NjF7yGwURaHYXiyvT1VVPGGPIY5hMVmkX7/aVS0FtbCwLYpxtkk6aQCUOEpoCbTwyo5XZDaWII336t/jobUPsb5tPV2hLsryyjhj9BnMqJgBpOJOAouOXkQoHmJ5w3Ja/a2yuFagwFaAoigMc6XyfPYG9vKTj37CYxseMxCccOOJ+JFQ6qaWT5XbVLuqOWn4SSgo3L/wfswmM4OJw6SRRDAWpD3YLl9mQFoadrPWFrkyr5KpZVMpcWgByEmlk1BQsJm0rJSzXz6b0148jcveuIwnv3gSMPpS9cHw7/zzO1z7zrXyeyG0RhelZj0LDe/mOTdz4fgLAbjw1Qu55p1rCEQDUqu0mq2UOcpo8bfQEeyQ2UQOs0Om3LqsKW2sPK+c9mA7gYCm/VjjdiqdlRQ7iukMd9LoaySaiHLe2PNQFEWSRrZg+OaOzYwvGc+iYxZx7thz+3Svj6g4gomlE+XfzXf8hG8+n7ImKp2VhniInjTENVw+9XIeOOkB+bnQqtOvs8Xfwh/X/lESXoOvgdZAq9Ra39j9Bnd+fKc069uD7fyz9p9YFAs1BTUU2grZ3aW5sgSZfdz0Md6IVxa2iboTd8hNib1EWj16/7deG93RtUMSzeSyyXK7Fn+Lof5ArIVNHZsYXzJergdr0quU8PvlcU6oOYFALECdp05uV+wo5huTvgGkBFt5XjkjC0eioBipoHTCAAAgAElEQVQsDVVVufT1S/n9579nzd41sg5DCMaKvAppjU0tm6rFNIJu+VtHFI6QrreaghrK88qxmCxYzVYUReHyqZezcPhCFBQq8ipwWFIdZAtthYwpHsPRw46W97E10Cp/mzhHV7iLYCxITI0ZLA1AuqimlE2RLexFXEgQjHCzbe/czpu738QT9khCKrGX8Gnzp3giHhlrE6QhrMQmfxOd4U6ZgKBfc3qcUKM1ztjRtYOYGmNCyQTD94Ko9PG9Bl8DcTXOhrYNcv3+/fy/88sTfgloiRziHkDKJSiO8+sFv2blN1fKYw8mDpNGEsFYkFNHnsrUshSDC0tDLIJyZ7lhn3xrPmeMOoPrZ10vP5tWNo29gb08uOZBXt35Kp80fZJq46GzNIRGfsdHd9Dqb5WWRqWzUr4QQmMcWTiSO+fdKRcraFZFa6BVtgsZkj+Ere6txNQYFc4kaViSMY1kBbFAqaOUjmAHoaB2DbZYyj0VTUSli0GQ47D8YZgVs5wEKHL0VVVls3szk0onAcgKZYBb59zKn8/6cx/uPMT27qWoO+VfT3c3CTfQZy2fcfeKu+V90kN/br2AfuDzB3h43cMEYgGG5Q8jHA+zomkFoD0/IaRbA60yTfmDhg+oKajBarJSZC+SLqxRRaOAzO6ywu3YGeqk1FEq75ve/93ka5LkAjCvShsZK+5dNghLI5qIMtQ5VBKpTUcaz5z1DEvOWcLYIs1CVVHluoGU4iGK8ITArimoMZDGx00fy+e+s2sntd21WBSLFGzleeXE1TgmxcTk0sl4Ih46Qh3yOY3MG83sf36d2B67QRjqYTfbuWf+PXx90tcNpCEE/uOnPc4ts28hFA8RV+MG8gONTISV0BNpiEaWQujfccwd3LfwPunee2bzM/xw+Q9p9DVSZCsynKPMUSbjfoJ0BGmI+TRiW7EvIC2nyrxK6S4TCqHee6Dfr8pljPWA5rHY5taUpCHOIYwr1tzV+ncPNDkjUOWqkokvBwKHSSOJUkcp9y28j+Oqj5OfFdoK+eXxv+S2ObcxpWwKsypnZez3qwW/4jvTvsOZo87k6ulXs/jUxTx95tOYFBOLPlyE1WyVGo544JF4BFVVGZY/jC/av+C25bdJAVPiSGmq4qUBLV3yqGFHyb/rPfV0BDukgBjiHCJrKoSlYTfb8YQ9RBNRA2kISyMa0gSmNeFgiHOIFHbCbSFejjxLHjMqZvBR40e4Q25Of/F0Fq9bTJ2nDk/EI7UeoXnZTDYum3KZgYB7QiIcwh4xJgkIEphcOlm6ix5c86AkhHTSEO6pQlshz255lvNeOY9WfytOaypQLMj/L5v/goLCvGHGWd8zK2ZS7apGRZVWpl44ic9WNK+QdTygS+sMuylxlEjtVR/XaPI3Mb5kvPxbWGVTSrP16DSeD4xrQVgacb+f8rxyJpdNNlioIqYB2rq2mqwpSyOp+IwpGsPOrp34o35e3v6yIUV2R9cO6jx11BTUSKISa2qocyhleWXE1TgN3ga5ZqrVUeRFC8jrKs5JGuJ3jywcaXBP6QPZeu1dkHipPWVpiHcoPc22wFqAxWRhfLF2j5v8TZI0JpVM4tSRp2I2mSmwFsiCuo5Qh9TMhSA/rvo48q35mBSTJCjhWhRp5UJ501+DOM6Zo8/EarKSZ8mTZJMeGxX7ifukvxegZdC5rC7ZKqbIXiQVp65wFxbFwuii0VhNVkodpYY1fiBwmDR6wVljzmKYaxjPnfOc9A9nw68W/IobZt0AaC/4bxf8lnvn38ur57/KgpoFQMqX2uBrQEXlxlk3cs6Yc9jj2SMDmqWOUkkaeo0R4JuTvym1oHVt6zStMn9IxrZ6S0O4vdJJo9ZTizmmWUDC0pCkkdRA9ZbN/Or5bHZv5tH1j+KP+vnLpr/IDBfhwhCCfphrmEwd7gvUUBgl6SoTKHWUapbc6DPY0bWDRl+jtNgmlU6ShWoCZ40+i6umX8XkssnE1Bi7u3ez6CPjRLfjq4/HZXWxvXM7k0onGYS4uG4R/BZCWLzgJsUkU4GDsSBnjzmbq6dfTVV+lbQ03EGNNMR9E26n6/91PR81fsTQ/KFcOP5Cfnz0j6WgGJo/lCJ7kcEKERCWjdgOtFRvp6rdh4Q/lVhRnlcun7GwPsV1D80fKl0eIqNtTPEY6jx1vLT9Je78+E7eb3gfp8XJjIoZ7OjaQa2n1iDsBNkIlx1owlSuVZOmNdtj+TL20hPyzLqYhk74irULKdIQyktnqFO+Q+kZU4W2QkrsJTJO0OxvlmSuD5Sn7yeOLYjh6GFHY1JM5FvzZUxEJHeImh6xj9Vklfd87pC5PHLqI/xgtpZ67rK65DHFcxQkIQgm35rPbXNu46rpVwFaMoNZMdPga5BKkaIoTCufxtq9a/ms5TNWta7S9o8r1DiHZ2SmHQgcJo1BwoLhCzh37LnYzDb5UggtSdQKjCgcQaGtEG/EizvkllWuQnjrNUaAWZWzuG/hfZgUk6xUl5aGblvxsjnMDpnhoo9pSIsgrmnLE12TWVCzQAq73d27MSkmg5YtLLC/bv4rowpH4Yv6+MXKX+CyuqT5LSqU+7uQ1VCIRCDApNJJBh/9uWPO5bSRpwHwdu3b7A3s5dSRp/LcOc9lHGNi6URunHWjHD5VZC/i0+ZPDRPdyvLKmDNkDgDHVB0jBZSwDKpd1cwaolmT4kUX96DUUWq4H/Oq5nHDrBuYVDop5Z4Kd1LmKJNCpSukacai2eO8YfO4+9i7ZZwBNKFw7YxrpeAQMCtmQ52DII3rZl6HI6ERjJ40FEVhdOFow7bp+04tmyoF6Pji8UQTUV7f9Tqg1RtUuaoYVzyO7Z3b2ePZYyAtQTbDC4YbhLwgjRKSCQnKkAx3TDZkc09ByqLRX7fL6sJishhII909tXD4Qs4cfaZce82+Zmlp6Ekj3UIRFsYZo84A4NiqY+XxRadmEVgXVq5emRL728w2jq06VgahC2wFUhGcUDKBSyddKlPj9W6tb0/9tqydqnBWSMLVp1LPHTKXnd07uf5f17OubR1F9iLeWLyBC5qu5fKpl3OgcZg0DgAcZgc2kw1P2MOGtg28sE3LHBpRMIJCeyGRRIRmfzOljlIURaHGVUNVfpUMwOthMVmodFbK9hOCNE6oOYHjq4/nvoX3yZfNYXEQU2PYIypDX1qBGtP8GsKVY02SxlBbFU6rUwrRnV07KbIVGbIwJpVO4vIpWjDznvn3cOboMwHNnSasCrvZTqmjNCPrrDckQiHUUIj/O+OvvPkfbwJw6eRLWXTMImoKaphSNoW36t6iLdhGpbOyRytGvKjnjz0f0LKGAMYVj2NM0RjmDp1LiVflpCc3MNKq3acLxl8AaGR7QvUJTCmbIl9kIWQq8ioYkj+EkYUjuW7mdZw6XKuxcNlc+KN+vBEv/qifsrwyqUm6Q27pi37o5Idk5XE6vjn5m3xzsjYA06JYsJlsFNmLsJqtkuyFIqCqKmpYS3tN+I2ZeqOLRmNSTIZMMkAmaugtAOFqFS7NWCLGsPxhjCsehyfiIZKIyJgKGC0NvdATCkhBQiPKeaXzs/7GdAhLS0HJSNIATegKYa8oCiX2EloDrbLeJp00LpxwIbfNvQ2XzUWBrYAmXxO+iA+H2WHIXkq3NMSzOnfsuaz79jrD+b1Rr+bGTUTl9ZoUk8EVKPZPjyfoiarYXsztR98uA/3pwWpBvNWuaq6efjVgbOczZ6im6IjkjV3du2hv8JLv1bK4DjQsvW9yGPsKRVEoshfhiXi4/l/XS7dFsb1YLv7a7lq5eK6deS3fmvKtnMcblj9Maj3CwphQMoGHT3nYsJ3wu8/YbcXzSSeehespOupIec5CNI0pEtLIpNJZic1kI5KIUO0w+qVNiolb594KQCKhsnDXN/jct5kLZhlddotPWZwRb+gNaihE1JJHyO3HNaQk4/t5w+bx1ManiKvxXo/9o6N+xAvbXuCM0Wfw9Kan8Uf9nDj8RJlpdcH4Cyj9cBP2d/7OhKtvZun5S6l0VpJnzuOoYUdhN9sNloy4V2V5ZeRb83ntgtdIBAJ8cuz5jLnyazhnOvFFfVL4Ti6djNVkZUSBVhgqhJDwtedCoa0Qq8lKib0Eq9kqn12RvQhf1JdyP0ajoKbqNPS4eOLFjCkeY8g8g1TrCeEmBU1ADXEOYa+/hfJuaCtWGJY/TGrakGoECCkLoMZVY0gVld2Ufdo54r13FwdSQtZlcxmUgEJbITaTTZKkgNlk5rVdr8lmm+kWgx7i/SiwFUirT398PYSVCRiuw2V14Y14ZVxiWvk0Pmv5jBkVMwxrUBwv3V0qLF5xLNAC1qMKRzG5dLJhW+HWrXJVMblsMnfPu1u2VgEtuJ9nyaMir4I93j3MKJtJwDPw+R/7isOWxgFCkb2I7nC3bKo2rngciqLIRVfnqaPUUUp4127UT9YwNH8o21e18tafNmYcSwiiY6uOzdCc9BAvZllwGtsmXMIrz3URi8aZPWQ2C2oWMD5fSwWMBLVrMikmWYugN8HTsXtdG7s/6eS6yF0yPVFgctnknKmIuZAIh/lo3r08fdearN+PLR4rs5z07otsmFI2hTvn3WmI8egFQ4GtgPkVmsan+gOMKhqF0+rk2pnXZrXshFaoP6+3vo01M2/ii+c+pShhxx/1y+wkkRQwd+hcVresZlvnNvKt+Rkuo3QoisLNr8K33wxR5aqSVl+RvYgSe4l8lolISlikk8bMypl874jMich3zruTm2ffbMjUUhSF2UNmc+QOlQcWxynyqQxzDWNM8Rjeu/g97l94vyHx48jKI7l2xrWcUHMC1a5q3viPN/jzmX9mYc1CAEI+rSYl5M9dZf7h89tp2q4lBwjNPV2IK4pChbMigzRE5pOA3jpJR1V+FU3+Jpr9zRmuUnE+8axzpagW2ArwRXyyc8DcIZrlecnES4zHS5KXPjFC7C+uU1jsNrONpRcs5cQRJxq2dVqdjCocJduxXDjhQkMNmNVkZdHRi7jjmDt4/5L3+c2c34EKQU+EROLAzNDQ47ClcYBQaCukI9RBMBbkkomXcP3M6+XnoJmjJY4SOh5/HN977zFhxcfUb3Kza21mEzLhQxcujVwQgiYvpgkgnx9ad3monljCH07+A3/74BMAIqFUbcCIghHs7t4t4yrZsPZtraq6qNTZr4B3NqjRKMTjJNI0NT30Aev05IBcKHWUMqUeLn87xrZfGAWMGtaC7olA7/M3xPPRu3xCniAoJsL2YkZ8Vk+sOMbqvasZWThSCqG5Q+fy4vYXeX3X61JB6A0j2xViQfjpsT+VnV+HOIcY3CvCNQWZpJELIwpHcOW0KzM+n1c1jw+9r2NWoSiQikWV55XLvlgCVrOV62ZeJ/8eXjBcJgYABP0amYX92TsTJxIq6/6lxfKqxhdLIZtOGgB3HnNnxvr77hHfpbqgmtvevw2gx3VXXVDNypaVFNuLZYxKQAjzGRUz5DbZUGArwBvxsqp1FcX2Yq6afhULhi8wWACQIot0S0O4p7L9vmxYekHPXbBF7zaAJp9GvKoKQW+E/KJMZWcwcZg0+oBEPIFiUvr04ufC8ILh/KP2H8QSMdkaAYxmdom9hHhnHfHOTtRoFF9dC/GoippQUUypc988+2YmlkxkfnXP/mOhTeUnUoI24E1pqsLCiOpIQwiCXC9TJBijZZcWjAwH932YY0InBAGikThWmzGTSPjqE2rCkF3TE8wmM9PanYxu9dAZMr5UiZCICfQudMVLrz9vxKuRTsRWQFF3MxRrHVP1/mURE/FFfTLXvjcMMRVjsrjoWq1gtphgvlZjoO8RNRDSyIXzxp7H1Ak7iP3zT9gj2esG+oqUpRFFVdWMdyUW0daYWDN51uyWBsCx1cdmfAYwqyIz5T0bRheOJhALEIgFOCv/LOOxq47V6pscldS8+Amx935C4pFHMdmNa0SQxsqWlcwdOhezyZxBGJBSzHJZGj250QYKX2cq0zDQfeBJ47B7qheoqsofr1/GB89t733jHjC6aLTs26N3VehfmrK8MuLdWoZVrLMTzyYtdz4aMfaSmVg6kZvn3Nyrli9cAE6Gkp9M/wt060gjSRbxWIJ4VMtdF6ShL67TQ+9LFYJiX6CGjKm2PncoYxu72S6rsfsTLylRtAyUYox58KlAcu9Cd0ThCEodpYaak7Bf2z9iKyQvkLyHatywTaWzkqumX8VlUy7L6jLKilCYJtNYlj+7jWV/20p7g9b+RS/MEz2Qhr87TNOOvk8CNCkmilXt3hxTMjOjcrk/EGshEVeJhjN7H4n1JSwRm8mGgtKjezUd6dmEuSAC1RPa5pK/zPibjqs+jt8s+A2nfWHm68sThD9ZifettzOO4bK68Ea9tPhbOGroURnfCwjFTF/JD6mYRm+/r+V/7yHweaoZ6b+e3sSO1T13q/W5U2vA3x3uYcvBwWHS6AWJuOYz3LCsoZcte4Y+qJiLNErsJZI04m430WQOeDS8bxq9KVFKoacOBVVaGmpCe7nt+ZqxGUmeQ5BGka2YrZ80Ew4YiSHg0RapPd9CcD+QhtD6BTwdIbasaGbVG7WGz8cVjyPfmm+oN+kNhUpSm8WoBSb66J5S43F4/g3eO+cNpldMl59Hk66YiK0Am+7+pKea3jjrRn4494eG1jTZ8P7ftrLqzVoSgQC1BUdSVu3C7rTw6auZDQXVSOp86aSx6o1aXntwXb9GEYt7cO2k72QUicXjmqAP+aO8/cRGvFkIXSDoi8oBztmUiZggjYC2zhRFwWFx9Is0AO6Zfw8/P+7nPW4zplh716q6xxPZnV0LH9qpgtWKdcQIupYsyfhef13HDDsm57mEYiY606bv35N7KhEM0vnMM/iWaWOQVVVl26et1G/qeQysryv1zuiVwAOFw6TRC8Ri31fIND1VNZCGfnGWOkpTlkZ7B9FksC/qHdjs6wZvA5a4DVXNJy/Yit0cJZi0FIQ26CrWBGokqP09rngcZsVMxSqFd57azMYPjYNx/MlFWlbl2j+WRjhkGAzv7Qix5ZMWNn3YhPedd2h/VGsxfcW0K/jR3B/169iFatJvnjCShtpH91T3q0tpveceOp540vB5JKj97oi1AKsv9QKLVh79gaqqbF/VSu36dtRgkKC1mKpxRVRPKKGrNfO5q5Hk+RQl4/o7Gn1Ew/Gsmn4uJILaORIBY9pTe4OPR296n44mH03bu9i2spVX7stszy8Q8kUpLNPucyhLXCPdPQXw9Ulfz4id9Ibzxp7H+ePO73GbMkcZBdYC7LE81ChZg8VxjxdzURFF551H4LPPiHuNbdBFBtqpI0811KukQ1ga+tEJkIpppJNi10svE2vT4pTxLs0qTASTkwTDcRIJVRJrLvjcIYoqNbI6bGkcQmjY4iYciEqzGrTYxkAhWjLc8KaC59afyM/NJq1NcoVvBPEdTkka0Y4OoskCn6g3t4bXE84eczZFIS2A6wy2Y1fC0tIQabb5xdqiF9bMMNcwlh7/NN7XtK6aTZ9sMxxTaDalVfmEA9F9zt5IhELEdVlLXneIQHeYkD9Kww030nbffaiRCDMqZsh6ir4iX9WCky7V2GW0r+6p0CatAlixaccJ79yJmkikSMNWiMWfejb9TTUGTdiGAzF8nVracczixFViw1Vsx9cVzrAaxLW7hx/FHiVlvaqqirvZL4/ZV6hJshDkIdDdFiARU6nf5JYuSU97iLY9mnAN79olry0W1YiqeIi2Xle9UZshzGIRYWmkru3m2TfL1i77E4qiMLpoNLZ4ckBVNneZ14O5oADbcM0KjLu1+p7Q1m003nIrpw5byPeO+B73zL+nx3MJclAxPifhntJbGnGPh+Yf/5iul7Vpn/FOLfVeDWnPQJBFqBfS6NobpKjCiT3fctjSOFQQDkR59fdr2fRhs9SQQHtpBgqLycLIgpHM2K0SXGtMLS20FXJE8wLq/hHS8vCBYHMHJGMWUV/fkt8btrj5060f8ObiDcRjCaaVT+OJedqMirxgO/ZEUFoawrJwFdsMfwMUdNtoLzsC1ARtbcYXLuAJYzIrFFc6UVWI6BZ4pK4uQ2PrDWo4TFwXRPR2hPB1hTWtK9nSOrRlYAMbK81aML8YJ/6uMCte3kkiofbZPRWpqwVAsViItray69zz8L79jowFJcw2EiLFVIW3/7SR+s3uHEfLjs6kNRHojhB0aATvyldwFtuIheOGJAXQYhpt5dNZO+bbfFFxJrF2jdyD3ijh5LXokx16Q7vPzsdH/5SwN0ykvp493/0esc5O/Nu0VNOGtY34de6Q7rYgoU2b2HXW2XjfeUeeG5CksXtdO+vf3Ka595KQlkYvAnF/YXzJePITmuDOZnklPF5MhQWYS7SEFCHA6y69FM/rr1Owp4ObjrzJ0BdKWAh6XDThIr495dt8d5ox9Tybe0qsN2FhpCwNbT2Ke5PuEtajo9FHZ7OfEVNLyS+yH7Y0DhV43WFUVTOz47GUdeFu2rdslW8MOYsiT5x4W7tBYBXaC7HGbcSCqXN5d6ZiKJEspNG2x8vu9caZ2HUb3YR8UXatbaN7r7aPiEHYIt3Y4n6pNQpLw2HW/vZtTjWs627xgWKiuGsHgajNEPwOdEdwFtpwuDTtPehLfVd32bfpePTR/twS1FCImK6a1t3kl4JSHaUFMYNr1/brmALlZu2FtcZU/vn4F3z+zzra670G95SqqoR37sy6f2TX7uR2PqJNTZBIEG1oMAghMT7FmrCzfdVeXv298Vo/f6uOPcs3SQsyHcIFparQnYx7ufLiuJIWoK8rTOCzz/AuW6ZtF47QUjlX7t/+mjagqbM5tTZD3r5bGl0RJ6G8cjzdcYJr1+H/6CO8b79NoE5zS7bWBwzZOuFAFO+72nRD8VzEe1E9IZUm637qabpeTA0NE27eaCieYbFHgjHisQTdr71OYE32Wp3+4sZZNzLUotUcibWuR9zrxVxQKEkj1tlJtLVVWp+R3bsN2wdWr2b7CQuI1NUZPreb7bISXY9s7inhAswgDWlpRJP/z02sWz9tQTEpjJ8zBFeJHV/nYdI4JCAyeCLBmCGm4W7eN9I4O5ZK2YvUp0ih0FaIVbUTi6okktaFd0+qvXfUb1wYW1Y0s+Tez3jj4fUGH7FwHUBqAWoCX8Ua9WGLeAl4tQ67ggjyvMmBNTtTL4PPrS3iinatv9XeutQcEL8ngrPITl6SNIQrRFVVYh0dxNqMRNYbEqGUpZFnidDRmBpNGykcSsSaP2DSkOQQDMk04aA3KuMCCb+friXPs+vscwisMk5ejHd3E23QnlHc55OaaMzdYSCNcERLD75sfPYeQCtf3cXnv36Oph/9T9bv9XGLruTUxnxbVKZR+rvDtPzs57Teqw2yUiNhYjrtt/UdrdamsyW1NvVE3hvCUS16HfTH6GgN8cncO+h49yPCHRrJhcIKjdu6KK3SEhDCwRj+Dz7Qvku679rqtXVXPbGES38wAXM8TMziILh+vTyP3mLXW7UAj/1gOa8/tI6mW2+l7hvZW630F2V5ZSTC2m/Laml0d2M2WBpdeN99j1hyLYZ3GUkjUlsLqop/xSdsP/4E7e8eUO2qliOhw7t2o8Zi0gUo45ZJ0lAzLI3cpLFno5uaicU4C20Ulufhae9jCf5+xGHSyAKRJRIJxQwxDb3GNRCENqdGo0br9+B95x06n32OInsRRWFtsQqBEGhKuTmiQSNpbPwgNVIzKLKhVJX2ei/lwzUNRyy8gDeKjQgmNYEt1EUiphLyR3Gv+gKAvC6t4Crclpr9ILIzKi2aOa4XbOmWhgx6iiI9f0ro9wVqKCgtjVKLx/DdOteJrJ1+I6GNm/p0rI4mHy/8chXP/nwl8XhC+v+jgRBqMvbi7wqn6jQCATxvar2uYh1Gt5L+WSV8funzjne4ierauEew8clFH3DlRKN7ArTso3hMJWbJI9rcnPE9aPfWbNVew67icZhjIazxoIw1eWpbCW/fTrSpCTUa1dx5ljzy8jWy8nRoa7KzNYDJkiSAflga0bh2nFAwQWOLQiB/GG0bGwjp1oO3I0TxECeKSSHU6SO4YQNYLIQ2bZbrrrDcgVq7Hac5hOX/s/eecZJc1d3/t3JVx+nuybs7m6N2FVY5rBAKgBCIJAw2wiSDCQaMbR6wAWP7cXj8NxiMDQgwNsGAsQlGWBIZJISydqXVanOeTRN6eqZj5Xpe3Oqq7t0VxjaY5/P/6L7Z2Znq6lu37j3hd37nHL9NoFg4+1Kaeq/xZccGTafpJsbN5K7+nuq949//7nHu+Nj2p/x7N6bSO6IwSjyM0yE+EJ6GXCigDKTw1OH9He694s+Jlq/BPdjPXOvuj/mvfhV/ZobqP37mKecDooLt7S+8nXPkxRy8+WYWvnF7Qi9PPI3YEAntrtKIY2Ud/yljhZ2mS74cl5gZsnDa/lmJB7/I8bTSOMvoKgfXDvo2e+u/GXSyd+3ksQt/hwcufh/u0Umq//gZqp/+NK/c8ErGp8WB99UM6shIEgQH8DrppmjMCat5bJXIPO5umEbVxmn7LF4n8is688Ly7NRdDOIOfW2x8WfueZSpr9yJRIR+XFSBteeaNH7wA0LXpV33kUKP0uIBpNBPFBNAe94mk9cws114KubnxwyQoPmfUxqh7STWXZl+qmFbK9PKjuI3frZ77r5zB1OH6lSPN7GbXpLTMNUDRbcWnOTwhq1WIhy63kfXcnP2iHVRSiXCZjMRGv5cFc+LUOLica5WQG+5fZZ0N0DcFVaBYqItOnuPiYWZDqMrxLv09AKmXSVstxOlUdsew4a+j3fyJKHr4qsWlVGxZm2EB9BpeORLJoomJ+/Er1Zp3nPPT10zL66YaztQqwtx4GBiT1dR/A6aJN59bsDAyKh0Ts1BGJJ/5jMJFxbwjh9n5miDyojBoZfcwvzXvo7q2wTZIu7+A2mwvGd9ugbNV/7PI3z3U4+fMW4j/6IAACAASURBVKfI7T9nR3ZUObz9TA82bLUI6nV+8q/7+ebf9nujru3TjU2foVCiSMTeskUWGiBpGsF8jblaRKgY+MvPxTlNaXSNhiiIvYEehXj6nA7feiudJ0X5H+/YMfB97N27zwJPCY+j64H0Cn/3LImzURThtHyM+OwVBoWB+T/tbTytNM4yGnHyjNvxk81uZNW+gOB/ZQSzVebyK2lnR3GPHmF3c4Ltxeu4YPgCgrgSqa9aGCtX4PbkI3id9BAdelwcnnO2CCHUhYem9wuBu3itCP5O/vH/wd6zl3bdxQjFprQWBNxy1x1t5osrMRSP8NAeiELah49x7M1vofb5f6LVCjGcBYwVK9DdBq1ah8AP+dZtj9Np+cjH9ieexg8/v5ujO6uJ0gibTw3htWJWVBhGieUfOTZB7F0NeKfO+Ewka9j+z1a4oL47hRTcjp94GvWGUMiSJLyorjIJGg38aZFIFcwvsO+RKT7/3vuZ3DWHvXsPyuAg+sQEYbNJMDdHIKvc51/JTCuL6YqD72kZwnq9z5rtCkU3hhV91SJ8CoKA3fIoDKYxnVzrOGGrhWYo6JZK/ci0mDjgHjlK5AilkSub6IpPRx0gCgI6DRcrr2HlNOxYyde+8EUm3/imM4Rw73CjmGzgSNTaYg96+SECxUANbMqBWJ9sycCwVFFCBchde61Y2+27qM/alItREvNR/A5hsULYauGfPIk/O4vfY/g4bRErrM/aHN0l1lEJ07PlTk6eda6nB31Pvu99TP7mG5mfbtOo9qMAvRCPe1qeU2QLwsnDcyv40h8/COUh/FqNZjuGs4aX4x49KkrcxCOoCaXhHREldJz9+8+aD+Ps20f7kUd59H2fEvTnU6KPiXv48BnwVHAaPDX16c+fdf7dcfA1byDww8Rg6yqNhZmnlcYvfTR74ak4EF4ctGj/B0yFY+94B7O33faUf+/N5m0/vp1jpc2cqmzGWWgTal14KkPl9a9PcjSAvgPXmhfspdEVIsjbVRonvyNamGb2iFaknpahfscdtBsueiA2a25mLy/8nQvwA4n50hoMex738BGUII0rREFAuwOGM4+xYjm616BdbbH/kSkOPFZleHori9y9aIbCkvXCtT/w6HSP0nhqr+DOj23nnn/ey123PcHn3nufUCA9nkbGnsHKawlc0x0dMn1MnKcavawhp+0nLKl2J0JWJcqLcrTmnRS2Ono0uT6oLyQJnJ2Gi7NnD+aaNcj5PEGziV+bo50Zo6ovwQk1jKCNooCvZkX8o8ea7Qowe0oocl8xn9IDc9o+RkZD14QAWnXg60nJczOrcihYzszG5wHgHj1C5Ij1MrI6WSOgY1UIOzadpoeZ07HyOjOTTQ49PoM3PQVhSFCvn/W7ATyEomj5Ok0/Vl4r1hMoJkrgMNAQijhXEp6GE+83Y+NGDi19LtWj4t45Xay9X62iBjahFXvCO3dy4MbnUn84zfFw2n4CoUWxCDKCFAJ1Dx0ibLUIO50+mGb6cPoc3/vHndw3tYrOjh3YTbevfhr054OcDk8FdaHAJ2siSB2WRwhq87RdIYzbuVHmcitxj6VxR38uhpLiQHlYr581rhEFAdXyOTw+fDOP3HUYf2oqeaZeeCqKop5AuE1o2zjN3v17JuRU3yYgZSMjvMOusfG0p/H/wGj0BsJjfnm+YtJecHCnnjrFv/3Ag7QffeoEqN66QTPHOjhmmUhSmNx+gkBJPY3MZZfhX/V8ijnx3b08c88J0AwFMyeu77q0zXkH1WtR+9BfockBvpqh/eijtOsuetzBjCBgZJGBTNzmdeEUeF58fWrtdhwZw11Am5gQwfN5m8e+P0lxQOacnZ/GrB1DkiRufvsFjK4osjDTYcf9s9RzSwhbLe7+4h72PnSm11CbatOodji8fZbmnMOPv7yXyEnZU9JClfJ4jkLFRNXTrWkbpYSW+NOGbYMUxgyUjk/kiENoOzKZgk6uZAilYZ95r2Chzsn9wgKMggBn/36MdeuQc7nY06j1MfEVfHRDxtMsgoV6X6mXelUcYntaCJpAy5zV0/C9gMALMTIqz9pc4/L734fh1hPBNLhYCLUnKzeAlcE7Oolvu4SKjpHTyWcjOmaFsN3CbrhYOeFpVI83ufPjTySkhKBexzl0iJm/+2ifdRxFEZ4sYLDZcIhuSncwvlx4GppM6cRWVE1mcHEe3VJx7ADJsqhLJQ4tv4lDk+IzahALxGoV1e8ksbnGD35I2GjgzqUCXyiNfu9HdlPB5xw8xOQb38SeCzZTvSMt8TF9JF3DPQ+eYjq/DjwPe8HGs/2+Z+ulgp8OT4X1fiZbNDBIUKvRicvObN9v8th5b2V2e+q5duGp3uGdOHHG78J2m3rc8dBrtPCmxDnwjh9P4Ch8X0Br8/M4eoHAduNk3hSSPpun4akCfZCr4p66qWLlNeqzNsfe8Q4O/5xIBP/ReFppnDbCIExgKLcTpJTb+75LhMSJv/8CR1/3G9S+3F96IAoCgvl5gupTlwDoVRpTcallopBjO+cI4pwET7UI/JDp4w4T549CFOK5vVaTj2Yq6KaCLEsJft1qRphOjWB2FjVy8dUMrR278Z0A3esRWO0WuUAIM91dQLIs9LyVWPtBvU7b1zDDFtrYGJpbpzYXMDvZZPViDwkSSAegOGxRPd7igXsabDv/7QTNJrvuP8meB6f6nt3p+Hh2QKfhocpiTRdmOiK5T7VQpBB35w4uu7bCM29dh5lJISnbLBN1fnpORWjbuJFOpi3m5rb9RDl0PIVs0SA7IJRGr8cnZzKoo6PM11LB0jkxTei6zJXXQzaXwlM9ilWTfIyMiq9mzvA0uvk83WCyr2fP6oF1BYOZUclJTSxHCKau0rjuVetZc/JbhCjYKzbjHj2KE3udRlYnkxWVdsNWi07Tw8prfRa3Mxtj5wsLHH7JLcz+3d/1Cb/IdfHjtqueJJSHEbTwCsOo55yPOZAjM7WX3/jA5ZTHshgZFc+NUIeH6HSEgG62YqXhijn7c3Movo0XyKhDQzR/KOi5vRCr0/bO6AcR9FTydQ8dov3wwwCc/MRnkt93WVrH/7g/4c5u+0RRmkAIp3kapymN03OJwkIZrzqHo/Znb7cPpzCZX5sjAuYLK0AVezNsNJj/+r8lzc1ANMaq50XzKu/UNMePhVTLGwSFf0+abxTMLzDfUvnJFX/BgcoWguosvppBDuJqwacpjSiK8GOl0rnj6wmjsDBosTDTpnHXt+hs29YHqf2ixtNK47TRWnCJIjCzGq6dehraERHYas3Uad13H80f/KDvc8HCAkQR/lksku4I3V6lcRG6M0+ptocTh1uEcUwj/4pXM3WwTuCHLF5fEfTFnsMgPA0VSZIwclriabQ8DdMVlowWdPDUDI4Ul212FkAWrzpoNpPihYNXX8zqH/0Qs5wnzIsAur3QIYxkLNroS5Zg5TTCSAiGoiSEUG+SU3HISuYgRQGuGxF4IXMn+oVkF/Jr1mz8UMzF7fhEtkNgZNEsFcIQbesPGFs1gGHJ8T1DbLPcl9dS+9KXmPzNN/bd3z1yFFfLkekIpeF0/GS9bV8TnsaAQafhEfQoYW3pUpRikYVmehQ6x6dp5Jfyg0cyPNo5VwTCazUCPY0zqVKAmdPx1AzBwnwfBNIViE5sXfuyjt9sEkURJ9//R0lGcDcZz8ho6fPJcqI0NFNheFL0Ya+NbMI7dgzXFnvBsFQyeZVQMWhONwmDCDOnkymkJbrtefEOgoWFNLFsIbX4w3Y7EUQAZtiiENXo1D0CzRTvBAhij8WwVNxAQRseSZ6x5YprFFvcN6zXUYMOnhtirF6VUpVtF91UUDWZTv1sSiOdt3fqJMgyysAA7Wmx52RFSnISjn/z7vQZJAU/iGM+PfkYvfDO6dDVqYML7Fmd9sWIciUap+pEp/Vp70wKwyeKIoLqHNXyOWzd/Lu0VlwIQPPen/DIR75J474Hks/4zTYLcTmZ2Rmf+52Lefzct7Bv1S10du3i0NLn0syO49dqbB8UFXiny5vwpqfx1AymXU3mv/PeE5w6GHu/jpN4GsHWB5j+6w8BUB7LUj3eSrxg+8kz++/8vMcvVWlIkvQcSZL2SJK0X5KkM4jskiQZkiR9Of77g5IkLftFz6kLTZXHs4RBlJSMMDvi4NRPzEMUYe/tL6/RPRzB3NxTFozrwiUAnpajZB/HdOZoNVKlEA2Oc3zfPEiwaP0gSuj1KQ3XCdBNsbmtnIbd9IhcF1vOkc11rb4mvpbBjbNRNXs+5aPPz5OZFW535bLzUYpFjJyBds656MuXJ3EBU/GQNI3Rl6Wd