{
"cells": [
{
"cell_type": "markdown",
"id": "d2174d6b",
"metadata": {},
"source": [
"# Exercise: Run a cluster analysis\n"
]
},
{
"cell_type": "markdown",
"id": "1c0b2e16",
"metadata": {},
"source": [
"You will use the skills you've learned throughout the course to conduct two analyses where you compute the Moran's I statistic.\n",
"\n",
"**Step 1**\n",
"Load the `Toronto_Neighbourhoods.geojson` and `toronto_health_data_2017.csv` files into python\n",
"\n",
"**Step 2**\n",
"Merge the health data with the spatial data\n",
"\n",
"**Step 3**\n",
"Generate a map of two of the three health variables included in the data set (e.g., pick diabetes and mental health, or mental health and asthma). Make sure to classify the data and make it look nice. \n",
"\n",
"For each of the two columns do the following:\n",
"\n",
"**Step 4**\n",
"Calculate a weights matrix using `libpysal` (referred to as `lps` below).\n",
"*Hint* The function is `lps.weights.Queen.from_dataframe`.\n",
"\n",
"**Step 5**\n",
"Use the `esda.Moran()` function to calculate the moran's I statistic and plot it. \n",
"\n",
"**Step 6**\n",
"Use the `esda.Moran_Local()` function to calculate the LISA statistic and plot it.\n",
"\n",
"**Step 7**\n",
"Interpret the global and local Moran's statistics in a few sentences. What do they tell us about the spatial distribution of the two health outcomes you selected?\n"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "6909af8e",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import geopandas as gpd\n",
"import matplotlib.pyplot as plt\n",
"import mapclassify\n",
"import esda\n",
"import splot\n",
"import libpysal as lps\n",
"import contextily as cx\n",
"from splot.esda import moran_scatterplot\n",
"from splot.esda import lisa_cluster"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "a2589c14",
"metadata": {},
"outputs": [],
"source": [
"#start your code here - add cells as needed"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "2e3eb187",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" name \n",
" nbrhd_spat_id \n",
" geometry \n",
" Neighbid \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" Casa Loma (96) \n",
" 096 \n",
" POLYGON ((-79.41469 43.67391, -79.41485 43.674... \n",
" 96 \n",
" \n",
" \n",
" 1 \n",
" Annex (95) \n",
" 095 \n",
" POLYGON ((-79.39414 43.66872, -79.39588 43.668... \n",
" 95 \n",
" \n",
" \n",
" 2 \n",
" Caledonia-Fairbank (109) \n",
" 109 \n",
" POLYGON ((-79.46021 43.68156, -79.46044 43.681... \n",
" 109 \n",
" \n",
" \n",
" 3 \n",
" Woodbine Corridor (64) \n",
" 064 \n",
" POLYGON ((-79.31485 43.66674, -79.31660 43.666... \n",
" 64 \n",
" \n",
" \n",
" 4 \n",
" Lawrence Park South (103) \n",
" 103 \n",
" POLYGON ((-79.41096 43.70408, -79.41165 43.703... \n",
" 103 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" name nbrhd_spat_id \\\n",
"0 Casa Loma (96) 096 \n",
"1 Annex (95) 095 \n",
"2 Caledonia-Fairbank (109) 109 \n",
"3 Woodbine Corridor (64) 064 \n",
"4 Lawrence Park South (103) 103 \n",
"\n",
" geometry Neighbid \n",
"0 POLYGON ((-79.41469 43.67391, -79.41485 43.674... 96 \n",
"1 POLYGON ((-79.39414 43.66872, -79.39588 43.668... 95 \n",
"2 POLYGON ((-79.46021 43.68156, -79.46044 43.681... 109 \n",
"3 POLYGON ((-79.31485 43.66674, -79.31660 43.666... 64 \n",
"4 POLYGON ((-79.41096 43.70408, -79.41165 43.703... 103 "
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 1) import data and clean\n",
"\n",
"## Neighborhood data\n",
"nbrhd = gpd.GeoDataFrame.from_file(\"Toronto_Neighbourhoods.geojson\")\n",
"important_spat_cols = nbrhd.columns[[4, 5, 17]]\n",
"colnames_spat = {important_spat_cols[0]: 'name',\n",
" important_spat_cols[1] : 'nbrhd_spat_id',\n",
" important_spat_cols[2] : 'geometry'}\n",
"nbrhd_simple = nbrhd.copy()\n",
"nbrhd_simple = nbrhd_simple[important_spat_cols]\n",
"nbrhd_simple.rename(columns = colnames_spat, inplace=True)\n",
"\n",
"# remember to change the data type of neighbor id\n",
"nbrhd_simple[\"Neighbid\"] = nbrhd_simple[\"nbrhd_spat_id\"].astype(int) \n",
"nbrhd_simple.head()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "6586fc99",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Neighbid \n",
" Name \n",
" diabetes \n",
" asthma \n",
" mentalhealth \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 1 \n",
" West Humber-Clairville \n",
" 18.2 \n",
" 15.9 \n",
" 7.2 \n",
" \n",
" \n",
" 1 \n",
" 2 \n",
" Mount Olive-Silverstone-Jamestown \n",
" 18.4 \n",
" 14.6 \n",
" 8.1 \n",
" \n",
" \n",
" 2 \n",
" 3 \n",
" Thistletown-Beaumond Heights \n",
" 17.7 \n",
" 16.0 \n",
" 8.4 \n",
" \n",
" \n",
" 3 \n",
" 4 \n",
" Rexdale-Kipling \n",
" 17.5 \n",
" 16.7 \n",
" 9.0 \n",
" \n",
" \n",
" 4 \n",
" 5 \n",
" Elms-Old Rexdale \n",
" 17.0 \n",
" 19.0 \n",
" 8.9 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Neighbid Name diabetes asthma mentalhealth\n",
"0 1 West Humber-Clairville 18.2 15.9 7.2\n",
"1 2 Mount Olive-Silverstone-Jamestown 18.4 14.6 8.1\n",
"2 3 Thistletown-Beaumond Heights 17.7 16.0 8.4\n",
"3 4 Rexdale-Kipling 17.5 16.7 9.0\n",
"4 5 Elms-Old Rexdale 17.0 19.0 8.9"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"## Health data\n",
"\n",
"health = pd.read_csv('toronto_health_data_2017.csv')\n",
"health_rename_dict = {\n",
" 'NeighbID': 'Neighbid',\n",
" 'prev_diab_20up': 'diabetes',\n",
" 'prev_asthma_0up': 'asthma',\n",
" 'prev_mh_20up': 'mentalhealth'\n",
"}\n",
"health.rename(columns = health_rename_dict, inplace=True)\n",
"health.head()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "126c2557",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" name \n",
" nbrhd_spat_id \n",
" geometry \n",
" Neighbid \n",
" \n",
" \n",
" \n",
" \n",
" 30 \n",
" West Humber-Clairville (1) \n",
" 001 \n",
" POLYGON ((-79.55236 43.70947, -79.55238 43.709... \n",
" 1 \n",
" \n",
" \n",
" 40 \n",
" Mount Olive-Silverstone-Jamestown (2) \n",
" 002 \n",
" POLYGON ((-79.60338 43.75786, -79.60205 43.758... \n",
" 2 \n",
" \n",
" \n",
" 124 \n",
" Thistletown-Beaumond Heights (3) \n",
" 003 \n",
" POLYGON ((-79.57751 43.73384, -79.57806 43.734... \n",
" 3 \n",
" \n",
" \n",
" 122 \n",
" Rexdale-Kipling (4) \n",
" 004 \n",
" POLYGON ((-79.55512 43.71510, -79.55504 43.714... \n",
" 4 \n",
" \n",
" \n",
" 22 \n",
" Elms-Old Rexdale (5) \n",
" 005 \n",
" POLYGON ((-79.55512 43.71510, -79.55569 43.716... \n",
" 5 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" name nbrhd_spat_id \\\n",
"30 West Humber-Clairville (1) 001 \n",
"40 Mount Olive-Silverstone-Jamestown (2) 002 \n",
"124 Thistletown-Beaumond Heights (3) 003 \n",
"122 Rexdale-Kipling (4) 004 \n",
"22 Elms-Old Rexdale (5) 005 \n",
"\n",
" geometry Neighbid \n",
"30 POLYGON ((-79.55236 43.70947, -79.55238 43.709... 1 \n",
"40 POLYGON ((-79.60338 43.75786, -79.60205 43.758... 2 \n",
"124 POLYGON ((-79.57751 43.73384, -79.57806 43.734... 3 \n",
"122 POLYGON ((-79.55512 43.71510, -79.55504 43.714... 4 \n",
"22 POLYGON ((-79.55512 43.71510, -79.55569 43.716... 5 "
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"## Check the order of the neighborhood id\n",
"nbrhd_simple.sort_values(by = 'Neighbid').head()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "9ae3ab61",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" name \n",
" nbrhd_spat_id \n",
" geometry \n",
" Neighbid \n",
" Name \n",
" diabetes \n",
" asthma \n",
" mentalhealth \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" Casa Loma (96) \n",
" 096 \n",
" POLYGON ((-79.41469 43.67391, -79.41485 43.674... \n",
" 96 \n",
" Casa Loma \n",
" 8.1 \n",
" 13.6 \n",
" 9.3 \n",
" \n",
" \n",
" 1 \n",
" Annex (95) \n",
" 095 \n",
" POLYGON ((-79.39414 43.66872, -79.39588 43.668... \n",
" 95 \n",
" Annex \n",
" 7.4 \n",
" 12.4 \n",
" 9.7 \n",
" \n",
" \n",
" 2 \n",
" Caledonia-Fairbank (109) \n",
" 109 \n",
" POLYGON ((-79.46021 43.68156, -79.46044 43.681... \n",
" 109 \n",
" Caledonia-Fairbank \n",
" 14.3 \n",
" 16.6 \n",
" 9.8 \n",
" \n",
" \n",
" 3 \n",
" Woodbine Corridor (64) \n",
" 064 \n",
" POLYGON ((-79.31485 43.66674, -79.31660 43.666... \n",
" 64 \n",
" Woodbine Corridor \n",
" 8.9 \n",
" 14.7 \n",
" 10.3 \n",
" \n",
" \n",
" 4 \n",
" Lawrence Park South (103) \n",
" 103 \n",
" POLYGON ((-79.41096 43.70408, -79.41165 43.703... \n",
" 103 \n",
" Lawrence Park South \n",
" 6.2 \n",
" 14.7 \n",
" 8.3 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" name nbrhd_spat_id \\\n",
"0 Casa Loma (96) 096 \n",
"1 Annex (95) 095 \n",
"2 Caledonia-Fairbank (109) 109 \n",
"3 Woodbine Corridor (64) 064 \n",
"4 Lawrence Park South (103) 103 \n",
"\n",
" geometry Neighbid \\\n",
"0 POLYGON ((-79.41469 43.67391, -79.41485 43.674... 96 \n",
"1 POLYGON ((-79.39414 43.66872, -79.39588 43.668... 95 \n",
"2 POLYGON ((-79.46021 43.68156, -79.46044 43.681... 109 \n",
"3 POLYGON ((-79.31485 43.66674, -79.31660 43.666... 64 \n",
"4 POLYGON ((-79.41096 43.70408, -79.41165 43.703... 103 \n",
"\n",
" Name diabetes asthma mentalhealth \n",
"0 Casa Loma 8.1 13.6 9.3 \n",
"1 Annex 7.4 12.4 9.7 \n",
"2 Caledonia-Fairbank 14.3 16.6 9.8 \n",
"3 Woodbine Corridor 8.9 14.7 10.3 \n",
"4 Lawrence Park South 6.2 14.7 8.3 "
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 2) Merge health data to neighbhorhood\n",
"\n",
"nbrhd_health = nbrhd_simple.merge(health, on='Neighbid')\n",
"nbrhd_health.head()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "4b38d8b9",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 3) Map two health outcome variables. We pick diabetes and mentalhealth here\n",
"\n",
"## Before mapping, it is a good idea to see the distribution of the variables\n",
"\n",
"fig, axes = plt.subplots(1, 2, figsize=(10,5))\n",
"\n",
"nbrhd_health.diabetes.hist(ax=axes[0], bins=10)\n",
"nbrhd_health.mentalhealth.hist(ax=axes[1], bins=10)\n"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "05e24473",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Mental Health')"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"## Map the variables in quantiles\n",
"fig, axes = plt.subplots(1, 2, figsize=(20,20))\n",
"\n",
"nbrhd_health.plot(column = 'diabetes', cmap = 'YlOrRd', \n",
" scheme='quantiles',k=5, ax=axes[0],\n",
" legend=True, legend_kwds={'loc': 4, 'title': 'Percent Diabetes', \n",
" 'title_fontsize': 15,'fontsize': 12})\n",
"nbrhd_health.plot(column = 'mentalhealth', cmap = 'YlGnBu', scheme='quantiles',k=5, ax=axes[1],\n",
" legend=True, legend_kwds={'loc': 4, 'title': 'Percent mental health', \n",
" 'title_fontsize': 15,'fontsize': 12})\n",
"\n",
"axes[0].set_title(\"Diabetes\", fontsize = 20)\n",
"axes[1].set_title(\"Mental Health\", fontsize = 20)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "e282e976",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/p0/ynn6kljd5pg6sh4_616yzw3c0000gn/T/ipykernel_3507/2886366439.py:9: FutureWarning: `use_index` defaults to False but will default to True in future. Set True/False directly to control this behavior and silence this warning\n",
" w = lps.weights.Queen.from_dataframe(nbrhd_health)\n"
]
},
{
"data": {
"text/plain": [
"(, )"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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2bBhlZmZadJAkKIooSy0QCAQCwTMAADpz5gy98847VK9ePWrZsiWlpqbSvHnz6NatW7R69Wp68cUXK0wgExE1adKELl++XGHtCyyDg4MDtWzZknbt2lXZXXmuEZZkgUAgEAgqCY1GQ0ePHqUtW7ZQYmIiWVlZUWxsLH300UcUHR391It6xMTEUE5ODiUnJ1ONGjWe6rEF5tGjRw/asmULxcfHV3ZXnluEJVkgEAgEgqdIbm4u7dq1i4YNG0ZVq1alUaNGkYuLC23bto0uX75MCxcupBYtWlRK1TsbGxsKCQmhhISEp35sgXl069aN9uzZQzk5OZXdlecWIZIFAoFAIKhgsrKy6KuvvqK+fftSlSpVaO7cuRQaGko//vgjnTlzht5++22qW7dukep3lcXLL79M69atq+xuCErB3d2doqKiaPfu3ZXdlecWIZIFAoFAIKgA0tLSaNWqVfTiiy+Sr68vffnll9SuXTtKTk6mw4cP03/+8x8KCgqq7G6W4M0336Rr167R9evXK7srglLo2bMnbd68ubK78dwiRLJAIBAIBBbi6tWrtGjRImrZsiXVrFmT9u7dS/369aNr167RN998Q0OHDiVPT8/K7qZRFAoFBQQEUGJiYmV3RVAKsbGxtHPnTnr8+HFld+W5RIhkgUAgEAjKwcWLF+m9996jyMhIatiwIV24cIEmT55MaWlptGHDBoqPjydnZ+fK7qZZxMbGCpeLfwBVq1almjVr0oEDByq7K88lEoDK7kMJoqKi8PPPP1d2NwQCgUAgKAEAOnv2LG3ZsoUSEhLowYMH1KNHD4qLi6PmzZuTjc0/P3HU3bt3qWrVqvTnn3+Su7t7ZXdHYIT333+frly5QsuXiwLIZUGSpJMAovStE5ZkgUAgEAhKQavV0rFjx2j8+PFUvXp16tGjB2VnZ9Nnn31G169fpw8++IBatWr1XAhkIiJXV1fy8fGhHTt2VHZXBKUQFxdHiYmJpNFoKrsrzx1CJAsEAoFAoIe8vDz6/vvvadSoUVStWjUaMmQIKZVK2rp1K125coUWLlxITZo0eSYyUlQE7du3py+//LKyuyEoheDgYKpSpQr9+OOPld2V547nY8grEAgEAoEFePToEe3evZu2bNlCO3fupMDAQIqNjaV9+/ZRaGhoZXfvqfLWW29RcHAw3bt37x/nU/1vo0ePHrR582Zq3rx5ZXfluUJYkgUCgUDwryY7O5u2bNlCMTExZGdnR4sXL6aGDRvS6dOn6cSJE/TWW2/96wQyEZGvry95e3vTN998U9ldEZRCz549acuWLfQsxpn9kxGWZIFAIBD867h//z7t3LmTNm3aRHv37qVGjRqRRqOhgIAA2r9/f2V375mhZcuWtGnTJnr55ZcruysCI4SHh5NcLqdTp05RZGRkZXfnuUFYkgUCgUDwryA9PZ3WrFlD3bp1yy/u0bVrV/rjjz/ou+++o82bN9PNmzfp3r17ld3VZ4b//Oc/tGfPHsrNza3srgiMIEkS9ejRgzZt2lTZXXmuECJZIBAIBM8tt27dohUrVlC7du0oKCiIduzYQX379qXr16/TN998Q4MHDyZXV1ciIqpSpQrVrVuX5s+fX8m9fnaoW7cuOTo60qFDhyq7K4JS6N27N23atEm4XFgQ4W4hEAgEgueKGzdu0NatW2nTpk10/vx56tSpEw0fPpwSExPJ3t7e6L4DBw6kjz76iObMmfOUelsKeXlE9+4RlZarWKvlT16e/o9Gwz8fPy74vfByfT+f/D7Ky4v+mDOH6ObNguXmfHT9Kvx34Z+634sv1/ezrB+g5O/6fhbfrvBHtywvj+jRI76WRLzsGSAiIoLy8vLo7NmzVL9+/cruznOBKCYiEAgEgn88V65coU2bNtHmzZspJSWFunbtSr169aJ27dqRXC43uZ2//vqLqlevTnfu3CGVSlWBPTbChQtEX3xBtHcv0enTlmu3cKo63e/Gfj75XQPQ48ePSWFnR5KVVdH1hj5WVvqXFV6u+13fz+K/l+Vjbc2fwn8X/ll8m8I/ra2JbGz4b42G6Nw5ol9+Ibp1q0Ac65g/n2jCBMvdp3IwadIksrGxoffee6+yu/KPwVgxESGSBQKBQPCP5Ndff6UtW7bQ5s2bKTU1lXr06EG9evWimJiYchX1qF+/PvXo0YPefvttC/bWAFot0a5dRF9/TXT0KNH162ypdHMjeviQP0REDg5EDx4QNWtG9P77RKGhLOJ0H53oqyA8PDwoISGBWrVqVWHHKM6vv/5KSUlJdPr0afr999/Jzs6O3n333YpPc6bVEn33HdGqVURHjrAwtrMjqlOHSK3mgUvLlkQ6FxRra6I//yTy8qrYfpnAyZMn6aWXXqLk5OTnNn+3pREV9wQCgUDwj0dXDnrmzJkUHh5O7dq1o7S0NFq4cCH99ddf9PHHH9MLL7xQ7qp3AwYMoISEBAv1uhj37hEtW0bUqROLKhsborg4FmONGxNt3MhCWZKI7O2JUlN5v7p1iRISWLBFR7NI++knIoWiQCQXQ6vV0oEDB0ir1Za72w0aNKCNGzeWux1zeO+992jOnDmUl5dHbdu2JT8/P+rUqRO1a9eOzp8/b9mDXblCNG4cDz5kMqLOnYnOniXq3Zvo4kWi/fuJLl8mSk4m2raNyMWFKCiISKUicnYmat/esv0pIxEREaTVaum0JWcg/s0AeOY+kZGREAgEAoFArVbjwIEDGD16NPz9/REYGIixY8fi6NGj0Gg0FXLMlJQU2NnZITc3t/yNXboETJ0KNGoEODiwd6tSCdSvD4wdC5w8WXT78+d5fUgIkJ3Ny+ztASsrQHe+p08D0dGAJAHe3sCyZfnr0tPT8c477yAiIgKOjo6QJAlz584t92ls2bIFHh4e0Gq15W7LVGbOnIkWLVoUWZaRkYG4uDgolUqsWrWq7I1nZQGLFwPNmvH1JQI8PYG4OGDHjoJrrdEAgwbxtW7XDsjJ4WVyObBoEd/HmBi+P4sXl70/FmTSpEmYPHlyZXfjHwMR/QwDerTSBbG+jxDJAoFA8O8lJycH27Ztw6BBg+Du7o4GDRpg1qxZOH/+/FMTacHBwViyZIl5O2k0wJ49wJAhQI0agEzGr1k3N6B1a2DBAuDmTcP7JyUBNjZAq1YFIg1gISdJLMoKk5YG9O4NjbU1Hlpb4xMHBzjY2iIiIgJz5szBmTNnMGfOHDRo0MC889B7aho4OTnh1KlT5W7LVOLj49G3b1+963bt2gUHBwdMmTLFtGdCowF27gR69GAxrBusREfzdc3MLLnPiROAhwdgZwds2lSwfPVqvk8aDfDGG4CPDw+EbGyAO3fKdrIW5Oeff0b16tWf6oDmn4wQyQKBQCB4prl//z42bdqE+Ph4ODk5ISYmBosXL8bVq1crpT9vv/02GjZsaHyjrCxg5Uqga1e26EoSYG0N+PkBvXsDGzYAplqjV6xga+TAgSXXTZ8O2NoCAQEA2Jo6e/ZsREZGwtnZGe6OjtgeFobHCgW01tZsDU1NBQD88ssvcHBwsIjVvXHjxpg6dWq52zHG5cuX8f777yMyMhK2trY4duyYwW0vXLgAd3d39O7dG48ePSq5waVLwOjRbJW3tuZPjRrAmDFAcrLhTmg0wOuv8/1s3brAoq8jLAxo25Z/37uX2wUAf3/AAgOS8qLVahEYGPhUBzT/ZIRIFggEAsEzR0ZGBtasWYNu3brBwcEB7dq1w8cff4ybxqytT4mzZ8/C0dGxqLhMSQFmzmTro5MTv0IVCqBOHWDkSODo0bIdbMoUFmTvvKN//fnz0BJBS4TmVatCJpOhQYMGmD17Nk6dOlXUYrhyJVs2JQlo1Aja48dRtWpVrFu3rmx9K8SyZcsQFBRU7nYKo9FocOzYMUycOBEBAQFQKpWoW7cuZsyYgTsmWGXT09MRGBiIRo0aIf2PP4CFC4EmTdhKTARUqQL06gXs2lXUOm+Is2cBLy++r+vXl1x/5w5f2+PHdSfAf58+zcLbyordXyqZiRMnVviA5nlBiGSBQCAQPBPk5ORg8+bN6N69OxwcHNC9e3d88cUXyMjIqOyuFUGbl4fuLi74vW1bthzK5fzKdHEBWrQA5swBbtwo/4FeeomF1eefF1mcm5uLZcuWITo6Gm5ublATIUMux7VGjXD37t3S292/H6hXD5Ak3HFywrSaNcvd1dzcXCiVSqSkpJSrnQcPHiAxMREDBgyAi4sLXFxcEB0djZUrV0KtVpvekEYDJCZC060b7trYQEsEjVIJNG8OLFnCln5z2ho5kgVv8+aG9339dXbBKIybG7tbAMD48Wz1T083/dgVwL59+xAdHV2pffinIESyQCAQCCqN3Nxc7NmzBy+//DJkMhlat26N1atX4969e5XdtQJyclioxsUBvr6AlRU0koQ0mYyXff55yWn38qDRsMXT1pYFLYDU1FSMGTMGNWvWhJ2dHYKDgzFp0iT88MMP0Pr6Ak2bsoXTHNeJlBRkNGmCPJ3Af+cd8/YvRnh4OBaXIUDt6tWrWLZsGVq1agW5XA4fHx/ExsYiKSnJvIYuXGA/4OBgHlxYWwOhocC4cRjdtSucnZ3x008/md9m1ao8ECo2WCmBkxML4cK0aMF+4zp8fYHSXHUqmHv37kGlUlkm+PQ5R4hkgUAgEDxV7t+/j40bNyI+Ph7Ozs5o3LgxJk+eDKVSaZ61sKK4cYOtwS1bsngkYpEUFsbWwoMHceTQIbi5uVn+2FlZQGAgoFLh+t69GDp0KAICAiCXy9GyZUssW7YM165dK7pP167s1mFjw4FjZqDRaODj5IQbnTqxyJbL2fe5DNb7KVOmoHHjxiYd8/jx43jrrbdQvXp12NnZoWbNmhg9erR5fuYZGcD8+ZwdxM6O75OXF9C3LwdJFhP806dPh729PbZs2WJa++PGsdhu3Lj067F3L1uai1uZp08HXF0L/r5wgdssT/YNC1CvXj0cLasL0L8IIZIFAoFAUOH8/fff+Oyzz/J9jDt06ICPP/4YqU+CyADAz8+vfKm7ysqxY8CoUSw0dWLLyYmtszNnsr9xMTQaDZydnbFnzx7L9ePGDaidnHBXoUAdb28oFAq0b98e69atM25ZX7KEU5V16ACUwXXi1VdfRZcuXVhUzpsHuLuzkGvThgPcTCQtLQ1yuVxvXzMzM4sEX7q4uKBJkyZYunSp6RZNjYYzSXTtym4MRIBKxYOZZctMsuavXbsW9vb2WLBggeEMD5cuAdWqcQaSlStN61t0NBARUXL5+fMsngsL9lGjeDCiL2vGU2LChAl47bXXKu34/xSESBYIBAJBhXD58mX873//Q0xMDBwcHNCjRw+sXbvWoI/xxIkTK95XMjeXM0v07s0ZB6ytC3IKd+3KoshEf9Vhw4ahY8eO5e7S0aNHMa5VK+QQ4YIkoU9sLBISEvDgwQPTGkhL41f2oUN8LoUGHqbw7bffokqVKkUXJiZy5gdJAsLD2TJrAv7+/tiwYQMA4LfffsOCBQvQqFEjyGQyVKtWDT179sT+Jy4kJnH2LDB8OBAUxMLdxgaoVQuYMAEoY3aTI0eOwNnZGa+//nrJmYvJk/k4kZGm+w7n5vI+hizU1tZFr59Gw89bJfoFX716FU5OThg3blyl9eGfgBDJAoFAILAIWq0WZ86cwdtvv43atWujSpUqGDp0KLZv346HDx+Wuv/x48fh7Oxs+Y4lJrLYc3TkV5tMxum+Bg/WOy1vKt9//z08igdqmUhSUhI6duwIDw8P9JHLkSdJSIuIQE5ZfZsVCmDNGhZfr7xi1q66oLsTJ06UXHn2LAerSRK7MixZYvB6paWlwdfXFwEBAfD29oa9vT3q1q2LqVOnIi0tzbTOpKezq0tUFJ+TbgATHw/s22fWeRnj2rVrqFq1Kpo2bcp9u3yZ0+jZ2gJLl5rX2DvvsCXfEL6+wIgRRZedPcvntnat+Z23EHfv3kWtWrUwffr0SuvDs44QyQKBQCAoMxqNBj/++CMmTJiA6tWrIzAwEP/5z3/www8/mJ1/V6vVwtXVFTt37ix/x9RqYNYsFnZE/OnWzSz3gdIPoYaDgwMOHjxo8j5nz56FnZ0dXFxcMGzYMFx64w1oJYmtpeUhNJSt4zNmGBdsBoiNjUX//v0Nb5CWxr6+trbc/ujRQE4ODh48iN69e8PPzy/fWkxESEhIMO3+q9XAxo1A587su0vE1Qdbt+b80Dk5Zp+LqeTk5KBFixZYaG8PrZUVZ/wwVcwXxscH6NfP8PrOnbnt4rz+Og8EzMm0YWHu3LmDGjVqoFevXvjwww+Rl5dXaX15FhEiWSAQCARm8fjxY3z33Xd488034ePjg1q1amHatGkl8/KWgaFDh6Jz585lb+DSJaBTJ56Wt7PjILTgYPZdtYBrRHEGDx7M/rwmcvPmTRAR0tPTuXCFJHHwWXl55RV2ScjJ4an/wlXgTGDDhg3w8/Mrdbus9HT8EBODLCsrqImww8YGw7t1Q0JCAu7duweNRgNra2tkG7OInzwJDBvGlltJYuFduzbnhC4elFiRXL0KBAcjT5Iww8lJf9GR0rh4keWSsX4vXszPX3E0Gq7wFxNj/nEtyM2bN7Fq1So0bdoU8fHxZbsOzylCJAsEAoGgVB4+fIitW7diwIABcHV1RaNGjTBnzhz8+uuvFj3ON998g6pVq5q3k0YDLF/OWSEkiUXx6tW8XFfgYfhwdrewMLt374anp6dZ+wQGBuJagwbsq7pxo2U6kpDAbiQApx3TZ7k0QlZWFuRyecnMGWA3ismTJyMsLAwKhQJ16tTBu+++i6szZnD6OUnitGbHj0Oj0cDKyqqo0Lpzh636EREcsCZJbH3t3x8wwwpvUWbN4utfuzZw8yZ8fX3x5Zdfmt9O9+48ODHGzZssqfRZjE+c4OthqeegHDx48AC9e/dGdHS08UHOvwghkgUCgUCgl4yMDKxbtw49e/aEo6Mj2rRpgyVLluCGJQplGCA7Oxtyudy0ohQ3b/I0t0LB1shu3di3tDDDh3OBh4wMfq0ZKzlcBh4/fgyVSmV6Oi21Gtfc3JArSWWvwqePnBw+v6tXgcOHWXiZmcYtJiYGo0aNgkajQWJiIrp164Zq1apBJpOhSZMm+OCDD/Tf+8OHueSyJOGxjw8GWlsD69ax5V6XQs/JCXjhBR68VGZ+3hs32DXF2pozeTxh8ODB5s9gaDQs+k3JDS2XG/Y/HjSIZz2eAWGqK1u99klft2/fjtatW5d7huifihDJAoFAIMjn+vXrWLJkCdq2bQsHBwe8+OKLWL16tUllgC1FTEwMRo8ebXiDLVvYAqgL6po3j31b9eHszPluAfZPLq/vbyGOHDmCXr16wdHREU2bNi19h4wMwNcXGgcH1LC1tXzBFEfHAuHn5saFNczgk08+ARFBqVTC09MTr776KrZu3YpMU1KVHT8O9O6Nx0+q2+WXfZ4yxexsGxXGvHkFBUaKif3k5GQoFArzLKirV7Nbjym+1yEhXEFRHxoN36+2bU0/dgXSoEED1KhRAx06dIBcLgcR4Y8//qjsblUKQiQLBALBv5wrV65g/vz5aNSoEdzc3DBw4EBs2bLF9BRkFmbp0qUIDQ0tujAzk0sDOzqyz21MDE9VG2P/fhbSOpE3cCDnvy0jGo0G69atQ6tWreDu7g6VSoX4+HhMmzYNXl5exndOSWFrarVqQEYGAgICsG7dujL3RS+RkUC7dvz72LE8QDCD+/fvY+XKlaZZ8dPSOId0/frs5iFJQLVq2O7qii8GDeLBiJ0dr3vllTIVJ7EYN29yGjtra2D2bIOb+fj4mF5oBODiMqYK23792A3IEEeP8jVMTDT9+BXEvXv3sHfvXuzcuRO7d+8GEYGIKieHeSUjRLJAIBD8y9BVPOvXrx9CQkLg6emJ119/Hd999x0eP35c2d3DjRs3Cqx6hw9zUQ8rK566Hz/e9Gnp4r65p0+zEDHDWpibm4slS5YgKioKKpUKPj4+GDt2LA4dOpSfCSA3N9e4y8XRoywWIyPzLd5lmt4vjbFj2VoOsP+rJHElOEuQm8tlmdu1Y/FNxD/btePlT1wonJ2dcerUKd5HowEWLGB3Fysrzlhx8aJl+mMqixaxtTc4uNS8yv3790fXrl1Na1fn6378uGnbr1/PLhfG6NePM4dUYEaPsnDv3j0cOHAArq6uGD9+PJKTk/817hdCJAsEAsG/gEePHuHbb7/F8OHDUbVqVYSGhsLb2xs1a9Z89tI+5eZiiYcHHtjbsxCJiAB27TK7Db2BcUolsHCh0V2zsrIwd+5c1K1bF0qlEsHBwZg5cyYuXLhgUBy8/PLLiI2NLbli40buR7F1KSkpkMvllrXWHznCYlQ3/R8ZCTRpUvb2jh4tsL5LEgv9+vXZgnzzZonNz58/D6VSqf8abdvG1QAliS2w5t5Pc0lLA+rW5ethYh5gncvF/fv3S9/49ddZ/JtKdjbLKmP+/BoNDwQ7dTK93afIb7/9BicnJzg7O6Nbt244evQodu7cidGjR+PYsWOV3b0KQYhkgUAgeE65d+8e1q9fjz59+sDJyQnNmzfH/Pnz8dtvvwEA3nrrLdN8aZ8WFy5waWUbG+Ta2mKLiwtb7MrC3Lk83V+c1q1ZPBYjJSUFb7zxBkJCQiCXyxEeHo65c+fi999/N+lw33zzDby9vYsunDePReHYsXr38fX1xebNm01q3yQ0Gj6eTrDs3Mki0VTLeWoqMG0ai0udC4W/PxddMcFiumTJEtStW9f4RufPcxlpSWKf5cWLy1zMxSBLl3IgZ2BgyUDOUggJCcGcOXNK39DJiWc1zMHBodQBGg4e5GtjiVzhFcTdu3fRuHFjEBFUKhUmTJgADw8P8yop/kMQIlkgEAieI65fv44PPvgAL7zwAlQqFbp06YKVK1fi1q1bJbZt3bo1xhoQcE8NjYZFjb8/i4OQEODzz3H58mUolUrkljUTgp8fF9cozrp1LKAA7N+/H7GxsfDx8YFcLkfbtm2xcuVK3NRjJS2NnJwc2NnZ4fz587xg+HA+nyVLDO4zYMAAdLK01dDTs6h4c3TkUsv6yM3l4LMXXiioRujiwlkp1q0zHAxpgFmzZqFZs2ambZyezu4FtrZs3R85svzZHdLTeQBkZWX4nEth1apVqFaa3/revXxvzS0C0qCBabm6e/XivMqVmQWkFDIzM3H48OH8v7///nu4u7s/dxZlIZIFAoHgH4xGo8GxY8cwffp0REREwM3NDYMGDcLWrVuRVcpLfOTIkWhbWRH1N25wBTe5nK2WcXEc3FaI4OBgLDEiMg2SksKvsGJWRLVajZUrViCPCD1VKjg5OeGVV17Btm3bLJIXNi4uDv1eeomt4dbW7GJghNTUVCiVShw31a/VFNq0ARo1Kvh72LCibgGHD3N+Yh8fFnpyObuzzJpVdqv9E3bs2IEqVaqYt5NaDUydypZZa2tO41eWFIMrV7LgrlatXFUV1Wo17O3t8csvvxjeKDqar5m5jBwJmJIDXK3m69G9u/nHqETeeecdjDfXuv6MI0SyQCAQ/MPIzs7G9u3bMWTIEHh6eqJWrVqYOHEiDh48aFbgXVRUFPr27VuBPdVDQgJQq1ZBQYkFCwxOt8+YMQNRUVHmH6Nv3/wsFnfu3MHUqVNRu3ZtKJVKBAQEIM3VFenNm5tdNrs0EtavxyUbG87bfPKkSfuMHTsWXl5eyLBU9oc5c4pmtbhzh1/n9vZsYZUktja/+CJP6ZtpLTaGTmBeNtPFIZ/PP+cZAElii7ApVsmMDKBxYz43C82KREREYObMmfpX5ubysczJgqFj3z4eCJiCzlptqcDLp8C4cePwzjvvVHY3LIoQyQKBQPAP4M6dO1izZg1iY2Ph6OiIVq1a4X//+x+uXLlS5jb79OmDgQMHWq6ThsjMBEaMYJ9Ma2v2CzZBRP7yyy9QqVRQmynkNAoFvm7QAAEBAZDJZGjUqBEWLVpUIN6mTTM7PVqp3LkDTZUq+JsIVw4dMmvX+vXrY8CAAZbpx+XL/PouPFVPxMJOpWKxLJfzfdDlM9atl8t5Gzc3HsDUqMEW05gYtmoOHMhCdM4cttxu28a+yqmp+WI7PDwcC0vzuy2NI0dYJOt8og0V4VizhvtctSr7s1uIDz/8EMGG0rXNnMnXsCzofMZPnzZt++7d2aJswYFMRRIUFIRz585VdjcsijGRLPH6Z4uoqCj8/PPPld0NgUAgqFAA0K+//kqJiYn0zTff0C+//EIvvPACde/enbp27Upubm7lPsaCBQvoq6++opMnT1qgx3o4cIBo0iSiEyeIXF2Jhg0jmjGDSKEwuQk/Pz+aMWMGDRkyxOh2hw4dooULF5LnwYP0cWYmvfTii9TjpZeoU6dO5OLiUnTjv/8m8vAgunqVyN/f/PMqzm+/EUVFEXl6Us/gYHLy8aHVq1ebvPv169cpNDSULly4QEFBQeXvj0xGtHEjUVwc/129OlHr1kSrVpXcNi+P6NYtotRU/pmWRnT7NlF6OtHdu0T37vEnK4vowQOihw+JcnKIcnOJ1GreX6vNb04rSaQmIrm9PZFcTqRU8kelInJ0JHJyInJ25ufBw4M/VaoQVa3KH09PIisr3YUheuMNoqQkIgcHolGjiN5+m/vQuTPR0aNEb75J9MEHBftYgMePH5OLiwudOXOGQkJCiq709SWKiSH68suyNe7hQfTaa0TvvWdKR4jc3Ig6diRKSCjb8Z4idnZ2dOfOHVKpVJXdFYshSdJJAFF6VxpSz5X5EZZkgUDwvKJWq3Hw4EFMmDABISEh8PX1xciRI7Fnzx48evTI4sdLSkqCj4+PZRvNzWVLrbt7wbT5nj1lbm7SpEl6M3BoNBps2rQJrVu3hpubGxwdHfHKK68gMygImujo0hv28ACMVfUzlf372Re2aVNAo8GXX34Jf39/s5rYtm0bVCoV3nvvvfL3BwACArjUsY7atTkYrCLJzQWuXkX23r3obWODu3PmAO+8w9e4f3+gS5eCvNXBwWz9dXFhq6xMxpbswpZta2u2Ejs48LOkUhVd7+5uukW2DNSrVw/z588vuvDiRT72tWtlb7hlS8DU4EaAXWIkibNePOM0bdrUvGIs/wBIuFsIBAJB5XHv3j1s2LABPXr0gJ2dHSIiIjB9+nT8/PPPFZ6w/88//4SdvjRpZWHlygIBo1RywFh6ermbPXHiBJycnKDRaKBWq/Hxxx+jcePGcHJygqenJ0aOHFlQ2ENXQGPfvtIbjo9nMVkePv+cxV2hcsOZmZmQy+W4WkrhiqSkJLRu3Rqurq5wdXVF06ZNUadOnfL1R0ePHpyLWEejRhxM+JQICwvDhx9+WLadc3I48PLwYfZfX7qU8xw3asRFQQoL5ZAQYNUqy6eQAzB06FD07Nmz6MLu3YGgoPI1PGMG4Opq3j4dO/KAogLO05Js3rz52UopaQGESBYIBIKnzNWrV/Hhhx+ibdu2cHBwQKdOnbB06VIQUUEKsaeAVquFUqnEhbL4c2o0LBKjo9niV1i86HLgdu3K/qTlSGWl1Wrh4uKCgIAAKJVKBAYGYurUqTh16lTJQcT48ab7Gh87xv0sa3WzmTN5/ylTSqzq0KEDBg8eXGL53r17ERUVBUdHRzg7O2PEiBH44YcfoNFokJWVBYVCUab0cyVYubJojug2bcyzXpaTAQMGoEGDBuVvSK0GJkzgc5HLOTtEw4b8d0QEi0ddoGTPniWyo5SHefPmIaJwBguNhvuweHH5Gr5wgZ8bc/yMc3LY4t6vX/mOXcGsX78eLVu2rOxuWBQhkgUCgaCC0Wq1OHnyJGbMmIH69evD3d0dAwcOxObNm4ukaWvYsKFphQwsSP369UtOKxsiOxuYPx+oU4enw21tObPAnDn84ifiZW3b8jR7eDhPpROxe0PnzpyX1wRhqlarsWHDBoSFhcHe3h4+Pj6lF/bw8OBKaKaiULCl0lwGDmQL8sqVeldv3rwZnp6e0Gg02LVrF9q1awd3d3c4OzvD19cXLi4ueqscBgcHY6WBNs0iI4OvuS6lW/fuXCmvgklLS8OQIUOgUCggk8nKnrEjJ4cDPeVynpWYPLlAVPr5cZo4SWLBqVZzhhQ/Pz7noCC+p+W0uqalpUEul+PevXu8YPVqFuSWsOba2ABJSebts2ULn7Oh0ueVzK1bt+Dj44NDhw4hMzMTn376KRYsWFC2AfgzhDGRbDkveIFAIPiXkZubS7t376Y333yT/Pz8qG/fvvTgwQP64IMP6NatW7RmzRrq0aNHkSCXyMhI+umnn55qPxs2bEhHjx41vMHt20QTJxIFBXHw1TvvEHl7E23fzoFFx44RffUVUVgYkSQRffYZ0fffc/DYhQsc4HXhAtGAAUQ3bhCNGEFkZ8cBTB07cjDZw4f5h8vOzqYlS5ZQtWrV6P/+7/8oNjaW3nvvPbKzs6Pg4GDD/fz5Zw7Imz3b9JOPiiL6/HPTt9dqiVq14qCtpCSioUP1bta9e3dydnYmlUpF/fv3p+DgYEpISKC///6bfv31V3r8+DElJyeX2K99+/a0YcMG0/tjCGdnDpbTBXs5ORW5xhXB2rVrqXr16nTu3Dm6ePEiubu704kTJ8xr5MEDooEDOUjvyy+Jpk/ngMG5c4lsbHibjAyitm2JatfmZ8rGhug//yG6do3o0iVePnYsP2OxsUS//16m8/H09KQqVarQd999xwvef5+DHy0RIOjtTZSYaN4+cXFEbdoQvfhikUDJZwG1Wk2dOnWil156iXbv3k3BwcG0c+dOunr1KrVt25bGjx9PeXl5ld1Ny2NIPVfmR1iSBQLBs4ouTVuPHj3g6OiI6Oho/Pe//8XFixdN8i9etmyZ5fxSTWTFihUIDw8vuvDSJS5FXKUKW+dcXTn38IkTJRtYt46tqpcvs3X5yBFgwwa2ehnyS710CZg4kYO4FAqACBoXFyQHBuL/ZDKE+/tj+fLl+Zvn5uZCqVQaz7/boQMQGmreya9axdZKU8jOZh9YpZJLK5fC7du38eOPP+rNxdy4cWNMnTq1xPKrV69CLpeXWgTGJGrXLihGMWpUft5oS3P37l306tULzs7O2LhxY/7yhg0b4r///a9pjaSns7uEtTWnnzPmz6x7xs6eNWxZ1Wi40mFgID+//v5cDtpMK3Dv3r0RHx/PFnlJ0v/8l4WuXbn0t7lkZ7OrSeGgzGeAlJQUEBGcnJwwaNCgIjM+f//9N9q1a4dOnTpZxpXoKUPC3UIgEAjKTnJyMt5//300b94cjo6OiIuLw2effYa0tDSz2zpw4AC8vb0roJeGOXbsGDw8PDhQKjaW87IScZ7cESOM+3mq1ewrqXtpy2QFVebmz2dhUUq0+6VLlzC5d2/Ms7HBLwoF8nT+zS4u7Ev74YdAZibq1q2LefPm6W9Eo2E3D3NdFdRq7uP+/ca3u3mTsyl4eABluK/FWb58OYIMBID5+voiISGh3MfA0KHsggBw4FvhqnsW4ttvv4WbmxsiIyNxp1i1viFDhpQMfCtOairQqRMPsry8OO+xMbKz+dnQVUds2pRzORvj8mUOZJTL+Rnp1MnknMqHDx+Gg4MDNMWrFpaXJUv05lrOzc3FqVOnsGrVKrzxxhto3bo16tati1q1aiEyMhLdunXD+rg4aCUJ2Wbm4q5ojh8/jtu3b+td9/jxY0yZMgWOjo7w9/eHg4MDevToUSEZeyyNEMkCgUBgBnl5eTh8+DAmTJiA0NBQeHt747XXXsPOnTuRU9YgsCfcuXMHcrnc4pXg9KLRABs3Qt2iBbKJoJUkFhzTp5uelWLAAE7NpfMXtbPjYD4dI0ey5c9A5bTo6GjI5XK0aNGiaMDi1avcj6gottwSIUehwHGlEli0iH1uC7N0KQv0sly3kBAWUYY4f577ULNm2YP8iqGzjKfoGYD06tWLrZflZccO9n0F+Jo5OZW/zSfcv38fgwcPhkqlwoIFC/Rus3btWgQGBupv4PJloFUrHqD4+QGbNpl24MOHi1asS0nhNnbtKn1fjYYHUSEhBdUe58wpNYDOzc0Nant7Dgq1FGlp0BLh5wMHsGLFCgwZMgRhYWGwtbWFq6srwsLC0LVrV0yZMgVLly7FypUrMX/+fIwYMQLNmzfHjzIZbhHhpT59cKkcJbifNg8fPsSVK1dw584ddOnSxXIpDysQIZIFAoGgFO7fv4/Nmzdj0KBB8PDwQL169TBt2jScOHHC4oLW2dkZR44csWib+eTmsmU2IoIFlI0NEBmJKY6O2Gau9fLSJRYbGzYULHN0LBn9360bW/H0CEJvb2+sNVRNrTA3buDR1Kn4SZKgeSKa4ejIeXfnz+dp9c6dzeu/jgkTDKfk2rWLr1Hr1hZPv1W7dm29lel01kt9gX2G0Gq1Jd151Gq+Thcv8sDFQqn+Dhw4AC8vL4SHh+OakXzB6enpsLGxQW7hzCbnz3OgpySxWDU3eG3xYs6bXJj27c13Jbl2jdP22dnx/W3b1mAFyElRUdAQcXrBMpKdnY0ffvgBH3zwAfr27YugoCA8JMIIe3uEhYUhLi4OS5cuNd0dISsLGpkM2319oVQq0a1bN5y2UM7oS5cuwcfHB6+++qpF2jPE8ePHS7p5PYMIkSwQCAR6SEtLw3vvvYf27dtDpVKhXbt2+OCDD/DHH39U6HGbNWuG6dOnW67B9HQu7qGzoNnZsehLSMgXfh06dMBocwtr1KzJPsWFcXfn1GjFiYxkUVvMQt2lSxeMHDnS5EPm599NTQVmz+bpdl2RCXt7Tkc3d655LhGpqbx/amrR5StWsBuAnlRulmDGjBlFU4wVws3NrcRA6fbt2/j8888xfPhw9OvXD71790a3bt3Qvn17eHh46C8v7uLC92PnTnY1KAcPHz7EqFGjYG9vb/Lz6e7ujh9++IFLV9erx89f7drsU1wWXn+d/YsLk5bG92ndOvPb06UxDA3lvnl58fUqJOwfRkTglCThzz//NKnJR48e4fjx41i2bBn69++PoKAg2NrawtPTE/Xq1cMrr7yCtWvXIi84mP38y8ratYAk4c6+fejWrRvs7e3Rpk2bcg2w9+/fD0dHR3Tv3h1OTk56/eYtRXJyskGXo2cJIZIFAoEAbI07e/YsZs+enV+sQqVSYfTo0bh///5T68eYMWPQobyFH1JSgOHDeUqZiKfa4+J4uloP06ZNQ/PmzU1vf+VKFibFLYk+PsDYsSW3V6tZ3Hh7FxEgb731lll5VadNm4YS74DBg9lfdN48oHlzFuNELJ6bNAFmzSopgIvj5lZ0On3yZBZNs2aZ3DdzycjIgFwu1+u73qpVK4wcORInTpzArFmzULduXcjlcgQFBSE2NhavvPIKhg4dipEjR2L8+PGYO3cu7O3ti1ptAR5ExMSwSLWyKnNfjx8/Dn9/f1SvXh3Jyckm7zciNBS33dwKKi+W19rZti3f0+L06lV+n+GbN4FXXuHBlrU1X7dDhwArK4wLDMR4Pe4WarUa586dw6effoohQ4agZs2asLW1hbu7O8LDwxEfH4/PP/8cmZmZJY/Xvz9QvXr5+ty0Kf9PaTTIyMhAv3794ODggMjISOzatcusYkRr1qyBvb09PvroIwB8z5VKJfaZUpinDOzduxdhYWE4ffo0PvjgAxw28N1U2QiRLBAI/rU8fvwY+/btw+jRoxEQEICAgACMHj0a3333HXJzcxEREYH333//qfZp9erVCDU3SwPAUf6SVJCX2MsLGDKE3SJKYdOmTYb9R4uTm8vW6BEjSq4LCuJj6iMzky2btWvnW7C/+uorBAcHm3ZcFAjLW7duFSx0dCxZ0CM9nbMZtGxZEIhob8+FKGbMKCnue/bkUskAW/esrNhSV8EYyou8adMmEBFcXFwQFRWFuXPn6hdahfD09ERScfeFyZNZPF679uSVbh6PHz/G1KlToVQqMWrUKNN33LYNCAxkv1s7O5OeQZMIDS1S3TCfrCx2m1iyxDLH2biRc4E/KY7zR3w8XOzs8PPPP2PNmjUYPnw46tSpA5lMBmdnZ9SsWROxsbFYtmxZiQBGg2zYwP+r5SEjg9soNAuUk5ODN954Ay4uLqhRowa++uorqEvxu54+fTrs7e2xTRd0+4T//ve/8NMFf1qYBw8eoFevXggKCsKQIUPg4+ODdWWZDahghEgWCAT/Km7fvo01a9agd+/ecHZ2RlRUFGbNmoVz586VsLz079/fMkFUZvDTTz9xtonS0Gh4irllSxathSvexcaaVdErOTkZDsV9PQ3RuzcLT30+uuHhvN4QN25wX9u1AwCcOXMGrmaW6A0JCSlID5eUxIJWl+3AEBkZ7M/aujULdV3p7MhIdkX56iseYDRqxG4JBw+a1aeyMnjw4JKW8Seklmb9LsaLL75Y0uXi5Ek+L11WCDP8qi9cuICwsDD4+vripAF/3RKsX8+zCZIEtGuH7EuXLFdFEGCL/4wZ+tcNHcoDJgv4jqvVapw/fx7ZTk5Ic3BAlpUV8ohwhAj9fH3RtWtXLFq0CDdu3Cj7QXT3xIhft0msWsX/AxcvFlms0Wgwffp0eHl5wdvbGx999JHe4i6vvPIKnJyccExPcO2jR4/g7OyMHTt2lK+PJnDu3Dm4u7ubNVPxNBAiWSAQPNdotVpcuHABc+fORXR0dH6attWrV5f68l6xYkXZrLrlICsrq2TAk47MTPbFrV27oOJdZCRb0IKDOagpPJxdDZycgL17TTpmXl4ebG1tSxcz58+zAEpM1L8+KopTbBnj9Gm2+g0ZgpycHFhbWyO7NJFbiHHjxqGZrsRy06Z8/uaSmckZMdq25aC94gOMjRtLF95lRK1WY926dWjSpAkUCgVsbGzKJ7aeoPMnLRHwZ2UF7NvH52ZC1pK8vDzMmzcPSqUSAwYMMC0wdflytlhbWXFu5kIuJMHBwVi9erWZZ2MAmcxwSsHcXF6vzyfeCHl5ebhw4QLWrFmDESNGoG7dupDJZGioUkFLhIFt2mDRokVY3b07flUo+Pl3cwPGjStXMB8A/n81kB3ELKKijAYvLl26FNWrV4dcLkfdunUxaNAgTJ06FQ0aNIC3t7dRYTpy5Ei0adOm/H0shZycHLRr1w6zKtDFqSwIkSwQCJ47dG4UY8aMQVBQEKpVq4Y333wTSUlJZuXmTE1NhUwmMyvTgCXw8PDAXp3AvXyZ/Yt9fZHva9uxI6f40gmYHTv45T1kCLtZ5OayWJEk/qlPcBfDJDETFMQvZEPExPCnFB4lJkIrSdhSvz6IqKSbgBFu3rwJuVyOu3/9xaLMkGA3hYwMFso6gWxtzZkydC4r9vY87T5kCIuzMqSAS05ORnx8PHx8fODk5AS5XA4fHx+MHz8eKSkpaNWqlflBkwZwc3Mr6dtZtSqn4tOVcTbClStXEBUVhSpVquBgadZ0jYYzizg786CnXz8efBRj2LBhaNu2rbmnov94RDwbYYgJE3imwsAsSl5eHi5evIgvvvgCb775JurXrw+ZTAYnJyfUqFEDXbp0wcKFCzlrR/fu/Lw/Yf/+/ZzDPCODXY2cnPj5a9QI2LOnbOcUEcH/y+UlPZ0HzBMmGN0sLS0NCxcuRI8ePSCXyxEaGlrUdUkP+/btg6enZ/n7WAqvvfYaqlatilWrVhXJmpKSklKpae6ESBYIBM8FaWlp+OKLL/DSSy/BxcUFDRs2xLvvvoszZ86YFcBSHEdHx6f+JT2qTh1cqFGDBYjOv3jQIMOV3ry9OQXazp0FuXEBtiQ7ObGw3rnT6DF79eqFQcYqeS1ZwiLSmLW5UyeDIvru3bv44osv0L59eygUCox3doaGCG/a25ttPQoMDMTpuDi9BRlMQqNhQWFjUxDot3s3n9+yZbxNaiqny+vWjYMObW15OwcHrpY2bBj73hoZgIwcORIKhQLdu3fH1q1b8fvvv5couLBixQrUKK0ghonoFdwdOwINGvC5GiiaotVq8fHHH8Pe3h7du3c37sOq0XAOa3t7HkwMG2bU6p6amgo7Ozv88ssvZTijQiQns9A3hkbDbjSjR0Or1SI5ORlffvklRo0ahQYNGkAul8PJyQkhISHo3LkzFi5ciKtXr+pvRy4vks7w77//hlwuL3ptdu3i512S+H915MiSObyNMWoUD2IswbJlLNpLcVdIS0uDr68vWrZsaVJAcm5uLhQKRYV/B65ZswbBwcGIiYmBm5sb+vXrh5o1a4KIQET466+/KvT4hhAiWSAQ/CPRarX45Zdf8N5776FRo0ZwcnJCXFwcPvnkE4t+oQYGBlqmApox1Gr2LYyOBuRyaIhwXalkf9nSAoFWrmRxl57Olk6iokJWreZgNEni0s0GrKHz5s1DlCErcXY2iwZ9mSsK07s3u3s8ITMzE5999hliYmIgl8sREBCA119/vaC89PTp0BBhps59wkSGDh2K23I5Wy/NZdMm9kuWy4E332RhMX8+rxs82LC/NcD+o4sWAV268PS2Tjg7OrIQHT6cByNqNfbu3Qt7e/uiRVL0kJqaCoVCYZbLiSHWrVsHb2/vooPChQtZ2MvlnPavGLdu3ULr1q3h6upaInCrCLm5wJgxXEZcoeBnwYQZCgCIi4tD+/btzT2doqxbx8c1Ql5eHi4NHgy1JMHT0REODg4IDg5Gp06dMG/ePONlzQuzejUPKoo9BwZzmGdm8rVxdeX/s4gInt0pjf37ixZHKS/16wMBAQZXnz9/Hm5ubnj55ZdLDeYrTPv27TF8+HBL9NAk0tPTMWXKFBARXnzxxUr1UxYiWSAQ/GPIzc3F7t27MWrUqHw3ipEjR+Zno6gIWrZsibfeesvyDaencxBSaCgLNZmM01utWIGVH3+MsLCw0tvQaFjUvfJKwTI7OxbcxTl8mF/iSqXeCmc7d+5ENUN+jd268b6l+acOGYI8f398+eWX6Nq1KxQKBQICAjBy5EiDgWi/REVBTQScPWu87UJc37sXWiLcN8c6mZzMvtySxIOG1FS+Vt26FWyTk8PC11D5a31cvcp+pZ06sUuMjQ1AhPtWVvjT25uti0lJRgMpw8LC9BYWMReNRgOVSoULhd0qbtxAvuuILuDxCbt374aLiwtatmxpWKRnZ7O1WCbjNqZPNzs4Li0tjV1k7t4195QKmDwZMDDtf+/ePcyePRvu7u7wdHdHlq0t/noSHFomQkPzg0sL07lzZwwbNsz4vvv2sa+8lRUPnoYNM+wLrtHw82hqYGRppKXx8zdtWolVe/bsgYODA6ZNm2b2zNrq1atRvbzp6szg3r17qF+/PubrBq+ViBDJAoHgmSYzMxMrV65Enz594OLigiZNmuC9997D2bNny+VGYSrjxo2zjE8lwBHoQ4awe4Quf3HXriV8Gn/44QfT/ABnzWLxUtg6XL06l4vWh0YDDBzIL+ZWrYoEHl25ckV/hosTJ3h7A37DarUaR44cwaRJk7Da2Rl/EiEgIAADBw40yXK3Z88eHJHLWbCamtEhLg7XrK2xfv360rfNyeE8upLE/sWXL/N1CApiN4rigm/kSBaD5ciS8Os33+AtGxvktm7N2R6srfl+Ozvz9Pzo0ewK8+QYM2fONGzFN5PIyEi88847RRfK5XxOc+YA4MHm2LFjYW9vb1icZ2aypd7Ghvs9f365rklAQAC++uqrMu+PuDi+f4XIycnBe++9B3t7e4SGhhY8D7rZFXNcH3TcucPPyokTJVYtX74cNWvWNK2d7Gxg4kQOaNQ9e/pmpDw8SqYwLA+LFrFAL1ThcvXq1bC3t8eKFSvK1OSdO3cgk8n0ZsewNFqtFr169cKIESOeyvd7aQiRLBAInjmuXr2KJUuWoF27dlCpVLCzs0O9evXMTotlCXbt2lX2wJW0NPYV7Ny5wPfVx4etS0amENPT0yGTyYxnFlCrWVgWL3LQtSv7zBrjxAm2yikU+fmA8/LyIJPJSma48PNjN5BCPHjwAAkJCejRowfs7e3h7u6OZs2a4afOnaF1czN+7GLcuHEDSoWCrXeurqVnDNBoAIUCXzVqVHrRlfnzWSC6uBTNitCzJ5+7PlcWtZr30WONM5WmTZti6NChRRdeusSZSdq2Bby9obW2hpYID+3scEahwDI7O049V84UZgsXLiyZkSUkhM93wgQkJyejTp06qFatmn4/07Q0DlqzsmIBp/PRLie9e/cuXzrFyMgimVP27duHqlWrIiAgQH/gp5cXn4e5DBtmsDDJn3/+WTbXmCNHOFWjlRUPVgYOLHCJiokp8f9VbmrXzs/7rcuBXN40bhEREZhhKP2eBfnggw9Qt25dPHz4sMKPZQpCJAsEgkpHq9Xi559/xvTp01GvXj24u7tj0KBB2Lx5M7KystC7d2/9ZXefArm5ubCxsTG96p5azSWNGzdGftYEf3/gnXfMsmypVCqcNeaCYMjiOWcOW/5KQ6PhKH1J4unhjAxUr14dn3/+ecE28+ezRe7OHdy6dQuffvop2rdvD7lcDl9fX8THx+NEYYvb4sU8GDADrVYLhUKByxcusLAJDDSe43ndOsDGBlcvX4ZcLse9e/dKbrN/P1vrbWzYmlf4Gi1ezGLFWPaGyZNZVJrht6nRaLBq1SpERETAxcXFsHvJL79g7Nix8PHxQaSdHT6qUgUpgYHQeHpyvySJBwtNm/IA6MgRs4RzTk4OFApF0TLK8fHQ2tjgXJMmUCqV6NWrV8kB2LVr7GIgSTyQs3Bhh507d8LDw6Ps1kEfH2D0aOTm5mL48OFQqVTGRdumTXwu5g6snZxKDjwLUatWLSwoa9q2nBx2V6lShfsWFgb06MH325LcvAnY2ODrOnXg7OysNweyucyfPx/1ipehtzDnzp2Dh4cHUgpZwSsbIZIFAkGlkJ2dje3bt+O1116Dj48PatasiQkTJuDw4cMlUq7NmjULTZs2raSeckq2H3/80fAGGRmcn1XnXyyXc9Q6EQs1SeJIdjOoU6cOlhiqIKarMKZvqvz0aT6eqcLq7Fnuq0yGJXXr5gfoaO/fh8bWFodbtkTt2rUhl8sRHBxcNPCuOJ9/zj7PZhIeHo5ly5axZdfBgdNqGaJOHS4KAp7CX7NmTcG6mzdZXD4pZlFiUHLsGN+fuXONd0iXJaGUQMXs7GzMnTsXdevWhUqlgp+fH6ZMmWI033TPnj2hVCqxfv16/TMFp0+zkGrViq39OuHs5gY0a8ai/9gxo/e3Ro0aRabWb/3vf9AQYatMVtLqeukSl/OWJB6gGAveKwcajQb29vZlD8Kyt8f9hQvRqFEj+Pn5mSakAgLynxWT2LuXr4OR2YxZs2YZLABjFseP87OqG0j37as3hV5ZUKvVWOrvDzUR/jh0yCJt/vrrr1CpVKblzS4jAwYMwP/93/9VWPtlQYhkgUDw1EhOTsYHH3yATp06wcHBATExMViwYEGp6YXq1q2L8UasOxVNeHh4SX++lBTOZuDjg/wMB926ceBOUhK/bCdPZkvs2rUcEBYSUqTQgjF69eqFIYZKPPfty6JJH7pgoNOnTTqOWq3GgQMHcLBhQ+QR4bSVFYbGxmKfrS3SJAmRDRpg3rx5yDKlcMKOHWUqtRsfH48BOj/qy5e5jbi4khtmZPC5PckwMGrUKLRs2ZItvq+/zoIyKEivPykyMlj4du5sWqdmz+Z+FAsITU9Px9SpUxEeHg47OzvUqlUL//3vf3GxWMUzQ6xZswZBhfLvmsTJk8DUqTxlr/NxlST+vUULXnfiRL5w1hWA0Gq1+Oijj+CqUEBLhLzCOaxPn2YXBkniwd2+feb1qQyEh4fjgw8+KNO+WklCO1dXREdHm56ZYd8+Pj9ThXl0NGemMMKFCxfg4OBQdrGo0fBsRmAg8t2viNglyMqKB0elZEQxRlZWFmrUqIH69etDHRzM99YCaLVaVKlSBZv0BP1aCl26t4oU4uYiRLJAIKgwdALsP//5D2rUqAFvb28MGTIECQkJJgeBJCQkwMnJCekmVAurKLp164YRI0awOOvRo2j+4sGDi5aEvXOHp+r79WOBRcTCODWVBZxMBmzYUOox3377bTRv3rzkips3+WVqbDrc2ZlFngEyMzOxfv169OzZM9+nuEWLFoitVQtXJQl5kgQtETTmCqejR8uU0mr+/PlFrXNHjnA7Y8YU3XDUqCJT02lpaRhqbQ2NvT27nhgKTNJo2EezWjXTLewaTUF2ArA4Cg8Ph1wuR1RUFBYvXlyk6IGp3L59G3K5vHxBUBoNWyInT2brsrs7i0ErK8DTEzmNG2MmEV6pWxdubm7YuXNnQaGUI0cKsnzUq8dW6afEhAkT9D/TpbD1s8+gJcLIsqQhq1XLeAEcHbm5fP0MVfR7glarhbe3t2lBo4U5f559qm1teaYpNpat+AB/R2RlcWGc0FC+N8HBJn1PFObatWvw9vZGp06d2G/62jW+7+ZkazHCsGHD0NESxU/0cPz4cRBRpRpD9CFEskAgsCi3b9/Gl19+ifj4eLi6uiIyMhIzZszAiRMnymQhCAsLwzwLfcmbjUYDrF+Pa4GByNFZ70JCOBpdX9CXLmtCYGCBGJPLi77shg/ndnr2NCrY1q1bh5CQkJIr2rY1WoIWAIufLl2KLLpy5Qr+97//oXHjxpDJZPD390e/fv1w/Pjx/G0uXrwIJycnFpxELKbM8em8dKn0gg962LVrV8n0cwkJ3FZhlxI3N/bFBtgSWr068ohwMTrauP9w7948cDHRip/Phx8CNjbITkuDs7Mz3nzzzRLFQMpCgwYNMNPM8smlotGwAJ4wAWjaFOmSBA0RtE+Ec/60viSxv3w5rJVlJTU1FXK53GT//uzsbAwfPhxd5XKoiZCenm5+DnRddhZ9swuFmTnT5OI0Y8aMQYwJlSWRm8sZaKpWLfjuWLGi5P998dzmyclA+/Ys2p2deTBUSorL48ePw8XFBa+//npRd7VZs9g1ywJBz0lJSahSpUq529FH48aNQUQV0nZ5ECJZIBCUi0ePHiExMRETJkxA/fr14eTkhG7duuGTTz6xSDYKX19ffPfddxboqYlkZ3PAWt26bIWxsUF2rVoYK5NBW1pJ6wEDWBQXFmM+PiX9kffu5al/Ly+DU8HHjx+HR/Eoe13VMV3JakO88gq0QUE4dOgQxo0bBz8/PyiVSoSHhxv1mc3Ly8MMKytobWzYVzkkhK9BaT68OtLTn7w6zOPatWtQqVQlVyxcyOebkMBWakkC/viDq8hJEtCoEWa9/rpxf/UlS3jbsroTuLriZFgYIiMjLZaSav78+ahbWgaS8pKTw/mbq1fn89eJ5JdfrtjjloKvry+2mGCt3bFjB7y9vVGjRg1cGT4cGUSQyWSws7PD+PHjkWNOifCGDTlIzhg+PkD//iY1d/ToUbi4uBjbgLNWWFvz/3n//sbLaRtyCcnO5u8Oe3sWurGxetvZsmULVCoV5s6dq/8ZDQ7mAW85efToEezs7HDaRFcuU9mxYweICGOKzxw9AwiRLBAIzObUqVP48MMP0bVrV9jY2MDGxgZvv/02Dh8+jMePH1v0WOHh4VherAiCxUlN5SCtgAB+Ydnbs8U2MTHf6mNnZ1c0Y0Bx1q3jfXftKro8Opr9DIuTlcU+odbWnNu0GPfu3YOtrW1R63tkZJGKdsXJzMzE119/jaWRkcgmgru7O2JiYrBmzRrT/DgzMvCYCD8XTp01ezb3sUYNLpxhDI2GXx1mFnbRaDSQyWS4oU9IjBnDx2/QgN0KbGx4cPEkt3R6ejrkcjlu3bpVct/jx9kaZ8T1pFRWr0YeEd4dN67sbRTj0qVLsLe3N6vqmUmkp7N/cnAwP4t2dsALL7ALgZUV8gNJGzc2+x5Ziu7duxf4n+vh2LFjaNq0KZycnDBbd98GDYImMBA5OTlYsWIFrKyssKv4/5kxShtcXrzI18ZE9xmNRgMHB4eiWSOys9mKr3N9qVPHdHcJK6vSYwhWruQZJEniynpPBn0LFy6EUqnEOmPuVykpfAw93zPm0rNnz/Kl8itGdnY2iAj2ZS0xX8EIkSwQCEpFq9XizJkzmD59OsLCwkBE6NevH7766ivcuXMHnp6e7LNbAfTs2dNwAFt5OH2aLTweHvx15+YGvPSSwWlZX19fwy/mlBQWH/qyIbz+OqeAM8Q77/ALrEWLEiWjVSpVgdVGZ0kt9jK9cuUKFi9ejGbNmkEul8PPzw+vx8ZCS2SwBLVBWrdGukKBwYMHF11+4waLc2trzrxgDCLjVjMDhISEFM1UoePgQRbFOkuoHr/UmjVrYunSpUUXZmTwYKe0XMomcNvaGin165e7ncL4+/tj5cqV5W/o6lVO5acLAHNy4qDHwuWTV69mX3giFsxOTuyCUYb7VF6OHj0KlUpVxBKs1Wqxd+9eNGvWDCqVCv379y+aizgmhjNwAPDx8UFsbKx5lmQAaNPG8P9h9+7sJmUGtWrV4mDepCS2VFtZ8XV9/XXDFfYMYW1d9H4Z49gxrswpSchUKjHJ1hb7TJlpmzaNv6PMdTkqxsaNG+Fv7PvMTMaMGQMiwurVqy3WpiURIlkgEOhFq9XixIkTmDRpEqpXr46AgACMHz8eP/74IxQKRZEUTGPGjIGfn1+F9GPJkiWobYGpQqjVnH2hQwdApWLB6efH1c9MsCA1bNgQ//3vf/W3W6UKW3f0sXo1W/SMcfYsB6Q5OLAYfkKRNHAhIUB0NPLy8vDDDz9g4sSJCAwMzHejmDhxYlH3FhsbPl9T2b8fkCR8PmIEGhlKwbZwIbcbGGg4Y4CVlVklpnV0794dr7/+Ogu3KVN4etjWlttzd0d+JgCdhbRZM7au5eZi6tSpRSvWaTR8vXx8yl2c4+zZs+gvk0ErSUX9RsvJxIkTEV3WIhKnTwPx8TywI2LBO2hQ0QDSwjRqxNfLzY0tzdnZfH1lstJddyoAHx8fbNy4EQ8fPsSqVasQHBwMZ2dnDB48WH8WleDg/NLrLi4uZZvuT03lZ6l41TuNhl2kFi82va30dHzl7IxHdnb8PDZsWHIGyRxsbQ1WtDTEwE6d8LVMBo2tLfvbDx5ceh72gADD31Mmcu/ePcjlcqNpDk3lxo0bICIssoCFu6IQIlkgEOSj0Wjwww8/YNy4cfD390dISAgmT56MkydPFvF1UygURSL733zzTbRv375C+nTt2jXIZLISuZNN5s4dtkTpLJG1a3PBDVNSmhViyJAh6NGjR8kVHTuy6DbU3rVrfNzSxJpaXeBrO2ECAKBPnz4YNGgQcjdvhlaSMCo2Fg4ODnBzc0N0dDSWL1+OXEPT5t7eJbNDGEKjYaHVoQO++eabkkF0hUlLY9cHKyv9RRdsbMzz/83NBVatwpWAAGTpyje7unLgYUIC961jx4KSxDk5XAWuSRMWN5KEvMBALLK2xl+6WYD4eF5Xxhd5RkYGpk2bhtDQUNjZ2eHdd9/lqW4LPuNHjx6FmznVCfft42vi4MDPiL8/z1yU5vev0fA92bCBrbGFs0vEx3NbTzkwtlmzZiAiODg4wM/PD7NnzzbueuLikl9Su0aNGmjatCkmTZpkfsab2Fge0BZm9Wq+PqYMpjZu5OdQknDXxgZHmzUz+3tEL3J5qVk1dOTm5iIqKgoBAQH8HaxWszuRzs2jZUvDg9TkZP6/LWcVxejoaEyePLlcbQCAp6cnJEmq1MxFpSFEskDwLycvLw8HDhzAyJEjUbVqVYSHh2PGjBk4d+6cwUAlGxsb3L17F19//TV69uwJhUKBxMTECuujo6MjfvvtN/N2Sk7mQgKSVDBdL0m8zNypWnB+2+rVqxdduGgRv3QKZYjQiynb6Fi1CrCxgbZWLfRs3RqSJOEvIuyWyxEbG4vDhw+b1k6LFkUFkTGmTGGrYlYWrl27Zpp/4PLlvI+PD3DhQsFyhaKkta44R45wkKPOMqxQ4O/AQLzv6qp/qtrJCTBUXe3wYaB3b6Q/KfMMpZLvtT6rvxFSU1MxZswYBAcHQy6XIzIyEh9++GFBNoWdO7mvpfllm0heXh4cHBxw0FDlP42GhW3LlnxNraw4PdisWeYVnVi/vkAETptWMr+2rgJhjx7ltrob48aNGxgwYACqVKkCJycntGjRAntNtWLb2uZbards2YLOnTujdu3acHd3x99//216JzIy2LWhcKrA0FAuPGO44+yWpVTyvjExwJEjePvtty1TVATgmRETKhzeuXMH/v7+aNq0Ke7evVtyg5072S1Kkth9RF+bEybw9SyHMF28eDHCjcRGmMKuXbtARNi4cWO52qlohEgWCP6FqNVq7N27F8OHD0eVKlXQoEEDzJ49G7/++mup+2q1WkiShMuXL4OIULt2bWzbtg0TJ07EvHnzcPjwYYsngw8KCsLXX39t2sZHjnAKNEniYLOdO3m5pydH9ru6suV3/36z+nDnzh3Y2toWBCaePm1a9TaARZ4J1rqsrCzMnz8fnevUwTVJQg4RPra25jRe5r7Uxo7lwUFp3LnDL//58wEUBNGZlAM4I4ODwCQJeOMNFlkqVcl8xampLNDq1OEXtCTx1O+wYVwoA8CZM2f0W1Z1lnh9KfcKMWfOHLzq7498/3IrKz5WZCS7iRT2cX2CRqPBjBkz4O/vD7lcjhYtWuCTTz4xnOYtOJgHHxZi4MCB6Nq1a8GC3FzOxhERwcLWxob7v2xZ2QPtmjUrqGB49qz+aowHD7IQr1HDYlXfAH6eZ86ciRo1akChUKBTp07YsWOHeQGLarXB+x8QEJAvsrKysnDlypXS2xs4kNOqaTTcpr70cBoNP8MhIby+alWOHSh0D86fP1++oiKFMZbj+wmXL1+Gh4cH+vTpY3j2qGBjzslsbc25vidMKPr8VKtmWu5oI31RKpXlCjwlIjRv3rzsM4RPCSGSBYJ/CY8fP0ZSUhKGDh0Kd3d3NGzYEPPmzTNcYtgAarUakiRBq9WiT58+UCgUkMvlaNKkCaKiouDs7AwXFxdkWvBlGxMTgylTphjfKCGhIDtFo0b54isfnWVVreZAHUkChgwxy3rm7OyM8+fPsyXa0dH0krehoZyrVw9Xr17FyJEjUbNmTSgUCtSuXRszZ87EmVOncLtzZ7aOFs67bCo7d7LIKo3o6BJ5l0NDQ83LKLJmDU8ZV6nC7gDvvcfL2rblAYKuolinTmwd1fNyzc7Oho2NTUkBMH684eqChchJS8N9Ijxs1owXqNVsSWvdmkWIJPF5DhsGXLyIzMxMBAcH55e2vnfvXunnefAgt1NKhUhTSUpKQpC7O+forVkz36qOmBie2i+vANNoeKBQOCDS2lq/H/LNm+yi4+BQrhzK6enpmDJlCkJDQ6FQKFC3bl0sWbKk7PmldcJeD9WqVcsv6jF27FgQEfr06YPr169j7ty5XOq8ODk5fE3mzuVnoXCaxeRkdsmQy3mbTp0Mui5otVp4enpapgKdo6NRn+hjx47B2dkZo0ePNk+UZ2ezy5WDA38XdO3KMyEXL/IgctWqMnfZ398fq8qwf25uLho0aAAiwrffflvm4z8thEgWCJ5jHj58iG3btmHQoEFwdXVFkyZNsHDhQvzxxx9lbvPBgwewKSS+UlNTcaeQlUer1cLX11d/poIyMn78eLzwwgslV2g07PLg7s5f+p06GQ7CmziRrck6Nm3il6GPj8lla0NCQjjVUsOGLNxMtaR07855l59w5MgR9OjRAz4+PpDL5WjTpg1WrFhRIq90ztSpeEwEra6fhYIlSyUnh7/Gjfms6spnF7OkvfTSS3jlSaCUyWRmsqVV5/stl7NFdNasUq3AOjw8PEpOwdeoob9EdXFCQ5FmY4N5hiz7Z89ycJu3N7REyJIknHR3x+P1680To6ZWcDNGaiowZgy01apBS4THdnYsYMyc3SiVLVtYFBc+Px8ftvrrQ60uyO9rwvS/jvPnz2PQoEEICgqCXC5H48aN8eGHH+pP6Wcuq1axq4Me+vfvjypVquDixYuoWrUq+vXrh7p164KIoFKpIJPJcP369ZI7jhnDbTo58YzL/PkcxEvEA+3Fi016JkaMGGGZWAxXV4MzUgkJCVCpVJj/ZKanzKxezX7suvR0sbHsLlXGyo8TJkxAizLMqrz99tuIiIgok8CuDIRIFgieMzIyMrBu3Tr07NkTjo6OiImJweLFi/W/LMrYvlwuN7rNRx99BKVSWfq0oIns2bOnaGGN3Fxg3Di2EMpkPIVamuX64EEW0oXJyGAhZ6LbxAsvvIC9DRuyiDDDmpj39tvIsbdHy5Yt4ebmBpVKhfj4eCQmJuLBgwf6d1KrAYUCixUK/LBrV0FxE3OCbuzsOAOEPjQafjl361ZiVYky0ca4cYOt5Drrm84nuLCfsonExMRg4sSJRftoZVV65H///oBMho/eeguhoaGlHqdVRASW+vpCU7cuW9isrdmXc8aM0t1adBXczM2wcPEiP6e66nfu7kD//lg2YoRlsrfoo1Urfr4L07EjB14aY9w4PkcDgZ9paWmYO3cumjdvDk9PT9jZ2aFr165Yu3ateT7CpjB2LFu4DeDl5QUbGxt07NgRarUaOTk5aNy4Mbp06YLq1atj2rRpJXO3q9V8z4n4p0LBFTDNGYSCv5csUoHOw0NvasV33nkH9vb2+Oqrr8p/DB0nTvDskW4w6+paphmLH374wbzAUwC3bt2Cs7Oz8XzzzxhCJAsEzwF//vknli1bhnbt2sHBwQEvvvgiVq9eXcTCaykeP34Ma2tr/amaClG/fn3Uq1fPIj57ubm5sLW1xb2rV4F+/ViMqVRcrtVUa65Gwy9+fWmy5s0rKFhhxLKysl8/aIjYKlMKaWlpmDJlCsLDw9FRJoOaCOPHj8ehQ4dM8+V74w3A3h5NGjXCO++8w8umTWPR+MILpvmoVq/OAXL6GDuWha0eX93du3fD19fXeNsbNrAbiSSxdXLBgoKXbZMm/OI302fxP//5T9EZg40bS888sGIF9yEpCbm5uVAqlUg2MDNw4cIFNGrUCAEBAQWBTxoNp8rr3LnANcTTk58zQ8GWEREF2TaMcfgwW+x07fr6clntQrMdt2/ftlhKrRLI5RxgWZiFC3n6vTQ2bOD/iWbNkJ2ZiSVLliAmJgZeXl6wtbVF/fr1MWnSJBw4cMBig2G9dO1qVNTv27cPCwuXLi/Ehg0b4O7ujg4dOhT9n0tJKRCJtWuXKZAX4O8lOzs7nC1DysMieHvnZ7TR8dJLL8HJyQk//PBD+do2xMWLPDgwwd9fH6UGnuqhc+fOkMpQtr4yESJZIPiHcu3aNSxcuBBNmzaFi4sL+vfvj02bNpUqXi2Bl5cXdpSSg/f+/fuoV68eWj2pNnft2jUkmZkLNJ+UFOy3teVctZ6eHNxUFvHt7JyfSqoEly+z2JPL9WdnSE9HnkyGLba2Bps/efIk+vXrlx8I1rhxYyxatAhXfv3VvJdRVhaLw0WLMGLECHQrbO09cYJFl7OzwcIn+XTtql/MpaayANLlYC6GwQwX6enA0KFswbe2ZrGuz6Kanc2DmC5djPevGJ999llRS3CHDsbFqC54spAVrkGDBpyyTQ9Vq1ZFWFiY/up8OlJSuBSwzr+9WE5mAGwll6SSBSA0GnZxaNOG95MkDv6aPt3o4KtFixaWL8m7axdfm+IDlRs3+FnUMzjSodFosG3bNrwcEYH7T7KrNAsKwrhx47B7927Dsx8VQd267K5URrKysuDo6IiRI0fygqtXebYjIoJnl5yd+Vkt43dTt27dMHDgQL3rLl68WCIbzbZt2zBnzpyiA4tq1YqUro+NjUXVqlWL5KK3KHv38vdcSEiZ3S0AdnfRmxZTDzt27EBwcLBpvv/PEEIkCwT/IFJSUvD++++jcePGcHNzw5AhQ/Dtt99WrCVHD23btsVYfdXlinH9+nVYWVmhYcOGICIQkXlWl+PHObpfknDN1hbfvvZaOXoNfjF27Gh4vUbDIlCS2A2hsMCoUQNaPz/IbGzy83pqNBps2bIF7dq1g6enJ5RKJXr27ImvvvoKGcVfPnK56WVqe/fOD1ZbunRpyen43FwWYlZWbF02xJw5LKiLExVltMJYiQwXSUl87SSJLcRTp5ZufTtyhLc3w/fwhx9+KDp97ejIWQX0kZXFFtE2bYosXrJkCQIDA/Xu0rFjRwwbNszk/iAnB1i6lDN4PMnJjOrV2R0hMpL9pdVqtmY3bMgzHNbWXLBh8WKTLZTLly9HjRo1TO+XKbRrZ3iAIZOVeBaPHj2KoUOHIiwsDPb29vDw8AARYd706VAHB/P5W9pn2hS8vPTn4y6FkydPolevXqhatSqIiN14dAK5QYOCQbZaza4WksQ/zZz9WLduHQICAkosv3z5MhQKBRQKBV5//XVoNBosXLgQ9vb2+fm33dzcUK9ePfxlZ4cNjo4YO3YsevXqBS8vL4u5x5Vg1iw+1759yx0YumXLltJnnAB8//33ICJ8/vnn5TpeZSBEskDwjHP58mX897//RWRkJDw8PDBs2DDs2bOnpJ/dU2Ty5MmIiYkxads7d+6gV69eGDRoENzd3THDUL7bwiQmshiRJBYjx46hR48eePXVV8vVb7z+eolMDnrZv58FmIsLC/XBg1lY3LwJd3d3DB06FBEREXB0dISHhwdGjBiBvXv3Gr8nPj5c3a80bt5k8fskav/777+HtyGfzGXLWJTVq6ffIqQv5VdiIi8rJYNB3eBgnG3fnq+BJLFQNFckTZjAFnETcwunpaVBoVDwH1ev8mvIkI9weDgLqGKiRq1WQ6VS4ZdffimxS2JiIjw8PAzm/y6VgweBXr0KKt0VDlJs1gxYu7ZMwuOvv/6CXC637GDXzs5wxoTq1ZEVF4fJkyejXr16cHJyynfTWr58OS5fvgytVou4uDj01YmpXr34uTTg2lBh2NkBJoqrkydPomfPnvDy8oJSqUSfPn2QmJjIJayvXeMZkHr19N+jpCS2KDs7m14iGsDdu3chk8lKuLaNHj0abdu2xblz5+Dv7w9nZ2coFArse1Jo59q1azh+/DgWL16MW05O+CUyEm5ubiAiXC30//LVV1/hvffew/379wEAX3zxBWbMmGFaurvCaDRcDMfKigd+FiArK6vUdJE3b96Eo6MjPvjgA/NLiT8DCJEsEDyD/Pbbb5gzZw4aNGgAT09PDB8+HHv37i1XXkpL8tVXX5UsrGEC3bp1KxBBxdFo+Mvb05O/yNu1KxJIs3jxYtQxxQ/UGFu2sLXPFHJy2J1AkqAlwoft2qF69eqQy+WoVq0aZs+ebbTgSgmio01LGffCCxyF/oS0tDTI5XLDvt0pKZzH1c6uZGlcnR+2Lh2eRsOW5V69DB//2DGgRQtoiJBta8s+tOVJ51e7NvvimiAetVptwUt33DgObtPHwIE8aDGQPSEqKgpvv/12ieUajQaOjo44deqUOWfAZGZyqjZd7lwrqwKRbGJ2FGMEBQXpT1lWFp6UGC/st56Tk4MVK1agTZs22KZQ4BIRoqOjMX/+fJw9e1bv87Vz5054Fc61vWCBxayQJiNJRoNAjx49iu7du+cL45deegk7duzAo0ePCjbSCeS6dY33Oze3oOrlwIEmn2OjRo0wdepUbNq0CUuXLsX+/ftRq1at/LSVGo0Gp06dwiVDwb61awO9e+PMmTOws7NDly5dEBQUhNgnFTb9/f3Rvn17aDQaEBHq1q0LhUKB9957z6T+ITWVB+n29qW7aJlJy5YtDboKaTQatGnTBpMmTbLoMZ8mQiQLBM8AGo0GP/30E6ZMmYKwsDB4eXnhjTfewP79+5/JZOsXLlyAs7Oz2fs9evQISqUSs2bNKrpCVwTC2poDpvRYRVNSUoyLRVPQpUUzIUjqyJEjGNaxI9REyCNCqp0dNv7vf2jXrh2GDh1q/rGHDSsifvVy6RK/oIulQVOpVMbdVDQavm6SxFbvwtfI2ZnL1gLA8OEspotbLNVqnob18spPEbX55ZfRsGFD08/PEBkZHCDUr59Jm/v7+yMhIYHFaM+eJTdYtYr7qCsSo4cVK1bAz89P7wCmcePGpefc1pGezqkDdf7JDg7sHzt1Kv/t68vZAZydy12eePLkyWjatGm52sinc2dow8KQlJSEvn375qdmq169OsaMGYOz48ZBa2iwWohHjx5BoVAUDYTct48t52FhlinJbIybN6GvpPvBgwfRuXNneHp6QqVS4eWXX8auXbv0W+Jv3GBxWKeO6cJ+0yb+P/HwKJlvXQ89evSASqWCs7Mz6tSpAw8PDzRo0MD0LA4NGuT7Xa9duxa9e/fGsmXL0LlzZxw7dgxr166Fv78/kpKS8nOJDx06FF27dsWOHTvg7e2NTz75RH/be/bw/bJwoRgdH3/8MWrWrKl33Zo1axAZGVmps57lRYhkgaCSyM3NRVJSEoYPHw5vb2+EhoZi8uTJOHbsmMUr1lmax48fw6aQb66pXL16FYGBgahfv37RFSpVgVWuYUPOCqAHBwcH/P7772XtNqNUloz4Bw9U1q1bh1atWsHDwwMqpRJ3FQrc8/fHw5QUzuRgY4O9vXqVzaK9ejW/eI0RGclWpWJERERgwYIFpR9jyxZ+Ifr7F2RQqFePMzdcu8bWz8Ip4S5e5NzSNjbctwED8gcQ27Ztg39pot5Udu1iUWlC4YXmzZtj5ttvc1+L50w+e5YHUlOnGm1Do9HAwcEB586dK7FuxYoVen1I80lNZbcYX19+Hp2d2UdcJ5YuXuQ+TJjAOYWjo3n2IzS0XNbVEydOlGngWZi0tDRMnz4d2VZWmC6Xw9XVFfHx8Vi3bl3RYMXMTD63tLRS22zbti3eKJ5X+cYNLhzj5KQ/W4yl2LZN78yPTCZD37598d133xkXYDdu8HdL7drm35usLC4JLkkcVKdn/5dffhn29vZwdHTEpEmTkG0kGNIojRpxkKoBduzYASKCu7s7Rj9x2WrWrBni4uKgUqkQHByM+Pj4kjvOmMH979evwiz/qampUCgUJc79t99+g5eXF3766acKOe7TQohkgeApcv/+fWzYsAF9+/aFk5MTmjZtinnz5hmehnuGCQoKwtq1a83ap2XLlqhevXoRnzsAbI1r1IiFUa1a/MXu5cWp2Qp9uQcEBGDz5s3l63ih6nfZ2dmYO3cu6tWrB5VKhapVq2LMmDE4cOAANF26sAWqsPVl6lRoraxwRJKgMdeKpiuvbOhldfQon7cei/GQIUPQU59VVR937rCVz8aGhfkrr3CQXr16XNVN59ais94HB/N2xfr122+/wdHR0bxzNMbQoewiUYow69OnD5a1bFlSHGVlcSCfib7wTZs21TvNq1arYW9vX/R/7upVtvR7eSE/h/Err5QUgDk57KPduDH/3b8/W+hu3ODBian3SA9arRYuLi7Ys2ePWfsdP368SEaVwaGh0BLh/E8/GXcFsrc3mN2kMB9//LH+3NNqNQ8QbGw4VV9FMGsWfzcUw9/fv/TcwampbPkPDy+fQPz8c35ufX2L5EZ/9OgRJEnC/v37y+8G16JFqa5YxVMEvvHGG7C2tsbIkSMxYsQIdC+cAUStZrctKyu9BgFLU6tWrSLFTjIzMxEQEPCPKRhiDCGSBYIK5vbt21i1ahW6dOkCBwcHdOjQAcuXL6+YvKhPkbi4OLMyBfz6669QKBQlp0R1frMnTgBNm7J16o8/WIDI5fyC6t0bSE1Fs2bNTAv8M8KDbt2Q5uxcpAz03Llz8csvvxSIiiVL9Kf4AoCzZ3GbCBo7O/PTRllZGc69GxzMwV96+PDDD1GvXj3zjjV+fEF1LRsb/r1jx4KiH927c9o7A6jV6jLNFhglKIjdKIwwadIknHB1ZVFfmDp12GJroiD5/PPP4ePjo1coNmzYEPNffZWFsLs7v+68vFgoG0u71aQJi2RdANK0aQVljXXFagylGDSBV155pajY0YMuPVv79u3h6ekJIkKXLl0KMqrExpZ6jQHw9dRTSKY4KSkpUCqVhoXgqFH8bJUhA0Wp9OvHg5BivPTSS+jTp4/h/XQCOSzM7GwVesnI4IwwVla4GBcHZ2dnLFmyBB4eHli0aFH523/hBYP/+6awadMmKBQKhIaGom+LFshxdWULugmuIpbg3XffRUShojVvvvmmwbR4/zSESBYILIxWq8W5c+ewYMECxMTEwNHREb169cKXX375j8sRaYzZs2ejSZMmRrf5888/8emnn+LVV1+FUqnUPyV48mRBBobcXBZC4eG8TqPhCH0fH0CS8KebG94qw3fAwYMH0aNHD/j5+eF1a2vkWFnh448/1u8zePYsix1DqccABPr743p0NPe7f3/TLVVOTlwCtzi6jBMGosRNKu6hj337WBDrXFlcXNg/2cT++vn5YZMJLhImc/Mm96fY9P3Nmzexfft2bN68GYMHD0aWlRVbEXUMHsz7GYmiL47O5eJ0oTzOmhMncK1JE9yzsoJWV9xj9Gjjpbt1TJzIbhaFrcuff17UhUY3uDLiL22MxMRE+Pj46D2XdevWoXnz5nB2doa7uztGjBiBffv2oVatWkV9/B0cjD67+QwbZlqmFwC+vr7G03etXcvXplUry4hSHQaCXY8cOQIHBwf98Ro3b/KMQ2ioxfpy8uRJrF+/HqlTpyLPygopVlZo4u2NBg0aWCZjQ6dO5S51fvjwYSSNGYPHVlb41coKL3XuXCHFpPRx9uzZ/FmnDz74AERk2cF1JSJEskBgAU6fPo3Zs2ejVatWcHFxQVBQEIYPH45t27bh4cOHld29CiExMdGoz2peXh58fHwQEhKCLl264IihtEozZxadUr12ja3HxQO9jh9HelgYV7xzdWUrnoGUWRqNBmvXrkXLli3h7u4OBwcH9O/fHwkJCci8cgUGiynk5LAPaosWRs+9RYsWmDp1Kldqs7Nj/0xTyjCHhnJmgOJ4eXHhDwNcv35df3EPfWRnsxDWVcPTVdUi4r+J2C+7Vi22pG7YYLCwRLt27TDe0hbCDRuglSSkrFyJd999F6GhoVAoFPDz80NQUBACiaAlQpiXF9q2bYuvu3SBVpKQ/L//4fbt22alb2vatCk+6tcPNyIj8cDaGhoiXLWywneRkTjzJBWXSezcydduzZqiy0+cKFnqfNAgFvRGrPSGePDgAeRyOa5duwa1Wo0VK1agcePGcHR0hLe3N8aPH4/jx48XuQZz584t8PHXDThNcQXasYNnGExg5MiRaNeunfGNzp5l66WPj0mBsSYRGMhuOnpwdXXF0aNHiy7UCeSaNS0mkJcsWQKVSoWQkBAolUoMefFFXLGz40GBCaXsTSIuruTMiblMm5Y/aL9z5w4aNmyIoKCg/NRxFYnOVWj+/Pnw8PDAtm3bKvyYTwshkgWCMvLXX39h9erVaNeuHaytrREYGIhvv/0WaSYEwzwPXL58GSqVSu+63NxcDBgwAFWrVi29oXbtSlpRkpL4C7+Yz2Rubi5crK3xaNAg9qm0seGqbpcvIysrC7Nnz0b9+vXz/YvHjRuHw4cPl5wqlsn0+1E2bcoCvJR8tePHj0cbXRGLrCyehreyYsFvjG7dOA1VYVas4BeukcpXWq0WCoXCsO96ZiYH6QQH83VTqVh0HzxYkG84KYkHAAoFp7fq0YPdH+RyXm9vzwFOgwZxxcGcHIwdOxYdjAQUmcOjR4+QlJSEYcOGIVEmQzYRmteti4ULFxa1xo0ZA427O7Zt24b3Bw5EHhFWuLjAw8MDcrkcCoUCtWrVQnx8PBYsWICdO3ciJSWliFVRvWsX7jZujIdWVtAQ4bK1NZKio3H64EHzcySnpvLzoq+8ty5bSvHnJTKSrfZmBnLl5OTAw8MDLi4usLe3R0BAAKZNm4YzZ84Y7PeFCxfg4ODAwb69exstElMEtZr7bkI8RFJSkuFc3YXJzORnUKEwGHxrFo6OBvMyR0dHY/LkyQUL0tJ4pkZX4MVC1KxZM9+lol+/flAoFJyqb84c/r8NDy//oOCll3jQWhbUarbgW1nxd0khateujRdffLHsecHNYMSIEVAoFCbnz/+nIESyQGAiubm52L9/f34CfmdnZ/Tq1Qvr16/HvHnzoFQqsWTJkufKpcIYxauypaam4uOPP8bEiRPh7e2NgIAA0/yufX2BESNKLp89m7/4i1mLvLy8cODAAQDA3++/jzuOjtAS4ZIk4T9+fpg7dy4uXrxo/MXg71/SQjV9esnpdAPs27cPbk8q4uXz4Ye8f+3ahstPz5yZX0kPQEHe4sGDSz1meHg4lhYuApCeDkyeXJCezNGRhW9xn+eDB7lfuuPpKgo2aFDwcr95kwcksbHcnkwGECFXLsdvcjkwZAhnzjBzavn27dtYs2YNOnXqBIVCAS8vL3Ts2BGJW7ZA6+3NlemKExzMeZyzs/naNG9eZHVycjKWL1+O/v37IzIyEtWqVYNKqUSclRUO2doi50nKvl+trfGRvz9clUqcOXPGrH7no9GwZdRYNTxJKlmaOzeXfZX1ZCopTlZWFmbNmoXatWvDzs4ONWvWxKxZs0wO5tVqtQXWO2fnUjN/FMHFxSTXjIcPH0IulxdNBWcIjYafIysrkwIDjWJtzS5Deli2bFlBrnadQA4Jsay7BziQtJ+h9IVXr3LRIxub8hXoGDjQND/y4ty4wbNQDg56y8Onp6fD1dUVC59CAZgTJ05AqVTilVdeqfBjPU2ESBYIDKDVapGcnIwlS5bgxRdfhKOjIxo2bIjp06fjyJEjJayTq1evRkBAAIgIvYwVa3iOCAsLw/Lly3Hnzh04OjoiLCwMrVq1wsqVK01PY2dryz65+ujShd0ZConO4OBguLm5wdPTEzKZDG3atMHXM2bgUYsW/GJ2dATGjDFuxevcuahAO3iQxY6JkeBqtRoymQx///130RVXrxaIzHXrSu64b1+BYAVYNMtkJonP+Ph4jOjVCxg7ln1JdT7GffvqfUHms3ZtydRzly6xxdHamgcH+khNxcURI5CkSymn8212cGBr+LBhfN+KWVF//fVXzJs3D/Xr14dcLkdQUBCGDh2Ki8UHHykpJdO5qdV8D/fv5+lnDw/DVn2Nhq9xdDQgk0FrZYWskBBcGjkSaYWKjDRu3LioxdEcunRh1xQjVn4oFPrvtc5tSI97zZ07dzB58uT84NG6devi/fffxx9//FGmbg4ZMgQjYmL4/hjra3EaN2YrpAm0bdsWo0aNMr3tOXMKfPbLgs5KbyC3b05ODhQKBf46d44HB8HBFhfIV69ehZeXV+nBwlOm8HMbGWne9dcxfDh/b5jDzp38fIWHG3WvOXLkCJRKJXaW0U/eFFJSUmBvbw8iEiK5sj9CJAsqkkePHmHPnj0YOXIkgoKCULVqVQwePBgbNmwwOQhCpVLl57J83unXrx/69euHc+fOwcnJyfwGUlP5q8aQSNRo2C+xWrX8YLMuXbqgSpUqOHLkSMm8pNnZXKnNyYlfWm3a6C+/PG8ebwPwS83Ojq1fZuDl5YX9hso0jxzJAqFDh6IiLzeXz/fOHX6hKxRsDTbGjRvAyJG4/8RiDjc3nvo3NT/t3LkspvUxfz6LXx8fvUL7ypUrcHBwKFhw7RqwaBGLRz8/wNYWWiKolUrc8PDA50oleioUiKhdG++88w5nWzDG8uV8nY4d47/XreP+DBvGP4unClSrOc9zVBRb72xsOK+2nhR2OtasWWMwy4VRFi7kZ6i0EsXu7uzqoo99+7iNefOQkpKC119/Pb+wR5MmTfDRRx8h1ZSgwVLYuXMnEuzs+J6Yw4QJHChrAh999BFqmesSkJTEQq5OHbNdT3DsWEl/72I0CgpCjlLJ1lxLlvR+Qnx8PJqZmnXi0iX+P5LJTC6jnc+YMTyjZipTphRUBTSB5cuXQ6lU5pfEtjQ9e/ZE586dsWDBgucmYE+HEMmCfzW6TBSzZ89GeHg4VCoVmjRpgrlz55pXcrgQM2fOBBHhchkCd/5p/O9//0NERAQ0Gg08PT3Nn9ZbvpwtdcZIT+dtnvjGrly5EjWMTX/rSEgoCF4LCGBxpRNSycn8FadWc5ooE8smF6ZevXrG0z8dPcpC3MmpqNCSy9kfesQI9h3Wd1xd3t4qVbifnp641q4dmpniF1qcMWP45W2I9HS2xkoS+0YWssbl5eXpTQOXmZmJ9evXIzY2FqF2dpiuVOJHFxc8cHWF1saG++zkBEREcCaLXbsMW/nat2frv64MuL8/90U3u5CbyxlO6tZl0SSTsQvGhg0m3TONRgOVSoULpgRW6jh+PF/clkpICAdA6uHOnTs42qcPNERoR4R27drhs88+KzkDUU4ePXqEv4lwd8gQ83Y8frwgs0wpnD9/vmwD4WvXeEbA2dm88t3LlvH/hyHu3MEDuRx/6asgaSE6d+6MkSNHmr6DRlOQEq9lS9MrEk6ezG4TpaFWc7vW1lx50gwWLVoElUqFk0/Swt27d88i1VynTZsGInpuDUPlFslEdJWIzhPRGaONETUkIg0R9Xryt4KIjhPRWSL6hYjeMeV4QiQLyktmZiY2b96MIUOGwMfHB0FBQWjTpg2IyGL+xPXq1UNQUBCuXLlikfaeVfbs2ZOfsuqbb76BSqWCn59fCfGoVquR9eSFsWLFCtSrV48HEX37ciR6aeiyCEyfjrS0NNja2ppe6jQlhQPmbGxYbA8dytZja2u2iNrasrXWTAYMGIC++jJVFCY3l9M7SVKB33XVqvy7jQ2LPx2XLrFlyMODv369vXka9onP9++//1624h7x8TxYKI0tW9iVQqXi35/g4eGBDRs2ICkpCfPmzUNMTAzkcjn8/PwwYMAAnDhxomRbly+zwOzQgQV6YeEcGcmW9j17+KWvVnOwZIsWHDwoSZyWbe5cHsBYWbHFvU0brsBWBqKiokzPr52Zyf1o39607aOjuW9P+Ouvv7B06VI0adIEcrkcwcHBWG9jgzxra+M5mMtDcjK0RJhgbm5ajcY0azlYiFtZWekv/VwaublcLMjGpsizZZQ33jCcoi49HXB1Ra6PD1QyGR49emR+n0xg+fLlelPylcrJk2yht7Mz7XxnzuQZCWNcu8ZtOjrqLThkChMnToRSqcTQoUNhbW2NoQYyh5jK5cuXQUTYvn17hd2DysZSItm9lG2sieh7ItpVSCRLRKR68rstEf1ERE1KO54QyQJz0VmL582bh9atW0OlUqFDhw5YvHgxfvvtN2i12vwgNEtZeDQaDUJDQzFlyhSLtPescvPmTSgUinz/48zMTHz++eeoUqUKPD094ePjA7lcDisrK9ja2qJKlSpwcXEpKK9aqPpdqaxYwQJqxw44Ozvjl19+Ma+zajVPi7u7F6RCIwJefZVTe23ZwmWQjx9nwZqWZtRCtXr1agQHB5t27PXr2QLq788Bcx4e/Dl/nlPdubpyX3x8DObt1Vl1zc6e0q5dQYW40lCrWVRLEmf6SE9HjRo1YGVlBV9fX0RFRWHMmDG4UYZBBZKT2U+1XTseKFhbI7/sc3h4wf2Qy/n49vY8wChemroMLF26FEGmZn2oVYsHKKbOLPTqhdyQECxYsAD169eHQqFAzZo1MXHixHwXraFDh+KygwPfZ0vk1S3O4MHIcnZGSFmCv7y82M/dBHx8fJCQkGD+MXQMH8731pTvxQ4d9OcOfiKQ4e8P5OaiSpUq+O677/Q2odFocOHCBRw5cgRHjx7F/v378dZbb2H16tUmdTc3NxdOTk5IMrdoEB+cM8XoivgYG1zMn2/YJQooKM9dp47p1mkDHDlyBJ07d8aIESOgVCrL7Af/448/gohARM+tQAaenkgeQ0RvEtEanUgutl5JRKeIqHFpxxMiWWAKxa3FgYGBeOONN7B9+3Y8ePBA7z5eXl44ePCgxfowePBgo3mEnwe0Wm2RKTwdukwg33zzDf7++2/k5ubi2rVrmDZtGv766y+MGTMGNWvWZCG0bJnpB3xSVKJltWrYWJ5SuElJBaLM0ZEtzHI5W7qsrIqK6MI5hq2t+WWlUECjVCKDCFpXVxYa1aqxb2RYGAcFNmnCQVEdO3Ie1J49C8SwLlcxEb/sJ0wwnBGjENWrV8ea4rl6SyMqisWmOZw+zS4oNjZI+89/4O3tjbp165YMvisvFy9ydoWAgILr4utbIqNJedFbilofQ4aYNLOgG3jPmDEDK52dcZMItWvXxsyZM5GpJ9Ds8uXLcJTJoHVzK5kC0BJ4eCBr8GAoFArzi1u88ILJhSwGDx5cakXAUlm9mv/H2rY1PhCpVYuznBQmI4N98v398wcbL7zwQpGAwtzcXCQlJeHVV1+Fs7MznJyc4O3tDS8vL3h7e6NWrVrw9PQ0yZVu586dUCqVuFrcN94cjhzhgaBKxbMn+liyhGdx9DFxIn/3mOtKYwLVq1fHtGnT0LFjR/Tt2xcffvihSTN0Wq0WSqUSjRo1MruM+j8NS4jkP54I3JNE9Jqe9T5EdPCJNbmISH6y7AwRPSCieUaO8RoR/UxEP/uZG5gg+Feg0Whw8uRJzJ07F61atYJKpUL79u2xaNEiXLp0yaQvxNq1axdNsVVOrl27Bnt7e0ydOhWXLl3C7NmzsXTpUvz+++8WO8azQOPGjYtW/DKB+/fvQ/6kaIRJ1c4KU68eMmxs8NaECebtV5z+/Y2n9gL4JZ6dzX28eJHFW1IS+zuvWoWJdna4OWoUW8ZGjeIXWXw8l3xu3579Bxs1YmEUGsqBVToxWK+e2ZHwcXFx5k+RhoToz/FrCjNmANbWyPP3x5TYWDg7O5uWBsxUVq3iQYpczmLZzo4FVGCg+c9FKURERGC6oUweAAcNSpJBlw6tVouffvoJ48ePR9WqVeHg4ICoqCjs7dsXWhMKvfj4+GD3J5/oL5RTHnR5sFNTUaNGDXz44Yfm7T9nTkEQayl8/fXXlhn4nzzJA+Rq1QwPDj08imY+ycjgWSA/vyLW+LVr18LHxwdff/01evbsCaVSiSpVqqBLly56BZxGo4GjoyPOnTtXajdDQkLwjinVC0tDreZBsiTxz+L++atW8fUoTG4u+95bW5csYmMh1q9fj2rVqqFx48bo2bMnvLy80KxZM3Tr1g2bN2/Wu09ycjLc3d1BRFhS3hR//wAsIZKrPvnp+cS/uGWx9Qk6NwojlmRnItpPRLVLO56wJAt0ZGRkYOPGjXjllVfg6emJGjVqYNSoUdixY4dBa7ExevTogSEWHq0vXboUMpkMRAQ/Pz+Eh4fDxsbG4oE7lcmbb76Jzp07m7VPTk4OuhJBLUlo1aoVatWqhW3btmHWrFmlB//l5CBbLsdFQ5YXU5k9u2ilvzJQvXp1bNiwwbSNr11ja5KVFWfSsLFhK54ZAYOzZs1C06ZNzeuktzdQnqp5N28CkZHQShJ+CAtDgCUMFXv2sGuJtTXPDuimohcu5OsSEsIWXX2p1crI+vXr4eHhoT9YKTmZj1vM7UCj0eDYsWMYOXIk3Nzc4OzsjObNm2Pt2rUFKQ4PHy6a1s8A3bt35/RYe/awWLJU7trhw/ODvqZOnYro6Gjz9r98GXoLoujh77//hkwmy48vKBfp6TwYsrMryG5SGF2AK8AC2cODRXUxS7larYazszP8/PzQr1+/ErNa+oiIiMDs2bONbnP69GmoVKqShYjKQ1ISfwe4uBT1A9+wgf3udVy9yufr5GRaJU8LkZOTg5CQEISGhsLBwSE/B35hmjRpgsmTJ2PRokVPpUhJZWPR7BZENJOIxhdb9scTl4yrTyzGt4koVs++M4rvq+8jRPK/l7y8PBw7dgyzZs1CixYt4ODggM6dO2Pp0qVl9qsqjM6n0NKkpaUhPj4+P10ZEaFjx44l05f9Q1m1ahVCTQkMK8b+8HCkK5WYMmUK+vfvD5lMBjs7OyhLy3YB4PBnn+ExEQuEsrJjBwuxctCqVSvTcvCmpLClqHp1/mpNT2eXBjs7tjCbOEW+bds28y15Tk6WEWTr1kFjZ4e7uup9ZeHCBfar1KXHK25F1GjYsvz66wVZAuLizM48Ygh3d3d8//33RRfm5vIUfmQkHj9+jF9++QWfffYZ4uPj4ezsDBcXF8TExBgutZuRwfe0lD7u2bMHzs7OLK4XLODBkgX8reHlxdcLwOHDh+FeWgCYPmxtTQ6oCwsLM57VxRw0Gs5ZbmVVNEe5RsPXNCWFAyk9PNgNx0L+3PPmzUPtUgq9tGrVCj179rTI8YqQm8suWJLEPssaDc9eyGS8PjGR70e9euanzbMgnp6eWPGkgp9Go8GUKVPyfZD1iefnlXKJZCKyJyKHQr8fJaKORrbPtyQTkQcROT/53Y6IDhNR19KOKUTyv4vbt2/jiy++QHx8PFxdXREeHo5x48YhKSnJ4iLzwoULUCqVFT46vnDhAojoualvf+zYMXiamGu1CA0bsl8iuDLUu+++i6tXr8LX1xfu7u4YNWqUwYIkubm56GltDa0kmZ+TVEdaGvLTwJnInTt3ivgnTpkyBS1btjS+06VLLIYjIljwFQ4gS01lgebpyf0phV9//RXOzs4m9xcAW6hMtXaXQtadO0iUJL7ubdqYHkSUlsbbSxL7axvzDdblbs7N5aIi9vZ8fS5dgkajweXLl7Fz504sWbIEEydORP/+/dGuXTtER0cjIiIC4eHhqFGjBqpXr46goCAEBQUhMDAQgYGBsLOzAxGhefPmiI6ORnR0NE6rVMi0soKPmxtsbGzg5OSEGjVqoG/fvthrqoiVJJPKO7u4uOCnn37iP+LjWRiVx99Vl2f8SRu5ubmwtbU1P7jT39+kqo8Ap/xq0qSJmR0thZkzC0QjUOBCkpHB997Hx6KCMSsrC3K5HLdu3dK7XhfIXaYAVVPZtIm/Fzw9eYBgY8MzPpLE6R8rGYVCkW98WrhwISIiIjBp0iS89dZblduxp4wxkWxDpVOFiLZKkkREZENE6wEkSZI0nIgIwHIj+3oT0eeSJFkTkRURfQ3gGxOOKXiO0Wg0dOLECfr222/p22+/peTkZGrTpg117tyZ5s+fT76+vhV27PDwcAJAN2/epKpVq1bocWrXrk0TJkygunXrUkBAQIUd62kQGhpKGRkZlJeXRzY2pnxtPOHKFaJRo4iIyNXVlaZPn05ERJcuXaIff/yR3njjDXJzc6Ply5dT3759i+wqk8noBw8Put6qFfm/+ipR3bpE9eub13FPTyJJIrp0iah2bSPdvEKJiYn01Vdf0blz58jX15dSUlKIiKhjx470ySefGD7GhQtEUVFEERFER44QOTkRTZpUsL5qVaLr17n/QUFEP/1EFB5usLnAwEB68OAB3b9/nxwdHU07T7WayM/PtG1Lwd7NjcYFBtKFsDB668QJIjc3okWLiN54Q/8Ojx4RvfYa0ZdfEvn6En3/PVGrVkU2efjwISUnJ1NycjKlpKTQtT/+oAVaLX1brRq97eZGWmdn+jItjeqFhtJ4IvrEzo5cXFzIw8ODPD09qUqVKlS/fn1ydnYmlUpF9vb2pFQqSSaTkbW1NRERSZJEkiTR1atXafz48dS2bVuysbGhmO++o7rZ2bR1xgz6okULioqKMv26FkYm43tds6bRzcLCwmjLli3UqFEjovXr+b5HRhL9+SeRQmH+cefNI/LwIPL3f9INGVWrVo327NlDL7/8suntRETws2cCXbp0oWXLlpnfV2PMmEHUsCFRbCzRmTNE//kPX9PQUCJbW6LkZCKl0mKHU6lUVK1aNdqxYwcNHTq0yDoA9Omnn5JKpTL/fZOXR/TwIdGDB0Q5OSU/jx4V/bz9NtEnnxANH877L1pE9MUXRObcuwrC19eX9u3bR+7u7rRgwQI6dOgQBQcHV3a3nikkFtHPFlFRUfj5558ruxsCC3L79m1KSkqib7/9lr777jvy9vamTp06UadOnahZs2Ykk8meWl+qVatGn376KbVv375Cj/PgwQNycHAgIhYJdnZ2FXq8isbV1ZV27txJTZs2NW0HrZbIxobo+HEWkXoAQAsXLqR58+bR/v37qXYxIdugQQMaNGgQ/d+2bUQnThClphKZK3CUSqKlS4kGDy5y3J9//pm2bNlCGzdupLS0NAoKCqK4uDgaPXo0BQQE0KlTp6hGjRqUl5dH9vb2dOvWLXJxcSna9qlTRE2bEkVHE+3bxyK5VSt+gRZ/4Wu1RDExLFS+/ZbohRcMdtnf35/ef/996tOnj2nnKEl8bSw08Pv111+pYcOGtPvbb6lZYiLR4sVENWqQ9ptv6E9bW7p+/Tql3rhBAZ99RpHff0+51tb0SVgYJSiVdP/+fcrOzqacnBx69OgRPXr0iNRqNTk4OJCrqyt5enpS1apVaeCtW9T1+HFav2IFefj4kIeHB1XfsIGc/vc/klq0IEpKKpuoJL5+M2fOpMG+vkQdOrBIKSaUzMbVlWjCBKIpU4xu9umnn9K7775L165d4wWPHhH5+LDIPXXK/OP6+hK1a0f02Wf5izp27EhhYWG0aNEi09tZsYJo7FgWeKWg0WjI2dmZvv/+e2rYsKH5fTbGH3+wWL57l8Nb3dyIVq7kdYXFZW5u0d91n8ePS37U6oKfajULWbWabt64QXm5uVTNy4tIoyHKy6Ps+/cpJzubrABS2dmRzNqa/zcLf4CCn0QFP4vDxkP+KUlEVlYFP3Ufa2v+ee8et3PihMHvw6dNs2bNyNHRkX7++WfasWMHNWnSpLK7VClIknQSgN6bYoZJSCAwHQB05swZ2rFjB+3YsYN+//13euGFF6hTp070/vvvV6i1uDQ8PDzowoULFS6SVSoVLVu2jN544w1asmQJTZw4sUKPV9HUrFmTvv/+e9NF8pkz/DMiwuAmkiTRm2++Sfv376c6derQyZMnKaLQ9qGhoXTq1CmiPXuIAgL45XLpEr90TMXZmej8eXr8+DHt37+fNm3aRFu2bCGtVkthYWE0efJkevXVV4tYyIODgyk+Pp7S0tJIqVSSnZ0dnTlzhlq3bl3Q7o8/suht3Zpo925eNmcOUViYfouYlRXR4cNE/fsTtW9PtGpVEeFemLCwMPrhhx9ME8n37/NPL69SNwVADx8+pHv37un9ZGRk0N27dyk9PZ2ys7OpfceOpFKpyN3enr7+7TcKDQ6mHVZW9JtMRrNzc0lOROsCAmhXRARV9fWlrk+svp6enuTh4UHu7u7k5uZGTk5OZFX8nmm1RE5ONODMGaIhQ3hZZCRfnzZt+Hy++44FlZl0796ddn3+OQ0+doyob9/yC2Qifo6ezC4YY+DAgfR///d/9Ntvv1HNmjVZ6P/8M1ugBw4k+vxz04/59988+Jk6tcjiqKgoOnDggHn9792brZn37vG5GMHa2pratm1LS5cupTVr1ph3HGP8+SfRkiVEDg5E6em87O5dvkfFBaZOXNrY8O+6j+5vGxv+2NryT5mMf1cq+adMRg5+frRt1y7q07w52drb073cXFqxZg290LkzRTRpQlZ2dnx/5HL+qVDw/nZ2JT9KJX9kMvO+f4iItm4l6tmTv8eeEYFMROTo6EhJSUm0evXqf61ALg0hkgUW49GjR3TgwIF8YSyTyahbt240f/78p24tNkZYWBgLr6fAiBEjKCUlhZYvX07Dhg0raYkszsOH/NK4e5dfZvfusQjSfbKy2EqZnc2fBw+Idu0iql6dXRFUKn4BOTryx8mJX4guLvxxc+OPSmX2F329evXIrBmeHTv4mKUcx87Ojnbu3Emenp5048aNIiK5cePG9Nlnn/FL8OefiQIDifr0Idq0yaQuZGZmkkYup8vr11Or5cvJ0dGRIiIiaO3atdS5c2eD+82ePZtWrFhBkyZNooyMDPrwww/p/PnzBSL50CG2BHfpQpSYWLDjwYNE8+cb79SXX7LbxZAhbFV7990Sm0RFRdGhQ4dMOke6ejVfXGRmZtKZM2fo119/pd9//51+//13unHjBqWnp1NmZiZlZ2eTJEkkl8tJLpeTTCYjuVxOdnZ2pFAoyN7enhwdHcnV1ZVUKhXFxMTQjBkzyNnZmVxcXAizZtGbH37I1r2OHYm2baNBMhkNMq2nRbGyIpo8mc9/4UIWH0T8HN+6RfTii0SNG7Pl9r33zGq6S6dOFL50KT8vX35Zlt6VxN2d6MaNUjezsbGh4OBgSkxMpEk6t5vAQP5/6NSJB43/93+mHXP+fLZgh4QUWdy2bVtatWqVef13dWWxt2mTSYOG7t270+zZs807hj5OnOD7u3cvC2N3d555uXq1YJsOHVhImuPKZQIqIpro40OqHj2oe/fupMrLoyW7d9M5R0f68q23LHosg9y7R9SvHw+Q2rV7OscsBQA0bdo0+umnn2jVqlU02MBgXUDmZ7d4Gh8RuPfP4datW1i1ahW6d+8OR0dHNGvWDPPmzcPFixef2dQxy5YtQ61atczb6cYNDnpJTOQgsiVLOPeoLnfuoEFcVa5LFw5eatqUq66FhUETGIibNja4LUnIc3Tk9EB2dhzQY21tvKiFTMbbOjhwSiFPT44ADwrighYuLry9uztXNAsO5hRKnp68TqXioC5bW/0FNCSJg0nkci584eTEbXl7c/GH0FAOwmraFNdr1sT3Dg4cjDRsGDBuHAfjLFrExQO2bOEgrLNn+Xo1bMjR2yYyaNAgtC9WJrhEoOXBg3weCxYYbOfatWv48MMPER0dDblcjt12drjq7IyzZSzzCgDx8fHo378//7FnD9+b4lUEt23jvpkaJKgruKBrtxCbN29GQEBAqU1cv34d340ejcdWVvDx8YGtrS28vLxQu3ZttG/fHm+88QYWL16Mbdu24ezZs3qLYBgiISEB9vb2eOONN5B37hw0tWvz89KmDRdQkSTOWlCebAQaDQftjR6tf/3y5Xyt69XjDAgmou7WDdlESNaXdqysdO9u8vM8ZcoUtGjRouSKefP4nu/fb9ox/f315lvOzc2FQqEwv/BLaCjQo4dJm/7111/4f/bOPD6me/3jZ/Y9M9n3RYiEJIgEQW2xi32prbaLWi6qiovKRbmUS2lVSqlSrUupUqWqlmpUlbqopeqqJlVN3UjTSCNicubz++PJyWznzJxJQtvfnffr5dVmlnPOnOX7fb7P8nlUKpXnjUtYlopIO3SgsUsiIRm4GTOsDVwyM+m6ymTUmlqnI3ULEYWRnlIly1fJf/7zHyiVSlx+XLJrKSlUlFhL6i21wQsvvIBmzZr9TylYuIKpTQm4x/HPayT/sfnmm2+wdOlSpKenw2g04sknn8S2bdv+NLrAubm5UCqVgqoKAKiif/16krAKDLQalbZGq58fEBxs7cLWsCGpG7RuTYoOvXsDQ4ZQ84lp07AzLg6vhIUB69YB27aRPFlODrUtvnXL88ruhQtpwpXLaVueUFZGVfOXLpHhuXcvidmvWUMNH2bOJMmpYcPIOOjUCUWJifhaLqeJtk4dajscEECGtU5n383O1hBftEjUBPHmm2+iTp06Tq9rNBr8+OOP1hdWrbIzNCwWCy5fvoylS5ciISEBGo0GDRo0wOzZs5Gfn0+d7io1ZqvLpk2bqB3w/v20b77GHW3aAJ6OXUeO0Dl74gm7c5SbmwutVut0j5rNZpw4cQLPPfdclZJDVmAg7svl2LVrF8pF6OB6wg9ffYUTKhVYhsF5hkG7oCB07NiRdGWPHqVnQKOpWSOERYvo3hFaXNy8SfeaRiNOlm7tWkAiwZxWrawLm9pg6lRaoIpg+vTp6Ny5M/+bgwbR73WnqlBURAbmpUu8b3fr1g0TKmXhRDNqFD27IomLixPXTKKkBFi2jKT/ZDK6p5s2pQW0o5FdVETPkFZL42ZKCo19zZvTd9es8eQXueXQoUPw9fVFUVERtm/fjl69eoGp7J74yFmyhH7TjRuPfl8i+frrr+Hn50djoxcAXiPZSw2xWCy4dOkSnn/+eTRu3BihoaGYMmUKDh8+XOuT8uNCr9fj5s2b1hcKCsg72a4dtRdlGJqUmzQhz4tEQv9q0J4zJycHhpo2x+DYupWOZ+NGGoRzcmpnuy746aefROkbAyCvtlJJXmyViv47ebJLr+Pdu3fh5+eHHj162BmHEREROHjwIL7++uuqBjIP+/ZFhUKBZwYPRkBAAAwGAxo3boyVK1c6e762baNrWQPu3LmDQTIZLFIpv3QTy5K3vjrG4uXLVn3lyoWSxWKByWTCiRMnqiQS+/btC51Oh4CAALRt2xYbN26k52/+fIoc1CZlZcDIkYBUCktkJC6sXo3i4mLs3LkTWq0Wu3fvhr+/P95/7z2cbNQILMOgLCGheh30OG+yQ5MPp88MGeJeOuvcOTLAFi/Gzp07a7dl/Jo1pO8sgg4dOmDu3LnCH0hMpMW3q/Fz/nyXXfLWr19Pbd89Yfduj3TDZ82aJSx/mJsLTJlCTgKJhK5hly604Ha1KB46lO5XhYIicXK59fOLF9P169BBVOMTsRiNRiiVSkRHR2PkyJE4evQoNBrNo/UmX71Kv6W2GsrUAmVlZWjUqBFef/313/tQ/lB4jWQvHvPw4UMcOXIEzz77LOrWrYvIyEjMmjULOTk5/N2s/mS0DAvDtSFDyHuh19OjYDAA6enk2eLCUGVlNPgPGUITW/fu1drf6dOnERwcXDvei+PHafDlJmGJ5LF0bLJYLNBoNO5bFo8ZQxPgsWOoaqqxcCEZGHI5edIE2tR+9913SExMRLt27apea9CgARiGgcFggE6nQ/PmzaFSKHBDJsNdlQoH9u1zHRW4epXOUU3Yvh0VDIMCoVbD27bZT/aecucOGQ7+/sDt27BYLEhMTATDMFCpVIiNjcXIkSP5O42NG+eRd9AlLEvGmUpFBtrmzU4f6d27NxISEsAwDBQKBZRKJYampeE/EgksMpn1vvSEBQtce5M5du2ixVdsrLNBXlJCz3BGBgDq1qlSqWrPY3boEF1jEYwYMQIDBw4U/kBpKaVDuZrrYmMBF9v4/vvvodFoPOsWV1YGW81ldxw7dgzBwcHWF3JyyGnApXkFBdFiSmwqU1kZncPsbPp+fj4t8m315M+dI0eFyUTNeGqBs2fP2ukhWywWxMbGVjXSqHVYlqJXzZs/mu1Xk6lTp+LJJ5/8w6ZC/l54jWQvorh//z727t2LUaNGQa/XQ6PRoH///vj0009xSSDk96fh8mVKIWjcGNBoYGEY3NdoKLdy1SpBow0ZGWS4sCzlE+p01dq90WiERCLBoep2MeO4fp0MUNt8WIapngevGiQlJSE7O1v4A9u2kUHKTXpGIxlAHOvX0+QhkVC7Zp4w5J07d6DT6ZBT6R0fOXIknnjiCQDAyZMnMX/+fJrwiovJKGrf3vVBc529qnuONm8GJBJsMJmwfft2/s+kplLKRA0oLSzEvYgIlMtkaGs0QqPRIDMz030ecd++HuV+C7J5M10vlQrIyhI0+G/fvo34+Hg8/fTTKC4uxu3K8+rv748fZ8yg+zM0FDh7Vvy+WZbC72Jaa9+5A9Sv79zSOjmZ0p9sjMY2bdpgmlC+s6dwTT1ELIROnjwJg8Hg2qFw4wb9Br4GHyUl9Iy4OYfh4eHYtm2b2+Oxw8eHxjIRlJeWYpxCgdKmTSkaJJFQO/E5c0Q1xnFi4kS6x65dsy5ck5Mprc1ux+XkTZZKKWWhFvn5558RGxuLoKCg2mm9zcewYRS9elTbrwZnz55FSEgICgsLf+9D+cPhNZK9CFJUVIS3334bAwYMgI+PD9q3b4+XX34ZeXl5WL16NdRqNSQSCRiGwenaLIJ51Jw6BUyaRPmzSiUNyEFB5AneuBEThg93346UM/jOnKG/S0vt//YAlUrlebGgI4WFZBS2aGF9jTMAa6mVqzuGDh1qVwRjx7Vr5BWaMcP6Wu/edA0c2bePigwlEspddDinEydOrOr4tXnzZsoH5uPiRdrnrFmuD1ypFN2S147sbDrGrCy0b98ef/vb35w/YzbTMezd6/Hm79+/j+3bt6Nr165QqVQICwnB+YAAsFIpWLHdGtu0oTSh6nL0KIXMpVLKWa3GvcR1gSsuLqac0zZt6LwNHCg+bD5/PhliYj2jti2tn36aDE4HD+nGjRtRr149z36MKxjGfS5xJf7+/jh16pTrDx04QL/BMe938WJ61t3w17/+VTj3WYjUVMDVd4qKKJrWoAEgleKhRIKbgYH0LNQkBcJspgXY0qVU2KdW0+tLlgj/1jVr6Nlq0aLWuvGdPXsWarXaPt2uNtm/n67pgQOPZvvVoKKiAm3btnXt4Pgfxmske7Hjp59+wmuvvYYuXbrAYDCgV69e2Lx5Mwp4vKknTpyAVqtFgwYNPKqMf6ywLIVCR46kECWnGBEeTqHBHTucBvctW7agbt26wtssKqIBffJk+9fdhECFWL58OWQyGT755BOPvwuAjj80lKrdbY2IkpLKx/jx8OKLL6I5XwixrIxCsI7vHT3qWvHh9GkykiUSMporCxBv374NvV6PrKwsPPHEE2AYBpmZmfjuu++ct8HlZ+/eLXzg/v6U8uEJq1fTdis9WYLtqdeutU74Ivn5558xc+ZM6PV6REZGYty4cbhh61UfO5b2vW6d+40lJ4tWLLDj6lWgUSPaT+fOwtEUEezYsQPh4eH2L+7bR15LnY7SJNzBsuR9mz1b/I6PH6cFEMMAL7/s9PadO3egUqlqz3umUAAHD4r6aHp6urj2vkuX0jNiW1dQvz4VzLrh448/RoinRanTptFYYsu1a5TrHR5O59LHh5RLDh7E66+/7nnuMx9z51K0gGUpUhEYSK8XF9M+hVLGrl6lz+r1wMmTNT8OAE8//TQaNWpUK9uyo7iY7mGhtKzfiTVr1qB169b/L1IlHwVeI9kL/vOf/+Cf//wnWrVqBZPJhKFDh+Ldd991GW76/vvv8cQTT6BDhw6P8UhFYDbTpDtwIFWbS6VkGNepQ6oDBw+6DYkWFBRAoVDg4cOH/B9ITeWX7Zk7l3LlqsHgwYNhNBoxZswYbNy4EaViPSMsS4aQyeQsg5WX91iN5H379iEqKsr5jRYtyEjm80KqVFRg6IobNyi1RSKhdIwNG7Br1y4kJCRgxIgR2LVrF1q2bInExET8/PPPzt+fPJlyHYXypRMSKK9cLMuW0bHYSM2dOHECfn5+zp9NTHTtmbOhtLQU8+bNg1arRUpKCo67kgJbsoSOwV0KQnQ0hbHFUlBA6isSCRnJnsqI8bB582aYTCZ89NFH9m+YzfRMSiS0gHJniM+dS0aG2NzumzfpugcFCSojNGvWzHURnScYjaILsV555RXUr19f3Hb796fn5PZteoYkElEGYVlZGVQqlWde0RMnaMw4fBjo2ZN+E8OQ4Tx2rNP9kJeXB41GU7Miba44k4v4DB1qH2EKD6d9C2E2k2ycROLZIkqAd9991/PFhRiaNaPx6w8k9/bzzz8jICAA33zzze99KH9YvEby/yAWiwVfffUV5s+fj6SkJAQHB+Ppp5/GRx99JGqw279/PzQaDdLS0h5d3pZYSkuBTZvIsxEURAOlUgnEx5NMWTW9CyaTib+6ec0aMrz5NDsLC+mxqYae561bt9CiRQuoVCowDIM5c+aI+2JmJk2gfMU258/XvCjNA77//nvo9Xr7F2fOJANFyNhq1YoKIsVQUECLH7mcvFkLF1ZNOEVFRYiMjERXx/xFjubNyVDnW3x06mSfpuKKhQt5Q+BmsxlKpRK//PKL9UXOoBGhe8sVQdWrV899GJ7j7bfpXnTlKQ4IsM/7FqKsjNIppFJKrzhyRNwxiGTOnDnQarX8EaeLF4GoKLqurnJMWZa88mKMWrOZPIxcPjanjNCunV3kaO3atWjQoIFHv0WQyEjn6JIAZWVlUKvVdgVjgrAsGY3BweRZ9qD2oX379pgxZQotNI8codzyxYvpOAcOpNzeJk0oChYUZC1UZhja54IFNK65oE6dOjUrcluxgsZsLqLUujUdF8f48c7ebT42baJ7KDmZon3VgGVZGAwG8eOvWFasoPuvFhadtYXFYsGQIUMwy1062v84XiP5f4Ty8nJ88sknmDp1KiIjIxEXF4fZs2fj888/d139z8Ps2bPR3l1B1KOisJAM1YwM0mFlGJo4GzWifNdaKiKsV6+ecyHW7ds0CGdlCX8xPJy/2MYNP/74I7Kzs9GmTRtoNBrMsM3dFWLqVDJAhfKgjx8XXXFfG5SXl0MqlVrvp337yEjculX4S5s30wTpCWVlNMmr1fRv4kSgtBT16tUTHvDLy+2NJlsmTCCPqzvmzLFK6/EQHByMzz77zPrCkiVuDZqKigr87W9/g06nw6JFi9wfgyM5OXT+0tL401Z0OsCVAcOFtznFik2bPD8GkaSnp0Ov16NTp074+OOPnT+weDHdr9HRwuH1WbPEeZPbt6eFlO2i6Px5WigZjVXPDOcJFR25cUVKCnlfRRIfH4/169eL+3BpKUWL5HLaz/r1dN3Gj6fizDZtyDiMjqb0IZ0OkMthYRhYbBsD6XT0fnQ0fb5NG/r++PG0vcxMGlM9SDeYOXOmsBScGHx9SYWFo25dasDEce0aHZMYwzc3l8ZgsbrZDty9exdKT8cjd1y/TuN0LRcZ1oSKigqMHz8eqampVdKZXvjxGsn/jykpKcG7776LYcOGwWQyoXnz5liyZAmuXLnisczLN998g19++QUVFRV4/vnnxYcKa4PPPkNVsw6GIW9Hs2Y0qD+iAgveQqz4eMoHdMXkyaJ0aS0WC65cuYKlS5ciMTERarUa8fHxePbZZxEVFYWdO3e63gCXE+sq13bvXs8N0BoSGBiIPXv2UKqHUHW+LWYzeViqozHNslREZDQCMhkOaDR4okEDxMTEoFevXvj666/tP5+bS8dkOwEDwCuvuC+Emj6djtOFWkBycjJeffVV6wt165IBIsBvv/2Grl27Ijg4uGaarDdu0PFHRTmn3LjKk+UUK5RKKox7DGHgnJwcDBo0CBFCjTfu3KFnWyIhz7bjMZnNtDCaP194J1wjHT6JsPJy0uuVSqu2kZycjMWLF1fr99jRvbtHDWOmTp1qJ2folsGDrV5evZ4WfXXq0MKvfXtgwAAqSF60iBY7hw/jxqFDMPE0nhHEzw/o1YvOv0h5vKNHj9pLwXnCpk1kQNouUnx9yWNui48P/S4x2OpmT5rk0eHs27fPOX++JrAsGe0pKbxv37x5EzNnzkRqaipWuugUWh3u3buHY8eOYcmSJejXrx9SU1PRsGFDpKWlITY2FhkZGbh3716t7vP/I14j+f8ZP//8MzZu3IjMzEwYDAZ06dIFr732WpUUU3U4cuQIVCoV1Go1tFotAgICsGPHjlo8agHy8ynsZtuhzc+PBktP9D+rwYwZM+wrwxcsIE+Mu/AolwfMc74fPnyIY8eOYcqUKQgJCYFer0eTJk2wbNkyO09WYmKi6wFz716nnFhetm6tcaMMTxk8eDDGjBhBuXdiFTsaNCAPVk3YuBHmoCCwDIP8hg0xrl07BAQE4IsvvrD/3MGDdO5sPXgnT5LRJMTEifS+m4XLoEGDMGrUKPqD64jGp10MKpBt2LAhGjRoUDspS4WF1HnOZLJPveHTybZVrBg58rGpn3CUlJRAq9XSYkqIHTvI62k0OisBzJhhLfJy5OhR+s3uKvW5ltZNmmD1okVITk72+Hc4ITYiUUlubi5UKpV7L3ZBAS3OlUoyID3IMbdYLAgKCnJ9rjn27qV7oriYDDvH1uoCcLnP1WpjHBLivB+Fwl4bGaB0usREz7a9cydtKy5OtCTd888/X6WcUyuMHk2LukoveGFhIZYvX45WrVohKCgIKpUKbdu2xcKFC+Hr64t27dp53urbhgcPHuDIkSMYMGAADAYDWrVqhenTp2Pbtm04ffo0Ll26hC+//BIXLlzwOIL8v4rXSP6Tw3kkly1bhqSkJDAMgyeffBLbt2/Hr7/+Wiv74Kqkb968iauPI6eqpIQGTqmUJp2ePSm3UiIBunUjw0+hIM/JI9IA3r9/P0K5PLhr1+hYxLZEDQwkzyPIINi/fz+GDx8OvV6PwMBAZGRkYMeOHbyDVGFhITQaDb799lv+bZ89S5O7mNzHtWtFSUXVJosXL8Zpo5E8XWIVTxYtEt2tzC0HDtCkKJEg188PraVSfPbZZ7BYLLhw4QL27NkD8/z5dD1t5fsYhl+3dPRo+qwIybUNGzZYIyyzZwsWcV66dAlBQUHo1KlT7U5U5eXkVVSpSBnEbKbfxRlhV6/S+5wOdXW0bGuJTZs2Qa/Xu/bglpfTMy6RUC4xdz9xcmGOudYFBWSQuJNv5Khsac2q1eilUtX8Wixf7nHhbnh4ON5//33hDxw4QL81JoacBt26keKLB0yYMAHdxTQ6Skiw6oqvW0djrEhnRKtWrTzP492zh54t25xnId3yAwdo3PP0GuXnU761CJnH7777DgaDQVjv3FMOH4ZFIsFnzz2HzMxMREZGQqlUonHjxnj++efx6aef4sGDBzaHmo8nnngCvr6+eOaZZ0TvpqSkBJ999hmee+45+Pv7o3nz5li5cmWtzf//63iN5D8hFRUVOHnyJGbNmoW4uDhERERg8uTJ6NmzJ2JiYmq1HfQXX3yBtLQ0+Pv719o2BTGbKc9WLqe8OW6wioujIpM+fcizVF5Og3hEBE2gTZrUeqFRaWkp5HI57v/2G3lVRNx3Dx8+xOHDh/FF/frIVyoRFhYGhUKBsLAw9O3b121B1smTJ2E0GjF06FD+D9y6RUZAt27ifsTSpeR5f4xcHjYMFQzjWbMITuapNhdgZ84AqamwMAy+l8nQXyYDwzBgGAbLly+nc6jVWidomYwq+20ZOpReF5nbyKmilJeX0705fLjTZz755BPo9XpMFlng5TEsS155mYy8pQxDxmPnzvSsJCc/lg6MYrh48SL0ej3OuNMWP3OGCreUSutCdfp08jRzRhPLUupBTIxnhhTLwjJ4MFiGQW41O2ZWUY30pl69euEvf/kL/5uTJjmnnSxb5rIdNR/79+93n0Jw/Trti6vp4Bq4uKq/sGHlypWey6bFxDg3Crl5E7yKPFxr9+oasOPG0e8bMULw/nj++efB1IIa0OnTpzFx1CiUSiR4TypFeHg4xo0bhz179rg1XFmWxfr16xEUFITGjRtjyZIlTos3lmVx5swZvPLKK+jatSsMBgOaN2+OOXPm2EtFeqkVvEbyn4TS0lLs3bsXY8aMQWBgIJKTk5GVlYWvvvqqKr+YZVlERUVh3rx5tbbfXr16oWXLluKqsGvCsmXkIdbpnNMI5HKagMrL6X1b4+P0aVJH4BqCLF1aa7mV/v7++O+TT5InR6Bo5Ndff8Xbb7+Nvn37QqfTITg4GONbt4aFYfDRv/7lkX50mzZtwDAM/0BaUkIGb1KS+N83Zw5VxD8uTpyARSLBLA91gQFUu+DRFUePHsVfOnTAYYZBBcPgF6USX44ZQ+FtlqUoRZ069P8+PpTnzdGvH913IpQpbPHz88PFQ4do+HSQnHvzzTeh1WqxRmxEoiZMmQK7NCV/f8q9vn6djOZHnK4khkOHDkGlUmHq1KnivjB7Nhn/cXEU3VGprHmqgwbRArKa3vGXWrfGQ6mUv6W1WG7c4DfwXLBv3z4EBATY14gUFlL9g1LprCHNFbF5cP1KSkqgVCpxx9W56dqVcuhtmTSJ0jtE8PXXX8PoifF+/DiN2Y4pGrt303XlIzXVfQdNVxw4QPdIZCRv2tyDBw+g1+txwnGx7IZbt25h3rx5SElJgclkgl6vxxVfX9zX63FDSHbSDUVFRXjqqaeqPMMARY2/+OILpKenIz4+HmPHjsXu3bu9HuNHjNdI/gPzyy+/YOvWrejbty98fHyQkZGBNWvWuNS9PHfuHLRaLb766qtaOYYXXngBoaGhtVP9zcfWrTQQKxSUa+hoAJ48SYMp9/ru3fwtWQsLyeOiVtPkMmSI6MITIfpGRsIikTgVa929exdvvPEGOnToAJVKhZiYGIwcORLnbPNPjUbRXhiAlCFCQkIQGRnpbFizLE3eISGedbWaMoUmhBpQUVGBwsJC99GJggJAowHbpw/kcrnnzWUmTqTfVwPMZjO2bt2Kdu3awc/Pr0p3+sCBA3jw009U+MTJx2Vl0f2h0ZDnNTraWmHfvTt9rhrygU2aNMFXzZtbmyGAJrclS5ZAr9fjwOPqtJWfT88JZyTL5RTatn2N+yeV0vtKJZ0Pg4EWZMHB5BGPjaW88ZQUoGVLqhPo0YOiO6NGkTE1axYZrKtXUzHWzp3kgT99mgy7/HyUl5QgOzsb6enpMJlM8PX1hZ+fHzIyMsT/rlu3yBsuldJ/NRpr58MaRJPefPNNtKhTh7+ltVi4VAEPmpOwLAsfHx9cuHCBXuAMuehoYWNdJqPcaw9IS0vDAiEpwNJS2qajl7akhM6ziGYvZWVlYBgGI0eORGRkJJKSkrDOVbObhg1J6s2RRYtoQcfHmjU1r7EoLKR9y+VOqjsPHjxAQkKCsIxkJeXl5diyZQs6d+6M0NBQKJVKpKen48UXX8S5c+fAcjKhtaC0dPfuXZhMJjRp0gQNGzZEvXr1sH79em8+8WPEayT/wbhx4wZWrVqFNm3awGAwoE+fPti6datHXaEmTZqEOnXq1KgAgOPhw4dIT0+3FiTVFocPW5t9DBsm3FZ07Fj6nC1t2giLsrMsDaahoTRxpqY6h9HFwLL4VS7HfyqNzNzcXKxduxatWrWCSqVC3bp1MWXKFGEPe79+5PESyZgxY5CcnMzvFWjVijzonnY9Gz2aOtV5SElJCXbt2oUBAwZAq9VCpVJBLpejbdu2/O3HOSM+OhpgWYSFhWGf2LbJHJwXzoPfePv2bcyePRvJyclQq9VgGAZRUVF49tln8fnnn/N3kCoro5QetZo8Vn36WLWBMzLon1LpWbqIDWvXrsV/pdKq4qqKigpMmDABvr6+9ouoR8mpU/T7QkKszXS6drV/XliWoiM3b1Jx4dGjlLO5dSvlsi9dSnrE06bRMzhkCLUR79QJeOIJeq6Skugej46m583fnxaHOh3tX6GARSqtkiGz+yeRwCKToUImQynDkGHu60vRoPBwup8SEiiHukUL8iB2706a0CNGUI6yTGY19F2pXYjg5s2b0Ol0ZHzYtrT21BiRyTyOPqSmppL8H5deMXKk6/2GhADPPuvRPpYuXYqmQrnM06YJp3B06iRqHLNYLIiOjkafPn2waNEiPPHEEwgNDUV4eDgyMzPtx0lOv50vvWrECOH9cbrj7tJzxPDss7Stvn2rznXHjh0RFBTEm5N84sQJDB8+HPXq1YNGo0FUVBSmTJmCgwcP2juQcnPpHhCjTe4GlmXxzjvvQKlUIiEhAceOHfNYlcpLzfEayb8zFosFZ8+etWvsMX78eHz44YfV9t6yLIvo6GjKvawFJk2aJK7wQwznz9NKXiIhKSZ3RlHdus7d0IqLyZBxN1Hk5FjlpEJCKI1D5KTHPvkk7kulUDMM6tatC41GgwYNGmDmzJmuw5YcnAdc5EIlODgY+yvbLtsxdCh5tqqTrztokOiK8J9//hlvvPEGOnXqBJVKhcjISAwdOhTnK2W0CgsLMWLECOj1evTs2RP/+c9/rF8eONAu1N2lSxdxOs+OmEyAm1Shw4cPo2/fvoiIiIBSqUTr1q2xatUq7N27F0qlUvwkwrKkW2oyWb2rMhkZzhcven7slZivXYOFYXD+4EGUlJSgS5cuCA0NrV7lf3XYsIEM4549raHrs2fp+jRs+FiULC5duoQxY8YgJiYGKpUK6enpePnll3Hzxg16dnNzUZKTg2EREeivUGBbt25UY7B8ORm706eTV3/oUDJiunShhXFaGnmP69cnwzww0Goky2SUojBrlnMIXwQWiwUBAQFWT//Ro2TsBwd71hxIr3evrOHAywsX4julkp5zMS26O3QQ34CnkgsXLginQ+j11m53jly7xq+QIoIHDx7gnXfeQffu3WEymbBixQp6Iy2N6kj4aNMGcKW5HBND90VtcPy49Rpfv47x48ejZ6XO9fXr1zFt2jQkJSXBaDTCaDRi4MCBePPNN4UdIyxLi+0aKqU8ePAAL730EqKiopCens6vKe7lseE1kn8HysvL8fHHH2Py5MmIiIhAfHx8tRt7CLF7926YTKZa8Sbv2LEDBoPBvXavK/LyKLzGeXfF5GqxLE1+fCHq9evJGBBTqHDnDuUxq1T0b/hwXuO8oKAA8+bNw1+io8EyDPqr1ZDJZMjOzq5eMaRW67ZN7SuvvIL27dtDLpc7L4o4FQYPQ6tVZGa6LTj84YcfkJGRAbVajXr16mHSpEnI5eveV0lBQQG6du0KrVZLmsDr1tE1tTnGuXPneqb/ysHjfS8pKcGKFSvQrFmzqhD9yJEjsXfvXifpNJ1O5/LYBVm71mps1bR4cMQI3FEq8dRTTyEhIQENGzZ8dKlKjkycSNeCS/OxLSS7dYtSKIKCal3VgmVZ7Nu3D926dUNwcDA0Gg169eqFt956y74DoQ2TJ09GWloa7t+/X92dklEcHEzXbdEiMqj9/elvo5GM6x07RC+MhwwZgiG2C/KSEjLoBFpa8xIWRmljYjl4EBaVCrkMgzt8us58ZGUJpyQIwLIsjEajc6vzzZsp9cDV+JaQQBGWamKxWPDee+/BZDJhw+zZdI/yRaQAev5HjBDe2LRpdqlMNaakhAp8ZTLs794dBoMBYWFhUKvV6NChA9asWYNLly6JW3xPmEDPmwdRX0feffddREVFITMzE+fOnfN6jv8AeI3kx0RRURHeeecdPPnkkzCZTGjZsiVefPHFR9ozPTQ0tNZyIFesWIHI6uS3FhVRmFYiodC/2Ja7AK30pVLhSS452aOUBrAstQcNCaHjad4c/371VQwYMAAxMTFQKpVomZqKcpUKJZ07o6KiAgqFAvnVzW3u3NmtV0GpVKJHjx446xje37yZjnHLlurtG6CJjS/vr5L//ve/CAoKQpcuXVDkYRvX48eP4wmtFqxE4iTy/69//Qv1qpHmgZwcQCLBxbNnMWbMGNStWxcqlQpJSUlYsGCB20kjKiqK3xvvilOnaDHDeZNriMXXF/+KjATDMOjWrdvjyR00m8mzKJfby1zt22evtlBaSs+LVlvjfMnS0lKsXLkSaWlpMBqNCAgIwNNPP43Dhw+LWlDOnDkTbdq0qf4BDB5MC97btykdydYzWVBADUWSk8k7K5XS2DN9usvmQ2+++Sb/fbtoEW9La16Sk8VL0E2eXKW4UC82FpvEdjs8d86+TkMkQ4cOxQDHY+MkNl1hq59cA5YuXYpPpVLcMZnwwgsvICcnB7dv37avX/Dzo86LQnA69LW00Pv+++8xa9YsLNdoUMEw+NJoxId79njuXOIKEavZP+DXX3/F8OHDkZCQYN+108vvjtdIfoTk5+fjtddeQ+fOnWEwGNCzZ09s3LgRP//882PZf69evTBy5Mha2dZHH32EoKAg8ZN+eTmFTGUyMkr37vV8p6NHUxcxIW7fpu17kFZSVlaGV155BZMaNsR5mQwsw6BQo8FXo0bhl7t3KXfTZKqqHo+Li8PmzZs9P3aAPOBSqWAl+qVLl8AwDA45SowdOULf86Dwj5f0dDLUBZgwYQLS0tKqt+2SEpi1WhyTSp0adnz99dfwFVkVD5CXa+fOnejSpQvKGAZT5HL06tULb775prjUlkpatGiBZcuWif48Vqyg88xJpjFMjQyBh2fOwMIwiNLra0VKShT5+fR8+fg4e8H373eWJGNZyu+Vy/kjNDbcvHkTU6dORUJCAoxGI7RaLQwGA/z8/KBSqdCwYUMsXLgQ58+f99jjdePGDUilUv68cXdw3Sa56MWpU/S30L1y5AilBHHpGQYDLSC3brV7Nm/dugWNRgMz3/PK09Kal06dqLjRFYWF5J1VKKoa1IwfPx7dxEo7sqy9zrdIduzYgTp16lhfOHuWzpuY6IufH7WurgH/nDkTLMNgbmoqUlNT4e/vD4ZhMNq2A6YIPWP4+pJyTw344YcfMHToUGg0GjRr1gy7d++m82k00m/1JOWqrIxSVnr3rtaxvP/++wgLC8OkSZO8LaL/gHiN5Frm+vXrWLVqFVq3bg2TyYRhw4Zh9+7dv8vNf/z4cfj4+PAP+h5y7949NGrUCIGBgZg6darwSptlybhTqWgyclXh7I46daiozxULF9KELzBBFhcXY82aNWjbti2io6OhUqlQv359zJ8/H19++SXY27fJK6VU0nYYxk4Xd+DAgfaDuKcoleQV5mHu3Llo7ejpvXqVJk93v1sMTZpQYZoAMTEx1RfOT04GgoMxb/ZsBAUF4e7du1VvPXjwwK3CxZ07dzBnzhwkJSVBp9MhNDQUEydOxC9JSWCrabiPHTsW/fv3d/9BliV1BqmU8tS5/HGFggzLanDv3j186u+P72Uy5OfnQyaTea7w4SknT1Kucf36/I1Q+IxkjjFj6DfbPJ9msxlvv/12VdW+SqVC+/bt8dprr+Hq1av46aef8P333+PKlSt217s6NGvWDL169fL8izk5dN0cF0MhIby61E4UFVFRYtOmdG4kEhpnJk8Grl1DWFgYdgnlBfO0tHbCXbHswYO86hVXr16FRqOxay7hkoAAt/n7jty+fRtqtdrq6GjdWnz+7MKFpCxRg8jItfh45DGMXffX/fv3w9/f37rIYhj3Rnv//p5FEG148OABFi1aBK1WizZt2jjXCpSVUU403z0mRPv2ZFh7OM8WFRXhueeeQ1BQED799FOPvuvl8eE1kquBxWJBbm4uzp8/j5MnT2Lnzp2YMWMG4uPjERoaivHjx+Ojjz6q1aYe1SUoKAgHDx6slW1VVFTg/fffR1paGnQ6HbIcPZ3r15NHS6WiAbwmoWbOWyKmkUN0tF3ubW5uLqZNm4bY2FioVCo0aNAAc+bMwZ49e4S9+IWFZCSr1TRxtmwJnDmD5cuXo1mzZtX/Ha1aUXU+D3v37kVwcLB1gigooEISFykSHpGQ4LLIJTIy0vP0BIAiBApFVYFU8+bNkZGRYRdliIyMJO+MDSdOnMCgQYMQFRVVVdC1evVqXLfNT9+2jbZdDbZs2eI+zSM/n9RStFpr6s/IkdZCsGpojOfn5yMhIQG/SSR4WFnVrlarq5cfLRYuJ79PH+Hn7MAB1+dy6VJYJBJ8mpaG5ORk6HQ6hIeH469//SsOHTpU/XxhNxw+fBgMw3h+fu7coeeTb+G3dCm95+mYk5NDz0hICMAwKJPLcTkgANi4UTi1wqaltVPkwZWE2ZQpNLYMH857nMHBwTh8+LC4427VitI/PCQgIIDmg8JCOhaRjXJgNtOi4pVXPN4nAKC4GKxEgvE+PnYOFi5X+quvvqK8eYZxfw1PnKBj93B+PX78OCIjIxETE4OcnBzXH165kp6vVq1cF7uuX++y/bwQly9fBsMw0Gg0+P777z36rpfHi9dI9oDbt29j0qRJ8PPzQ1hYGJKTk9GyZUv069cPL7zwAs6ePfuHS7QfOHCgOO+ah5w8eRJ6vZ5UDPbto0lGJiO5qNpYHHApB2ImvatXYZFI8FKTJggLC4NSqUS7du3wxhtvoECspFh6ulVW7vDhqva99wMCMMdkqr7Bzxl9PN9nWRa+vr5o1KgRJo0di/tGI0lf1VYea2ysVfuX9+1Yz4sx336bJgWbkGhpaSmCgoLwwgsvVL3Wo0cPTJ482a5dqsFgwNChQ/Huu+8K50C7KtZ0A9fx7uHDh/wfOHSIFnBxcfbNYSIjybPauLH7/EwHrl27hpCQEDybmkqa2pVFekqlsvq57O4YP56uwcKFrj938KCTkcyyLHbv3o3u3bsjNDQUw+RyVDAMbjRsiOueqDjUgNzcXNStWxdGoxEtWrRA69at8dxzz7kucOSUA4SeD7OZfquHyhJ2lJTg7JAhuMAV+EoklO41frxzDndlS2toNPaG5o4dZKzbwpNewUenTp3w17/+VdyxzpxZrUZBPXv2xIQJE0jf2tMCuCFDSOqvOgwfjhKtFo0bN3Z6q2XLlnj++eedc+hdoVKRkosIrl69ih49ekCr1WLu3Lnij/nyZVrwGAz8hYa3bpFjxcPUjwcPHlR1/7xd3cY1Xh4bXiNZBBaLBWvXroW/vz9mzZr16LvP1SJXr16FWq1+JOkelzZtwneVeb1fBAZi4fTpWLJkCTp06IDo6GisX7+++hsfMYK8ewKUlZVh9erVaN68OYxGIzYqlSiXyfDhu+96/ls5r5yjzNGtWyjt3h3lDEOex/HjPc9Z5Yw+gZzsO3fuYOmSJbjEMCiSycDWZog+PJyKlQRISEjwLN/6+nWaFHi2efbsWWi1WkyePBnZ2dlo2LAhJBIJAgIC0LZtWzRo0AAjXFWt25KUJL71tgMmkwlXrlxxfmPePH4vntls1V4dMIBk0kRy6tQpGI1GaivctWvVd81mMyQSSa2kOdlRXg40b07XQIwO9aFDgEKB27dvY+7cuWjSpAkMBgOCgoIwYcIEHDx4kLzFp0+T0dGoUe0scEVy+PBhLF26FAsWLIDBYHDtRe3ShaIsrgpM+/Z1OWaI4fvvv7fqJZ85Q1GG8HC6RzQa8iyuW0feRZYlw1EiIWUDgIxpicS6wUOHyGiOinLbyW/79u0ICwsTd6AnTtCY5SGrV69Go6QkOiZP8vcB8uRLJB7rQKOsDJDLsSY+HjNnznR6e926dYiLi6NogNhahpYtXeZ+l5SU4J133kG7du2g1WoRFRXFa6C7xWymsUgicY4ycVreHlBQUID27dsjMzPT42JpL78PXiNZBFu2bEFAQACuPSZPS20TGRlZM/k2R27cqNIfZlu0wIfr1mHq1Klo3749mjdvjmeffRYLFy5EcE1aIkdH0wRlw82bNzF58mTExcVBrVYjISEBf//730n1oKKCPCOdOnm2n/x8Mjpmz+Z922KxQK9W4+dJk8irIJWSlqcn4bUmTVxLKHXtCrNCgRiFAunp6Vi4cGHtGFiBgS6bLDRq1AjZYj1v5eWUd+ciX/jcuXNo3749EhMTMXjwYDuj5/Dhw/D19RUXaVm6lAphqkFsbKx9mkd5OV0vmYxC6I5s22b1Xi1eLHqSPn78OHQ6HTWBAMjoqJQJs1gskMvlHhUduuX2bfIcGo1udXtZlsXBgweR1bIlHjIMqbZUqukIylnl5lLBamio501ragE/Pz9nhReOrCx67tw1eLl5k4yZGih3cHrJTsW0paUkFdiyJRnLEgkZz6NHk7GpVJLRxKUMlJS4Ta9whGVZ6HQ6fPvtt+4PlGWrpV984cIFPM810qlOxKp5c+q86AlTpsDi4wOj0cirtlRWVga1Wo2SQYOcW2MLsXGjU/vqBw8eYN++fRgwYADUajWio6MxceJEFBYW4vr161Cr1dWXRHVMsZkyhSIDHjzjX375JaKjozF79uzqFax6+V3wGskiKC4uRt26dfHuu+8+9n3XBmPGjKmdZiAFBdZVdUKCS0PxrbfeQkxMTPX2U5mPzB45ggMHDqBnz54ICwuDSqVCp06d8Prrr/OHqbgCLE9C9YmJNLm5IDU11dqYZf9+8nRKJGTIi5FteuUV4XaqEyfS4Hv2LC5fvoyxY8ciLCwMzZs3x3//+1/xv4MPk4kUHARIS0vDKjc6zlW0bEnbq4HuttFotOs6Z7FY+FMjSkqqbey0adOGQrcALeYCA8mwFNpW167kQQVILUEmc7uPvLw8+Pj4YOXKlfTCvn1OKiZxcXHYyGeUV4ecHDLCExL4C/Qq+eGHH5Ceng6j0Qg/Pz8s7dgRrEzmpCctSEkJFbHp9TXXi/aQVq1a4ZlnnnF+Y/9+uhdEhtYRH+/5QtmBwYMHY5i7wtnz5ym1LDKSjo9L0ZBKaeqMjiYjykNJsOTkZGvTDXeYTNQQxwMsFgt+lkhwqzo65gBFHSQSWgyIwWwGVCrkjR8PhmEEvafx8fH4MS6OujmK3W6lV7u0tBSLFy+G0WhEaGgoBg0ahKs8929YWFj1ajA4btygRaRSSdd42zZRXysrK8Pf/vY3BAUF4b333qv+/r38LniNZJGcPXsWgYGBj1TX+FGRm5sLlUpV/fBOWRmlP0il5D0RUQjYq1cvjB071uNdlZaW4t2//AUVDAMfvR7+/v74y1/+gv3794srJBowgIoHxXhilywho8hNAdHEiRPR21HeJzeXCojkcgoDT5okbMCUl/OHKVesoNcdUjHMZjPatGmDqKgo8dXufOj15AER4IknnsASMZPsrFl0nmpoOKWlpeH555/HgQMHMHbsWCgUCuFWuZGRTpEEMcycORMdO3ak3E+5nLxernJdfX2t3vayMhr2XDwnFosFHTp0QGdbab02bZyatowcORKDBg3y+PidWLeOnjs3LZKvXLmCoKAgMAyDFStWkLf46FE6B57AslQ4qlBQXcBjonnz5vj73/9u/2JuLh3HmDHiN7RjB92rNVjMvfnmmxT+F0tZGRnxbdpYFXIYBqhGQdbChQuFnwlHUlMpDcUDHnz0EViGwTNPPeXxsVURGUmpLWKYPx8WtRoalQotWrQQlBCdNm0a8jQaz1R94uJQ0LYtQkNDERsb69YA7tu3L56qye9mWYocMIyTF1uIK1euoEmTJujXr99jk371Urt4jWQPWLFiBQYOHPi77b8mxMbGeu7ZYlkykJRK8lp4kL/q7++PoyI7xeXl5WHatGmoX78+1Go19vv44BdfX3z99deeF0KWl5Nx6NjK2pGbN2kyFeG1Wb9+PZKSkoT3N28eGVtSKbWM5fNaxsfbF4Xt2kUGsotOXvHx8TCZTNjjTjdUCLUacCHx1q1bN/ftow8cqHlTk0pWr14NhmEQGhqKzMxM7NixA0qlEoV8HaqmTKHucB5y9OhRbOSKrqZMcf3hggIa5myjEgqFy3zfnTt3wtfX11pkxrL0HYfzs27dOuF7Rixjx9Lv4GmuwLIszpw5g6ysLNSvXx8ajQYjRozA8uXLoVKpyHt8/LjnRjLH8OF0P9eWN9wNiYmJ9jUM5eUkc1adPFK9vkY6ut999501L9lTxo61Gskmk2fNk0Dt35VKJX799Vf3H548mZwWIikqKsK3Wi3OCT1zYtm40X2XPoCeDZ0O3/Xt6zbXOi8vD/9lGDzw4Lpd6N4dhQyDeSIVaU6ePAmDwVC9VLYTJyjdTKMRHR24fPky4uPjsWbNmj9cQb8X8XiNZA+4d+8efH198cMPP/xux1Bd5syZI17KrLycQtBqNf1bssTj/LWIiAjMmzcPRUVFvJNNQUEBpk6dWiUH1r59e6xfv57SKDi1geqyb5+1GEuI6GhrmN0NOTk54vKr9+wBGjSgfcfGUrMCjkWLqEoaoJClTEYtVt2wbNkyGI1GfPnll54PtAqFy9STfv36YeLEicLfv3WLFkijRnm2Xxc4KhhER0djB9+kk5sLjztrlZbC0rgxHjIMfhNj1C9ZQlEHWwIDAYEK+OLiYvj7+2Odrfb3tm1kMDjc4ydPnkRQNYx8APT8paXRdm28Y3fv3sXbb7+NgQMHwmAwwNfXFy1atMCaNWvsci3r1auHyMhIXM7OFpU+IsjChXQvC+Tr1yYzZ86ESqVCjx49cP78ebDNmtHCszotvSdNIoOmmlgsFphMJucWzu64dYsWFjNn0nnr2JH+O3myR5uJiooS1mq25cAB0YugW7duoVV0NFiGQXltdHTT6dwvRFatAhQKPNmvn6ioShnD4PRzz4na/fbt2xGj1cLCMFVSlGIIDAzEsWPHRH8e5eXkNZdIgO7dRUUoNm7cCIZhoFKprFEdL39avEayh/To0QNvvvnm73oM1aG4uBgajUacNunTT1u9IRIJGcqBgeQNbdeOUi8WLSJv6PXrvAb0J598gpCQEMhkMuj1ejRu3BhTp07FjBkzkJycDLVajSeeeALbtm2zz5nk9JFPnKjZD+7QgTyRfMb9s8+SASmyQInz7oj2LN24Qc0qZDIyjKdNowJBiQT48EMK1YmUGmNZFv369YOPjw/i4uIwb9488dJiMhnlaQuQnJyM1atXC+2YJK48rN72lEGDBmGokJazr694A+3iRco9DgxEU19ffPnll+6/k5rqXFDZpAl14ONh4sSJaOiofpGayqtrXVxcDIVC4blW+q1bdN+aTLB8+y2+/vprLFu2DCkpKVAqlYiJicGwYcNw0sV1NZvNGDlyJAaHh8NSEyMZoEWAVCq+1XINuH79OtUcqFR4yDC4//XX1dtQcTE9azXQh+/du7fn6WJpadYmFzodLcLefpsWmlFRLlti2zJgwADhZ8KW8nKIab5x6dIlBAYG4vPgYFgiIkQdg1umTqXnzRV+fsCYMUhOThZVIGxhGMx00fyIg1PS2b17N81LIpwNHJ07d8akSZPEfXjvXrqORiPJgorggw8+qJJ3+zM607w44zWSPeTAgQNo3rz573oM1aVx48ZYzBO6dYIzIrkilNBQysUaOpQKK+LiSOmBC2szDHk0fHzIQ5uWRqvvZ5/Fb6tWYUHnzghQq6FQKKoGkO7du2Pz5s3OeVr799fM+8VRUkLHN3Wq/evnz9Mxiym4s8FoNOKUh6FTlJWRkWcy0T7lcjqnjRt77JkvLy/H6tWrkZKSArVajU1ijt9F9XtOTg60Wq1w2LVbN5ogHnHXuBMnTsBgMPAvQAYMEFftvmED3TNt2wJmM+Lj47FFjCdZrXZOJxg4kKIBDrz//vvQ6XS4ceOG9UWz2aW8X2hoKPZ60o79xAlYVCrci4zEhBEj4O/vDx8fH6SkpGDx4sUe1RSUl5djWEwMzAzDqyjgETk5ZOilpnrcVcxjtm2DhWEw2qHphMe0bEkLnmqSnZ2NBE8WiAcP2heb9u9PRZAA6SQ3aiQ6vYvrlCpqUW4wUJtuAT799FMYDAZMnTCBxh+xBZDuKC2l31OZzvXLL7/gvffewzvvvEPXbcsWQCbDne++g7+/P/a5kyzMz4eFYWA0GFwqPxQXFyMsLAzPPvssvTBsmEeyf04d/vgoKSEni0RC2xd5z3///fdgGMblAtbLnw+vkewhZrMZISEhf8oCvnXr1qEON3C7gvOwGQxU/d+6NQ0YyclkZDpy5w7pga5aBUycCHOnTsgPDsbPMhlKGAYVDAMLw8AikcCi0aDUYECewYCTGg02y2TY07w5ynfvprDZoEGu27p6wsaNZJRyHd1Ylrx0YiuobUhPTxdeYBQWUpHTmjUUWu3Rgybo8HDKj5TJrJ55hgEqu7JVl4EDB4orCmMY8mDbUFJSgjfffBN6vR4LhZpRLFtG581Vukot4ivk+eXUSly1QB82jD5jI3XXpUsX6yQqBKdn67jtJUucZOD27t0LrVaLrbbpMwBJgjk2jrChU6dOmDVrluvjAOXAfjpoEFiGwXtSKcJCQtCrVy8cPHiwenmxHKdOwcwwnjVQEOLGDVoER0S41iquCZcuATIZXtPr8f7779dsW9y9U00Zvv/85z/Q6/Xizj/LUv60bXTo0iU4pQstWULPVdOmbs+hr6+vsCSeLcnJgGNRcSX/+te/oNFoEMh1ktTpaq9REUAL6dhYvPnmmzAYDIiOjobRaER0dDQK1Wp8Xb8+/Pz80LJlS/fnsbI7pJ+fHz7//HPej7Asix49etjrHZ89S9fZg7QcR5UdOzZvJudKUJBH498PP/yAqKgoLKjh2O7lj4fXSK4Gs2fP5hVF/6NjNpthMBjwtbswpo8PsHw5Gb4SCaU+XL0KVHYVu2Y0It3Pz04ZoaSkBAsWLECDBg2gVqvRpEkTrF271poaUF5OknFbtlAu28CBQHo6yiMiUCSR4KFEQvllDEMTia8v5fWmp9NnZ8+m754751nDgyZNrBJvo0ZR4YVYSSyWpd+9fTs+TE3F8bAwqmAX8qQbDJRP3bQpTZhTp5Ihdfy4dVJctYp+X4sW1cu3BDB9+nRScHB37AyDh7/9hk8++QRTpkxBUlISlEolIiIihD2tOTl0fC68U7VNeno65gvpOWs0/K1wi4roOqhUTqHQBQsWID093fVOJ03i7x52/LhdJOP111+HVqvlP1+JiYCtyoUDEydORB+e8DFXdPfcc88hPDwcWysb8uxv1Qo3RYbkRXH6NCoYpuYGJ0dREd3fPj5kNNcmJSWAwYDStDQoFAoU10YEIySEUsOqgcViga+vL46IUfjIyiJPu+O4EhDgXDx6/TotnlUql933mjVrJryItWXMGMBBatNiseDFF1+EXq/H66+/DrVaDdZk8jg32h3ndu2ChWGQplRWFRdfu3YN2558EizDIKNxY35ZPz6WLwdMJrRp0wbPCeQlz507F4GBgc73hlbr0XjFq6Ry5w45h6RSGrc9WEz89ttvSEpKwosvvij6O17+PHiN5Gpw48YNBAQEuG6j+gelVatWrg380lK69FwxRI8eZLCyLHr27ImmDINbRiMsDIPTKhX+OW2anWH88ssv48cff/TomIqKitC2bVv4mUxkKC9fTt7MsWNJ8zQxkSY8rbYqBcQileK+TIZ8qRS3/P3Bdu1KmsOrVpFxz3lwuGYh48bZt1MuKiKDaO1aGhR79iTjNjKSjF1OyqkyJ/u+Xo+bSiWF9IcPJ2/wjh1kRHvqnbl6lXLpDAaPq98BYNOmTS5DwYWFhdjx+uuwMAw0Gg2CgoLQqVMnrF692nVVe2EhGaUi8gJrk1WrVjnn+nK0a+ckr4ZTp+heiIx08pQDwMWLF6HT6VyHVGNj+RVQKmXgLHfvIisrCwaDwbmxBEDPiZvuY+vXr0diYiIA4MyZM4iIiEB6ejr8/PxgMpnQrmVLFNapA4ubAstqc+YMKhgGw4cPr71tms3USEiprHndAAfLUu57SAjKSkrg4+NTlabyzTff4O7du9Xb7tKl5Omvpvd00KBB7rtEFhdTahpflGniRH6FFpalDn1cMRjPon/ZsmXi1FF27rRr5VxYWIinnnoKJpMJZyo9oTOiosBKJOKdAyK4efMmfHx88J1GgzzHdIfYWJeLR17GjgViY7FlyxZE8ORNZ2dnw2Aw4DJf+lj79s5jhAvWrFmD+Ph46wsrVtB4HxPjtlGPI/fv30dGRgbGjRvn0fe8/HnwGsnVpHfv3jVru/w7sXv3bgQEBAiHv7Zvtxt0UVZGYboRIzBp0iS0adMGAFC8fz/+I5GAZRjkJiTgpwsXanRcOTk5GKxSwcJTrW2xWHD+/HkcOXIE+/fvx8iBA9FWqcQ/69fHjb59sV+hwN26dSk3zWi0N3CVSnvtUqXS6v2VySgdIjycPM49epC3Zc0a0pi1MShPnjxZsw6CjpjNtD++dqdu2Lx5M5RKpV2KQl5eHl599VW0atUKSqUSrcLDYWEYnOdLj+GDZSn/NyqqdkOybrh48SL69u0LhmH4vYfbt9urR6xYQQulzEzB42RZFhqNBj/99BP/TrniUAEvoUWhwOr27eHv74+LFy/yb2PJEnouXHDmzBn4+vqiWbNmUCqVSEtLw9KlS3Ho0CGweXm0UPL1rX2vLMfZs7BIJPDz86v9bqGDBtE5dExBqQ5DhpBntVKKb+PGjdDpdMjIyIBGoxEX/eLDbCYDVmxXSQc2bNiABjz56XZ060adEPnIz6dxRkhf/ORJGq+MRqcC25KSEqhUKvfaupVODcvPP2PLli0wGo1o0qQJbtk0+7gbEIAvBDpYVsdjf/PmTaSlpaFnz55WiUguUnbiBP0tpkDclo4dgZYtYTabodfr7e7XHTt2QKfTCUuKbt9O11nkuMV1+Lt96hRQvz7NA9VIkzCbzejXrx+GDBlSs7QoL39ovEZyNTl69CgaNGjwp5R38ff3F5Y3GjrUOSd4zx5AIsGd/fuhVqtRUKkKYbFYqGAlKoomzL59q52vuG3bNuxTKFAcHIzPP/8cM2bMQIMGDXD27FksXboUer0eERERiIyMRO/evauMv7KyMgQEBGDt2rXWjbEseXkbNaLjcswJVijovawsXk8kH0VFRVAqlbXTLtoWrugsJUW0p4dlWURGRqJNmzaYNWsWYmNjodFokJCQgJkzZ9L1OX+efrtYOEOlNlspC3D06NGqLooajQYDBw7E/v37+Z8llqXzs2cPLSqkUoDrdOeCqKgo4aK5vXt5ZdsACp3+olBgrcHgWkWkbl23DRV+++03yOVyPP/88/Ytqo8fp3OdmFjtlBtRnDsHi1SKnj17QqvVVl9vW4i5c8kgysqq/jbWrKFtOBhAO3fuxLRp05Cbm4vU1NTq51X36eNRYZctV69ehYGTbeTj3Dk6dlcpGdHRtKAQorycvMkSCXmXbe7JunXrYrMIbXpWrcaS6Gj4+/s7pwVdvQoLw6CpVguz2QyWZfHll19izpw5iI2NBcMwyMrKwptvvonLly+7nc/ef/99MAyDZs2aWQsrAwOpsBugbqQtW7o9ZicaNAAGD67cRBJeeuklANZ6AJeSeNwY4UE0Zr2vL3nXk5LEdw+04cGDB3jyySfRpUuXmhWYevnD4zWSq4nFYkFSUhI+/vjj3/tQPKZHjx4YI6RDXK8eGcqOZGQAgYGoX68eXn31Vef3d+2ilAiZjIqpPJz8Dxw4gB8ZBtmV6hcMw6BDhw7Q6/UICQnBdoGmGBs2bKj6fNFHH1GhoUpFx9GyJRlEixbRayYTTUpbt1KnKpOJbnOjkTwZmza5zHf29/fHidoKMdty44Y1nUSkNuvatWuh1+vxxBNPYMOGDc5SY550W1u/3v1kX0vcunULPj4+SE5OxgcffCBugvHzo+PTakWnp7Rr1w5zhHRc+/bllba7c+cOGjVqhCsqFcxduwpvvKiIjsdFW3YOvV6PS7bNZdasIUO/0iB4pNgslDZu3AitVotBgwaJb1Mthk2baB+edErjOHmSvrtsmcuP6XS66isG3LxZrRbnFosF586dg0KhwCeffML/Ia5mwhULF1K0yh07dtAYFRFRFVkYP348unXrJviVkpISPPfcc7gmkeDziAh+ucFOnYC4OERERCApKQkmkwm+vr5o1aoV1q9fj169eiEqKgrx8fHw8fFBZGQknn/+ebRq1QotWrSo6nL64MEDXLx4EXPmzIHccVzh0lo45SABRR2XBAVVRdTmzZuHZs2aYffu3dBqtdgmpv1zYiItNtxx8SIQHo5yhsEBF+fWHWPHjkXPnj3FdYH18qfGayTXgI0bN6JXr16/92F4zMmTJ6HX6/kHVZWKv0tbaSmgVuNM06Zo4kpaafNmKmqTy4Hx40UV2Z04cQI6lQoWhsF7c+fipZdeQp06ddCtWzc0aNAA0dHRgt0C2evXcaNlS/zKMGAZBt/K5bg5a5a9bE/btkDz5vyG4J07ZEQ3bWotxAsPp0nfwWBt27atcIFZTWFZaj0skQDuuuAB+Pe//w1fBxUGO/bsEdc69eJFMlQeQ1V2UlISZDIZYmNjXUsR5ufT8TRuTOkxXAQgNlaUYQpQcW2HDh343wwMJJlDG7799luEhoaiffv2YAcNcq0Pzcn6iaBhw4bWtKyRI+n6Ll8u6rs15uJF2l8lly5dQnBwMBo1aiSoIFAtjh6l6Ex6uniJuDt3ROe/161bFy+88ELV37dv38bf//53jB07Fh9++KH7fcXHk7FYicVioe5z336LnJwc7NmzB6+99hoWLFiAESNGIDU1FVqtFiaTCUajESv4ZNs2bKDnxrZbIx8icterKCqiiJJMBixbhqtXr0Kj0TiN0xaLBXv27EFAQADq16+PX7p1s+oz21JSQse4axdmzJgBHx8fHHah98uyLFatWoU2bdpg5syZiIqKglKphL+/P2QyGXx9fVGvXj0Mc1wQsSyNNZGRpLZRHdRq0pQGLVYZhoFcLudvNMTHokXOjYEcj7GyLsXSsiUC5HL88ssvHh8my7J4/fXXUb9+/dpdbHr5w