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@kuanb
Created October 1, 2019 05:02
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Exploring implementing my own Viterbi algorithm for Hidden Markov models
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import geopandas as gpd\n",
"from shapely.geometry import Point\n",
"\n",
"traces = [ [ -117.14351534843445, 32.698287884542815 ], [ -117.14395523071289, 32.69855874226437 ], [ -117.14448094367981, 32.69852262794898 ], [ -117.14494228363036, 32.697849996154325 ], [ -117.14406788349152, 32.697317304290614 ], [ -117.14360117912291, 32.69689295425974 ], [ -117.14316129684447, 32.696581461995684 ], [ -117.14276432991026, 32.69642345825778 ], [ -117.14276969432832, 32.696324141479366 ], [ -117.14259803295134, 32.69619322373898 ], [ -117.14230298995972, 32.69606230580659 ], [ -117.14198112487793, 32.695786926080686 ], [ -117.14175045490263, 32.69562440649952 ], [ -117.1415787935257, 32.69557023324007 ], [ -117.14148759841919, 32.69574629621312 ], [ -117.14133739471436, 32.69601716164745 ], [ -117.1409672498703, 32.696251911025655 ], [ -117.14073657989502, 32.69651826053407 ], [ -117.14040398597717, 32.69695164108635 ], [ -117.14002311229704, 32.69720895979368 ], [ -117.14001774787901, 32.69734439039429 ], [ -117.13966369628905, 32.69768296599684 ], [ -117.13941156864165, 32.697881596419236 ], [ -117.13924527168274, 32.69808022639961 ], [ -117.13885366916655, 32.69848199932672 ], [ -117.13869810104369, 32.69862645656632 ], [ -117.13867127895355, 32.698667085122835 ], [ -117.13862836360931, 32.69870319937978 ], [ -117.13859617710114, 32.69876639929425 ], [ -117.13847279548645, 32.69892439888463 ], [ -117.1377271413803, 32.69962410799415 ], [ -117.13826358318329, 32.69998976024962 ], [ -117.13870882987976, 32.700337354214646 ], [ -117.13914334774019, 32.70058112060328 ], [ -117.13935256004333, 32.70087905639629 ], [ -117.1386605501175, 32.701547151225284 ], [ -117.13858544826508, 32.70165097632402 ], [ -117.1383547782898, 32.701389156278076 ], [ -117.1371477842331, 32.700590148975266 ], [ -117.1369171142578, 32.7004547232997 ], [ -117.13646650314331, 32.70094225476997 ], [ -117.13627874851225, 32.70116796288205 ], [ -117.13617146015167, 32.701316929923344 ], [ -117.13605880737305, 32.70133950066547 ] ]\n",
"traces = [Point(t) for t in traces]\n",
"traces = gpd.GeoSeries(traces)\n",
"traces.crs = {'init': 'epsg:4326'}\n",
"traces = traces.to_crs(epsg=2163)\n",
"traces = traces.tolist()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import osmnx as ox\n",
"from shapely.geometry import Polygon\n",
"\n",
"poly = Polygon([ [ -117.14728116989137, 32.693168519032135 ], [ -117.13474988937377, 32.693168519032135 ], [ -117.13474988937377, 32.702720819219124 ], [ -117.14728116989137, 32.702720819219124 ], [ -117.14728116989137, 32.693168519032135 ] ])\n",
"G = ox.graph_from_polygon(poly, network_type='drive')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 571.133x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"(<Figure size 571.133x432 with 1 Axes>,\n",
" <matplotlib.axes._subplots.AxesSubplot at 0x7f94d2ba2908>)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%matplotlib inline\n",
"ox.plot_graph(G)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>geometry</th>\n",
" <th>u</th>\n",
" <th>v</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>LINESTRING (-1600161.755328389 -1203768.152050...</td>\n",
" <td>48897658</td>\n",
" <td>49668159</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>LINESTRING (-1600161.755328389 -1203768.152050...</td>\n",
" <td>48897658</td>\n",
" <td>48897665</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>LINESTRING (-1599834.813408932 -1203953.868694...</td>\n",
" <td>48897665</td>\n",
" <td>49749875</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>LINESTRING (-1600376.231857377 -1203403.553269...</td>\n",
" <td>48898756</td>\n",
" <td>48943150</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>LINESTRING (-1600376.231857377 -1203403.553269...</td>\n",
" <td>48898756</td>\n",
" <td>49223851</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" geometry u v\n",
"0 LINESTRING (-1600161.755328389 -1203768.152050... 48897658 49668159\n",
"1 LINESTRING (-1600161.755328389 -1203768.152050... 48897658 48897665\n",
"2 LINESTRING (-1599834.813408932 -1203953.868694... 48897665 49749875\n",
"3 LINESTRING (-1600376.231857377 -1203403.553269... 48898756 48943150\n",
"4 LINESTRING (-1600376.231857377 -1203403.553269... 48898756 49223851"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"_, gdf_edges = ox.graph_to_gdfs(G, nodes=True, edges=True, node_geometry=True, fill_edge_geometry=True)\n",
"gdf_edges.crs = {'init': 'epsg:4326'}\n",
"gdf_edges = gdf_edges.to_crs(epsg=2163)\n",
"gdf_edges = gdf_edges[['geometry', 'u', 'v']]\n",
"gdf_edges.head()"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [],
"source": [
"import networkx as nx\n",
"\n",
"def get_n_closest(pt, edges, d=50):\n",
" ds = edges.distance(pt)\n",
" close_enough = ds[ds < d]\n",
" return close_enough\n",
"\n",
"\n",
"def compute_probability_on_line(dists: np.array, decay_const: float = 10):\n",
" # Estimate probabilities\n",
" denom = np.exp(dists / decay_const)\n",
" probs = np.round(1 / denom, 4)\n",
" \n",
" # Anything very close gets values of 1\n",
" probs[dists < 0.01] = 1.0\n",
"\n",
" return probs\n",
"\n",
"\n",
"def get_edge(i, gdf_edges):\n",
" return gdf_edges.loc[i].squeeze()\n",
"\n",
"\n",
"def compute_edge_transition_prob(\n",
" seg_1_i,\n",
" seg_2_i,\n",
" gdf_edges,\n",
" G,\n",
" net_decay_const: float = 30):\n",
" \n",
" # Exit early if the same segment for both\n",
" if seg_1_i == seg_2_i:\n",
" dist = 0\n",
" \n",
" seg_1 = get_edge(seg_1_i, gdf_edges)\n",
" seg_2 = get_edge(seg_2_i, gdf_edges)\n",
" \n",
" # If end of first segment leads to the next, also high\n",
" # likelihood\n",
" if seg_1.v == seg_2.u:\n",
" # Use a negligible distance for edges that\n",
" # lead from one segment into the next\n",
" dist = 1 # meters\n",
" \n",
" # Otherwise make it a function of the length it\n",
" # would take to reach the next path\n",
" try:\n",
" dist = nx.shortest_path_length(\n",
" G,\n",
" source=seg_1.v,\n",
" target=seg_2.u,\n",
" weight='length')\n",
" except nx.NetworkXNoPath:\n",
" return 0\n",
"\n",
" # Fallback for very-close segments\n",
" if dist < 0.01:\n",
" return 1\n",
"\n",
" # Estimate probabilities\n",
" denom = np.exp(dist / net_decay_const)\n",
" return np.round(1 / denom, 4)\n",
"\n",
"\n",
"def get_shortest_path(\n",
" seg_1_i,\n",
" seg_2_i,\n",
" gdf_edges,\n",
" G):\n",
" \n",
" seg_1 = get_edge(seg_1_i, gdf_edges)\n",
" seg_2 = get_edge(seg_2_i, gdf_edges)\n",
"\n",
" return nx.shortest_path(\n",
" G,\n",
" source=seg_1.v,\n",
" target=seg_2.u,\n",
" weight='length')\n",
"\n",
"\n",
"def construct_edge_path_from_node_path(nodes_path, gdf_edges):\n",
" edge_path = []\n",
" for i, n in enumerate(nodes_path):\n",
" # Skip the first\n",
" if i > 0:\n",
" m1 = gdf_edges.u == nodes_path[i-1]\n",
" m2 = gdf_edges.v == n\n",
" e = gdf_edges[m1 & m2].head(1)\n",
" edge_path.append(e.index[0])\n",
" return edge_path"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Cleaned path from length 7 to 7\n"
]
}
],
"source": [
"##\n",
"# ETL\n",
"##\n",
"# Create clean breadcrumb trace\n",
"# to consider\n",
"n_closest_per_trace = []\n",
"dropped_traces = []\n",
"for trace_i, trace in enumerate(traces):\n",
" nc = get_n_closest(trace, gdf_edges)\n",
" \n",
" # Do not keep any for which there are no\n",
" # likely road segment matches\n",
" if len(nc) > 0:\n",
" n_closest_per_trace.append({\n",
" 'trace': trace,\n",
" 'n_closest': nc,\n",
" })\n",
" \n",
" else:\n",
" dropped_traces.append(trace_i)\n",
"dt_strs = ', '.join(map(str, dropped_traces))\n",
"if len(dropped_traces) > 0:\n",
" print(f'Dropped {len(dropped_traces)} traces: {dt_strs}')\n",
"\n",
"##\n",
"# Viterbi implementation\n",
"##\n",
"V = [{}]\n",
"\n",
"# Initialize index 0 state\n",
"first = n_closest_per_trace[0]\n",
"for nc_i, nc_p in first['n_closest'].items():\n",
" V[0][nc_i] = {\n",
" 'prob': nc_p,\n",
" 'prev': None,\n",
" 'path': []}\n",
" \n",
"# For debugging\n",
"n_closest_per_trace = n_closest_per_trace[:5]\n",
"\n",
"# Iterate through remainder to calculate probabilities\n",
"for i in range(1, len(n_closest_per_trace) - 1):\n",
" # Initialize new breadcrumb state\n",
" next_viterbi_state = {}\n",
"\n",
" data_1 = n_closest_per_trace[i-1]\n",
" data_2 = n_closest_per_trace[i]\n",
"\n",
" prev_p = data_1['trace']\n",
" next_p = data_2['trace']\n",
"\n",
" prev_p_closest = data_1['n_closest']\n",
" next_p_closest = data_2['n_closest']\n",
"\n",
" prev_p_probs = compute_probability_on_line(prev_p_closest)\n",
" next_p_probs = compute_probability_on_line(next_p_closest)\n",
"\n",
" for nsp_i, nsp in next_p_probs.items():\n",
" \n",
" max_xfer_prob = 0\n",
" prev_segs = None\n",
" path = []\n",
" \n",
" tpfs = []\n",
" for psp_i, psp in prev_p_probs.items():\n",
" \n",
" etp = compute_edge_transition_prob(\n",
" psp_i, nsp_i, gdf_edges, G)\n",
" \n",
" last_state = V[i-1][psp_i]\n",
" factored_xfer_prob = last_state['prob'] * etp\n",
" \n",
" # If we have a more likely transfer destination\n",
" # then update all probability trackers accordingly\n",
" if factored_xfer_prob > max_xfer_prob:\n",
" # Only do this if there is a reasonable\n",
" # path from previous to next edge\n",
" try:\n",
" sp = get_shortest_path(psp_i, nsp_i, gdf_edges, G)\n",
" except nx.NetworkXNoPath:\n",
" continue\n",
"\n",
" max_xfer_prob = factored_xfer_prob\n",
" prev_segs = psp_i\n",
" \n",
" ep = construct_edge_path_from_node_path(sp, gdf_edges)\n",
" path = ep\n",
" \n",
" # Final calculated probability for a given next segment under evaluation is\n",
" # the product of a-priori and probability of network edge transition\n",
" total_prob = max_xfer_prob * nsp\n",
"\n",
" # Update state tracker\n",
" next_viterbi_state[nsp_i] = {\n",
" 'prob': total_prob,\n",
" 'prev': prev_segs,\n",
" 'path': path}\n",
" \n",
" # Get highest probability from all segments considered\n",
" max_prob = max(x['prob'] for x in next_viterbi_state.values())\n",
" \n",
" # For each probability, convert it to a factor between that\n",
" # value and the largest probability for this loop\n",
" if max_prob == 0:\n",
" max_prob = 1\n",
" for x in next_viterbi_state.keys():\n",
" next_viterbi_state[x]['prob'] = (\n",
" next_viterbi_state[x]['prob'] / max_prob)\n",
" \n",
" # Add this new state to the running state tracker\n",
" V.append(next_viterbi_state)\n",
" \n",
"last_state = V[-1]\n",
"prev_i, prev = max(last_state.items(), key=lambda x: x[1]['prob'])\n",
"if prev['prob'] == 0:\n",
" raise Exception('No valid path found.')\n",
" \n",
"most_likely_path = [prev_i]\n",
" \n",
"for i in range(len(V)-1, -1, -1):\n",
" seg = V[i][prev_i]\n",
"\n",
" # Pull subpath between last and most probable previous segment\n",
" path = seg['path']\n",
" \n",
" # Add the preceding path components to the total\n",
" # overall liklely path\n",
" if path is not None:\n",
" most_likely_path = path + most_likely_path\n",
" \n",
" # Also add the previous segment edge id itself\n",
" next_prev_val = seg['prev']\n",
" if next_prev_val is not None:\n",
" most_likely_path = [next_prev_val] + most_likely_path\n",
" \n",
" # Set new prev_i to be the next prev value\n",
" prev_i = next_prev_val\n",
" \n",
"# Clean out duplicates in list\n",
"# TODO: Improve performance O(n^2)\n",
"most_likely_path_clean = [most_likely_path[0]]\n",
"for x in most_likely_path:\n",
" if most_likely_path_clean[-1] == x:\n",
" continue\n",
" else:\n",
" most_likely_path_clean.append(x)\n",
"print(f'Cleaned path from length {len(most_likely_path)} to {len(most_likely_path_clean)}')"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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Fy5bSijs7O+jt7UV7ezusVqvc4cBqteLg4ACRSASbm5tyh0NERFmKCTdlNbPZjJqaGoyOjsodiuIpvXJJKBSC1+vFgwcPYDQa5Q4HwKelJTabDZIkYXV1FXt7e3KHREREWYgJN2U9l8sFURTZmjsBSq1cMj09jffv38Pj8UCr1codzmd0Oh20Wi3MZjPm5uYUPUNARETKxISbckJbWxv8fj/W1tbkDkXxlFa5ZGRkBNvb2+ju7s5oJZJkVFdXY3l5GXa7HT6fD5IkyR0SERFlEWV+uhFdwb179/Dq1StEIhG5Q1E8JVQuiW+OLCsrQ2trq2xxJMput2NxcRE2mw2zs7Nyh0NERFmECTflDLVaja6uLlYuSZCclUu2trbQ29uLtrY2RXQxTURhYSF0Oh0ikQhKS0sxPz8vd0hERJQlmHBTTtHr9bh79y4GBwflDkXx5KpcEggEMDIyAo/Ho5jNkYmqrKzE2toaDAYD1Go1my8REVFCmHBTzrFYLLBYLBgfH5c7FMXTarXo6OjAixcvMnK9kZERrKys4OHDh1Cr1Rm5ZqrZ7XYEAgFUVlYiHA5nRW1zIiKSFxNuykkNDQ3Y29vD3Nyc3KEonslkws2bN9NaueTkeu22tra0XScTNBoNSkpKsLy8jNraWnz8+BH7+/tyh0VERArGhJtyVkdHB96/f4+trS25Q1E8m80GnU6HqamplJ87vl67tbU1a9ZrX6asrAy7u7vY39+Hy+VCIBDA4eGh3GEREZFCMeGmnNbT0wOv14toNCp3KIrX3NyMUCiU0jbmgUAAw8PD8Hg8MJlMKTuvEtjtdgSDQQiCAIfDwXKBRER0LibclNPUajU6OzsztkY523V2duL169cpWZc8OjqKUCiER48eZe167YuoVCpYrVbMzc1Bq9WiuroagUBA7rCIiEiBmHBTzjMYDLhz5w68Xq/coSheKiqXxNdrl5aWor29PcURKktxcTEKCgqwtbWF4uJi3LhxQ9ba5kREpExMuCkvWK1WGI1GvH37Vu5QFO86lUtycb32ZaxWK0KhEGKxGMxmM0RRxPr6utxhERGRgjDhprzR2NiIjY0NjkAmwGQyoa6uDsPDwwm/Jr5e+8GDBzm3XvsyDocDfr8fwKcEfHNzE+FwWOaoiIhIKZhwU16Rs7titrHb7SgqKkqocsnJ9dparTYD0SmLRqNBaWnp8YZTh8OBhYUFHBwcyBwZEREpARNuyitydVfMVpdVLonFYujr60NJSUnOr9e+jNlsRjgcRiQSgSAIcLlcmJ2dhSiKcodGREQyY8JNeSfT3RWzXbxyyZdLJHZ2dtDb24uWlha4XC6ZolOWeKlASZJQUFCA2tpa+Hw+ucMiIiKZMeGmvHSVNcr5Kj4rMDAwcDwrMDc3h2+//TYv12tfRKVSoaamBsFgEABQVFQEi8Vy/G8iIspPTLgpbyWzRjnfnZwVGBsbw9LSUt6u176MXq+HRqPB5uYmAODGjRsoKipKaUMhIiLKLky4Ka+lo7tirjIajZibm8PY2Fjer9e+THV1NZaXl49nBCoqKhCNRrG1tSVzZEREJAcm3JT3Ojs78Ytf/IJl3C4QiUTw5MkT/PCHP0R5eTlnBRJwslQgANhsNqysrCASicgYFRERyYEJN+W9k2uUWVHitLW1NfT396OrqwsVFRW4ffs2QqEQ65lfQqPRwGw24+PHj8fHnE4ngsEgK+QQEeUZJtxE+LS57ZtvvmHlki/4/X6Mj4/j8ePH0Ov1AD6t525ra2M98wSUlpYiEolgb28PwKebO6fTCZ/PB0mSZI6OiIgyhQk30RGz2Yza2lqMjo7KHYoijI2NYXV1FT09PVCpfvmnorS0FJubm6xnnqDa2lrMzc0dJ9gajQY2mw2zs7PyBpYFwuEw91cQUU5gwk10gsvlgiiKeV07WRRFDAwMoLi4GG1tbace1+v1CIfD0Gq1cLvd6OvrkyHK7KFSqWCz2RAIBI6P6XQ6lJaWYmFhQcbIlC0UCmFwcBCvX7/G2tqa3OEQEV0LE26iL7S1tSEYDOblh3w0GkVvby8aGhpQX19/7vO0Wi329/dhNBpx69YteL3eDEaZfXQ6HQoLC7GxsXF8zGQyoaCgAKurqzJGpkzT09OYmpqCx+OBx+PBq1evuNmUiLIaE26iM3R3d+fdh/zGxgaeP3+Ozs5OWCyWC59rsViOp/ptNhuMRiPevn2biTCzVlVVFVZXV3FwcHB8rLKyEru7u1wLf8Lw8DB2d3fR1dUFlUoFlUqFrq4ubmomoqzGhJvoDPn2IT83N4fR0VF4PJ7jzZEX0Wq1nyWOjY2N2Nra4hKJS3xZKhD4tMZ7aWkJ0WhUpqiUIRaLoa+vDxUVFWhpafnsMb1ej7t372JwcFCm6IiIrocJN9E58uVDfmJiAouLi3j48CHUanXCr7tx4wa2t7eP/+12u/Hu3Ts2d7mAWq1GRUXFZyUVBUGAy+WC3+/H4eGhjNHJJxwOo7e3F83NzXA4HGc+x2KxwGKxYHx8PMPRUb4QRREvXrzAT3/607wYaKHMYsJNdIFc/pCPf7io1Wp0dHQk/fqysjKsrKx8dqynpwderzfvR2svUlJSgv39/eNSgQBQUFAAh8ORl+UCV1ZWMDAwgPv378NsNl/43IaGBkQikc82oBKlQry51507d9DS0sJ9KZRyTLiJLtHQ0IC9vb2c+pCPb44sLi6GVquFz+eDz+fD/Pw8NjY2EhppjZcKPDkSpFar0dnZif7+fo4QXeDLUoHAp2U61dXVp5ac5LLp6Wm8e/cOjx8/RlFRUUKvaW9vx8zMzGcbUImuY2VlBf39/bh//z7Ky8tRVVUFs9mMiYkJuUOjHMKEmygBHR0d+PDhQ058yG9tbeH58+dwu934+uuv4XK5jr8qKioAAMFgELOzs9jf37/wXGVlZaeqbBgMBjQ1NXGE6AIqlQpWqxVzc3OfHS8uLobJZML8/LxMkWXOyMgItre30d3d/Vmd90R0d3djaGiIMyl0bT6f78ybvtu3byMcDp/6HSW6KibcRAnq6enJ+g/5hYUFDA8Pw+PxwGAwnHpcq9XCZDLB6XTCZrNheXkZMzMz51bRMBqNn63jjouPEOXiUpxUKS4uRkFBwan3z2QyQaPR5GzDF1EU0dfXh7KyMrS2tl7pHJxJoVQYGRnB5ubmuTd9uTTQQvJjwk2UoGz/kH/79i2CwSAePXqU0OZItVoNm80Gp9OJzc3Nzzb6naTRaM68Cbl9+zb29vY4QnSB6upqLC0tnVrCY7FYcHBwkHMf9PF1shdtjkwUZ1LoqpK56eNsCqUKE26iJBgMBjQ2NmJoaEjuUJLi9XohiiLcbnfSr1WpVKipqYFGo0EgEDi1qe9kTe4vcYToYoIgwG63n7k/oKamBhsbG9jd3ZUhstQ7uU72ss2RieJaW0pWOBxO6qYv2wdaSDmYcBMlyWq1Zk2jl1gshqdPn6KmpgZNTU3XOldZWRlKS0sxMzPz2QdPYWHhhaM/HCG6WGFhIQwGw5mdTR0OB5aWli5dS690Pp8Pb968SWpzZKJu376NnZ0d1oCnS4VCIQwODiZ908fZFEqFayXcgiD8piAIE4IgiIIgtJ84/gNBEF4JgvD66H8fnXjsm6PjHwRB+NeCIAhHx/9IEIQxQRBGBUH4qSAI1hOveXh0fEIQhOcnjv9IEITJo3P9wYnjLkEQvEfH/6MgCNrrfJ9EX2psbMTGxoaiP+R3dnbQ29uL9vZ22Gy2lJzzxo0bqKmpwfT09GfLIAoLC8/tyqlWq9HV1cURogtUVFRgfX39s2ZCwC9rdAcCAcRiMZmiu57R0VGsr6+jp6cn6c2RiWINeLrM1NQUpqam4PF4rnTTx9kUuq7r/vUbB/D3APR9cXwFwN+RJOkugN8G8O9PPPZvAPxDAA1HXz86Ov6vJElqkSSpFcB/AfCHACAIggnA/wHg1yRJagLwm0fHCwD87wD+FoDvAfhvBUH43tG5/iWA/1WSpJsA1gH8D9f8PolOcbvdePv2rSLbci8tLcHr9eLBgwcwGo0pPXdRUdGpmtEVFRWnanKflC9NhK7jrC6UwKclPS6XCz6fL6tuWOJ13ktKStDW1pb268VrwGfrjQmlz/DwMPb399HV1XWtmz5WLqHruFbCLUnSW0mSJs84/p0kSfGhvwkAOkEQCgVBqAZglCTp59KnT+p/B+DvHr3m5NBEMYD4QtH/DsD/I0lS4Oh58cWi3wfwQZKkGUmSogD+A4BfPxoxfwTgPx097/+KX4MolVQqFe7fv4/BwUFFfchPT09jenoaHo8HWm16Jne0Wi2qqqqO1x5rtdpLl4xYLBZUVVVhbGwsLTFlO7VajfLy8jM3p6rVatjt9qxpjHOyiYjL5crINdVqNdxuN/r6vhz/oXwVi8Xw7NkzWCwWNDc3p+ScHR0deP/+PWdTKGmZWMP99wGMSJK0D6AGwMlbw7mjYwAAQRD+uSAIQQD/PY5GuAHcAlAqCMKzo+UpPz46XgMgeMa5ygBsSJIU++L4mQRB+F1BEIYFQRheXl6+8jdJ+Umr1aKjo0MxH/JjY2PY3t6+9khOIgwGAwwGw3GCWFhYeOla4/r6esRisbxq7pIMk8mE/f39M5fnFBYWoqqqSvHv3draGvr7+9HV1YXy8vKMXttoNOLOnTtca0vHS+paW1tht9tTem521KWruPQTWRCEvxYEYfyMr19P4LVN+LS84x8lEowkSf9UkqRaAH8K4PePDqsBfAPgVwH8EMD/LAjCrUTOl+A1/60kSe2SJLXHm34QJcNkMuHWrVuyVy4ZHByETqe7cm3jqygrK4MoitjY2EB5efmFy0ri2tra4Pf7z9wkSJ+6UAaDwTNHspXeGMfv92N8fByPHz+GXq+XJYb4pubJyVOTr5QnTi6pM5lMKT8/K5fQVVyacEuS9DclSWo+4+svLnqdIAg2AP8ZwI8lSZo+OjwP4OTuLdvRsS/9KT6NjAOfRqh/IknSriRJK/i0Xvyro9fVnnGuVQAmQRDUXxwnShubzQadToepqamMXzteicThcKChoSHj17darVhfX8fh4WHC1TS6u7vx6tWrczda5rN4F8rzkmqlNsYZGxvD6upqWjdHJqqxsRFra2vn1o6n3DU5OQmfz5fWJXUAK5dQ8tLyV/Foo+NfAvgDSZIG4sclSVoEsCUIwt84Wmv9YwB/cfSak5nCrwN4d/T//wJAtyAIakEQ9ADcAN4CGALQcFSRRAvgvwHw/x6tDe8F8A+OXv/b8WsQpVNzczNCoVBGE6FIJILe3l60tbXBarVe/oI0cTqdmJ+fhyAICU2zxte/c4TobMXFxRAE4dwNuUpqjBPfHFlcXJyRzZGJcrvdmJiYUOSmZkqP+KbZzs7OjNz0sXIJJeO6ZQF/QxCEOQCdAP5SEISfHD30+wBuAvjDo3J+o4IgWI4e+z0AfwzgA4BpAP/16Pi/OFqqMgbgVwD8Y+DTxkwA/x+AMQDfAvhjSZLGj9Zo/z6An+BTAv5nkiTFf+r/CYD/SRCED/i0pvv/vM73SZSozs5OvH79GuFwOO3X2traOl4rm45p02TEy9ft7u4mfMNRVFSEb775Bi9evEhzdNnJarVicXHx3BuSmpoarK+vY29vL8OR/dLJzZH19fWyxXEWpW5qptSLz/LV1tZeu99Asli5hBIlZMOO90xpb2+XhoeH5Q6DslwkEkF/fz8eP36ctlGWpaUlvHnzBj09PQm1ac+USCSCkZER3Lt3L+HX+Hw+rK+vK2p0VCn29/exuLgIp9N55uOiKGJ6eho3b97EUUuDjFlZWcF3332Hrq4u2dZrJ2JjYwOjo6N4+PCh3KFQGmxtbcHr9cLtdqe8BGoynj59ivb2dlljIPkJgvBKkqT2sx5jp0miFEv3yK3P58P09DQePnyoqGQb+PS9O53OpEZdXS4XVCoVpqenL39yniksLIROp8P6+vqZj6tUKtTU1CAYDJ75eLpMT0/j3bt3sm6OTJTJZMLNmzfBwZTcs7CwgOHhYXg8HtkTXVYuocsw4SZKA7PZDIfDgZGRkZSed3x8HOvr6xkp+3dVlZWV+PjxY1KvaW1txeLiYkJVTvJNZWUl1tbWzl0WodfroWl7vzgAACAASURBVNVqM7aee3h4GLu7u+ju7lbsz+CXbDYbioqKZNnUTOkxMTGBYDCIR48eKWLggZVL6DLZ8deSKAs5HA6oVCr4fL6UnM/r9UKj0Sh+6UVBQQEkSfqs9Xsi7t27h++++y4j69+zjd1uP24ydJaqqiqsrKykda3yySYiLS0tabtOusixqZlSTxRFDA4OHjc6UhJWLqGLMOEmSqPW1lYEg8Fr1ZwWRRHPnj1DTU0Nbt++ncLo0sdisSDZRlLxTW4DAwPc5PYFjUaDkpKSC2cAzmsNnwrpbCKSSZnc1EypF41G0dvbC5fLpdi/haxcQudhwk2UZtepOR2vAtHS0gKbzXb5CxSiuLgYu7u7Sb+uqKgIHR0drFxyhrKyMmxvb5+7RlSj0aCsrCzltacXFhbS2kQkk1QqFbq6unhTl4U2Njbw/PlzuN1uVFVVyR3OhW7fvo2dnR1WLqHPMOEmSrP4h3yya/tOlv0zm81pjDA9bty4ge3t7aRfZzKZUFdXx01uZ7hsaUm8NXyqSgW+ffsWwWAw7U1EMim+qfnly5dyh0IJCgQCGB0dhcfjgcFgkDuchLjdbrx//x5bW1tyh0IKwYSbKAP0ej2++uqrhD/kQ6EQhoaG4PF4FF8F4jzl5eVJLyuJs9vt3OR2hoKCAlRUVFw4il1bW4u5ubkzW8MnKr5OFviUOGTL5shEpWtTM6Xe+Pg4QqGQIqsyXYaVS+ik3PorSqRgFosFlZWVGBsbu/B5Pp8P79+/h8fjyboPmJNUKhXUajUODg6u9Pr4Jje25/5cSUkJ9vf3z12ipFKpYLPZLhwJv8jJdbKNjY3XCVXRHA4H1Go1y1EqlCiKGBgYQGFhIdrbzyxrrHisXEInMeEmyqCGhgZEo9Fzk6F42b9sKrl2kauUCDyps7OT7bnPUFtbi2AweO4otk6nQ2FhYdKlArNpnWwqtLS0sBylAkUiEfT29qKhoQENDQ1yh3MtBoMBjY2NrFxCTLiJMq29vR0zMzOnkiGv14uCggLFl/1LRmFh4ZVHuAG25z6PSqVCdXU15ufnz31OVVUVVldXE37f/H5/1q2TTYV4OcqrbGqm1FtbW0N/fz86OzthsVjkDiclrFYrTCYTK5fkOSbcRDLo7u4+Xtt3suxfLk7hazSaayXdWq0WbrcbfX19KYwq+8WT4ouqwSRaKnB0dBSrq6tZuU72uuI3dZz2l5/f78f4+HhW7105T2NjI3Z2drCwsCB3KCQTJtxEMlCr1ejq6sKTJ0/ws5/9LOvK/iXDbDZfqw45ABiNRty5c4fTsl+oqanBwsLCuYmiWq2+sFSgKIro6+tDSUlJTs2sJKuoqAhff/01K5fIKH7T19PTk7M3fW63G+/evWPlkjzFhJtIJrFYDOvr69BqtVlZ9i9Rer3+SjW5v2S1WmE0GvH27dsURJUbBEGAzWa7sN6vyWRCNBo9VSowHA7jyZMnaG5uhsvlSneoildeXo6amhqMjo7KHUpeEUURL168yJubPlYuyV9MuIlk4Pf7MTY2ht/6rd9CVVVVzq/tEwThWmXq4hobG7G1tcVp2RN0Oh00Gg02NzfPfc6XpQJDoRAGBgZw//79nL7ZS5bL5YIoimnr2Emfizf2unPnTt7c9MUrl7C5V/5hwk2UYSMjI59NnebD2j6j0ZiyaVROy55WXV2N5eVlHB4envl4fCQ8GAxiamoKU1NTePz4MYqKijIcqfK1tbXB7/dfexkUXWxlZQX9/f24f/8+ysvL5Q4nowwGA5fI5SEm3EQZEovF0NfXh7KyslNTp7meRJpMpqRL1F2E07KnXdaFUqfTQRRFhEIhdHV15UTZyXTp7u7Gq1evWLkkTXw+H969e5fXN31cIpd/+BeXKAN2dnbQ29uLlpYWOByOM5/T09OTs+XvCgoKzh19vQo2lDhNq9XCYDBcODLrdDpRXV2N/f39DEaWfVQqFbq6ujAwMMCfrxQbGRnB5uZmzvQauA4ukcsv+f3TTpQBS0tL8Hq9ePDgAUwm07nPiyeRuVr+rrCwMKWJnsFgQFNTE6dlT6ioqMD6+vqFZRgdDgcCgUBK1tTnMr1ej7t37x63uKfrOTnD19raKnc4ipHrs5v0S0y4idLo7du38Pv98Hg80Gq1lz4/l8vfpaI84JeqqqpQXl6O8fHxlJ43m8UT6vMUFBRcq/V7PrFYLLBYLPz5uqZwOIze3l40NzefO8OXz7hELj8w4SZKA1EUj0fG3G53UlOnVqsVBoMBk5OT6QpPFkVFRWlZytDQ0IC9vT0mkEfUajXMZjNCodC5z9HpdNDr9WxpnoCGhgZEIhH+fF1RKBTC4OAgK+JcQK1Ww+12s3JJjmPCTZRikUgEvb29cLlcV+4c2dTUhLW1tXMblmQjQRDSdu6Ojg7MzMykdGNmNistLUU4HL7wBqeiogI7Ozun6nPTae3t7fz5uoJ4RRyPx5O3myMTlcuzm/QJE26iFFpbW0N/fz86OztRVVV1rXO53W5MTExgZ2cnRdHltu7ubgwNDbGyxJHa2loEg8ELn+NwODA3N8eNgQmI/3xx2j8xw8PDGB4eZkWcJLBySW7jbwFRivh8PoyPj+Px48fQ6/XXPp9KpcL9+/cxMDCQk5VLUk2tVqOrq4uVS44UFBTAYrFcWAFBEATY7XbMzs5mLrAsxco4iYnFYnj27BksFgu6urowPDwsd0hZhZVLchcTbqIUiJe66unpSelojlarhdvtzqnKJemsjqHX6/HVV1/h5cuXabtGNjEajYjFYhcuGyksLERpaSk+fvyYwciyEyvjXCxe/rS1tRV2ux12ux1arRbT09Nyh5ZVWLkkNzHhJrqG+GhOOktdmUwm3Lx5E0NDQ2k5fyalujTgWSwWC6qrqzE2NpbW62SLL9u6n6W0tBTRaJTLlxJQVVUFs9mMiYkJuUNRlFAodGb505aWFiwuLl64iZdO6+7uhtfr5ezmFSlxaSETbqIrOjmak+5SV3a7HTqdDlNTU2m9Trqlq1LJl+rr6xGLxeD3+9N+LaUTBAFWqxVzc3MXPs9ms2FxcZEf8Am4ffs2wuHwpe9pvji5OfKs8qf37t3D69evEQ6HZYguO+Xi7GYmxAfBlDhjx4Sb6AoWFhbw7bffXtrMJpWam5sRCoWyeqSosLAwYyMPbW1t8Pv9Ka/9nY2Ki4uhUqmwvb197nMEQYDT6eR67gR1dHTg/fv3eT/tPzQ0hP39/Qs3R57s3MkbusSxckly1tbW0Nvbi7a2NkXWe2fCTZSkiYkJBINBPHr0KKFmNqnU2dmZ1SNFmVhSclJ3dzdevXqlyOnFTLNarVhaWrpww59Go4HFYsH8/HwGI8te+dywJD6SWF1djebm5kufX1RUhG+++Yb7K5LEyiWJefv2Ld6+fYvHjx/DaDTKHc6ZmHATJUgURQwMDBw3KZBDto8UFRQUZLTCQ7zSCytLfBrBrq2tvbSBi9FohCAI2NzczFBk2StfG5acXE5ns9kSfp3ZbIbD4cDIyEgao8s9jY2N2NjYYOWSM8RiMbx48eL4s1HJJSiVGxmRgsSb2TQ0NOD27duyxlJUVISOjo68+5C/qvjIGt+vT++FTqe7tIGL1WrFyspKXo7cJivfpv2XlpbO3ByZKIfDAbVazcolSYpXLuHG5l/a2tpCb28vvve978n+uZwIJtxElzjZzMZiscgdDoBPlUtcLhdr3CaII2u/VFlZiZWVlUtnSJxOJ/x+f97PDCQiPu0/OTkpdyhpNTk5CZ/Pd+7myETFK5esrKykMLrcplKp0N3djcHBwayc3Uy16elpjIyMwOPxwGw2yx1OQphwE13A5/PhzZs3KWtmk0oOh4M1bpMQH1nL9kovqeBwOC5dWlJQUAC73Y6ZmZm01k7PFY2NjVhbW8PS0pLcoaTF0NAQYrEYOjs7UzJtf+/ePXz33XdZux9FDqxc8mlp5+DgIPb29vDw4UOo1Wq5Q0oYE26ic4yPj2N9fR3d3d2KXRfGkaLktLS0ZH2ll1TQaDQwGo2X/twUFhaisrLy0hbx9Inb7cabN29yato/Fovh6dOnqK6uRlNTU8rOy066V5NvS5hOCofDePLkCerr6xPaqKs0yswiiGTm9Xqh0WjQ1tYmdyiX4khRcuKVXnIpKbqK8vJybG1tXbpO+8aNG9Dr9Yqsa6s0uTbtH98c2d7entTmyESxcsnVWK1WGAyGvKpcEggE8POf/xwPHjxQzNLOZDHhJjpBFEU8e/YMNTU1WbEJA/h8pIjrbS8Xf79yJSm6DrvdfunSEuBTcn5wcMDKJQnQarU5sal5aWnpuNdAOsuscX/F1TQ1NWFjYyNnlzCdNDw8jJWVFVlK8aYSE26iI9FoFE+ePEFLS0taRnPSiZU4kpMrSdF1qdVqlJeXJ/ShbbPZsLq6ir29vQxElt1MJhNu3ryJoaEhuUO5kvjmyIcPH2YkwWHlkqtxu92YmJjI2dm6SCSCJ0+eoKqqKitmmy/DhJsIv5w67ezszJodz18ym82ora3F6Oio3KGcS5IkCIIgdxgAPiVFdXV1eV/pxWQyYX9/P6HmQE6nE3Nzc3k/M5AIm80GnU6XdZt0vV5vSjdHJor7UZKXy7N1S0tLx9XBsm0A7DxMuCnvrayswOv1wuPxwGAwyB3OtbhcLoiiCJ/PJ3coZ1JatQu73c5KLwBqa2sRDAYv/e+jUqngdDrh8/kU999SiZqbm7Nmk258c2RtbW1KN0cmg/tRkpeLlUvGxsbg9/sVWR3sOphwU17z+/148+bNtevKKklbWxuCwSDW1tbkDuUUJY1wx3Fk7VMiXV1dnVAnO41Gg5qaGszOzqY/sBwQ36Sr5CQy3kCkvb0dVqtVtji4H+VqjEYjbt26lfWVS6LRKJ49e4YbN27A7XYrtjrYVeXWd0OUhImJCYRCIfT09OTcL3Z3dzdevXqV0DKBTFNawg1wZA0ADAYDRFHE7u7upc/V6/UoLS1lq+kEKL383cLCAoaGhtK+OTJR3I9yNTabDQaDIWubL62srOD58+doa2uDy+WSO5y0yK0sgyhB8XW7HR0dMkeSHiqVCl1dXejv71fUSJESR7gBjqzF2Ww2LCwsJPQemEwmqFQqRc6kKI1SN+lOTk4eT90raYaPlUuupqmpKSubL719+xaTk5N4/PixIm760oUJN+UVURTR19eHiooK2dYpZoper8fXX3+tqBq3e3t7KCoqkjuMM3Fk7dPsg81mw9zcXELPr6qqwvb2dkKj4vnOZDLB5XIpJokcGRnBwcEBOjs75Q7lTKxccjXZVLkkFovhxYsXxwNEuTbT/KXc/u6ITohGo+jt7cWdO3fgcDjkDicjysvLUV1djbGxMblDAQBsbm6ipKRE7jDOZTabUVNTg/Hx8bRe5/Dw8PhLFEWIoqiYTYg6nQ5qtRpbW1sJPd9ut2NxcfHSBjqkjCRSFEW8ePECpaWliu/Wx/0VycuWyiXhcBi9vb343ve+lzU9L65LUMofeSVob2+X8r1EWK4Kh8PHJYZyecrqPMPDw6ioqJD9RsPn82XF+rzBwUHU19dfqaNZLBbD3t7e8ddZf2NVKtXx0pr445IknZt0C4IAjUaDwsJC6HQ6FBUVpX006MOHD3C5XCgoKLj0uYeHh5iZmUF9fX3Oj1KlwosXL3Dnzh2Ul5dn9LrRaBT9/f24e/du1nTrE0URT548QVdXV05VrEi3ra0tDA8P49GjR3KHcsrKygq+++473L9/X7EznlclCMIrSZLaz3yMCfcvMeHOTWtra3j16hUePHigqHWKmfbs2TO0trbCZDLJcn1JkjA7O5sVCXf8Q/6yn5n4JsOTLdLVajX0en1KE2NRFHFwcID9/X3s7e0hEol8lpyrVCrodDoYDAbodLprXw8A9vf3sbCwkPB/r/39fczNzaG+vj4l189l8Z+vTCYcOzs7GBgYyMpBh0gkgv7+fjx+/Jg3dEmYm5vD4uKiovYq+Xw+zM/P4969ezn535IJd4KYcOeeubk5fPjwIScrkSQrFouht7dXthuP3d1d7OzsoLKyMuPXvoqdnR18++23n40QiaKIzc1NbG5uHm8ANRgMMBqNst7MHR4eYm9vDzs7O8edIAVBQHFxMW7cuHHlpC4UCkGj0aC0tDSh529vb2NjYwO1tbVXul4+yWQSGR9RzOZBh7W1NYyPj6Onp0fuULLKxMQE1Gq1IpZtxJuytba2yhxJ+jDhThAT7twyOTmJjY0NuN1uuUNRjHA4jMHBQXg8nozfgCwsLMBsNmfVFGIgEMDi4iIcDgfC4TBUKhVMJhNKSkoUWW3lJEmSsLu7i+3t7eMRcb1eD7PZnFTSNT09fbz2OBErKysQRTFrlizIaW1tDW/evEF3d3farhEIBDA7O4vu7u6sH3Tw+/1YXV3NiTbfmTQ4OAiXy4WqqipZri+KIl6+fImampqsmOG8josS7uz+7SM6x8jICPb395lsf0Gv1+Pu3bsYHBzM+LX39/ezJtne3t5GIBDA4eEhVlZWsL29jbq6OjidTphMJsUn2wCOR9+rq6vhcrlQV1cHo9GI5eVl+Hw+zM7OJlTJwG63IxAIJHzd8vJyRKPRhDdd5rP4Jt34yF+qTUxM4OPHjzkzw+dwOKBSqRTbSVep5KxcEolEjosV5HqyfZns/w0kOkEURQwMDKCkpAQtLS1yh6NIFosFFosl7ZU4ss3u7i5mZ2fh8/kQiURgtVrhcrnwq7/6qwgEAjnRFEev1x+PMtntduzu7mJ6ehqLi4s4PDw88zUajQYlJSVJVYqw2WxYWVlRZOMlpXG5XBBFEX6/P6XnHRoagkqlUtT63VRobW3F/Pw8K5ckQa7KJRsbG8fFCjK9QViJmHBTzohGo/irv/orxGIxbty6RENDA/b29hKut3xdkUgEhYWFGblWMmKxGBYWFjAzM4Pt7W3U1tbC5XKhoqLisyUUXV1dGBwcTLopzv7+PhYXF49HlOMJ/ezsLLa3t1P97SRFpVKhsrIS9fX1KCkpQTAYhM/nO3MUrKys7LONoYlwOp0IBoOKLk2mFG1tbfD7/SlpIhTvNVBZWYnGxsYURKc87AybPK1WC7fbjb6+voxcLxAIYHR0FB6Ph9VljnAN9wlcw529NjY2MDQ0hM7OTrx9+xbV1dWw2Wxyh6V4T58+RVtbW9orl3z8+BE3btxQzB/ejY0NrK2toaCgABaLJaHKHgsLC5ifn790xFCSJMzNzeHg4ABFRUUoLS09dX5RFLG6uort7W3o9XrZ1lZ+SRRFhEIhhMNh2Gy2z9Z6x2IxzM7O4ubNmwmf7+DgAH6/H/X19VmxDEdOqahcEo1G8fz5c3zzzTcwm80pjlBZWLnkajJRuWRiYgLhcDjnZlcSwTXclNNO3kkbDAZ0dHTg/fv3XEOagJ6eHgwNDaW9aUk4HJY92ZYkCaFQCNPT0zg8PITL5YLD4Ui4jJ7VaoVGo7lw6l+SJPh8PpSWlqKurg5Wq/XM86tUKlRUVKCurg46nQ4zMzPnLunIJJVKhaqqquNmNvPz88ej+mq1GuXl5fj48WPC59NoNLBarSlfLpGL4t32BgYGkp5JAT7VXX7+/Dm6urpyPtkG2Bn2qmw2G/R6PSYnJ1N+blEUMTg4CLVanZfJ9mWYcFNWGxsbQygUwsOHDz9bAtDT0wOv18vp7Euo1Wp0dnaiv7//Sh/y2eDw8BDz8/Pw+XzQ6XSor69HWVnZlUZcW1tbMT09feayi3iyXVlZCYPBkPA5S0pKYLPZMDMzc1zST25qtRoOhwOlpaWYmZnB+vo6gE/tyeN1wBOl1+tRUlKChYWFdIWbM666qTkUCmFoaCjvpu/NZjNqa2vTtuk0VzU1NWFlZQVLS0spO2c0GsWzZ8/gcrkUUYJQiZhwU1aKtycuLi5Ge/vp2Ru1Wp3R9WrZzGAwoKmpCV6vNy3nPzg4gEajScu5L7tuIBBAIBCA2WxGXV0dbty4ce3zdnd3n1rPLUkSZmZmUFlZieLi4qTPqdVqUV9fj48fP2J1dfXaMaaKXq/HzZs3cXh4iOnpaUQiEdjtdgSDwaRa0ZeWlkKlUqVkjXKus1gsqKqqSnhTs8/nw/v37+HxeBIu3ZhL4pUvWLkkOZ2dnSmrXLKzs4Pnz5+jvb1dMcvjlIgJN2WdSCSCJ0+e4M6dOxdujjQajbh16xaGhoYyGF12qqqqgslkwsTERMrPvbGxgZKSkpSf9zySJGF+fh7z8/OoqqqCy+VKWfdF4FNy/PXXXx/foMST7erq6isl23EqlQpOpxOHh4dJJ7TpVl5eDpfLheXlZczNzcFisWBxcTGpc1RVVWFrawu7u7tpijJ31NfXIxKJXFqOcWxsDOvr6zlRY/s6WLkkefHKJQMDA9eaCV5aWoLX68WDBw+yroNppuXvbyhlpZWVFfT39+P+/fsJlRmy2WzQ6XSYmprKQHTZrbGxETs7Oymf+t/c3ExqicV1bGxsYHp6GqWlpXA6nWnrqldeXg6j0Yj3798fJ9upmsq3WCwoLS3F9PS0opZEqVQq1NbWwmKxYGVlBR8/fky6SoTD4cDi4mLa9wzkgvb2dszMzGBjY+PMxwcHB6HT6dgE5ki8cglLUSbuupVLJicn4fP54PF4sraDaSYx4aasMT09jXfv3uHx48dJ7eJvbm5GKBRCKBRKY3S5we124927dynbcLq2tgaz2Zz2ChX7+/uYnp7GwcEBbt68mZF1rE1NTfD5fCgqKkr59QwGA5xOZ8LNaTKpqKgI9fX1cDgcePnyZVJJtyAIcLlc8Pv9ObtnIJW6u7tPbWqOxWJ4+vQpHA4HGhoaZIxOWeIjtrm8HyUdTCbTlWaCh4aGcHBwgM7OzryeXUkG3yXKCsPDw9jd3b3y1GlnZyd+8YtfsG5rArq7u1O24TSecKdLvATf0tISnE4nKioq0nats/zgBz/Amzdv0jKqplarUV9fj/X19aQqg2SK2WyG2+3G69evEQgEEk5yCgoKYLfbueY2AV9uao537Wtra4PVapU7PMVh5ZKric8EJ1K5JBaL4dmzZ6isrERzc3MGossdTLhJ0eK/3BaL5VqdI0+uV+Pox8VS1SBheXk5rd3F4stHzGYzHA4HCgoK0nat86R7VE0QBNTW1kKj0cDn8ynuZ/fGjRvHZcZmZmYS3hRZWFgIi8WCYDCY5gizX3xT809/+tPj5XTprpufzVi55Gqam5svrVwSDofR29uL1tZW2O32DEaXG5hwk2Lt7Oyk9Je7qKgIX3/9NV6+fJmC6HJbfMPpVSuXSJKEzc3NtCQGBwcHGV8+cpFMjKqZzWZUVVVhenoa+/v7abvOVVitVqyvr6Ourg6iKCYc440bN1BUVITl5eUMRJndotEolpaWYLFYrtwUJ5+wcsnVXFS5ZGVlBQMDA7zhuwYm3KRICwsLxzufU/nLXV5ejurqaoyNjaXsnLnKZrPBYDBcqUHCx48fUVlZmfKYdnd3MTs7C4fDkfHlIxeJj7KPjIyk7Ro6nQ51dXWYn58/dyOdHARBgM1mQzAYRHl5OZxOJ5aWljA3N3dppZWKigrs7++zSdUF4r0Gfud3fgeRSIT1zBPU2tqKYDDIUpRJiM/YDQ4Ofrak0OfzXWn/FH2OCTcpztu3bxEMBvH48eO07Hyur69HNBq9tOQWfdoYuLa2llSDBFEUsbu7m5Ka1yetrq5ieXkZN2/eVGS9YYfDAbVajenp6bRdo6CgAHV1ddjb28P8/HzarpMsnU4HrVaLzc1NFBQUHDfN+fDhw6V7AWw2G1ZWVlhd4guiKKKvr++zXgPxTc1K20irVN3d3Xj16hV/tpKg1WrR0dFxvKRwdHQUm5ubeV96MhX47pFixNvCAp8+WNLpspJb9EtutzupBglLS0spb34wPz+PWCwGp9OZ9oon19HS0oKlpaW0V8Sprq7GjRs3jtvUK0F1dTWWl5eP4ykuLobT6YTP57u0g6bT6UQwGFRUGUQ5hcNhPHnyBM3Nzad6DcQbL/G9uhwrl1yNyWRCfX09/uRP/gQlJSVobW2VO6ScwISbFCEajaK3txculwuNjY0ZueZZJbfotGQaJBweHiISiVyrAcxJoihiZmYGBoMhLUtU0qGzsxOvX79O+yik0WhEbW0tZmZmFDOCZ7fbP5s50mg0qK+vx+LiIjY3N899Xbzpz+zsrKIa/sghFAphcHAQ9+/fP7PCT3wEkpU4EsO9O8mLRCJ4//49fvSjHx2vh6frY8JNstvY2MDz58/hdrsz2hb2y5JbdL545ZLLPuQXFxdRXV2dkmtGo1F8+PABVqs1o50qr+u8dZDpEG8Jv7CwcGFCmylarRbFxcWfrZtVqVSoq6vDzs7OheUNNRoNrFYr/H5/JkJVpKmpKUxNTcHj8Vy4VtZkMqGurg7Dw8MZjC57lZeXo6amhpVLEpBsczlKHBNuklUgEMDo6Cg8Hk/GuhGeZDAY0NjYyPbvCYh/yJ/3Xh0cHODg4CAlbdR3dnYQCARQX1+flZt0vlwHmU6JJrSZYrFYsL6+fupmo6amBgUFBQgEAueOYuv1epSUlCTdNj4XeL1eRKNRdHV1JbRW1m63Q6vVpnXPQC5h5ZLLXbW5HCWGCTfJJr77/uHDh7JugrNarTAajXj79q1sMWQLu90OnU6Hqampz44fHh7C5/OlpHzj8vIy1tbWUF9fL0tt7VSJd3C7amnFZNXU1ECtVsPv98u+LMNut585Ul1eXg6z2Xzh2vPS0lIAyJvqEtFoFE+fPkVtbS2ampqSem1LSwsWFxexsrKSpuhyCyuXnO+6zeXocnxXKeNEUcTAwAB0Ot3x7nu5NTY2YmNjI6lqHPmqubkZoVDoeGOgJEnw+XxwOp3XTpDjjVDsdruiN0cmKl5aMVM3c2VlZSgvL8f09LSsm+o0Gg1MJtOZNbYNBgNqa2sxPT197v6J6upqbG1tYXd3SFhiVAAAIABJREFUN92hymprawvPnz/H97///St3jrx37x6+++47xazjVzpWLvlcqprL0eWYcFNGxTdHNjQ0oKGhQe5wPpNsNY58Ft8YGA6HMTs7C6vVeq0SjoeHh/jw4QNMJpOi6munQlNTE7a2tjJWP7m4uBgOhyOh6iDpVFZWhp2dnTOT6sLCQtTX1yMQCJz7++ZwOLC4uIiDg4N0hyqLQCCA4eHhay+nYyWO5PD9+qV4c7m2tjZ2jswAJtyUMfHNkZ2dnbBYLHKHc0omN7tlO5VKha6uLvz5n/85jEbjtbo97u/vY2ZmBna7PeW1u5UiXj85Uw1eNBoNbt68iaWlJayvr2fkmmf5smrJSQUFBaivr8fy8jK2t7dPPS4IAlwuF2ZnZ3MuMYovp3v06FFKltOxEkdy+H59ai737bff4sGDBzAajXKHkxeYcFNGnNwcKXcr7ouw5FbiNjc30dHRgdevX1/5HFtbW5ibm0N9fX1amhwpSU9Pz/HGuEyIJ6yRSES2TYgFBQUoLy8/d6mWIAhwOp0IhUJnTvEXFBSgtrY2Zza6iaKIFy9efNbMJlXiXXTHx8dTet5clc+VSyYmJhAMBvHo0aOc/7urJEy4Ke3Gx8cVsTkyUSaTCS6XK61turPd2toaDg8P0dDQcOX36uPHj9ja2kJ9fX1ebNKRqwxldXU1ioqK4PP5ZNlMaTKZsL+/f+6a2fiNQTAYPHP5SFFRESoqKo7X92erSCSCJ0+e4M6dO6ea2aRKfX09IpEIu+gmyOVyQRTFvClFGd8/pVar095cjk7L/U85kk38l7uwsFAxmyMT5XA4oFKpcmZkLZV2dnawvb19vMkr2ZbmkiTB7/dDrVbDZrOlM1TFMRgMaGpqOu6omimlpaWoqqpKqNV6OtTW1iIYDJ6b8KtUqguXjxiNRhQVFZ25CTMbZLK2cbyLbqaWL2W7trY2+P3+nK9cEolEjvdP3b59W+5w8hITbkoLJW+OTBRLSJ0WiUTw8ePHUxtsEi1PFovF8OHDB5SXl6OsrCydoaaNJEnHI7Znfe3t7Z35FS+DV1VVBYvFkvGpf51Od9xqfX9/P6PXVqlUqKqqunBpi1qtht1ux8zMzJmJeUVFBSKRSNYlklNTUxmvbdzd3Z3R5UvZLtcrl6ytraG/v1+x+6fyhSB3vVYlaW9vl9i56/o2NjYwNDSEzs5OWZrZpJIoinjy5Anu37+f940AotEo/H7/uUtA4u9VV1fXmev0d3Z2sLS0BKfTqfilRaIofpY8x2Kx4yRQpVJBo9F8VrbwrBKGXx7b398/Trq1Wi0+fPgAp9MJh8ORxu/kNFEU4fP5UFlZmfHfz2AwiLKysgv3cezu7mJ5eRlOp/PMx6enp1FTU5MVv49DQ0PQ6XRobm7O+LV3dnbw7bff4tGjRxm/djYKh8MYGBjA48ePc2qJm8/nQzAYZH3tDBEE4ZUkSWdO6TPhPoEJ9/XNzc3hw4cP6O7uVnxSlahc/UOcjP39fQQCAdTV1V1YazsSiaC/v//Ue/Xx40dEo1HYbDZF1teORqNYXV09HuFSqVTQ6XTQ6XQoKiqCRqNJ+fW2t7fx13/917h16xZMJhOKiopw48YNFBcXp/09kiQJwWAQxcXFGZ1pkCQJHz58wM2bNy/8Hjc2NrC7u4uamppTj4miiOnp6Ut/FuUUi8XQ19eHW7duybpsamFhAcFgkOt1E7SysoJ3796hu7tb7lBSYmRkBCqVCq2trXKHkjeYcCeICff1TExMIBwOo6OjQ+5QUi4UCmFqagpdXV1yh5JxkUgEwWAw4c2Na2trGB8fR09Pz/GGpJKSEpjN5gxEm7i9vT2srq7i4OAAGo0GZWVlKWlLn4xYLIbe3l7cv38fALC9vY3d3d3j0XSdTnftsosXWVpagiRJqK6uTsv5zxIOh7G6uora2toLn7e8vAxJks6cAj84ODiebVHaDdzW1ha8Xi/cbrciyq1NTExArVZz3W6CfD4ftre3s7oJTCwWw8uXL+FwODI+g5bvmHAniAn31YiiCK/XC7PZnNN/1KemprC/vy/L9LBc9vb2MD8/j7q6uqRG930+H5aXl1FaWora2lrFTP9vb28fV1jR6XQoKyuTvSzWeTMokiQdr1ne3d1FQUEBysrKUr4MZG1tDdvb2xnt7jk/Pw+j0Xhp3fX5+XkUFxfDZDKdeuyypSdymJubw/v379HT06OoGb6BgQE0NDRw/W6CRkZGUFZWlpXJ6s7ODgYHB9HR0XHm7w2l10UJd37Oj1PKxDdHulyunE62AaChoQF7e3uYm5uTO5SMCIfDmJ+fv1LZvtLSUiwtLUGlUsmabEuShPX1dfh8Pvh8PkQiEdhsNtTV1aG6ulr2ZBsA9Ho9vv7661O13wVBgE6nQ2VlJerq6mCz2RAOhzEzMwO/35+yjqhmsxllZWWYmZnJWLlCq9WKpaWlS69XU1NzvLzkS8XFxTAajbLVGP/SxMQEFhcXU9bMJpVOdoaly2Vr5ZKlpSV4vV48ePCAybYCMeGmK9va2sLz58/hdrtRVVUldzgZ0dHRgffv32ddpYRk7e7uYnFx8UpT9nNzc9jb28Ov/dqvYX5+PuMfWqIoYmVlBa9evcKLFy8wNzeHwsJC3LhxAxqNBnt7e59tYFSC8vJy1NbWXljPvKCgABaL5VTyPTc3d+1SfwaDAbb/n713jWlr3dM8n2Ub328YY4zvFwghJGw2gUORkGST1DlV86H71JyjUn0YTZ/pI3WXNFOj/jCaizRSVWlKI81oajRSd0stjeZTtUo1n6rUmuk6feY0STZJNicFIWwCm2SDbQz4EmPANsYGY7zmAyxvEnxZy/iybL8/CWVvr9sLmOX/et/n/zwWCzweT12i1CmKylsFloOJeC/krMLIlBqZppnL5TA3NweRSMRbOR2TDPvq1auWS+2sFc3mXLK2tgafz4fp6WleTCQQrkIkJZcgkhL28HXptB4wutvp6emW/N6TySQikQicTienYjubzWJzcxMGgyGvXa2XywtN04jFYjg4OIBAIIBOp8uP4ezsDKenp8hms8hms/n/Pj09LVp80DQNsVgMhUIBuVxetw+wpaUlqFQqTsEojFUjTdPo6em5lg49m83C5/PBYrHURc8eDochk8mg0WhK7sc0SjqdzoJ/c8z7rt4ptplMBi9evMDQ0FBTTDpc7q8glKcZGuYZSadWq8Xg4GCjh9P2EA03S0jBzY5Wbo5kSyKRwMLCQstZbh0eHiIajcLhcHAqto+OjhAMBuFwOK44etTqQ4umaSQSifwMularhVarrZoOOZPJIJVK4ejo6BM/41q7ibx8+RI3btzgrLc9OztDOBzG8fEx9Hp92SK2GDRNw+fzoaurq+JzcGFjYwNOp7Os48jp6Sk2NzcLSpwY95NC779a0az2pz6fD/F4nDhXsITPziXN9sDXDpCCmyWk4C5NuzRHsmVnZwehUKhlHjyY4pVrE9ru7i5SqVTJprtqfmgdHh5ib28PuVwOGo0GnZ2ddZ19Oj4+vuImUs0ivJyfeTlomsbe3h7i8TjUajX0en1FY2KkON3d3ZyP5UImk0EgEIDT6Sy77/Hxcb6J9/PviZmdr6TngCvNbn/azE2BjcDj8eDo6IhXziXN+sDX6pCCmyWk4C4OeZIuzMrKCiQSSdOmaTLEYjHE43FOH8BMRLtSqWQVV33dD629vT0cHBzkLQb55MHMFOGHh4fo6OhAT0/PtWQojJ/5dWVL8Xgcu7u70Ol0FdkyRiKRvH96Ldnd3YVQKGQ1xmQyib29vYLv1ePjYwSDQbhcrloME8D533w6nW76B+3Z2Vncvn2bd3adfIVPDynhcBjfffddW0o6+Q5xKSFci3ZsjmTL7du3EYlEEIlEGj2Uijk4OEAikeD0QZLJZLCxsQGDwcCq2AYAt9uNTCaDra0tTuOLxWLY2NgARVHo6+tDd3c3r4pt4HyGu7u7Gy6XCz09Pfj48SO8Xi8ODg4KxpSzOd/4+PgV5xKuaDQa9PX15SUX8Xic0/EGgwEqlQo+n6+i74Mt3d3dODg4YNWwqVQqoVKpEAwGr2yTSqXQ6/U1cRLK5XJ49eoVJBJJ0xfbAHDv3j28efOGxL+zhC/OJT6fDx6PB1999RUptpsMUnATShIMBrGwsIDp6WmybFWEyclJfPvtt01pubW/v4+joyPYbDbWx8TjcWxvb8PlcnGWPIyNjcHr9SIWi5Xd9/DwEBsbGzg9PUVfX1/TzMSJxWJYrVY4nU7QNA2Px8Pq+/0crVaLvr4+zM/PX3tMXV1dcLvdODk5ya80sEWj0aCnpwcbGxs1dXax2+2sH8aYFY5oNHplm1qthlgsxu7ubtXGxtif9vf3N/1qFoNIJML9+/fx4sUL4lzCkkY7l6ytrWFvbw/379/nbRMnoTjkN0YoyubmJtbX13npK8snBAIBHjx40HSWW3t7e0in05zkAsFgEEdHR3C73RXPMk9NTWF+fr7ozFoqlYLH40EqlYLb7a65hrhWUBQFnU6Hvr4+ZDIZeL1ezrOJFosFcrkcHz58qMp4GFvBg4MDBAIB1sfK5XLY7XZ4vd6C9nzVQCQSobOzk3Wh3NPTg3Q6XdCi02Aw5GU+1yUWi+Hrr7/G5ORkywXHyOVyDA0N4fXr140eSlPQSHvFxcVF5HI5jI0VVCsQmgBScBOKYjQakclkmqqIbBRSqRRffvklvvnmm0YPhRW7u7s4OTmB2Wxmtf/Z2Rk8Hg8UCgVMJtO1rl1sZu34+Dg/++10OtHT08O72O5KMRgMsNlsCAaDCIVCnOQZQ0ND2N/fLyihqASKomCxWKBSqbCxscH6IUAsFsPlcmF7e5vTDDkXdDodkskk6zFZrVbs7e0VXF2yWq2IRCLXekDY2trC0tISpqen6245WC+MRiN0Oh1WV1cbPZSmQC6X44svvqjrvf7Vq1fo7OzE0NBQ3a5JqD6k4CYUhSki5+bmGj2UpkCv16O3txfLy8uNHkpJIpEIzs7OWBfO6XQaXq8XVqu1ajZxcrkcd+7cwdzcHHK5HLa2trC7uwu73Q6TydSSy6UikQgOhwNKpRIbGxuckiInJiawtrZW1cAltVoNp9OJnZ0d1rpUoVAIt9uN3d3dmoXN2Gw2Tjp/h8OBYDBYsEh3Op3Y2tqqSAqzvLyMSCTSFlrZgYEBJJPJqj3UtTr1utfncjk8f/4cTqeTlYsPgd+03qcaoaro9XoYDAYy+8GSShsD6wUTkMK2+TUajeLjx4/o6+ureviLwWBAR0cHfv3rX8NgMMBqtfKuGbIWqFQq9PX1IZFIsH6fMLKl169fV7XJTSgUwuVy5UOL2KxmURQFh8OBdDqNjx8/Vm0sl8fU3d2NcDjMan+KouB0OrG5uXmlsBYIBLDb7ZyaPnO5HF6+fAmFQtFWy/cTExN4//49pwfBdsbtdiObzcLv99fk/JlMBjMzMxgeHr72qiKBH5CCm1CW/v5+pFIpMvvBEi6NgfUkFAqBoij09PSU3ZemaWxtbSGXy3EOwWHD8fExNjY24Ha7odfrCza/tTIURcFkMkGj0bD+uxKLxZicnKxJk5vBYIDRaMxr59lgMpkgEolq8nCp0WhwcnLCujlNKBTC4XDA6/VeKazFYjF6e3tZjfP4+BgzMzO4ceMGp7TPVmFqagpzc3PIZrONHkpTUCvnklQqle8baJZmcUJ5SMFNYMX4+DiZ/eBAucbAehMMBiESiVg1fZ2enmJjYwNdXV1VbxK7LB9xuVzo6urC+Pg4NjY2qiqXaBYYiQ5buz6lUlmzJjepVIq+vj7s7e0hFAqxOqarqwudnZ3weDxVfwiwWq3Y3t5mPTMtFothsVgKzjgqFAqoVKqSs+b7+/t48eIF7t+/33LNkWwRi8VVsaNsJ6rtXBKLxfDq1Ss8evSIOIO1GKTgJrCGzH6wRyQS1Ww2kiuBQIB1YuDh4SH8fj+cTicUCkVVx7G3twefz5eXj1zWaU9NTVVdLtEsmEwmRKNR1t870+S2srJS9bFQFAWr1Qq5XM7aBlClUsFsNsPj8VT13iAQCNDb28tpZU0mk0GlUhX0xdfpdMjlcgW1536/HysrK3jy5EnLNkeyRavVwuVygYTAsaOaziXhcBiLi4uYnp6uuoSP0HiuVXBTFPWHFEWtUhSVoyhq7NLrP6Yo6g1FUe8u/n18advdi9c3KIr6l9TFWjVFUX9BUdQyRVFLFEX9fxRFmS5e11AU9f9QFPXtxbX+6aVz/YKiqPWLr1+UuwbhepDZD24ws5HV8FGulO3tbchkMnR1dZXdNxQKIR6Po6+vr6pNYox8BDjXPUql0iv78OkBpRE4HA74/X7Ws7kDAwNIp9M16xXQaDR5G0A2DwJSqRROpxM+n6+qHsVKpRK5XI6Tx31XVxeOj48LOqmYTCbEYrFPzre0tIS9vT08fPiwJZt1K8Fms0EsFsPj8TR6KE0B41xyHYMBv9+PjY2NtmjSbVeue3dZAfAzALOfvR4F8I9omr4D4BcA/u2lbf8GwD8D0H/x9fsXr/9vNE0P0zQ9AuD/BfCnF6//VwC+o2n6CwBfAfjfKYoSUxSlA/BnACYA/AjAn1EU1VnmGoRrwsx+LC4uNnooTYHRaIRarcba2lrdr721tQWlUllWA0jTNDY3NyGRSKoe4R0IBD6Rj5RCqVRicHAQT58+reoYmgGhUFhUDlGM8fHxmvYKdHR0wOVywe/3I51Ol91fJBLB7XYjEAhUxf+awWKxIBAIcLJStFqtCIVCBWfcHQ4HAoEATk5OMDs7C41Gg9HR0aqNt1UYHh5GKBRqu/6KStHr9TAajRU5l6ytrWF3dxdTU1Pkoa+FudZvlqbpNZqmryQy0DT9lqZpZh1wFYCMoigJRVG9ANQ0Tf+WPr97/hWAP7g45rKAUwGAubvSAFQXs9RKAPsAsgB+D8BvaJrep2n6AMBvAPx+qWsQqoPNZoNAIIDP52v0UJqCwcFBxGIx1q4L1cDv90Oj0aCzs7Pkfoy/dnd3d1WbcxgduFqtviIfKcbW1hZWV1chlUob8oDSaErJIYrB9ArUKvlOKBSir68PoVCIVREtEAjgdrtxcHBQtUKNoiiYzWZOce0URcFut2Nzc/NKoc64mnz99de4efMmsVsrwb179/D27duGJSs2G4xLFZcHZxJo0z7U41Hq5wAWaZo+AWAGcPmuuXPxGgCAoqj/maKobQD/GX6Y4f7XAAYBBAG8A/AvaJrOXRy3XeBcJa/xORRF/XOKohYoilqoZhRwqzMyMoLt7e2qd2e3KhMTE1hdXa1L06nf70dnZ2dZz+yTkxN4vV7YbLaq6rUTiQT8fj8cDgdUKhWr/Z8+fYrDw0P8+Mc/xtTUFBKJRFu64nR1dSGZTLKW1dQjnpuiKLhcLuzv77P23rbZbDg7O6va71Aul0MoFHKaOe/o6IDRaCxYqItEIjx48IA0gZeBsaNsV6lXJYyNjcHn87FaeXr16hU0Gg0JtGkTyhbcFEX9R4qiVgp8/ZTFsUMA/lcAf8xmMDRN/480TVsB/DWAP7l4+fcALAEwARgB8K8pilKzOR/La/6fNE2P0TQ91qwR0o3i3r17ePPmTVs2unGF+eCqddPp9vY2NBoN1OrSfyLJZBI7Oztwu91Va86haRqBQADJZJKVDjybzeL169dYXV3F1NTUJx86jCdwOzqXGAwG1vHmwHkxWo+UU7vdjlQqxXoGvqenBzKZrOAscyX09vYiHA5zKvyUSiXEYnHBiQGmt4FLxH070mwpunyg3MrT5UCbdrSfbFfKFtw0Tf8uTdO3C3z9u1LHURRlAfB3AP4JTdNM50UAwGWRqOXitc/5a5zPjAPAPwXwt/Q5GwB8AG5eHGctcC621yBck3ZvdONKrZtOA4EAlEoltFptyf329vawv78Pl8tVNb3g6ekpPB4P1Go1q5CGtbU1zM7OYmBgAJOTkwWLfsa5pN1ccZRKJefodL1eD7PZjKWlpRqN6hyz+XyxkO3MdWdnJ7q7u+HxeCpKe7wM46DCtVG0p6cH8Xi8oA5do9FAJBJhb2/vWmNrdZolRZcvMCtPhZxLSKBN+1ITSQlFUVoA/x7A/0DT9CvmdZqmQwASFEX9zoUm+58A+HcXx/RfOsVPAby/+O8tAE8u9ukBMADAC+DXAH5CUVTnRbPkTwD8utQ1CNWHD04czYRWq4XT6ax602kwGIRUKi2r2Q4EAshms7DZbFULs4nH49ja2mIlIYlEIpiZmYFUKsXjx49LPhyIxWJMTExgdvbznuzWRyqVsmpUvAyjRa51b4XBYIBMJmOtU1UoFLBarawdT0ohlUohlUo5N4ra7Xbs7OwULPp7enqQTCY5P+S0G3xP0eUbcrkcd+7c+cS5hATatDfXtQX8TymK2gEwCeDfUxT164tNfwKgD8CfXtj8LVEUxSQJ/JcA/i8AGwA8AH518fr/ciFVWcZ58fwvLl7/CwD3KIp6B2AGwH9P03SUpun9i23zF1//08Vrpa5BqAGME8eHD1f6ZwkFsNvtVW06DYfD6OjoKOkCQtM0fD4fFAoFq6RJtgQCARwdHcHtdpeUkKRSKczOzmJnZwfT09OsG9XUajVu3LjRdg90BoOBU/MkA9NbUWtnic7OTuh0uoLJjoWQSCRwuVzY2triZPFXCKPRiGg0ymnGXCAQwGazFX1IsNlsCIVCOD09vdbYWp2xsTFsbGzwLkWXrxgMBhgMBiwvL5NAGwKoamjrWoWxsTGamP1XztzcHNxud9umtHFldnYWt2/fvtZMRyQSAU3TJYvobDYLn88Hs9lctVCPs7MzbG5uoru7u6RePJfLYWlpCclkEmNjYxVff3V1FSKRCAMDA5UOuenwer1wOp2cVyJyuRxmZmZw//79moe4pNNp7OzswOVyQSgUlt2fsaDs7OwsK30qRSaTQSAQ4OwwEo/HcXR0VHAp/+zsDF6vF263m1izlSCbzeLZs2d49OgRCWdhya9+9SvEYjH84R/+IfHYbnEoinpD03RByxlyVyFUjYmJCbx79+7aM1jtwnUjgZlZvlLF9vHxMXw+HxwOR9WKr1QqBa/XC6vVWrLY9vv9mJmZgclkwsOHD691/aGhIUSj0bpaKzaarq6uirTFTIPuq1evaq5/l8lk+YAcNtdiLPmOjo4qmsFnEIvFUCqVnH8+jHNPPB6/sk0oFMJqtWJzc7PicbUDTO8OCUBjx9raGnQ6XV66RGhfSMFNqBrVjLhtB67z89rb20Mmk0Fvb2/RfRhrPbfbjY6OjusOF8B5kb+7u4u+vr6is1uxWAxPnz5FMpnEj3/8YxiNxqpce3Jysm7WinxAo9FU7NIilUrrlgorFovhcDjg9XpZSzLMZjMoiuLkrf053d3diMfjnGUgJpMJ0Wi0oJ5cKpVCr9dfa1ztgFKpxM2bN/H69etGD4W35HK5/M9nYmICDx8+xPz8PHH1amNIwU2oKlKpFHfv3iUWUiwp1FhTjoODA6TT6ZId7ru7u4jH41VzIqFpOh89brfbC8ocMpkM5ubmsLa2dsXmrxrUy1qRT4jF4oo/oGvVoFuIjo4OuN1ubG5ush5vd3c3VCoVax14IWw2W0VNfA6HI/9+/hy1Wo2Ojg6SsFgGk8kEpVJJencKkMlk8Pz5c1itVgwODgIgrl4EUnATaoBOpyMWUhxgGmtWVlbK7huPx3F4eFgygn1nZwc0TcNqtRbdhwtMaqRer0cxr/rV1VW8fPkSg4ODRW3+qkGtrRX5RqXNkwzVbtAthVAozEfBs5VJaTQa9Pb2YmNjo6KHKJFIBJ1Ox/lnJBQKYbFYijZR9vT0IJVKtc1qSqUMDQ1hf3//Wu/RViMajeLrr7/Gj370oyuTIoyrF1kZaE9IwU2oCcRCihv9/f35BrRiHB4eIhaLwWazFdyey+Xg9XqhVqur1riaTCbh9/vhdDoLplGGw2HMzMxAqVSWtfmrFlqtFi6XC+3Q4CwWi689m1/PVFihUAi3242dnR3WvRwymQwOhwM+nw8nJyecr9nZ2YmjoyPOvRAymQwqlaposWi1WhEOh4kEoAykd+cHlpeXsb6+jidPnhR1IjEajdDpdFhdXa3z6AiNhhTchJrBWEi1Y1pgJYyPj+P7778v+PNKJpOIRqOw2+0Fj81ms/B4POjt7S2bMskWJiCnkOUfY/MXDAYxPT1ddFy1wmazQSwWw+PxlN+ZkE+FrbRBlwsCgQButxuhUIi1tzUjSdne3q5oVtlut2Nra4tzuE5XVxeOj48LXpNp8PT7/UQCUIJ6NunylUwmg6dPn0KlUmFycrKsjG9gYACpVIr0CrQZpOAm1JSHDx+2ZVpgpTA/r8uzaoyjg8PhKHhMOp2Gz+eD0+mETCaryjiKBeTkcjksLi5icXERY2NjGB0dbZiF2vDwMEKhENHasqBU8l0toCgKLpcLkUgEh4eHrI5hCnXmQY8LAoEADoejIocRZia70D1KKBTCZrPVRZLTzIjF4rbt3QkGg3kJCRebylITLITWhBTchJoiEonaNi2wEj633Eqn0wiHw0X9mOPxOEKhEPr6+qri71oqICeRSGBmZgYWiwVTU1M193hmw7179/D27VuynM0CuVxeV/0oM0O8v79f0Iav2DF2ux0nJyecLSDFYjEMBgO2t7c5j9Nut2Nzc7NgE6VEIkF3dzfn87YbOp0OdrsdS0tLjR5K3VhcXEQgECgpISlFoQkWQutCCm5CzWHSAttBc1sNGMut2dlZBAIBuFyugsV2JBJBMpksup0r2WwWGxsbMBqNV7TYwWAQCwsLmJ6e5lWw0eXlbLLsX55G6EftdjsSiQSnWeve3l50dHQUdRIphkqlgkQi4bzq0dHRAaPRWHSJX61WQyqVYnd3l9N52w273Y5cLtfyKwKpVAozMzMwGAwYHx+veJWPeJq3F6TgJtQFi8VCNLcc6Orow6MlAAAgAElEQVTqQiqVwsnJScFient7GwKBAGazuSrXuxyQ87ks5cOHD9je3sbjx495mZLGWFGSDy12DAwMIJlMIhgM1u2aVqsV6XSaUyHc1dWFrq4ueL1eTg9TBoMBR0dHrPXjDEqlEmKxuGiYTnd3N46Pj1lLZNqV0dHRujXpNoKtrS389re/xf3790u6RbGFeJq3D6TgJtQNorllB+Pu8pOf/ASJROKTpfVcLgePxwOtVgu9Xl+V65UKyJmfn0c2m8XExERVrlUrdDodrFZrWy1nX4fx8XGsra3V1fbObDbj9PSUk4WcUqmExWKBx+PhFHBjs9kQDAY5h+L09PQgkUggnU4X3G61WhGJRCpyU2kn6tmkWy+YIJv9/X08fvwYUqm0auc2mUxQq9VYW1ur2jkJ/IMU3IS6wmhuW+lGXE1OT0+xubmZD6yZmJjIpyuenp7C4/HAYrFApVJV5XqRSASJROJKQE42m8Xz58/R09NT9QCbWuF0OttiObsaNCpEiElG5aLPlkgkcDqd2NzcZO1CwujHi+myS2G327Gzs1P0Wk6nsyJHlHai3k26tSaZTGJmZgZ2ux0jIyM1ucbg4CBisRjn3gVC80AKbkJdIfHvxclms/D5fHC5XBAKhQB+KIyePXsGj8cDl8sFiURSlWt5PB6IRKIry6LJZBLPnj3D8PBwUc9vvtKKy9mVpjCWo1EhQgaDASKRCIFAgPUxIpEo39jI5Riz2Vw03KYYAoEANput6LUub6/V76YVqHeTbq3weDxYWFjAo0ePYDQaa3qtyxMshNaDFNyEulNJnHmrc3Z2lrf2+1wnfXR0BLvdjlAolC/Er0M8Hsfm5iZsNht0Ot0n27a2tvAP//APePTo0ZVtzcLU1FTLLGcfHx9X5QGrGPWMf7+MXq+HTCbj5PxRiQuJXC6HWq3mPGsokUig1+uL6twlEgkMBgPxUS5DM4e85HI5vHr1Cul0Gl999VXN0nMv06iVJ0J9IAU3oSEYDAbo9fqmvBFXGyYh0m63X9FQh8NhpNNpDA8Pw+12X8vpJZfLwe/3I51Oo6+v78q1lpaWEI1G8fjx47p8uNQKZhXlxYsXTb+KkkgkoNFoanqNesa/X0an00GlUnGagVapVJzdQnQ6Hc7OzlhbEzIwP/dix6lUKshkMhJrXoZGNOlel1gshpmZGQwODuL27dt1vbZYLCZWui0KKbgJDaMZb8TVhim2meREBpqm4ff70dHRAZPJBOB66YqpVAoejwcGg+HKsiij1+7s7MTo6Oj1viGeIJfL8eWXXzb9KsrR0VFd/M7rGf9+Ga1WC51OB5/Px1qewbiFcFl2N5vNiEajnJsdTSYTotFoUZ9kvV6PTCZDwkvKMDExgffv3zeFVGJtbQ0rKyuYnp5u2CofY6U7Pz/fkOsTagMpuAkNpRFuCXyBpml4vV5YLJZPZANnZ2fweDx5W7TLVOL0EgwGsbe3h76+viuWf7FYDM+ePcPo6Gjd49lrjV6vh9FoxPLycqOHci2q4bHOhkZJcVQqFbq7uzkV3RaLBR8/fuQUGMLEtHNtdnQ4HCX9wC0WC3Z3d4lzSRmmpqZ4LZXIZrOYnZ2FQCDA1NRUwy1QLRYLZDIZ1tfXGzoOQvUgBTehobSrZo0pts1m8yf2UplMJj/jXSy5jG26YiaTwcbGBpRKJaxW65XCzefzYXl5GdPT01Cr1df/pniI2+3O2yw2G2dnZxUHalRCIxualUoljEYja89tiqLyhTDbsQoEAs6Nl8B5vLvFYikpfSHOJeXhs1QiGo3mG8UHBgYaPZw8t2/fRiQSIbKlFoEU3ISGw7glfPPNN40eSl1g4tONRuMnM85HR0fY2tqCy+UqqaFmk64YjUYRCATgdDoLFtPz8/M4PDzEw4cPGz6TU2vGxsbg9XoRi8UaPRROHB4e1v1BqJHOEnK5HGazmXXRLRQKYbPZOGnPmZh2rs2OMpkMKpWqaOHDFPNcZunbEbVajb6+Pl6lDq+vr+P9+/d48uTJlYRdPjA5OYl3796VnWAh8B9ScBN4gVarhd1ub4vgks3NTRgMBigUivxr+/v7iEajcLvdrJxImHTFzx9Szs7O4PV6AZzPun1+rkwmg5mZGZjNZgwPD1fhu2kOpqamMD8/z0mC0GgSiUTV/Na50EhnCalUCqvVCo/Hw2q2uJICWq1Wo6Ojo2iiZDG6urpKasfFYjGMRiMnF5V25Dq9KNVmYWEBJycnmJqaqutqEhcuT7C00ypwK8LPdxihLbHb7XknjVbF7/ejq6vrE7lIMBhEJpOB3W7npNfV6XQwm835h5REIgGfzweLxVIwhTIajeLrr7/GxMREvhGzXRCJRJicnGwq55Kzs7OGrT7Uo6H5w4cPBR+AJBIJHA4HvF4vqwJDrVaXjGQvRE9PD5LJJOf4d6vVinA4XHRcSqUSCoUCHz9+5HTedqPRqcNMo7jBYKi7C0klNMozn1BdSMFN4BWjo6Pw+XxNt/zPhu3tbWi12rxMgKZpbG5uQiaTVRyo4HQ6cXZ2hm+++QbJZBJ9fX0F5SgfPnzAhw8f8OTJk6La8FZHqVQ2TRBHJpOpiuf6dahVQ3M2m80XDsWkUx0dHXA6nfD5fKzi2Q0GA+cCupL4d0Y7Xir0pqurC6enp5xtCNuNRqUOM8FeIyMjTRXs1SjPfEL1IAU3gXc04/J/OXZ2dqBUKvPevowTicFgQGdnZ8XnTafTUKvVSCaTnzRfMuRyuXxD6v3793m7bFovmiWIIxAINHwVohYNzYwrzu3bt8s2p4lEIrhcLmxubrJyALHZbAiFQqwL6Erj30UiEYxGY0kZi8Viwd7eXkuEL9UK5v1Vz1WncDiM169f49GjR7zUa5fDbrdDJBLxQo5D4E57f/oSeMnl5f9WIBgMQiaT5Qvrk5OTvBPJdTyWw+Ewdnd34Xa78fjx4yuWbqlUCjMzM3C73RgaGrr299EqMHIJvqYEplIpiMViXjSzVnMp+8OHD3l/Y7bFjlAohNvtxvb2dtni9XIBzbaAqzT+XalUlpWxOBwObG9vE+eSEkilUnz55Zd1aZj/8OEDfD4fpqenmzrYq9FyHELlkIKbwEuUSiUGBwebYvm/FOFwGGKxOO+nfXh4iJ2dHbjd7opv+qenp9jY2IBMJoPNZoNAIIBIJPrE0i0cDGL+V7/CgwcPYDAYqvkttQQTExP4/vvveRlYEgqF0Nvb2+hh5LnuUjYjIcnlchX5GwsEArhcLgQCgbJODUKhEFarlZP1X6Xx7z09PUgkEkin0wW3CwQCOBwO4lxSBr1ej97e3pr65c/PzyObzWJycrIlVvnYWsMS+EXzv/MILYvJZIJSqcSHDx8aPZSKiEQiEAgE+QbGaDSKg4MDuFyuim/6+/v72N7ehsPhuBL5LZfLcefOHfzff/VX+Dg7iwd2O6Q8LCj5wsOHDzE3N8cr6VI8HodKpeJdUVBp/DsjIbl16xYGBwcrvj5TdIfD4bKacqlUCp1Ox6nhU6fTIZvNcn4As9vt2NnZKTqL3dHRgd7e3qb0ga8ntfLLz2azePr0KXp7e1tqlY+NNSyBf/Drrk4gfMbQ0BCi0WjTGf/v7u4il8vlZ5cDgQDOzs5gs9kqSg48OzuDz+fD2dkZXC5X0VlC/+oqrEdHUAiF50Xbzg5Aiu6CMNIlPnX+7+7u8nZFgmv8+/r6ej5YqRoR2YxkZHd3t2xhrNVqIRAIOEXVV5IYySZMR6FQQKVScZ5Bbzeq7ZfPNEeOjY3BYrFU5Zx8grGG5dP9i1AaUnATeM/k5CS+/fbbplk+29vbw+npKYxGYz7kRqFQoKenp6LzHR4ewuv1wmQyobu7u+A+2WwWz//Df4A9k8GDyUmkUylEdnfPN25uAqR5qyBqtRo3b97khXQpEokU/f3yBTbx77lcLu8ZXO1gJaboPjg4KFuYGY1GJBIJTvcNJv6dy6yhWCyGXq8vOaOu0+lwdnbWku5L1aRaDfPBYDDfHNmqKbrA+fvKarW2RX5FK0AKbgLvaabls4ODAxwfH8NkMiGbzWJjYwNGo7GijniaprGzs4NEIoG+vj5IJJKC+6VSKTx79gyj9+7BcLFsf+fOHWz6fOfFRjYLeDwAz392jYIP0qWPHz/i9PT0ikyIb5SLf4/FYpiZmcHg4OC1JCTlsNvtSCaTZWew7XY7AoEAa+eSy4mRXGB+b6WsAM1mMw4ODopqvgnVWXVaW1uD3+9v+uZItjidTuRyOc7vWUL9IQU3oSmoZzd7pcRiMSSTSZjNZhwfH8Pn88HhcHwS386W4+NjbGxsoLOzE2azuagMJRqNYm5u7oeZHIsFuEgnHPnySywvLyN7dgacnADkhlyUoaEh7O/v133Zn6ZpbG1tQSgUwmw21/XalVIs/r3aEpJyWCwWHB8fl3RrqMT6r9L4d5PJhGg0WnJ2ltF8k8TA4iiVyopXnZhjWqU5ki2jo6Oc5F6ExtA+70hC08N0s6+srDR6KFdIJBKIx+OwWq1IJBIIBoNwu93o6OjgfK6PHz8iHA7D7XZ/Ev/+OX6/H999992nMzkCAeB0AmIxxB0duDU0hLdv355vi8eBGiYHNjsTExNYXV2tetBLMRgvdp1OVzAZlM9c9jNnJCSZTKbqEpJyMCtJpZIdRSIRLBYLJ+u/SuPfHQ5HycY/4lzCDq6rTplMBk+fPoXVaq3pygqfYSP3IjQWUnATmgq32410Os0rD2Vmadtut+cbuipxIjk9PYXH44FYLIbD4Sh5/MrKCvb29vDw4cOr+4lEgMsFCARQq1Qwm81Ye//+fFs4DJBZkILUIuilGJe92Js1+XNgYADhcBh/8zd/g8HBwYa5QBiNRlAUhVAoVHQfmUwGjUZTcp/P6enpweHhIScNuFAohF6vL/kA0NHRUZH3d7vBdtUpkUjg66+/xtjYWMPDohoJI/eqZ5AQgRuk4CY0HePj47zxUD46OkIkEoHdbsf29jYAVNQRf3BwgK2tLdhstpLJk0xypEQiwejoaPETyuWAwwEAMPX2gqIoBAKB821bW0CTNKDWm2oGvRSjGl7sfCAajSKXy0Gn0zX8+zAYDOjo6PjhPV6Azs5O0DTNqXGR0YBzeQDTarVIpVIlpSVyuZzzA0A7wqw6FXvoCQaDWFhYwPT0dEs3R7JFLpfzXnrZzpCCm9CUTE1N4fXr1w3VQqbTaYTD4XyTlUaj4ewykcvlsLm5iUwmU1aCks1m8fz5czidTvT395c/uVYLGI0AgJsDAwh//IjE4eF586TXe95MSbiCVquFy+XCwsJC1c+9u7uLWCwGt9vd1BpTRs705MkTPHnypC6rAuXQ6/WQy+X5B99CmEwmTo2LjAacqwTEZrOV9ZRmHgAODg5Yn7fduNww//n7a2lpCYFAAI8fP+ZFKitfqEeQEKEymveOT2hrxGIxJiYmGuZBenx8jEAgAKvVmrfs4zrDcnR0BI/HA6PRWNYykHEiGRsbg/GiiGaFyQRcOCh88cUX+G51FZnTUyCTIc4lJbDZbJBKpVhfX6/aOZlC0Gq1Vu2cjWBtbQ2RSCQvZ2L+FmdnZxs9NHR2dkKtVpf0xXY4HJwaFyuJfxcKhejq6iqbH2AymRCLxYhzSQk+X3Vi9NqdnZ0YHx9v8Oj4Sa2ChAjXgyKNGz8wNjZG12JWi1A7tra2EIlEMDY2VrdrnpycYHt7G729vQgGg3A6nZxmWGiaRjAYBE3TJR1IGKLRKL799ls8ePCgsqX7XA5YWwNOTpBKpfDu3TtotON4/lyA9QM9VLds+NnPgOFh7qdudV69eoX+/v5rhdEwll0GgwGqCweZZmVhYQEymaygXntnZwehUIgXRdDh4SGi0SgcDkfBv6/T01P4/X643W7WQVR7e3vIZrOc/PR9Ph8sFkvJlSuaprGxscH5PtJu+P1+rK+vg6ZpTE5ONm3vQz15/vw5RkZGKrKlJVQGRVFvaJouWJCQGW5CU2Oz2SAWi+vmQcrMGuh0OkQiEfT19XH6kDw5OcHGxgbUajUsFkvZD3ufz4f3799fz1NWIAD6+wGRCHK5HBTlxr/6V6tIJAC3JoqTQBR/+ZcAWYG8ynVDlzKZDDweDywWS1MX27lcDi9fvkR3d3fR5kiLxQKZTNZQP3MGlUoFg8EAr9dbUApSSeR6V1cXTk9POfWOWK3WsteoVLbSblAUle9zIcU2O6oVJESoDqTgJjQ9w8PDdfEgZWbFFAoF0uk0nE4np5j23d1dBINBuFwuVsXX8vIyDg4OMDU1dX29r1icb6JcfKuHVqNELrcJgQCwC7bQo0jib//2epdoRa4TupRMJrG1tQWXy1U0tKgZyGazePbsGW7cuAG73V5y39u3byMajfIixlyhUMBkMsHj8RT83SkUCiiVypKOIp/DNf5dJBJBq9WW9Apn9rNYLCWlMO2Mx+NBKBTCL3/5S968v5oBkUhEnEt4BCm4CS1BrT1Is9ksNjc3IRQKIRaLOYWUZLNZeDweCIVCOJ1OCIXCkvszvsYymay0EwlXLoJxwmHAbHHi5CSOVOr8IcWR82LHS2ZBCiGVSnH37l1O/QLRaBT7+/twu91lf998hukdGB8fZy2rmZycLOksUU9kMhksFgs8Hg/Ozs6ubO/q6kI2my2ZEPk5XOPfu7q6kEgkymrGZTIZOjs7S0bEtyNra2uIx+OYmJgA8MP7q15++c2OXC7HnTt3KgoSIlQXUnATWoJykdPXgQkoOTs7Q3d3N6eQkng8js3NTdhsNlbpe8xsotvtZudEwhWDARpnF5JJoLv7Dvb313GaOcZRIosvVKSJshg6nQ52ux2Li4tl993Z2UEul4PNZuO0AsI39vf38erVKzx48IBTQ3ApZ4lGIJVKYbfb4fV6C47HbDZjb2+P9cN6JfHvbKQlwLlDDkVRJDHwgsXFRZydnX0y8cC391czYDAY8kFVhMZBCm5Cy1Ascvo65HI5vH//HtlsFk6nk7UON5fLwe/3I51Oo6+vj1XiZDKZzM8mcnIi4ciT/8KK3ZQCyaQAPYYR+HxLiMdy+L0HaYCEcRTFbrdDIBAULbRyuRy8Xi/UavW1miz5QDAYzMe0S6VSzsfXw8+cC0yYlM/nw+np6ZXtDocD29vbBWfBC8E1/r2jowMqlYpVId3b24tEIsGLFYJGkcvlMDs7i87OTty+ffvKdrFYjMnJSV444zQLAwMDSKVSvAqNazdIwU1oKYxGI7RaLdbW1q59rlwuh3fv3oGiKNy8eZO1DjeVSsHj8cBgMLAunCORCF6/fo1Hjx7VPMBheESA//zP3FBoxdjbl8BmH8SPJpZx4waAg4PzNEpCQUZGRgr2CzApoZXYQ/KN9fV1+P1+fPXVV9dyzdBqtXA6nTXxM6+Ejo4OOJ3OvO/9ZS7PWrNtXOQa/97d3Y2DgwNWs7JM4E6hh4NW5/j4GDMzM7h16xacTmfR/dRqNW7evEmkEhzgU2hcO0JsAS9BbAFbh7m5OTidzopnimmaxuLiIpRKJW7cuMFaGhCLxXB4eMjKgYTB5/MhGAxicnKyvmEoqRTw/fdALoft7W2k02ncuHHjfJvLdR6cQ7hCLpfDzMwMHjx4AKlUiqOjI4RCIVb6fL6ztLQEgUCA4Sp6RC4vL0OhUMDtdlftnNfh7OwMXq8XNpvtykN0MpnE/v4+bDYb6/Ntbm7CYDBALpeX3TeTySAQCJQsJBmy2Sx8Pl/ThyRxYX9/H2/evMH9+/dZ/TwB5CdXBgcHazm0loGRLT569KjhCbGtCLEFJLQd5SKBS0HTNH77299Cq9ViYGCAkw5Xq9XCarWyPmZpaQnxeBz379+v/4eqXA5cFBZWqxWn2SxCzOz25iZQowbUZofpF3jx4gWi0Sii0WjTN0cC5w+pCoWiqsU2cO4iFAqFyjp11AuhUAi3251/yLyMUqmEXC4vG1hzGS7x72KxGAqFglW6ZLs5l2xtbeVlTGyLbeC80E4kEqTZlCUikQiTk5O8kXu1E6TgJrQk17Fze/nyJaxWa01n5BgnEpVKhZGRkZpdpyw6HXChNx66dQvbW1vn3f+53HkSJWlKKohcLscXX3yB169fw263N3VzZDabxdOnT2G322vTqAvg3r17ePv2LW90yQKBAG63G8FgEEdHR59s0+v1ODk5weHhIatzcfXRNhgM2NvbY6UXl8lk0Ol0CAQCrMbSrKysrCASiVQsY5qYmMD79++JVIIlSqWSyHEaACm4CS2LWCzmbOcGAGNjY7BYLDUa1fmy8rNnz9Df38+PZXaLBbhoBh29excrKyvInp0BJydAnQKFmhGDwYCbN29iuYkTg46Pj/Hs2TOMjIzAZDLV7DrXeQCuFRRFweVy4ePHj1eKa6vVikgkwslv22w2sw7SsVqt2N7eZrWvVquFUChsSecSZuJBIpFcOy344cOHeP36NQl5YQnTb1KNficCO0jBTWhpdDodrFYrlpaWWB8jk8lqNp5kMomvv/4aExMT/HKycDoBiQQioRC3b9/G4ps3568fHgKkq70obrc7nz7abCQSCbx48QL3799nZVl5XSrxM681zOz03t7eFS9up9OJra0t1g8IcrmcdZCORCKBVCpl7f9tNBpxeHh4ZTa+mWEmHqplgSoSiTAxMUFCXjhA5Dj1hRTchJbH6XQim802vCgKh8N5JxLeRROLRIDbDQgEUCqVsNntWP3uu/NtkQjQgrNr1WJsbAxerxexWKzRQ2FNJBLB/Pw8Z73sdankAbjWUBQFh8OBeDz+ibZaIBDAZrNx8tvmEv9uNBqxu7vLuji02WwIhUIt4VySSCTyEw/VtEBVq9UYHBzE/Px81c7Z6oyPj+P9+/ckSKgOkIKb0BY0uijyeDzweDyYnp7mb2e4VJqPfzf29KBDJPph2XtrCyA35KJMTU1hfn6+KZaz/X4/vv/+e0xPT1/L9q9SnE4ncrkcp0K2HthsNhwdHX1i8yeRSGAwGFjLPwBu8e8Wi4X1uZnZ+M3NzaaewQ0Gg1hYWMD09HRNJh6IVIIbAoEAU1NTmJubI0FCNYYU3IS2oVFF0dLSEo6OjhrjRMIVrRa40PLeuHED0b09HMRi502Um5tAExSUjYDp/H/x4kWjh1KS1dVV7O7uYmpqqqHvxdHR0YJ+5o3GYrHg5OQEu7u7+ddUKhUkEgknlxWHw8FKjiKVSiEWi1k3+wmFQlit1qZ1LllbW4Pf78fjx49r+rBHpBLcEIvFmJiYIEFCNYbnn/4EQvWotx1SLpfDy5cvodFoqm61VlOMRqCzEwDwxfAwPrx/j+OTk/Ni2+cj8e9FUCqVGBwc5G3n//z8PAQCwbWb06rF1NQU3rx5wzpSvV6YTCbkcrlPtNgGgwGpVIr1srtQKGQtRzEajfj48SPrWWupVIqurq6mSwx8/fo1crkcJicn63I94lzCDbVajRs3bhA5Tg0hBTehrWCCbGp9U2Eagm7cuMEq5IJ32O2ATAaBQIAvRkbw7dLSeUFwdARwWF5vN5jl7A8fPjR6KHmy2SyeP3+Onp4eXoWDXPYz55tEoqenBwKBAKFQKP+a1WpFOBxmvUImkUig1+vLWvpRFAWLxcKpgNZoNBCLxaxTLhsJYztpNpsxNDRU12s/fPgQc3NzTSH14gMWiwVyuRzr6+uNHkpLQgpuQtthsVggk8lqdlO53BDEKycSLggE502UIhFkUin6+/ux/O7d+ba9vfNGSkJBBgcHsb+/jzATItRAkslk3vaPS3pivZDL5fjyyy/xzTffNHooV+ju7oZYLM4XwpVoqDUaDStLP5lMBqFQyKlxzWAw4OjoiNfNbqlUCs+ePcPo6GhNrVaLIRKJePtQx1eGhoYQjUY5hT8R2EEKbkJbcvv2bXz8+LHq6XfhcLimDUF1RSw+j3gXCKDT6aDRaLDh8Zxv29kByFJtUZik00YWQ8FgMO+Ko9VqGzaOcuj1evT29vLSz7yrqwsKhSLvcMRIRbhoqI1GIxKJRNnQH5PJhFAoxCo8h4HrrHs9iUQimJuba/j7T6lUYmhoiLdSLz4yMTGBd+/e8SaoqlUgBTehbWHS76qlIV1fX4fP56s4LY2XKJXnwTgAnA4H0qkUIkxD2eYmlv/hGH/+58Avfwn8+Z8DPKyZGgIT9NKozv+VlRVsb2/jyZMn/HXFuQSf/cw7Ozuh0WjyRTajoeaS/sgm/p2iKJjNZk7SEmbW3e/382oG1+Px5J1w+PD+MxqN0Ol0WF1dbfRQmoLLQVXEuaR6kIKb0LZUM/1ucXER6XQak5OT/Hci4Ypef/4F4M6dO/B5vUilUvj+uyz++i88ONjLwWIBDg6Av/xLUnQziMVijI+P1zXohWnUlUgkmJiYqNt1q0GjrTtLodFo0NXVBa/XC5qmodFoIBKJWGuoGa/vcvHvcrkcFEVxCrjh0qBZDxYWFnB0dNRwJ5zPGRgYQDKZbLpm00bRiPtXq8OfvwYCoQFIpVLcuXMHc3NzFR3PFDhdXV3N5UTClUvx71+OjmJ5eRn/ceYMXcoTuCgfBIJzY5POTuBv/7bBY+URWq0WTqcTi4uLNb9WKpXCzMwMbt68WZXkvkbAZz9zlUqFnp6efNHd09ODZDLJujju6OiAyWQqO4tvNpsRDAY5SUskEgm6u7sbWkwyzbkGg4G398KJiQl8//33xLmEJVqtFi6XCwsLC40eSktACm5C22MwGGAwGDgvNzJOJDdv3oTdbq/R6HiCQHAe/y4WQ9zRgVtDQ1hdfQulEpCcxKFMnPvdajTnGTmEH7Db7RAIBDWdgYxEInj16hUePHgA/cVqRDNy2c+cTxIJBoVCAZPJBI/Hg1wuB5vNhmAwyDr9UaFQlI1/pygKJpOJk2QFOLd1E4vFVe9LYQPfm3Mv8/DhQ7x+/ZqXD3V8xGazQSwWw8P07xAqhhTcBAKA/v5+JJNJ1kEJjBPJ5ORkUxc4nBCJ8k2UasD5CJoAACAASURBVJUKDrsZ21vvAQDKozCkqX3E4wDPP28bwsjISM2CXj58+ID19XU8efIEUqm06uevN0yTW6WrTrVGJpPBarXmi26uziVs4t8VCgVomubctGYwGJBOp3F4eMjpuOsQDoebojmXge8PdXxkeHgYoVCoIQ9zrQQpuAmEC5ighHLOEpejieVyeZ1GxxPk8nz8+09/2ovkEYVQKIRcDqB2tnC0m8LPftbYIfKVage95HI5vH79GtlstjlSTDlgNBqh1+uxsrLS6KEURCKRwG63w+v1Aji3GvX7/ayPZ+LfS82yWiwWBAIBTtIS5rhIJMIqWv66fPjwAT6fjzfNkWwhziXcuXfvHr799lviXHINWucOTSBUgampqZLOEh8+fKhLNDGv0WoBoxE3bgD/9Z8MgKZD2Nk+hEaVw3/7cy+Gb5Gu9kIwQS/VaNJl5ExWq7XuYSL1YmBgAOl0mrdNbmKxON8IKRKJ0NnZySlK3OFwlHQXoSgKRqPxk/AdNjANmltbWzg7O+N0LBeYh71mbRQnziXcqOb9q11pvr8SAqGGlOrMXlhYwOnpad2iiXmNyQRoNLhxA/jTP/0C//gfr+KXvzzFgJPEv5dCLpdfq0kXAPb39/PBSiaTqYqj4x/j4+O8bnLr6OjIS0oYh5GDgwNWx7JxF1GpVMhms5xXRSrxC2dLI5Mjq83AwABSqRRvH+r4hlQqxd27d4lzSYWQgptA+IzPnSVyuRxmZ2fR3d2N27dvN3h0PMLpBCQSiIRCDA8P4+3i4vnMx+HheTAOoSBMk24lcgmfz4eVlZXWCFZiCd/juUUiEVwuF/x+Pzo7OxGLxVgvu7OJf7dYLNje3uY8LolEAoPBUNGxxUgkEnj27BnGxsYakhxZC5iHOj7aUfIRnU4Hq9WKpaWlRg+l6SAFN4FQAMZZYm1tDTMzM7h161brO5FwRSAA+vsBkQhyuRxOl+uH5dlo9PyLUJD+/n7OcomFhQXE43E8fPiwreRMzRDPLRQK4Xa7sbOzg56enrIhN5cpF/8uEAjQ09PDWVoCnM+QS6XSqsR0X+5dUavV1z4fn3j48CFv7Sj5iNPpBADeeL83C6TgJhCKMDIygrW1NQwODraPEwlXxOJ8E6WhuxsyuRw+Zhl7ZwdoYLQ532Erl7jsbzwyMlKn0fELpVKJwcFBzM/PN3ooRREIBHC73QiFQjAYDGVDbi5TLv5drVYjk8lU1AjZ3d2Nk5OTa8lyVldXsb293bK9K8S5hDu1dF5qVUjBTSCU4A/+4A+wtrZWNWeJlkStzse/97ndiMfj5zfhXA7wegEya1QUxhO42Gwos4Q/OjrKe3/jWmMymaBWq7G2ttbooRSFoii4XC7s7e1BrVZzci4pF/9utVorlodYrVbs7u5yLthzuRzm5uYgEomaLrmUK3y3o+Qj1XZeanVIwU0glICJfyczH2UwGICuLgDA8J07WF9fR/r4GMhmAY+HNFEWgSlkZmdnr2zb2dlp2SX8ShkcHEQsFuPkBlJvmKI7nU4DOPepZnucw+HA5uZmwZlxgUCA7u7ukqE5pXA6nZycSxgnHKfTiYGBgYqu2WwYjcaK+yvaEca5hHw+soMU3ARCGUhnNkusVkChgEAgwBcjI/h2aen8JpxOAxxm+toNtVqNGzdufCKXWF5eRjgcbtkl/OswMTGBtbW1sn75jcbhcEAgEGBvb491Q15HRwd6e3uLxr9rNBqk0+mKtMYCgQB2u52V1CUWi+WdcIxGI+drNTNMf0Wx3wHhU+RyOb788kt88803jR4K7yEFN4HAAp1OB7vdnncuIRTgUvy7VCLBwM2b+HZ5+XzbwQHAcqavHbFYLJDJZPjw4QNmZ2ehUCgwNjbW6GHxEmbV6dWrV6wbExuFzWaDVqvFxsYG62V3hUIBhUJRtNHRarVWXAyKxWIYjcaS0pStrS0sLS21lRPO54yPj8Pr9RLnEpbo9Xr09vZimbnfEwpCCm4CgSV2ux0ikQgej6fRQ+EvYnE+/r1Tq4W+qwvff//9+bZgECAfYEVxuVz4+7//e/T09MDtdjd6OLxGLBZjcnKyoBSHb5jNZvT29mJpaYn1A4Jer8fJyUnBiHahUIiurq6KnUeUSiXkcnlBacry8jIikQi++uqrtl9ZmZqaIs4lHHC73chms2RloASk4CYQODA8PIxQKFQVm62WRS4HLhr8rFYrTrNZhJkP981NgDTYXCEajeLVq1f44z/+Y+zs7JD4ZBYUkuLwFbPZDIvFgvn5edbOJVarFZFIpGDB19nZiaOjI5yenlY0Hr1ej9PT07xzSS6Xw8uXL8nKyiWawY6Sb4yOjpKVgRKQgptA4Mi9e/fw7t07UhSVQqc7b6QEMHTrFrb8/nPNbS533kTJcylAPfH5fHj//j2ePHkCuVzeNHIJPnBZisN3LBYLent7OT0gME2UhQq+60hLmPFEo1HEYjHMzMzg5s2bZGXlM6qRDNtukJWB4pCCm0DgCNOZTYqiMlgsgEoFABi9excrKyvInp0BJyck/v2CpaUlxONxTE1NQSA4vx2LxWKMj4+TJl2W3L59G9FolLUbSCNxOBwwmUzY3d1ltX+piHaRSAStVovoNQKmtFot/u7v/g6/8zu/Q7IGinCdZNh2hKwMFIcU3ARCBUilUlIUseFS/Pvt27ex+ObN+euHh0AVI6ebjVwuh9nZWWg0moJhNlqtFn19fU0hl+ADk5OTWF1dbYpVJ4vFglQqxXqsUqkUXV1dBePfu7q6kEgkKpKWBINBLC0t4Y/+6I/w8eNH1lKXdqS/vx/Hx8dEn8wSsjJQGFJwEwgVotVq4XK5SFFUCpEIcLsBgQBKpRIOpxPv3r0737a315bOJcfHx5iZmcGtW7fyEcmFsFgskMvlTSGXaDTN5FwCnLuXBAIB1p7YpeLfKwnE8fl88Pv9ePz4MeRyeVnnEgIwNjZG9MkcICsDVyEFN4FwDWw2GymKyiGVnjuX4Dz+XalSYYNxemkz55L9/X28ePECDx48YLWEPzQ0hP39/aaQSzSaZpLiUBQFu91eUCpSDKPRiHg8ng/UYejo6IBarcbe3h6r84TDYQSDQUxOTuZfUyqVkMlkrKUu7QqjTybJiuxgPM13dnYaPRReQApuAuGakKKIBZfi350OB05OThBifl6bm0ATSAGui9/vx8rKCp48eQKpVMr6uImJCayurvI+6IUPMKtOCwsLjR5KWcRiMfR6PafUTIfDgZ2dnSuz+Hq9HrFYrOzsfiwWw3ffffdJsc3Q3d2NdDpN3mclYPTJr169IvpkloyPj2NjYyPviNPOkIKbQKgCpChigcEAXMzqDt26hZ2dHcTi8fPmSa8XaOGu9uXlZezt7eHhw4f55ki2MHKJubm5ppBLNBqbzQaxWNwUfvkajQYAWBcjpeLfbTZbSVlIKpXC/Px8yfeg1WpFOBwmDhMlIPpk7kxNTeH169dt/74iBTeBUAVIUcQSmw24KDLujo7i/doajk9Ozottj6flnEsu+xuPjo5WfB6xWIyJiYmmCHrhA4xf/nUcPOoF41rCtvGxWPx7R0cHFAoFDg4OrhyTzWbx6tUrPHjwoGSgDUVRcDqd8Pv9ZAa3BAaDAUajkSQrskQkEmFychIvX75s6/cVKbgJhCpBiiKWOJ2ATAaBQICRL7/E0tu353aB6fS5XWCLwDRH3rhxoyr+xmq1Gjdv3sTr16+rMLrW5969e3j79m1TOJcUm7UuRrH4d4PBgL29vU+aMXO5HL7++mtMTEywkjIJhUJYrVZO+vJ2xO12I5PJwO/3N3ooTYFIJEIymWzrCSlScBMIVYQURSwQCM6dS8RiSCUS3BwcxNu3b8+3xeNAC1hvxWIxvHjxAvfv34fhIgCoGphMJqjVaqytrVXtnK3KZecSvs+qCYVCmEwmTk4hxeLfP5eWvHz5El988QXUajXrc0ulUuh0Ok768nZkbGwMfr+/oHsM4QeYZvHf/d3fhVgsbvRwGgYpuAmEKmMymaDVarG6utroofAXsfjcuUQggFajgcViwQrz84pGgc9m7pqJra0tLC0tYXp6GnK5vOrnHxwcRCKRIMUQC6RSKe7evdsUziUKhQJSqZS12whwrrn++PHjJ9pYsVgMqVSKeDyO+fl5OByOikJttFotKIoqKFEh/MC9e/fw5s0b4lxSBI/Hk28Wr8X9sJkgBTeBUAMGBgaQSqWIHVIp5HLA4QAA9BqNkEql8DKSkp2dprQLXFlZQSQSwVdffVVSK3tdJiYm8P79e9L5zwKdTger1YqlpaVGD6UsBoMBh4eHnIq3Qppro9GI3/zmN1CpVLDZbBWPp7e3F7FY7IoVIeEHSLJicRYWFnB0dFRRs3grQn4CBEKNYOyQSFBCCbRawGQCAPS53ThKJhH++PF8WxPZBeZyObx69QoSiQRjY2N1uebDhw9J5z9LmIAhXxP0CDCSELbF2+ea60wmg5mZGdy9excymeza4ylmRUj4Ablcji+//BLffPNNo4fCC7LZLJ4/fw6DwYDh4eFGD4c3kIKbQKghTFACKYpKYDTm7QLv3LmDLb8ficPDprELzGQyePbsGfr7+9Hf31+365LOf26MjIxge3ub93pbgUAAm83GqWmRiX9fW1vLN0g6nU6IxeJrr4KUsiIk/IBer0dvb2/bO5ckEgk8e/YMo6Oj11pdaUVIwU0g1BCy3MgSiwVQqQAAo3fv4rvV1aawC4zFYvkCp5rNkWxRKpW4desWadJlydTUVFPobSUSCTo7OzmFaTGhNiMjI1AqlQDOJSEfP3689r2nmBUh4VPcbjey2WzbOpfs7OxgYWEBjx494tSk2y6QgptAqDEkKIEFAsG5XaBEApFQiC9GRrD09u15ocBTu8CdnR0sLi5ieno6X+A0AqPRCJ1OR5p0WSAQCJrmAbizsxOnp6eswrSWlpawt7eHn//850gmk59orq1Wa1V6SYpZERI+ZXR0tC2dS1ZWVhAKhfD48eO2diIpBSm4CYQ6QIISWCASAf39gEgEmVSKgZs38ZZpdIvHzxspecLq6mr+w6WWzZFsIU267Gkmva3FYkE4HC6qn87lcpidnYVGo8kHK32uuZZKpXkP5OtSzIqQ8CnNspJSDZhwL4lEgvHx8UYPh9eQgptAqBPtvtzIikt2gZ1aLXp7e7H2/v35tkjk3DKwwczPz0MgEPDuw2V8fBzff/89cS5hQbPobUvpp1OpFGZmZnD79u18U2ixY3p7exEKhaqiwbZarYhEIjg5Obn2uVqVZlpJuQ5MuNfNmzfr2r/SrJCCm0CoI+263MgJpfI8Ah6AqbcXHSIR/Ix2dGsLaFBBmcvl8Pz5c/T09GBwcLAhYygHcS5hD5MUyHddskgkQk9PDwKBQP61cDiMubk5PHr0CDqd7soxjOaaCcChKApms7lqKyAOhwNbW1stXUxel2ZaSamESCSCFy9e4MGDBxX5vLcjpOAmEOpMOy03VoxO94NdYF8fDg4OEGVmtzc3gTr/7JiZnOHhYV533jPOJa0+s1YtxsbG4PV6eW/dqVKpIBKJcHBwgLW1Nfh8PkxPT5fUyioUCsjl8rzmWi6Xg6IoHB0dXXs8QqEQNputKWwWG4ler4fZbG4KD3gurK+vY319HU+ePIFUKm30cJoGUnATCHWGiZwmRVEZjEagqwsAMHznDrxe77kONZsFNjbO/60Dl2PaC80m8g2lUkmadDnQLNadBoMBT58+RSaTweTkJKsgkc8112azGcFgsCrSEolEgu7u7k9m3glXcTqdyOVyLfNwwqyg3b9/n4TZcORaPy2Kov6QoqhViqJyFEWNXXr9xxRFvaEo6t3Fv48vbbt78foGRVH/kqIo6rNz/jcURdEURekv/p+62G+DoqhliqJGL+37C4qi1i++fsH2GgRCo2mmyOmGYrUCCgUEAgFG797FysoKMqendbMLDAaDeSeSZoolNhgMMBgMWFlZafRQeE8zWHcyXu+Tk5OQy+WcxmmxWPLx7xRFwWQyVa1IVqvVEIlERCJXhtHR0abwgC9FJpPB06dPYbVaMTQ01OjhNCXXfTxZAfAzALOfvR4F8I9omr4D4BcA/u2lbf8GwD8D0H/x9fvMBoqirAB+AuCyqO4/ubTvP784HhRF6QD8GYAJAD8C8GcURXWWuwaBwBd0Oh3sdjsWFxcbPRT+IhAAbnfeLnB4eBhvFxfPC46jI6CGDajr6+vw+/28cSLhSn9/P46Pj3mvUeYDfLbuvOz1bjKZYLFYOP1OKYr6JP5doVCApmmkqpTi2tPTg0QiUbXztSrNLCVk3oM/+tGPYLqQ+hG4c62Cm6bpNZqmPxR4/S1N08GL/10FIKMoSkJRVC8ANU3Tv6XP17T+CsAfXDr0/wDw3wG4vN71UwB/RZ/zWwDai/P8HoDf0DS9T9P0AYDfAPh9FtcgEHiD3W6HSCSCx+Np9FD4i0h0XnSLRJDL5ejv78e3jLvEwQEQDJY+vgIWFxeRTqcxOTlZ9XPXk2bRKPMBg8EAvV7Pq1UBv9+P5eXlT7zeZTIZVCoVdnd3WZ/n8/h3i8WCQCBQteRIu92OQCBA4t9L0KxSQr/fj6WlpYbnDbQC9RDg/BzAIk3TJwDMAC63Se9cvAaKon4KIEDT9LefHW8GsF3gmFKvF7wGgcBHhoeHEQqFSKBEKaTSvF2gTqeDvqsL7z9cPOuHw0CVlmoZT9nOzk4MDw9X5ZyNhtEoN+PM2v/P3t3FtLH3eYL/ljHGGGOMMcYYv+AQQgiEQ4h5/BgcCCfTrVlpuntnX6RntdoedY92Rhr11a60M5qLvti5mquRVtpeaXZWo9292V21dvSMurfV05NDQnDcPhBCCByS8GIMBowxxjGOAcfYewHlQ04IuKDKVWX/PlL0nIfYVf/wUvzqX7+XUuvq6sLh4aEk+pnPzMxgf38fIyMjXz1haWpqwuHhIaddZbVaDYPBgK2tLTAMU2gVyAd2Fz0YDNL490uo1Wo8ePBANqmE7EClx48fy/Ipn9RcGXAzDPMfGYaZv+DPHxTx3h4A/xLAP77idRoA/xzAnxa7cL4wDPOPGIaZZhhmmsuOASF8Ghoawtu3b+mx7GW02tMR8DjtBQzg51zU9XXghoM92DzZO3fufNHXWO7YHGWfzyernTWxiN3PPJvNYmJiAk1NTejv7//m62w2GzY3N3FyclL0sfV6PRiGwf7+PrRaLbLZ7BdTKW9CqVSira2N5gxcwWg0wmazSbpzCfs9eH6gErm5KwPufD7/d/L5fO8Ff3572fsYhrEC+HcA/jCfz7PPyzcBWM+9zHr2sQ4ATgBvGIZZO/v4DMMw5rO/t13wnss+ftE5vvXv+9f5fN6Vz+ddzc3Nl/2TCBEMOyjB5/PRY9nLGI2n3UsA3O3qQnR397QQKZcDVlev3S4wlUoV8mRNJhOfK5YENke5XHsC802sfuapVArj4+Po6+uDw+G49LUMw8DhcBTSRIrV2tqKRCKBw8NDWK1WhMNh3nalNRoNdDodIpEIL8crV+wNvRQ7l7Dfg78cqERuTpCUEoZh9AD+EsA/y+fzPvbj+Xx+G0CSYZhfn3UO+UMAv83n82/z+bwpn8+35/P5dpymgQzk8/kIgH8P4A/PupX8GsDHs+P8NYDfZRim8axY8ncB/PW3ziHEv5MQPqnVagwODsrmcaNoLBag8bQ++ru+PiwtLZ0+GchmTzuXcLxhiUajCAQCGB0dLescRZPJJIvpilIgRj/zSCRS+D7U6/VFvUelUsFoNGKLYx2Dw+EoBNotLS28BsgGgwEnJyf4+PEjb8csR/39/djc3Px5voAEnP8elEMLVLm5aVvAv88wTBiAB8BfMgzz12d/9ScAbgP4U4ZhZs/+sNtG/wTAvwGwDGAFwF9dcZr/D8Dq2ev/17P3I5/PxwH8CwBTZ3/+x7OPXecchEiCXq/HrVu3MDU1JfZSpM3hKLQLfDAwgNk3b5A9OQGOj4FgsOh2gcFgEB8+fLhyiEi56OjoQDabpcf+RdBqteju7kYgEBD8XIuLiwiFQtf6PmxoaEA+n+eUAqNQKNDe3o5gMIj6+npkMhlec/zb2tqwt7dHdQNXGBoawuvXryXxeXr//n1RA5XI9TFU4PAzl8uVn56eFnsZhGBhYQFKpRJdXV1iL0W6slng3Tsgk0EqlcJPP/0El8t1Ooyhqek0KL/E3NwcstlsReYoTkxMoLe3l3axirC4uAgA6O7u5v3YuVwOgUAAer3+xsdfWVmBzWbjFCylUinE43FYrVasrq7i9u3bN1rDeblcDisrK7h16xaqqqp4O265OTo6wosXL/DkyRPRBslMT09DrVajt7dXlPOXE4ZhXuXzeddFf0djggiRoJ6eHsTjccqFvIxSCdy+DSiV0Gq1uHXrFt6+fXv6d3t7p91LvsHv96O2trYig21A3j2BS627uxvJZJJz2sZVjo6OMD4+DqfTyUsw397ejlAoxCkfW6vVora2Fnt7e2hubub1eqNQKOBwOCSZpywlYg5By2azePbsGUwmEwXbJUABNyES5Xa78dNPP52OMycXU6uB9nYAp9X/uoYGLC8vn/7d1tZX7QKz2Sx++OEHOBwOdHZ2lnix0iHXnsBiGRwcxOLiIm8/i/F4HC9evIDH44H5rAj4pqqqqmCxWLCxsXH1i89pbm7G0dERqqqqcHR0hOPjY17WA5zmmLe0tHBeU6URYwhaOp0uFOja7faSnbeSUcBNiEQpFAp4vV74/X7qXHIZnQ44+4XhbG/HcSaDLba/8Ll2gewvmIGBAZqWBvn1BBYTe4PCRxehYDCI+fl5PHnyBBqNhqcVnqqrq4Narcbe3h6n91mtVkQiEUGC4/r6etTU1EiqOFCKHA4HFApFSYagxWIx+Hw+PHr0iNLKSogCbkIkTKVSwe12Y2JignYiL2M0Amft/Hru3cP29jb2E4lCu8B4JFL4BVNsB4hKIIeewFKhUqng8XgwMTFx7WPMzMzg48ePGBkZESxf12Qy4eDggFN/bXZwTTgcRmNjI+9DuEwmE9LpND59+sTrcctNf38/tre3Bb05CYVC+Omnn/DkyROo1WrBzkO+RgE3IRKn0+lw9+7dknRLkDWrFWhoAAA86O/H+3fvcHh0hK3NTcxPT9MvmG+Qck9gqdHpdLhz5w7nLkJsrqzRaLx0mA1f7HY7wuEwp5t0dvz7x48f8enTJ957kNtsNmxvb+Pz58+8HrfcsJ1LhBiCNjc3h729PUFv+Mi30WecEBmwWCwwGAxYWFgQeynS5nQCtbVQKBTof/AAf/kf/gM21GqM/L2/R79gLiHFnsBSZbVaodFo8P79+6Jezw4S6e/vL1murEKhgN1u5zwUhx3/XlVVxXtqCcMwaG9vx9raGj2tu8T59CW+Pk+5XA4+nw91dXUVWyguBfQbiBCZ6OrqQjqdRjgcFnsp0qVQAB0dyCmVmF9ZgeN3fgeHDCP2qmRByJ21ctPT04NYLHZlV4+trS38+OOPnIbZ8KWmpgaNjY2cO4/o9XpUV1eDYRjs7u7yuialUgmr1Up94K/AZ+eSTCaD8fFxdHZ2oqOjg4fVkeuigJsQGRkcHMTy8jISiYTYS5GsVCaD8Y0NtP/u72JweBhOp7Ok1f9yJcTOWjnzeDxYWFj4ZueShYUFbGxs4PvvvxdtkEhjYyOy2Szn7iqtra2FgJvvFJDa2lro9Xpss4XN5EJ8dC5JJpN4/vw53G43TCbT1W8ggqKAmxCZ8Xq9mJqa4j3HshyEw2H8+OOPePQ7vwPj2S8Yh8MBpVJZkup/uROzJ7DcsDcov+wixD6+VyqVcLvdIq7wVFtbGyKRCOfuKg6HAwzDcE5LKUZjYyPy+TxtHFzhJteura0tTE9PY2xsDFqtVoDVEa4o4CZEZpRKJYaHh6mH8i/Mzs4iEolcuKPY19cnePV/uRCjJ7BcqVQqDA4OFm5Q2GE2nZ2dkpkSez53mstQHIVCgY6ODuzv7wvyc2OxWLC/v8+pm0olus616/3794WnK0qlUsDVES4o4CZEhjQaDe7fvw+/3y/2UkTHdoBobGyEy3XhRF0AP+co03TFq9FTgeLp9XrcunULT58+LQyzkdrje6VSCbPZjM3NTU7vU6lUuHfvHhYXFwWZBeBwOBAOh3FycsL7scvJ0NAQ3rx5U1R9xdTUFLLZrCSerpAvUcBNiEyZTCaYzWbMzc2JvRTRJBKJwjAbh8Nx6WtpuiI3fX19iEQivPdkLlehUAjt7e28D7Phi1arhVKpxP7+Puf3dXR0CNKrXaFQoL29HcFgkNPue6VRKBQYHh6+dPASu/HQ2tqKnp6eEq+QFIMCbkJkrKOjA9lstiKr/ldWVjA3N4exsTHodLqi3sNOV3z58qXAqysPHo8Hb9++pc4ll1hcXMTOzg7++I//GDs7O4jH42Iv6ZvMZjP29/c5j2+3WCxQKBSCjGivrq6G2Wym8e9XYOsrLrp2sVN0+/v7YbVaRVgdKQYF3ITI3MDAAEKhkKR/0fMpl8shEAjg8PAQIyMjnHMUjUYjWltbK/rJQLH4HGlejtgBOIODgwBOH/2/evVK0mlL7e3tWF9f5/yU58GDB4jFYoIMrtFqtdBoNPQ05QoGgwHt7e2Ynp4ufOz8mHaaoittFHATUga8Xq/kf9HzgS1Kczgc6O3tvfZxKvnJAFe/LAwkpzd9ExMTaGlpQXd3d+Hj5x/9SzVtSaFQwGq1Yn19ndP7GIbB/fv3BfuZMRqNOD4+xsHBgSDHLxd2ux0qlQpLS0sIBoN49+4dTdGVCQq4CSkDlZCfHI1GC0VpZrP5xsdjnwxQa7KrsYWB53fWKhU7SOTevXsXTo7UaDTo6elBIBAQYXXFqa2tRX19PecdZaVSiZaWFs7Fl8WyWq3Y2dmhlqdX6Ovrw+TkJILBILxeL03RlQn6KhFSJsq5h/LCwgJWNrabygAAIABJREFUVlbw5MkTXovShoaGqKd5kex2O9RqNZaWlsReimjYQSIejwdGo/GbrzObzdDr9VhcXCzh6rhpamrC0dER5/z8+vp6MAyDjx8/8r4mhmHgdDoRCoXKduPgpnK5HCYnJ+H1epHP56m+QkYo4CakjJRbD2X2l4tKpYLH4+F9J4d6mnPT29tb1EjzchSNRjE1NYXR0dGibvq6u7uRSCQk/bmy2WzY3Nzk3JbPYrEIls9dVVUFm80myMAduWOfrty5cwednZ2ST18iX6KAm5AyUy49lFOpFJ4+fYp79+6hs7NTsPOwPc2lnAIgJW63+9KR5uUoGAziw4cPGBsb4zSmnf1cSXUXkmEYOByOawW3DocDoVBIkHZ+arUaTU1NgqWuyNH5pytsn/dyfqpZjijgJqQMsdPJ5Fr1z45oHx0dhcFgEPx8JpMJBoMBCwsLgp9L7r410rxczc/PY39//1q5snIoolSpVDAajdja2uL0vusO0ylWQ0MDqqqqKqb70mXC4XBhTPsvn64YDAbYbDZB+qQTflHATUiZGhoakmUP5ctGtAupq6sL6XQa4XC4ZOeUK5VKBbfbjYmJCbGXIqhAIIDq6moMDAxc+xiX9U+WioaGBgCnu6hcaLVaVFVVCVZ4bDabkUwmZXcN49Pi4iI2NzcvHdPudDqRy+Wo65LEUcBNSJkqZjqZlBQ7ol1Ig4OD+PDhA+fAoxLpdDrcuXOn0Iu6nLDfi21tbejq6rrx8QwGg+R7v1ssFuzu7nIuIG5tbcXe3p5ghccOhwObm5uyuIbxjU1zK2ZMe6XNY5AjCrgJKWNqtVoWPZS5jGgX2sjICAKBAHUuKYLVaoVGo5F0Nw6u2F7vfX19vE7t6+joQCaT4dz/upTa29uvlZd93fcVg2GYihv/ns1m8cMPP6Ctre2LPu9XqZR5DHJFATchZU6v1+P27duS3Ym8zoh2ISmVSrjdbsnfpEhFT08PEokE5xxgKUomk3jx4gWGh4cFqR1wuVxYXV2V7BOUqqoqtLW1cR6zXlVVBYvFIlg6VnV1Ndra2iR9s8IXdkz7wMAA5xs+OdQMVDIKuAmpAOxO5Pv378Veyhfm5ubw6dOna41oF5JOp8Pdu3epc0mR3G433r17J9lAshiRSOSbhWl88nq9CAQCkk2R0Gg0UKvV2Nvb4/S+uro6VFdXY39/X7B1abVa7OzsCHJ8KYhGo/D7/RgdHb32mHa265Lf7+d5deSmKOAmpEL09PQgHo9Lpi9wIBBAbW0t+vr6xF7KhSwWC7RareRuUqRIoVDIOhVnZWUFKysrePz4seA3fnJ4gmIymXBwcIDDw0NO7zObzdjf3xfse6CpqQmfP3+W9Y3dt6ysrFyr9eRFTCYTTCYT5ufneVod4QMF3IRUECn0UM7lcpiYmEBbW5ug/bX5ILWbFCk7H0jK6XH23NwcDg4OMDw8XLIR2TqdDrdv38b09HRJzncddrsd4XCY89dSyP7cwOnTut3dXRwfHwtyfDHMzs7i4OCA1zHtnZ2dODw8pK5LEkIBNyEVROweytlsFuPj47h37x6vBWlCksJNilywqThSrRc4L5fLwe/3o66uDv39/SU/v9VqhUqlkuyAKoVCAbvdznkoDpvPzTUPnAun04n19XVZ3dhdhJ2k29DQIMj3IHVdkhYKuAmpMOd7KJfyFxbb/WFwcBBGo7Fk570psW9S5MZisUCv10t6iBDb9s/pdKKjo0O0dbADqqTayq2mpgaNjY2cn/DU1dWhpqZGsH8XezMQDAYFOX4psNfDu3fvwul0CnYeOad6lRsKuAmpQKUuCmS7Pzx69EgSnUi4UqlUsmivKBVSHiKUSqUKXSDMZrPYy8HQ0JCkW7k1NjYim81yfsLT0tKCRCIhWOpHTU0NmpubJfk9dpVEIoEXL17A4/EIvvmgVCrh8Xjo2iUBFHATUqEsFktJxplHo1FMTU1hbGwMarVa0HMJSa/X49atW5LOu5USKT7O3traQiAQuFEXCL7JoZVbW1sbIpEI5yc87e3tWF9fFyyfW6fTQaVSce6oIqZwOIzZ2VnBu+Gcp9VqqeuSBFDATUgFE3oncn19He/evcPY2Jik2v5dl91ul3TerdRI6XH2/Pw8Njc38eTJkxt3geCbRqNBT0+PZAMidvjM2toap+BZoVAI3j/bZDIhlUrh06dPgp2DLwsLC9je3i5JN5xfoq5L4qOAm5AKNzg4iOXlZSQSCV6P+/79e2xvb2NkZKRk3R9Kgc27jcViYi9F8tjH2S9evBBt95YtTKutrcXg4KAoayiG2WyGXq+X7NROpVIJs9mMzc1NTu/TaDSora0VdBfabrdje3sbnz9/FuwcNxUIBKBQKET9HqSuS+Iqn9+ChJBr83q9mJqa4m0ncm5uDsfHx3C73bwcT2qGhobw+vVrpNNpsZcieVqtFj09PaIM4kilUnj69Cnu3bsnanFksbq7u5FIJCQbEGm1WiiVSs7DbUwmE5LJpGB56tfdgS8Fdky7zWbjNKZdKNR1STwUcBNCoFQqMTw8zMtOpNQH2vCB7Vwi5bxbKTGbzSUfxLG1tYUff/wRo6OjgoxpFwobEEn1Zo4dbsO1GNLhcGBjY0OwnxelUgmr1cq5jaGQ2AJdl8sFi8Ui9nIAUNclMVHATQgBcPORwHIaaMMHtVqNhw8f4uXLl2IvRRY6OztxdHQkaD4vi83X/v777yWXr30VORRRssWQXNanUChgtVoF/frX1tZCr9dje3tbsHMUKxKJFAp0pdaZibouiYMCbkJIgclkgtlsxtzcHKf3yXGgDR8MBgPa2towOzsr9lJkweVyYXV1lfd6AVY2m8XExITk87WvIvWbuesGz7W1tairqxO0/qGxsRH5fF6w77FivH//HsFgkJcx7ULR6/VwOp2YmZkReykVgwJuQsgXOjo6kM1mEQqFinq9XAfa8MXpdCKXyxX9+ap0fNcLsNjH9729vbLI176KwWBAa2sr55vfUqmtrUV9fT2i0Sin9zU3NyOVSgnad9xisSAej4vS2zwQCCCbzcLj8Ui+WNzhcECpVFLXpRKR9ncDIUQUAwMDCIVCV06Kk/tAG74U+/ki/NYLsMLhsCzzta/S0dGBTCZTkjSc62hqasLR0RHnlnx2u13QfG7gNO1lY2MDJycngp3jvPPFkT09PSU5Jx+o61LpUMBNCLmQ1+u9dAJeuQy04YvUJwZKyU3rBc6bm5vD9va2LPO1i+FyubC8vCypAULn2Ww2bG1tcQpsFQoFbDaboDcSCoUCDocDwWBQ8M4lyWRScsWRXLBdl+jaJSwKuAkhF2Kr2S/aiSy3gTZ8YHdupVzsJiXXrRdgsfna9fX1ss7XLgY7QEiKXSUYhoHD4eDcHUStVqO+vh67u7vCLAynxYFmsxkbGxuCnWNrawvT09OSLI4s1mXXesIfCrgJId/EFm+dr2Yv14E2fOBz57YScK0XYJ3P13Y6nQKtTjqUSiXcbjcmJibEXsqFVCoVmpubsbW1xel9TU1NSKfTODw8FGhlp73Da2trBQnsFxcXsbGxURZPV9RqNR48eCDZQt1yQL8tCSGXMhgMcDgcmJmZKfuBNnwwmUwl7zktZ1zz38s1X/sqOp0Ot2/fxvT0tNhLuRC7u/vx40dO77Pb7QiHw4LurDY3N+Pw8JC3YS+5XA6BQAAAyupaaDQaJV2oK3cUcBNCruRwOJDNZhGNRst6oA1fOjs7cXh4iHA4LPZSZOGqegHW3NwcIpFIWewoXofdbodKpZJsVwmLxYJYLMapAw3DMLDb7YJ3+bHZbIhEIjfujpPJZPDs2TPJTI7km9QLdeWMAm5CSFF+9atfQa1WUzV7kQYHB/HhwwfJFrtJCTvs5Vs5pOfztV0ulwgrlI6+vj5sbm5KtiNOe3s7QqEQp0LFmpoaNDQ0cG4xyAXDMHA6nQiFQtfeTWeLI3/1q1/JsjiyWEL3y69UFHATQorGVrNLdey01LDFbnz3nC5HGo3mwhxSNsjp6+uriHztYhT7REAMVVVVaGtr41yoaDAYcHh4KOi1paqqCjab7Vrj38PhMKanp/HkyRNotVr+FycxQvXLr2QUcBNCisZWs1MnjuIolUp4PB4aoVwko9H4xeTO9fX1QgcIvV4v8uqkQ+rj3zUaDWpra7G3t8fpfXa7HZubm4L2zlar1TAYDJwKPBcWFgqtJyulKxN77aLOJfyhgJsQwslFnUvIt2m1Wty9e7dQZEUux+5i/8Vf/AWi0WjF5mtfRaPRoKenR7LfV83NzTg4OODUgaRU+dx6vR4Mw2B/f//S1+VyOfj9fiiVyrJvPXkRrVYr6e8xuaGAmxDCmcFggM1mK+xEkstZLBbodDosLi6KvRTJy+VySKVSSCaTaG9vF3s5kmY2m6HX6yX7fXWdDiQ1NTVobGzEzs6OgCsDWltbkUgkvnlDkMlkMD4+DqfTia6uLkHXImVmsxkGg0Gy32NyQgE3IeRanE4ncrkcgsGg2EuRhe7ubiQSCUQiEbGXIllskHPnzh385je/oel3RZDy95VCoYDdbuecM93Y2Ijj42POI+O5am9vRzgc/mqgUCKRwPj4ONxuN8xms6BrkIOuri4kk0nOfdbJlyjgJoRc28DAADY2NiTbMUFq3G43FhYWeOsHXE5SqRSeP38Ot9sNk8lE0+84YL+vpFjMzO5Yc70huM7IeK4YhkF7ezvW1tYKXVXW19cxOztbMcWRxXK73Xj37h1du26AAm5CyI1IuWOC1LBBpN/vl+SYbrFEo1EEAgGMjo5+EeTQ9LviSL2IsrGxEdlsFgcHB0W/hx0ZL3Q+d3V1NVpbW7G+vo75+Xns7Ozg8ePHFVMcyYXX66Vr1w1QwE0IuZGreiiTL6lUKgwODlLR6ZmVlRUsLS1hbGzswuJImn5XHLaYWao3J21tbdjZ2eEUrKlUKhgMBsHTZerq6lBdXY2Dg4OKLI4slkqlgtvtxsTEhNhLkSUKuAkhN/atHsrkYnq9Hrdu3ZLsmO5SmZ2dxcHBAYaHh6FQfPvXUUdHB7LZrOC7nXJnMBgke3NyUfpGMfR6PT5//ix4KoPFYkF7ezulx11Bp9Phzp07mJqaEnspskMBNyGEF7QTyY3dbodarcbS0pLYSym5XC4Hn8+H+vp69Pf3F/WegYEBBINBmn53BSmP5lYqlTCbzdjc3OT0PqvViu3tbUHzuYHTziWpVIpT6kslslqtqK2trchr101QwE0I4Y2Uf9lLUW9vL6LRqKAjraUmm81ifHwcHR0d6Ojo4PRemn5XHJfLheXlZSSTSbGX8hWtVgulUnllD+zzzu+OC81ut2N3d5dT//BKVInXrpuigJsQwiuXy4XV1VXaiSySx+PBmzdvJNlhgm+pVArj4+MYHBy8Vrs1pVJJ9QJFGhkZQSAQkGSBm9lsxv7+Po6Pj4t+T3V1NYxGI7a3twVc2Smn04lwOEw3dlfweDx4+/ZtRVy7+EABNyGEd7QTWTy2c4lUO0zwJRaLFTqR6HS6ax9Ho9Hg/v378Pv9PK6u/CiVSkkXuLW3t2N9fZ3T93xDQwNOTk4ET/lgGAa3bt1CKBQSPI1FztiCeb/fX9bXLr5QwE0I4Z1SqYTH46GdyCKxHSbKtXNJKBTCu3fvvtmJhCuTyQSTyYT5+XkeVle+dDodbt++LcniXIVCAavVyjn97DrdTq6jqqoKDocDq6urnIo8K41arUZPTw9evXol9lIkjwJuQoggtFotenp6EAgExF6KLBgMBthsNszOzoq9FF7Nz89jb28PXq/30k4kXHV2duLw8BDhcJi3Y5Yju90OlUqFlZUVsZfyldraWtTX13PKA2b7c3PtdnIdKpUKVquVpulewWw2o7q6mmp3rkABNyFEMGazGQaDAQsLC2IvRRacTidyuVzZ/IL3+/2oqanBwMCAIMcfHBzEhw8fJFkcKCV9fX3Y3NyUZMu7pqYmHB0dcRrjfn5YjdBqa2vR3NxMweQV+vv7sby8TPncl6CAmxAiqK6uLqTTadqJLNLAwAA2NjYkGRwVK5vN4ocffoDD4UBnZ6eg52KLA6le4HJSngh7nTHudXV1qKurK0mXjPr6emi12pIUbMrZ0NAQ1VZcggJuQojgaCeSGykHR1dJp9MYHx+Hy+WCxWIR/HxsvUC55r/zRcrj36/b9s9oNOL4+FjwoTjAacqXQqFALBYT/FxypVar0d3dLcmaASmggJsQUhIjIyPw+/20E1kEKQdHl4nH4/D5fHj06NGNOpFwpdVqcffuXaoXuIJGo5FsXUV1dTWam5uxtbXF6X1WqxWRSKQk15WWlhZEo1H81V/9FXw+H96/f0+bCL/A3mTTE82vMVR9+zOXy5WnOzNChJNKpRAIBPDkyROxlyIL0WgUS0tLGB4eFnspV1pfX8fa2hrvxZFcLC4uAgC6u7tFOb9cSPnztLW1hbq6OjQ0NBT9npOTE6yuruL27dtgGEbA1Z1aWVmB2WzGx48fEY1GC0G3QqFAY2MjWlpaCjvilerp06cYHh6GWq0WeyklxTDMq3w+77rw7yjg/hkF3IQIb2trCxsbG3C73WIvRRaWlpZwfHyM3t5esZfyTQsLCzg8PITLdeHvmZLy+/1wOp3XGqxTSaT8eVpZWYHNZuPUQvLw8BCRSAROp1PAlZ3K5XJYXl7G7du3vwiqc7kcYrEYotEoEolE4emUXq8vtLKslCA8nU7D7/dX3OYKBdxFooCbkNKQ8g6bFE1NTaGlpQV2u13spXwlEAhAr9ejq6tL7KUAOA16xsfH4Xa7odVqxV6OZLGfJ4/HA41GI/ZyvnDdHWt2emUpbiKOj48RDofR0dFx5Wvj8Th2dnawt7dXCMI1Gg3MZjNMJhMvvemlKBwOIxqNCtalSIoo4C4SBdyElI6Ud9ik6NmzZ+jv74derxd7KQCATCaDyclJ3L17tyTFkVxkMhk8f/4cY2NjUCqVYi9Hso6OjvDixQs8efJEcjuv6XQasViM803m5uYmtFotp5SU60omk0gmk7BarZzfm0qlsL29jVgshs+fPwMAampqYDKZ0NraWjapGFNTU2hra5PcNUIoFHAXiQJuQkqHdiK5yWazGB8fx+joqOg7YolEAlNTU/B4PJL92iWTSUxPT+P7778XeymSFo/H8dNPP8Hr9Yq9lK/s7u6CYRgYjUZO71tdXUVbWxtqamoEWtnPdnZ2oFQq0dTUdONjHR0dYWdnB5FIBMfHxwBOi0mNRiNaWlpKWojMF/Y6Xyn53BRwF4kCbkJKi3YiuWGLTsfGxkTbkVxfX8fq6iq8Xq/kv2bhcBjb29sYHBwUeymStrKygk+fPqGvr0/spXxlbW0NLS0tqK2tLfo9uVwOKysr6OjoKMnPSSgUQnNzsyCpOZlMBtFoFM+ePSvs9isUikJeuNFolNzTiV9Kp9P427/924q4+aWAu0gUcBNSerQTyU0kEkEoFBKl6HR2dha5XE5WOZnz8/OoqakRfACP3E1OTqK5uVkyufisfD6P5eVlzsEzlxzrm2LX2N7ejurqakHOMTk5WXgKkcvlCnnh+/v7X+SFs8WZUttNDoVC2N/fR39/v9hLEdRlAbe0tycIIWVPp9Phzp07mJqaop3IIpjNZuzv72NxcbFkRae5XA6Tk5Ow2Wwl6QLBp97eXvh8PjQ0NMBkMom9HMlqaWnB69ev0dzcDIPBIPZyChiGgd1ux9raGm7dulX0+2pqamA0GrG5uYm2tjYBV3i6RqfTiWAwWJLWhAqFAkaj8atUm1QqhZ2dHbx586aQklJVVQWTyYTm5mZR6z8cDgcikQgikUjF1u3QDvc5tMNNiHhoJ5KbQCAAm80meDFSOp2Gz+fDw4cPJRWIcSHljhxS4ff78eDBA7x48QLDw8OS+zzF43Fks1nON02RSAQqlaok37vpdBrRaBTt7e28Hvfo6Ahv3ry51lOtTCZTaFV4fkjP+ZSUUqWG5XI5PH36VBJ1KEKhlJIiUcBNiLh8Ph86OztpJ7IIpSg6jUQiWFhYwKNHj2T/C5LqBS43MTGBkZGRQucSKX6eVldXYbfbOa8rGAzCbDZzygO/rng8jkwmw+subjgcxuHhIW+bEblcDolEAjs7O4jH4zg5OQEA1NbWFnbDhbrhSqVSmJ6exuPHjwU5vtgo4C4SBdyEiIt2IrkRMohcXFxEIpGA2+2WfFFWsRKJBGZnZ8v2l/1NsAE3cPp5mpmZkVxdRSaTwdbWFucdZDbH+tatW6iqqhJmcefw3Zpwbm4Odrtd8JSQdDqNnZ0dxGIxHB4eAjhNSTEYDGhpaYFer+flWhAMBvHp0ydJD/O6rssC7vK4ihJCyoJCocCjR4/g8/mQzWbFXo7kqVQquN1uTE5O8nbMXC4Hv98PAPB4PGUTbAOnj9GdTidmZmbEXoqkZLPZLwJRvV6Pu3fvFr4PpEKlUqG6uhqfPn3i9D6GYdDe3o5gMIhSbDK2tbVhb28PR0dHvBwvmUyWpCWgRqOB0+nE4OAgRkZGMDIyArfbjcbGRoTDYUxOTmJiYgITExOYnZ3F1tbWta7TTqcTBwcHiEajAvwrpIt2uM+hHW5CpIF2Irnhq/3d0dERfD4fenp6yrqwaW5uDnV1dSXpYCEHkUgE+/v7XxXhLi0t4fDwUFLtAtnd6uukV6RSKcTj8ZJMbGVbE/Kxq36+Q4lUsCkpsViskJLCFqq2tLRcmeZWrvnclFJSJAq4CZGOUCiEvb09WbWgE9NNi07j8ThevXolyYI5IbBTMrkOVSlHc3NzsFqtFxYWzszMoLGxUVLdaT5+/Ijj4+Nr1Xpcd5jOdWQyGWxsbNz4xk6KAfdFjo6OEI1GEY1GkU6nAZw+tWxsbERLSwsMBsMXT8ySySRmZ2cLqUzlgNoCEkJkx+Fw4OPHj4UBFuRyN2l/FwwGsbGxIckR30IZGhrC06dP8ejRI8n1LC61ZDL5zfzggYEBTE5Ooq6uTjLFzA0NDVhdXYXBYOBcu9Dc3Iz19XV8+vQJdXV1Aq3wlEqlgslkwsbGBmw227WOkc1mBW8zyBe1Wg273f7FE4RcLodYLIZIJIJ3794VeoZrtdpCgebCwgJ6enrEWnbJVMaVlRAiS319fdje3kYsFhN7KbLg8Xjw9u3bwu5SMaanp3FwcICRkZGKCbaBn+sFXrx4UQgCKlUul7v0az80NIS3b98ilUqVcFWXs1qtCIfD13qvzWbD9vY2Pn/+zPOqvlZfX4+ampprX8NisZhs23ECpz9nJpMJvb298Hq9hdzw27dv4/DwEIlEAqurq2IvsyQq5+pKCJGloaEhvH79mlMQWakUCgWGh4fh8/muDCKz2SyePXsGk8kkqRzdUlKr1Xjw4AFevnwp9lIkjb058fv9yGQyYi8HwPULKIGfiyjX1tZKUkRpMpnw6dOna611b28PTU1NAqxKXDqdDp2dnfB4PPi93/s9sZdTEhRwE0Ik7XznkkrfiSyGWq3Gw4cPL+1ckkqlMD4+jv7+/pIUkEmZ0WhEW1sbZmdnxV6KKFKpVFE5+yqVCh6PR1JPBCwWC7a2tq71XqVSiba2NoRCIZ5XdTG73X6tXfVEIiHrHW7yMwq4CSGSV0wQSX5mMBjgcDgubH+3tbWFH3/8EaOjo6KOepYSp9OJXC5XsuBLSnZ3d9Hc3FzUa7VaLe7fvy+ZJwIMw8BkMl27vZxGo0F9fT12dnZ4XtnXrrurns/nJTeAiFwPBdyEEFkwGAyw2WwVuxPJlcPhgEKhQDAYLHxsfn4em5ub+P7778uqFRcfBgYGEAqFEI/HxV5KScVisaIDbuA0PaKtrU0yvcwbGhqQSqWu3be/qakJnz9//mLsuVCUSiWsVivW1tYEPxeRHgq4CSGywe5Eng8iybf19/djY2MDsVgMPp8PNTU1N+7VXc68Xi9evXrF28ASOTg8POTcBtLpdEKlUmF2dlYShZQ3KaBk37+7u1uS/PTa2lro9Xpsb29f+VqppO4QflDALbKtra2KurgTclMDAwPY2NiouJ3I63K5XPi3//bfwuFwXLtHd6XgUnRa6Xp7e2EymfDhw4fC9EGfz4f3798jkUiUdC03KaBktbe3IxQKleTr3tjYiHw+f+XnKR6PU9pXGaHEIJHp9Xr4fD6MjY1VVEsuQm7C6/VSD+UiJBIJTE1N4Y/+6I/w+vVrWCwWus5cQaPR4P79+/D7/RgeHhZ7OYK6qh3gVSwWCywWS+H/Z7NZRKNRrK2tFVI02MEnra2t0Ov1gn3/WSyWa0+gBICqqirYbDasra3h1q1bPK/uaxaLBaurq1Cr1d+8hu3t7VHBZBmhSZPniDVpMhqNYmlpqewv7oTwKZ1Ow+fzVdSwFi7W19exuroKr9cLpVJJ1xmOlpaWcHx8jN7eXrGXIhh2IImQ/8bzg0/YHV2FQgG9Xg+z2fzV9MGbuMkESlYikUA6nf7iRkIoV41/9/v9ePjwIdVbyMhlkybpt5QEmEwmmEwmzM/Pi70UQmRDo9FQD+VvWFhYwM7ODh4/flzocEDXGW46OztxdHSE9fV1sZcimJ2dHcGnR7KDT/r6+gpDT4aGhmA2mxGJRPDy5UtMTEzw0oHopgWUAAopHKVIi1EoFHA4HAgGgxd2Ljk5OaFgu4xQwC0RnZ2dODw8vFHhByGVxmg0orW1FXNzc2IvRTL8fj+USuWFxZGVEETyyeVyYXl5uSQdLMSwv78Po9FY8vMqFAoYjcYvpg96vV5ejm21WrG5uXmjY1gsFuzv75ekvkqlUsFsNmNjY+Orv6M6gvJCAbeEDA4O4sOHD2V7cSdECB0dHchkMhUfRGazWfzwww9wOBzo6ur65utcLhdWV1dLXtgmVyMjIwgEAjfaNZWqm+ZwS5FKpYJSqbxRASVw2lZzY2MDJycnPK3s27RaLWpra7G7u/vFx8vta1Pp6KspMezFXSrjcwl4tXA4AAAgAElEQVSRg0oPItnJkS6Xq6jcU6/Xi6mpKbrOFIF9WkCpS/JxkwmULDbdo1Q9s5ubm3F4eFhos5hMJqHVaktyblIaFHBLjFKplNz4XELkoFKDyGg0ikAggNHRUeh0uqLeQ9cZbvR6PWw2W1mlLh0dHaGmpkbsZQjiphMoWSqVCiaTqWSpnjabDZFIBJlMBru7u9ShpMzcKOBmGOa/ZBhmgWGYHMMwrnMf/x2GYV4xDPP27H+/P/d3D88+vswwzP/EMAzzi2P+9wzD5BmGMZ79//+aYZi5s/e8ZBjmu3Ov/bsMw7w/O9Y/O/dxJ8MwgbOP/98Mw8iq6kCr1aK7uxtTU1NiL4UQ2ajEIHJpaQlLS0sYGxvjXFxF1xlunE4nMplM2dTZRKNRUfK3S4WPAkoAqK+vR3V1Nfb29nha2bcxDAOn04lQKIRYLFbWX59KdNMd7nkA/xmAiV98PAbg9/L5/H0A/wDA/3nu7/4XAP8tgM6zP3+X/QuGYWwAfhfA+WTMIIDRs2P9CwD/+uy1VQD+ZwD/CYB7AP4rhmHunb3nXwL4V/l8/jaAfQD/8Ib/zpKzWCzQ6XRYXFwUeymEyIZWq0VPTw8CgYDYSxHczMwMDg8PMTw8fO1cT7rOcONyufDhwwdJTFe8qVgshpaWFrGXISg+CigBoKWlBQcHB0in0zys6nJsP/CdnR3OE0CJtN0o4M7n84v5fP79BR9/nc/n2QSqBQC1DMPUMAzTCkCXz+f/Nn/aA+f/APCfnnvrvwLwPwDInzvWy3w+v3/2f/8WgPXsv38FYDmfz6/m8/kMgP8LwB+c7Zh/D+DPz173v//iHLLR3d2NRCKBSCQi9lIIkQ22t+/CwoLYSxFELpfDxMQEmpqa0NfXd+Pj0XWGG6/XC7/fL/siylQqVfY5wnwVUAKnRZSbm5sl+bqr1Wr8/u//vuDnIaVVihzu/xzATD6fPwbQBuD887jw2cfAMMwfANjM5/NvLjnWPwTwV2f/3QbgfB8d9lhNABL5fD77i49fiGGYf8QwzDTDMNO/rBCWArfbjYWFhbLYUSGkVLq6upBOp8vm8T/r6OgIT58+RW9vLxwOB2/HpetM8VQqFR4+fEhFlDJhsViwvb194+MwDIP29nasra1d2DObkKtcGXAzDPMfGYaZv+DPHxTx3h6cpnf84ytepwHwzwH86SWvGcNpwP1PrzovF/l8/l/n83lXPp93NTc383loXigUCjx69KgsdlQIKaVya7MZj8fx4sULDA8P815MRdcZbgwGA9ra2miIkAwwDIPm5uYbF1ACQHV1NVpbWyu+BSm5nisD7nw+/3fy+XzvBX9+e9n7GIaxAvh3AP4wn8+vnH14Ez+nhODsvzcBdABwAnjDMMza2cdnGIYxnx2rD8C/AfAH+Xx+79yxbBccaw+AnmEY5S8+LlsqlQqDg4O8TOIipJKUS5vN9fV1zM3NYWxsTLC8TrrOcNPR0YHDw8Mbt58TQyKRKLqjTTngq4ASAOrq6lBXV8dLAE8qiyApJQzD6AH8JYB/ls/nfezH8/n8NoAkwzC/Psu1/kMAv83n82/z+bwpn8+35/P5dpymgQzk8/kIwzB2AP8vgP8mn89/OHeaKQCdZx1JVAB+A+Dfn+WGjwP4L85e9w8AXHpzIAd6vR63bt3C9PS02EshRDbYziVyDiLn5+cRjUa/GNMuFLrOcDM4OIjFxcWSFNPxqRQj3aWGrwJK4HTC7fHxMaVgEU5u2hbw7zMMEwbgAfCXDMP89dlf/QmA2wD+lGGY2bM/7E/3P8HpbvUygBX8nJP9LX+K07zsPzs7zjQAnOVo/wmAvwawCOD/yefzbJXUPwXw3zEMs3z23v/tJv9OqbDb7VCr1VhaWhJ7KYTIhlarxd27d2XXuSSXy8Hv96O6uhoul+vqN/DEbrdDpVJhZWXl6hcTPHr0CD6fT1atKOPxeMW1nOOzgBI4DeDZntmEFIOh5P+fuVyuvBx2dnw+Hzo7Oytuh4KQm2Bb33V3d4u8kqtls1lMTEzg3r17MJvNoqxhcnISd+/erbjA7DpisRjevXsHr9cr9lKKMjExgZGREbGXUXL5fB4rKyu4ffs2L8c7OTnB6uoqbt++jV+MFCEVimGYV/l8/sIdEpo0KUMejwdv3ryR3WNMQsQkl/Z358e0ixVsA8DQ0BBev36No6Mj0dYgF0ajES0tLWXbirJc8FlACZz2zLZarSUb/07kjQJuGWI7CsjtMSYhYpN6+7tIJMJ5TLtQ2OtMJU3uvInOzk6kUinJ39Bls1lUVVWJvQzR8FlACQC1tbXQ6/W8tB4k5Y0CbplSq9V4+PChrIvBCCk1Kbe/CwaDWFlZudaYdqGo1Wo8ePCAek4XaXBwEAsLC5J++ljuI92LwWcBJQA0NjYil8vh48ePvB2TlB8KuGXMYDDAZrNhZmZG7KUQIhsqlQputxsTExNiL6VgYWEB+/v7NxrTLhSj0YjW1lbMzc2JvRTJUygUGB4elvTTx0oY6X4VvgsoAaCtrQ17e3s4Pj7m7ZikvEjryk44czqdUCgUCAaDYi+FENnQ6XS4c+cOpqamxF4KpqamoFAoMDAwIPZSvqmjowPZbBahUEjspUieWq3Gd999B7/fL/ZSLpRMJkVPV5ICviZQntfe3o719XXJ3mwRcVHAXQb6+/uxsbGBeDwu9lIIkQ2r1QqNRiNam81cLofJyUm0tLTIonPKwMAAgsEgEomE2EuRPJPJBKPRWOiMIyW5XE5yT1HEwDAMjEYjrwNsFAoF7HY7bYCRC9FPXZnwer149eoVdRQghIOenh5Eo9GST43LZrMYHx/HnTt3YLfbS3rum/B6vZiamqLew0Xo6upCIpGgiYQSptfreS2gBICamhoYjUZec8RJeaCAu0ywuYPUUYAQbjweD96+fVuyQrd0Oo3x8XEMDg7Krpc+O7mTrjPFcbvdePPmjWQ2QlKpFDQajdjLkBSr1YpwOMzrMRsaGlBVVUVPnckXKOAuIxqNBt999x11FCCEg/NtNoXuXJJIJODz+fDo0SPZ5tFqtVr09PTIbnKnGKRWRLmysiK7mzyhqVQqVFdX81pACQBmsxkfP37E4eEhr8cl8kUBd5kxmUxoaWnB/Py82EshRDZUKhUGBwcFbbMZiUQwMzODsbExqNVqwc5TCmazGQaDgQa9FEGj0UjiBiUUCsHn81V8S8CLWCwWbG1tge/J2+3t7QiHwzg5OeH1uESeKOAuQ52dnTg6OsL6+rrYSyFENvR6PZxOpyBtNtke248fP4ZSqeT9+GLo6upCKpXC1taW2EuRPLPZDJ1Oh/fv34ty/oWFBezu7qK3t5dSSi7AMAza2tqwsbHB+3Hb29sRDAZ5D+aJ/FDAXaZcLhdWV1epowAhHDgcDiiVSqysrPB2zPn5ecn22L4pt9uNd+/eSXZyp5T09PQgFoshFouV9Lxs20mXy1XS88qNRqNBdXU1kskkr8etrq6G2WzmPZgn8lNeV3/yBeooQAh3fX192N7e5iUwmpqaQnV1taR7bN+U1+uV5OROKfJ4PHj9+nVJiihzuRwmJiYKbSczmQyqq6sFP6+ctba2IhqN8p4CotVqUVtbW/KbLSItFHCXMeooQMj1DA0N4fXr19fuXHI+2Onq6uJ5ddIixcmdUlWqIspMJoPx8XHcu3ev0HYyEolQwWQR7Ha7IAOempubkU6neS/OJPJBAXeZo44ChHB3vnMJ18DoomCn3ElpcqfUaTQadHd3C/a5SqVSeP78Odxu9xcFktFotOJHuhdDpVJBp9MJshtts9mwvb2Nz58/835sIn0UcFcAs9kMvV4vyalnhEiVWq3Gw4cPOXUuSafTFwY7lcBqtaK2tla0yZ1yYrFYUFdXx/vnKhaLIRAIYHR0FFqt9ou/S6fTX32MXMxoNOLg4ID3dEy2iHJtbY2KKCsQBdwVoru7G8lkkjoKEMKBwWCAzWbD7Ozsla+Nx+OFHtuVGtj09vaKMrlTjnp7e7Gzs8PbcJT19XX89NNPGBsbg0ql4uWYlcxutwvS6UupVKKtrU2QtBUibRRwVxDqKEAId06nE7lcDsFg8Juv2drawtzcXFn02L6pUk/ulLOhoSG8evXqxjupi4uL2NnZwcjIyIWdcLLZLKqqqm50jkpTVVUFk8kkyCaVRqNBfX09dnZ2eD82kS4KuCsMdRQghLuBgQFsbGxcuBu5srKCUChUVj22b0Jq0xWlTKFQwOPx3Gjg0vT0NHK5HAYHB7/5mlgsBoPBcO1zVCqdTodsNivIzWNTUxM+f/7MextCIl0UcFcY6ihAyPV4vV68evXqi5Zu8/PzODg4gMfjEXFl0nOd/PdKpdVqr1VwmsvlMDk5iebmZvT09Fz62kgkgtbW1psss2LZbDZsbm4KknNttVqxu7tLrXsrBAXcFYg6ChDCHbtzy7bZDAQCqK6uRn9/v9hLkyQu+e+Vzmq1oqam5tK0pfPYTjh37tyBw+G48vXJZBJ6vf6my6xIDMPAarUKNrimvb0doVCIngZVAAq4KxR1FCCEO41Gg++++w5/9md/hra2trLvsX1TTqcTAIoOJCtZX18fNjY2rpwOzHbCGRwcpL7aJVJbW4vq6mp8/PiR92NXVVXBZrNhbW2N92MTaaGAu4KxHQVo+hUhxTk6OsKbN2/w61//mn5uitTf3//N/HfypaGhoUunA7OdcEZHR6HT6Yo6Zi6Xu7CQknDT2tqK3d1dQeqf1Go1DAYDdRErc/RTWOFKOWqYEDmLx+N48eIFHj16BJfLdWXnEvKzi/LfydeUSiXcbveFue/hcBjz8/N48uQJp7Z/8Xic0kl4IlSrQACFr9FVTziIfFHAXeHYiXo0/p2QbwuFQoVgh237x3YuoZ3uq1HnkuLpdDrcvn0b09PThY+9f/8e29vb32z7d5mdnR1KPeGJSqVCQ0ODYD/zFosF8XicbkzLFAXcBGq1Gt999x38fr/YSyFEcubm5rC3t3dhsOP1evH69WvqOV0EjUaD+/fv03WmCHa7HUqlEqFQCDMzM/j8+fOlbf8us7+/X3FTT4XU1NQkyBRKVnt7OzY2NnByciLI8Yl4KOAmAACTyQSj0YiFhQWxl0KIJORyOfh8PtTV1WFgYODC17BPiHw+H/W2L4LJZILJZML8/LzYS5G8vr4+/Pa3vwVwWm9zXZTDzT8hU0sUCgUcDgcVUZYh+ikkBV1dXUilUlS4QSoe23ats7MTHR0dl75WrVZjcHCQek4XqbOzE4eHhwiHw2IvRbKOjo7w9OlT/OY3v8He3h5NB5YYIadQAqepKyaTiX5GygwF3OQLbrcbi4uLdIEnFSuRSOD58+fweDxF577q9XrcunWLetsXaXBwEMvLyzRl7wJsce7w8DBMJhNGR0fh9/uvldebTCah1WoFWCXR6XQ4OTkRLJ2svr4e1dXV2NvbE+T4pPQo4CZfefToEY1/JxUpHA5jdnYWY2Nj0Gg0nN5rt9uh0Wjw/v17gVZXXrxeLwKBAE3ZOycYDBaKc9nvP5VKVRi4xPWavL29DbPZLMRSCU7nWWxubgpWCNzS0oKDgwOqESkTFHCTr6hUKgwODuLly5diL4WQkllYWMD29jYeP34MpVJ5rWP09PQgHo9TWlYRlEolPB4PpeKcmZ2dxf7+/oXFuRqNBm63G8+fP+cU3MViMepQIiB2CqWQqR8OhwObm5u0AVYGKOAmF9Lr9TSWmVSEXC4Hv98PpVJ57U4Q53k8Hrx7947SJYqg1Wpx9+5dBAIBsZcimlwuh4mJCTQ0NHyzOBc4TWG4f/8+pxuUk5OTa988kuLU1tZCpVIJMoUSOA3q29vbEQwGkc/nBTkHKQ0KuMk3OZ1O5HI5hEIhsZdCiCAymQyePXsGp9PJ65j2kZER+P1+SpcogsVigVarrchUHLY4sre3F06n88rXm0wm3Lp1i1orSozZbBZsCiUAVFdXw2KxCNYZhZQGBdzkUgMDAwgGgzT9ipSdVCqF58+fw+Vy8Z7nqlQqC3m3NOjlamwqTiQSEXspJROLxQqTSw0GQ9Hvs1qtsNlsePr06aUDWNLpNGpra/lYKimCw+EQNCCuq6tDXV0dotGoYOcgwqKAm1zJ6/ViamqKdutI2YhEIvjxxx8xOjoKnU4nyDm0Wi16enpoN7JIbrcbCwsLFdEhaWVlBe/evfticikXVqsVY2NjWFtbg8/nu/DaTBMmS6u6uhoNDQ3Y3d0V7BxGoxHHx8cV8TNSjijgJlei4iZSTt6/f49gMIjHjx9DpVIJei6z2UyDXorEDhEq9w5JMzMzODg4gNfrvdFAGoVCAZfLVcjrXlpa+uLvo9EoWlpabrpcwkFTUxNSqRSOj48FO4fVakUkEqENMBmigJsURavV4s6dO9RnmMja1NQUstksPB5PyabvdXZ24ujoiGohisB2SCrHm3u2OLKpqQn9/f28HVen0+H777+HQqHA06dPC+l/x8fH19o9JzfDTqEUqsCRYRg4nU6EQiEqopQZCrhJ0axWK2pra7/aSSFE6rLZLJ49e4bW1lb09PSU/PwulwuhUAjxeLzk55YbdojQzMyM2EvhTTqdLhRHOhwOQc7R0dGB0dFRLC4uFm4sSelVVVXBbDZje3tb0HNYrVYa/y4zFHATTnp7e7Gzs3NpsQ4hUpJOpzE+Po7+/n5YrVbR1uH1evHq1atrTQysNHa7HUqlEisrK2Iv5cai0Sh8Ph/n4sjrYNP/bDYbFhcXMTExgcnJSSwuLtLNXgnV19fj5OQEnz59EuwctbW10Ov1FVVoLHcMPZL4mcvlyk9PT4u9DMnL5XJ4+vQpHj16RI8siaRFo1G8ffsWjx49EjxfuxhHR0d48eIFnjx5UrKUFjmbnJzE3bt3YTQaxV7KtaysrCASiZQ0hQk47YCys7ODnp4e5HI5RKNRRKNRJJNJ5HI5KBQK6PV6mM1mGAwG+l4UQD6fx/LyMjo6OgT9/G5ubkKr1aKhoUGwc5DiMQzzKp/Puy78Owq4f0YBd/HS6TT8fj/GxsboYk0kaWVlBdvb2xgaGpLU92g8Hsf8/DxGRkbEXorkyfnmfnp6GiqVCn19fSU/99LSEurq6mCxWC78+1wuh3g8jp2dHezv7xdaV+p0OpjNZhiNRhqYw4PDw0NEo1HB0ohYKysrsFqtqKmpEfQ85GoUcBeJAm5uotEolpaWMDw8LPZSCPkCOyGVz+I0PoVCIezu7sLluvC6TM6R21OBbDaLyclJ3Lp1C3a7XZQ1TE1N4f79+5xvUhKJBLa3txGPx3FycgLgtGDeZDLBbDZTEH4NkUgEarUaer1esHPkcjlEIpFv3mCR0rks4KafHnJtJpMJ+/v7WFhYEKUQjZBfyuVymJychM1mK2pyn1gcDgcODg6wtLSEzs5OsZcjaWq1Gg8ePMDLly/h9XrFXs6l0uk0fD4fBgcHBQ2wrnLdDiV6vf6rdSeTSezs7GBqagqfP38GcJo/3NLSArPZLIlULSkzm81YXl5GfX09qqqqBDmHQqGgYFsGKOAmN9LV1YVAIIBIJML7tD5CuGB3Qh88eCCLnN/e3l74/X7U19fTz84VjEYjWltbMTc3J0qKRjHYeoHR0dGyCkJ1Oh10Ot0XN4bpdBo7Ozt49epVIQivqamByWRCS0sLNBqNWMuVJLZVoJQ3AYjwKOAmNzY4OIjx8XHodDq60BJRxONxvHr1CsPDw7L6HnS73RgfH4dWq4VWqxV7OZLW0dGB6elprK+vi5aq8S1LS0uIRqMVU9Oi0WjgdDq/CCCPjo6ws7ODhYUFHB4eAjidvsjeLFXy97dKpUJdXR329/fR2Ngo9nKISCjgJjfGToh7/vy5bPIsSflYX1/H6uoqxsbGZJdjev5nR47rLzWXy4Vnz55Bp9OJmrJx3szMDJRKpWRqWXK5HBiGKfl51Wo1HA7HFwWCmUwG0WgU7969QzqdBnDaQ9poNKKlpUUyX8NSMJlMWF5ehk6nEyy1hEgbFU2eQ0WTN0PdF0ipzc/P4+joSPbFh8lkEtPT03j8+DHdsF4hm81ifHxc9NSNXC6Hly9foq2tTVKpAvF4HOFwWLKpN9lsFrFYDJFIBMlkEsDpjWdjYyNaWlrKuk1hJpPB5uampL5fCL+oS0mRKOC+uWAwiI8fP0q2OwQpD7lcDoFAAEajsWyKDre2thAKheDxeMReiuSlUikEAgHRUjgymQxevHiB+/fvw2Qylfz8l1lZWUF1dbXk0m4uk8vlEIvFEI1GkUgkCr3Cz7cpLJcgPBqNorq6mlJLyhQF3EWigJsf09PTMJlMsrrgE/k4OjqCz+dDT09P2RUbvn//Htlslrr+FCESiSAYDJb8BiWZTCIQCMDj8UgyL3l6ehp3796V5Nq4yOVyhTaFv+wVbjKZYDKZZJuCtby8DKfTSaklZYjaApKSYvMs9Xo9dDqd2MshZSQSiWBhYQEej0dWxZHF6urqwtTUlCQLA6XGbDbj48ePJW1LKodOJEdHR7IPtoHTNBODwQCDwfDFx5PJJLa3txEMBgu9wjUaTaFXuFS/LudR15LKRAE3EYTX68X4+DgVghHezM7O4vPnz2XfCWJwcFByhYFSxbYl3draErwPMTumvdy//6SObVPY1dVV+FgqlbqwTaHZbEZLS4vkppRS15LKRJEQEYRSqYTb7cbExAS+//57sZdDZOzo6AgvX77E7du3K2bXl71hleNI81Jzu9344YcfoNPpBNvZZSeXSqUTCfkS21azo6Oj8DG2V/ibN29wfHwM4LRNIdsrXOynACaTCSsrK6ivr6dNqQpBOdznUA43/8LhMCKRiOy7SBBxlHsKyWXS6TT8fj/tqBYhk8kI0loxl8vB7/fDbDZ/EcxJFds5ReoTOcWSyWQQiUQQjUa/alPY2tpa8hRI6lpSfqhoskgUcAtjbm4OdXV1sviFRaSDTSF5+PBhxQacsVgM7969owCqCGxrRb6eqLGdSORUnJtIJLC2tkZdojjIZrOIRqOIRCJIpVIATvPHm5qaCm0KhbS7uwulUkmpJWWCAu4iUcAtnMnJSdy7d0/wixeRv0pMIblMMBjE/v4+BgYGxF6K5IXDYWxvb2NwcPBGx0mlUvD7/XC73bIq/A4Gg1AoFF8MnyHc5XI5RKPRQptC4DQI1+v1MJvNvPcKX1lZgcPhoNSSMkABd5Eo4BZOLpfD06dPKSeVXCocDhe6QFRaCsll6ClR8ebn51FTU3Pt/uxsJ5JHjx7JouPFeTMzM7h9+7asbhLkIpfLIR6PY2dn56s2hWyv8OsGzJRaUj6oLSARnUKhwPDwMHw+H+WkkgvNzMzg5OQEt27dkl2gI7S+vj74fD7U19dLbtCK1PT29sLn86GhoYHz5yoYDGJzc1O216h0Oi16MWC5UigUMBqNMBqNX3yc7RW+vLxcCMK1Wm2hTWExQbhKpYJWq0U8HqenwGWMAm5SMhqNBj09PYWhEYQAP6eQ3LlzB1arFZ8/f0YwGMTt27fBMIzYy5MMj8eD8fFxuN1uCqquwH6uuBTbzs3NIZvNyj5fXo43CnKm1+u/at+ZTCaxs7ODQCCAk5MTZDIZ9Pf3fxWsn9fc3IyVlRXodDpKLSlT9JNJSspsNkOv12NxcVHspRAJ2Nrags/nw69//WtYrVYAp627LBYL1tfXRV6dtCgUCjx69Ah+vx/ZbFbs5Uja+Sdq7K7jt7CdSGpra2WfJ3/Vv5WUhk6nQ2dnJ4aHhzEyMoKOjg58+vTpyvexA3FIeaKAm5Rcd3c3EokEIpGI2EshIpqensbW1haePHny1S5kXV0d6urqEI1GRVqdNKlUqkJ/e3I5tVqNhw8fYnJy8puvyWazePbsGZxO57VzvqWEdrelaW9vD83NzVe+rrq6GvX19YjH4yVYFSk1+ukkonC73VhYWCj0QiWVI5vN4m/+5m8A4NL+7EajEcfHxzg4OCjV0mRBp9Ph7t27CAQCYi9F8gwGA2w2W2FwzXnpdBrj4+NwuVyyaft3mVQqRYXGEpVOp4v+2jQ3N2N/f5+eYpUhCriJKLg88iXlI5VKFfKQ7XY7YrHYpa+3Wq3Y2dlBJpMp0QrlwWKxQKfTUWpWEZxOJ3K5HILBYOFjsVgMfr8fo6OjZdPRIx6PUy/nMkGpJeWJAm4iGvaR78uXL8VeCimBaDSKQCBQCHJMJhPS6XRh2MRFGIaB0+lEKBSiG7Nf6O7uRjKZRDgcFnspkjcwMICNjQ3E43GEQiH89NNPGBsbK6tuOIlEggLuMkGpJeWJAm4iKoPBgNbWVszNzYm9FCKglZUVfPjw4asgx2azIRKJXLqDXVVVBZvNhlAoVIqlyorb7cby8nJhOAf5Nq/Xiz//8z9HOBzGyMhI2eU7J5PJstmtLyfJZPJaXYUotaT8lNcVh8hSR0cHMpkMPUIrU7Ozszg4OIDX6/0qyCl2B1utVkOv12N7e1vo5cqO1+vF1NQUpd1cIRAI4Fe/+hXS6XRZPi3J5XJldxNRDvb29tDU1HSt91JqSXmhn04iCS6XC8vLy0gmk2IvhfAkl8thcnISDQ0N6O/v/+br2B3stbW1S4/X2NiIfD6Pjx8/8rxSeVMqlRgeHsaLFy/KMpC8qWw2ix9++AEOhwP9/f148OABpbGRkonFYkV1KLkIm1qyt7fH86qIGCjgJpIxMjKCQCBAj9DKQCaTwfj4OO7cuVPUuOL/v737D2ozv+8E/v4IIUDGshBCiN9g7MW/1vbasAQbe82Sbra5ttu0SSe9zmV7l0nn2ibTm8tdmx8zzUx702muN5emd2nnMunvyU3a2zbdTNM2TbzYGEyIMcvaxjZe89NgQAghC8xv9L0/eERkLH5Leh5J79eMZ5evHj3PBx490kff5/v9fDMzM+F0Orccj1xYWIjJyUnMz89HK9SkYLVa8eKLLzKRXCe8EklhYSGA1RLrgYAAACAASURBVOo3JSUl6Ozs1Dk6SgVzc3N7qh6Tl5cHv9/Pz8UkwISbDMNsNqO2tnbTurlkfIFAAFevXkVtbe2Olta22WxIT0/fsjenvLwcjx49wsrKyl5DTSoulwsFBQURS+ClIq/Xi9bW1oiVSMrKymA2m9Hb26tTdNHl9Xq5JHgS49CS5MCEmwzFZrPh4MGD6Ojo0DsU2oXHjx+jo6MDDQ0Nu5oolJ+fj5mZmU1XZTOZTCgrK9tyCEoqqqysBIBnSuClov7+fty/fx+NjY0bViI5efIkxsbGkmJxpaGhobWVWin5pKenw2azcWhJgmPCTYZTWloKi8WS8klDounp6cHg4CBeffVVmM3mXe+ntLQUo6OjWFpa2nAbi8WCvLw8lsSL4PTp0xgZGdmyxnmyunXrFqampiJO0l2vrq4Ot2/f3rQ0ZSKYmZmB3W7XOwxaZ7cVSiJxOp0cWpLgmHCTIZ08eXKtbi4ZX0dHB5aWllBXV7fnfYUqlwwMDGw6CXC7Q1BS0blz5/Dee++l1EquwWAQra2tyMrKwpkzZ7b1HJPJhAsXLqCtrY2JDEXdxMQEnE5n1PbHoSWJjQk3GVZ9fT1u3rzJcmcGFgwGceXKFbhcLpw4cSJq+91u5ZL8/HxMT0+nVGK5HeEruaZCIhmapFtZWYnDhw/v6LkWiwW1tbVobm5OyCovHL9tXF6vd0fzWLYSGlqSqnevEh0TbjKsUNLAcmfGND8/j8uXL+PkyZMoLS2N+v4zMzORm5uLkZGRTbcrKyvDyMhISiSWO5GZmYmampqkn4Q8MzODpqYm1NbWwu1272ofNpsNR44cQXt7e5Sjiz2O3zauhYUFZGZmRnWfTqcTgUCAHVEJiAk3GZrVasXx48cT8oMwmfl8Ply7dg0XLlyIae/agQMHkJaWtunQIhFBeXk5BgYGoJSKWSyJyG6349ChQ7hx44beocSEx+NBe3v7rifphissLITD4cCdO3eiFF18cPx26ikrK8Pg4CDf7xIME24yPLfbDbvdjp6eHr1DIaz2qN26dQuNjY1R772JxO12Y3p6etPKJenp6SgoKMCjR49iHk+iKS4uhtVqTbrrp7e3F++//z4aGho2rESyU1VVVZifn+c4WTK0tLQ0uN1uPH78WO9QaAeYcFNCOHr0KHw+X1KU8Epk3d3dGB8fx6VLl+K6jPR2Kpfs27cPVquVr5EIjh8/Dp/PlzQf0J2dnXj69CnOnz8f9ddhdXU1+vr6EmLCNsdvG5ff73+u/ns07d+/H0qphK+wk0qYcFPCqK2txe3btzlBTidtbW0wm82oqamJ+7HDh41sNp7f6XRiYWGBH0IR1NXV4f79+wgEAnqHsmvBYBAtLS3IycnByZMnY3acixcv4ubNm4Zf0ZTjt41rcnIy5l+GioqKMDo6ykXAEgQTbkoY4ZUXOIkyfpaXl/HOO++grKwMVVVVusVhNptRXFyMwcHBTbcrLi7G2NgYJxVFcPHiRbS3tyfk3yZUieSFF15ARUVFTI8VKhdo9AnbHL9tXNGuUBKJiLBUYAJhwk0JJTMzEy+99BKuX7+udygpYXZ2Fk1NTaiurkZhYaHe4SArKws5OTmbDo0I1fEeHBw0dLKkB7PZjLq6OsMnkusFAoG1SiSxTmJCMjMzcfbs2aSv8kKxEYsKJZFkZGRg//79LBWYAJhwU8JxOp0oKCjArVu39A4lqXk8HrS1teGVV16J6VjEnbLb7TCZTJuOsU1LS9tWb3gqys7Oxosvvoi2tja9Q9mWx48fo6OjA42NjVFbtW+7HA4HysrK0NHREdfjbkcwGIzrPAoyLqfTienpaSwsLOgdCm2CVyslpMrKSiwsLHBp7xjp7+/HgwcPoloBIprcbjcCgcCm4/mzsrJgt9sxOjoax8gSg8vlgsvlMvyX1p6eHgwODuLSpUswm826xFBWVobMzEy8//77uhx/Iz6fj8NJDCzeX4ZCQ0tYKtC4mHBTwqqpqcGDBw8SehKYEXV1deHJkyeor683dA9aaMGbzSqX5OTkQCmFJ0+exDGyxHD48GEsLy8b9i5AR0cHlpaWUFdXp/vr8MSJE/B6vRgbG9M1jnDRXjacosfv98f9bkyoVOD4+Hhcj0vbZ9xPU6JtCE0C4yqDexeqALF//36cPn1a73C2FBqrvdWCN4WFhZicnOTt1gjOnDmDwcFBQ5XACwaDaG5uRl5eHk6cOKF3OGtqa2vR3d1tmC/4Pp+PCbdB6fVlaP/+/Xj69GlCzc9IJUy4KaGZzWbU1taiubmZbzJ7EF4BorKyUu9wti1UuWRgYGDT7crLyzE0NMTyWRHU19cbpgTe/Pw8Ll++jGPHjqGsrEzvcJ4RqlxilCovKysrug2zoc3p+WWooKDAUHdi6MeYcFPCs9lsOHbsGJd/36VAIICrV6/GtQJENG1nrLbJZEJpaemWiXkqMkoJPJ/Ph2vXruH8+fOG7bm1WCwJWeWF4mtpaSkuFUoisVqtmJ+f5+vTgJhwU1Jwu91wOp2GnwRmNGNjY+jo6EBDQ0PcxxxGU05ODgBgampqw20yMjKQl5fHibYR6F0Cb2hoCLdu3UJDQwOsVqsuMWxXdnY2jh8/rmuVl8XFRaSnp+t2fDK2goKCpFlVNpkw4aakEZoE1t/fr3coCaGnpwf9/f26VoCIpoKCAvj9fszNzW24jc1mQ3p6uqHGLBuFw+FAeXl53Evg3blzBx6PJ6Feh263W9cqLx6Px7B3AVKdEXqWs7KysLS0xCF0BsOEm5LKmTNnMDIyAo/Ho3cohmakChDRVF5ejuHh4U0n0ebn529ZUjBVlZaWxq0EXjAYRFtbG9LT01FdXR3z40WbnlVevF4v8vLy4n5c2trU1JQh5kOwl9t4kueTlkhz7tw53L59GzMzM3qHYjhGrQARLaHKJf39/ZtWLgmVFGR1m+fFowTe8vIyrly5grKyMlRVVcXsOLEWqvIS71X+uKS7cfl8PkMMi8rMzMTKygrf4wyECTclndAksLa2NkNUEzCKUAWIEydOGK4CRDSZzWYUFRVt2vMoIigvL9+ypGCqCpXAi8WX1pmZGTQ1NaG6uhqFhYVR33+81dfX4913343rHRMjDFugyLxeL3Jzc/UOA8BqSVQu/GUcTLgpKbGawLP8fv9aBQiHw6F3ODFntVpx4MCBTT9s0tPTUVBQgEePHsUxssQQ/qU1mj1kHo8H7e3teOWVV2Cz2aK2Xz2F/latra3sTSQsLS3BarUa4rVgsVg4jttAmHBT0srOzsaLL76I69ev6x2KroaGhtDV1ZUQFSCiKbTKpN/v33Cbffv2wWq1YmJiIo6RJQaLxRLVGvfvv/8+3n//fTQ0NMBisUQhQuPIzMxETU1NXKq8BAKBhK4olAqys7M5pJGew4SbkprL5UJRURE6Ozv1DkUX3d3dGB8fT6gKENFUWFiIqampTSuXOJ1OzM/P8wMygmjVuO/s7MTc3BzOnz+fVJN0w9ntdhw8eBA3btyI6XG4pLtxBYNBmEwmJtwU0Z7e+UTkYyLSLSJBEakOa/8JEbkpIre1/74a9thZrf2hiPyRiMi6fX5WRJSIONe114jIsoh8NKztTRF5X/v35naPQamloqICZrM5LpUXjKS9vR0mkwk1NTV6h6Kr7VQuKS4uxtjYGJaWluIYWWJwu91wOBy4c+fOjp8bmqSbm5uLkydPxiA6YyktLYXVakVPT0/MjuH1ehNygapU4Pf710qPGum9hPNUjGGvXQ13APwcgOZ17V4AP62UehHAmwD+OuyxPwHwKQCHtX+vhx4QkRIArwEYCt+ZiKQB+DKAfw1rcwD4EoBaAC8D+JKI5Gx1DEpNJ0+ejHnlBaNYXl7GO++8g6KiIhw9elTvcHQXmiC5WeWSUHUTTqKMrKqqCvPz8xgaGtp6Y42Rl2mPpePHj8Pv98esJNvCwoJuqxjS5ox498FisRgq+U9le0q4lVL3lFLPfZVXSr2rlAq923QDyBKRDBEpAGBTSv1QrX6q/RWAnw176lcA/CaA9Z94nwHwdwDCiyt/CMD3lVI+pdQUgO8DeH0bx6AUVVtbi7t37yIQCOgdSszMzs6iqakJZ86cQXFxsd7hGEZ6ejqKioo2TRjT0tJQXFzM5d83UF1djb6+vm0tGhQ+SddoCUg81NbW4v79+zF5r+Gy3cbl8/nWXu8mk8kQ5ykjIwMLCwt6h0GIzxjunwfQqZRaAFAEIHxd5WGtDSLyBoARpdR74U8WkSIAH8Fqr3W4IgDh5QVC+9rwGJGIyK+ISIeIdHDiVHIzmUy4ePEi2tvbDbEwQbR5vV60trbiwoULrNEbgdVqxf79+ze9y5GVlQW73Z4Sd0J2o76+Hjdv3tz0+knVSbrrhd5rolmaNBgMYmpqCtevX0dzczNaWlrQ3d0Nn89niOQu1S0tLa1NCDbKOG6LxcKE2yC2nEUlIj8A4I7w0BeVUm9v8dzjWB0K8toW21kBfGGD7f4QwG8ppYKxGIqtlPo6gK8DQHV1Ne8lJzmz2Yzz58/j2rVraGxsTJoJXIODgxgcHEyq3ykWHA4HRkZG8OTJExw4cCDiNjk5OVtuk6q2un66u7sxOzuLS5cu6ROggZjN5rXSpA0NDVG5Lv1+P44ePbo2Hj4YDMLr9eLx48e4e/fu2qS9nJwcFBQUpEQJUKPKzs7G5OSk7uUv5+fnOQTJILZMuJVSH9zNjkWkGMC3AXxCKdWrNY8ACL/PXay1VQKoAPCellQXA+gUkZcBVAP4ltbuBPBhEVnWnndp3b6ubHIMIgCrPZ1nz55FS0sLLl68qHc4e3bnzh3Mz88nxe8SD0VFRejr60NGRsaGH0ShbTIzM5GRkRHnCI3NarXipZdewvXr11FfX7/W3tbWBofDkfKTdMOFlyYN/1vt1uTk5DNDdEwmE1wu1zOTKENJ+PDw8NpEV5PJhNzcXBQUFPDuV4yEvuyEGGUox8zMTEoO6zKimNQJExE7gO8C+JxSqjXUrpQaFZGAiHwAQDuATwD4X0qp2wBcYc8fAFCtlPJiNREPtf8FgH9USv2DNmny98ImSr4G4PNKKV+kY8Ti96TE5XA4UF5ejo6ODlRXV2/9BINqb2+H3W5PymXaY6m8vBy9vb04ePAg0tLSNt2msrKSdw3WcTqda+U2T548iebmZhw5ciQpVo6MNpfLhenpaXR1deH06dN72pfX691yAupGSbjH48HAwMDauPK0tDQ4nU4UFBTo3gubDHw+n+G+zIQmgLNQmzHsKeEWkY9gNZnNA/BdEelSSn0IwKcBHALw2yLy29rmrymlPAB+DcBfAMgC8M/avx3TEuvfBRAqevo7SqnQbJ6oHIOSW2lpKaanp3Hv3r2Eq+axvLyMlpYWHDp0iJMjd8FkMq1VLqmsrIz4gWQymVBaWrq2DT2roqIC09PTeOutt/DhD3+YSdsmKisr0dXVhf7+flRUVGz9hA2EjxHeCZPJBLfbDbf7x6NDl5eX4fF48PDhw7WxxmlpaXC5XCgoKODiOjsUqUKJiEAppVvCGwgEeF0aiLAE1o9VV1erjo4OvcOgOLtx4wYKCgoSJnGdn5/HtWvXUFNTY7gelUTz9OnTLXsNA4EApqenUVS04dzrlNbS0oJjx45xvPA2tLS04MiRI7u+xd/c3BzToWPLy8sYGxvD2NgYZmdnAawm4W63G/n5+UzCN9Ha2ora2tpnFhjz+XxQSiE3N1eXmAYGBlBaWso7dHEkIjeVUhFvm6fe0nNE69TU1ODKlSuwWq2GTxr8fj9u3LiBCxcucCJMFOzbtw/z8/MYHx9Hfn5+xG1sNhtmZ2fh8/kM//rQw7lz53D58mW88sorSbdke7SdO3cOTU1NqKurM2QFF7PZjOLi4mc6HxYXFzE2Nob79++vJeHp6elrPeFG/D30sLKy8txqvg6HA729vThw4IAuK/2uH1dO+mLCTYTVEl6XL182dCL7+PFjPHjwAA0NDSm5THus5ObmYnh4eNOqJG63GwMDA8jKykJWVlacIzQ2k8m0Vo2jsbFR73AMzWQy4cKFC7h69eqOr+NAIKBLD7PFYkFpaSlKS0vX2kJJeHd3N+bm5gCsThIMJeFGfQ/VQ2lpKYaGhnDw4MG4Hnd6eppfhgyGQ0rCcEhJagsN1TBiQtvT0wO/34/a2lq9Q0lafX19KCws3DBZUErh4cOHqKioMNzrwwgeP36MR48e8TW6DX6/H52dnXj11Ve3/Zz+/n6YTCbDrtoZulM0Nja2Vp0jIyNjbThKMifhwWBw00o0k5OTUErFrVrI0tISBgcHN5yfQrGz2ZASJtxhmHCT3+9HV1eXoeoId3Z2wmKxsBJJjAWDwS0rl/CDbHN37txBRkYGDh8+rHcohjc8PIyRkZFtf0Hp6OjAkSNHEmoc9fz8PEZHRzE2Nra2vHhWVhby8/PhdruTZgiSx+OBx+PZ9D26r68PxcXFMf+d2TGgLybc28SEmwDj9NSFek1KSkoM26uVbBYXFzE0NLRpQv306VNMTk4+c4udfmyvEwNTyb179wBgW1WSYj1hMl5mZ2cxOjoKj8ezloRbrVa43W64XK6ETMLv3buHnJycZ6rArLe8vIyBgQEcOnQoprEMDg4iLy+Pw0l0wkmTRDtQWFiI6elp3LlzR7de5cXFRVy7dg2nTp1i4hJHFosFbrcbjx492jCh3rdvH+bm5jAxMYG8vLw4R2h8oUmURp4PYRRHjx5Fe3s7hoeHE6ZK0l5ZrVZUVlY+U2pzZmYG4+PjuHnz5nNJuNvtNnxPrc/n2/KujtlshsvlQm9vL0pLS5Genh71ODweD/bt28dk26CM/Som0klVVRU6OjowODgY997lmZkZtLW1oa6uLqFuHyeL7OxszM/Pw+PxPLN4SDin04mhoSHMzMzwHK1jMplw/vx5tLa2Rm1J82RWW1uLK1euIDs7O2XLfGZnZyM7O/uZJDwQCGB8fBzt7e1YWVlZ2y7UE26kJDxShZJIbDYbrFYrhoaGcODAgaiWC5yensb8/DzvvBmYcV6xRAZTXV2N5uZm7Nu3L269zB6PB7dv32aJNZ05nU4MDw9vunBESUkJent7UVZWFpPeqkRmtVpx/Phx3LhxQ/ehWYmgvr4eTU1NG94VmJ+fR0ZGhg6R6cdms8Fmsz3TcxwIBDA6Oor+/v61JNxms60l4Ynw5c5sNuPgwYOYmJhAf38/SktLN5wzsh0rKysYHh6G2WxGSUlJFCOlaOMY7jAcw03rBYPBuNXN7e/vx8jICM6dO5cQHxypoLe3F8XFxRsmOysrK+jr68OhQ4c4iTKC7u5uWCwWTqLchtnZWbS2tqKxsfG5639oaAhLS0tc8TQCv9+P0dFRTE5OIhgMAgDsdjvcbjecTmfM30uXl5fR3t6O8+fP7/i5oTkj+/btg8Ph2PGXKo/Hg5mZmbhMxqTt4aTJbWLCTZEsLi7uqm7uTty6dQvBYBCnT5+Oyf5pd7ZTuWRubg7j4+MoLy+Pb3AJgpMot8/r9eL+/fvPlZfr6upCeXl5yg452Smfz4fR0VFMTU3FPAn3eDyYmJjA8ePHd72Pubk5+Hw+LC4uAljttbfb7c+95ywvL2N5eRkLCwtrS8nzNWEsTLi3iQk3bSQQCKCjowOXLl2K6pt1MBhEe3s7nE4newENajuVS0IflptVKUhVwWCQkyh3oL+/H1NTUzhz5sxaW0tLC+987UEwGFzrCQ8l4SaTaS0Jdzgcu/7bdnd3Iy8vb8P5HjullEIgEMCTJ0+wsrLyzHtOWloa0tPTkZ6eDofDwbtqBsQqJUR7ZLPZcOzYMbS1te3q1mEky8vLaG5uxpEjR1BYWBiVfVL0badyicPhwMjIyKarVaYqTqLcmYqKCkxPT6O3t3dtCAmX6N4bk8kEh8MBh8Ox1hYMBuHz+TA2Noa7d++ubZeTk4OCgoJntt3M1NQUqqqqohariODAgQN8H0lCTLiJtsntduPp06fo6ura89CP0HjN2traDSflkXFkZ2djbm5u08olRUVF6OvrQ2ZmZspNcNtKaBJle3s76urq9A7H8E6ePInW1lbs378/aj2n9CyTyQSn0/nMUKdgMAiv14vh4WHcuXNnbbvc3FwUFBREHL4RDAYNVTGFjIuvEqIdqKysRFdX1zO9Tzs1NjaG7u5u3mJPMHl5eXj06BGmp6exf//+iNuUl5evvTbYI/kst9uNyclJ9PT0RLVHMFnV1dWhqakJL7300p6qWND2mUwmuFyuZ77kBINBeDweDAwMIBAIrG2Xl5eHgoICvUKlBMSEm2iHTp8+jdbWVuzbt2/HY3Zv3bqFubk53lpPUKFSgBaLJWIvtslkQmlpKQYGBnDw4EEdIjS248ePo7W1Fbm5uZxEuQWTyYQLFy7g29/+No4dO6Z3OCnLZDKtLcATsry8DI/Hg56eHjx9+lTH6CiR8BOfaBfq6upw9+7dtR6PrSwvL+PKlSvYv38/amtrmWwnsIqKCgwNDa3VAV4vIyMDTqcTIyMjcY4sMdTV1eHdd9/F/Py83qEYnsViwaFDh5Cfn693KBTGbDajsLAQZWVlXGiGto2f+kS7YDKZcPHiRbS3t6+VctqIz+dDU1MTzpw5g4qKijhFSLES3ou9EZvNhrS0NPh8vvgFliDCJ1GGSrbRxubm5ng3wKAmJyejulokJTcm3ES7ZDabUVdXh2vXrm2YOPT09ODu3btoaGjg5MgkkpGRAZfLhUePHm24jdvtRiAQwNzcXBwjSwzhkyhpc6xQYlw+n49fhmjbeBUT7UF2djZOnTqF69evP9MeDAbXevDq6+s5iz0J7d+/H5mZmZiYmNhwm7KyMgwPD284/CSVud1u2O129PT06B0K0a6srKzwvZ22jQk30R45nU6UlJSgs7MTADAzM4PLly+jqqoKR48e1Tk6iqW8vDzMzc1heno64uMigvLycvT394OLjD3v6NGj8Hq98Hg8eodiSIuLi0hPT9c7DCKKAibcRFFQVlYGi8WCK1eu4Ec/+hFeeeUV3mpMESUlJRgfH99wLH96evrawjn0vLq6Orz33nucRBmB1+vl+4hBcagP7RRfLURRcuLECRw7dgyvvvoqLBaL3uFQnIgIKioqMDAwsOFY/uzsbGRlZW06/CRVhcrfbTYXIlV5vV7k5eXpHQZFEAgEkJ2drXcYlECYcBNFEVeFS01paWkoKytDf3//htuEhp/MzMzEMbLEkJmZiVOnTnES5TqBQICTrQ1qcnJy28u/EwFMuImIoiIjIwN5eXkYHh7ecJuSkhKMjY1haWkpjpElBpfLBbvdjnv37ukdimFw2IJxeb1edrDQjvBKJiKKEpvNBovFAq/XG/Hx0CTKgYEBTqKM4OjRo/D7/ZxESYa3sLCAzMxMvcOgBMKEm4goilwuF2ZnZzccOmI2m1FcXIzBwcE4R5YYamtrcfv27ZSfRMkKJUTJhQk3EVGUhYaObFS5JCsrCzabDWNjY3GOzPhCK1Gm+iRKr9fLMcJESYQJNxFRlG2nconD4cDKygoCgUCcozO+0CTKtrY2vUPRjc/n47LhBjU7O4usrCy9w6AEw4SbiCgG0tLSUFpaioGBgQ23KSoqwsTEBBYWFuIXWIJwuVxwOp0pO4nS7/ezh9ugWB+ddoMJNxFRjGRmZsLpdG5auaSiogJDQ0MpPXxiI1VVVfD7/Sk59IYVSozL6/Xy7gPtGK9mIqIYstlsSE9Px+TkZMTHTSbTlj3hqay2thbd3d2YnZ3VOxQiAMDMzAzro9OOMeEmIoqx/Px8zMzM4OnTpxEfz8jIQG5uLkZGRuIcmfGFJlG2tramzF0A9m4TJR9e0UREcVBaWorR0dENF705cOAA0tLSMDU1FefIjC8zMxMvvfRSykyi9Pv97EE1MH4Zot3gq4aIKA62U7nE7XbD7/djbm4uztEZn9PphNPpRHd3t96hxNzk5CQn5RnU4uIi0tLS9A6DEhATbiKiOElLS0NJScmm47VFBA8ePIhfUAmkqqoKgUAg6SdR+nw+VigxKNZHp91iwk1EFEeZmZkbjtfu6OiA3+/HqVOndIgsMaTCJEouG25crI9Ou8WEm4gozkLjtUOVSxYXF/HOO+/A7Xbj9OnTOkdnbKk4iZKM48mTJ+zhpl1hwk1EpAO3243p6WkMDg7i6tWrePnll1FcXKx3WAkh1SZRknGsrKxw0iTtCl81REQ6KSsrw/z8PBobG5Gdna13OAnF6XTC5XIl3STKmZkZWK1WvcMgoihjwk1EpBMRQVVVFXvMdunw4cOYmZlJqkmUk5OTHCNsUKyPTnvBVw4RESWsmpqapJpEyYTbuHw+H+x2u95hUIJiwk1ERAkr2SZRctlw45qcnOSESdo1JtxERJTQQpMor1+/rncolMR8Ph8XJKJdY8JNREQJz+l0Ij8/H3fu3NE7FEpSS0tLsFgseodBCYoJNxERJYXDhw/j6dOnePz4sd6h7Mri4iLS09P1DoOIYoAJNxERJY2amhrcu3cvISdRctlw42KFEtorvnqIiChpmEwmXLhwISEnUXLZcOMKBAKslU97woSbiIiSisViwdmzZxNuEqXf72cPt0FNTExwwiTtCRNuIiJKOg6HAwUFBQk3iZLDFoyJFUpor3hlExFRUqqsrMTc3FzCTqIk41hYWEBmZqbeYVACY8JNRERJKzSJcmZmRu9QNpVo482JaGeYcBMRUVK7cOEC2traDJ3U+v1+LhtuYBzqQ3vFVxARESW1RJhEOTExwYTboPx+PyuU0J6Z9Q6AiIgo1kKTKG/duoWTJ0/qHc5zHj9+jJWVFfT19QEArFYrXC4X3G43VzfU2eTkJKvH0J4x4SYiopRQWVmJGzduYHh4GMXFxXqH84y0tDQ0NDSs/TwzM4Px8XHcvHkTS0tLAID09HS4XC7k5+ezxzWOvF4vTp06pXcYlOCYcBMRUcqotO5C6gAAD55JREFUqanBO++8A7vdbuikNTs7G9nZ2aisrFxrW1xcxNjYGO7fv7+2kqbJZEJOTg7y8/PhcDg41jgGWKGEooEJNxERpZT6+npcvXoVDQ0NMJv1/xhcXl5GWlralttZLBaUlpaitLR0rS0YDMLr9a4l4qGJoTabDS6XCy6XyxC/I1Gq41VIREQpJXwS5cWLF/UOB16vd9djhE0m01piHc7v92N8fBz9/f1YWVkBAGRkZMDtdiMvLw9Wq3XPcacK3jWgaGDCTUREKcfhcKCkpMQQkyi9Xi8KCwujuk+73Q673Y6qqqq1ttnZWYyPj+P27dtYWFgAsDp23Ol0Ij8/n1VSIggEAvxyQlHBhJuIiFJSRUUFOjo6dJ9E6ff7cezYsZgfx2q1oqKiAhUVFWtty8vL8Hg8GBgYQCAQALDao2u32+FyueB0OlO6h3diYoJLulNUMOEmIqKUVV1drfskymAwqFtSazabUVhY+EwPezAYhM/nw/j4OB48eLA2LjwVSxX6fD4cP35c7zAoCTDhJiKilGa0SZR6M5lMcDqdz/XspmKpwrm5OQ4poajgOwsREaU0i8WCmpoaXSZRzs7OIisrK67H3C2WKiTaPSbcRESU8ux2O0pKStDV1YXTp0/H7bjj4+PPVRhJJCxVSLQ9fMUTERHhx5Moh4aGnkkgY8nr9SbdGOFkKVUYCASScpgM6YMJNxERkSZ8EqXNZov58VJpjHCilSqcnJxEbm6ubsen5MKEm4iIKAwnUcaPkUsVJuPdB9IP30mIiIjChCZRtrS04NKlSzE7zuzsLCcURmCUUoWpdPeBYo8JNxER0Tp2ux0VFRUxm0Tp8Xhw+/ZtnD9/Pur7TkYsVUiJjgk3ERFRBGVlZZicnIz6JMre3l6Mjo6ioaGBPdx7xFKFlCiYcBMREW3gzJkzuHLlStQmUXZ2dsJsNqO+vj4K0VEk0ShVODMzw+EkFFVMuImIiDZRX1+PpqamPU2iDAaDaGlpQVlZGcrKyqIcIW1lp6UKl5aWUFJSokeolKSYcBMREW3CbDbvaRLl7OwsWltbcfbsWTgcjugHSLu2UalCj8fDhJuiioOYiIiIthA+iXInvF4vWltbceHCBSbbCcJqtaK8vJzjvCmq+GoiIiLahrKyMgSDQQwNDW1r+/7+fty/fx+NjY3IzMyMcXREZGRMuImIiLbpzJkz6OvrW1uQZSOdnZ148uQJ6uvr2VNKREy4iYiIdqK+vh7t7e1YXl5+7rFgMIjm5mbk5OTEpH43ESUmJtxEREQ7YDabUVtbi5aWlmfa5+fncfnyZZw4ceKZpcqJiJhwExER7ZDNZsPBgwfR2dkJYHVy5LVr1zg5kogiYllAIiKiXSgtLYXP58O1a9eglEJjYyPHaxNRREy4iYiIdun06dMYHh5GcXGx3qEQkYHxqzgREdEeMNkmoq0w4SYiIiIiiiEm3EREREREMcSEm4iIiIgohphwExERERHFEBNuIiIiIqIYYsJNRERERBRDTLiJiIiIiGKICTcRERERUQwx4SYiIiIiiiEm3EREREREMcSEm4iIiIgohvaUcIvIx0SkW0SCIlId1v4TInJTRG5r/3017LGzWvtDEfkjEZF1+/ysiCgRcYa1XRKRLu1YV8PaXxeRHm1fnwtrrxCRdq39b0TEspffk4iIiIhot/baw30HwM8BaF7X7gXw00qpFwG8CeCvwx77EwCfAnBY+/d66AERKQHwGoChsDY7gD8G8DNKqeMAPqa1pwH4GoCfBHAMwC+KyDHtaV8G8BWl1CEAUwA+ucffk4iIiIhoV/aUcCul7imleiK0v6uUeqz92A0gS0QyRKQAgE0p9UOllALwVwB+NuypXwHwmwBUWNu/BfD3Sqkhbd8erf1lAA+VUn1KqUUA3wLwhtZj/iqAt7Tt/nLdMYiIiIiI4iYeY7h/HkCnUmoBQBGA4bDHhrU2iMgbAEaUUu+te/4LAHJE5Io2POUTWnsRgEcR9pULwK+UWl5/jEhE5FdEpENEOiYmJnb3GxIRERERbcC81QYi8gMA7ggPfVEp9fYWzz2O1eEdr22xnRXAFzbYzgzgLIBGAFkA2kTkh1vFvV1Kqa8D+DoAVFdXqy02JyIiIiLakS0TbqXUB3ezYxEpBvBtAJ9QSvVqzSMAisM2K9baKgFUAHhPm0NZDKBTRF7Gag/1pFLqKYCnItIM4JTWXhJhX5MA7CJi1nq5Q+1ERERERHEXkyEl2kTH7wL4nFKqNdSulBoFEBCRD2hjrT8B4G2l1G2llEspVa6UKsdqMn1GKTUG4G0A9SJi1nrCawHcA3ADwGGtIokFwMcBfEcbG94E4KPaYd/U9kFEREREFHd7LQv4EREZBlAH4Lsi8j3toU8DOATgt7Vyfl0i4tIe+zUA3wDwEEAvgH/e7BhKqXsA/gXALQA/AvANpdQdrff60wC+h9UE/G+VUt3a034LwH8WkYdYHdP9p3v5PYmIiIiIdktWO4QJWB3D3dHRoXcYRERERJRgROSmUqo60mNcaZKIiIiIKIaYcBMRERERxRATbiIiIiKiGGLCTUREREQUQ0y4iYiIiIhiiAk3EREREVEMMeEmIiIiIoohJtxERERERDHEhW/CiMgEgMEo79YJwBvlfdLe8bwYE8+LMfG8GA/PiTHxvBhTvM5LmVIqL9IDTLhjTEQ6Nlp1iPTD82JMPC/GxPNiPDwnxsTzYkxGOC8cUkJEREREFENMuImIiIiIYogJd+x9Xe8AKCKeF2PieTEmnhfj4TkxJp4XY9L9vHAMNxERERFRDLGHm4iIiIgohphwExERERHFEBPuKBORz4jIfRHpFpH/Htb+eRF5KCI9IvKhsPbXtbaHIvI5faJODSLyWRFRIuLUfhYR+SPtb39LRM6EbfumiLyv/XtTv6iTk4j8gXad3BKRb4uIPewxXisGwb+5fkSkRESaROSu9nnyG1q7Q0S+r703fV9EcrT2Dd/PKLpEJE1E3hWRf9R+rhCRdu1v/zciYtHaM7SfH2qPl+sZdzITEbuIvKV9rtwTkTqjXStMuKNIRBoAvAHglFLqOID/obUfA/BxAMcBvA7gj7ULNg3A1wD8JIBjAH5R25aiTERKALwGYCis+ScBHNb+/QqAP9G2dQD4EoBaAC8D+FLoQqWo+T6AE0qpkwAeAPg8wGvFSPg3190ygM8qpY4B+ACAX9f+/p8DcFkpdRjAZe1nYIP3M4qJ3wBwL+znLwP4ilLqEIApAJ/U2j8JYEpr/4q2HcXGVwH8i1LqCIBTWD0/hrpWmHBH168C+H2l1AIAKKU8WvsbAL6llFpQSvUDeIjVRO5lAA+VUn1KqUUA39K2pej7CoDfBBA+S/gNAH+lVv0QgF1ECgB8CMD3lVI+pdQUVpPD1+MecRJTSv2rUmpZ+/GHAIq1/+e1Yhz8m+tIKTWqlOrU/n8aqwlEEVbPwV9qm/0lgJ/V/n+j9zOKIhEpBvBvAHxD+1kAvArgLW2T9eckdK7eAtCobU9RJCIHAFwE8KcAoJRaVEr5YbBrhQl3dL0A4IJ26+iqiNRo7UUAHoVtN6y1bdROUSQibwAYUUq9t+4hnhdj+A8A/ln7f54T4+Df3CC0oQgvAWgHkK+UGtUeGgOQr/0/z1d8/CFWO2+C2s+5APxhHQjhf/e1c6I9/kTbnqKrAsAEgD/Xhvp8Q0T2wWDXijnWB0g2IvIDAO4ID30Rq39PB1Zv/9UA+FsRORjH8FLWFuflC1gdTkJxtNk5UUq9rW3zRazeOv9mPGMjShQikg3g7wD8J6VUILyDVCmlRIS1feNERH4KgEcpdVNELukdD60xAzgD4DNKqXYR+Sp+PHwEgDGuFSbcO6SU+uBGj4nIrwL4e7Va3PxHIhIE4AQwAqAkbNNirQ2btNMObHReRORFrH77fU/7oCoG0CkiL2Pj8zIC4NK69itRDzrJbXatAICI/DKAnwLQqH68IACvFePY7FxQHIhIOlaT7W8qpf5eax4XkQKl1Kh2Gzw0dJHnK/bOA/gZEfkwgEwANqyOHbaLiFnrxQ7/u4fOybCImAEcADAZ/7CT3jCAYaVUu/bzW1hNuA11rXBISXT9A4AGABCRFwBYAHgBfAfAx7UZyxVYHaj/IwA3ABzWZjhbsDpZ7Du6RJ6klFK3lVIupVS5UqocqxfmGaXUGFb/1p/QZix/AMAT7fbT9wC8JiI52mTJ17Q2ihIReR2rt2V/Rik1G/YQrxXj4N9cR9pY3z8FcE8p9T/DHvoOgFDlpDcBvB3WHun9jKJEKfV5pVSx9lnycQDvKKV+CUATgI9qm60/J6Fz9VFte96RiDLt8/yRiFRpTY0A7sJg1wp7uKPrzwD8mYjcAbAI4E3t4uoWkb/F6gtgGcCvK6VWAEBEPo3VZC4NwJ8ppbr1CT0l/ROAD2N1Yt4sgH8PAEopn4j8LlYTDgD4HaWUT58Qk9b/BpAB4PvanYcfKqX+o1KK14pBKKWW+TfX1XkA/w7AbRHp0tq+AOD3sTpc8ZMABgH8gvZYxPcziovfAvAtEflvAN6FNnlP++9fi8hDAD6sJukUG58B8E2tc6APq69/Ewx0rXBpdyIiIiKiGOKQEiIiIiKiGGLCTUREREQUQ0y4iYiIiIhiiAk3EREREVEMMeEmIiIioqQjIh8TkW4RCYpI9Sbb2UXkLRG5LyL3RKRuG/v+BRG5q+3//261PcsCEhEREVEyugPg5wD8ny22+yqAf1FKfVQrLWjdbGMROQzg8wDOK6WmRMS1VSBMuImIiIgo6Sil7gGAtt5DRCJyAMBFAL+sPWcRq2upQEQqAXwNQB5Wa3Z/Sil1H8CnAHxNKTWlPcfz/J6fxSElRERERJSqKgBMAPhzEXlXRL4hIvu0x74O4DNKqbMA/guAP9baXwDwgoi0isgPtdWTN8UebiIiIiJKSCLyAwDuCA99USn1doT29cwAzmA1sW4Xka8C+JyIfBnAOQD/L6yHPCPsOYcBXAJQDKBZRF5USvk3OwgRERERUcJRSn1wj7sYBjCslGrXfn4LwOewOgrEr5Q6vcFz2pVSSwD6ReQBVhPwGxsdhENKiIiIiCglKaXGADwSkSqtqRHAXaVUAKvJ9McAQFad0rb5B6z2bkNEnFgdYtK32XGYcBMRERFR0hGRj4jIMIA6AN8Vke9p7YUi8k9hm34GwDdF5BaA0wB+T2v/JQCfFJH3AHQDeENr/x6ASRG5C6AJwH9VSk1uGotSKlq/FxERERERrcMebiIiIiKiGGLCTUREREQUQ0y4iYiIiIhiiAk3EREREVEMMeEmIiIiIoohJtxERERERDHEhJuIiIiIKIb+PzTlcJCcB3fGAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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F3KEoXra0VtzZ2UFvby/a2tpgs9nkDgc2mw0HBweIRCLY3NyUOxwiIspSTLgpq1ksFlRXV2N0dFTuUBRP6Z1LQqEQvF4vHjx4AJPJJHc4AI5KS+x2OyRJwurqKvb29uQOiYiIshATbsp6brcboihyNHcClNq5ZHp6Gu/evUNPTw+0Wq3c4XxEr9dDq9XCYrFgbm5O0XcIiIhImZhwU05obW2F3+/H2tqa3KEontI6l4yMjGB7extdXV0Z7USSjKqqKiwvL8PhcMDn80GSJLlDIiKiLKLMdzeiK7h37x5evnyJSCQidyiKp4TOJfHNkWVlZWhpaZEtjkQ5HA4sLi7CbrdjdnZW7nCIiCiLMOGmnKFWq9HZ2cnOJQmSs3PJ1tYWent70draqogppokoLCyEXq9HJBJBaWkp5ufn5Q6JiIiyBBNuyikGgwFffPEFBgcH5Q5F8eTqXBIIBDAyMoKenh7FbI5M1I0bN7C2tgaj0Qi1Ws3hS0RElBAm3JRzrFYrrFYrxsfH5Q5F8bRaLdrb2/H8+fOMXG9kZAQrKyt4+PAh1Gp1Rq6Zag6HA4FAADdu3EA4HM6K3uZERCQvJtyUk+rr67G3t4e5uTm5Q1E8s9mMmzdvprVzyel67dbW1rRdJxM0Gg1KSkqwvLyMmpoafPjwAfv7+3KHRURECsaEm3JWe3s73r17h62tLblDUTy73Q69Xo+pqamUnzter93S0pI19dqXKSsrw+7uLvb39+F2uxEIBHB4eCh3WEREpFBMuCmndXd3w+v1IhqNyh2K4jU1NSEUCqV0jHkgEMDw8DB6enpgNptTdl4lcDgcCAaDEAQBTqeT7QKJiOhcTLgpp6nVanR0dGSsRjnbdXR04LvvvktJXfLo6ChCoRAePXqUtfXaF1GpVLDZbJibm4NWq0VVVRUCgYDcYRERkQIx4aacZzQacefOHXi9XrlDUbxUdC6J12uXlpaira0txREqS1FREQoKCrC1tYWioiIUFxfL2tuciIiUiQk35QWbzQaTyYQ3b97IHYriXadzSS7Wa1/GZrMhFAohFovBYrFAFEWsr6/LHRYRESkIE27KGw0NDdjY2OAKZALMZjNqa2sxPDyc8Gvi9doPHjzIuXrtyzidTvj9fgBHCfjm5ibC4bDMURERkVIw4aa8Iud0xWzjcDig0+kS6lxyul5bq9VmIDpl0Wg0KC0tPdlw6nQ6sbCwgIODA5kjIyIiJWDCTXlFrumK2eqyziWxWAx9fX0oKSnJ+Xrty1gsFoTDYUQiEQiCALfbjdnZWYiiKHdoREQkMybclHcyPV0x28U7l3xaIrGzs4Pe3l40NzfD7XbLFJ2yxFsFSpKEgoIC1NTUwOfzyR0WERHJjAk35aWr1Cjnq/hdgYGBgZO7AnNzc/j222/zsl77IiqVCtXV1QgGgwAAnU4Hq9V68nciIspPTLgpbyVTo5zvTt8VGBsbw9LSUt7Wa1/GYDBAo9Fgc3MTAFBcXAydTpfSgUJERJRdmHBTXkvHdMVcZTKZMDc3h7Gxsbyv175MVVUVlpeXT+4IVFRUIBqNYmtrS+bIiIhIDky4Ke91dHTgV7/6Fdu4XSASieDJkyf48Y9/jPLyct4VSMDpVoEAYLfbsbKygkgkImNUREQkBybclPdO1yizo8Tn1tbW0N/fj87OTlRUVOD27dsIhULsZ34JjUYDi8WCDx8+nBxzuVwIBoPskENElGeYcBPhaHPb3bt32bnkE36/H+Pj43j8+DEMBgOAo3ru1tZW9jNPQGlpKSKRCPb29gAcfbhzuVzw+XyQJEnm6IiIKFOYcBMds1gsqKmpwejoqNyhKMLY2BhWV1fR3d0Nler7XxWlpaXY3NxkP/ME1dTUYG5u7iTB1mg0sNvtmJ2dlTewLBAOh7m/gohyAhNuolPcbjdEUczr3smiKGJgYABFRUVobW397HGDwYBwOAytVguPx4O+vj4ZosweKpUKdrsdgUDg5Jher0dpaSkWFhZkjEzZQqEQBgcH8d1332FtbU3ucIiIroUJN9EnWltbEQwG8/JNPhqNore3F/X19airqzv3eVqtFvv7+zCZTLh16xa8Xm8Go8w+er0ehYWF2NjYODlmNptRUFCA1dVVGSNTpunpaUxNTaGnpwc9PT14+fIlN5sSUVZjwk10hq6urrx7k9/Y2MCzZ8/Q0dEBq9V64XOtVuvJrX673Q6TyYQ3b95kIsysVVlZidXVVRwcHJwcu3HjBnZ3d1kLf8rw8DB2d3fR2dkJlUoFlUqFzs5ObmomoqzGhJvoDPn2Jj83N4fR0VH09PScbI68iFar/ShxbGhowNbWFkskLvFpq0DgqMZ7aWkJ0WhUpqiUIRaLoa+vDxUVFWhubv7oMYPBgC+++AKDg4MyRUdEdD1MuInOkS9v8hMTE1hcXMTDhw+hVqsTfl1xcTG2t7dP/u7xePD27VsOd7mAWq1GRUXFRy0VBUGA2+2G3+/H4eGhjNHJJxwOo7e3F01NTXA6nWc+x2q1wmq1Ynx8PMPRUb4QRRHPnz/Hz3/+87xYaKHMYsJNdIFcfpOPv7mo1Wq0t7cn/fqysjKsrKx8dKy7uxterzfvV2svUlJSgv39/ZNWgQBQUFAAp9OZl+0CV1ZWMDAwgPv378NisVz43Pr6ekQikY82oBKlQny41507d9Dc3Mx9KZRyTLiJLlFfX4+9vb2cepOPb44sKiqCVquFz+eDz+fD/Pw8NjY2ElppjbcKPL0SpFar0dHRgf7+fq4QXeDTVoHAUZlOVVXVZyUnuWx6ehpv377F48ePodPpEnpNW1sbZmZmPtqASnQdKysr6O/vx/3791FeXo7KykpYLBZMTEzIHRrlECbcRAlob2/H+/fvc+JNfmtrC8+ePYPH48FXX30Ft9t98qeiogIAEAwGMTs7i/39/QvPVVZW9lmXDaPRiMbGRq4QXUClUsFms2Fubu6j40VFRTCbzZifn5cpsswZGRnB9vY2urq6Purznoiuri4MDQ3xTgpdm8/nO/ND3+3btxEOhz/7GSW6KibcRAnq7u7O+jf5hYUFDA8Po6enB0aj8bPHtVotzGYzXC4X7HY7lpeXMTMzc24XDZPJ9FEdd1x8hSgXS3FSpaioCAUFBZ99/cxmMzQaTc4OfBFFEX19fSgrK0NLS8uVzsE7KZQKIyMj2NzcPPdDXy4ttJD8mHATJSjb3+TfvHmDYDCIR48eJbQ5Uq1Ww263w+VyYXNz86ONfqdpNJozP4Tcvn0be3t7XCG6QFVVFZaWlj4r4bFarTg4OMi5N/p4nexFmyMTxTspdFXJfOjj3RRKFSbcREkwGo1oaGjA0NCQ3KEkxev1QhRFeDyepF+rUqlQXV0NjUaDQCDw2aa+0z25P8UVoosJggCHw3Hm/oDq6mpsbGxgd3dXhshS73Sd7GWbIxPFWltKVjgcTupDX7YvtJByMOEmSpLNZsuaQS+xWAzffPMNqqur0djYeK1zlZWVobS0FDMzMx+98RQWFl64+sMVoosVFhbCaDSeOdnU6XRiaWnp0lp6pfP5fHj9+nVSmyMTdfv2bezs7LAHPF0qFAphcHAw6Q99vJtCqXCthFsQhN8SBGFCEARREIS2U8d/JAjCS0EQvjv+30enHrt7fPy9IAj/QhAE4fj4HwuCMCYIwqggCD8XBMF26jUPj49PCILw7NTxnwiCMHl8rj88ddwtCIL3+Pi/EwRBe51/J9GnGhoasLGxoeg3+Z2dHfT29qKtrQ12uz0l5ywuLkZ1dTWmp6c/KoMoLCw8dyqnWq1GZ2cnV4guUFFRgfX19Y+GCQHf9+gOBAKIxWIyRXc9o6OjWF9fR3d3d9KbIxPFHvB0mampKUxNTaGnp+dKH/p4N4Wu67q//cYB/G0AfZ8cXwHwNyVJ+gLA7wD4N6ce+5cA/h6A+uM/Pzk+/s8lSWqWJKkFwH8C8EcAIAiCGcD/DuC/kiSpEcBvHR8vAPC/AfgvAPwAwH8jCMIPjs/1zwD8L5Ik3QSwDuC/v+a/k+gzHo8Hb968UeRY7qWlJXi9Xjx48AAmkyml59bpdJ/1jK6oqPisJ/dp+TJE6DrOmkIJHJX0uN1u+Hy+rPrAEu/zXlJSgtbW1rRfL94DPls/mFD6DA8PY39/H52dndf60MfOJXQd10q4JUl6I0nS5BnHX0mSFF/6mwCgFwShUBCEKgAmSZJ+KR29U/9rAH/r+DWnlyaKAMQLRf9bAP+3JEmB4+fFi0W/BvBekqQZSZKiAP4tgN84XjF/BODfHz/v/4xfgyiVVCoV7t+/j8HBQUW9yU9PT2N6eho9PT3QatNzc0er1aKysvKk9lir1V5aMmK1WlFZWYmxsbG0xJTt1Go1ysvLz9ycqlar4XA4smYwzukhIm63OyPXVKvV8Hg86Ov7dP2H8lUsFsPTp09htVrR1NSUknO2t7fj3bt3vJtCSctEDfffATAiSdI+gGoApz8azh0fAwAIgvBPBEEIAvjvcLzCDeAWgFJBEJ4el6f89Ph4NYDgGecqA7AhSVLsk+NnEgTh9wRBGBYEYXh5efnK/0jKT1qtFu3t7Yp5kx8bG8P29va1V3ISYTQaYTQaTxLEwsLCS2uN6+rqEIvF8mq4SzLMZjP29/fPLM8pLCxEZWWl4r92a2tr6O/vR2dnJ8rLyzN6bZPJhDt37rDWlk5K6lpaWuBwOFJ6bk7Upau49B1ZEIRfCIIwfsaf30jgtY04Ku/4+4kEI0nSP5IkqQbAnwH4g+PDagB3Afw6gB8D+J8EQbiVyPkSvOa/kiSpTZKktvjQD6JkmM1m3Lp1S/bOJYODg9Dr9VfubXwVZWVlEEURGxsbKC8vv7CsJK61tRV+v//MTYJ0NIUyGAyeuZKt9ME4fr8f4+PjePz4MQwGgywxxDc1T05+dvOV8sTpkjqz2Zzy87NzCV3FpQm3JEl/Q5KkpjP+/OVFrxMEwQ7gPwD4qSRJ08eH5wGc3r1lPz72qT/D0co4cLRC/TNJknYlSVrBUb34l8evqznjXKsAzIIgqD85TpQ2drsder0eU1NTGb92vBOJ0+lEfX19xq9vs9mwvr6Ow8PDhLtpdHV14eXLl+dutMxn8SmU5yXVSh2MMzY2htXV1bRujkxUQ0MD1tbWzu0dT7lrcnISPp8vrSV1ADuXUPLS8lvxeKPjXwH4Q0mSBuLHJUlaBLAlCMIPj2utfwrgL49fczpT+A0Ab4///18C6BIEQS0IggGAB8AbAEMA6o87kmgB/NcA/p/j2vBeAH/3+PW/E78GUTo1NTUhFAplNBGKRCLo7e1Fa2srbDbb5S9IE5fLhfn5eQiCkNBt1nj9O1eIzlZUVARBEM7dkKukwTjxzZFFRUUZ2RyZKI/Hg4mJCUVuaqb0iG+a7ejoyMiHPnYuoWRcty3gbwqCMAegA8BfCYLws+OH/gDATQB/dNzOb1QQBOvxY78P4E8AvAcwDeA/Hx//p8elKmMAfg3APwCONmYC+P8AjAH4FsCfSJI0flyj/QcAfoajBPzPJUmKf9f/QwD/oyAI73FU0/1/XOffSZSojo4OfPfddwiHw2m/1tbW1kmtbDpumyYj3r5ud3c34Q8cOp0Od+/exfPnz9McXXay2WxYXFw89wNJdXU11tfXsbe3l+HIvnd6c2RdXZ1scZxFqZuaKfXid/lqamquPW8gWexcQokSsmHHe6a0tbVJw8PDcodBWS4SiaC/vx+PHz9O2yrL0tISXr9+je7u7oTGtGdKJBLByMgI7t27l/BrfD4f1tfXFbU6qhT7+/tYXFyEy+U683FRFDE9PY2bN2/ieKRBxqysrODVq1fo7OyUrV47ERsbGxgdHcXDhw/lDoXSYGtrC16vFx6PJ+UtUJPxzTffoK2tTdYYSH6CILyUJKntrMc4aZIoxdK9cuvz+TA9PY2HDx8qKtkGjv7tLpcrqVVXt9sNlUqF6enpy5+cZwoLC6HX67G+vn7m4yqVCtXV1QgGg2c+ni7T09N4+/atrJsjE2U2m3Hz5k1wMSX3LCwsYHh4GD09PbInuuxcQpdhwk2UBhaLBU6nEyMjIyk97/j4ONbX1zPS9u+qbty4gQ8fPiT1mpaWFiwuLibU5STf3LhxA2tra+eWRaWTPf8AACAASURBVBgMBmi12ozVcw8PD2N3dxddXV2K/R78lN1uh06nk2VTM6XHxMQEgsEgHj16pIiFB3Yuoctkx29LoizkdDqhUqng8/lScj6v1wuNRqP40ouCggJIkvTR6PdE3Lt3D69evcpI/Xu2cTgcJ0OGzlJZWYmVlZW01iqfHiLS3Nyctuukixybmin1RFHE4ODgyaAjJWHnEroIE26iNGppaUEwGLxWz2lRFPH06VNUV1fj9u3bKYwufaxWK5IdJBXf5DYwMMBNbp/QaDQoKSm58A7AeaPhUyGdQ0QyKZObmin1otEoent74Xa7Ffu7kJ1L6DxMuInS7Do9p+NdIJqbm2G32y9/gUIUFRVhd3c36dfpdDq0t7ezc8kZysrKsL29fW6NqEajQVlZWcp7Ty8sLKR1iEgmqVQqdHZ28kNdFtrY2MCzZ8/g8XhQWVkpdzgXun37NnZ2dti5hD7ChJsozeJv8snW9p1u+2exWNIYYXoUFxdje3s76deZzWbU1tZyk9sZListiY+GT1WrwDdv3iAYDKZ9iEgmxTc1v3jxQu5QKEGBQACjo6Po6emB0WiUO5yEeDwevHv3DltbW3KHQgrBhJsoAwwGA7788suE3+RDoRCGhobQ09Oj+C4Q5ykvL0+6rCTO4XBwk9sZCgoKUFFRceEqdk1NDebm5s4cDZ+oeJ0scJQ4ZMvmyESla1Mzpd74+DhCoZAiuzJdhp1L6LTc+i1KpGBWqxU3btzA2NjYhc/z+Xx49+4denp6su4N5jSVSgW1Wo2Dg4MrvT6+yY3juT9WUlKC/f39c0uUVCoV7Hb7hSvhFzldJ9vQ0HCdUBXN6XRCrVazHaVCiaKIgYEBFBYWoq3tzLbGisfOJXQaE26iDKqvr0c0Gj03GYq3/cumlmsXuUqLwNM6Ojo4nvsMNTU1CAaD565i6/V6FBYWJt0qMJvqZFOhubmZ7SgVKBKJoLe3F/X19aivr5c7nGsxGo1oaGhg5xJiwk2UaW1tbZiZmfksGfJ6vSgoKFB8279kFBYWXnmFG+B47vOoVCpUVVVhfn7+3OdUVlZidXU14a+b3+/PujrZVIi3o7zKpmZKvbW1NfT396OjowNWq1XucFLCZrPBbDazc0meY8JNJIOurq6T2r7Tbf9y8Ra+RqO5VtKt1Wrh8XjQ19eXwqiyXzwpvqgbTKKtAkdHR7G6upqVdbLXFf9Qx9v+8vP7/RgfH8/qvSvnaWhowM7ODhYWFuQOhWTChJtIBmq1Gp2dnXjy5An++q//Ouva/iXDYrFcqw85AJhMJty5c4e3ZT9RXV2NhYWFcxNFtVp9YatAURTR19eHkpKSnLqzkiydToevvvqKnUtkFP/Q193dnbMf+jweD96+fcvOJXmKCTeRTGKxGNbX16HVarOy7V+iDAbDlXpyf8pms8FkMuHNmzcpiCo3CIIAu91+Yb9fs9mMaDT6WavAcDiMJ0+eoKmpCW63O92hKl55eTmqq6sxOjoqdyh5RRRFPH/+PG8+9LFzSf5iwk0kA7/fj7GxMfz2b/82Kisrc762TxCEa7Wpi2toaMDW1hZvy56i1+uh0Wiwubl57nM+bRUYCoUwMDCA+/fv5/SHvWS53W6Iopi2iZ30sfhgrzt37uTNh7545xIO98o/TLiJMmxkZOSjW6f5UNtnMplSdhuVt2U/V1VVheXlZRweHp75eHwlPBgMYmpqClNTU3j8+DF0Ol2GI1W+1tZW+P3+a5dB0cVWVlbQ39+P+/fvo7y8XO5wMspoNLJELg8x4SbKkFgshr6+PpSVlX126zTXk0iz2Zx0i7qL8Lbs5y6bQqnX6yGKIkKhEDo7O3Oi7WS6dHV14eXLl+xckiY+nw9v377N6w99LJHLP/yNS5QBOzs76O3tRXNzM5xO55nP6e7uztn2dwUFBeeuvl4FB0p8TqvVwmg0Xrgy63K5UFVVhf39/QxGln1UKhU6OzsxMDDA768UGxkZwebmZs7MGrgOlsjll/z+bifKgKWlJXi9Xjx48ABms/nc58WTyFxtf1dYWJjSRM9oNKKxsZG3ZU+pqKjA+vr6hW0YnU4nAoFASmrqc5nBYMAXX3xxMuKeruf0Hb6Wlha5w1GMXL+7Sd9jwk2URm/evIHf70dPTw+0Wu2lz8/l9nepaA/4qcrKSpSXl2N8fDyl581m8YT6PAUFBdca/Z5PrFYrrFYrv7+uKRwOo7e3F01NTefe4ctnLJHLD0y4idJAFMWTlTGPx5PUrVObzQaj0YjJycl0hScLnU6XllKG+vp67O3tMYE8plarYbFYEAqFzn2OXq+HwWDgSPME1NfXIxKJ8PvrikKhEAYHB9kR5wJqtRoej4edS3IcE26iFItEIujt7YXb7b7y5MjGxkasra2dO7AkGwmCkLZzt7e3Y2ZmJqUbM7NZaWkpwuHwhR9wKioqsLOz81l/bvpcW1sbv7+uIN4Rp6enJ283RyYql+9u0hEm3EQptLa2hv7+fnR0dKCysvJa5/J4PJiYmMDOzk6KosttXV1dGBoaYmeJYzU1NQgGgxc+x+l0Ym5ujhsDExD//uJt/8QMDw9jeHiYHXGSwM4luY0/BUQp4vP5MD4+jsePH8NgMFz7fCqVCvfv38fAwEBOdi5JNbVajc7OTnYuOVZQUACr1XphBwRBEOBwODA7O5u5wLIUO+MkJhaL4enTp7Barejs7MTw8LDcIWUVdi7JXUy4iVIg3uqqu7s7pas5Wq0WHo8npzqXpLM7hsFgwJdffokXL16k7RrZxGQyIRaLXVg2UlhYiNLSUnz48CGDkWUndsa5WLz9aUtLCxwOBxwOB7RaLaanp+UOLauwc0luYsJNdA3x1Zx0troym824efMmhoaG0nL+TEp1a8CzWK1WVFVVYWxsLK3XyRafjnU/S2lpKaLRKMuXElBZWQmLxYKJiQm5Q1GUUCh0ZvvT5uZmLC4uXriJlz7X1dUFr9fLu5tXpMTSQibcRFd0ejUn3a2uHA4H9Ho9pqam0nqddEtXp5JP1dXVIRaLwe/3p/1aSicIAmw2G+bm5i58nt1ux+LiIt/gE3D79m2Ew+FLv6b54vTmyLPan967dw/fffcdwuGwDNFlp1y8u5kJ8UUwJd6xY8JNdAULCwv49ttvLx1mk0pNTU0IhUJZvVJUWFiYsZWH1tZW+P3+lPf+zkZFRUVQqVTY3t4+9zmCIMDlcrGeO0Ht7e149+5d3t/2Hxoawv7+/oWbI09P7uQHusSxc0ly1tbW0Nvbi9bWVkX2e2fCTZSkiYkJBINBPHr0KKFhNqnU0dGR1StFmSgpOa2rqwsvX75U5O3FTLPZbFhaWrpww59Go4HVasX8/HwGI8te+TywJL6SWFVVhaampkufr9PpcPfuXe6vSBI7lyTmzZs3ePPmDR4/fgyTySR3OGdiwk2UIFEUMTAwcDKkQA7ZvlJUUFCQ0Q4P8U4v7CxxtIJdU1Nz6QAXk8kEQRCwubmZociyV74OLDldTme32xN+ncVigdPpxMjISBqjyz0NDQ3Y2Nhg55IzxGIxPH/+/OS9UcktKJUbGZGCxIfZ1NfX4/bt27LGotPp0N7enndv8lcVX1nj1+voa6HX6y8d4GKz2bCyspKXK7fJyrfb/ktLS2dujkyU0+mEWq1m55IkxTuXcGPz97a2ttDb24sf/OAHsr8vJ4IJN9ElTg+zsVqtcocD4KhzidvtZo/bBHFl7Xs3btzAysrKpXdIXC4X/H5/3t8ZSET8tv/k5KTcoaTV5OQkfD7fuZsjExXvXLKyspLC6HKbSqVCV1cXBgcHs/LuZqpNT09jZGQEPT09sFgscoeTECbcRBfw+Xx4/fp1yobZpJLT6WSP2yTEV9ayvdNLKjidzktLSwoKCuBwODAzM5PW3um5oqGhAWtra1haWpI7lLQYGhpCLBZDR0dHSm7b37t3D69evcra/ShyYOeSo9LOwcFB7O3t4eHDh1Cr1XKHlDAm3ETnGB8fx/r6Orq6uhRbF8aVouQ0NzdnfaeXVNBoNDCZTJd+3xQWFuLGjRuXjoinIx6PB69fv86p2/6xWAzffPMNqqqq0NjYmLLzcpLu1eRbCdNp4XAYT548QV1dXUIbdZVGmVkEkcy8Xi80Gg1aW1vlDuVSXClKTrzTSy4lRVdRXl6Ora2tS+u0i4uLYTAYFNnXVmly7bZ/fHNkW1tbUpsjE8XOJVdjs9lgNBrzqnNJIBDAL3/5Szx48EAxpZ3JYsJNdIooinj69Cmqq6uzYhMG8PFKEettLxf/euVKUnQdDofj0tIS4Cg5Pzg4YOeSBGi12pzY1Ly0tHQyayCdbda4v+JqGhsbsbGxkbMlTKcNDw9jZWVFlla8qcSEm+hYNBrFkydP0NzcnJbVnHRiJ47k5EpSdF1qtRrl5eUJvWnb7Xasrq5ib28vA5FlN7PZjJs3b2JoaEjuUK4kvjny4cOHGUlw2LnkajweDyYmJnL2bl0kEsGTJ09QWVmZFXebL8OEmwjf3zrt6OjImh3Pn7JYLKipqcHo6KjcoZxLkiQIgiB3GACOkqLa2tq87/RiNpuxv7+f0HAgl8uFubm5vL8zkAi73Q69Xp91m3S9Xm9KN0cmivtRkpfLd+uWlpZOuoNl2wLYeZhwU95bWVmB1+tFT08PjEaj3OFci9vthiiK8Pl8codyJqV1u3A4HOz0AqCmpgbBYPDS/z4qlQoulws+n09x/y2VqKmpKWs26cY3R9bU1KR0c2QyuB8lebnYuWRsbAx+v1+R3cGugwk35TW/34/Xr19fu6+skrS2tiIYDGJtbU3uUD6jpBXuOK6sHSXSVVVVCU2y02g0qK6uxuzsbPoDywHxTbpKTiLjA0Ta2tpgs9lki4P7Ua7GZDLh1q1bWd+5JBqN4unTpyguLobH41Fsd7Cryq1/DVESJiYmEAqF0N3dnXM/2F1dXXj58mVCZQKZprSEG+DKGgAYjUaIoojd3d1Ln2swGFBaWspR0wlQevu7hYUFDA0NpX1zZKK4H+Vq7HY7jEZj1g5fWllZwbNnz9Da2gq32y13OGmRW1kGUYLidbvt7e0yR5IeKpUKnZ2d6O/vV9RKkRJXuAGurMXZ7XYsLCwk9DUwm81QqVSKvJOiNErdpDs5OXly615Jd/jYueRqGhsbs3L40ps3bzA5OYnHjx8r4kNfujDhprwiiiL6+vpQUVEhW51iphgMBnz11VeK6nG7t7cHnU4ndxhn4sra0d0Hu92Oubm5hJ5fWVmJ7e3thFbF853ZbIbb7VZMEjkyMoKDgwN0dHTIHcqZ2LnkarKpc0ksFsPz589PFohy7U7zp3L7X0d0SjQaRW9vL+7cuQOn0yl3OBlRXl6OqqoqjI2NyR0KAGBzcxMlJSVyh3Eui8WC6upqjI+Pp/U6h4eHJ39EUYQoiorZhKjX66FWq7G1tZXQ8x0OBxYXFy8doEPKSCJFUcTz589RWlqq+Gl93F+RvGzpXBIOh9Hb24sf/OAHWTPz4roEpfySV4K2tjYp31uE5apwOHzSYiiXb1mdZ3h4GBUVFbJ/0PD5fFlRnzc4OIi6urorTTSLxWLY29s7+XPW71iVSnVSWhN/XJKkc5NuQRCg0WhQWFgIvV4PnU6X9tWg9+/fw+12o6Cg4NLnHh4eYmZmBnV1dTm/SpUKz58/x507d1BeXp7R60ajUfT39+OLL77Imml9oijiyZMn6OzszKmOFem2tbWF4eFhPHr0SO5QPrOysoJXr17h/v37ir3jeVWCILyUJKntzMeYcH+PCXduWltbw8uXL/HgwQNF1Slm2tOnT9HS0gKz2SzL9SVJwuzsbFYk3PE3+cu+Z+KbDE+PSFer1TAYDClNjEVRxMHBAfb397G3t4dIJPJRcq5SqaDX62E0GqHX6699PQDY39/HwsJCwv+99vf3MTc3h7q6upRcP5fFv78ymXDs7OxgYGAgKxcdIpEI+vv78fjxY36gS8Lc3BwWFxcVtVfJ5/Nhfn4e9+7dy8n/lky4E8SEO/fMzc3h/fv3OdmJJFmxWAy9vb2yffDY3d3Fzs4Obty4kfFrX8XOzg6+/fbbj1aIRFHE5uYmNjc3TzaAGo1GmEwmWT/MHR4eYm9vDzs7OyeTIAVBQFFREYqLi6+c1IVCIWg0GpSWlib0/O3tbWxsbKCmpuZK18snmUwi4yuK2bzosLa2hvHxcXR3d8sdSlaZmJiAWq1WRNlGfChbS0uLzJGkDxPuBDHhzi2Tk5PY2NiAx+OROxTFCIfDGBwcRE9PT8Y/gCwsLMBisWTVLcRAIIDFxUU4nU6Ew2GoVCqYzWaUlJQostvKaZIkYXd3F9vb2ycr4gaDARaLJamka3p6+qT2OBErKysQRTFrShbktLa2htevX6Orqytt1wgEApidnUVXV1fWLzr4/X6srq7mxJjvTBocHITb7UZlZaUs1xdFES9evEB1dXVW3OG8josS7uz+6SM6x8jwMPb395lsf8JgMOCLL77A4OBgxq+9v7+fNcn29vY2AoEADg8PsbKygu3tbdTW1sLlcsFsNis+2QZwsvpeVVUFt9uN2tpamEwmLC8vw+fzYXZ2NqFOBg6HA4FAIOHrlpeXIxqNJrzpMp/FN+nGV/5SbWJiAh8+fMiZO3xOpxMqlUqxk3SVSs7OJZFI5KRZQa4n25fJ/p9AolNEUcSLZ89gOTxEc22t3OEoktVqhdVqTXsnjmyzu7uL2dlZ+Hw+RCIR2Gw2uN1u/Pqv/zoCgUBODMUxGAwnq0wOhwO7u7uYnp7G4uIiDg8Pz3yNRqNBSUlJUp0i7HY7VlZWFDl4SWncbjdEUYTf70/peYeGhqBSqRRVv5sKLS0tmJ+fZ+eSJMjVuWRjY+OkWUGmNwgrEUtKTmFJSXaLRqP4xX/8jygVBHT88IdHB8vKgMJCeQNTqKGhIVRVVcFut6f9WpFIBGtra7KOjT5LLBZDKBRCJBKBwWBARUXFmV05IpEIBgYGki7F2d/fx9raGiKRyEddSQRBQFlZGYqLi1P2b7mOcDiMUCgESZJQUVEBo9H42XNmZmZgt9sTLkcRRRHT09Nwu90Jl6Pks76+PjQ1NcFisVzrPPG2fy6XCw6HI0XRKQs7l1xNJjuXBAIBzMzMoKurK69+/lnDnSAm3NlrY2MDI0+fwtPYiKmpKVit1qPkThCAigogj37gk/HNN9+gtbU17Z1LPnz4gOLiYsW8OW5sbGBtbQ0FBQWwWq0JdfZYWFjA/Pz8pSuGkiRhbm4OBwcH0Ol0KC0t/ez8oihidXUV29vbMBgMstVWfkoURYRCIYTD4c+S61gshtnZWdy8eTPh8x0cHMDv96Ouri4rynDklIrOJdFoFM+ePcPdu3evnbgrHTuXXE0mOpdMTEwgHA7n3N2VRLCGm3JaIBDA6Ogouu/fR1FREVpaWjAzM4Pt7W1AkoC1NSCPx3VfpLu7G0NDQ2kfWhIOh2VPtiVJQigUwvT0NA4PD+F2u+F0OhNuo2ez2aDRaC689S9JEnw+H0pLS1FbWwubzXbm+VUqFSoqKlBbWwu9Xo+ZmZlzSzoySaVSobKy8mSYzfz8/MmYd7VajfLycnz48CHh82k0GthstpSXS+Si+LS9gYGBk695Mra2tvDs2TN0dnbmfLINcDLsVdntdhgMBkxOTqb83KIoYnBwEGq1Oi+T7csw4aasNjY2hlAohIcPH0J9qnzkhz/8IV69enVUrxaLAevrMkeqTGq1Gh0dHejv77/Sm3w2ODw8xPz8PHw+H/R6Perq6lBWVnalFdeWlhZMT0+fufkonmzfuHHjzJKM85SUlMBut2NmZuakpZ/c1Go1nE4nSktLMTMzg/Xjnx+z2XzSBzxRBoMBJSUlWFhYSFe4OeOqm5pDoRCGhobQ09Mj+wfbTLJYLKipqUnbptNc1djYiJWVFSwtLaXsnNFoFE+fPoXb7VZEC0IlYsJNWSlep1hUVIS2tlN3b0pLAbUaarUaX331FX75y18eHd/fB9g14UxGoxGNjY3wer1pOf/BwQE0Gk1azn3ZdQOBAAKBACwWC2pra1NSM93V1YXBwcGPPqBIkoSZmRncuHEDRUVFSZ9Tq9Wirq4OHz58wOrq6rVjTBWDwYCbN2/i8PAQ09PTiEQicDgcCAaDSY2iLy0thUqlwtraWhqjzQ1WqxWVlZUJb2r2+Xx49+4denp68qpWNi7e+YKdS5LT0dGRss4lOzs7ePbsGdra2hRTHqdETLgp60QiETx58gR37tz5fKqdSgVYLIAgoLi4GLW1td+vfuzsADnQaSIdKisrYTabMTExkfJzb2xsoKSkJOXnPY8kSZifn8f8/DwqKyvhdrtTNn0ROEqOv/rqq5MPKPFku6qq6krJdpxKpYLL5cLh4WHSCW26lZeXw+12Y3l5GXNzc7BarVhcXEzqHJWVldja2sLu7m6aoswddXV1iEQil7ZjHBsbw/r6ek702L4Odi5JXrxzycDAwLU6lywtLcHr9eLBgwdZN8E00/L3J5Sy0srKCvr7+3H//v3z2wyp1UdJN47qbnU6HWZmZo4e29wE0lyvnK0aGhqws7OT8lv/m5ubSZVYXMfGxgamp6dRWloKl8uVtql65eXlMJlMePfu3Umynapb+VarFaWlpZiens5oC6/LqFQq1NTUwGq1YmVlBR8+fEi6VaLT6cTi4mLa9wzkgra2NszMzGBjY+PMxwcHB6HX6zkE5ti9e/fw6tUrtqJMglarhcfjQV9f35VePzk5CZ/Ph56enqydYJpJTLgpa0xPT+Pt27d4/Pjx5bv4CwuB40/bd+7cwerq6tHqR3wTpQI2qCmRx+PB27dvUza0ZG1tDRaLJe0dKvb39zE9PY2DgwPcvHkzI3WsjY2N8Pl80Ol0Kb+e0WiEy+VKeDhNJul0OtTV1cHpdOLFixdJJd2CIMDtdsPv9+fsnoFU6urq+mxTcywWwzfffAOn04n6+noZo1OW+IptLu9HSQez2Yxbt25haGgoqdcNDQ3h4OAAHR0deX13JRn8KlFWGB4exu7ubnK3To1G4LiU4O7du3j9+vXRpjRRPEq6FXTLXkm6urrg9XpTsroaT7jTJd6Cb2lpCS6XCxUVFWm71ll+9KMf4fXr12lZVVOr1airq8P6+npSnUEyxWKxwOPx4LvvvkMgEEg4ySkoKIDD4WDNbQI+3dQcn9rX2tqquJ72SsDOJVdjt9uh1+sT6lwSi8Xw9OlT3LhxA01NTRmILncw4SZFi/9wW61WNDc3J38CsxnQaqFSqfD1119jaGjoKDE4OADOuVWb7657mzFueXk5rdPF4uUjFosFTqfzzIE16ZbuVTVBEFBTUwONRgOfz6e4lbvi4uKTNmMzMzMJb4osLCyE1WpFMBhMc4TZL76p+ec///lJOV26++ZnM3YuuZqmpqZLO5eEw2H09vaipaUlZ4cqpRMTblKsnZ2d6/9wC8JR55KCAuh0OjQ1NeFkuNHeHrC9nbqAc4jJZMKtW7eu3LlEkiRsbm6mJTE4ODjIePnIRTKxqmaxWFBZWYnp6Wns7++n7TpXYbPZsL6+jtra2pPpkonEWFxcDJ1Oh+Xl5QxEmd2i0SiWlpZgtVqvPBQnn7BzydVc1LlkZWUFAwMD/MB3DUy4SZEWFhZOdj5f+4e7oOCkc4nFYoHVasXr16+PHtveBrjJ5kx2ux1Go/FKAxI+fPiAGzdupDym3d1dzM7Owul0Zrx85CLxVfaRkZG0XUOv16O2thbz8/PnbqSTgyAIsNvtCAaDKC8vh8vlwtLSEubm5i7ttFJRUYH9/f2U7RnIRfFZA7/7u7+LSCTCfuYJamlpQTAYZCvKJMTv2A0ODn5UUujz+RLfP0XnYsJNivPmzRsEg0E8fvw4dTufNZqj8hIALpcLBwcHmJ+fP3psff2oxIQ+09jYiLW1taQGJIiiiN3d3ZT0vD5tdXUVy8vLuHnzpiL7DTudTqjVakxPT6ftGgUFBaitrcXe3t73378KoNfrodVqsbm5iYKCgpOhOe/fv790L4DdbsfKygq7S3xCFEX09fV9NGsgvqlZaRtplaqrqwsvX77k91YStFot2tvbT0oKR0dHsbm5mfetJ1OBXz1SjPhYWODojSXl9PqjjZQAvvzyS/j9fmxubnL8+yU8Hk9SAxKWlpZSPvxgfn4esVgMLpcr7R1PrqO5uRlLS0sIhUJpvU5VVRWKi4tPxtQrQVVVFZaXl0/iKSoqgsvlgs/nu3SCpsvlQjAYVFQbRDmFw2E8efIETU1Nn80aiA9e4tfqcuxccjVmsxl1dXX40z/9U5SUlKClpUXukHICE25ShGg0it7eXrjdbjQ0NKTvQiYTcHxL7Ouvv8avfvWro5Zbh4fsXHKOZAYkHB4eIhKJXGsAzGmiKGJmZgZGozEtJSrp0NHRge+++y7tq5Amkwk1NTWYmZlRzAqew+H4aFiLRqNBXV0dFhcXjz7cniM+9Gd2dlZRA3/kEAqFMDg4iPv375/Z4Se+AslOHInR6XT46quv8OLFC7lDyRqRSATv3r3DT37yk5N6eLo+Jtwku42NDTx79gwejyczY2FPjX+/e/cuvF7v0epHNMrx7+eIdy657E1+cXERVVVVKblmNBrF+/fvYbPZMjqp8rrOq4NMh/hI+IWFhQsT2kzRarUoKir6qG5WpVKhtrYWOzs7F7Y31Gg0sNls8Pv9mQhVkaampjA1NYWenp4La2XNZjNqa2u/3wBOFyovL0d1dTU7lyQgoeFydCVMuElWgUAAo6Oj6Onpydg0QgjC0SZKlQpFRUWor6///hfx7u7RH/pM/E3+vAEJBwcHODg4SMkY9Z2dHQQCAdTV1WXlJp1P6yDTKdGENlOsVivW19c/+7BRXV2NgoICBAKBc1exDQYDSkpKkh4bnwu8Xi+i0Sg6OzsTqpV1OBzQarVp3TOQS9i55HJJDZejpDHhJtnER4iFJwAAIABJREFUd98/fPgw85vg1OqjlW4AlZWVKC4uxtTU1NFjm5uAwlqvKYXD4YBer//+a3Xs8PAQPp8vJb1Zl5eXsba2hrq6Oll6a6dKfILbVVsrJqu6uhpqtRp+v1/2sgyHw3HmSnV5eTksFsuFteelxz+X+dJdIhqN4ptvvkFNTQ0aGxuTem1zczMWFxePpujSpdi55HxXGi5HSeFXlTJOFEUMDAxAr9ef7L6XRWEhcFyqUF9fj83Nze83u62vc/z7OZqamhAKhU6+VpIkwefzweVyXTtBjg9CcTgcit4cmah4a8U3b95k5HplZWUoLy/H9PS0rJvqNBoNzGbzmT22jUYjampqMD09/dHI8tOqqqqwtbWF3Ry/27S1tYVnz57h66+/vvLkyHv37uHVq1eKqeNXOnYu+di1h8tRwphwU0bFN0fW19ejvr5e7nCAoiLgeHBKa2srJicnj97kRRFYXeUmynPENwaGw2HMzs7CZrNdq4Xj4eEh3r9/D7PZrKj+2qnQ2NiIra2tjPVPLioqgtPpTKg7SDqVlZVhZ2fnzKS6sLAQdXV1CAQC524udTqdWFxcxEGOtuwMBAIYHh6+djkdO3Ekh1+v78WHy7W2tnJyZAYw4aaMiW+O7OjogNVqlTuc75WUnIx/93g8ePny5dHqYCx2tNJNn1GpVOjs7MRf/MVfwGQyXWva4/7+PmZmZuBwOFLeu1sp4v2TMzXgRaPR4ObNm1haWsK6jN/Dn3YtOa2goAB1dXVYXl7G9hkTXwVBgNvtxuzsbM4lRvFyukePHqWknI6dOJLDr9fRcLlvv/0WDx48gMlkkjucvMCEmzLi9OZIuUdxfya+ibKgAFqtFl9++SW+/fbbo8ciEY5/P8fm5iba29vx3XffXfkcW1tbmJubQ11dXeqGHClUd3f3yca4TIgnrJFIRLZNiAUFBSgvLz93cJIgCHC5XAiFQmfe4i8oKEBNTU3ObHQTRRHPnz//aJhNqpSXl6Oqqgrj4+MpPW+uyufOJRMTEwgGg3j06FHO/95VEibclHbj4+PybY5MlEp1Mv69pKQEDofj+0RyexuQ8da8Eq2treHw8BD19fVwu91XGmn+4cMHbG1toa6uLi826ajVanR0dGT8VnZVVRV0Oh18Pp8smynNZjP29/fPrZmNfzAIBoNnlo/odDpUVFSc1Pdnq0gkgidPnuDOnTufDbNJlbq6OkQikXPvKtDH3G43RFHMm1aU8f1TarU6PcPl6EK5/y5Hson/cBcWFsq7OTJRGs1J5xK73Q5BEL5/49rY4Pj3Yzs7O9je3j7Z5JXsSHNJkuD3+6FWq2G329MZquIYjUY0NjaeTFTNlNLSUlRWViY0aj0dampqEAwGz034VSrVheUjJpMJOp3uzE2Y2SCTvY3b2towMzOTsfKlbNfa2gq/35/znUsikcjJ/qnbt2/LHU5eYsJNaaG4zZGJ0umA4zripqYmLCwsHNXAcvw7gKNf2h8+fPhsg02i7clisRjev3+P8vJylJWVpTPUtJEk6WTF9qw/e3t7Z/6Jt8GrrKyE1WrN+K1/vV5/Mmp9P8NtL1UqFSorKy8sbVGr1XA4HJiZmTkzMa+oqEAkEsm6RHJqairjvY27uroyWr6U7XK9c8na2hr6+/uVt38qzwhy92tVkra2NomTu65vY2MDQ0ND6OjoyNwwm1RbWwMikZOay6+//vrozVKrBcrKjuq+80w0GoXf7z+3BEQURTx58gSdnZ1n1unv7OxgaWkJLpdLuaVFx0RR/Ch5jsViJ0mgSqWCRqP5qG3hWS0MPz22v79/knRrtVq8f/8eLpcLTqczjf+Sz4miCJ/Phxs3bmT85zMYDKKsrOzCfRy7u7tYXl6Gy+U68/Hp6WlUV1dnxWCOoaEh6PV6NDU1ZfzaOzs7+Pbbb/Ho0aOMXzsbhcNhDAwM4PHjxzlV4ubz+RAMBtlfO0MEQXgpSdKZt/SZcJ/ChPv65ubm8P79e3R1dSk+qbqQJAErK8DBAfb29jA0NPT9LyyDATCb5Y4wo/b39xEIBFBbW3thr+1IJIL+/v7P3rQ+fPiAaDR6UqqjNNFoFKurqycrXCqVCnq9Hnq9HjqdDhqNJuXX297exi9+8QvcunULZrMZOp0OxcXFKCoqSvvXSJIkBINBFBUVZfROgyRJeP/+PW7evHnhv3FjYwO7u7uorq7+7DFRFDE9PX3p96KcYrEY+vr6cOvWLVnLphYWFhAMBlmvm6CVlRW8ffsWXV1dcoeSEiMjI1CpVGhpaZE7lLzBhDtBTLivZ2JiAuFwGO3t7XKHkhqHh8DyMiCKWFlZgc/n+/7fZjIB2bp6n6RIJIJgMJjw5sa1tTWMj4+ju7v7ZENSSUkJLBZLBqJN3N7eHlZXV3FwcACNRoOysrKUjKVPRiwWQ29vL+7fvw8A2N7exu7u7slqul6vv3bbxYssLS1BkiRUVVWl5fxnCYfDWF1dRU1NzYXPW15ehiRJZ94CPzg4OLnborQPcFtbW/B6vfB4PIpotzYxMQG1Ws263QT5fD5sb29n9RCYWCyGFy9ewOl0ZvwOWr5jwp0gJtxXI4oivF4vLBZL7v1Sj0ZPBuDMzMwgGo3izp07R4+VlR1Nq8xhe3t7mJ+fR21tbVK3I30+H5aXl1FaWoqamv+fvXeNbWtfz/yexfv9LoqieKdkWZYvsixtHdmyvbWdM5kvk2SSCVKg6KRzgDZAm2KA6RQtUCA5aNBBi572Q2eAFkU/tQgyX3LSQToJThNtb1+0tXUky9qytGVti6QokRJNkRJJ8SJRFNkP1KJlm5e1KN75/wHG3uAi1/pLpsl3vf/nfR5zy2z/Hx8fFxxWxGIxtFpt022xSm1l53K5gmY5kUiAy+VCq9XWXAZyeHiI4+PjhqZ7+v1+KBSKir7rfr8fUqkUqiI7SpWkJ83A5/Phxx9/xKNHj1pqh29ubg6Dg4NEv8uQ5eVlaLXatixW4/E45ufnMTExUfTfDaG+lCu4iaCHcCXo4Ui73d55xTaQ12xfxL87HA6cnJx8SAw8OsqH43QoyWQSfr+/Kts+tVqNQCAADofT1GI7l8vh6OgIHo8HHo8HJycnMJlMcDgc6Ovra3qxDQASiQR3797Fy5cvP3qcoiiIxWL09vbC4XDAZDIhmUzC7XbD6/WWTGhki0ajgVarhdvtbphdodFoRCAQqHi9/v7+grzkU6RSKRQKRdM8xj9lfX0d+/v7NQuzqSWXk2EJlWlX55JAIICFhQU8fvyYFNstCCm4CVUTi8Xw7NkzTE5OwmAwNHs59UMiyUfAAxgdHYXb7c4n42WzHetckkgksL+/X9WWvc/nQyqVwm/91m/B7/c3/EsreyEBevXqFV6+fAmfzwehUAi5XA4+n49UKvXRAGMroNPpYDaby/qZc7lc6PX6z4pvn893Zas/mUwGk8kEl8vVkCh1iqIKVoGVoCPeizmr0DKlZqZpZrNZzM/Pg8fjtaycjk6GnZub67jUznrRbs4lGxsb8Hg8mJmZaYlGAuFziKTkEkRSwpxW3TqtK+EwcHpa0Mfdv38//7MLhXl5SYcQj8cRDAZht9tZFduZTAbb29vQ6/UF7SrtXPLw4cO6drpzuRwikQiOjo7A4XCg0WgKazg/P8fZ2RkymQwymUzh/8/OzkoWH7lcDgKBAFKpFBKJpGFfYCsrK5DL5ayCUWirxlwuh97e3ivp0DOZDDweD0wmU0P07IFAAGKxGMqLXaRS0IOSdru96OcN/b5rdIptOp3GixcvMDIy0hZNh8vzFYTKtINzCS3pVKlUGB4ebvZyuh6i4WYIKbiZ0XHDkUzJZvPOJZkMjo+P8f3333+YZpfJ8oOUbc7x8TFCoRBsNhurYjuRSGBvbw82m+0zR496fWnlcjnEYrFCB12lUkGlUtVMh5xOp5FMJpFIJD7yM663m8jLly9x7do11nrb8/NzBAIBnJycQKfTVSxiS5HL5eDxeKDVaqs+Bxu2trZgt9srOo6cnZ1he3u7qMSJdj8p9v6rF+1qf+rxeBCNRolzBUNa2bmk3W74ugFScDOEFNzl6ejhSKZkMnnnklwOe3t7CAaDH764VKq8/KRNoYtXtkNoBwcHSCaTZYfuavmldXx8jHA4jGw2C6VSCbVa3dDu08nJyWduIrUswiv5mVcil8shHA4jGo1CoVBAp9NVtSZaitPT08P6tWxIp9Pw+/2w2+0Vn3tyclIY4v30Z6K789XMHLCl3e1P23kosBm4XC4kEomWci5p1xu+TocU3AwhBXdpyJ30JU5O8tptAG/fvoVAIIDD4ciH4Wi1+UHLNiMSiSAajbL6AqYj2mUyGaO46qt+aYXDYRwdHRUsBlvJg5kuwo+Pj8Hn89Hb23slGQrtZz4zM3Olgi4ajeLg4AAajaYqW8ZgMFjwT68nBwcH4HK5jNYYj8cRDoeLvlfpoWaHw1GPZQIA1tbWkEql2n6H7/nz57h582bL2XW2Kq10kxIIBPDDDz90l6SzTSAuJYQr0TXDkUwRiQrykevXryMcDucjzen49xYaxmPC0dERYrEYqy+SdDqNra0t6PV6RsU2ADidTqTTaezs7LBaXyQSwdbWFiiKwsDAAHp6elqq2AbyHe6enh44HA709vbi/fv3cLvdODo6KhpTzuR8ExMTnzmXsEWpVGJgYKAguYhGo6xer9frIZfL4fF4qvo5mNLT04OjoyNGA5symQxyufyDW9AlRCIRdDodfD5fzdeYzWYxNzcHoVDY9sU2ANy/fx+vXr0i8e8MaRXnEo/HA5fLhS+//JIU220GKbgJZdnb28PS0hJmZmbIttVlZDLgYqjs3r17+OGHH5BKpT44l7TJztHh4SESiQQsFgvj10SjUezu7sLhcLCWPIyPj8PtdiMSiVR87vHxMba2tnB2doaBgYG26cQJBAKYzWbY7Xbkcjm4XC5GP++nqFQqDAwMYHFx8cpr0mq1cDqdOD09Lew0MEWpVKK3txdbW1t1dXaxWq2Mb8boHY5QKPTZMYVCAYFAgIODg5qtjbY/HRwcxODgYM3O20x4PB4ePHiAFy9eEOcShjTbuWRjYwPhcBgPHjxo2SFOQmnI3xihJNvb23j37l1L+sq2BCoVIBCAw+Hgiy++wOLiYv6L6+wMqKLAajThcBipVIqVXGBvbw+JRAJOp7PqLvP09DQWFxdLdtaSySRcLheSySScTmfdNcT1gqIoaDQaDAwMIJ1OF4KT2GAymSCRSLC5uVmT9dC2gkdHR/D7/YxfK5FIYLVa4Xa7i9rz1QIejwe1Ws24UO7t7UUqlUIsFvvsmF6vL8h8rkokEsGzZ88wNTXVccExEokEIyMjWFhYaPZS2oJm2isuLy8jm81ifLyoWoHQBpCCm1ASg8GAdDpNuh+loChArQa4XIhEIty8eROFGYBUCqjBl329ODg4wOnpKfr7+xk9//z8HC6XC1KpFEaj8UrXLtVZOzk5KXS/7XY7ent7Wy62u1r0ej0sFgv29vawv7/PSp4xMjKCw8PDohKKaqAoCiaTCXK5HFtbW4xvAuhZhd3dXVYdcjZoNBrE43HGazKbzQiHw0UDXcxmM4LB4JVuEHZ2drCysoKZmZmGWw42CoPBAI1Gg/X19WYvpS2QSCS4c+cOvv3224Zdc25uDmq1GiMjIw27JqH2kIKbUBKRSIS7d+9ifn6+2UtpXbhcQKMBLrqZer0eP/zwQ/7Y8XF+wLLFCAaDOD8/Z1w4p1IpuN1umM3mmtnESSQS3Lp1C/Pz88hms9jZ2cHBwQGsViuMRmNHbpfyeDzYbDbIZDJsbW2xSoqcnJzExsZG0W5utSgUCtjtdvh8Psa6VC6XC6fTiYODg7qFzVgsFlY6f5vNhr29vaJFut1ux87OTlVSmNXVVQSDwa7Qyg4NDSEej9fspq7T0el06Ovrw+rqal2vk81m8c0338ButzNy8SG0Np33rUaoKTqdDnq9nnQ/ysHn5+UlyH/5n52dfdiuPzrKS0xaBDoghenwaygUwvv37zEwMFDz8Be9Xg8+n49f/epX0Ov1MJvNLTcMWQ/kcjkGBgYQi8UYF5YcDgcPHz7EwsJCTYfcuFwuHA5HIbSIyW4WRVGw2WxIpVJ4//59zdZyeU09PT0IBAKMnk9RFOx2O7a3tz8rrDkcDqxWK6uhz2w2i5cvX0IqlXbV9v3k5CTevn3L6kawm3E6nchkMvB6vXU5fzqdxuzsLG7fvn3lXUVCa0AKbkJFBgcHkUwmSfejHGJxfpASwJ07d+D1evOOELRzSQvIcvb390FRFHp7eys+N5fLYWdnB9lslnUIDhNOTk6wtbUFp9MJnU5XdPitk6EoCkajEUqlkvG/K4FAgKmpqboMuen1ehgMhoJ2nglGoxE8Ho+16wwTlEolTk9PGQ+ncblc2Gw2uN3uzwprgUCAvr4+Rus8OTnB7Owsrl27xirts1OYnp7G/Pw8MplMs5fSFtTLuSSZTBbmBtplWJxQGVJwExgxMTFBuh+VUCjyloEAvvjiC3z//ff5buT5eb7T3UTnkr29PfB4PEZDX2dnZ9ja2oJWq635kNhl+YjD4YBWq8XExAS2trZqKpdoF2iJDlO7PplMVrchN5FIhIGBAYTDYezv7zN6jVarhVqthsvlqvlNgNlsxu7uLuPOtEAggMlkKtpxlEqlkMvlZbvmh4eHePHiBR48eNBxw5FMEQgENbGj7CZq7VwSiUQwNzeHx48fE2ewDoMU3ATGkO4HA9RqgMcDj8fDvXv3sLCwkC9ETk+BJhWUfr+fcWLg8fExvF4v7HY7pFJpTdcRDofh8XgK8pHLOu3p6emayyXaBaPRiFAoxPhnp4fc1tbWar4WiqJgNpshkUgY2wDK5XL09/fD5XLV9LOBw+Ggr6+P1c6aWCyGXC5HMBj87JhGo0E2my2qPfd6vVhbW8OTJ086djiSKSqVCg6HAyQEjhm1dC4JBAJYXl7GzMxMzSV8hOZzpYKboqjfpyhqnaKoLEVR45ce/ylFUa8oinpz8d+vLh27d/H4FkVR/yt1sVdNUdSfURS1SlHUCkVR/x9FUcaLx5UURf01RVHfX1zrn1061x9SFPXu4s8fVroG4WqQ7gcDKCo/RMnhQCqVYmhoCCsrK/ljiUT+TwPZ3d2FWCyGVqut+Nz9/X1Eo1EMDAzUdEiMlo8Aed2j6GIX4DI8Hq9ucol2wGazwev1Mu7mDg0NIZVK1UXOAeQ777QNIJMbAZFIBLvdDo/HU1OPYplMhmw2y1jmAuS77icnJ0WdVIxGIyKRyEfnW1lZQTgcxqNHjzpyWLcaLBYLBAIBXC5Xs5fSFtDOJVcxGPB6vdja2uqKId1u5aqfLmsAfhfA808eDwH4R7lc7haAPwTwf1869r8B+E8ADF78+YcXj/9PuVzudi6XGwXw/wL4k4vH/3MAP+RyuTsAvgTwP1MUJaAoSgPgTwFMAvgCwJ9SFKWucA3CFaG7H8vLy81eSuvC4+U73fiQ1Pfu3bv8sWg03+1uADs7O5DJZBU1gLlcDtvb2xAKhTWP8Pb7/R/JR8ohk8kwPDyMr7/+uqZraAe4XG5JOUQpJiYmGIcIVQOfz4fD4YDX682HOlWAx+PB6XTC7/fXxP+axmQywe/3s7JSNJvN2N/fL9pxt9ls8Pv9OD09xfPnz6FUKjE2Nlaz9XYKt2/fxv7+ftfNV1SLTqeDwWCoyrlkY2MDBwcHmJ6eJjd9HcyV/mZzudxGLpf7LJEhl8u9zuVy9D7gOgAxRVFCiqL6AChyudx3ufyn5/8F4HcuXnN5v10KgP50zQGQX3SpZQAOAWQA/CaAv8vlcoe5XO4IwN8B+IflrkGoDRaLBRwOBx6Pp9lLaV2EQuBCnzs4OIhoNPphm/voqO7x716vF0qlEmq1uuzzaH/tnp6emg7n0DpwhULxmXykFDs7O1hfX4dIJMLGxkbN1tIulJNDlIIOEapX8h2Xy8XAwAD29/cZFdEcDgdOpxNHR0c1K9QoikJ/fz+ruHaKomC1WrG9vf1ZoU67mjx79gzXr18ndmtluH//Pl6/ft20ZMV2w+l0Ip1Os7pxJoE23UMjbqV+D8ByLpc7BdAP4PKnpu/iMQAARVH/PUVRuwD+Q3zocP8bAMMA9gC8AfDPc7lc9uJ1u0XOVfYan0JR1H9KUdQSRVFLtYwC7nRGR0exu7tb8+nsjkIqBS70oGNjY9jc3Mxvc2ezQDhctyFKr9cLtVpd0TP79PQUbrcbFoulpnrtWCwGr9cLm80GuVzO6Plff/01jo+P8dOf/hTT09OIxWJd6Yqj1WoRj8cZy2oaEc9NURQcDgcODw8Ze29bLBacn5/X7O9QIpGAy+Wy6pzz+XwYDIaihTqPx8PDhw/JEHgFaDvKbpV6VcP4+Dg8Hg+jnae5uTkolUoSaNMlVCy4KYr6e4qi1or8+W0Grx0B8D8C+CMmi8nlcv9tLpczA/hzAH988fBvAlgBYAQwCuDfUBSlYHI+htf8P3K53Hgulxtv1wjpZnH//n28evWqKwfdGKNUFuLfJycn8erVq/w2dyaT73TXmN3dXSiVSigU5f+JxONx+Hw+OJ3Omg3n5HI5+P1+xONxRjrwTCaDhYUFrK+vY3p6+qMvHdoTuBudS/R6PeN4cyBfjN69e7fuyXdWqxXJZJJxB763txdisbhol7ka+vr6EAgEWBV+MpkMAoGgaGOAnm1gE3HfjdABaI1MVmx3Ku08XQ606Ub7yW6lYsGdy+V+I5fL3Szy59+Vex1FUSYAfwXgn+ZyOXrywg/gskjUdPHYp/w58p1xAPhnAH6Zy7MFwAPg+sXrzEXOxfQahCvS7YNujKCHKLlcCAQC3LlzB7/+9a/zx05Oahr/7vf7IZPJoLoI4SlFOBzG4eEhHA5HzfSCZ2dncLlcUCgUjEIaNjY28Pz5cwwNDWFqaqpo0U87l3SbK45MJmMdna7T6dDf3/9hQLdO9PfnNwuZdq7VajV6enrgcrmqSnu8DO2gwnZQtLe3F9FotKgOXalUgsfjIRwOX2ltnU6jkhU7BXrnqZhzCQm06V7qIimhKEoF4N8D+G9yudwc/Xgul9sHEKMo6icXmux/CuDfXbxm8NIpfhvA24v/3wHw5OI5vQCGALgB/ArAP6AoSn0xLPkPAPyq3DUItYf2BV5cXGz2UloXDqcQ/65UKmGxWPDmzZv8seNjgMFAWiX29vYgEokqarb9fj8ymQwsFkvNwmyi0Sh2dnYYSUiCwSBmZ2chEonw1Vdflb05EAgEmJycxPPnn85kdz4ikYjRoOJlaC1yvWcr9Ho9xGIxY52qVCqF2Wxm7HhSDpFIBJFIxHpQ1Gq1wufzFS36e3t7EY/HWd/kdBu0PrlezjidhkQiwa1btz5yLiGBNt3NVW0B/zFFUT4AUwD+PUVRv7o49McABgD8yYXN3wpFUXSSwH8G4P8EsAXABeBvLx7/Hy6kKqvIF8///OLxPwNwn6KoNwBmAfzXuVwulMvlDi+OLV78+e8uHit3DUIdMBgMUCgU2Nz8bH6WQMPnF5xLTCYTKIr68MUViVwp/j0QCIDP55d1AcnlcvB4PJBKpYySJpni9/uRSCTgdDrLSkiSySSeP38On8+HmZkZxoNqCoUC165d67obOr1ez2p4koaerai3s4RarYZGoyma7FgMoVAIh8OBnZ0dVhZ/xTAYDAiFQqw65hwOBxaLpeRNgsViwf7+Ps6u8O+wGxgfH8fW1lbdnHE6Db1eD71ej9XVVRJoQwBVC21dpzA+Pp4jZv/VMz8/D6fT2bUpbYw4Pi7ISL777jsMDQ3lu9JcLtDTk++GsyAYDCKXy5UtojOZDDweD/r7+2sW6nF+fo7t7W309PSU1Ytns1msrKwgHo9jfHy86uuvr6+Dx+NhaGio2iW3HW63G3a7nfVORDabxezsLB48eFD3EJdUKgWfzweHwwEul1vx+bQFpVqtrih9Kkc6nYbf72ftMBKNRpFIJIpu5Z+fn8PtdsPpdBJrtjJkMhk8ffoUjx8/JuEsDPnbv/1bRCIR/P7v/z7x2O5wKIp6lcvlilrOkE8VQs2YnJzEmzdvrtzB6mjkckAsBpCPf3/z5k1+sOb8HDg8ZOVcQnf5yhXbJycn8Hg8sNlsNSu+kskk3G43zGZz2WLb6/VidnYWRqMRjx49utL1R0ZGEAqFykZzdxparbYqbTHtLDE3N1d3/btYLC4E5DC5Fm3Jl0gkqurg0wgEAshkMta/H9q5JxqNfnaMy+XCbDZje3u76nV1A/TsDglAY8bGxgY0Gk1BukToXkjBTagZtYy47WhUKoDPB4fDwcTEBBYXF/O/r3Q6H4zDgHA4jHQ6jb6+vpLPoa31nE4n+Hx+TZYeCoVwcHCAgYGBkt2tSCSCr7/+GvF4HD/96U9hMBhqcu2pqSmsr693zZeWUqms2qVFJBI1LBVWIBDAZrPB7XYzlmT09/eDoihW3tqf0tPTg2g0yloGYjQaEQqFiurJRSIRdDrdldbVDchkMly/fh0LCwvNXkrLks1mC7+fyclJPHr0CIuLi8TVq4shBTehpohEIty7d49YSJXjUvy7WCzG8PAwXr16lT+WTAIVCsqjoyOkUqmyE+4HBweIRqM1cyLJ5XKF6HGr1VpU5pBOpzE/P4+NjY3PbP5qAd25nZ+f7xrnEoFAUPUXtEqlgt1ub0gqLJ/Ph9PpxPb2NuP19vT0QC6XM9aBF8NisVQ1xGez2Qrv509RKBTg8/kkYbECRqMRMpmMzO4UIZ1O45tvvoHZbMbw8DAA4upFIAU3oQ5oNBpiIVUJLrfgXKLT6aDVavH27YUxTyyWtwwsQjQaxfHxcdkIdp/Ph1wuB7PZXPI5bKBTI3U6HUp51a+vr+Ply5cYHh4uafNXCwQCQcM6t61AtcOTNFartWGpsFwutxAFzzSZUKlUoq+vD1tbW1Vy6RMrAAAgAElEQVTdRPF4PGg0Gta/Iy6XC5PJVHKIsre3F8lksmt2U6plZGQEh4eHV3qPdhqhUAjPnj3DF1988VlThHb1IjsD3QkpuAl1gVhIMUAgKMS/OxwOnJycfPA3PjrKh+Nc4vj4GJFIBBaLpejpstks3G43FApFzQZX4/E4vF4v7HZ70TTKQCCA2dlZyGSyijZ/tUKlUsHhcKAbBpwFAsGVu/mNTIXlcrlwOp3w+XyMZznEYjFsNhs8Hg9OT09ZX1OtViORSLCOHxeLxZDL5SWLRbPZjEAgQCQAFSCzOx9YXV3Fu3fv8OTJk5JOJAaDARqNBuvr6w1eHaHZkIKbUDdoC6luTAtkjESSj4BHvjByu935+OpcLj9EebH1GI/HEQqFYLVai54mk8nA5XKhr6+vYsokU+iAnGKWf7TN397eHmZmZkquq15YLBYIBAK4XK7KTyYUUmHZFqXVwOFw4HQ6sb+/z9jbmpak7O7uVtVVtlqt2NnZYR2uo9VqcXJyUvSa9ICn1+slEoAyNHJIt1VJp9P4+uuvIZfLMTU1VVHGNzQ0hGQySWYFugxScBPqyqNHj7oyLZAVSiUgFAIAfvKTn+D169f5rtpF/HsiHkcwGITNZiv68lQqBY/HA7vdDvGFA8pVKRWQk81msby8jOXlZYyPj2NsbKxpFmq3b9/G/v4+0doyoFzyXT2gKAoOhwPBYDB/A8kAulCnb/TYwOFwYLPZqnIYoTvZxT6juFwuLBZLQyQ57YxAIOja2Z29vb2ChISNTeXExAR+/PFH0pDqIkjBTagrPB6va9MCWaFWAzweeDwe7t27V4h/T0UiCG5tlfRjjkaj2N/fx8DAQE38XcsF5MRiMczOzsJkMmF6erruHs9MuH//Pl6/fk22sxkgkUgaqh+lO8SHh4dFbfhKvcZqteL09JS1BaRAIIBer8fu7i7rdVqtVmxvbxcdohQKhejp6WF93m5Do9HAarViZWWl2UtpGMvLy/D7/WUlJOWgG1JEttQdkIKbUHfotMBu0NxWDR3/zuFAKpViYGAA3333HQKBAGw9PaCKFJTBYBDxeBwOh6MmMe2ZTAZbW1swGAyfabH39vawtLSEmZmZlgo2urydTbb9K9MM/ajVakUsFmPVte7r6wOfzy/pJFIKuVwOoVDIeteDz+fDYDCU3OJXKBQQiUQ4ODhgdd5uw2q1IpvNdvyOQDKZxOzsLPR6PSYmJqre5SOe5t0FKbgJDcFkMhHNbSV4vEL8u1qtRiqVQjqdzhfT0ShwaaBsd3cXHA4H/f39Nbn05YCcT2Upm5ub2N3dxVdffdWSKWm0FSX50mLG0NAQ4vH4hwHdBmA2m5FKpVgVwlqtFlqtFm63m9XNlF6vRyKRYKwfp5HJZBAIBCXDdHp6enBycsJYItOtjI2NNWxItxns7Ozgu+++w4MHD8q6RTGFeJp3D6TgJjQMorllgFCItFgMv9+Px48f4/j4+IOLwtERsuk0XC4XVCoVdDpdTS5ZLiBncXERmUwGk5OTNblWvdBoNDCbzV21nX0VJiYmsLGx0VDbu/7+fpydnbGykJPJZDCZTHC5XKwCbiwWC/b29liH4vT29iIWiyGVShU9bjabEQwGq3JT6SYaOaTbKOggm8PDQ3z11VcQiUQ1O7fRaIRCocDGxkbNzkloPUjBTWgotOa2kz6Ia8nZ2Rm2Dw5gHR4Gh8PB2NgYNjc3kUgkcHZ6iu3lZZj6+yGXy2tyvWAwiFgs9llATiaTwTfffIPe3t6aB9jUC7vd3hXb2bWgWSFCdDIqG322UCiE3W7H9vY2YxcSWj9eSpddDqvVCp/PV/Jadru9KkeUbqLRQ7r1Jh6PY3Z2FlarFaOjo3W5xvDwMCKRCOvZBUL7QApuQkMh8e+lyWQy8Hg8cDgc4Go0gEAADoeDyclJzM3Nwev1wtrfD2ENBgRpG0Eej/fZtmg8HsfTp09x+/btkp7frUonbmdXm8JYiWaFCOn1evB4PPj9fsav4fF4hcFGNq/p7+8vGW5TCg6HA4vFUvJal4/X6++mE2j0kG69cLlcWFpawuPHj2EwGOp6rcnJSayvr5PApQ6FFNyEhiORSHDr1i3Mz883eyktw/n5ecHaj8fjfYh/53KRTCZhMpnw/v17cLncfArlFaykotEotre3YbFYoNFoPjq2s7ODX//613j8+PFnx9qF6enpjtnOPjk5gfDCMrIeNDL+/TI6nQ5isZiV80c1LiQSiQQKhYJ111AoFEKn05XUuQuFQuj1euKjXIF2DnnJZrOYm5tDKpXCl19+Wbf03Ms0a+eJ0BhIwU1oCnq9Hjqdri0/iGsNnRBptVo/1lBzOAik0zg5PcWNGzdgs9nw/fff54/F4wDLTnc2m4XX60UqlcLAwMBneu2VlRWEQiF89dVXDflyqRf0LsqLFy/afhclFotBeZFGWi8aGf9+GY1GA7lczqoDLZfLWbuFaDQanJ+fM7YmpKF/76VeJ5fLIRaLSax5BZoxpHtVIpEIZmdnMTw8jJs3bzb02gKBgFjpdiik4CY0jXb8IK41dLFNJyfS5HI5eL1e8CUSGIaHAeSHzvh8/oet7mgUYOjfmkwm4XK5oNfrP9sWpfXaarUaY2NjNfm5mo1EIsHdu3fbfhclkUg0xO+8kfHvl1GpVNBoNPB4PIzlGbRbCJtt9/7+foRCIdbDjkajEaFQqKRPsk6nQzqdJuElFZicnMTbt2/bQiqxsbGBtbU1zMzMNG2Xj7bSXVxcbMr1CfWBFNyEptIMt4RWIZfLwe12w2QyfSQbOD8/h8vlKtiiQSQCLuLab9y4gWAwmC+M6Pj3CsNbe3t7CIfDGBgY+MzyLxKJ4OnTpxgbG2t4PHu90el0MBgMWF1dbfZSrkQtPNaZ0CwpjlwuR09PD6uim5ZYsQkMoWPa2Q472my2sn7gJpMJBwcHxLmkAtPT0y0tlchkMnj+/Dk4HA6mp6ebboFqMpkgFovx7t27pq6DUDtIwU1oKt2qWaOL7f7+/o/spdLpdKHj/VFymUwGXBTL4+PjWFtby1uXZbP5ortIMZBOp7G1tQWZTAaz2fxZ4ebxeLC6uoqZmRkoLgr6TsPpdCKdTmNnZ6fZS2HN+fl51YEa1dDMgWaZTAaDwcDYc5uiqEIhzHStHA6H9eAlkI93N5lMZaUvxLmkMq0slQiFQoVB8aGhoWYvp8DNmzcRDAaJbKlDIAU3oenQbgnffvtts5fSEOj4dIPB8FHHOZFIYGdnBw6Ho7iGWqUC+HxwOBx88cUXWFxczBcbZ2dAJPLRU0OhEPx+P+x2e9FienFxEcfHx3j06FHTOzn1Znx8HG63G5FPfketzvHxccNvhJrpLCGRSNDf38+46OZyubBYLKy053RMO9thR7FYDLlcXrLwoYt5Nl36bkShUGBgYKClUoffvXuHt2/f4smTJ58l7LYCU1NTePPmDZI1cKciNBdScBNaApVKBavV2hXBJdvb29Dr9ZBKpYXHDg8PEQqF4HQ6804kxbjkXCISiXDr1q0PX1ypFHB8jPPzc7jdbgD5rtun50qn05idnUV/fz9u375dl5+vFZmensbi4iIrCUKzicViNfNbZ0MznSVEIhHMZjNcLhejbnE1BbRCoQCfzy+ZKFkKrVZbVjsuEAhgMBhYuah0I/S8SiukDi8tLeH09BTT09MN3U1iA70LPDc311W7wJ1Ia77DCF2J1WotOGl0Kl6vF1qt9iO5yN7eHtLpNKxWa2W9LpebL7opCmq1GgaDAWtrawCA4709bG9swGQyFU2hDIVCePbsGSYnJ2E0Gmv6c7U6PB4PU1NTbeVccn5+3rTdh0YMNG9ubha9ARIKhbDZbHC73YwKDIVCUTaSvRi9vb2Ix+Os49/NZjMCgUDJdclkMkilUrx//57VebuNZqcO04Pier2+4S4k1dAsz3xCbSEFN6GlGBsbg8fjabvtfybs7u5CpVIVZAK5XA7b29sQi8XsAhX4/Ly8BPluUTabxeLiIhKJBJxaLQRFivbNzU1sbm7iyZMnH2vDuwiZTNY2QRzpdLr0TkeDqNdAcyaTKRQOpewn+Xw+7HY7PB4Po3h2vV7PuoCuJv6d1o6XC73RarU4OztjbUPYbTQrdZgO9hodHW2rYK9meeYTagcpuAktRztu/1fC5/NBJpMVvH1pJxK9Xg+1Ws3+hGIxIJcjlUpBJpMhmUzmnU5o55KLLm42my0MpD548KBlt00bRbsEcfj9/qbvQtRjoJl2xbl582bF4TQejweHw4Ht7W1GDiAWiwX7+/uMC+hq4995PB4MBkNZGYvJZEI4HO6I8KV6Qb+/GrnrFAgEsLCwgMePH7ekXrsSVqsVPB6vJeQ4BPZ097cvoSW5vP3fCezt7UEsFhcK69PT04ITyVU8lgOJBMKJBGw2Gx48eIA3b97kv+DPz4HDQyQTCczOzsLpdGJkZKRWP07bQ8slWjUlMJlMQiAQtMQway23sjc3Nwv+xkyLHS6XC6fTid3d3YrF6+UCmmkBV238u0wmqyhjsdls2N3dJc4lZRCJRLh7925DBuY3Nzfh8XgwMzPT1sFezZbjEKqHFNyElkQmk2F4eLgttv/LEQgEIBAI8n7ayDtP+Hw+OJ3Oqj/0z87OsLW1BbFYDNOtW+AIheDxeJiYmCg4lwR3d7H013+Nhw8fQq/X1/JH6ggmJyfx448/tmRgyf7+Pvr6+pq9jAJX3cqmJSTZbLYqf2MOhwOHwwG/31/RqYHL5cJsNrOy/qs2/r23txexWCxvz1kEDocDm81GnEsqoNPp0NfXV1e//MXFRWQyGUxNTXXELh8txyHOJe1F+7/zCB2L0WiETCbD5uZms5dSFcFgEBwOpzDAGAqFcHR0BIfDUfWH/uHhIXZ3d2Gz2fLyFNq5hMOBWCzG8PAw/p+//Evsr69jemAAohYsKFuFR48eYX5+vqWkS9FoFHK5vOWKgmrj32kJyY0bNzB8kZhaDXTRHQgEKmrKRSIRNBoNq4FPjUaDTCbD+gbMarXC5/OV7GLz+Xz09fW1pQ98I6mXX34mk8HXX3+Nvr6+jtrlu+xc0i5D4ARScBNanJGREYRCobYz/j84OEA2my10l/1+P87Pz2GxWKpKDjw/P4fH48H5+TkcDsfHXcJLziW7bjd6OBxIhcJ80ebzAaToLgotXWqlyf+Dg4OW3ZFgG//+7t27QrBSLSKyacnIwcFBxcJYpVKBw+GwiqqvJjGSSZiOVCqFXC5n3UHvNmrtl08PR46Pj8NkMtXknK2ESCTCvXv3Wurzi1AeUnATWp6pqSl8//33bbN9Fg6HcXZ2BoPBUAi5kUql6O3trep8x8fHcLvdMBqN6OnpKfqcDIeDZ0tL6BeJ8PDBA6SSSQQPDvIHt7cBMrxVFIVCgevXr7eEdCkYDJb8+20VmMS/Z7PZgmdwrYOV6KL76OioYmFmMBgQi8VYfW7Q8e9suoYCgQA6na5sR12j0eD8/Lwj3ZdqSa0G5vf29grDkZ2aogvk31dms7kr8is6AVJwE1qedto+Ozo6wsnJCYxGIzKZDLa2tmAwGKqaiM/lcvD5fIjFYhgYGMi7kBQhmUzi6dOnuPv4MfQ3bgAAbt26hW2PJ19sZDKAy1VwLiF8TCtIl96/f4+zs7OCi02rUin+PRKJYHZ2FsPDw1eSkFTCarUiHo9X7GBbrVb4/X7GziWXEyPZQP+9lbMC7O/vx9HRUUnNN6E2u04bGxvwer1tPxzJFLvdjmw2y/o9S2g8pOAmtAWNnGavlkgkgng8jv7+fpycnMDj8cBms30U386Uk5MTbG1tQa1Wo7+/v6QMJRQKYX5+/kMnx2QCLtIJR+/exerqKjLn58DpKUA+kEsyMjKCw8PDhm/753I57OzsgMvlor+/v6HXrpZS8e+1lpBUwmQy4eTkpKxbQzXWf9XGvxuNRoRCobLdWVrzTRIDSyOTyaredaJf0ynDkUwZGxtjJfciNIfueUcS2h56mp1OVmwlYrEYotEozGYzYrEY9vb24HQ6wefzWZ/r/fv3CAQCcDqdH8W/f4rX68UPP/zwcSeHwwHsdkAggIDPx42REbx+/Tp/LBoF6pgc2O5MTk5ifX295kEvpaC92DUaTdFk0Fbmsp85LSFJp9M1l5BUgt5JKpfsyOPxYDKZWFn/VRv/brPZyg7+EecSZrDddUqn0/j6669hNpvrurPSyjCRexGaCym4CW2F0+lEKpVqKQ9lemvbarUWBrqqcSI5OzuDy+WCQCCAzWYr+/q1tTWEw2E8evTo8+fxeIDDAXA4UMjl6O/vx8bbt/ljgUA+GIfwGfUIeinFZS/2dk3+HBoaQiAQwF/8xV9geHi4aS4QBoMBFEVhf3+/5HPEYjGUSmXZ53xKb28vjo+PWWnAuVwudDpd2RsAPp9flfd3t8F01ykWi+HZs2cYHx9velhUM6HlXo0MEiKwgxTchLZjYmKiZTyUE4kEgsEgrFYrdnd3AaCqifijoyPs7OzAYrFgd1eNn/8c+NnPgJ//HLhsT0snRwqFQoyNjZU+oUQC2GwAAGNfHyiKgt/vzx/b2QHaZAC10dQy6KUUtfBibwVCoRCy2Sw0Gk3Tfw69Xg8+n//hPV4EtVqNXC7HanCR1oCzuQFTqVRIJpNlpSUSiYT1DUA3Qu86lbrp2dvbw9LSEmZmZjp6OJIpEomk5aWX3QwpuAltyfT0NBYWFpqqhUylUggEAoUhK6VSydplIpvNYnt7G+l0Gk6nExsbfPziF8DRUV6OfXQE/OIX+aI7k8ngm2++gd1ux+DgYOWTq1SAwQAAuD40hMD794gdH+eHJ93u/DAl4TNUKhUcDgeWlpZqfu6DgwNEIhE4nc621pjScqYnT57gyZMnDdkVqIROp4NEIinc+BbDaDSyGlykNeBsJSAWi6WipzR9A3B0dMT4vN3G5YH5T99fKysr8Pv9+Oqrr1oilbVVaESQEKE62vcTn9DVCAQCTE5ONs2D9OTkBH6/H2azuWDZx7bDkkgk4HK5YDAYCpaBv/wloFbn/3A4H/7/3/7bZMFT1nBRRDPCaAQuHBTu3LmDH9bXkT47A9Jp4lxSBovFApFIhHfv3tXsnHQhaDaba3bOZrCxsYFgMFiQM9H/Fp8/f97spUGtVkOhUJT1xbbZbKwGF6uJf+dyudBqtRXzA4xGIyKRCHEuKcOnu060XlutVmNiYqLJq2tN6hUkRLgapOAmtC0KhaJunchynJ6ewufzoa+vD16vF3a7HSKRiPHrc7kc/H4/jo6OMDAw8NFrd3YK9XEBPj+E5eX56j1l7XZAKASPy8Xt27fxenkZbzez+N//lwT+y//A95lshZDn5s2bCAaDVw5dymazcLlcUKlULe+zXYmlpSVks9nPCh2FQoFr165hcXGxSSv7gFKphFarLdmVpigKNpuNlXOJRCKBXC4vq83+FLVajUQiUdGSkO0NQDeiUqlgt9vx93//93j27Bm++OILWK3WZi+rpal1kBDh6pCCm9DWWCwWCASChnmQ0l0DjUaDYDCIgYEBVtuZp6en2NragkKhgMlk+szuz2LJm4nQHB15sL39Fl98cQVPWQ4HGBwEeDxIJBJQlBP/+l+vIxYDnMoQTv2hgmyF8DFXDV1Kp9NwuVwwmUyQX9g1tiPZbBYvX75ET09PyeFIk8kEsVjcVD9zGrlcDr1eD7fbXbSoriZyXavV4uzsjNXsiNlsrniNamUr3QZFUYU5l3YdNG40tQoSItQGUnAT2p7bt283xIP07OwMXq8XUqkUqVQKdrudVUz7wcEB9vb24HA4ShZfv/u7ed320RGwv7+KYPAIEsk0/sk/ueI/VYGgMES5/FoHlVKGbHYbHA5g5eygVxrHL395tUt0IlcJXYrH49jZ2YHD4SgZWtQOZDIZPH36FNeuXavYVbx58yZCoVBLxJhLpVIYjUa4XK6if3dSqRQymYxV15pt/DuPx4NKpSrrFU4/z2QylZXCdDMulwv7+/v42c9+1jLvr3aAx+MR55IWghTchI6g3h6kmUwG29vb4HK5EAgErEJKMpkMXC4XuFwu7HY7uFxuyefevg38i3+RxfHxHEIhMYaGxvAv/2X+8StzEYwTCAD9JjtOT6NIJvM3KbasGz436YIUQyQS4d69e6zmBUKhEA4PD+F0Osv+fbc6dIrpxMQE9Ho9o9dMTU2VdZZoJGKxGCaTCS6XC+fn558d12q1yGQyZRMiP4Vt/LtWq0UsFqsoGRGLxVCr1WUj4ruRjY0NRKNRTE5OAvjw/mqUX367I5FIcOvWraqChAi1hRTchI6gUuT0VaADSs7Pz9HT08MqpCQajWJ7exsWi4VR+l4mk0E4/BT/6l858Zd/OYif/7xGxTaNXg+lXYt4HOjpuYXDw3c4S58gEcvgjpwMUZZCo9HAarVieXm54nN9Ph+y2SwsFgurHZBW4/DwEHNzc3j48CGr2YFyzhLNQCQSwWq1wu12F11Pf38/wuEw45v1auLfmUhLgLxWmaIokhh4wfLyMs7Pzz+yQG2191c7oNfrC0FVhOZBCm5Cx1AqcvoqZLNZvH37FplMBna7nbEON5vNwuv1IpVKYWBggFHiZDweL3QTWTmRsOTJf2zGQVKKeJyDXv0oPJ4VRCNZ/ObDFEDCOEpitVrB4XBKFlrZbBZutxsKhYJxN7hV2dvbK8S0sxkIpmmEnzkb6DApj8dTdIjRZrNhd3e3aBe8GGzj3/l8PuRyOaNCuq+vD7FYrCV2CJpFNpvF8+fPoVarcfPmzc+OCwQCTE1NtYQzTrswNDSEZDLZUqFx3QYpuAkdhcFggEqlwsbGxpXPlc1m8ebNG1AUhevXrzPW4SaTSbhcLuj1esaFczAYxMLCQvVOJCy4PcrBf/SnTkhVAoQPhbBYh/HF5CquXUNePE70kSUZHR0tOi9Ap4RWYw/Zarx79w5erxdffvnllfyNaWeJRrsIlYLP58Nutxd87y9zuWvNdHCRbfx7T08Pjo6OGHVl6cCdSg4nncjJyQlmZ2dx48YN2O32ks9TKBS4fv06kUqwoJVC47oRikxFf2B8fDzXKl8OhKsxPz8Pu91edac4l8theXkZMpkM165dYywNiEQiOD4+LupAUgqPx4O9vT1MTU01NgwlmQR+/BHIZrG7u4tUKoVr167ljzkc+eAcwmdks1nMzs7i4cOHEIlESCQS2N/fr6jPbwdWVlbA4XBwu4Y6ptXVVUilUjidzpqd8yqcn5/D7XbDYrF8dhMdj8dxeHgIi8XC+Hzb29vQ6/WQSCQVn5tOp+H3+8sWkjSZTAYej6ftQ5LYcHh4iFevXuHBgweMfp8ACs2V4eHhei6tY6CHoB8/ftz0hNhOhKKoV7lcbrzYse74V0zoOipFApcjl8vhu+++g0qlwtDQECsdrkqlgtlsZvyalZUVRKNRPHjwoPFfqhJJ3ocQeY3pWSaDfbq7vb0N1GkAtd2h5wVevHiBUCiEUCjU9sORQP4mVSqV1rTYBvIuQvv7+xWdOhoFl8uF0+ks3GReRiaTQSKRsPJeZxP/LhAIIJVKGaVLdptzyc7OTkHGxLTYBvKFdiwWI8OmDOHxeJiammoZuVc3QQpuQkdyFTu3ly9fwmw217Ujl81mMTc3B7lcjtHR0bpdpyIaDXChNx65cQO7Ozv56f9sNp9ESYaSiiKRSHDnzh0sLCzAarW29XBkJpPB119/DavVisHBwbpc4/79+3j9+nXL6JI5HA6cTif29vaQSCQ+OqbT6XB6eorj42NG52Lro63X6xEOhxnpxcViMTQaDfx+P6O1tCtra2sIBoNVy5gmJyfx9u1bIpVgiEwmI3KcJkAKbkLHIhAIWNu5AfmELpPJVKdV5beVnz59isHBwdbYZjeZgIth0LF797C2tobM+Tlwego0KFCoHdHr9bh+/TpW2zgx6OTkBE+fPsXo6CiMRmPdrnOVG+B6QVEUHA4H3r9//1lxbTabEQwGWflt9/f3Mw7SMZvN2N3dZfRclUoFLpfbkc4ldONBKBRifLzoLjxjHj16hIWFBRLywhB63qQW804EZpCCm9DRaDQamM1mrKysMH6NWCyu23ri8TiePXuGycnJ1nKyuBT/fvPmTSy/epV//PgYIFPtJXE6nYX00XYjFovhxYsXePDgASPLyqtSjZ95vaG70+Fw+DMvbrvdjp2dHcY3CBKJhHGQjlAohEgkYuz/bTAYcHx8/Fk3vp2hGw9Op7MmOys8Hg+Tk5Mk5IUFRI7TWEjBTeh47HY7MplM04uiQCBQcCJpuWhiHg9wOgEOBzKZDBarFes//JA/FgwCHdhdqxXj4+Nwu92IRCLNXgpjgsEgFhcXWetlr0o1N8D1hqIo2Gw2RKPRj7TVHA4HFouFld82m/h3g8GAg4MDxsWhxWLB/v5+RziXxGKxQuOhlhaoCoUCw8PDWFxcrNk5O52JiQm8ffuWBAk1AFJwE7qCZhdFLpcLLpcLMzMzrTsZLhIV4t8Nvb3g83gftr13dgDygVyS6elpLC4utsV2ttfrxY8//oiZmZkr2f5Vi91uRzabZVXINgKLxYJEIvGRzZ9QKIRer2cs/wDYxb+bTCbG56a78dvb223dwd3b28PS0hJmZmbq0nggUgl2cDgcTE9PY35+ngQJ1RlScBO6hmYVRSsrK0gkEs1xImGLSgVcaHmvXbuGUDiMo0gkP0S5vQ20QUHZDOjJ/xcvXjR7KWVZX1/HwcEBpqenm/peHBsbK+pn3mxMJhNOT09xcHBQeEwul0MoFLJyWbHZbIzkKCKRCAKBgPGwH5fLhdlsblvnko2NDXi9Xnz11Vd1vdkjUgl2CAQCTE5OkiChOtPi3/4EQu1otB1SNpvFy5cvoVQqa261VlcMBkCtBgDcuX0bm2/f4uT0NF9sezwk/r0EMpkMw8PDLTv5v7i4CA6Hc+XhtFoxPT2NVweCJkkAACAASURBVK9eMY5UbxRGoxHZbPYjLbZer0cymWS87c7lchnLUQwGA96/f8+4ay0SiaDVatsuMXBhYQHZbBZTU1MNuR5xLmGHQqHAtWvXiBynjpCCm9BV0EE29f5QoQeCrl27xijkouWwWgGxGBwOB3dGR/H9ykq+IEgkABbb690GvZ29ubnZ7KUUyGQy+Oabb9Db29tS4SCX/cxbTSLR29sLDoeD/f39wmNmsxmBQIDxDplQKIROp6to6UdRFEwmE6sCWqlUQiAQME65bCa07WR/fz9GRkYaeu1Hjx5hfn6+LaRerYDJZIJEIsG7d++avZSOhBTchK7DZDJBLBbX7UPl8kBQSzmRsIHDyQ9R8ngQi0QYHBzE6ps3+WPhcH6QklCU4eFhHB4eIkCHCDWReDxesP1jk57YKCQSCe7evYtvv/222Uv5jJ6eHggEgkIhXI2GWqlUMrL0E4vF4HK5rAbX9Ho9EolESw+7JZNJPH36FGNjY3W1Wi0Fj8dr2Zu6VmVkZAShUIhV+BOBGaTgJnQlN2/exPv372uefhcIBOo6ENRQBIJ8xDuHA41GA6VSiS2XK3/M5wPIVm1J6KTTZhZDe3t7BVcclUrVtHVUQqfToa+vryX9zLVaLaRSacHhiJaKsNFQGwwGxGKxiqE/RqMR+/v7jMJzaNh23RtJMBjE/Px8099/MpkMIyMjLSv1akUmJyfx5s2blgmq6hRIwU3oWuj0u1ppSN+9ewePx1N1WlpLIpPlg3EA2G02pJJJBOmBsu1trP76BD//OfCznwE//znQgjVTU6CDXpo1+b+2tobd3V08efKkdV1xLtHKfuZqtRpKpbJQZNMaajbpj0zi3ymKQn9/PytpCd1193q9LdXBdblcBSecVnj/GQwGaDQarK+vN3spbcHloCriXFI7SMFN6FpqmX63vLyMVCqFqamp1nciYYtOl/8D4NatW/C43Ugmk/jxhwz+/M9cOApnYTIBR0fAL35Bim4agUCAiYmJhga90IO6QqEQk5OTDbtuLWi2dWc5lEoltFot3G43crkclEoleDweYw017fVdKf5dIpGAoihWATdsBjQbwdLSEhKJRNOdcD5laGgI8Xi87YZNm0UzPr86ndb510AgNAGRSIRbt25hfn6+qtfTBY5Wq20vJxK2XIp/vzs2htXVVfz97Dm0slM4KA84nLyxiVoN/PKXTV5rC6FSqWC327G8vFz3ayWTSczOzuL69es1Se5rBq3sZy6Xy9Hb21sount7exGPxxkXx3w+H0ajsWIXv7+/H3t7e6ykJUKhED09PU0tJunhXL1e37KfhZOTk/jxxx+JcwlDVCoVHA4HlpaWmr2UjoAU3ISuR6/XQ6/Xs95upJ1Irl+/DqvVWqfVtQgcTj7+XSCAgM/HjZERrK+/hkwGCE+jkMXyfrdKZT4jh/ABq9UKDodT1w5kMBjE3NwcHj58CN3FbkQ7ctnPvJUkEjRSqRRGoxEulwvZbBYWiwV7e3uM0x+lUmnF+HeKomA0GllJVoC8rZtAIKj5XAoTWn049zKPHj3CwsJCS97UtSIWiwUCgQAuen6HUDWk4CYQAAwODiIejzMOSqCdSKamptq6wGEFj1cYolTI5bBZ+7G78xYAIEsEIEoeIhoFWvz7timMjo7WLehlc3MT7969w5MnTyASiWp+/kZDD7lVu+tUb8RiMcxmc6HoZutcwiT+XSqVIpfLsR5a0+v1SKVSOD4+ZvW6qxAIBNpiOJem1W/qWpHbt29jf3+/KTdznQQpuAmEC+ighErOEpejiSUSSYNW1yJIJIX499/+7T7EExT29/eRzQKUbweJgyR+93ebu8RWpdZBL9lsFgsLC8hkMu2RYsoCg8EAnU6HtbW1Zi+lKEKhEFarFW63G0DeatTr9TJ+PR3/Xq7LajKZ4Pf7WUlL6NcFg0FG0fJXZXNzEx6Pp2WGI5lCnEvYc//+fXz//ffEueQKdM4nNIFQA6anp8s6S2xubjYkmrilUakAgwHXrgH/xR8PIZfbh2/3GEp5Fv/V77lx+waZai8GHfRSiyFdWs5kNpsbHibSKIaGhpBKpVp2yE0gEBQGIXk8HtRqNasocZvNVtZdhKIoGAyGj8J3mEAPaO7s7OD8/JzVa9lA3+y166A4cS5hRy0/v7qV9vtXQiDUkXKT2UtLSzg7O2tYNHFLYzQCSiWuXQP+5E/u4Ld+ax0/+9kZhuwk/r0cEonkSkO6AHB4eFgIVjIajTVcXesxMTHR0kNufD6/ICmhHUaOjo4YvZaJu4hcLkcmk2G9K1KNXzhTmpkcWWuGhoaQTCZb9qau1RCJRLh37x5xLqkSUnATCJ/wqbNENpvF8+fP0dPTg5s3bzZ5dS2E3Q4IheBxubh9+zZeLy/nOx/Hx/lgHEJR6CHdauQSHo8Ha2trnRGsxJBWj+fm8XhwOBzwer1Qq9WIRCKMt92ZxL+bTCbs7u6yXpdQKIRer6/qtaWIxWJ4+vQpxsfHm5IcWQ/om7pWtKNsRTQaDcxmM1ZWVpq9lLaDFNwEQhFoZ4mNjQ3Mzs7ixo0bne9EwhYOBxgcBHg8SCQS2B2OD9uzoVD+D6Eog4ODrOUSS0tLiEajePToUVfJmdohnpvL5cLpdMLn86G3t7diyM1lKsW/czgc9Pb2spaWAPkOuUgkqklM9+XZFYVCceXztRKPHj1qWTvKVsRutwNAy3i/twuk4CYQSjA6OoqNjQ0MDw93jxMJWwSCwhClvqcHYokEHnob2+cDmhht3uowlUtc9jceHR1t0OpaC5lMhuHhYSwuLjZ7KSXhcDhwOp3Y39+HXq+vGHJzmUrx7wqFAul0uqpByJ6eHpyenl5JlrO+vo7d3d2OnV0hziXsqafzUqdCCm4CoQy/8zu/g42NjZo5S3QkCkUh/n3A6UQ0Gs1/CGezgNsNkK5RSWhP4FLdUHoLf2xsrOX9jeuN0WiEQqHAxsZGs5dSEoqi4HA4EA6HoVAoWDmXVIp/N5vNVctDzGYzDg4OWBfs2WwW8/Pz4PF4bZdcypZWt6NsRWrtvNTpkIKbQCgDHf9OOh8V0OsBrRYAcPvWLbx79w6pkxMgkwFcLjJEWQK6kHn+/Plnx3w+X8du4VfL8PAwIpEIKzeQRkMX3alUCkDep5rp62w2G7a3t4t2xjkcDnp6esqG5pTDbrezci6hnXDsdjuGhoaquma7YTAYqp6v6EZo5xLy/cgMUnATCBUgk9kMMZsBqRQcDgd3Rkfx/cpK/kM4lQJYdPq6DYVCgWvXrn0kl1hdXUUgEOjYLfyrMDk5iY2NjYp++c3GZrOBw+EgHA4zHsjj8/no6+srGf+uVCqRSqWq0hpzOBxYrVZGUpdIJFJwwjEYDKyv1c7Q8xWl/g4IHyORSHD37l18++23zV5Ky0MKbgKBARqNBlarteBcQijCpfh3kVCIoevX8f3qav7Y0RHAsNPXjZhMJojFYmxubuL58+eQSqUYHx9v9rJaEnrXaW5ujvFgYrOwWCxQqVTY2tpivO0ulUohlUpLDjqazeaqi0GBQACDwVBWmrKzs4OVlZWucsL5lImJCbjdbuJcwhCdToe+vj6s0p/3hKKQgptAYIjVagWPx4PL5Wr2UloXgaAQ/65WqaDTavHjjz/mj+3tAeQLrCQOhwN/8zd/g97eXjidzmYvp6URCASYmpoqKsVpNfr7+9HX14eVlRXGNwg6nQ6np6dFI9q5XC60Wm3VziMymQwSiaSoNGV1dRXBYBBffvll1++sTE9PE+cSFjidTmQyGbIzUAZScBMILLh9+zb29/drYrPVsUgkwMWAn9lsxlkmgwD95b69DZABm88IhUKYm5vDH/3RH8Hn85H4ZAYUk+K0Kv39/TCZTFhcXGTsXGI2mxEMBosWfGq1GolEAmdnZ1WtR6fT4ezsrOBcks1m8fLlS7Kzcol2sKNsNcbGxsjOQBlIwU0gsOT+/ft48+YNKYrKodHkBykBjNy4gR2vN6+5zWbzQ5QtLgVoJB6PB2/fvsWTJ08gkUjaRi7RClyW4rQ6JpMJfX19rG4Q6CHKYgXfVaQl9HpCoRAikQhmZ2dx/fp1srPyCbVIhu02yM5AaUjBTSCwhJ7MJkVRBUwmQC4HAIzdu4e1tTVkzs+B01MS/37BysoKotEopqenweHkP44FAgEmJibIkC5Dbt68iVAoxNgNpJnYbDYYjUYcHBwwen65iHYejweVSoXQFQKmVCoV/uqv/go/+clPSNZACa6SDNuNkJ2B0pCCm0CoApFIRIoiJlyKf7958yaWX73KP358DNQwcrrdyGazeP78OZRKZdEwG5VKhYGBgbaQS7QCU1NTWF9fb4tdJ5PJhGQyyXitIpEIWq22aPy7VqtFLBarSlqyt7eHlZUV/MEf/AHev3/PWOrSjQwODuLk5ITokxlCdgaKQwpuAqFKVCoVHA4HKYrKweMBTifA4UAmk8Fmt+PNmzf5Y+FwVzqXnJycYHZ2Fjdu3ChEJBfDZDJBIpG0hVyi2bSTcwmQdy/x+/2MPbHLxb9XE4jj8Xjg9Xrx1VdfQSKRVHQuIQDj4+NEn8wCsjPwOaTgJhCugMViIUVRJUSivHMJ8vHvMrkcW7TTS5c5lxweHuLFixd4+PAhoy38kZERHB4etoVcotm0kxSHoihYrdaiUpFSGAwGRKPRQqAODZ/Ph0KhQDgcZnSeQCCAvb09TE1NFR6TyWQQi8WMpS7dCq1PJsmKzKA9zX0+X7OX0hKQgptAuCKkKGLApfh3u82G09NT7NO/r+1toA2kAFfF6/VibW0NT548gUgkYvy6yclJrK+vt3zQSytA7zotLS01eykVEQgE0Ol0rFIzbTYbfD7fZ118nU6HSCRSsbsfiUTwww8/fFRs0/T09CCVSpH3WRloffLc3BzRJzNkYmICW1tbBUecboYU3ARCDSBFEQP0euCiqzty4wZ8Ph8i0Wh+eNLtBjp4qn11dRXhcBiPHj0qDEcyhZZLzM/Pt4VcotlYLBYIBIK28MtXKpUAwLgYKRf/brFYyspCkskkFhcXy74HzWYzAoEAcZgoA9Ens2d6ehoLCwtd/74iBTeBUANIUcQQiwW4KDLujY3h7cYGTk5P88W2y9VxziWX/Y3HxsaqPo9AIMDk5GRbBL20ArRf/lUcPBoF7VrCdPCxVPw7n8+HVCrF0dHRZ6/JZDKYm5vDw4cPywbaUBQFu90Or9dLOrhl0Ov1MBgMJFmRITweD1NTU3j58mVXv69IwU0g1AhSFDHEbgfEYnA4HIzevYuV16/zdoGpVN4usEOghyOvXbtWE39jhUKB69evY2FhoQar63zu37+P169ft4VzSamudSlKxb/r9XqEw+GPhjGz2SyePXuGyclJRlImLpcLs9nMSl/ejTidTqTTaXi93mYvpS3g8XiIx+Nd3ZAiBTeBUENIUcQADifvXCIQQCQU4vrwMF6/fp0/Fo0CHWC9FYlE8OLFCzx48AD6iwCgWmA0GqFQKLCxsVGzc3Yql51LWr2rxuVyYTQaWTmFlIp//1Ra8vLlS9y5cwcKhYLxuUUiETQaDSt9eTcyPj4Or9db1D2G8AF6WPw3fuM3IBAImr2cpkEKbgKhxhiNRqhUKqyvrzd7Ka2LQJB3LuFwoFIqYTKZsEb/vkIh4JPOXTuxs7ODlZUVzMzMQCKR1Pz8w8PDiMVipBhigEgkwr1799rCuUQqlUIkEjF2GwHymuv3799/pI0VCAQQiUSIRqNYXFyEzWarKtRGpVKBoqiiEhXCB+7fv49Xr14R55ISuFyuwrB4PT4P2wlScBMIdWBoaAjJZJLYIZVDIgFsNgBAn8EAkUgENy0p8fna0i5wbW0NwWAQX375ZVmt7FWZnJzE27dvyeQ/AzQaDcxmM1ZWVpq9lIro9XocHx+zKt6Kaa4NBgP+7u/+DnK5HBaLper19PX1IRKJfGZFSPgASVYszdLSEhKJRFXD4p0I+Q0QCHWCtkMiQQllUKkAoxEAMOB0IhGPI/D+ff5YG9kFZrNZzM3NQSgUYnx8vCHXfPToEZn8ZwgdMORpgxkBWhLCtHj7VHOdTqcxOzuLe/fuQSwWX3k9pawICR+QSCS4e/cuvv3222YvpSXIZDL45ptvoNfrcfv27WYvp2UgBTeBUEfooARSFJXBYCjYBd66dQs7Xi9ix8dtYxeYTqfx9OlTDA4OYnBwsGHXJZP/7BgdHcXu7m7L6205HA4sFguroUU6/n1jY6MwIGm32yEQCK68C1LOipDwAZ1Oh76+vq53LonFYnj69CnGxsautLvSiZCCm0CoI2S7kSEmEyCXAwDG7t3DD+vrbWEXGIlECgVOLYcjmSKTyXDjxg0ypMuQ6enpttDbCoVCqNVqVmFadKjN6OgoZDIZgLwk5P3791f+7CllRUj4GKfTiUwm07XOJT6fD0tLS3j8+DGrId1ugRTcBEKdIUEJDOBw8naBQiF4XC7ujI5i5fXrfKHQonaBPp8Py8vLmJmZKRQ4zcBgMECj0ZAhXQZwOJy2uQFWq9U4OztjFKa1srKCcDiM3/u930P8/2fvbmPa2Pc8wX/LGGOMMcYYY4wfcAghBMIhxD6+BgdCMvdujzTddx52pLtabbe6R9MjjfrVjjTTmhc90s6redXSSNsj9c6qtTNvdlerHd1R97Z6ZnJICMTXB0IIgUMSHozBgDFgHHDMQ4xrX0D5kBMCLqhyVdm/jxTde4xd9Q8x5lf/+j2kUp/lXDscDkFqSb7WipB8rqenpyQ7l0xPT2N9fR2PHj0q6U4kF6GAm5ACoEEJeVCrgdZWQK1GpVaLttu38YordPvw4aSQUiZmZmZyv1zELI7MFxXp5k9J+bZ2ux2xWOyr+dPZbBbDw8OoqanJDVb6ac61VqvN9UC+rq+1IiSfU8qdFCFww70qKirg9XqlXo6sUcBNSIGU+u3GvJxpF1hrNKKxsRGzb9+efC0eP2kZKLGxsTGoVCrZ/XLxer14//49dS7Jg1LybS/Kn06n03jy5Ak6OztzRaFfe01jYyPW19cFycF2OByIx+M4PDy89rGKlZLupFwHN9zr9u3bBa1fUSoKuAkpoFK93ciLXn8yAh6ArbER5Wo1Ilzu6PIyIFFAmc1m8fTpUzQ0NKC9vV2SNVyGOpfkj5sUKPe8ZLVajYaGBqyuruYei8ViCAaDGBgYgMlk+uI1XM41NwCHYRg0NTUJdgekubkZy8vLRR1MXpeS7qRcRTwex/Pnz/HgwYMr9XkvRRRwE1JgpXS78cpMph/bBd68iZ2dHWxxu9tLS0CBv3fcTk5XV5esK++5ziXFvrMmFI/Hg8XFRdm37qyuroZarcbOzg5mZ2cRDocxODh4Ya5sVVUVdDpdLudap9OBYRh8/Pjx2uspKyuD0+lURJtFKZnNZjQ1NSmiBzwfc3NzmJubw+PHj6HVaqVejmJQwE1IgXEjpykouoTVCtTVAQC67t7F4uLiSR5qJgPMz5/8bwGcHdN+3m6i3Oj1eirS5UEprTstFgu+++47HB0dwe/35zVI5Kc5101NTVhbWxMktaSiogL19fWf7byTL7ndbmSz2aK5OOHuoPX19dEwG56u9d1iGOYfMgwzwzBMlmEYz5nHf84wzEuGYd6c/u+jM1+7f/r4PMMw/5ZhGOYnx/xnDMOwDMOYT/+bOX3ePMMwUwzD9Jx57u8xDDN3+uf38j0HIVJT0shpSTkcQFUVVCoVeu7fx/T0NI4+fSpYu8C1tbVcJxIljSW2WCywWCyYnp6Weimyp4TWnVyvd7/fD51Ox2uddrs9N/6dYRjYbDbBgmSDwQC1Wk0pcpfo6elRRA/4ixwdHeG7776Dw+FAR0eH1MtRpOtenkwD+PsAhn/y+BaA32ZZ9i6A3wPwH8987d8B+McAWk///Bb3BYZhHAB+AeBsUt3fPvPcPzx9PRiGMQH4VwB8AL4F8K8Yhqm97ByEyIXJZILL5cLExITUS5EvlQpoacm1C+zq6sKriYmTgOPjR0DEAtS5uTlEIhHZdCLhq7W1FQcHB7LPUZYDObfuPNvr3WazwW638/o3ZRjms/HvVVVVYFkWaYGmuDY0NGB3d1ew4xUrJacScu/Bb7/9FrbTVD/C37UCbpZlZ1mWfXfO469Yll07/c8ZAJUMw1QwDNMIwMCy7G/Yk3ta/wHA3z3z0j8F8M8BnL3f9UsA/4E98RsAxtPj/HcA/ivLsgmWZXcA/FcAv5XHOQiRDZfLBbVajYWFBamXIl9q9UnQrVZDp9OhtbUVr7nuEjs7wNraxa+/gomJCezv78Pv9wt+7EJSSo6yHFgsFpjNZlndFYhEIpiamvqs13tlZSWqq6uxubmZ93F+Ov7dbrdjdXVVsMmRLpcLq6urNP79AkpNJYxEIpicnJR83kAxKEQCzj8AMMGy7CGAJgBny6Sjp4+BYZhfAlhlWfb1T17fBGDlnNdc9Pi55yBEjrq6urC+vk4DJS6i1ebaBZpMJpjr6vD23em1fiwGCHSrluspW1tbi66uLkGOKTUuR1mJO2uF1tbWhv39fVn0M5+YmMDOzg76+/u/uMNSV1eH/f19XrvKWq0WJpMJa2trYBgm1ypQCNwuejgcpvHvF9Bqtbh3755iUgm5gUoPHz5U5F0+ubk04GYY5r8xDDN9zp9f5vHaDgD/BsA/ueR5OgD/EsCf5LtwoTAM84cMw4wzDDPOZ8eAECH19vbizZs3dFv2Inr9yQh4nPQCBvBjLuryMnDNwR5cnuytW7c+62usdFyO8ujoqKJ21qQidT/zTCaD4eFh1NXVobu7+6vPczgcWF1dxfHxcd7HNhqNYBgGOzs70Ov1yGQyn02lvA61Wo2mpiaaM3AJs9kMh8Mh684l3Hvw7EAlcn2XBtwsy/4tlmU7z/nz64texzCMHcB/AvC7LMty98tXAdjPPM1++lgLADeA1wzDLJ0+PsEwjPX0645zXnPR4+ed42t/vz9nWdbDsqynvr7+or8SIaLhBiWMjo7SbdmLmM0n3UsA3G5rQ3xz86QQKZsFFhev3C4wlUrl8mQtFouQK5YFLke5WHsCC02qfuapVApDQ0Po6uqCy+W68LkMw8DlcuXSRPLV2NiIZDKJ/f192O12RKNRwXaldTodDAYDYrGYIMcrVtwFvRw7l3DvwZ8OVCLXJ0pKCcMwRgB/BeCPWZYd5R5nWXYdwC7DMD877RzyuwB+zbLsG5ZlLSzLNrMs24yTNJAelmVjAP4zgN897VbyMwAfTo/zNwB+wTBM7Wmx5C8A/M3XziHG35MQIWm1Wni9XsXcbpSMzQbUntRHf9PVhbm5uZM7A5nMSecSnhcs8XgcoVAIAwMDRZ2jaLFYFDFdUQ6k6Gcei8Vy70Oj0ZjXazQaDcxmM9Z41jG4XK5coN3Q0CBogGwymXB8fIwPHz4Idsxi1N3djdXV1R/nC8jA2fegElqgKs112wL+PYZhogD8AP6KYZi/Of3SHwG4CeBPGIaZPP3DbRv9UwD/HsA8gAUAf33Jaf4/AIunz//fTl8PlmUTAP41gLHTP//L6WNXOQchsmA0GnHjxg2MjY1JvRR5c7ly7QLv9fRg8vVrZI6PgcNDIBzOu11gOBzG+/fvLx0iUixaWlqQyWTotn8e9Ho92tvbEQqFRD/X7OwsIpHIld6HNTU1YFmWVwqMSqVCc3MzwuEwqqurcXR0JGiOf1NTE7a3t6lu4BK9vb149eqVLL5P7969y2ugErk6hgocfuTxeNjx8XGpl0EIZmZmoFar0dbWJvVS5CuTAd6+BY6OkEql8MMPP8Dj8ZwMY6irOwnKLzA1NYVMJlOSOYrDw8Po7OykXaw8zM7OAgDa29sFP3Y2m0UoFILRaLz28RcWFuBwOHgFS6lUColEAna7HYuLi7h58+a11nBWNpvFwsICbty4gbKyMsGOW2wODg7w/PlzPH78WLJBMuPj49Bqtejs7JTk/MWEYZiXLMt6zvsajQkiRIY6OjqQSCQoF/IiajVw8yagVkOv1+PGjRt48+bNyde2t0+6l3xFMBhEZWVlSQbbgLJ7Ahdae3s7dnd3eadtXObg4ABDQ0Nwu92CBPPNzc2IRCK88rH1ej0qKyuxvb2N+vp6QT9vVCoVXC6XLPOU5UTKIWiZTAZPnz6FxWKhYLsAKOAmRKZ8Ph9++OGHk3Hm5HxaLdDcDOCk+t9QU4P5+fmTr62tfdEuMJPJ4LvvvoPL5UJra2uBFysfSu0JLBWv14vZ2VnBfhYTiQSeP38Ov98P62kR8HWVlZXBZrNhZWXl8iefUV9fj4ODA5SVleHg4ACHh4eCrAc4yTFvaGjgvaZSI8UQtHQ6nSvQdTqdBTtvKaOAmxCZUqlUCAQCCAaD1LnkIgYDcPoLw93cjMOjI6xx/YXPtAvkfsH09PTQtDQoryewlLgLFCG6CIXDYUxPT+Px48fQ6XQCrfBEVVUVtFottre3eb3ObrcjFouJEhxXV1ejoqJCVsWBcuRyuaBSqQoyBG1rawujo6N48OABpZUVEAXchMiYRqOBz+fD8PAw7URexGwGTtv5ddy5g/X1dewkk7l2gYlYLPcLJt8OEKVACT2B5UKj0cDv92N4ePjKx5iYmMCHDx/Q398vWr6uxWLB3t4er/7a3OCaaDSK2tpawYdwWSwWpNNpfPz4UdDjFpvu7m6sr6+LenESiUTwww8/4PHjx9BqtaKdh3yJAm5CZM5gMOD27dsF6ZagaHY7UFMDALjX3Y13b99i/+AAa6urmB4fp18wXyHnnsByYzAYcOvWLd5dhLhcWbPZfOEwG6E4nU5Eo1FeF+nc+PcPHz7g48ePgvcgdzgcWF9fx6dPnwQ9brHhOpeIMQRtamoK29vbol7wka+j7zghCmCz2WAymTAzMyP1UuTN7QYqK6FSqdB97x7+6r/8F6xotej/O3+HfsFcQI49geXKbrdDp9Ph3bt3btcD6QAAIABJREFUeT2fGyTS3d1dsFxZlUoFp9PJeygON/69rKxM8NQShmHQ3NyMpaUlult3gbPpS0J9n7LZLEZHR1FVVVWyheJyQL+BCFGItrY2pNNpRKNRqZciXyoV0NKCrFqN6YUFuH7+c+wzjNSrUgQxd9aKTUdHB7a2ti7t6rG2tobvv/+e1zAboVRUVKC2tpZ35xGj0Yjy8nIwDIPNzU1B16RWq2G326kP/CWE7FxydHSEoaEhtLa2oqWlRYDVkauigJsQBfF6vZifn0cymZR6KbKVOjrC0MoKmn/xC3j7+uB2uwta/a9UYuysFTO/34+ZmZmvdi6ZmZnBysoKHj16JNkgkdraWmQyGd7dVRobG3MBt9ApIJWVlTAajVjnCpvJuYToXLK7u4tnz57B5/PBYrFc/gIiKgq4CVGYQCCAsbExwXMsi0E0GsX333+PBz//Ocynv2BcLhfUanVBqv+VTsqewErDXaD8tIsQd/terVbD5/NJuMITTU1NiMVivLuruFwuMAzDOy0lH7W1tWBZljYOLnGdz661tTWMj49jcHAQer1ehNURvijgJkRh1Go1+vr6qIfyT0xOTiIWi527o9jV1SV69X+xkKInsFJpNBp4vd7cBQo3zKa1tVU2U2LP5k7zGYqjUqnQ0tKCnZ0dUX5ubDYbdnZ2eHVTKUVX+ex69+5d7u6KWq0WcXWEDwq4CVEgnU6Hu3fvIhgMSr0UyXEdIGpra+HxnDtRF8CPOco0XfFydFcgf0ajETdu3MCTJ09yw2zkdvterVbDarVidXWV1+s0Gg3u3LmD2dlZUWYBuFwuRKNRHB8fC37sYtLb24vXr1/nVV8xNjaGTCYji7sr5HMUcBOiUBaLBVarFVNTU1IvRTLJZDI3zMblcl34XJquyE9XVxdisZjgPZmLVSQSQXNzs+DDbISi1+uhVquxs7PD+3UtLS2i9GpXqVRobm5GOBzmtftealQqFfr6+i4cvMRtPDQ2NqKjo6PAKyT5oICbEAVraWlBJpMpyar/hYUFTE1NYXBwEAaDIa/XcNMVX7x4IfLqioPf78ebN2+oc8kFZmdnsbGxgT/4gz/AxsYGEomE1Ev6KqvVip2dHd7j2202G1QqlSgj2svLy2G1Wmn8+yW4+orzPru4Kbrd3d2w2+0SrI7kgwJuQhSup6cHkUhE1r/ohZTNZhEKhbC/v4/+/n7eOYpmsxmNjY0lfWcgX0KONC9G3AAcr9cL4OTW/8uXL2WdttTc3Izl5WXed3nu3buHra0tUQbX6PV66HQ6uptyCZPJhObmZoyPj+ceOzumnaboyhsF3IQUgUAgIPtf9ELgitJcLhc6OzuvfJxSvjPA108LA8nJRd/w8DAaGhrQ3t6ee/zsrX+5pi2pVCrY7XYsLy/zeh3DMLh7965oPzNmsxmHh4fY29sT5fjFwul0QqPRYG5uDuFwGG/fvqUpugpBATchRaAU8pPj8XiuKM1qtV77eNydAWpNdjmuMPDszlqp4gaJ3Llz59zJkTqdDh0dHQiFQhKsLj+VlZWorq7mvaOsVqvR0NDAu/gyX3a7HRsbG9Ty9BJdXV0YGRlBOBxGIBCgKboKQf9KhBSJYu6hPDMzg4WFBTx+/FjQorTe3l7qaZ4np9MJrVaLubk5qZciGW6QiN/vh9ls/urzrFYrjEYjZmdnC7g6furq6nBwcMA7P7+6uhoMw+DDhw+Cr4lhGLjdbkQikaLdOLiubDaLkZERBAIBsCxL9RUKQgE3IUWk2Hooc79cNBoN/H6/4Ds51NOcn87OzrxGmhejeDyOsbExDAwM5HXR197ejmQyKevvlcPhwOrqKu+2fDabTbR87rKyMjgcDlEG7igdd3fl1q1baG1tlX36EvkcBdyEFJli6aGcSqXw5MkT3LlzB62traKdh+tpLucUADnx+XwXjjQvRuFwGO/fv8fg4CCvMe3c90quu5AMw8Dlcl0puHW5XIhEIqK089NqtairqxMtdUWJzt5d4fq8F/NdzWJEATchRYibTqbUqn9uRPvAwABMJpPo57NYLDCZTJiZmRH9XEr3tZHmxWp6eho7OztXypVVQhGlRqOB2WzG2toar9dddZhOvmpqalBWVlYy3ZcuEo1Gc2Paf3p3xWQyweFwiNInnQiLAm5CilRvb68ieyhfNKJdTG1tbUin04hGowU7p1JpNBr4fD4MDw9LvRRRhUIhlJeXo6en58rHuKh/slzU1NQAONlF5UOv16OsrEy0wmOr1Yrd3V3FfYYJaXZ2FqurqxeOaXe73chms9R1SeYo4CakSOUznUxO8h3RLiav14v379/zDjxKkcFgwK1bt3K9qIsJ915sampCW1vbtY9nMplk3/vdZrNhc3OTdwFxY2Mjtre3RSs8drlcWF1dVcRnmNC4NLd8xrSX2jwGJaKAm5AiptVqFdFDmc+IdrH19/cjFApR55I82O126HQ6WXfj4Ivr9d7V1SXo1L6WlhYcHR3x7n9dSM3NzVfKy77q6/LBMEzJjX/PZDL47rvv0NTU9Fmf98uUyjwGpaKAm5AiZzQacfPmTdnuRF5lRLuY1Go1fD6f7C9S5KKjowPJZJJ3DrAc7e7u4vnz5+jr6xOldsDj8WBxcVG2d1DKysrQ1NTEe8x6WVkZbDabaOlY5eXlaGpqkvXFilC4Me09PT28L/iUUDNQyijgJqQEcDuR7969k3opn5mamsLHjx+vNKJdTAaDAbdv36bOJXny+Xx4+/atbAPJfMRisa8WpgkpEAggFArJNkVCp9NBq9Vie3ub1+uqqqpQXl6OnZ0d0dal1+uxsbEhyvHlIB6PIxgMYmBg4Mpj2rmuS8FgUODVkeuigJuQEtHR0YFEIiGbvsChUAiVlZXo6uqSeinnstls0Ov1srtIkSOVSqXoVJyFhQUsLCzg4cOHol/4KeEOisViwd7eHvb393m9zmq1YmdnR7T3QF1dHT59+qToC7uvWVhYuFLryfNYLBZYLBZMT08LtDoiBAq4CSkhcuihnM1mMTw8jKamJlH7awtBbhcpcnY2kFTS7eypqSns7e2hr6+vYCOyDQYDbt68ifHx8YKc7yqcTiei0Sjvf0sx+3MDJ3frNjc3cXh4KMrxpTA5OYm9vT1Bx7S3trZif3+fui7JCAXchJQQqXsoZzIZDA0N4c6dO4IWpIlJDhcpSsGl4si1XuCsbDaLYDCIqqoqdHd3F/z8drsdGo1GtgOqVCoVnE4n76E4XD433zxwPtxuN5aXlxV1YXcebpJuTU2NKO9B6rokLxRwE1JizvZQLuQvLK77g9frhdlsLth5r0vqixSlsdlsMBqNsh4ixLX9c7vdaGlpkWwd3IAqubZyq6ioQG1tLe87PFVVVaioqBDt78VdDITDYVGOXwjc5+Ht27fhdrtFO4+SU72KDQXchJSgQhcFct0fHjx4IItOJHxpNBpFtFeUCzkPEUqlUrkuEFarVerloLe3V9at3Gpra5HJZHjf4WloaEAymRQt9aOiogL19fWyfI9dJplM4vnz5/D7/aJvPqjVavj9fvrskgEKuAkpUTabrSDjzOPxOMbGxjA4OAitVivqucRkNBpx48YNWefdyokcb2evra0hFApdqwuE0JTQyq2pqQmxWIz3HZ7m5mYsLy+Lls9tMBig0Wh4d1SRUjQaxeTkpOjdcM7S6/XUdUkGKOAmpISJvRO5vLyMt2/fYnBwUFZt/67K6XTKOu9WbuR0O3t6ehqrq6t4/PjxtbtACE2n06Gjo0O2ARE3fGZpaYlX8KxSqUTvn22xWJBKpfDx40fRziGUmZkZrK+vF6Qbzk9R1yXpUcBNSInzer2Yn59HMpkU9Ljv3r3D+vo6+vv7C9b9oRC4vNutrS2plyJ73O3s58+fS7Z7yxWmVVZWwuv1SrKGfFitVhiNRtlO7VSr1bBarVhdXeX1Op1Oh8rKSlF3oZ1OJ9bX1/Hp0yfRznFdoVAIKpVK0vcgdV2SVvH8FiSEXFkgEMDY2JhgO5FTU1M4PDyEz+cT5Hhy09vbi1evXiGdTku9FNnT6/Xo6OiQZBBHKpXCkydPcOfOHUmLI/PV3t6OZDIp24BIr9dDrVbzHm5jsViwu7srWp76VXfgC4Eb0+5wOHiNaRcLdV2SDgXchBCo1Wr09fUJshMp94E2QuA6l8g571ZOrFZrwQdxrK2t4fvvv8fAwIAoY9rFwgVEcr2Y44bb8C2GdLlcWFlZEe3nRa1Ww263825jKCauQNfj8cBms0m9HADUdUlKFHATQgBcfySwkgbaCEGr1eL+/ft48eKF1EtRhNbWVhwcHIiaz8vh8rUfPXoku3ztyyihiJIrhuSzPpVKBbvdLuq/f2VlJYxGI9bX10U7R75isViuQFdunZmo65I0KOAmhORYLBZYrVZMTU3xep0SB9oIwWQyoampCZOTk1IvRRE8Hg8WFxcFrxfgZDIZDA8Pyz5f+zJyv5i7avBcWVmJqqoqUesfamtrwbKsaO+xfLx79w7hcFiQMe1iMRqNcLvdmJiYkHopJYMCbkLIZ1paWpDJZBCJRPJ6vlIH2gjF7XYjm83m/f0qdULXC3C42/ednZ2KyNe+jMlkQmNjI++L30KprKxEdXU14vE4r9fV19cjlUqJ2nfcZrMhkUhI0ts8FAohk8nA7/fLvljc5XJBrVZT16UCkfe7gRAiiZ6eHkQikUsnxSl9oI1Q8v1+EWHrBTjRaFSR+dqXaWlpwdHRUUHScK6irq4OBwcHvFvyOZ1OUfO5gZO0l5WVFRwfH4t2jrPOFkd2dHQU5JxCoK5LhUMBNyHkXIFA4MIJeMUy0EYocp8YKCfXrRc4a2pqCuvr64rM186Hx+PB/Py8rAYIneVwOLC2tsYrsFWpVHA4HKJeSKhUKrhcLoTDYdE7l+zu7squOJIPrusSfXaJiwJuQsi5uGr283Yii22gjRC4nVs5F7vJyVXrBThcvnZ1dbWi87XzwQ0QkmNXCYZh4HK5eHcH0Wq1qK6uxubmpjgLw0lxoNVqxcrKimjnWFtbw/j4uCyLI/N10Wc9EQ4F3ISQr+KKt85WsxfrQBshCLlzWwr41gtwzuZru91ukVYnH2q1Gj6fD8PDw1Iv5VwajQb19fVYW1vj9bq6ujqk02ns7++LtLKT3uGVlZWiBPazs7NYWVkpirsrWq0W9+7dk22hbjGg35aEkAuZTCa4XC5MTEwU/UAbIVgsloL3nFYyvvnvxZqvfRmDwYCbN29ifHxc6qWci9vd/fDhA6/XOZ1ORKNRUXdW6+vrsb+/L9iwl2w2i1AoBABF9VloNptlXairdBRwE0Iu5XK5kMlkEI/Hi3qgjVBaW1uxv7+PaDQq9VIU4bJ6Ac7U1BRisVhR7ChehdPphEajkW1XCZvNhq2tLV4daBiGgdPpFL3Lj8PhQCwWu3Z3nKOjIzx9+lQ2kyOFJvdCXSWjgJsQkpdvv/0WWq2Wqtnz5PV68f79e9kWu8kJN+zlazmkZ/O1PR6PBCuUj66uLqyursq2I05zczMikQivQsWKigrU1NTwbjHIB8MwcLvdiEQiV95N54ojv/32W0UWR+ZL7H75pYoCbkJI3rhqdrmOnZYbrthN6J7TxUin052bQ8oFOV1dXSWRr52PfO8ISKGsrAxNTU28CxVNJhP29/dF/WwpKyuDw+G40vj3aDSK8fFxPH78GHq9XvjFyYxY/fJLGQXchJC8cdXs1IkjP2q1Gn6/n0Yo58lsNn82uXN5eTnXAcJoNEq8OvmQ+/h3nU6HyspKbG9v83qd0+nE6uqqqL2ztVotTCYTrwLPmZmZXOvJUunKxH12UecS4VDATQjh5bzOJeTr9Ho9bt++nSuyIhfjdrH/8i//EvF4vGTztS+j0+nQ0dEh2/dVfX099vb2eHUgKVQ+t9FoBMMw2NnZufB52WwWwWAQarW66FtPnkev18v6PaY0FHATQngzmUxwOBy5nUhyMZvNBoPBgNnZWamXInvZbBapVAq7u7tobm6WejmyZrVaYTQaZfu+ukoHkoqKCtTW1mJjY0PElQGNjY1IJpNfvSA4OjrC0NAQ3G432traRF2LnFmtVphMJtm+x5SEAm5CyJW43W5ks1mEw2Gpl6II7e3tSCaTiMViUi9Ftrgg59atW/jVr35F0+/yIOf3lUqlgtPp5J0zXVtbi8PDQ94j4/lqbm5GNBr9YqBQMpnE0NAQfD4frFarqGtQgra2Nuzu7vLus04+RwE3IeTKenp6sLKyItuOCXLj8/kwMzMjWD/gYpJKpfDs2TP4fD5YLBaafscD976SYzEzt2PN94LgKiPj+WIYBs3NzVhaWsp1VVleXsbk5GTJFEfmy+fz4e3bt/TZdQ0UcBNCrkXOHRPkhgsig8GgLMd0SyUejyMUCmFgYOCzIIem3+VH7kWUtbW1yGQy2Nvby/s13Mh4sfO5y8vL0djYiOXlZUxPT2NjYwMPHz4smeJIPgKBAH12XQMF3ISQa7mshzL5nEajgdfrpaLTUwsLC5ibm8Pg4OC5xZE0/S4/XDGzXC9OmpqasLGxwStY02g0MJlMoqfLVFVVoby8HHt7eyVZHJkvjUYDn8+H4eFhqZeiSBRwE0Ku7Ws9lMn5jEYjbty4Idsx3YUyOTmJvb099PX1QaX6+q+jlpYWZDIZ0Xc7lc5kMsn24uS89I18GI1GfPr0SfRUBpvNhubmZkqPu4TBYMCtW7cwNjYm9VIUhwJuQoggaCeSH6fTCa1Wi7m5OamXUnDZbBajo6Oorq5Gd3d3Xq/p6elBOBym6XeXkPNobrVaDavVitXVVV6vs9vtWF9fFzWfGzjpXJJKpXilvpQiu92OysrKkvzsug4KuAkhgpHzL3s56uzsRDweF3WktdxkMhkMDQ2hpaUFLS0tvF5L0+/y4/F4MD8/j93dXamX8gW9Xg+1Wn1pD+yzzu6Oi83pdGJzc5NX//BSVIqfXddFATchRFAejweLi4u0E5knv9+P169fy7LDhNBSqRSGhobg9Xqv1G5NrVZTvUCe+vv7EQqFZFngZrVasbOzg8PDw7xfU15eDrPZjPX1dRFXdsLtdiMajdKF3SX8fj/evHlTEp9dQqCAmxAiONqJzB/XuUSuHSaEsrW1letEYjAYrnwcnU6Hu3fvIhgMCri64qNWq2Vd4Nbc3Izl5WVe7/mamhocHx+LnvLBMAxu3LiBSCQiehqLknEF88FgsKg/u4RCATchRHBqtRp+v592IvPEdZgo1s4lkUgEb9++/WonEr4sFgssFgump6cFWF3xMhgMuHnzpiyLc1UqFex2O+/0s6t0O7mKsrIyuFwuLC4u8iryLDVarRYdHR14+fKl1EuRPQq4CSGi0Ov16OjoQCgUknopimAymeBwODA5OSn1UgQ1PT2N7e1tBAKBCzuR8NXa2or9/X1Eo1HBjlmMnE4nNBoNFhYWpF7KFyorK1FdXc0rD5jrz82328lVaDQa2O12mqZ7CavVivLycqrduQQF3IQQ0VitVphMJszMzEi9FEVwu93IZrNF8ws+GAyioqICPT09ohzf6/Xi/fv3siwOlJOuri6srq7KsuVdXV0dDg4OeI1xPzusRmyVlZWor6+nYPIS3d3dmJ+fp3zuC1DATQgRVVtbG9LpNO1E5qmnpwcrKyuyDI7ylclk8N1338HlcqG1tVXUc3HFgVQvcDE5T4S9yhj3qqoqVFVVFaRLRnV1NfR6fUEKNpWst7eXaisuQAE3IUR0tBPJj5yDo8uk02kMDQ3B4/HAZrOJfj6uXqBY89+FIufx71dt+2c2m3F4eCj6UBzgJOVLpVJha2tL9HMplVarRXt7uyxrBuSAAm5CSEH09/cjGAzSTmQe5BwcXSSRSGB0dBQPHjy4VicSvvR6PW7fvk31ApfQ6XSyrasoLy9HfX091tbWeL3ObrcjFosV5HOloaEB8Xgcf/3Xf43R0VG8e/eONhF+grvIpjuaX2Ko+vZHHo+HpSszQsSTSqUQCoXw+PFjqZeiCPF4HHNzc+jr65N6KZdaXl7G0tKS4MWRfMzOzgIA2tvbJTm/Usj5+7S2toaqqirU1NTk/Zrj42MsLi7i5s2bYBhGxNWdWFhYgNVqxYcPHxCPx3NBt0qlQm1tLRoaGnI74qXqyZMn6Ovrg1arlXopBcUwzEuWZT3nfo0C7h9RwE2I+NbW1rCysgKfzyf1UhRhbm4Oh4eH6OzslHopXzUzM4P9/X14POf+nimoYDAIt9t9pcE6pUTO36eFhQU4HA5eLST39/cRi8XgdrtFXNmJbDaL+fl53Lx587OgOpvNYmtrC/F4HMlkMnd3ymg05lpZlkoQnk6nEQwGS25zhQLuPFHATUhhyHmHTY7GxsbQ0NAAp9Mp9VK+EAqFYDQa0dbWJvVSAJwEPUNDQ/D5fNDr9VIvR7a475Pf74dOp5N6OZ+56o41N72yEBcRh4eHiEajaGlpufS5iUQCGxsb2N7ezgXhOp0OVqsVFotFkN70chSNRhGPx0XrUiRHFHDniQJuQgpHzjtscvT06VN0d3fDaDRKvRQAwNHREUZGRnD79u2CFEfycXR0hGfPnmFwcBBqtVrq5cjWwcEBnj9/jsePH8tu5zWdTmNra4v3Rebq6ir0ej2vlJSr2t3dxe7uLux2O+/XplIprK+vY2trC58+fQIAVFRUwGKxoLGxsWhSMcbGxtDU1CS7zwixUMCdJwq4CSkc2onkJ5PJYGhoCAMDA5LviCWTSYyNjcHv98v23253dxfj4+N49OiR1EuRtUQigR9++AGBQEDqpXxhc3MTDMPAbDbzet3i4iKamppQUVEh0sp+tLGxAbVajbq6umsf6+DgABsbG4jFYjg8PARwUkxqNpvR0NBQ0EJkoXCf86WSz00Bd54o4CaksGgnkh+u6HRwcFCyHcnl5WUsLi4iEAjI/t8sGo1ifX0dXq9X6qXI2sLCAj5+/Iiuri6pl/KFpaUlNDQ0oLKyMu/XZLNZLCwsoKWlpSA/J5FIBPX19aKk5hwdHSEej+Pp06e53X6VSpXLCzebzbK7O/FT6XQav/nNb0ri4pcC7jxRwE1I4dFOJD+xWAyRSESSotPJyUlks1lF5WROT0+joqJC9AE8SjcyMoL6+nrZ5OJzWJbF/Pw87+CZT471dXFrbG5uRnl5uSjnGBkZyd2FyGazubzwnZ2dz/LCueJMue0mRyIR7OzsoLu7W+qliOqigFve2xOEkKJnMBhw69YtjI2N0U5kHqxWK3Z2djA7O1uwotNsNouRkRE4HI6CdIEQUmdnJ0ZHR1FTUwOLxSL1cmSroaEBr169Qn19PUwmk9TLyWEYBk6nE0tLS7hx40ber6uoqIDZbMbq6iqamppEXOHJGt1uN8LhcEFaE6pUKpjN5i9SbVKpFDY2NvD69etcSkpZWRksFgvq6+slrf9wuVyIxWKIxWIlW7dDO9xn0A43IdKhnUh+QqEQHA6H6MVI6XQao6OjuH//vqwCMT7k3JFDLoLBIO7du4fnz5+jr69Pdt+nRCKBTCbD+6IpFotBo9EU5L2bTqcRj8fR3Nws6HEPDg7w+vXrK93VOjo6yrUqPDuk52xKSqFSw7LZLJ48eSKLOhSxUEpJnijgJkRao6OjaG1tpZ3IPBSi6DQWi2FmZgYPHjxQ/C9Iqhe42PDwMPr7+3OdS+T4fVpcXITT6eS9rnA4DKvVyisP/KoSiQSOjo4E3cWNRqPY398XbDMim80imUxiY2MDiUQCx8fHAIDKysrcbrhYF1ypVArj4+N4+PChKMeXGgXceaKAmxBp0U4kP2IGkbOzs0gmk/D5fLIvyspXMpnE5ORk0f6yvw4u4AZOvk8TExOyq6s4OjrC2toa7x1kLsf6xo0bKCsrE2dxZwjdmnBqagpOp1P0lJB0Oo2NjQ1sbW1hf38fwElKislkQkNDA4xGoyCfBeFwGB8/fpT1MK+ruijgLo5PUUJIUVCpVHjw4AFGR0eRyWSkXo7saTQa+Hw+jIyMCHbMbDaLYDAIAPD7/UUTbAMnt9HdbjcmJiakXoqsZDKZzwJRo9GI27dv594HcqHRaFBeXo6PHz/yeh3DMGhubkY4HEYhNhmbmpqwvb2Ng4MDQY63u7tbkJaAOp0ObrcbXq8X/f396O/vh8/nQ21tLaLRKEZGRjA8PIzh4WFMTk5ibW3tSp/Tbrcbe3t7iMfjIvwt5It2uM+gHW5C5IF2IvkRqv3dwcEBRkdH0dHRUdSFTVNTU6iqqipIBwsliMVi2NnZ+aIId25uDvv7+7JqF8jtVl8lvSKVSiGRSBRkYivXmlCIXfWzHUrkgktJ2drayqWkcIWqDQ0Nl6a5FWs+N6WU5IkCbkLkIxKJYHt7W1Et6KR03aLTRCKBly9fyrJgTgzclEy+Q1WK0dTUFOx2+7mFhRMTE6itrZVVd5oPHz7g8PDwSrUeVx2mcxVHR0dYWVm59oWdHAPu8xwcHCAejyMejyOdTgM4uWtZW1uLhoYGmEymz+6Y7e7uYnJyMpfKVAyoLSAhRHFcLhc+fPiQG2BBLnad9nfhcBgrKyuyHPEtlt7eXjx58gQPHjyQXc/iQtvd3f1qfnBPTw9GRkZQVVUlm2LmmpoaLC4uwmQy8a5dqK+vx/LyMj5+/IiqqiqRVnhCo9HAYrFgZWUFDofjSsfIZDKitxkUilarhdPp/OwOQjabxdbWFmKxGN6+fZvrGa7X63MFmjMzM+jo6JBq2QVTGp+shBBF6urqwvr6Ora2tqReiiL4/X68efMmt7uUj/Hxcezt7aG/v79kgm3gx3qB58+f54KAUpXNZi/8t+/t7cWbN2+QSqUKuKqL2e12RKPRK73W4XBgfX0dnz59EnhVX6qurkZFRcWVP8O2trYU244TOPk5s1gs6OzsRCAQyOWG37x5E/v7+0gmk1hcXJR6mQVROp+uhBBF6u3txatXr3gFkaWE3odcAAAgAElEQVRKpVKhr68Po6OjlwaRmUwGT58+hcVikVWObiFptVrcu3cPL168kHopssZdnASDQRwdHUm9HABXL6AEfiyiXFpaKkgRpcViwcePH6+01u3tbdTV1YmwKmkZDAa0trbC7/fjt3/7t6VeTkFQwE0IkbWznUtKfScyH1qtFvfv37+wc0kqlcLQ0BC6u7sLUkAmZ2azGU1NTZicnJR6KZJIpVJ55exrNBr4/X5Z3RGw2WxYW1u70mvVajWampoQiUQEXtX5nE7nlXbVk8mkone4yY8o4CaEyF4+QST5kclkgsvlOrf93draGr7//nsMDAxIOupZTtxuN7LZbMGCLznZ3NxEfX19Xs/V6/W4e/eubO4IMAwDi8Vy5fZyOp0O1dXV2NjYEHhlX7rqrjrLsrIbQESuhgJuQogimEwmOByOkt2J5MvlckGlUiEcDucem56exurqKh49elRUrbiE0NPTg0gkgkQiIfVSCmprayvvgBs4SY9oamqSTS/zmpoapFKpK/ftr6urw6dPnz4bey4WtVoNu92OpaUl0c9F5IcCbkKIYnA7kWeDSPJ13d3dWFlZwdbWFkZHR1FRUXHtXt3FLBAI4OXLl4INLFGC/f193m0g3W43NBoNJicnZVFIeZ0CSu71m5ubBclPr6yshNFoxPr6+qXPlUvqDhEGBdwSW1tbK6kPd0Kuq6enBysrKyW3E3lVHo8Hf/EXfwGXy3XlHt2lgk/Raanr7OyExWLB+/fvc9MHR0dH8e7dOySTyYKu5ToFlJzm5mZEIpGC/LvX1taCZdlLv0+JRILSvooIJQZJzGg0YnR0FIODgyXVkouQ6wgEAtRDOQ/JZBJjY2P4/d//fbx69Qo2m40+Zy6h0+lw9+5dBINB9PX1Sb0cUV3WDvAyNpsNNpst99+ZTAbxeBxLS0u5FA1u8EljYyOMRqNo7z+bzXblCZQAUFZWBofDgaWlJdy4cUPg1X3JZrNhcXERWq32q59h29vbVDBZRGjS5BlSTZqMx+OYm5sr+g93QoSUTqcxOjpaUsNa+FheXsbi4iICgQDUajV9zvA0NzeHw8NDdHZ2Sr0U0XADScT8O54dfMLt6KpUKhiNRlit1i+mD17HdSZQcpLJJNLp9GcXEmK5bPx7MBjE/fv3qd5CQS6aNEm/pWTAYrHAYrFgenpa6qUQohg6nY56KH/FzMwMNjY28PDhw1yHA/qc4ae1tRUHBwdYXl6Weimi2djYEH16JDf4pKurKzf0pLe3F1arFbFYDC9evMDw8LAgHYiuW0AJIJfCUYi0GJVKBZfLhXA4fG7nkuPjYwq2iwgF3DLR2tqK/f39axV+EFJqzGYzGhsbMTU1JfVSZCMYDEKtVp9bHFkKQaSQPB4P5ufnC9LBQgo7Ozswm80FP69KpYLZbP5s+mAgEBDk2Ha7Haurq9c6hs1mw87OTkHqqzQaDaxWK1ZWVr74GtURFBcKuGXE6/Xi/fv3RfvhTogYWlpacHR0VPJBZCaTwXfffQeXy4W2travPs/j8WBxcbHghW1K1d/fj1AodK1dU7m6bg63HGk0GqjV6msVUAInbTVXVlZwfHws0Mq+Tq/Xo7KyEpubm589Xmz/NqWO/jVlhvtwl8v4XEKUoNSDSG5ypMfjySv3NBAIYGxsjD5n8sDdLaDUJeW4zgRKDpfuUaie2fX19djf38+1Wdzd3YVery/IuUlhUMAtM2q1WnbjcwlRglINIuPxOEKhEAYGBmAwGPJ6DX3O8GM0GuFwOIoqdeng4AAVFRVSL0MU151AydFoNLBYLAVL9XQ4HIjFYjg6OsLm5iZ1KCky1wq4GYb5hwzDzDAMk2UYxnPm8Z8zDPOSYZg3p//76MzX7p8+Ps8wzL9lGIb5yTH/GcMwLMMw5tP//h8Zhpk6fc0LhmG+OfPc32IY5t3psf74zONuhmFCp4//XwzDKKrqQK/Xo729HWNjY1IvhRDFKMUgcm5uDnNzcxgcHORdXEWfM/y43W4cHR0VTZ1NPB6XJH+7UIQooASA6upqlJeXY3t7W6CVfR3DMHC73YhEItja2irqf59SdN0d7mkAfx/A8E8e3wLw2yzL3gXwewD+45mv/TsA/xhA6+mf3+K+wDCMA8AvAJxNxgwDGDg91r8G8Oenzy0D8L8C+NsA7gD4HxiGuXP6mn8D4E9Zlr0JYAfAP7rm37PgbDYbDAYDZmdnpV4KIYqh1+vR0dGBUCgk9VJENzExgf39ffT19V0515M+Z/jxeDx4//69LKYrXtfW1hYaGhqkXoaohCigBICGhgbs7e0hnU4LsKqLcf3ANzY2eE8AJfJ2rYCbZdlZlmXfnfP4K5ZluQSqGQCVDMNUMAzTCMDAsuxv2JMeOP8BwN8989I/BfDPAbBnjvWCZdmd0//8DQD76f//FsA8y7KLLMseAfg/AfzydMf8EYD/5/R5/8dPzqEY7e3tSCaTiMViUi+FEMXgevvOzMxIvRRRZLNZDA8Po66uDl1dXdc+Hn3O8BMIBBAMBhVfRJlKpYo+R1ioAkrgpIhydXW1IP/uWq0Wv/M7vyP6eUhhFSKH+x8AmGBZ9hBAE4Cz9+Oip4+BYZhfAlhlWfb1Bcf6RwD++vT/NwE420eHO1YdgCTLspmfPH4uhmH+kGGYcYZhxn9aISwHPp8PMzMzRbGjQkihtLW1IZ1OF83tf87BwQGePHmCzs5OuFwuwY5LnzP502g0uH//PhVRKoTNZsP6+vq1j8MwDJqbm7G0tHRuz2xCLnNpwM0wzH9jGGb6nD+/zOO1HThJ7/gnlzxPB+BfAviTC54ziJOA+19cdl4+WJb9c5ZlPSzLeurr64U8tCBUKhUePHhQFDsqhBRSsbXZTCQSeP78Ofr6+gQvpqLPGX5MJhOamppoiJACMAyD+vr6axdQAkB5eTkaGxtLvgUpuZpLA26WZf8Wy7Kd5/z59UWvYxjGDuA/AfhdlmUXTh9exY8pITj9/6sAWgC4AbxmGGbp9PEJhmGsp8fqAvDvAfySZdntM8dynHOsbQBGhmHUP3lcsTQaDbxeryCTuAgpJcXSZnN5eRlTU1MYHBwULa+TPmf4aWlpwf7+/rXbz0khmUzm3dGmGAhVQAkAVVVVqKqqEiSAJ6VFlJQShmGMAP4KwB+zLDvKPc6y7DqAXYZhfnaaa/27AH7NsuwblmUtLMs2syzbjJM0kB6WZWMMwzgB/L8A/ieWZd+fOc0YgNbTjiQaAL8C8J9Pc8OHAPz3p8/7PQAXXhwogdFoxI0bNzA+Pi71UghRDK5ziZKDyOnpacTj8c/GtIuFPmf48Xq9mJ2dLUgxnZAKMdJdboQqoAROJtweHh5SChbh5bptAf8ewzBRAH4Af8UwzN+cfumPANwE8CcMw0ye/uF+uv8pTnar5wEs4Mec7K/5E5zkZf/Z6XHGAeA0R/uPAPwNgFkA/zfLslyV1L8A8D8zDDN/+tr//Tp/T7lwOp3QarWYm5uTeimEKIZer8ft27cV17kkm80iGAyivLwcHo/n8hcIxOl0QqPRYGFh4fInEzx48ACjo6OKakWZSCRKruWckAWUwEkAz/XMJiQfDCX//8jj8bBK2NkZHR1Fa2trye1QEHIdXOu79vZ2iVdyuUwmg+HhYdy5cwdWq1WSNYyMjOD27dslF5hdxdbWFt6+fYtAICD1UvIyPDyM/v5+qZdRcCzLYmFhATdv3hTkeMfHx1hcXMTNmzfxk5EipEQxDPOSZdlzd0ho0qQC+f1+vH79WnG3MQmRklLa350d0y5VsA0Avb29ePXqFQ4ODiRbg1KYzWY0NDQUbSvKYiFkASVw0jPbbrcXbPw7UTYKuBWI6yigtNuYhEhN7u3vYrEY7zHtYuE+Z0ppcud1tLa2IpVKyf6CLpPJoKysTOplSEbIAkoAqKyshNFoFKT1ICluFHArlFarxf379xVdDEZIocm5/V04HMbCwsKVxrSLRavV4t69e9RzOk9erxczMzOyvvtY7CPd8yFkASUA1NbWIpvN4sOHD4IdkxQfCrgVzGQyweFwYGJiQuqlEKIYGo0GPp8Pw8PDUi8lZ2ZmBjs7O9ca0y4Ws9mMxsZGTE1NSb0U2VOpVOjr65P13cdSGOl+GaELKAGgqakJ29vbODw8FOyYpLjI65Od8OZ2u6FSqRAOh6VeCiGKYTAYcOvWLYyNjUm9FIyNjUGlUqGnp0fqpXxVS0sLMpkMIpGI1EuRPa1Wi2+++QbBYFDqpZxrd3dX8nQlORBqAuVZzc3NWF5elu3FFpEWBdxFoLu7GysrK0gkElIvhRDFsNvt0Ol0krXZzGazGBkZQUNDgyI6p/T09CAcDiOZTEq9FNmzWCwwm825zjhyks1mZXcXRQoMw8BsNgs6wEalUsHpdNIGGDkX/dQViUAggJcvX1JHAUJ46OjoQDweL/jUuEwmg6GhIdy6dQtOp7Og576OQCCAsbEx6j2ch7a2NiSTSZpIKGNGo1HQAkoAqKiogNlsFjRHnBQHCriLBJc7SB0FCOHH7/fjzZs3BSt0S6fTGBoagtfrVVwvfW5yJ33O5Mfn8+H169ey2QhJpVLQ6XRSL0NW7HY7otGooMesqalBWVkZ3XUmn6GAu4jodDp888031FGAEB7OttkUu3NJMpnE6OgoHjx4oNg8Wr1ej46ODsVN7pSC3IooFxYWFHeRJzaNRoPy8nJBCygBwGq14sOHD9jf3xf0uES5KOAuMhaLBQ0NDZienpZ6KYQohkajgdfrFbXNZiwWw8TEBAYHB6HVakU7TyFYrVaYTCYa9JIHnU4niwuUSCSC0dHRkm8JeB6bzYa1tTUIPXm7ubkZ0WgUx8fHgh6XKBMF3EWotbUVBwcHWF5elnophCiG0WiE2+0Wpc0m12P74cOHUKvVgh9fCm1tbUilUlhbW5N6KbJntVphMBjw7t07Sc4/MzODzc1NdHZ2UkrJORiGQVNTE1ZWVgQ/bnNzM8LhsODBPFEeCriLlMfjweLiInUUIIQHl8sFtVqNhYUFwY45PT0t2x7b1+Xz+fD27VvZTu6Uk46ODmxtbWFra6ug5+XaTno8noKeV2l0Oh3Ky8uxu7sr6HHLy8thtVoFD+aJ8hTXpz/5DHUUIIS/rq4urK+vCxIYjY2Noby8XNY9tq8rEAjIcnKnHPn9frx69aogRZTZbBbDw8O5tpNHR0coLy8X/bxK1tjYiHg8LngKiF6vR2VlZcEvtoi8UMBdxKijACFX09vbi1evXl25c8nZYKetrU3g1cmLHCd3ylWhiiiPjo4wNDSEO3fu5NpOxmIxKpjMg9PpFGXAU319PdLptODFmUQ5KOAuctRRgBD+znYu4RsYnRfsFDs5Te6UO51Oh/b2dtG+V6lUCs+ePYPP5/usQDIej5f8SPd8aDQaGAwGUXajHQ4H1tfX8enTJ8GPTeSPAu4SYLVaYTQaZTn1jBC50mq1uH//Pq/OJel0+txgpxTY7XZUVlZKNrlTSWw2G6qqqgT/Xm1tbSEUCmFgYAB6vf6zr6XT6S8eI+czm83Y29sTPB2TK6JcWlqiIsoSRAF3iWhvb8fu7i51FCCEB5PJBIfDgcnJyUufm0gkcj22SzWw6ezslGRypxJ1dnZiY2NDsOEoy8vL+OGHHzA4OAiNRiPIMUuZ0+kUpdOXWq1GU1OTKGkrRN4o4C4h1FGAEP7cbjey2SzC4fBXn7O2toapqami6LF9XYWe3Klkvb29ePny5bV3UmdnZ7GxsYH+/v5zO+FkMhmUlZVd6xylpqysDBaLRZRNKp1Oh+rqamxsbAh+bCJfFHCXGOooQAh/PT09WFlZOXc3cmFhAZFIpKh6bF+H3KYryplKpYLf77/WwKXx8XFks1l4vd6vPmdrawsmk+nK5yhVBoMBmUxGlIvHuro6fPr0SfA2hES+KOAuMdRRgJCrCQQCePny5Wct3aanp7G3twe/3y/hyuTnKvnvpUqv11+p4DSbzWJkZAT19fXo6Oi48LmxWAyNjY3XWWbJcjgcWF1dFSXn2m63Y3Nzk1r3lggKuEsQdRQghD9u55ZrsxkKhVBeXo7u7m6plyZLfPLfS53dbkdFRcWFaUtncZ1wbt26BZfLdenzd3d3YTQar7vMksQwDOx2u2iDa5qbmxGJROhuUAmggLtEUUcBQvjT6XT45ptv8Gd/9mdoamoq+h7b1+V2uwEg70CylHV1dWFlZeXS6cBcJxyv10t9tQuksrIS5eXl+PDhg+DHLisrg8PhwNLSkuDHJvJCAXcJ4zoK0PQrQvJzcHCA169f42c/+xn93OSpu7v7q/nv5HO9vb0XTgfmOuEMDAzAYDDkdcxsNntuISXhp7GxEZubm6LUP2m1WphMJuoiVuTop7DEFXLUMCFKlkgk8Pz5czx48AAej+fSziXkR+flv5MvqdVq+Hy+c3Pfo9Eopqen8fjxY15t/xKJBKWTCESsVoEAcv9Gl93hIMpFAXeJ4ybq0fh3Qr4uEonkgh2u7R/XuYR2ui9HnUvyZzAYcPPmTYyPj+cee/fuHdbX17/a9u8iGxsblHoiEI1Gg5qaGtF+5m02GxKJBF2YFikKuAm0Wi2++eYbBINBqZdCiOxMTU1he3v73GAnEAjg1atX1HM6DzqdDnfv3qXPmTw4nU6o1WpEIhFMTEzg06dPF7b9u8jOzk7JTT0VU11dnShTKDnNzc1YWVnB8fGxKMcn0qGAmwAALBYLzGYzZmZmpF4KIbKQzWYxOjqKqqoq9PT0nPsc7g7R6Ogo9bbPg8VigcViwfT0tNRLkb2uri78+te/BnBSb3NVlMMtPDFTS1QqFVwuFxVRFiH6KSQ5bW1tSKVSVLhBSh7Xdq21tRUtLS0XPler1cLr9VLP6Ty1trZif38f0WhU6qXI1sHBAZ48eYJf/epX2N7epunAMiPmFErgJHXFYrHQz0iRoYCbfMbn82F2dpY+4EnJSiaTePbsGfx+f965r0ajETdu3KDe9nnyer2Yn5+nKXvn4Ipz+/r6YLFYMDAwgGAweKW83t3dXej1ehFWSQwGA46Pj0VLJ6uurkZ5eTm2t7dFOT4pPAq4yRcePHhA499JSYpGo5icnMTg4CB0Oh2v1zqdTuh0Orx7906k1RWXQCCAUChEU/bOCIfDueJc7v2n0WhyA5f4fiavr6/DarWKsVSCk3kWq6urohUCNzQ0YG9vj2pEigQF3OQLGo0GXq8XL168kHophBTMzMwM1tfX8fDhQ6jV6isdo6OjA4lEgtKy8qBWq+H3+ykV59Tk5CR2dnbOLc7V6XTw+Xx49uwZr+Bua2uLOpSIiJtCKWbqh8vlwurqKm2AFQEKuMm5jEYjjWUmJSGbzSIYDEKtVl+5E8RZfr8fb9++pXSJPOj1ety+fRuhUEjqpUgmm81ieHgYNTU1Xy3OBU5SGO7evcvrAuX4+PjKF48kP5WVldBoNKJMoQROgvrm5maEw2GwLCvKOUhhUMBNvsrtdiObzSISiUi9FEJEcXR0hKdPn8Ltdgs6pr2/vx/BYJDSJfJgs9mg1+tLMhWHK47s7OyE2+2+9PkWiwU3btyg1ooyY7VaRZtCCQDl5eWw2WyidUYhhUEBN7lQT08PwuEwTb8iRSeVSuHZs2fweDyC57mq1epc3i0Nerkcl4oTi8WkXkrBbG1t5SaXmkymvF9nt9vhcDjw5MmTCwewpNNpVFZWCrFUkgeXyyVqQFxVVYWqqirE43HRzkHERQE3uVQgEMDY2Bjt1pGiEYvF8P3332NgYAAGg0GUc+j1enR0dNBuZJ58Ph9mZmZKokPSwsIC3r59+9nkUj7sdjsGBwextLSE0dHRcz+bacJkYZWXl6Ompgabm5uincNsNuPw8LAkfkaKEQXc5FJU3ESKybt37xAOh/Hw4UNoNBpRz2W1WmnQS564IULF3iFpYmICe3t7CAQC1xpIo1Kp4PF4cnndc3Nzn309Ho+joaHhusslPNTV1SGVSuHw8FC0c9jtdsRiMdoAUyAKuEle9Ho9bt26RX2GiaKNjY0hk8nA7/cXbPpea2srDg4OqBYiD1yHpGK8uOeKI+vq6tDd3S3YcQ0GAx49egSVSoUnT57k0v8ODw+vtHtOroebQilWgSPDMHC73YhEIlREqTAUcJO82e12VFZWfrGTQojcZTIZPH36FI2Njejo6Cj4+T0eDyKRCBKJRMHPrTTcEKGJiQmplyKYdDqdK450uVyinKOlpQUDAwOYnZ3NXViSwisrK4PVasX6+rqo57Db7TT+XWEo4Ca8dHZ2YmNj48JiHULkJJ1OY2hoCN3d3bDb7ZKtIxAI4OXLl1eaGFhqnE4n1Go1FhYWpF7KtcXjcYyOjvIujrwKLv3P4XBgdnYWw8PDGBkZwezsLF3sFVB1dTWOj4/x8eNH0c5RWVkJo9FYUoXGSsfQLYkfeTwednx8XOplyF42m8WTJ0/w4MEDumVJZC0ej+PNmzd48OCB6Pna+Tg4OMDz58/x+PHjgqW0KNnIyAhu374Ns9ks9VKuZGFhAbFYrKApTMBJB5SNjQ10dHQgm80iHo8jHo9jd3cX2WwWKpUKRqMRVqsVJpOJ3osiYFkW8/PzaGlpEfX7u7q6Cr1ej5qaGtHOQfLHMMxLlmU9536NAu4fUcCdv3Q6jWAwiMHBQfqwJrK0sLCA9fV19Pb2yuo9mkgkMD09jf7+fqmXIntKvrgfHx+HRqNBV1dXwc89NzeHqqoq2Gy2c7+ezWaRSCSwsbGBnZ2dXOtKg8EAq9UKs9lMA3MEsL+/j3g8LloaEWdhYQF2ux0VFRWinodcjgLuPFHAzU88Hsfc3Bz6+vqkXgohn+EmpApZnCakSCSCzc1NeDznfi6TM5R2VyCTyWBkZAQ3btyA0+mUZA1jY2O4e/cu74uUZDKJ9fV1JBIJHB8fAzgpmLdYLLBarRSEX0EsFoNWq4XRaBTtHNlsFrFY7KsXWKRwLgq46aeHXJnFYsHOzg5mZmYkKUQj5Key2SxGRkbgcDjymtwnFZfLhb29PczNzaG1tVXq5ciaVqvFvXv38OLFCwQCAamXc6F0Oo3R0VF4vV5RA6zLXLVDidFo/GLdu7u72NjYwNjYGD59+gTgJH+4oaEBVqtVFqlacma1WjE/P4/q6mqUlZWJcg6VSkXBtgJQwE2upa2tDaFQCLFYTPBpfYTwwe2E3rt3TxE5v52dnQgGg6iurqafnUuYzWY0NjZiampKkhSNfHD1AgMDA0UVhBoMBhgMhs8uDNPpNDY2NvDy5ctcEF5RUQGLxYKGhgbodDqplitLXKtAOW8CEPFRwE2uzev1YmhoCAaDgT5oiSQSiQRevnyJvr4+Rb0HfT4fhoaGoNfrodfrpV6OrLW0tGB8fBzLy8uSpWp8zdzcHOLxeMnUtOh0Orjd7s8CyIODA2xsbGBmZgb7+/sATqYvchdLpfz+1mg0qKqqws7ODmpra6VeDpEIBdzk2rgJcc+ePVNMniUpHsvLy1hcXMTg4KDickzP/uwocf2F5vF48PTpUxgMBklTNs6amJiAWq2WTS1LNpsFwzAFP69Wq4XL5fqsQPDo6AjxeBxv375FOp0GcNJD2mw2o6GhQTb/hoVgsVgwPz8Pg8EgWmoJkTcqmjyDiiavh7ovkEKbnp7GwcGB4osPd3d3MT4+jocPH9IF6yUymQyGhoYkT93IZrN48eIFmpqaZJUqkEgkEI1GZZt6k8lksLW1hVgsht3dXQAnF561tbVoaGgo6jaFR0dHWF1dldX7hQiLupTkiQLu6wuHw/jw4YNsu0OQ4pDNZhEKhWA2m4um6HBtbQ2RSAR+v1/qpcheKpVCKBSSLIXj6OgIz58/x927d2GxWAp+/ossLCygvLxcdmk3F8lms9ja2kI8Hkcymcz1Cj/bprBYgvB4PI7y8nJKLSlSFHDniQJuYYyPj8NisSjqA58ox8HBAUZHR9HR0VF0xYbv3r1DJpOhrj95iMViCIfDBb9A2d3dRSgUgt/vl2Ve8vj4OG7fvi3LtfGRzWZzbQp/2ivcYrHAYrEoNgVrfn4ebrebUkuKELUFJAXF5VkajUYYDAapl0OKSCwWw8zMDPx+v6KKI/PV1taGsbExWRYGyo3VasWHDx8K2pZUCZ1IDg4OFB9sAydpJiaTCSaT6bPHd3d3sb6+jnA4nOsVrtPpcr3C5frvchZ1LSlNFHATUQQCAQwNDVEhGBHM5OQkPn36VPSdILxer+wKA+WKa0u6trYmeh9ibkx7sb//5I5rU9jW1pZ7LJVKndum0Gq1oqGhQXZTSqlrSWmiSIiIQq1Ww+fzYXh4GI8ePZJ6OUTBDg4O8OLFC9y8ebNkdn25C1YljjQvNJ/Ph++++w4Gg0G0nV1ucqlcOpGQz3FtNVtaWnKPcb3CX79+jcPDQwAnbQq5XuFS3wWwWCxYWFhAdXU1bUqVCMrhPoNyuIUXjUYRi8UU30WCSKPYU0gukk6nEQwGaUc1D0dHR6K0VsxmswgGg7BarZ8Fc3LFdU6R+0ROqRwdHSEWiyEej3/RprCxsbHgKZDUtaT4UNFknijgFsfU1BSqqqr+//buPbitPLsP/PeAIEhCFASCIAhSfIpSU6+W2BTZHLYotdh02uNJ4rGdmZSzqZ3O7pRdm8RT2Vrv2jOeKrsq2UrFm62d2Lu2a6fGTmyXtyZOx+NxZWJP2mrqQYrDEcVmS6JeLYoPkSIJAiAEQnyC+O0fvMBAEgm+ANwL4PupUnXz4gI45MUFDn73/M4vIz6wyDiiJSTnzp3L2YTT6/XiwYMHTKB2INpaMVlX1KKdSDJpcm4gEMDY2Bi7RO1COByGx+PBzMwMQqEQgI368dLS0libwlSam5uD2WxmaUmWYMK9Q0y4U6enpwcnT55M+ZsXZb5cLCFJZHR0FPPz82hubtY7FMObnJzE9PQ0Wltb9/U4oVAIfX19aGtry6iJ36Ojo5zs0C0AACAASURBVDCZTC8tPkO7F4lE4PF4Ym0KgY0k3G63w+12J71X+MjICGpra1lakgWYcO8QE+7UiUQiuHz5MmtSKaHJyclYF4hcKyFJhFeJdu7u3bsoKCjYc3/2aCeSCxcuZETHi3iDg4M4evRoRn1JyBSRSAR+vx+zs7OvtSmM9grfa8LM0pLswbaApDuTyYTz58+jt7eXNam0qcHBQayvr+PIkSMZl+ik2pkzZ9Db24uDBw8abqEVozl9+jR6e3tx6NChXf+tRkdHMTU1lbHvUYuLi7pPBsxWJpMJTqcTTqfzpe3RXuGPHz+OJeHFxcWxNoU7ScItFguKi4vh9/t5FTiLMeGmtLFarTh16lRs0Qgi4CclJG+88QaqqqqwtraG0dFRHD16FCKid3iG0d7eju7ubrS1tTGp2kb0b7Wbyba3b99GOBzO+Hr5TPyikMnsdvtr7TuDwSBmZ2fR39+P9fV1rK6uoqmp6bVkPV5ZWRlGRkZgs9lYWpKleGZSWrndbtjtdty/f1/vUMgAnj17ht7eXnzuc59DVVUVgI3WXZWVlZiYmNA5OmMxmUy4cOEC+vr6EA6H9Q7H0OKvqEVHHbcS7URSVFSU8XXy2/2ulB42mw3Hjh3D+fPncfHiRTQ0NODFixfb3i+6IA5lJybclHYnTpxAIBDAzMyM3qGQjgYGBvDs2TN0dXW9Ngp54MABHDhwAB6PR6fojMliscT621NihYWFOHfuHHp6erbcJxwO48qVK6ivr99zzbeRcHTbmHw+H8rKyrbdLz8/HwcPHoTf709DVJRuPDtJF21tbRgeHo71QqXcEQ6H8dFHHwFAwv7sTqcTKysrWFhYSFdoGcFms+H48ePo7+/XOxTDczgcqK6uji1cE29xcRHd3d1oaWnJmLZ/iYRCIU40NqjFxcUdH5uysjLMz8/zKlYWYsJNutjNJV/KHqFQKFaHXFNTA6/Xm3D/qqoqzM7OYnV1NU0RZobKykrYbDaWZu1AfX09IpEIRkdHY9u8Xi/6+vrw7rvvZk1HD7/fz17OWYKlJdmJCTfpJnrJ98aNG3qHQmng8XjQ398fS3JcLhcWFxdji01sRkRQX1+P8fFxfjF7xYkTJxAMBjE5Oal3KIbX3NyMp0+fwu/3Y3x8HPfu3UNnZ2dWdcMJBAJMuLMES0uyExNu0pXD4UBFRQVu376tdyiUQiMjI3j06NFrSU51dTVmZmYSjmDn5eWhuroa4+Pj6Qg1o7S1teHx48exxTloax0dHfjwww8xOTmJixcvZl29czAYzJrR+mwSDAb31FWIpSXZJ7vecSgjNTQ0YHV1lZfQstTQ0BAWFhbQ0dHxWpKz0xHswsJC2O12TE9PpzrcjNPR0YGbN2+y7GYb/f39ePvtt7G4uJiVV0sikUjWfYnIBj6fD6WlpXu6L0tLsgvPTjKElpYWPH78GMFgUO9QKEkikQh6enpw6NAhNDU1bblfdAR7bGws4eOVlJRAKYXnz58nOdLMZjabcf78eVy/fj0rE8n9CofD+Pjjj1FbW4umpia89dZbLGOjtPF6vTvqULKZaGmJz+dLclSkBybcZBgXL15Ef38/L6FlgdXVVXR3d+ONN97Y0XLFhYWFcDqd29YjV1ZWwufzYXl5OVmhZgWr1Yo333yTieQr4juRVFZWAtjoflNdXY3BwUGdo6NcsLS0tK/uMWVlZQgEAvxczAJMuMkwzGYz2traEvbNJeMLBoO4evUq2tradrW0ts1mQ35+/rajOXV1dXj69CnW19f3G2pWcblcqKio2LQFXi7yer3o7e3dtBNJbW0tzGYzRkZGdIouubxeL5cEz2IsLckOTLjJUGw2G44cOYKBgQG9Q6E9ePbsGQYGBtDZ2bmniULl5eUIhUIJV2UzmUyora3dtgQlFzU0NADASy3wctHo6CgePHiArq6uLTuRnDlzBjMzM1mxuNLExERspVbKPvn5+bDZbCwtyXBMuMlwampqYLFYcj5pyDQPHz7E+Pg43nvvPZjN5j0/Tk1NDaanp7G2trblPhaLBWVlZWyJt4mmpiZMTU1t2+M8W92+fRvz8/ObTtJ9VXt7O+7cuZOwNWUmCIVCsNvteodBr9hrh5LNOJ1OlpZkOCbcZEhnzpyJ9c0l4xsYGMDa2hra29v3/VjRziVjY2MJJwHutAQlF73zzjv49NNPc2ol10gkgt7eXhQVFaG5uXlH9zGZTLhw4QL6+vqYyFDSzc3Nwel0Ju3xWFqS2Zhwk2F1dHTg1q1bbHdmYJFIBFeuXIHL5cLp06eT9rg77VxSXl6OhYWFnEosdyJ+JddcSCSjk3QbGhpw7NixXd3XYrGgra0N165dy8guL6zfNi6v17ureSzbiZaW5OrVq0zHhJsMK5o0sN2ZMS0vL+Py5cs4c+YMampqkv74hYWFKC0txdTUVML9amtrMTU1lROJ5W4UFhaitbU16ychh0IhdHd3o62tDW63e0+PYbPZcPz4cfT39yc5utRj/bZxraysoLCwMKmP6XQ6EQwGORCVgZhwk6FZrVacOnUqIz8Is5nf78f169dx4cKFlI6uHTp0CHl5eQlLi0QEdXV1GBsbg1IqZbFkIrvdjqNHj+LmzZt6h5ISHo8H/f39e56kG6+yshIOhwN3795NUnTpwfrt3FNbW4vx8XG+32UYJtxkeG63G3a7HQ8fPtQ7FMLGiNrt27fR1dWV9NGbzbjdbiwsLCTsXJKfn4+Kigo8ffo05fFkmqqqKlit1qw7f0ZGRvDZZ5+hs7Nzy04ku9XY2Ijl5WXWyZKh5eXlwe1249mzZ3qHQrvAhJsywokTJ+D3+7OihVcmGx4exuzsLC5dupTWZaR30rnkwIEDsFqtfI1s4tSpU/D7/VnzAT04OIgXL17g/PnzSX8dtrS04MmTJxkxYZv128YVCARe6/+eTAcPHoRSKuM77OQSJtyUMdra2nDnzh1OkNNJX18fzGYzWltb0/7c8WUjier5nU4nVlZW+CG0ifb2djx48ADBYFDvUPYsEomgp6cHJSUlOHPmTMqe5+LFi7h165bhVzRl/bZx+Xy+lH8ZOnz4MKanp7kIWIZgwk0ZI77zAidRpk84HMbHH3+M2tpaNDY26haH2WxGVVUVxsfHE+5XVVWFmZkZTiraxMWLF9Hf35+Rf5toJ5I33ngD9fX1KX2uaLtAo0/YZv22cSW7Q8lmRIStAjMIE27KKIWFhXjrrbdw48YNvUPJCYuLi+ju7kZLSwsqKyv1DgdFRUUoKSlJWBoR7eM9Pj5u6GRJD2azGe3t7YZPJF8VDAZjnUhSncREFRYW4ty5c1nf5YVSIxUdSjZTUFCAgwcPslVgBmDCTRnH6XSioqICt2/f1juUrObxeNDX14d33303pbWIu2W322EymRLW2Obl5e1oNDwXFRcX480330RfX5/eoezIs2fPMDAwgK6urqSt2rdTDocDtbW1GBgYSOvz7kQkEknrPAoyLqfTiYWFBaysrOgdCiXAs5UyUkNDA1ZWVri0d4qMjo7i0aNHSe0AkUxutxvBYDBhPX9RURHsdjump6fTGFlmcLlccLlchv/S+vDhQ4yPj+PSpUswm826xFBbW4vCwkJ89tlnujz/Vvx+P8tJDCzdX4aipSVsFWhcTLgpY7W2tuLRo0cZPQnMiIaGhvD8+XN0dHQYegQtuuBNos4lJSUlUErh+fPnaYwsMxw7dgzhcNiwVwEGBgawtraG9vZ23V+Hp0+fhtfrxczMjK5xxEv2suGUPIFAIO1XY6KtAmdnZ9P6vLRzxv00JdqB6CQwrjK4f9EOEAcPHkRTU5Pe4WwrWqu93YI3lZWV8Pl8vNy6iebmZoyPjxuqBV4kEsG1a9dQVlaG06dP6x1OTFtbG4aHhw3zBd/v9zPhNii9vgwdPHgQL168yKj5GbmECTdlNLPZjLa2Nly7do1vMvsQ3wGioaFB73B2LNq5ZGxsLOF+dXV1mJiYYPusTXR0dBimBd7y8jIuX76MkydPora2Vu9wXhLtXGKULi/r6+u6ldlQYnp+GaqoqDDUlRj6CSbclPFsNhtOnjzJ5d/3KBgM4urVq2ntAJFMO6nVNplMqKmp2TYxz0VGaYHn9/tx/fp1nD9/3rAjtxaLJSO7vFB6ra2tpaVDyWasViuWl5f5+jQgJtyUFdxuN5xOp+EngRnNzMwMBgYG0NnZmfaaw2QqKSkBAMzPz2+5T0FBAcrKyjjRdhN6t8CbmJjA7du30dnZCavVqksMO1VcXIxTp07p2uVldXUV+fn5uj0/GVtFRUXWrCqbTZhwU9aITgIbHR3VO5SM8PDhQ4yOjuraASKZKioqEAgEsLS0tOU+NpsN+fn5hqpZNgqHw4G6urq0t8C7e/cuPB5PRr0O3W63rl1ePB6PYa8C5DojjCwXFRVhbW2NJXQGw4SbskpzczOmpqbg8Xj0DsXQjNQBIpnq6uowOTmZcBJteXn5ti0Fc1VNTU3aWuBFIhH09fUhPz8fLS0tKX++ZNOzy4vX60VZWVnan5e2Nz8/b4j5EBzlNp7s+aQl0rzzzju4c+cOQqGQ3qEYjlE7QCRLtHPJ6Ohows4l0ZaC7G7zunS0wAuHw7hy5Qpqa2vR2NiYsudJtWiXl3Sv8scl3Y3L7/cboiyqsLAQ6+vrfI8zECbclHWik8D6+voM0U3AKKIdIE6fPm24DhDJZDabcfjw4YQjjyKCurq6bVsK5qpoC7xUfGkNhULo7u5GS0sLKisrk/746dbR0YFPPvkkrVdMjFC2QJvzer0oLS3VOwwAGy1RufCXcTDhpqzEbgIvCwQCsQ4QDodD73BSzmq14tChQwk/bPLz81FRUYGnT5+mMbLMEP+lNZkjZB6PB/39/Xj33Xdhs9mS9rh6iv6tent7OZpIWFtbg9VqNcRrwWKxsI7bQJhwU9YqLi7Gm2++iRs3bugdiq4mJiYwNDSUER0gkim6ymQgENhynwMHDsBqtWJubi6NkWUGi8WS1B73n332GT777DN0dnbCYrEkIULjKCwsRGtra1q6vASDwYzuKJQLiouLWdJIr2HCTVnN5XLh8OHDGBwc1DsUXQwPD2N2djajOkAkU2VlJebn5xN2LnE6nVheXuYH5CaS1eN+cHAQS0tLOH/+fFZN0o1nt9tx5MgR3Lx5M6XPwyXdjSsSicBkMjHhpk3t651PRL4sIsMiEhGRlrjtf0dEbonIHe2/78Xddk7b/lhEfldE5JXH/FURUSLifGV7q4iEReRLcds+EJHPtH8f7PQ5KLfU19fDbDanpfOCkfT398NkMqG1tVXvUHS1k84lVVVVmJmZwdraWhojywxutxsOhwN3797d9X2jk3RLS0tx5syZFERnLDU1NbBarXj48GHKnsPr9WbkAlW5IBAIxFqPGum9hPNUjGG/Qw13AfwCgGuvbPcC+PtKqTcBfADgT+Nu+wMAvwTgmPbv89EbRKQawPsAJuIfTETyAPw2gP8Wt80B4LcAtAF4G8BviUjJds9BuenMmTMp77xgFOFwGB9//DEOHz6MEydO6B2O7qITJBN1Lol2N+Ekys01NjZieXkZExMT2++sMfIy7al06tQpBAKBlLVkW1lZ0W0VQ0rMiFcfLBaLoZL/XLavhFspdV8p9dpXeaXUJ0qp6LvNMIAiESkQkQoANqXUj9TGp9qfAPi5uLt+C8CvAXj1E+9rAP4zgPjmyj8N4COllF8pNQ/gIwCf38FzUI5qa2vDvXv3EAwG9Q4lZRYXF9Hd3Y3m5mZUVVXpHY5h5Ofn4/DhwwkTxry8PFRVVXH59y20tLTgyZMnO1o0KH6SrtESkHRoa2vDgwcPUvJew2W7jcvv98de7yaTyRDHqaCgACsrK3qHQUhPDfc/ADColFoBcBhA/LrKk9o2iMgXAUwppT6Nv7OIHAbw89gYtY53GEB8e4HoY235HJsRkV8WkQERGeDEqexmMplw8eJF9Pf3G2JhgmTzer3o7e3FhQsX2KN3E1arFQcPHkx4laOoqAh2uz0nroTsRUdHB27dupXw/MnVSbqvir7XJLM1aSQSwfz8PG7cuIFr166hp6cHw8PD8Pv9hkjuct3a2lpsQrBR6rgtFgsTboPYdhaViPwtAPcmN31TKfX9be57ChulIO9vs58VwG9ssd+/A/DrSqlIKkqxlVLfBvBtAGhpaeG15CxnNptx/vx5XL9+HV1dXVkzgWt8fBzj4+NZ9TulgsPhwNTUFJ4/f45Dhw5tuk9JScm2++Sq7c6f4eFhLC4u4tKlS/oEaCBmsznWmrSzszMp52UgEMCJEydi9fCRSARerxfPnj3DvXv3YpP2SkpKUFFRkRMtQI2quLgYPp9P9/aXy8vLLEEyiG0TbqXUT+3lgUWkCsD3AHxFKTWibZ4CEH+du0rb1gCgHsCnWlJdBWBQRN4G0ALgu9p2J4AviEhYu9+lVx7rSoLnIAKwMdJ57tw59PT04OLFi3qHs293797F8vJyVvwu6XD48GE8efIEBQUFW34QRfcpLCxEQUFBmiM0NqvVirfeegs3btxAR0dHbHtfXx8cDkfOT9KNF9+aNP5vtVc+n++lEh2TyQSXy/XSJMpoEj45ORmb6GoymVBaWoqKigpe/UqR6JedKKOUcoRCoZws6zKilPQJExE7gB8A+LpSqje6XSk1LSJBEfkcgH4AXwHwfyul7gBwxd1/DECLUsqLjUQ8uv0/APgvSqm/1CZN/uu4iZLvA/iGUsq/2XOk4vekzOVwOFBXV4eBgQG0tLRsfweD6u/vh91uz8pl2lOprq4OIyMjOHLkCPLy8hLu09DQwKsGr3A6nbF2m2fOnMG1a9dw/PjxrFg5MtlcLhcWFhYwNDSEpqamfT2W1+vddgLqVkm4x+PB2NhYrK48Ly8PTqcTFRUVuo/CZgO/32+4LzPRCeBs1GYM+0q4ReTnsZHMlgH4gYgMKaV+GsCvADgK4DdF5De13d9XSnkA/DMA/wFAEYC/1v7tmpZY/ysA0aan/1IpFZ3Nk5TnoOxWU1ODhYUF3L9/P+O6eYTDYfT09ODo0aOcHLkHJpMp1rmkoaFh0w8kk8mEmpqa2D70svr6eiwsLODDDz/EF77wBSZtCTQ0NGBoaAijo6Oor6/f/g5biK8R3g2TyQS32w23+yfVoeFwGB6PB48fP47VGufl5cHlcqGiooKL6+zSZh1KRARKKd0S3mAwyPPSQIQtsH6ipaVFDQwM6B0GpdnNmzdRUVGRMYnr8vIyrl+/jtbWVsONqGSaFy9ebDtqGAwGsbCwgMOHt5x7ndN6enpw8uRJ1gvvQE9PD44fP77nS/zXrl1LaelYOBzGzMwMZmZmsLi4CGAjCXe73SgvL2cSnkBvby/a2tpeWmDM7/dDKYXS0lJdYhobG0NNTQ2v0KWRiNxSSm162Tz3lp4jekVrayuuXLkCq9Vq+KQhEAjg5s2buHDhAifCJMGBAwewvLyM2dlZlJeXb7qPzWbD4uIi/H6/4V8fenjnnXdw+fJlvPvuu1m3ZHuyvfPOO+ju7kZ7e7shO7iYzWZUVVW9NPiwurqKmZkZPHjwIJaE5+fnx0bCjfh76GF9ff211XwdDgdGRkZw6NAhXVb6fbWunPTFhJsIGy28Ll++bOhE9tmzZ3j06BE6Oztzcpn2VCktLcXk5GTCriRutxtjY2MoKipCUVFRmiM0NpPJFOvG0dXVpXc4hmYymXDhwgVcvXp11+dxMBjUZYTZYrGgpqYGNTU1sW3RJHx4eBhLS0sANiYJRpNwo76H6qGmpgYTExM4cuRIWp93YWGBX4YMhiUlcVhSktuipRpGTGgfPnyIQCCAtrY2vUPJWk+ePEFlZeWWyYJSCo8fP0Z9fb3hXh9G8OzZMzx9+pSv0R0IBAIYHBzEe++9t+P7jI6OwmQyGXbVzuiVopmZmVh3joKCglg5SjYn4ZFIJGEnGp/PB6VU2rqFrK2tYXx8fMv5KZQ6iUpKmHDHYcJNgUAAQ0NDhuojPDg4CIvFwk4kKRaJRLbtXMIPssTu3r2LgoICHDt2TO9QDG9ychJTU1M7/oIyMDCA48ePZ1Qd9fLyMqanpzEzMxNbXryoqAjl5eVwu91ZU4Lk8Xjg8XgSvkc/efIEVVVVKf+dOTCgLybcO8SEmwDjjNRFR02qq6sNO6qVbVZXVzExMZEwoX7x4gV8Pt9Ll9jpJ/Y7MTCX3L9/HwB21CUp1RMm02VxcRHT09PweDyxJNxqtcLtdsPlcmVkEn7//n2UlJS81AXmVeFwGGNjYzh69GhKYxkfH0dZWRnLSXTCSZNEu1BZWYmFhQXcvXtXt1Hl1dVVXL9+HWfPnmXikkYWiwVutxtPnz7dMqE+cOAAlpaWMDc3h7KysjRHaHzRSZRGng9hFCdOnEB/fz8mJyczpkvSflmtVjQ0NLzUajMUCmF2dha3bt16LQl3u92GH6n1+/3bXtUxm81wuVwYGRlBTU0N8vPzkx6Hx+PBgQMHmGwblLFfxUQ6aWxsxMDAAMbHx9M+uhwKhdDX14f29vaMunycLYqLi7G8vAyPx/PS4iHxnE4nJiYmEAqFeIxeYTKZcP78efT29iZtSfNs1tbWhitXrqC4uDhn23wWFxejuLj4pSQ8GAxidnYW/f39WF9fj+0XHQk3UhK+WYeSzdhsNlitVkxMTODQoUNJbRe4sLCA5eVlXnkzMOO8YokMpqWlBdeuXcOBAwfSNsrs8Xhw584dtljTmdPpxOTkZMKFI6qrqzEyMoLa2tqUjFZlMqvVilOnTuHmzZu6l2Zlgo6ODnR3d295VWB5eRkFBQU6RKYfm80Gm8320shxMBjE9PQ0RkdHY0m4zWaLJeGZ8OXObDbjyJEjmJubw+joKGpqaracM7IT6+vrmJychNlsRnV1dRIjpWRjDXcc1nDTqyKRSNr65o6OjmJqagrvvPNORnxw5IKRkRFUVVVtmeysr6/jyZMnOHr0KCdRbmJ4eBgWi4WTKHdgcXERvb296Orqeu38n5iYwNraGlc83UQgEMD09DR8Ph8ikQgAwG63w+12w+l0pvy9NBwOo7+/H+fPn9/1faNzRg4cOACHw7HrL1UejwehUCgtkzFpZzhpcoeYcNNmVldX99Q3dzdu376NSCSCpqamlDw+7c1OOpcsLS1hdnYWdXV16Q0uQ3AS5c55vV48ePDgtfZyQ0NDqKury9mSk93y+/2Ynp7G/Px8ypNwj8eDubk5nDp1as+PsbS0BL/fj9XVVQAbo/Z2u/2195xwOIxwOIyVlZXYUvJ8TRgLE+4dYsJNWwkGgxgYGMClS5eS+mYdiUTQ398Pp9PJUUCD2knnkuiHZaIuBbkqEolwEuUujI6OYn5+Hs3NzbFtPT09vPK1D5FIJDYSHk3CTSZTLAl3OBx7/tsODw+jrKxsy/keu6WUQjAYxPPnz7G+vv7Se05eXh7y8/ORn58Ph8PBq2oGxC4lRPtks9lw8uRJ9PX17enS4WbC4TCuXbuG48ePo7KyMimPScm3k84lDocDU1NTCVerzFWcRLk79fX1WFhYwMjISKyEhEt074/JZILD4YDD4Yhti0Qi8Pv9mJmZwb1792L7lZSUoKKi4qV9E5mfn0djY2PSYhURHDp0iO8jWYgJN9EOud1uvHjxAkNDQ/su/YjWa7a1tW05KY+Mo7i4GEtLSwk7lxw+fBhPnjxBYWFhzk1w2050EmV/fz/a29v1Dsfwzpw5g97eXhw8eDBpI6f0MpPJBKfT+VKpUyQSgdfrxeTkJO7evRvbr7S0FBUVFZuWb0QiEUN1TCHj4quEaBcaGhowNDT00ujTbs3MzGB4eJiX2DNMWVkZnj59ioWFBRw8eHDTferq6mKvDY5IvsztdsPn8+Hhw4dJHRHMVu3t7eju7sZbb721ry4WtHMmkwkul+ulLzmRSAQejwdjY2MIBoOx/crKylBRUaFXqJSBmHAT7VJTUxN6e3tx4MCBXdfs3r59G0tLS7y0nqGirQAtFsumo9gmkwk1NTUYGxvDkSNHdIjQ2E6dOoXe3l6UlpZyEuU2TCYTLly4gO9973s4efKk3uHkLJPJFFuAJyocDsPj8eDhw4d48eKFjtFRJuEnPtEetLe34969e7ERj+2Ew2FcuXIFBw8eRFtbG5PtDFZfX4+JiYlYH+BXFRQUwOl0YmpqKs2RZYb29nZ88sknWF5e1jsUw7NYLDh69CjKy8v1DoXimM1mVFZWora2lgvN0I7xU59oD0wmEy5evIj+/v5YK6et+P1+dHd3o7m5GfX19WmKkFIlfhR7KzabDXl5efD7/ekLLEPET6KMtmyjrS0tLfFqgEH5fL6krhZJ2Y0JN9Eemc1mtLe34/r161smDg8fPsS9e/fQ2dnJyZFZpKCgAC6XC0+fPt1yH7fbjWAwiKWlpTRGlhniJ1FSYuxQYlx+v59fhmjHeBYT7UNxcTHOnj2LGzduvLQ9EonERvA6Ojo4iz0LHTx4EIWFhZibm9tyn9raWkxOTm5ZfpLL3G437HY7Hj58qHcoRHuyvr7O93baMSbcRPvkdDpRXV2NwcFBAEAoFMLly5fR2NiIEydO6BwdpVJZWRmWlpawsLCw6e0igrq6OoyOjoKLjL3uxIkT8Hq98Hg8eodiSKurq8jPz9c7DCJKAibcRElQW1sLi8WCK1eu4Mc//jHeffddXmrMEdXV1Zidnd2ylj8/Pz+2cA69rr29HZ9++iknUW7C6/XyfcSgWOpDu8VXC1GSnD59GidPnsR7770Hi8WidziUJiKC+vp6jI2NbVnLX1xcjKKiooTlJ7kq2v4u0VyIXOX1elFWVqZ3GLSJYDCI4uJivcOgDMKEmyiJuCpcbsrLy0NtbS1GR0e33CdafhIKhdIYWWYoLCzE2bNnOYnyFcFgkJOtDcrn8+14+XcigAk3EVFSFBQUoKysDJOTk1vuU11djZmZGaytraUxECEVYAAAFIBJREFUsszgcrlgt9tx//59vUMxDJYtGJfX6+UAC+0Kz2QioiSx2WywWCzwer2b3h6dRDk2NsZJlJs4ceIEAoEAJ1GS4a2srKCwsFDvMCiDMOEmIkoil8uFxcXFLUtHzGYzqqqqMD4+nubIMkNbWxvu3LmT85Mo2aGEKLsw4SYiSrJo6chWnUuKiopgs9kwMzOT5siML7oSZa5PovR6vawRJsoiTLiJiJJsJ51LHA4H1tfXEQwG0xyd8UUnUfb19ekdim78fj+XDTeoxcVFFBUV6R0GZRgm3EREKZCXl4eamhqMjY1tuc/hw4cxNzeHlZWV9AWWIVwuF5xOZ85OogwEAhzhNij2R6e9YMJNRJQihYWFcDqdCTuX1NfXY2JiIqfLJ7bS2NiIQCCQk6U37FBiXF6vl1cfaNd4NhMRpZDNZkN+fj58Pt+mt5tMpm1HwnNZW1sbhoeHsbi4qHcoRACAUCjE/ui0a0y4iYhSrLy8HKFQCC9evNj09oKCApSWlmJqairNkRlfdBJlb29vzlwF4Og2UfbhGU1ElAY1NTWYnp7ectGbQ4cOIS8vD/Pz82mOzPgKCwvx1ltv5cwkykAgwBFUA+OXIdoLvmqIiNJgJ51L3G43AoEAlpaW0hyd8TmdTjidTgwPD+sdSsr5fD5OyjOo1dVV5OXl6R0GZSAm3EREaZKXl4fq6uqE9doigkePHqUvqAzS2NiIYDCY9ZMo/X4/O5QYFPuj014x4SYiSqPCwsIt67UHBgYQCARw9uxZHSLLDLkwiZLLhhsX+6PTXjHhJiJKs2i9drRzyerqKj7++GO43W40NTXpHJ2x5eIkSjKO58+fc4Sb9oQJNxGRDtxuNxYWFjA+Po6rV6/i7bffRlVVld5hZYRcm0RJxrG+vs5Jk7QnfNUQEemktrYWy8vL6OrqQnFxsd7hZBSn0wmXy5V1kyhDoRCsVqveYRBRkjHhJiLSiYigsbGRI2Z7dOzYMYRCoayaROnz+VgjbFDsj077wVcOERFlrNbW1qyaRMmE27j8fj/sdrveYVCGYsJNREQZK9smUXLZcOPy+XycMEl7xoSbiIgyWnQS5Y0bN/QOhbKY3+/ngkS0Z0y4iYgo4zmdTpSXl+Pu3bt6h0JZam1tDRaLRe8wKEMx4SYioqxw7NgxvHjxAs+ePdM7lD1ZXV1Ffn6+3mEQUQow4SYioqzR2tqK+/fvZ+QkSi4bblzsUEL7xVcPERFlDZPJhAsXLmTkJEouG25cwWCQvfJpX5hwExFRVrFYLDh37lzGTaIMBAIc4Taoubk5TpikfWHCTUREWcfhcKCioiLjJlGybMGY2KGE9otnNhERZaWGhgYsLS1l7CRKMo6VlRUUFhbqHQZlMCbcRESUtaKTKEOhkN6hJJRp9eZEtDtMuImIKKtduHABfX19hk5qA4EAlw03MJb60H7xFURERFktEyZRzs3NMeE2qEAgwA4ltG9mvQMgIiJKtegkytu3b+PMmTN6h/OaZ8+eYX19HU+ePAEAWK1WuFwuuN1urm6oM5/Px+4xtG9MuImIKCc0NDTg5s2bmJycRFVVld7hvCQvLw+dnZ2xn0OhEGZnZ3Hr1i2sra0BAPLz8+FyuVBeXs4R1zTyer04e/as3mFQhmPCTUREOaO1tRUff/wx7Ha7oZPW4uJiFBcXo6GhIbZtdXUVMzMzePDgQWwlTZPJhJKSEpSXl8PhcLDWOAXYoYSSgQk3ERHllI6ODly9ehWdnZ0wm/X/GAyHw8jLy9t2P4vFgpqaGtTU1MS2RSIReL3eWCIenRhqs9ngcrngcrkM8TsS5TqehURElFPiJ1FevHhR73Dg9Xr3XCNsMpliiXW8QCCA2dlZjI6OYn19HQBQUFAAt9uNsrIyWK3WfcedK3jVgJKBCTcREeUch8OB6upqQ0yi9Hq9qKysTOpj2u122O12NDY2xrYtLi5idnYWd+7cwcrKCoCN2nGn04ny8nJ2SdlEMBjklxNKCibcRESUk+rr6zEwMKD7JMpAIICTJ0+m/HmsVivq6+tRX18f2xYOh+HxeDA2NoZgMAhgY0TXbrfD5XLB6XTm9Ajv3Nwcl3SnpGDCTUREOaulpUX3SZSRSES3pNZsNqOysvKlEfZIJAK/34/Z2Vk8evQoVheei60K/X4/Tp06pXcYlAWYcBMRUU4z2iRKvZlMJjidztdGdnOxVeHS0hJLSigp+M5CREQ5zWKxoLW1VZdJlIuLiygqKkrrc+4VWxUS7R0TbiIiynl2ux3V1dUYGhpCU1NT2p53dnb2tQ4jmYStCol2hq94IiIi/GQS5cTExEsJZCp5vd6sqxHOllaFwWAwK8tkSB9MuImIiDTxkyhtNlvKny+XaoQzrVWhz+dDaWmpbs9P2YUJNxERURxOokwfI7cqzMarD6QfvpMQERHFiU6i7OnpwaVLl1L2PIuLi5xQuAmjtCrMpasPlHpMuImIiF5ht9tRX1+fskmUHo8Hd+7cwfnz55P+2NmIrQop0zHhJiIi2kRtbS18Pl/SJ1GOjIxgenoanZ2dHOHeJ7YqpEzBhJuIiGgLzc3NuHLlStImUQ4ODsJsNqOjoyMJ0dFmktGqMBQKsZyEkooJNxERUQIdHR3o7u7e1yTKSCSCnp4e1NbWora2NskR0nZ226pwbW0N1dXVeoRKWYoJNxERUQJms3lfkygXFxfR29uLc+fOweFwJD9A2rOtWhV6PB4m3JRULGIiIiLaRvwkyt3wer3o7e3FhQsXmGxnCKvVirq6OtZ5U1Lx1URERLQDtbW1iEQimJiY2NH+o6OjePDgAbq6ulBYWJji6IjIyJhwExER7VBzczOePHkSW5BlK4ODg3j+/Dk6Ojo4UkpETLiJiIh2o6OjA/39/QiHw6/dFolEcO3aNZSUlKSkfzcRZSYm3ERERLtgNpvR1taGnp6el7YvLy/j8uXLOH369EtLlRMRMeEmIiLaJZvNhiNHjmBwcBDAxuTI69evc3IkEW2KbQGJiIj2oKamBn6/H9evX4dSCl1dXazXJqJNMeEmIiLao6amJkxOTqKqqkrvUIjIwPhVnIiIaB+YbBPRdphwExERERGlEBNuIiIiIqIUYsJNRERERJRCTLiJiIiIiFKICTcRERERUQox4SYiIiIiSiEm3EREREREKcSEm4iIiIgohZhwExERERGlEBNuIiIiIqIUYsJNRERERJRC+0q4ReTLIjIsIhERaYnb/ndE5JaI3NH++17cbee07Y9F5HdFRF55zF8VESUizrhtl0RkSHuuq3HbPy8iD7XH+nrc9noR6de2/0cRsezn9yQiIiIi2qv9jnDfBfALAK69st0L4O8rpd4E8AGAP4277Q8A/BKAY9q/z0dvEJFqAO8DmIjbZgfw+wB+Vil1CsCXte15AH4PwM8AOAngH4nISe1uvw3gW0qpowDmAXx1n78nEREREdGe7CvhVkrdV0o93GT7J0qpZ9qPwwCKRKRARCoA2JRSP1JKKQB/AuDn4u76LQC/BkDFbfvvAPyFUmpCe2yPtv1tAI+VUk+UUqsAvgvgi9qI+XsAPtT2++NXnoOIiIiIKG3SUcP9DwAMKqVWABwGMBl326S2DSLyRQBTSqlPX7n/GwBKROSKVp7yFW37YQBPN3msUgABpVT41efYjIj8sogMiMjA3Nzc3n5DIiIiIqItmLfbQUT+FoB7k5u+qZT6/jb3PYWN8o73t9nPCuA3ttjPDOAcgC4ARQD6RORH28W9U0qpbwP4NgC0tLSobXYnIiIiItqVbRNupdRP7eWBRaQKwPcAfEUpNaJtngJQFbdblbatAUA9gE+1OZRVAAZF5G1sjFD7lFIvALwQkWsAzmrbqzd5LB8Au4iYtVHu6HYiIiIiorRLSUmJNtHxBwC+rpTqjW5XSk0DCIrI57Ra668A+L5S6o5SyqWUqlNK1WEjmW5WSs0A+D6ADhExayPhbQDuA7gJ4JjWkcQC4BcB/JVWG94N4Eva036gPQYRERERUdrtty3gz4vIJIB2AD8QkR9qN/0KgKMAflNr5zckIi7ttn8G4DsAHgMYAfDXiZ5DKXUfwN8AuA3gxwC+o5S6q41e/wqAH2IjAf9zpdSwdrdfB/C/iMhjbNR0/+F+fk8iIiIior2SjQFhAjZquAcGBvQOg4iIiIgyjIjcUkq1bHYbV5okIiIiIkohJtxERERERCnEhJuIiIiIKIWYcBMRERERpRATbiIiIiKiFGLCTURERESUQky4iYiIiIhSiAk3EREREVEKceGbOCIyB2A8yQ/rBOBN8mPS/vG4GBOPizHxuBgPj4kx8bgYU7qOS61SqmyzG5hwp5iIDGy16hDph8fFmHhcjInHxXh4TIyJx8WYjHBcWFJCRERERJRCTLiJiIiIiFKICXfqfVvvAGhTPC7GxONiTDwuxsNjYkw8Lsak+3FhDTcRERERUQpxhJuIiIiIKIWYcBMRERERpRAT7iQTka+JyAMRGRaR/yNu+zdE5LGIPBSRn47b/nlt22MR+bo+UecGEflVEVEi4tR+FhH5Xe1vf1tEmuP2/UBEPtP+faBf1NlJRP6tdp7cFpHviYg97jaeKwbBv7l+RKRaRLpF5J72efIvtO0OEflIe2/6SERKtO1bvp9RcolInoh8IiL/Rfu5XkT6tb/9fxQRi7a9QPv5sXZ7nZ5xZzMRsYvIh9rnyn0RaTfaucKEO4lEpBPAFwGcVUqdAvB/attPAvhFAKcAfB7A72snbB6A3wPwMwBOAvhH2r6UZCJSDeB9ABNxm38GwDHt3y8D+ANtXweA3wLQBuBtAL8VPVEpaT4CcFopdQbAIwDfAHiuGAn/5roLA/hVpdRJAJ8D8M+1v//XAVxWSh0DcFn7Gdji/YxS4l8AuB/3828D+JZS6iiAeQBf1bZ/FcC8tv1b2n6UGr8D4G+UUscBnMXG8THUucKEO7n+KYB/o5RaAQCllEfb/kUA31VKrSilRgE8xkYi9zaAx0qpJ0qpVQDf1fal5PsWgF8DED9L+IsA/kRt+BEAu4hUAPhpAB8ppfxKqXlsJIefT3vEWUwp9d+UUmHtxx8BqNL+n+eKcfBvriOl1LRSalD7/wVsJBCHsXEM/ljb7Y8B/Jz2/1u9n1ESiUgVgL8L4DvazwLgPQAfaru8ekyix+pDAF3a/pREInIIwEUAfwgASqlVpVQABjtXmHAn1xsALmiXjq6KSKu2/TCAp3H7TWrbttpOSSQiXwQwpZT69JWbeFyM4X8E8Nfa//OYGAf/5gahlSK8BaAfQLlSalq7aQZAufb/PF7p8e+wMXgT0X4uBRCIG0CI/7vHjol2+3Ntf0quegBzAP69VurzHRE5AIOdK+ZUP0G2EZG/BeDe5KZvYuPv6cDG5b9WAH8uIkfSGF7O2ua4/AY2ykkojRIdE6XU97V9vomNS+d/ls7YiDKFiBQD+M8A/melVDB+gFQppUSEvX3TRET+HgCPUuqWiFzSOx6KMQNoBvA1pVS/iPwOflI+AsAY5woT7l1SSv3UVreJyD8F8Bdqo7n5j0UkAsAJYApAddyuVdo2JNhOu7DVcRGRN7Hx7fdT7YOqCsCgiLyNrY/LFIBLr2y/kvSgs1yicwUAROSfAPh7ALrUTxYE4LliHImOBaWBiORjI9n+M6XUX2ibZ0WkQik1rV0Gj5Yu8nil3nkAPysiXwBQCMCGjdphu4iYtVHs+L979JhMiogZwCEAvvSHnfUmAUwqpfq1nz/ERsJtqHOFJSXJ9ZcAOgFARN4AYAHgBfBXAH5Rm7Fcj41C/R8DuAngmDbD2YKNyWJ/pUvkWUopdUcp5VJK1Sml6rBxYjYrpWaw8bf+ijZj+XMAnmuXn34I4H0RKdEmS76vbaMkEZHPY+Oy7M8qpRbjbuK5Yhz8m+tIq/X9QwD3lVL/V9xNfwUg2jnpAwDfj9u+2fsZJYlS6htKqSrts+QXAXyslPrHALoBfEnb7dVjEj1WX9L25xWJJNM+z5+KSKO2qQvAPRjsXOEId3L9EYA/EpG7AFYBfKCdXMMi8ufYeAGEAfxzpdQ6AIjIr2AjmcsD8EdKqWF9Qs9J/xXAF7AxMW8RwP8AAEopv4j8K2wkHADwL5VSfn1CzFr/D4ACAB9pVx5+pJT6n5RSPFcMQikV5t9cV+cB/PcA7ojIkLbtNwD8G2yUK34VwDiAf6jdtun7GaXFrwP4roj87wA+gTZ5T/vvn4rIYwB+bCTplBpfA/Bn2uDAE2y8/k0w0LnCpd2JiIiIiFKIJSVERERERCnEhJuIiIiIKIWYcBMRERERpRATbiIiIiKiFGLCTURERERZR0S+LCLDIhIRkZYE+9lF5EMReSAi90WkfQeP/Q9F5J72+P/fdvuzLSARERERZaO7AH4BwP+7zX6/A+BvlFJf0loLWhPtLCLHAHwDwHml1LyIuLYLhAk3EREREWUdpdR9ANDWe9iUiBwCcBHAP9Hus4qNtVQgIg0Afg9AGTZ6dv+SUuoBgF8C8HtKqXntPp7XH/llLCkhIiIiolxVD2AOwL8XkU9E5DsickC77dsAvqaUOgfgfwXw+9r2NwC8ISK9IvIjbfXkhDjCTUREREQZSUT+FoB7k5u+qZT6/ibbX2UG0IyNxLpfRH4HwNdF5LcBvAPgP8WNkBfE3ecYgEsAqgBcE5E3lVKBRE9CRERERJRxlFI/tc+HmAQwqZTq137+EMDXsVEFElBKNW1xn36l1BqAURF5hI0E/OZWT8KSEiIiIiLKSUqpGQBPRaRR29QF4J5SKoiNZPrLACAbzmr7/CU2RrchIk5slJg8SfQ8TLiJiIiIKOuIyM+LyCSAdgA/EJEfatsrReS/xu36NQB/JiK3ATQB+Nfa9n8M4Ksi8imAYQBf1Lb/EIBPRO4B6AbwvymlfAljUUol6/ciIiIiIqJXcISbiIiIiCiFmHATEREREaUQE24iIiIiohRiwk1ERERElEJMuImIiIiIUogJNxERERFRCjHhJiIiIiJKof8fsn+3vRWXnvAAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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/LnUospcprRV3d3fR29uL9vZ2mM1mqcOB2WzG4eEhAoEAtra2pA6HiIgyFBNuymhGoxHV1dUYGxuTOhTZk3vnEp/Ph6GhIdy7dw96vV7qcABESkssFgtEUcTa2hr29/elDomIiDIQE27KeA6HA+FwmKO54yDXziUzMzN4//49enp6oFarpQ7nM1qtFmq1GkajEfPz87K+Q0BERPLEhJuyQltbG9xuN9bX16UORfbk1rlkdHQUOzs76O7uTmsnkkRUVVVhZWUFVqsVLpcLoihKHRIREWUQeb66EV3C7du38fLlSwQCAalDkT05dC6JbY4sLS1Fa2urZHHEy2q1YmlpCRaLBXNzc1KHQ0REGYQJN2UNpVKJrq4udi6Jk5SdS7a3t9Hb24u2tjZZTDGNR35+PrRaLQKBAEpKSrCwsCB1SERElCGYcFNWKSgowM2bNzE4OCh1KLInVecSj8eD0dFR9PT0yGZzZLwqKiqwvr4OnU4HpVLJ4UtERBQXJtyUdUwmE0wmEyYmJqQORfbUajU6Ojrw7NmztFxvdHQUq6uruH//PpRKZVqumWxWqxUejwcVFRXw+/0Z0duciIikxYSbslJ9fT329/cxPz8vdSiyZzAYcO3atZR2LjlZr93W1pay66SDSqVCcXExVlZWUFNTg48fP+Lg4EDqsIiISMaYcFPW6ujowPv377G9vS11KLJnsVig1WoxPT2d9HPH6rVbW1szpl77IqWlpdjb28PBwQEcDgc8Hg+Ojo6kDouIiGSKCTdltbt372JoaAjBYFDqUGSvubkZPp8vqWPMPR4PRkZG0NPTA4PBkLTzyoHVaoXX64UgCLDZbGwXSEREZ2LCTVlNqVSis7MzbTXKma6zsxOvX79OSl3y2NgYfD4fHjx4kLH12udRKBQwm82Yn5+HWq1GVVUVPB6P1GEREZEMMeGmrKfT6XDjxg0MDQ1JHYrsJaNzSaxeu6SkBO3t7UmOUF4KCwuRl5eH7e1tFBYWoqioSNLe5kREJE9MuCknmM1m6PV6vH37VupQZO8qnUuysV77ImazGT6fD6FQCEajEeFwGBsbG1KHRUREMsKEm3JGY2MjNjc3uQIZB4PBgNraWoyMjMT9nFi99r1797KuXvsiNpsNbrcbQCQB39ragt/vlzgqIiKSCybclFOknK6YaaxWKzQaTVydS07Wa6vV6jREJy8qlQolJSXHG05tNhsWFxdxeHgocWRERCQHTLgpp0g1XTFTXdS5JBQKoa+vD8XFxVlfr30Ro9EIv9+PQCAAQRDgcDgwNzeHcDgsdWhERCQxJtyUc9I9XTHTxTqXfFkisbu7i97eXrS0tMDhcEgUnbzEWgWKooi8vDzU1NTA5XJJHRYREUmMCTflpMvUKOeq2F2BgYGB47sC8/PzePHiRU7Wa59HoVCguroaXq8XAKDRaGAymY7/TUREuYkJN+WsRGqUc93JuwLj4+NYXl7O2XrtixQUFEClUmFrawsAUFRUBI1Gk9SBQkRElFmYcFNOS8V0xWyl1+sxPz+P8fHxnK/XvkhVVRVWVlaO7wiUl5cjGAxie3tb4siIiEgKTLgp53V2duLHH39kG7dzBAIBPHr0CD/72c9QVlbGuwJxONkqEAAsFgtWV1cRCAQkjIqIiKTAhJty3skaZXaU+Nr6+jr6+/vR1dWF8vJyNDQ0wOfzsZ/5BVQqFYxGIz5+/Hh8zG63w+v1skMOEVGOYcJNhMjmtlu3brFzyRfcbjcmJibw8OFDFBQUAIjUc7e1tbGfeRxKSkoQCASwv78PIPLmzm63w+VyQRRFiaMjIqJ0YcJNFGU0GlFTU4OxsTGpQ5GF8fFxrK2t4e7du1AoPv2pKCkpwdbWFvuZx6mmpgbz8/PHCbZKpYLFYsHc3Jy0gWUAv9/P/RVElBWYcBOd4HA4EA6Hc7p3cjgcxsDAAAoLC9HW1vbV4wUFBfD7/VCr1XA6nejr65MgysyhUChgsVjg8XiOj2m1WpSUlGBxcVHCyOTN5/NhcHAQr1+/xvr6utThEBFdCRNuoi+0tbXB6/Xm5It8MBhEb28v6uvrUVdXd+bnqdVqHBwcQK/X4/r16xgaGkpjlJlHq9UiPz8fm5ubx8cMBgPy8vKwtrYmYWTyNDMzg+npafT09KCnpwcvX77kZlMiymhMuIlO0d3dnXMv8pubm3j69Ck6OzthMpnO/VyTyXR8q99isUCv1+Pt27fpCDNjVVZWYm1tDYeHh8fHKioqsLe3x1r4E0ZGRrC3t4euri4oFAooFAp0dXVxUzMRZTQm3ESnyLUX+fn5eYyNjaGnp+d4c+R51Gr1Z4ljY2Mjtre3WSJxgS9bBQKRGu/l5WUEg0GJopKHUCiEvr4+lJeXo6Wl5bPHCgoKcPPmTQwODkoUHRHR1TDhJjpDrrzIT05OYmlpCffv34dSqYz7eUVFRdjZ2Tn+t9PpxLt37zjc5RxKpRLl5eWftVQUBAEOhwNutxtHR0cSRicdv9+P3t5eNDc3w2aznfo5JpMJJpMJExMTaY6OckU4HMazZ8/wq1/9KicWWii9mHATnSObX+RjLy5KpRIdHR0JP7+0tBSrq6ufHbt79y6GhoZyfrX2PMXFxTg4ODhuFQgAeXl5sNlsOdkucHV1FQMDA7hz5w6MRuO5n1tfX49AIPDZBlSiZIgN97px4wZaWlq4L4WSjgk30QXq6+uxv7+fVS/ysc2RhYWFUKvVcLlccLlcWFhYwObmZlwrrbFWgSdXgpRKJTo7O9Hf388VonN82SoQiJTpVFVVfVVyks1mZmbw7t07PHz4EBqNJq7ntLe3Y3Z29rMNqERXsbq6iv7+fty5cwdlZWWorKyE0WjE5OSk1KFRFmHCTRSHjo4OfPjwISte5Le3t/H06VM4nU58++23cDgcxx/l5eUAAK/Xi7m5ORwcHJx7rtLS0q+6bOh0OjQ1NXGF6BwKhQJmsxnz8/OfHS8sLITBYMDCwoJEkaXP6OgodnZ20N3d/Vmf93h0d3djeHiYd1Loylwu16lv+hoaGuD3+7/6HSW6LCbcRHG6e/duxr/ILy4uYmRkBD09PdDpdF89rlarYTAYYLfbYbFYsLKygtnZ2TO7aOj1+s/quGNiK0TZWIqTLIWFhcjLy/vq+2cwGKBSqbJ24Es4HEZfXx9KS0vR2tp6qXPwTgolw+joKLa2ts5805dNCy0kPSbcRHHK9Bf5t2/fwuv14sGDB3FtjlQqlbBYLLDb7dja2vpso99JKpXq1DchDQ0N2N/f5wrROaqqqrC8vPxVCY/JZMLh4WHWvdDH6mTP2xwZL95JoctK5E0f76ZQsjDhJkqATqdDY2MjhoeHpQ4lIUNDQwiHw3A6nQk/V6FQoLq6GiqVCh6P56tNfSd7cn+JK0TnEwQBVqv11P0B1dXV2NzcxN7engSRJd/JOtmLNkfGi7W2lCi/35/Qm75MX2gh+WDCTZQgs9mcMYNeQqEQHj9+jOrqajQ1NV3pXKWlpSgpKcHs7OxnLzz5+fnnrv5wheh8+fn50Ol0p042tdlsWF5evrCWXu5cLhfevHmT0ObIeDU0NGB3d5c94OlCPp8Pg4ODCb/p490USoYrJdyCIPy2IAiTgiCEBUFoP3H8p4IgvBQE4XX0fx+ceOxW9PgHQRD+hSAIQvT4nwiCMC4IwpggCL8SBMF84jn3o8cnBUF4euL4zwVBmIqe649OHHcIgjAUPf7vBEFQX+XrJPpSY2MjNjc3Zf0iv7u7i97eXrS3t8NisSTlnEVFRaiursbMzMxnZRD5+flnTuVUKpXo6uriCtE5ysvLsbGx8dkwIeBTj26Px4NQKCRRdFczNjaGjY0N3L17N+HNkfFiD3i6yPT0NKanp9HT03OpN328m0JXddW/fhMA/jaAvi+OrwL4DVEUbwL4XQD/5sRj/xLA3wNQH/34efT4PxdFsUUUxVYA/xHAHwOAIAgGAP8HgL8pimITgN+OHs8D8L8D+K8A/ATAfysIwk+i5/pnAP5XURSvAdgA8D9c8esk+orT6cTbt29lOZZ7eXkZQ0NDuHfvHvR6fVLPrdFovuoZXV5e/lVP7pNyZYjQVZw2hRKIlPQ4HA64XK6MesMS6/NeXFyMtra2lF8v1gM+U9+YUOqMjIzg4OAAXV1dV3rTx84ldBVXSrhFUXwriuLUKcdfiaIYW/qbBKAVBCFfEIQqAHpRFH8QI6/U/xrA34o+5+TSRCGAWKHofwfg/xFF0RP9vFix6HcAPoiiOCuKYhDAvwXwm9EV8wcA/n308/6v2DWIkkmhUODOnTsYHByU1Yv8zMwMZmZm0NPTA7U6NTd31Go1Kisrj2uP1Wr1hSUjJpMJlZWVGB8fT0lMmU6pVKKsrOzUzalKpRJWqzVjBuOcHCLicDjSck2lUgmn04m+vi/XfyhXhUIhPHnyBCaTCc3NzUk5Z0dHB96/f8+7KZSwdNRw/x0Ao6IoHgCoBnDyreF89BgAQBCEfyIIghfAf4/oCjeA6wBKBEF4Ei1P+Z3o8WoA3lPOVQpgUxTF0BfHTyUIwu8LgjAiCMLIysrKpb9Iyk1qtRodHR2yeZEfHx/Hzs7OlVdy4qHT6aDT6Y4TxPz8/Atrjevq6hAKhXJquEsiDAYDDg4OTi3Pyc/PR2Vlpey/d+vr6+jv70dXVxfKysrSem29Xo8bN26w1paOS+paW1thtVqTem5O1KXLuPAVWRCE/yIIwsQpH78Zx3ObECnv+PvxBCOK4j8SRbEGwJ8D+MPoYSWAWwB+HcDPAPzPgiBcj+d8cV7zX4mi2C6KYnts6AdRIgwGA65fvy5555LBwUFotdpL9za+jNLSUoTDYWxubqKsrOzcspKYtrY2uN3uUzcJUmQKpdfrPXUlW+6DcdxuNyYmJvDw4UMUFBRIEkNsU/PU1Fc3XylHnCypMxgMST8/O5fQZVyYcIui+DdEUWw+5eOvznueIAgWAP8BwO+IojgTPbwA4OTuLUv02Jf+HJGVcSCyQv1LURT3RFFcRaRe/Jvo82pOOdcaAIMgCMovjhOljMVigVarxfT0dNqvHetEYrPZUF9fn/brm81mbGxs4OjoKO5uGt3d3Xj58uWZGy1zWWwK5VlJtVwH44yPj2NtbS2lmyPj1djYiPX19TN7x1P2mpqagsvlSmlJHcDOJZS4lPxVjG50/AWAPxJFcSB2XBTFJQDbgiB8H621/h0AfxV9zslM4TcBvIv+/78C0C0IglIQhAIATgBvAQwDqI92JFED+G8A/L/R2vBeAH83+vzfjV2DKJWam5vh8/nSmggFAgH09vaira0NZrP54iekiN1ux8LCAgRBiOs2a6z+nStEpyssLIQgCGduyJXTYJzY5sjCwsK0bI6Ml9PpxOTkpCw3NVNqxDbNdnZ2puVNHzuXUCKu2hbwtwRBmAfQCeAXgiD8MvrQHwK4BuCPo+38xgRBMEUf+wMAfwrgA4AZAP8pevyfRktVxgH8GoB/AEQ2ZgL4zwDGAbwA8KeiKE5Ea7T/EMAvEUnA/0IUxdhP/T8E8D8JgvABkZru//MqXydRvDo7O/H69Wv4/f6UX2t7e/u4VjYVt00TEWtft7e3F/cbDo1Gg1u3buHZs2cpji4zmc1mLC0tnfmGpLq6GhsbG9jf309zZJ+c3BxZV1cnWRynkeumZkq+2F2+mpqaK88bSBQ7l1C8hEzY8Z4u7e3t4sjIiNRhUIYLBALo7+/Hw4cPU7bKsry8jDdv3uDu3btxjWlPl0AggNHRUdy+fTvu57hcLmxsbMhqdVQuDg4OsLS0BLvdfurj4XAYMzMzuHbtGqIjDdJmdXUVr169QldXl2T12vHY3NzE2NgY7t+/L3UolALb29sYGhqC0+lMegvURDx+/Bjt7e2SxkDSEwThpSiK7ac9xkmTREmW6pVbl8uFmZkZ3L9/X1bJNhD52u12e0Krrg6HAwqFAjMzMxd/co7Jz8+HVqvFxsbGqY8rFApUV1fD6/We+niqzMzM4N27d5JujoyXwWDAtWvXwMWU7LO4uIiRkRH09PRInuiycwldhAk3UQoYjUbYbDaMjo4m9bwTExPY2NhIS9u/y6qoqMDHjx8Tek5rayuWlpbi6nKSayoqKrC+vn5mWURBQcmXKfwAACAASURBVAHUanXa6rlHRkawt7eH7u5u2f4MfslisUCj0UiyqZlSY3JyEl6vFw8ePJDFwgM7l9BFMuOvJVEGstlsUCgUcLlcSTnf0NAQVCqV7Esv8vLyIIriZ6Pf43H79m28evUqLfXvmcZqtR4PGTpNZWUlVldXU1qrfHKISEtLS8qukypSbGqm5AuHwxgcHDwedCQn7FxC52HCTZRCra2t8Hq9V+o5HQ6H8eTJE1RXV6OhoSGJ0aWOyWRCooOkYpvcBgYGuMntCyqVCsXFxefeAThrNHwypHKISDqlc1MzJV8wGERvby8cDods/xaycwmdhQk3UYpdped0rAtES0sLLBbLxU+QicLCQuzt7SX8PI1Gg46ODnYuOUVpaSl2dnbOrBFVqVQoLS1Neu/pxcXFlA4RSSeFQoGuri6+qctAm5ubePr0KZxOJyorK6UO51wNDQ3Y3d1l5xL6DBNuohSLvcgnWtt3su2f0WhMYYSpUVRUhJ2dnYSfZzAYUFtby01up7iotCQ2Gj5ZrQLfvn0Lr9eb8iEi6RTb1Pz8+XOpQ6E4eTwejI2NoaenBzqdTupw4uJ0OvH+/Xtsb29LHQrJBBNuojQoKCjAN998E/eLvM/nw/DwMHp6emTfBeIsZWVlCZeVxFitVm5yO0VeXh7Ky8vPXcWuqanB/Pz8qaPh4xWrkwUiiUOmbI6MV6o2NVPyTUxMwOfzybIr00XYuYROyq6/okQyZjKZUFFRgfHx8XM/z+Vy4f379+jp6cm4F5iTFAoFlEolDg8PL/X82CY3juf+XHFxMQ4ODs4sUVIoFLBYLOeuhJ/nZJ1sY2PjVUKVNZvNBqVSyXaUMhUOhzEwMID8/Hy0t5/a1lj22LmETmLCTZRG9fX1CAaDZyZDsbZ/mdRy7TyXaRF4UmdnJ8dzn6KmpgZer/fMVWytVov8/PyEWwVmUp1sMrS0tLAdpQwFAgH09vaivr4e9fX1UodzJTqdDo2NjexcQky4idKtvb0ds7OzXyVDQ0NDyMvLk33bv0Tk5+dfeoUb4HjusygUClRVVWFhYeHMz6msrMTa2lrc3ze3251xdbLJEGtHeZlNzZR86+vr6O/vR2dnJ0wmk9ThJIXZbIbBYGDnkhzHhJtIAt1OJ0aePEEwGPys7V823sJXqVRXSrrVajWcTif6+vqSGFXmiyXF53WDibdV4NjYGNbW1jKyTvaqYm/qeNtfem63GxMTExm9d+UsjY2N2N3dxeLiotShkESYcBOlWyAA5eYmOpua0PuLX+Cv//qvM67tXyKMRuOV+pADgF6vx40bN3hb9gvV1dVYXFw8M1FUKpXntgoMh8Po6+tDcXFxVt1ZSZRGo8G3337LziUSir3pu3v3bta+6XM6nXj37h07l+QoJtxE6bSzA6yvA6KIUCiEvcVF5AtCRrb9i1dBQcGlenJ/yWw2Q6/X4+3bt0mIKjsIggCLxXJuv1+DwYBgMPhVq0C/349Hjx6hubkZDocj1aHKXllZGaqrqzE2NiZ1KDklHA7j2bNnOfOmj51LchcTbqJ0EMVIoh3tSz0/P4+3b9/ib/7Gb8Cs1WLygs4lmU4QhCu1qYtpbGzE9vY2b8ueoNVqoVKpsLW1debnfNkq0OfzYWBgAHfu3MnqN3uJcjgcCIfDKZvYSZ+LDfa6ceNGzrzpi3Uu4XCv3MOEmyjVjo6AlRUguinr9evX2NjYwPfffw+lUonr0alk2ZxE6vX6pN1G5W3Zr1VVVWFlZQVHR0enPh5bCfd6vZiensb09DQePnwIjUaT5kjlr62tDW63+8plUHS+1dVV9Pf3486dOygrK5M6nLTS6XQskctBTLiJUungIJJsh0IIhUL44YcfUFJSgps3b0Ye12iA8nI4b9/O6iTSYDAk3KLuPLwt+7WLplBqtVqEw2H4fD50dXVlRdvJVOnu7sbLly/ZuSRFXC4X3r17l9Nv+lgil3v4F5coVfb2gLU1IBzG3t4enj9/jsbGxk+bI4uKAKMREAQAkSQyW9vf5eXlnbn6ehkcKPE1tVoNnU537sqs3W5HVVUVDg4O0hhZ5lEoFOjq6sLAwAB/vpJsdHQUW1tbWTNr4CpYIpdbcvunnSgVRBHY3ASiNbU+nw+jo6P4/vvvUVxcHEmwjcZIwn1CLInM1vZ3+fn5SU30dDodmpqaeFv2hPLycmxsbJzbhtFms8Hj8SSlpj6bFRQU4ObNm8cj7ulqQqEQ+vr6UFpaitbWVqnDkQ2WyOUOJtxEyRQOR1a1/X4AwPT0NObn59HV1QW1Wg3k5QFlZZFSklNkc/u7ZLQH/FJlZSXKysowMTGR1PNmslhCfZa8vLwrjX7PJSaTCSaTiT9fV+T3+9Hb24vm5mbYbDapw5EdlsjlBibcRMlyeBip144OsxkZGQEQ2YSlUCgAtRooLwdUqnNPYzabodPpMDU1lY6o00aj0aSklKG+vh77+/tMIKOUSiWMRiN8Pt+Zn6PValFQUMCR5nGor69HIBDgz9cl+Xw+DA4OsiPOOZRKJZxOJzuXZDkm3ETJsL8PrK4CR0cIBAIYGBiA1WpFfX195PHCQqC0FIizZrGpqQnr6+tnDizJREK0Vj0VOjo6MDs7m9SNmZmspKQEfr//3Dc45eXl2N3d/ao/N32tvb2dP1+XEOuI09PTk7ObI+OVzXc3KYIJN9FV7ewAGxuAKGJjYwMvXrxAe3s7TCZT5PHi4shHggmn0+nE5OQkdnd3UxB09unu7sbw8DA7S0TV1NTA6/We+zk2mw3z8/PcGBiH2M8Xb/vHZ2RkBCMjI+yIkwB2Lslu/C0guqwvhtl4PB5MTU2hu7sbWq02sppdVhZZ3b4EhUKBO3fuYGBgICs7lySbUqlEV1cXO5dE5eXlwWQyndsBQRAEWK1WzM3NpS+wDMXOOPEJhUJ48uQJTCYTurq6jkvrKD7sXJK9mHATXUYo9NUwm+3tbXz//feR1RyVKlKvrVZf6TJqtRpOpzOrOpeksjtGQUEBvvnmGzx//jxl18gker0eoVDo3LKR/Px8lJSU4OPHj2mMLDOxM875dnd30dvbi9bWVlitVlitVqjVaszMzEgdWkZh55LsxISbKFEHB5F67egwm+fPn6OkpATNzc2Rx7XayMp2Xl5SLmcwGHDt2jUMDw8n5XxSSnZrwNOYTCZUVVVhfHw8pdfJFF+OdT9NSUkJgsEgy5fiUFlZCaPRiMnJSalDkRWfz4ehoSHcu3cPBoPh+HhLSwuWlpbO3cRLX+vu7sbQ0BDvbl6SHEsLmXATJeKUYTZNTU2fD7MpKUm4XvsiVqsVWq0W09PTST1vuqWqU8mX6urqEAqF4Ha7U34tuRMEAWazGfPz8+d+nsViwdLSEl/g49DQ0AC/33/h9zRXnNwcqT7lrt7t27fx+vVr+KPtUuli2Xh3Mx1iJU1yvGPHhJsoHl8Ms1leXsarV68uHGaTTM3NzfD5fBm9UpSfn5+2lYe2tja43e6k9/7ORIWFhVAoFNiJ7jc4jSAIsNvtrOeOU0dHB96/f5/zt/2Hh4dxcHBw7ubIk5M7+YYufuxckpj19XX09vaira1Nlv3emXATXeSLYTZTU1NYXFxEd3d3XMNskqmzszOjV4rSUVJyUnd3N16+fCnL24vpZjabsby8fO6GP5VKBZPJhIWFhTRGlrlyeWBJbCWxqqrqUzndOTQaDW7dusX9FQli55L4vH37Fm/fvsXDhw+h1+ulDudUTLiJzvPFMJvh4WHk5eWhra0t8nh+flzDbJIl01eK8vLy0trhIdbphZ0lIivYNTU1Fw5w0ev1EAQBW9G7OXS2XB1YcnJz5HE5XRyMRiNsNhtGR0dTGF32aWxsxObmJjuXnCIUCuHZs2fHr41ybkEp38iIpHbKMBuHw4Fr165FHi8sjJSRpPkXXKPRoKOjI+de5C8rtrLG71fke6HVai8c4GI2m7G6upqTK7eJyrXb/svLy6dujoyXzWaDUqlk55IExTqXcGPzJ9vb2+jt7cVPfvITNDQ0SB3OhZhwE53mjGE2ZWVlkXptg+FSw2ySxWAwwOFwsMdtnLiy9klFRQVWV1cvvENit9vhdrtz/s5APGK3/aempqQOJaWmpqbgcrnO3BwZr1jnktXV1SRGl90UCgW6u7sxODiYkXc3k21mZgajo6Po6emB0WiUOpy4MOEmOim2OfLEMJvp6enPh9mUlgIFBRIHGlkpYo/b+MVW1jK900sy2Gy2C0tL8vLyYLVaMTs7m9Le6dmisbER6+vrWF5eljqUlBgeHkYoFEJnZ2dSbtvfvn0br169ytj9KFJg5xIgHA5jcHAQ+/v7uH//PpRKpdQhxY0JN1FMbHJk9AXg3bt32NrawnfffZfUYTbJxJWixLS0tGR8p5dkUKlU0Ov1F/7c5Ofno6Ki4sIR8RThdDrx5s2brLrtHwqF8PjxY1RVVaGpqSlp5+Uk3cvJtRKmk/x+Px49eoS6urq4NurKDRNuIiDSiWR1NTLUBsDo6CiUSiVu3rwZeTzJw2ySiStFiYl1esmmpOgyysrKsL29fWGddlFREQoKCmTZ11Zusu22f2xzZHt7e0KbI+PFziWXYzabodPpcqpzicfjwQ8//IB79+7BZDJJHc6lMOEmio1pPzxEOBzG8+fPUVlZ+WlzpE6XkmE2yXJypYj1theLfb+yJSm6CqvVemFpCRBJzg8PD9m5JA5qtTorNjUvLy/jxYsXuHfvXkrbrHF/xeU0NTVhc3Mza0uYThoZGcHq6ioePHhwpb0DUmPCTbktGDzuRBIMBvHs2TM0NjbCbDZHHi8uBmTa0/MkduJITLYkRVelVCpRVlYW14u2xWLB2toa9vf30xBZZjMYDLh27RqGh4elDuVSYpsj79+/n5YEh51LLsfpdGJycjJr79YFAgE8evQIlZWVn1rxZjAm3JS79ve/GtN+69YtlMRWs43GSOu/DGE0GlFTU4OxsTGpQzmTKIoQZHKnwGAwoLa2Nuc7vRgMBhwcHMQ1HMhut2N+fj7n7wzEw2KxQKvVZtwm3aGhoaRujowX96MkLpvv1i0vL6O/vx+dnZ0pKWeSAhNuyk27u8dt/9bX1zE6Oorbt2+jsLDwUyeSNEyOTDaHw4FwOAyXyyV1KKeSW7cLq9XKTi8Aampq4PV6L/zvo1AoYLfb4XK5ZPffUo6am5szZpNubHNkTU1NUjdHJoL7URKXjZ1LxsfH4Xa78fDhQxTIoCNYsjDhptyztQVsbwMA5ufn8f79e3R1dUVunSqVkc2RGVwn1tbWBq/Xi/X1dalD+YqcVrhjuLIWSaSrqqrimmSnUqlQXV2Nubm51AeWBWKbdOWcRMYGiLS3t38qp5MA96Ncjl6vx/Xr1zO+c0kwGMSTJ09QVFQEp9Mp66mRl5FdXw3ReWJt//b2AETqFFdXV/H9999HfrHV6kiynUF9Pc/S3d2Nly9fxlUmkG5yS7gBrqwBgE6nQzhaXnWRgoIClJSUcNR0HOTe/m5xcRHDw8Mp3xwZL+5HuRyLxQKdTpexw5dWV1fx9OlTtLW1weFwSB1OSjDhptwQDkfqtaMJ6I8//ggAaG1tjTyu0UTKSLLkHbVCoUBXVxf6+/tltVIkxxVugCtrMRaLBYuLi3F9DwwGAxQKhSzvpMiNXDfpTk1NHd+6l1P3B3YuuZympqaMHL709u1bTE1N4eHDh7J405cq2ZFdEJ0nFIp0IgkGEQ6H8cMPP6C0tBQNDQ2RxwsLIxskZZgIXkVBQQG+/fZbWfW43d/fh0amtfFcWYvcfbBYLJifn4/r8ysrK7GzsxPXqniuMxgMcDgcskkiR0dHcXh4iM7OTqlDORU7l1xOJnUuCYVCePbs2fECUbaVkHwpu786oljbv1AIwWAQAwMDuHbt2qddz3p9pPVfliorK0NVVRXGx8elDgUAsLW1hWIZf7+NRiOqq6sxMTGR0uscHR0df4TDYYTDYdlsQtRqtVAqldiO7nO4iNVqxdLS0oUDdEgeSWQ4HMazZ89QUlIi+2l93F+RuEzpXOL3+9Hb24uf/OQnnxa/spwglz/yctDe3i7meouwrBIIHHci2d/fx9DQEG7duoWioqLIarbBEJkgmQNGRkZQXl4Om80maRwulysj6vMGBwdRV1d3qYlmoVAI+/v7xx+n/Y1VKBTHpTWxx0VRPDPpFgQBKpUK+fn50Gq10Gg0KV8N+vDhAxwOB/LimK56dHSE2dlZ1NXVZf0qVTI8e/YMN27cQFlZWVqvGwwG0d/fj5s3b2bMtL5wOIxHjx6hq6srqzpWpNr29jZGRkbw4MEDqUP5yurqKl69eoU7d+7I9o7nZQmC8FIUxfZTH2PC/QkT7iyytxfpRgJgY2MDr1+/xvfffx+pU1QoIiUkMqpZTIcnT56gtbUVBoNBkuuLooi5ubmMSLhjL/L37t07t7Y1tsnw5Ih0pVKJgoKCpCbG4XAYh4eHODg4wP7+PgKBwGfJuUKhgFarhU6ngzZJbyIPDg6wuLgY93+vg4MDzM/Po66uLinXz2axn690Jhy7u7sYGBhAZ2dnxtXJBgIB9Pf34+HDh3xDl4D5+XksLS2ho6ND6lCOuVwuLCws4Pbt21n535IJd5yYcGeJ7e1In21EduDPzc196kSSlxfZHJkFnUgSFQqF0Nvbe2ESmSp7e3vY3d1FRUVF2q99Gbu7u3jx4sVnK0ThcBhbW1vY2to63gCq0+mg1+sl3XR2dHSE/f197O7uHk+CFAQBhYWFKCoqunRS5/P5oFKpIsOg4rCzs4PNzU3U1NRc6nq5JJ1JZGxFUarf/WRYX1/HxMQE7t69K3UoGWVychJKpVIWZRuxoWzHzQqyEBPuODHhznCiCGxuRiZIInJLfHt7+9NIWJUqsrIdxy3ybOX3+zE4OIienp60ry4sLi7CaDRm1C1Ej8eDpaUl2Gw2+P1+KBQKGAwGFBcXy7LbykmiKGJvbw87OzvHK+IFBQUwGo0JJV0zMzPHtcfxWF1dRTgczpiSBSmtr6/jzZs36O7uTtk1PB4P5ubm0N3dnfErim63G2tra1kx5judBgcH4XA4UFlZKcn1w+Ewnj9/jurq6oy4w3kV5yXcmf3bR3TS7u5xsv36xx8RDAY//WHOz4/02M7hZBuIdC65efMmBgcH037tg4ODjEm2d3Z24PF4cHR0hNXVVezs7KC2thZ2ux0Gg0H2yTaA49X3qqoqOBwO1NbWQq/XY2VlBS6XC3Nzc3F1MrBarfB4PHFft6ysDMFgMO5Nl7kstkk3tvKXbJOTk/j48SPu3r2b8ck2ENl0qlAoZDtJV66k7FwSCATQ29uLGzduZH2yfZHM/w0kitHpEM7Lw/DgIAxHR/hJbINgQUFWtv27LJPJBJPJlPJOHJlmb28Pc3NzcLlcCAQCMJvNcDgc+PVf/3V4PJ6sGIpTUFBwvMpktVqxt7eHmZkZLC0t4ejo6NTnqFQqFBcXJ9QpwmKxYHV1VZaDl+TG4XAgHA7D7XYn9bzDw8NQKBSyqt9NhtbWViwsLLBzSQKk6lyyubmJ/v5+dHZ2pn2DsBwx4aasETw8xH/u64OwtYUasxnY2YlsjDQYmGx/ob6+Hvv7+3H3W76qQCCA/Pz8tFwrEaFQCIuLi5idncXOzg5qamrgcDhQXl7+WQlFV1cXBgcHEx6Kc3BwgKWlpeMV5VhCPzc3h52dnWR/OQlRKBSoqKhAXV0diouL4fV64XK5Tl0FKy0t/WxjaDzsdju8Xq+sW5PJRVtbG9xud1KGCIXDYfT19aGiogKNjY1JiE5+OBk2cWq1Gk6nE319fWm5nsfjwdjYGHp6ethdJoo13CewhjtzbW5uYvTJEzibmjD97h0qVSpU1tdHVrfLy3Nyk2Q8Hj9+jLa2tpR3Lvn48SOKiopk84d3c3MT6+vryMvLg8lkiquzx+LiIhYWFi5cMRRFEfPz8zg8PIRGo0FJSclX5w+Hw1hbW8POzg4KCgokq638Ujgchs/ng9/vh8Vi+azWOxQKYW5uDteuXYv7fIeHh3C73airq8uIMhwpJaNzSTAYxNOnT3Hr1i0YjcYkRygv7FxyOenoXDI5OQm/3591d1fiwRpuymqxd9J379xBYWEhWm/dwoetLeyEQpGNlOvrkdHu9JW7d+9ieHg45UNL/H6/5Mm2KIrw+XyYmZnB0dERHA4HbDZb3G30zGYzVCrVubf+RVGEy+VCSUkJamtrYTabTz2/QqFAeXk5amtrodVqMTs7e2ZJRzopFApUVlYeD7NZWFg4XtVXKpUoKyvDx48f4z6fSqWC2WxOerlENopN2xsYGEj4TgoQ6bv89OlTdHV1ZX2yDXAy7GVZLBYUFBRgamoq6ecOh8MYHByEUqnMyWT7Iky4KaONj4/D5/Ph/v37UJaWRjZHAvi+sxOvXr2K3M4OhSIDcOgrSqUSnZ2d6O/vv9SLfCY4OjrCwsICXC4XtFot6urqUFpaeqkV19bWVszMzJxadhFLtisqKqDT6eI+Z3FxMSwWC2ZnZ49b+klNqVTCZrOhpKQEs7Oz2Ij+/hgMhuM+4PEqKChAcXExFhcXUxVu1rjspmafz4fh4eGcu31vNBpRU1OTsk2n2aqpqQmrq6tYXl5O2jmDwSCePHkCh8MhixaEcsSEmzJSbDxxYWEh2ttP3L0pKQGUSiiVSnz77bf44YcfIscPDiL9uekrOp0OTU1NGBoaSsn5Dw8PoVKpUnLui67r8Xjg8XhgNBpRW1sbmTJ6Rd3d3V/Vc4uiiNnZWVRUVKCwsDDhc6rVatTV1eHjx49YW1u7cozJUlBQgGvXruHo6AgzMzMIBAKwWq3wer0JjaIvKSmBQqFISo1ytjOZTKisrIx7U7PL5cL79+/R09MTd+vGbBLrfMHOJYnp7OxMWueS3d1dPH36FO3t7bIpj5MjJtyUcQKBAB49eoQbN258PdUuNkVSEFBUVITa2tpPqx+7uwA32ZyqsrISBoMBk5OTST/35uYmiouLk37es4iiiIWFBSwsLKCyshIOhyNp0xeBSHL87bffHr9BiSXbVVVVl0q2YxQKBex2O46OjhJOaFOtrKwMDocDKysrmJ+fh8lkwtLSUkLnqKysxPb2Nvb29lIUZfaoq6tDIBC4sB3j+Pg4NjY2sqLH9lWwc0niYp1LBgYGrrSxeXl5GUNDQ7h3717GTTBNt9z9DaWMtLq6iv7+fty5c+fsNkNKZSTpRqTuVqPRYHZ2NvLY1haQ4nrlTNXY2Ijd3d2k3/rf2tpKqMTiKjY3NzEzM4OSkhLY7faUTdUrKyuDXq/H+/fvj5PtZN3KN5lMKCkpwczMjKw6fCgUCtTU1MBkMmF1dRUfP35MuEuEzWbD0tJSyvcMZIP29nbMzs5ic3Pz1McHBweh1Wo5BCYq1rmErSjjd9XOJVNTU3C5XOjp6cnYCabpxISbMsbMzAzevXuHhw8fXryLPz8fiL7bvnHjBtbW1iKrH7FNlDLYoCZHTqcT7969S9rQkvX1dRiNxpR3qDg4OMDMzAwODw9x7dq1tNSxNjU1weVyQaPRJP16Op0Odrs97uE06aTRaFBXVwebzYbnz58nlHQLggCHwwG32521ewaSqbu7+6tNzaFQCI8fP4bNZkN9fb2E0clLbMU2m/ejpILBYMD169cxPDyc0POGh4dxeHiIzs7OnL67kgh+lygjjIyMYG9vL7FbpzodEC0luHXrFt68eRPZlBYOR5JuGd2yl5Pu7m4MDQ0lZXU1lnCnSqwF3/LyMux2O8rLy1N2rdP89Kc/xZs3b1KyqqZUKlFXV4eNjY2EOoOki9FohNPpxOvXr+HxeOJOcvLy8mC1WllzG4cvNzXHpva1tbXBbDZLHZ7ssHPJ5VgsFmi12rg6l4RCITx58gQVFRVobm5OQ3TZgwk3yVrsl9tkMqGlpSXxExgMgFoNhUKB7777DsPDw5HE4PAQOONWba5L1oCElZWVlE4Xi5WPGI1G2Gw25OXlpexaZ0n1qpogCKipqYFKpYLL5ZLdyl1RUdFxm7HZ2dm4N0Xm5+fDZDLB6/WmOMLMF9vU/Ktf/eq4nC7VffMzGTuXXE5zc/OFnUv8fj96e3vR2toKq9WaxuiyAxNukq3d3d2r/3ILQqRzSV4eNBoNmpubcTzcaH8/Mo2SvqLX63H9+vVLdy4RRRFbW1spSQwODw/TXj5ynnSsqhmNRlRWVmJmZgYHBwcpu85lmM1mbGxsoLa2FuFwOO4Yi4qKoNFosLKykoYoM1swGMTy8jJMJtOlh+LkEnYuuZzzOpesrq5iYGCAb/iugAk3ydLi4uLxzucr/3Ln5R13LjEajTCZTHjz5k3ksZ0dgJtsTmWxWKDT6S41IOHjx4+oqKhIekx7e3uYm5uDzWZLe/nIeWKr7KOjoym7hlarRW1tLRYWFs7cSCcFQRBgsVjg9XpRVlYGu92O5eVlzM/PX9hppby8HAcHB0nbM5CNYrMGfu/3fg+BQID9zOPU2toKr9fLVpQJiN2xGxwc/Kyk0OVyxb9/is7EhJtk5+3bt/B6vXj48GHydj6rVJHyEgB2ux2Hh4dYWFiIPLaxESkxoa80NTVhfX09oQEJ4XAYe3t7Sel5fdLa2hpWVlZw7do1WfYbttlsUCqVmJmZSdk18vLyUFtbi/39/U8/vzKg1WqhVquxtbWFvLy846E5Hz58uHAvgMViwerqKrtLfCEcDqOvr++zWQOxTc1y20grV93d3Xj58iV/thKgVqvR0dFxXFI4NjaGra2tnG89mQz87pFsxMbCApEXlqTTaiMbKQF88803cLvd2Nra4vj3CzidzoQGJCwvLyd9+MHCwgJCoRDsdnvKO55cRUtLC5aXl+Hz+VJ6naqqKhQVFR2PqZeDqqoqrKysHMdTWFgIu90Ol8t14QRNu90Or9crqzaIUvL7/Xj06BGam5u/mjUQG7zE79XF2Lnk+DVvfAAAIABJREFUcgwGA+rq6vBnf/ZnKC4uRmtrq9QhZQUm3CQLwWAQvb29cDgcaGxsTN2F9Hogekvsu+++w48//hhpuXV0xM4lZ0hkQMLR0RECgcCVBsCcFA6HMTs7C51Ol5ISlVTo7OzE69evU74KqdfrUVNTg9nZWdms4Fmt1s+GtahUKtTV1WFpaSny5vYMsaE/c3Nzshr4IwWfz4fBwUHcuXPn1A4/sRVIduKIj0ajwbfffovnz59LHUrGCAQCeP/+PX7+858f18PT1THhJsltbm7i6dOncDqd6RkLe2L8+61btzA0NBRZ/QgGOf79DLHOJRe9yC8tLaGqqiop1wwGg/jw4QPMZnNaJ1Ve1Vl1kKkQGwm/uLh4bkKbLmq1GoWFhZ/VzSoUCtTW1mJ3d/fc9oYqlQpmsxlutzsdocrS9PQ0pqen0dPTc26trMFgQG1t7acN4HSusrIyVFdXs3NJHOIaLkeXwoSbJOXxeDA2Noaenp60TSOEIEQ2USoUKCwsRH19/ac/xHt7kQ/6SuxF/qwBCYeHhzg8PEzKGPXd3V14PB7U1dVl5CadL+sgUynehDZdTCYTNjY2vnqzUV1djby8PHg8njNXsQsKClBcXJzw2PhsMDQ0hGAwiK6urrhqZa1WK9RqdUr3DGQTdi65WELD5ShhTLhJMrHd9/fv30//JjilMrLSDaCyshJFRUWYnp6OPLa1Bcis9ZpcWK1WaLXaT9+rqKOjI7hcrqT0Zl1ZWcH6+jrq6uok6a2dLLEJbpdtrZio6upqKJVKuN1uycsyrFbrqSvVZWVlMBqN59ael0R/L3Olu0QwGMTjx49RU1ODpqamhJ7b0tKCpaWlyBRduhA7l5ztUsPlKCH8rlLahcNhDAwMQKvVHu++l0R+PhAtVaivr8fW1tanzW4bGxz/fobm5mb4fL7j75UoinC5XLDb7VdOkGODUKxWq6w3R8Yr1lrx7du3ableaWkpysrKMDMzI+mmOpVKBYPBcGqPbZ1Oh5qaGszMzHw2svykqqoqbG9vYy/L7zZtb2/j6dOn+O677y49OfL27dt49eqVbOr45Y6dSz535eFyFDcm3JRWsc2R9fX1qK+vlzocoLAQiA5OaWtrw9TUVORFPhwG1ta4ifIMsY2Bfr8fc3NzMJvNV2rheHR0hA8fPsBgMMiqv3YyNDU1YXt7O239kwsLC2Gz2eLqDpJKpaWl2N3dPTWpzs/PR11dHTwez5mbS202G5aWlnCYpS07PR4PRkZGrlxOx04cieH365PYcLm2tjZOjkwDJtyUNrHNkZ2dnTCZTFKH80lx8fH4d6fTiZcvX0ZWB0OhyEo3fUWhUKCrqwt/+Zd/Cb1ef6VpjwcHB5idnYXVak167265iPVPTteAF5VKhWvXrmF5eRkbEv4Mf9m15KS8vDzU1dVhZWUFO6dMfBUEAQ6HA3Nzc1mXGMXK6R48eJCUcjp24kgMv1+R4XIvXrzAvXv3oNfrpQ4nJzDhprQ4uTlS6lHcX4ltoszLg1qtxjfffIMXL15EHgsEOP79DFtbW+jo6MDr168vfY7t7W3Mz8+jrq4ueUOOZOru3bvHG+PSIZawBgIByTYh5uXloays7MzBSYIgwG63w+fznXqLPy8vDzU1NVmz0S0cDuPZs2efDbNJlrKyMlRVVWFiYiKp581Wudy5ZHJyEl6vFw8ePMj6v7tywoSbUm5iYkK6zZHxUiiOx78XFxfDarV+SiR3dgAJb83L0fr6Oo6OjlBfXw+Hw3GpkeYfP37E9vY26urqcmKTjlKpRGdnZ9pvZVdVVUGj0cDlckmymdJgMODg4ODMmtnYGwOv13tq+YhGo0F5eflxfX+mCgQCePToEW7cuPHVMJtkqaurQyAQOPOuAn3O4XAgHA7nTCvK2P4ppVKZmuFydK7sf5UjycR+ufPz86XdHBkvleq4c4nFYoEgCJ9euDY3Of49and3Fzs7O8ebvBIdaS6KItxuN5RKJSwWSypDlR2dToempqbjiarpUlJSgsrKyrhGradCTU0NvF7vmQm/QqE4t3xEr9dDo9GcugkzE6Szt3F7eztmZ2fTVr6U6dra2uB2u7O+c0kgEDjeP9XQ0CB1ODmJCTelhOw2R8ZLowGidcTNzc1YXFyM1MBy/DuAyB/tjx8/frXBJt72ZKFQCB8+fEBZWRlKS0tTGWrKiKJ4vGJ72sf+/v6pH7E2eJWVlTCZTGm/9a/Vao9HrR+kue2lQqFAZWXluaUtSqUSVqsVs7Ozpybm5eXlCAQCGZdITk9Pp723cXd3d1rLlzJdtncuWV9fR39/v/z2T+UYQep+rXLS3t4ucnLX1W1ubmJ4eBidnZ3pG2aTbOvrQCBwXHP53XffRV4s1WqgtDRS951jgsEg3G73mSUg4XAYjx49QldX16l1+ru7u1heXobdbpdvaVFUOBz+LHkOhULHSaBCoYBKpfqsbeFpLQy/PHZwcHCcdKvVanz48AF2ux02my2FX8nXwuEwXC4XKioq0v776fV6UVpaeu4+jr29PaysrMBut5/6+MzMDKqrqzNiMMfw8DC0Wi2am5vTfu3d3V28ePECDx48SPu1M5Hf78fAwAAePnyYVSVuLpcLXq+X/bXTRBCEl6IonnpLnwn3CUy4r25+fh4fPnxAd3e37JOqc4kisLoKHB5if38fw8PDn/5gFRQABoPUEabVwcEBPB4Pamtrz+21HQgE/n/23jW2rX0983sWb+L9LoqieKcsWZavsrQV2bK9tZ0zmS9N0jMJUqDopHOANkCbYoBpihboIDlo0EGDpv3QGaBF0U8tgsyXnDZIkyCdo+3ti7a2jmxZ25a2rG2RFCWSoilSIileJIri6gdq0bLFy1oUr+L/Bxh7g4tc6y+ZJt/1/p/3efD8+fNzX1ofPnxANpstSnXajWw2i2g0Wuxw8Xg8SCQSSCQSiMViCIXCul/v4OAAv/zlLzE0NAS1Wg2xWAyFQgGZTNbw3xFN09je3oZMJmvqTgNN09jY2MDg4GDFnzEWiyGVSmFgYODcsXw+D7fbXfW92EpyuRyePXuGoaGhlsqmgsEgtre3iV6XJZFIBO/evcP09HSrl1IXlpaWwOPxcPv27VYvpWsgBTdLSMF9MVZXV5FOpzExMdHqpdSHkxNgdxfI5xGJROD1ej/+bEol0Knde44cHh5ie3ub9XDj3t4eVlZW8PDhw+JAkkqlglarbcJq2ZPJZBCNRnF8fAyhUAidTleXWHou5HI5PHnyBA8ePAAAHBwcIJVKFbvpEonkwraLlQiFQqBpGv39/Q05fynS6TSi0SgsFkvF5+3u7oKm6ZJb4MfHx8Xdlna7gUskElhYWMDk5GRb2K2trq5CIBAQ3S5LvF4vDg4OOjoEJpfL4dtvv4XNZmv6Dlq3QwpulpCCuzby+TwWFhag1Wov34d6NlsMwPF4PMhms7h69WrhmE5XSKu8xGQyGQQCATidTk7bkV6vF7u7u9BoNLBYLG2z/X9wcFB0WJFIJNDpdC23xSq3lU3TdFGznEqlwOfzodPp6i4D2dvbw8HBQVPTPQOBAJRKZVXf9UAgAJlMBnWJHaVq0pNW4Pf78eOPP+Lhw4dttcM3NzeHK1euEP0uS5aWlqDT6TqyWE0mk5ifn8fExETJfzeExlKp4CaCHsKFYIYjHQ7H5Su2gYJm+zT+3el04vDw8GNi4P5+IRznkpJOpxEIBGqy7dNoNAiFQuDxeC0ttmmaxv7+PrxeL7xeLw4PD2E2m+F0OtHf39/yYhsApFIp7ty5gxcvXnzyOEVRkEgk6Ovrg9PphNlsRjqdhsfjgc/nK5vQyBWtVgudTgePx9M0u0KTyYRQKFT1egMDA0V5yefIZDIolcqWeYx/zurqKnZ2duoWZlNPzibDEqrTqc4loVAICwsLePToESm22xBScBNqJpFI4OnTp5icnITRaGz1chqHVFqIgAdw+/ZteDyeQjJePn9pnUtSqRR2dnZq2rL3+/3IZDL4zd/8TQQCgaZ/aeVPJUCvXr3Cixcv4Pf70dPTA4VCAaFQiEwm88kAYzug1+thsVgq+pnz+XwYDIZzxbff77+w1Z9cLofZbIbb7W5KlDpFUUWrwGowEe+lnFUYmVIr0zTz+Tzm5+chEAjaVk7HJMPOzc1dutTORtFpziVra2vwer2YmZlpi0YC4TxEUnIGIilhT7tunTaUaBQ4Oirq4+7du1f42Xt6CvKSS0IymUQ4HIbD4eBUbOdyOWxubsJgMBS1q4xzyYMHDxra6aZpGrFYDPv7++DxeNBqtcU1nJyc4Pj4GLlcDrlcrvj/x8fHZYsPmqYhEokgk8kglUqb9gW2vLwMhULBKRiFsWqkaRp9fX0X0qHncjl4vV6Yzeam6NlDoRAkEglUp7tI5WAGJR0OR8nPG+Z91+wU22w2i+fPn2N0dLQjmg5n5ysI1ekE5xJG0qlWqzEyMtLq5XQ9RMPNElJws+PSDUeyJZ8vOJfkcjg4OMD333//cZpdLi8MUnY4BwcHiEQisNvtnIrtVCqFYDAIu91+ztGjUV9aNE0jkUgUO+hqtRpqtbpuOuRsNot0Oo1UKvWJn3Gj3URevHiBoaEhznrbk5MThEIhHB4eQq/XVy1iy0HTNLxeL3Q6Xc3n4MLGxgYcDkdVx5Hj42Nsbm6WlDgx7iel3n+NolPtT71eL+LxOHGuYEk7O5d02g1fN0AKbpaQgrsyl3o4ki25XMG5hKYRDAYRDoc/fnGp1QX5SYfCFK9ch9B2d3eRTqcrDt3V80vr4OAA0WgU+XweKpUKGo2mqd2nw8PDc24i9SzCq/mZV4OmaUSjUcTjcSiVSuj1+prWxEhxent7Ob+WC9lsFoFAAA6Ho+pzDw8Pi0O8n/9MTHe+lpkDrnS6/WknDwW2ArfbjVQq1VbOJZ16w3fZIQU3S0jBXR5yJ32Gw8OCdhvAu3fvIBKJ4HQ6C2E4Ol1h0LLDiMViiMfjnL6AmYh2uVzOKq76ol9a0WgU+/v7RYvBdvJgZorwg4MDCIVC9PX1XUiGwviZz8zMXKigi8fj2N3dhVarrcmWMRwOF/3TG8nu7i74fD6rNSaTSUSj0ZLvVWao2el0NmKZAICVlRVkMpmO3+F79uwZrl+/3nZ2ne1KO92khEIh/PDDD90l6ewQiEsJ4UJ0zXAkW8Tionzk6tWriEajhUhzJv69jYbx2LC/v49EIsHpiySbzWJjYwMGg4FVsQ0ALpcL2WwWW1tbnNYXi8WwsbEBiqIwODiI3t7etiq2gUKHu7e3F06nE319ffjw4QM8Hg/29/dLxpSzOd/ExMQ55xKuqFQqDA4OFiUX8Xic0+sNBgMUCgW8Xm9NPwdbent7sb+/z2pgUy6XQ6FQfHQLOoNYLIZer4ff76/7GvP5PObm5tDT09PxxTYA3Lt3D69evSLx7yxpF+cSr9cLt9uNL7/8khTbHQYpuAkVCQaDePnyJWZmZsi21VnkcuB0qOzu3bv44YcfkMlkPjqXdMjO0d7eHlKpFKxWK+vXxONxbG9vw+l0cpY8jI+Pw+PxIBaLVX3uwcEBNjY2cHx8jMHBwY7pxIlEIlgsFjgcDtA0Dbfbzern/Ry1Wo3BwUEsLi5eeE06nQ4ulwtHR0fFnQa2qFQq9PX1YWNjo6HOLjabjfXNGLPDEYlEzh1TKpUQiUTY3d2t29oY+9MrV67gypUrdTtvKxEIBLh//z6eP39OnEtY0mrnkrW1NUSjUdy/f79thzgJ5SF/Y4SybG5u4v37923pK9sWqNWASAQej4cvvvgCi4uLhS+u42OghgKr2USjUWQyGU5ygWAwiFQqBZfLVXOXeXp6GouLi2U7a+l0Gm63G+l0Gi6Xq+Ea4kZBURS0Wi0GBweRzWaLwUlcMJvNkEqlWF9fr8t6GFvB/f19BAIB1q+VSqWw2WzweDwl7fnqgUAggEajYV0o9/X1IZPJIJFInDtmMBiKMp+LEovF8PTpU0xNTV264BipVIrR0VEsLCy0eikdQSvtFZeWlpDP5zE+XlKtQOgASMFNKIvRaEQ2myXdj3JQFKDRAHw+xGIxrl+/juIMQCYD1OHLvlHs7u7i6OgIAwMDrJ5/cnICt9sNmUwGk8l0oWuX66wdHh4Wu98OhwN9fX1tF9tdKwaDAVarFcFgEDs7O5zkGaOjo9jb2yspoagFiqJgNpuhUCiwsbHB+iaAmVXY3t7m1CHnglarRTKZZL0mi8WCaDRaMtDFYrEgHA5f6AZha2sLy8vLmJmZabrlYLMwGo3QarVYXV1t9VI6AqlUilu3buHbb79t2jXn5uag0WgwOjratGsS6g8puAllEYvFuHPnDubn51u9lPaFzwe0WuC0m2kwGPDDDz8Ujh0cFAYs24xwOIyTkxPWhXMmk4HH44HFYqmbTZxUKsWNGzcwPz+PfD6Pra0t7O7uwmazwWQyXcrtUoFAALvdDrlcjo2NDU5JkZOTk1hbWyvZza0VpVIJh8MBv9/PWpfK5/Phcrmwu7vbsLAZq9XKSedvt9sRDAZLFukOhwNbW1s1SWHevHmDcDjcFVrZ4eFhJJPJut3UXXb0ej36+/vx5s2bhl4nn8/jm2++gcPhYOXiQ2hvLt+3GqGu6PV6GAwG0v2ohFBYkJeg8OV/fHz8cbt+f78gMWkTmIAUtsOvkUgEHz58wODgYN3DXwwGA4RCIf7hH/4BBoMBFoul7YYhG4FCocDg4CASiQTrwpLH4+HBgwdYWFio65Abn8+H0+kshhax2c2iKAp2ux2ZTAYfPnyo21rOrqm3txehUIjV8ymKgsPhwObm5rnCmsfjwWazcRr6zOfzePHiBWQyWVdt309OTuLdu3ecbgS7GZfLhVwuB5/P15DzZ7NZzM7O4ubNmxfeVSS0B6TgJlTlypUrSKfTpPtRCYmkMEgJ4NatW/D5fAVHCMa5pA1kOTs7O6AoCn19fVWfS9M0tra2kM/nOYfgsOHw8BAbGxtwuVzQ6/Ulh98uMxRFwWQyQaVSsf53JRKJMDU11ZAhN4PBAKPRWNTOs8FkMkEgEHB2nWGDSqXC0dER6+E0Pp8Pu90Oj8dzrrAWiUTo7+9ntc7Dw0PMzs5iaGiIU9rnZWF6ehrz8/PI5XKtXkpH0CjnknQ6XZwb6JRhcUJ1SMFNYMXExATpflRDqSxYBgL44osv8P333xe6kScnhU53C51LgsEgBAIBq6Gv4+NjbGxsQKfT1X1I7Kx8xOl0QqfTYWJiAhsbG3WVS3QKjESHrV2fXC5v2JCbWCzG4OAgotEodnZ2WL1Gp9NBo9HA7XbX/SbAYrFge3ubdWdaJBLBbDaX7DjKZDIoFIqKXfO9vT08f/4c9+/fv3TDkWwRiUR1saPsJurtXBKLxTA3N4dHjx4RZ7BLBim4Cawh3Q8WaDSAQACBQIC7d+9iYWGhUIgcHQEtKigDgQDrxMCDgwP4fD44HA7IZLK6riMajcLr9RblI2d12tPT03WXS3QKJpMJkUiE9c/ODLmtrKzUfS0URcFisUAqlbK2AVQoFBgYGIDb7a7rZwOPx0N/fz+nnTWJRAKFQoFwOHzumFarRT6fL6k99/l8WFlZwePHjy/tcCRb1Go1nE4nSAgcO+rpXBIKhbC0tISZmZm6S/gIredCBTdFUb9LUdQqRVF5iqLGzzz+E4qiXlEU9fb0v1+dOXb39PENiqL+F+p0r5qiqD+lKOoNRVHLFEX9fxRFmU4fV1EU9TcURX1/eq1/duZcv09R1PvTP79f7RqEi0G6HyygqMIQJY8HmUyG4eFhLC8vF46lUoU/TWR7exsSiQQ6na7qc3d2dhCPxzE4OFjXITFGPgIUdI/i012AswgEgobJJToBu90On8/Hups7PDyMTCbTEDkHUOi8MzaAbG4ExGIxHA4HvF5vXT2K5XI58vk8a5kLUOi6Hx4elnRSMZlMiMVin5xveXkZ0WgUDx8+vJTDurVgtVohEongdrtbvZSOgHEuuYjBgM/nw8bGRlcM6XYrF/10WQHwUwDPPns8AuDfo2n6BoDfB/B/nTn2vwL4TwBcOf3zj08f/x9pmr5J0/RtAP8vgD8+ffw/B/ADTdO3AHwJ4H+iKEpEUZQWwJ8AmATwBYA/oShKU+UahAvCdD+WlpZavZT2RSAodLrxManv/fv3hWPxeKHb3QS2trYgl8uragBpmsbm5iZ6enrqHuEdCAQ+kY9UQi6XY2RkBF9//XVd19AJ8Pn8snKIckxMTLAOEaoFoVAIp9MJn89XCHWqgkAggMvlQiAQqIv/NYPZbEYgEOBkpWixWLCzs1Oy42632xEIBHB0dIRnz55BpVJhbGysbuu9LNy8eRM7OztdN19RK3q9HkajsSbnkrW1Nezu7mJ6eprc9F1iLvQ3S9P0Gk3T5xIZaJp+TdM0sw+4CkBCUVQPRVH9AJQ0TX9HFz49/08Av336mrP77TIAzKcrDUBx2qWWA9gDkAPwGwD+HU3TezRN7wP4dwD+caVrEOqD1WoFj8eD1+tt9VLal54e4FSfe+XKFcTj8Y/b3Pv7DY9/9/l8UKlU0Gg0FZ/H+Gv39vbWdTiH0YErlcpz8pFybG1tYXV1FWKxGGtra3VbS6dQSQ5RDiZEqFHJd3w+H4ODg9jZ2WFVRPN4PLhcLuzv79etUKMoCgMDA5zi2imKgs1mw+bm5rlCnXE1efr0Ka5evUrs1ipw7949vH79umXJip2Gy+VCNpvldONMAm26h2bcSv0TAEs0TR8BGABw9lPTf/oYAICiqP+eoqhtAP8hPna4/w2AEQBBAG8B/HOapvOnr9suca6K1/gciqL+U4qiXlIU9bKeUcCXndu3b2N7e7vu09mXCpkMONWDjo2NYX19vbDNnc8D0WjDhih9Ph80Gk1Vz+yjoyN4PB5Yrda66rUTiQR8Ph/sdjsUCgWr53/99dc4ODjAT37yE0xPTyORSHSlK45Op0MymWQtq2lGPDdFUXA6ndjb22PtvW21WnFyclK3v0OpVAo+n8+pcy4UCmE0GksW6gKBAA8ePCBD4FVg7Ci7VepVC+Pj4/B6vax2nubm5qBSqUigTZdQteCmKOqXFEWtlPjzWyxeOwrgzwD8AZvF0DT939I0bQHwFwD+8PTh3wCwDMAE4DaAf0NRlJLN+Vhe83+naXqcpunxTo2QbhX37t3Dq1evunLQjTUqVTH+fXJyEq9evSpsc+dyhU53ndne3oZKpYJSWfmfSDKZhN/vh8vlqttwDk3TCAQCSCaTrHTguVwOCwsLWF1dxfT09CdfOowncDc6lxgMBtbx5kChGL1z507Dk+9sNhvS6TTrDnxfXx8kEknJLnMt9Pf3IxQKcSr85HI5RCJRycYAM9vAJeK+G2EC0JqZrNjpVNt5Ohto0432k91K1YKbpulfp2n6eok/f13pdRRFmQH83wD+KU3TzORFAMBZkaj59LHP+QsUOuMA8M8A/IIusAHAC+Dq6essJc7F9hqEC9Ltg26sYIYo+XyIRCLcunULv/rVrwrHDg/rGv8eCAQgl8uhPg3hKUc0GsXe3h6cTmfd9ILHx8dwu91QKpWsQhrW1tbw7NkzDA8PY2pqqmTRzziXdJsrjlwu5xydrtfrMTAw8HFAt0EMDBQ2C9l2rjUaDXp7e+F2u2tKezwL46DCdVC0r68P8Xi8pA5dpVJBIBAgGo1eaG2XnWYlK14WmJ2nUs4lJNCme2mIpISiKDWAvwXw39A0Pcc8TtP0DoAERVG/dqrJ/qcA/vr0NVfOnOK3ALw7/f8tAI9Pn9MHYBiAB8A/APhHFEVpTocl/xGAf6h0DUL9YXyBFxcXW72U9oXHK8a/q1QqWK1WvH37tnDs4ABgMZBWjWAwCLFYXFWzHQgEkMvlYLVa6xZmE4/HsbW1xUpCEg6HMTs7C7FYjK+++qrizYFIJMLk5CSePft8JvvyIxaLWQ0qnoXRIjd6tsJgMEAikbDWqcpkMlgsFtaOJ5UQi8UQi8WcB0VtNhv8fn/Jor+vrw/JZJLzTU63weiTG+WMc9mQSqW4cePGJ84lJNCmu7moLeC/T1GUH8AUgL+lKOofTg/9IYBBAH98avO3TFEUkyTwnwH4PwBsAHAD+PvTx/+HU6nKGxSK539++vifArhHUdRbALMA/muapiM0Te+dHls8/fPfnT5W6RqEBmA0GqFUKrG+fm5+lsAgFBadS8xmMyiK+vjFFYtdKP49FApBKBRWdAGhaRperxcymYxV0iRbAoEAUqkUXC5XRQlJOp3Gs2fP4Pf7MTMzw3pQTalUYmhoqOtu6AwGA6fhSQZmtqLRzhIajQZarbZksmMpenp64HQ6sbW1xcnirxRGoxGRSIRTx5zH48FqtZa9SbBardjZ2cHxBf4ddgPj4+PY2NhomDPOZcNgMMBgMODNmzck0IYAqh7ausvC+Pg4Tcz+a2d+fh4ul6trU9pYcXBQlJF89913GB4eLnSl+Xygt7fQDedAOBwGTdMVi+hcLgev14uBgYG6hXqcnJxgc3MTvb29FfXi+Xwey8vLSCaTGB8fr/n6q6urEAgEGB4ernXJHYfH44HD4eC8E5HP5zE7O4v79+83PMQlk8nA7/fD6XSCz+dXfT5jQanRaKpKnyqRzWYRCAQ4O4zE43GkUqmSW/knJyfweDxwuVzEmq0CuVwOT548waNHj0g4C0v+/u//HrFYDL/7u79LPLYvORRFvaJpuqTlDPlUIdSNyclJvH379sIdrEuNQgFIJAAK8e9v374tDNacnAB7e5ycS5guX6Vi+/DwEF6vF3a7vW7FVzqdhsfjgcViqVhs+3w+zM7OwmQy4eHDhxe6/ujoKCKRSMVo7suGTqerSVvMOEvMzc01XP8ukUiKATlsrsVY8qVSqZo6+AwikQhyuZzz74dx7onH4+eO8fl8WCwWbG5u1ryuboCZ3SEBaOxYW1uDVqstSpcI3QspuAm6Flt8AAAgAElEQVR1o54Rt5catRoQCsHj8TAxMYHFxcXC7yubLQTjsCAajSKbzaK/v7/scxhrPZfLBaFQWJelRyIR7O7uYnBwsGx3KxaL4euvv0YymcRPfvITGI3Gulx7amoKq6urXfOlpVKpanZpEYvFTUuFFYlEsNvt8Hg8rCUZAwMDoCiKk7f25/T29iIej3OWgZhMJkQikZJ6crFYDL1ef6F1dQNyuRxXr17FwsJCq5fStuTz+eLvZ3JyEg8fPsTi4iJx9epiSMFNqCtisRh3794lFlKVOBP/LpFIMDIyglevXhWOpdNAlYJyf38fmUym4oT77u4u4vF43ZxIaJouRo/bbLaSModsNov5+Xmsra2ds/mrB0zndn5+vmucS0QiUc1f0Gq1Gg6HoympsEKhEC6XC5ubm6zX29vbC4VCwVoHXgqr1VrTEJ/dbi++nz9HqVRCKBSShMUqmEwmyOVyMrtTgmw2i2+++QYWiwUjIyMAiKsXgRTchAag1WqJhVQ1+Pyic4ler4dOp8O7d6fGPIlEwTKwBPF4HAcHBxUj2P1+P2iahsViKfscLjCpkXq9HuW86ldXV/HixQuMjIyUtfmrByKRqGmd23ag1uFJBpvN1rRUWD6fX4yCZ5tMqFKp0N/fj42NjZpuogQCAbRaLeffEZ/Ph9lsLjtE2dfXh3Q63TW7KbUyOjqKvb29C71HLxuRSARPnz7FF198ca4pwrh6kZ2B7oQU3ISGQCykWCASFePfnU4nDg8PP/ob7+8XwnHOcHBwgFgsBqvVWvJ0+XweHo8HSqWyboOryWQSPp8PDoejZBplKBTC7Ows5HJ5VZu/eqFWq+F0OtENA84ikejC3fxmpsLy+Xy4XC74/X7WsxwSiQR2ux1erxdHR0ecr6nRaJBKpTjHj0skEigUirLFosViQSgUIhKAKpDZnY+8efMG79+/x+PHj8s6kRiNRmi1WqyurjZ5dYRWQwpuQsNgLKS6MS2QNVJpIQIehcLI4/EU4qtpujBEebr1mEwmEYlEYLPZSp4ml8vB7Xajv7+/asokW5iAnFKWf4zNXzAYxMzMTNl1NQqr1QqRSAS32139yYRiKizXorQWeDweXC4XdnZ2WHtbM5KU7e3tmrrKNpsNW1tbnMN1dDodDg8PS16TGfD0+XxEAlCBZg7ptivZbBZff/01FAoFpqamqsr4hoeHkU6nyaxAl0EKbkJDefjwYVemBXJCpQJ6egAAv/Zrv4bXr18Xumqn8e+pZBLhcBh2u73kyzOZDLxeLxwOBySnDigXpVxATj6fx9LSEpaWljA+Po6xsbGWWajdvHkTOzs7RGvLgkrJd42Aoig4nU6Ew+HCDSQLmEKdudHjAo/Hg91ur8lhhOlkl/qM4vP5sFqtTZHkdDIikahrZ3eCwWBRQsLFpnJiYgI//vgjaUh1EaTgJjQUgUDQtWmBnNBoAIEAAoEAd+/eLca/Z2IxhDc2yvoxx+Nx7OzsYHBwsC7+rpUCchKJBGZnZ2E2mzE9Pd1wj2c23Lt3D69fvybb2SyQSqVN1Y8yHeK9vb2SNnzlXmOz2XB0dMTZAlIkEsFgMGB7e5vzOm02GzY3N0sOUfb09KC3t5fzebsNrVYLm82G5eXlVi+laSwtLSEQCFSUkFSCaUgR2VJ3QApuQsNh0gK7QXNbM0z8O48HmUyGwcFBfPfddwiFQrD39oIqUVCGw2Ekk0k4nc66xLTncjlsbGzAaDSe02IHg0G8fPkSMzMzbRVsdHY7m2z7V6cV+lGbzYZEIsGpa93f3w+hUFjWSaQcCoUCPT09nHc9hEIhjEZj2S1+pVIJsViM3d1dTuftNmw2G/L5/KXfEUin05idnYXBYMDExETNu3zE07y7IAU3oSmYzWaiua2GQFCMf9doNMhkMshms4ViOh4HzgyUbW9vg8fjYWBgoC6XPhuQ87ksZX19Hdvb2/jqq6/aMiWNsaIkX1rsGB4eRjKZ/Dig2wQsFgsymQynQlin00Gn08Hj8XC6mTIYDEilUqz14wxyuRwikahsmE5vby8ODw9ZS2S6lbGxsaYN6baCra0tfPfdd7h//35Ftyi2EE/z7oEU3ISmQTS3LOjpQVYiQSAQwKNHj3BwcPDRRWF/H/lsFm63G2q1Gnq9vi6XrBSQs7i4iFwuh8nJybpcq1FotVpYLJau2s6+CBMTE1hbW2uq7d3AwACOj485WcjJ5XKYzWa43W5OATdWqxXBYJBzKE5fXx8SiQQymUzJ4xaLBeFwuCY3lW6imUO6zYIJstnb28NXX30FsVhct3ObTCYolUqsra3V7ZyE9oMU3ISmwmhuL9MHcT05Pj7G5u4ubCMj4PF4GBsbw/r6OlKpFI6PjrC5tATzwAAUCkVdrhcOh5FIJM4F5ORyOXzzzTfo6+ure4BNo3A4HF2xnV0PWhUixCSjctFn9/T0wOFwYHNzk7ULCaMfL6fLroTNZoPf7y97LYfDUZMjSjfR7CHdRpNMJjE7OwubzYbbt2835BojIyOIxWKcZxcInQMpuAlNhcS/lyeXy8Hr9cLpdIKv1QIiEXg8HiYnJzE3NwefzwfbwAB66jAgyNgICgSCc9uiyWQST548wc2bN8t6frcrl3E7u9YUxmq0KkTIYDBAIBAgEAiwfo1AICgONnJ5zcDAQNlwm3LweDxYrday1zp7vFF/N5eBZg/pNgq3242XL1/i0aNHMBqNDb3W5OQkVldXSeDSJYUU3ISmI5VKcePGDczPz7d6KW3DyclJ0dpPIBB8jH/n85FOp2E2m/Hhwwfw+fxCCuUFrKTi8Tg2NzdhtVqh1Wo/Oba1tYVf/epXePTo0bljncL09PSl2c4+PDxEz6llZCNoZvz7WfR6PSQSCSfnj1pcSKRSKZRKJeeuYU9PD/R6fVmde09PDwwGA/FRrkInh7zk83nMzc0hk8ngyy+/bFh67llatfNEaA6k4Ca0BIPBAL1e35EfxPWGSYi02Wyfaqh5PISyWRweHeHatWuw2+34/vvvC8eSSYBjpzufz8Pn8yGTyWBwcPCcXnt5eRmRSARfffVVU75cGgWzi/L8+fOO30VJJBJQnaaRNopmxr+fRavVQqFQcOpAKxQKzm4hWq0WJycnrK0JGZjfe7nXKRQKSCQSEmtehVYM6V6UWCyG2dlZjIyM4Pr16029tkgkIla6lxRScBNaRid+ENcbpthmkhMZaJqGz+eDUCqFcWQEQGHoTCgUftzqjscBlv6t6XQabrcbBoPh3LYoo9fWaDQYGxury8/VaqRSKe7cudPxuyipVKopfufNjH8/i1qthlarhdfrZS3PYNxCuGy7DwwMIBKJcB52NJlMiEQiZX2S9Xo9stksCS+pwuTkJN69e9cRUom1tTWsrKxgZmamZbt8jJXu4uJiS65PaAyk4Ca0lFa4JbQLNE3D4/HAbDZ/Ihs4OTmB2+0u2qJBLAZO49qvXbuGcDhcKIyY+Pcqw1vBYBDRaBSDg4PnLP9isRiePHmCsbGxpsezNxq9Xg+j0Yg3b960eikXoh4e62xolRRHoVCgt7eXU9HNSKy4BIYwMe1chx3tdntFP3Cz2Yzd3V3iXFKF6enptpZK5HI5PHv2DDweD9PT0y23QDWbzZBIJHj//n1L10GoH6TgJrSUbtWsMcX2wMDAJ/ZS2Wy22PH+JLlMLgdOi+Xx8XGsrKwUrMvy+ULRXaIYyGaz2NjYgFwuh8ViOVe4eb1evHnzBjMzM1CeFvSXDZfLhWw2i62trVYvhTMnJyc1B2rUQisHmuVyOYxGI2vPbYqiioUw27XyeDzOg5dAId7dbDZXlL4Q55LqtLNUIhKJFAfFh4eHW72cItevX0c4HCaypUsCKbgJLYdxS/j2229bvZSmwMSnG43GTzrOqVQKW1tbcDqdpTXUajUgFILH4+GLL77A4uJiodg4PgZisU+eGolEEAgE4HA4ShbTi4uLODg4wMOHD1veyWk04+Pj8Hg8iH32O2p3Dg4Omn4j1EpnCalUioGBAdZFN5/Ph9Vq5aQ9Z2LauQ47SiQSKBSKsoUPU8xz6dJ3I0qlEoODg22VOvz+/Xu8e/cOjx8/Ppew2w5MTU3h7du3SNfBnYrQWkjBTWgL1Go1bDZbVwSXbG5uwmAwQCaTFR/b29tDJBKBy+UqOJGU4oxziVgsxo0bNz5+cWUywMEBTk5O4PF4ABS6bp+fK5vNYnZ2FgMDA7h582ZDfr52ZHp6GouLi5wkCK0mkUjUzW+dC610lhCLxbBYLHC73ay6xbUU0EqlEkKhsGyiZDl0Ol1F7bhIJILRaOTkotKNMPMq7ZA6/PLlSxwdHWF6erqpu0lcYHaB5+bmumoX+DLSnu8wQldis9mKThqXFZ/PB51O94lcJBgMIpvNwmazVdfr8vmFopuioNFoYDQasbKyAgA4CAaxubYGs9lcMoUyEong6dOnmJychMlkquvP1e4IBAJMTU11lHPJyclJy3YfmjHQvL6+XvIGqKenB3a7HR6Ph1WBoVQqK0ayl6Kvrw/JZJJz/LvFYkEoFCq7LrlcDplMhg8fPnA6b7fR6tRhZlDcYDA03YWkFlrlmU+oL6TgJrQVY2Nj8Hq9Hbf9z4bt7W2o1eqiTICmaWxubkIikXALVBAKC/ISFLpF+Xwei4uLSKVScOl0EJUo2tfX17G+vo7Hjx9/qg3vIuRyeccEcWSz2fI7HU2iUQPNuVyuWDiUs58UCoVwOBzwer2s4tkNBgPnArqW+HdGO14p9Ean0+H4+JizDWG30arUYSbY6/bt2x0V7NUqz3xC/SAFN6Ht6MTt/2r4/X7I5fKity/jRGIwGKDRaLifUCIBFApkMhnI5XKk0+mC0wnjXHLaxc3n88WB1Pv377fttmmz6JQgjkAg0PJdiEYMNDOuONevX686nCYQCOB0OrG5ucnKAcRqtWJnZ4d1AV1r/LtAIIDRaKwoYzGbzYhGo5cifKlRMO+vZu46hUIhLCws4NGjR22p166GzWaDQCBoCzkOgTvd/e1LaEvObv9fBoLBICQSSbGwPjo6KjqRXMRjOZRKIZpKwW634/79+3j79m3hC/7kBNjbQzqVwuzsLFwuF0ZHR+v143Q8jFyiXVMC0+k0RCJRWwyz1nMre319vehvzLbY4fP5cLlc2N7erlq8ni2g2RZwtca/y+XyqjIWu92O7e1t4lxSAbFYjDt37jRlYH59fR1erxczMzMdHezVajkOoXZIwU1oS+RyOUZGRjpi+78SoVAIIpGo4KeNgvOE3++Hy+Wq+UP/+PgYGxsbkEgkMN+4AV5PDwQCASYmJorOJeHtbbz8m7/BgwcPYDAY6vkjXQomJyfx448/tmVgyc7ODvr7+1u9jCIX3cpmJCT5fL4mf2Mejwen04lAIFDVqYHP58NisXCy/qs1/r2vrw+JRKJgz1kCHo8Hu91OnEuqoNfr0d/f31C//MXFReRyOUxNTV2KXT5GjkOcSzqLzn/nES4tJpMJcrkc6+vrrV5KTYTDYfB4vOIAYyQSwf7+PpxOZ80f+nt7e9je3obdbi/IUxjnEh4PEokEIyMj+H/+6q+ws7qK6cFBiNuwoGwXHj58iPn5+baSLsXjcSgUirYrCmqNf2ckJNeuXcPIaWJqLTBFdygUqqopF4vF0Gq1nAY+tVotcrkc5xswm80Gv99ftostFArR39/fkT7wzaRRfvm5XA5ff/01+vv7L9Uu31nnkk4ZAieQgpvQ5oyOjiISiXSc8f/u7i7y+XyxuxwIBHBycgKr1VpTcuDJyQm8Xi9OTk7gdDo/7RKecS7Z9njQy+NB1tNTKNr8foAU3SVhpEvtNPm/u7vbtjsSXOPf379/XwxWqkdENiMZ2d3drVoYq9Vq8Hg8TlH1tSRGsgnTkclkUCgUnDvo3Ua9/fKZ4cjx8XGYzea6nLOdEIvFuHv3blt9fhEqQwpuQtszNTWF77//vmO2z6LRKI6Pj2E0GoshNzKZDH19fTWd7+DgAB6PByaTCb29vSWfk+Px8PTlSwyIxXhw/z4y6TTCu7uFg5ubABneKolSqcTVq1fbQroUDofL/v22C2zi3/P5fNEzuN7BSkzRvb+/X7UwMxqNSCQSnD43mPh3Ll1DkUgEvV5fsaOu1WpxcnJyKd2X6km9BuaDwWBxOPKypugChfeVxWLpivyKywApuAltTydtn+3v7+Pw8BAmkwm5XA4bGxswGo01TcTTNA2/349EIoHBwcGCC0kJ0uk0njx5gjuPHsFw7RoA4MaNG9j0egvFRi4HuN1F5xLCp7SDdOnDhw84Pj4uuti0K9Xi32OxGGZnZzEyMnIhCUk1bDYbkslk1Q62zWZDIBBg7VxyNjGSC8zfWyUrwIGBAezv75fVfBPqs+u0trYGn8/X8cORbHE4HMjn85zfs4TmQwpuQkfQzGn2WonFYkgmkxgYGMDh4SG8Xi/sdvsn8e1sOTw8xMbGBjQaDQYGBsrKUCKRCObn5z92csxm4DSd8PadO3jz5g1yJyfA0RFAPpDLMjo6ir29vaZv+9M0ja2tLfD5fAwMDDT12rVSLv693hKSapjNZhweHlZ0a6jF+q/W+HeTyYRIJFKxO8tovkliYHnkcnnNu07May7LcCRbxsbGOMm9CK2he96RhI6HmWZnkhXbiUQigXg8DovFgkQigWAwCJfLBaFQyPlcHz58QCgUgsvl+iT+/XN8Ph9++OGHTzs5PB7gcAAiEURCIa6NjuL169eFY/E40MDkwE5ncnISq6urdQ96KQfjxa7Vaksmg7YzZ/3MGQlJNputu4SkGsxOUqVkR4FAALPZzMn6r9b4d7vdXnHwjziXsIPrrlM2m8XXX38Ni8XS0J2VdoaN3IvQWkjBTegoXC4XMplMW3koM1vbNputONBVixPJ8fEx3G43RCIR7HZ7xdevrKwgGo3i4cOH558nEABOJ8DjQalQYGBgAGvv3hWOhUKFYBzCORoR9FKOs17snZr8OTw8jFAohL/8y7/EyMhIy1wgjEYjKIrCzs5O2edIJBKoVKqKz/mcvr4+HBwccNKA8/l86PX6ijcAQqGwJu/vboPtrlMikcDTp08xPj7e8rCoVsLIvZoZJETgBim4CR3HxMRE23gop1IphMNh2Gw2bG9vA0BNE/H7+/vY2tqC1WrF9rYGP/858LOfAT//OXDWnpZJjuzp6cHY2Fj5E0qlgN0OADD194OiKAQCgcKxrS2gQwZQm009g17KUQ8v9nYgEokgn89Dq9W2/OcwGAwQCoUf3+Ml0Gg0oGma0+AiowHncgOmVquRTqcrSkukUinnG4BuhNl1KnfTEwwG8fLlS8zMzFzq4Ui2SKXStpdedjOk4CZ0JNPT01hYWGipFjKTySAUChWHrFQqFWeXiXw+j83NTWSzWbhcLqytCfHnfw7s7xfk2Pv7wJ//eaHozuVy+Oabb+BwOHDlypXqJ1erAaMRAHB1eBihDx+QODgoDE96PIVhSsI51Go1nE4nXr58Wfdz7+7uIhaLweVydbTGlJEzPX78GI8fP27KrkA19Ho9pFJp8ca3FCaTidPgIqMB5yoBsVqtVT2lmRuA/f191uftNs4OzH/+/lpeXkYgEMBXX33VFqms7UIzgoQItdG5n/iErkYkEmFycrJlHqSHh4cIBAKwWCxFyz6uHZZUKgW32w2j0Vi0DPzFLwCNpvCHx/v4///236aLnrLG0yKaFSYTcOqgcOvWLfywuors8TGQzRLnkgpYrVaIxWK8f/++budkCkGLxVK3c7aCtbU1hMPhopyJ+bf47NmzVi8NGo0GSqWyoi+23W7nNLhYS/w7n8+HTqermh9gMpkQi8WIc0kFPt91YvTaGo0GExMTLV5de9KoICHCxSAFN6FjUSqVDetEVuLo6Ah+vx/9/f3w+XxwOBwQi8WsX0/TNAKBAPb39zE4OPjJa7e2ivVxEaEwgqWl+do9ZR0OoKcHAj4fN2/exOulJbxbz+N/+59T+C//A/852QqhwPXr1xEOhy8cupTP5+F2u6FWq9veZ7saL1++RD6fP1foKJVKDA0NYXFxsUUr+4hKpYJOpyvblaYoCna7nZNziVQqhUKhqKjN/hyNRoNUKlXVkpDrDUA3olar4XA48Mtf/hJPnz7FF198AZvN1upltTX1DhIiXBxScBM6GqvVCpFI1DQPUqZroNVqEQ6HMTg4yGk78+joCBsbG1AqlTCbzefs/qzWgpkIw/6+F5ub7/DFFxfwlOXxgCtXAIEAUqkUFOXCv/7Xq0gkAJcqgqNApChbIXzKRUOXstks3G43zGYzFKd2jZ1IPp/Hixcv0NvbW3Y40mw2QyKRtNTPnEGhUMBgMMDj8ZQsqmuJXNfpdDg+PuY0O2KxWKpeo1bZSrdBUVRxzqVTB42bTb2ChAj1gRTchI7n5s2bTfEgPT4+hs/ng0wmQyaTgcPh4BTTvru7i2AwCKfTWbb4+ulPC7rt/X1gZ+cNwuF9SKXT+J3fueA/VZGoOES59FoPtUqOfH4TPB5g422hT5bEL35xsUtcRi4SupRMJrG1tQWn01k2tKgTyOVyePLkCYaGhqp2Fa9fv45IJNIWMeYymQwmkwlut7vk351MJoNcLufUteYa/y4QCKBWqyt6hTPPM5vNFaUw3Yzb7cbOzg5+9rOftc37qxMQCATEuaSNIAU34VLQaA/SXC6Hzc1N8Pl8iEQiTiEluVwObrcbfD4fDocDfD6/7HNv3gT+xb/I4+BgDpGIBMPDY/ijPyo8fmFOg3FCIWDA7MDRURzpdOEmxZ73wO8hXZBSiMVi3L17l9O8QCQSwd7eHlwuV8W/73aHSTGdmJiAwWBg9ZqpqamKzhLNRCKRwGw2w+124+Tk5NxxnU6HXC5XMSHyc7jGv+t0OiQSiaqSEYlEAo1GUzEivhtZW1tDPB7H5OQkgI/vr2b55Xc6UqkUN27cqClIiFBfSMFNuBRUi5y+CExAycnJCXp7ezmFlMTjcWxubsJqtbJK38vlcohGn+Bf/SsX/uqvruDnP69Tsc1gMEDl0CGZBHp7b2Bv7z2Os4dIJXK4pSBDlOXQarWw2WxYWlqq+ly/3498Pg+r1cppB6Td2Nvbw9zcHB48eMBpdqCSs0QrEIvFsNls8Hg8JdczMDCAaDTK+ma9lvh3NtISoKBVpiiKJAaesrS0hJOTk08sUNvt/dUJGAyGYlAVoXWQgptwaSgXOX0R8vk83r17h1wuB4fDwVqHm8/n4fP5kMlkMDg4yCpxMplMFruJnJxIOPL4P7ZgNy1DMslDn+E2vN5lxGN5/MaDDEDCOMpis9nA4/HKFlr5fB4ejwdKpZJ1N7hdCQaDxZh2LgPBDM3wM+cCEybl9XpLDjHa7XZsb2+X7IKXgmv8u1AohEKhYFVI9/f3I5FItMUOQavI5/N49uwZNBoNrl+/fu64SCTC1NRUWzjjdArDw8NIp9NtFRrXbZCCm3CpMBqNUKvVWFtbu/C58vk83r59C4qicPXqVdY63HQ6DbfbDYPBwLpwDofDWFhYqN2JhAM3b/PwH/2JCzK1CNG9HlhtI/hi8g2GhlAQjxN9ZFlu375dcl6ASQmtxR6y3Xj//j18Ph++/PLLC/kbM84SzXYRKodQKITD4Sj63p/lbNea7eAi1/j33t5e7O/vs+rKMoE71RxOLiOHh4eYnZ3FtWvX4HA4yj5PqVTi6tWrRCrBgXYKjetGKDIV/ZHx8XG6Xb4cCBdjfn4eDoej5k4xTdNYWlqCXC7H0NAQa2lALBbDwcFBSQeScni9XgSDQUxNTTU3DCWdBn78Ecjnsb29jUwmg6GhocIxp7MQnEM4Rz6fx+zsLB48eACxWIxUKoWdnZ2q+vxOYHl5GTweDzfrqGN68+YNZDIZXC5X3c55EU5OTuDxeGC1Ws/dRCeTSezt7cFqtbI+3+bmJgwGA6RSadXnZrNZBAKBioUkQy6Xg9fr7fiQJC7s7e3h1atXuH//PqvfJ4Bic2VkZKSRS7s0MEPQjx49anlC7GWEoqhXNE2PlzrWHf+KCV1HtUjgStA0je+++w5qtRrDw8OcdLhqtRoWi4X1a5aXlxGPx3H//v3mf6lKpQUfQhQ0pse5HHaY7vbmJtCgAdROh5kXeP78OSKRCCKRSMcPRwKFm1SZTFbXYhsouAjt7OxUdepoFnw+Hy6Xq3iTeRa5XA6pVMrJe51L/LtIJIJMJmOVLtltziVbW1tFGRPbYhsoFNqJRIIMm7JEIBBgamqqbeRe3QQpuAmXkovYub148QIWi6WhHbl8Po+5uTkoFArcvn27YdepilYLnOqNR69dw/bWVmH6P58vJFGSoaSSSKVS3Lp1CwsLC7DZbB09HJnL5fD111/DZrPhypUrDbnGvXv38Pr167bRJfN4PLhcLgSDQaRSqU+O6fV6HB0d4eDggNW5uPpoGwwGRKNRVnpxiUQCrVaLQCDAai2dysrKCsLhcM0ypsnJSbx7945IJVgil8uJHKcFkIKbcGkRiUSc7dyAQkKX2Wxu0KoK28pPnjzBlStX2mOb3WwGTodBx+7excrKCnInJ8DREdCkQKFOxGAw4OrVq3jTwYlBh4eHePLkCW7fvg2TydSw61zkBrhRUBQFp9OJDx8+nCuuLRYLwuEwJ7/tgYEB1kE6FosF29vbrJ6rVqvB5/MvpXMJ03jo6enB+HjJXXjWPHz4EAsLCyTkhSXMvEk95p0I7CAFN+FSo9VqYbFYsLy8zPo1EomkYetJJpN4+vQpJicn28vJ4kz8+/Xr17H06lXh8YMDgEy1l8XlchXTRzuNRCKB58+f4/79+6wsKy9KLX7mjYbpTkej0XNe3A6HA1tbW6xvEKRSKesgnZ6eHojFYtb+30ajEQcHB+e68Z0M03hwuVx12VkRCASYnJwkIS8cIHKc5kIKbsKlx+FwIJfLtbwoCoVCRSeStosmFggAlwvg8SCXyxgHzAIAACAASURBVGG12bD6ww+FY+EwcAm7a/VifHwcHo8HsVis1UthTTgcxuLiIme97EWp5Qa40VAUBbvdjng8/om2msfjwWq1cvLb5hL/bjQasbu7y7o4tFqt2NnZuRTOJYlEoth4qKcFqlKpxMjICBYXF+t2zsvOxMQE3r17R4KEmgApuAldQauLIrfbDbfbjZmZmfadDBeLi/Hvxr4+CAWCj9veW1sA+UAuy/T0NBYXFztiO9vn8+HHH3/EzMzMhWz/asXhcCCfz3MqZJuB1WpFKpX6xOavp6cHBoOBtfwD4Bb/bjabWZ+b6cZvbm52dAc3GAzi5cuXmJmZaUjjgUgluMHj8TA9PY35+XkSJNRgSMFN6BpaVRQtLy8jlUq1xomEK2o1cKrlHRoaQiQaxX4sVhii3NwEOqCgbAXM5P/z589bvZSKrK6uYnd3F9PT0y19L46NjZX0M281ZrMZR0dH2N3dLT6mUCjQ09PDyWXFbrezkqOIxWKIRCLWw358Ph8Wi6VjnUvW1tbg8/nw1VdfNfRmj0gluCESiTA5OUmChBpMm3/7Ewj1o9l2SPl8Hi9evIBKpaq71VpDMRoBjQYAcOvmTay/e4fDo6NCse31kvj3MsjlcoyMjLTt5P/i4iJ4PN6Fh9PqxfT0NF69esU6Ur1ZmEwm5PP5T7TYBoMB6XSa9bY7n89nLUcxGo348OED6661WCyGTqfruMTAhYUF5PN5TE1NNeV6xLmEG0qlEkNDQ0SO00BIwU3oKpggm0Z/qDADQUNDQ6xCLtoOmw2QSMDj8XDr9m18v7xcKAhSKYDD9nq3wWxnr6+vt3opRXK5HL755hv09fW1VTjIWT/zdpNI9PX1gcfjYWdnp/iYxWJBKBRivUPW09MDvV5f1dKPoiiYzWZOBbRKpYJIJGKdctlKGNvJgYEBjI6ONvXaDx8+xPz8fEdIvdoBs9kMqVSK9+/ft3oplxJScBO6DrPZDIlE0rAPlbMDQW3lRMIFHq8wRCkQQCIW48qVK3jz9m3hWDRaGKQklGRkZAR7e3sIMSFCLSSZTBZt/7ikJzYLqVSKO3fu4Ntvv231Us7R29sLkUhULIRr0VCrVCpWln4SiQR8Pp/T4JrBYEAqlWrrYbd0Oo0nT55gbGysoVar5RAIBG17U9eujI6OIhKJcAp/IrCDFNyEruT69ev48OFD3dPvQqFQQweCmopIVIh45/Gg1WqhUqmw4XYXjvn9ANmqLQuTdNrKYigYDBZdcdRqdcvWUQ29Xo/+/v629DPX6XSQyWRFhyNGKsJFQ200GpFIJKqG/phMJuzs7LAKz2Hg2nVvJuFwGPPz8y1//8nlcoyOjrat1KsdmZycxNu3b9smqOqyQApuQtfCpN/VS0P6/v17eL3emtPS2hK5vBCMA8BhtyOTTiPMDJRtbuLNrw7x858DP/sZ8POfA21YM7UEJuilVZP/Kysr2N7exuPHj9vXFecM7exnrtFooFKpikU2o6Hmkv7IJv6doigMDAxwkpYwXXefz9dWHVy32110wmmH95/RaIRWq8Xq6mqrl9IRnA2qIs4l9YMU3ISupZ7pd0tLS8hkMpiammp/JxKu6PWFPwBu3LgBr8eDdDqNH3/I4S/+1I39aB5mM7C/D/z5n5Oim0EkEmFiYqKpQS/MoG5PTw8mJyebdt160GrrzkqoVCrodDp4PB7QNA2VSgWBQMBaQ814fVeLf5dKpaAoilPADZcBzWbw8uVLpFKpljvhfM7w8DCSyWTHDZu2ilZ8fl122udfA4HQAsRiMW7cuIH5+fmaXs8UODqdrrOcSLhyJv79ztgY3rx5g1/OnkAnP4KT8oLHKxibaDTAL37R4rW2EWq1Gg6HA0tLSw2/VjqdxuzsLK5evVqX5L5W0M5+5gqFAn19fcWiu6+vD8lkknVxLBQKYTKZqnbxBwYGEAwGOUlLenp60Nvb29JikhnONRgMbftZODk5iR9//JE4l7BErVbD6XTi5cuXrV7KpYAU3ISux2AwwGAwcN5uZJxIrl69CpvN1qDVtQk8XiH+XSSCSCjEtdFRrK6+hlwO9BzFIU8U/G5VqkJGDuEjNpsNPB6voR3IcDiMubk5PHjwAPrT3YhO5KyfeTtJJBhkMhlMJhPcbjfy+TysViuCwSDr9EeZTFY1/p2iKJhMJk6SFaBg6yYSieo+l8KGdh/OPcvDhw+xsLDQljd17YjVaoVIJIKbmd8h1AwpuAkEAFeuXEEymWQdlMA4kUxNTXV0gcMJgaA4RKlUKGC3DWB76x0AQJ4KQZzeQzwOtPn3bUu4fft2w4Je1tfX8f79ezx+/Bhisbju5282zJBbrbtOjUYikcBisRSLbq7OJWzi32UyGWia5jy0ZjAYkMlkcHBwwOl1FyEUCnXEcC5Du9/UtSM3b97Ezs5OS27mLhOk4CYQTmGCEqo5S5yNJpZKpU1aXZsglRbj33/rt/qRTFHY2dlBPg9Q/i2kdtP46U9bu8R2pd5BL/l8HgsLC8jlcp2RYsoBo9EIvV6PlZWVVi+lJD09PbDZbPB4PAAKVqM+n4/165n490pdVrPZjEAgwElawrwuHA6zipa/KOvr6/B6vW0zHMkW4lzCnXv37uH7778nziUX4PJ8QhMIdWB6erqis8T6+npToonbGrUaMBoxNAT8F384DJregX/7ACpFHv/VP/Hg5jUy1V4KJuilHkO6jJzJYrE0PUykWQwPDyOTybTtkJtIJCoOQgoEAmg0Gk5R4na7vaK7CEVRMBqNn4TvsIEZ0Nza2sLJyQmn13KBudnr1EFx4lzCjXp+fnUrnfevhEBoIJUms1++fInj4+OmRRO3NSYToFJhaAj44z++hd/8zVX87GfHGHaQ+PdKSKXSCw3pAsDe3l4xWMlkMtVxde3HxMREWw+5CYXCoqSEcRjZ399n9Vo27iIKhQK5XI7zrkgtfuFsaWVyZL0ZHh5GOp1u25u6dkMsFuPu3bvEuaRGSMFNIHzG584S+Xwez549Q29vL65fv97i1bURDgfQ0wMBn4+bN2/i9dJSofNxcFAIxiGUhBnSrUUu4fV6sbKycjmClVjS7vHcAoEATqcTPp8PGo0GsViM9bY7m/h3s9mM7e1tzuvq6emBwWCo6bXlSCQSePLkCcbHx1uSHNkImJu6drSjbEe0Wi0sFguWl5dbvZSOgxTcBEIJGGeJtbU1zM7O4tq1a5ffiYQrPB5w5QogEEAqlcLhdH7cno1ECn8IJbly5QpnucTLly8Rj8fx8OHDrpIzdUI8N5/Ph8vlgt/vR19fX9WQm7NUi3/n8Xjo6+vjLC0BCh1ysVhcl5jus7MrSqXywudrJx4+fNi2dpTtiMPhAIC28X7vFEjBTSCU4fbt21hbW8PIyEj3OJFwRSQqDlEaenshkUrhZbax/X6ghdHm7Q5bucRZf+Pbt283aXXthVwux8jICBYXF1u9lLLweDy4XC7s7OzAYDBUDbk5S7X4d6VSiWw2W9MgZG9vL46Oji4ky1ldXcX29valnV0hziXcaaTz0mWFFNwEQgV++7d/G3/7t2v4l//ykMSXl0OpLMa/D7pciMfjhQ/hfB7weADSNSoL4wlcrhvKbOGPjY21vb9xozGZTFAqlVhbW2v1UspCURScTiei0SiUSiUn55Jq8e8Wi6VmeYjFYsHu7i7ngj2fz2N+fh4CgaDjkku50u52lO1IvZ2XLjuk4CYQKrCywsPTpw+wuvocJlOexJeXw2AAdDoAwM0bN/D+/XtkDg+BXA5wu8kQZRmYQubZs2fnjvn9/ku7hV8rIyMjiMVinNxAmg1TdGcyGQAFn2q2r7Pb7djc3CzZGefxeOjt7a0YmlMJh8PBybmEccJxOBwYHh6u6ZqdhtForHm+ohthnEvIzgA7SMFNIFTgF78AenvFuHLlLvz+FyS+vBIWCyCTgcfj4dbt2/h+ebnwIZzJABw6fd2GUqnE0NDQJ3KJN2/eIBQKXdot/IswOTmJtbW1qn75rcZut4PH4yEajbIeyBMKhejv7y8b/65SqZDJZGrSGvN4PNhsNlZSl1gsVnTCMRqNnK/VyTDzFeX+DgifIpVKcefOHXz77betXkrbQwpuAqECW1uFuHKpVAu12oadnSUSX16OM/Hv4p4eDF+9iu+ZrYD9fYBlp68bMZvNkEgkWF9fx7NnzyCTyTA+Pt7qZbUlPB4PDx48wNzcHOvBxFZhtVqhVquxsbHBettdJpNBJpOVHXS0WCw1F4MikQhGo7GiNGVrawvLy8td5YTzORMTE/B4PMS5hCV6vR79/f14Q7Z+K0IKbgKhAlYrEI8X/l+ttoHHE8Dnc5P48nKIRMX4d41aDb1Ohx9//LFwLBgEyBdYWZxOJ/7u7/4OfX19cLlcrV5OWyMSiTA1NVVSitNuDAwMoL+/H8vLy6xvEPR6PY6OjkpGtPP5fOh0upqdR+RyOaRSaUlpyps3bxAOh/Hll192/c7K9PQ0cS7hgMvlQi6XIzsDFSAFN4FQgZ/+tNCc3d8vyJBFopsIhXbw6NHFbbYuLVIpmDsSi8WC41wOIebLfXMTIAM254hEIpibm8Mf/MEfwO/3k/hkFpSS4rQrAwMDMJvNWFxcZO1cYrFYEA6HSxZ8Go0GqVQKx8fHNa1Hr9fj+Pi46FySz+fx4sULsrNyhk6wo2w3xsbGyM5ABUjBTSBU4OZN4I/+qKDb9vsL//2zP7uHfP4tKYoqodUWBikBjF67hi2fr6C5zecLQ5RtLgVoJl6vF+/evcPjx48hlUo7Ri7RDpyV4rQ7ZrMZ/f39nG4QmCHKUgXfRaQlzHoikQhisRhmZ2dx9epVsrPyGfVIhu02yM5AeSi2d9vdwPj4OP3y5ctWL4PQARweHuL58+eYmZnp+q3Xirx/DxwcIHdygpeLixifmICAzwcUCsDlKui+uxgmre1zf+1YLIbl5WV8+eWXLVhV5zE3NweXy9URA35+vx89PT3o7e1l9fzDw0MEg0E4nc5zx6LRKGiarjknYG9vD3/913+N3/md34FCoajpHN3A+/fvcXR0RJKGWZJOpzE/P4+ZmRnwuuwznqKoVzRNl9wm6q7fBIFQJ8RiMSYmJvDixYtWL6W9ORP/fv36dSy9elV4/OAAqGPkdKeRz+fx7NkzqFSqkmE2arUag4ODHSGXaAempqawurraEbtOZrMZ6XSa9VrFYjF0Ol3J+HedTodEIlGTtCQYDGJ5eRm/93u/hw8fPrCWunQjV65cweHhIdEns4TsDJSGFNwEQo2o1Wo4nU5SFFVCICh2suVyOewOB96+fVs4Fo12pXPJ4eEhZmdnce3atWJEcinMZjOkUmlHyCVaTSc5lwAF95JAIMDaE7tS/HstgTherxc+nw9fffUVpFJpVecSAjA+Pk70yRwwGAzE0/wzSMFNIFwAq9VKiqJqiMUF5xIU4t/lCgU23O7CsS5zLtnb28Pz58/x4MEDVjKA0dFR7O3tsQ5P6WZEIlHH7DpRFAWbzYbNzU3WrzEajYjH48VAHQahUAilUoloNMrqPKFQCMFgEFNTU8XH5HI5JBIJdnd3Wa+nG2H0ySRZkR2Mp7nf72/1UtoCUnATCBeEFEUsOBP/7rDbcXR0hB3m97W5CXSAFOCi+Hw+rKys4PHjxxCLxaxfNzk5idXV1bYPemkHmF2nTpjFEYlE0Ov1nFIz7XY7/H7/uS6+Xq9HLBar2t2PxWL44YcfPim2GXp7e5HJZMj7rAKMc8nc3BxxLmHJxMQENjY2io443QwpuAmEOkCKIhYYDMBpV3f02jX4/X7E4vGCc4nHA1ziqfY3b94gGo3i4cOHnIeIGLnE/Px8R8glWo3VaoVIJIKb2UVpY1QqFQCwLkYqxb9brdaKspB0Oo3FxcWK70GLxYJQKEQcJipA9MncmZ6exsLCQte/r0jBTSDUAVIUscRqLUR3Arg7NoZ3a2s4PDoqFNtud6H4vkSc9TceGxur+TwikQiTk5MdEfTSDty8eRM7OzuIRCKtXkpVTCYTdnd3WQ8+lot/FwqFkMlk2N/fP/eaXC6Hubk5PHjwoKKrEkVRcDgc8Pl8pINbAYPBAKPRSJIVWSIQCDA1NYUXL1509fuKFNwEQp0gRRFLHA5AIgGPx8PtO3ew/Po1cicnQCYDeL2tXl3dYIYjh4aG6uJvrFQqcfXqVSwsLNRhdZefe/fu4fXr1x3hXFKua12OcvHvBoMB0Wj0k2HMfD6Pp0+fYnJykpWUic/nw2KxcNKXdyMulwvZbBY+n6/VS+kIBAIBkslkVzekSMFNINQRUhSxgMcrOJeIRBD39ODqyAhev35dOBaPA5fAeisWi+H58+e4f/8+DKcBQPXAZDJBqVRibW2tbue8rJx1Lmn3rhqfz4fJZOLkFFIu/v1zacmLFy9w69YtKJVK1ucWi8XQarWc9OXdyPj4OHw+X0n3GMJHmGHxX//1X4dIJGr1cloGKbgJhDpjMpmgVquxurra6qW0LyJRwbmEx4NapYLZ/P+zd/8xbfV7fuDfxxhjG2OMMcYY/wwhhEB4CDHX1+BAeNJ7dyp15radVrrVamc0U3UqVfPXVmpH/WMqbf/qXyNV2qk029Vop//srlZb3WpmR9NpHhIC4fJACCHwkIQfxmDAmF8OOOZHjM/+AccPSQj42Of4nGN/XlJ072Psc74hxnzO93x+ODDDfb+2t4HPdu6UZGVlBVNTUxgYGIBerxf8+K2trdjf36dgKAtarRb3799XROeSyspKaLXarLuNAGc515ubm5/kxmo0Gmi1Wrx//x7j4+PweDw5DcYxmUxgGObSFBXyo56eHrx48YI6l3zF4uJiplhcjM9DJaGAmxARtLS0IJlMUjukq+j1gMcDAGiw2aDVarHEpZREIopsFzgzM4NYLIaHDx+KOoHU7/fjzZs3VPmfBbPZDKfTmZnqKWdWqxUHBwe8grfLcq5tNhv+9m//FlVVVXC5XDmvp6GhAfF4/ItWhORHXOeSZ8+eyf5OSqFNTEzgw4cPORWLFyP6DhAiEq4dEg1KuILJBNjtAICbTU34kEggurl59jUFtQtMp9MYGRlBRUUFfL5Lp/oKrq+vjyr/s8QNGAopoEaASwnJNnj7POf65OQEjx8/xv3796HT6fJez9daEZIf6fV63Lt3D8+fP5d6KbKQSqXw5MkTWK1WdHR0SL0c2aCAmxARcYMSKCi6gs2WaRd49+5drITD2D84UEy7wJOTEwwODqK5uRnNzc0FOy9V/vPT2dmJ1dVV2efbqlQquFwuXkWL3Pj3ubm5TIGk1+uFRqPJ+y7IVa0IyY8sFgsaGhpKvnPJ/v4+BgcH0dXVldfdlWJEATchIqLbjVlyOICqKgBA1/37+GF2VhHtAuPxeCbAEbI4MlsGgwF37tyhIt0sBYNBReTbVlRUoKamhtcwLW6oTWdnJwwGA4CzlJDNzc28P3u+1oqQfKqpqQmpVKpkO5dEIhFMTEygv7+fV5FuqaCAmxCR0aCELKhUZ+0CKyqgLivDN52dmHr58ixQkGm7wEgkgsnJSQwMDGQCHCnYbDaYzWYq0s2CSqVSzAVwTU0NPn78mNUwrampKezs7OC3f/u3kUgkPsm5djqdgtSSfK0VIflUV1dXSXYumZmZwcbGBr799tuS7kRyFQq4CSkAGpSQBbUaaG4G1GrotFq03L6Nl1yh2/v3Z4WUMjE7O5v55SJmcWS2qEg3e0rKt3U4HIhGo1/Nn06n0xgaGkJ1dXVmsNLnOddarTbTAzlfX2tFSD6llDspQuCGe1VUVKC7u1vq5cgaBdyEFEip327MyoV2gTUmExoaGjD35s3Z12Kxs5aBEhsfH4dKpZLdL5fu7m68e/eOOpdkQSn5tlflTyeTSTx+/Bjt7e2ZotCvvaahoQEbGxuC5GA7nU7EYjEcHx/nfaxipaQ7Kfnghnvdvn27oPUrSkUBNyEFVKq3G3kxGM5GwAOwNzSgXK1GmMsdXVkBJAoo0+k0njx5gvr6erS2tkqyhutQ55LscZMC5Z6XrFarUV9fj7W1tcxj0WgUo6Oj6O/vh9ls/uI1XM41NwCHYRg0NjYKdgfE4/FgZWWlqIPJfCnpTkouYrEYnj17hgcPHuTU570UUcBNSIGV0u3GnJnNP7YLvHkTe3t72OZ2t5eXgQJ/77idnI6ODllX3nOdS4p9Z00oPp8PS0tLsm/dWVVVBbVajb29PczNzSEUCmFgYODKXNnKykro9fpMzrVerwfDMPjw4UPe6ykrK4PL5VJEm0UpWSwWNDY2KqIHPB/z8/OYn5/Ho0ePoNVqpV6OYlDATUiBcSOnKSi6hs0G1NYCADru3sXS0tJZHmoqBSwsnP1vAVwc037ZbqLcGAwGKtLlQSmtO61WK7777jucnJwgEAhkNUjk85zrxsZGrK+vC5JaUlFRgbq6uk923smXvF4v0ul00VyccHfQent7aZgNT3l9txiG+ccMw8wyDJNmGMZ34fGfMQzzgmGY1+f/++2Fr90/f3yBYZj/wDAM89kx/yXDMCzDMJbz/2bOn7fAMMw0wzBdF577uwzDzJ//+d1sz0GI1JQ0clpSTidQWQmVSoWu+/cxMzODk48fC9YucH19PdOJREljia1WK6xWK2ZmZqReiuwpoXUn1+s9EAhAr9fzWqfD4ciMf2cYBna7XbAg2Wg0Qq1WU4rcNbq6uhTRA/4qJycn+O677+B0OtHW1ib1chQp38uTGQD/EMDQZ49vA/hNlmXvAvhdAP/5wtf+I4B/BqD5/M9vcF9gGMYJ4OcALibV/d0Lz/2D89eDYRgzgH8LwA/gJwD+LcMwNdedgxC5MJvNcLvdmJyclHop8qVSAU1NmXaBHR0deDk5eRZwfPgAiFiAOj8/j3A4LJtOJHw1Nzfj6OhI9jnKciDn1p0Xe73b7XY4HA5e/6YMw3wy/r2yshIsyyIp0BTX+vp67O/vC3a8YqXkVELuPfiTn/wE9vNUP8JfXgE3y7JzLMu+veTxlyzLrp//5ywAHcMwFQzDNAAwsiz7a/bsntZfAPj7F176JwD+FYCL97t+AeAv2DO/BmA6P87/AOBvWZbdZVl2D8DfAviNLM5BiGy43W6o1WosLi5KvRT5UqvPgm61Gnq9Hs3NzXjFdZfY2wPW169+fQ4mJydxeHiIQCAg+LELSSk5ynJgtVphsVhkdVcgHA5jenr6k17vOp0OVVVV2Nrayvo4n49/dzgcWFtbE2xypNvtxtraGo1/v4JSUwnD4TCmpqYknzdQDAqRgPPbACZZlj0G0AjgYpl05PwxMAzzCwBrLMu++uz1jQBWL3nNVY9feg5C5KijowMbGxs0UOIqWm2mXaDZbIalthZv3p5f60ejgEC3armesjU1Nejo6BDkmFLjcpSVuLNWaC0tLTg8PJRFP/PJyUns7e2hr6/vizsstbW1ODw85LWrrNVqYTabsb6+DoZhMq0ChcDtoodCIRr/fgWtVot79+4pJpWQG6j08OFDRd7lk5trA26GYf47wzAzl/z5RRavbQPw7wH882uepwfwbwD8cbYLFwrDMH/AMMwEwzATfHYMCBFST08PXr9+Tbdlr2IwnI2Ax1kvYAA/5qKurAB5Dvbg8mRv3br1SV9jpeNylEdGRhS1syYVqfuZp1IpDA0Noba2Fp2dnV99ntPpxNraGk5PT7M+tslkAsMw2Nvbg8FgQCqV+mQqZT7UajUaGxtpzsA1LBYLnE6nrDuXcO/BiwOVSP6uDbhZlv07LMu2X/LnV1e9jmEYB4D/AuB3WJbl7pevAXBceJrj/LEmAF4ArxiGWT5/fJJhGNv5152XvOaqxy87x9f+fn/GsqyPZVlfXV3dVX8lQkTDDUoYGRmh27JXsVjOupcAuN3SgtjW1lkhUjoNLC3l3C4wkUhk8mStVquQK5YFLke5WHsCC02qfuaJRAKDg4Po6OiA2+2+8rkMw8DtdmfSRLLV0NCAeDyOw8NDOBwORCIRwXal9Xo9jEYjotGoIMcrVtwFvRw7l3Dvwc8HKpH8iZJSwjCMCcBfAfgjlmVHuMdZlt0AsM8wzE/PO4f8DoBfsSz7mmVZK8uyHpZlPThLA+liWTYK4L8C+J3zbiU/BfD+/Dh/A+DnDMPUnBdL/hzA33ztHGL8PQkRklarRXd3t2JuN0rGbgdqzuqjv+nowPz8/NmdgVTqrHMJzwuWWCyGsbEx9Pf3F3WOotVqVcR0RTmQop95NBrNvA9NJlNWr9FoNLBYLFjnWcfgdrszgXZ9fb2gAbLZbMbp6Snev38v2DGLUWdnJ9bW1n6cLyADF9+DSmiBqjT5tgX8BwzDRAAEAPwVwzB/c/6lPwRwE8AfMwwzdf6H2zb6FwD+E4AFAIsA/vqa0/x/AJbOn/+/nb8eLMvuAvh3AMbP//wv54/lcg5CZMFkMuHGjRsYHx+Xeiny5nZn2gXe6+rC1KtXSJ2eAsfHQCiUdbvAUCiEd+/eXTtEpFg0NTUhlUrRbf8sGAwGtLa2YmxsTPRzzc3NIRwO5/Q+rK6uBsuyvFJgVCoVPB4PQqEQqqqqcHJyImiOf2NjI3Z2dqhu4Bo9PT14+fKlLL5Pb9++zWqgEskdQwUOP/L5fOzExITUyyAEs7OzUKvVaGlpkXop8pVKAW/eACcnSCQS+OGHH+Dz+c6GMdTWngXlV5ienkYqlSrJHMWhoSG0t7fTLlYW5ubmAACtra2CHzudTmNsbAwmkynv4y8uLsLpdPIKlhKJBHZ3d+FwOLC0tISbN2/mtYaL0uk0FhcXcePGDZSVlQl23GJzdHSEZ8+e4dGjR5INkpmYmIBWq0V7e7sk5y8mDMO8YFnWd9nXaEwQITLU1taG3d1dyoW8iloN3LwJqNUwGAy4ceMGXr9+ffa1nZ2z7iVfMTo6Cp1OV5LBNqDsnsCF1traiv39fd5pG9c5OjrC4OAgvF6vIMG8x+NBnbklywAAIABJREFUOBzmlY9tMBig0+mws7ODuro6QT9vVCoV3G63LPOU5UTKIWipVApPnjyB1WqlYLsAKOAmRKb8fj9++OGHs3Hm5HJaLeDxADir/jdWV2NhYeHsa+vrX7QLTKVS+O677+B2u9Hc3FzgxcqHUnsCS6W7uxtzc3OC/Szu7u7i2bNnCAQCsJ0XAeerrKwMdrsdq6ur1z/5grq6OhwdHaGsrAxHR0c4Pj4WZD3AWY55fX097zWVGimGoCWTyUyBrsvlKth5SxkF3ITIlEqlQjAYxOjoKHUuuYrRCJz/wvB6PDg+OcE611/4QrtA7hdMV1cXTUuD8noCS4m7QBGii1AoFMLMzAwePXoEvV4v0ArPVFZWQqvVYmdnh9frHA4HotGoKMFxVVUVKioqZFUcKEdutxsqlaogQ9C2t7cxMjKCBw8eUFpZAVHATYiMaTQa+P1+DA0N0U7kVSwW4LydX9udO9jY2MBePJ5pF7gbjWZ+wWTbAaIUKKEnsFxoNBoEAgEMDQ3lfIzJyUm8f/8efX19ouXrWq1WHBwc8OqvzQ2uiUQiqKmpEXwIl9VqRTKZxIcPHwQ9brHp7OzExsaGqBcn4XAYP/zwAx49egStVivaeciXKOAmROaMRiNu375dkG4JiuZwANXVAIB7nZ14++YNDo+OsL62hpmJCfoF8xVy7gksN0ajEbdu3eLdRYjLlbVYLFcOsxGKy+VCJBLhdZHOjX9///49Pnz4IHgPcqfTiY2NDXz8+FHQ4xYbrnOJGEPQpqensbOzI+oFH/k6+o4TogB2ux1msxmzs7NSL0XevF5Ap4NKpULnvXv4q//237Cq1aLv7/09+gVzBTn2BJYrh8MBvV6Pt2/fZvV8bpBIZ2dnwXJlVSoVXC4X76E43Pj3srIywVNLGIaBx+PB8vIy3a27wsX0JaG+T+l0GiMjI6isrCzZQnE5oN9AhChES0sLkskkIpGI1EuRL5UKaGpCWq3GzOIi3D/7GQ4ZRupVKYKYO2vFpq2tDdvb29d29VhfX8f333/Pa5iNUCoqKlBTU8O784jJZEJ5eTkYhsHW1paga1Kr1XA4HNQH/hpCdi45OTnB4OAgmpub0dTUJMDqSK4o4CZEQbq7u7GwsIB4PC71UmQrcXKCwdVVeH7+c3T39sLr9Ra0+l+pxNhZK2aBQACzs7Nf7VwyOzuL1dVVfPvtt5INEqmpqUEqleLdXaWhoSETcAudAqLT6WAymbDBFTaTSwnRuWR/fx9Pnz6F3++H1Wq9/gVEVBRwE6IwwWAQ4+PjgudYFoNIJILvv/8eD372M1jOf8G43W6o1eqCVP8rnZQ9gZWGu0D5vIsQd/terVbD7/dLuMIzjY2NiEajvLuruN1uMAzDOy0lGzU1NWBZljYOrpHPZ9f6+jomJiYwMDAAg8EgwuoIXxRwE6IwarUavb291EP5M1NTU4hGo5fuKHZ0dIhe/V8spOgJrFQajQbd3d2ZCxRumE1zc7NspsRezJ3mMxRHpVKhqakJe3t7ovzc2O127O3t8eqmUopy+ex6+/Zt5u6KWq0WcXWEDwq4CVEgvV6Pu3fvYnR0VOqlSI7rAFFTUwOf79KJugB+zFGm6YrXo7sC2TOZTLhx4wYeP36cGWYjt9v3arUaNpsNa2trvF6n0Whw584dzM3NiTILwO12IxKJ4PT0VPBjF5Oenh68evUqq/qK8fFxpFIpWdxdIZ+igJsQhbJarbDZbJienpZ6KZKJx+OZYTZut/vK59J0RX46OjoQjUYF78lcrMLhMDwej+DDbIRiMBigVquxt7fH+3VNTU2i9GpXqVTweDwIhUK8dt9LjUqlQm9v75WDl7iNh4aGBrS1tRV4hSQbFHATomBNTU1IpVIlWfW/uLiI6elpDAwMwGg0ZvUabrri8+fPRV5dcQgEAnj9+jV1LrnC3NwcNjc38fu///vY3NzE7u6u1Ev6KpvNhr29Pd7j2+12O1QqlSgj2svLy2Gz2Wj8+zW4+orLPru4KbqdnZ1wOBwSrI5kgwJuQhSuq6sL4XBY1r/ohZROpzE2NobDw0P09fXxzlG0WCxoaGgo6TsD2RJypHkx4gbgdHd3Azi79f/ixQtZpy15PB6srKzwvstz7949bG9vizK4xmAwQK/X092Ua5jNZng8HkxMTGQeuzimnaboyhsF3IQUgWAwKPtf9ELgitLcbjfa29tzPk4p3xng6/PCQHJ20Tc0NIT6+nq0trZmHr9461+uaUsqlQoOhwMrKyu8XscwDO7evSvaz4zFYsHx8TEODg5EOX6xcLlc0Gg0mJ+fRygUwps3b2iKrkJQwE1IESiF/ORYLJYpSrPZbHkfj7szQK3JrscVBl7cWStV3CCRO3fuXDo5Uq/Xo62tDWNjYxKsLjs6nQ5VVVW8d5TVajXq6+t5F19my+FwYHNzk1qeXqOjowPDw8MIhUIIBoM0RVch6F+JkCJRzD2UZ2dnsbi4iEePHglalNbT00M9zbPkcrmg1WoxPz8v9VIkww0SCQQCsFgsX32ezWaDyWTC3NxcAVfHT21tLY6Ojnjn51dVVYFhGLx//17wNTEMA6/Xi3A4XLQbB/lKp9MYHh5GMBgEy7JUX6EgFHATUkSKrYcy98tFo9EgEAgIvpNDPc35aW9vz2qkeTGKxWIYHx9Hf39/Vhd9ra2tiMfjsv5eOZ1OrK2t8W7LZ7fbRcvnLisrg9PpFGXgjtJxd1du3bqF5uZm2acvkU9RwE1IkSmWHsqJRAKPHz/GnTt30NzcLNp5uJ7mck4BkBO/33/lSPNiFAqF8O7dOwwMDPAa0859r+S6C8kwDNxud07BrdvtRjgcFqWdn1arRW1trWipK0p08e4K1+e9mO9qFiMKuAkpQtx0MqVW/XMj2vv7+2E2m0U/n9VqhdlsxuzsrOjnUrqvjTQvVjMzM9jb28spV1YJRZQajQYWiwXr6+u8XpfrMJ1sVVdXo6ysrGS6L10lEolkxrR/fnfFbDbD6XSK0iedCIsCbkKKVE9PjyJ7KF81ol1MLS0tSCaTiEQiBTunUmk0Gvj9fgwNDUm9FFGNjY2hvLwcXV1dOR/jqv7JclFdXQ3gbBeVD4PBgLKyMtEKj202G/b39xX3GSakubk5rK2tXTmm3ev1Ip1OU9clmaOAm5Ailc10MjnJdkS7mLq7u/Hu3TvegUcpMhqNuHXrVqYXdTHh3ouNjY1oaWnJ+3hms1n2vd/tdju2trZ4FxA3NDRgZ2dHtMJjt9uNtbU1RXyGCY1Lc8tmTHupzWNQIgq4CSliWq1WET2U+YxoF1tfXx/Gxsaoc0kWHA4H9Hq9rLtx8MX1eu/o6BB0al9TUxNOTk54978uJI/Hk1Nedq6vywbDMCU3/j2VSuG7775DY2PjJ33er1Mq8xiUigJuQoqcyWTCzZs3ZbsTmcuIdjGp1Wr4/X7ZX6TIRVtbG+LxOO8cYDna39/Hs2fP0NvbK0rtgM/nw9LSkmzvoJSVlaGxsZH3mPWysjLY7XbR0rHKy8vR2Ngo64sVoXBj2ru6unhf8CmhZqCUUcBNSAngdiLfvn0r9VI+MT09jQ8fPuQ0ol1MRqMRt2/fps4lWfL7/Xjz5o1sA8lsRKPRrxamCSkYDGJsbEy2KRJ6vR5arRY7Ozu8XldZWYny8nLs7e2Jti6DwYDNzU1Rji8HsVgMo6Oj6O/vz3lMO9d1aXR0VODVkXxRwE1IiWhra8Pu7q5s+gKPjY1Bp9Oho6ND6qVcym63w2AwyO4iRY5UKpWiU3EWFxexuLiIhw8fin7hp4Q7KFarFQcHBzg8POT1OpvNhr29PdHeA7W1tfj48aOiL+y+ZnFxMafWk5exWq2wWq2YmZkRaHVECBRwE1JC5NBDOZ1OY2hoCI2NjaL21xaC3C5S5OxiIKmk29nT09M4ODhAb29vwUZkG41G3Lx5ExMTEwU5Xy5cLhcikQjvf0sx+3MDZ3frtra2cHx8LMrxpTA1NYWDgwNBx7Q3Nzfj8PCQui7JCAXchJQQqXsop1IpDA4O4s6dO4IWpIlJDhcpSsGl4si1XuCidDqN0dFRVFZWorOzs+Dndzgc0Gg0sh1QpVKp4HK5eA/F4fK5+eaB8+H1erGysqKoC7vLcJN0q6urRXkPUtcleaGAm5ASc7GHciF/YXHdH7q7u2GxWAp23nxJfZGiNHa7HSaTSdZDhLi2f16vF01NTZKtgxtQJddWbhUVFaipqeF9h6eyshIVFRWi/b24i4FQKCTK8QuB+zy8ffs2vF6vaOdRcqpXsaGAm5ASVOiiQK77w4MHD2TRiYQvjUajiPaKciHnIUKJRCLTBcJms0m9HPT09Mi6lVtNTQ1SqRTvOzz19fWIx+OipX5UVFSgrq5Olu+x68TjcTx79gyBQED0zQe1Wo1AIECfXTJAATchJcputxdknHksFsP4+DgGBgag1WpFPZeYTCYTbty4Ieu8WzmR4+3s9fV1jI2N5dUFQmhKaOXW2NiIaDTK+w6Px+PBysqKaPncRqMRGo2Gd0cVKUUiEUxNTYneDecig8FAXZdkgAJuQkqY2DuRKysrePPmDQYGBmTV9i9XLpdL1nm3ciOn29kzMzNYW1vDo0eP8u4CITS9Xo+2tjbZBkTc8Jnl5WVewbNKpRK9f7bVakUikcCHDx9EO4dQZmdnsbGxUZBuOJ+jrkvSo4CbkBLX3d2NhYUFxONxQY/79u1bbGxsoK+vr2DdHwqBy7vd3t6Weimyx93OfvbsmWS7t1xhmk6nQ3d3tyRryIbNZoPJZJLt1E61Wg2bzYa1tTVer9Pr9dDpdKLuQrtcLmxsbODjx4+inSNfY2NjUKlUkr4HqeuStIrntyAhJGfBYBDj4+OC7UROT0/j+PgYfr9fkOPJTU9PD16+fIlkMin1UmTPYDCgra1NkkEciUQCjx8/xp07dyQtjsxWa2sr4vG4bAMig8EAtVrNe7iN1WrF/v6+aHnque7AFwI3pt3pdPIa0y4W6rokHQq4CSFQq9Xo7e0VZCdS7gNthMB1LpFz3q2c2Gy2gg/iWF9fx/fff4/+/n5RxrSLhQuI5Hoxxw234VsM6Xa7sbq6KtrPi1qthsPh4N3GUExcga7P54Pdbpd6OQCo65KUKOAmhADIfySwkgbaCEGr1eL+/ft4/vy51EtRhObmZhwdHYmaz8vh8rW//fZb2eVrX0cJRZRcMSSf9alUKjgcDlH//XU6HUwmEzY2NkQ7R7ai0WimQFdunZmo65I0KOAmhGRYrVbYbDZMT0/zep0SB9oIwWw2o7GxEVNTU1IvRRF8Ph+WlpYErxfgpFIpDA0NyT5f+zpyv5jLNXjW6XSorKwUtf6hpqYGLMuK9h7Lxtu3bxEKhQQZ0y4Wk8kEr9eLyclJqZdSMijgJoR8oqmpCalUCuFwOKvnK3WgjVC8Xi/S6XTW369SJ3S9AIe7fd/e3q6IfO3rmM1mNDQ08L74LRSdToeqqirEYjFer6urq0MikRC177jdbsfu7q4kvc3HxsaQSqUQCARkXyzudruhVqup61KByPvdQAiRRFdXF8Lh8LWT4pQ+0EYo2X6/iLD1ApxIJKLIfO3rNDU14eTkpCBpOLmora3F0dER75Z8LpdL1Hxu4CztZXV1Faenp6Kd46KLxZFtbW0FOacQqOtS4VDATQi5VDAYvHICXrEMtBGK3CcGykm+9QIXTU9PY2NjQ5H52tnw+XxYWFiQ1QChi5xOJ9bX13kFtiqVCk6nU9QLCZVKBbfbjVAoJHrnkv39fdkVR/LBdV2izy5xUcBNCLkUV81+2U5ksQ20EQK3cyvnYjc5ybVegMPla1dVVSk6Xzsb3AAhOXaVYBgGbrebd3cQrVaLqqoqbG1tibMwnBUH2mw2rK6uinaO9fV1TExMyLI4MltXfdYT4VDATQj5Kq5462I1e7EOtBGCkDu3pYBvvQDnYr621+sVaXXyoVar4ff7MTQ0JPVSLqXRaFBXV4f19XVer6utrUUymcTh4aFIKzvrHa7T6UQJ7Ofm5rC6uloUd1e0Wi3u3bsn20LdYkC/LQkhVzKbzXC73ZicnCz6gTZCsFqtBe85rWR889+LNV/7OkajETdv3sTExITUS7kUt7v7/v17Xq9zuVyIRCKi7qzW1dXh8PBQsGEv6XQaY2NjAFBUn4UWi0XWhbpKRwE3IeRabrcbqVQKsVisqAfaCKW5uRmHh4eIRCJSL0URrqsX4ExPTyMajRbFjmIuXC4XNBqNbLtK2O12bG9v8+pAwzAMXC6X6F1+nE4notFo3t1xTk5O8OTJE9lMjhSa3At1lYwCbkJIVn7yk59Aq9VSNXuWuru78e7dO9kWu8kJN+zlazmkF/O1fT6fBCuUj46ODqytrcm2I47H40E4HOZVqFhRUYHq6mreLQb5YBgGXq8X4XA45910rjjyJz/5iSKLI7Mldr/8UkUBNyEka1w1u1zHTssNV+wmdM/pYqTX6y/NIeWCnI6OjpLI185GtncEpFBWVobGxkbehYpmsxmHh4eifraUlZXB6XTmNP49EolgYmICjx49gsFgEH5xMiNWv/xSRgE3ISRrXDU7deLIjlqtRiAQoBHKWbJYLJ9M7lxZWcl0gDCZTBKvTj7kPv5dr9dDp9NhZ2eH1+tcLhfW1tZE7Z2t1WphNpt5FXjOzs5mWk+WSlcm7rOLOpcIhwJuQggvl3UuIV9nMBhw+/btTJEVuRq3i/2Xf/mXiMViJZuvfR29Xo+2tjbZvq/q6upwcHDAqwNJofK5TSYTGIbB3t7elc9Lp9MYHR2FWq0u+taTlzEYDLJ+jykNBdyEEN7MZjOcTmdmJ5JczW63w2g0Ym5uTuqlyF46nUYikcD+/j48Ho/Uy5E1m80Gk8kk2/dVLh1IKioqUFNTg83NTRFXBjQ0NCAej3/1guDk5ASDg4Pwer1oaWkRdS1yZrPZYDabZfseUxIKuAkhOfF6vUin0wiFQlIvRRFaW1sRj8cRjUalXopscUHOrVu38Mtf/pKm32VBzu8rlUoFl8vFO2e6pqYGx8fHvEfG8+XxeBCJRL4YKBSPxzE4OAi/3w+bzSbqGpSgpaUF+/v7vPusk09RwE0IyVlXVxdWV1dl2zFBbvx+P2ZnZwXrB1xMEokEnj59Cr/fD6vVStPveODeV3IsZuZ2rPleEOQyMp4vhmHg8XiwvLyc6aqysrKCqampkimOzJbf78ebN2/osysPFHATQvIi544JcsMFkaOjo7Ic0y2VWCyGsbEx9Pf3fxLk0PS77Mi9iLKmpgapVAoHBwdZv4YbGS92Pnd5eTkaGhqwsrKCmZkZbG5u4uHDhyVTHMlHMBikz648UMBNCMnLdT2Uyac0Gg26u7up6PTc4uIi5ufnMTAwcGlxJE2/yw5XzCzXi5PGxkZsbm7yCtY0Gg3MZrPo6TKVlZUoLy/HwcFBSRZHZkuj0cDv92NoaEjqpSgSBdyEkLx9rYcyuZzJZMKNGzdkO6a7UKampnBwcIDe3l6oVF//ddTU1IRUKiX6bqfSmc1m2V6cXJa+kQ2TyYSPHz+Knspgt9vh8XgoPe4aRqMRt27dwvj4uNRLURwKuAkhgqCdSH5cLhe0Wi3m5+elXkrBpdNpjIyMoKqqCp2dnVm9pqurC6FQiKbfXUPOo7nVajVsNhvW1tZ4vc7hcGBjY0PUfG7grHNJIpHglfpSihwOB3Q6XUl+duWDAm5CiGDk/Mtejtrb2xGLxUQdaS03qVQKg4ODaGpqQlNTE6/X0vS77Ph8PiwsLGB/f1/qpXzBYDBArVZf2wP7oou742JzuVzY2tri1T+8FJXiZ1e+KOAmhAjK5/NhaWmJdiKzFAgE8OrVK1l2mBBaIpHA4OAguru7c2q3plarqV4gS319fRgbG5NlgZvNZsPe3h6Oj4+zfk15eTksFgs2NjZEXNkZr9eLSCRCF3bXCAQCeP36dUl8dgmBAm5CiOBoJzJ7XOcSuXaYEMr29namE4nRaMz5OHq9Hnfv3sXo6KiAqys+arVa1gVuHo8HKysrvN7z1dXVOD09FT3lg2EY3LhxA+FwWPQ0FiXjCuZHR0eL+rNLKBRwE0IEp1arEQgEaCcyS1yHiWLtXBIOh/HmzZuvdiLhy2q1wmq1YmZmRoDVFS+j0YibN2/KsjhXpVLB4XDwTj/LpdtJLsrKyuB2u7G0tMSryLPUaLVatLW14cWLF1IvRfYo4CaEiMJgMKCtrQ1jY2NSL0URzGYznE4npqampF6KoGZmZrCzs4NgMHhlJxK+mpubcXh4iEgkItgxi5HL5YJGo8Hi4qLUS/mCTqdDVVUVrzxgrj83324nudBoNHA4HDRN9xo2mw3l5eVUu3MNCrgJIaKx2Wwwm82YnZ2VeimK4PV6kU6ni+YX/OjoKCoqKtDV1SXK8bu7u/Hu3TtZFgfKSUdHB9bW1mTZ8q62thZHR0e8xrhfHFYjNp1Oh7q6Ogomr9HZ2YmFhQXK574CBdyEEFG1tLQgmUzSTmSWurq6sLq6KsvgKFupVArfffcd3G43mpubRT0XVxxI9QJXk/NE2FzGuFdWVqKysrIgXTKqqqpgMBgKUrCpZD09PVRbcQUKuAkhoqOdSH7kHBxdJ5lMYnBwED6fD3a7XfTzcfUCxZr/LhQ5j3/Pte2fxWLB8fGx6ENxgLOUL5VKhe3tbdHPpVRarRatra2yrBmQAwq4CSEF0dfXh9HRUdqJzIKcg6Or7O7uYmRkBA8ePMirEwlfBoMBt2/fpnqBa+j1etnWVZSXl6Ourg7r6+u8XudwOBCNRgvyuVJfX49YLIa//uu/xsjICN6+fUubCJ/hLrLpjuaXGKq+/ZHP52PpyowQ8SQSCYyNjeHRo0dSL0URYrEY5ufn0dvbK/VSrrWysoLl5WXBiyP5mJubAwC0trZKcn6lkPP3aX19HZWVlaiurs76Naenp1haWsLNmzfBMIyIqzuzuLgIm82G9+/fIxaLZYJulUqFmpoa1NfXZ3bES9Xjx4/R29sLrVYr9VIKimGYFyzL+i79GgXcP6KAmxDxra+vY3V1FX6/X+qlKML8/DyOj4/R3t4u9VK+anZ2FoeHh/D5Lv09U1Cjo6Pwer05DdYpJXL+Pi0uLsLpdPJqIXl4eIhoNAqv1yviys6k02ksLCzg5s2bnwTV6XQa29vbiMViiMfjmbtTJpMp08qyVILwZDKJ0dHRkttcoYA7SxRwE1IYct5hk6Px8XHU19fD5XJJvZQvjI2NwWQyoaWlReqlADgLegYHB+H3+2EwGKRejmxx36dAIAC9Xi/1cj6R6441N72yEBcRx8fHiEQiaGpquva5u7u72NzcxM7OTiYI1+v1sNlssFqtgvSml6NIJIJYLCZalyI5ooA7SxRwE1I4ct5hk6MnT56gs7MTJpNJ6qUAAE5OTjA8PIzbt28XpDiSj5OTEzx9+hQDAwNQq9VSL0e2jo6O8OzZMzx69Eh2O6/JZBLb29u8LzLX1tZgMBh4paTkan9/H/v7+3A4HLxfm0gksLGxge3tbXz8+BEAUFFRAavVioaGhqJJxRgfH0djY6PsPiPEQgF3lijgJqRwaCeSn1QqhcHBQfT390u+IxaPxzE+Po5AICDbf7v9/X1MTEzg22+/lXopsra7u4sffvgBwWBQ6qV8YWtrCwzDwGKx8Hrd0tISGhsbUVFRIdLKfrS5uQm1Wo3a2tq8j3V0dITNzU1Eo1EcHx8DOCsmtVgsqK+vL2ghslC4z/lSyeemgDtLFHATUli0E8kPV3Q6MDAg2Y7kysoKlpaWEAwGZf9vFolEsLGxge7ubqmXImuLi4v48OEDOjo6pF7KF5aXl1FfXw+dTpf1a9LpNBYXF9HU1FSQn5NwOIy6ujpRUnNOTk4Qi8Xw5MmTzG6/SqXK5IVbLBbZ3Z34XDKZxK9//euSuPilgDtLFHATUni0E8lPNBpFOByWpOh0amoK6XRaUTmZMzMzqKioEH0Aj9INDw+jrq5ONrn4HJZlsbCwwDt45pNjnS9ujR6PB+Xl5aKcY3h4OHMXIp1OZ/LC9/b2PskL54oz5babHA6Hsbe3h87OTqmXIqqrAm55b08QQoqe0WjErVu3MD4+TjuRWbDZbNjb28Pc3FzBik7T6TSGh4fhdDoL0gVCSO3t7RgZGUF1dTWsVqvUy5Gt+vp6vHz5EnV1dTCbzVIvJ4NhGLhcLiwvL+PGjRtZv66iogIWiwVra2tobGwUcYVna/R6vQiFQgVpTahSqWCxWL5ItUkkEtjc3MSrV68yKSllZWWwWq2oq6uTtP7D7XYjGo0iGo2WbN0O7XBfQDvchEiHdiL5GRsbg9PpFL0YKZlMYmRkBPfv35dVIMaHnDtyyMXo6Cju3buHZ8+eobe3V3bfp93dXaRSKd4XTdFoFBqNpiDv3WQyiVgsBo/HI+hxj46O8OrVq5zuap2cnGRaFV4c0nMxJaVQqWHpdBqPHz+WRR2KWCilJEsUcBMirZGRETQ3N9NOZBYKUXQajUYxOzuLBw8eKP4XJNULXG1oaAh9fX2ZziVy/D4tLS3B5XLxXlcoFILNZuOVB56r3d1dnJycCLqLG4lEcHh4KNhmRDqdRjwex+bmJnZ3d3F6egoA0Ol0md1wsS64EokEJiYm8PDhQ1GOLzUKuLNEATch0qKdSH7EDCLn5uYQj8fh9/tlX5SVrXg8jqmpqaL9ZZ8PLuAGzr5Pk5OTsqurODk5wfr6Ou8dZC7H+saNGygrKxNncRcI3ZpwenoaLpdL9JSQZDKJzc1NbG9v4/DwEMBZSorZbEZ9fT1MJpMgnwWhUAgfPnyQ9TCvXF0VcBfHpyghpCioVCo8ePAAIyMjSKVSUi9H9jQaDfx+P4aHhwU7ZjqdxujoKAAgEAgUTbANnN1G93q9mJyclHopspJKpT4JRE0mE27fvp15H8iFRqNBeXk5Pnz4wOt1DMPA4/EVjinKAAAgAElEQVQgFAqhEJuMjY2N2NnZwdHRkSDH29/fL0hLQL1eD6/Xi+7ubvT19aGvrw9+vx81NTWIRCIYHh7G0NAQhoaGMDU1hfX19Zw+p71eLw4ODhCLxUT4W8gX7XBfQDvchMgD7UTyI1T7u6OjI4yMjKCtra2oC5ump6dRWVlZkA4WShCNRrG3t/dFEe78/DwODw9l1S6Q263OJb0ikUhgd3e3IBNbudaEQuyqX+xQIhdcSsr29nYmJYUrVK2vr782za1Y87kppSRLFHATIh/hcBg7OzuKakEnpXyLTnd3d/HixQtZFsyJgZuSyXeoSjGanp6Gw+G4tLBwcnISNTU1supO8/79exwfH+dU65HrMJ1cnJycYHV1Ne8LOzkG3Jc5OjpCLBZDLBZDMpkEcHbXsqamBvX19TCbzZ/cMdvf38fU1FQmlakYUFtAQojiuN1uvH//PjPAglwtn/Z3oVAIq6urshzxLZaenh48fvwYDx48kF3P4kLb39//an5wV1cXhoeHUVlZKZti5urqaiwtLcFsNvOuXairq8PKygo+fPiAyspKkVZ4RqPRwGq1YnV1FU6nM6djpFIp0dsMCkWr1cLlcn1yByGdTmN7exvRaBRv3rzJ9Aw3GAyZAs3Z2Vm0tbVJteyCKY1PVkKIInV0dGBjYwPb29tSL0URAoEAXr9+ndldysbExAQODg7Q19dXMsE28GO9wLNnzzJBQKlKp9NX/tv39PTg9evXSCQSBVzV1RwOByKRSE6vdTqd2NjYwMePHwVe1ZeqqqpQUVGR82fY9va2YttxAmc/Z1arFe3t7QgGg5nc8Js3b+Lw8BDxeBxLS0tSL7MgSufTlRCiSD09PXj58iWvILJUqVQq9Pb2YmRk5NogMpVK4cmTJ7BarbLK0S0krVaLe/fu4fnz51IvRda4i5PR0VGcnJxIvRwAuRdQAj8WUS4vLxekiNJqteLDhw85rXVnZwe1tbUirEpaRqMRzc3NCAQC+M3f/E2pl1MQFHATQmTtYueSUt+JzIZWq8X9+/ev7FySSCQwODiIzs7OghSQyZnFYkFjYyOmpqakXookEolEVjn7Go0GgUBAVncE7HY71tfXc3qtWq1GY2MjwuGwwKu6nMvlymlXPR6PK3qHm/yIAm5CiOxlE0SSH5nNZrjd7kvb362vr+P7779Hf3+/pKOe5cTr9SKdThcs+JKTra0t1NXVZfVcg8GAu3fvyuaOAMMwsFqtObeX0+v1qKqqwubmpsAr+1Kuu+osy8puABHJDQXchBBFMJvNcDqdJbsTyZfb7YZKpUIoFMo8NjMzg7W1NXz77bdF1YpLCF1dXQiHw9jd3ZV6KQW1vb2ddcANnKVHNDY2yqaXeXV1NRKJRM59+2tra/Hx48dPxp6LRa1Ww+FwYHl5WfRzEfmhgJsQohjcTuTFIJJ8XWdnJ1ZXV7G9vY2RkRFUVFTk3au7mAWDQbx48UKwgSVKcHh4yLsNpNfrhUajwdTUlCwKKfMpoORev7W1VZD8dJ1OB5PJhI2NjWufK5fUHSIMCrgltr6+XlIf7oTkq6urC6urqyW3E5krn8+HP//zP4fb7c65R3ep4FN0Wura29thtVrx7t27zPTBkZERvH37FvF4vKBryaeAkuPxeBAOhwvy715TUwOWZa/9Pu3u7lLaVxGhxCCJmUwmjIyMYGBgoKRachGSj2AwSD2UsxCPxzE+Po7f+73fw8uXL2G32+lz5hp6vR53797F6Ogoent7pV6OqK5rB3gdu90Ou92e+e9UKoVYLIbl5eVMigY3+KShoQEmk0m095/dbs95AiUAlJWVwel0Ynl5GTdu3BB4dV+y2+1YWlqCVqv96mfYzs4OFUwWEZo0eYFUkyZjsRjm5+eL/sOdECElk0mMjIyU1LAWPlZWVrC0tIRgMAi1Wk2fMzzNz8/j+PgY7e3tUi9FNNxAEjH/jhcHn3A7uiqVCiaTCTab7Yvpg/nIZwIlJx6PI5lMfnIhIZbrxr+Pjo7i/v37VG+hIFdNmqTfUjJgtVphtVoxMzMj9VIIUQy9Xk89lL9idnYWm5ubePjwYabDAX3O8NPc3IyjoyOsrKxIvRTRbG5uij49kht80tHRkRl60tPTA5vNhmg0iufPn2NoaEiQDkT5FlACyKRwFCItRqVSwe12IxQKXdq55PT0lILtIkIBt0w0Nzfj8PAwr8IPQkqNxWJBQ0MDpqenpV6KbIyOjkKtVl9aHFkKQaSQfD4fFhYWCtLBQgp7e3uwWCwFP69KpYLFYvlk+mAwGBTk2A6HA2tra3kdw263Y29vryD1VRqNBjabDaurq198jeoIigsF3DLS3d2Nd+/eFe2HOyFiaGpqwsnJSckHkalUCt999x3cbjdaWlq++jyfz4elpaWCF7YpVV9fH8bGxvLaNZWrfHO45Uij0UCtVudVQAmctdVcXV3F6empQCv7OoPBAJ1Oh62trU8eL7Z/m1JH/5oyw324y2V8LiFKUOpBJDc50ufzZZV7GgwGMT4+Tp8zWeDuFlDqknLkM4GSw6V7FKpndl1dHQ4PDzNtFvf392EwGApyblIYFHDLjFqtlt34XEKUoFSDyFgshrGxMfT398NoNGb1Gvqc4cdkMsHpdBZV6tLR0REqKiqkXoYo8p1AydFoNLBarQVL9XQ6nYhGozg5OcHW1hZ1KCkyeQXcDMP8Y4ZhZhmGSTMM47vw+M8YhnnBMMzr8//99sLX7p8/vsAwzH9gGIb57Jj/kmEYlmEYy/l//48Mw0yfv+Y5wzDfXHjubzAM8/b8WH904XEvwzBj54//XwzDKKrqwGAwoLW1FePj41IvhRDFKMUgcn5+HvPz8xgYGOBdXEWfM/x4vV6cnJwUTZ1NLBaTJH+7UIQooASAqqoqlJeXY2dnR6CVfR3DMPB6vQiHw9je3i7qf59SlO8O9wyAfwhg6LPHtwH8JsuydwH8LoD/fOFr/xHAPwPQfP7nN7gvMAzjBPBzABeTMUMA+s+P9e8A/Nn5c8sA/K8A/i6AOwD+CcMwd85f8+8B/AnLsjcB7AH4p3n+PQvObrfDaDRibm5O6qUQohgGgwFtbW0YGxuTeimim5ycxOHhIXp7e3PO9aTPGX58Ph/evXsni+mK+dre3kZ9fb3UyxCVEAWUAFBfX4+DgwMkk0kBVnU1rh/45uYm7wmgRN7yCrhZlp1jWfbtJY+/ZFmWS6CaBaBjGKaCYZgGAEaWZX/NnvXA+QsAf//CS/8EwL8CwF441nOWZffO//PXABzn//8nABZYll1iWfYEwP8J4BfnO+bfAvh/zp/3f3x2DsVobW1FPB5HNBqVeimEKAbX23d2dlbqpYginU5jaGgItbW16OjoyPt49DnDTzAYxOjoqOKLKBOJRNHnCAtVQAmcFVGura0V5N9dq9Xit37rt0Q/DymsQuRw/zaASZZljwE0Arh4Py5y/hgYhvkFgDWWZV9dcax/CuCvz/9/I4CLfXS4Y9UCiLMsm/rs8UsxDPMHDMNMMAwz8XmFsBz4/X7Mzs4WxY4KIYXS0tKCZDJZNLf/OUdHR3j8+DHa29vhdrsFOy59zmRPo9Hg/v37VESpEHa7HRsbG3kfh2EYeDweLC8vX9ozm5DrXBtwMwzz3xmGmbnkzy+yeG0bztI7/vk1z9MD+DcA/viK5wzgLOD+19edlw+WZf+MZVkfy7K+uro6IQ8tCJVKhQcPHhTFjgohhVRsbTZ3d3fx7Nkz9Pb2Cl5MRZ8z/JjNZjQ2NtIQIQVgGAZ1dXV5F1ACQHl5ORoaGkq+BSnJzbUBN8uyf4dl2fZL/vzqqtcxDOMA8F8A/A7LsovnD6/hx5QQnP//NQBNALwAXjEMs3z++CTDMLbzY3UA+E8AfsGy7M6FYzkvOdYOABPDMOrPHlcsjUaD7u5uQSZxEVJKiqXN5srKCqanpzEwMCBaXid9zvDT1NSEw8PDvNvPSSEej2fd0aYYCFVACQCVlZWorKwUJIAnpUWUlBKGYUwA/grAH7EsO8I9zrLsBoB9hmF+ep5r/TsAfsWy7GuWZa0sy3pYlvXgLA2ki2XZKMMwLgD/L4D/iWXZdxdOMw6g+bwjiQbALwH81/Pc8EEA/+j8eb8L4MqLAyUwmUy4ceMGJiYmpF4KIYrBdS5RchA5MzODWCz2yZh2sdDnDD/d3d2Ym5srSDGdkAox0l1uhCqgBM4m3B4fH1MKFuEl37aA/4BhmAiAAIC/Yhjmb86/9IcAbgL4Y4Zhps7/cD/d/wJnu9ULABbxY0721/wxzvKy//T8OBMAcJ6j/YcA/gbAHID/m2VZrkrqXwP4nxmGWTh/7f+ez99TLlwuF7RaLebn56VeCiGKYTAYcPv2bcV1Lkmn0xgdHUV5eTl8Pt/1LxCIy+WCRqPB4uLi9U8mePDgAUZGRhTVinJ3d7fkWs4JWUAJnAXwXM9sQrLBUPL/j3w+H6uEnZ2RkRE0NzeX3A4FIfngWt+1trZKvJLrpVIpDA0N4c6dO7DZbJKsYXh4GLdv3y65wCwX29vbePPmDYLBoNRLycrQ0BD6+vqkXkbBsSyLxcVF3Lx5U5DjnZ6eYmlpCTdv3sRnI0VIiWIY5gXLspfukNCkSQUKBAJ49eqV4m5jEiIlpbS/uzimXapgGwB6enrw8uVLHB0dSbYGpbBYLKivry/aVpTFQsgCSuCsZ7bD4SjY+HeibBRwKxDXUUBptzEJkZrc299Fo1HeY9rFwn3OlNLkznw0NzcjkUjI/oIulUqhrKxM6mVIRsgCSgDQ6XQwmUyCtB4kxY0CboXSarW4f/++oovBCCk0Obe/C4VCWFxczGlMu1i0Wi3u3btHPaez1N3djdnZWVnffSz2ke7ZELKAEgBqamqQTqfx/v17wY5Jig8F3ApmNpvhdDoxOTkp9VIIUQyNRgO/34+hoSGpl5IxOzuLvb29vMa0i8VisaChoQHT09NSL0X2VCoVent7ZX33sRRGul9H6AJKAGhsbMTOzg6Oj48FOyYpLvL6ZCe8eb1eqFQqhEIhqZdCiGIYjUbcunUL4+PjUi8F4+PjUKlU6OrqknopX9XU1IRUKoVwOCz1UmRPq9Xim2++wejoqNRLudT+/r7k6UpyINQEyos8Hg9WVlZke7FFpEUBdxHo7OzE6uoqdnd3pV4KIYrhcDig1+sla7OZTqcxPDyM+vp6RXRO6erqQigUQjwel3opsme1WmGxWDKdceQknU7L7i6KFBiGgcViEXSAjUqlgsvlog0wcin6qSsSwWAQL168oI4ChPDQ1taGWCxW8KlxqVQKg4ODuHXrFlwuV0HPnY9gMIjx8XHqPZyFlpYWxONxmkgoYyaTSdACSgCoqKiAxWIRNEecFAcKuIsElztIHQUI4ScQCOD169cFK3RLJpMYHBxEd3e34nrpc5M76XMmO36/H69evZLNRkgikYBer5d6GbLicDgQiUQEPWZ1dTXKysrorjP5BAXcRUSv1+Obb76hjgKE8HCxzabYnUvi8ThGRkbw4MEDxebRGgwGtLW1KW5ypxTkVkS5uLiouIs8sWk0GpSXlwtaQAkANpsN79+/x+HhoaDHJcpFAXeRsVqtqK+vx8zMjNRLIUQxNBoNuru7RW2zGY1GMTk5iYGBAWi1WtHOUwg2mw1ms5kGvWRBr9fL4gIlHA5jZGSk5FsCXsZut2N9fR1CT972eDyIRCI4PT0V9LhEmSjgLkLNzc04OjrCysqK1EshRDFMJhO8Xq8obTa5HtsPHz6EWq0W/PhSaGlpQSKRwPr6utRLkT2bzQaj0Yi3b99Kcv7Z2VlsbW2hvb2dUkouwTAMGhsbsbq6KvhxPR4PQqGQ4ME8UR4KuIuUz+fD0tISdRQghAe32w21Wo3FxUXBjjkzMyPbHtv58vv9ePPmjWwnd8pJW1sbtre3sb29XdDzcm0nfT5fQc+rNHq9HuXl5djf3xf0uOXl5bDZbIIH80R5iuvTn3yCOgoQwl9HRwc2NjYECYzGx8dRXl4u6x7b+QoGg7Kc3ClHgUAAL1++LEgRZTqdxtDQUKbt5MnJCcrLy0U/r5I1NDQgFosJngJiMBig0+kKfrFF5IUC7iJGHQUIyU1PTw9evnyZc+eSi8FOS0uLwKuTFzlO7pSrQhVRnpycYHBwEHfu3Mm0nYxGo1QwmQWXyyXKgKe6ujokk0nBizOJclDAXeSoowAh/F3sXMI3MLos2Cl2cprcKXd6vR6tra2ifa8SiQSePn0Kv9//SYFkLBYr+ZHu2dBoNDAajaLsRjudTmxsbODjx4+CH5vIHwXcJcBms8FkMsly6hkhcqXVanH//n1enUuSyeSlwU4pcDgc0Ol0kk3uVBK73Y7KykrBv1fb29sYGxtDf38/DAbDJ19LJpNfPEYuZ7FYcHBwIHg6JldEuby8TEWUJYgC7hLR2tqK/f196ihACA9msxlOpxNTU1PXPnd3dzfTY7tUA5v29nZJJncqUXt7OzY3NwUbjrKysoIffvgBAwMD0Gg0ghyzlLlcLlE6fanVajQ2NoqStkLkjQLuEkIdBQjhz+v1Ip1OIxQKffU56+vrmJ6eLooe2/kq9OROJevp6cGLFy/y3kmdm5vD5uYm+vr6Lu2Ek0qlUFZWltc5Sk1ZWRmsVqsom1R6vR5VVVXY3NwU/NhEvijgLjHUUYAQ/rq6urC6unrpbuTi4iLC4XBR9djOh9ymK8qZSqVCIBDIa+DSxMQE0uk0uru7v/qc7e1tmM3mnM9RqoxGI1KplCgXj7W1tfj48aPgbQiJfFHAXWKoowAhuQkGg3jx4sUnLd1mZmZwcHCAQCAg4crkJ5f891JlMBhyKjhNp9MYHh5GXV0d2trarnxuNBpFQ0NDPsssWU6nE2tra6LkXDscDmxtbVHr3hJBAXcJoo4ChPDH7dxybTbHxsZQXl6Ozs5OqZcmS3zy30udw+FARUXFlWlLF3GdcG7dugW3233t8/f392EymfJdZkliGAYOh0O0wTUejwfhcJjuBpUACrhLFHUUIIQ/vV6Pb775Bn/6p3+KxsbGou+xnS+v1wsAWQeSpayjowOrq6vXTgfmOuF0d3dTX+0C0el0KC8vx/v37wU/dllZGZxOJ5aXlwU/NpEXCrhLGNdRgKZfEZKdo6MjvHr1Cj/96U/p5yZLnZ2dX81/J5/q6em5cjow1wmnv78fRqMxq2Om0+lLCykJPw0NDdja2hKl/kmr1cJsNlMXsSJHP4UlrpCjhglRst3dXTx79gwPHjyAz+e7tnMJ+dFl+e/kS2q1Gn6//9Lc90gkgpmZGTx69IhX27/d3V1KJxGIWK0CAWT+ja67w0GUiwLuEsdN1KPx74R8XTgczgQ7XNs/rnMJ7XRfjzqXZM9oNOLmzZuYmJjIPPb27VtsbGx8te3fVTY3Nyn1RCAajQbV1dWi/czb7Xbs7u7ShWmRooCbQKvV4ptvvsHo6KjUSyFEdqanp7Gzs3NpsBMMBvHy5UvqOZ0FvV6Pu3fv0udMFlwuF9RqNcLhMCYnJ/Hx48cr2/5dZW9vr+SmnoqptrZWlCmUHI/Hg9XVVZyenopyfCIdCrgJAMBqtcJisWB2dlbqpRAiC+l0GiMjI6isrERXV9elz+HuEI2MjFBv+yxYrVZYrVbMzMxIvRTZ6+jowK9+9SsAZ/U2uaIcbuGJmVqiUqngdrupiLII0U8hyWhpaUEikaDCDVLyuLZrzc3NaGpquvK5Wq0W3d3d1HM6S83NzTg8PEQkEpF6KbJ1dHSEx48f45e//CV2dnZoOrDMiDmFEjhLXbFarfQzUmQo4Caf8Pv9mJubow94UrLi8TiePn2KQCCQde6ryWTCjRs3qLd9lrq7u7GwsEBT9i7BFef29vbCarWiv78fo6OjOeX17u/vw2AwiLBKYjQacXp6Klo6WVVVFcrLy7GzsyPK8UnhUcBNvvDgwQMa/05KUiQSwdTUFAYGBqDX63m91uVyQa/X4+3btyKtrrgEg0GMjY3RlL0LQqFQpjiXe/9pNJrMwCW+n8kbGxuw2WxiLJXgbJ7F2tqaaIXA9fX1ODg4oBqRIkEBN/mCRqNBd3c3nj9/LvVSCCmY2dlZbGxs4OHDh1Cr1Tkdo62tDbu7u5SWlQW1Wo1AIECpOOempqawt7d3aXGuXq+H3+/H06dPeQV329vb1KFERNwUSjFTP9xuN9bW1mgDrAhQwE0uZTKZaCwzKQnpdBqjo6NQq9U5d4K4KBAI4M2bN5QukQWDwYDbt29jbGxM6qVIJp1OY2hoCNXV1V8tzgXOUhju3r3L6wLl9PQ054tHkh2dTgeNRiPKFErgLKj3eDwIhUJgWVaUc5DCoICbfJXX60U6nUY4HJZ6KYSI4uTkBE+ePIHX6xV0THtfXx9GR0cpXSILdrsdBoOhJFNxuOLI9vZ2eL3ea59vtVpx48YNaq0oMzabTbQplABQXl4Ou90uWmcUUhgUcJMrdXV1IRQK0fQrUnQSiQSePn0Kn88neJ6rWq3O5N3SoJfrcak40WhU6qUUzPb2dmZyqdlszvp1DocDTqcTjx8/vnIASzKZhE6nE2KpJAtut1vUgLiyshKVlZWIxWKinYOIiwJucq1gMIjx8XHarSNFIxqN4vvvv0d/fz+MRqMo5zAYDGhra6PdyCz5/X7Mzs6WRIekxcVFvHnz5pPJpXw4HA4MDAxgeXkZIyMjl34204TJwiovL0d1dTW2trZEO4fFYsHx8XFJ/IwUIwq4ybWouIkUk7dv3yIUCuHhw4fQaDSinstms9GglyxxQ4SKvUPS5OQkDg4OEAwG8xpIo1Kp4PP5Mnnd8/Pzn3w9Fouhvr4+3+USHmpra5FIJHB8fCzaORwOB6LRKG2AKRAF3CQrBoMBt27doj7DRNHGx8eRSqUQCAQKNn2vubkZR0dHVAuRBa5DUjFe3HPFkbW1tejs7BTsuEajEd9++y1UKhUeP36cSf87Pj7Oafec5IebQilWgSPDMPB6vQiHw1REqTAUcJOsORwO6HS6L3ZSCJG7VCqFJ0+eoKGhAW1tbQU/v8/nQzgcxu7ubsHPrTTcEKHJyUmplyKYZDKZKY50u92inKOpqQn9/f2Ym5vLXFiSwisrK4PNZsPGxoao53A4HDT+XWEo4Ca8tLe3Y3Nz88piHULkJJlMYnBwEJ2dnXA4HJKtIxgM4sWLFzlNDCw1LpcLarUai4uLUi8lb7FYDCMjI7yLI3PBpf85nU7Mzc1haGgIw8PDmJubo4u9AqqqqsLp6Sk+fPgg2jl0Oh1MJlNJFRorHUO3JH7k8/nYiYkJqZche+l0Go8fP8aDBw/oliWRtVgshtevX+PBgwei52tn4+joCM+ePcOjR48KltKiZMPDw7h9+zYsFovUS8nJ4uIiotFoQVOYgLMOKJubm2hra0M6nUYsFkMsFsP+/j7S6TRUKhVMJhNsNhvMZjO9F0XAsiwWFhbQ1NQk6vd3bW0NBoMB1dXVop2DZI9hmBcsy/ou/RoF3D+igDt7yWQSo6OjGBgYoA9rIkuLi4vY2NhAT0+PrN6ju7u7mJmZQV9fn9RLkT0lX9xPTExAo9Ggo6Oj4Oeen59HZWUl7Hb7pV9Pp9PY3d3F5uYm9vb2Mq0rjUYjbDYbLBYLDcwRwOHhIWKxmGhpRJzFxUU4HA5UVFSIeh5yPQq4s0QBNz+xWAzz8/Po7e2VeimEfIKbkCpkcZqQwuEwtra24PNd+rlMLlDaXYFUKoXh4WHcuHEDLpdLkjWMj4/j7t27vC9S4vE4NjY2sLu7i9PTUwBnBfNWqxU2m42C8BxEo1FotVqYTCbRzpFOpxGNRr96gUUK56qAm356SM6sViv29vYwOzsrSSEaIZ9Lp9MYHh6G0+nManKfVNxuNw4ODjA/P4/m5maplyNrWq0W9+7dw/PnzxEMBqVezpWSySRGRkbQ3d0taoB1nVw7lJhMpi/Wvb+/j83NTYyPj+Pjx48AzvKH6+vrYbPZZJGqJWc2mw0LCwuoqqpCWVmZKOdQqVQUbCsABdwkLy0tLRgbG0M0GhV8Wh8hfHA7offu3VNEzm97eztGR0dRVVVFPzvXsFgsaGhowPT0tCQpGtng6gX6+/uLKgg1Go0wGo2fXBgmk0lsbm7ixYsXmSC8oqICVqsV9fX10Ov1Ui1XlrhWgXLeBCDio4Cb5K27uxuDg4MwGo30QUsksbu7ixcvXqC3t1dR70G/34/BwUEYDAYYDAaplyNrTU1NmJiYwMrKimSpGl8zPz+PWCxWMjUter0eXq/3kwDy6OgIm5ubmJ2dxeHhIYCz6YvcxVIpv781Gg0qKyuxt7eHmpoaqZdDJEIBN8kbNyHu6dOnismzJMVjZWUFS0tLGBgYUFyO6cWfHSWuv9B8Ph+ePHkCo9EoacrGRZOTk1Cr1bKpZUmn02AYpuDn1Wq1cLvdnxQInpycIBaL4c2bN0gmkwDOekhbLBbU19fL5t+wEP7/9u4/qM08vxP8+yuEAAGyEEKI32DsxjZum8bQGtrgNk22M5ndzSTZma3sbd303k0ldbubqb263CUzmaqkavdqa3N7dbPJXZK6qUl2k1SuZrO9mUxqZ5PZjo0bgxmNMU1jsI3bWID5IYQkZCHzU+h7fyBpZFuIX5KeR9L7VeXq5tEj6QOPHumj7/P5fr4WiwVPnjyBwWBIWWkJqRsnTcbgpMmTYfcFSreJiQlsbm5m/ORDv9+PkZERXL9+nV9YDxAMBtHf36946UYoFMKdO3dQU1OjqlIBr9eL+fl51ZbeBINBuN1uOJ1O+P1+AHtfPMvKylBZWZnVbQq3t7exsLCgqtcLJRe7lBwSE+6TczgceP78uWq7Q1B2CIVCsNvtMJvNWTPpcHFxEbOzs+jq6lI6FNULBAKw2+2KlXBsb2/j9u3bePPNN2GxWNL+/IlMT08jPz9fdWU3iYRCIbjdbrhcLvh8vmiv8Ng2hRPdpsgAACAASURBVNmShLtcLuTn57O0JEsx4T4kJtzJMTIyAovFklFv+JQ5Njc3MTQ0hNbW1qybbDg1NYVgMMiuP4fgdDrhcDjS/gXF7/fDbrejq6tLlXXJIyMjOHfunCpjO4pQKBRtU/hqr3CLxQKLxZKxJVhPnjxBU1MTS0uyENsCUlpF6iyNRiMMBoPS4VAWcTqdmJycRFdXV0ZNjjyslpYW3L17V5UTA9XGarXi+fPnaW1LmgmdSDY3NzM+2Qb2ykxMJhNMJtNL2/1+P5aWluBwOKK9wvV6fbRXuFqPSyx2LclNTLgpJbq7u9Hf38+JYJQ0Y2Nj2NnZyfpOEJ2dnaqbGKhWkbaki4uLKe9DHFmmPdtff2oXaVPY0tIS3RYIBOK2KbRaraisrFTdKqXsWpKbmAlRSmi1WthsNgwMDOC9995TOhzKYJubm7hz5w7OnDmTM6O+kS+smbikebrZbDbcvHkTBoMhZSO7kZVL1dKJhF4WaavZ3Nwc3RbpFf7pp59ia2sLwF6bwkivcKWvAlgsFkxPT6O0tJSDUjmCNdwxWMOdfPPz83A6nRnfRYKUke0lJImsr69jeHiYI6qHsL29nZLWiqFQCMPDw7BarS8lc2oV6Zyi9hU5lbK9vQ2n0wmXy/Vam8Kqqqq0l0Cya0n24aTJQ2LCnRrj4+MoLi7OiA8sUo9ICcmVK1dyNuF0u9149OgRE6hDiLRWTNYVtUgnkkyanOvz+TAzM8MuUUcQDAbhcrngdDoRCAQA7NWPl5eXR9sUptLKygq0Wi1LS7IEE+5DYsKdOoODg7hw4ULK37wo8+ViCUkiDocDq6uraG9vVzoU1Zufn8fS0hI6OztP9DiBQADDw8Ow2WwZNfHb4XBAo9G8tPgMHV0oFILL5Yq2KQT2knCj0Qir1Zr0XuHT09NoaGhgaUkWYMJ9SEy4UycUCuHGjRusSaWE5ufno10gcq2EJBFeJTq8iYkJFBQUHLs/e6QTSU9PT0Z0vIg1OjqKM2fOZNSXhEwRCoXg9XqxvLz8WpvCSK/w4ybMLC3JHmwLSIrTaDS4evUqhoaGWJNKcY2OjmJ3dxenT5/OuEQn1S5duoShoSGUlpaqbqEVtbl48SKGhoZw6tSpI/+tHA4HFhYWMvY9an19XfHJgNlKo9HAbDbDbDa/tD3SK/zJkyfRJLykpCTapvAwSbhOp0NJSQm8Xi+vAmcxJtyUNnq9Hq2trdFFI4iAn5SQvPHGG6itrcXOzg4cDgfOnDkDIYTS4alGV1cX+vv7YbPZmFQdIPK3Ospk2/HxcQSDwYyvl8/ELwqZzGg0vta+0+/3Y3l5GXa7Hbu7u9je3kZbW9tryXqsiooKTE9Pw2AwsLQkS/HMpLSyWq0wGo14+PCh0qGQCiwuLmJoaAif+9znUFtbC2CvdVd1dTXm5uYUjk5dNBoNenp6MDw8jGAwqHQ4qhZ7RS0y6rifSCeSoqKijK+TP+h3pfQwGAw4e/Ysrl69imvXrqG5uRkvXrw48H6RBXEoOzHhprQ7f/48fD4fnE6n0qGQgkZGRrC4uIi+vr7XRiGLi4tRXFwMl8ulUHTqpNPpov3tKbHCwkJcuXIFg4OD++4TDAZx69YtNDU1HbvmW004uq1OHo8HFRUVB+6Xn5+P0tJSeL3eNERF6cazkxRhs9kwOTkZ7YVKuSMYDOKjjz4CgIT92c1mM7a2trC2tpau0DKCwWDAuXPnYLfblQ5F9UwmE+rq6qIL18RaX19Hf38/Ojo6MqbtXyKBQIATjVVqfX390MemoqICq6urvIqVhZhwkyKOcsmXskcgEIjWIdfX18Ptdifcv7a2FsvLy9je3k5ThJmhuroaBoOBpVmH0NTUhFAoBIfDEd3mdrsxPDyMd999N2s6eni9XvZyzhIsLclOTLhJMZFLvnfu3FE6FEoDl8sFu90eTXIsFgvW19eji03EI4RAU1MTZmdn+cXsFefPn4ff78f8/LzSoahee3s7nj17Bq/Xi9nZWTx48AC9vb1Z1Q3H5/Mx4c4SLC3JTky4SVEmkwlVVVUYHx9XOhRKoenpaTx+/Pi1JKeurg5OpzPhCHZeXh7q6uowOzubjlAzis1mw5MnT6KLc9D+uru78eGHH2J+fh7Xrl3Lunpnv9+fNaP12cTv9x+rqxBLS7JPdr3jUEZqbm7G9vY2L6FlqbGxMaytraG7u/u1JOewI9iFhYUwGo1YWlpKdbgZp7u7G3fv3mXZzQHsdjvefvttrK+vZ+XVklAolHVfIrKBx+NBeXn5se7L0pLswrOTVKGjowNPnjyB3+9XOhRKklAohMHBQZw6dQptbW377hcZwZ6ZmUn4eGVlZZBS4vnz50mONLNptVpcvXoVt2/fzspE8qSCwSBu3ryJhoYGtLW14a233mIZG6WN2+0+VIeSeCKlJR6PJ8lRkRKYcJNqXLt2DXa7nZfQssD29jb6+/vxxhtvHGq54sLCQpjN5gPrkaurq+HxeLC5uZmsULOCXq/Hm2++yUTyFbGdSKqrqwHsdb+pq6vD6OiowtFRLtjY2DhR95iKigr4fD5+LmYBJtykGlqtFjabLWHfXFI/v9+Pjz/+GDab7UhLaxsMBuTn5x84mtPY2Ihnz55hd3f3pKFmFYvFgqqqqrgt8HKR2+3G0NBQ3E4kDQ0N0Gq1mJ6eVii65HK73VwSPIuxtCQ7MOEmVTEYDDh9+jRGRkaUDoWOYXFxESMjI+jt7T3WRKHKykoEAoGEq7JpNBo0NDQcWIKSi5qbmwHgpRZ4ucjhcODRo0fo6+vbtxPJpUuX4HQ6s2Jxpbm5uehKrZR98vPzYTAYWFqS4Zhwk+rU19dDp9PlfNKQaaampjA7O4v33nsPWq322I9TX1+PpaUl7Ozs7LuPTqdDRUUFW+LF0dbWhoWFhQN7nGer8fFxrK6uxp2k+6quri7cv38/YWvKTBAIBGA0GpUOg15x3A4l8ZjNZpaWZDgm3KRKly5divbNJfUbGRnBzs4Ourq6TvxYkc4lMzMzCScBHrYEJRe98847+PTTT3NqJddQKIShoSEUFRWhvb39UPfRaDTo6enB8PAwExlKupWVFZjN5qQ9HktLMhsTblKt7u5u3Lt3j+3OVCwUCuHWrVuwWCy4ePFi0h73sJ1LKisrsba2llOJ5WHEruSaC4lkZJJuc3Mzzp49e6T76nQ62Gw2DAwMZGSXF9Zvq5fb7T7SPJaDREpLcvXqVaZjwk2qFUka2O5MnTY3N3Hjxg1cunQJ9fX1SX/8wsJClJeXY2FhIeF+DQ0NWFhYyInE8igKCwvR2dmZ9ZOQA4EA+vv7YbPZYLVaj/UYBoMB586dg91uT3J0qcf6bfXa2tpCYWFhUh/TbDbD7/dzICoDMeEmVdPr9Whtbc3ID8Js5vV6cfv2bfT09KR0dO3UqVPIy8tLWFokhEBjYyNmZmYgpUxZLJnIaDTizJkzuHv3rtKhpITL5YLdbj/2JN1Y1dXVMJlMmJiYSFJ06cH67dzT0NCA2dlZvt9lGCbcpHpWqxVGoxFTU1NKh0LYG1EbHx9HX19f0kdv4rFarVhbW0vYuSQ/Px9VVVV49uxZyuPJNLW1tdDr9Vl3/kxPT+Ozzz5Db2/vvp1IjqqlpQWbm5uskyVVy8vLg9VqxeLiotKh0BEw4aaMcP78eXi93qxo4ZXJJicnsby8jOvXr6d1GenDdC4pLi6GXq/naySO1tZWeL3erPmAHh0dxYsXL3D16tWkvw47Ojrw9OnTjJiwzfpt9fL5fK/1f0+m0tJSSCkzvsNOLmHCTRnDZrPh/v37nCCnkOHhYWi1WnR2dqb9uWPLRhLV85vNZmxtbfFDKI6uri48evQIfr9f6VCOLRQKYXBwEGVlZbh06VLKnufatWu4d++e6lc0Zf22enk8npR/GaqpqcHS0hIXAcsQTLgpY8R2XuAkyvQJBoO4efMmGhoa0NLSolgcWq0WtbW1mJ2dTbhfbW0tnE4nJxXFce3aNdjt9oz820Q6kbzxxhtoampK6XNF2gWqfcI267fVK9kdSuIRQrBVYAZhwk0ZpbCwEG+99Rbu3LmjdCg5YX19Hf39/ejo6EB1dbXS4aCoqAhlZWUJSyMifbxnZ2dVnSwpQavVoqurS/WJ5Kv8fn+0E0mqk5iIwsJCXLlyJeu7vFBqpKJDSTwFBQUoLS1lq8AMwISbMo7ZbEZVVRXGx8eVDiWruVwuDA8P4913301pLeJRGY1GaDSahDW2eXl5hxoNz0UlJSV48803MTw8rHQoh7K4uIiRkRH09fUlbdW+wzKZTGhoaMDIyEhan/cwQqFQWudRkHqZzWasra1ha2tL6VAoAZ6tlJGam5uxtbXFpb1TxOFw4PHjx0ntAJFMVqsVfr8/YT1/UVERjEYjlpaW0hhZZrBYLLBYLKr/0jo1NYXZ2Vlcv34dWq1WkRgaGhpQWFiIzz77TJHn34/X62U5iYql+8tQpLSErQLViwk3ZazOzk48fvw4oyeBqdHY2BieP3+O7u5uVY+gRRa8SdS5pKysDFJKPH/+PI2RZYazZ88iGAyq9irAyMgIdnZ20NXVpfjr8OLFi3C73XA6nYrGESvZy4ZT8vh8vrRfjYm0ClxeXk7r89LhqffTlOgQIpPAuMrgyUU6QJSWlqKtrU3pcA4UqdU+aMGb6upqeDweXm6No729HbOzs6pqgRcKhTAwMICKigpcvHhR6XCibDYbJicnVfMF3+v1MuFWKaW+DJWWluLFixcZNT8jlzDhpoym1Wphs9kwMDDAN5kTiO0A0dzcrHQ4hxbpXDIzM5Nwv8bGRszNzbF9Vhzd3d2qaYG3ubmJGzdu4MKFC2hoaFA6nJdEOpeopcvL7u6uYmU2lJiSX4aqqqpUdSWGfoIJN2U8g8GACxcucPn3Y/L7/fj444/T2gEimQ5Tq63RaFBfX39gYp6L1NICz+v14vbt27h69apqR251Ol1Gdnmh9NrZ2UlLh5J49Ho9Njc3+fpUISbclBWsVivMZrPqJ4GpjdPpxMjICHp7e9Nec5hMZWVlAIDV1dV99ykoKEBFRQUn2sahdAu8ubk5jI+Po7e3F3q9XpEYDqukpAStra2KdnnZ3t5Gfn6+Ys9P6lZVVZU1q8pmEybclDUik8AcDofSoWSEqakpOBwORTtAJFNVVRV8Ph82Njb23cdgMCA/P19VNctqYTKZ0NjYmPYWeBMTE3C5XBn1OrRarYp2eXG5XKq9CpDr1DCyXFRUhJ2dHZbQqQwTbsoq7e3tWFhYgMvlUjoUVVNTB4hkamxsxPz8fMJJtJWVlQe2FMxV9fX1aWuBFwqFMDw8jPz8fHR0dKT8+ZJNyS4vbrcbFRUVaX9eOtjq6qoq5kNwlFt9sueTlijsnXfewf379xEIBJQORXXU2gEiWSKdSxwOR8LOJZGWguxu87p0tMALBoO4desWGhoa0NLSkrLnSbVIl5d0r/LHJd3Vy+v1qqIsqrCwELu7u3yPUxEm3JR1IpPAhoeHVdFNQC0iHSAuXryoug4QyaTValFTU5Nw5FEIgcbGxgNbCuaqSAu8VHxpDQQC6O/vR0dHB6qrq5P++OnW3d2NTz75JK1XTNRQtkDxud1ulJeXKx0GgL2WqFz4Sz2YcFNWYjeBl/l8vmgHCJPJpHQ4KafX63Hq1KmEHzb5+fmoqqrCs2fP0hhZZoj90prMETKXywW73Y53330XBoMhaY+rpMjfamhoiKOJhJ2dHej1elW8FnQ6Heu4VYQJN2WtkpISvPnmm7hz547SoShqbm4OY2NjGdEBIpkiq0z6fL599ykuLoZer8fKykoaI8sMOp0uqT3uP/vsM3z22Wfo7e2FTqdLQoTqUVhYiM7OzrR0efH7/RndUSgXlJSUsKSRXsOEm7KaxWJBTU0NRkdHlQ5FEZOTk1heXs6oDhDJVF1djdXV1YSdS8xmMzY3N/kBGUeyetyPjo5iY2MDV69ezapJurGMRiNOnz6Nu3fvpvR5uKS7eoVCIWg0GibcFNeJ3vmEEF8WQkwKIUJCiI6Y7X9HCHFPCHE//N/3Ym67Et7+RAjxu0II8cpj/qoQQgohzK9s7xRCBIUQX4rZ9oEQ4rPwvw8O+xyUW5qamqDVatPSeUFN7HY7NBoNOjs7lQ5FUYfpXFJbWwun04mdnZ00RpYZrFYrTCYTJiYmjnzfyCTd8vJyXLp0KQXRqUt9fT30ej2mpqZS9hxutzsjF6jKBT6fL9p6VE3vJZynog4nHWqYAPALAAZe2e4G8PellG8C+ADAn8bc9gcAfgnA2fC/z0duEELUAXgfwFzsgwkh8gD8NoD/FrPNBOC3ANgAvA3gt4QQZQc9B+WmS5cupbzzgloEg0HcvHkTNTU1OH/+vNLhKC4yQTJR55JIdxNOooyvpaUFm5ubmJubO3jnMDUv055Kra2t8Pl8KWvJtrW1pdgqhpSYGq8+6HQ6VSX/uexECbeU8qGU8rWv8lLKT6SUkXebSQBFQogCIUQVAIOU8kdy71PtTwD8XMxdvwXg1wC8+on3NQD/GUBsc+WfBvCRlNIrpVwF8BGAzx/iOShH2Ww2PHjwAH6/X+lQUmZ9fR39/f1ob29HbW2t0uGoRn5+PmpqahImjHl5eaitreXy7/vo6OjA06dPD7VoUOwkXbUlIOlgs9nw6NGjlLzXcNlu9fJ6vdHXu0ajUcVxKigowNbWltJhENJTw/0PAIxKKbcA1ACIXVd5PrwNQogvAliQUn4ae2chRA2An8feqHWsGgCx7QUij7Xvc8QjhPhlIcSIEGKEE6eym0ajwbVr12C321WxMEGyud1uDA0Noaenhz1649Dr9SgtLU14laOoqAhGozEnroQcR3d3N+7du5fw/MnVSbqvirzXJLM1aSgUwurqKu7cuYOBgQEMDg5icnISXq9XFcldrtvZ2YlOCFZLHbdOp2PCrRIHzqISQvwtAGucm74ppfz+AfdtxV4pyPsH7KcH8Bv77PfvAPy6lDKUilJsKeW3AXwbADo6OngtOctptVpcvXoVt2/fRl9fX9ZM4JqdncXs7GxW/U6pYDKZsLCwgOfPn+PUqVNx9ykrKztwn1x10PkzOTmJ9fV1XL9+XZkAVUSr1UZbk/b29iblvPT5fDh//ny0Hj4UCsHtdmNxcREPHjyITtorKytDVVVVTrQAVauSkhJ4PB7F219ubm6yBEklDky4pZQ/dZwHFkLUAvgegK9IKafDmxcAxF7nrg1vawbQBODTcFJdC2BUCPE2gA4A3w1vNwP4ghAiGL7f9Vce61aC5yACsDfSeeXKFQwODuLatWtKh3NiExMT2NzczIrfJR1qamrw9OlTFBQU7PtBFNmnsLAQBQUFaY5Q3fR6Pd566y3cuXMH3d3d0e3Dw8MwmUw5P0k3Vmxr0ti/1XF5PJ6XSnQ0Gg0sFstLkygjSfj8/Hx0oqtGo0F5eTmqqqp49StFIl92ItRSyhEIBHKyrEuNUtInTAhhBPADAF+XUg5Ftkspl4QQfiHE5wDYAXwFwP8tpbwPwBJz/xkAHVJKN/YS8cj2/wDgv0gp/zI8afJfx0yUfB/AN6SU3njPkYrfkzKXyWRCY2MjRkZG0NHRcfAdVMput8NoNGblMu2p1NjYiOnpaZw+fRp5eXkJ92lubuZVg1eYzeZou81Lly5hYGAA586dy4qVI5PNYrFgbW0NY2NjaGtrO9Fjud3uAyeg7peEu1wuzMzMROvK8/LyYDabUVVVpfgobDbwer2q+zITmQDORm3qcKKEWwjx89hLZisA/EAIMSal/GkAvwLgDIDfFEL8Znj396WULgD/DMB/AFAE4K/D/44snFj/KwCRpqf/UkoZmc2TlOeg7FZfX4+1tTU8fPgw47p5BINBDA4O4syZM5wceQwajSbauaS5uTnuB5JGo0F9fX10H3pZU1MT1tbW8OGHH+ILX/gCk7YEmpubMTY2BofDgaampoPvsI/YGuGj0Gg0sFqtsFp/Uh0aDAbhcrnw5MmTaK1xXl4eLBYLqqqquLjOEcXrUCKEgJRSsYTX7/fzvFQRwRZYP9HR0SFHRkaUDoPS7O7du6iqqsqYxHVzcxO3b99GZ2en6kZUMs2LFy8OHDX0+/1YW1tDTc2+c69z2uDgIC5cuMB64UMYHBzEuXPnjn2Jf2BgIKWlY8FgEE6nE06nE+vr6wD2knCr1YrKykom4QkMDQ3BZrO9tMCY1+uFlBLl5eWKxDQzM4P6+npeoUsjIcQ9KWXcy+a5t/Qc0Ss6Oztx69Yt6PV61ScNPp8Pd+/eRU9PDyfCJEFxcTE2NzexvLyMysrKuPsYDAasr6/D6/Wq/vWhhHfeeQc3btzAu+++m3VLtifbO++8g/7+fnR1damyg4tWq0Vtbe1Lgw/b29twOp149OhRNAnPz8+PjoSr8fdQwu7u7mur+ZpMJkxPT+PUqVOKrPT7al05KYsJNxH2WnjduHFD1Yns4uIiHj9+jN7e3pxcpj1VysvLMT8/n7AridVqxczMDIqKilBUVJTmCNVNo9FEu3H09fUpHY6qaTQa9PT04OOPPz7yeez3+xUZYdbpdKivr0d9fX10WyQJn5ycxMbGBoC9SYKRJFyt76FKqK+vx9zcHE6fPp3W511bW+OXIZVhSUkMlpTktkiphhoT2qmpKfh8PthsNqVDyVpPnz5FdXX1vsmClBJPnjxBU1OT6l4farC4uIhnz57xNXoIPp8Po6OjeO+99w59H4fDAY1Go9pVOyNXipxOZ7Q7R0FBQbQcJZuT8FAolLATjcfjgZQybd1CdnZ2MDs7u+/8FEqdRCUlTLhjMOEmn8+HsbExVfURHh0dhU6nYyeSFAuFQgd2LuEHWWITExMoKCjA2bNnlQ5F9ebn57GwsHDoLygjIyM4d+5cRtVRb25uYmlpCU6nM7q8eFFRESorK2G1WrOmBMnlcsHlciV8j3769Clqa2tT/jtzYEBZTLgPiQk3AeoZqYuMmtTV1al2VCvbbG9vY25uLmFC/eLFC3g8npcusdNPnHRiYC55+PAhAByqS1KqJ0ymy/r6OpaWluByuaJJuF6vh9VqhcViycgk/OHDhygrK3upC8yrgsEgZmZmcObMmZTGMjs7i4qKCpaTKISTJomOoLq6Gmtra5iYmFBsVHl7exu3b9/G5cuXmbikkU6ng9VqxbNnz/ZNqIuLi7GxsYGVlRVUVFSkOUL1i0yiVPN8CLU4f/487HY75ufnM6ZL0knp9Xo0Nze/1GozEAhgeXkZ9+7dey0Jt1qtqh+p9Xq9B17V0Wq1sFgsmJ6eRn19PfLz85Meh8vlQnFxMZNtlVL3q5hIIS0tLRgZGcHs7GzaR5cDgQCGh4fR1dWVUZePs0VJSQk2NzfhcrleWjwkltlsxtzcHAKBAI/RKzQaDa5evYqhoaGkLWmezWw2G27duoWSkpKcbfNZUlKCkpKSl5Jwv9+P5eVl2O127O7uRveLjISrKQmP16EkHoPBAL1ej7m5OZw6dSqp7QLX1tawubnJK28qpp5XLJHKdHR0YGBgAMXFxWkbZXa5XLh//z5brCnMbDZjfn4+4cIRdXV1mJ6eRkNDQ0pGqzKZXq9Ha2sr7t69q3hpVibo7u5Gf3//vlcFNjc3UVBQoEBkyjEYDDAYDC+NHPv9fiwtLcHhcESTcIPBEE3CM+HLnVarxenTp7GysgKHw4H6+vp954wcxu7uLubn56HValFXV5fESCnZWMMdgzXc9KpQKJS2vrkOhwMLCwt45513MuKDIxdMT0+jtrZ232Rnd3cXT58+xZkzZziJMo7JyUnodDpOojyE9fV1DA0Noa+v77Xzf25uDjs7O1zxNA6fz4elpSV4PB6EQiEAgNFohNVqhdlsTvl7aTAYhN1ux9WrV49838ickeLiYphMpiN/qXK5XAgEAmmZjEmHw0mTh8SEm+LZ3t4+Vt/coxgfH0coFEJbW1tKHp+O5zCdSzY2NrC8vIzGxsb0BpchOIny8NxuNx49evRae7mxsTE0NjbmbMnJUXm9XiwtLWF1dTXlSbjL5cLKygpaW1uP/RgbGxvwer3Y3t4GsDdqbzQaX3vPCQaDCAaD2Nraii4lz9eEujDhPiQm3LQfv9+PkZERXL9+Palv1qFQCHa7HWazmaOAKnWYziWRD8tEXQpyVSgU4iTKI3A4HFhdXUV7e3t02+DgIK98nUAoFIqOhEeScI1GE03CTSbTsf+2k5OTqKio2He+x1FJKeH3+/H8+XPs7u6+9J6Tl5eH/Px85Ofnw2Qy8aqaCrFLCdEJGQwGXLhwAcPDw8e6dBhPMBjEwMAAzp07h+rq6qQ8JiXfYTqXmEwmLCwsJFytMldxEuXRNDU1YW1tDdPT09ESEi7RfTIajQYmkwkmkym6LRQKwev1wul04sGDB9H9ysrKUFVV9dK+iayurqKlpSVpsQohcOrUKb6PZCEm3ESHZLVa8eLFC4yNjZ249CNSr2mz2fadlEfqUVJSgo2NjYSdS2pqavD06VMUFhbm3AS3g0QmUdrtdnR1dSkdjupdunQJQ0NDKC0tTdrIKb1Mo9HAbDa/VOoUCoXgdrsxPz+PiYmJ6H7l5eWoqqqKW74RCoVU1TGF1IuvEqIjaG5uxtjY2EujT0fldDoxOTnJS+wZpqKiAs+ePcPa2hpKS0vj7tPY2Bh9bXBE8mVWqxUejwdTU1NJHRHMVl1dXejv78dbb711oi4WdHgajQYWi+WlLzmhUAgulwszMzPw+/3R/SoqKlBVVaVUqJSBmHATHVFbWxuGhoZQXFx85Jrd8fFxbGxs8NJ6hoq0AtTpdHFHsTUaDerr6zEzM4PTp08rEKG6tba2YmhoCOXl5ZxEeQCNRoOenh5873vfw4ULF5QOJ2dpNJroAjwRwWAQLpcLU1NTePHihYLRUSbhJz7RMXR1deHBgwfREY+DBINB3Lp1C6WlpbDZbEy24mMonwAAFxFJREFUM1hTUxPm5uaifYBfVVBQALPZjIWFhTRHlhm6urrwySefYHNzU+lQVE+n0+HMmTOorKxUOhSKodVqUV1djYaGBi40Q4fGT32iY9BoNLh27Rrsdnu0ldN+vF4v+vv70d7ejqampjRFSKkSO4q9H4PBgLy8PHi93vQFliFiJ1FGWrbR/jY2Nng1QKU8Hk9SV4uk7MaEm+iYtFoturq6cPv27X0Th6mpKTx48AC9vb2cHJlFCgoKYLFY8OzZs333sVqt8Pv92NjYSGNkmSF2EiUlxg4l6uX1evlliA6NZzHRCZSUlODy5cu4c+fOS9tDoVB0BK+7u5uz2LNQaWkpCgsLsbKysu8+DQ0NmJ+f37f8JJdZrVYYjUZMTU0pHQrRsezu7vK9nQ6NCTfRCZnNZtTV1WF0dBQAEAgEcOPGDbS0tOD8+fMKR0epVFFRgY2NDaytrcW9XQiBxsZGOBwOcJGx150/fx5utxsul0vpUFRpe3sb+fn5SodBREnAhJsoCRoaGqDT6XDr1i38+Mc/xrvvvstLjTmirq4Oy8vL+9by5+fnRxfOodd1dXXh008/5STKONxuN99HVIqlPnRUfLUQJcnFixdx4cIFvPfee9DpdEqHQ2kihEBTUxNmZmb2reUvKSlBUVFRwvKTXBVpf5doLkSucrvdqKioUDoMisPv96OkpETpMCiDMOEmSiKuCpeb8vLy0NDQAIfDse8+kfKTQCCQxsgyQ2FhIS5fvsxJlK/w+/2cbK1SHo/n0Mu/EwFMuImIkqKgoAAVFRWYn5/fd5+6ujo4nU7s7OykMbLMYLFYYDQa8fDhQ6VDUQ2WLaiX2+3mAAsdCc9kIqIkMRgM0Ol0cLvdcW+PTKKcmZnhJMo4zp8/D5/Px0mUpHpbW1soLCxUOgzKIEy4iYiSyGKxYH19fd/SEa1Wi9raWszOzqY5ssxgs9lw//79nJ9EyQ4lRNmFCTcRUZJFSkf261xSVFQEg8EAp9OZ5sjUL7ISZa5PonS73awRJsoiTLiJiJLsMJ1LTCYTdnd34ff70xyd+kUmUQ4PDysdimK8Xi+XDVep9fV1FBUVKR0GZRgm3EREKZCXl4f6+nrMzMzsu09NTQ1WVlawtbWVvsAyhMVigdlsztlJlD6fjyPcKsX+6HQcTLiJiFKksLAQZrM5YeeSpqYmzM3N5XT5xH5aWlrg8/lysvSGHUrUy+128+oDHRnPZiKiFDIYDMjPz4fH44l7u0ajOXAkPJfZbDZMTk5ifX1d6VCIAACBQID90enImHATEaVYZWUlAoEAXrx4Eff2goIClJeXY2FhIc2RqV9kEuXQ0FDOXAXg6DZR9uEZTUSUBvX19VhaWtp30ZtTp04hLy8Pq6uraY5M/QoLC/HWW2/lzCRKn8/HEVQV45chOg6+aoiI0uAwnUusVit8Ph82NjbSHJ36mc1mmM1mTE5OKh1Kynk8Hk7KU6nt7W3k5eUpHQZlICbcRERpkpeXh7q6uoT12kIIPH78OH1BZZCWlhb4/f6sn0Tp9XrZoUSl2B+djosJNxFRGhUWFu5brz0yMgKfz4fLly8rEFlmyIVJlFw2XL3YH52Oiwk3EVGaReq1I51Ltre3cfPmTVitVrS1tSkcnbrl4iRKUo/nz59zhJuOhQk3EZECrFYr1tbWMDs7i48//hhvv/02amtrlQ4rI+TaJEpSj93dXU6apGPhq4aISCENDQ3Y3NxEX18fSkpKlA4no5jNZlgslqybRBkIBKDX65UOg4iSjAk3EZFChBBoaWnhiNkxnT17FoFAIKsmUXo8HtYIqxT7o9NJ8JVDREQZq7OzM6smUTLhVi+v1wuj0ah0GJShmHATEVHGyrZJlFw2XL08Hg8nTNKxMeEmIqKMFplEeefOHaVDoSzm9Xq5IBEdGxNuIiLKeGazGZWVlZiYmFA6FMpSOzs70Ol0SodBGYoJNxERZYWzZ8/ixYsXWFxcVDqUY9ne3kZ+fr7SYRBRCjDhJiKirNHZ2YmHDx9m5CRKLhuuXuxQQifFVw8REWUNjUaDnp6ejJxEyWXD1cvv97NXPp0IE24iIsoqOp0OV65cybhJlD6fjyPcKrWyssIJk3QiTLiJiCjrmEwmVFVVZdwkSpYtqBM7lNBJ8cwmIqKs1NzcjI2NjYydREnqsbW1hcLCQqXDoAzGhJuIiLJWZBJlIBBQOpSEMq3enIiOhgk3ERFltZ6eHgwPD6s6qfX5fFw2XMVY6kMnxVcQERFltUyYRLmyssKEW6V8Ph87lNCJaZUOgIiIKNUikyjHx8dx6dIlpcN5zeLiInZ3d/H06VMAgF6vh8VigdVq5eqGCvN4POweQyfGhJuIiHJCc3Mz7t69i/n5edTW1iodzkvy8vLQ29sb/TkQCGB5eRn37t3Dzs4OACA/Px8WiwWVlZUccU0jt9uNy5cvKx0GZTgm3ERElDM6Oztx8+ZNGI1GVSetJSUlKCkpQXNzc3Tb9vY2nE4nHj16FF1JU6PRoKysDJWVlTCZTKw1TgF2KKFkYMJNREQ5pbu7Gx9//DF6e3uh1Sr/MRgMBpGXl3fgfjqdDvX19aivr49uC4VCcLvd0UQ8MjHUYDDAYrHAYrGo4nckynU8C4mIKKfETqK8du2a0uHA7XYfu0ZYo9FEE+tYPp8Py8vLcDgc2N3dBQAUFBTAarWioqICer3+xHHnCl41oGRgwk1ERDnHZDKhrq5OFZMo3W43qqurk/qYRqMRRqMRLS0t0W3r6+tYXl7G/fv3sbW1BWCvdtxsNqOyspJdUuLw+/38ckJJwYSbiIhyUlNTE0ZGRhSfROnz+XDhwoWUP49er0dTUxOampqi24LBIFwuF2ZmZuD3+wHsjegajUZYLBaYzeacHuFdWVnhku6UFEy4iYgoZ3V0dCg+iTIUCimW1Gq1WlRXV780wh4KheD1erG8vIzHjx9H68JzsVWh1+tFa2ur0mFQFmDCTUREOU1tkyiVptFoYDabXxvZzcVWhRsbGywpoaTgOwsREeU0nU6Hzs5ORSZRrq+vo6ioKK3PeVxsVUh0fEy4iYgo5xmNRtTV1WFsbAxtbW1pe97l5eXXOoxkErYqJDocvuKJiIjwk0mUc3NzLyWQqeR2u7OuRjhbWhX6/f6sLJMhZTDhJiIiCoudRGkwGFL+fLlUI5xprQo9Hg/Ky8sVe37KLky4iYiIYnASZfqouVVhNl59IOXwnYSIiChGZBLl4OAgrl+/nrLnWV9f54TCONTSqjCXrj5Q6jHhJiIieoXRaERTU1PKJlG6XC7cv38fV69eTfpjZyO2KqRMx4SbiIgojoaGBng8nqRPopyensbS0hJ6e3s5wn1CbFVImYIJNxER0T7a29tx69atpE2iHB0dhVarRXd3dxKio3iS0aowEAiwnISSigk3ERFRAt3d3ejv7z/RJMpQKITBwUE0NDSgoaEhyRHSQY7aqnBnZwd1dXVKhEpZigk3ERFRAlqt9kSTKNfX1zE0NIQrV67AZDIlP0A6tv1aFbpcLibclFQsYiIiIjpA7CTKo3C73RgaGkJPTw+T7Qyh1+vR2NjIOm9KKr6aiIiIDqGhoQGhUAhzc3OH2t/hcODRo0fo6+tDYWFhiqMjIjVjwk1ERHRI7e3tePr0aXRBlv2Mjo7i+fPn6O7u5kgpETHhJiIiOoru7m7Y7XYEg8HXbguFQhgYGEBZWVlK+ncTUWZiwk1ERHQEWq0WNpsNg4ODL23f3NzEjRs3cPHixZeWKiciYsJNRER0RAaDAadPn8bo6CiAvcmRt2/f5uRIIoqLbQGJiIiOob6+Hl6vF7dv34aUEn19fazXJqK4mHATEREdU1tbG+bn51FbW6t0KESkYvwqTkREdAJMtonoIEy4iYiIiIhSiAk3EREREVEKMeEmIiIiIkohJtxERERERCnEhJuIiIiIKIWYcBMRERERpRATbiIiIiKiFGLCTURERESUQky4iYiIiIhSiAk3EREREVEKMeEmIiIiIkqhEyXcQogvCyEmhRAhIURHzPa/I4S4J4S4H/7vezG3XQlvfyKE+F0hhHjlMX9VCCGFEOaYbdeFEGPh5/o4ZvvnhRBT4cf6esz2JiGEPbz9PwohdCf5PYmIiIiIjuukI9wTAH4BwMAr290A/r6U8k0AHwD405jb/gDALwE4G/73+cgNQog6AO8DmIvZZgTw+wB+VkrZCuDL4e15AH4PwM8AuADgHwkhLoTv9tsAviWlPANgFcBXT/h7EhEREREdy4kSbinlQynlVJztn0gpF8M/TgIoEkIUCCGqABiklD+SUkoAfwLg52Lu+i0AvwZAxmz77wD8hZRyLvzYrvD2twE8kVI+lVJuA/gugC+GR8zfA/BheL8/fuU5iIiIiIjSJh013P8AwKiUcgtADYD5mNvmw9sghPgigAUp5aev3P8NAGVCiFvh8pSvhLfXAHgW57HKAfiklMFXnyMeIcQvCyFGhBAjKysrx/sNiYiIiIj2oT1oByHE3wKwxrnpm1LK7x9w31bslXe8f8B+egC/sc9+WgBXAPQBKAIwLIT40UFxH5aU8tsAvg0AHR0d8oDdiYiIiIiO5MCEW0r5U8d5YCFELYDvAfiKlHI6vHkBQG3MbrXhbc0AmgB8Gp5DWQtgVAjxNvZGqD1SyhcAXgghBgBcDm+vi/NYHgBGIYQ2PMod2U5ERERElHYpKSkJT3T8AYCvSymHItullEsA/EKIz4Vrrb8C4PtSyvtSSouUslFK2Yi9ZLpdSukE8H0A3UIIbXgk3AbgIYC7AM6GO5LoAPwigL8K14b3A/hS+Gk/CD8GEREREVHanbQt4M8LIeYBdAH4gRDih+GbfgXAGQC/GW7nNyaEsIRv+2cAvgPgCYBpAH+d6DmklA8B/A2AcQA/BvAdKeVEePT6VwD8EHsJ+J9LKSfDd/t1AP+LEOIJ9mq6//AkvycRERER0XGJvQFhAvZquEdGRpQOg4iIiIgyjBDinpSyI95tXGmSiIiIiCiFmHATEREREaUQE24iIiIiohRiwk1ERERElEJMuImIiIiIUogJNxERERFRCjHhJiIiIiJKISbcREREREQpxIVvYgghVgDMJvlhzQDcSX5MOjkeF3XicVEnHhf14TFRJx4XdUrXcWmQUlbEu4EJd4oJIUb2W3WIlMPjok48LurE46I+PCbqxOOiTmo4LiwpISIiIiJKISbcREREREQpxIQ79b6tdAAUF4+LOvG4qBOPi/rwmKgTj4s6KX5cWMNNRERERJRCHOEmIiIiIkohJtxERERERCnEhDvJhBBfE0I8EkJMCiH+j5jt3xBCPBFCTAkhfjpm++fD254IIb6uTNS5QQjxq0IIKYQwh38WQojfDf/tx4UQ7TH7fiCE+Cz87wPlos5OQoh/Gz5PxoUQ3xNCGGNu47miEvybK0cIUSeE6BdCPAh/nvyL8HaTEOKj8HvTR0KIsvD2fd/PKLmEEHlCiE+EEP8l/HOTEMIe/tv/RyGELry9IPzzk/DtjUrGnc2EEEYhxIfhz5WHQogutZ0rTLiTSAjRC+CLAC5LKVsB/J/h7RcA/CKAVgCfB/D74RM2D8DvAfgZABcA/KPwvpRkQog6AO8DmIvZ/DMAzob//TKAPwjvawLwWwBsAN4G8FuRE5WS5iMAF6WUlwA8BvANgOeKmvBvrrgggF+VUl4A8DkA/zz89/86gBtSyrMAboR/BvZ5P6OU+BcAHsb8/NsAviWlPANgFcBXw9u/CmA1vP1b4f0oNX4HwN9IKc8BuIy946Oqc4UJd3L9UwD/Rkq5BQBSSld4+xcBfFdKuSWldAB4gr1E7m0AT6SUT6WU2wC+G96Xku9bAH4NQOws4S8C+BO550cAjEKIKgA/DeAjKaVXSrmKveTw82mPOItJKf+blDIY/vFHAGrD/89zRT34N1eQlHJJSjka/v817CUQNdg7Bn8c3u2PAfxc+P/3ez+jJBJC1AL4uwC+E/5ZAHgPwIfhXV49JpFj9SGAvvD+lERCiFMArgH4QwCQUm5LKX1Q2bnChDu53gDQE7509LEQojO8vQbAs5j95sPb9ttOSSSE+CKABSnlp6/cxOOiDv8jgL8O/z+PiXrwb64S4VKEtwDYAVRKKZfCNzkBVIb/n8crPf4d9gZvQuGfywH4YgYQYv/u0WMSvv15eH9KriYAKwD+fbjU5ztCiGKo7FzRpvoJso0Q4m8BWOPc9E3s/T1N2Lv81wngz4UQp9MYXs464Lj8BvbKSSiNEh0TKeX3w/t8E3uXzv8snbERZQohRAmA/wzgf5ZS+mMHSKWUUgjB3r5pIoT4ewBcUsp7QojrSsdDUVoA7QC+JqW0CyF+Bz8pHwGgjnOFCfcRSSl/ar/bhBD/FMBfyL3m5j8WQoQAmAEsAKiL2bU2vA0JttMR7HdchBBvYu/b76fhD6paAKNCiLex/3FZAHD9le23kh50lkt0rgCAEOKfAPh7APrkTxYE4LmiHomOBaWBECIfe8n2n0kp/yK8eVkIUSWlXApfBo+ULvJ4pd5VAD8rhPgCgEIABuzVDhuFENrwKHbs3z1yTOaFEFoApwB40h921psHMC+ltId//hB7CbeqzhWWlCTXXwLoBQAhxBsAdADcAP4KwC+GZyw3Ya9Q/8cA7gI4G57hrMPeZLG/UiTyLCWlvC+ltEgpG6WUjdg7MdullE7s/a2/Ep6x/DkAz8OXn34I4H0hRFl4suT74W2UJEKIz2PvsuzPSinXY27iuaIe/JsrKFzr+4cAHkop/6+Ym/4KQKRz0gcAvh+zPd77GSWJlPIbUsra8GfJLwK4KaX8xwD6AXwpvNurxyRyrL4U3p9XJJIs/Hn+TAjREt7UB+ABVHaucIQ7uf4IwB8JISYAbAP4IHxyTQoh/hx7L4AggH8updwFACHEr2AvmcsD8EdSykllQs9J/xXAF7A3MW8dwP8AAFJKrxDiX2Ev4QCAfyml9CoTYtb6fwAUAPgofOXhR1LK/0lKyXNFJaSUQf7NFXUVwH8P4L4QYiy87TcA/BvslSt+FcAsgH8Yvi3u+xmlxa8D+K4Q4n8H8AnCk/fC//1TIcQTAF7sJemUGl8D8GfhwYGn2Hv9a6Cic4VLuxMRERERpRBLSoiIiIiIUogJNxERERFRCjHhJiIiIiJKISbcREREREQpxISbiIiIiLKOEOLLQohJIURICNGRYD+jEOJDIcQjIcRDIUTXIR77HwohHoQf//87aH+2BSQiIiKibDQB4BcA/L8H7Pc7AP5GSvmlcGtBfaKdhRBnAXwDwFUp5aoQwnJQIEy4iYiIiCjrSCkfAkB4vYe4hBCnAFwD8E/C99nG3loqEEI0A/g9ABXY69n9S1LKRwB+CcDvSSlXw/dxvf7IL2NJCRERERHlqiYAKwD+vRDiEyHEd4QQxeHbvg3ga1LKKwD+VwC/H97+BoA3hBBDQogfhVdPTogj3ERERESUkYQQfwvAGuemb0opvx9n+6u0ANqxl1jbhRC/A+DrQojfBvAOgP8UM0JeEHOfswCuA6gFMCCEeFNK6Uv0JEREREREGUdK+VMnfIh5APNSSnv45w8BfB17VSA+KWXbPvexSyl3ADiEEI+xl4Df3e9JWFJCRERERDlJSukE8EwI0RLe1AfggZTSj71k+ssAIPZcDu/zl9gb3YYQwoy9EpOniZ6HCTcRERERZR0hxM8LIeYBdAH4gRDih+Ht1UKI/xqz69cA/JkQYhxAG4B/Hd7+jwF8VQjxKYBJAF8Mb/8hAI8Q4gGAfgD/m5TSkzAWKWWyfi8iIiIiInoFR7iJiIiIiFKICTcRERERUQox4SYiIiIiSiEm3EREREREKcSEm4iIiIgohZhwExERERGlEBNuIiIiIqIU+v8BG0W8nJM8S7YAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"step = 0\n",
"for step in range(1, len(n_closest_per_trace)):\n",
" ax = gdf_edges.plot(figsize=(12,12), color='black', lw=0.5, alpha=0.25)\n",
" \n",
" used_traces = [x['trace'] for x in n_closest_per_trace[:step]]\n",
" gpd.GeoSeries(used_traces).plot(ax=ax, color='blue', alpha=0.5)\n",
"\n",
" gdf_edges.loc[most_likely_path_clean[:step]].plot(ax=ax, color='red', lw=5, alpha=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f94ce48a5f8>"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = gdf_edges.plot(figsize=(12,12), color='black', lw=0.5, alpha=0.25)\n",
"gpd.GeoSeries(traces).plot(ax=ax, color='blue', alpha=0.5)\n",
"gdf_edges.loc[most_likely_path_clean].plot(ax=ax, color='red', lw=5, alpha=0.1)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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