+TJt4Rb709PJMxaH0pyBTGc2+c5mzek7uNWtwsoK/B4IoSPiDoGWwcgamBs3Uv/mN6l/97so89PIgUteqgulEcdMHvveUb757w7Nu+8mCtN16Rw4iK9lE0/DaXtJnoYd6omnAdAJDSQzVqgTEyiFAu0exMo5NUsrLyrLHmtXqFPEn51FGk0ZUJIiYeYNfC0b03BjwkRGxY6xaScW2hEyYShqRc1/9as0vv89/Lk5GvuPJJ+JOh0kTUPO5xOlEdk2enuOoukwqywSCWix0tAzGtmCeJ5qnD9k5TSe+cp1XHCDqAjsNMTztx96OJl3sJBWwQ2aLfwell7RPYWpeHQaLp4doGfF/f0YYjEyGh4a6vBwEt9rx3W9lHaqjFTfxvci1JVpHxTfCVB1hdJYlrmTTea3CRp1aW4XcuQn8Ky+fDnOvv0Qhgzc8pKkaGcxHyXVDFqFtI8HG9NEx17GUddSl1XpDE/j3vsDji9Ky5eEmSJ2XNW5CwkDdE6JMx+120SOQzPu2W4Pi+eaOumxZ+0rOH4wNZBqs07ikc41hPeUjeocW3wNJ+ZMDi2/iYcufg8LB0/RzIg91jErdCZP4KsZLFfIkZOPHuCH/7SbO28Tzb3CViuBr8o3PCNhd1UWiRpw3XN3er7RL2L80pSGJEkK8FHgRmAD8KuSJJ1esP51QC2KolXAh4C//EXPq0u3zXtiw7TrQvBZtvh/a05YbP7Jk31Zvgklz3WfsqbR6Vj6shdfg+p3cP2094DT8WnM2WSLBkZGQ4m8PtqvZ4uYBghvyG56NA9M4msZ8kPigKmdBXw1gxvXv9HbNfSlwmXubN1GtinyPLpCVDNVXDtALuSTYFw3MJsdEWwsTfJQ5oTwiByHMA6uFnqUhhymmxeg2pNBf/zzaXYwQMap4toBke3gaxl0S6V48/Oxd+7k+Fvfhr5vK/nmJFnDxzZST2PuWINGbjERUh/k04wz6C3NQyZM2FOhpOCikynqZPJxyZRQS96FPrEEuVig7WqomowsRXSmqrhjaUnt+dIakYcynCoNT81iZDV8PYdfrSaeRsZKyQluPfWOfNXC2b0bfB9/apqjr34NR9/9h2IOGZWw3UHOZJCzGfzpKZFQGK/xUClkPsjj12o4sQA0LAUrfn9zU+JZzJygQo+vEe/Mj5lRjW9/O5lHN/gK4CyI+Ulxv45c5xSmFtCuu7hOgFEW77JLL9UthVDWkIZHk5pHIWIvKu30vmpMR5aXpX1EfDdA1WUqi3PMHmsy8517kAOXC7b/HWvyJwgUgwihNILZWY4uvo6TxU2wSpSbt6b20WmITnWtgbR3uTeefsf+W1+bGDNOxwcJsgXjjCrRptIP4YSFCk7c32Z0cVoHzZ4RAWs/NghbcZvbdtzd0u7S2hspglCfF+/H7MwmHvpli8TenCmm3fi2/1h4MSPhJJGsMX2ojq9lyFUspNBn7y5xz3xJzCdsNhMFmluxhGB2lmB+nsqibDw3Maf2w/8/VhrAJcD+KIoORlHkAv8MvOC0a14AfDb++SvAddJ/pxPSTxlRFOFNTVM/ESuCb/8rIKAGiZDcUB6I+nBPp8fb6LIr4OxBM4DA7d+sYxvHkgOW3LMtsP+uNyFHPj2QKZ7jp0oj9jSqD4rEp+Iy0ShI6dTx1EwSjFTsOsYaYR21fnIv5dourrhcY3HMftJNBbfjo+QL2HG2rmGIZe4K2lxQI5hNYaluXGNgKLVUfdXC6VEavWVX2k6/6291pkV9KdvG1QpYeY3CjTcmMNqqA1/l/Mf/FsuScfV8wnF3ZmsgyUksIbn/nPiuTNFEjQS1N3LdRIn1JiR6agZj7VpcLcdO4xKiQplOZGLpAYrTxJmeo1NaQnHIQlNCWt1ugYNpdWJXyWJmNLHO1VmcWh0lcNBac0mcyekpNOkrJp3tTzA3sIb5WRtn794EGgp2bydst5EyGZGZ/N3vcfy335E8X3lIxQtVHLWQUF51SyVbFgKjNhs3NorfldGFlWKL1zsujIT54kp+8EM3SVjtzAul0SVGWM0TWIZoB9CpuxjlPHI+j71LeImaJL4nKg33wUuyIkEjVRpKXPFVWrw8fX4fVE1hcFGOTsOjaY6gu0Ip6uUiSDKhrKIvXwbA0Ynr2XPUIPMrtwKQbZ2IO9U5NJW0XElbT/u+eM0O9uMi78Nt++imim6pZ7Cn5LBfiajrNyVsxY1XjnDOFuEBeF6ENznJqQ9+mOnB82gXhQfXUgZA0xKjYLYKH33jDzj6ZJV6U5ybkh0zr6KQypI8UhTQ6WkZPD8j9sbixSpEIYenLVwtR3HJIPnmZAKV6fG7DFstfDWLLEdYq8UaOQcPUlkk5t3MjKGUy5jnnNko6uc9fplKYxHQS8g+Fv/urNdEUeQDC8B/rgH1zzj8kyfZ/4xnMPf4PrTQxoh5+HP3PYrsu1irVpBRPTrWEG1rGF8xsfekSqPL4wZBOwRBsT3xB+9h9rZPEAUBYc/elSQYXlFCU/qhLLfjJwwpAIUAv+dzru0ju11Kpka72uDYJ0VRwvJGUbtI8wVW3RUacruOUiqhDg3RevAh5Chk0/PPQVHE69djT0Mp5BPMPIHAYow82xJ8ezkvlGY3rmFkVUaWC8HsKyauLqiWsiolxftC18WW+vtgWE2RIW23HNraAMWhDOrQENktW8TnoxAl9DByulAQsffmzArl7GrZPny+E8Mlvi6j+h3m5tq4Wo5Dy24S8y8aidJwtRzFF7yA2bd+gid3eBxjKbaUwaId048N2mqJgZEMZiakHSsNeYlYX8XvsFrdj5FVCWQdr1rDmZkXSsOtJ56G104Fa6Ca2Due4MkNr+HAwJViDW4SVXvtu75J2OkgWxbaIiGwWvfeSxgrjYERofybuUXYs+J3uqWSHYyVxrzYQ93SLl1B01tuRB0d5cCKF3BsWuNo3K/BjpXGBvtBlk1+m6FTj2BaqU2mmSrmunXCQ0LAngDhwFCf0jAyauJ5AuhKvGHHJkDTUMplQklFUaCyWAi5WmkdultH0jT0Ukx91Sz0JRP4ioGrF6jNRzg2yIQYVUGPbp1awOt5rraSGim+YjL3pX/GD0LstiCMaIZyBjzVcfrtTs+H7C0ixjF4zgRX3rI6uV/tC19k72ML7Nj4BhqG2AfNwELJZPB8cX6mamLdn7j7OPW2guHOk0HsV8NdQB8eRAvtPqXRDuPcpIky5dpuUbFYkll11TIu3PpBNm/9IPn6ERaqTXaeqFOdqeFpGQxDwlgpYibOgQPY3/oGpurRzC1i+Hd/l6G3vY1f9Phltns9m8dwejDgZ7kGSZLeALwBYGJi4r80mXBohNC0mJ2sYbRD1BjPdUINOfRonHMBxcmAenacRza/k8G57VTv3cbiZ93Mx390kEvv282m+F6PPHaAv3mgwy3f/QfO3ykCmeVX3kqgpAyRwYk8//rYcQak/uJtTttHkkEzFJqOj0KAa8OXP/k1Tq7YiDVdw97+CH+9Mkuh7uG40MoLC/izBxvcAqh+m1DWcGPrSfE7yIaBvmwZ/swMyugo3zvhck0+YKbhcMeuUyzu+CzkTJw4eDznetz5xEnu3THFIiIyswfwm9MY69bRefhhvnXPDjx1MYerbTY8Z5zFXzjIKc8Slr0UMT9hcXDbDH/8tw9xqD3FDUYJ3a2nln9bKJ3q1n34Fxk8OL2AvG+WD6+9hXPtQV76oICzHE0hklX2HDrJetujOdcEOYuvZdn25BG+9IRLRlM459A8jMAD002GCk0e2j1DZuwKTo5dDsAb/nUbVtngWYh4UivKsHubMAzuP5WjqClotZMoYYZAMVhwDbafmkedr7MsI9b3R6d8SqHLM+79PRpXXc+eOSFEq6cW2HtgCjOAqF6lYywDYow9Rjt81aK6bQfe2ufRMYXdU9PEWrSmTuBnTBqRwh03v5Wrv/VZhif386k7H+dZwDu+t4cbWUkzuwh5oQ1D8JF7DjCq2EhhwFxdQpLg5k/dz1glw3P2PwyckzDiAB4rnJMEaL/57/vZtvUQa3cdIM8i9lfnuPyAoLZ+78AJCvF1H/vxQZ5NmXN3/YivPXKE8MFtwDL+dq/P4rkmXd+xHUWcODZNV3yHsefyl985yLrf/kuU3TswJzUC38UaSuekew3qZo5Hp1pAHj9b5P55GIyr/fpexH0Pn8CMPPSm2C+fu+tJBhUDTQ3wfIU9c3Ji+gaqSf0b3+C2PW0aE89nMJQpGRLRfMin7z3EbNPhGWuGsH2VgdYh5i8/H2lHnT2TC2w/KbGIiJ9M1jlSbRERESgm2370MJGW2rKa26BOFlu3CFTxchfaICmw/+gCFVsj69Uw1ZgZZ89x78wwWuTTMoSHJBFiW2IPfGv/LJuP/5i58gZUe5pfuy/kw4aJrdpYdpUjU0M89yM/5pJTO7lFzTLdcbjhi3v5mKpz3/cfYfzAE5iVm2lbwxx2ZcKjNTZP9PdX/3mPX6ancQzoiWixGDid+JxcI0mSChSBM7CfKIo+GUXRRVEUXTQ09LP1kD59NByf/WYFpwOmU+Pe0XUA2HqROSPLi0+Os2NunlZuEb6WYbpyPvv2TnL9X9/D17Yd49CBtB7U41/8NzKTB1m771HcuJnLe//si4QxrfDhYsj7a9P8wdefYKEnaU1W4fCpBrsmF9h2YoGN7/82bdcl6Hic+9fv4eRHbyNERQkcvvqtR/nW3hlA5nhWBOj+Ze8cIRJaXHrVNstEUYgc+nzo7iM86AnLdKsxwhv/6VGe+5Ef8+p/fIjjTQcJ+PeDbey4gN1DJxZ48xe28uUnTnB4/kHGj95NUK3yxXlxj4cf3MW7v/YEn7jnAG/70jb2HJsR8JRRxAlcvtxuMC2H+HvqVPwWjlEk3xCOZRh6CTTRiDsFfm9yjls//SCPzbrsVFPI4Rv7hWfxhR8d4NI//W6SZe1qOf7hrsf5/s4p7tpxEiumLF914QSG12RV0UqCqwDnrx+kVDQIifC0HF95rAERzBRkTH0IxyxjnjpIR1XZN7qJKJQ44rqsXpbHNQaoZyucmrMhEF7EvZMNvrRNvPOw4xK1bNTAIZqbwu34/P5XHsfuYfP4ioVf674XITDu2NeEwOXI4VM8vvckB+oBd8xI/CAaRG4ssHu3sK5vuGIVignN3OIkcP3pB47wV/dMont1JEkmkuG8ZQM4foD5gKC5BqrJQsyKqw2sgSjErD2JcqTOTLWJG8evsqWeYHgxFQkrxvI8bg6juA5//Y8/YGGrwMsngxxBDyV0um0zN5VSzZtxBvrJ2TZ/sT/k7gWVUNaRdz7OB17/XmYiQXmVA485NcuDcW2zaTJ8eNscHWswuZc17xNIAborPrNrzxSBYjAX53XYYep1HBhbz32j5/DSA/ewvGgRqRJ7qi2q8zb/+9938sl7DvJrn3gAN9IJ65P81dFTtKOQ7z8xxcy8jS/Bq/7xYf7w9p0EUoSvmlSmjtLpaX1cqe4AZA5RSpSyFP/brrsseCZBu8p0DKea9hwfeHCatptClQv4iSzYV7epzO1goLaXAf8A6xaVeNdVb+LDz3kbUuRRkGU+/LLz+fXzhvC0DGZWo5S3OJodZHbXXpypKQxnHlcv8N7vH+WPv/mz1Wn774xfptJ4GFgtSdJySZJ04OXA7addczvQLR96C/CD6D/Ty/I/MYqWxppLz8U1ShhOjUeWnwdAqFqMljM8e9M42UoqhELVZP3oMl6/ZTkf/bXNvGRFlrAyRNsaYsvUPt53921Yns30LWL6K/dtTWiFQ8NZ3vzsNXz8FZtZ22MVVAOfwA4wkAgVid+9YQ2WJhHGwu/Xd3+bUNFRApt//5WV/N5Na8XclywHGR56/w2ouSyqLw5hxyyjIHIrVi4us0MS0NGh0mLe97wNWJrCVN3hBRcLpbOgZAlVE8XvUBkq8sXXX8rW993AFVcuQ46EkBi87CL84VHeNBHxw3ds4d6RA3zh6iKryypIMh1riMG8xLb338BV1yxhNJD5/UvGRT/tzhRS6KEaEmoQ127aLDq3ffq3LuOjv7aZz73uEt7x0kuTNdlyofAcb913N1/9yu+idHuMaDnWUuR/2SaPv/9Z5DUdiFi7RsSJrFAoB81tcM2BD/P//doFfOa1l5LNKLhajhMNsY1e+9q0jWvWrjI4mKMUCRv6Xbds5PKLhJU58Kuv5XkbRjFjgsBzL1zKO58fBzZlk4ocoQQOeVvYND986DCRpAFxgqZqYseWpmsU8VWDNYuGUCWPZWbIqrzMhhUjPPSe6/mtl4ie1G9bIyzZ37p5M4uX5mhlRuJESJ+H33c9P/7DGxNhOjJR4IPPWc4XthS4aGUs5MYmGFsrILVFi5ZgBk3WHf0+yBofOn+E564VBtal56W2269ekxIAXn7FUv7k3QK2+fTGkM1VIZDeedkKdCS6Tv+yisFyM/WYx8ti3n904wYe+8Nn8fG3XEcgayiBy0uOP8SzrwhYdvhOlhz/IRvWT/D2m8U7iLJFPvn2Z/fBOACLR3KJkfGqc8cIFIORuHNdzkgrJ0RWAf3qa9E8h3FdYuPSAa5fW2Yio3Lfu6/loecU+EQg4n/lvMzHX7EZ1VC4fvUQt5y/iGxG49nnjPC5117CwICJr5jk7CZ+YZTSWJYbbiowd13WXAAAIABJREFUPvUgAEplcV8fGIBCKIFikqFJK863MO05Pvbma8n1tKkfXZoqof/98s3IUcjmx/+GZ6yX+PitF/JvH34tX3vvzWQqBaJQ4oUXLOLKMQtPzbJqSZFvvOVKNl28niuNNkW3nXjwv77+fF5rPnV72Z/X+KUpjThG8VvAt4FdwL9EUfSkJEl/IklSl+f5aaAiSdJ+4HeAs9eX/jkMTZEprN2Ar2XIGgGf+b1nJ38zTYW/efkFvOR6caC00EbFpxYN8p6bNvDcTWNozQX0xUt5dPPvsXvtK5Ikv6tf/WKMNWt4Rv1gIvzfdO0q3nrdam7cNEZu6VjyPUuXFCkoChVT49qNI7z1utXkTJlA1rA2b6by7vcAcaBx6hQlhOD1zRKmpWHpKnI2ixYrDccaxIiDly++bAVveqWoF/S6197I665azh1v28Kjr7mMc5cJts1rn3Uuvio+f815S7li5SBFS+PG6y9I5vj6d72K0nmb8HfvJvvFf6B+28eZuP0LDJvCY2pbIxR1H0mS2LBUgggO7WoQqBa6W8cIO1RKBmrcU7mO+O7RsRw3nTvGFSsH2Xx+2jb1qguXASQFHLtJYJ6WZZEj02qEtOfauB5oUoBSLKD6HRw7wNNy6EE7KdQIYFoynpblijVi3cdWFCmVhHeluQ2MgTxRLP+WjOcY2hQHc7fcKGJNmri2XM6zfmnMUtIy+G6AIgVonsCyv3bLegLFSIRFEHth3REsWsXKUo6MDobdpuB1qIwLYWmNiH9z08dBknCPe4xoGq5ewFcsMqbMYM5guGAmXsuGK8eY/sAHOPKqV8PJ4yj4ZF7wEuSi+M42WayoxcD8fhTf5vD2WbzYEzIqA8m85Gw2KU+hGQr6ihWo42NIn/s0RmMKVYUT+wSsl48p3sOZCHoS5qw4HubZPkVLQ6uUCRUdOfQYuWAT63Ow4vAdFOuHUcplBkeFMl1Y+iz8pknHGkILOmSK4rysOreIEtgockTQcglUk+UT4rn8QEZzGxCFuMZ61HCj+O5GB8NU0Q/vwZ1vUp6eZPoNr6dw948AGKmY3LhpjNGKRVFVUCOwLJVPvPIirl4zhG5pBEZcDt4sUxw0WfP8i1j/z38PQHFoDF89e//xFfk2F68Wz2TZs6xdu4RK/CwqHhPjqaIzi6mX12U4mpqCIktYoxV8ScNvNEVxTb1AtiQ2lDY+npTBMZw6oaLjzslIzV98k6tfap5GFEV3RlG0JoqilVEU/Vn8uz+Mouj2+Gc7iqKXRlG0KoqiS6IoOvjT7/jfGzOmEBAjQ4IG2Y2oKJo4BJUV4jAPSAKzdPx0+YK5GodLl+JpOWqltQSy4Nzry