+I1kmtAaWkp/P39a7ci/TERGhrqHH69dYsuu5B37+23YZFIkKZUum9K8sorNGgplWSQuJg8582bh783aEATLchDEhwcDKPRCJPJBK1Wa6/1WlhI2wwJoeONiEDxtGk4c+wYZs+eDb1ejy+++ML6eX9/kghLTXXv+Tl3joz7OnVogpHLgYYNgVmz8MLYsejSpYvr79eUrVtpn4mJLlNXfvzxR9ch9C1byPPqitJSukbt21f/eD1ArVZXFRPZwXn3O3cmrz7X0rdLF2pm4e9PryUlkcHRrp3btJBDhw7xd7wrKaFtcbKAoEWj0WjEaC5kvHSpayM4IoKKN0UwZMgQ/GXYMDJ+FAoqKn1ccDJ3Nty+fRv9+vWDSqXC/PnzsWbNGhw7dqzmaUTXrpHHNDravbY2y5JBFRsrKo/00KFDMBgMOHfuHA4fPoyGDRuifv366N+/P9RqtVPueXl5Ob766iu8+eabyMrKwtpWrVDBMEiqVw/+/v6Qy+VQKpUwmUwIDQ1FbGwsGjVqhDZt2mDYsGFYsWJFVYHYpEmT0NUxqmA207PlqlulLcnJzk1rXLF8ORnKjRsjLiAAn376adVb3333HTIyMmA0GrFq1Sp6cfNmWnA4Mnly1X2ck5MDf39/8ccAMgjPnj2LEydOuI74XLtGufUMQ9G7qVOBdetIKUesIVnpgTabzWjdujUYhrGXenNHURHtny/3PieHxhCNBti+HXv37oVfNTsyzps3DwzD8Bfzevl/iddIriEzZswQpYX6R2PEiBHOXvAVK1yvxgGgdWvckcuxeNEi9zthWSpw0mppgMrK4p0UT58+jb1SKe6Fh1cVQHz33XdQKBQYPnw4Tp8+TYbUihXkMZFIKAQ/dixvPtnw4cOtE5vZTLfy5cuUsyaVik8FYVlKI+nZE/D3h4Vh8JtEQjJwa9c+unzSvDzyZqvVLo2qBQsWQPB54BYprmjcmMKcj7pBRCUjRoxAdHQ0Nm/ejPdmzSJJvshIup4qFRVPLlxonydeWEjXLziYrndODhliUinlQQpEKsrLyyGXy/Hbb7/Zv7Fmjd3i4d1334VOp7OTM8SJE8INbW7fdjKyXbFuzhz8IpPR/fq4F9OXLzsZyRzr168HwzDQ6/VgGKZ2IiSFhdSl0WRyXbjVpQsVPXpQv9CrVy/4+/sjNDQUvXv3htlsxo0bN6qM5CNHjmD27Nlo3LgxFAoF/P39kZCQgHbt2mHkyJF4oFTi68xMnDx5sqqmQgzXrl2DWq22NxJHj6YFgdhirQ0byFngSXHXjRtAZCTKJRK83b07Hjx4gIULF0Kr1aJHjx72XkzuGbFdnLAsnePKFIaKigro9fraaXRhNpNh3r497cO23iM+nhaRtvrwUik9cyEhtGDglIhWr6bI3vXrAMOgqKAA9erVQ0pKCs6fPw+NRiNOK5ojLIwcHBzl5dTURSKhfVaO18OHD0emQFdNV1y/fh0BAQHuiym9/L/CayTXkP/85z8ICAj40+UmcYO/3WDbubN7KZ3iYphlMmx215LUFpalIh+1mgbPFSucJozfDAZsVKng6+uL1NRUhIeHw9/XF79t3GjVr9RoSDjfRcj99u3bqFOnjrX16P799rm5Pj6k01wN/n3sGLK0WtI41misxtuAAWSAi5gERcsGsiwV00kkgvqmV69ehU6n4y9qWrKEDDMhJk4kz6anVejV5fZtYP58/EevR3llaowlOpp0Xl2J9i9eTNds3DhaOHBs2kSvq9WCOa1BQUHOaQWtWwOVzQ3mz58PvV7vHNKtlIEDn1zepEmUriGGI0dQIZfjqkIhHJ15lFy9KmgkA6hSENBoNFgpohhSFOXltNhRqfjzxxcsoGfZE+NHgNzcXDAMA6VSieDgYLRp0wYrVqzAbb4UiEmTXD8PLggODrbWnuTlea7qwbI0BonJrXXgcocOYBkGx1Uq1IuKEjZyVaqqdAUAZJjL5XaLyCFDhmDgwIEeHwMA8tBOnkwyadyiNi2NimjHjKG/Y2PtG6oAVn38zZuBWbPIaG3WjBa6Pj5VykMWhkEZw6BIqQQbHw9kZOBIdDTeadSIxnB3aS0ALaK5MWLfPpprfHyc2pOfPHlSuMunC/r164d//OMfHn3Hy58fr5FcC3Atlv9sREVF4W3bgTUkxClXkw/z+vWoYBh856m2q9lMoTiFgrxNnDRTeTkNvOfP4+jRo/jXpEn4OTkZFk6+rXVrGijdsGTJEvj4+GDYsGFW43/MGPvq9vHjxRs5DpSWlkIul1u9Slev0u+JiyOviUxG/z91apXsk8ViwdmzZ/G3v/0NUVFR0Ol0noW2d+yg81W/PsDjATt69ChMJpNzh7nZs+l6Cm1TIgF27xZ/HJ5SXk4TY8eONFExDIVku3UDtm+HQaPB999/7347jRvT4u3yZdqG7aKOZWniVSiocYND6klSUhLWrVtnvz2dDg+WLkVmZiYCAwPti+psUSqdtgeAPO9iwuyVTWOKe/aEjzuP/qPi2jWXRjKHQqGo/eZIffuSMWlb38DJhdVWa2QAEyZMEI6m2FJcTPuuRpi8a9eu1kV3aio9i57Spg3VPXiI2WxGO5UKpUolPUdChcOxsZTzzhEZSTUONrz33nu8GsQCO6aULVtvcUgI1WrYGupcZ8MdO8gz7KIDpRDXnn4a9xgG2zIzwc6bR86BVq1QEhSEIqmUnm/OU61SUepEXBzVmowYQdGnXbvo2jIMvS6R0HYExlqdTocffvhB9DHu2bMHkZGRf8reCF5qhtdIrgUOHDiApk2b/unk4CZPnox27drRH5x2rEj1gCtaLX6p7uRfVkbGq0xGBuukSfT/Q4ZQgw2JhHJy168XHaI0m83Q6XR488037d9ISCDvBUdBAW3/9OlqHXpwcDAOOngmANBxHjwIDBgAS3AwLAyDcpkMZ+VyPK9Wo3OzZti4cSNMJpPnmq+3b5MHR6UiD4kD06dPRyebwiQA5PWJinLe1o0btPCYOtWzYxBDTg5NWuHhVm9T06bkDXYw8KOjo/HWW2+536ZCYTW09Hr+oreSEmvRY0ICFayBmkGMtDUcbt6EhWHQODYWiYmJrjVig4JooWHLjRs0LLrzag0fTseyciUqKiqgUChcy8k9Kq5fF2UkT58+HXq9Hl9++WXt6r3OnEn7X7KEIhYKBT33tUh2drZwIxpHWrYkL7eH7NmzB4GBgbB88EH11RsOHqTx1ZNuoZU0bNgQr7z0EnlpJRLymDpep379aMwEKDIjkTilonHay4L1JNevU4fAOnWsz29qKkX++J4Vs5lqCDiVCLOZxnEXnQQdyc7OxkaZDMU8Xv5ff/0VKpWKnh2WpXSl3bupSG/ECDKGbbufcoa0TOZ2fNdqtfwRBx52796NoKAgO116L/87eI3kWoBlWcTGxtoXi/0JKCgogFqtpkGIk2MSOUnue+MNPGQYVFQzdQEAGTeDBlkHt6goylv2sGq4bdu2MJlMSE9Pd57k1WryaNqSlAQIKR+4ISMjgzcH/f79+9i3bx+GDRsGvV6PSH9/rImPR0FiIix6Pf0+f38c1elwZOJEzxt2sCzlQkokZGjYfP/w4cPQO8pMjRrlXPFeXk4TSm09Q7duURpNcjIZQBIJGfPjxrlVoZg6daqw+gTHkSP292SnTq6NnJs36bdJJEBGBl5futSua9kPgwejQCJBv3793BuDTZuSLrMt3AJAiLIy0t9WKu1aZderV0+4Dfij5MYNUUYyQB5ZhmGqOgTWGtnZ1ue7lredl5cHX19fLBerFsJ5PT3UAmdZFj56PcwmU826UWq1buXu+Jg5cybatm1Lf+zaRWNaWJh9kdratdbmNunpFIHhISMjA1O4VtlmM6WNdOhAC1DOWzx0qFNzE1569iTvtq3h37q16PGFW5z9t2lTUh/ioXXr1uKjHI0a0fGIuL4qlQp3796FxWJxmaf93nvvITg4WHxTJi//7/AaybXE0qVLrYPPn4iEhAS88sorwPTpwuF5Af6m1cIikVS/IKmsjHSZuUlUQAvZHXq9Hlu3bnWWtOM6Xjka3du3k7ehGl6dmTNnIqOyUv3XX3/FO++8g8zMTKjVaoSFhaFfv378g25uLjB7NvIMBpglEjL+YmIo/UOkrBkA0n3m8v8qvZMff/wxAh1TSAYOpMWALU88QWku1c2PLSsDNm6kSZVLofDzI2Nyxw6PCgAPHDiAEHf324AB9ob+zp2CTUDsOH4ciIyERSrFZqkUlgcPsG7dOlyVSHDNlbSbLYMHO8vA+fpSegcfubm0APH3d8rzHjBgAMaOHStuvw7k5+dX37t782blMC6OrVu3Qq1WYx9PtMJjjh+3GlG2hV2JiZRuUUOPtcViQVpamksdYV5CQmix4yEbg4NhlslqVqzbty81ofGQvLw8KJVKaxFqURHlA0ul1nbYXEHprVsuNc//tWQJthqNNH5wHUlTUylC40n3vd276fuO6R+cx9zFGMOyLDIzMxEQEIALFy7QODVgAO9n165d677rIUCRMblc9FwUGhqKgwcP4p///CcYhuHtSPnWW28hODgY5zwZn738v8NrJNcSFy5cQGRkJB4+fPh7H4pHzJ8/HykpKTRQdu7s0Xd79+6NPKORX6PTHYWFNGEFBJDxkZJCnhYPDbgNGzYgMDAQDx48cH5z9WphIX+tlsLAHvLPf/4TOp0Obdq0gUqlQlRUFEaPHi267W92djbi4+Npchk+3D41ISWFQonuPCF37tA5VyiAnTurvB129Ohh79GZO5cWBp6Gik+coDzEsDA6TrWatrt0KX9hm0hKS0uhVquRk5Mj/CFHPWNPO2tt2IB7DIMHUinmq9VgZTLxedjLltnLwHGNEvh+8+HDZGw0bsx7//7jH/9AixYtRO2WZVkcOHAAmZmZCA0NhUQiqb7yRG6uR0YyQM+TRqOBVqtFeHg4evbsiStXrog5cFootW1L9wiX+rJwIRAaiipZv06d6FwpFLTYEtk8x3l3LEwmk3BTJCG4xheeGOlFRaiQSvGyh04EJzjdag/UNTjCwsKw37EuY/Vqeh6Sk2mbCgWdf9uxwGymgsGMDECvh4VhkM8weDhwIKVHVQO2qAisUokzycno1auXc42FTkfjGA9lZWVo1KgR4uLirK2zQ0KcU5sqyc3N5dWKtmPfPjqvHjhZevXqhWbNmkGr1SIiIsJe3Qb0HERERIi79738v8ZrJNciHTp0ENcd6A9EcXEx1Go1WE51wgPOnDmDWI0GFpnMzuAsLCzEq6++iq5du6JZs2Zo1KgRnnvuOfz666/0gbw8ymWLjiYvr1xORRe+vqRe4QEjRoxAUlISnnvuORQ6GjBduwoXywwd6jp0bsPNmzexcuVKNG3aFAzDoG7dupg+fbronDZbCgoKoFAo7Ad9rsitUyd7neDOnal4RmiCmDgRFokE7+t06O1YVd6hA3mOAfLuSCSkCOGOvDxS/0hMpOsilVKO4oQJZCjWIosWLYKfnx//eeRkrRzzJxs2BETKN/38889QyuVYq1TCIpXS9sR6SXNy7Nt69+tH3jdHVq6kcyugm3zw4EHExsa69JqXlpZi9erVaNasGYxGI/z8/DB27FgcPHgQM2bMsNYNeEo1jGSAnt+pU6di0qRJaN68ORiG4W8LXF5OUoMpKXSvyOW0gFq3znrPcvq1nOb40qVkoG7ZQuFxiYTqEIYN8zgi9fnnn0Mmk3lWCGs2kzHJNXgRQ5cuYIODq0L0NcLPD5g2zeOv9ezZkz8akZtLESmlkrYtlQJ/+xt5VmNj6W+lksbBZcuAoiIkJydj6dKlHu2/pKQE7777LoYOHYqzMhnyJRK0bNECSqXSuSPh4MG89RB5eXkIDw9HRkYG7t27Z31Do6H7QYC6des6F+By3L5Nv4/TOBfJ8ePHwTAMFixYgGXLlqFRo0ZV723cuBERERG4Udn50Mv/Nl4juRb56KOPUL9+fRR5oP/5RyCtYUNYuFCdh4SGhuLKyJHk0bh1C9evX0dQUBDi4uIwdepUrFixAmvWrEFiYiIiIyOR//HH5Mlp1IgmrNJSVKVEHDnCH8JzQW5uLoKDg8EwDL755hv7N0NCKI2ED65xCo9nlWVZnDlzBnPnzkVsbCw0Gg2SkpKQlZXlbIhXA19f36pmBbxwHec4KS2JhLRHR4xw8v7sHjcO9xkGbEQEGbgcLVqQkX37Nm1DKMRcVkYGQ/v2ZKxU5k4jM5PyH2uzkIuHzp07o2nTps6eIk76zZEFC2gh4YazZ88iMDAQSqUSixYtovQTjYbOZcOG7tsUl5fTueC8fnq9s3dsyBAyQrimDiB95nXr1iE9PR0mkwl+fn5o3bo1VA7dD2/evIkpU6agfv36UKvVSEhIwIIFC/Dvf//brgD43XffRSyfcS6GvLxqGcmO9O7dGzExMfRHURHVDXB65RoNLciE7pXZs8mzqFDQ4kulsve2l5ZSo5+ICDrW8HCKeoioS1iyZIldzrlo+vSxV7xxxdmz9DuPHkWdOnVq7gQZN87e0yuSffv2ISAgQLg4fNo02KW1BAWRscozli5dutR119RKbt68iZdffrkqahYZGYk3mjShFLtK9Z5u3bphoqPaC1fgajMenTp1CiaTCePHj3de1EgkVcW2fMyfP58/EsM1palOJBOo0mAuKSmBXC7HkiVL0LRpU9SvXx/ffvtttbbp5f8fXiO5FrFYLHjmmWfQsmXLP1XaxYfDhuGByAIfRwYOHIhBgwYB9evjft268Pf3t1cUsGFmWhoeMgzYjAzrhHrkiL2OcdeuZKSJNM6ys7Oh1Wrx7rvv2r8hRq2jXr2q4qzy8nIcOnQIY8eOha+vLwwGA1q2bIns7GzXob5qULduXd52q/fu3cORI0fw5ZdfIi8vD5999hmuXLmCL199FQV9+qAiMhIWiQTlDINLDINskwn1VCpktmwJS4MGdB45/dbGjckYCA8ngX9bjh4lAy801JpC0awZeZpqYRHgCWazGVFRUZgwYYL9G5z0myOch9mF1/Htt9+GVqvFzJkzMWHCBPTu3ZvOw/jxNIGnpNDv7tzZ9e9VKik948QJ+jyXj1pWRiFupRI4cgT5+fmYPXs2GjZsCI1Gg9jYWMydOxdnz56FxWLBgwcPIJfLsX//fvTp0wdhYWFQqVTIyMjAhg0bXEYkvv322+pLyHELwRpy/ehRrGUYlPj60mLaaKT8WjGL2YgIMqIVCnomTSa69/jIzSUZMx8fOt9JSZQDLzAWZGVlVc9IvnmTtu9uoQSQl7ZVKwDAqFGj6F6qCdw1EdmMhoNlWfj4+AhLFgKUQsYwbr2qnL66Y657RUUFPv/8c8yePRsxMTHQarVITEzEzJkzkZeXR8cul9MiqZK9e/eS8oej8R4WViVJt3XrVuh0OqxcudL5c1ykwUU04OzZszDxdcAcMIAWaTUcs3bt2gWNRoOUlBQcOnQIFRUVNdqel/9feI3kWsZisSA5ORnHq5lr93tQMXgw/iOROHtiRXDx4kUwDIOskSNRwTDYw1VhO7JzJyxSKd5Tq+01pRcvthf5Ly0lo43TJXXDxIkT0b17d+c3RKh1/Lp8OSpkMmR27w6NRoPg4GBkZmbiwIEDUCgU1UqnEEO7du0wr7ITFgD89NNPWLNmDQwGA0JDQxEUFASdTofAwEAwDFP1T6PRIDYqCn8NCMAX/v4o0+nIaDEYqFVzhw702PbvT4ZxWBh58S5epIIzzpCWSikUO2mSOEPhEbNjxw5IJBJrjiJARhXPQgIAecl4JOzMZjOmTZsGg8FQlR6wY8cO1OW6+tkW4Bw5QoazTEapJHyTdHAwnbeuXcn7DJCB5eeHhyYTpvTpg+joaKhUKrRq1Qovv/yyoPazj48PFAoFRo4ciQ8++EC03mpFRQWUYtrA88EVc1WH8+cpJamyJXiJTod3lEo8y/esudv/66/TggKgayqVum9ic+IEaWwrFPQvI8PJKM/Pz0dUVBQaNGiAxMREJCYm2jdHckX9+u5rMLKz6VgrC2QvXrwIjUZTcwdIZCSdWw9JSUkRTpPg8vWzsuhed6OiERERgS1btuDBgwfYv38/nnrqKej1evj7+6NVq1bYuHGjs8e3Xj2nYlaWZaHX63G10rNcxdy5gI8P5s+fD51Oh/fff5//QI4fF+5uabMPX19f+1bQGzbQ76zhPDtr1iwwDGNtFuPFiwNeI/kRsGzZMgQHBzsXWvxRqVcPB/38kGXjIXBHaWkpXnrpJTRs2BBGoxGBgYHIHTWKjDDHwrO1a2lAe/ZZTJ8+3V76a9AgqwHCsWULTU4iiuHmzZuHBg0a2BtYAIUfQ0PtXrJYLPj666/xwgsvoGHDhlApFChnGLyTnu7koYmPj8eGWmx6YH9o09C9e3fs3bsXnTp1glqtRnx8PG8o99q1a8jNzUVOTg6/F6mwkCbEZs2sXQBt/3GvBQRQvveePY88hcITWJbFgAEDoLZtQuAo/ebIsGHk4bPh7t27aN26NcLDw+1yCe/cuYO/SKWwOKQ7VJGdTQsJjYYKoWxp2hTo3p0WbWvW4JcdO/BQIsFFmQwmtRr9+/fHjh07rLn2LiguLq62SkViYiIp0HgKp+4ilsOH6ffq9fS8RkcDM2ZU6ULfunULPj4+GDp0KD766CP32s8TJtCCZt8+q5EMkIGalibumFiWcumTk+mYfHwodajSyC4uLsbcuXMxa9YspKWlYdy4ceK2yyncCBUKl5fTPeHQ7TIwMBBHjx4Vtw8h5s933zKeh0WLFlGRNR+7dlmVX7jxVqCQ7f79+2jevDmCgoKg1WoRGhqKvn374pSrqNusWbR9nmveuHFjZxm+khKwDIMeOh1Ou9IsfuUVWuS74S9/+Yu1lfTVq3TtbBwNnsKyLBYsWACpVIrz58//6XoceHl8eI3kR4DFYsHHH3+MkJCQ2hXnf1QolTj69NOIjIwUNVhYLBa0bdsWkZGRWL58OZ5++mm0adOG3qxTh8LZHPPn04BdOYheunTJvlo5JYW/ECslhb9QyoGSkhI0bdoUarUa2dnZ1vOdkgJ064aHDx/iyJEjmDx5MoKCgmAwGJCWloaVK1eSN69PH979PPXUUxhaDW+PGPbs2QOGYWAymdC2bVsUVKPa3cXG7WW3hg6lkOYfiJKSEqxYsQJpaWlVhWpPPfWU9d5zlH5zhGuWUGngnD9/HiEhIWjZsiVvaswxmQxlrmSkWJYWVXI5eY859YwhQ8gbL5UC//gHLBIJtjAMjhw58ljTqf7yl79ggIBElkvu3HFtJLMsKR+0bk25wlIpLViXLhXMCc7Ly0OTJk3g7+/vLDvoSGAgGZmcbCEHp/IgIFMmSEkJGUbh4ajKX543r+pYV6xYAa1Wi61iW0br9eTx5GPkSDLeHMbvDh06YFo1Cu/sKCmh3++hukRRURGUSiV/8WDnzvbayDNn0vWs9L6XlZVhz5496NevHzQaDUJCQtC+fXtx8mYXL9K2BJwGCxcutOt6yLIsWrVqhSsKBUrT011ve/Jk8qy74aOPPiIFn/JyKvB2t103vP766/D393dStfDixRGvkfwISU5OxgkPitB+FyqLe9jSUhgMBlGi6ZcuXYLBYKgySAoLC6FWq/Hjjz9Srp1USsVgY8fS/ztULoeFhVlTLoKDqaDHkfx88haIEN+3WCxQKBQwGo1VOYMWvR7Z8fFQq9UICAhAly5dsGfPHrAsi8LCQuzdu5eO/9o18OW4rlmzRlRxS3VgWRYrV66slSLAKkpKaLEhkdBkyTD0/wxDjUX+AEyZMgX16tWDSqVCYmIiFi1axO/FcZR+40OjgfmVV7By5UpotVpMddFBsFgiwaVBg9wfYFER5ahz+bAzZtA96OsLSKXInzsXWq3W/XZqmezs7Orl3hYUOBvJZWVUaNioEf02hYIaOWzc6JHO9erVqxHnaiFz9SrtOz+f8rodPfldujhFejzi5k1SFOHyl5OTYX79dWx47TVotVps2rTJvYNi4kT7VC+O3FznltqVvP322wgXqYrjksREjyU3AaBOnTr8nSr1euexcuBAWBQKzOrTB1qtFmFhYRg6dKjromFHWJaeR04ph4fCwkKoVCoUFhaCZVmkpKQgOTkZ99auda9r3r27qOYjDx48gEajwW8pKTXTegfw5ZdfQqlUYrJDlMCLFz68RvIjZPny5Rg/fvzvfRiuWb68KvTXsmVL3m5yjuTk5Dh5kZKSkrCMG6S5drQCmrbbtm2DVqvFnDlzYOGKo/hYtIgGWTee1rlz58LHxwc//vgjDAYDxg8eDAvDIKkyt3e3w/bnz58PhmHwLGeIRUZS2ocNx44dQ2hNJvHHBctSHqJCQaHtgwdJyk+vpzSCwYMp1B0X99iL8hzRaDR46aWXXIfphaTfbCgvL8fP9evjnFKJsLAwHLbpbudEfj4sDIMXZ8wQf6DXrpERaZu2kpIC9qmnsFYiQdlf/0oLu6wsyqlfvpxSNdatI2Nz61bKvd27l67H0aOUI3/2LOWAX79Oi9M7d6iBQ3m5S0Pi888/R1BQkPjj5+DOZWEheUzr1qXnUqslucF9+6qdejN16lQEBwdj7dq1/MbokCFWGbCdOyllxZaiIhofbJRBqs3x49biQIUCtxIS0NNkckpNYFkW8+bNs94vxcV0PmxzXQGKQgk0nWFZFjqdrubqB9nZtHDw8PyPHj0avXr1sn+RW5DwNANhmzfHPYbBB45dR8UybBjdL25y6GNiYrBt2za0bt0aycnJlILEsjT2uJLbS06mIlA3XLlyBUvkcpJyrEEdxTfffANfX18899xz1d6Gl/8tvEbyI+Tbb79FFI9e5B+KTp2q8gO3bt2KsLAwtykXDx48gMFgsDNO1qxZg7p169LA2Lw53T4uvF+nT59Gw/r1YWEY7H7tNeGK4uhotI8X8AABAABJREFUyrd1wZIlS6rCfXl5eVharx7uSySIiopCfHw8ih0mj23btoFhGGsjguXLnRoM3L17F0ql0jMN1sfN/v1UWKVU2suTtW5NFfmjR5MMXn4+nUe12vMQdy0SHh7urKnqyKJFvPmav/76K3bu3IkhQ4ZAr9fjWaMRZpnMvbdw4ULcVyrRtWtXzw62oIAWaA453pbKf5BKrZ5YlYryV7ncZo2GzrVKRe/L5fRZqZSMMs7D7+of9zmpFBaZDA8ZBhauiE2ppG2rVM7/zzXqUCjst2cyURqLq/xQD2BZFtOnT4dGo0FnPo+oj481Z3THDmcjGaAUF42mWp0vBQ6KFilJSbBIJChiGLAjRgB5eSgtLUWjRo0gl8vtFxzp6fbpYVxjCsdCNBuSk5OxqqbGPcvSfSFUnCrA+fPnodVq7cfLCROEvfJmM24plSiuRqMmHD5M50JEbc3o0aMhkUgQERFhnz7WpQsVDAsRGkoRGze8MnAgKhgG5rVrxRy5IAkJCZg2bRq+++67Gm3Hy/8OXiP5EVJRUQGNRiO+4vr3IDi4apBiWRYGg4Fahbph2rRpeMImBGc2m+Gr0eBBdDQZC/v30wDrKj/w9GmwEgkCAgIQHx/Pn5py+bJgEcr9+/exf/9+1K9fv6pVNABq/NCwIRITE9GhQwcn3ephw4aBYRir19xstpdPq8TPz++PmS5z8yalVEgk5IVx9PIYDGT437lDnzl7liblgQPpb6E8zEdMamoq/vnPf7r+UKNGNLGCFpkrV65E8+bNq7obDh48mNp+m83iNLVTUvBzcjIiReQ9VnH9OnnifXzIuJRIyGBgWXSJiMCXkyfTM5OZSZ6w4GAyAjmDVKUir35SEoWTp00DXnqJGu7s2UOetSVLKKVk9Gi6hu3bU6Fg/fqUa+vvT8egUgEyGVjOOOf+cc05VCry9Pn40HeCg0l2Ta+3flag+1ltsGvXLjAMg4u2OrenTtE54xanb79NxrAjLEv3qoeNIMTwn/Pn8U+5HJawMIBhkK9Q4M2oKPTu1AnNmze3fvDkSTrWO3foePz8SB3GBfPmzUMzNwt3UbRqJSrVwBFfX1/7MToyUvAcnj9/HgFqNR4aDGSsivVcl5XROC4yF55Le3JSueDuBaG6CK3WfZOjoiJYNBp8IJPVqGX6jz/+CIZhHllBtpf/n3iN5EdMSkoKvvjii9/7MPhhWRrAbKqaW7Rogeeff97tV7/44gv4+vpaPXlFRShQKPCbWm2tgJ40iYwHoUXCqlWAjw9YlsWUKVOg0+nQrVs351Dm2LGARgPL/fs4ceIERowYgcjISMjlcoSEhGDSpEn2Ht/oaGDsWBQXFyMlJQU6nQ6dOnXCiy++iJUrV0Kj0SAhIQEvvvii9TudOzuFWNu1a4c5fPnSvxdlZRTGlkhowuPzdnHFWpw3p2FDks/i2LiRvJotWtQor686jBs3Dn1dhFYfPnwIVibDm926ITw8HBqNBnXr1sX8+fNxh69Vd7167idxlQq/vfoq5HI5f+tyR06eJG9s8+bWVu2DBtFkXlKCZs2aYYWrzpS5uZReMG8eHVtqKhm9nGdXpSID1s+PXq9XjxY8rVuTQT1kCD038+ZRCse2bcDhw0hiGLwwbZp7I+fGDdquSkWLRYWCmtI8QoKDg6taWL/yyitgu3e31+beupXfSAasSja1LLe4evVq+Pv7o7CwEFO6d8fuyq6iFQyDe3Xq0H65cxkSQooZXLMTN6kFd+7cgVKprHnTqH376LeL8KTfuXMHc+fORXJyMgwGg1UJp7RUsBlHWVkZYmNj8fTTT5PGsUZDkUMxZGTQPSoiklZSUgJfX197aU9bfH2FvcVSKS3iXZGQAISHY93atVVjwpo1a9wely0XLlyAr68vMjIyarcWxMv/e7xG8iNm4sSJWO0oLfVHgWu9azPxbtiwATExMbBYLDh48CAWLlyI1atX48SJE3ZGBsuyCAoKIj3ayjbTvwUEINLWcGZZ8qi1b8+//5EjyUioZNKkSVCpVNBoNJg5cybKOCOOZQFfX1yMjoaPjw969+6NnTt3Cnvo5XK7XOizZ89i+vTpSE1NRWJiIt5++20EBQXh2LFj1u+cO0eTjU2+7KxZs+zl6n5PVq6kBYfJREaYEEuX2qcrcFJXthPx1as0AZpMj1Unec+ePQgLC7N7rbCwEO+88w769euH7kolKhgGGe3b4+2330b9+vWxyZWXaeZM8p4KwV3T8nL4+fm5L0rduZOeh3796G+jkTzy3H3cogUGDRpkTdPxhIULXR+rGzp27Ojc2cyR5cvpWjdtSp67zp0pF10q9agoz1Nyc3OxdOlSdO/eHQzDoEKlovuVY8sWWmQIERtb1bCjtli1ahX0ej1kMhkaNGiA69evw2Kx4IUOHXCMYfCQYWgx1LkzNZlRq+ncOUqZCRAVFcXbEMhjNBr7c2XDqVOnMHjwYERFRUGpVKJFixZ46aWX0KhRI2s9xapV5PHlYerUqYiNjbWOx+fP09jI197ali1brBEoEXTr1g0dO3YUTtMT6jJYUkJmhqtFwrhxtNCrlPi8desWNm7ciICAAERFReHtt992e3w//fQTGjZsWHNVEi//k3iN5EfMjh070KOyq9sfjmnTyItig9lshkajQcuWLeHr64vWrVsjJSUFQUFB0Ov16N+/P9566y1MnToVarUan2Vn00CfnAyYzfD398enn35q3SDX1rWyuYMdLVrYeTZycnKqjJmYmBikpqbip59+AgDce/99sAyD/773nuvfdOkS7c+NURATE+M8yYWE2IUtt2/fjno2RvzvwvHjJEMml5NR6M6TmJ4OcHJ8HFotFZjZUl5On5NKqeDsMVBWVga5XI5///vfWLFiBVJTU6FUKhETE4MRI0bgl44d7aTfunfvjulCbcUBa/cyIS/k+PHkVQUQFxeHd955R3hbq1bRfcNNpGVlsCsgvHoVkErxSdeu/C1y3TF0qHPnQw9Yt24dGgjldhYVkWEsldorHMTEkJGhVpMe7WPg2fh4sI6Gz6ZNgoYcAKuk38mTj/z4du3aBaVSibSmTUnSLDERdrnbIhk8eDCefPLJmh9Qz55V9zzLsti+fTvat2+PgIAA6PV6DBkyBO+++66d13rVqlXWeyE1ldcJcfz4ceh0Olx37Ox34ADdJ0IpOAUFtHgQaVBevnwZGo3GdY4v11TGUVXj5EnXjUR27qT7Ys8ep7fKysrw6quvQqfToWfPnnba6I4MGTIE48aNExdJ8uLFAa+R/Ii5d+8eTCbTI+veViOaNq3K/7QlLi4OarXaSYXg9OnTGDp0KOrVq4eMjAyceOEFMt46dKgy3nr06IFRjpJjo0aRoeYY3g8Pt+ucxnVWOnDgAMxmM9q3b4+goCCsW7cOPXv2xKdarfuW1fPmifLY9e/f3/k458+nUHglV65c4W+H+jjIzyfvmkRCCwmxIUKdzlkxYPhw4cKeBQtoH336PLImI7a6yGq1GnK5HI0bN8aCBQvsQ58BAXZh2alTp1obCAjh5wfMns3/Xp06VJ0P0rf929/+xv+56dPpHNh69HbvJg+WLUuXwiKVoolW63nzgVat7NNePOTixYuQSqXOb+zeTUZweLhzq2ONhryCnTu7LKKtTYpTUnBeIiE5SI6NG10byQB1jPQkb9xD/vvf/2LRokVQq9XOi+POna1GckSEKA/qyZMnYTAYatzCuPSzz2BhGLRt1Kiq4+a0adNw4sQJwaLh0tJSaDQa6sKoVFJKjsP7YWFhmD9/Pv9O168XrhdJTqZ0NZE0a9bMfYQDoGfRMdc7O9tuvLUjL4+ePzedVy9cuICBAwdCqVQiPDwcXbp0wcqVK3H+/HmwLIu7d+/CaDTil19+EfmLvHixx2skPwb++te/isrzfewYDLyhvvLycveqAbt2kUdiyBC7l0+fPg2dTme/aucKYrp1s9+GRuM0UE+aNAkdO3as+jsrKwvJycno1q0b8r/7jgwCV4Nyy5Y04bph69atiHVsIlJWRr+p0nNhNpuhUCjcdxarTcxm8oByraNFhjwBWD02jrmSt2/TpCiUbpCTQ4uY8PCqsGZNuX79OiZOnOiki3z69Gn+e4tH+m316tXCHcY4+vXjbzzCsnQOK9vWzp49mz91ZsAA+pxjCsuoUTSxO2BJTUU+w+CbK1dcH5cjdeq4D3M78N133yE7OxsdO3aEUqmEj48P7t27R2+azbSwkUjIW+x4TsvLUaVTfPSoXfOVRwbLAgoFsiIj7UPb69cLG0Mcd+6QV9GVXFg1KC0txdChQ6HRaJCUlISdjteZa33dpAmNHU88QeeqXz+358vf3x+ff/65x8eUl5eHKVOmIC4uDiqVCr9KpTjVqhUuX74sevGVmJiI9yZN4k2lmTZtmmsNa4Dyr6VSujc4liyha+CgGS/EtWvXoNFo7BdEQixb5pyXPnVqVaTHDpalRb0HC7sHDx5g27ZtmDZtGho3bgy9Xg8fHx+EhYUhQUDOz4sXMXiN5MfA1atXERwczNsN7HejtJQucXWMonXraCIRCIWHhYVhj2OILCeHvsPlCrMs+Jp4nDx50r4g0BF3LatNJufUAgdYlsXo0aP5w9etW9sVOrnNi61NuLC0TkfeN09ZuJB+Px/x8bxRgyqKiqgYUKHgDW+6g2VZ7N27F927d0doaCjUajW6dOmCTZs2iVtk8Ei/ffDBB4h259U6epQ/53b3bopyVHLkyBEEBATYHjCl+yiV/J3PGjTgLwosLkaZRIKrnhbDGY2CuaccDx8+xIkTJzBjxgxERERAq9UiISEBkydPxs2bN+Hv749///vftHDy9aVFbuUiwIkjR+xD2Vqt6HzbarN1KyCX4/SpU9BqtdamFevWiWo9jAkT6N6vxfzp9957DwEBAc4NNFgWaNuWrv/581ScmZhI7x04QM+RRgO40Bdu06aNaL3dM2fOYNCgQYiIiIBSqUT79u3x+uuv07MxZozHjVXmzZuHYyaTUwrPl19+ya8ywcfQofS8X71qbQLlqijVgTZt2ojPzy8vt3NAACB1GL5FcI8edB/w6D6LxWKxYNSoUZDJZOLOhRcvAniN5MdEhw4daqfQo7Z4+23nLlhiyMoiY9dFJ7xRo0bx52EPGkQepfJyq7SbAyzLIjAw0NnjY4tQy2rOeyaQn7Zlyxb4+PhAKpUiJiYGp/k0Y0+csJMsGjp0KIYPHy58LLXB2bP0e6RS8iJX10ho1oxSX/jYsoWMRnfbHjeOfr+bMCcAFBQUYMGCBWjcuDEMBgMCAwPx9NNP46OPPrIWXYrFRvqNIzc3Fzp3YXqADB2Hro7o3dtOn5WLCty7d48WiLGxNBELLbY0GkFpqjcHD6a8W0/kqORykpFz4Oeff8bGjRvRq1cvaLVaBAYGom3btti6datTuL1u3br4huuq2LGja0/n3LnUKY0jM7NGOdGiSE2t6szWoEEDMAyD7Oxs3Jozh1f72gmzma6JmPC9SI4dOwZfX19qQc/BsuQ1VqutebLPPku5/7af4Ty1iYm8zW02b94sqIPPsix27NiBjIwMBAYGQqfT4cknn8Tu3budC44ru54KjVt8FBYWopBhcP+ZZ6pee/DgAWJjY112n3SidWs658HB/AarALm5ue5zkR1p3pz+cTRpQs+pLWvW0DmvYX76d999B4Zhfv+aEi9/erxG8mNi165daNu27e99GFaGDOEPU7uCSwNw070pNzcXKpXKOQ/MbCaPWt++VDQjYADNmDEDbRyLz2zhWlYvXWr/Ol8eqQ1xcXFYvXo1ysrKXIc1/fyAKVMAAC+99JL7kH914RQIJBKatGuat67VAkJi+yxLRoEYb+KuXXQeExOdvDmXLl3C0KFDERUVBZVKhWbNmmH58uUehYp5USicGitYLBZotVqcO3fO9XfT0sgraEtAABU62r0UgAuHDlHOelAQhfj54FI/BCS+7ty5g7ckEljUamH9V1u4xVthISwWCy5cuIAlS5YgOTkZKpUKcXFxGDt2LM66Sq25dQu3VCpUiHj+ANCCo7JJEACrXu2j0mznPIWVC4eysjIsX74c9erVw3MKBcxiFjsA5anKZMLXxkMsFguaNGmCVpx6BsuSMa/R2C+QXnmF39t98ybJKEqlZDTbRLjMZjO0Wm1VcVx5eTmys7PRokUL+Pj4ICQkBFOnTsWnn37qvilReDjVDojl1i1YGAY7X3656qXnn38e0dHR7lPlbOHuTYahhercuaKM9U6dOmGIQ6qdW/butZe8Cw+3j0aeP0/vu4kEimHmzJnIzMzEf//73xpvy8v/Nl4j+THx8OFDhIaGOof9fi/q1vVsUO7dmyYvEd2XACA2NhYb+VIGjhyhybpnT8ECEU6D2SVcy2rbyXTECH4PcyV169YVJRmE6dMpnA3g6NGjtd+emmXJgJPLKcwqFDL3BM4b5SpEOXgwFSaJ3V5oKKDT4Yd//QsjRoyAyWSCVCpF//79sXPnTmo9WxscPuwkRcjRu3dv5wJLR9assc93LC4GXypPt6gomFUqWhy68sJu2OBasgxAVEQESv38RHnffvvsM1gkEgwcOBA+Pj4wGo1o2rQpli5dKq7RUHY2IJfjB70eY9wVMnLExDjnQBsMlJLzKFi9mr+rHoAl/v54IKSTzEdkpLBspEiKi4sxZ84c1KlTBwzDUJc9liVDUKt1NgQPHnS5wMamTXSP+frSZyuJi4tDREQE6tSpA7VajdjYWDz//PO4cOGCZ4vGOXPIgSCWmTNxT6VC9+7dAVBhp1ardb3QciQvjxR9pFKK8HXqRA4ChqFr2agRMGuWU7QlPz8fWq0W33zzjfh9cWi11iikTmfNQS8tpWiDiHoSd7z++utgGIa/E6QXLx7iNZIfI1lZWfjrX//6ex8GoVS61tvlYFmSFVMqPWppO3v2bPvOVrb07k0Ds4A2Ksuy8Pf3d85rdiQ62t5bFhfnVEhoy+DBg102s6iiuJgM+aNHUVBQAKVS6Zl3xhW7dlG+o6OWbE2ZP7/KsBckL49+l4iF2o0bNzB65Eh8olajgmGwNT4eUqlUuGK+JvTvLxjVeOONN9yHTMvK7HVd+bRjjx7FQ4kENyMi3Kt49OtnzU8VIDMzE/OHDaOFo4OclsViwdWrV7FmzRq0bt0a42UylEok1m6BYiktpfQFqRSYNw+DBw+263LpEk7Zwpb+/V0uImtEQoJzYS5IG3sGw6BCTLoFB1e/4InBBxo3srOz0bhxY2g0GqSlpWHjxo0ICwvDyhdfJI+wTsebOoGbN+FWAq6sjKJgEgldl8JCTJkyBQzDYNeuXTVTMOLGHJvGTi6pVw/FXbpArVajuLgYCQkJGDlypPj97d1Li4LkZEp7qDS2AdB9t3EjXc/AQFQ1wUlKAqZPx1/btUOfPn08+nlV9O9vLYiVSq2/Ny2NIjw1rNspLS2FyWTC6NGja28R7+V/Gq+R/Bi5desWfH19f/821bm5dHnd5Y2WlVEeo6vcTQGKioqgUqmci7YOHyYvERfii44GunYlD9fp01UGzDPPPOM+PYXLa+a8wyoVb/tqjuvXr0PhyltkS2oqpUCA2sDm8BV3ecK1azRJSyRkyNe20kDTpuK6adWrR4UxPOTl5WH8+PGIioqCWq1GZmYmdu7ciQfLlwNSKb4JCcFAMYsMT3GQfrPlxx9/hFqtdp/jHB1NkQSAFnW2xuS2bYBUiq/q10fXrl3dH090NBVTuWDevHlo164deVClUtw/cwYHDx7E+PHjERgYCIPBgKSkJMyePRv3xo/3uDALhw6R1y0wsKqbGic75tZDaatsYQvXXKWmneIcKSkR1Dm+dOkS5spk+M3T+oeWLUUb9Pv370ebNm3g4+OD6OhoLF68mOTRQB5Wo04HS1wcedKFCpW5QmIx5+bsWUoVkMtR8re/QalU1o5BJrDQcIJryX78OMLCwpCRkYGIiAjxC3lO8nD8ePo7MhKYPFn482VltODKzAQbGAiWYcAqFJTzP2UK3VdiuXzZGuVhGDLIZ82ixaaHcwwff//7353bpHvxUgO8RvJjpk+fPnj99dd/34NYtsx9aK+oiCZ2Pz/nyVYk8fHxePXVV8n4zcykSV8qpTDeM89Q/uzYsWSQ+vnRexIJ4OOD0rp18a5cDnbdOtcKHJUtq3HtmlvDv7i4GDJX4vW27N9Px1NaijZt2mDevHme/XiO0lLyTEok1H7Yg+Icj9BoxMlnbdhAHqTKCfX27duYNGkSYmJioFKp0KVLF7zzzjtWqTGO8+fxQK3GL7U0mVXBI/3mSHx8vPs2tJMnWxvjaLXW5hnLltG5nzULu3fvRqQYLV6FgjxtLtizZw+Cg4Oxbt06fG0w4L8Mg4iQEHTr1g179+61N1h69hTfGpplKQ1KIqH0GAfDR61W87fotuXoUeEmDUYj5Z3WJllZguoV+/btwxyGQbGN0ogobt+m58/RG15JYWEhxowZg8DAQPj6+mLatGk4d+6c0wLirU2bkKdQ0O92N47ZejbFUJnydVsmwycuCplF88or4oqpN2+u+lzv3r3BMAzeeust998rKyOPrVxu70wwGEQ3m3nyySfRo1Mnckz06UPPnERCz0x8PBVduos4BgfTd6VScppIJOLy7N1w584dMAyDRo0a1V7kz8v/PF4j+THz0UcfISUlpWZFTjWlY0dSQhDi1i1KCYiMrH6hz+XLuJSYiBLO8I2PJ3khd+G0q1eBlSth6dsX38nleKhU0q0ok1GxVcuWpK+5dy8ZoJUtq5GQ4Nbwv337NuSeTNYGAzB3Lp577jk77WbRLFlCaSp+fp4pIXjKjRtWr4w7WBYWpRJ72rZFbGwsVCoVOnTogK1bt7r1hh3YtQsXlEq6FgLGi8fwSL85kpWV5b7LHXcOvvyS/ltSQhO2RFJVzFhcXAy5XO7aK81tx819evfuXajVasTHx2P2lClgtVprO2tHmjQhQ9kdly+TAaHRCOb+h4SE4LPPPnO9nXnz7JUtbBk61KNmEaKIjiblGgeysrKg0+nwcnAwzNVpyjNqFD2DNgbP8ePHkZ6eDo1Gg/bt2+PDDz8UbuhRVoZiX1/8KpNRJzl38KWouKOwEFf9/UntRIS2skvMZnq2+LqT2tKmTZVKxKeffgqZTOa+m9zVqzSm+/s7N52RyUTVRZSUlECv1+PLL790Pu5du0gyMTycnjm5nFKoxo1zllicMYMWshoN5T4PHux23664c+cOXnrpJfz973/3bHz34kUEXiP5McOyLGJjY/nlxx4XQUGC4W1cukSDV1KS5/lhubkUpvb3BxgGbFQU/iGX48aFC9U6zEWLFqFp06Z0HEeOUFiufXsaiBUKVBWYmEzW/3dhKGZkZCDDk65nY8cCQUF455133Ivz23LoEJ1jhYJyhR+1V2POHLddBouLizFv3jzUr18feyQS/KRS4Y033vCoE9W1a9dgNBrpOnBpIzX9bcnJlG7jgjNnzsDPz8/9tnx8KNUiMJAiFzKZk0eYa3suyNKlwlrTDphMJqvBwDXs4DNwQkNJYswVCxaQZ61lS5cL04YNG/IXxNriqGxhy9Wr9KyIMRrFcOcOuJbDpaWlWL9+PTIyMtC6dWsYDAZ88MEHtBAS0QXTifJyQKNBxTPPYPHixYiKioJer8f06dNdtiFmWRa733oLP8nlKGAYPOuu8JMjMJCug4ecOHEC/dVqWIxGt9rKbklPt5dJ40OjsfP81qtXD6+48gRv2ULPQqtWzmM6l5ojQpN47NixVpUQV7AsPXeDB5OjRSql/cfGAqNHk8OAYeh5iYmp0RhSUFCAhIQEaLVaMAwjbpzw4sUDvEby78Dy5cvdV+w/KliWBichjWCFggxRsQPXnTvAtGkUdmMYMgimT6+ahJs2bYpFDoVNYvnmm2+g0+lQXlZGk/vatZR3mppKRqhMZh1suRxnhqH3+vWjgbryd3Tv3h1hYWG45UnzlDt3AIkE/9m+3b3aBkCFcampdDw9etRIDN8jGjfmNTTLysqwZMkSxMfHQ61WIy0tDevWrcNdztvqYdrEgwcPIJPJSHP20CFalNSpUzO5LrncbQFpRUUFdDqd+8r97t3Jc280Ujia5x6vV68e/vWvfwlvw12UxYbGjRvbp4FMmED7dTRAtVpBzWUUFFCRoEwmKuTduXNnzBBa4HLUqeM6p9rPz73RLgKWZXEjMxPFSiXq1KlTJWc3atQo6PV6PPXUUxT2XrhQ2LPtgry8PGxOSoKZYZBaty7eeOMN3L9/3+V3jh8/jiCtFvkSCUp0OhTn5YnfYd26ZMRVA39/f+ScOEHRCxfaym7Zs4fuBSHJuLNnnbonZmVlCRdJjxxJn58zh//98+d59eodKS8vh8lkwpEjR9x+1gmWJUWQJ5+k+gPbsboGY0dxcTHi4uLw/PPP4+HDhzh48KC3/bSXWsdrJP8O/Pe//4XRaERhYeHj3/mJE/xyW7t30+s8YVMniosppBsdTbeJvz+F1XgmpPXr1yMqKkpceglnfM2bRwZPXBxKJBJYOENYr6fCs27dKK/y4EGr57hJE8pzu3aNjPT4eJpspFIUBwRgs1KJ/378sftjcKRhQ7Dt27tuT11eTpORVEohxsddNKJWVxlhX375JSZPnoyGDRtCo9GgYcOGWLt2LX766Sf779SpQ+fLQ4KCgnCYa4pRUEDeIZXKThZLNC6k3xzp0aMHxnOFRkI895w1oiDQWrd169ZY4MpbGBIiHGVx4Mknn7TvOMay9Ew4KmNIJPzFTdu2kVFfpw7vs8PHzJkz3UtbufNmjhrF3w5YBGfPnsX48ePRoEED6HQ6/CyR4FhcHHbs2FGlSXv//n3IZLIq/WBkZdHCVST79u1D48aNoVar0bdvX5T7+8MipuASwP5t23CHYXBHLoe/SoWoqChcE7sYbN7cbVRDiHbt2mE6p/nrQltZFGo1FYTyMWKEU7rMhQsX4OPjY5+HW1xMKWhKpetnc8sW53bRPMycORNJSUmepQneukWRmXbtrNJyCoXVUK5Bu2iz2YwuXbpg5MiRv2/qopf/93iN5N+J4cOHY9WqVY9/x1OnOlfaZ2fTRO6qU1NZGTWiiIujzxqNFG530/KTZVkYDAb7EHduLkkMjRtH4cXQUBrMGYY8i4GB5JEdPhwf9+yJvvXru59o0tOd1R1YFjhyBB/6+KDEx4eOW6Uig3rBAnEFiW+/DchkqBMZid27dzu/v3YtTTIGAxk9j5kL//oXLAyDpg0bwmg0QiaTIT09HWvXrsX3338v/MW1a+mceziBt2rVyj4yYFto5tC8wy0upN8cWb9+PRL4JtWSEvKKcpMww1BkQ4Dx48ejn1DuMMt6VLy1YMEC56Y3eXl0D3PFcUVFdEy2nsHyckqJcPfM8bBnzx7XxYdc+NyVHBmXdy1CsoxlWezZswcZGRnw9/eHTqdDZmYm1q9fj9zjx2kByxOd8ff3tyrCzJvn1khmWRYrV65EdHQ0jEYjsrKy8OOPP9KbnLa6u8VnYSEs/v4o9ffHyhdewDfffIPp06fDaDSKa03cs6dHXeds2bZtG8IdFx4C2spu6d5duDtiSIiTEoXFYkFwcDB2cak+p0+TIlF4uPtrPHu2teBVAE6Sc5+rugqWpZSjCRNogaBW0z3GpUDNn09zxenTtdIwZPny5XjiiSfw22+/1Wg7Xry4w2sk/06cPHkScXFxj78Kt2lTe2/JggU0ATl2rwNoYs/OprxRqZTCxr17A2fOuN9PeTl5rRctwglfX+T7+ZFhLZXSraXVUj5ax47kuduzh1d+6caNG9Bqte4lwDIyqMWqA/n5+VCr1ZRmUV5OHrbOna15zD4+9N0NG4SLbjQavBQYaJ8LeuoU5dvJZGToPKbrmJOTg7Fjx6Jhw4bw8fHBywoFipRKrF27Fl9//TXCw8OxX0zDF5YlI3ndOo/2P27cOAwYMMD5ja1b6VykpoorIAQoAiHSa/vdd99Bq9Van5fDh8nzJ5HQtZw6lbxngwe79JJu3LgR9evX53/z9Gnanshr+dZbbyGez5hZv96q83vkCBnNHDk5dM+ZTB7pjgNkrLzxxhuQSqUoF6oXcKVsYUtQkGDr8cLCQqxYsQItW7aEyWRCYGAgpkyZgpycHPsiuZEjBc91fHw8tnBFcHPnChpi+fn5GDhwIIxGI2JjY7Fu3Tr+lIrUVNdttQsKyBiNjrZ7jjkN4fZimpNMnFjtokaWZaHT6fDtt9/av2GrrdymDam5uIO7Dx3TtTglGJ587L/+9a9UXLxqFY2xPXqIu4/796f6ExcsWbIEderUsZ+rioroPs/MJCeHVEr/IiLo927e7JxbX1hI476tJnM1OHnyJAIDA8VHCLx4qQFeI/l3wmKxIDk5GZ988snj3bHBQAMpYM2fs82XZFmSB2rWjCZblYoMWaFctPx88rZOnkyTQESE1YsgkwF+fiiKjsb7SiXY5cvJcPDQoGzYsCGW8hnxtmRm0kTqwIgRI9ClSxf+79y5Qx6N1FTrMYeEUMrJwYPW4xwyBLclEsrHKyig8KFEQv+trQIoB8xmM86dO4d169ZhwIABiIuLg16vh9FoRO/evbFu3TpcuXIFlqQk+u2VdO3aVXzDmt69PW4usWrVKiqm5OP6dYoC+Pi4104tKKDz7UHOaN3AQFzv0YOMIYmE7tFDh+w/dOuWy0YUt2/fhkKhwMOHD53fnDlTlMfzq6++wj/+8Q8kJiY6ew85OnSg41y+nBaHLGtV28jMFM45deDGjRuYPn06EhMTodPpEBwcDIZhcODAAf4vzJ9P4Wx3TJhAShqge23Lli3IyMhAWFgYlEolkpOT8fzzz+Ps2bPC4WxfX8HoQevWrbGY8xbOnu0UvTp58iRatmwJjUaDzMxM5OTkuA6b5+bSuePLX8/Pp3McG2tXmGaxWJCSkoK4uDjXxZocy5a5b8jjgqSkJKwUahB05kyVtjKWLHG/MZOJzpstLpRgjh05gkNKJY3nK1aIP+hmzdymmAQFBeHvffvio8aN8ZVEggqtlp5djYYcKFOmkNPA1bjOspRWFBVVI4fCb7/9hpiYGNdebS9eahGvkfw7kp2dze+Ve1SUlqIqzNq3Lxmx3GBz4AAZfQoFDeStWlGeMkCD2pkzNPgOGkQDo5+ftXBOrSavatu2NGBu325XkMGyLHx9ffH5559X67BXrlyJRDcd0DBoEG+XtODgYBwUG+q8dImM/bg4+m0yGRAXh7IhQ2BhGFQMHEivRUZ6pqfqgrKyMhw+fBgzZsxAt27d0KBBAwQFBUGhUMDHxweJiYkYNWoUtmzZghs3bjgbEiqVXZrH1q1bxWkBA1ZtaYH8XT4++OADRLvytpnN5JmXSoXzKgEq5hLbhvfQISAtDSzD4J5CQTnnrooiExNdtrc1mUy4cuWK8xstWtCxO/Djjz/izTffRL9+/aDX6+Hr64vU1FQsWLBAWLO4rIwMmogI+hcZSddqxw6XP9XWYA0JCamS6Fu7di2uX78Oi8WC7t27Y6pQmkbXrryLRUdufPopLAyDjLp1odVqERkZiWeeeQYHDx501sjmg2tMIuAZ7devHyZOnEh/zJwJhIbCbDZj+fLliImJgU6nw9SpU/Hdd9+53xfHkCFkPNoaWbdu0cI/Pt5p4ZGXlweNRgOzyAUJdu4Up1MswPz585EmpCrCsXAhja+Rka4XkiNHAmFh9q8lJ/M3G8nPhyUiAr8xDC5t2ODZQUdH0+LNlvJy3F6zBl/WrYubEgkeMgxYhkGRQoHPlEoc6trVc+38Pn3IqK6hU2H58uV48skna7QNL148wWsk/44UFxfDZDI5F1U9KrhCoVat6L/r19Ogq9FYm3xMnkyNPjp2pHQIzmsgldIE1aABGdiLF1PoWOQE1LFjR+uk6SG3bt2CWq123alw9Ggq6nPAz88PH374oec75SqyBw7EA5OJci8Zhjwhy5aJC5vacOvWLWzZsgUTJkxA69atUbduXfj5+UEmkyEwMBAMw1TJe506dUpcB69Ll8hQsfGemc1maDQa5In10EZFkb6pSK5evQqTGIm0pUvpnunWjd9z5E76rbiYFlwmE22nRQscz8pybaBz7NlT1QiGjzp16ljzN20xmYAlS1BRUYFDhw5h2rRpiImJgVqtRr169TBy5EjP2kqfPImqPOkmTQTvmevXr2PKlClo0KABNBoNoqKiMG3aNHzyySe8aUYvvPACWlZ2g+T5cbwKDSUlJVi9ejVat26NwMBAqNVqFCiVuNKypWeGKkffvqQGIcCUKVPQrdKgKxg1CgUqFXx8fBAXF4fXXnutel1Hy8rIiOXyvXNzKfc2MZF3HPrtt9+gUqmquu+55eJFWCQSjB8/HrNmzfL48AoLC6FSqXD37l3XHywooNQwiYTSHfjSvLiuqNyxsywt0Pfssf/coUN0TuLiMHbAAM+dLj4+wN//DixdisLkZBQrFLAwDMoZBre0WmxhGCxo2rTq/C5evBgpnuZtV3bs5OvI6AlmsxlRUVE450mHPy9eaojXSP6dGT9+PJaICb/VBgMGkBdDKrXXGdbprLnCSiWFRlu2pLalmzZVT8rIgSNHjsDHx0e8V8eBlJQUZGVlCX9gyhTyzjiwcuVKaDQaNGjQABEREZjsqv2qAJeTkvCQM3YaNSLPFcOQN71HD/IOms0oKSnB/v37MXfuXPTo0QPJyckICwuDTqeDUqlEXFwc+vXrhwULFmDHjh24cOECyakBmDRpEnoItIsWZNq0qpC5LXXr1sXbXKtud6xaRZOsyBDogwcP3Dfk4Dh1iu6tkBD7e4hlhaXfDhywyuj5+VHOcqVBVVhYCKVSiWIx0npGo6DMWevWrbFw4UL7F81muqbXr+Pw4cNQKpXo2LEjNm3aJJz/6wqWpegGd99MmWL3dnl5Odq3b4/g4GCo1Wp06tQJ2dnZrostK/nwww8RFRXF/6ZGY5c+VVJSgpiYGCiVSjRs2BBz5szBZ599Rukm06ZVT78YoOvqYtyaOnUqUlNT0axZM7wik6FQq8Xp06drrkSwZAmNXRcu0AK+cWOX927Lli0xePBgwXGHZVns27cP3bp1Q1RQECwMg64dOkCr1Tp9p7i4GEuXLkVKSgoUCgXvfRETEyOu+x1ADWNMJmE1krAwUiIBrNJwtr913jx6ToYPByoLLCMiIlzv06bAzpKQAAvDwMIw+JVh8KVMhr2NGuHY+vW4f/8+vvrqK+h0OrvnraioSNxCgOP4cfdRJZEcO3bMcwPdi5ca4jWSf2fOnTuHqKgo4a5RtYmtPqVSSZ6gHj0oj/Hw4Zp1ixJBUFAQPq6ODBuAl19+GQ0aNBD+wNy5vAYjQB2Z1q1bh+3bt0OhUHgmvbd5M1iGwat9+1LBib8/7uTnY+Pf/47dcXG4rlKhvDIc+T3D4B2NBuObNsWUKVOQnZ2NI0eOIC8vz22B5tatW4ULyoRo0IBXxq179+7i85JZlowOD8K0gYGBOHr0qLgPl5SQ11gut6YaHDpkL/1WVERFZFxhZ8uWNJHz0KhRI/f56QAZgAIe76lTp6K7Y/HQ/v1VBXa//vorlEolCqobGi4upvA/p9ji40Pbbt68yutfUFAAhmFw9OhR993SHPjxxx/tixg5OEPfRtGgtLQUUqmUX76QawTiaQEUpzbBM16Ulpbi3XffRXx8PGQyGcaNG4czrVrhR6kUUqkUISEhqFu3bvXbvAO0qGMYWky5ea7Onj2L2NhY+Pr6IjMzE8OGDcO9e/ewevVqNGvWDEajEQEBAXj66afx8ccfwyKRAJcvIyYmBuvXr8eNGzcwceJE1KtXDyqVCo0aNcLs2bPBMEzVPq5du4aJEyeifv36kMvlzveWK1iW8sP5tJVnzbLew1270nME0D30xBNkNNsUE3Oe85u26VNcgV2PHkBoKCwSCViJBPkKBT6QSmFhGCwaNw6nTp1yup+6d+/OqwQTGxsrbiGQn0/XauBAsWfDJaNHjxbO+fbi5RHhNZL/AKSnp+P9999/9DvS6axGcnKyx9X1NWXAgAEYWM0B8/bt21Cr1SjiUcAAQOF9N92WCgoKIJVK+Yu2+LhxAxaZDC8rlVi9ejWe7NkTDxgGq6VSJCcnY/z48Vi7di0OHTqEW//6FyqGD6f802pIzX399dfiGpbYolDw5riuWrUKjRs3dv/9/Hzy1HLNWIxGKlyLjiYN07Q0KkDr25c8Ws8+CyxejGWxsXh3yBAKn964IU7NYvJk2s/YsdTopX59yodPSaHX/f3JKHCzrcWLF0PUGFBSQoaHQ8c9gHR4Qx1lEMeNs1M2qHYTnEuXKNIQGkpeermcPIXXrlFRWEBAVQ64j4+PVUvYAywWCwwGA844qswcP86rbKHX64VTDiIjyRPpCR07VhlsLMviwoULeOmll9ChQweo1WpERESgf//+kEgkkMlk2KhWo9hkwi+//ILjx49j+fLl8Pf3x5YtWzxbiJw8SfcoN4aFhIiqDbBYLPj444/x9NNPw8fHBxKJBAkJCViwYAHOnz9v791WqYDduzF37lxoNBqoVCp06dIFmzdvrso/P3bsGBiGQbt27RAUFAS1Wo0uXbpg48aNOHbsGNRqtbhIiy03b9Ki11ZbuaiIno0zZ2ihtXgxPW8BAXQeLl1y2sz49HQcatSIFhB6PcAwsGi1uBMWhnf8/dFWqURqSgpefPFF3PzgA8FGIhcvXoROp+O9PqNHj0avXr1c/x6WpULFuLhaUf4pLy9HQECA+DQyL15qCa+R/AfgnXfe8axdcnWZO5cGTonEaswlJJBU22Pg4sWL0Gg0brtmCZGcnOysS8uxdi0ZJy5gWRbh4eEwmUzo06eP60JCsxkICsLD5GQwDAMfHx+MGDECXz/9NCxSKa82bBXl5STSbys1ZzSSjvPmzbztvh8+fOi6YYkjXOEUTxj51q1bUCqV/N7ra9eoG1twMKoawej1ZCytXk0h3EmTqEiqe3fyWDVuTJNdeDjg748yuRzlXKtZ226HEonVKOQzuJOS7D8rlVJupgf338WLF50bJwjRpo3V+2ZDWVkZ5HJ5VaoLADo2G6/8kiVL3BdhOcLJ4HXoQNelc2fSjGUYMhTKymjhpFAA+/ahTp062OOYYyqS7t27Y8KECfYvCihbhIaG4rPPPuPf0OzZnik6sCwsSiWuTZ+OyZMnw8/PD0ajEY0aNXJqF111jSZNsluA3L9/HwkJCVUqGm45fZrqI7j7ZuVK8tZnZNDfPXuKlh28deuWnRfYCZMJWL4cd+/exccff8w7Vr322mtgGAYzZ87E8ePHndIuQkJCxBcLO7JxI6XAcdrK9etTQTTDAG+8Qc8XJ7NYXk4pS0OGUC66XA4Lw6BAKgXbsSO+ePJJdGnUCDqdDvXq1cOyZcvwww8/WPe1bZtgI5E+ffog00Y1x5bz589Do9G4TkPq2JHGlVrqOrp9+/bHM0d68eKA10j+A1BeXo6QkBBcvnz50e7ozBmaVF55hf67aBEV8UkkZARVp+Woh4SFhXnkNa+oqMDRo0cxZswYMAwjPMFt3SqqcxTLsjhx4gSGDBkCtVotrE7QpQug18Py22+4fPmyfTpMvXqeNR3Iz6eq9pQU8lRJJGRwDh9uZyA2aNAA68TqFk+e7NwUxgYfHx+rwXLqFBUIcQZ7eDgZLpx3Ua22C9u6Y+XKlfYGJMtSMdLFi5S2s20bv8GdmGg1khmGjFgP890tFgv8/f3FGSHc/c7TUMHf3x///ve/rS/odKQJXslXX30lrkCRY9Ik2petbJfJRN3mKkP4VYwdC0gkeCM0FC+++KL4fdiwYcMGZ43mbt14lS3q168vnKPOeSvdNOq4ffs2Nm3ahKVNmsDMMAj290dGRoY4Ka6JE8nI5dlmcHAw4uLi+CNEp09bFxkMQ2OVozF8+DBFkETew6WlpZDb6lY7EhXl1KzDUzIzM/GXv/yl+huw1VauU4cWXhoN/Z2eTkYz1zxHqaSxe+RIYP9+3PvlFzAMA71ej4iICGRlZeGbb77h38/cubySh1evXoVWq3W5YA8KChJuUT1/Pi2Aa7HArnv37q7byXvx8ojwGsl/EBYsWFBt9QfRsKw1fLdoEf3/rl0U6uO0f+vUoeKpR8SQIUPQt29fl5+pqKjAiRMnMH78+KqcwR49euDDDz+ESqXCbb4uUnv30oThAVFRUfyNN1avpkFeKB3l6lU6V27kvAQ5e5bC+zExtB2FAkhMxKEmTTBKTNMDgHJeXVSyjwkMxM+NGlFxk0RChv28ec4KCzdv0qMutgEIKF0hhsfoEaS8nLx9nLETEEBewHr16Njat/fIWB4+fDgGDx4s7sNhYWSkOxAXF2fNqywupuOyCS2zLAs/Pz/3RmB5OWnNyuVWyUTAqgN9+zYZ4OvXV711584d7OnZExUMg0tBQU7RgPLychw9ehTPPvssYmNjeXOweeXNYmN5lS3S09Pxj3/8Q/g31KkjmDf63nvvoX79+lUKHzcCA/GbGO+vLePHC+px//bbb2jVqhW6du1q9TyfOWONOnBNjFw1yGFZKoyUSillwYWkYUlJCWQymXAkonHjarVrt+XQoUPw9fWteaOoo0erUiaq/hmNZChnZQnmkh84cABfffWV+yLJgQNpEeJA//793eZVd+rUCZP4mtHs30/PtK32fg0xm83w8fGpfo2AFy81wGsk/0H46aefYDKZhHNua4uAAKuE0vTpNLEcPkx/5+VRSoBEQh6VaoaCXXH16lVeObeysjLs27cPTz31FAwGA/z9/dG5c2cc5o6tkg4dOvAPzidOiOs0Bhp0P/nkEwQGBuKdd96xf/P8eTon7orDRo6kCayaah02B0Mh08xMPNDrSWpOrydv0bp1wsaro1FmNlMqR3o6oFSigmGQHxREoWlX+ZHz5rnN5XbkypUr4vOnd+8mI9HHh7xh3buT6gPXYvrIEaux3K6dKGP5nXfeQZ06dcTtf8UKXvWOjh07YgbX7W/zZvJEOlDVxUyImzfpefL1pUYqtixbZk3/iYlBfs+eGDRoEKKioqBUKtGsWTMMa9AAv0mlQHg4fvzqK2zYsAFdunSBWq1GUFAQ2rdvj4EDB6IhjyEDkDdv+fLl1hc0Gjtvan5+PqZMmQKtVotRnEoCH1lZgk0qFiz4P/a+PD6me3//c2Ymsy9JJvsqIcQSQQSxxRZiF0ttteSiRFEUrZ3SKreqpbSWKqUt5SpVvapUNapKXVWquKpU0TS1RBoRkzPP74/3nFnPbOF+f/e287xeXpjl7GfO83l/nvfzzEVycjJpbE0musfEXEk8YcQIj6E158+fR7Vq1ZATEoKiyEjwjKFcaM7LyxOVJ4ni8mUi1xIJVa9FSGplZSV0Op37VMqcHLqHHhLBwcGumnFfcOECNfLFxsLqPiQQ5EckXbCiaVP6vXdY/QWoVCrxQoQdtm3bhsjISEcifvkyDfjz8x9604qLi3Hp0iXwPI8vv/zSu09+AAH8hxAgyf9FGDhwIF5++eX/7EpatKBpbgFDhtCDz/4H/do1IjOWB3iVK6ZuEB8fj3feeQelpaV4//330atXL6hUKsTExCAvLw+HPGhUN23aJO6Ve+qU2yYUgKpze/bsweOPPw6tVovw8HAYDAbstU9sKy+nSo2HIAorTCYis/42PXnA+fPnEavRkK9okyZEeoQGpb59yRWC5x1ja5csscWGy+XkDLFhAyaMG4ecnBzvK83IcHlQekN5eTmkUqnn5qSSEiL6HEfXWEYGTe2aTOSkoVY7ft4PslxcXAyFQuHbgFKI316xwuHl6dOno3Xr1vSfvn1tpN0On332GcLDw8WXu2cPEYKGDUUHIXxmJq6lpCArKwuFUim+lEjw2GOP4f3337d6YB87dgxaxvCjTIZ7jOHxuDgUFBTg7Nmz1uWUlJRALpeL7mu7du2QkpJC/7E4W/xr9260atUKsbGxkMvlaNGiBZo1a4aWLVu6P0alpbYZJiccP37cJjtZtYqOpb8V0vx8UQ9zu5XAnJYGM2O4HBSEco7DLY6jRsSqYN06undCQlwSGe/duwe1Wo2D7pY9dCjJFx4SWVlZmC4UI7xh3z6aaRGaEqOj6Zh99x0QEgKzRgOzVEqDjUeJatWoym+H/Px8nyK8eZ6HTqezSQQrKiht099ZBieYzWaMHj0aBoMBcXFx0Ov1qFatGhhj2Lhx40MtO4AAqoIASf4vwpEjR1C9evWHn6bzhGnTXHVoXbvSw8/u4QyALKJ69CACFhVFut9HgNGjRyM4OBgKhQLx8fEYNGiQz3rskpISKJVKR5sjgKrgTnrl+/fvY/fu3RgwYADUajWioqLQs2dPHD58GH/7298QHh7u2JjTrBlVVX2tXG3b5qo3fQjwPA+VSuVAknDmDE0l26cACkmHHEdV2o4dXSQyZ86cgVKp9O7koVa7EEhfEB4e7p5orF1L1duoKJKWzJhB2yxUWwUpgligxIEDtK9eyHLjxo19txHLy6OZETscOnQIoUIFPTmZyJETHjx4ALVa7RppLOiMnSpmV65cweTJk1G7dm38wRjmhoZi+vTpuJGXB7OIr3FlZSUYY3ht+XJU9u5N95l9ZdiC+Ph47BRx6Vi/fj3UajUmTZqEETVqwMQYNBoN2rVrh48++sg6W7Nz507v/rkpKXSvO4HneQQHB5P+NC2NGrL8xbBh4sTzxAnyHec4GmxkZMDMcXhPLsfC557zfz32sNf1ZmcDt2/j8uXLmDBhgudjMWsWkb2HxMqVK1HD3cCgooIGHE2a0O+uREKDtLlzHeVQs2bhgUSC44zhvFJJ++KvXZ8nGAw002TB9evXoVKpcM7HdTRs2NAmBcrKIg2+H7ItMWzbtg1JSUno0aMHunfvjoKCAmsvytdff/1Qyw4ggKogQJL/i2A2m5GRkVG1hDhfcfgw/Sg7o0ULqr6IWezcvEn6V6mUHiD+Rp86oaSkBNOmTXMluj4iJycHI5yrKqWlAGNWYvzYY49BrVYjOjoaffr0wfHjx60fnTdvHsLDwx3J6OzZtH/OAwVvyMjwmDzmL5o0aeI+XKa01LGR6ZVXPC7Lq8XY1auo6jRu48aNXS3SioqARo3o+po4kSqOhYX0cHe+ZhQKii93B3uy3Lq1i8709ddfR3Vfj/vlyy7NaTzPIygoiCq0cjkNeETQo0cPm1SB52lAIpG4NInVrl0bCoUC2dnZ2DhnDslmhEHA2rWulXMLwsLCbNPygha+Z0+Ham23bt0wcuRIl+9WVlaievXqyM7OxuH27fHAYBD1WxfcTjxqVF94gQZcIhg8eDAe69GDjmFVmnuHDiWXBgEnT5L2l+Po/nnuOboeIiNxbdcu14FiFWE2m3F240aUaLV4wBhmyGSoXbu2eNqigPXr3Z4rf1BRUQGVSmWz3rtxgwoUwmyJUknOMRs2iEu2ysqAoCAsCwlBoU6HrxnDg3r1PFfk/YVM5lBpf/rpp32zV7Rg/vz5FO4xcWLVfjtF0L17dzz33HNQKBQwGo1WgiyXy32vzAcQwCNEgCT/l2HDhg3o5Cmu92EhNO85dx7zPFWK9HqHBiYHlJQAAwfSD2JoaJUqkI8CH374ocM0+P379/Hhzp0wM4ZQpdJKjN3Fl9aoUQNvvfWW7YVDh+iYWNwNrl+/jt69eyM6Olq0gueAa9foeCxf/rC7BQAYMmQIunXr5vrGxx/TwzssjEhGfj495ES8UgW4bUwUMH++28ANMfzyyy9Ys2YN2rRpA8aYozZ88WLanqQkW8W4tJSIl9j+JCfb0sQ8wQ1ZvnXrFlQqFU55cWWwIjXVpQoaFRWFr95/n37q3EhHNm7ciKSkJCycMAE35HKYNRqqjrvsTjLWCc1KU6Y4WrFduACrDZwTUlJSHHXxhYVEoJKTyXkCwPbt2119nZ2Rm0sDFDfQaDSeB6Xl5XSMRaRO77//PhYbDG5JtFcMHkzH/+RJssDjONrWzz8na0CJhGZLLMdn8uTJ7mUuXnDv3j3s3r0b+fn5CAkJgcFgQLNmzXCsc2eSLCQmenbyKCz0ubfBG/pUq4ZzjRtTYUFI6OzTh9bhDb17A0YjDn/xBbYqlTjPGLYtX07b9gjS68DzsG9WvXnzJtRqtV+x6zdv3sQAqZQCWB5SkldeXo5x48ZZSbFGowFjDPPnz7e+Nnfu3IdaRwABVAUBkvxfhvLyckRERPg85VUlGI1UOXWGyUQkJzxcfCpcQGkpERyZjEjW0qWPxDDeV1RWViI0NBRPP/00evToYdUzmxnDKR+swRo0aIClS5fSf0pKiHzaTTW/9NJLiI2NRVBQkG8VrSlTqBLm6Zh5wPXr17FmzRq0bNkSjDFkZWXZ3uR5oH9/Ihb9+zse5+xs2nY3Nnbp6elY5umBKthJuYHZbMaJEycwZ84c1KhRA0qlEjVr1sS4cePQsWNHPPHEE0RaBSmIc9Rzw4YkuRC7Nnr1Iks4XyFClkePHo3mzZv79v0tW2gb7chweno6DvXoIdq0VllZiS+//BIFBQVoLZPhHsfhkkSC9W56BkaMGGEb3NSp4zgwEAamIlX97OxszJw50/HFoiLyrbYQcp7noVarHTyIXeBl0JGcnOw9qrxOHSLbTrh16xYuMoYKN765XpGba7M+bNiQSOry5aTpTkhwqUD++uuvUCqV4oNFEdy6dctaXFAoFIiOjka3bt1cbQKLiqhZjePI8USsgitIgarye8bz1NTYrh2gVsPMGK4rFJT+6E8IxsWLtI2Wxul9DRviOmPo3bs38OyzNPPxsE18gkOPBXPmzHHbIOoW587BxBjO+5MwKIKKigpkZ2cjJycHoaGhYIwhJCQEjDFs3rwZjDH/UgwDCOARIkCS/wsxa9Ys32OFq4Jmzch2SwxlZURs4uO9a3PLy6nxIyiIOvlfeOH/hCwfOXIEjDEolUpHPTPHeaysCpg7dy5q165N089161KjjN12r127FgqFAowx33xgeZ4GFiIEwx2uXLmCv//976hTpw4UCgVSUlIwadIkPP/887ZO7pMnqSKpVlMlWWy9KSmkMRephM6aNctzWINW66BJFHDr1i0888wz1qCIzMxMrFixwiE8YN68edgUG0tVwHr1XMNVpk2jQZS76uXy5VWrTB48aCXL5U2aINU5htcTdDoHH+OBAwfiVHS01Vv45s2beOedd9CnTx9otVoYjUYsrVYNZo6DuUcPzJw+3XEAYwchKOfBgwd0Pzg7QKjVoj6+EyZMEJ854nmKIpZIgDfeQO3atbHKzsfZBW6Wb7+vjz32mPvvA1ShFPMav3kTZsawRsxVxhNOnaKKMWNEkk+epJmXunVpvzxoyi9duoT4+HjMmjXL7fuvvvoqmjZtCoVCgeTkZIwePdq3BMPt2+la0GjEK6CM+U5qS0vJySQtjQZhMhnt87JluHz2LBQKhWNojS9o2JCs7Cw4MnAg7jIGtVpNln9RURRY8zB4912ro8vdu3eh1Wodm5i9oawMCA7GhdBQ9OvX76E2Zc6cOWjSpAk6deqExx57DE8++aS1ehwdHW0lywEE8P8DAZL8X4hr1679Z+3gJk+mxDV3uH2bKsSpqb6R3ooKmi6Vy+nBM3fuf4Qsm81mLF68GGq1GuPHj3dtcJRKfZrKNJlMCA8Px6c1a8Isk+Hcp5/i3r172LVrF/r16weZTIaUlBRERET4nrp28CCRdA/TlWfPnsVzzz2HmjVrQqVSoW7duli0aJHDQ/TKlStQKBSonDKFiESrVp6bYcrKaGagTh2XY15eXg6tVituRVVUBGdv4PLycrz55pswGAxIS0tzP0A4dQrlYWGoYExcciMci/Xr3W/3tWvwJHPwCgtZNjOGU8HBHr1xrSgocLC7W7ZsGa5zHL5u1gzp6emQy+WoVq0aBg8ejKNHj5K0iOOIBAH46quvbM1+IggLC8O/Vq0ST0JMSCBbMifs2rULMTEx7rd53jyA4/BVzZruZVgWZwtPxO7QoUPekworKuiacyZLU6bgnlKJRh7kHA44fZoGHhxH2uMOHWggtWAB3aMpKT5Z/a1cuRL16tUDQBryo0eP4tlnn0VycjLUajXq1q2L6dOnV80/12Siyrsg/bAPzpDJbLaYYrh4ka6l+Hg67lotadV37XK5B6Ojo/Hhhx/6vl1797oM9k/MmYMKxhAeHo7PP//c5m7jD6l1hl2D4uLFi903GbpDejoQHo6jX3wBrVbr6NftJ5RKJf7+97+DMYakpCSrmwVjDLGxsWCM4fvvv6/y8gMI4GEQIMn/pRg0aBBeEqnyPRIcOiTevGcPIQQhM9N3wmsyAZMmUYVCpaKpwYf1EbbDM888g+DgYCIwYpDLPYcO2OH3jRvBM4Yhcjm0Wi0YY4iJiUHfvn2tbgalpaXQaDRutc0AVR83btyIxYsX43RkJHi7wYfZbMY333yDqVOnIi4uDlqtFo0aNcKyZcvc26ddvYqLHAezTOZ7Ct7Vq3TMRUhU3759xa3gFi8GdDqUlJTg3XffRffu3aFSqRAXF4fV7hozeZ5CUDgOlU2bIlQicY2mFeQreXnetzsoyNHruQr4acMGnOc40kW2akUExh1KSmDmOOx44glkZWXBYDDAxBhG1ayJF154wTYoLS2lSp5C4dCoVllZCa1W6/b6a9WqFY6lpRF5ckbLlqLWgqWlpZDJZJ4jfj/+GHxQEM5wHB5Y7OMc4KNHuMFgwLfffuv5Q/Xrk1zAHrGxuNm9OwwGg+fvnjljI8f169v6HgQyKZFQE9+hQ1RlvnKFjrWb35ddu3ZZ4+ANBgNCQ0PRvHlzvPHGG56Plz84e5Yab6VS+r3ieaoyOydf7t9PDZVCamVUFAW3eJm5ysvLw8CBA33fnqgolxmpl4YNA88YsrOzMXHiRHqxZ0+yuKtqMaJ/fyA1FeXl5QgJCfHczOiM/Hy6dy0DHaPR6D723AcwxrB27Vp069YNq1atAmMMer0ejRo1spLlDn7aVAYQwKPCQ5Nkxthlxthpxti3HhfGWCZjjGeM9bX8P54xdpAx9gNj7HvG2FO+rO+vQpK//vprVKtWTbRb/aEhaCS9SRMuXCCi0LGjf8s3meiBo1IReZs06aHJ8jvvvAO9Xu9Zq61SAb5My924QYTaouH88ccfwXGcaDXkb3/7G5KTk/H777+7vHfu3DkwyzRobGwsYnU6VEql+HHgQIwbNw4xMTEwGAxo3rw5NmzY4N3ab8UKQCbDv4OCsP2117zvhz2OH6cHvVOkblFRERQKhcP2//LLL7hWvTpO63RQKBRITEzE8OHDPeuvCwupYq1SWV0pgoODXSNv09Io5c6Xh3dCApHuh0TXrl0xs0ULclAQIcsnT55Efn4+atSogSMch+8VCsyaNQvfbdhA5Np+W8+cIY1yVJRLnPWdO3fAcRx6iFilAcCzzz5LGtQhQ1zfFBIWRRAcHOxd+37lCn7jOJg0GlfLwdmz6dx4gYNllzu88Qbd8wIsDijmH39EaGioeBz4mTPUgMdxdP6PHyerskGDbKSSMSJWcjldpxxne134w3H0XlAQoFSiQi7HbcZwRy5HudFITXc1a9I6MjNJm96pEw3IBg+mEI5Jk+h4LFlC+/Luu2SPePgwbee1a+IzM8uW0bZFRtJsw8SJ5MjStKmjTdvs2a6plR5w9OhRaDQa71aMAPV2yGTWhk0BLz/3HMyMYfOGDdR7YTbTDIxKJTo74ROysoB27fDaa6+J+867w7p1dJ4sxYirV69CrVZjSxUb98xmM4KCgmxNrwDGjBmDxx9/HA0aNMDQoUPBGENmZmaVlh9AAA+LR0WSw7x8RsoY+4wx9rEdSY5mjDWy/FvHGLvAGKvjbX1/FZIMUJzsjv9A6h0AqkI4N1qJ4cQJ+uEWifb1Cp4n6YVGQw/eceN89yC2w/Xr16HT6bzr0rRa1wqQ2DZVq0bVIztypNFo8Msvv4h8nEeLFi0QHR2NLVu2ODzsKioqoNForFq+UaNGYTJjMDGGPq1bY9OmTb55XpeWkk5cIgFmzUK3bt0wevRo799zxo4d9AATmhItSEpKwnPPPYf58+ejdu3aUCqVKJFI8FHz5rjqrCV2hslEHfkcR4MlO4KRmJjoOJU8aRJdK75GTHftStO2D4lvvvkGWq2WfIEPHgRvkWF8q9ejcUgI1Go1unfvjg0bNuD3Dz+kfSkqouRJexeFzZuJpLVqJTqo+/DDD8EYw3Y31e/9+/ahkjFRhwisWuVWg52UlIQPPvjA6362bdECP8XE0Dba2+d17uzR2UKA1bLLE4RUPeF3Z+RIqzRr+PDhjgOEs2eJrArkeMcOqq4ajfT4iI8nDbjRSBILmczVVQcgwnftGi3vyBHS32/Zguvz52OmUokvc3JIIjZ6NA1Aevemamt2NnkN169PMe3VqtEALTycyLlWS4P0oCDvxFwup89KJLb3lEqyxly//qEG+REREeQz7QkVFUR6hUqxHd577z2YGQN/8SJ0Oh2+++47emPDBtpeT7Mn7pCcjMr8fERERDgQVI8Q0kjtrNiGDx+Odu3aeY/AdgP7anH//v2tvyeJiYlgjOHZZ5/FBx984GDhGUAA/5f4vyLJExljTzLGNggkWeQzuxhjOd7W91ciyVu2bEEr+3S8R4kmTXwPBjh4kH4cnaqUPoPnqalPp6MH1qhRfmlRu3fv7ttxCAmx6kfdYuBAevjZ6Rh5nodcLrcmoYlh4cKFiIqKQkhICKZNm4YNGzagY8eODtZEPM+TL2piIh1fX7BzJz0cIyOtFcKVK1ciVSQBzicsXQpwHB68/z4OHDiAJ598EhqNBjqdDo0bN8bSpUtRJuiBvUTPYvduOmc6nUtYCUAPOKskaP9+IhybNvm+rS+9ZItufkg0bNgQiYmJqF27NlQqFR6LikJRSAjMHAe+eXNHIhEZSdP+zZvb3D3Gj6ftF6KqRfDbb79BoVC4HfiYtm3DA8ZEZx1w5ozbRMgmTZpgkbfrFnRd1KxZkwYjHEfbDLgNQ3HGzZs3vV7nAEgyIST0GY3W9ezcuROxsbFEZps0oW2oWZOcSgSbs9hYInqC44q95WRODg2WffTT/f333xEbG+sYvf0owPM0ML16lWbTCgtJT9y+vSOBfkQJdzk5ORjr7bczP5/uBbtrq7y8HH379oVGo0GlRALs34+MjAxHH/W0NBog+IvgYBzr18+zHt4eJSU06HBqGNy2bRuCg4Nx//59vzfhwYMHVoKcmJiIxx9/HIwx699eZz0CCOD/AI+CJP/EGPsXY+wEY+wJkfdjGWOHLNVkUZLMGKvGGPuZMab3tr6/Ekk2mUxITEz8zyQNTZxIrg6+YudOa6WzyuB5InHBwVRVGjbMq23a9u3bYTAYcNOXKc6ICI8d89i0SbTh5dy5c1BaOr29Yfv27WjWrBmSk5MxcuRIW1iAPYSIbE+zACaTLRFs6FCHh2NRURGCgoL8fvDcvHkTb7/9Nj5KTISJMbQPDkaHDh2wfft2R2L3yiuenSXKyqjZSrCdc1NF69+/PwVt3L5NRN/fLvdLl+hnpgqzC1euXMGsWbOQmZlptY2qUaMGXnvtNcdzcugQkQiOI+J38SKwcCFtb2goMHMmVfFlMldHChEYDAb3mvhevXBBKsWUKVNcK2uCL61I1W/o0KE+6VbLy8uhUChw48YN2laZjOQAKpXPAT8JCQn4xz/+4flDGzbQYPa772ibLYS39MQJHGWMglJCQ20V46goGkCLDbr27XPUSzdvTtvrw2zDwIEDqz5Y9AfbtpHERjiOublE/iWSR0KUt23bhoiICPfV1hs3aF1OFd2ysjLIZDJMnTqVdP7r1mHx4sU29xuAdN0Sid+e9eagIAwxGm1WmJ7A83QPRUeL/haEh4fjyy+/9Gv9AGn869SpA8YYatWqhUOHDmH69OlITU0FY8x/V5AAAvgP4FGQ5BjL3xGMsVOMsdZO729jjDWz/NuFJDPGtBaC3dvDOp5gjH3DGPsmQSTe9c+MZcuWPbTFjij27/ffNH/9eiIbj8LMfsUKetBKpVTdFfH9LCoqgsFgcN9I5oy4OPIkFcOlS0QqJk1yeWvQoEHo0KEDdu7cic6dOyMxMRGJiYlo3Lhx1f2q+/WjB69Y1fHYMap6a7VuE8yMRiO++eYbr6v58ccf8eqrryIrKwtyuRxJSUkYPnw4SrKyqGIuJqdo25Y0pGLYtIm+FxZGU98esGzZMtSvX58sveLiqtZEJJP53Gx5+PBh9OnTB3FxcVAoFMjKysKCBQuQm5uLpk2bev6yPVlu3tw2rR4SQoM2H89zVlaWa9KggIgI3OjfH1qtVpyIMkYV1yZNSBPaqhWQnY0rNWuiUKMhctalC8lQcnOpstmmDRHh+vWBlBT8IpXiD72etluttlU969alZq7RoykkZsMG2uerVx3OS69evTDUW9WZ520EPDGRjk1GBmCREpmF/Rg50jvZHTOGqsv2y27QgK59e0cJESxduhRBQUGIjY3Fhg0bPK+nKrh82Zb8N3CgbbA2aBDpjz/++JEQZZ7nodfr3TdNtmpFx9kJZrMZYWFh5DJjNALz5qG0tBRKpZIGSgImT/bPp53nYWYMdYxG3+Rg/fvT8t3MPNWtWxdz58712j+zadMmNG3aFI899hh+/vlnNG3aFHXr1kWrVq2sFeWePXtCpVKBMfafzQoIIAAf8UjdLRhj8xhjU5xe+8kiybjMGPuDMfYbY6yX5b0gxtgnjLHJvq7jr1RJBqj73Wg0eg4SqAqEypa/UaKW6Xw8qofW2rX0wJVKSftqVzHu3r27W19aUSQniz/QTCaaYnejfx0zZgwYY4iMjMTIkSOxdetWGI1GSCQSGAwGXPEnCEBARQWRGOftEab127f3KDmpWbOmKDEwm804deoUnnvuOdSuXdtqhTV16lRHKyyeJ4eG0FDXRqWQENcwmZs3bVPoY8b4RHgvXLiAFVIpOXFU5RgBRKDc+O/yPI/NmzejTZs2MBqN0Ol0GDhwIHbs2IE//vjD+rktW7b4HlFdWEiBOQK5rFfPs8WeEyZOnOhixcbzPHZv3QozY2gdEWHt1nfAvn22dUokdJwtGlmzQDy9/ZFIUMlxqOA4mgkIDqaKL2N07ho0IF2u0UjXnkzmuE6lEhUaDa5xHMx16lBlPS+PzveCBcDGjXR8btyg6jpjJAEQlqHT4fvGjZHrj11YWhqRfscDRgOW4GCvTXBlZWVYv349tFotptl5XD8UTCaSNwjNeM5kbPx4m0PJIyLKmZmZmDNnjusbgp2byIC0oqICHMcRkU1MpAEQKKXR4frieZpFE3OxEYH5/HmYGcNssUApZyxfTtt34IDbj+zduxehoaGIiYlxK+X5+uuvrURY+DN//nxrdf3zzz/HV199BQA4c+YMhg0bJi5bCiCA/2M8FElmjGkYYzq7fx9hjOV6+Ly1kswY4xhjbzPGXvG2Hvs/fzWSDADTp0/3rmmrCoKDaerZX8yaRQ8Ob5HN/mDjRpq2lUiAHj3w4bp1vsssBNSuTVUPZ3TuTKTCQ6XFuaLSqlUrzJ49GxMmTEBISEjVvFg3bqT9uXCBqlaJidQgtHGj16926tQJTz31FACS3Rw8eBDjx49HREQE9Ho9MjIysGTJEvdWcgCR8IgIxybF0lK6te0rgK+8QmQrPt7VOcET9u4Fzxh+fZiZhY4drWEeAFBSUoIFCxYgPT0dGo0GMTExmDhxIr744gu3laozZ84g2FO8tslEx7xNG7oO7IlnvXp+NWVt2rQJKSkpuHnzJubOnYv09HTo9XoUSKUoYww7d+50IPAAiAgqlXT+RRwuBE281YLOZAL+/W/avvPnXfZVqVSSFOfKFSIwKhW5ObjD7dvkOLFtG/glS/BaUBBKOnemGYX0dNouwblEKnUl5ykp1oa7ixcv2kItfIFGIy4FqKig9YaH+5Qe9/nnn0NvSUb89ddfcevWLd/W74zNm6mKrdG4H+gvWODoFvIIiPLKlSvFB3JJSdQcKILt27dDI8ii6tenmQIAY8eOdbVEKyz0SmYF/OvZZ1HOmPcq8pEjtN8+6OUBoFq1anj77bddXi8pKXEhyBkZGVVu9gsggP9LPCxJTrZILE4xsnGbaXl9DGNsjMjn7UlyS8sN8x0j+7hvGWNdvK3zr0iSr1+/juDg4KoRNU/IyPC5+uCCggJ6oB48+Eg3CVu2gI+ORiVj+KluXa9Tsg5o1MgxDhiwVUK8SAfswfM8wsPD8dFHH8FsNqNz587o06eP79thj7p1iYBKJETifTyHCxYsAGMM3bt3h0ajQXh4ONq2bYtt27b5NkUqoKiIqopCg9obb9hS1a5epRASp451n2Ahfjs1Gv88Vp3xwguo1OkwatQoVK9eHQqFAg0aNMCiRYvwww8/+PQgraiogEwmcxxQXb5M0poaNWj/5HK63pcuJW9mjqNKq1ZLVU0fdNHHjh1Du3btYDAYIJfL0ahRIyxZsgRnzpwB36YN/iWVilukpaSQ3d3HH9M9I3L+wsLCHOU1GzZYE9GcERUVhX379pFko3p1Ivq9enndfgH16tXDq6++6vlDQrVdr6frh+PoWM6ahfTERN+qurdv0zLcXfNlZaRzjYnxOKvy3XffoWnTptBoNOjVqxeCgoKgVCqtfuY+4eJF27U+bJjngdHq1a6a/Ycgyg8ePMA///lPqFQq/Pjjj7Y31q+nZbr5jUtOTsYMoceiTRsrmRZ6KFy8ort0IXLv5ffhjagolHrrwSgupt8JH6PBAWDYsGEO7ieXLl3C8OHDkZyc7ECQ27RpgzVr1vi83AAC+P+JRyq3+L/481ckyQAwYsQIzPPFss0fjBvnqBf0F/37E9Hw52HlA0aMGIGnEhOJWHAcNZH5Mp3fvLmjY8epU/QQWrDAr/XPmDEDCQkJ1srl559/Dq1Wi4EDB7qPvb1xg6qVo0cTeYmOJmLmZtrcmk4YFkb7WacOfa9zZ2DwYJSMHInpEgnWtmqFcytX0pRwVRtZTp+2NUp27EjT8nPnEmFLTfXdss0eqalAQgLatWmDKVOm+P31wsJC5OXloVV4OMyMoXNODtavX4/ffvvN/20BUC0hAQcnTaLjZzDAqv/t18/Vkk2IopbLSWdpMJBUx4molZaWYtWqVWjVqhWMRiO0Wi369u2L9957z3WGw2DA9gYNXD2U8/Nt6+F5OvciFnE1atTAu/a2boMGEbkWQfv27bGkb1+6N44dI3vGmjV9PFIUhd3ek7PNyZO07IQEOo6lpeQznJcHGAwwM4ZfGENhejp4u2uH53lcvXoVJ0+eRElJCZFNsZhre5SU0D2QlCRKXL/66itoNBr0798fb731FsaMGYOtW7eiffv2GC+4e3hCRQVKevQAzxju1ajhWzLj7t10zpzhJ1Hev38/+vXrB41Gg4iICBiNRiwTZl2E0BKLV7sY5syZA7VajSeffJKu4zp1rO9FRka6xkiXldHAysNx+eKLL7BVJgPv6XoR5B1JSX71GQjR7CaTCXv27EFERATmz5+Pc+fOoV27dlaS3K5dO8ycOdPn5QYQwP9PBEjy/wjOnj2LiIiIR9vxu3cvkaeHgWDr5I48+onCwkJoNBqbQ8GePURgOI58UT095Nq3J6IMUGUwONhmZeUjjhw5ArVajUNOROajjz5C7969ka5QYFlyMsr79CGyaTTapqiVSpIstGlD7iHbt5MmMy7ONhV6+zaR9z17iETMn0+Dlf796VhmZlJlMzYWtzgOJoWCzpG9x6tUSsdcryetdXIyTZu3bk1TsiNGUJjLsmXkgnD4MBF4jrN9TyYjC7aqoKCAquPXrmH+/Pnem+ZABOrdd9910Bc//vjj2LVrF8xSqdsGRo8oKsKPjz+Oy1otTIyBl0ioqjpvnvvq5dq1dPw++MB27RcXk3Y7Ph7n/vUvh6p2zZo1MWXKFBw+fNh9Y5Il4vuj9esRb5+2t20bHXN7WVJ8vCjJat26NWbZO8ekprp1C9m8eTMuSaU0qAJIzuDJrcQJZ8+ehVKpdB9w0bSpzfeYMVcJ09mz+LVzZxRLJDAzht85Du8rFGgYFASFQgGDwQCFQoEvIyJI++wNxcU0UElNtZKyyspKvPDCC1Cr1aLFgRkzZiApKQkrV67EsmXL8MEHH+DYsWP4+uuvsX79evz444+4Mm8eTAoFSiUSDLekSZb4IO3AiRPuE0n9IMrR0dFIS0uzxsILbiwAbMmkXmYw8vPz0bx5cyK+cXHW17t06YKRYkE8q1fDLJHg2127cOrUKZe3s7OzcT48nH6j3KFrVxrc+CN1syAsLAyzZ89GVFSUQwpffn4+GGPo3bu3lSw///zzfi8/gAD+rxEgyf9D6NGjB1Z6C8vwByYTneaHIbg8T8ROo/Huu+sF9+/fR2Jionhlcv9+qqxxHE07im1zt262UIUWLahBzQ97MZ7nERcXh3lz5pA8Y+FCmsZOTSViyXEwM4Z7Uin+zXH4KjQUxWPHEvkVW8/Fi7ZqX9++Lv7M3tCtWzeMsU/U4nk6xkePEgFbvpws70aOpCpfmzZE3KtXJ323wUDrFNOZGgykj23cGOjRg4j60qVE3q9ccV9B2rOH9skisRCmfsUkIGVlZVi8eDEaNWoEnU6H6OhoPPXUUygsLHQknNHR7l1JnHHwIDV4hoUBjOGuTIaDWi2urlrlverF83Qehw+ncyKRwGw24+TJk+jfqROKOQ43GENehw5Yv349igSvX29YsAAwGFBSUgK5XE6yqKtXaSDhHArTvz/JFpwwevRo9LRoTgGQxMGNqwu/ZQsqGcOPn39OLwhWen5oq8PCwsRtuwSdc2GhzeWC40R1wzzP4/znn+PnPn1wPzKSmg/1eqBHD9zYuhXXZDLs8dWH99o1+g1p1AgV5eVo3bo1oqKiXAarAioqKpCXl4e0tDSkp6cjISEB4eHhCAkJQceEBJznOFQyhk0aDTq0a4eysjJkZmZaG12HDh3qPm6+uNjy+HMDH4lyrVq1HJpvb9++DYVCgeJ//9vnQWpsbCzNMCxaRL9nFuzZswehoaFWOdKDBw9w4MABFBQU4AeJBGclEigUCnz//ffW75w4cYI8l5OS6B4Qw8KFtG9+yNPsUbt2bTDGXIKfTCaTNbhoyJAhCA8Pt0VsBxDAfzECJPl/CIWFhahevfqjjao2GICHNevneSKSISEukar+YObMmUhMTPSsuT10iNbFcdTRb99o1r8/6X7nzqUfem+x22VlRPqmTQNyclCs0+GehQhDIqH9SUujit5LL9E0tGXbzp07h8cffxwqlQpt27YVJ1QdOhBhBWxTmMnJPk9hLlmyBI/seheax4KCiJQuWkShLrm5RKzj44ngCG4JjNGDXKcjSU79+kTCJRL6/NatdOxNJhgMBmus8uXLlzF+/HikpKRAoVCgXr16eO6553DmzBn3+uJ27dyHr5SWUlNao0a2eOCUFGDKFODKFaxcuRK1a9f27RjMnQvI5Si7eROfvfYaeMYQEhICrVYLxhj27dgBc3Q0yTT8qaJlZFhDFjIzMzF39myq+ol5/O7cKTp7s27dOgoKEfbZk5Y3NBR79Xq8/PLLttckEiK2PqJ58+Y2vas9OnWiaXYBrVvTIEusIdYZJSVUxbdY7ZkZwymOw42VK3275i9dAlQqXIqLQ2xsrKvm1hsqKuhe5TigYUNRidaxY8cQERGB1NRUqNVqhIWFoXnz5li6dKmtcVJw/vFkqeYDUa5RowY2OYXrJCcn4+e0NBrE+oD69etTYM/mzQ4adZ7nYTAYsHTpUqukIzw8HDk5Ofh03TpAIsHm7GyEhoZayWmnTp2otyIkhMKdnCEEAvnpuey8vYwxj70EFRUV+Pzzzz03HQcQwH8JAiT5fwzNmzfHVh9CD3xGo0ZElB4WFRVEtKKiqqSdPX36NNRqtXVq0iuOHiUCy3G0DydP0gMrJsb1h76oiB4yBQVUYY6JsemFZTJygMjMxI6QEHzSr59fGt0rV66gZ8+e0Gq1WGG/zps3XR1AiopI7uBjxPf+/fsR7U/gizvwPFUvExKIiHgLOgFIY71vH1WrJ0ygirog/QgJoX9bJCCVjKGM41AkkeAHxvCtwYB/Z2bi7vjx1Jx09KhnwjF3LskdBBw/TgEr0dF0jjQaItKbNrlUSy9fvmzVQXrCT+fPwySTYVNCAhQKBTIiImBmjBrgAISEhNC1V1ZG13FoqC01zhuUSmqIBEU/7zcYaLpabMAoJNA5BZJcunQJSqWSyMW779LxFcPChUBQECY+8QQ6d+5se91odLX184Bly5ahjrMUQrhm7WO3d+6k7ZVI/BsAnzwJMIYfDQaYGIOJ4/CdSoWjI0a4rXibzWasnzYN9xlDiSCb8hWrVtExNxi8XtudOnXC2LFjYTKZcPjwYUyfPh116tSBXC5HXFwcMjMzwTOGEnehMQK8EOWwsDAUOg1c5vbrB54xl0Ajd5g+fTrJLQ4fdvG179y5M+Lj49G/f3/X383x4wGlEj1zclCnTh2cOnUKarWaZjnkckoYtMe1a379Nonhyy+/hNFoRN++fau8jAAC+G9DgCT/j2HXrl1o2LDho7PPGTPGQev2UCgtpSqcmyYcd6isrERaWhoef/xx/9d54gRVjTiOnAoYo8pno0Y0Je+sF87OJtK3bZvLQ3/o0KGOU95+YOfOndDpdLYq+MCBRL6dsW8fbauzj64dzp8/jxdffBE1a9b0bG3mKwYMoAegQPp69RLfNk8YNYoerpZO/EOHDqFLly5IMhrRjDE8GxGB8336wNS3L4UjpKbSOtRqW3AHx9F5CA2linrTpiQT6d+f3m/UiIiO0DQ2ZoxPPt7VqlXDOqe0MqFaNWXKFCQlJWGdVIpSiQQTxo3DpUuXiBDaTak3bdrUGi+OigraPoPBu4To7FlajmVg+K9x48Azhu9eecX9d2JiaN/swPM8FAoFNS4OG0brd0ZFBR2/qVOxbds2JNoHUGRkUBXYRwjSEAcvWnfXrEJB95Y/5GfWLCA0FDt27IBOo8Gmzp1xJTGRrMc4DnydOjSbUVYGnufx0UcfoWvXrggJCcE3q1fTYMwXR5lTp+hYSSREDH2oWG/evJnitZ1w584dfPjhh1iyZAlMHIcuQUHIysrCQU8OPh6Islartc6wCHiQkoKTHOe1QfXXX3/Fpk2bkJ6eTgl7N27AowTEGTwPGI3gO3dGeHg4YmNj0bFjR1uV3D5kyGSiAamdJtwf3LlzB5MmTUJERAR2Pkpb0AAC+C9AgCT/j4HnedSpUweffPLJo1ng7t0P37xnj+JimrZPS/P5B3fp0qWIiory3XtVDKdP25rbOI4I8cSJNIXo47TtyZMnoVKp3Dc0eYDZbEZCQgKWL19O65PJ3E9bTp9O5N0iFTGbzSgsLMTkyZMRFxcHjUaD+vXre/dB9gVvvEHHw74xrqSEts9Xf+NduwCOw+kFC9ClSxeEh4dDp9MhPz8fn376KVasWOFd8lBRQedoyxZqVnzsMZKf2Ms7lEpg5UqPdmBiePrpp9G6dWtcuHABEydOROfOnaFWqxEREYHWrVvjrWXLqDnQXs8v6PEt1+iSJUtQr149x/dr1SJy6GlmYcIEG7G8cAFmqRSfWezKateuLW4J17s3LdsJUVFROHz4MNkG5uW5fi8/n+QvPI+ioiLIZDKb9GrECNHUNk9ISkqyyQHKy+maWLXK9YNt2tCgxYdqMs/z+O2333AtKQnfG40ICQmBSqWykqcNGzagr16PgyoVKlUqmDkO11UqvKpUYnBurs01pLCQ7hF32tmyMluse5MmfllF8jwPrVaLM548wdVq3FiyBE899RS0Wi3i4+Mxe/Zs8d8oN0RZLpfjmv0gy1KV71i9OpZYfK3Pnj2LF198Ee+//z7Ky8tx4MABZGRkQKFQoEaNGhg+fDhKS0tt5NYfG9CDBwGOQzu5HIwxCkUS9Ov2aNOGritfE/ssENxfoqKi0L9/f/z6669+fT+AAP4XECDJ/4PYuHEj2njqTvYHFRV0qn2xRvIVV65QRdAHZ4mffvoJarXaOu39UIiOpmn6iROJuDBGVaaXXvK5sh0REYEDPhjyi+HNN99EWFgY7o8fT+TK0yCheXNy3ygvx48//gjGGIKCgrBhw4aHGyzYQ7DAEyqk9hg3jmQMHraR53l8uG4dKiQSbFYqrcR4//79DttYXFyMoKAg74T+yBHSjBqNdG6MRiJ2wuBGKnWbvucOe/fuRf369REcHAylUgkhOdHBQ7dHD3IBcYZdBbikpISaquxJiMlEgz21mpowxZCaSoTWZKJZFMvv0+3btzF//nzI5XIEBQU5eklv3UqDAyfUrl0b69evFw/gKC6mc2k3A6HX622NWRs3uvVVdodBgwbZpsbHj6fBrRh27aJ1R0QQwXeDkydPIiIigoJRJBJ82LAhtm7dirFjx6JZs2YOnx0wYAC0Wi0acxw+CQ6GOTiYzkd0NM1aXLpEkgShQmyPZcuouh0aSj0FVUCjRo3wgpguV0BIiLVX4969e9iwYQNSU1NhMBjw/PPPu+qlRYiyXC537FUwGoG8PKxatQqxsbFYu3Yt1Go10tPTERwcDMYYwsLCMHToUHFPfInERabjDUUNGqCIMXQVpDnbtztKeZ59lu47EScMdzCbzXjmmWesLhXOkpIAAvgzIUCS/wfx4MEDJCYm4qifP5huodNV3Q7MHc6epel5D2b0ZrMZrVu3dtRWVhVCcIF9xOzp01RtEpLEsrKocu4BHTp0IF/SKsBsNiO3Y0eUcRxKnMje7du3sWzZMkyaNIns7Soq6CFvsU87ceIEkpOTkZSUhDNnzmDPnj3Izc1FZGQk8sSqit5QVkakx91gymQi8ufUYe6QeKdS4SeJBL/qdC7E2BlhYWH4+uuvXdexfj0NlpRKIsPJycDkyTTdO2gQnZdBg4hgCvpXD+SltLQUS5YsQWZmJgwGA0JCQjB8+HDs3r0bZWVlePvttx2TzQS3BjGdKmMOFcikpCTXKHCeJwcQpVJc+iGT0bI7dKD7yEmPv2PHDjBLg2B0dDQmTJiAspIS2iYnf/E2bdpg9tSptF3OMo8OHWCOi8PevXuRl5eHpKQkMMZsMhPBkcGPfoDCwkKSCJlMtH9igykBCgVVdSUS0abGO3fuIDo6GgUFBbYqveV4lZaWQq1Wu0gPXHDxIhHkqCj6fmgo9RAwRrMvx49TRVsqpcbNKkgDBCxatIhkDO4QE0PrsIPZbMbkyZOh1WoRFhaGZcuWOaYr2hFlnuchlUptzYALFtDAqLQUPM9DpVJBo9Fgt93vkWijYlkZzb4MGgSrlGzLFp8H/WrGUM4YHgjuMfPn29IEhfvNXfKgCCoqKpCbmwvGGHr27CnukBJAAH8iBEjy/yhWrFiBXn6kbHlEejqlNT1qHD1KD7ShQ0Xf3rhxI0JDQx+N9/OCBURS3GH7drKqk0ioUte3ryOhtmDbtm2IjIyssub7/osvwsRxUMpkCAsLQ40aNRASEgKpVIrU1FS0bdsWKpUKe/bsofVLpcDUqfTd+/fx9NNPg+M4hISEoEuXLmjSpAmSxfSp3lC/PlX+PD1MX3oJkMlw6bvvMGbMGIfEuxdffBG38/IctcweULduXaxatYrI2owZFG4hhKY0aULT+PYkYMAA2vcDBygARLivV61yeXAfO3YMw4YNs25fvXr1MHfuXJw4ccLlPP36669QKBS2a6p5c7ehHOA4ByvBESNGoIvYfcDzRPQVCkdie/Ag7eOSJfT38eMiX+Wh1+vx7bffYtu2bahfvz5UKhWKZTJccBocjh07Fs8LIScWlJSUYM3EieAZQ1e1GiEhIRgyZAi2bNmCr776ypGkBQV5HQQKuHHjBubNmwfGGK4VFNC+eSKd7drR70R0tGi636pVq2zXqZOEi+d5REVFiUYWu0VREd0XQvKf8Cc8nAZRZ848FEkuLS2FUqm0Oj+4ICVFNOjjwoULUCgUWLp0KZKSkqDX6zFv3jxbTLaFKJf272+LlC4vp+Nr5yYybtw410AXk4kq46NH0/0r9FgEBdG9wnF0/IOC6N+xsaTn37NH9FhMnjwZjDF8MWAAXZ9XrgBDhtC+XbpEyxk1yqfjZTabsX//fmRmZqJt27Z4//33ffpeAAH8ryNAkv9H8ccff8BoNOKiu2lgfzBqFFVo/hPYt49+oCdNcni5qKgIOp3OxU+zyqhXzzeXjooKcghITKRLPCqKHsYWH9j3338fCoWi6vKPsDBg6FD88ccf+Prrr/H+++/jxIkTDrZ9AwcORG9h2nrDBnrg2WlXi4uLsWnTJjDGEBsbSxZQ/mD0aHoAetDSHj9+HP369UOxRIIdHIeOHTs6egML0c3OXfDiC8MXCQm4o1DQMQ0OJiLlTrbSr59jpHn16g6EhJ8+HWaOw7SGDREeHg6tVotevXrhrbfe8sm7uG7duqT5PHFC1EnCConEgfSePn0aKpXKvfVY+/Z0XAUngSFDiLRIJB5tFOvWrUtadQsuXryIsykpOCuRIDw8HHl5eTh79iw2bdqE93Q6VERHY9iwYUhOToZCocAFhQLXo6Jw8uRJz4O36GiX+8wehw4dQv/+/ZGYmAiFQoHMzExMnz4dvF7vXeayZw/t57vv0t9OcoCRI0faBhj5+Q766LZt26Ju3br+D4YrKki+IDR+CvIpjYbOK8fRv5OTKYhnyhSq6nvQTd+8eRObNm1C165dodFobAl4zmjUiGQ6ImjXrh3GjRsHANi9ezdq164NtVqNiRMnki73449hlkjwrkCSBwyge8KOyH62fz+6Gww0k5OZSe8Lbjvx8VS0WLaMruHQUCLE9l7Vx47RfZ6SQveSREK+58OHA4WFuH79OhhjiBKs5lJTSTrUqhUN+IxGsnL0AV9//TUYY6hbty7eeuutR9c0HkAA/wMIkOT/YUybNg1PPfXUwy9oxw5RjeQjw9at9ECzi4fOy8tDlpAY9rDgeXpQ+ELo7HH1Kj3Qg4MBjsNVgwFPKhQICw1Fu3bt/N+Obdu8NjfduXMHWq3WkYQPGUKVJrup/6tXr0KhUECpVDpay3nDu++KygtKSkqwatUqtG/fHhEREVCr1ejXrx++evppmDnO0VP2xg2qZrqrMvE8radNG5JscBzuGo3YaDB4t8/r3ZuIgL2OUaPBg5UrsXfvXjz55JPQ6/XYLJOhkuNwdM0av33BFyxYgEaNGpFnduPG7j8olbp4C3vVpHftatv+uDi6byweye4wadIktG7dGjdu3MCbb76Jjz76CNi4EWbLYKxfv35QKpUIDw/HKY7DRxyHnj174u2338bt995zqXi7RcuW5GtsQUlJCRYvXoymTZsiJCQEer0eAwYMwHvvvWeTAQhOEr40SyqVwIoVMMfE4Frjxhg2bBheeuklbN++HSqVymZDVru2tfFwwoQJiIqK8q+pi+fpt0KppNmh1auJlHMcWaEJnzlzhrTbQ4cS0YyKcrR2DAuDuUED3OzUCftzczGwRg3IZTJUq1YN+fn5eOKJJ9DY3fXRti0RShGsW7cONZwCYY4ePYpGjRpBpVLhqaeewrtDh6KSMWpQ5TjgxRepktyyJW2XJeykwmikwdfCha4zWxcv0iAgJcXz+eF5GnAOHQokJsIskcDEGM4xBn7MGBoIXrxo05UbjaS59nLOHzx4gOeffx6MMSQmJgbIcQB/SQRI8v8wfv75Z4SEhODOnTsPt6DycjrdIub7jwyCy8LKlfjoo4+g1+vFm1Oqgm3b6KH4ENOvFzZswH6JBOagIPAyGT4PCvIrnAEATQ17seFavXq1o2YWoO1OSYE5Ph4TJ0ywVhBbtGiB559/HgaDAW3atPFeibt4kY7DxInged6qX01ISIBcLkfNmjUxfvx47N+/39HBo0YNW5w3z1NFylmicPs2BUXUqUPkMiiIJBLLlgFlZbh58yaCgoJw//5999vXsydtn4Xo3LlzB++98w7MjKGmQoHIyEjk5OTAaDRSylj79kSU/Lwu//Wvf6GPUG30NNMSFOTiV9u+fXtrldAt+va1WQsaDF71oZcvX4ZUKoVCoYBMJkN6errtnrPodO/du4fCwkKUMIYL9lXd6GiSo/iCCRNQGRmJ1157DVlZWWCMIS0tDbNnz8axY8fEQ3qiotzGX7ugQwfwaWlY3KQJKhlDfteuqFOnDmJiYrDAbgAMlcraYJiamorXX3/dt+UD5GceEkJkd/p0x3u6fn2fmoHv37qFYwsW4MMGDbBXJsN5jsNdiQQ8YxQUpFIBCQl40Lw5VkokuPvGG67uGHl5JC8RgSDpKSkupvO3ezf5iU+ZguLcXBzVavEvxlBkLxPhOCKnLVrQfp04gZ49e2KoGykaTp6kgXNGhl+/ayaTCQ3T0zEhKQkPevWi64fj6HgK1Wrn3g2xY3j/PrKystCxY0fqoQgggL8oAiT5fxz9+/fHq6+++vAL0moBT96ujwKLFsHMcRil1VotkMRQUVGBN954Azk5OY4WSu7QoYPbB5qvWL9+PVJSUgCeR+WaNTgjkVCF1WCgarM77aKAw4fpYeTlgTJp0iTk2slCLl26ROTl5k2YlUp8IJFg2LBhDv61169fR3Z2NsLCwrDf3srNHhUV4ENC8Et0NBo2bAi9Xm/Vr27fvt1WORTD0aO07ceP26raxcXU+Dh8uC3UQ6+naWAxWzMARqPRfRhMt26ATIaiXbuwatUqtG7dGgqFAr0iI8EzhtN26YiDBw+mZkWepyni4GDRWGR34Hke1zgOv2dmev6gQuEYnAFgy5YtiI6Odl81O3aMquEC2cjJ8alZ7vDhwygrK7NKOkyCG4Z9c1hFBcyM4dXJk+n/K1YQGfdw7niexzfffIM5c+ZgbFwcKhhDzZo1kZubC5VKhb59+7qv4lqs/Xy1FTP/85/gGUNSbCz4mBjxPgahgdCyzYMGDcJjjz3mfeGFhTQ4k0ioSU2syrlzJ70vcrxv3ryJjRs3olu3blCpVIiKikKXLl1I+2+Py5epmXT0aKBFC1yXSmESbAiFlM26dW164Lw8IrapqdTMp9cDcrmNcAsEVK+3eQ03b47b2dm4mJNDy8zOFiW6a9euRS0RK0AcPEiDyZwcvwhyWVkZ6tSpg4YNGzre70VFVBkXrlkvVoFlZWVo0KAB2rZtG6geB/CXR4Ak/4/j0KFDSE1Nffgfs7Q0txq8R4n9DRvSNKQT0SouLsazzz6LunXrQqVSITk5GTVq1HBfabGHVvvQ0dr79u1DpJ1N2LBhw9CvUyeKrBZIYmIiTYuKaVYbNrQ1n7mB2WxGcnIymjVrhuzsbISHh4Mxhv79+2PIkCHoGxGBSsbwQYcOot999dVXoVarMcLSPQ/Q+e/bty+Oy+W4xRiaN2qERYsW4dSpU/5dE02bEmljjPZFo6F/x8VR8IUP0/316tVz0N4K213SogUqJRL0r1YNSqUSqampmDRpEjVNLVhAxMQOJ06cgFqtpmp3RQXpMePifPa7xrp14BnDsK5dPX9OpSLrNDsIHrpWazWACFy3bnSdCQ4dM2bQ8VGriSTNnu0zoTEajeQEkptL1VEBu3ejkuNsAwSNxiV0BCASs2vXLgwbNgwhISEwGAxo0qQJXnnhBSJuFveJoqIiZGVlQavV4tVXX8XPP//suKDq1WmA6SPOnTuHe4yhbNEikvNwnGsFdsUK2m4LCgsLodfr3UfNX7xI9w3HkXzHm9+xXg9Mmwaz2YyTJ09i1qxZSEtLg1wuR3JyMvLz8z37HzthxIgRNGitqADmzHG0JBTu+XbtSFc8eTIVEnbuxLrJk9HY3ldbDMKAwU3E+aVLl6BWqx1dY3bsIGLtZ/LdyZMnERkZifbt29uaOY8epRkijrMlZDrFZDujvLwcjRo1QnBwMPb6mAoYQAB/ZgRI8v84zGYz6tati88+++zhFuTUbPOfgEB+bvfuDUil+HXnTkyaNAm1atWCQqFAs2bN8Morr1AiGoAPPvgAMTExnhd65gxdqn4a4TujX79+tmY6AB9//LGt6QWg6cl+/YgASCSkdRWqkBcv0gPIS6S2oDPu0KEDpkyZgs8++wzr16+HRCJBz549sWXLFpTPmOHSUGaP7777DtHR0Vb7M71ej12pqeAlEtx1tmDzBYK+OC3NRgwMBqog+1G9BahjX9Byf/nllxg3bhwOyOWoYAxD69TB0qVLKRjBHj17OhJFCyIiImzX9O3btE2+BNTwPGAw4KfsbCR4a0bVaq1x0vaoX78+to4cSdIZi+YatWoRobff/g4dSH87bx4R5ZAQsufygszMTJInrF3r6G1cUIC7wcEkx5g4EVCpUFFWhsOHD+PevXsAaPCmUCgQGxuLnj17uhIZpZIkC3bYvn27tVmvcePGeP/991FZWEj75Yc/+t27d/GpRII/kpLohfh412bZLl1czmdISIirXeXt2/RZjqPKrQ8+vX/88Qcud+6MUos0R6fToVmzZliyZIkthMQfVFSgeO5cnOA4CpuRyeg6Y4z8gwsK6DWRbbtw4YIrwXXGsmV0jXlAfHw8eWMDwLp1dDy8yX2cMGvWLGg0GsyaNQuVDx4QkY+NpWWlp5O2Wir1yVP6ySefhFarfXQN1QEE8D+OAEn+E2D58uUY4GflwQXbtjlYTz1qmM1mpKeno3Xr1ujVqxf+qVQSeWrUCCtXrhSdEr5//z5UKhVOeXqA5ufTA+EhERERgX/+85/W/5eXl0OlUolXpXbvJs9lqdRWobEkoXnCuXPnRGOmXapsbdtSxczNNL7gfDFgwACYhClzP7xOAdBUe6tWpMuVyWh/kpPpthe8aCUSqjYKzT9ecPXqVTDG0L59e+j1ehwPCQEvlYIXsUazolYtikN2gotf9ZUrRABzcjxvxPz5gFyOkqIiKBQK3PBUmTQYgKVLbf/ftQto1w4PZDLwjBF5e+kl9w1OAtEsLaXPCFZbKSnkSuB2E+cjIyODzi9jNt10RgaKGzdGktGISokEqyyWd0FBQVi9ejUAIDQ01PPsSmKi24bLsrIyTJw4EREREfheLscfdeq4X44bvDN8OCoZw/Evv7TJNewlUbGxLk4ZzZs3x7PPPkv/qaig7ZNKaYbGjXRHwI0bN7BmzRq0bt0acrkctaKiwDOGz+fPd1+d9oSSEhrU1KpljUn/Ui7HqVGjaCZFq7U1BwJ0L2o0opKUatWqWc+LKNq3hzkjA0uWLEFqaqpovPWUKVPQqlUrmgnjOM9e1U4oLCxEUlISYmNjcfiDD4DBg+kekctpQH/tGg30ZDLg0CGvyxNcLJ5//nmftyGAAP7sCJDkPwFu3boFg8HgoGP1G8ID2xcNcBUwb948aLVahIaGYsiQIdi5cycqhZAJDzrePn36YKAIibIiJsZnr0932L17N0JCQlyqQt27d3dPSPbvpyYi+6lZwYZp2DCyP3N6iH///fcIcZIWiELQqzZs6PYj+/fvR5rRiAqOw10PKWgu29yhAxF7qZSmuTdscNzOrCxb5/u+fURghaqUQkGVqVmzgKtXcerUKUyYMAFt2rRBWloaYmJioFQqodVqUd68OT2svZFrnY6anpzw7rvvumqDT56kB76Ify0AOm5KJUlkAHTs2BF9+vRxv+7gYHIfaNWKtlUiAdLTcef556GWyXxriNXrHfxvceUKSVcE+YCIZV2RhcDfunWL7L2mT6c3DAbceuYZ7JJI8LtUiuHDh8NgMFglOT/99BOqV6/uOVwmJ4ecHjyAP3sWZsbQXKHAG2+84Zcsx2w244FMhhlCBTwhAejY0fYBqdQxAh00iE9NTSV/Y6WSiKhY/LVl+SdPnsT8+fNRr149KJVKpKSkYMKECRSrDNB165Tg5xHXrlFlPiHBNqDt0cNqQbiqfn1UchzNDjkPTHmeBo/R0S4NmtOnTxd16OF5Hhs2bMBtmQzL5HLodDowxkQdcw4fPoxXhaAdkftADPv370d6ejrUajXeGj4cfMOG9P2oKCLbPE9/srLonvUwYBNQWVlpHeBWafARQAB/UgRI8p8E/fv3pzCHh4FYHO4jAM/zCA0NxcaNGx0fyDxPpEuncxtYsW3bNsTHx4svuKQE9g4BVYHJZEKNGjUwzUKs7PHee+85TtlfvUo2S3o9PZQaNKDpdYOBKq5Ck05iIv1bKqUHbH4+cOgQbty4AZVK5duGXbpEhNA5klcAz8McHY0rWi00Gg1ef/11cbJz+DBNa6vVtE1pacDKle4dGcrLiSQLbhcCKirAb9iAa2lpKJHJYGYMJYzh2+BgfJiTg7XLlmHfvn04efIkDnEczHK59yl0nqfjKHL+BG3wOecufCGqeNYs1+WNGeMQB/7ll1+6DkpMJprWbtLENrhp0ICkD3bHJCEhAVt8kE5g8GDSSzujsJBImRBVbFn277//jsWLF0OtVlO4RocO5MlrSanj9+8HzxiK33wTxcXFYIzBYDBYnTHi4uJs0/NimDGDBliekJ0N1KyJPXv2IDg4GP369XMMJfGCstatcYYx+s/u3XQOr161+VI7kazyt97C74zBHBREnuQiJMxsNmPOnDkIDw+HXq9HRkYGFi9e7CrPAWzJdp4kVmfP0mBKiKcPC6NzZX9NmkxAbi7MHIcX5HL3VoMlJXSPO9nFnThxAgaDATzPo7y8HEuXLkWjRo2g1WqREBMDM2P4bssWmM1mHDp0CGFhYS6L5vPzUckYfrR3BxHBlStXMGbMGMTGxkKvVuOfrVqhMiyMjndmpqMTjxCnrlJ5dbEQ8PLLL4Mx5tn+MIAA/oIIkOQ/Cfbs2YNm/lRXxFC3rtXf9FFi0aJFSE5OFidxJhMRTKNRVAMrJGOJhqYsXOg5Zc8LNm3ahOjoaGRkZKBEZN13796FVi7H71OmUIWYMaooTZ/u+IA2GEh/WFBAD61Fi4gI7N1LnfoWsmSWSvFvjsPN3r2BI0e8b+CWLbS8nTtd3+vUiQY1JSXYvXs3jEYjsrOzqRnu5ElyYBAazVJTSTbga+PbmTNE8GfMQHl5OZYvX44mTZpAr9cjOjoakydPxpGPPkLlokVU0VOr6dgYjUBoKEwch2d8CXY5eZK2zw3q16+PpfZyCAHr19P37PXEJSW0zXbVOJ7nodPpULh/P8kq0tJsKYAtW1IlWaGgwYjT4LB///7o54s12qVLtO9uZkPMa9agUq3Gg6AgvBwfD4lEgrS0NEyfPp2cW1auJDKzfz9tf2YmLgYFWYmwMLtx+fJlz/pXAQcP0nLcoajIIbymuLgYycnJSEtL87mvYXFuLslRBBlKYiKR/WnTHAn64cNkiyiR4EONBpvXrHE8NmYzvv32WyxZsgRNmjRBaGgoduzY4VslMzjYJVIdR47Q75egK46NBcaOFbcQPHuWtlWnA44ehdFoxGF7mYUzLl4kaZJlVmvfvn0YMGAAGGNISkqCSqVCamoqnnvuOYrf3r7dwXveZDJBq9U6rqNXL0AqxbxmzTBkyBCXVZ48eRL9+/dHXFwcFAoFHmvRAleaNKHBhlJJgwBnGUh5OVk66nQ+WyeaTCYwxlC7du1Hk34aQAB/IgRI8p8EJpMJkZGROH/+fNUXMnQoVT4fMZKSkjxr98rLiXzGxooSue7du2PQoEGu30tL8+pLLIZ9+/YhOTkZISEheP3118XJx8cfA1lZqGQM96VSIp3uKtYGg80+b/lyImLOMg2eB/bswadhYbit0xFRkclIvzp6tPumv1Gj6GFrb0H3wgu0DrvvlJ88iQORkbhtsaYyJyeTPrcKD72SkhLs6tEDPGPItfgrz54923Pi24ULJH3hOPAcRyQqIYEe5O7Ix5IldOzcYNq0aWjuXNEWsGCB4wCiVy+qGtp2Apg7F9e0WtoWtZqkCPaxze3a2XxrJRKqKFtIx+HDh6HT6XwLMomOdpCAlJSU4P3338ewYcMQEREBrVqNt41GVHIcbjCGX+3148JsSH4+DTI4DhPbtMGoqkqILBVptwQpL89Fw19eXo5Ro0ZBr9ejb9++4tVbC65fvw6lUgleqaSBF0D3ijCz0rYtDRwaN6bXWrcGrl3DoEGD0K9fP1y5cgVvvvkmevfuDYPBAIPBgPT0dDz77LP+Nd9NmEDXzq5d5KetUtH6UlJolsHTsgRrvaZNrfdH69atMVmw3hMBz/PYP3MmeMawUKlEcHAwmjZtigYNGmDZsmWuXsIDBxJZdXjJkrTJ8zaJz5EjmDhxonXG48CBA+jevTsiIyOtFn6Hn30WlXXq0P7Fx9PASmwgUVpK5zY01KcoeQFjxowBY+zhm78DCOBPiABJ/hNh0qRJmDlzZtUX8O67VFl7hDh16hSUSqVopdYBJSX0427xKrbHtm3bEOc8pS2k7Dkly3nC6dOnkZ6eDo1Gg4ULF1odA6y4fJkqv1otkaaMDHwxYQISvbl+2JNkgCrIMhlVWZ0I+KxZs9CiRQva/p07qcFG0PwGBVFD0dixjjrCOnWIiPE8TatKJLS+y5dt5MpCSs90745EgwGdO3f2K+Xs4sWLGDVqlDXIJD09HT+kpYEXPJM9gedpX5VK4Nw5mEwmdFCrcT0312apFRRE+zF5ss1Orm9fes0Nrl27Brlcjrt374p/YMwYugZ27qR1rFtHscwJCRB8nX/OyECePXm2R34+zWIAtE2JibSdK1cCoCY5F1cGMUydCrPBgH379iEnJweMMSQkJCAvL8+xMnr7Ng6q1WTTVr++7TgEB9MAQ6kEWrfG0qVLkZaW5n297qDRiGt+S0vpeLlp8iwuLkatWrWQnZ3tdjA0bdo0NGzYkAJOate2vZGcTMsWGuJSU+kaLi0FLl/GV2+8gWzG8FhQEKZGRGBT48a4NGIEVZ8LCmhQ2acPuWVkZ5OEIC0NqFmTzkt0NF3ner1NOiTIZbRaGsR666cwmWigJJFQ854F165dQ4cOHdz6Y0+bNg1arRbR0dF4v107mDkO/NatnteVlOQyUN6xYwfio6PB16uHB0FBGJiebrXwk1u0y8HBwRg6dCj+uWsXTNOm0W+iREKk2lMDbHExSUqio/1ypTl8+DAYY3jttdd8/k4AAfyVECDJfyJ8++23SEhI8DvG14rSUjrtflQhvKF9+/bIz8/37cM3btADr1EjB6L8xx9/QKFQOEoutm/3KWXvwoULGD58OKpZPHrHjx/vmPRXUUFVSYFYxcaS562lwnTnzh0oFArPoSZ6vWsQy7lzNOUZH+9Q1dqxY4e4NZnJRPvUp48tJSsoiMjGE09QpUxouktKAiIjYZV/TJzocM5KSkrQsmVLGAwGvP/++243+8yZMxg0aBDi4uKgVCqRm5uLDRs24LfffqMP8DwRlOrV3R9nnidCo1I5eCn37t3b1vTI87RvPXvavJgVCtvfffq4/bNbpcIvWVnuPxMVZSNLguRj8GAKQgHwww8/WAnI1KlTHbd90SIXj2ZMm0akpFEjdGzUyOug89dff0Wv9u3BM4YuISHo0KGDx2n70aNHY2TLlkQAOY78l1u0sJG+Gzdw/vx5aDSaqjdQpaTQYM8ZI0e67q8TysvLERISgs8//9zlvXPnzkGj0VCgzaFDtP3l5TRQTUpyPA9Of8wSCR4whsqgICK5ej2dq+housZq1qRjkplJJDk3l87v0KFEoqdNo/v0iSfoN0IqpT+1a1MFW/D11mqpsW/qVEf98ZkzNpJ97BgOHTqE3r17Iy4uDnK5HBKJBBqNBt99953Lfrdo0QK5ubk2Aj1+PK3bU0OcTOY4awHgj99+w0+M4Q5jaJmYiOnTp+Prr78Gz/No2LAhBg0aBP7cORqASKW0LwUF3knv1as0UE9K8i1e3IIbN24gLi4OH374oc/fCSCAvxoCJPlPhoyMDHzsxVbJI9RqUe/YqqC8vBwajcazhZszLl2iippTJ3hubi5GjBhhe6FjRxc/1lOnTiE/Px/NmjVDvXr1EB8fD6VSiW7duuGdd95xdCvYtYuatyQSesD26+c2MKN169aYMGGC+23W68U702/fJvKt1VqlGnfu3IFarca+ffs8HgaYTMDWrSQjcCaCMhlppAsKKBzg7Fm3iV4GgwF9+vTBzZs3wfM89uzZg65duyI6OhoqlQp5eXn4xz/+4V6LWFRERHbwYNf3eJ4IiUrlEv/8yiuvkN+v8LmPP6Y0v6QkIgD2riBpaW7/XNLr8XNwsPvP1KwJa+yvGyeNyspKvPzyy64NoLt2idsenjsHJCSgUirFbLuAGTGcPHkSUqkU95OTXT2DRXDmzBmoVCpUVFQQiRIayxhzCPaIiYmhaO6qoGdPOjb2MJloX30I3cnMzHRJxOR5HtHR0Rg+fDi9sH+/rTlVKqWBLWNEcsPC6N9yOW3H1KnAxYsYNGgQ+vbtW7V9unSJyDDHkTNFaSmRyQYNbJ8pLqbBak4OHVdB0hQaCjNjuBkRgfaZmQgNDYVer8fgwYOxfft23L17F6dOnYJarcYMe6cSC9avX+86sM3JoeterKAgNDDazyLdvAlERKAiJARXRX4Pdw4ciJ8EO8nkZJeQG7e4cIF+v+rU8RqP7oy//e1vmDRpkl/fCSCAvxoCJPlPhvXr16OjvSWTv0hNpQrOI8CUKVPQqFEj/7946hRVUe22Y/PmzY6yB60WeOEF3L59G0OGDEFMTAxUKhW6d++OF198EWvWrMHu3bsdZR4XLwL9+9sCQZo0IaLkBWvWrEENJ32hA9yRZIAeXM2b08PaMnhZvHgxqlWr5nW9DqioILKq0ZBbRVoakWdBi8kYHTNBstKmDZCfj9K5czE2JQWxKhUYYwgJCcGIESOwZ88elPtaddq719WLmefJok6tdg2kqKjAd7NmYbdSaZOSCE4fQ4fS8n76yUZu3UVtg/TjISEh7quqmZlUTYyPd6tpB4Dbt29DLpc76l6vXqVtcLPsB089hUrG8CA93a3GVXCguD5zJp0fH6q/ERERtnjxoiI6NsKxaNIE2LMHkyZNIv/cqmDRIpJw2GP6dDpXPmxfWloaXn/9dYfXKisr0YTj8CA31yZ30OloRkMgZ1KpzWWhooIGcF26WEmzSS7Ht3I5SR18tZoU/Kc5js6zfV+Al7COS2fO4KrRSG4hjKHCotd/YDCAz86mAYNlO8xmM4KDg13uy8LCQvTo0QOMMcfZJJ6n+ywqyvWamzTJUR8vVHoTEx17BMrKSFut18MskWC/VArej7RAnDpF11xmpl/x1QBpn2NjY8mGMIAAAnCLAEn+k+H+/fuIj4/HMS/pb24xeLBLw0lVERUV5ZuNlhgKC+mha2lgEmQPV69eBc6cgZkxFAweDK1Wiw4dOmDHjh3ipK+8nAz6Y2Ppko6Pp4Y2P6YlBV/b27dvi3/AE0kWMHw4PehfeQVlZWVQq9U47kljKIYtW9xLTG7coMrkwoVUsW3ZkkhpcDBgsWyrZAz3ZTLwUVFUgevRgzTC69fTA9dTJWrqVDof587ZrPs0GtJFl5WRHrhLF2sFzxwUhB8YA//EE+KNe3Pn0tR/27Zem0WDg4NxQmxq+/RpW9KhYNOVnu6WMKSlpblUSD02uQHoEBeH0tBQqoqKNJ++9957YIzhyo8/0vHx4Xpv164dxo8fT24MKhWRzurVKRHNMrtRqVbjHbm8ar7lgmuIcByEiGsPjWn2iI+PtyX5nT1LJFWvJ7IZGkrksryczivH2YifQkGzH2IoK8MfS5diP8eBF9wntFqSmrz0kvggZMkSWmZwsPhyr12j5VjWz/M8du3aha5du6JNWBh+ZwylUim2T59OvxsAXb8zZlDTnl5P31epgHr18Hm9emgbFIR1a9agY8eOCA8Ph1arxeDBg7Fnzx5XvXJpKV3Dzn7mDRrYZhXOnqXzW7eu7f46dYpmyiQSumanTIH53j1ERUVhqzets4DDh2lQ3L693wT5zp07SEpKwh4fEvgCCOCvjgBJ/hNixYoVVa8mb9zoGJVbRWzYsAHh4eG+2Va5w+7d9CCxpHW1a9cOBQUFON6gAa5xHBo2bIgvv/xS/Ls7dpAUQCKhh/GgQX5F8DqjcePGolOxAOhh64u/tJCqNWYMHnvsMf9TEoVmRSeto08wmXDt448xPTISq7Va3GrVih7m0dG26GVByhEcTKStVSuq/L7wAhG4hg2pUl2rFpHGrCz6P2N0zdSvT0TMogcOCQlBob1/qz0aNyaicPUqrdvDPmVkZGDhwoWubzRsSKRYwOXLRKq6dRNdzrx585DpHLQhl4tb7FmQn5+Pbt260X4JceR2hE4YQJWWltKMgQ+/T5s2bcJ0g4GW16MH6bTt7czKysDPmIEbHEdNfjVq0PXlKxkS/Kct5wGvvEKEykcLwIywMFzNzbU1hCYmArNm4a1XX0WSEEktQKOh6wNwGwxjD+tA5eZNIsctWtD9yRhdd+3aAU89RRVqmcytr7IAs0KBD/r3R8OGDaHX6xEWFoYtTZvCzHGozMryPhguLSWP7B49cD8sDJWWweQtjQZFLVrAtHatZ4eYy5fpGrKXkajV1Px59Ci916IFEeS1a0kmJTQ2CrH2FhQUFPj2u713L/0O9Orl/bNO+P3339G4cWNMdLbPCyCAAEQRIMl/Qjx48AA1LWEBfkOwpPLHjkkEtWrVcq3aVQWbNtFDZckSrF+/HhKJBDekUvzUvr1rZefcOZJoCNPBWVleY299xfLly1HbvpvfHj6S5Hv37uHrmTPBSyS4VqsWUmvW9H9D6tYlLeZDYOLEiVCr1ZgzZ47jIKa4mB7AixdT5Ts7m6aUQ0KIZNnrotVqmuadPdvt4KN169aYLqTJOUOtth2z3Fyq8LvB4sWLUcfZBUPQfTrrO48eJQIhEsJy7NgxhIaGOr4YGkrVdzcQNMQPHjyg5q/YWCI+69ZZP1O3bl289NJLtkGdFzLKDxkCnjH8PnGirVlWRA8/ZMgQTGjXjki/QkHnoGNHzy4HAgwGqsQCJHfwFGUNkOxjwgQgKgpmxnBbrab/22lub968iaCgIEfpS7dupAsHiOyLhbzYYebMmeK2fteuAU8/bWvAY4zOTZcuNHC3O6ZnzpzByJEjUaNGDVxgDLsNBixcuBDfffMNzNnZdA4WLfK8v04oLy/Hxx9/DAljGJmSQs4pderQ4I8xOp5ZWXS9O5+rQ4donXPn0vFijAiwVEoWlaNG0fUuk9GgyM398sknnyAqKsrzhm7bRutylzrpAaWlpUhPT8fUqVP9SlkMIIC/MgIk+U+KvXv3+q97FaBSOZAAf3Hq1CmoVKpHp3dbvhzgOJhefx3/+vxzqq4J2r2yMpo+jY62Vb1eeMH34Awf8fPPP0OpVIo3uOl0bkny77//jg0bNiA3NxdKpRIxMTFoLJejUqnEJY4Db5FwVFZW4tKlS7h48aLn9LP584mUPyQ2bdoEtVqN+vXr44KbhkUreJ4qnRxnqzhv2uR1HVOnTkXbtm1d3xC0wIJevKiIHvzbtokuR3A3efHFF23R62lp7qu227fTdi5b5vByZWUltFotjtgHudSo4ZVwhIeH46AlwhgAHQuLpv38118jJSUFTZs2pffUavfNceXlVG0PCsITCQl45ZVXqMqr0Yh+fNu2bbaGMZ6nezI1lfYtPByYMsV96lxaGlUat2yhbRVzSCgpoXsnMRFWZ5ARI/DR668jIiLChUjduXMHMpnMkSTbSy4SE4lcesAXX3yBcOdEQJOJBmUSCZ2Pkyepf2DaNKB+fZgVCpgZw+9yOXYrFHgsKAhdcnOxfv163MvLo4HcqVM0mAsO9h6FbsGNGzewdu1adOjQAQqFAtHR0cjJyXHVrl+5Qr8prVvbZk7kchocDB9OsyyrV9NxGDKEiDXH2ZoHjUYi0F5+k+7fvw+VSoUz7nTJQoiOpyZiNzCZTNbm5wBBDiAA3xEgyX9SmM1mKJVKv+JmrahZkxrcqoh27dr5bvvmK+bNowfE4ME0Pbt1K023cxyR1KFDfU6Yqipq164tXh3X6azeugBw6dIlLF26FBkZGVAoFEhOTsbIkSOtEcsNGjTAjCeewA2JBKUyGQZkZkKpVEKn00Gv10Mmk6FWrVqYO3cujh8/jmvXruHHH3/Ee++9h+6tWtEgwce4WWeYzWacOHECNWrUwOOPP46+fft6jrU+dYo8fOVymi7OyqIYZrnc62zDe++9h+qCD7E95s1zbSwTXDwsKCsrw9KlS5GZmQmDwYDg4GBoNBqsWLGCtLxu4qytWLqUPuM0pd2nTx/HYJqWLanJ0QPatWvn4G5y8+ZNfPzSSyhWKHCfMcyKjcVGwY2gVy9xjfXFi0TijEbg8mXMmDGDpB/Nm7tGgFtQUlIibj9YXEwBNMHBtI8NG7rsJwYOpPs4IQHo2tX2enk5VVlTUui7BgNpju2IGc/z0Ov1+Pbbbx0WuWzZMnHPcK2WqvF16pBLjAjKyspw6NAhPHjwwJEIComDOp21MbSiogIbNmzA8OHDkZ6eDp1OhzZGIz5LS0NpfDzMMpktWEOIF+c4GoDs3k2zR7t3k4xm+3YafG3ZAn7TJvw0fz529OqF6ZGRKJBKMSs8HO+1aoWiWbNoULV0KZ4PDsa/+venfVqwgK7X2bNpQDF9Oklvunal4ysEAzFma8AU/qSn08yMH+jSpYuji4/t4NN6Zs/2a3kCJk+ejFatWj2c/C2AAP6CCJDkPzGSk5Pxww8/+P/FAQPoIVoFVMn2zVeMH297AEmlRHC8Wak9Qjz//PNoYG85JUCng/m113Dp0iW0atUKarUa9erVw+zZs0VTxI4fPw6VSoXH8vLwDcfBJJHg6ttvW98vKyvD8uXL0bBhQ4SFhUGtVkOn06FatWpo3LgxrnOctaHRF/A8jyNHjuCpp55CREQEDAYDcnNzrRXBXbt2ITQ0FB06dLAFkPA8VQU5joix0LSYlUXNQvHxZPvlAZcuXYJarXZ9MGdmUsOePW7fhlkiwcb27VGzZk0olUqkpqZizpw5OHHiBMxms/VBj9RUCi/xhrFj6Tqxa2LdsGEDUuyv7UGDaHluUF5ejscffxyMMYwfPx5169aFQqFAYmIi+uTl4ZfevekYNWtGldlTp+DiNb5rF021Z2RYq4k3b96EXC6HWa129di2Q+vWrT3rRw8coPtAKqUq9oABpJNdudJW0fzpJ/q/4M2sVtO0v4fm3ri4OAeP7cOHD0Oj0YjbS/bsSb8XTZuSNRromtu9ezd69+6NatWqQaFQgDGGkydPokOHDljSuzddQ1Ip+LFjsffjj9G/f38kJydDqVRCo9GgXr16ePHFF3HmzBnbAK6igkKPsrNtcej21ohBQfRHLgcUCpgVClQGBaFCKkUZYyhjDPckElTI5TBrNETwdTqanTEYgOBglMrluCs4xRiNVLWPiKA/UVE0ayUkhMbF0X6EhTkGnFSl4RJ0fSY7D7KEAoFYRLsP2L59OxhjVW/mDiCAvzACJPlPjDFjxmDOnDn+f3H9eqruVAHz5s17uLQwT1i71vYQSkiw2U39H0EIUzCZTKisrMThw4fxzDPP4A+JBE/J5VAoFOjYsaNP1mqdOnWyds+X5+XRA9ZTdLcFPM9jg1SKSi/axT/++AP/+Mc/8Nhjj8FgMCA0NBTZ2dnYtm2bqJ1aaWmpNYDk86VLiRAola6yiqwsIkIXLtA2e3lwJyUlYZmT7AEajbXBa9++fejRowdiY2OxRSLB7aAgrF69WjS85erVq2gnk8HMcW49rV3QuTPpeS2zDGfOnIFOp7Mdg7lziQRZYDKZUFRUhFmzZiEyMhKMMVSvXh2MMVSrVg1Lly51TY88fZpIk0JB1VCjERg3jt6bNYsIjsigpnV0NM0KeIiBXrVqFVI9kHgrKiqo8hkfT/dHTAyssgCplLatQwePdnsCTpw4AZVKhdLSUjx48ACvv/46DAYDZrurYh49CnAcSjIzcSk8HLVr14ZGo0F4eDiGDBmCLVu24LfffkNeXh4K+vbFtRo1wDOG89HRaF6rFrRaLUJDQzFw4EBs2rQJ169fty379m2SMuXkOPovJyfT38L/lUr6s20b/v3vf2PZsmXIysqCXC5HZGQkevXq5bN//IkTJ6BWq0mH7gtmzKBjXLMmkebRo337ngh+++03KBQK2zU2aRJdP2vXVml5V69eBWMMc+bMCcgsAgigCgiQ5D8xvv/+e0RGRuL+/fv+ffHmTTr97izPPKBmzZr/mYjTS5foQSR4prZsSX9nZlLl7P8AlZWVYIwhKysLOp0ORqMRLVq0wH2FAldnzvQrIa2kpAQGgwF6vR4xMTF4MyEBPGPYW6eOaPXZHjmxsaLk6vbt29i8eTM6d+4MpVKJuLg49O/fH4cOHfJto3gePzRtCp4x/Ds+HpX24SsCBJIMUIVLKiWNsRusWLHCYYq+/OJFmBlD+4wMBAcHIyQkBMOGDcOHH36IMsEzWCxS2YIfpVL87iHKWmyfkJZG0oSSEpjNZkRERGC7IE/YsgW8XI5NmzZBq9WCMQbGGJo0aYIXX3zRKpEZNmwYevbs6Xk9Y8fSNRkZSVXITp1oIOGG4OypVQu3vcTAX716FUql0ndPawA4eNBGIAUpQmQkyTrGjSPnFw+ODZ06dcLw4cNRUlKCZs2aITo6Givt5ETO6NevH+4yhtOM4bJGg1WrVuHChQuOpIzncb5DB5gYwxWOQxPG0L59e6xYsQI//PCD7bNXrpDuPivLZtGmVtOsxbRpJLHZvJmqxpb0SdPMmTCpVDharx54xrBHKkWDOnUwbdo0FBQUiDcKeoGLDl0Mp04RKQ4KsunfExLoOngI1K9fHy+88ALFpksk7m31vMBsNqN9+/Zo2rQp7t2791DbFEAAf1UESPKfHDk5OTa9pD9QKh3DI3zAtWvXoFQqbbHGjwo8T5U6we4rNJSkFydPkh0Zx5GrhYeKXFVQWVmJr776Cs899xzy8vIQEhICnU6HvLw8R2sznc4jsXOHxYsXIzQ0FEuWLMGcOXPwwYABqGQMh3U6j7ZXXbp0QXlQELBoEXiex/r169G6dWurDCA/Px+X/LW7O3yYjqtKhV9efRWRkZHo2rWra6OiPUkGSKrgRprD8zw2b94MxhhatmyJWrVqYb5MhjsSCWbOnIljx465DiyGDXPVKwvYtw88Y5jiRvfqFhUVtvhjkwlDhw5Fo0aNMGLECDQxGMAzBo1Gg8cffxxXrlzB3bt3XRaxY8cO18Q+MZw8abM0k8k8OlHcS0jAB1KpV51orVq1qMnPF0ydSsRKiFkXSLJSSedKcOdgjEhmYiKdz1mzgEOHYCovh16vx6effopatWqhQYMGlA4IasRs2bIlRo8ejcmTJ2Ps2LHWoI3i1q1h1utpvc5Yvx7QamFWq7G/Xz989dVXiIyMxLZt26gKP3ky3dsqFaxOEq1akXbaeUZh2DCA4/CgUSPwEgkeb9sWwXI5eMbwZHo6dj39NG2HwQAcPoyjR4+6Opr4gHbt2mGcMBvgDJ6nHghBimQ/qI2Lq1JjnT2ef/55fBocTAPGh3Dnef755xESEmId6AUQQAD+I0CS/+T46KOP0KhRI/+n2lJSSK/pB4YOHYpcH6J5/Ua/fvQAFaYgJ050JFLbt9NUbFAQVZv8NNe3x88//4y1a9eiR48e1mngpk2bYuTIkbaABWdotVUiyQDJERYsWGD9/9mNG3GPMSL/bqp9q1atwqcSCX6NjESDBg0QHh6O8ePHi0oUvMJkslXnO3a0+sqWlJSgZs2aqF+/Pors9bXOJPnGDSKDFqu30tJSfPDBBxgyZAiCg4Oh1WqhUqmg1+uxcuVK3G/QwHOjXFkZnUcxGUdSEorr14fRaPT7et751lv4QyrFv4KCrNXiLl264K0334SZMfBi8cJ2uHv3LuRyOYqLi8U/cO4caXMVCjoejJF22x0sntf9dTp8/vnnHtc9atQoNGnSxPMOnjhBAwG5nOQJs2bBqt2vVYsa+SQSIsl79hCxe/ddkoEIUdISCcyMoZTjcCsyEh+rVOCXLLE2SOp0OgQHByMvLw+5ubno1asX+vfvj1dffZUGA4JDhoDjx0kWIZEAI0fSYOXAAWDECNzQ6WAS3FIiIsgG8I03xF04AJh//x33ExNhkkqxICYGlYxhVnAwRowYQSSwdm2q3AO0ntxcgOPAjxwJg06HAwcOeD5+Tti6dSuio6Nd39i7lwi4RiPuxhITQ64jD4G7zZrhAWPgfZ0BEkFFRQWioqJwWvDKDiCAAKqEAEn+k4PneaSkpLgPdXCHfv08NjSJITIyErt8iHn2C+++6xpdXFpKrzk37b3wAlXM9HqqXvmA8vJyfPrpp5g4cSKqVasGpVKJlJQU5Ofn+97ootXSA74K2L9/PzQajbX6/ssvv6CaQkE62dBQUceO0tJSPFOzJkyMYcrkyf5NxdvjwAEabGi1omEePM+jdevWiIuLw2VB0uJMkgFqCpNIsPqpp8AYQ1xcHHr16mUlJteuXYNKpcL58+eJXHirio4ZQ9V5+8HO7t1Eeq5cgcFgcHFecEZRURFmzJiB+vXrQ6fTITQ0FLMHDAAvk8HkHMIgk/nUANqoUSPMmzfP9oLJRNdcXBz9XCYnk9aa58kKTMwJQsDHHwNSKdq0bo1JkyaJfqSyshIrVqyARCIRJ2zCNgwcSPdDq1Y2iVROjq2KLJWSHKC4mDTaHEeDYHsrPAvWzpiBF2Jj8XPLljgrkYAX3Bs4DnckEvwaE0PV3PXraYBkD6XS5nrSoYNtPV27klZaIqE/8fG40qwZxoSHe0x5vHfvHvbu3YulPXrgHmP4mePQLjUVd7VanNHpHCu9r7ziGoK0ZQugUOCmSoVxfoYr8TwPjUZD1yxAg7ecHNqnvDz3dm5RUdbwI08oLS3FiRMnsHr1asyYMQM9evRAw/R0/EuhQDljSGcMmzdv9mub7cEYg0QiqfL3AwggAEKAJP8FsHz5cvTzd4p69Wq/mvf27t0Lg8Hge7OLL7h2jaqKYtOemZlk/+SMigqb56qb5r5Dhw5h9OjRaNu2LRQKBaKiotC2bVusW7fOOrXsFx6CJAOUKDdmzBjcuHEDHTp0oNCS8nLS0ioUomQGPE/kztn6yxdUVJBVGceRy4GXfe7Tpw/Cw8Px448/OpBknufx9ddfY9asWfhWqcQvjGGQmxTBdu3aYVxeHnzSuldUENmyq7AjPt5aKWzcuLFD9V3A5cuXsXLlSjRv3hyMMTRt2hRLly7F999/j8rKSvpQYSFdG/bVPoPBJ+eAF198Eenp6dSo1rYtkU+VyuYoYQ9LM5vbY9unD5CSgo0bNyIuLs7l7X/961+oW7cuoqKisH37dqhUKttARcCePTQg1Ghcr4PERJvbwvDhdB8JsoDLlykFjuModdHO/u3SpUtQKBSoqKhA//79ERsbi5Lbt4Hjx/FJq1Y4pNPRYECQRshkRAxbtLA11jFmW3dQEDW0jRxJWmnLwEdoULOX85hMJhw5cgTz589HZmYm5HI5/q7RgGcM15o2BW8yEUFXKrF26VLHhkaTidbpPEi/fRu3kpNRyZjj9eQD0tLSKCRm3Toi4OHh4hHr9oiIcAlUMZlMWLVqFZo2bYqIiAhoNBpIpVIYDAakpqYiOzsbT44ejeLoaJgUCnz/wQcYOHBglWblzGYzZs6cCcaY4wxQAAEEUCUESPJfAHfv3kVoaCh+/vln379UXEyXgI8635YtWzp4yT40eJ4iXGvVEn9/7156yLvbvqIiIjIcB3Pjxnh30SK0aNECoaGh0Ov1YIyhR48euHjx4sNv60OS5LNnz0Iul0MqlaJZs2a2znaepyl8iUQ8vKN+fdeqrjfs2UPbq9f7VD09cOAAunTpgpCQEGg0GlyJi8NXej1q1aoFvV6PkJAQNG3aFK8tWgSzQkFkSAQXL17EfJmMKpO+YNIkatjieSKAEom1crl48WKkpaVZHUamTZuGpKQkqFQq1K5dG23atAFjzP2yhdkJQSKTmOjdkaC0FL8NG4ZixshdIy2NluMJCoX7GY2ICGDCBJhMJmg0GmugS1lZGSZNmgS1Wo38/HyrZrtWrVpYLbiflJZSfLOgxRcj4kolEdTgYKCgwOYpbI/Tp+kaEhphLbMWISEh+Oijj2AymdClSxfo9XrUqFEDMpnMMfmwvJwq4lOmkCWbvR1bSAjw+OMeo+Br166NadOm4Y033kBubi5UKhWMRiMyMzPx3KxZuN+0KZ134TwdOEDbunOntaHRYVCbkUH74YSysjJMk0phlkqBevXot80HLJo4EeeE9M5x43yTcRmNwPz5qKiowNKlS9GwYUNotVokJSVh1qxZ+PLLL3H16lVHHXp5OQ089HprE+zevXu9p++JYPfu3VAoFJg/f77f3w0ggABcESDJfxE89dRTeOaZZ/z7kkJBneReUFFRAa1W+2i9kfPzaf2eHmjBwUSmRFBSUoL58+ejb40aOMdx4BnDdzVr4usDB8DzPIYNG4Zu3bo9mm3Van2yb/OEjIwMyOVy8TeffZbIgXPE86JFtG5fUF5u1Wmib1+P09wCatasCcYY/va3vyEjIwMpKSn4iuPwtcGAfv36ubpmbNlCy3dTbTut1eJCTIxv22syEdGbPp10nnbnqrS0FIwxKBQKq8PIG2+8YSVMggexR5eQhQuJ/OzZQ+TR3XT87t1EvjgOZoMBb8rl+MzX6n1GhqsfNO0A/bxaGqrq1auHl19+GZ988gmio6NRo0YNFy1pQUEBcnJyyClDoSCSLTbDAJA0gDGq9jZqRLKpM2fo3Ig18RYWAtWr0/tdumBQbi70ej3GjBmD4OBgSKVS1KhRA1c9uJjg5En6vkJBlfXevanyyhhdo23aAOvWoaS4GLt27cKYMWPAGINUKkWtWrUwevRo2z6fO0dkMziYiDxA169WSzMgFlSvXt3RdWPTJqpsi5DZnJwczBg8GEhKosGDNznWvHkwS6X4N2O440sMOChptFShwMvh4VCr1ahVqxYWLlyI77//3v2XSkro+jYaHX7rhPS9s54Cc5xw4sQJMMawyM9I7gACCMA9AiT5L4KLFy8iLCxMPFbZHZKTSVvpBQsWLCCJwKPCrl3WipFHjBtHul0Lrl69igkTJiAlJQUKhQINGzbE3//+d/z73/92bO6bOhWf/POfiIyMfDTb+whIcosWLdx30wPkNCKRkB5SgEC2vDXnbN9OVdmQEMCPZqD69eujf//+Dk1yP0VH47OgIPdTuR07ErkRIeGVKhWmyGS+u5/MmGHTsToNljZu3IijR4+6/Wq1atXwzjvveF7+iBFEqtq3pwqjgKIiek+no3U3a2atuvfu3RtDfLgnAFA8tdggZvlyOh8WjBw5Eowx6HQ6txXAS19+iVMcB7NEQu4JnqqaO3fSda7V0n4Ig6/Ro2ng4e43YNcuICYGZokEH+r16N6+PXbt2oXnnnsOjRs3dr8+nieLuVatKKnTTottKi7G5bFj8Ut0NO5bBqu/SKXYGxuLdWPHQu8csb5+PclYmjSxNpECII1zSIjDdfXss8862rvxvFsC/MYbb6CWMCslRKy3beu4DoAGEwkJdF0sWYJq1arhXS8zBufOnUODBg2gVqtxVybDF716kTTJG4qLiRzHxIg2LHbu3Bkj3czMOMNsNiM1NRVt2rTBl19+6dN3AgggAO8IkOS/ELp37441a9b4/oXevSlq1gsSEhKwqoruDi4oLqZq1LBh3j97+zbMHIf5bdsiISEBCoUC2dnZWLNmjS05zhmW5j6zXo8xcvmjSaHSaB6KJAuVT7fOCQIKC+nYpKXZHu5xcaQ5FUNZmVVygqFD/Xb9uHbtGoxGI561a0QyZ2XhVGQkEhMTxfXbFRVELu3JPC0MYAwt6tbF5MmTva/8yhWqeAvT9woFHeeQENLAVqtGjgYZGTTV37UrNbCNGQM8+yzea9gQrzVoQJ7AhYVUnbx92/UYtG9PhCgsjAYiqak2X+EZM1wI5dtvv+2aiOYOJSW07c6SnhYtgKwslJSUoG/fvlCpVGjevDluODfCCZg9G5BK8aNUis/WrfO+3gkTiHgZDMCSJbQ/Z87QvoeFeZfobNhAg8+gIFQWFCAhJsZ9kAhAEhulkgZtp0/DzBje/Pvf0alTJ6uEokmTJli4cCFu79tH12t8PMwch3LGUFKrFg0o+valbZ02zXH5GzfS60736pEjR1zt3Vq3pphuJ/z8889QqVS2a/b4cSKoGg1Jt3ieZq84jpIDLffioEGD0KdPH9HdLi0tRY8ePaBWq1FQUIDff/+dJBO+2PVdvUqfTU52JeoWvPXWW+Kx7iIoLCxETExMIDAkgAAeMQIk+S+ETz/9FHXr1vX9h3TVKnqIeMDZs2eh0WiwcOHCR7CFIJKSmOiR0O3duxedO3dGREQE/sVxOGc0Ytu2baL+tqKoqADy81HJGH5TqfyqropCo6lyIhYArFy50ueHIS5fJgITEUEa3dGjyfrLGZs325qNPFRcveHs2bPQ6/U2n96sLFS2b4+srCz3tmT79xPZsHfMWLAAMBhw7NgxqNVq/PLLL67f43lqkkpJoZ+fuDhblPLmzTQQWbSISNTo0TSt36ULEaOMDCLN1aoBUVEw6fUoZYx00lIpLcNeMyuRUNVRaEAT/mRne/Q2dklE8waL9tgelUolXqtRAxqNBm3btsV3330n/t3Tp0lLbKlqdu7cGaN8iSNv2ZL2IzSUBoUREeRFDJAUhuNIZuINL72EMokE9yUSmGbOFL8njx2DmePw9eTJGDFiBKKionCTMbwZGooxY8Z4tiCrqMCapk1xNjTUdn4MBtJZC8S1uJgq4SKzLDzPIzg42NHebc8eOrciA7jq1avjDfveAZ4nFx/h3KtULjrzo0ePWlM27fHKK69Ar9ejffv2+OGHH2xv6HTk9uIJFy7QTELduh5lT0VFRVAoFCj10hdSXl4Oxhjq1q3reb0BBBCA3wiQ5L8QzGYz6tSp47tn6I0bdBl4kGjk5eUhLS0NarUaJ06ceLgNnDCBiIuT368QStGqVSuEhIQgJCQEI0eOxKeffooHH3xAD0V/ZCQWfLJpEwrlcnpAN27sscnIIx6CJP/8888wGAxY50uFUEBZGTkGqFTABx/AwTGipMTmXDBq1EN5RgvYunWrbVrc4m5x69YtxMTEYKy7dLGBA4kICOelaVMisyArtRkzZtg+e+UKkRWlkghhbq6jhMRopPf9hGhqWlkZDTSOHSNCtXixzSbNaKRjGR9POnA3LhxpaWlYsmSJbxvRrx/46tWxdu1atG7dGo1DQmBmDOOGDnVvY+emqrlr1y6Eh4d7H+RGRREpDg+n2O0uXahBT0DfvkTmfNCl169XD+8lJdFgQ6cDVqzA/fv38dlnn2H6M8/gplSKAxyH+Ph4dOvWDdu3bwc/ZAj5MfuAL+bORTljNLg5epR6DFJS6J6WSul8KJVut3XYsGHo0aOH44sqlahbyTPPPOMozygvpxkIgSRLpXTdOg2AwsLCHPT306ZNg06nw0cffeS6Qd5+C06epFmRpk19ujfT0tK8aozbtWuHatWqVc2ZJ4AAAvCIAEn+i+GNN95wfah4glzuNha1rKwMer0eX3zxBSZOnIiYmBjcrkKUNQBb57qlUbCiogLLly9HRkYGdDodYmJiMHnyZHz11VeuKW16vesUrQ8QmmPOb91qm2bPy/M/ua+KJPnAgQMwGo1up3M9gudJ/yuVEomYP5+qsAoFVZZPnvR/mW6wcOFC1BM0u3YWcKdOnYJarRb34OZ5Ip1CcIhGYyUuW7ZsgTEkBKbVq4kQcRxVjRcvFidD775LpMnPsJS2bdti4sSJ7j9QWkr6aXu97dmzFKITHEzblZxMx9ZuEDZnzhw0bdrU47rPnTuHgoICDImLQyVjSEpMxOTJk/Fz374wh4e7/+L+/SQpUatdqpo8z0On03luBANooLFnj82zV7AwE2AyEeH1YeBRUlKCiIgIjBgyBP9q2hQmjsNvjOEJnQ57wsPxICgIt53Py8WL9PhwJx8RMH06zByHrRyHG8IyeJ6cYuwTAwWrubZtXSwdd+/ejRjnZtAuXUQ93r/66iubPGPrVptOXygarFtHAwsnspydnW2VCG3YsAEajcZ9QUCtdp9Uevgw7YcfjjQLFy5Eo0aN3L5/6tQpyGQy3xMZAwggAL8QIMl/MZSVlcFoNOKKSEiFKJKS3GpeBwwYgGbNmln/37hxY2RnZ9s8aX1FSQmgVqM0NxczZsxAvXr1oFarkZKSgrlz5+L06dOeq2ejR9PDrQro06cPBg4cSP/ZsYOWY2nu87kKq9HQA9ZHmM1mPPfcc9BoNHjhhReqsNV2GDfOkUy0bUvk6uOP6aF85gzpH8vK/K4ql5eXY+XKlUhNTYVCoSAPbKcwkUWLFiEyMlI8Wvn4cSKar75K23bzJlWN+/dHOWOolEhcq8bukJjoOalPBJs2bUKsu4omzxORiohw72V84gTp8rVa2o/UVOCll/B1YaGLFtZkMmH9+vVo06YNIiIioFQqkZOTg9WrV8Msk5HzB0CWhs56bYDOj+A+0q2bW51q/fr1PVexi4roWJeXUzV30iSb24X9TIklnMWdQ8apU6eQn5+PWrVqQaFQQKfTITY2FjMmTMDdzp1t15s7rXJ4uLi/OUDb1qwZkdG1a9GsWTM8N348NQmrVHT/9ehB2xsSAjz/PDlXCNKb4GC654uK8Ouvv4Ix5tgod+SIqD0kz/OI1WhwR1jOsGHi98TataTdlkqBQYOw4bXXkJCQgJMnT0Kj0eCDDz5wf/xFJBsArOEx6N3b/XdFcOrUKej1etfCAGwyi0RPoTUBBBDAQyFAkv+C6NChAz788EPfPtyzp2PnvwWHDx+GSqXCGbsggvLyckRGRmKWk5m+gJs3b6KwsBBbtmzBypUrMXPmTIwYMQIXdDpcZwyKoCBkZWVh6dKlvnWH2xbs0XrME/7xj3+4hjksWkSVN53ON/LrJ0lesmQJQkJCcNLfam9JCVXahw0jwqDVOhJkYcpYLieiIabFtU9hCwqi/dRoSAtqNKIyIgI3tVr8FBSEMxyH7xQKXI6NRVlWFpE3oRt/7Fhg2jRUzp2LJTExWNGwIVXn9u4lknL2LFV+CwpslUC7qvG3gwbBoNH4Plg7eJC+64VQ8zyPw4cPY9asWWjUqBEYY7gkJqPp1Yv23dfqdGEhpdWpVDBLJPhOIsHXw4dj7BNPoGbNmlCpVEhMTMTEiRNx4MABx6nv+vUpCMUSRe2SbrhpE5Gr0FDaTw+YO3euZ6eJDRtsIUCJiXT8AVq2M6Ft357IrBMB69OnD1QqFXr06IG1a9fi0qVLmDlzpk2DzvNEVI1GOie1arnq3keOpEq2M86cIeIbGkrXyN69KIqNBc8YNUsuXOg4mxAV5ThLVFICTJ4Mc3g4zIzh3xyHyUol3nrzTcf16PUuoR5YuRIPJBLcVKl8m2mxkGWzVIr3JBLEBQdj7ty5nr+jULjGVW/dSjMh+fne1+kEs9mM8PBw7BRx+nn22WcRHR1t9dgOIIAAHj0CJPkvCL8S+JYvd2neKykpQXh4uKhW7tSpU9BoNNi7dy++/fZbLF++HL169UJkZCTkcjkiIyORkpKC9PR0tGnTBttTU1HJcagZFIRvvvmm6jtVvz5ZUPmJsrIyKJVKnLN41lphae4TYnQ9Nvf5QZIFiYeLx7AzbtygxklLMpu1wUyhIAlAz54UNXz5MnkJC4EQsbH073r1qDJuj/JyIoVnzxKR/fhjeoCvXQssW4YHs2fj71IpXpdK8UOzZijr1o00m+3bA82bU3OcSkV/EhKIwBiNqNTpUMoYKoOCPJPzOnUcSG6vXr2QmJiIa74S1fR0GhyI4N1330Xt2rWhUCgQEhKCVq1aITw8HO3atXPVas6bR+fVz0EVz/P45ptv8PbgwTgoleI+Y6hkDEWJiSh+5RX3lfp582gQsncvHRvhc0VFdEwlEqqM+lDpF5xQbt26Jf6B/Hya/QHoOhkxgv7drh2lVNqjtJQGCgKRBtmOxcbGugxepkyZgnbt2tF/Bgyga768nKq9zZrR+W7UiK4tgGYMGHOMVV+7lvY/K4sCSCwNe/caNEA7uVx8NqJaNYegF57nsWXLFkRHR6NjZCSuNWyIBxIJTBxHNnFCZXzAAJsV3dWrdD9IJDjbvTsSEhLcHV5R8KtXo5jjUMlx4AcO9CzHkssdrSvXrqVj48bP3RcMHjzYZSD/ww8/gDGGPLFZiQACCOCRIUCS/4IQEvhEK2zOsFh3CdO/ZWVlSE5ORrdu3USnAAFg3rx5YIwhODgY9erVw4gRI7Bnzx7Xh6AwLbp6NbKyshysxvyGkMrmZpraE7p164Zh7izniops6Wbumvs0Gu/hBBacP38eBoPB8cVz56h63bkzEfKgIDrmGg1N8Q8aRMt3F46Rn08kTFju8ePkbiCR0GsTJ/qksz58+DAYY54r3E5yCwGvvfYajEajYyf+K6/QNtSuTVVoqZTkDXaVNsGlxH5Gwi3OnqXzYNGQ7t69Gx07dkRERASMRiNefPFFBxu10aNHu0b77thhveZ8wa1bt7BlyxYMHDgQBoMBwcHByMzMxEsvvYR7f/xB112LFlQpl8no386DEyG9smtXGvAA5DohkxEJ9CMwAvDiAZ2RQbINgJo7BU/nV14Rd6qx2KvxZ86gffv2SEhIEHUeefLJJ1GtWjWcWr7c1bkEoMqsIGPIziZiGhVlax4V7PySkug60GrJrs+i+01MTMRaMV1/7dpEeEFOE/Xr14fRaKS4aAuOHT2KJ+RymOvUofWHhpKmmDEi41IpHfdLl3Dnzh0oFAq/Ipv79OmDWrVq4f7KlQ4yDNF7KiiIBp8AafA5jgZJD4HTp09D7jSI6Nu3L0YIA6AAAgjgP4YASf6LYurUqZ6bmuwRFARs346ioiIkJCSgffv2KPdCRr16/paXk5zB8kBft24d4uLiHs7nU6t1nWL1AVu2bPFeXTp1yn1zn68kmefx+0cfYbFMRkQiKsrWwW8wkL/rqFFEvPxx6+jRg6qsEokjeSkrowpWcDC916qVi9csQK4JkZGRUKlU6NmzJ+7cueN+XW5IstlsRocOHdCyZUuaLu/QgdZpbw1YUkLHTiKhKp+F7ArJbv/+97897mZZWRku16iB63I5goODEWqxGfv0009JL+2Ec+fOQalU4v79+/TCmTNETO0qp84wmUz46quvMH/+fKSnp0MulyMxMRH9+vVzdcqwB88T4czIoHOqUFAFXoj+Nhqpqevxx6nCK5WSLV4VMGjQIPTt21f8TaPRRsrq1AH698fVq1cxb8IEmBlDXvPmmDBhAnbs2GEd0JgbN8Z1hQI1atRw6y/++++/o2DUKNxmDGdr1HC/cQcP0v5xHA0ABGmFMJtQs6Zoiue0adPo2nFGRgYqcnIwdOhQaDQajBw5UrTibDQaqYH09m1yyQkLs60zOJhmmtq3B4YMwYaYGGzr1Im21Utz4aJFi2AwGBwLCqtX03GWSoHBgx1/C2Qyar6cO5eOwbJlHpfvK6pVq2YdRJw4cQKhoaHuZxMCCCCAR4YASf6L4ueff0ZISIhnQiQgMRE/tW+PkJAQDBo06NFYDTVvTg8aywOP53lotVrPvqrekJ9PlUo/UVpaCoVCgcuXL3v/sNDcJ5NRlYrnifw4k2STiSpK48fTNLdlatnMcShmDGXp6WTTdeCAT1ZcHtGyJVW7mzcXDVIAQGlqQqUvOppCJiwzAevWrUN4eLiNTHqCG5IMkK9rU50O99Rq0oS68xu+ds1Wna9TBzhxAgMGDEDNmjUdyO6NGzewePFitG3bFvHx8VAoFGiZkgKe4/DjggVuZzLsERUVhb179xJB1+mo0msHs9mM77//Hq+++io6dOhgDb/Q6XTo0KFD1dxaTCaSyqSl0YBApaLjIZC2Ro28Oz94wJEjR6DT6cQbZCUSVBYWYt26dbio0+FjhQJyuRzNmzfHfYUCe9q0QefOnREXF4egoCCEhYUhlDE8YAx/PP205xX37o1KtRqhWi2WeSN/69bZZkQYo1kSDzNXhw8fhtFodHn9dno6vpTJ0KBBA4/69VatWmHq1Km2F8rLab05OdRAmJdH127NmvhDp0MZx9E9bO+eodGQLrpmTaB5c5R27IhVUikujh1L9/2ZM45NnmJkWSq1haL4Y+voBVOnTkXLli0xc+ZMMMaQ5kZ2FEAAATxaBEjyXxiDBg3C3//+d4+fuXjxIgpDQnBKIsGaNWseTaLTokVEHpym2DMzMz0ne3lDUZFoMpcvyMnJwZgxY3z/gn1zH8eR9nP4cCJGOp3twRsTQxWsuXPJLYHn0aZNG8cH+sOiXj16MBcW0ra4k2UARFAHDqRKp1wO5OXBdPEi1Gq1b/IbDyQZr7wCs0SCLyUSXPJFQnDhAklYOA7mJk2QFRGBzMxMNGjQAGFhYQgKCkLDhg0xefJkfPjhh5RoBtD0u3PSmhvk5uZi9KhRVN2MjQVMJly/fh1vv/02HnvsMYSEhECn06FevXoYN26cdZA2depUtKqCxt2KoiLgpZfIG9o+sCQ2tkqSIGdYK6cW3L59G8vGjoWZMWhUKnAch3M6HX7NzLRF0Tdv7qDbv3v3Lnbu3EkSmyFDiOBdvSq+wn376Nratw/vvfceosUCbABydqhdmz6rVNI++0DoKisrodVqccTObeO1117DHqkU19ytyw5r1651dHlYuNBtENJPP/1kS9/jeRqwHDxIpHf6dJKotG+PH3U6FKtUVIlWKGw6e2HfQkJoRkSQSNnr8J2b9x4STz75JBhjqFmzJs6ePevaQxFAAAH8RxAgyX9hfPPNN4iPjxedqr5y5QratWsHlUqFzY0bg/eSvOczTp0igixi9r969Wq/m2pcULcu2aD5iY0bN/oeNwxQA9rQoY4EKD6etLdLl3qsmj3zzDO2JqhHAXsXg/BwchbwBp6nYIjISJgZw1nG8LkHGYIVYiTZSV5RUFCA5ORknyq9AGhQk5oKM8dhL2NYMGECjhw54r6yXVZGpMRLyAIA7NixA59KpaiUy/FMfj6qVasGhUKB6tWrY+DAgdi/f7/odn722WeI8GdW4tw58iTOyCByxhgNlpo0oUq/PYFSKFx1y36iVatWyM/Px/jx41GjRg0oFAq8GBeH+woFzp8/j8ceewznjUbHc7VwoU23bofc3FxK8qtVSzyGXogat9iXCc2np06doveLi2kWR6Mhot2+Pc1ccJwtFtuHGaKBAwdaPcPnzp0LvV6PG+3aiXoeO8NkMkGtVuOiEAGenCxutWdB9erVsWrVKrfv8zyPkJAQfPHFF45vlJeT/nrrVrr+xowhuVOTJrbK9OOPe91ebzCbzaioqMD8+fPBGANjDDKZDGf91K8HEEAAD4cASf6LIzs7G+/a+XpeunTJSo4HDBhAOlGhU/1hZRYVFVR9sSSvOcNkMkGr1frWxOUOW7bQg9rPbb116xYUCoVD45cDeJ6ITU6OzXotLo467zt3JiIQFCSqt3TG66+//minS41GCrwASJOt1Xr8OM/z6NSpE8LCwqDVajGlY0f8mpYGs9BQVVDgkjpmhTNJPnOG1m8wWOUV9+7dQ3Jysm8RyvbYuxfXg4LIDqxvX8/NhpMm0QDFi1SFnzoVlYyho9GIjh07Yv369T7Jhe7fvw+FQiFur8Xz5HYyahQROLmcroewMBosLF9uq+Zv20bXxvr19H79+rZqZPv2fmnPBWeH3NxcGI1GSKVStG3bFmvXrqVGtH79rIRyy5YtOKpQOHpLC024Tud2x44diIiIgPmnn2igs3y544q7daPza3eshw0bhieiosALEp6ICLKYE45tRoaN3KalOQa2uMHOnTsRExODJUuWwGAwUFV/zBibS4UX1KtXDy+//LLNEtJDA+ozzzyDFk7SG3usXbsWsbGxvs2cFRWRhEmv97sJ0xmnT5/GwIEDkZiYaCXHTZs2xebNm/33nw8ggAAeGgGS/BfHhx9+iIyMDFy9ehXt27eHSqXC4MGDXclBUBBVhx4GHTrQw9YDSWncuPHDSS4AqmgJpNEPtGrVyrGZsbSUUuDq16cqkVRK/160yJHAVVQQUcrKoodzbq7Hffzkk09cU8IeBvaJfxUVtJ1CeIUITCYTGGPYtGmTYxNUeTlVQy36aTRr5mqTZk+SBfeKFi1cJARCGp/PEegWXLhwAUODglAZGkrHfNQo8WPJ87Tf48e7X9i779J+bNzo1zYIaNeuHcaPH0/r37qViHt8PO2zREKDpD59aD1i23j6NJ2LCROEBZI+vX9/ej04mIi+m0RLgOROEyZMQJ06daDRaBATE4OCggJ8+OGHjpVTgKrAlkrsrVu3cIDj8EDwNhYgyIDataPt5nlrkt+ZM2dIbhAUZCP5e/bQMRSaFm/fBgoKYNbpUMkYjioUKP30U8d1COmZQqX52DH6v5fB77179yCXyyGTyXBU8F1+9llxv2URTJ8+nZIQJ03yKsc5fPgwwsLC3L5fr149PP/8895XevQoncOUFPcDSy/4448/8M9//hPvv/8+wsLCEBISgo8++gizZs3CJ598UqVlBhBAAI8GAZL8FwfP8wgNDYVMJsNjjz3m3mEgPt7Br9RvrFhBxMJdM5cFq1at8k/2IIYhQ6iy4yfWrl2L9gkJVL2Kj4fVhq1DB3Kc8CQfKCigStIXX9js2Nykmd25cwdyuRwlVXyousDedgogAiQ2bW6H1NRUrFy50v0HPv6YmgA5jpqZFiygSmJWFlVAxdwrnLB06VKEhYXZNLE+onnz5igoKKBrRqcjecKzz7oe/5deIsInVnE+eZKIaFX8aW/fBlaswOXUVNwU3EfkcmroGjmSSKA3Kcnt21SVz862vbZ4Me0PQJHicrmtyat1a6C0FDzPY/v27UhPT0dYWBgUCgXatm2LFStWuNyb9erVw1J72ZJe7yBj+tJgwM/298G5c7QvCxbQuZXJrBZ9r0dF4WXBGSYujgZI5eV0/Q8YQB7PGRk2i7WpU/Hgzh3k5ubC5Tc5Lo6uEceNdfVpdsKXX34JhUKBN+2DQRYvptknH1BUVASFQgE+MtJrcIfJZIJGo8Fxkd+ja9euQalU4vr1655XuG4dHb+uXf1OszSbzfj666+xZ88epKamWqvGYqEhAQQQwP8/BEhyAJg+fTqaN2/u+UOdOwMNGlRtBRcuEGHxwS+0oqLCtULmL65d8zrd6oC9e4GuXcHrdDAzBj4iglLthEqYL6ioILL60kv0706daBvGjhX9eGRkJHY7e81WFRznOM174gS95iGkY+rUqcjKyvK+7KIim/ZaJrNJC7Ra4OuvPX6V53m0bt0a2fZE0QccOXIEGo2GbAZ5npoehWRAZy270UhE0x43b9JnfdV9X75M62jWzNZ0qVajvE4dvCSTgffXcYXnbQ1d9uTp6lVadmkpvd6kCaBWo+jtt3FXrcZ9jsMIpRIRERFITU1FZmamR6tFa+VUWKfTdXCxbl18r1DYvjBhAg147LaT370bvzRogDuMwSyk3nXrBmv4i0JBAz6Oo+3dv99hG3777TfHAd8bb9C97mwBefSo63Vqh9u3byM8PNx1FmntWrcNeGJoHhND++FDkqNDJL0dRowYgQ4dOnj+8tixtD9VmPW6du0acnJyrMS4X79+2LNnj+PgIIAAAvivQIAkB4C7d+9Cr9e79UgFQA04er3/C+d50iv6oEkUUL9+fbz44ov+r8seqanuXRjKy0l3mZFBxFYioc/PnYsOGRlVDzUZNcqxMWrzZiKViYlExCxYvXo1dDqd3xVWUfA83arOy4qJocADNyguLoZCofDda5XngSeegGgMtlpN57hWLZJe9O1L9nYrV+L3rVtRXavFhAkTcPDgQRw5cgQnT57E2bNncenSJVy7dg0lJSWoqKgAb5n6v3r1KlQqlWNVzWQiKy+ZjCqZgoRiyxY6f8KAgOeJnCYmuq/uHTtGy6pXz+bAEBJCVd/Fix3s2SIjI7HD3ya79u2J2Im5jCiV4NeuxZ49e9Cze3ecl8lwmzF0atwYJ7OyYOY4mLOy8Mn27YjyIjO4ceMG5HI5+R0fO0bHwQ6lubk4zXE2DXZKCtC3L4qLizFr1iykpaVBo9EgOjoa48aNw4lt24j8JSbazq9cTpIWD7MeSUlJ2LRpEx1vrdZ942idOkS0LaisrMSXX36Jp59+GhEREWgoZl+4YwcRdR9xsFo13FQqffrs1q1bER8f7/Aaz/OIjIzENnfuFCaTLTxm+3aftwugRumRI0eCMYYJEybgwoULGDVq1KP5HQgggAD+IwiQ5AAAABMmTMBYN1VPAMDFi3RJ+Ovp27MnEQYfEt8ELF68GLVr1/ZvPc7YuJEeZML2XrlCyXNJSVQBUqloinvjRod9eu2111CrVq2qrbO8nEj3K6/YXisuJjImlQKvvIJNmzZBp9Nhz549D7FzdhCqk84QLOosxPPKlSs4cOAA1q1bh9mzZ2P48OGQy+Wi0eKimDGDjlufPvR3aSlJCo4coaa0GTPIK7ZtW9rfmBiqyspkMFuqlA8Yw13GcI3jcEYiwUGJBJs5Dgs5DsMZQ1PGoGMMcrkcSqUSW8W0umVlRP4lErJT272bQiuEanWbNo4EledJSz94MJ17mczmFd2jB227B5KSn5+Pnj17+naMAJJ3SKUusxglJSVYvHgxLiqV2C2TwWg0Yvjw4fhg61bwCQk0yCgro9mL6GiY5XKMDgry2sQaFxeHDz74gCQUzrKEQYPw76AgcnHgeUAqxRu9e0OhUFhTA8+fP++60AEDHAdCXoJyBgwYgMGDB9P95amZ8sgRmDkOn73xBoYNGwaDwQCj0YjWrVtj06ZN4m4ohYV0PH2ESafDsqAgn5rcSkpKIJfLcfHiRcyZMwf169eHVqtFjRo1xCv4RUW269rP5uI9e/YgMjISeXl5uHjxou/OLwEEEMD/VwRIcgAASM9nMBg8h4vIZNTI4ys2bCBCYufn6gvKysqgUql8C/dwB54nIhUcbEv8CgsjAiA0BYng2rVrUCgUVdcLjxhB63TGvHmARIKTSiVefu65qi3bgrKyMpw6dQo7duzA1vHjUclxGDx4MHJyctCkSRPUqVMHSfHxeMAYChQKSCQSKC3T+LVr10Z2djYGDBiAZs2aIUWISXYHniepjURC5xOgGQU/kw3b1q6Nea1bAytXUpW5b1+yRqtViwiiWg2zVEpT5RxHFczgYCAhgfSznTrRsV2wgKrHn39uk7TExtLfgwYRoZozh3SiUVH0ukxGlmBDh9L16wdB2b59u++2hJaIZ1jcYg4fPowBAwZYbefq1auH4xkZqIiMdHRNKCujY5CQQFIdngcmTgTPGH4KD/foe92nTx889thjtL/Oldjhw1Gk10Ov16O7RAITY4iJisI333wjvrCKCtvsyqBBVBWWSOje8dAguWLFCjSrU4eOs4i146+//op169ahQ4cOOMsYjgcFoUePHr41dZ47R8fUF1hkRjVCQx08pD0hKysLMpkMWq0WTZs2xffffy/uaCE06NWo4XeD3rx588AYw6FDh/z6XgABBPD/HwGSHIAVffv2xeuvv+7+A7GxbjW2LrhyxZZKVwXUq1fPa9CJC3ieCEp2tm0anTHyDvajSzw9PR3zq+COAYAIj0xGTWfOOHMGv3IcKhUKx/hoCy5duoTly5ejoKAAPXv2RPPmzZGWloakpCRERUXBYDBALpeDMQadToeEhAQ8m5iI+xIJhg4dimnTpuHvf/871q9fjz179uB2ixZ4UK2aW13rhQsXwBhzr3stKSFyqVI5BrQMGkTNWX6guLgYBoMB77zzjucP8jzNWuzaRfruceNoNqJJE9oWo5HOrUDe7P2HhT9KJdmOTZjgtVHUG+7cuQOFQoGbngJaAODYMZglEhxt2xaZmZnWkJJ+/frhvffeswWh7N8vXhm9eZMGBampAM+jpKQE2RERuKPXE2l14+l77NgxaDQamJOTSUdvj9GjcTcsDGFhYbjftSsqkpPdV1iLimhQERxMxz8/H6henarTrVrRNd2qlWiV+MiRI/hELrfqnXmex6FDh7Bw4UKkpaVBYYm8LigowNWtW+mc+RqGcfu2+EyJGHr2BGrUQKtWrTDFx9+dd955B23atIFMJnNP2oUGvS5dAJ5HeXk5xo4d6xB8wvM8vvrqKzzxxBMYOXIkjh8/jqNHj2LUqFFgjHm0mwsggAD+exEgyQFY8c9//hONPWmHO3akSpM3CLrQevWqvC0LFy5EPV++X1ZGOtK0NCIfQUG0jStWUANSrVoUA8xx9LcP06R///vfH87HeNgwtxZU8bGxuNKqFW1Pv34oLyvDkCFDEB4eDoVCgbS0NPTs2RMFBQVYuHAh1qxZg507d+LIkSM4f/48+vXrB6VSiZEjR5Kn80sviVeuAWqSYsxtsMmMGTPAGBOf+j1zhqaVY2OJQNlDkN740Bxlj3fffRdarRY//fSTX99zi7VrHfWzAmmOiaEGskeERo0aYcGCBaLvnThxAgV9++IeY/gnx6FOnTqYM2cOTpw4IX5chQY7sdmMa9dIKpKZiXVr1iApKYmWMXUqkbQGDVzPBYCwsDAaeDnHII8fD3NcHDQaDUyhoVTBF98J0pVXr26TRf0/9s46PKqr6+LrTmQm7iGeEJIQSHB3d4o7FCkUa6F4gZbi+gIVKC1Fin0UK4VStEhxt6LFHYKFECwkM+v742QmNpNMBD+/55mH5Mq550qYdffZZ+26dcXf0bx54ti7dpl8Hp79+y+1AC/9+CNHjBhBLy8vurq6slixYhw/frzImU5OeLhwSTEHfc69Oelatrbk+PGcPXt2htH/b7/9li4uLnR2dmbHjh25YcMG4xHkzz8X9yvZyMmkSZMIgJ07d+b58+f5zTff0M3NjQDYsmVL1q1bl2q1mrly5WLfvn1z7nmXSCSvHSmSJQaioqJoaWlpOmo2bpzRil1paNNGRPOio7Pcl3RTLq5fF/mPgYHiC8zOTkzSW7065VB6y5aiRC4phEDBgmL7UqXSjWRdvHiRtra2ZhWdMNF5EXkzItSqV68uSlKvW8cEjYZ3FYVtChbkxo0bU3oWp8OVK1eYL18+2tjY8Gi1akIUmiIw0GTlsblz5xqfHLZiheh/+fKm80u9vUUZ7kzy0UcfsXjx4mafaxpu3xb5xXq3jZo1RR6vv7+4t7dvi7xpS0uRLtC3b7bLQI8ZM8Zgc6bVarl69WrWrl2bnp6etNdoeF+jYZSDA4ODgsxr0MtLPL/GOHeOVKt5K3EEIcXyoCBxXslz3klWLltWpKmkdjMZMID09mbp/PnFemOOMcuXi5fL6tUZHxfH7du388CBAyJyX6uW2MbHR4jmmBghpJONLMTGxvK+nx//TXRqKFSoEOfPn59+zq2+fLqxQi3GSOdFz8CGDaRKRe3Tp5w9ezYBmCyzvnz5ctra2nLNmjWm+xkfL57/ZBP0EhIS+PPPP9PW1tYQIQbAwMBA/vDDDykql8qcY4nk/UCKZAlJ8QVQo0YNIeBMofdZTU/g6CuMbdiQ7T5FREQk+cAePky2bi2G2/UpFG3aiOWm6NhR5BAmZ98+McteUcSXoIkv0rCwsJQetJmlbVvR11T06tWLtWvX5ooVK+hmY8PrQUHUqVRi4lsmWbNmDRdbWjIuuZhKzQ8/iPxeI1/aevuuFC9Fw4ala11nYOBA0xHsdIiPj6e3tzdHmGEHmIKlS5Pum7d3km+zHr11m564ONHHxMmDbNQoXUu89Dh06BBVKhULFixIBwcHenh4sGvXrvz777+pLVOGdHTk7f/+o1qtTteyzUDt2unbKR49Sp2lJZerVGnbGzpURHYjIw0uHBv692e8sZSEr78mPT25vmZNPk3lfEGSHDmSOkXhudq12aJFC9rb29PKyop+fn7CCaN9e7HdmjXiul+5Qmq11NWtS51KxVllyrB+YoXE0s7O/OijjzI+dz3h4WRGtpN6VKp05xHExcXxap48PKPR0N7enn5+fhw8eDCfPHmSYrvDhw/z448/pp2dHX/77TfTx4uKEhFzBwcm/Psvd+zYwT59+tDT05Oenp5ctWoVDx06RAAZpw9JJJJ3GimSJSSF52rVqlUzjvBZWJCbNhlfFxUlBFl2io7o0Wr5W4sW3GNvLyLFiiIiaX37mi92evQwXdJ2505RHEJRhCNDqtSB8ePHs2DBglnvf2ysuFb6SniJLFy4kD4+PrS3t0/6gv3xR+osLfksKIhLp083XRrbCIdy5eJxtdp01FurFfckdanhRIoVK8bhw4eL7erVE4Ik9bC9MaKjTacNpINWq+WoUaNoZWWVohy6Ue7dE7mxdnbiWlapYjrHWJ+bbEykzpolcqgVRVgRmtHnu3fvct68eaxbty5tbGyYK1cuTpgwgSdPnkwalu/WTQjwRO/fsLAwTjOWi56aH37I2Pt3+3YmADxpLJf10iXx8mdpSU6axIT+/XkHSFsIaPRo0s2NL4sX505F4f3796nT6Xjy5EmeKlSIWoA9LCwYEBDA5s2bc9++fXz+/Dk1Gg0TPD1FAZdEtHny8GFEBLt160Y3NzdOUqupBZig0ZC1anHu3LkMCwvL+Nz1ZCaabG1tNIefFFF+G7WacQDXNm3KM2fOJPU5Mepfs2ZNenp60tbWlo0bN+YmU/9/kSK33MaGsV5e7NKiBR0cHOjm5sZKlSpx8eLF1CbmJBcqVEj83UgkkvcaKZIlXLlyJQMCAnj37t2MN/b2Nj3TPSQkbeQ2M8TFJfkXW1pSZ2HB44rC6GHD0rXpMkm/fumnIpBiIlVwsPjCrlnTEJ3Tp1xkOS2AFJFvD48Ui+7du0c7OzvWr1+fpKi8tWbNGtYID+dFRWEcwI6Kwp/NzKnVlSrFbWo1v0s1BJ+CJk1MvixMmjSJJfPnF5FDjcZklUB934cNG8YSJUqIsuXh4cL5IgOioqI4dOhQg8WWl5cXa9asSUdHR+MvBKtWJaXGeHqKiGh6EdrTp5NEcnqFP3buTKoiGBgofKyTcfbsWU6YMIGFChWiWq1mcHAwO3fubNyG7eefRTvJvJzNKspz+7Z4LgGR75oOsxo1ohYgBw0yvsHIkQaf6hMaDSdPnpxy/aRJhtLXQ52d6ejoSG83Nx5VqRinKJzXvj2jjaREhYaGMk6jYcyECVy4cCEbN27MitbW1ALsWrZsUhGcTz4R51G6NE8cPUonc1KxkqP31c4IW9skZ5VUTJo0iQO8vMQLg1bL+Ph4zp07l+XLl6ezszPd3NzYvXt3/v333ynSIVJz48YNbv34YyYAXKso9PX2ZuPGjY06UowfP54NGjQwnsMskUjeK6RI/sA5c+YM3d3dRR6iOVSvbry8bLduIuJjZGJRuty7JyJWISFJ/sWVKwubL62W+fLl4/fff5+5NvUkDjebxdq1STnOdeuS9+4xKCiIM2fOzNqxSZHDaWGRxmd20KBBtLGxYalSpZgnTx46OzuzWrVqdHd353I/P+oUhVssLNjBSDWwNISHc1dAADukdjZIzqVL4ryMiL1L69aJamteXimKaCTn6NGjzJ07N62trVm8eHFGRkYKX9wffhCFHoykcuzcuZPt27dncHAw1Wo1S5Uqxf/97388c+aMQVy0a9eOERERYofoaFEO3NFRRLPLlxeTxczhhx+SylebU+DhyhWyXj3qLCz40s6O64oVo7+3N+3s7FioUCGOHj06fQvAnTtFH1M5oOzbt4+uqSdsxsWJyHy1aiKfX1+ART/R0NFRiGAjIwHnzp1jBysr6hRFTE41RqKLjA7gDF/ftNfFzo4EOH3SJPqr1Xzu7Eyds3O6Ob49evTgC4ANLS0ZHBzMtm3b8ujRo+IFQz+hNT5eiNdWrUgHB+p8fBig0fB4ZqpUbt8unsuMqms6ORm1liPF3IVDisIrAQEsWrQo7ezs6O/vzwEDBnD//v3pCtnTp09zzJgxzJs3L6erVNQCXF2gQLrWkzExMXR3d+dZc905JBLJO40UyR8wjx8/Znh4OGebM7yuZ+TItEUL1q0TX3amqlSl5uRJkS+cKxcN1c6aNjUqioYNG2a8Epc5jBtn0mXCJCtXinxElYonw8JYw9gLQWZo3tyoUL969SpHjBjBL774guHh4XRwcOD06dPFhJ8DB5jg6MgYgD+nUzWPJOnnx3+rVKGvr2/6ka3Q0LRR31WrSEtL7lOpuHjBgjS7XLlyhZ9//jnt7e351VdfGYTj4sWLGRQUJISShQW5dCnj4+O5dOlS1qhRgx4eHnRwcGCTJk04b948k1X9YmNj2cbVldc8PcXz4+Ym8ogzO2rQqpWISjo7i+hpOjx69IjLli1jkyZN6KJWc5aNDZ+rVEywsKC2Vau05ZRTc/26EONGJkNqtVo6OTjw6OTJok/e3uK8NBrhrDJyJPnxxyLqWb26mATXt68QspaWwjs61YtKs2bN+HNkpGjH1AubtTWfNm3KeIAJwcFJ1R1nzRLtennx/qZNfApQm9zBwgS3bt2iFuCt1JZo+oj99u0iZ93WVjwDMTFkSAifq1T8xVS1PVOEhgprufTQjyYYIy6OCQDbOjlx5MiRPG2i7DUp5l3s2rWLAwcOpJ+fH21tbWljZcXtABMUhU0SJ+JdvHjRZBuzZs1iYxMTYSUSyfuHFMkfKDqdjk2bNuWnn36auR1PnhRflProYXS0EAEZibkNG0SEVj/Bys9P5AxnMGs9JiaGGo2Gt27dylw/SeECkJVS2iS5ZAnj3NyYAAiXjKwWF4mOFlHHhQtTLD579ixLly5NW1tbDh48OG0Rl/h4RleoQC3AA0WKmC6A4eLCx19/TZVKlWZGfUJCQpL91Ny5KSsQjhgh7mO3bmzRogWDg4N5+/Zt7tq1i+3bt6efnx+tra1ZqVIlrlu3LkW7Dx8+pJ2dHceNG8ervr78V6OhjY0NfXx82KNHD27dujX9NJXYWOFh7OxMnaJwv6LwjAkfYLMoUEBMzPP3N5oKdPnyZU6fPp1lypShWq2ms7MzQ0JCeEKfmqHVimdFX3ykfHnhmJGauDgh2PLlS3k/zp0TbhV58zJBUUSKRHCwiIwnb2fWLNH+ypUirUVRktJIZs5MKopSqpQh9/r48eO0t7fn4ogIEVFOXYVQ7yMcG8tiPj585Ocnnrdhw8QzpyjCbs3Cgrvs7DjJnHLvcXHUARw7bFjadRUrihEXC4uUXuBaLU8FB4u/l8y8dG/bJvqY3v8D/v6mU1OmTGGcpaXJNJcnT55wxYoVbNasGe3t7enm5sZy5cqxS5cudAd4HaDOwYEvEifi1axZM92XzSpVqnD8+PEy1UIi+UCQIvkDZcKECSxZsiRfvHiR+Z0tLMSXGylm2fv7pxVx8fFCFJQuLdIwVCohLkaPzrTgDA8PN29CVGpmzaLOzo579uzJ0peaVqtlDzs7Pnd0FOf88cdZy41u2lQIMIqKflWrVqWNjQ07d+6cofg/P3YsnwN8YGdndFhaZ2PD/p6ehuhWdHQ0/+///o9NmjShvb19UmRMqxWpLGPGiKILKpXBou63334zFChxcHBgo0aNuHTp0jTuAMnZtGkTLSws2CdPHmoVhZeNlTdOzbZtQgDqKyH27k3GxnLUqFH08vLKuuWei4sYNShQgGzShHFxcdy8eTN79erFoKAg2tjYMDw8nAMHDuS9e/fYs2dPVq9e3XhbGzYkuWiEhgpBq6dYMXGsmzdFxLp0aRFNBYR4btyYOwcNYoCxQit79iSJVz22tsLnOvU1KlxYHD93bnLxYp48eZLW1tbcVrSoaCO5c8zSpSKyTbJ58+Zs1qyZSE2wtBQVJvXe0b17c8SIESxhzsjI2bPUASxatGjadVevijatrdOs+uOPP/ito6N57ijJCQ0V4tsUYWHib88YefPyebVqVKvVhhGLqKgozpkzhzVq1KBaraafnx9btWrFfckmbOr276dWo+ENjYY927alVqvlN998w0KFCqWbajNgwAB6eXlxkKk8cYlE8l4hRfIHyKZNm+jl5cVr165lrQEvLzFMPGCA+DLWO0NER4sIZXi4+DJXq4XN09y56dvGZcCgQYNYxtziAxRD6v/3f//HqSVL8hlACwsL06V4M6BHjx6sUaOGiPS5uorz7dQpc967Dx5Qp1JxSokStLW1ZfPmzdMd0k3NqZ07ecLKigkAY1JF9xIUhZUBli9fnoGBgVSr1QwKCmLbtm154MAB5suXT7xgaLXC2QFI8nBOdg4DBgxgoUKFTFdkM4LhxcPGxnSaw9OnIoXCzU2Ip2LFRHpO8nNISGDx4sVZr149s4+dApWK11eu5PXQUP7r5EQbGxt6enqyatWqnD17dhrxfe7cOWo0mvTt2s6eFXnEKpXou5WVuHbOzuJfe3uRJvDDDynSF6Kjo2ltbc17ydM2oqLENUp9fjVqJOX4piL25Emez5uXCQAfAhwBMMjPT6QpWVgkTbDs3l28pFLkjtvY2IgX3ylTaMh79vIiZ8/mwf376ZI6VcoY69ZRa2lJR0fHlKMTp0+LtvTt5smTYqKk3lIwfulS8YyVK2fe3/2WLUkWc8YoXFi82KUmJsbgsBIUFMQKFSoYJl3qK/wZ9UqeO1fc19q1GRsTw7Jly7Jt27Z89uyZwf84vTkagwcPZunSpTM+L4lE8s4jRfIHxpUrV5grVy5u00eCs0KVKiIqrJ9Q1K2bGCrWT0SqX1+4RuQQ9+7do1qt5p07d0xuc//+fS5YsMBQ7SooKIiTKlSg1sqKZcqUyXLkZ8uWLfRI7lAxbZoQSlZWQqCYEf0cMWIE/7Sw4D1r68xNbErGs2fPuDgyUgxnFytmiMbrAA5o1oz9+vXj8uXLk8RZfDy5YgWP5c3LKCurlOWbLSySyjpbWJBOTozz8+MuRWF827bk+PEiWmluMZjEcsAp2LVLpC2oVOKZ6N493fauXLlCe3t7LkyVlmKKly9fcsuWLRzWti11AG01Gq5xdORtF5d081L1eHl5cUN6Xt6HD5NdupABAUnXDRBuKakmYqamePHiSfZg8fFin5CQtKMta9aI6xMfT61Wyw0bNrBly5YMCgoyVF8cP2wY77duTa2NDV8AfNmihfBZtrISArVUKSHmSfL5c860tWW8RpNURhoQ+c9WVtRZW3OLhQWPZJTaMmMGdYmpCQYni9GjRV9LlBDP3s2b4mdFEakuiSMsbm5u3Lx5sxDUjo4iL9ucybwhIaKcvDHKlSOrVk27fMgQQ3GjGTNmmDfpslcv0echQwyLnjx5wrZt2zI0NJSnT582FAkxxpEjR+jl5WXWMyaRSN59pEj+gHj27BmLFi2avSIZJPnRR+Lx0EfXvLzIzp0NfrGvgrx58/KHVF6/UVFR/Omnn1i6dGmDZVenTp2SokdbtpCWlgZv4qykXLx8+VJUtjt6NOWKyZNFfrW1tchHNRIxW7x4MQMCAujl5cVty5cLkWHu5EYjXLt2jQU1GiE8NBox1K4v7hIfL35v0iRpwpilJeODgzlTUfho40bRyJYtoh/9+okI6JYt4lw6deJuKys+8fERLwGWlqJtlUpMLPP3F6KoeXORMrBihZjERpJHj4rj3byZ5CiiKMLGLZlFWkYsXryYTk5OjDIhqm7cuMFZs2axXr16tLW1paenJ7/Pm5cv1WqRAz1woDh3M6hRowY/++yzpAX37gkhWKyYGAFRFPHi17ixuAYODiIloFixpGvSrJnRyo2TJk1ioUKFxC/ly4t9Uwm32NhY/vzzz4xXqTg00Tfb1dWVrVq14uLFi3n//v2UjWq1HOvlxVgHB9E3R0fx7Lm5iReQevVICws+tbTkn/nyiZc3fWpE4v6cNYvXHB1F9T0XF/ESYMzRZMgQMlcufvLJJ2xVs6a4jxYWxh0m1q4VIyxqNfntt6xSpQp79Ogh1sXEiFQKG5uMvak3bzYdTa5VS1QATI2/vyjaYw7x8eL+JU40NcbMmTPp4+PDadOmEQD79u1LR0dHfvTRRzx16hRJUc460/M4JBLJO4sUyR8IOp2O7dq1Y+vWrbM/6aR2bfF4uLtn3vItiwwbNozFihXjpUuXOHHiRBYrVoxqtZqhoaEcNGiQ8VLaBw6IUrVaLR0dHXns2LEsHbthw4bC8iw1Wq3I8bWzEyJh4EBq4+M5bdo0BgYG0sXFhd9//31S3nf9+kJ4ZZENGzbQ09NTHLdjx6ToZq5cQmBYWYlUl549UxTdCAgI4LJly5IaWrxYbJ8qH7ZOnTrs3Llz0oK4OHENZ8wQbdasKUYQ3N2FQNPnu2o0KaPUYWFCLK9aJSZkZaJEb4sWLQxFXF6+fMkdO3Zw4MCBzJMnDzUaDcPCwtilSxce1ldabNtWCDFSRPkdHMw6zpJFi9jd2Vk8yy4uSaMg1aqJSHFcnOi3r6/Iu//4Y5EjTIo0ldGjxQQ2/UvigAEGIXzmzBna29tT27OneNk4eZJarZbr1q1jkyZNGBgYSGtra4aFhfGUszNvBwamsMYzxdixY4XTy4YNZEREygh3YCA5fz737NlDe3t74QkcFyfWJbv+v/32GyP9/cVLkqenWB8cLNJl9C96HTqQoaE8OGgQXwBCjKYzse7ShQvcWLAg4wFeAVjXwyMpTUOrFc+9SpWmsE4a8uQR9o+padZM3IPk3Lwp+m5OMZJ798R9tLdP46O9b98+durUiSNGjOCUKVOoVqv5ww8/EACdnZ05cuRIfvrpp/T09GSJEiW4Zs0a+vj4ZKrgj0QieXeRIvkDYerUqSxcuDCfZmXimTH0X84FCmQr3zgjtFotly5dyjJlytDKyoq2trYsWLAghw8fblwYJ+fsWSHiSJYoUSLLFbKWLl1K/8S8TxOdJIcN40srKz4D+K29PX+cNi1tzmtUlBALySeDmcmtW7cYEBDAIZ07i/QWvbDTC9V0zq1p06Zsk9p9ZMoUsV+yqndr166li4tLGpcMk2i14hrPn5+UzmFlJQSJi0uSkNbnQTs6CsFVtKiIfPbsSX77rRB9iaLj7NmzBMDQ0FDa2dnR3d2d5cuX588//2w8h7hwYSHCSJHrbGVlur8HD4oRj8BA6hILt7zIm1cIemNVHFu3Fi8A0dGijxYWaQX/9esiR93ZWVyDfPmo++knfmFvTx3A+R99xAIFChgqt7Vr145Lly5Nenbnzxd9NuOa//vvv3RwcKB29WohKPXXPFVk093dnTt27BC/ACmixQ8ePKC1tXVSEZETJ0S6hI2NOL+yZclChQzOI7MUhVf1DinJ2LJlC5s0aUI/Pz+q1WrWrFmTi6dN44sSJagFeNDDI6XVnDnlzjdtEtukqn7Jzp2FkE9Ot27i5TAjDh4UEySDg42m+3z00UcEwM6dO7Nr167cvn27YcIrAEORnjt37tDe3p5lypThkCFD2LJly4yPLZFI3nmkSP4A+Pvvv5krV650TfIzjZeX+HK3tBRRrAy8VzNDfHw8Z8+ezTJlytDR0ZGenp7s06cPFy9enDmRr482UQyT5s2bN0v9iY2NpVqtNnn9Lly4QD8/P/p6e/PURx9Rp9GI6PLo0WnFT926holW5nL+zBl+ZWfHGzY2QkR4eIgUj08+EVZ63bsL8R0ebjSytmXLFjo7O6cVv/36if2S+eE6OzubX1gmOR4eoiiG3r1iwICkdVFRYjj9hx+ElVf9+iJtISCAOkdHahOLYegAvgAYrSi8BPBecLBId+jbV0Szt29PK3RcXZOKely6ZLjfhuOOHCmKYOhTKPz8yPbtyV27GBkZyW+//db4+SxfLrbX5y1rteK80snl1+3cyUelSjFBpaIuMaraq0ABTp06ladOnTIeKdZqhTg1Iy1FN28eb6tUwgquWjVxvoULiwmAyahUqRL79esnflGpRDpMMiIjIznRWHGS5cvFfdG/2BQpwq8iItj3iy+o1Wq5cOFCVq5cme7u7nRycmLbtm25cuXKNH+TUYsX866iMF6lEq4jelauFP9flC1r+sU6ODht/rGxypnu7qYrf+qZN0+cf61aJl9Cjh8/Tk9PT8OEVZ1Oxy+//JJff/01AbBGjRp8+PAhvb29DcLZ0dGRtWvXTv/YEonkvUCK5PecS5cuMVeuXNy6dWvONlyzphjmBoRQcXMzWbHNHOLj4/njjz+yePHitLe3p7+/PwcPHswjR45kPT0kNtYgmp4/f04bG5ssO3pUr16dPU1EwYKCgvjpp58mlb2NjxfCztpaDP9PmpT0JX37thBfq1dnfNDNmxlfpgzjAcapVEJcJp/4V6aMmERJilxOfSnn9u3TiBAXFxceTJaCYaB1ayFcEoehy5Ytm7VJjjY2SaWDZ84UL1CBgUZt6x48eMD/+7//Y/Pmzeng4EBXV1fm8vBgrfz5+XzZMnLiRO4vXJhb1WrqChRIGirXV6pTFCF63dySRjNathQ5yYCY6KV3oXByEhPX5s1LM8ly0KBBLGesLPLt2+Le6XNr9fj7i6hxMh4+fMhly5axbdu2dHFxYbCjI58BvGhnx7N6Ye7gINJCTKUsFCqUNPkuNVqtiLa7upIWFjweEsIGyZ1evv46TXGfxYsX09vbW/zdWFmltIwj+fXXX5t2i9G/DNSvTxYuTK1KxTiAB1UqDnJyYr/evbl9+/YMXVD+/vtvjgCYoFKJPPGdO8WK5BP6jP1/YSyaPHq0uNd6Tp4U9za9VK/evUU7gwen28+hQ4cyT548aUpWL1++nACoUqkM4viTTz6hVqvl1atX+ezZs3TblUgk7wdSJL/HPH36lIUKFTIMGeYoEycmOVk4OQnBbGdndCKTKZ4/f87JkycbyskGBwfzm2++4Ukj5ZOzhFZLw8Q2kvny5eOkSZPYpUsX+vn5sXTp0ryun3yWAXPmzGGePHnSLB8wYAADAwONpwLExQmhZWUlrpHe67lWLSEgjXH1qsh/TZygdcPDg/28vY1HwvS5sMlZvFjcB3t7Udo7keLFi3PEiBHGj1mpkhC5169z9uzZDAgIML5deqhUSbZkpMgDLVSIVKmoGz6cp0+f5rhx41isWDFaW1szKCiIbdq04Z7EfRYuXMjgZEPq8fHxLFSoEJs0aZLyOPHxQmgtXSoijIDIY82fXwhJfRTU3Z0cOjRdq76bN2/S2tqasalHQYKDydBQXr58mdOmTWO1atXo6urKFWo1r2s0HDp0KIcNG8YCBQrQ2tqaAQEBbNq0KTdv2iQi1cHBjImOplqt5t1Ll0Q/9O4vvr5C2CaPvn73nbj+qc/z66/FfbSyEjnosbHcuXMn3ZILxuvXRbvJUo+0Wi3t7e2FA4ONTZpCNrt3707ZRnKWLBEvTYnP24N797i+Qwc+LVaMOrU6acRi9Og0o0fXr19nr169mCdPHqrVaubPn59eGg0fFS8uBGuVKmIkIDZW/H+h0aR8ZvTkzp3ypeHHH1PmmjdvTgYFGe9/fLx4ntOZoKdn2bJlDAwMTGnXl8iWLVuoUqmoUqlYsmRJ2tvbm5xQKpFI3l+kSH5P0el0bNOmDdu1a/dqqkNduSIekehokfPXoUNS4RBjX3yJxMbGslevXoyIiDAUeRg1ahTPZkJcZ4pkAmLw4MEEQBcXF65cuZKlSpVilSpVzLo+d+/epVqtTsrlpEizsLOz4y4j5bRT8Py5yKu0tBRCbuJEIRrWrhXr4+KE6NDbjfn4CGH19Ck9PDy42lTU2dIyqY3kxMeLaLLeYeLqVU6cOJERERHG29Fqhch0dmb8vXu0s7Pjf+YUB0m+v/5ZMHQhnjt27ODKChUYD/A/RWGtyEiOHDnSaC75gwcPaGVllaK4jf76rlixwvhxZ84ULwR6qlYVk9FUKiGU7OzENcibVwz7G0nV8fPz46rEVIf4+HjeqlePLy0sWNjHh7a2tsyXLx979+7NnTt38ujo0UxQFFaoUIFly5blxIkTU9qNVa4sRG3idQgODuaC5OW+L10SlSn1DhUFC4qc5OfPxe87d4qfe/YUkXIbGzEikSwCnpCQQAcHB27fvj2pXXv7NJMwCxUqJFIqnJxEJDoZCQkJtLe3T1Fcw4DewcMUmzeLfPLEc3ji5sb5rq4s6u1NtVrNSpUqcc6cOQZ3jgkTJtDV1ZXRf/0lXhAsLYX4j49PmtCXuty2vsy9/gV2yRIhqPU4OAg/9tTcuydeUuztjVdMTEZUVBTd3d2TJoAa4dy5c7xz5w41Go1JSziJRPJ+I0Xye8rUqVNZpEiRnJuoZwwrK2EFtnSp+FI7fpxs0EBEcfT+qhQ+x4MHD2bevHmpSSxh3LBhw6SSya8SwGArde/ePcPQ6YEDBxgdHU0LCwuzZ6oXK1YsxeS/fPnyJdldmcPTp0K8WliIa6dWC1s1vaVY8+YpcopfvnxJlUplvMTzvXvi3NIriHHunKGwS1znzlRbWZmOhsXFCRHj68siERGcOnWq+ed14YIQTE+ecNWqVWzdurWhBHDlypW5Yto06vLmFeedusJcMtzc3HjkyJEUy+bMmUMXF5cULycGOnQQE9hI4SyhnxSZL584b1IIz/r1kwRzaKjIU06MgtaoUYMeHh5s1KgRm6jV1AIcEhHBuXPnpr3uWq1ow9hLUd++4vySibP27duzobEiGKQQm5UqCdFobS2eB2vrpAmOxvLZE+nUqRPr6ycrkiLHN1VZ5hEjRggnDE9PIUpT0axZM7Zu3Tpt4xqNiNxmgFar5eB69bjYwoKPNRrqAGrd3cXznWwkSKfTsUWLFgwJCRE58ePHi/P08BCpFcOHi2vavXvKAwQFiTQZ/bWytBQ/b98utk/9/5p+gl7u3Gb5e48bN85sK7eVK1eyXbt2Zm0rkUjeL6RIfg/ZsmULc+XK9epFaGCgGAYmRX6s3t6sWzfqFIXzKlRgUFAQra2tWapUKU6fPp03b95k3bp1+bGpMrM5jaKksH2qWLEiPTw8ePz4cS5cuDBTqQVTpkxhZKIV1ZgxY+jp6Zl2qN4coqOTSgYHBqZ4oUhOfHw8LS0tjaeELFqUMrqWHrNmkTY2jFEUbk5vslN0NOnszNvu7ixtzJfWCBcuXOCfn37Kl4pCa2tr+vj4sGnTpsaj6yNHCiFboIDRfNKwsDDOTVWoQ6fT8aOPPmLx4sXTtlesGFmnjvj5009FlJ4UKSsqlUhjSEbs33/zdqlSfKnRUAvwkoUFRwD01GjYtVkzaq2thfBODz+/NG4SXLhQPGfJ0lvIpAp4qfNdSYrRjcmTxd9NcheQUaPSPz6FC4lXYplzkqKd5BF1isp/arWaCb6+Rh0lFi9ezKDUKQv6yncZFMiJjY1lZGQkc+fOzTNnzoiFV6+KiXT+/jTY6TVoQG7fzufPnzM0NJS99M9ebKyYwKooQtzPmydEcJkySbn0a9cmRZNPnDC41LBmTWF/l5z588X9rlnTLJcQnU7HwoULc0uyCasSiURiDCmS3zP0FfX+/vvvV3+wRo3EMD1JPnhAraUl/wgPp5+fH0dbWFAL8HDTpnz48GGK3Q4ePEhbW9v0ywLnFMlL+KZi9uzZdHR0ZJMmTTh69GjeunUr3aYuXLhAW1tbXr16lfb29ty0aVPm+/P0qYh0ajQivSKVM0FqOnToQG9vb86cOTPl9erWTexPkdu9YcMGrlu3zvQ1jYvjwdy5qQVE9NpU9PzqVeo0Gm5TFD569CjNap1Ox4MHD3LQoEEMCAigra0tJ+TKxWfW1rya2rrLGJcuiWiflZUojZ2M5s2bG43Y3b9/n25ubmkdGdzdhbWYVitSE5IPwQ8ZQp2VFdf/3/+xQYMG9Pf3p5WVFb28vOjn58cJzZrxdrlywl0DYEJi5UFmZCvYvHmSLzMpnCMsLMSkQSN4eHiISbNPn4rzrVYtZWnrcuVEmyqV8Jf29c1Q6D1//pwajSYpRSk6WrSX6vqHhobyoZeXSPFIRRorOFKkUegj8OkQHh7OGjVq8PHjx8Y3iI4WEeK8eQ0+2o8KF2Y7tZq3k1vtHTwoXhItLMTLduoJfYGB4u8jKooG1xK1OmWku08fcYxMTDY9ePAgg4KCzLc6lEgkHyxSJL9H6Cvq/e9//3s9B5wxgwkaDZs2bUpvb2/2s7RkAsC/fvqJT548EaJApTIayfL19TWda5qTWFqKYV0TfPfdd2zTpg3z589PKysruri40NnZmfP0Tg2pCAoKMvjdZporV0S008NDRMhmz87QI/fly5ccN24cc+fOTUtLS4N38BG1mrtsbOjp6Ulra2vmypWLXl5etLW1TVkQJBmnT59mMbWa2qAgIUz69TN+7OPH+RLglUTnhxcvXnDDhg3s0qWL4fqULVs2KSWhVy8RYc0MgwYllTlOFGrLly+nt4mKeZs2baK9vT0vJHfLsLAQlmzffSeisYlRyClTpjAiIoLXFYUHLC3ZqVMnrly50njKBsk9+pcHfa5wYKDonzHBrLcxI8V6O7uktIDkxMWRixZxj5sbH+uLrdjYiOj3iBFJvswxMUL4ff65uA42NmSrVhlevrp166a8zy4uIo89GT169OB/jo5C/BqhQIECKV88HByS7PSMsG/fPtaqVYtubm7mp3HFxYkJq8WKMV5RGK8vqz5tWlLE+rvvxDVwdk6qJrlnjxhh0TtdACJSb2Eh7rNWmzRBL1UEPyM+/vhjTpo0KVP7SCSSDxMpkt8TdDod27dvz5YtW76aiXqpeP78OcPc3KgD2LFJE65evVpEMcPDRaRUz6pV4osslUtBx44dX4/XqFptdvGOe/fucd++fezcubPBGuzZs2fcuHEjN23axNjYWPbo0YP29vZGo6zpsmWLEHKFCyflEWu1Ypne9SIDnj59yps3b/LgwYN87ujIUx99xL1796aYCHfs2DF6enpyzJgxRtvw8vLixo0bk4SJm5vRl4jhFSsyAeDKPHloY2PDXLlysU6dOtyQyk6MpPAyTqySlylOnxaTFNVqcuFCarVa2traphTCyejVqxeDg4NFBFDvgR0fL4RVMmGZJ08efvzxx7ywapXwFE5WMCUNW7ZQpyj8zNlZ/H78uGhLX6zF3184iOgdEOLjhXDbt09E8gMDxX3UaoWtX7NmSWXBra350M+PM+ztTVeGq1hRFMXQv6xs2CD2zaB8+YIFC5hbXwGQFKkGhQun2ObEiRP8R6Wi1pjNHUXKUNGiRZPOW1FSlM/WarVctWoVa9asSU9PT9rZ2bFNmzY8kapqnbncvnmT7dRqPihQQAhh/aTK4cNF9LhJExps+/QT+gIDhRsMIIrQlCol7oW/v3hByWCCXmpevHhBBwcHo44WEolEkhopkt8Tpk2bxgIFCogI7mtAq9XSxsaGWrValPHVo88H/eGHpGW7domIablyBjFw9epVqtXqzIvNzGLEAisjli9fzoCAAE6aNMkwRO/l5UULCwsCoEaj4dIM7KVS8OOP4poYixDWrZty+N5cLC3T+N/qmTFjBsNNDJvXrFkzabLh06ciyqgoZIUKvHToEKdMmWKwaevq4EAtwBupbeZSU7q08WiqOWi1YqRBUciKFVk0b17+aGLi2PPnz5knTx4qisLvCxdmglqdlEebLMe5TZs2bN68ufilc2fxDBhLQ4mJIW1t+bJRI2kgkNcAAGsWSURBVFobSxc5eVL4G+ut5fz8xPB+rlwiLUKtFv7MgYHi/lpaipSJnj0NBTzi4+Npa2trfH6AvmBJav/qbt3Ey5ORvO3o6GgOHz6cRYoUoVXy6oKzZ4v+pGK9tTUfh4QYuZpCRDs4OIiXjjZtyMBAxsfHc9asWSxVqhSdnJzo7u7O7t27c/PmzcZzqzNJ//79WVgv5rdtE3nLjo5JLyRt2ohJe/oc7Vq1xDVSFHGNx48XE/QCA82aoJeaPXv2JL0YSCQSSQZIkfwesH37dnp6epqMwL0qgoODGZ0rl8ipTM7gwUIUJ/8SO31afLmFhxuGWYOCgrgwkwI209jbp8l9zYjVq1fT3t6eXl5eHDJkSIp1z54946xZs2hnZ2ee/3S3buIL3kRk1xDBy8BhIzo6miNGjBC2dZGR1AHs9/nnPGckQnny5Ek66yOjqVi+fDk9PT2p0+kYFxfHrVu3ckqrVrxpYcGXAGd4ePDrr79Oik5Pnmx0UloKQkOFq0F2OHyY9PBgnKUlh6cTlf7vv/9ob2/PRRoNLykKjyoKD1paMigoiBEREQZ7NgcHB1HwQqsVIrdu3bSNFS4sor5aLStUqJBUpc4Yp0+L/Fi1OknAAULQdewoXBdMkC9fPs6YMSPlwufPxd+DqQmsefKQieJ2z549bNWqFQMDA6lWq1mkSBFaW1uzW7duKdsDUkxSJcmNuXLxjolnQafT0dvbmwsXLuQzOzv+n5cXHRwcGBAQwK+++ip7hXxS8eTJE3711Ve0tbU1fp1PnhTPkKcnDfna+rLblpbiX5VKjErVqGHWBD1j/Pzzz+yUqiCMRCKRmEKK5Hec69ev09vb2/gw+Ctm8ODBXO/mlmTDlRxf3zS2VLx5UwgWHx8yOprdu3dn1dQlaHMaZ2dyypRM7aLVatm9e3fWrVuXN5NPNErG33//TVtbW27evNl4I/HxInJuaZlxdb1cuUTEMxWXLl1it27dDMUZihYtyjFjxnBju3Z8aWnJqlWrUqPR0N/fn6NHjzZMRJo/fz59UpfxTXZuarWaBQsWpEajoaenJ6tUqcL58+czYcwY8XLj5ZVUIY0U9mbplWT28DBqM5ZptFo+atxYTKSrUcOkvd3WrVt5UFEYlS8fdYrCE3Pn8s8//+Ts2bM5fPhwdurUiS1atEjyXN62TQiu5Pdq8GBxbxKr4H3//fcpfaS1WpEq1KqVSKtQqcQnMDBJyCmKEN8ZOJz07NmTNVJP0KxbV6R0GBF7cXFxnDt+PF8qCueo1bS3t2eLFi3422+/GdIEvvzyS5ZN/ffl5SVym5NxtnZt3lCpjIpdbeLLQbidHXUAx/fpw+PHj+doupa+nLWbmxtDQ0MNxWPS5eZNEbHX+4Yn/5iYIGkuXbp04TQz05skEolEiuR3mBcvXrBkyZIcP378Gzn+vXv32N7Skjpr67Qr9RHS1GkJMTFiWNXZmVFHjoiqZHfvvrpOurkJz9lXwLRp0+jk5MTFqXNeHzwQQ/MODiICmRGDBok8TJIHDhxg8+bNGRAQQI1Gw5o1a3LOnDkpr1GXLoaKfc+ePeO8efOYJ08eurq6snPnznR2dubMZAUaEhISuGvXLtatW5c+Pj5Uq9Vs0qSJqMiWmpgY4cCgKCJip89RbdkyRfnqFCQvSZ0D1HNx4Ut7exFNNPHy99zRkecUhU/c3c1rtEED8cKk1Yr0H0UR1niJnDt5kh2sralt1Cgpp9jSUkRzO3USaR16QXvypFi/YYMQzNbWpkcKSJ49e5YajSZJtOvzjpO9dNy+fZsDBw5kvnz5aGNjw+DgYC5q2JA6RWHC+vVp2jRaNa9JE5HukQztsGG8qyg8duyYYVl8fDyHDRtGHx8fBgYG8nK9etR5epp3HTPB3r17WbBgQbq7u6eNpJuDVismI+rLkest/rJBxYoVTb/YSiQSSSqkSH5H0el07Ny5M5s2bfpaJuqZIiJ3buqApNn6yenYUQwpp44IxsWRkZGkjQ3rBgRw+vTpr66DXl5kqpSJnGT+/Pm0s7Pj559/LiYuHj8uJhQFBZmVM6nVarls7lxqATZxcqKtrS2bN2/OZcuWmbbYKlEijXWcTqfj+vXrCYCurq6MiYnhsmXL2KJFC0Nhj3z58hkvkmGM7dtFhNvKSlQIJMUks8Ty1SlIXZI6m1SuXJkD+vQRk+AURUwMTN1nS0tqFYVdra3NcyqIixP3pW1bIb5r1xZ5vHXqCKGrKIwD+MjHR5QSN1aNTo++qIj+JWPYMCGovbxMpl0YbBnj40knJ2obNODKlStZv359+vn5Ua1Ws1y5cpw2bRqvJBa/ISleTmxsUkyoI5Mq76WIzK5aleS8oeeHHxirUhmK4MTFxbFKlSoEwB9//FE8C76+SX7nOcD169fZrFkz2tnZ8dNPPzXveUvN5MniJdPaWoxkZKUNIxQpUoTr1q3LkbYkEsn7jxTJ7yg///wzIyIislbMIgcZPnw4YxWFccYqqWm1Yki5QQPj6ypXZoJKxU+Cg19dB/38yN69X137JHft2sXChQuzrVrNBIDXw8IYnY7f7vPnz/ndd9+xRIkSdHR0pJeXF6+6uTE6IoJxGRRyICnSG4wI/5cvX9Le3p6enp5Uq9UMCAhgy5YtzRviNsXXXwvh5e9P7t8vnEtcXJJEm5GS1Nll1qxZDNY/E5s2CbHk7JwkQPW+ufb23LZtG52cnFirVi3T1y4qSjhc1K7NFEP3Go1w5ejXjzxxgt27dzffccXePuXk1Oho8eKSOAmSqdwTqlatylatWvFQaCifKAqdbW3p6enJTz75hH/88UfK8tbJ0WqFiDWSp92iRQu2bNky5bYqVUqhvngxX1paMn/+/Ny8eTM9PT1ZpkyZpEmKDx6Ia2HOiEcGPHv2jCNGjKCtrS0rVapkdiXLFPz4o7jXVlbiZcWMvwedTseZM2eyePHiScVNTNCtW7fMVZOUSCQfNFIkv4Ps2bOHnp6eRidtvW60Wi1PWVnxUuoqWHr07gMm8llfNmvGBID3f/rp1XQwd+60FdJeBcOHU6co/CMggPny5aOdnR1nJRvOv3LlCgcMGMDw8HDa2NgwLCyM33zzDY8dOyZGApYvF8PK5ohkC4uU+bWJbNmyhY6Ojhw0aFDWBIop7t0jy5cX97FePZGO4Ocn+nrhAg2FHnKIuLg4ajSapEqDcXFJFdrathUV1gARYSR57do1lilVijWdnHi6Y0cxkbRAATE8rx+qV6uTXCqAlIVHElm3bp1Jn+Y0hIaKvqRm3z7xQmFhwZe9e3PG9OmsUKECHR0dWQqgFuBf3brxzJkz5o8AXbokziPVi9GyZcvSVowMDEw5iXLzZuosLanRaGhra8spU6akLKLx9deGVJ+sotPpuHr1anp5eTE4OJg7k+ezm8vcuSI1Sl9YxMxCQw8ePODHH39MJycn+vr6EgD79etnsppemzZtuGDBgsz3TyKRfJBIkfyOodPpaG9vn6Z875tkf5EivGVlZbqCVd26QqCYWP+rq6vws00emcspwsJMOwjkBFqtqDyoUqXIcV2zZg0VRWGJEiXo7+9PtVrN8uXLc8aMGbx27ZrxtmxtyXHj0j/e7dviT9OImP6///s/hqXKSc1RNmwQ99HaWkRhCxQQQ/zGctKzSUhICGfPni1+iY8X1oITJohj6V0PKlYUotDGhjqAWkVhNMArdnaMr1dPFMbYtk1cK61WRKRbtxb5w4oicruT8ezZM6rV6pTpDqaoW1f49qZi3759bNOmDUe6uPA5wGiVinMbN+baNWt4F2Bc+fJZuyAzZ4o+JxsVePToEdVqNaOSW8V16GCoxEiSB3/9lVqAzs7O/Pfff9O2Gxoq0lmyyH///cfKlSvTyckpa3MjliwRaT0WFuLeZGJkTKfTsXjx4uzWrRtjY2Op0+n4yy+/sF27dvT19TW6T+fOnfntt99mvp8SieSDRIrkd5A+ffrw81Sz2N8kz3//nfEAg4ODOX36dJ49ezZllOz5c5FXaaIS3Ndff83vfHyECMjp/OHISJHb+ip4+lSU5VaryV27qNVquWLFCkPxBVtbWzZt2pTLli0zLy2meXMRhUyPuXPFtTTCtm3b6O7u/mrL7Wq1IoKr964NCEg/EhkfL3KY9+0TRV1+/FEUj+jZUzhH1KolfJYjIpKcIxwdGWdhwQS9GNZ/VCoxDK//vWxZYbE3d66hJPOVK1dYtWpVOjs7p/Rb/vRT8RKif7lYs0akkZQqlSLftUKFChyQkS80KSKwHh68ffs2hw0bxqJFi9LZ2Zn29vZs1qwZFy1axLvXrpFNm4rr5ObG5wAX/fJLpi+5gdq1hdBPFmUtXbp0CpvCmLVrqQVYtHBhOjk5MbeDA3WA8cmxz5+Lvu3alemuxMbGcsCAAbSxsWGDBg0yn/a1apVII1GphEjPQrrOtGnTWLhw4TQR+YSEBGo0Gj58+DDNPp07d2b37t0zfSyJRPJhIkXyO8jp06fp6+vL2NhYXrx40eBpq9Pp3swkvvh46gD+0q8f8+bNS3t7ezZt2jTlNosXi0fqs8/S7B4TE0O1Ws3oH34QX5o5OImIRYuS9evnXHt6EktM69zdOW/sWBYrVowODg709PTMevEFfepCoi2ZUTp1EikkRkhISGDRokVZPqvRysxw86aI0usFq4+PQeBSo0lKc0gucNVqkcvr7i5eBvLlI0uWFLm8zZuT3bsL8fnDD7w0cSKrWlsz/ty5tFHzTZtEeyZeBnQ6HZctW0ZXV1cWKFCA13buFNunHn05e1YIfC8vg0/1d999x8jISJOnra9C93WpUnwJ0NramiVLluTYsWN55MgR4y8oK1eSiakWG/39sz4JLT5epCQkq6D33XffMSAggM2bN2dQUBCtra0ZD3B569YilSchQVx/Y+kL335r8oUrIyIiIujg4MCjiUVTzGbDBvEypLfPM1IwxRz0pdqNpZwdOnSI7u7uHDlyJJs2bcpx48Zx48aNvHLlCh0dHXM2FUkikbzXSJH8jvLZZ5/RysqK3t7e9PLyYqdOnejp6cng4GAeOHAgw/3PnDnD8uXL08bGho0bN+bFixcz3YcNGzawYsWK4njOzmJ4m0L02tnZ8dChQ0kbx8bS4C1bunSaiU0hISH85ZdfxJeopaVwHciJiGjp0mmcILLNtm1i2L9QIbrZ2dHNzY3Dhw/nyZMns/+S4u8vHA1MUayYiL6a4N69e3RycuKKFSuy14/0WL2aLFIkKe1B/3F2FmJ3yRLhs3zpknk51iZwc3MzPulQqxXPSAblxh89esRPPvmExxWFUant0vTExoqUA42G3LPHUKwkudi9cuUKBw4cyIIFCxomRnZt3546gLGpq/QZw8+PLFmS18eMYSxAnb29yKvOCidOCMGf6Dhy9epVBgcHs3Xr1ly8eLGInoaHp0yhMPXiVaiQsPvLAtOnT6enp6f5zhXbtws7PUURxzThP24Oc+bMYd68eVN4mF+5coVLly7l8+fPWaRIEc6ZM4eFCxfmiBEj2L9/fzo5OTE8PJz16tXL8nElEsmHhxTJ7zBPnz6lTqfj9u3b+dNPP/HUqVNcvnw57e3tWaxYMbZt25Zz5swRlceSsXbtWrq7u/Pnn3/mw4cPOW7cOLq6uqaYaJYR586do729PVu2bEk7Ozve8PMjq1QxrG/RokXKAgpTpggLruPHxRC9pWUK/+KePXuyur608cGDIupYrFj2rZ8qVRK5qzmFvsR0opDNnTt3zuaHjx4t0gJM4e6eYeGOsWPHMm/evDnXJ1K81HTpIob7VSqRpmBnJyb0keS5c2TDhiIdQq0WKS7mCMh0KF26NL82da4REWISYUYsWUKdorC8pydDQkJ48uTJtNtotWK0QaWibvZsg+tE9erV6eXlRbVazQoVKnDq1KkpU4nUajHhMj0GDRLXJHG0x8fTkzdq1RLXMDw8a64SkyaJ/Y15VpNkr14iz1ePhUVaiz6tVixftSrzx6eIqBcsWJAdMxr12bdPjBjoXT/MyfdOhy1bttDDwyONx/fSpUsJgABYo0YNarVauri4GKqQfvbZZwbbO4lEIjEXKZLfQ54/f87du3dz7ty5LFWqFFu3bs05c+ZwyZIl7N27N728vLh79+4U+5w/f57e3t78448/Mmxfq9XS39+fvROt1bZt28ZpGg2j1WpqtVpDhNnCwiKpgELJkuJLUs/o0UIoBwSQx4/z0qVLVKvVfPbsmVh/4YIQZMHBIvc3q9SqJQRdTtC9e5oS0z169EgS9zlBXJwQQKYiwRYWpivfJfLgwQPzJ6BlxPLlYoKeoiRZzz1/LpZ5eqZ9idFqxQuRv7/YJzRUFBrJwqjApEmTUlbBS87QocKKLj3i48Uz1LYtnz17xv79+9PW1pbdu3c3nhYxbBipKFzq6Uk3Nzd+/vnn3LRpk/C/NoaPj6gMZ4pLl8S9TFbhrWbNmuzRo4cQi/pofLNmZrs5GChXTqReGHuJPHmSKVIsrK3TRt0XLhTiPRujNUePHqWtra3xojRHjwrbOkURf/tnz2b5OHru3LnDgIAAkz7HmzZtIhLzrw8ePMjQ0FDDC03JkiUJgMePH892PyQSyYeDFMnvOffu3WPfvn3ZoUMHNmvWjF999ZXJnLz9+/fT19c3Q4ukpk2bskCBAil8aW8uX84EgI729obKb9uSizmNhvz559SdE+kQikK2aUM/Ly+uXbs25XpPTyHOUqVnmE3DhkKMZIf4eBExtbRME3m7cuUK1Wp1zvpVly1r1DmB16+LP0szoutVqlRhn/QEXHrcvi1cEuzshCivVCllJLJzZyGwMhLhJ06IlxRLS5H72ratIffXHGJiYmhtbc379++nXXnzprgW6bXXubM4h2TP6aFDhxgSEsKAgADjUeXly5mgKDzs4JDxdS5blqxc2fT60FAxcTQZS5cuTVkyfNUqIfY1msy5uzx/Ll4ATPk6azRJbit2dsIdIznlygnxmk169erFfPnyJS04fZosXlz8TRcpYjranUni4+NZvnx5fvPNN+lu5+/vz4sXL3Lo0KH88ssvDfvqo8xZKmwikUg+WLItkgFcAXACwLF0GwNKANACaJZs2VwAdwGcNOdYlCL5lbNnzx6GhISYXL9kyRLa2dkZhjENaLXUAmwWEMCDBw+mXHf4sPjSNBUtW7GCtLfnUwsLTk+dI/n0qYgmOziI6HJmadlSDM1nlQcPRFTUwUFE6Izg5+dnVgTebDZtEtcrdQR91qz0UzGSMXnyZEMU9vr162zYsCEDAgLo6enJ/v37G99p0aKkoXEvL+FCkTqneO5csX71avPPJz5eRN/15Z4jItKWKzdBUFAQf/vtN+MrnZ1F9NcY+ihustzfy5cv86effmK1atUIgLa2tly8eHGaPPLbf//NxwC1fn7pv5x165bCbi0F48aJF4xUubdarZZ2dnYpJ5xptaKgiYWFaM+MOQUkxYuLoqQVwKQQqPoRDheXtNaCanUKy8Ks8vjxY7q5uXHOsGHipUF/f1P/H5BNypUrR41Gk65zy/Lly+nj48MXL14wd+7chv+Hrl69SmdnZ/r7+/Pn1C/qEolEkg45JZLdM9jGAsBWAOtSieSKAIpKkfz2cPjwYXp6ehr9Mrp37x4dHBxMipaXLi5cEhhIOzs73rp1i0ePHuVPP/1EbYcOGVubxcfzWsWK1ALUpZ7YFx8v8pPV6sx/+XboICJ6WUFfYjowMF2LqkaNGrGtscIS2cHRkRw8OOWyDh3EC4MZ3Lx5k7a2tqxQoQLt7OzYuHFjrl69mt9//33KAhTXr5Nt2ohIr4WFmFRl6hofPy62Sd2vzHDggIi+WlgIp4suXQz5usZo2bJlyqpyyalTR6R9GKNAAWrz5eOmTZv4+eef09fXl7a2tsyXLx+7devGw4cPc/bs2XR1dWVYWBinTZvGO3fuGHYPy5WLT3PlEi8lhw8bP8b8+cbdIW7fFueXLOc+OZGRkca9eqOikoq21KyZphS1UYYOFcdKPTFv2LCkdBRvbzK5rd26deIFIieiqtevMyoyklqA2pAQMWEzhxk3bhwBcLuJkt96/vjjD1aoUIH/93//xwrJUrvmz5/PmjVrsn379uzXr1+O908ikby/vC6R3AfAZwDmJRfJieuCpEh+e0hISGClSpU4dOjQNOu+++47WlhYmN65UiWydGmGh4fTzs6Ojo6OBMDnHh7CuiwDtFotS9nYMM7bWwzRJ8v9JSksoywsxJe8uXTvTgYFmb+9Hn0FvCpVMszb3LlzJx0cHNJMkMwWHTuKaG5yihY1PbxuhA0bNrBz584pbLpWrVrF3IGB5OzZwsJNUURu7Zgx6TtRxMYK4Z5TkyCfPxcCz8MjaWg+eapNItu2baOjo6PxCOLy5eI5ScbFixe5sX17agGGW1nRy8uL1apV4+LFi40OtcfHx3PMmDHMmzcv1Wo1w8LC2LFjR6rVag7s3184o1hYiCh7avQpH6nbLVgw3ZeZQYMGsWzZsibXc9s2ce+trEQ0PyMKFRL3MPk10qfmPHgg+pLco7xWreyNrpBC0NeqRSoKdcHB7F+4sPklvTPBuXPnCID//PMP79+/zxs3bhjdbtSoUbSwsOCKFSsYHBzMYcOGGUYIWrduzbFjx9LR0TFn06IkEsl7T06I5MsAjgA4DKCrkfW+ALYnRpOzJJIBdAVwCMChNGVYJTnOrVu36OzszCdPnhiW9evXjzY2NuzQoYNpm7Phw0kXFx48eJCLFi2iVqtl/erVqQNMR+NSUahQIU6cODHNxD4DnTqlGUZPl759RdGCzDB8uBBuvXqZvYubmxv37duXueOkh16AJT93NzfT6QXmcOUKLxYrxueKIq5trVop20+PyEjhmPAqcjp37hRD9SqV8C3u1StFFNXZ2ZlHjhxJu59WS51KxW3DhrF9+/b09PSkvUbDJ4rCffny8VJ6ftNGiI2N5YwZM9isWTO6ubmxit6tZcAA8TwYKzKiUqUsxjFjhliWTmrQzZs3aW1tnbFgGz1aCGVPT6NlyA3ExIiIduqIu729cMIoUEAUNdFjZ0dmpToeKUR3w4biHP39RVEWkpcuXaKtrW3KeQg5QOXKlTl+/HieP3+eANg+ecntRC5dusSiRYtyyZIlHDBggCH/WG/31rhxY9arV4+Ns1FZUCKRfJjkhEj2SfzXE8BxABVTrV8OoHTizzKS/I5QoUIF/v333yTJWbNm0d7ePuPCAfpZ9cmE1Ln+/fkMMLuwxtChQ1lSP6Eo1cQ+Q7tDh4pliV6xGTSY0g4rPbRa4S+bqsS0OZQuXZrDsiNgjRESktLmTKUSfrOZQasVwi04mAT42MWFU7y9Myd2O3YUDgnZtHQjRWRwyZIl/Pbbbzlp0iT+/PPP3LBhg/C8jY0VLzUuLkmuCFu2sEiRIhw7dixJ8sWLF9y6dSu//PJLRkRE8DzAPxO9vtesWUNt+/ZCBGZTzJ84cYI2NjZJz+2iRSKiXL16yoiti0vSiEd0tLhOZlTsMzuPPTZWpJUoiniRMFV8Q5/HvmRJ0rJy5cgyZVJ6hR88aDzfPSNiYoQHtkolotxGcsrHjh1LPz+/bFV8jI+P54EDBzhjxgx+9913dHZ2NoheACle3EkyLi6OAPjZZ5/xyJEj9PDw4KFDhzhw4EB+9dVXJMWLd1hYmPBhl0gkkkyQo+4WAEYAGJBq2eXElIwrAJ4kTtRrlGy9FMlvISNHjmSnTp144cIF2tvbc7W5E7UsLERBED0VKvCQpSXXr19v1u76KJvBCo40TOyjg0OSldUPP4gv+4wcHMaMIV1dMz7w06diCFqtzlJe5ZQpU1LO8s8JfvhB9EerFU4SZjpbkBS+xY0aCdFmZSV8gE+f5pw5c5g/f37z+zB7trjORlIhMiIuLo4///wzK1euTH9/f9rY2FCj0TB37twsUqQIS5QowcjISHp5edHa2poajYbe3t4sVKgQJ1WvzuiQEOoUhU9sbDgBYLUyZahWq5krVy6WL1+eU6ZM4Yvu3UWklRTRW0UxnhqRBTw8PLgz+bNw+LDIUQ4KSspRL1AgqXBHmTIi7cEMGjVqxI8//tj8zhw8KHLjLSzI3r2NpwD16CHutd7xQ+9NXqOGEMqkELomKjYa5elTsn17cVwPj3RHcOLi4pg7d+4s5/3GxMSwSpUqDA8PZ+fOndmjRw926dKFAOjo6JgmXSYqKoqff/45vb29+fDhQxYuXDiNEH769Cnt7Ozo7OzM//77L0v9kkgkHy7ZEskA7AA4JPt5D4Da6WwvI8nvCA8fPqSHhwddXV35mZFS0ibx9RVf1npsbTmvcGGWLVvW7JxdLy8vbtq0KeXC+HiydWshgsqUEVHmpUtTFPYwyrffiiH89EgsMU0PD5HLmQWePn1KtVrNW7duZWl/o+gry82dKxwMMnK20GrF+QYGij/foCAhtJMJqrNnz9LW1padOnXizJkzuWTJEg4fPpxt27Zl48aN2bFjxyRhqJ+oZyQ/PT3WrFnD4sWL09bWlrlz52b//v25Zs0a3rhxw2Sqjk6nY1RUFLdt28apU6eyadOmdHd3p5+9PacDfKwo1CoKn5UokdKO7tw5ca4xMWT+/Gks17JD2bJlDdFIA/fuiQp69vbC3qxZM3HcRYvEs2lm+sqmTZvo4uKS+ajrtGnC3s3Z2biXdmgomSeP+Dk6Wlyb5BMcXVzIgQMzPk5cHPnpp+L5c3FJa99ogu3bt9POzo7Xs/B31LlzZ7Zr187s/yfOnDlDABw7diy/+OILNm/ePM3zFR0dTXt7e0ZERJj0V5ZIJBJTZFckByemWBwHcArAV4nLuwPobmT7FCIZwG8AbgOIB3ADQOeMjilF8utj0qRJYuJdZgod1KlDFi4sfk5Mv3h+7x69vb35xRdfmNVExYoVOWjQIOMrjx4VuZD6iX3btomfK1UyHl2bOVNE00yhLzFdsGDmCzqkIiQkhHPmzMlWG2moVk3YsrVvnyR+UnPypJjUqK9217hxujmx//zzD+vUqcP8+fMzd+7cLFeuHD/++GN2796dzZs3p52dHT/v2FFE7itVMrur8+bNY0BAAJ2cnDh48OB0I3dxcXHcuHEj165dy7t37xrdRqfT8ejRo5w+fboQPytXJhU28fRMsqiztxcvSiqV8fLLWWTKlCnGi5nEx4sJjBYWwvvZ0VHkBHfpkqn2XVxcuH///sx3LC5OnK+iiOc2uV91VJR4nrt10x9ETOwLDhbPBGA6ZUN/br17izYcHcVLVyZp164dM/P/9OPHj9mxY0c6OjqKEveZYOrUqaxYsSILFy7M5UaqH86ZM4dVq1Zly5YtpbOFRCLJNDmabvE6PlIkvz50Oh3DwsJ46NAh83eaMkWIK1JElL29SZIXLlygRqMxWcgkOcOGDUt/9j9JjhwpxHFgoIio2diIKGJqh4ZFi4zbdJFJk6yaN8+wT+bQpUuXnJ/hv2+fEEMFCgghrCc+XuRk+/mJP9WQEBHty0Y+qJ5jx47xlKJQZ+ZEvcOHDzNv3rx0cXHhjz/+mOal6s6dO9y2bRvnzJnDiIgIWlpa0sbGhiVLlmT16tXp6OjInj17psk3NcnNm2JUwcZGXBsbm6SI6fbtSZ+dO1N+du1K+9mzJ+1n3z5y3z4+3bqV5a2s+HDTJmFdl/xz8KB4bgDxcXHJ9LUvW7YshwwZkql9UnD2rHiBUqnES5T+Xi1fLq7LunXCSs7DQ/wdfvppWscUPVqtKKGt0YiXynHjsvws3b9/n05OTpw3b16G22q1WtarV4/t2rXj48ePM32shIQEBgYG0traOs2ciXPnztHDw4NDhgxh/vz5eS+rBYkkEskHixTJEpM8ffqUHh4emStvrLeeevpU5D62aWNYFR4ezgEDBvD06dMcN26cwSpu9uzZKZr4+++/aWNjk/FQ9L17ouS0ooj8WycnEWVO7i+7erWIiqXGSInp7HL27FlqNJqkUtw5hZubiBCPGCGG82vWFC8IGo2IKOZE+enktG/POIBLJ00SQ/ZXr4pKagcOkFu2iGu6ZAmf//gjf8qfn19bWXFjmTJ88cUX5OefC7uxtm0ZU7MmD3p5caulJY84OvKUoyMf5s5Nbf78wlM3d27Sz49aT0/GqNV8CDBWUfgEYJxKxXiVivEAtYpCnaIkCVJTHwsLcV0sLcXPOfBJSDw+VSrjn+THV6mEwPT1FaMp9eoJp44ffxSCPJWbxc8//0wfHx9GpRfZNYdFi8SLqZ2dSM0hk14ipk0T5+LqmiSUk6PViufKxkZ8vv46R160FixYQFdX1wxHoX766ScWL148W38z//33X5o0p7i4OFasWJGTJ09m586dOX369Cy3L5FIPlzSE8mKWP92Ubx4cR46dOhNd+OD4Ndff8WKFSuwdu3azO2oVgNz5wIffwzs3AmUKwcAOHjwIBo0aIBnz54hd+7caN++PQIDA/Hxxx9j7969WL9+PRYtWoSLFy/CysoKu3fvRoECBTI+3u+/Ax07CqlibQ0oCnDiBODjA2zdCtSqBcTHi20TEoAqVYB9+4AVK4CGDTN3bhmQK1cuLF68GNWqVcteQzodcP8+cPUqMHQosHkzYGsLPHsGuLgARYsCgYFAXBzw4oX4N/knPh54+VJ84uPFeev/TUgAtFrx0enEv6T4WacDIKwElOT9URTxUakAlQrxOh3iEhKgWFhAY28PC2trwNISOgsLPH7+HM/i4/H4xQvYODoiV0AANI6O4rnQaMQ9srFJ+mg0gI0NtBoN7j59CpWdHdZt3w7FwQGlq1fHuu3bMXf5ctRt2RJfjhkDNzs74LPPxP2ztQX69wcGDxbt5iCHDh1C5cqVUb9+fSxZssT0hk+eiOty4gRw/Dhw9ixw8SJw4wZw9y7w6BHw/Lm4ziqVOF8nJ9DdHftv3MCpZ8/wUf/+8KxWTdxXZ+fMd1anA3r2BGbNAvLkEdembl3xrJw8KY754gVw4YJYr9MBkycDo0eL56JXL2D8eMDSMquXKwUkUb58eXh6euKPP/4wus3OnTvRpEkTbN68GYUKFcqR4wLA77//jm+++Qb58+fH4sWLkTdvXqxcuRKFCxfOsWNIJJIPA0VRDpMsbnSdFMkfNq1bt0bNmjXRqVOnzO2YJw/g5QUcOiQEWwYEBATgwYMHCA0NRatWrdC7d2+UKFECvXv3Rrdu3cw7ZkIC0L498NtvQhAoCnD4sBAwpUsLgfLwIVC4MBAdLURyRETmzssMqlWrhsjISHz//fdiwcOHwJUrwPXrwM2bwO3bwJ07QgA/fCgEVGys6Ofz50LUJiQYxCpUKvGvTifOycVFiE1LS8DKSnysrcXHykqsSy1GE0UoNBohKm1tATs7sczODrC3F5+bN4G2bYHevXGrZ0/kKVAAl69ehZeXl+H8/v33X7Ro0QIPHz7ErFmz0KBBAyiKkNOXLl1C9erVUaRIEVSvXh3W1tb45JNPDOuzQ3R0NCb37YsqixejWkICElxccLpFC7h//TV8fX2z3b6eZ8+eYcSIEVi6dCnu37+Pli1bon///ojIiWfl5UshWI8fB86cEUL62jXcO30aNi9ewE6lgpKQIO6zRgM4OgLu7uJlLygIyJsXiIwEihUTy41x4wbQqBFw5AhQowawZYt4Vl6+FOL74UNg+nTg66/FC9ennwLffpvjLxgAcO7cORQpUgSbN29GmTJlUqw7efIkqlevjgULFqBmzZo5dsxhw4ZhzJgxmD9/Ptq1a4fLly+jUqVKuH79eo48hxKJ5MMiPZH8xlMrjH1kusXrY/z48WzQoEHmd2zaVDgxFC1q1uYxMTGMS5VL3KFDh6yZ/x89mpSnq1KRCxcmuQ6YUWLaRAfF/mvWiLzf4cPFxKgmTUSJ5cKFxcQoT0/GaTR8oT928mF4a2sxJO7pKdIMChYUk78aNRJD4F9/LYblV60SVmOpSzUDme93ZoiNFf3TF9AgWbt2bUPxBq1WyzZt2tDW1pYDBgxIkT+8a9cu9u/fn76+vvzhhx9yvm8nTwqPYEXhU09PtlWr6eLiwrp169LV1ZW//vprtg+xZs0alipVira2tixWrBjnzZtnfo50NomLi6O7uzvnzp0r8opPnBDP7ZAhIu+5VCnhVOLkJFJJAPFMazQi3zg8nKxaVRTaGT9ePKfz54sUC/32AFm8eNKyzp2zPVHVHIYPH86AgIAUqVMdO3akl5cXp0yZkmPH0el0HDp0qMFPeVdigZetW7dmPL9BIpFITACZkywxxZEjR+jv75/5HWfOFI/PwIEin/X6dTHZ6vZtMbM+KkrkEz94IIRfTIwQabGxIpf5+XNu//tvujg4UJeQkLUcyZEjhZDQCwRFIUuUEH6/s2aJ9T16CAuvqlWFoA8JERObHB1FDnByoasoQuja2wthEhgoJtNVqCAqkHXuTA4Zwvhvv2VrtZpXfv9dnGMO5HeSFMdPx7Ei2+TLJ3JWk03UW7t2LR0dHfnrr78yICCAkZGRPHnyZIrdunbtSldXVw4YMCCtbV922bkzyc0if37hREJRcEJvE3b8+PEUoshctFott2zZwmbNmjFXrlx0cXHhgAED3piXbqNGjWhnZ2e0dHYatFoxaW/JElGBsXVr8RIRHCwmEFpZpXxBS5433aZNmtzoV8Hjx4/5119/8fTp0/Tz8zO41eh0OlpYWKT0Qc8mFy9eZOnSpQmAPj4+nDRpEv38/EiSjx49Yu7cudmnTx+zJg1LJBJJcqRIlphk0aJFrFq1auZ3/O+/lF/Mb8tHUYSAsLMTk+ECA4UjRrlyothGx45ihv933wmHgH37hLDPpNAtVKgQx2e17K8pVCrhqPAqaNtWvAAY8bb95ptvCIAWFhZpJkft2rWLfn5+fJrZ6m0ZsWqVEHz6qnsZVHqsUKECAaQZjTDFhQsXCIAuLi5s1aoV//zzT7MrQprDrVu3uHv3bt6/f5+xsbHcvHkzz5w5Y3L79evXEwCLFi1quuR7ZtFqhR3eihVk167i+b95M2faNoMTJ04YoroAaGNjw5o1a7JDhw4EkKMiWX+MTp06kSS3bdvGyGR+2VFRUezRowcBZNpiTiKRfNhIkSwxybNnz+jv788TJ05kfmczBUt6REZGJg3fa7UiyhkXJ4aJnz8XUefYWBGJjo4WkekHD0QENypKCNyrV8Wj7OYmhpkHDMi56K4JRowYwaJmppqYjaUluXlzzrZJivQRRUlZJTGRS5cuMVeuXCxbtiwbNGhAe3t7g63X3r176evry99//z3n+jJ7tojkq1SiSpyZrh0PHz5k9erVGRkZydWrV2coNLVaLW1sbF5Z1Pjzzz+nr68vnZycqNFoWKZMGXp6eqaxKHv58iW//PJL+vj4MFeuXNy7d+8r6c+b4qeffmK+fPl4+/Zt7t27l+vWrePs2bM5K5Ml301x4sQJFitWzCCSd+7cybi4OIaEhHBpqrLZLVu2ZHh4OM+dO5cjx5ZIJB8GUiRL0qVdu3YiV/IN8Omnn7JevXrZbwgQYnniRJHH6ehImuHhmlXu3btHa2trPnz4MOcaVatFdDsnOXxYCNLhw9OsunHjBr28vNiqVSvDspUrV9LW1pZFixalp6cnVxir+JZZtFrhyevsLKzKmjUTLzmZRKfTcdWqVcybNy+LFi2a4TMbGhrKRTlUvjo1TZs25dKlS6nT6QzpE8uXL6e3t7dBpF29epVly5Zl7dq12bdvX7Zu3fqV9OVN06NHD9atW9fsKnrpodPp+OLFC8bExPCbb76hs7MzZ8+eze3bt9PLy4s//PADd+zYQZ9UpcH1L0Uxya0hJRKJxAzSE8mqVzZdUPLO4OXlhaioqDdy7E8//RTbt2+HVqvNXkMqlXCTGDQIiIkBmjQBPvkECA4G9u/Pmc4mw93dHd7e3ti0aVPONWppKfqeUzx+DFSqJOzwRoxIserevXsoV64cihcvjt9++82wvHHjxmjevDnOnj2L48ePo2nTplk//suXwrrNwUEcv3lz0afly007N6SDoiho2LAhjh07htq1a6Nnz57o3bu3yWc3ODgYBw8ezHr/TbBy5Ups374d4eHhUBQFlomWas2aNcOoUaMQFhaG77//HiVKlEDDhg3RuXNnLFiwAP/73/9yvC9vA99//z3i4uLQt29fEXnJBqNGjYKtrS18fX1x/vx5jB8/Hvfu3cO1a9cwbtw47N27Fy1atMDnn3+eYr+oqCjY29vD0dExW8eXSCSSFJhSz2/yIyPJrw+dTsdSpUrxr7/+emN9cHV15e7du7PXiJUVmXpS2e3bYtKdooic5BzO12zevHnORgednEQ1w5wiPDzNRD2SjI6OZr58+VihQoU0u9y7d4/t2rUjAJ46dSprx42NFbnf+tzwwYPNquqXWe7evcvPPvuMjo6O7NKlC9euXZuisMXo0aNZsmTJHD3mnTt3CCBF9D05Op2OJUqUIABu27aNvXv3Zu7cud/7PNlHjx4RAE+fPp3lNk6fPk1fX1+uXLmSY8eO5aRJk+js7MwOHTqwdu3a9PT05Pnz543ue+DAgZxPf5JIJB8ESCeSnDOu8pJ3lj179uD+/fuoVavWG+tDvnz58Oeff6Js2bJZb8TCQkSSk+PlBezYARw8CLRqBfj7C4/g2bNzxDO2Z8+eaNiwIXQ6HVSqHBiUsbISfso5Qdu2wOXLwKVLKYpHxMbGokqVKrC1tcU///yTZrcvv/wS9+7dQ8+ePeHv75+5Y969C3TrBqxZAzg5ARMmAH36JPlA5zAeHh6YPn06BgwYgOXLl2P8+PFo0aIFSpYsiSpVqsDX1xfHjh3Dy5cvYZ14v+Pi4nD16lXcuHEDN2/exM2bNxEdHY0uXbogNDQ0w2PmypULkydPxrFjx4yuVxQFBw4cwMWLF9GiRQsEBgbiyJEjcM5K8ZC3FJ1Oh5s3b+LBgwcAADc3N7i4uECtVpt1DY1x/fp1NGjQAH379sWCBQuwb98+3LlzB5MmTcLAgQMBAJUqVcKpU6cQEhKSZv9r164hICAg6yclkUgkxjClnt/kR0aSXx89evTgxIkT32gfvvvuO4aHh2evEQcH4UGcHvPni2itRiO8ZnMAFxcX7t+/P0faoo+PmHSYXWbMENHzVJH1p0+fsmTJkixQoECacuC7du1iUFAQAfDQoUOZO96FC8JLWlFEueb587N7BlkmJiaGf/31FwcMGMCqVavSzs6OKpWKefLkoZubG62srBgUFMSKFSuydevW7NKlC2vVqkUAbNmyZYb2bHFxcRw5ciQ9PDxMbrNu3Tp6enry+++/zzkni7eITz/9lI6OjixQoAALFixIHx8fw8Q6c7l27RrHjh1rcMDo2LGjwd6tYMGCHDt2LLcl2gGS5I4dO9J1WdmzZw8dHBw4cOBA8yz2JBKJJBHIiXsSU0yZMoUVK1bkpUuX3lgfnj59SrVazTt37mS9EVdXcsyYjLfTasXwv5WV8EJevTrrxyRZqlQpDhs2LFttGAgKEgVMssPBg2Ki3ogRKRa/ePGClStXZt68edOICL0PcUhICFdn5nocPEgWKybEcWio8Kd+y9DpdLx//z7/++8/3rlzx/ByMG7cOAKgg4ODQeApipLhC8LChQsZGBjIVatWGV2/ePFienl5ZdrT+V3h/v37dHR05INUhXB+/PHHTInkUaNGGa57aGgoq1SpwoiICG7atIm9e/dO839By5Yt+d1335ls7/z58wRAd3d3OXlPIpFkCimSJSaJj4/nV199RTc3N9avX59//PEH79y5k+1ozNq1a/nll1/ym2++4fTp03n58uU020RFRXH48OEsWLCgIYczy3h7i8Im5hIbKyrhKQoZESEqvmWBiRMnMiIiIkv7piFvXuFnnFViYkQOcI0aKRbHx8ezbt26zJ07d4qcXVKISL1QMdvXdtMm0VdFIYsUEV7T7xjr169nWFgYSRp8fQHwf//7H/ft22fSOm7r1q0sU6aM0XWLFi2il5cX//3331fW7zfN//73P7Zr1y7Ncq1Wm2mnl+bNmzMkJIQAeP78eZM+1tOmTaODgwPv379vsq0ZM2awc+fOmTq+RCKRkFIkS8zg6dOnnDNnDitWrEhXV1d6e3tzzpw5WWrrxo0bdHR05JgxYzhs2DB+8skndHJy4tOnT7l06VLWrFmT3t7etLa2ZvHixTlp0iRevHgxeyeQ1SjshQtC6CkKWbt2pstCx8TE0NraOt0vcLMpVEgI96yg1ZJhYSLdIVkqRXR0NJs1a0ZfX1/GGqnCdubMGQIwz7938WJRDlxRRLnts2ez1te3gF69ejE8PJwrV67kuXPnDFFIR0dHg2DWj67ExcXx1KlTvHnzJps3b87u3bunae/8+fO0tbXN+mTHd4Bnz57R29ubhw8fzpH2zp49S3d3dxYrVowDBgzg5MmTuWXLlhTbzJ49m56enty4cWO6bQ0YMIATJkzIkX5JJJIPCymSJZnm8OHDzJ07N6dOnWpWtbVTp07xq6++4sKFC/nZZ5+xbaqIqL29PdVqNXPlysUePXpw/fr1fPLkSc51ODxclO7NKhs2iGi0pSXZq1emipEEBwdzwYIFWT+2nlKlyJo1s7Zvq1bCZ/n2bUZHR3P+/PmsWrUq1Wo1w8PDec+EL/FHH32U/jC5ViuqE7q5iTSO+vVfa1W3V8X8+fNZo0YNlilThuXKlePq1atZtWpVAqBWq2V4eDgBsHjx4gwPD2eePHno6urK1q1bG/17ePLkCR0dHXPmZektZezYsWzcuHGOtlm1alUOHjyYHTt2ZLdu3QjAcA11Oh3t7Oy4ffv2DNtp1aoVFy5cmKN9k0gkHwZSJEuyxJkzZ1ijRg06OjqyWbNmXLduXYqJSC9evOCePXvYqFEjuru7s3///qxXrx7r1auXRiw0adKELVu2fHUTmYoVEwIuu3z3HWljQ9rbkzNnmrVL586dWbdu3ewfu0oVYVmXWX78kTpF4abBg1mtWjWq1WoGBQWxR48evG6kDHVyfH19OXLkyLQr4uPJr78W18HKimzfXqRzvGckJCSwYcOGdHNzS1FiWf9ZsGAB58yZY9Zz26RJE4Owvn379mvo/evj8OHDdHd3N5o2lR127NjB4OBgarVatmzZMsX/Efv37zc7Dat27dqcNWuWnLQnkUgyjRTJkmxx//59/vzzz8yfPz8/+ugjnj9/nv3796dGo2FYWBinTZuWYVR4zJgxHJiZnOHMUqGCEJk5QXw8+emnojqcvz+ZQSTr9OnT1Gg0afJ9M03dukLsm8njx4+5buRIagF+Y2HBoKAgduvWjVevXjVr/ydPnhAAb926lbTw+XOye3cRlbaxIfv0yZHy4+8Ce/bsYc+ePeni4sLIyEiOGTMmU6Lrxo0bPHz4MEeOHMng4OD3pjzy/fv3GRQUxGXLluV42zqdjoUKFeI///zDMmXKcPDgwbS0tDTMUwDArl27ZtjOhAkTCIAtWrTI8T5KJJL3GymSJTlCXFwchw4dyly5crFx48ZpZrinR+/evTl16tRX17natckcLhzBe/fIqlVFDm7JkqLstQm8vLyyX5ClWTMyMjLdTZ48ecIlS5awTp069LCy4hNF4QlfX7OFcXKWLVtGAMKJ4cEDsmVL6iws+AjgLwEBnDBuXFbP5INn5syZ9Pb25okTJ950V7JFbGwsy5Ur90pfcHv16sVJkyZx7dq1BmE8Z84cXr9+nbt27TIr3atQoULs0aOHebn1EolEkoz0RLIsSy0xG2tra4wdOxZ37tzBypUr4erqmuE+mzZtwieffIIdO3bAx8fn1XXO3h54/jxn23R3B7ZsAY4cAR49AnLnFkVJXrxIs2nRokWxatWq7B3P3t5o248fP8bixYtRt25duLu7Y+DAgfDy9MRNX1/Y+fggMouFFNasWQM/AGVGjgQ9PMBt2/Bs0iQ4Azj+0Uf435Qp2TufD5iuXbti8uTJqFGjBk6cOPGmu5MlYmNjUb9+fYSHh2PChAmv7Dj58+fHf//9h7p162L79u3YsWMHPvnkE/j5+aFcuXKwtbVNd//o6GhcunQJ06ZNQ+nSpV9ZPyUSyYeHFMmSV0q3bt3g5eWFRo0aoVmzZq/uQA4OwLNnr6btwoWB//4DfvsN2LRJVJMbORLQ6QybfP755/j999/F8ExWsbcH4uIAADExMVi0aBFq1qwJT09PDBkyBF5eXvj3339x7do1zH32DFa3bwOHDmWtot3Jkxj611+4CiD+1Cn8WKkSVHfv4ka9enB2dkbnzp2h1WoRFRWV9fP5wGnTpg0mT56MRo0a4c6dO2+6O5ni0aNHqFatGsLCwjBz5sycqSgJIWhr1aqFw4cPG5Zt27YNhQsXBgBUrFgRFSpUyFSb58+fR2hoKCwsLHKkjxKJRKJHimTJK+Px48e4e/cuxo4di+HDh7/aLzEnJ6NR2BylRQtR+nrIEGDcOMDDA1ixAgBQq1YtaLVak+WKzeG5lRWeP36M6tWrI1euXBg2bBiCgoLw33//4erVq5g7d64o+zttmjjuunWi9HZm2LULKFAAKFgQDiQqAdDcuoULBQsCAMLDw9G9e3cUKVIEtWvXxq+//prl85EAbdu2RYcOHVCrVi3E5lTJ8VdMTEwMatWqhbJly2LmzJk58nc7e/Zs5M2bF6VLl8aRI0fQtGlT7Nu3D/v378eyZcvwIht/u7GxsXBycsp2HyUSiSQ1UiRLXhkXLlxAcHAwFEV59QdzcgJevnz1x1GpgBEjgOhooFo1IZzDw6E6eRIFChTAokWLzG6KJE6cOIEJEyagWLFiGPv993gRG4uwsDCcO3cOly9fxi+//ILAwMCknfbvB/r0AUaPBqpWNb/ff/wBBAcDFSsCdnbAsWNwun4dk/bsgYuLCzZv3gxvb2+sWLEC9evXNwjyIUOG4N69e+YfR5KGYcOGISIiAiNHjnzTXcmQ6Oho1KhRAyVLlsS3336bI3+78fHxsLW1xblz53Du3Dn8+eefGDZsGMqUKYPRo0cDAL766qsst58nTx4cP34cX375JR48eJDt/kokEokBU8nKb/IjJ+69H5w5c4be3t6vx5bp229JJ6dXf5zUXLlClihBKgpvR0Yyr7t7unZhjx494u+//85PPvnEULyiSJEiHDFiBJ9MmEA6OJg+VnS0qKhXu7b5/Zs5k8yVS3gc16zJ+AsX0mzy4sULTpkyhd26daOLiwtLlCjB9u3bs2nTpqxfv77JSmgS87lz5w5DQkLe6oIXN27cYGRkJPv3759jVo2XL19mSEgIbWxsOGnSJE6ePJmBgYFMSEhgnTp1aGVlxeHDh5vVVlxcHP/66y+OGzeOrVq14qBBgxgbG8spU6YYJvzt2LEjR/otkUg+HCDdLSRvgqtXr9LBwYE3X0fxiXnzSFvbV38cU2zbRp2fH+MB3mnUSNjIUfjw7t+/nyNGjGDhwoVpbW1Nf39/NmjQgGvWrKE2edGShQuF7ZoxtFoyJERY0mVU6ESrJceMES8NFhZk8+bkgwcsXbo0AdDS0pJBQUFcvHixYZeDBw/S09Mzx31wJUncuHGDYWFhb6VQvnz5MoOCgjhx4sQc9TJv164dATAyMpKDBw/my5cvWbVqVRYpUoRHjx7l6dOnzW6ra9euDAkJYd++fblgwQK2atWKZcqUoaOjIy9fvpyzxYkkEskHgxTJktfOgQMH6ObmxokTJ76eA65eTVpbv55jpcO0iAg+U6n40tqaP0dE0N7enq6urixZsiTHjRuXvm1eeufQrBmp0ZBRUab3j4sj+/YVQlutFmW6k9lnIVmRDBcXF3p6epIktVotixUrxvnz52fllCWZ4ObNm8ydOzd/+umnN90VA9euXWPu3Lk5bdq0HG87Li6OgwYNIgCWK1eOpHjeevbsyaFDh2aqrUWLFtHLy4v79+8nSa5bt44AWCErBXgkEokkkfREssxJlrwSjh07hjp16mDQoEGv54BuboBW+3qOlYrHjx9j1apV6NKlC4ZeuwYPKysstbVFl9On8UCjwYNly7B//34MGTIkfds8V1fj5/D998DvvwPr1wOensY6AHTsKNwxZs0C+vYFnjwBfv4ZSGafldxhITo6Gnfv3sWVK1fw559/QqVS4eOPP87GVZCYg4+PDzZv3ozhw4dj48aNb7o7uHjxIipWrIjevXvj888/z/H2ra2tMWHCBDg4OGD37t0AAK1Wi9OnT8PX1zfN9s+fP8fUqVNRuXJlqNVq2NnZITQ0FJ988glCQkLwyy+/oF69eli/fj02bNiA4ODglDn7EolEkoNIkSx5JYSFheHy5cuv74Du7iks2V4lCQkJ2Lt3L0aOHIlixYrBw8MDvXr1wt27dzF37lw8fvYM7aKjYXH/PqyLFQNq1ACKFQMyuh7OzmnPYe9eoF8/4aZRuXLKdXfuAA0bAi4uwF9/AZMmATExwNixgKVlmuZz5cqFo0ePomnTprC3twcABAcHY9CgQXBxcXk9EywlCA4Oxu+//462bdvi1q1bb6wf//33HypXrozBgwejT58+r/RYeveKWbNmoVq1arCzs0PXrl0N6//991/MnDkTVapUwdatW/Hll1/i3r17uHPnDlatWoXIyEg0b94cc+fOxcCBA7F69Wq4urri1q1bZvm1SyQSSVZI+00qkeQAWq02x7xVzcLDA2A2PIrTgSQuXryIv//+G6tXr8bOnTthY2ODPHnyoHHjxli/fj08jUV4XV2BDRuAU6eEC0aePECjRsCCBSLqmxpn55Tn8PAhUL06ULs2MHhw0vLz54FPPwV27AB8fID584F27Uz2/9q1a7h16xZKly6NwoULI2/evHj8+DEcHR1hYWGB9evX49KlS4iKikKuXLmyfJ0k5lO+fHl89tln6NGjB1atWvVaX1AePXqEUaNGYd68eZg6dSo6duz4So83f/58hIaGol27doZCIe3atYOlpSUSEhLQqVMn/PPPP6hRowZy586N2bNnw87OzrB/REQEIiIi8Nlnn6Fq1aoYP348Ro0ahT///BOurq5SJEskkleGFMmSV4K1tTWePn36+g7o7Cz+ffkSsLbOdnMPHz7E1q1bsXbtWqxfvx5PnjxBQEAAKlWqhEmTJqFgoq+wWURECKG8ejXQpYsQzwMGAGPGpCwEov+y10eTS5QQEfI1a8TvBw8C3bsDR48CoaEi/aJWLZOHPXLkCPr164ft27cDANq1a4cJEyZg3LhxAIR1VkhICMqXL488efLAw8PD/HOSZJvBgwcjT5482L9//2upFEcSv/32GwYMGIB69eph3759CAsLe6XHPHbsGPr06YPdu3cjIiIiTX969OiB+/fv49y5c7CxsUm3LbVajWnTpmHevHl49uwZzp07h3bt2onJNRKJRPIqMJWs/CY/cuLeu090dDQtLS1Tuje8agDy+vUs7frkyROuW7eOffv2ZVhYGK2trRkQEMBGjRpx1apVOXseY8aIiXVOTuSiRSnXAWRsLNmkSdJEvQ0byLAwUlHIokXJAwcyPMTSpUvp4ODAGTNmcOvWrQTA4sWLs1SpUqxatSp9fHzYuXNnw0S+v/76K+fOT2I28+fPZ5EiRZiQkPBKjxMVFcU6deowf/783L59+ys9VnI2bNhAHx8fPnr0KM26uXPnMjIyMlOuFC9fvqSrqysB0N3dnRUqVKCTk1OmXDIkEokkOZAT9ySvk1u3buGjjz5CmzZtXm/KhUoF3L1r1qZarRaHDh3C+PHjUapUKbi6uqJLly44duwYvvjiCzx48ABXr17FH3/8gYYNG+bseXz1FfDoEVC/PtC+PRASIspL6/nf/4BVq0S0uWhRoE4dwNtblMY+fFhEmNMhNjYW3bt3x++//44ePXqgSpUqePz4MQ4cOABvb2/Y2tqic+fO2LJlCwBROjxv3rw5d34Ss/n4449hY2OTqSI0mSUqKgrly5dH3rx5sXfvXlSsWPGVHSs1NWvWRLly5dJUbrx16xaGDBmCBQsWpEityAgLCws0aNAAXbp0waJFi+Ds7IyYmBhZPl0ikbwaTKnnN/mRkeR3m2HDhrFdu3avp4hIciwtyU2bTK6+fv06Z8+ezY8++oh2dnZ0dXVlsWLF6ODgwFGjRr3GjqboFFm2rIgSV6wo/gWE57NKRTZsSN6+nakmf//9d5YsWTLN8gMHDjB37tz84YcfSJJDhgxh48aNc+IsJNlg+/btDAkJyfFRF61Wy9mzZzN//vz89NNPc7TtzLBt2zYWL148xbKmTZty2LBh2W5bp9MxJiYm2+1IJJIPF6QTSZY5yZIc59mzZ4iIiIClEYeFV4qlpZjslsiTJ0+wd+9erF+/HitWrMD9+/fh7++PChUq4J9//kHx4sUBAH379sXff/+NYcOGvd7+AoCfH7B7N7BsGdChQ9LEvebNgR9+ABwdM93kmjVr0LJlyxTL4uLiULJkSfzvf/9Dr169cOvWLcycORMnT57MibOQZIMKFSpArVbj4MGDKFWqVI60eevWLbRr1w6xsbFo3bo12rdvnyPtZoWgoCDcTTbCs3XrVhw8eBALFizIdtuKosAxC38jEolEYg5SJEtynO3bt2PSpEmv7XgkcefOHXgoCnauXIlf167F3r17cfXqVbi7uyNv3rwYM2YM2rRpY1S49+/fH3ny5DE4Prw2njwR1m7z5wPJrcDOngWymP6g1WqxY8eOFPZa+uWOjo4ICAgAAMyZMwctW7aEt7d3lrsvyRkURYGTk1OOTXTdunUr2rdvj65du2Lo0KGv/2U1FQkJCYZ0pejoaHz99dcYO3YsbJN5eEskEsnbiMxJluQocXFxOHnyZI5FxIzx6NEjrFixAp999hmKFCkCR0dH5MmTB7EvXuDf7dvx8uVLfPnll7h//z5u3bqFbdu2oX379ibFgp+fH7y8vLBhw4ZX1mcDOh3w669AwYIiSjxjhvBQtrYWOdVffJFlgQwAu3fvhkajQenSpbFu3TrDfbC1tTVcqxMnTuCff/7BiRMnpDPAW0Lx4sUxcuRIxMXFZWn/uLg4/Prrrxg1ahRatmyJ2bNn45tvvnnjAhkALly4gDx58iAmJgZFixZFvnz50KpVqzfdLYlEIskQKZIlOcrLly+h0Wiwe/fuHBdg58+fR7t27eDt7Y0BAwbg8uXLaNeuHXbu3IknT57AJVcufNGhA5YsWYIuXbpkKipctmxZrFixIkf7m4Ldu0VRERsboFs34ev8zz/C63jTJsDXV4jkbEbgT5w4gcKFC0NRFPz22284cOAAwsLCULx4cezduxfh4eGoWrUq7t69i8uXL0P7hqoUSlLy7bffwt7eHn369MnU382+ffswY8YMRERE4LfffsODBw/w559/onbt2q+wt5nj5s2b8PHxwdy5c1G6dGnMmTPnrRDvEolEkiGmkpXf5EdO3Hu32bRpE0NCQhgeHs5q1arxo48+4t69e7PcXlxcHAcNGkQbGxtWrVqV586dM75hYCDZvXuWjnHgwAHa2dnl7GTD69fJjh2F1ZuikBER5KxZpH6C1uHD1FlZ8V8PD8bb25PZnFz1xx9/EACXLl3Kixcv0s7OjsuWLWNQUBAtLCxYoUIFzpkzh/Xr18/+uUlynEePHtHHx4e7d+/OcNunT5+yf//+9Pf3Z4cOHbhx48bX0MOs8cUXX3D8+PEsVqwYt2zZ8qa7I5FIJCmAnLgneZ3UqFED586dw8GDB/Ho0SNcvnwZLVu2xNWrVzPd1v3791G9enU8fPgQ+/btS7+Ih40N8PhxlvpcokQJ2NjYYM+ePdmzyHrxQkSD58wBrl0T1m3dugnbt+SR7f37oStXDlsBrI2NxeS4OOC777J+XMBg6ebv74+EhAQ4OTmhRYsWaNiwIebNm4fPP/8cU6dORZMmTbJ1HMmrwcnJCaVLl8aGDRtQtmxZk9s9f/4cjRs3hqIoOHTokPFqj28R+fLlw7Bhw6BWq1GhQoU33R2JRCIxG5luIXklKIqCkiVLokyZMjh9+jSsra0znX4RExOD8uXLw9bWFleuXMm4yp2NjZgMl0UiIyOxcuXKzO+o0wFLlwLFiwN2dkIklykDnDsnJuRNnJhCID/btAnaMmWwAcD5adMwSaPBcgsLxFtZZbnvgPCkBcSLRVhYGHbs2AFvb2/06dMHlSpVQqdOnXD9+nVs3LgxW8eRvDosLS3xzz//oHXr1mjatCk6deqEYcOGYdy4cejVqxdKly4NW1tbODo6Ys2aNW+9QAaArl27Yvny5di1axessvmMSyQSyetERpIlr4xnz56hfv368Pf3x+7du6Eoitn7arVaNGzYEDY2Nti1a5d5xTxsbbMlkrt06YJBgwbh22+/Na+vR44Aw4YBW7cC8fFCGK9bl26p6DM//YTQnj2xxcEBBU+fRt3t24HHj/G1mxuct2zJVi7p/fv3AQBVqlQBIMpO30rmmtGzZ0/cvXv3lU6qlGSPOXPm4KeffsLjx49RqFAhREdH4/bt24iJiYGfnx+aNGmCwMBA5M6dO1N/T28SRVFQqVKlN90NiUQiyTRSJEteCZs3b8bgwYORN29eLFiwINMV677++mv8999/uHz5svn72tmJSnZZpHXr1ujevTv+++8/hIeHG9/o7l1gxAjha/zwIRAaKiLHPXoIn2YTJCQkYPEnn6DNwoX4NywMNf/7T6wYNAho0AC57t7Fvn37siWS1Wo1ADFRylgFPY1GgwkTJmS5fcmrx97eHgMHDnzT3ZBIJBIJZLqF5BXRvXt3dO/eHQsXLsy0QF64cCGmT5+Ov//+GxqNxvwd7e2B588z2dMkVCoV8uTJg1WrVqVc8fKlKBUdEgJ4eQErVgBt2wL374tS0b16pSuQL126hD7h4Wi7cCEe1amDonqBvHo1cOcOMHMmGjZsmLVUj2Q4ODgAgMELWSKRSCQSSdaRIlnySnj58iWqV6+eaYF84MABdO/eHQsWLEBkZGTmDurgkC2RDADNmzfHb7/9Jn7580+RQmFrCwwfDhQoAPz7r4gmf/894OqablskMW/ePHyZPz9+uHgRSqdOcF+3LmmDPn2ELZynJ3r27Inz58/jzp07We57SEgIFEWBjY1NltuQSCQSiUQikCJZ8krInz8/Nm/enCInNiOioqJQr149fPHFF2jcuHHmD+rkJNwlssEXNWpgxIkT0NnaAo0bi0l5y5cDz54Bf/wBmCncHzx4gIYNG2LbZ59h2cuXUPXoAdXcuUkbbNkCXL0KzJ4NQAyzBwQE4M8//8xy38ePH4+vvvoqy/tLJBKJRCJJQopkySth1KhRGD58uKF4xbNnz9LdPj4+Hg0aNEBkZCTGjRuXtYM6OQFZqVj26BHQrx+QKxfsS5VCMQsLHKpTR0Sl9+8XYjkTbN68GXnz5kXkqVOY9+IFlF69RGW95Hz2GVChAuDnZ1hUq1atpCh2Jnn8+DG2b9+Ohg0bZml/iUQikUgkKZEiWfJKKFmyJG7evImHDx/i6tWrOHnyZLrb9+3bF7du3cqePZmzs8gfNgedTgjXfPlE2sT8+UDDhsDt25jYtSuGxsSIUtGZ4MWLF+jduzcaNWqEX6tWxbjLl6H06ydSM5Kzf7+wh0uMIuvp1asX9u3bhxdZiIZPnDgRJUqUQLFixTK9r0QikUgkkrRIdwvJK+Xp06e4dOkS9u/fD0tLSxQuXDhNnvLChQuxYMECHD9+HNaZFKYpcHERVmzpsWULMGoUsGcPYGEBVKkCLFgAlChh2GTQoEEICwvDkydPYG9vb9ahT5w4gSZNmkCn0+HCV1/B66uvgMGDAWNR8a5dhadyaGiKxaGhoXBxccHWrVtRt25ds44LiCjy5MmTsWvXrnfGFkwikUgkkrcdGUmWvFKcnJzwxx9/4MiRI2jTpg0qVqyIl8mivYcPH0b37t0xf/585M6dO3sHc3UFEhLSLr94EWjTRhT0qFFDVOWbN0/kGa9fn0IgA0BgYCA8PT2xadOmDA+p0+kwdepUlC5dGhUrVsT5/v2FQP7mG+MC+d9/gRMn0kSR9RQtWhS///67OWcLQPhJlyhRAmXKlEGJVOchkUgkEokk60iRLHnlNGrUCL/++ivOnDkDJycntGnTBpcuXcLdu3dRp04d9OzZM2sT9VLj5gZoteLnJ0+AoUMBX19h3bZrl8g7fvIEOHpUWLil47xRpkwZLFmyJN3D3bp1C5UrV8aECROwZs0azClcGKrPPwdGjxZeysbo0kVM/jNRPbBXr174448/oNPpzDljbN68Gba2tti2bZtZ20skEolEIjEPKZIlrw1FUbB8+XLkz58fJUuWRFhYGMLDw/G///0vZw7g4iJEcoECImr8449A9erAlSvAtWtCuNramtXU4MGDsXbtWsSbSN/4/fffkS9fPlhbW+PatWuoevQo8MUXogS1KYeJ8+eBQ4eAmTNNHrdWrVogiaNHj2bYx/j4eIwcORLNmjWTaRYSiUQikeQwUiRLXiu2trYYNWoU/vrrL8TFxRlKKOcI+smBJ08CarVwjtBqge3bM12Jr2jRotBoNDh9+nSK5Y8fP0bbtm3xySefYOrUqdi8eTM0334LDBwI6P81RZcuIg+5TJl0jx0SEoK1a9dm2Mfhw4fDzs4OgwYNMuucJBKJRCKRmI8UyZI3QunSpXH16lXMmTMHe/bsyZlGW7YUE+IiIkSFvLx5gX37gG7dRJTZxgbIk0dYuk2bBty4kW5zNjY2uH//vuH3HTt2ICwsDCdOnMB///2Hzp07AyNHisjx9OkikmyKGzeAnTvTWsEZoXXr1hlawe3btw9z5szB3LlzYWVllWGbEolEIpFIMocUyZI3hqenJyZOnIiPP/4Yhw8fzplGZ80CTp8GqlUDVq4ELlwQfsfR0WJd+fIi7WHoUMDfH7CyEhHnmjWF60Uyq7q4uDg4OzsjNjYWXbt2Rd26ddG9e3f8+++/8PLyEuJ45Ejgl1+Anj3T71eXLkBAgOhXBnTv3h2XL19GVFSU0fUPHz5Ehw4dMHXqVPj7+2fq8kgkEolEIjEPheSb7kMaihcvzkOHDr3pbkheE4sXL0a/fv0wYMAADBgwIPsN5s8vnC527Up/u5cvgU2bhMPF/v3ApUsiLUNRkODkhAOPHsGzYUP0/+cfXPLxwZ9//ZXkwDFoEDB5MvDrr0CHDukf5/59IFcuIdrNLPYRGhqK3r17o2fPnrCwsDAsJ4maNWsiMjIS3377rVltSSQSiUQiMY6iKIdJFje6TopkydvArVu3kDdvXkRFRcHWzMl1JvnnH6BqVTFhLyAgc/vqdMDevfi1aVMER0UhHwB3RRFDLk5OQHCw8GI+edI8gQwATZoIEX7zptndGDJkCCZMmIBRo0bBy8sLy5cvh52dHTw9PfHLL7/gxYsXUKvVmTs3iUQikUgkKZAiWfLWo09tePjwIWxsbLLfYO7cIid5w4ZM71qpUiXs2LEDAQEB2Lx5M0JDQ4EzZ4BVq4CffgKuXxeFSLRawM5OCPEiRYSTRsOGIoqt5/FjkQ89fz7Qrl2m+vHVV19h3LhxKFu2LPr164fY2Fg8ePAAQUFBaNq0aabPSyKRSCQSSUrSE8my4p7krcDKygru7u64evUqwsPDs9/g1KlAs2bAw4cpRWs6PHr0CPXr18fu3bthZWUFkggPD8fcuXPRoUMH0ebNm0IsN2wI3Lolft66FTh4UKRTfPKJcNbw9RVWdKdPiwh0JgUyALi7u8PFxQXr16+Ho6NjpveXSCQSiUSSdeTEPclbgUqlQvHixXEy2cS5bNG4MeDpCXTvbtbmv/76K4KCguDi4oJ///0X7dq1w9SpU/HFF1/g559/Bjp2BObOBdasScor9vERE/ZWrADOnRMTBGNigDlzhIvG+vVikmBYWKa7f/nyZYwdOxa7du2SAlkikUgkkjeAjCRL3hoiIyOxYcMG1K9fHxqNJvsNjhkj7N+ePTNZROTJkyeoX78+jh49itmzZ6N58+YAgLlz5wIAAgICUHb6dBEp3rBBlLVOj927RUnqy5eBSpWEsM5Cue3Zs2ejc+fOyJ8/f6b3lUgkEolEkn1kJFny1vDZZ5/hypUr8PPzw/r167PfYOfOovKeCf/iv/76C4GBgbC0tMTZs2cNAjk5xSdNQqP4eJyYOjV9gfzXX0BQEFCvnhDFV64A27ZlSSADgL29PWJiYrK0r0QikUgkkuwjRbLkrcHLywubN2/GihUr0L17d+h0uuw3OmQIsGCBsHtLJCEhAU2bNkWrVq0wZswY/P333/D29k67b8OGUK1ejVFVqmC0KTu5P/4QE/caNBATBa9dAzZvzryrRipsbW1x7ty5bLUhkUgkEokk60iRLHnrqFy5MrRaLa5evZr9xvr3FwVDvvoKALB3714EBATg0qVLOHbsGHr06AFFUdLuV6cOsG4dsGsXIrt3x/79+1OuX7FCFCFp2hSIjBQV9TZuFMuyQXx8PFq3bo0+ffrkjGe0RCKRSCSSLCFFsuStIyYmBjExMfDx8cl+YyoV0Ls3OGMGun36KapXr47PPvsMhw4dQkhIiPF9qlcHtmwB9u4FSpVCzZo1cefOHZQsWRLPf/1VTNhr2VLYvt25I8R0TvQVwG+//YYbN25g48aNqFWrVo60KZFIJBKJJPNIkSx569i/fz+KFCmSY8UyzrRujZfPniFk5Urs3r0bX331VYoqdgZ0OjHZbudO4MABoLiwTXR2dsbyRo3w1+HDUHfuDJQqBURFCacLT88c6aOen376CX379kXNmjWN91EikUgkEslrQYpkyVvHixcvAIgSzNll2LBhKFGmDA4WLIgBWi0KFy5sfEOdDihfXlTGO3wY0G/3669ArlxosGIFHuTLh2oFC4o8ZHf3bPctNVevXsWFCxfQ0MzS1RKJRCKRSF4dUiRL3jpq1qwJrVaLkJAQ1KlTBzVr1kSbNm0wZMgQ3DSztPOtW7dQoEABzJo1C+vWrUP5/fuhPH0qKualRqcT0eGjR4Hjx0WO8S+/AB4ewKefiujygweIW7QIR69cyZkJhUbYuHEjgoODZQRZIpFIJJK3ACmSJW8dGo0Gu3btwqpVq9CrVy/069cPderUwe3bt9G3b98M958+fTrCw8NRpEgRnDt3DhUrVgQ0GqB5c2DEiJQb63RAsWLAqVPAyZMiF9nNTRQJqVFDVOxbtgxwdkahQoVgYWGBjRs35sh5xsXF4cWLF9ixYwfq16+Pr7/+GhMmTMiRtiUSiUQikWQPWUxE8laiKAoKFCiAAgUKGJYFBARg2LBhJvd5/PgxateujTNnzmDRokVo0KBByg1mzBACeNkyoEULICFBTL67fBkYMAAoUQKIjQVatxbb2tun6VOjRo3w008/oU6dOmadx8mTJ3H27Flcv34dDx48wB9//IG8efMiX758GDduHFQqFYoUKYJ27dphxYoVOVNERSKRSCQSSbaRIlnyznDq1CkEBgYaXbdixQp07doVpUuXxrlz5+Dh4ZF2I2dnYe02cCDQpIlIq7hyBbC2BsaPB9q1A3780WR1PgBo0qQJunbtalZ/r1y5giJFiqBMmTJQq9UoVKgQfvzxR1SpUgWHDx/GxYsX4e/vDysrK7Pak0gkEolE8vqQIlnyzjBnzhyMHTs2xbKXL1+iadOm+Oeff/DDDz+gY8eOxn2P9fzyC+DrC7i6iqixhQXw8cfAtGkiJSMDqlatiocPH+L8+fMIDQ1Nd1sbGxskJCTg5MmTePDggaFfJ0+ehLOzM3x9fTM+aYlEIpFIJG8EmZMseSc4e/Ys7t69ixrJSkP/888/CAgIQFRUFE6cOIFOnTqlL5AB4WesVguB3L498OQJMGuWWQIZEMK3YsWKmDp1aobbuic6YERHR+PJkyeG5REREVIgSyQSiUTyliNFsuSd4Ny5c4aJczqdDu3atUO9evUwYMAA7Nu3D0FBQeY3dvgwcPUqMH++2eI4Oa1atcLmzZsz3O7vv/9G8eLFodVq4eDgkOnjSCQSiUQieXNIkSx5J3j58iXUajVu3bqFkJAQHDlyBAcPHsSAAQOgUmXyMY6IAAICstyXjz76CNevX8fGjRvx7NkzaLVaTJ06Fbdv34ZOp8PRo0cRGxuLe/fu4enTp/jjjz/w4MGDLB9PIpFIJBLJ60fmJEveCXLnzo1//vkHvr6+aN26NX799dccq8iXHlqtFgcPHkRsbCzu3LmDp0+f4vr164iLi0Pt2rVhYWGB/Pnz48SJE/j1119x9+5dODo64v79++jatSsGDBiAZs2aAQAuXryI4ODgV95niUQikUgk2UeKZMk7QbFixTBnzhyMHj0a165dQ0xMDDxzuCS0TqfD7NmzcfToUZw5cwZXrlzB7du3ERwcDG9vb3h7e8POzg4+Pj7Yv38//P39YWNjgwoVKgAQgnrHjh3Imzcvbt68iXz58mHevHnw9vZGr1694OPjk6P9lUgkEolE8upQcqL0b05TvHhxHjp06E13Q/IWotPpMHz4cPzyyy/Ys2cP8uTJkyPtarVa1KlTB8+fP0erVq3g6+uL4OBguLm5ZTjJzt7eHk+fPoW9vT1iY2MNyxs3boxVq1bhf//7HwYMGJAj/ZRIJBKJRJJzKIpymGRxY+tkJFnyTqFSqdCzZ09MnDgRL168MGufJ0+eYO/evXBxcUGhQoXw5MkTbNmyBVu2bMHs2bPx0UcfoV69enj27Bm2b9+eqbLQ3bp1w9OnT1GxYkU0b97csHzatGnYt28fAMDV1TVzJymRSCQSieSNIyPJkncKkmjSpAkiIyMxevToDLffv38/GjVqhPj4eDg4OODKlSsAgLp166JSpUo4dOgQli9fDldXV2zevBlFihTJVH9WrFhhEMfOzs7w8vJCTEwMbt++jY0bN2LcuHGwsrLCnDlzEJCNyYISiUQikUhynvQiyVIkS94pli9fjj59+uDSpUsZTtxbvnw5evbsiV9//RX169cHABw7dgzz58/Ht99+CwB48eIFLly4AHd3d3h5eWWpTyQxd+5cdOnSBZGRkTh58mSabYYPH44RI0ZkqX2JRCKRSCSvBpluIXlveP78OaKiovDbb7+hQ4cOJouHLFu2DH369MGGDRtQrFgxw/LChQujcOHCht81Gg0iIyOz1SdFUdC5c2eUKlUKv//+OwoXLox8+fIhf/78ePbsGTQaDWrVqpWtY0gkEolEInm9yEiy5J3j2LFj6NChAwIDA/HLL7+kiQCfPn0aZcuWxZYtW1IIZIlEIpFIJJLkpBdJlsVEJO8chQsXxoEDB1CgQAEUKlQIBw8eNKzTarXo2rUrRo8eLQWyRCKRSCSSLCPTLSTvJGq1GmPHjoVKpcLq1atRokQJAMDkyZNBEj179nzDPZRIJBKJRPIuIyPJkneafPny4fz58wCAU6dOYdKkSZgxY0ambNwkEolEIpFIUiNFsuSdJjQ0FOfPnwdJtG/fHpMnT0ahQoXedLckEolEIpG840iRLHmnCQkJwfnz5/Hvv//i4cOH6NChw5vukkQikUgkkvcAKZIl7zQuLi5Qq9WYNWsWGjZsCJVKPtISiUQikUiyj5y4J3nnCQ0NxY8//ojt27e/6a5IJBKJRCJ5T5BhN8k7j76aXpkyZd5wTyQSiUQikbwvSJEseecZOnQobty4ASsrqzfdFYlEIpFIJO8JUiRL3nkURYGvr++b7oZEIpFIJJL3CCmSJRKJRCKRSCSSVEiRLJFIJBKJRCKRpEKKZIlEIpFIJBKJJBVmiWRFUa4oinJCUZRjiqIcSme7EoqiaBVFaZZsWW1FUf5TFOWCoiiDc6LTEolEIpFIJBLJqyQzPslVSN43tVJRFAsAEwFsTLXsRwA1ANwAcFBRlD9Jns5ifyUSiUQikUgkkldOTqZb9ALwO4C7yZaVBHCB5CWSLwEsAdAwB48pkUgkEolEIpHkOOaKZALYpCjKYUVRuqZeqSiKL4DGAH5OtcoXwPVkv99IXJYGRVG6KopySFGUQ/fu3TOzWxKJRCKRSCQSSc5jrkguR7IogDoAPlMUpWKq9d8B+JKkNtVyxUhbNHYAkr+QLE6yuIeHh5ndkkgkEolEIpFIch6zcpJJ3kr8966iKH9ApFHsSLZJcQBLFEUBAHcAdRVFSYCIHPsn284PwK0c6LdEIpFIJBKJRPLKyFAkK4piB0BFMjbx55oARiXfhmTuZNvPA/AXyVWKolgCCFUUJTeAmwBaAWiTg/2XSCQSiUQikUhyHHMiybkA/JEYJbYEsJjkBkVRugMAydR5yAZIJiiK8jmE44UFgLkkT2W/2xKJRCKRSCQSyatDIY2mCL9RihcvzkOHTNoxSyQSiUQikUgk2UZRlMMkixtbJyvuSSQSiUQikUgkqZAiWSKRSCQSiUQiSYUUyRKJRCKRSCQSSSqkSJZIJBKJRCKRSFIhRbJEIpFIJBKJRJIKKZIlEolEIpFIJJJUSJEskUgkEolEIpGkQopkiUQikUgkEokkFW9lMRFFUe4BuPqm+/Ee4g7g/pvuhCRd5D16u5H35+1G3p+3H3mP3m4+xPsTSNLD2Iq3UiRLXg2KohwyVVVG8nYg79Hbjbw/bzfy/rz9yHv0diPvT0pkuoVEIpFIJBKJRJIKKZIlEolEIpFIJJJUSJH8YfHLm+6AJEPkPXq7kffn7Uben7cfeY/ebuT9SYbMSZZIJBKJRCKRSFIhI8kSiUQikUgkEkkqpEh+z1AUpbCiKPsURTmmKMohRVFKmtiur6IopxRFOakoym+KomiSreulKMp/iesnvb7ev/9k9/4oijJCUZSbifsfUxSl7us9g/efnPgbSlw/QFEUKori/np6/mGQA39DoxVF+Tdx/02Kovi83jN4/8mBe/Q/RVHOJt6nPxRFcX6tJ/CekwP3p3nicp2iKO+3EwZJ+XmPPgA2AaiT+HNdAP8Y2cYXwGUANom/LwPQMfHnKgA2A1An/u75ps/pffrkwP0ZAWDAmz6P9/mT3XuU+Ls/gI0Qfu/ub/qc3qdPDvwNOSbbrjeAn9/0Ob1vnxy4RzUBWCb+PBHAxDd9Tu/TJwfuTz4AeQH8A6D4mz6fV/mRkeT3DwJwTPzZCcAtE9tZArBRFMUSgG2y7XoAmEAyDgBI3n2Fff0Qye79kbx6cuIefQtgUGJbkpwlW/eH5ONk29hB3qNXQXbv0SaSCYnb7APg9wr7+iGS3ftzhuR/r7yXbwGWb7oDkhynD4CNiqJMhkinKZt6A5I3E9dfA/AcwCaSmxJXhwGooCjKWAAvIKKWB19Lzz8M+iB79wcAPlcUpT2AQwD6k4x+9d3+oOiDbNwjRVEaALhJ8riiKK+v1x8OfZDNv6HE/9/a4//bu5dQq6o4juPfX0SBRSSUUBgZojYQkoKQBj10kDRQHNikSEgsiQKFpIHQOIIG0Qui7iCoyBo4SDAqkiQyepNaET0IqbBMb4RERf8Ge0e2kY52HnHO+X7gwL17rb3PWvxZ9/zv3uusBbM0T880WJvp/+/cX24FnhtiW6fRZgYXn4nmneQxlOSVdo5Q97WG5k7wlqq6CNgCPHmC8+cCa4BLgAuBs5Lc3BafDswFlgNbge3xk/6UDDk+jwELgWXAt8ADw+/R5BlWjJLMAbYB946uN5NnyGOIqtrWnv80cOco+jRphh2jts424HeaOOkUjCI+08Al4CZMklng3KqqNrmdrapzOnXWAauqakP7+y3A8qq6I8kumukWu9uyz9uy70fakQnVb3w69RYAL1bV0tG0fjr0EyOaf2JeBY61VefTPKK8sqq+G1UfJtmAx9DFwE7H0GANIkZJ1gObgJVVdQwNzKDGUJLdNE+b3xld60fLO8mT5xvgmvbnFcBnJ6jzNbA8yZx2gKwEPm7LdrTnkWQxcAbwwzAbPGX6ik+SC46rtxbYN8S2Tqv/HKOq+qiq5lXVgqpaABwELjdBHqh+x9Ci4+qtBj4ZYlunVb8xWgXcA6w2QR6KfvOEqeGc5MmzEXgwzUT7X4DbANIsc/REVd1QVW8leQF4j+ZR1vv8vcvODDCTZB/wK7C+fNwwSP3G5/4ky2i+ePEVcPtomz8V+o2Rhqvf+NyXZAnwB83qI5tG3YEp0G+MHgbOBF5u8jP2VpVxGpy+4pNkLfAQcD6wM8kHVXX9/9CPoXO6hSRJktThdAtJkiSpwyRZkiRJ6jBJliRJkjpMkiVJkqQOk2RJkiSNlSQzSQ61q3GdTP0bkxxIsj/JMyd1jqtbSJIkaZwkuRr4GXiq14ZA7fro24EVVXUkybyqOtTrPbyTLEmSpLFSVa8DPx5/LMnCJLuSvJtkT5JL26KNwCNVdaQ9t2eCDCbJkiRJmgyPA3dV1RXA3cCj7fHFwOIkbyTZ2+7q2JM77kmSJGmsJTkbuAp4vt2pEZqdG6HJdxcB1wLzgT1JllbV0X+7pkmyJEmSxt1pwNGqWnaCsoM025v/BnyZ5FOapPntXheUJEmSxlZV/USTAK8DSOOytngHcF17/Dya6Rdf9LqmSbIkSZLGSpJngTeBJUkOJtkA3ARsSPIhsB9Y01Z/CTic5ADwGrC1qg73fA+XgJMkSZL+yTvJkiRJUodJsiRJktRhkixJkiR1mCRLkiRJHSbJkiRJUodJsiRJktRhkixJkiR1mCRLkiRJHX8CJPzI+qlZ9UcAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# For each variable\n",
"# 4) calculate a weight matrix\n",
"## Note: the weight matrix is the same for both variables\n",
"\n",
"## Reproject the gdf to a projection coordinate system\n",
"nbrhd_health = nbrhd_health.to_crs(\"EPSG:3857\")\n",
"\n",
"## Create Queen's contiguity weight matrix\n",
"w = lps.weights.Queen.from_dataframe(nbrhd_health)\n",
"\n",
"## Normalization\n",
"w.transform = 'R'\n",
"\n",
"## Plot the contiguity matrix\n",
"fig, axes = plt.subplots(1,1, figsize = (12,12))\n",
"nbrhd_health.plot(ax = axes, edgecolor = 'black', facecolor = 'w')\n",
"w.plot(nbrhd_health, ax=axes, \n",
" edge_kws=dict(color='r', linewidth=1),\n",
" node_kws=dict(marker=''))"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "e176dfb7",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The Morans I value is: 0.7810426925829449\n",
"The p-value of this Morans I value is: 0.001\n"
]
},
{
"data": {
"text/plain": [
"(,\n",
" )"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 5) Calculate the global Moran's I and plot it\n",
"\n",
"## Diabetes\n",
"\n",
"mi_diabetes = esda.Moran(nbrhd_health['diabetes'], w)\n",
"\n",
"print('The Morans I value is: ', mi_diabetes.I)\n",
"print('The p-value of this Morans I value is: ', mi_diabetes.p_sim)\n",
"\n",
"#visualize!\n",
"splot.esda.moran_scatterplot(mi_diabetes)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "f73f1638",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The Morans I value is: 0.6056281976101754\n",
"The p-value of this Morans I value is: 0.001\n"
]
},
{
"data": {
"text/plain": [
"(,\n",
" )"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"## Mental health\n",
"\n",
"mi_mentalhealth = esda.Moran(nbrhd_health['mentalhealth'], w)\n",
"\n",
"print('The Morans I value is: ', mi_mentalhealth.I)\n",
"print('The p-value of this Morans I value is: ', mi_mentalhealth.p_sim)\n",
"\n",
"#visualize!\n",
"splot.esda.moran_scatterplot(mi_mentalhealth)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "dd8498b3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(,\n",
" array([,\n",
" , ], dtype=object))"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 6) Calculate local cluster indicator LISA\n",
"\n",
"## diabetes\n",
"lisa_diabetes = esda.Moran_Local(nbrhd_health['diabetes'], w)\n",
"splot.esda.plot_local_autocorrelation(lisa_diabetes, nbrhd_health, 'diabetes')"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "19a2f894",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(,\n",
" array([,\n",
" , ], dtype=object))"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"## mental health\n",
"lisa_mentalhealth = esda.Moran_Local(nbrhd_health['mentalhealth'], w)\n",
"splot.esda.plot_local_autocorrelation(lisa_mentalhealth, nbrhd_health, 'mentalhealth')"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "839e5972",
"metadata": {},
"outputs": [],
"source": [
"# 7) Interpretation\n",
"\n",
"## Make your interpretation here!"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.8.8"
}
},
"nbformat": 4,
"nbformat_minor": 5
}