5ahjozgT88kLqnSUyKj9IzLk59Hx3IEXojT8tEMAbfIgUug6OSvu47s818MgBq6ooTBtGBotH0D3YrZVrlc4mk4ehG1y2QxTEZveCZjf/EXDF13DQDuiSYzt21Hjws0Spk8nppB9dpkBlKWmLZEWKLFW16CpKqYG9bjHjmSNFwKGg3UODjvaxkMyWH6Ax9g4VUvxJBdDh0VC5kbKlC0XErDZlIlttbWyQ4YqHrKrlLLqSVmlsUB68Iy3dawbqZMPScO2ezOo3ihgqaGKIUiqt/GdYVi0XGIOh28mO1lGMJLGcznkGUJVZN53jsuZumoy8Y/ejPmaA80ktfJxVZzs+b0MddC18XI9GTxyzpGpYgWl2zpTNUIVINMTlzvKyaukQpnb2wVTttD10TFVb9WS8p0qxUxB+fgAeTyGNXP7WLsmKBcunqhL1s+6woq+KoLh2j+6G6idhv38GE0JcTr+CgxcaHlamRUBzkKKNd2ceyIlyiN/KUXJfcTSkMIJkkSrVNzV19NUKthLF3KwFiOyd1CCQ+PxRTmB+4lsm3kgrByuySKbla2WiqJ8xC4hJ1OQiXWly3D3LABPRacVXWcPQ/PYOdHyUlNbn77+bz8Dy9h43XLkQBDDWguCGjHGsgkNco0r5WUMZmr+gS6hdvx0EwFaX6GQDE4FfcjcWKiRrYQkwZiEojvhn17UDcVQlOsXUfNk4vLkeeXDIIEjj5AoPS4D/EY7+ymYrUZGjTYtOOTjDV3Iut68s40Ka1SqxoKaq4nuXLtmr57WUvGQJJpbn0cr9nG0/Nky+J6bXw8nWvshS1UXfKDZ87p5z2ezgjvGZNzGQx7jpG1QyiKnNBN1Xhz5hYPMjC/l8W5eXRdlF4I221B1z11imPyCkwTQlmjseZKzM0XIMkycjZL1OkkVrLWozTymzclP3cb7wR+iBYfPKm5QKgYGKtXJSwQLWfSvv8Bmp/7BwDa7TBhzMjZLGoc04gkBSX+WTJ0JE1j4EUvRFJiwRezfNQ4gTHQs/haBtVvI2dTtpOSy7Hq7h8x9id/AoC5Iab1SRLZLVtwDxxIvhMg489T/cxnkYjIuVWqTbGOS975Vl74Vy/g6hdNJIc8jKQkQbBxzzHm7zyEpOtCAGkaZiHu8xzTU8OYETZfWpMokOqOI/iKgaaReBphJGEbJXTFJ2y32X/d9XhT05h6hKfn8EIFPSMy6wvDOZ73R8+hcv3VybojCTaSbqoYGVUoDTtAM2M6a20eI9P1evIEikF21fKkzld7eoFAMTByOqqh4KsWdo/S8BetEcUKDRnCkKjdThIw1UHhPXhHjmKsuTH5DJJMM7eIbDkVDBfMfoNrrXsID+ztK2GjayITWikWCCWZdjsiqwnIpDS/j7Yj02jLEIVk1qdJeHI2y/LzhHHUfb7cM54BQPk1r6E0kiH0IxRVZlFcUblLG+8qKNXUkGUpycSWMhkiM4uqSgS1mkgwVBRW3HUnlde+JjGQQFSY7uTHyJc0KuM5KuM55GIRSdcxJYdulXy9mE32fK55LKH5EoG36gI8N0I3VOTaNJGk0Hxoq6DJdokYXeFrKni2qGbdNQhAKBNfz+ArBh5G0sNCUWSyBZ2Oksfv6W1fnN/PxY/8BWsf/DuRb5PPMzT7OHpsfJl5ca2u+IkCMSwVyUzfpbGmX2lklwvYuL51B524A2eSW3UWpQFQqPRDZr+I8bTSiIfT8Tl2uMPSCZnSLbcAorInpEpD0nW25LeyYcsiDEuJOfpVgmoVv96gExqsu2qJKJVw0+t5fM3ruP0jjxFmY0phDE91PRcAw1TpYsNdpQEkG1ienyZQDLRlKxK+uTGQo/PYY8iNWEhEKTdfzmYSeApAcQRcIhtnutJhbGnKcVDTVyx8VXxeHRjou1YbGUGKcyi6SiO3ZQu5q64UCWOzKYdBffIBusklljtHGG+zbCWDahpopWJffkq3K5y9Z47OdsGSUSsVZMvqs+YH3/wmQj1WMGYK69UOiyC8bsgohUJyiGyzgqHGWJPnYT/5JIYqYCvXl5M163vOnsRJOaYkd9tqunaAbglBGtRqWHmN/IBGtbxBKIjBAXSEYG7PtQgUAz1nkRswiDZchHL5tRSHLGRFItq8hcacTSaXHsFEaVRSVrmcT4WDDLjGAPnh1As0TZmcPU3jO2kCH8QJmx0fdXgYNztEFIEVl6hQYwjNdiSU0EWWZbSYdSipCpuuWcTL3nsx46vFHshdcw1LPvUpBl56C8W4D/jQRJ78UsEqG3nNrZR+/ZUUXywoxHLGQrfUJENbkiQCRcdcuoigViOs11HyebopV73Cuj7bwZayDF91fvI7SZJQBwfRghatON/HyBlJ0cPS/N4+ppg9sQk/UlBVkGpiP/mqRf7661KlUREebNfT8OLkw971E5DiQLIHuiNXNulI2b5aZLrXJN88hkSEnMmg5HN979QsxBUI1DBRxkZGRbbSeyjFFL4EMAbEudh7IGQyJqBkil2lkTK6+pXG057G/9gIg5Dzr5vg/N+4AX2xeCG5Umxd9JTqnvjUJxl44Qsxczq+lsWfmcXZfwBHHyBCojSaZcXmIXZvW2ByX5PJnXPscISQ7cJTas/9JFlKBFHXioD0IBXWi0CmXxxKMlv1eNOVrk9LIXStLiWXiwWyUERyrDQk40wLJIwPtRJ7Gq3QwlMtjKxG7vrrn3Kt1KEhht/1Lobf+XvoK0T8ITqQFmMzTogGRtktWzAaabXbbl0kybKQ5ZTP0E1QCp2AoOEShRFKpSyUhiWSn3w1gzK2iDBIP5dpT2F2ZqnPdETMxFKRi0UynZnu4mLIPX0c9u7FUAI8NYPrCex9/vYDRF7KYNNiiKK3hlN2wKRZs/GcALMSC51LL0GSJFZfOkatsgFPz6OZKtklwwC0Fzr4iomeNxkYtugUFuFoBXJlk3zF5OQB0YNjoJTSsJVYUUuZFLKQs2lg04y3TbaUvkvZsrD3HmH+6z+i8NwbE8FjZHVc22fgZS+n+GeiTpGxIHJjVMR7t30FJSY4LPrgBzHPPRdjzRokSUoq7EIMUW25CklRKMVKY2RFIenrYJZzjP7BH2CsFh6LbFrolpLUgrJbHqEfYWZU4WnMz/cJyF6l4TkBUQQDQ/3CTx0aQnMauKGWfibeCqX5vUlPFoD2wFKRub4wixIbUL5qkr/uenzVQgkc9HJc6cBUkhpzffCUpeDLOq2sUNpdeAqEXOhEZp+i0sJO8kxyNouci72uWGlYcSKmoUXJuhmWimw+tWegx17tHn8tO1pxK+A4NtLN55E0DSufGj/5pz2N/7lh5XQuf9FKhibSw5KNrYvT+zsAmEUhYP3qLM6B/UntmnzZ5NLnr0CSwMprjK8eYN4X9+zCU72bE1IvoVdQaaZC6AaM3Px8QORvdN397qEfevHzz7iHnMmKjnzxPurGNGQjvXd3RPH9ogUXM6vRcDSCbInBm5+DrJ95fe+ovObVGKtWYawUSq0b2AYw7SpKpYK58RyMuTh/MwqTjGVJklALqTDsehqRE0AQEbY99EWLUMplJFlC9W2mhi9kx1QabwAYPfUglj1Lw9FE86qMjpLPJ/WnADSnpyT33r0orTmQZBotiSEZmvedwOnprd4VYFY+Fea5shHDUz5GKc/qe39M5XWiveuaS0eJSC1ma+Vyss4M0wsGgZpBNzWKwxkW4kZBuQGDwcW5pBDdwHCPpVkaSNanO+RcESneL0b8+17jQs5kUCqXYV3yJkb+4A/QV4j3YeRNAU/lsjh5kZQ2+vxnis+vEbE7JxBlagCsTRtZ/i9fTiCmpxpdZbJoTSlJluyulZyJS3dbXU9D7K9u4Hx4SCbyPLwTJ5EHUqWhGv3nAaDQU2kAQB0bQ22mhIZeRWN10koFmYJOLRTrGBzYk+xLX7HIXHQhYaaI4ncSBZ3GNAJUrR+eskOTXWtfQTYTMbg4DV7nygYdT0vgUQBTC9GXL4/XIYNcEOvU9TQyg3G8R5cS71nPqKDFBuMzUgMweUYznU+370gmrjemDAwgWRbq8DCZ0RJSJNb6f0Jp/DKT+/6fH12XtNe67Q5zIIuvZvBnZ3EPHMAZEJo/XzEpDFpc/+oNGBmVfQ9PMX9EbIxuJdteNxjE5lGbMkY2fR2aodD44STmA93MaS+JaYy++Q2o15xP5rxz0Yx78JygL6YBoBvg+qDE1FbJ6j+EkMJTfs2mOGQyd7xJ4EdJr46fZahjYyjFImojhZtkCayNG1GHhrDiJD5D9pDlVBgqPUqj0qs0gKDuMvyudyX1plS/TSczwhM7+jN7R6cexB9fyQmlghRFGHkTSVUxjAglsAkUk8HnPJOhywdpP/oIzr69KMtGgSEac04i7MKe3g5dYdSNZ4Go/9PN8tZMBXUwVV6V8RzX/vp69j50isXrSuiTK6l8cxtHjWeBAqMri9hNF98L8RdchibyeG7Aga1iXQbGC0mTW7VUovrPu5F7jApJ0lEGNbwTLeFpBP1KI/J9ZKuEpOdQyhX05cvpbNuGUczgTgnF1K0OO/5rL0L59Zew64/+Fk6BE+lkpafutHi2UR7P8oo/uYzikIUkSdz0lnNZErcYlmMPSbJMdDmFp47vraFqMkOLM0wD7pEjmBs3JvdUz2KUFU/zNLTxcZQ9J0WmFkKov/x9l+A5AfMPpXt7bNUAR56YBSL8ndsx49iZduGlqCMjhNkCauAkClo3FXwnwLUDNCOdRzeYH8o6Nz4vm1j9APmSSRDJBNYgmt8SdchMGW1wXMDG2UyifBOlMTYInMQqWkkg3LBETG31j+85A5rqPmPfiCIycQBfkiSxJoUCI+9+F5nP17CdfsPzFzWe9jR+ysjHMEBXYPSOTCUPkkx925O0H3sMf1RYeF22zeqLR5g4p4JV0LE9hQiSjPDTD4lhqaiagmGl1q1mKPhzNlLHRwacHqWRWTpO6eUvE+XRu1ZLV2nkhEVkxAdA9R2QJPSJJTDVXza5qzQIIgbLBlOHhJDpYq7/4Ti1A8ltMvDSW5DDVPAO/693Un7Na1Arg1i2EI5WT3kKoE/wdr8v7FEaarmMvlgEApMgZzwuvmkZV8pfIStVKYzm8bUcnpbFiIPmaqGQeBvZxUMMvuH1mOvW4xw6jHIgrhoaRBjdpkM9JTG008qngICnuuOMgwysv2KMF/z2BYyvGkBfuZLBquiwZkZtlp8/SHE4FWrjawYYWhILFFWmMJ4KC6VUwj20gHu8yZJPfZLFH/sYoRuixowYSz3T02g/+CCSUQAkIjeg9LJfYei3fxs9qydCu9P0MDIqihp3yRsRgixEQTmtIsHPMgaGM4k3tGzTYOKJy1nxnLIlClB24anje+cZXVlEj6m9Qa3WJyRPLyenGUqfpwdCaah26jVqpkJlUY7RFUWUXI4Ltn2IZ/7KUvIVMynwKc3PYuTjch1veLOIrZgFFN9OYnbdc9Opu30IQJfwUGgcorw+LZAI6RkHsEIRmTezKuqYiPFEnpfAU0o5VhpD4v/5TWsxs2kgHAT0Jp3Fs+/1NAAMyUnibABDv/UWste8AX++TLaSpVAxz1jLX8R4Wmn8lNGFp3obvneHEbMh5r7zQ5ydu3AHl5Ip6n0uLgjaZhhJok904mn0X6NbKqouJwoAQDNUwvh7dSn2NGI4qY/lYZ2mNLqeRkzBVQIbbWIJ8on74eNXwInHks9GPYXcSiwQxVU5cz1CqfPkLKFzFu6314G/vw7u/TClW29N6r2cs2WcyqtfTfayS1GHBtG8ForfOcMCGvuzP2X5+hzLzhXKI4oiori8eHBaW107zhAuKDChS1TGs5y35C5W3jjNUJz8hyRjxNRNuVjEivtqZAfFYbXOOxd8H/XYnnTtYlA86PU09C48lc63V0hoZ4FSeoexajWF+iGyrROsyU6iKDLFOBHNyKhUFuUYXCIUe3HYQi2mHpecyRPUXcKWJ0gGz7yGyA1QSiZIkIu/u/f9jP35nyMXRRwl7PhY553H4Bt/U/S+sAPCIMRuuAmODmD25GWo/wWl8VRDtqz4X5OsDF7cC7x6vMnoimKC70PqaUZBmPSLBxHjKw5bZyqS8fGEzgz970HO5Sgt7Gf91UsTzB9A8W2Gb/0VIKX/Brolcj5ipdGF2MIw6juXrdg7W/2iK9DGUtIFwMBITwa92kQKAwYGZLQRoTS8U6dQK8L70obFu8kWDc67bgkrLhhOA+HZn26cnW6gdEuTdEfhxhtxDiks3HWYc7YsYtM1i3/q/X5e42ml8VNGF546vTUlkFgLlT/5C5Z/49/wF69JaHm9oyssXS0vgnNSXBW0ZyxeV2JiQxlVlxMIRzMUwm6Zcgnslo/d8pBkKRFskForSUwjl43nF+eEBI5IGuoqi+ldyWdD20eKrZm8m9I1l5wjNrw/b1P9/C5aD/V34QNgZg/4NpzajjY6ytIvfpHf/NNzueYV65JL1EoFCRie2crEpjTLt7N7jiga4Llvv4Sb3hxnA3thEtgMTm/QE2PHl2RULsioqLNHkZw5FCOikE0r3eqWRugGKJWVSW0razCPd6qFfWQYFB3dbXQL6aIFQmAGZ4OnepTcQI+nkCn+dPdfn1iCmsty6cN/xvo14ovyJRNFlRlbNYAsS6K3R1GnNJpFiT1D0Ys8gIjEWCCIIIyQTQU5p5PRFGRF6lMAxRe+ACnOig57+kl0599peElXv+4wy2ncQlV+fgUWlIEBJF1HqYyw6vAC67xQGFyRmI/Sw8jrVmM9/p6fUP2nXVx00zKe/fqNFAbNJNjeO7RF40niJPQLVDmfQ85kkFS1zwsrXnEJlVtEnnDX4AozA5iDxYRs0LuWvVT4DVeNs2R9ifPiqgu9ozSa0tHLhZCr7/1dhsYM8s9+FnImw8AtL0XLK0x89jOicjNCGV710tWURkUHxHWXjzKxoXzGvXuH3uNpyIFD5jTvK+gxZjdcNf600vilDt+BD20kO3kHACsuGD7jkq61IK86B3PtWupzzlmDUF1s3NPzBIqOoslnWFHnXbuEZ75yPZIkieAYQngFMSxmKDJ2y2PuZIvSaAapJzagnwZP6RMTSIaBOSAOherbgtM9E7ObZnbDA7dB4BHaAdpIFmQJsyOClesWH0uq3/pVgQd7U2fBvbvKZ1rcN7P5ggRymvvwl2jdfmfy/w1HvsbmF4m+CM7ROtXPPMnsZ/tr5EQ9lUhP9zQufp4IMNpxBRl1f1x2Gomsm+Z7GqbM1IceRRm8meH5XSyWjpIbMLD31nD21Bj9849irFhOPvYc1BjGCHsrtmbPZLLlyyav/NPLeenvX5TkMDzVkFSVlXfewfLbv0Hl9b8hfidLXHPrWi55Xloq/Ka3nMcVL1mJpOtIloVSKuHHDcAiLyR0gwSuk3QFJa9hKkLh9L7/yA4gbmzVpzRiamZrwaHT9PriVEa5BxL7OUY1lUKBld+6i+xVIuA+KqfNkIysmuD7APlnpxUX7J1VLn3+ClZdOMxz33huUmW2dwhPI92HCXTjOyjZbFJ9uZe2Pva2N2FkxHN3PQ1fMShedH5yBq2eden1NMrjWW5++wV9SqU7ZFmiUDHRJRgeWosiKyiVCtrICGu3PoqlTcIHVpPNn0php+ndQq4g4LjrXrWBsVUDZ9y7bz17YOzFx+9m5bn913snz2wh/D8xnlYaZxsLx2BhEuXgd3jdB7Zw9cvO3MRGVmVQlXCmW0RhRHPOZjQMsQ/M913XxcZdvUAoa2dAU2fct4tz6nJicWZNBaflUT3WTILGp1/fhaOyV13F6p/8BKskrlMCW3C6u0L+Jx+Gb70LnvgKke0jG6Co8xjzJ7hp4M+4Zvl3knsHcUMqf6a/5wcA03F8ZOEoOCn7KPJD2qfGsHfPIGezogf5iuVIskwURcx/bT8A8mk5En1K4zRP45LnLedX338pnRhJiaYsoswIlFeQbYt5jGoSmbsOE8SwQiHyuHzdArIiJ0pIQWHlnXdQGI5ZPj0xlM7OKlEYMbw0z41v3MSS9f1WYGHQYnhpoS+Y/1RDHRrCXLMmSaIEWHfZWMrMm3yIodxswqlX8nmU0gB+NV3nsO0lcJ2sKyh5nWJG5fIXr6T5nUepffZHYu7NdK2iPqUh9l277mI33KRsOoBWHkAO48C+dubzuCeaHP+j+xMl9jONKIIHbkMr6tCDorSOijiEkdESwa6UyyzceZz2E7Pp88bPWh7P9ins7lDmdmBosRKVeuKCt21Br9+PvkIo5OxADwPRUETWv5HSf0WCZg/zqsd6V3WFsOPTeuTUU3bf7I7yaIYbCiqZmoIyuCbJ4sez4fa3ip9PifgZJ7bBxy6F+z7yU+95+ug1Llcd/AYbn7ex7+/eif8cieHnNZ5WGmcb9bhi7YnHMHNaX/CpOwxd4cqciv7DSVoLLmEQUZps0Pzx8b7reuGpQNHPYE4lY/4oHN+K4QkoSA2jBK7JGDL1qk1jzhb9CAIPd98hat/Yj2H2N2uRJAkll008ITWwyV1xOcz2t6dFkgltHzlaQPUP4Icj/N/23jtcsqJO+P9UnXM6981xZu7MnczkwJBBEBAwgKKiYGJ9MaGsOe26v3303Z8uvuq6uqvrwqovZgFdcVUUkCAIksPAMJHJ6ebQt9MJ9f5Rp0933zBzZ+Yyl8HzeZ773O7Tp09XnVNV3/qG+lZn7DGMTHmLE8cfgO2u7NhOVGHmorvsJ3APHAAMvIKA336SSEuK+DI/H9C+EewD4zf0YFZtSex9GbyR6llUPGURWPWKSXLGxdC8mEj/BqyYQZMpEEWX+ArdeWWikdhibVooCSH74XuhexPpxhgmIFwFApyeHL0/2ED++V6EEMxb3Twp4XDU3PwuuOeLwVujvh6zoRG3tzxIeyNOIDRE1MBoiCGyNgtObiH30HqyzzuoQhZvuGyi8Cqy6pZm3NnBIrkRO7Ddg/b5lIILxotcKm4fROUdCr+9SQ+C46Acj/5fbS1rhX0v6MnIkz+qKkdhk85SHEtYCCmZ89Of0Hnrr8g+0UXfj8ttyN53iFnz3sfh+5eQELpvWFFDD6jDB6BnE61L9zH7xhuBsoalz/Md//4mY6D3oymZtvKb+sjdsgmJHgijI0VGHj1A/61bcA8jMDsbY5j+oJ4+/2KSZ52pPziwHkb8kO8RXyg+/J/6f+/RZUGqG9yCNXPmmHBoe3+5Lyl36nxThyMUGuMx6Js/ejZDIQN7n4Bi9WAnevwtLQsuw315LAHS9nCHqk0rsZT2YxQjaZQVG+MoD/jD5+AHbyCSfQHwEBUdL2YZ7NusNZjGmSl45EZyP/w3Rh7aT8wXQlWrm/c8RvTJbwMw7/s3EGuPa/9DpKLRFYfx8i5C5jDFAVzVhpteyv6dH6O4R2sOJU1D5Zyynb3EwQ0wS2djpatsanL26RBhr2jBozcye+16Wv9O55nMPnEQpCIxz8bL5PV99SlpGqlXzMLL2GS+8/Wqn4smLSTQ73hI8yBDQxdC82Lo3UqqNkJcCERdlPqan+jnk2zScfNK4fbrZ1f0FsLuh6lpjAUL5awK+/loDedFwc7D8P5yGwPa/+l/0/KJj+uZvS+rvBG7yjxlNsZReRdv1/M4+SSKKO7Tf6zkzDoBAAAgAElEQVQy5Xm5srZWMosOHMziOarKDGPU6AgiqBYabqbIwG9eoOgPRvbGDbhP/47eH26o0mgACjuHGPnLfvpu9ScjQ35GgJ7NQbkBXF9LLQV5JNaswcuNNfkUH324PDMfzR3/HwBNiwewDC+IbOLpn+r7I0H4TnIrYhAV/uvhbQDBmhHX9vBcRSpT5OA3niC7vgd75zAzY5LOiCTxwF5yz+qB3h08dFuYVaHxp86/uDygD+h93zHjMLgb8kOw/lb/pg1xpHzg385j3YGbiZ500pjP7O5y5gdv1O6ELyah0BiPwZK2oFB/+AcO/PvzDH//R1WnODt1A3AiBsO9OVL+zNTtHYTn/yc4T0pBLKVz3rhmdKymUczqPRr2PQWFQaIiiyXyeAPlBhYzBK6jZxKNM1Ow70lcx1/5a1ZrGigFf/h7mofvIJ0sUje7sawJLDg/uKbK9qMKDlKNYIoDeNQwUnctrtdI5n6tbTh9eb3oAnC6yg2UwjAM74NFF4MZG6Vp+Lv1ORFy7ql41hykvyo7v7mfmPUsxsBfUEVQvysnLS6ZJ+InNRCNv0C2r9oBKf/y71hSb+8TNR7DKdSjZp4Gnk0ilicmQdZEkI9/E6EyJFaeTLTRgPW34O7dhd4aqBV3x3rqWhPE/XqZFQnenN4jMMdMxOAecA+RabSkxZYGWSC+ciXRBQtwBwuYvsnKG6k2T5m+v8y592e4SvtVen/v0Pfz8r33cmXBblh63U/vXj2AVpphhGFg+DYksyLvU+b+vWQe2Ev2MT2jd1Qn+d0Rcs/1UnihHHAAfuAClDXHUn26N6H8CU/OU0g/yKByDVIwQzbL2pz99MNwz5fGv2e92yDRSN3cHPG0UY6ceu5X5XMGyxpywtRltXbdDRCE/5ZMVLVb+rD3j5B7Vgd/zI0a1JoCART9hZ7uOMEvylMUXtCTN7c7hyxFXu3ZCI5/fv92/b/zLN0WMl3gmwKDMh54VkcfTgLDksz68j/T8omPlw/eeD78+Ao9yfGHE5U/RJubYkKhMR5De/RgCNiPPYCjZjO4fSlOT3ngLGzVjUc4HsN9eUophLyCifrtZ4PNekCbqIrRWhwrqSOfPA9+/3fw5U74UrsOhR3UaY5rzIOkjR68in3GS929pimmI7p6NuP4A8ds+17OeMO8crTP9j/B7odpSXbxro5PE4tL6N+hP1tQTg2iMsPgoc1TUg8ShSG9ctiI+wkM+wtEO3VopH2g7LcIrte4AOrnatME4PTmsP0NdTyVpt/+MMPOW2H3Iyil9KDobEMW9Cxbde3WQg5QfliviBpYahuuO8pJeMc/YOLgKTDdPYDAa1gLQEr0EJcCM+ovBpRdROIe4tunoR6+EVfVYwntS7F3dDF3VTNnrm5CWJL4qnKQg9MzuY48Ia4DX18GN5wX1GsMA/o5M7x/zDnuiI3pR2q5Izaq4K83iBqYti5/fnM3+Hvm2dnyWhcRNfRAuLHcbpK10UBoVJqnAEzhh29XrgUYZZKzvTkUD+jzRgvUkubpDdvadDlcoWn4s95+RxHxn2ulJhwIjYpQW9dLwf6nyT3XQ/FX34KntMaIU4TMQVj6Bl0PI6ujijJdsP8pOOl1+ryBstBIGv2YIofYdhego5CKubLQUL5zW+UdRNSgXkCLWV338YRGYdsA3Tesp/jMMzhdWazWBCICav3vtckRdN9ItUHTIl2mvC9sazv0s88N6PbxF20J4KmfQu82nMFCIIgDbroM/vQVkqeeStRf6Q/A3sdRm+/CyxQx/ZXzoaYxHYz0wH9/AF64T88QmhfD5TdQWPKPwSmZu7Q5Rdkuxb16EDU8RaY7R21Fp3CHC7Dpd8H7hhkpBmoXMBifpZPA/ekrutHMPReWXV72N7Qs49TUT7m84XN4A7qxGbIbw7dXnvu2xQiloGcLLv7eC8/cxNoz9MpSuztL3297UMqAi7+I6t+Ju+0J3ZAjaVh5JVz6TUi1ofw9t4Xbj5nQg2Wh25/lDg+hnv0N7lCBSGcNSHD/8K/wxA9g11/KZoT6TmicD73bUJ7iwFceI7NNO5AVcTzqtHDbdDsq56CKHoboQRZ9E1bB052fCp+G4WI4u/X3hzOw7W745fv0vfA3ErX8NdSum4SWZaTsF4gJsFw9IBviIE7WAs/B27MZMInJxwGw+8Hr6ocXBkie1k5iRRMz/vF0YssaqxzR43LwOao2eq9kz+PQu9U/bz0899/jnub17EUpCW4RsuUwZ6UU3oiN2aTXZHj7XkA99Qv/GQ1h3v4OwKNQ98Yx15TpCDJhkn++j94fbAgGn0RNhBHfzBIftcrf9HRdLcPREw2oMkFKBnFpJn9AD0qj741XseDV7S/g9vTSb38IO1eHGtR+jH5XYSioiRlIQzJ4xw6Ku4fL2ok/RgpG8FQdanAv/bduYuARA/70Vf3h8D5AwYw1UNvBguLPmZd4Arb+UX++7t36f2kWnx8iLfYTExnY8WfIdBGxXF9olPxmZUGZPF2vwYiNEphjTJWuE5is3Fs+jn1gCLMlgbRsPJWGzbdr30v/TlTdHLKZZXhFBwZ26O+3Lodcvz7Hs2H3o9r0/asP4H3zDA7+y+MM3vZ02Qxu5/RzeeaWoF7YeZTtoZTEowY8sPyV896fvwt3fZ7jQSg0SlgJbSPd/bA2T9V2wKq3UijMx2yMYokXcHbr2P/ivhHwYMgXFPnuHHUVZieXFnj0u8H7JWe045hxlJDMP7kFtt4JHafDFf8XXvM1vc8rwNW/xnzP7cRkBnffDsDDZBe1KYNL3r+c2UsbYWgvqpjFVToTqkcqmL32/uh5sntbsJOnwcKLKXgr2f+9HMV9WQbUB/FcCSdfDclmvBHfJ2P3YNY6WG1J8HTH8TY+gHPzp0GBGc9j0Itr18BdX4DvXQy/ulaXt74TGuYxcPBsso/vH/e2unIGPPZd3Ae1/dkQPUgyftnT0KPNKyWfhix2YwhfKHT3wi/fD8/83P+uAqEwpB6UvIwNc85gmXebzmel9kK6HTOWxVWtKEVwnyJyG9IqYHsdFJ98AjxIrtOalUxYmE1xnL48qpCDR24caz4Y2K01wp9epf0S//Uq2HqXNjX0bSf7n1+g51v3UfB0aDGbbh9zL7y8w8HftdFvf1Qf2PEADGstT/3k3eAqjFQEmbDwNj6A97weGOWj30QUBzBqTIq9Mb/M+hItrx2k/dPrytFongpCpCvDT6s0jZ0PYrna/Gl1PQo3XQo9W3EPlNfjxNt8237BN4uN0jQq1wiMPLid7idPZ8R9NX32x/EevAnQQgOgPm7iDOQZvns3vT/aUG3qBEyxH49a/ZfzKHqL8Hr3aMG74wF9Uu0sOPfTrEnexsnZL8KWOyDZgttyNo7sKGtwQ3s5NfUzXn3uDorObDLXf4zIll9q89SjB3h9nYWoWKyaWF6H7W9UJho8wEOYXlVqGZ79BXxlHt6BHQDYqhNlC6yWBFLmdB8EHSXVvxM7tpq+x+Yw4l5czsLQ5kc+lYTdPj2ZU8qi4K1GFVyyj+1CfddPhd+7FVC6fwztg5suxb3tH9n7+Qfpd/4WV/kZkX1NQ62/HR6o9gO+WIRCo0QkAbWztX1+cA/UzNQ2zB2DROfXYyUGsYf8DYB2ay2j4Nuf7d4RkkJhxP2ZyIKrYPt90LMF0Iv34sVeEoUunfhscK+eoQsByUZYdAk0LYZkk+4cgLdzA5JhDAYQuQLzS2tFejbjUUvJaOWpstAIHNe1C6GmHSe2EpRgaO8yMsPnMHSH76RL1AczRWkfRKRbSJ1ZTsHtJRdiz347ANb912KIbtya1ZAth0iqWANdN+0kM7CGjH05A78ZPzLEc9OophU4m/XiQkP0IH1HpadSgT+kJDREbh/S3wbe3b2V4nCSnHURzDoFQyiEcDHw7crDRWhdRsQ3BRrFnVA3B7NGoYjhJZfiKm3CMSJZrBl12MzH26U7sqxc2NUYB1fh/v5r8LtPBk5WXThVtlVv+QM8+UPY8wj86E3wnbPwbrqKPvtT5AtLybln6Xa078nqG3HPlxi69QHcQpSsdx62NxtuuVqvqlcKb4fW3mTCQsYUXl6gDD+B4e57YcGrMFsrMt4uakTSh1V4Qs+cKyL8SqGYlQsR42kLpy/P0B93oXY+jOXv+mgN+T6R3i04XT0YsgejxiL97quIxXWAg1Ebxe0brWkUMVKSqHyC4Qd6cIoJ0rX3YqsFjOTPQsgCw77QWKlc+m8pBUuIMWYY0+zFpUHfE10qit5JcMvfwG0f0odqZ8Had8Fl/w6FQdj4G1hwAX23bKG78EVUv69pDO4lZfTRcsa5DIn3MOB8gBZzLoWsjfeIzrgshoqImInZFMfa+l1yjvYzxTJfpjXyISx3M26Pb+Yb6YXffhLyg3gb7weg6Gl/m7n7F0g1gGc0gRHV/X1oD46hM9IWvFV6UgHQpvfNKW54ju7i/yY/2IK39S/sL3yPPvtj+p7SQGGfp82cldGOm26H/U/T/+wCcBVZ91V4vtCwfHNmxr2YrHteoLm/mIRCo5LmRdr8UhyGug7tjMy7WG1JzHpw7TTebZ/Bfn4LsiaC8CNvjOEiMVsRr9HRGu6MV4G04LHvAyBQnLLnW6zb823E8AHIHICacj583vAfcLXvPE/qQc7zYghZQIohvHxFJ9v558ARCqBIQr8WBqror3CO60brpvyQ04IuZ/bpbpz+PD17ryQ/pFMemIVnIdlCYm0LNRfOJtJZgxufiz3rKhAKqzmGMWchjmxHdb6CIfMDFL35OKlTKe4YYmijLosq6AGisf7bNDT9rOq2ujWrcYf8gV30I9FC1zMadedYfyvevk0ISyIy+8qaxsZHGHbeQl/hI6g3/hdRUaQjtQEptNDwMjY0LigLhtxmqJ+D1eqHOa/9Iu7Z/7/+7Lo/YM2sx1FzghmjrLDnG/5qfufxO/WBDf529dvuhi/N0LPNEiV7e6l+/eWZs6Pa4KTXQu8WbVIAPdu878tknxshmnwBIYoMOu/Unw3uhmwfXqGUv8nEYABX1aE69OZHon8TtC0nfV4HmJLInBpqX7eA5hnfRxx4WpehIkS06IevLj69jaVntXPG5fOJxEwyD+9n6M6dDD7TgCX9bAP4ZdxyJ24+SmyWTfvfn45ZG6Vx7h9obv8uyVNacQeLVSnkvREbGbWpN7+FKXbSYP4LNScd0KY16pFqCEGGJ7MORa9AYZtvdvHjpg1R1mrMdReBMigmzytdnULykqp7HPSXWaf4N72I2/EqCtsGcN0GCvtk+X6CFjINOmdUrVyEV1SokgNdQXqVou0TJyOe/SmFVA+7ix5RbyPWmZdhiF7cft+Ht/5myPXBmnfg9WtBYhu6XxnPfgeZ3YEnarXW/cJ9Oo2/q01eBW85qssXym0rcVUN3V0fpOCtZcS9hOwjW/GoR5EiFn0aKJD31sHOP0P3ZvROYA1+yK7CLpQWRzo4Sk8iTd88VfDWMeRcMXEE2hQSCo1KmhZrJzhAx+nlRWG1Eax23yH8+D0U94wQmZUm5kfedET0jDUx+F8gHNx8BBZcSOGZjRRvvwnuu55Fy9azaPlz8Pyv8bwEblTPquyeHMVuAX76agwL4vUoksi4hRTDKEeiMkPw+E1w/9dw28uraT2jEQZ2VZkLvKivrcR0p7E9vV2rl7Hp+f5z5Idmkxk+G8EwRnYjpJoRpqTmwjlYLQm8ERv7YA6zOYl47+0Ys+bgDhVRb/klQ5nX0VX8BiPF8/Q1KywNRqxAPPc7rMXV4YGONRd3RAIeRmsrMuKvYE4v1APwL65BbX0IEZEwuKcsNPbuwjXaUUWF69QDJpHiboThIiypw0ArhUZ2A9TNxlq0EHApFmfiSt8EVRPDbEugPAu70Iogj/jKHLj5ahjpxUhVaG7L3qjtyV0btTZhZ2G9LzRidYEWodpW45z8D0EHlvTiqBnlgIP9fuqWx76v7dAqRURsIt3+DHnvDHLuqRCrhd4tuEq3LxkDI78RV87ES8/V5RQetC4jNr+OmV84k+b3rsBIRbA6O7Rt3M4F/gizKYq9U5tRG2ekeOU7l7D2Yj/hnj/Dz+yZR8wfQC3D30HxyV+gSGHMWxY8N5FqJuo9HkR0FbYPoVzF0D27cA4OII0spjxIW+pTJIz7EakmjNKeKYzQam1mV1HR6+wKrun2a43FFOX1TOYMff8KNZciGMFKDlNsei287WZdXud1jDzjC7emReSM88l655AvrtZ+Eekx0rNQD9pP/ECfl2rDi+l+IIQkZYBbkb7HePxf4emfQe9WGle1syPuEJ/ZCed+GpkycUc8ePrnsOVOHfDx2q/jCT1ou7bWAI10FCkyeCoJDXOhW687cRx/IkUSuz+iY4LrO8nWXYMigRnpo6iWMtK9AFPupn7m3dSpb2KKA7r9bLlDT6bq58D888smXBVDmC5gUoieo+/d1u8FdXJUG6qk2byIhEKjkmZ/u8VICmasrhAaUay5euDNuhfhFGqILaoj+acP4ylFnSlADGLNrMWstchv6sOdeRH9/W+m708G3PdlorUO0VoH1t9Kn/0Reh/RQmPgV1vp/enG6nIkW/BUApmIIpO6E7pfPQV+8zFYcCHOMu0YRoIXmwkDO6sWR3mGHii9SId/xMJIekRmpwN7siJBRL6AEPr3SsikhZe1sfeNYLXrWHSzNgKOwq5YGZ7pqlyd6kfiFJ+FZZcjX/Fe/7gWDtn+RRSc5RhiANE0F9motRxv8Vtgzlkw82Q8RyJUBh74OlIUEGTw3BQuWiAUD9rovLQ2onUJMmVpTSPdTpEVSDOHVINQNwe59gqs1hT2QVvPiBMmwpAYvo3frjtH59xa8Wat+v/8HUg/A4xntsPZHwXlws/fAcrX8orDetbXtgJQKKueAwNf4cCfT2co+WkAonI9jmpFtfm7zpVMVM/9Eo8kIJGFPaSX5jHoJuteoB3rvVu1YxMwHvs6ZmEjrluHp2oQvhmJVn2/hSEQfrZaVlyhTTUbfk3dGxdgzUoRi27E3j+MeuAbjKZyrUUqpkO2I77QcG1tlzfbKtKkJJtgpAvL2gMSer73LEN37mDoDztxBhTG0AatUb/2X/T58ToMPyOwZIS2iG7Xg14XorQwxk+KaQo/2soQwXMp7LGxZrdizOnUmukcvWAu476GEd+0pBT0F65lwL2O3OY8Rl2UxIoGCmoV/OAy7StomAeGiZd1gmi0WkNQaRWTog9u+yBYCWZffBFXffECjGvv1nVoa0epJOqX18G2P8L8C8CM4LWf439bgCEQi85GksFzIqg6P0VMtAY7E9U+QiDvrYRYLQrIFl+JJTaTatuCq5qx1WJS9U+T7OzHlAcxxUFc1QaDu3EOdOPVL4d55wVlVsSIxPR9K3irECKHvLccqANRvN1bxzz3qSYUGpU0+UJjzplgWLgDvtCoi2IsWIZkkBH3YgQjJBZJkvZmev28P4nTFyPeeyd1ly/FHSjQv3kFjpqBo+YE4bE0LoA9j1D0TsIeMFCOR3HnEG5/HuVUtOhkMx4pRCqJYfozwfoVsPjVcMX/xR3SM22jLoZnNMDuR3DW/yX4uluaERUqzC/1CRquPInkKW1Em3wnqPDt9JWb/iQt8HT+p1LDN/y0DiXBFGnWZSrNKqPpbgxxgIhcD2d9JBB0VlKr+NlddRTVSXjKgvbViCu+gzAFnqyDt99M4cJbKKpFyNxevQCqeQmG6MNVjbhuOvhthYWgCPNeiZGK4A4X8Yoeefdk4tynq1E/B4TA6qihuGcYb7iI9COHDN+H4QwqZG0tXPqv8Lqvw64Hkfvu1fc5tRDaV2lh1rsFZp8Js8/wP+ukt/vtFL352Mk1QfuwB+IgFFG5AbBw3RTUzabrnhmMPLgDsr14QkeVGQwimuZhtjdoM2IxA/ufwStpGht/jNGuhb7dU0QYjg7SqO8c2147z9ED5P1fI9W6ndbr1mDam3Xk2Z1f1/b0vU/A7Z/RixyHi1gzU4BHqkaXJxrLQrodW833n2lFCo9UCzh5rFtfSUvHfwFQ2FIOeJD2XqidCauuhLffCqe+D8P3o0iRoy2qfXp9opP2z55GqvbB4Lum0NeRUSNY74CnsNpSmA0J3P4CKpKCmpl4sjnIw5bf2I/nxPHcJPmNfcSXNWJ1NOCpWtyWs+Adv4B33aYvl3WIdKRBetRKAYWy0DQWn6EF3lt/BPFyTiwAY5kWVsU2HebLggv09eyKXRbTEcTiS5BiGJRA1fg7WM5ch9OdIzK3BtPaT8EXGm5/AbtfklhZR/SiN/n3YC/JxINQo/2JhjiII9pRg/s4sPczdG1/ZyA0VOtKLTSKTwAuXg6M+jS0rawqu3Owf0wzmWpCoVFJ80lk1KX09l9Ncf8IzmARDIFMWoh0K40L70WaOVLGbcit/0NS9vHgiMt9uW7qL9N+hNjiBuLLmshvz1OKp8+7p2qzxqorcVWdtmMWFPltA0F2V2egYiV5qhmlEsjaOmSb1kjcs/4Z+4IbIZrGHSxg1EaRcRMlasAt4D2hO4oRHcLL+1FQFWGRRl0SsyFG/ZsWEp+jO48V69GhjItfUz6vIsqmtEYjmKH78fU1bzgFa1aKmovmgCGwOptpi7yfdNMTWiiYEhGVGB0dVBKTT+rfa1qISFh4fjK7wT/swTNaSc4dgGsfgnf/DkP0YavZ4Ol7WNybASRC2DDvPF/TKJLf2ItSERLyXv0jddoUE5mRwhtxKO4fCeoUDE6uKkcbrbgCIinExl9r7Sau77c66+Pk3ZXkZ74XVe87NsVp5Hpn0W9fhxNdoq/pr3Q2EiIwuTi9ebyW0yhm2sg9p233XosWPJIhaFyA0dYeRHYNrxdknMsAB+H0YbY1BvdbRgxtx5fjZBIQAl71TzDSDd9/NfzxnzAL2pThmAvgvut15NnD34GhfXjDNmZjDFMeIBGrQ0qILX81Pd4/0Wd/AiNexKrMbZYsax1W3x8Bh+L+8sArxTDUzNLlWPgqiCQDTUOQpXWe1hI7O0aQMbNKIJkp3TZF1MCoTKa4sA6jPqqTNo7YqL99Bs+NBxmfs091BfccIL68KVjVb1/0E20arJutQ5izNjJlIeskNYZAVERLy9d+Dj61JRAIlcRXdSCiBpnEtXDWR4KB282Wo65kOgKLLkGepgNGvESnPqf5HFTBxWyKE0vto+gtRUXqgwlX9OyLMOd1klxTQ731DUTDLEhrH4hpDaK8GN5Bbc5zckmo64CZJ6M69cJc6fUFWpqsTcIH7q8qu3P2V8bUZ6oJhUYFrptioPB+cntqyT3bEwzOQggQgug1X6X9g+3UmD+BZ39BRGQxZZHalkhVcrFIR7ocg24JcsaF0LIEFr8W2ysv0imtvAVwK+PgZ5+BJ2uQyTjylTp6ZPC+Qbq++STK9nS56rTQ8KwWmH8BXnIhggxGfTqYlbmVQqOiw8Y7CsTlA8TmReF992p7rE9lRFFkTrXQKDlYzdoordetIbmujZYPrKLmstMQrYsRp7w70FoSa1qJr2il6b0raP3gAtqjb6Pe+ibM0KYbGTeDBHtuX574qhmk3vdRaF0KiQZMsx9H+ULHlNj+uhiBDbPPwEhHcDM2xV3DCMMlIjZAqjVwmJZWert9+UBYGBV1k6VUFGZEDwrP/AwphnBNPcvPF1fTY3+Jnnua6dt1IUpJcoVlgMJWC8n0nQ5AbKke4I26KKbQJpT+X2whb2pTRrDYsX6V/l0xBI3zMWoiuHkDpSIM9V+ISwuSYZ2Mr903F7oK2T4HrqoOLKhiyevg4xu0H+b+r2HktE3bmfMmeP43ZRNZzybc4SJGyiTCJiw3yVWfPx135kfJ97aRNm6m9W2x8n0B7W8BOOcTiGt+jyF6AiEO4KnaINqvhOlrpVKMEOlcxTX/q4dT/5cOI5X+xktC5IPNiWTUQFasFo8tqMf0BY99MBsEUKiizvzr9OaIdKSx2pLIlEVkTk3ZFLShl8KOweB8XIWRMLE6Gqg1BFapjwqtKQT1G4WMmSRPayO3aQTnlM+BGQ2EUAkjZYGUyLlr9L2oXYJqXsrAnjPBEMQW1hNtHEIRo+Cu0JMeCVZbEiEF9W9dRfTd/wde/61A0zCTWqrZhdbgd5Sn4Jq7UGf/vV/0HA2xb5M+r4OaC6onZQhw+l/8VDih0KigckGPO1gIhEYlomURQhqw6yFEop7VFy9k6WtPqzrHKu0nLCB11iwKhYU4r/g6tCyhqMpCI7ehNxike374PAf//Um9GdEp70N5UUTMRNbpgdvpzqFsD/vACO6Ar2nEDDwvCu/8JW7Hq5DpOEZjk56hOV5VagFZsamQ0dhIY+R6jCVnj7kHpRm40RgLUnDLpAWGwD6QLb/3iXSkkek4fPAhOOvDwfH6NywgeXIrsfl1WB1tGFGFbGgPTAFG0sLN6HK6w0XM+ur7bMXL+z5bLXG8ET+W/rRrwIph1ES0w747h9GYRLz7f+DDTwa5vo2KvU1KM1lhGQjfAVyVZdefbUrTxpONKE8xeMdOzOY46Qtmk9vfSN47jfzADOKLYghGKA7XIxMm0c5a//dSGCedgowr3L48A89rQexmTDwVw6vRwQEyJiDRgKyJgCfIeaej0GX18AfSmZ1B0eIrWnQ4+KGw4nDmdYDCFF0gFI61CFB63RHgHdiKKrjIiI0lt+AVokS7sxS2DWK1xqi9dDly/hnV1110iTbfvPJz0LoM09DRQ1IOEGnMkDR+N0ZolPqLaF8Ey99E7NS3IOu0IJeNWsBKBhAtvpM6qv1NJWTcxPDbQs+N6zn4jXJ+Mm9Yb1AlkxZ1b1xAw5UnIaRApixExCDz4D66v/OMPtdPqSITFpG2NBEpMIWgN+7S+K6lZb/QBKROnwEeZB/319HYXpCCHnyhAwi/HXkqhf36O8hvs6l5lQ4oibY7SHrp3Xc5w/fvxWpJIioTRM49BxINZfNUre5vtipn1XZ6c3F+JssAABV0SURBVCAlyta/LUSeiFpP7SWdxBbo9tLyodW0fGi1Hxo9BalwDkMoNCqodBS6Q0XcgUIwcwowo7DMt3VKi9NeP595q6v3WIi0p8AQmI1xkqe1gYCR7QkQArvjnciYr4a4ivjKJh2G6HjYezIUdw8Hg72Mm8iKLWBB70fhDhcxaiPIuBUkqfMKAllXp802I8UgmqrkdzAqhAYLLtQaxpp3jrkHVluSxMmtNL+77OgW0ndWOh5Igo2bJo0Q2k8w79zgkFEfw+3Pa7+A0u+r7mGqnOuotIAJgFZtOzYb46CguGMIsyEBnWdDpGxaMeuiQfI/WZF3qSTwqoTGyrfChZ/HmLNMLy7bMYTTlaXm/NmkziiFT67AK0SILe8g4isCRmMcq80Pu66LId72Y9r//mwic2rwchV5ldScIKJNNukvl57LiHsRUJ0MUjQuCF7HVx56/46A9jWQaEIIB6PGxLEbUEoGUVnefn+1vDVC0riTSJND7w+fp7B1gOiCBjj9WoLdqYKbZcCSS/V/ITCSut1Gkn20vCmOJfeNFRolTWPJ+dC6rPpyLfpeGgwgl+kIwJIQr3vDfJreo9ucWdEWSmHkoDVnd8RGpiJEZ9cQ8/ejEEIEebpAz85LkwwZN7Eq21ZjLfEljYe9nWZDjOi8WkaeOFilZQT187XXUlmdnhyF7dpXmFzrR9PVNtAa/ShGJAeOp1f7j0fJPFWvteOiNz/4qGQSDjIeU2A0kY40kY40ZkPsyNLZHyWh0KigtBmPNSOpB7Sh4hhNA4BLrtf/V1wx7nWEJYnOrSXSWYNZHyMyp4b8pj68gkN+r0VseXugkscW1esd2nyyT3QFeWRkzNDRMhUDXP75Pr1Suy6GiBuBgPGyDkbC9KOfnHJd/Agoo3K7VSG0b2Gc/YSFKWm4YlFVIj8ozyBl3Dq6fYjf+d/wmq8Gb836KO5wEdvP92SOEhpWbZ5SVFZlWUqzUsNP4Ke3Qx37jIQpgw5uJCu0LL+zV95TIkk4+2PIGh1uXMryG11Yh0xYIMBu1TvAGfUxoiu1P8NsiGG1JjEaY0R9U56wpDZPQlD+7uI/k9uUBWxEs9ZASubCgreaqFxP7UWt1Cf+A6I1kGyi5sLZpM6eWWVSOyRSar+CGcdsSuEMQca4kgOFG/BUDPcZvf7E6H4IKXI0XVa+39F5h94MKLh3Db6ArDF0RoO1V8PCi6rOMRtifpDGOHtitGt/kxRDyE5t1pGlLWxPnxHMnEfvtVLC6c2Bo8a9Jw1XnRQIIC/nBIO8TFhVfThSN8HAPQ7x1c24vXmc7lwghEptsTQJM+qjyISJvTdDcecgRkOsbApOtWCIfuqX6MWk0QX1Y38EtJmsfi5y9jJEFIoVmkZJaHiB0JhYKKTOnUX6lR0Tfj5VTOG+XSc+JU0jMisdhPiNOztItcBnd+molgloeveyYFCOzEqT+ct+sk92oYoeyVPbsA9m8fIZovPqEJZE2R7xFU2MPHog6DQl+7KRMHF8+38pUaJRF8XNFHUuGtvDy9pYLQltilF6DwyA6MJ68tsGgtDDo8Wsi1KEKifkkV2gOveRUR8DRZA91WgYZQbsPBVr+yCO11wl8ErqfWntgC7b+AOB2RjH7S+UHeBMoGmUPkvocOPinmEdMeebtWTCwh5QgINMRQJfj9moB8j2T51SdZ3ITG2etGoyOEMSRZri7mFkMoK4UKf5rqxTTD5O+vyPwIatYM0DIai5cM64dTokF34B1l6N+USc3Poe7MgqVDalY/pz2h8lN3wPJMimVpre08DQH3cSXTC+bX80ZlsTbAejPglWDC4bu6mQjJu0fXJdELFW9VmDjtiSC07Wz9EQwUA/5rcaY2NSl4xnHi2RWNUMAvp+slGbsfz+IpNmVa6p2DgTjIkwfRNncccQ/b/cEpSrsJWgfkIIrBkpinuHcYeLgeAD9DgBRFs92v/+1HHviX8R+Ihe02P++WHsLq15yLRF9vGD1JzfUc54fPJbofO9414mvvjQ28dOFdMiNIQQDcDPgU5gB/AWpdSYWDEhhAuUljjuUkpd9mKWyy2lF6jYttWakRr/5AmcaCUq7bRWexIcj6G7d2O2Joh0pIkvayQyM4WMGrT87Rq8TBGrPYUzUGD4Hr2qVfhCQyYt6M1jNMQCm6VRG8GytSDIb+3HyzrIhBloFkN37wKpO1PqzBlVW4QeDYGmkZjkzPcwlDSLwgsDIAVGelRnfsUniWW3U9ybqVq5XbJFy4SJiBmo/PiaBuhOX6DaNHdIoZG0UEWPwvahIHKsdLy0vsVIWZiNMb0mYoKZo+ULDbOllsbC3zDgXEvePQ0jHYe0XqNSWabYfL+Nnfb+KhPbEZNuhXQr5q49eFmHougEoND4NozdOoGiccZVMPA01HYQa7ACE89kMOYvh4d2YXYuOvR542nnaFOUTFmY83S54ksaAp/QaFo/vo7izkG6b1ivU6g7CsfPqSVT47fB0j11BgrBDo4ybiGTJgptrYw3xsf97niUQsdzG/RiU7MpTnxpIyMPH6gaIyIzUwzfpxcFlyYUQHn9U6y2OpT5EBj1CewuPXmtu2w+fT/eSObBfYGJVqx7G8xKH+oSLzrTpWl8FvijUup6IcRn/fefGee8nFJq9fEqlJexMdIV6qwhgtwux0IpusMbKpI6tQ0hBDXnldVIqyUB/u8k17Yw4Oe2Kg2WpYG67nXz6P2Bnw+oLorZFEemLDIP7ddOzoRFpLMGqz2JvX+ExNqWal/GMWDUlWbdU9NkSpqFvSejd6Uzxgq12ku0Kacy3XdJaAihfUb23swY01aJkjZS6dMIwm/HFRq+U3O4SGRWquo7ThcgtAARUtB63ZoJ62Y2xTHqo0RPasfc00OsQ5HfUb1JkjBlMAs2/+Zb+uAp10x4zSOhpFU6I7rd5QY7IH0dZsREXvLpcc2SkyF6Ugfp8zxi647OBCKEoPWjawMNuvEdSyc+1xCYrb5pNR1BFdwgO+5EJrtSsEf/LZuDFfKlhZ2uKTEdj0Tz5IWG4beH0u+2fHgNMmLQ9sl1VSbT0iQBCHaOBHRUYn1nkHdqUr9ZoTXHlzYRW9LA0F27SJ/rBw4cZrvo48F0CY3XA+f5r28C7mV8oXFccYeKGOlIMCuwWhKHjbKYDFZLQnuPPIiddGgVsnInucBM5XcSa0aKtk+uo7BjEOlvnpM8uTWY5cikTpGefmUHfTdv1rmKpojSPRnPNHAs1wMOK5irNY3ygGc2xrD3ZibUNBIntyBiRtXMtzR7rAotLZWpQouqtPMH2okvMA6HkIK2T52iz127nWi/hH9bX7XLHkB8RbP2ARzlID4RlffTaksGg17TexYf028JUwaC/GgxJjLRjINMmIi4iZGK4FluoO1N1AZLE6TKFO+l/uvFTRgukmicvE+jNFlzBwqIiKHXzMAYf190fh3RebXUvnputUCLpuEjT0/696Ai+ixmIgxB/eULOPDVxxm6Swcy/DULjVal1H4ApdR+IUTLBOfFhBCPobeqv14p9asJzpsS3EyRyKx0sKq1ZOo5VoQlMZsSeHmnalYyHqXZFZTNU0ZNRDsXayIIKaoabWxJQ1lo+I08sbKZ+JLG6vC+YySIGpki81Tl4Js+b9Yhzhw1wFcI8UhHmuLOoYkHkVSE1Gnt1cdqRi30q/wd38+QWNNS4cwuD1LGBGaR8Qjql2jAjOlAhyrTBTos+cXAqI0GfrLUubOIzEji9BeOyBT1UkAIQXRerV6TM1A4rNCQUQMRMVBFF5mySFREnqU7UhQ29B1R+xWmLJtA0xN/z0haNL9v5YSfHwllM3Cp70ex2hLBjoJy9M6f08CLJjSEEHcBbeN89LkjuMxspdQ+IcQ84G4hxHql1LZxfut9wPsAZs+ePfrjSaGUwitpGrVRjPooscUTRDscBbWXdIJSh53pVS9A07OK9DkziS9vGneWG6mwb1aajqZSYEA5hHWqzF2gN8DxhosT2rVLVDpLKzW/1FkzSZ0+44hmz/FlTTS8XQTZQSuJdKRpuW71GD9WYNI6yrprzWPdlAncyfye2ZLQpjs/wstqnZoJ0PGm6Z3ahDV8/x7yvplSHGLgNNIWTq9L3evmkVhdnotaTQmK1sAR9wsjaeHk3Ymd2FNMeXJW7suVv/2y1jSUUhdO9JkQ4qAQot3XMtqBcZPAK6X2+f9fEELcC6wBxggNpdQNwA0A69atm2CfzcOUt+iibE/nlDEl7Z859WguMyHxpYePDR9NyZkuExaRCQacykH0xRyUZMKi+b0rsWZO3eAz2Zm2nEBoCCkYvUXp4RCmJLFi/LUPQogqIRz8fqBpHP3AYR6BA3YqsJrjgdB4ORCdX9aSDjVJkOkI9ObHCP70K2YSX9Z4xOa5IAjlEJrGVGKOE3ASRNpJMSXm8mNlukrwa+Bq//XVwG2jTxBC1Ashov7rJuAsYMPo86YMV5FY11pezT2NpM6aMaGdfjxKZo+p8jdMRHRebeBLOZ6Iit+cjk4jR+euOgGILm7Ampk6ocp8KErBJIfDqIkgInLsOqNUJFhLcyQE/qzjpWnUjg04CVafjxMsMh1Ml0/jeuBmIcQ1wC7gCgAhxDrgA0qp9wBLgP8UQnho4Xa9UupFExoyYdHw5kOHEh4v6i6dT92l8w9/ok/T1UvJbewLZikvN4QhAhv9VJvdJoMxBZrG8Sa5poXkmolchSceQgpqXzvvsNPc9DmztEZxjCHmJQItcwrNsodCWAZma6IqmKEU/Td6x8PpYlqEhlKqFxiTXlIp9RjwHv/1g8DkY9X+ipEJi+Ta1sOfeAIjYoYWGtMw2yo5J49E+wuZetLnzDzsOaWUGlNFWdM4fhpb64erszUcL4E1WcIV4SEnBDJq4g3b06JpmI1xmq9dNa6/I+TljXGcNQ2oXhh8vH97MoRCI+SEIEiSaEyPG+5o7OEhJz7ToWmM5qUmNKbfFR8SMglkzNS5iqbIVh0SMhlii+tJnTWDyETphI4DL7VghlDTCDkhEFHjJRFuGPLXhZGKHFFQyovBaHPVdBMKjZATAhkKjZC/YhJrWyZOnnqcCYVGyAlB8rT2MWk4QkL+Wmh4y+LpLkJAKDRCTgiic2pCZ3RIyEuAUN8PCQkJCZk0odAICQkJCZk0odAICQkJCZk0odAICQkJCZk0odAICQkJCZk0odAICQkJCZk0odAICQkJCZk0odAICQkJCZk0Qqmj2h31JYsQohvYeQyXaAJ6pqg408nLpR4Q1uWlysulLi+XesCx1WWOUmr8vZAreNkJjWNFCPGYUmrddJfjWHm51APCurxUebnU5eVSDzg+dQnNUyEhISEhkyYUGiEhISEhkyYUGmO5YboLMEW8XOoBYV1eqrxc6vJyqQcch7qEPo2QkJCQkEkTahohISEhIZMmFBo+QohLhBCbhBBbhRCfne7yHClCiB1CiPVCiKeEEI/5xxqEEHcKIbb4/+unu5zjIYT4nhCiSwjxbMWxccsuNN/0n9MzQoi101fyaiaox+eFEHv95/KUEOI1FZ/9nV+PTUKIi6en1OMjhOgQQtwjhHheCPGcEOIj/vET8blMVJcT6tkIIWJCiEeEEE/79fiCf3yuEOJh/5n8XAgR8Y9H/fdb/c87p6QgSqm/+j/AALYB84AI8DSwdLrLdYR12AE0jTr2f4DP+q8/C3x5uss5QdlfAawFnj1c2YHXALcDAjgdeHi6y3+Yenwe+OQ45y7121kUmOu3P2O661BRvnZgrf86DWz2y3wiPpeJ6nJCPRv/3qb81xbwsH+vbwau9I9/B7jWf/1B4Dv+6yuBn09FOUJNQ3MqsFUp9YJSqgj8DHj9NJdpKng9cJP/+ibgDdNYlglRSv0J6Bt1eKKyvx74gdL8BagTQrQfn5IemgnqMRGvB36mlCoopbYDW9Ht8CWBUmq/UuoJ//Uw8DwwkxPzuUxUl4l4ST4b/95m/LeW/6eA84Fb/eOjn0npWd0KXCCEEMdajlBoaGYCuyve7+HQjeqliALuEEI8LoR4n3+sVSm1H3THAVqmrXRHzkRlPxGf1XW+yeZ7FSbCE6YevlljDXpme0I/l1F1gRPs2QghDCHEU0AXcCdaCxpQSjn+KZVlDerhfz4INB5rGUKhoRlP+p5oYWVnKaXWAq8GPiSEeMV0F+hF4kR7Vv8BzAdWA/uBr/nHT4h6CCFSwC+Ajyqlhg516jjHXlL1GacuJ9yzUUq5SqnVwCy09rNkvNP8/y9KPUKhodkDdFS8nwXsm6ayHBVKqX3+/y7gv9EN6mDJROD/75q+Eh4xE5X9hHpWSqmDfkf3gBspmzle8vUQQljoQfbHSqlf+odPyOcyXl1O5GejlBoA7kX7NOqEEKb/UWVZg3r4n9cyefPphIRCQ/MosNCPQoignUa/nuYyTRohRFIIkS69Bi4CnkXX4Wr/tKuB26anhEfFRGX/NfAuP1rndGCwZC55KTLKrn85+rmArseVfoTLXGAh8MjxLt9E+Lbv7wLPK6X+peKjE+65TFSXE+3ZCCGahRB1/us4cCHaP3MP8Gb/tNHPpPSs3gzcrXyv+DEx3REBL5U/dPTHZrSN8HPTXZ4jLPs8dLTH08BzpfKj7Zd/BLb4/xumu6wTlP+naPOAjZ4dXTNR2dEq97f857QeWDfd5T9MPX7ol/MZvxO3V5z/Ob8em4BXT3f5R9XlbLQp4xngKf/vNSfoc5moLifUswFWAk/65X0W+Ef/+Dy0UNsK3AJE/eMx//1W//N5U1GOcEV4SEhISMikCc1TISEhISGTJhQaISEhISGTJhQaISEhISGTJhQaISEhISGTJhQaISEhISGTJhQaISHHiBCiTgjxQf/1DCHErYf7TkjIiUoYchsScoz4+Yx+o5RaPs1FCQl50TEPf0pISMhhuB6Y7yeS2wIsUUotF0L8DTrjqAEsR+c2igDvBArAa5RSfUKI+eiFcc1AFnivUmrj8a9GSMjhCc1TISHHzmeBbUonkvvUqM+WA29D5zX6IpBVSq0BHgLe5Z9zA/C3SqmTgU8C3z4upQ4JOQpCTSMk5MXlHqX3cBgWQgwC/+MfXw+s9DOvngncUrHVQfT4FzMkZHKEQiMk5MWlUPHaq3jvofufRO+HsPp4Fywk5GgIzVMhIcfOMHob0SNG6X0dtgshroBgr+1VU1m4kJCpJBQaISHHiFKqF/izEOJZ4CtHcYm3A9cIIUpZil8OWw2HvEwJQ25DQkJCQiZNqGmEhISEhEyaUGiEhISEhEyaUGiEhISEhEyaUGiEhISEhEyaUGiEhISEhEyaUGiEhISEhEyaUGiEhISEhEyaUGiEhISEhEya/wc/n9ruTgBxlQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"regional_sum = (da_reg*area).groupby(mask).sum('stacked_lat_lon').to_dataframe('co2_flux').unstack()\n",
"regional_sum.columns = names\n",
"regional_sum = regional_sum*3600*24*365*1e-12\n",
"regional_sum.plot()\n",
"plt.ylabel('PgC/yr')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# salem \n",
"https://salem.readthedocs.io/en/latest/index.html"
]
},
{
"cell_type": "code",
"execution_count": 448,
"metadata": {},
"outputs": [],
"source": [
"import salem"
]
},
{
"cell_type": "code",
"execution_count": 449,
"metadata": {},
"outputs": [],
"source": [
"from salem.utils import get_demo_file\n",
"ds = salem.open_xr_dataset(get_demo_file('wrfout_d01.nc'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load file salem"
]
},
{
"cell_type": "code",
"execution_count": 450,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/aaron.spring/anaconda3/lib/python3.6/site-packages/xarray/coding/times.py:122: SerializationWarning: Unable to decode time axis into full numpy.datetime64 objects, continuing using dummy cftime.datetime objects instead, reason: dates out of range\n",
" result = decode_cf_datetime(example_value, units, calendar)\n",
"/Users/aaron.spring/anaconda3/lib/python3.6/site-packages/xarray/coding/variables.py:69: SerializationWarning: Unable to decode time axis into full numpy.datetime64 objects, continuing using dummy cftime.datetime objects instead, reason: dates out of range\n",
" return self.func(self.array)\n"
]
}
],
"source": [
"file_origin = '/Users/aaron.spring/mistral_work/'\n",
"results = file_origin+ 'experiments/tmp/'\n",
"ds_reg = xr.open_dataset(results+'control_co2_flux.nc')"
]
},
{
"cell_type": "code",
"execution_count": 451,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/aaron.spring/anaconda3/lib/python3.6/site-packages/xarray/core/dataarray.py:2170: FutureWarning: roll_coords will be set to False in the future. Explicitly set roll_coords to silence warning.\n",
" shifts=shifts, roll_coords=roll_coords, **shifts_kwargs)\n"
]
}
],
"source": [
"da_reg = ds_reg['co2_flux']\n",
"shift=int(da_reg.lon.size/2)\n",
"da_reg = da_reg.roll(lon=-shift).assign_coords(lon=da_reg.lon-180).sortby('lat')\n",
"da_reg['time'] = da_reg.time.dt.year"
]
},
{
"cell_type": "code",
"execution_count": 452,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<salem.graphics.Map at 0x1c3613bf98>"
]
},
"execution_count": 452,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ds['T2'].isel(Time=2).salem.quick_map()"
]
},
{
"cell_type": "code",
"execution_count": 453,
"metadata": {},
"outputs": [],
"source": [
"shdf = salem.read_shapefile(get_demo_file('world_borders.shp'))"
]
},
{
"cell_type": "code",
"execution_count": 454,
"metadata": {},
"outputs": [],
"source": [
"shdf = shdf.loc[shdf['CNTRY_NAME'].isin(['India'])]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Subset with margin\n",
"just masks the rectangular area containing the masks"
]
},
{
"cell_type": "code",
"execution_count": 455,
"metadata": {},
"outputs": [],
"source": [
"ds_reg_sh = ds_reg.salem.subset(shape=shdf, margin=2)"
]
},
{
"cell_type": "code",
"execution_count": 456,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<salem.graphics.Map at 0x1c56696b70>"
]
},
"execution_count": 456,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ds_reg_sh.isel(time=3)['co2_flux'].salem.quick_map()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Region of interest\n",
"masks the regions only"
]
},
{
"cell_type": "code",
"execution_count": 457,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<salem.graphics.Map at 0x1c2d1f84e0>"
]
},
"execution_count": 457,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ds_reg_sh.isel(time=3)['co2_flux'].salem.roi(shape=shdf).salem.quick_map()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## My own shapefile\n",
"I got World_Oceans shapefiles in an NCL workshop from Mary."
]
},
{
"cell_type": "code",
"execution_count": 458,
"metadata": {},
"outputs": [],
"source": [
"path = '/Users/aaron.spring/mistral_work/Shapefiles/'\n",
"shp_file_str = path+'World_Oceans/World_Seas.shp'\n",
"shdf = salem.read_shapefile(shp_file_str)"
]
},
{
"cell_type": "code",
"execution_count": 459,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>NAME</th>\n",
" <th>ID</th>\n",
" <th>Gazetteer_</th>\n",
" <th>geometry</th>\n",
" <th>min_x</th>\n",
" <th>max_x</th>\n",
" <th>min_y</th>\n",
" <th>max_y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>80</th>\n",
" <td>Adriatic Sea</td>\n",
" <td>28g</td>\n",
" <td>3314</td>\n",
" <td>(POLYGON ((19.98530511883387 39.69916172921972...</td>\n",
" <td>12.154227</td>\n",
" <td>20.010027</td>\n",
" <td>39.691200</td>\n",
" <td>45.783327</td>\n",
" </tr>\n",
" <tr>\n",
" <th>81</th>\n",
" <td>Ionian Sea</td>\n",
" <td>28f</td>\n",
" <td>3351</td>\n",
" <td>POLYGON ((19.67458181818182 39.67597272727273,...</td>\n",
" <td>15.081391</td>\n",
" <td>23.224645</td>\n",
" <td>36.386109</td>\n",
" <td>40.520482</td>\n",
" </tr>\n",
" <tr>\n",
" <th>82</th>\n",
" <td>Aegean Sea</td>\n",
" <td>28h</td>\n",
" <td>3315</td>\n",
" <td>POLYGON ((23.20145454545455 36.4402, 23.191292...</td>\n",
" <td>22.523855</td>\n",
" <td>28.324791</td>\n",
" <td>35.111518</td>\n",
" <td>41.010336</td>\n",
" </tr>\n",
" <tr>\n",
" <th>83</th>\n",
" <td>South Pacific Ocean</td>\n",
" <td>61</td>\n",
" <td>1910</td>\n",
" <td>(POLYGON ((146.8897396594648 -60, 146.88967795...</td>\n",
" <td>-180.000000</td>\n",
" <td>180.000000</td>\n",
" <td>-60.000000</td>\n",
" <td>2.577762</td>\n",
" </tr>\n",
" <tr>\n",
" <th>84</th>\n",
" <td>Southern Ocean</td>\n",
" <td>67</td>\n",
" <td>1907</td>\n",
" <td>POLYGON ((179.9999996676379 -59.99999999999999...</td>\n",
" <td>-180.000000</td>\n",
" <td>180.000000</td>\n",
" <td>-85.470291</td>\n",
" <td>-60.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>85</th>\n",
" <td>Baltic Sea</td>\n",
" <td>1</td>\n",
" <td>2401</td>\n",
" <td>POLYGON ((9.845554509169233 54.4767270304983, ...</td>\n",
" <td>9.845555</td>\n",
" <td>23.465828</td>\n",
" <td>53.660555</td>\n",
" <td>59.889718</td>\n",
" </tr>\n",
" <tr>\n",
" <th>86</th>\n",
" <td>Sulu Sea</td>\n",
" <td>48a</td>\n",
" <td>4358</td>\n",
" <td>POLYGON ((116.7018090984931 7.138520424117957,...</td>\n",
" <td>116.701809</td>\n",
" <td>123.379291</td>\n",
" <td>5.056945</td>\n",
" <td>13.444164</td>\n",
" </tr>\n",
" <tr>\n",
" <th>87</th>\n",
" <td>Celebes Sea</td>\n",
" <td>48b</td>\n",
" <td>4359</td>\n",
" <td>POLYGON ((117.0313818181818 3.600690909090909,...</td>\n",
" <td>117.031382</td>\n",
" <td>126.705264</td>\n",
" <td>0.814673</td>\n",
" <td>7.849027</td>\n",
" </tr>\n",
" <tr>\n",
" <th>88</th>\n",
" <td>Molukka Sea</td>\n",
" <td>48c</td>\n",
" <td>4354</td>\n",
" <td>POLYGON ((123.3174909090909 -1.057218181818182...</td>\n",
" <td>123.317491</td>\n",
" <td>128.561918</td>\n",
" <td>-1.844895</td>\n",
" <td>4.486109</td>\n",
" </tr>\n",
" <tr>\n",
" <th>89</th>\n",
" <td>Gulf of Tomini</td>\n",
" <td>48d</td>\n",
" <td>4355</td>\n",
" <td>POLYGON ((119.9980272727273 -0.212218181818181...</td>\n",
" <td>119.998027</td>\n",
" <td>123.411373</td>\n",
" <td>-1.427782</td>\n",
" <td>0.538055</td>\n",
" </tr>\n",
" <tr>\n",
" <th>90</th>\n",
" <td>Halamahera Sea</td>\n",
" <td>48e</td>\n",
" <td>4353</td>\n",
" <td>POLYGON ((127.4422 -1.420836363636364, 127.443...</td>\n",
" <td>127.442200</td>\n",
" <td>130.963591</td>\n",
" <td>-1.643191</td>\n",
" <td>2.409421</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" NAME ID Gazetteer_ \\\n",
"80 Adriatic Sea 28g 3314 \n",
"81 Ionian Sea 28f 3351 \n",
"82 Aegean Sea 28h 3315 \n",
"83 South Pacific Ocean 61 1910 \n",
"84 Southern Ocean 67 1907 \n",
"85 Baltic Sea 1 2401 \n",
"86 Sulu Sea 48a 4358 \n",
"87 Celebes Sea 48b 4359 \n",
"88 Molukka Sea 48c 4354 \n",
"89 Gulf of Tomini 48d 4355 \n",
"90 Halamahera Sea 48e 4353 \n",
"\n",
" geometry min_x max_x \\\n",
"80 (POLYGON ((19.98530511883387 39.69916172921972... 12.154227 20.010027 \n",
"81 POLYGON ((19.67458181818182 39.67597272727273,... 15.081391 23.224645 \n",
"82 POLYGON ((23.20145454545455 36.4402, 23.191292... 22.523855 28.324791 \n",
"83 (POLYGON ((146.8897396594648 -60, 146.88967795... -180.000000 180.000000 \n",
"84 POLYGON ((179.9999996676379 -59.99999999999999... -180.000000 180.000000 \n",
"85 POLYGON ((9.845554509169233 54.4767270304983, ... 9.845555 23.465828 \n",
"86 POLYGON ((116.7018090984931 7.138520424117957,... 116.701809 123.379291 \n",
"87 POLYGON ((117.0313818181818 3.600690909090909,... 117.031382 126.705264 \n",
"88 POLYGON ((123.3174909090909 -1.057218181818182... 123.317491 128.561918 \n",
"89 POLYGON ((119.9980272727273 -0.212218181818181... 119.998027 123.411373 \n",
"90 POLYGON ((127.4422 -1.420836363636364, 127.443... 127.442200 130.963591 \n",
"\n",
" min_y max_y \n",
"80 39.691200 45.783327 \n",
"81 36.386109 40.520482 \n",
"82 35.111518 41.010336 \n",
"83 -60.000000 2.577762 \n",
"84 -85.470291 -60.000000 \n",
"85 53.660555 59.889718 \n",
"86 5.056945 13.444164 \n",
"87 0.814673 7.849027 \n",
"88 -1.844895 4.486109 \n",
"89 -1.427782 0.538055 \n",
"90 -1.643191 2.409421 "
]
},
"execution_count": 459,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"shdf.loc[80:90]"
]
},
{
"cell_type": "code",
"execution_count": 460,
"metadata": {},
"outputs": [],
"source": [
"# somehow I have to subselect 2 areas, one doesnt work\n",
"# ToDO: Fix this\n",
"shdf = shdf.loc[84:85]"
]
},
{
"cell_type": "code",
"execution_count": 461,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>NAME</th>\n",
" <th>ID</th>\n",
" <th>Gazetteer_</th>\n",
" <th>geometry</th>\n",
" <th>min_x</th>\n",
" <th>max_x</th>\n",
" <th>min_y</th>\n",
" <th>max_y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>84</th>\n",
" <td>Southern Ocean</td>\n",
" <td>67</td>\n",
" <td>1907</td>\n",
" <td>POLYGON ((179.9999996676379 -59.99999999999999...</td>\n",
" <td>-180.000000</td>\n",
" <td>180.000000</td>\n",
" <td>-85.470291</td>\n",
" <td>-60.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>85</th>\n",
" <td>Baltic Sea</td>\n",
" <td>1</td>\n",
" <td>2401</td>\n",
" <td>POLYGON ((9.845554509169233 54.4767270304983, ...</td>\n",
" <td>9.845555</td>\n",
" <td>23.465828</td>\n",
" <td>53.660555</td>\n",
" <td>59.889718</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" NAME ID Gazetteer_ \\\n",
"84 Southern Ocean 67 1907 \n",
"85 Baltic Sea 1 2401 \n",
"\n",
" geometry min_x max_x \\\n",
"84 POLYGON ((179.9999996676379 -59.99999999999999... -180.000000 180.000000 \n",
"85 POLYGON ((9.845554509169233 54.4767270304983, ... 9.845555 23.465828 \n",
"\n",
" min_y max_y \n",
"84 -85.470291 -60.000000 \n",
"85 53.660555 59.889718 "
]
},
"execution_count": 461,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"shdf"
]
},
{
"cell_type": "code",
"execution_count": 462,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1c668403c8>"
]
},
"execution_count": 462,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shdf.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## subset"
]
},
{
"cell_type": "code",
"execution_count": 463,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x1c6690b710>"
]
},
"execution_count": 463,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"regional_subset = da_reg.salem.subset(shape=shdf, margin=0)\n",
"regional_subset.isel(time=3).plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## ROI"
]
},
{
"cell_type": "code",
"execution_count": 464,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x1c55ce0668>"
]
},
"execution_count": 464,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"regional_mask = da_reg.salem.roi(shape=shdf)\n",
"regional_mask.isel(time=5).plot()"
]
},
{
"cell_type": "code",
"execution_count": 465,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1c5cc83ef0>]"
]
},
"execution_count": 465,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"((regional_mask*area).sum(['lon','lat'])*24*3600*365*1e-12).plot()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment