district_heating_network_an.../test_some_stuff.ipynb
Majid Rezaei 1cbb9d5f48 fix/isolated-nodes-bug-fix (#1)
changing the graph generation algorithm

Authored-by: Majid Rezaei <majidrezaee734@gmail.com>
Reviewed-on: https://nextgenerations-cities.encs.concordia.ca/gitea/a_rezaei/district_heating_network_analysis/pulls/1
2024-06-10 22:50:27 -04:00

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{
"cells": [
{
"cell_type": "code",
"id": "initial_id",
"metadata": {
"collapsed": true,
"ExecuteTime": {
"end_time": "2024-06-10T13:21:10.475296Z",
"start_time": "2024-06-10T13:21:10.462294Z"
}
},
"source": [
"import json\n",
"from pathlib import Path\n",
"import geopandas as gpd\n",
"import matplotlib.pyplot as plt\n",
"from shapely.geometry import Polygon, Point, LineString, shape\n",
"import networkx as nx"
],
"outputs": [],
"execution_count": 22
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-06-10T13:21:11.059145Z",
"start_time": "2024-06-10T13:21:11.050146Z"
}
},
"cell_type": "code",
"source": [
"buildings_file = \"./input_files/buildings.geojson\"\n",
"roads_file = \"./input_files/roads.json\""
],
"id": "54ab8fc586f52a30",
"outputs": [],
"execution_count": 23
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-06-10T13:21:11.589663Z",
"start_time": "2024-06-10T13:21:11.571663Z"
}
},
"cell_type": "code",
"source": [
"with open(buildings_file, 'r') as file:\n",
" city = json.load(file)"
],
"id": "1e89883e8ef6043e",
"outputs": [],
"execution_count": 24
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-06-10T13:21:12.105043Z",
"start_time": "2024-06-10T13:21:12.088015Z"
}
},
"cell_type": "code",
"source": [
"centroids = []\n",
"building_ids = [] # List to store building IDs\n",
"buildings = city['features']\n",
"for building in buildings:\n",
" coordinates = building['geometry']['coordinates'][0]\n",
" building_polygon = Polygon(coordinates)\n",
" centroid = building_polygon.centroid\n",
" centroids.append(centroid)\n",
" building_ids.append(building['id']) # Extract building ID"
],
"id": "43231d3a9c2831c",
"outputs": [],
"execution_count": 25
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-06-10T13:21:14.131575Z",
"start_time": "2024-06-10T13:21:14.118038Z"
}
},
"cell_type": "code",
"source": [
"import json\n",
"from pathlib import Path\n",
"from shapely.geometry import Polygon, Point, shape\n",
"\n",
"def process_geojson(x, y, diff):\n",
" \"\"\"\n",
" Processes a GeoJSON file to find roads that have at least one node within a specified polygon.\n",
" \n",
" Parameters:\n",
" x (float): The x-coordinate of the center of the selection box.\n",
" y (float): The y-coordinate of the center of the selection box.\n",
" diff (float): The half-width of the selection box.\n",
" \n",
" Returns:\n",
" str: The file path of the output GeoJSON file containing the selected roads.\n",
" \"\"\"\n",
" diff += 2*diff\n",
" # Define the selection box (polygon)\n",
" selection_box = Polygon([\n",
" [x + diff, y - diff],\n",
" [x - diff, y - diff],\n",
" [x - diff, y + diff],\n",
" [x + diff, y + diff]\n",
" ])\n",
"\n",
" # Define input and output file paths\n",
" geojson_file = Path(\"./input_files/roads.json\").resolve()\n",
" output_file = Path('./input_files/output_roads.geojson').resolve()\n",
" \n",
" # Initialize a list to store the roads in the region\n",
" roads_in_region = []\n",
"\n",
" # Read the GeoJSON file\n",
" with open(geojson_file, 'r') as file:\n",
" roads = json.load(file)\n",
" line_features = [feature for feature in roads['features'] if feature['geometry']['type'] == 'LineString']\n",
"\n",
" # Check each road feature\n",
" for feature in line_features:\n",
" road_shape = shape(feature['geometry'])\n",
" # Check if any node of the road is inside the selection box\n",
" if any(selection_box.contains(Point(coord)) for coord in road_shape.coords):\n",
" roads_in_region.append(feature)\n",
"\n",
" # Create a new GeoJSON structure with the selected roads\n",
" output_geojson = {\n",
" \"type\": \"FeatureCollection\",\n",
" \"features\": roads_in_region\n",
" }\n",
"\n",
" # Write the selected roads to the output file\n",
" with open(output_file, 'w') as outfile:\n",
" json.dump(output_geojson, outfile)\n",
"\n",
" return output_file"
],
"id": "26792dbde788f8b6",
"outputs": [],
"execution_count": 26
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-06-10T13:21:21.767454Z",
"start_time": "2024-06-10T13:21:14.891727Z"
}
},
"cell_type": "code",
"source": "road_geojson = process_geojson(-73.61038745537758, 45.484399882086215, 0.001)",
"id": "ec7c16b59965fdf",
"outputs": [],
"execution_count": 27
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-06-10T13:21:23.297352Z",
"start_time": "2024-06-10T13:21:23.283323Z"
}
},
"cell_type": "code",
"source": [
"with open(road_geojson, 'r') as file:\n",
" roads = json.load(file)"
],
"id": "746cf9f190d6390a",
"outputs": [],
"execution_count": 28
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-06-10T13:21:23.801263Z",
"start_time": "2024-06-10T13:21:23.789266Z"
}
},
"cell_type": "code",
"source": [
"line_features = [feature for feature in roads['features'] if feature['geometry']['type'] == 'LineString']\n",
"\n",
"# Create a list of LineString objects and their properties\n",
"lines = []\n",
"for feature in line_features:\n",
" # Create a LineString from coordinates\n",
" linestring = LineString(feature['geometry']['coordinates'])\n",
" lines.append(linestring)"
],
"id": "9dfe16b2d4d98333",
"outputs": [],
"execution_count": 29
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-06-10T13:21:24.368487Z",
"start_time": "2024-06-10T13:21:24.349490Z"
}
},
"cell_type": "code",
"source": [
"cleaned_lines = []\n",
"for line in lines:\n",
" coords = list(line.coords)\n",
" cleaned_line = LineString([coords[0], coords[-1]])\n",
" cleaned_lines.append(cleaned_line)"
],
"id": "c15a91fd07f8e25e",
"outputs": [],
"execution_count": 30
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-06-10T13:21:25.169119Z",
"start_time": "2024-06-10T13:21:24.890980Z"
}
},
"cell_type": "code",
"source": [
"fig, ax = plt.subplots()\n",
" \n",
"for line in cleaned_lines:\n",
" # Extract the x and y coordinates of the LineString\n",
" x, y = line.xy\n",
" \n",
" # Plot the LineString\n",
" ax.plot(x, y, color='blue')\n",
" \n",
" # Plot the nodes (points)\n",
" for coord in line.coords:\n",
" point = Point(coord)\n",
" ax.plot(point.x, point.y, 'ro') # 'ro' for red circles\n",
"\n",
"ax.set_title('LineString Objects and Their Nodes')\n",
"ax.set_xlabel('Longitude')\n",
"ax.set_ylabel('Latitude')\n",
"plt.show()"
],
"id": "5d8fbd8f6bbae402",
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 31
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-06-10T13:21:26.302823Z",
"start_time": "2024-06-10T13:21:26.267819Z"
}
},
"cell_type": "code",
"source": [
"closest_roads = []\n",
"unique_roads_set = set()\n",
"\n",
"# Loop through each centroid\n",
"for centroid in centroids:\n",
" min_distance = float('inf') # Start with a large number to ensure any real distance is smaller\n",
" closest_road = None\n",
" \n",
" # Loop through each road and calculate the distance to the current centroid\n",
" for line in cleaned_lines:\n",
" distance = line.distance(centroid)\n",
" # Check if the current road is closer than the ones previously checked\n",
" if distance < min_distance:\n",
" min_distance = distance\n",
" closest_road = line\n",
"\n",
" # Add the closest road to the list if it's not already added\n",
" if closest_road and closest_road.wkt not in unique_roads_set:\n",
" unique_roads_set.add(closest_road.wkt)\n",
" closest_roads.append(closest_road)"
],
"id": "a2ca0b96ca869007",
"outputs": [],
"execution_count": 32
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-06-10T13:21:27.461902Z",
"start_time": "2024-06-10T13:21:27.246748Z"
}
},
"cell_type": "code",
"source": [
"fig, ax = plt.subplots()\n",
" \n",
"for line in closest_roads:\n",
" # Extract the x and y coordinates of the LineString\n",
" x, y = line.xy\n",
" \n",
" # Plot the LineString\n",
" ax.plot(x, y, color='blue')\n",
" \n",
" # Plot the nodes (points)\n",
" for coord in line.coords:\n",
" point = Point(coord)\n",
" ax.plot(point.x, point.y, 'ro') # 'ro' for red circles\n",
"\n",
"ax.set_title('LineString Objects and Their Nodes')\n",
"ax.set_xlabel('Longitude')\n",
"ax.set_ylabel('Latitude')"
],
"id": "8a358c26192dc7a0",
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Latitude')"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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ZwoUL8fDhQ4wbNy7N64aFhcHFxQUDBw4EwH8N9u3bV2/CKAD8/PPPmDlzJmJiYnTtXx7umTBhAgAYfJXvN1W+fHns2bMH9evXz/FFoU6dOjhw4ABu3bqFsmXLvvXCh6mJ2z///KPXO3Dv3r0sDUl8+OGHCAwMxIoVK9JNolJSUrBmzRoUK1YszerE1L/wX3bhwoVMJ+CWL18eRARXV1dUrFgx03YAcPbsWb3J7K/K7HybmpqiVatWaNWqFbRaLfr3749FixZh7NixaXruUm3cuBFmZmbYtWuXXtmJpUuXZvg+mbGzs4O5uXm65yo6OjpHr/mmsvpvkJfv37lzZyxatEg3STyVnZ0dLCws0j0358+fh5GREZydnQHwdz8r5zX1u2Rvb5/pd+nl9kOHDsXQoUNx8eJFuLu7Y+bMmVi1alWWP6PIX2Q4L5+Ji4tD7969sXLlygx7k9KzevVq2Nraolq1ahg1alSaZceRkZGYOHEiVqxYkW7hRW9vb1y7dg3bt28HESEuLg4bNmzABx98oPce48aNw+TJkxEVFYUpU6Zg7Nixmf71XVi1a9cOKSkp+O6779I8lpycrBtKjY2NTXcJd1JSEvbu3QsjIyPdRdnS0hIA0gzD5pVmzZrB2NgYCxcu1Dv+ww8/ZOn59erVg6+vL5YuXYqtW7emeXz06NG4cOEChg8fnibR3Lx5s15v6fHjx3Hs2DG8//77Gb5f27ZtoVarMWHChDS9NUSkG5quXbs2XF1dMXv27DTn8uXnZXS+Xx3iNjIyQo0aNQDwMHxG1Go1VCqVXimMK1euYPPmzRk+JzNqtRp+fn7YvHkzrl69qjseFRWFXbt25eg131RW/w3y0pgxY/D8+XNMmzZN77harUaLFi2wZcsWvWHhuLg4rFmzBj4+PrCysgIAfPDBBzh69CiOHz+ua3fnzp00Pct+fn6wsrLClClT8Pz58zSxpJYMefLkSZoVreXLl0fRokUz/c6I/E96ovIRIkL37t3Rr18/1KlTJ8v1Qzp27IiyZcuiZMmSOH36NEaMGIHo6GjdMFxiYiI6dOiA6dOno0yZMnoToFPVr18fq1evRvv27fHs2TMkJyejVatWulo5ABAQEICZM2eibdu2ALi3KjIyEosWLUK3bt3e/AQoYMmSJenOZ3ndUvXXadSoEfr27YvAwECcOnUKLVq0gImJCS5evIiQkBDMmTMHn3zyCa5fvw5PT080bdoUzZo1g6OjI27fvo21a9ciIiICgwcPhq2tLQDA3d0darUaU6dORXx8PDQaDZo2baqrJZXbHBwcMGjQIMycOROtW7fGe++9h4iICOzYsQO2trZZ6hlbsWIFmjVrhjZt2qBjx45o0KABEhMTsWnTJuzfvx/t27fHsGHD0jzvnXfegY+PD7744gskJiZi9uzZKFGiBIYPH57he5UvXx6TJk3CqFGjcOXKFfj7+6No0aKIiYnBr7/+ij59+uCbb76BkZERFi5ciFatWsHd3R09evSAk5MTzp8/j3PnzukSEA8PDwBcGNTPzw9qtRqfffYZPv/8c9y/fx9NmzZF6dKl8e+//2LevHlwd3fXKznxqpYtW+L777/He++9h44dO+L27duYP38+3nnnHd2wZnZNmDABO3fuRIMGDdC/f38kJydj3rx5qFq1ao5f801k9d8gr2Po3Llzun/cTZo0CaGhofDx8UH//v1hbGyMRYsWITExUS/pGj58OFauXIn33nsPgwYN0pU4KFu2rN55tbKywsKFC9GlSxfUrl0bn332Gezs7HD16lVs27YN9evXxw8//IALFy6gWbNmaNeuHapUqQJjY2P8+uuviIuLy9a8R5EPKbEksLCZPHkyWVpa6m5GRkak0Wj0jv377780Z84cql+/vm7pdOqS3/Dw8Gy93969ewmAbnn0119/Te3bt9c9nrr09+Xl3efOnSMnJyeaNm0aRURE0M6dO6l69eq6Jc3//fefbun5y3FrNBqyt7dPE8PSpUvJ2to6eyfqLUpd5p/R7dq1axmWOLC0tEzzeq8ut0+1ePFi8vDwIHNzcypatChVr16dhg8frluGnZCQQHPmzCE/Pz8qXbo0mZiYUNGiRcnb25t++uknvSX3REQ//fQTlStXTreEPbXcwctLvV+VUYmDV8s7pH4vXi6hkJycTGPHjiVHR0cyNzenpk2bUlRUFJUoUYL69euX2SnWefToEY0fP56qVq2qOw/169enZcuWpfl8qed8+vTpNHPmTHJ2diaNRkMNGjSgiIgIvbYZnfONGzeSj4+P7jvq5uZGAwYMoOjoaL12hw4doubNm1PRokXJ0tKSatSooVc+IDk5mb766iuys7MjlUqle68NGzZQixYtyN7enkxNTalMmTLUt29funXr1mvPxS+//EIVKlQgjUZDbm5utHTp0nQ/BwAaMGBAmue/+m9JRHTgwAHy8PAgU1NTKleuHP34448ZnpvMZKXEwZ07d/SOp36XUpf8p8rKv0FGJQ6yUwYgo+/9xYsXdf+PvFzigIjo5MmT5OfnR0WKFCELCwtq0qQJHTlyJM1rnD59mho1akRmZmZUqlQp+u677+iXX35J9/Pu27eP/Pz8yNramszMzKh8+fLUvXt3+vvvv4mI6O7duzRgwAByc3MjS0tLsra2Ji8vL1q/fn2WP6vIn1RE+XgH0ALi/v37uH//vu5+p06d8PHHH+t6dACuuvvJJ5/g999/1/sLPyUlBWq1Gp06dcrysNnjx49RpEgR7Ny5E35+fnB3d8eZM2d0r0tE0Gq1UKvVGD16NCZMmIAuXbrg2bNnCAkJ0b3OoUOH0KBBA9y8eRNGRkZwdHTEqlWr0sw1UKvVaVbULFu2DIMHD35rQ0/i7Xn48CGKFSuGSZMmvbV91tKTOjE3OTlZsRiEEIWbDOe9BcWLF9erumtubg57e/s0E1Dnzp2LSZMm6e7fvHkTfn5+WLduXZrEJTOpJRGcnJwA8ITWl7fV+Ouvv9CzZ08cPHhQNzHyyZMnafYhS11dQ0RwcHBAyZIlcfny5TS1UkTB9fTp0zTzlWbPng2AV5kq6datW7qhTiGEUIIkUfnIqzVYUpcDly9fHqVLlwYA3LhxA82aNcOKFSvg6emJS5cuYc2aNfjggw9QokQJnD59Gl9//TUaNmyom+z6csE+ALh79y4AXoKeWsupVatW6N27NxYuXAg/Pz/cunULgwcPhqenp25n9AkTJmDgwIGwtrbGe++9h8TERPz999948OABhgwZAgC4evUq7t+/j6tXryIlJUWX0L3zzju5tsRcvD3r1q3DsmXL8MEHH6BIkSI4dOgQ1q5dixYtWqS739/bcPnyZfz6668ICQnBhx9+qEgMQggBQOZEKaFRo0Z682wykt6cqNRjqfNWrl69Sg0bNqTixYuTRqOhd955h4YNG0bx8fEZvm56c6KIiObOnUtVqlQhc3NzcnJyok6dOultvUFEtHr1anJ3dydTU1MqVqwYNWzYkDZt2qR7PHVblFdv6W1VIvK/EydOULNmzahEiRJkYmJCpUuXpkGDBtGjR48Ui2np0qVUtGhRatWqFcXGxioWhxBCyJwoIYQQQogckDpRQgghhBA5IEmUEEIIIUQOyMTyPKTVanHz5k0ULVr0rW/ZIYQQQoicISI8evQIJUuWTHeXj1SSROWhmzdv6vZiEkIIIYRhuXbtmm51fHokicpDRYsWBcD/CKl7MgkhhBAif0tISICzs7PuOp4RSaLyUOoQnpWVlSRRQgghhIF53VQcmVguhBBCCJEDkkQJIYQQQuSAJFFCCCGEEDkgSZQQQgghRA5IEiWEEEIIkQOSRAkhhBBC5IAkUUIIIYQQOSBJlBBCCCFEDkgSJYQQQgiRA1KxXAhhmFJSgIMHgVu3ACcnoEEDQK1WOiohRCEiSZQQwvBs2gQMGgRcv/7iWOnSwJw5QNu2ysUlhChUZDhPCGFYNm0CPvlEP4ECgBs3+PimTcrEJYQodCSJEkIYjpQU7oEiSvtY6rHBg7mdEELkMUmihBCG4+DBtD1QLyMCrl3jdkIIkcckiRJCGI5bt3K3nRBCvAFJooQQhsPJKUvNDl1ySnfETwghcpMkUUIIw9GgAa/CU6nSfVgLFa7CGY3GNsB77wHnz7/l+IQQhYokUUIIw6FWcxkDIG0ipVJBpQIOtp0NY1M1du8GqlcHvvkGSEh4+6EKIQo+SaKEEIalbVtgwwagVCn946VLQ7VhAzptbItz54APPwSSk4GZM4FKlYAVKwCtVpmQhRAFk4pIZg7klYSEBFhbWyM+Ph5WVlZKhyNEwZKFiuXbt3PFg4sX+b63NzBvHuDh8fbDFUIYjqxevyWJykOSRAmhvMREYPZs4LvvgMePeRTw88+ByZMBOzuloxNC5EdZvX7LcJ4QokDTaIARI4ALF4BOnbiU1E8/ARUrcq9UcrLSEQohDJUkUUKIQqFkSWDVKh4BdHcHHj4EBg4EatcG9u9XODghhEGSJEoIUaj4+AB//w0sWAAULw6cOQM0aQK0b8/FzoUQIqskiRJCFDpqNfDFFzzE98UXgJERsH494ObGc6WePVM6QiGEIZAkSghRaJUowT1SJ05wD9WTJ8CYMUDVqsBvv6W/z7EQQqSSJEoIUei5uwN//gmsXs1zpy5fBtq0AT74gHurhBAiPZJECSEEuPRBx45AdDQwciRgYgLs3AlUq8ar+x49UjpCIUR+I0mUEEK8pEgRIDAQOHeOe6KePwemTeOq56tWyRCfEOIFSaKEECIdFSoA27YBv/8OlC/PhdG7dOG5UydPKh2dECI/kCRKCCEy8eGH3Cs1ZQpgYQEcOQLUqQP06wfcu6d0dEIIJUkSJYQQr6HRAKNG8XypDh14SG/RIu6tWrBAqp4LUVhJEiWEEFlUujSwZg1w4ABQowbw4AEwYAD3TP35p9LRCSHeNkmihBAimxo25NpS8+cDxYoBERFAo0a8uu/6daWjE0K8LYonUfPnz4eLiwvMzMzg5eWF48ePZ9o+JCQEbm5uMDMzQ/Xq1bF9+3a9x4kI48aNg5OTE8zNzeHr64uLFy+meZ1t27bBy8sL5ubmKFasGPz9/fUev3r1Klq2bAkLCwvY29tj2LBhSJY+eyHE/xkbA/37cx2pvn25RMLatVz1PDAQSExUOkIhRF5TNIlat24dhgwZgoCAAJw8eRI1a9aEn58fbt++nW77I0eOoEOHDujVqxfCw8Ph7+8Pf39/nD17Vtdm2rRpmDt3Ln788UccO3YMlpaW8PPzw7OX9nHYuHEjunTpgh49eiAiIgKHDx9Gx44ddY+npKSgZcuWSEpKwpEjR7B8+XIsW7YM48aNy7uTIYQwSLa2wI8/8n589eoBjx8D337LVc+3blU6OiFEniIFeXp60oABA3T3U1JSqGTJkhQYGJhu+3bt2lHLli31jnl5eVHfvn2JiEir1ZKjoyNNnz5d9/jDhw9Jo9HQ2rVriYjo+fPnVKpUKfr5558zjGv79u1kZGREsbGxumMLFy4kKysrSkxMzPLni4+PJwAUHx+f5ecIIQyXVku0ciWRkxMRTz8n+uADogsXlI5MCJEdWb1+K9YTlZSUhBMnTsDX11d3zMjICL6+vggLC0v3OWFhYXrtAcDPz0/XPiYmBrGxsXptrK2t4eXlpWtz8uRJ3LhxA0ZGRqhVqxacnJzw/vvv6/VmhYWFoXr16nBwcNB7n4SEBJw7d+7NP7wQokBSqYDOnXkV37BhXPV8+3auej5qFPDff0pHKITITYolUXfv3kVKSopeogIADg4OiI2NTfc5sbGxmbZP/ZlZm8uXLwMAxo8fjzFjxmDr1q0oVqwYGjdujPv372f6Pi+/R3oSExORkJCgdxNCFD5Fi3KV8zNngPfeA5KSgKAgrnq+Zo1UPReioFB8YvnbptVqAQCjR4/Gxx9/DA8PDyxduhQqlQohISFv9NqBgYGwtrbW3ZydnXMjZCGEgapUiXuitmwBypUDbt4EOnXilXwREUpHJ4R4U4olUba2tlCr1YiLi9M7HhcXB0dHx3Sf4+jomGn71J+ZtXFycgIAVKlSRfe4RqNBuXLlcPXq1Uzf5+X3SM+oUaMQHx+vu127di3DtkKIwkGlAlq35qrnkyYB5ubAwYNA7dq8uk+qngthuBRLokxNTeHh4YG9e/fqjmm1Wuzduxfe3t7pPsfb21uvPQCEhobq2ru6usLR0VGvTUJCAo4dO6Zr4+HhAY1Gg+joaF2b58+f48qVKyhbtqzufc6cOaO3SjA0NBRWVlZ6yderNBoNrKys9G5CCAEAZmbA6NE8X6pdO0CrBRYuBCpW5NV9KSlKRyiEyLa3NNE9XcHBwaTRaGjZsmUUGRlJffr0IRsbG92quC5dutDIkSN17Q8fPkzGxsY0Y8YMioqKooCAADIxMaEzZ87o2gQFBZGNjQ1t2bKFTp8+TW3atCFXV1d6+vSprs2gQYOoVKlStGvXLjp//jz16tWL7O3t6f79+0RElJycTNWqVaMWLVrQqVOnaOfOnWRnZ0ejRo3K1ueT1XlCiIzs20dUrdqLVXzu7kQHDyodlRCCKOvXb0WTKCKiefPmUZkyZcjU1JQ8PT3p6NGjuscaNWpE3bp102u/fv16qlixIpmamlLVqlVp27Zteo9rtVoaO3YsOTg4kEajoWbNmlF0dLRem6SkJBo6dCjZ29tT0aJFydfXl86ePavX5sqVK/T++++Tubk52dra0tChQ+n58+fZ+mySRAkhMvP8OdHcuUQ2Ni+SqU6diG7cUDoyIQq3rF6/VUSyTiSvJCQkwNraGvHx8TK0J4TI0J07PNT388+cSllaAmPHAoMH8+bHQoi3K6vX70K3Ok8IIfIbOztg8WLg+HHg3Xe56vnIkUD16sCOHUpHJ4TIiCRRQgiRT9SpAxw+DCxbBjg4ABcvAh98ALRqBfzzj9LRCSFeJUmUEELkI0ZGQLduvLHx0KG80fHWrbwX3+jR3EslhMgfJIkSQoh8yMoKmDEDOH0aaN6cq55PmcIFPIODpeq5EPmBJFFCCJGPVa4M7NoF/Por4OIC3LgBdOgANGnCCZYQQjmSRAkhRD6nUgH+/kBkJDBhAhfuPHAAqFUL+Oor4P/bfgoh3jJJooQo6FJSgP37gbVr+aeUxjZY5ubAuHHA+fPAJ59w1fMffuCq54sXyz+tEG+bJFFCFGSbNvEYUJMmQMeO/NPFhY8Lg1W2LBASAuzZA1Spwvvv9e0LeHoCR44oHZ0QhYckUUIUVJs2cXfF9ev6x2/c4OOSSBm8Zs2AU6eA2bMBa2vg5Emgfn2ga1fg1i2loxOi4JMkSoiCKCUFGDQo/SVcqccGD5bxnwLAxIT/qS9cAHr14vlTK1fyEN/06byqTwiRNySJEqIgOngwbQ/Uy4iAa9e4nSgQ7O1525hjx3hY77//gOHDgRo1eHWfECL3SRIlREGU1bEcGfMpcOrWBcLCgCVLOLGKjgbee49X912+rHR0QhQskkQJURA5OeVuO2FQjIyAHj14iO/rrwG1GtiyhSehjx0LPHmidIRCFAySRAlREDVoAJQuzRNk0qGFClfhjAHBDZCQ8JZjE2+NtTXw/fdclLNZMyAxEZg0CXBzA9avl6rnQrwpSaKEKIjUamDOHP7vVxIpUqmgAjAYs7FgkRpVqgC///72QxRvT5UqQGgosHEjl0e4dg1o354Tq7NnlY5OCMMlSZQQBVXbtsCGDUCpUnqHVaVLQ7VxA77c2xbly3PFg9at+aIaF6dQrCLPqVT8lYiMBAICuOr5vn2Auzuv7nv4UOkIhTA8KiLp0M0rCQkJsLa2Rnx8PKysrJQORxRWKSm8Cu/WLZ4D1aAB91SB58ZMmADMnMnNihUDZs3iOkMZjASKAuLKFWDo0BflwmxtgcBAoGdPnlMlRGGW1eu3JFF5SJIoYShOnuQaQ6dO8f3mzYFFiwBXV0XDEm9BaCj3REVF8f06dYB584B331U2LiGUlNXrt/y9IYRA7drA8eNAUBAP84SGAtWqca+U1OMs2Jo3ByIieAK6lRXw99+AtzfQvTsQG6t0dELkb5JECSEAcOXrESN4JVejRjzUN2QIX1BPn1Y6OpGXTEy4FEJ0NCdPALB8OVc9//574PlzRcMTIt+SJEoIoadCBeCPP4DFi7ln4q+/AA8PYMwY4NkzpaMTecnREVi6FDh6lIt2PnrE86Zq1ODeSSGEPkmihBBpGBkBvXvzPBl/fyA5GZg8mVdyyU4xBZ+XFydSP/8M2NkB588DLVrw6r4rV5SOToj8Q5IoIUSGSpYEfv2VKyU4OvJwT8OGQP/+kCKdBZyRES82uHABGDiQF3T++itQuTKXSJCq50JIEiWEyIKPP+b6Qr168f2FCyFFOgsJGxuu23rqFNCkCQ/pTpzIydTGjVL1XBRukkQJIbKkWDEe3tm7FyhX7kWRzs8+A27fVjo6kdeqVeN/+/XrAWdn4OpV4JNPeHXfuXNKRyeEMiSJEkJkS9OmwJkzwLBhPOSzbh33SixfLr0SBZ1KBXz6Kc+RGjsW0Gg4sapZk1f3SdVzUdhIEiWEyDYLC2DaNK4tVbMmcP8+L4338wNiYpSOTuQ1Cwse0ouM5IUHKSnA7NlApUrAkiWAVqt0hEK8HZJECSFyzMODSyAEBnKvhBTpLFzKlePJ5rt2cQJ1+zbPm/P25gRbiIJOkighxBsxMQFGjuQhPinSWTi1aMH/1tOnA0WKcALl5cUJlWxqLQoySaKEELkioyKdY8dKkc7CwNQU+OYbLonQtSsfW7KEq57Pni1Vz0XBJEmUECLXpFekc9IkoFYt4NAhpaMTb4OTEy8yOHyY92RMSOBJ5+7uPAldiIJEkighRK4rWRLYtImLdDo48GquBg2AAQOkSGdhUa8eD+stXgzY2vIkdF9fLovw779KRydE7pAkSgiRJ1QqLtIZFQX07MnHFiwAqlYFtm5VNjbxdqjV3DN54QLw1VfcU7lxI+DmBkyYADx9qnSEQrwZSaKEEHmqWDHgl1+APXt4Ndf160CrVkCHDlKks7AoVgyYO5ernjdqxHPkxo/nqve//ir1xYThkiRKCPFWNGumX6QzOFiKdBY21asD+/bxv33p0ryZcdu2XF8sKkrp6ITIPkmihBBvTUZFOt97T4p0FhYqFdC+Pc+TGz2aV/WFhgI1agBDh8qcOWFY8kUSNX/+fLi4uMDMzAxeXl44/poqbSEhIXBzc4OZmRmqV6+O7du36z1ORBg3bhycnJxgbm4OX19fXLx4Ua+Ni4sLVCqV3i0oKEj3+JUrV9I8rlKpcPTo0dz74EIUUq8W6dy9W4p0FjaWlrxyMzKSh3eTk4Hvv+eSCMuWSdVzYRgUT6LWrVuHIUOGICAgACdPnkTNmjXh5+eH2xlMljhy5Ag6dOiAXr16ITw8HP7+/vD398fZs2d1baZNm4a5c+fixx9/xLFjx2BpaQk/Pz88e6VYzcSJE3Hr1i3d7auvvkrzfnv27NFr4+HhkbsnQIhCKrVI5+nTQMOGL4p01qvHw36icChfHvjtN2D7dk6g4uKAHj2A+vWBv/9WOjohXoMU5unpSQMGDNDdT0lJoZIlS1JgYGC67du1a0ctW7bUO+bl5UV9+/YlIiKtVkuOjo40ffp03eMPHz4kjUZDa9eu1R0rW7YszZo1K8O4YmJiCACFh4fn4FOx+Ph4AkDx8fE5fg0hCoOUFKJFi4isrIgAImNjojFjiJ49Uzoy8TYlJhJNnUpUpAh/D1Qqol69iG7fVjoyUdhk9fqtaE9UUlISTpw4AV9fX90xIyMj+Pr6IiwsLN3nhIWF6bUHAD8/P137mJgYxMbG6rWxtraGl5dXmtcMCgpCiRIlUKtWLUyfPh3Jyclp3q9169awt7eHj48Pfvvtt0w/T2JiIhISEvRuQojXMzIC+vThoZ02bV4U6XR3lyKdhYmpKTB8OBAdDXTuzAsOfvmFq+HPncvfCyHyE0WTqLt37yIlJQUODg56xx0cHBAbG5vuc2JjYzNtn/rzda85cOBABAcHY9++fejbty+mTJmC4cOH6x4vUqQIZs6ciZCQEGzbtg0+Pj7w9/fPNJEKDAyEtbW17ubs7JyFsyCESFWqFC95lyKdhVvJksDKlZxAu7sD8fHAoEFc+X7fPqWjE+IFxedEKWXIkCFo3LgxatSogX79+mHmzJmYN28eEhMTAQC2trYYMmQIvLy8ULduXQQFBaFz586YPn16hq85atQoxMfH627Xrl17Wx9HiAJDinSKVKnzon78ESheHDh7FmjaFGjXDrh6VenohFA4ibK1tYVarUbcK9t8x8XFwdHRMd3nODo6Zto+9Wd2XhMAvLy8kJycjCtXrmTa5p9//snwcY1GAysrK72bECJnpEinALjqed++wMWLQP/+PPQbEsJVzydNks2thbIUTaJMTU3h4eGBvS/tSqnVarF37154e3un+xxvb2+99gAQGhqqa+/q6gpHR0e9NgkJCTh27FiGrwkAp06dgpGREezt7TNt4+TklKXPJoTIHalFOr/5Rr9I54oVUqSzMCleHJg/Hzh5kod4nz4Fxo7lqudbtsh3QSjkLU10z1BwcDBpNBpatmwZRUZGUp8+fcjGxoZiY2OJiKhLly40cuRIXfvDhw+TsbExzZgxg6KioiggIIBMTEzozJkzujZBQUFkY2NDW7ZsodOnT1ObNm3I1dWVnj59SkRER44coVmzZtGpU6fo0qVLtGrVKrKzs6OuXbvqXmPZsmW0Zs0aioqKoqioKJo8eTIZGRnRkiVLsvzZZHWeELnr77+JatbklVsAUYsWRDExSkcl3jatlmjNGqKSJV98F/z8iM6fVzoyUVBk9fqteBJFRDRv3jwqU6YMmZqakqenJx09elT3WKNGjahbt2567devX08VK1YkU1NTqlq1Km3btk3vca1WS2PHjiUHBwfSaDTUrFkzio6O1j1+4sQJ8vLyImtrazIzM6PKlSvTlClT6NlL66mXLVtGlStXJgsLC7KysiJPT08KCQnJ1ueSJEqI3JeURBQYSKTR8MXTwoJo1iyi5GSlIxNv26NHRCNHEpmaviiN8c03RPIrV7yprF6/VUTSCZpXEhISYG1tjfj4eJkfJUQuu3AB6N0b+PNPvu/pCfz8M+/PJgqXixeBr78Gtm3j+46OvL1Qp048BCxEdmX1+i1fLyGEQapYkZe7L1oEWFnxfny1a/M8mf8vshWFRIUKvHJz61bgnXeA2Figa1fAx4fnUAmRVySJEkIYrMyKdB4+rHR04m1r2ZLLIAQG8t58YWFAnTq8uu/uXaWjEwWRJFFCCIOXWqQzJORFkU4fHynSWRhpNLwnY3Q00LEjTztfvJh7q374Qaqei9wlSZQQokBQqYBPPuFeqVeLdKbOlRGFR6lSwOrVPGeuZk3g4UPgq68ADw/gwAGloxMFhSRRQogCpXjxtEU6P/xQinQWVg0acNXz+fO5gOvp00Djxvx9uH5d6eiEoZMkSghRIGVUpHPlSinMWNgYG3O184sXgX79uNcyOBioVAmYMkWqnouckyRKCFFgWVgA06fzyr2aNYH793nV1nvvAZns8CQKqBIlgIULgRMneF++J0+A0aOBatWA33+X5FpknyRRQogCz8MD+Osv7nXQaIDdu3mu1OzZQEqK0tGJt61WLeDgQWDVKsDJCbh0CWjdmlf3XbigdHTCkEgSJYQoFExMgFGjeE5Mw4bcC/H110C9ejzsJwoXlYqLcUZHA8OH8/djxw7ulRoxAnj0SOkIhSGQJEoIUaikFun88Uf9Ip3jxkmRzsKoaFFg6lROpN97D3j+nKudu7nx6j4Z4hOZkSRKCFHoGBlxAcaXi3R+950U6SzMKlUCtm8HfvuNV3XevAl07syr+8LDlY5O5FeSRAkhCq30inQ2aAB8+aUM5xRGKhXQqhVw7hwweTIvTDh8mKuef/EFcO+e0hGK/EaSKCFEofZqkU4irilUpYoU6SyszMyAb7/lpLp9e0Cr5eHfChW4gKssRhCpJIkSQghkXKSzY0cp0llYOTtzPan9+4Hq1YEHD3grIQ8PXt0nhCRRwnClpPBvt7Vr+af8eShywatFOteulSKdhV2jRsDJk8C8eYCNDRARwSs8O3YEbtxQOjqhJEmihGHatAlwcQGaNOHfZE2a8P1Nm5SOTBQAqUU6jx0DatR4UaTz/felSGdhZWzMc+UuXAD69OFh4LVreUJ6UJCs7CysJIkShmfTJp7E8urGVzdu8HFJpEQuqVOH911LLdK5axfXEZozRzo+Cys7O2DRIi7e6u0NPH7M9ceqV+fVfaJwkSRKGJaUFGDQoPTHVVKPDR4sVziRa14t0vn4MX/F6tcHzp5VOjqhFA8P4NAhYMUKwNGR9+Vr2ZLn0f3zj9LRibdFkihhWA4ezHzrdSLg2jWZ9Sly3atFOo8d4yKdAQEylFNYGRkBXbpw1fNvvuEhv23beEuhb78F/vtP6QhFXpMkShiWW7dyt50Q2fBqkc7nz4GJE3kvtiNHlI5OKMXKiufQnTkD+PkBSUlAYCBXPV+7VhYkFGSSRAnD4uSUu+2EyIHUIp3r1wP29kBUFODjI0U6Czs3N95/b/NmwNWVp2l27Ag0bswr+kTBI0mUMCwNGgClS/PSmHRoocJVOKPrTw0QG/uWYxOFikoFfPopJ1A9ekiRTsFUKu6lPHeOeynNzYE//+Sh3wEDeKWnKDgkiRKGRa3mpVFAmkSKVCqoAHyN2Vi5Ro1KlbhpcvLbD1MUHsWLA0uWAKGhaYt03rmjdHRCKebmwNixXPX800+56vmCBTy3btEiWftSUEgSJQxP27bAhg08pvISVenSUG3cgJHH26JOHSAhgVdRpa6iESIv+fpKkU6RVpkyPOy7dy9POL93D+jXD6hbVza7LghURPK/d15JSEiAtbU14uPjYWVlpXQ4BU9KCq/Cu3WL50A1aMA9Vf9/6JdfeGl6avd5167AtGm80awQeenvv4FevbgsAsCTjRctAsqWVTYuoazkZO6NGjcOiI/nY507A1OnAiVLKhub0JfV67ckUXlIkijl3b3LS41//pl7A6ytge++4x3ZjY2Vjk4UZM+fAzNmABMmcAkES0tg8mSefP7/XF8UUrdv8++lJUv491KRIjz0N3gwYGqqdHQCyPr1W4bzRIFmawssXgyEhfGwXnw8MHAgV6KWJekiL6UW6YyI4E5SKdIpUtnb8x92x44BXl5cT2rECK56vnOn0tGJ7JAkShQKXl78C2vhQqBYMb6w1a/Pq6pu31Y6OlGQVarE+2NLkU7xqrp1+Y+5pUs5sbpwgfdnbNMGuHRJ6ehEVkgSJQoNtZondEZH83wVAFi2jC9y8+fLahmRd14u0tm6tRTpFC8YGQHdu3MCNWQITzP47TeehD5mDPdgivxLkihR6NjZcVd6WBhfxB4+5HkqdevyMSHySqlSXIjx1SKdX30lRToLO2trYOZMXozg68u9lJMncwHPdetkhWd+JUmUKLTefZd3Yp8/H7CxAcLDgXr1uJdK6vuIvJJekc4ffuCeh+3blY5OKK1yZWD3bmDTJsDFheuOffYZ0LQpl9AQ+YskUaJQU6uB/v15iK9HDz62ZAkP8S1cKEN8Iu+8XKTT1ZX3zW7ZEujUSZL4wk6lAj76iId/x48HzMx4Xp27O/daPnigcIBCR5IoIcBDK0uWcPE7d3f+JdW/P09IP35c6ehEQZZapHPoUJ4fs2YN90asWiVDOIWduTkvQIiKAj7+mKue//ADVz3/6Sf5Iy8/kCRKiJfUq8dDfPPm8RyFEyd42K9PH645JUResLTkmlJHjwI1anBV6y5dgA8+AP79V+nohNJcXHiThtBQTrDv3uXfSV5eMo9TaZJECfEKY2OeaB4dDXTrxr0BP/3EQ3yy55XIS3XrcrXzyZMBjYZrBlWtyntAyvdO+PpyeZZZs7hcxokT/Idft26QDdcVki+SqPnz58PFxQVmZmbw8vLC8deMn4SEhMDNzQ1mZmaoXr06tr8yG5OIMG7cODg5OcHc3By+vr64ePGiXhsXFxeoVCq9W1BQkF6b06dPo0GDBjAzM4OzszOmTZuWOx9YGAQHBy6BcPAg9w7cv88lElInpAuRF0xMuJp1ekU6z51TOjqhNBMT/j5cuPBiHueKFTzEN2MGkJSkaHiFDyksODiYTE1NacmSJXTu3Dnq3bs32djYUFxcXLrtDx8+TGq1mqZNm0aRkZE0ZswYMjExoTNnzujaBAUFkbW1NW3evJkiIiKodevW5OrqSk+fPtW1KVu2LE2cOJFu3bqlu/3333+6x+Pj48nBwYE6depEZ8+epbVr15K5uTktWrQoy58tPj6eAFB8fHwOzozIT54/J5ozh8jKigggUqmI+vQhuntX6chEQZaSQvTjjy++dyYmROPGET17pnRkIr84epSobl3+fgBElSoR7dqldFSGL6vXb8WTKE9PTxowYIDufkpKCpUsWZICAwPTbd+uXTtq2bKl3jEvLy/q27cvERFptVpydHSk6dOn6x5/+PAhaTQaWrt2re5Y2bJladasWRnGtWDBAipWrBglJibqjo0YMYIqVaqU5c8mSVTBc+sWUZcuL35hFS9OtHgxX+yEyCvXrxO1bv3ie1e5MtHhw0pHJfKLlBSiX34hsrN78R1p04bo8mWlIzNcWb1+Kzqcl5SUhBMnTsDX11d3zMjICL6+vgjLYLZcWFiYXnsA8PPz07WPiYlBbGysXhtra2t4eXmlec2goCCUKFECtWrVwvTp05GcnKz3Pg0bNoTpS7tB+vn5ITo6Gg8yWF+amJiIhIQEvZsoWBwduev8wAGgWjUe4uvTB/D25vkJQuQFKdIpMmNkBPTsyUN8gwdz6ZYtW3gS+rhxwJMnSkdYcCmaRN29excpKSlwcHDQO+7g4IDYDGbJxcbGZto+9efrXnPgwIEIDg7Gvn370LdvX0yZMgXDhw9/7fu8/B6vCgwMhLW1te7m7Oyc4WcXhq1hQ+DkSZ7gWbQol0GoWxf44gtOrITIbS8X6ezeXYp0irRsbPh3UkQEF+dMTAS++46TqQ0bpGRGXsgXE8uVMGTIEDRu3Bg1atRAv379MHPmTMybNw+Jb7Aj6KhRoxAfH6+7Xbt2LRcjFvlN6gTP6GgukEjEm8xWqgT88gvXdBEitxUvzhvWSpFOkZGqVYE9ezhxKlMGuHqVE3BfX1mckNsUTaJsbW2hVqsRFxendzwuLg6Ojo7pPsfR0THT9qk/s/OaAODl5YXk5GRcuXIl0/d5+T1epdFoYGVlpXcTBZ+TExdG3L+ff3ndvQt8/jmvpjp5UunoREElRTpFZlQqLtAZFcVDehoN8McfQM2a/Mffw4dKR1gwKJpEmZqawsPDA3v37tUd02q12Lt3L7y9vdN9jre3t157AAgNDdW1d3V1haOjo16bhIQEHDt2LMPXBIBTp07ByMgI9vb2uvf5888/8fz5c733qVSpEooVK5b9DysKvEaNeP+9mTOBIkW4cGLdulxzSrZpEHlBinSK17GwACZM4GTK35/rjc2ZwyURpMc8F7ylie4ZCg4OJo1GQ8uWLaPIyEjq06cP2djYUGxsLBERdenShUaOHKlrf/jwYTI2NqYZM2ZQVFQUBQQEpFviwMbGhrZs2UKnT5+mNm3a6JU4OHLkCM2aNYtOnTpFly5dolWrVpGdnR117dpV9xoPHz4kBwcH6tKlC509e5aCg4PJwsJCShyILLlxg6hDhxcrZezsiJYskVV8Iu8kJRFNnkyk0fB3ztKSy3IkJysdmchPdu0icnN78bupbl0ukyD0GUyJAyKiefPmUZkyZcjU1JQ8PT3p6Ev/oo0aNaJu3brptV+/fj1VrFiRTE1NqWrVqrRt2za9x7VaLY0dO5YcHBxIo9FQs2bNKDo6Wvf4iRMnyMvLi6ytrcnMzIwqV65MU6ZMoWevFF+JiIggHx8f0mg0VKpUKQoKCsrW55IkSvzxBy9HT/2F5e1NFB6udFSiIDt/nqhBgxffuXffJTp7VumoRH6SmEg0YwZR0aIvvifduxP9v+9CUNav3yoiGT3PKwkJCbC2tkZ8fLzMjyrEkpKAuXN5N/bHj3n+Sv/+vGrGxkbp6ERBpNUCixcDw4dzCYTUKuijRvHcGCEA3ipm5Ehg+XK+b2XFv6e+/JK/M4VZVq/fhXZ1nhBvi6kp8M03wPnzQPv2L3Zir1SJf3nJnzEitxkZ8RZFkZFAq1bA8+c8L6Z2bdmwVrzg6MhbWx05Anh4AAkJwJAhPPl8zx6lozMMkkQJ8ZaULg0EB/MvJzc34PZtrvfTsCHXdREit5UuzUUX163jIp2RkbxqVIp0ipd5e3Otu59+AmxteRJ68+a8uu//C9ZFBiSJEuIta9aMk6apU3l11aFD3EMwaBAQH690dKKgUamAdu2kSKfInJERl2a5cIGTbLUa2LSJy2aMHw88fap0hPmTJFFCKMDUlOerREVxETytludNVaoErFwpQ3wi90mRTpEVxYrx76LwcKBxY+DZMx4KrlyZkyr53aRPkighFOTszPuh7d7NdVvi4oCuXbnm1JkzSkcnCqLUIp1DhkiRTpGx6tW5OOe6dTws/O+/PLzXogUPCwsmSZQQ+UDz5sDp00BgIBfHO3gQqFWLL3Syj7XIbZaWXBT21SKdLVtKkU7xQupQ8PnzwJgxvLJzzx6eeD5kiEw/ACSJEiLf0Gh4uXFUFP/Fl5LCm4lWqsS9BdJLIHJb3brA338DkybxEPOOHTxXau5c/v4JAXDS/d133APVpg2QnMy/mypW5CHiwlz1XJIoIfKZMmV449CdO4EKFbiWS6dOQJMmsnmoyH0mJsDo0bzYoUEDrmU2aBDg4yPfN6GvXDlg82ZOtitW5BXGPXsC9eoBf/2ldHTKkCRKiHzKz4/nrkyeDJibAwcOcDf60KEyxCdyn5sbb6K9cCFQtCgP9dWqxSuzEhOVjk7kJ++9x7+bpk3jfUKPHQM8PYFevTixKkwkiRIiH9NouNJ0VBTw0Uc8xPL993zBW7tWhvhE7pIinSKrTE2BYcOA6GieTwcAS5ZwD9WcOfzdKQwkiRLCAJQty8uLt28HypcHbt0COnbkmlOyUkbktoyKdA4cKEU6hb6SJYEVK7jeXa1aPNl88GD+7z/+UDq6vCdJlBAG5P33gbNneZKnmRmwbx8P8Q0bJhc3kbtSV2ZFRr4o0jlvHlCtGs+JEeJl9evzvKhFi4ASJXg+XbNmXAfv6lWlo8s7kkQJYWDMzHi5cVTUi5UyM2ZwrZ9162SIT+SuEiV4Bdbu3YCLC18QP/gA6NxZinQKfWo10KcPVz0fMICHhzds4OkHEycWzKrnkkQJYaBcXHilzNatvGrmxg3gs8+45tT580pHJwqa5s25FzS1SOfq1UCVKvxTEnfxsuLFeWuh8HDeG/TpUyAggL8vmzcXrO+LJFFCGLiWLbnrfMIE7qXau5cLKI4cCfz3n9LRiYLk1SKdd+9yj5QU6RTpqVGDV3yuXQuUKsWbGX/0Ea/uKyh/6EkSJUQBYGYGjBvHyVTqqqqpU3mIb8OGgvWXn1CeFOkUWaVScQ/5+fO80tjUlIeGq1cHvvnG8Mu1SBIlRAFSrhzw2298c3UFrl/niZ1+frwUWYjc8nKRTh8fKdIpMlekCNe8O3cO+PBDnss5cybvyLBiheFWPZckSogCqFUr/mUVEMC1pkJD+S+/UaP4YidEbnFz40KwCxZIkU7xeu+8A/z+O7Bt24sdGbp14+T7xAmlo8s+SaKEKKDMzflCdu4cr6Z6/hwICuIhvo0bZYhP5B4jI+CLL6RIp8i6Dz7gqudBQTzXLiyMh4n79DGsVZ85TqIuXbqEMWPGoEOHDrj9/zrvO3bswDnpxxUiXylfnlfwbdnCRTuvXQM++YRrTl24oHR0oiDJrEinLHIQr9JogBEjeKpBx478h91PP3HV83nzeMgvv8tREnXgwAFUr14dx44dw6ZNm/Df///viIiIQEBAQK4GKF6RkvJiucP+/TKLU2SJSgW0bs0XtbFjeXLnrl08xDd6NPDkidIRioIioyKdVatKkU6RvlKluFTGwYOAuzvw8CEn3rVq8WUuP8tREjVy5EhMmjQJoaGhMDU11R1v2rQpjh49mmvBiVds2sTFgZo04bS9SRO+v2mT0pEJA2FhwUXvzp3jZcZJScCUKTzE9+uvMsQnco8U6RTZ5ePDqz4XLOBaU2fP8mWufXvuQdeTTzoUcpREnTlzBh999FGa4/b29rh79+4bByXSsWkTj8Fcv65//MYNPi6JlMiGd97hffh+/RUoU4YvcG3bcr2ff/5ROjpRkEiRTpEdajXPr7twgX8aGQHr1/MChsmTgWfPkK86FHKURNnY2ODWrVtpjoeHh6NUqVJvHJR4RUoKrx1O7zdO6rHBg2VoT2SLSgX4+/P2MaNH69f7GTdOhvhE7kkt0hkWxkPIUqRTvE6JEtwjdeIE91A9ecLbXX3tsgn08SegfNKhkKMk6rPPPsOIESMQGxsLlUoFrVaLw4cP45tvvkHXrl1zO0Zx8GDaHqiXEXFf58GDby8mUWBYWHDRxDNngBYteIjvu+84mfrtN+ktELnH0zP9Ip3z5snfgCJ97u7An39yz2VppxR8GzcIBILq1YYKdSjkKImaMmUK3Nzc4OzsjP/++w9VqlRBw4YNUa9ePYwZMya3YxTp9Pq9UTsh0lGxIrBzJ5c/cHbmLRratOEl65cuKR2dKChMTdMW6Rw4EGjQgCejC/EqlYpH7aJ/PghnXM84cVGgQyFHSZSpqSl++uknXLp0CVu3bsWqVatw/vx5rFy5Emq1OrdjFE5OWWp2k7LWToiMqFQ8NyoqigtzmphwUbyqVblwZ0HchV0o49UinWFh3OswYQL3hgrxKov4/NehoCKSzvq8kpCQAGtra8THx8PKyirnL5SSwpPmbtxId2xFCxWuozTcTGPwzQg1Ro7kIRoh3lR0NPDll8CePXzf1ZX3R/vwQ2XjEgXL9etA//5cyRrgpP2nnwBvb2XjEvnM/v08ifx19u0DGjd+o7fK6vU7y0nUkCFDsvzm33//fZbbFmS5lkQBL1bnAfqJlEoFAjCh2gZMONMWAA/FzJjBe6ap0gwcC5E9RDzE9/XXL6bmtWoFzJ7Ne/UJkRuIeBXWV19xCQSVihP4KVN43zUhXtehAJWKK77GxPAyvzeQ60lUk1eyv5MnTyI5ORmVKlUCAFy4cAFqtRoeHh74448/3iD0giNXkyiAE6lBg/QnmTs7A7Nngz5qi19/5WXEqatdGjfmXoPq1d/8rYX47z+eEDxzJlcSNjPjIb/hw/m/hcgN9+4BQ4cCy5fz/TJlgEWLuK6ZEJl1KAAANmzgOQlvKMvXb8qBmTNnUqtWrej+/fu6Y/fv36c2bdrQjBkzcvKSBVJ8fDwBoPj4+Nx70eRkon37iNas4Z/JyXoPP35MNH48kZkZEUCkVhN99RXRS/9UQryRyEiipk35+wUQlStHtHWr0lGJgmbXLiIXlxffs06diO7cUToqkS9s3EhUuvSLLwdA5OzMx3NJVq/fOZoTVapUKezevRtVq1bVO3727Fm0aNECN2/ezO5LFki53hOVDf/+y3/NbdzI90uU4G7xXr3euJdTCBABISE8xJf6v3ubNjzE5+KiZGSiIHn8mGuWzZ4NaLWArS0wZw7QoYNMVSj0UlJ4Fd6tW7z4qkGDXL24ZfX6naPVeQkJCbiTTt3+O3fu4NGjRzl5SZHLypblXs09e7g68L17QN++XKflyBGloxOGLnV/tPPngWHDAGNj3ni2cmUe8nv2TOkIRUGQXpHOTp14YcPVq0pHJxSlVvOclQ4d+KdCvQM5SqI++ugj9OjRA5s2bcL169dx/fp1bNy4Eb169ULbXBiLFLmnWTPg1Cn+S87aGjh5kndV79JFykqJN1e0KDBtGtf8adKEk6exY/mCt3On0tGJguLVIp3bt/MKvh9+4B4qIZSSo+G8J0+e4JtvvsGSJUvw/PlzAICxsTF69eqF6dOnw9LSMtcDNURKDuel5/Zt4NtvgSVLeDimSBHuKh80iH8xCfEmiIB163hxQ2qC/tFHwKxZ3DMqRG44fx7o3Rs4dIjve3sDP//MPe5C5JY8Hc6zsLDAggULcO/ePYSHhyM8PBz379/HggULcpRAzZ8/Hy4uLjAzM4OXlxeOHz+eafuQkBC4ubnBzMwM1atXx/bt2/UeJyKMGzcOTk5OMDc3h6+vLy5evJjuayUmJsLd3R0qlQqnTp3SHb9y5QpUKlWa29GjR7P9+fILe3v+ZXPsGODlxauthg/nXoMdO5SOThg6lQr47DO+yA0dyr3rv/7KQ3xTpgCJiUpHKAoCKdIp8pVcm8qeQ8HBwWRqakpLliyhc+fOUe/evcnGxobi4uLSbX/48GFSq9U0bdo0ioyMpDFjxpCJiQmdOXNG1yYoKIisra1p8+bNFBERQa1btyZXV1d6+vRpmtcbOHAgvf/++wSAwsPDdcdjYmIIAO3Zs4du3bqluyUlJWX5s+XJ6rxckpJCtGwZkYPDi8UNH35IdPGi0pGJguLMGaJGjV58vypUINq5U+moREFy9Sr/3kr9jlWtShQWpnRUoiDI6vU7R0lU48aNqUmTJhnessPT05MGDBigu5+SkkIlS5akwMDAdNu3a9eOWrZsqXfMy8uL+vbtS0REWq2WHB0dafr06brHHz58SBqNhtauXav3vO3bt5ObmxudO3cuwyTq5WPZlZ+TqFTx8URDhxIZG/MvIVNTolGjiB49UjoyURBotUSrVxM5Or640H38MdG//yodmSgotFqi4GAiOzv+fqlURAMHyu8w8Wayev3O0XCeu7s7atasqbtVqVIFSUlJOHnyJKpno7JjUlISTpw4AV9fX90xIyMj+Pr6IiwsLN3nhIWF6bUHAD8/P137mJgYxMbG6rWxtraGl5eX3mvGxcWhd+/eWLlyJSwy2SOldevWsLe3h4+PD3777bdMP09iYiISEhL0bvmdlRVXNz9zBmjRgrvDAwO5y3zt2vSLwgqRVbqNQ6O5HIJazWU3KlcGgoJk+EW8OZUKaN+e93vs1o1/Z82dyxPPZXGDyGs5SqJmzZqld/vhhx9w6NAhDB48GCYmJll+nbt37yIlJQUODg56xx0cHBAbG5vuc2JjYzNtn/ozszZEhO7du6Nfv36oU6dOuu9TpEgRzJw5EyEhIdi2bRt8fHzg7++faSIVGBgIa2tr3c3Z2TmTT5+/uLnxL5zNm3l/tBs3+OLXqBGvvBLiTVhZAd9/D4SHczmXJ0+42nmNGkBoqNLRiYKgRAlg2TJg1y6uVXb1KvD++7wS+e5dpaMTBVWOkqiMdO7cGUuWLMnNl8wT8+bNw6NHjzBq1KgM29ja2mLIkCHw8vJC3bp1ERQUhM6dO2P69OkZPmfUqFGIj4/X3a5du5YX4ecZlYoLJkZGAt99B5ibcy2z2rV5c9B795SOUBi66tV5UvDKlYCDA/dQtWjBNade3s1IiJxq0QI4e5Z7Po2MgFWruOdzzRrpWRe5L1eTqLCwMJhlYxMtW1tbqNVqxMXF6R2Pi4uDo6Njus9xdHTMtH3qz8za/PHHHwgLC4NGo4GxsTHeeecdAECdOnXQrVu3DOP18vLCP//8k+HjGo0GVlZWejdDZGYGjBnDF7j27bkOy8KFQMWK/DMlRekIhSFTqYDOnfn7NWgQX+hCQrg3dNo0GeITb87Skns+w8KAatWkSKfIOzlKotq2bat3++ijj/Duu++iR48e6Nu3b5Zfx9TUFB4eHti7d6/umFarxd69e+Ht7Z3uc7y9vfXaA0BoaKiuvaurKxwdHfXaJCQk4NixY7o2c+fORUREBE6dOoVTp07pSiSsW7cOkydPzjDeU6dOwcnJKcufz9A5OwPBwcC+fdyDcP8+90h5eAB//ql0dMLQWVtzEdjUArCPHwMjRgA1awKv/C8uRI54egInTnDPuhTpFHkiJ7PWu3XrRt27d9fdevbsSSNGjKBdu3Zl+7WCg4NJo9HQsmXLKDIykvr06UM2NjYUGxtLRERdunShkSNH6tofPnyYjI2NacaMGRQVFUUBAQHpljiwsbGhLVu20OnTp6lNmzYZljggSn8l3rJly2jNmjUUFRVFUVFRNHnyZDIyMqIlS5Zk+bMZwuq8rHr+nGjePCIbmxerrDp0ILp2TenIREGg1RItX05kb//i+9W+PdH160pHJgqKqCgiH58X3y9vb6Jz55SOSuRXeVriILfNmzePypQpQ6ampuTp6UlHjx7VPdaoUSPq1q2bXvv169dTxYoVydTUlKpWrUrbtm3Te1yr1dLYsWPJwcGBNBoNNWvWjKKjozN8/4ySqMqVK5OFhQVZWVmRp6cnhYSEZOtzFaQkKtWdO0R9+/IyYoDI0pJoyhSiZ8+UjkwUBA8eEH31FZGR0Yvv1/TpRNkozyZEhlJSiBYsICpa9EVJlwkTiBITlY5M5DdZvX7naNuXcuXK4a+//kKJEiX0jj98+BC1a9fG5cuXc6GPzPDlt21fctPJk8BXX73YzLh8eR6aadlSdlcXb+7UKR46Tq1KUqUKD8E0aaJoWKKAuHaNv19bt/L9qlV5N4d331U2LpF/5Om2L1euXEFKOrOLExMTcePGjZy8pDAwtWvz3lWrVgFOTsClS0CrVpxEXbigdHTC0Lm78/dr6VLAzo5XjDZtymU3bt5UOjph6Jydgd9+4zmfdnbAuXNAvXrA4MG8HZYQWZWtnqjUGkn+/v5Yvnw5rK2tdY+lpKRg7969CA0NRXR0dO5HaoAKck/Uyx49AiZP5tUwz58DJia8vHjMGN7bSog38eABMHYsrwzVannj7AkTuCc0G2XphEjXvXu8afaKFXy/bFngxx+B995TNi6hrKxev7OVRBkZcceVSqXCq08zMTGBi4sLZs6ciQ8//DCHYRcshSWJSnXhAv8ll7qZsaMjL1nv3FmG+MSbO3kSGDAASN0DvGpVYP58LggrxJvavRvo2xe4coXvd+4MzJoF2NoqGpZQSJ4M52m1Wmi1WpQpUwa3b9/W3ddqtUhMTER0dLQkUIVYxYq8hHjrVuCdd4DYWKBrV8DHhy+AQryJ2rWBw4eBX37hC9u5c0Djxnyxu3VL6eiEoWvRgre/kiKdIjtyNCcqJiYGtpKeiwy0bMkVgwMDuejdkSNAnTr8V96dO0pHJwyZkRHQsycX6vziC+7hXL0aqFSJFzYkJysdoTBkRYpIkU6RPVkezps7dy769OkDMzMzzJ07N9O2AwcOzJXgDF1hG85Lz40bwPDh/NccANjYABMn8gXQ2FjR0EQB8PffPMR3/Djfr16dh/gaNFA2LmH4kpJ4OsJ33/F/FynCfxj278/JvCjYcn1OlKurK/7++2+UKFECrq6uGb+gSiUlDv5PkqgXDh3iicCnTvH9atV4p3VZsi7elFYLLFkCjBz5Yn/HLl34ApjB7lFCZFlUFNC7Nw8lA7yK7+efeahPFFx5MrFcZI8kUfpSUoCffgJGj+YtZADg00+BGTOAMmWUjU0Yvnv3+Lu1eDHPYbGy4l6E/v2l11O8Ga2WV+yNGMElEExN+bs2ciT/tyh48rRO1MSJE/HkyZM0x58+fYqJEyfm5CVFIaBWA/36ARcvvugST9149rvvgGfPlI5QGLISJfhCd+wYz8FLSOANjj08uCdUiJwyMuLfWZGRPOczKQkICODFDqmrRUXhlKOeKLVajVu3bsHe3l7v+L1792Bvb59uIc7CSHqiMhcRAQwc+GIzY1dXntTZpo2URBBvJiWFV/GNGvWi17NbN2DqVMDBQdnYhGEjAtat499dd+7w76qBA4FJk3jelCgY8rQnioigSucqFxERgeLFi+fkJUUhVLMmsH8/sHYtUKoUEBMDfPQRF7mLilI6OmHI1GqgTx9exde7Nx9bvpxX8f3wg6ziEzmnUgGffca/o7p25aRqzhye57lrl9LRibctW0lUsWLFULx4cahUKlSsWBHFixfX3aytrdG8eXO0a9cur2IVBVDqL6ToaODbb3l+we7dQI0awNChQHy80hEKQ2Zry3Okjh7lYb34eF7gULfui30fhciJEiU4Md+1C3BxAf79l/8A7NqVSyOIwiFbw3nLly8HEaFnz56YPXu23rYvpqamcHFxgbe3d54EaohkOC/7Ll3iYne//873HRyAoCD+xSTLisWbSF3Y8O23vJUMAPTowd+vV2YmCJEt//3HWxPNmcM9U3Z2/N+ffSZTEwxVnq7OO3DgAOrVqwcT2bgqU5JE5dyOHbyFTOpmxl5ewLx53IMgxJu4c4fnSv3yC9+3seG9H/v25WFAIXLq2DHg88+52DDAk9AXLuQNj4VhydM5UY0aNdIlUM+ePUNCQoLeTYg39f77vAXDtGk8WfPYMcDTE+jVC4iLUzo6Ycjs7LjOz5EjQK1awMOHXLCzbl1ZaSXejJcXcOIEFxQ2NQW2bQOqVOECsFqt0tGJvJCjJOrJkyf48ssvYW9vD0tLSxQrVkzvJkRuMDUFhg3j3qiuXfnYkiW8R9/s2cDz54qGJwyctzfw1198gbOxAcLD+djnn8v2RCLnTE15aO/UKaB+fR7q+/JLrqIvC2YKnhwlUcOGDcMff/yBhQsXQqPR4Oeff8aECRNQsmRJrFixIrdjFIWckxNP4Dx8mOuyJCTwvCl3d2DvXqWjE4ZMreb6P9HRPD8K4GG+SpW45pRUaxE5Vbkyl2+ZP597048c4d9ZEydynSlRMORoTlSZMmWwYsUKNG7cGFZWVjh58iTeeecdrFy5EmvXrsX27dvzIlaDI3Oicl9KCvdGffvtixUwbdsCM2fyChkh3sSRI5xURUTwfQ8PYMECHkoWIqeuXeP9Qrdt4/vVqvGQspeXsnGJjOXpnKj79++jXLlyAAArKyvc/381Ox8fH/yZWjlRiDygVnPdnwsXuMCdWg1s2sR/9Y0fD6RTSF+ILKtXjzc1njcPsLbm+S3vvss1p2TZusgpZ2decbx2Lc/JO3uWh44HD+bhPmG4cpRElStXDjExMQAANzc3rF+/HgDw+++/65U9ECKvFCvGS4jDw3kT42fPgAkTOJnauJGXGQuRE8bGPIclOpqrnBNxaYRKlbjmlAzxiZyQIp0FU46SqB49eiDi//3dI0eOxPz582FmZoavv/4aw4cPz9UAhchM9eo8LyokhDcxvnoV+OQTwNcXOHdO6eiEIXNwAJYtAw4e5OKv9+9zGYTUCelC5ERqkc6dO4GyZfWLdN67p3R0IrtyNCfqVf/++y9OnDgBW1tbrFq1CosXL86N2AyezIl6u5484b3Rpk4FEhN5qO/LL3mYz8ZG6eiEIUtO5rlRY8fywgaViof4Jk/mi6IQOSFFOvOvPC22mZGIiAjUrl1bNiD+P0milBETw1vG/Por37ezAwIDefWVVD0XbyI2Fhg+HFi5ku+XKMEVz3v2lO+WyDkp0pn/5OnEciHyM1dXnmy+ezfPkbpzh39BeXlJMUXxZhwdgRUrgAMHeC7LvXu80MHbmyehC5ETUqTTcEkSJQqs5s15qfr33wNWVrzqytsb6N6dexSEyKmGDYGTJ4FZs4CiRYHjx7nief/+PHdKiOySIp2GSZIoUaCZmHBhzgsXXhRTXL6cq57PmCFF70TOmZjwEvXoaKBTJ57TsnAhr+JbskR6EETOpBbp/OEH/SKd330nv6/yo2zNiWrbtm2mjz98+BAHDhyQOVH/J3Oi8p/jx/mvu9TVVZUq8UROPz9l4xKG78AB3oMvdVXou+/ycEzt2srGJQyXFOlUTp7MibK2ts70VrZsWXRN3eRMiHzI05PnRS1ZAtjbcy/Ce+8B/v7A5ctKRycMWaNGXLds5kzuQTh6lIf4vvwSePBA6eiEIUot0rlmDWBr+6JI59dfA48fKx2dAHJ5dZ7QJz1R+Vt8PBfonDePl7BrNMA33wCjRgGWlkpHJwzZzZv8XVq7lu/b2QHTpnEtIFnFJ3Li7l1edZy6Pa2LC+/vKL3oeUNW5wnxGtbWPOk8IoKLcyYmct0fNzdg3Tqpei5yrmRJ7j34448XK0R79OBJwqdOKR2dMES2tvpFOq9ckSKd+YEkUaLQq1KFyyFs2sR/3V2/zsXumjQBTp9WOjphyJo04aRp+nTu3TxyhDc1HjgQePhQ6eiEIfLz42G9wYO5IOfKlZyoBwfLH35KkCRKCPAvo48+AiIjeYjPzIwnCteqxXNaZNm6yClTUx7aO38eaN+eV+3Nm8eLGlaskAufyL4iRbi8RlgYTza/cwfo0AFo3Zono4u3R5IoIV5ibg6MG8cXvE8+4Qve/PlcEmHRItl8VuRc6dLcW7BnDw8Z377NGxw3bCg9niJnXi3SuXUrULUqb1EkJTbeDkmihEhH2bK8qfHevfxL6d49oF8/Xm11+LDS0QlD1qwZz8MLCgIsLIBDh7gMwuDBvNhBiOxILdIZHg7Uqwc8esSlNho25D8GRd6SJEqITDRtynNa5s7lTYzDwwEfH6BzZ+DGDaWjE4bK1BQYMYIvcp9+yj2cc+bwEN+qVTLEJ7KvShXg4MEXRToPHwZq1gQmTZIinXkpXyRR8+fPh4uLC8zMzODl5YXjx49n2j4kJARubm4wMzND9erVsX37dr3HiQjjxo2Dk5MTzM3N4evri4sXL6b7WomJiXB3d4dKpcKpV5bNnD59Gg0aNICZmRmcnZ0xbdq0N/qcwjAZGwNffcVVz3v35vlTq1fzBW/qVF7VJ0ROODsD69fzwoaKFYG4OKBLF645deaM0tEJQ2NkxL1QkZG8iXFSEvdS1anDhYZFHiCFBQcHk6mpKS1ZsoTOnTtHvXv3JhsbG4qLi0u3/eHDh0mtVtO0adMoMjKSxowZQyYmJnTmzBldm6CgILK2tqbNmzdTREQEtW7dmlxdXenp06dpXm/gwIH0/vvvEwAKDw/XHY+PjycHBwfq1KkTnT17ltauXUvm5ua0aNGiLH+2+Ph4AkDx8fFZPyEi3/vrL6J33yXi/gKiChWItm1TOiph6J49IwoMJLKw4O+VWk309ddE8utD5IRWS7RmDZGtLX+fVCqiwYOJ/vtP6cgMQ1av34onUZ6enjRgwADd/ZSUFCpZsiQFBgam275du3bUsmVLvWNeXl7Ut29fIiLSarXk6OhI06dP1z3+8OFD0mg0tHbtWr3nbd++ndzc3OjcuXNpkqgFCxZQsWLFKDExUXdsxIgRVKlSpSx/NkmiCq6UFKLly4kcHV8kUy1bEl28qHRkwtD9+y/Rxx+/+F45OhKtXs0XRSGy684doi5dXnyfXFyIdu1SOqr8L6vXb0WH85KSknDixAn4+vrqjhkZGcHX1xdhYWHpPicsLEyvPQD4+fnp2sfExCA2NlavjbW1Nby8vPReMy4uDr1798bKlSthYWGR7vs0bNgQpqameu8THR2NBxns4ZCYmIiEhAS9myiYjIy4yF10NDBsGG9Gu20bT0IfNYp3YBciJ8qUATZs4KKKFSoAsbG8wXGTJi/25RMiq2xtuZTGjh0vinT6+fHKUL0inSkpwP79XGZ//35ZipxFiiZRd+/eRUpKChwcHPSOOzg4IDY2Nt3nxMbGZto+9WdmbYgI3bt3R79+/VCnTp1svc/L7/GqwMBAvb0EnZ2d020nCg4rK97O48wZ/sWUlMSrripV4orVMkFY5JSfH3+vJk/m0hsHDgDu7lxz6tEjpaMThua997hI56BBPK9zxYqXinRu/H+l4SZNgI4d+aeLC1cgFpnKFxPL37Z58+bh0aNHGDVqVK6+7qhRoxAfH6+7XZOqZ4VGpUr8l95vvwHlyvHeaZ068TYf4eFKRycMlUYDfPstEBXFxWCTk3mDYzc3qVAtsq9IEWD2bP0ines7bAI++QR0/bp+4xs3uFieJFKZUjSJsrW1hVqtRlxcnN7xuLg4ODo6pvscR0fHTNun/syszR9//IGwsDBoNBoYGxvjnXfeAQDUqVMH3bp1y/R9Xn6PV2k0GlhZWendROGhUgGtWvGQy+TJXAPo8GHe5uOLL2R/K5FzZcvytWz7dqB8eU7SO3TgmlORkUpHJwxNapHO78anYC4GgUBQvdooNUMfPFiG9jKhaBJlamoKDw8P7N27V3dMq9Vi79698Pb2Tvc53t7eeu0BIDQ0VNfe1dUVjo6Oem0SEhJw7NgxXZu5c+ciIiICp06dwqlTp3QlEtatW4fJkyfr3ufPP//E8+fP9d6nUqVKKFasWC58elFQmZlx78H587wHHxHvtl6hAlcSTk5WOkJhqN5/n4dkJk7k79m+fVwLaPhwGeIT2WNqCoxpdBClcT3jRICI95E5ePBthmZY3s4894wFBweTRqOhZcuWUWRkJPXp04dsbGwoNjaWiIi6dOlCI0eO1LU/fPgwGRsb04wZMygqKooCAgLSLXFgY2NDW7ZsodOnT1ObNm0yLHFARBQTE5Nmdd7Dhw/JwcGBunTpQmfPnqXg4GCysLCQEgci2w4cIKpR48XqmBo1iPbvVzoqYeguXyZq0+bF96pUKaJ162QVn8iGNWtefIEyu61Zo3Skb53BlDggIpo3bx6VKVOGTE1NydPTk44ePap7rFGjRtStWze99uvXr6eKFSuSqakpVa1alba9UqRHq9XS2LFjycHBgTQaDTVr1oyio6MzfP/0kigiooiICPLx8SGNRkOlSpWioKCgbH0uSaJEqufPiebPJypW7MXvpc8+I7p6VenIhKHbupWoXLkX36tmzYiiopSOShiEffuylkTt26d0pG9dVq/fKiKZmphXEhISYG1tjfj4eJkfJQDwvKgxY3gzYyKeN/Xtt8DQoTw8I0ROPHvGq0QDA/m/TUyAIUP4u1akiNLRiXwrJYVX4d24kf4qBZWKd86OiQHU6rcenpKyev0ulKvzhFBKiRLAwoU8qdPHB3jyhC90Vavyyj75k0bkhJkZMG4cL2r48EPg+XPekqhyZa45Jd8rkS61mjdtBDhhelnq/dmzC10ClR2SRAmhgFq1gD//5D34SpYELl8G2rQBPviAC3gKkRPlygG//84JuasrcP06b3Ds5yffK5GBtm050y5VSv946dJ8vG1bZeIyEDKcl4dkOE9kxX//cUmE77/nYp3GxryqeOxYLuYpRE48fcqFX1M3yTYx4UKdo0cDlpZKRyfynZQUXoV36xbg5MRF7gpxD1RWr9+SROUhSaJEdly8yPNYtm7l+46OfAHs3Jm3mREiJy5dAgYO5BpTAODszCM0H32UdgRHCMFkTpQQBqZCBR6K2bbtxZ5p3brx3Km//1Y6OmGoypfnxHzzZi7aee0a8PHHXHPq4kWloxPCsEkSJUQ+88EHvGdaUBAPu4SFAZ6eQO/evE2DENmlUvGcu8hIXshgagrs2sVbf4wZwwschBDZJ0mUEPmQRgOMGAFcuMDDeUTAzz9zD9XcuVL1XOSMhQXw3Xdc9fy993gO3uTJvIpv82ZZxSdEdkkSJUQ+VrIksHIlcOgQr+iLj+dd2N3dgT/+UDo6YagqVOA5Ur/+CpQpA1y9ynOkWrYE/vlH6eiEMBySRAlhAOrXB/76i4t0lijB9YCaNePl6//+q3R0whCpVIC/PxAVxSv2TE2BHTu4Ztm4cTLEJ0RWSBIlhIFQq4E+fXiI78svecXehg08FDNxIi9pFyK7LCyASZN4Hl6LFjzE9913UgBWiKyQJEoIA1O8ODBvHhAeDjRqxMlTQABQpQoPz8hFT+RExYrAzp2cmDs7A1eu8GT0Vq24TIIQIi1JooQwUDVqAPv2AcHBXFz4yhUuLtyiBQ/RCJFdKhWXP4iKAkaO5AKd27Zxr9T48dLbKcSrJIkSwoCpVED79sD587xUXaMB9uzhBGvIEJ6ILkR2WVryZsZnzgC+vlzxfMIETqZSi8EKISSJEqJAsLTkeSyRkTwEk5wMzJrFQzRLlgBardIRCkNUqRKwezewfj1vrRYTw8N7rVvzfwtR2EkSJUQBUq4c1/vZuZMvgLdvA716Ae++Cxw7pnR0whCpVLwK9Px5YPhw3tvx9995Dt7EicCzZ0pHKIRyJIkSogDy8wNOnwZmzACKFuXyCO++C/ToAcTFKR2dMERFivBejqdPA02bcvIUEMBDfKn78glR2EgSJUQBZWoKDB0KREfzHnwAsGwZD/HNmgU8f65oeMJAVa7M8+6Cg7kY7OXLXKTT358XNwhRmEgSJUQB5+TEyVNYGFCnDpCQwJPOa9YEQkOVjk4YopcXNAwbxkN8W7ZwgjVpkgzxicJDkighConUeVE//wzY2fEy9hYtuCyCTBIWOVG0KDBtGhARATRuzMnT2LFA9eo8L0+Igk6SKCEKESMjnmh+4QLvwadWc4HOypVlqw+Rc1Wq8F6Oa9Zwz+c//wDvv88JumxLJAoySaKEKIRsbIDZs7kHoWlTrgP03XeAmxsQEiJVz0X2qVRAhw48xDdkiH6CPmUKf8eEKGgkiRKiEKtalScJb9gAlCkDXLsGtGvHmxufPat0dMIQWVkBM2cCp0692JZo9Gge4tu9W+nohMhdkkQJUci9vNVHQABgZsbbybi7AwMHAg8eKB2hMETVqvH3aNUqwNERuHiRS2988glw9arS0QmROySJEkIAACwseH+0qChOqlJSeKPjihWBn37i+0Jkh0oFdOrEQ3yDB/MQ38aNPMQXFAQkJSkdoRBvRpIoIYQeFxce3gsN5Yvd3btAnz6Alxdw5IjS0QlDZG3NtclOngR8fHgBw6hRvMfjnj1KRydEzkkSJYRIl68vTzyfNYvnuZw4AdSvD3TtCty6pXR0whDVqAH8+SewYgXg4MCFYJs353l4168rHZ0Q2SdJlBAiQyYmPAxz8SKXRlCpgJUreYhv+nQZjhHZp1IBXbpwAjVoEJfdCAnhlaHTpsl3ShgWSaKEEK9lb89FOo8d42G9//7jzWilqKLIKWtrLrNx8iT3cD5+DIwYwZX09+5VOjohskaSKCFEltWty/Oili3j4ZgLF7ioYuvWXGBRiOyqWZOH+JYt42T9/HkeSv7sM+DGDaWjEyJzkkQJIbLFyIg3NI6O5g2OjY2B33/nmlOjR3MvlRDZ8fJ36ssv+f66dTzEN2OGbJYt8i9JooQQOWJtzRe406d5cnBSElemdnMD1q6Vquci+2xsuKzGiROAtzcn5MOGcc2yffuUjk6ItCSJEkK8kcqVgV27eIsPFxcegunYkatVR0QoHZ0wRO7uwKFDwJIlgK0tEBnJ2xN17AjcvKl0dEK8IEmUEOKNqVSAvz9f7L77DjA3Bw4eBGrXBgYMAO7dUzpCYWiMjIAePXjeXf/+fH/tWqBSJeD772WIT+QPkkQJIXKNuTkwZgxPDm7XDtBqgQULuCTCwoVS9VxkX7FiwPz5wF9/vVgZOnQoUKsWcOCA0tGJwk6SKCFEritThicG79vHe6jdv8+9CR4e3EMlRHbVrs0rQ3/+GShRAjh3DmjcGOjcWYq/CuXkiyRq/vz5cHFxgZmZGby8vHD8+PFM24eEhMDNzQ1mZmaoXr06tm/frvc4EWHcuHFwcnKCubk5fH19cfHiRb02rVu3RpkyZWBmZgYnJyd06dIFN18abL9y5QpUKlWa29GjR3PvgwtRwDVuDISH82RhGxueI9WwIc9tkeXrIruMjLjo64ULQL9+PIy8ejUP8c2eDSQnKx2hKGwUT6LWrVuHIUOGICAgACdPnkTNmjXh5+eH27dvp9v+yJEj6NChA3r16oXw8HD4+/vD398fZ8+e1bWZNm0a5s6dix9//BHHjh2DpaUl/Pz88OzZM12bJk2aYP369YiOjsbGjRtx6dIlfPLJJ2neb8+ePbh165bu5uHhkfsnQYgCzNiYl61fuMB78KlUL+a2BAUBiYlKRygMTfHiPDx8/DjXLnv0CPj6a+6tkp5O8VaRwjw9PWnAgAG6+ykpKVSyZEkKDAxMt327du2oZcuWese8vLyob9++RESk1WrJ0dGRpk+frnv84cOHpNFoaO3atRnGsWXLFlKpVJSUlERERDExMQSAwsPDc/rRKD4+ngBQfHx8jl9DiILmxAmievWIuAgCUfnyRL//rnRUwlClpBAtXkxUosSL71SXLkS3bikdmTBkWb1+K9oTlZSUhBMnTsDX11d3zMjICL6+vggLC0v3OWFhYXrtAcDPz0/XPiYmBrGxsXptrK2t4eXlleFr3r9/H6tXr0a9evVgYmKi91jr1q1hb28PHx8f/Pbbb5l+nsTERCQkJOjdhBD6atfm5esrVwJOTsClS0CrVkDLltxbJUR2GBkBvXtzoc7Uns6VK7mnc+5cGeITeUvRJOru3btISUmBg4OD3nEHBwfExsam+5zY2NhM26f+zMprjhgxApaWlihRogSuXr2KLVu26B4rUqQIZs6ciZCQEGzbtg0+Pj7w9/fPNJEKDAyEtbW17ubs7PyaMyBE4aRS8YTg6Gjeg8/EBNi+nSehjxjBwzNCZEeJEsCiRcDRo0CdOkBCAm9w7OEBHD6sdHSioFJ8TpSShg0bhvDwcOzevRtqtRpdu3YF/b/Msq2tLYYMGQIvLy/UrVsXQUFB6Ny5M6ZPn57h640aNQrx8fG627Vr197WRxHCIBUtCkydCpw9y3vwPX8OTJvGvQirVknVc5F9np6cSP34I5dHOH0a8PEBuncH4uKUjk4UNIomUba2tlCr1Yh75ZsdFxcHR0fHdJ/j6OiYafvUn1l5TVtbW1SsWBHNmzdHcHAwtm/fnunqOy8vL/yTyS6rGo0GVlZWejchxOtVrAhs28Z78JUvz0vWu3Thi9/Jk0pHJwyNWg307cvDw59/zseWL+fk/IcfZIhP5B5FkyhTU1N4eHhg7969umNarRZ79+6Ft7d3us/x9vbWaw8AoaGhuvaurq5wdHTUa5OQkIBjx45l+Jqp7wvwvKaMnDp1Ck5OTq//YEKIbFOpgA8/5Po/U6YAFhZcF6hOHb4g3r2rdITC0NjaAj/9xD1TtWsD8fHAV1/xir4jR5SOThQIb2eee8aCg4NJo9HQsmXLKDIykvr06UM2NjYUGxtLRERdunShkSNH6tofPnyYjI2NacaMGRQVFUUBAQFkYmJCZ86c0bUJCgoiGxsb2rJlC50+fZratGlDrq6u9PTpUyIiOnr0KM2bN4/Cw8PpypUrtHfvXqpXrx6VL1+enj17RkREy5YtozVr1lBUVBRFRUXR5MmTycjIiJYsWZLlzyar84TIuWvXiDp2fLHiysaGaN48oufPlY5MGKLkZKIFC/h7lPqd6tGDKC5O6chEfpTV67fiSRQR0bx586hMmTJkampKnp6edPToUd1jjRo1om7duum1X79+PVWsWJFMTU2patWqtG3bNr3HtVotjR07lhwcHEij0VCzZs0oOjpa9/jp06epSZMmVLx4cdJoNOTi4kL9+vWj69ev69osW7aMKleuTBYWFmRlZUWenp4UEhKSrc8lSZQQb+7PP4lq1nxx4atenWjfPqWjEobq9m2inj31k/P58znJEiJVVq/fKiKZuplXEhISYG1tjfj4eJkfJcQbSEkBFi/mffnu3+dj7doBM2YAsghW5ERYGG9FdOoU369dm/foe/ddRcMS+URWr9+FenWeEMIwqNXAF1/wROH+/bk20Pr1PFF40iTgpc0IhMgSb2/g7795ormNDS9g8Pbmieh37igdnTAUkkQJIQxGiRLcW3DiBNCgAfD0KTB2LFClCrBli5REENmjVgMDBnC9su7d+dgvv3By/uOP3AMqRGYkiRJCGBx3d+DAAd6Dr1QpICYG8PcH3nsPOH9e6eiEobG3B5Yu5Ur6NWsCDx5wz6eXF+/PJ0RGJIkSQhgklQr47DNOmr79FjA1BXbvBqpXB775hitWC5Ed9evzEN/cuYCVFfd4vvsubycjJTZEeiSJEkIYtCJFgMmTub5Uq1ZcSHHmTC7guXw58P8ScEJkibEx15K6cAHo2pWHiH/6iYf4Fi+W75PQJ0mUEKJAeOcd4LffeA++ihV5i4/u3YF69YC//lI6OmFoHBw4Cf/zT+7dvH+fi76++658n8QLkkQJIQqU998HzpzhPfiKFAGOHeO5LZ9/Dty+rXR0wtA0aMAr92bP5iG+v/7i71O/fsC9e0pHJ5QmSZQQosAxNQWGDeMhmS5deEjml1+4h2r2bN7oWIisMjYGBg3i+XedO/P3adEiHuL7+WcZ4ivMJIkSQhRYTk7AihXA4cMv9k77+mte3ffKFpxCvJaTE7ByJa8MrVaNe6J69+Yh4xMnXmqYkgLs38/LR/fvl1oJBZgkUUKIAq9ePV6qvngxb0obGQn4+gKffAJcuaJ0dMLQNGzIQ3zffw8ULcpDxnXrciHYR8s3AS4uQJMmQMeO/NPFBdi0SemwRR6QJEoIUSio1dxrcOECr75Sq4GNG4HKlYEJE7hwpxBZZWLCvZrR0ZwrEQGxCzfBsvsnoOvX9RvfuMEZuyRSBY7snZeHZO88IfKvM2eAgQN5tAUAypbl0ght23INKiGyY//eFLi95wL75Ovp906oVEDp0lwZVq1+2+GJbJK984QQIhPVqwN//MF78Dk7A//+y50FzZtzzSkhsqOx+iAcM0qgAO6qunYNOHjwbYYl8pgkUUKIQkulAj79lFddjR0LaDQ84bxmTWDwYODhQ6UjFAbj1q3cbScMgiRRQohCz8ICmDgRiIriPfhSUoA5c7gkwi+/yBJ2kQVOTrnbThgESaKEEOL/XF2BX38Fdu0C3NyAO3e4SKeXF3D0qNLRiXytQQOe85TRhDqViseNGzR4u3GJPCVJlBBCvKJFC+D0aZ5oXrQob0rr7c3byMTGKh2dyJfUau6+BNImUqn3Z8+WSeUFjCRRQgiRDhMTYMgQLonQowcfW76ch/hmzgSSkpSNT+RDbdsCGzYApUrpHy9dmo+3batMXCLPSImDPCQlDoQoOI4d4/pSqZvPVqoEzJ3LvVZC6ElJ4VV4t27xHKgGDaQHysBk9fotSVQekiRKiIJFqwWWLQNGjuT5UgDQpg1Xri5XTtHQhBC5SOpECSFELjMyAnr25CG+r7/mzoUtW4AqVbhEwuPHSkcohHibJIkSQohssrHh3qfTp4FmzYDERGDSJN5CZv16rqsohCj4JIkSQogcqlIFCA3lLdFcXLggdfv2vOfs6dNKRyeEyGuSRAkhxBtQqYCPPgIiI3kjYzMz4MABoFYtnoh+/77SEQoh8ookUUIIkQvMzYFx43gLmU8+4UnoP/zAJREWL+YFW0KIgkWSKCGEyEVlywIhIbwHX9WqwL17QN++QN26wOHDSkcnhMhNkkQJIUQeaNoUCA/nItbW1vzfPj5Aly7AzZtKRyeEyA2SRAkhRB4xMQEGDgQuXuQ9+FQqYNUqHuKbOpVX9QkhDJckUUIIkcfs7ICffgKOHwfefZfrSY0cCVSvDmzfrnR0QoickiRKCCHekjp1eF7U8uWAgwP3ULVsCbRqBfzzj9LRCSGyS5IoIYR4i4yMgK5duer5N98AxsbA1q08CX3UKOC//5SOUAiRVZJECSGEAqysgOnTgTNnAD8/ICkJCArijY3XrJGq50IYAkmihBBCQW5uwI4dvAdfuXK8cq9TJ6BhQ+DUKaWjE0JkRpIoIYRQmEoFtG4NnDvHe/BZWACHDgEeHsAXX3CtKSFE/iNJlBBC5BNmZsDo0Vz1vH17rnr+449AhQrAggVS9VyI/CZfJFHz58+Hi4sLzMzM4OXlhePHj2faPiQkBG5ubjAzM0P16tWx/ZU1wkSEcePGwcnJCebm5vD19cXFixf12rRu3RplypSBmZkZnJyc0KVLF9x8pQLe6dOn0aBBA5iZmcHZ2RnTpk3LnQ8shBCZcHYGgoOB/fu5DMKDB8CAAdwz9eefSkcnhEileBK1bt06DBkyBAEBATh58iRq1qwJPz8/3L59O932R44cQYcOHdCrVy+Eh4fD398f/v7+OHv2rK7NtGnTMHfuXPz44484duwYLC0t4efnh2fPnunaNGnSBOvXr0d0dDQ2btyIS5cu4ZNPPtE9npCQgBYtWqBs2bI4ceIEpk+fjvHjx2Px4sV5dzKEEOIljRoBJ0/yHnzFigEREXysQwfg+nWloxNCgBTm6elJAwYM0N1PSUmhkiVLUmBgYLrt27VrRy1bttQ75uXlRX379iUiIq1WS46OjjR9+nTd4w8fPiSNRkNr167NMI4tW7aQSqWipKQkIiJasGABFStWjBITE3VtRowYQZUqVcryZ4uPjycAFB8fn+XnCCFEeu7cIerbl0ilIgKILCyIJk8mevpU6ciEKHiyev1WtCcqKSkJJ06cgK+vr+6YkZERfH19ERYWlu5zwsLC9NoDgJ+fn659TEwMYmNj9dpYW1vDy8srw9e8f/8+Vq9ejXr16sHExET3Pg0bNoSpqane+0RHR+PBgwc5+8BCCJFDtrY8P+rECaB+feDJE54/VbUq8PvvUhJBCCUomkTdvXsXKSkpcHBw0Dvu4OCA2NjYdJ8TGxubafvUn1l5zREjRsDS0hIlSpTA1atXsWXLlte+z8vv8arExEQkJCTo3YQQIjfVqgUcPMh78Dk5AZcv88q+Dz4AoqOVjk6IwkXxOVFKGjZsGMLDw7F7926o1Wp07doV9AZ/zgUGBsLa2lp3c3Z2zsVohRCCqVRcSyo6mvfgMzEBdu7kSejDhwPy95sQb4eiSZStrS3UajXi4uL0jsfFxcHR0THd5zg6OmbaPvVnVl7T1tYWFStWRPPmzREcHIzt27fj6NGjmb7Py+/xqlGjRiE+Pl53u3btWoafXQgh3lTRokBgINeXatkSeP6cq6BXqgSsXMklEoQQeUfRJMrU1BQeHh7Yu3ev7phWq8XevXvh7e2d7nO8vb312gNAaGiorr2rqyscHR312iQkJODYsWMZvmbq+wI8JJf6Pn/++SeeP3+u9z6VKlVCsWLF0n0NjUYDKysrvZsQQuS1ChV4/72tW4F33gFiY3l/Ph8fnkMlhMgjb2eee8aCg4NJo9HQsmXLKDIykvr06UM2NjYUGxtLRERdunShkSNH6tofPnyYjI2NacaMGRQVFUUBAQFkYmJCZ86c0bUJCgoiGxsb2rJlC50+fZratGlDrq6u9PT/y1iOHj1K8+bNo/DwcLpy5Qrt3buX6tWrR+XLl6dnz54REa/oc3BwoC5dutDZs2cpODiYLCwsaNGiRVn+bLI6Twjxtj17RhQURGRpyav4VCqi3r2Jbt9WOjIhDEdWr9+KJ1FERPPmzaMyZcqQqakpeXp60tGjR3WPNWrUiLp166bXfv369VSxYkUyNTWlqlWr0rZt2/Qe12q1NHbsWHJwcCCNRkPNmjWj6Oho3eOnT5+mJk2aUPHixUmj0ZCLiwv169ePrl+/rvc6ERER5OPjQxqNhkqVKkVBQUHZ+lySRAkhlHL9OlGnTpxIAUQ2NkRz5xI9f650ZELkf1m9fquIZGFsXklISIC1tTXi4+NlaE8IoYhDh4CvvnqxmXG1asDcuUCTJoqGJUS+ltXrd6FenSeEEAWdjw/w999cY6pECeDsWaBpU6BdO+DqVaWjE8KwSRIlhBAFnFoN9O0LXLjAe/AZGQEhIYCbGzBxIvD0qdIRCmGYJIkSQohConhx3ofv5EmgYUNOngICgCpVgF9/larnQmSXJFFCCFHI1KwJ7N8PBAcDpUsDV64AbdsCfn5AVJTS0QlhOCSJEkKIQkilAtq3B86f5z34TE2B0FCgRg1gyBAgPl7pCIXI/ySJEkKIQszSEpg0CYiMBNq0AZKTgVmzgIoVgaVLpeq5EJmRJEoIIQTKlwc2bwZ27OAE6vZtoGdPwNsbOH5c6eiEyJ8kiRJCCKHz3nvAmTO8B1+RIpxAeXlxQvXKdqJCFHqSRAkhhNBjagp88w2XROjalY8tXco9VLNm8UbHQghJooQQQmTAyQlYvhw4cgTw8AASEnjSec2awJ49SkcnhPIkiRJCCJGp1HlRP/8M2NlxGYTmzbksQkyM0tEJoRxJooQQQryWkRHQqxcP8Q0cyFXQf/2VC3UGBABPnigdoRBvnyRRQgghsszGBpgzhzc0btIEePaMt46pXBnYsEGqnovCRZIoIYQQ2VatGrB3L+/BV6YMb2b86aeAry9vcixEYSBJlBBCiBxRqYBPPuE5UgEBgJkZ8McfgLs7MGgQ8OCB0hEKkbckiRJCCPFGLCyA8eM5mWrbFkhJAebO5ZIIP//M94UoiCSJEkIIkStcXICNG3kPvsqVgbt3gd69uVhnWJjS0QmR+ySJEkIIkat8fYGICC7MaWUFnDgB1KsHdOsG3LqldHRC5B5JooQQQuQ6ExNg8GAuidCzJx9bsQKoVAmYMQNISlI0PCFyhSRRQggh8oyDA/DLL8CxY4CnJ/DoETBsGFC9OrBzp9LRCfFmJIkSQgiR5zw9eV7U0qWAvT33UL3/PtCmDXDpktLRCZEzkkQJIYR4K4yMgO7dOYEaMgQwNgZ++42rno8eDTx+rHSEQmSPJFFCCCHeKmtrYOZM4PRp3oMvKQmYMgVwcwOCg6XquTAckkQJIYRQROXKwK5dvAefiwtw/TrQoQPQuDGv7tNJSQH27wfWruWfUnhK5BOSRAkhhFCMSgX4+wORkbwHn7k58OefQO3awIABwKPlmzjDatIE6NiRf7q4AJs2KRy5EJJECSGEyAfMzYGxY4Hz54F27QCtFri1YBMsu38Cun5dv/GNG7zfjCRSQmEqIhl9zisJCQmwtrZGfHw8rKyslA5HCCEMxr49Kaj8vgvsk6+n/9e+SgWULg3ExABq9dsOTxRwWb1+S0+UEEKIfKeJ8UE4ZpRAATz7/No14ODBtxmWEHokiRJCCJH/ZHV/GNlHRihIkighhBD5j5NT7rYTIg9IEiWEECL/adCA5zypVOk/rlIBzs7cTgiFSBIlhBAi/1GrgTlz+L9fTaRS78+eLZPKhaIkiRJCCJE/tW0LbNgAlCqlf7x0aT7etq0ycQnxf8ZKByCEEEJkqG1b3qX44EGeRO7kxEN40gMl8gFJooQQQuRvajXvBSNEPpMvhvPmz58PFxcXmJmZwcvLC8ePH8+0fUhICNzc3GBmZobq1atj+/bteo8TEcaNGwcnJyeYm5vD19cXFy9e1D1+5coV9OrVC66urjA3N0f58uUREBCApKQkvTYqlSrN7ejRo7n74YUQQghhkBRPotatW4chQ4YgICAAJ0+eRM2aNeHn54fbt2+n2/7IkSPo0KEDevXqhfDwcPj7+8Pf3x9nz57VtZk2bRrmzp2LH3/8EceOHYOlpSX8/Pzw7NkzAMD58+eh1WqxaNEinDt3DrNmzcKPP/6Ib7/9Ns377dmzB7du3dLdPDw88uZECCGEEMKgKL7ti5eXF+rWrYsffvgBAKDVauHs7IyvvvoKI0eOTNO+ffv2ePz4MbZu3ao79u6778Ld3R0//vgjiAglS5bE0KFD8c033wAA4uPj4eDggGXLluGzzz5LN47p06dj4cKFuHz5MgDuiXJ1dUV4eDjc3d1z9Nlk2xchhBDC8BjEti9JSUk4ceIEfH19dceMjIzg6+uLsLCwdJ8TFham1x4A/Pz8dO1jYmIQGxur18ba2hpeXl4ZvibAiVbx4sXTHG/dujXs7e3h4+OD3377LVufTwghhBAFl6ITy+/evYuUlBQ4ODjoHXdwcMD58+fTfU5sbGy67WNjY3WPpx7LqM2r/vnnH8ybNw8zZszQHStSpAhmzpyJ+vXrw8jICBs3boS/vz82b96M1q1bp/s6iYmJSExM1N1PSEhIt50QQgghDF+hX51348YNvPfee/j000/Ru3dv3XFbW1sMGTJEd79u3bq4efMmpk+fnmESFRgYiAkTJuR5zEIIIYRQnqLDeba2tlCr1YiLi9M7HhcXB0dHx3Sf4+jomGn71J9Zec2bN2+iSZMmqFevHhYvXvzaeL28vPDPP/9k+PioUaMQHx+vu127du21rymEEEIIw6RoEmVqagoPDw/s3btXd0yr1WLv3r3w9vZO9zne3t567QEgNDRU197V1RWOjo56bRISEnDs2DG917xx4wYaN24MDw8PLF26FEZGrz8Vp06dglMmm11qNBpYWVnp3YQQQghRMCk+nDdkyBB069YNderUgaenJ2bPno3Hjx+jR48eAICuXbuiVKlSCAwMBAAMGjQIjRo1wsyZM9GyZUsEBwfj77//1vUkqVQqDB48GJMmTUKFChXg6uqKsWPHomTJkvD39wfwIoEqW7YsZsyYgTt37ujiSe2tWr58OUxNTVGrVi0AwKZNm7BkyRL8/PPPb+vUCCGEECIfUzyJat++Pe7cuYNx48YhNjYW7u7u2Llzp25i+NWrV/V6ierVq4c1a9ZgzJgx+Pbbb1GhQgVs3rwZ1apV07UZPnw4Hj9+jD59+uDhw4fw8fHBzp07YWZmBoB7rv755x/8888/KF26tF48L1d8+O677/Dvv//C2NgYbm5uWLduHT755JMsf7bU15IJ5kIIIYThSL1uv64KlOJ1ogqy69evw9nZWekwhBBCCJED165dS9PZ8jJJovKQVqvFzZs3QUQoU6YMrl27JvOk0pGQkABnZ2c5P+mQc5MxOTeZk/OTMTk3GZNzw4gIjx49QsmSJTOdM634cF5BZmRkhNKlS+u6BWWyeebk/GRMzk3G5NxkTs5PxuTcZEzODRfqfh3F984TQgghhDBEkkQJIYQQQuSAJFFvgUajQUBAADQajdKh5EtyfjIm5yZjcm4yJ+cnY3JuMibnJntkYrkQQgghRA5IT5QQQgghRA5IEiWEEEIIkQOSRAkhhBBC5IAkUUIIIYQQOSBJ1Gvs378fKpUq3dtff/0FAIiOjkaTJk3g4OAAMzMzlCtXDmPGjMHz589f+/rLli1DjRo1YGZmBnt7ewwYMED32LNnz9C9e3dUr14dxsbGug2UM3L48GEYGxvD3d39TT5yluX3c3Po0CHUr18fJUqUgLm5Odzc3DBr1qxc+/yvk9/Pz6ZNm9C8eXPY2dnBysoK3t7e2LVrV659/szk93Nz69YtdOzYERUrVoSRkREGDx6cWx/9tfL7uUmNsXbt2tBoNHjnnXewbNmy3PjoWaLk+QGA06dPo0GDBjAzM4OzszOmTZum9/jz588xceJElC9fHmZmZqhZsyZ27tyZeycgE/n93ADA7NmzUalSJZibm8PZ2Rlff/01nj17ljsnQAkkMpWYmEi3bt3Su33++efk6upKWq2WiIguXbpES5YsoVOnTtGVK1doy5YtZG9vT6NGjcr0tWfOnEklS5ak1atX0z///EMRERG0ZcsW3eP//fcf9evXjxYvXkx+fn7Upk2bDF/rwYMHVK5cOWrRogXVrFkzNz76a+X3c3Py5Elas2YNnT17lmJiYmjlypVkYWFBixYtytXzkJH8fn4GDRpEU6dOpePHj9OFCxdo1KhRZGJiQidPnszV85Ce/H5uYmJiaODAgbR8+XJyd3enQYMG5ebHz1R+PzeXL18mCwsLGjJkCEVGRtK8efNIrVbTzp07c/U8ZETJ8xMfH08ODg7UqVMnOnv2LK1du5bMzc31fqcMHz6cSpYsSdu2baNLly7RggULyMzMrMD/f5WVc7N69WrSaDS0evVqiomJoV27dpGTkxN9/fXXeXNC3gJJorIpKSmJ7OzsaOLEiZm2+/rrr8nHxyfDx+/fv0/m5ua0Z8+eLL1vt27dMk2i2rdvT2PGjKGAgIC3lkS9Kr+em5d99NFH1Llz5yy1zW2GcH6qVKlCEyZMyFLb3JSfz02jRo3eahL1qvx2boYPH05Vq1bVO9a+fXvy8/PL0uvmtrd5fhYsWEDFihWjxMRE3bERI0ZQpUqVdPednJzohx9+0Hte27ZtqVOnTq/7KLkuv52bAQMGUNOmTfWeN2TIEKpfv/7rPkq+JcN52fTbb7/h3r176NGjR4Zt/vnnH+zcuRONGjXKsE1oaCi0Wi1u3LiBypUro3Tp0mjXrh2uXbuW7ZiWLl2Ky5cvIyAgINvPzU358dy8LDw8HEeOHMn0vfNSfj8/Wq0Wjx49QvHixd/odXIiv58bJeW3cxMWFgZfX1+9Y35+fggLC8vW6+SWt3l+wsLC0LBhQ5iamuqO+fn5ITo6Gg8ePAAAJCYmwszMTO+1zc3NcejQoZx+xBzLb+emXr16OHHiBI4fPw4AuHz5MrZv344PPvjgTT+qYiSJyqZffvkFfn5+KF26dJrH6tWrBzMzM1SoUAENGjTAxIkTM3ydy5cvQ6vVYsqUKZg9ezY2bNiA+/fvo3nz5khKSspyPBcvXsTIkSOxatUqGBsru590fjs3qUqXLg2NRoM6depgwIAB+Pzzz7P9Grkhv56fVDNmzMB///2Hdu3a5fg1ciq/nxsl5bdzExsbCwcHB71jDg4OSEhIwNOnT7P+wXLJ2zw/GX321McAThy+//57XLx4EVqtFqGhodi0aRNu3bqVWx85y/LbuenYsSMmTpwIHx8fmJiYoHz58mjcuDG+/fbb3PrIb5/SXWFKGTFiBAHI9BYVFaX3nGvXrpGRkRFt2LAh3de8evUqnTt3jtasWUOlSpWiqVOnZvj+kydPJgC0a9cu3bHbt2+TkZFRunML0utaT05Opjp16tDChQt1x3JjOK8gnJuXXb58mU6fPk2LFy+m4sWL05o1a15zBjJX0M4PEc9VsLCwoNDQ0EzbvU5BPDe5NZxXUM5NhQoVaMqUKXrHtm3bRgDoyZMnmZ2CTBnC+WnevDn16dNH73nnzp0jABQZGal7Tps2bcjIyIjUajVVrFiR+vfvT2ZmZjk6L0QF59zs27ePHBwc6KeffqLTp0/Tpk2byNnZ+bXDjfmZsl0XCho6dCi6d++eaZty5crp3V+6dClKlCiB1q1bp9ve2dkZAFClShWkpKSgT58+GDp0KNRqdZq2Tk5Ourap7OzsYGtri6tXr2bpMzx69Ah///03wsPD8eWXXwLgIRkigrGxMXbv3o2mTZtm6bVeVhDOzctcXV0BANWrV0dcXBzGjx+PDh06ZPt1UhW08xMcHIzPP/8cISEhaYZpsqugnZvcVFDOjaOjI+Li4vSOxcXFwcrKCubm5ll+nVcZwvnJ6LOnPpb6nM2bN+PZs2e4d+8eSpYsiZEjR6aJPTsKyrkZO3YsunTpohsNqF69Oh4/fow+ffpg9OjRMDIyvMGxQptE2dnZwc7OLsvtiQhLly5F165dYWJi8tr2Wq0Wz58/h1arTfdLWb9+fQC83DS1q/X+/fu4e/cuypYtm6WYrKyscObMGb1jCxYswB9//IENGzbokofsKgjnJrP3TkxMfKPXKEjnZ+3atejZsyeCg4PRsmXLbD03PQXp3OS2gnJuvL29sX37dr1joaGh8Pb2zvJrpMcQzo+3tzdGjx6N58+f694zNDQUlSpVQrFixfRez8zMDKVKlcLz58+xcePGNxomLyjn5smTJ2kSpdT3I0PdxlexPjADs2fPnnS7TImIVq1aRevWraPIyEi6dOkSrVu3jkqWLKm3GmPTpk16qxSIiNq0aUNVq1alw4cP05kzZ+jDDz+kKlWqUFJSkq7NuXPnKDw8nFq1akWNGzem8PBwCg8PzzBOJVbn5ddz88MPP9Bvv/1GFy5coAsXLtDPP/9MRYsWpdGjR+f+SchEfj0/q1evJmNjY5o/f77ekuiHDx/m/knIQH49N0SkO+bh4UEdO3ak8PBwOnfuXO6egEzk13OTWuJg2LBhFBUVRfPnz3+rJQ5SKXF+Hj58SA4ODtSlSxc6e/YsBQcHpymbcvToUdq4cSNdunSJ/vzzT2ratCm5urrSgwcP8uZEpCO/npuAgAAqWrQorV27li5fvky7d++m8uXLU7t27fLoTOQ9SaKyqEOHDlSvXr10HwsODqbatWtTkSJFyNLSkqpUqUJTpkyhp0+f6tosXbqUXs1Z4+PjqWfPnmRjY0PFixenjz76iK5evarXpmzZsumOf2dEiSQqv56buXPnUtWqVcnCwoKsrKyoVq1atGDBAkpJScnFT/96+fX8NGrUKN3Hu3Xrlnsf/jXy67khonQfL1u2bO588CzIz+dm37595O7uTqamplSuXDlaunRp7nzobFDq/ERERJCPjw9pNBoqVaoUBQUF6T2+f/9+qly5Mmk0GipRogR16dKFbty4kUufOmvy67l5/vw5jR8/nsqXL09mZmbk7OxM/fv3f6sJZm5TERlqH5oQQgghhHIMbxaXEEIIIUQ+IEmUEEIIIUQOSBIlhBBCCJEDkkQJIYQQQuSAJFFCCCGEEDkgSZQQQgghRA5IEiWEEEIIkQOSRAkhRDZduXIFKpUKp06dypPXV6lU2Lx5c568thAi90gSJYQwON27d4e/v79i7+/s7Ixbt26hWrVqAID9+/dDpVLh4cOHisUkhHj7Cu0GxEIIkVNqtVq3M70QovCSnighRIFy4MABeHp6QqPRwMnJCSNHjkRycrLu8caNG2PgwIEYPnw4ihcvDkdHR4wfP17vNc6fPw8fHx+YmZmhSpUq2LNnj94Q28vDeVeuXEGTJk0AAMWKFYNKpUL37t0BAC4uLpg9e7bea7u7u+u938WLF9GwYUPde4WGhqb5TNeuXUO7du1gY2OD4sWLo02bNrhy5cqbniohxBuSJEoIUWDcuHEDH3zwAerWrYuIiAgsXLgQv/zyCyZNmqTXbvny5bC0tMSxY8cwbdo0TJw4UZe8pKSkwN/fHxYWFjh27BgWL16M0f9r1/5Bm+jjOI6/L6FBpClRmoSqF4dQaxZFSwtFQZCmKgqVrA4ZGopDteASRWmRUjcHoRQHwUEcMoQqiFBaIXgeqF1aOzRCSqEpDdpJDRgsJA6F0FOf56mxPvXP5wU33OV+v/veTZ/8ft+rV//xmaZpkk6nAXj9+jWFQoFbt25tqN5yuUwsFsPj8fDixQtu375NMpl03LO6usqJEyfwer1YloVt29TX13Py5Ek+ffr0PZ9HRDaZtvNE5I8xOjqKaZqMjIxgGAb79+9neXmZZDLJwMAALtfa/8YDBw4wODgIQHNzMyMjIzx58oRoNMrExATz8/NkMpnqlt3w8DDRaPSbz3S73ezcuROAQCCAz+fbcL2Tk5Nks1nGx8fZtWsXADdu3ODUqVPVe1KpFOVymTt37mAYBgB3797F5/ORyWTo6ur6vo8kIptGIUpE/hhzc3N0dHRUwwbAkSNHKBaLLC0tEQqFgLUQtV5TUxNv374F1laTTNN09Dy1t7f/tHpN06wGKICOjg7HPTMzM+RyObxer+N6qVRifn7+p9QlIhujECUif526ujrHuWEYlMvlTX+Oy+WiUqk4rq2urn7XHMVikdbWVu7fv//Vb36//4fqE5EfoxAlIn+MSCRCOp2mUqlUV6Ns28br9bJnz54NzdHS0kI+n+fNmzcEg0EApqam/nWMx+MB1vqp1vP7/RQKher5+/fvWVhYcNSbz+cpFAo0NTUB8Pz5c8cchw8fJpVKEQgEaGho2NA7iMj/Q43lIvJbevfuHdPT046jt7eXfD7PhQsXyGazPHz4kMHBQS5dulTth/ov0WiUcDhMPB7n1atX2LbNtWvXABzbhOvt3bsXwzB49OgRKysrFItFAI4fP869e/ewLIvZ2Vni8Thut7s6rrOzk3379hGPx5mZmcGyrK+a2M+dO0djYyPd3d1YlsXCwgKZTIaLFy+ytLRUy6cTkU2iECUiv6VMJsOhQ4ccx9DQEI8fP+bly5ccPHiQ8+fP09PTUw1BG+F2u3nw4AHFYpG2tjYSiUQ12Gzbtu2bY3bv3s3169e5fPkywWCQvr4+AK5cucKxY8c4c+YMp0+f5uzZs4TD4eo4l8vF2NgYHz9+pL29nUQiwfDwsGPu7du38/TpU0KhELFYjEgkQk9PD6VSSStTIlvMqHy5YS8iIg62bXP06FFyuZwjBInI300hSkTkC2NjY9TX19Pc3Ewul6O/v58dO3bw7NmzrS5NRH4haiwXEfnChw8fSCaTLC4u0tjYSGdnJzdv3tzqskTkF6OVKBEREZEaqLFcREREpAYKUSIiIiI1UIgSERERqYFClIiIiEgNFKJEREREaqAQJSIiIlIDhSgRERGRGihEiYiIiNRAIUpERESkBp8BsnV+tcoRGUIAAAAASUVORK5CYII="
},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 33
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-06-10T13:21:30.801378Z",
"start_time": "2024-06-10T13:21:30.787380Z"
}
},
"cell_type": "code",
"source": [
"def find_nearest_point_on_line(point, line):\n",
" return line.interpolate(line.project(point))\n",
"\n",
"# List to store the nearest points\n",
"nearest_points = []\n",
"\n",
"# Find the nearest point on each closest road for each centroid\n",
"for centroid in centroids:\n",
" # Find the closest road for this centroid\n",
" min_distance = float('inf')\n",
" closest_road = None\n",
" for road in closest_roads:\n",
" distance = centroid.distance(road)\n",
" if distance < min_distance:\n",
" min_distance = distance\n",
" closest_road = road\n",
"\n",
" # Find the nearest point on the closest road\n",
" if closest_road:\n",
" nearest_point = find_nearest_point_on_line(centroid, closest_road)\n",
" nearest_points.append(nearest_point)"
],
"id": "2cc9ba52c2e08c34",
"outputs": [],
"execution_count": 34
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-06-10T13:21:31.668532Z",
"start_time": "2024-06-10T13:21:31.659532Z"
}
},
"cell_type": "code",
"source": "len(nearest_points)",
"id": "ba24ef6761900721",
"outputs": [
{
"data": {
"text/plain": [
"57"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"execution_count": 35
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-06-10T13:21:32.579043Z",
"start_time": "2024-06-10T13:21:32.554017Z"
}
},
"cell_type": "code",
"source": [
"def break_down_roads(closest_roads, nearest_points_list):\n",
" new_segments = []\n",
" for road in closest_roads:\n",
" # Get coordinates of the road\n",
" coords = list(road.coords)\n",
" # Find all nearest points for this road\n",
" points_on_road = [point for point in nearest_points_list if road.distance(point) < 0.000000001]\n",
" # Sort nearest points along the road\n",
" sorted_points = sorted(points_on_road, key=lambda point: road.project(point))\n",
" # Add the start node to the sorted points\n",
" sorted_points.insert(0, Point(coords[0]))\n",
" # Add the end node to the sorted points\n",
" sorted_points.append(Point(coords[-1]))\n",
" # Create new segments\n",
" for i in range(len(sorted_points) - 1):\n",
" segment = LineString([sorted_points[i], sorted_points[i + 1]])\n",
" new_segments.append(segment)\n",
" return new_segments\n",
"\n",
"# Create new segments\n",
"new_segments = break_down_roads(closest_roads, nearest_points)\n",
"\n",
"len(new_segments)"
],
"id": "3766eaeb084545f9",
"outputs": [
{
"data": {
"text/plain": [
"61"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"execution_count": 36
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-06-10T13:21:33.783009Z",
"start_time": "2024-06-10T13:21:33.554797Z"
}
},
"cell_type": "code",
"source": [
"import random\n",
"def random_color():\n",
" return \"#\"+''.join([random.choice('0123456789ABCDEF') for j in range(6)])\n",
"fig, ax = plt.subplots(figsize=(15, 10)) # Increase the figure size\n",
"\n",
"# Plot the segments with random colors\n",
"for i, segment in enumerate(new_segments):\n",
" x, y = segment.xy\n",
" ax.plot(x, y, color=random_color(), linewidth=3, label=f'Segment {i+1}') # Increase the linewidt\n",
"\n",
"ax.set_title('Road Segments and Nearest Points', fontsize=16)\n",
"ax.set_xlabel('Longitude', fontsize=14)\n",
"ax.set_ylabel('Latitude', fontsize=14)\n",
"plt.show()"
],
"id": "ac8694fc95c5831e",
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 1500x1000 with 1 Axes>"
],
"image/png": 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},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 37
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-06-10T13:21:37.808356Z",
"start_time": "2024-06-10T13:21:37.796358Z"
}
},
"cell_type": "code",
"source": [
"cleaned_lines = [line for line in cleaned_lines if line not in closest_roads]\n",
"cleaned_lines.extend(new_segments)"
],
"id": "666f37cc24eb58e4",
"outputs": [],
"execution_count": 38
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-06-10T13:21:39.663400Z",
"start_time": "2024-06-10T13:21:38.376155Z"
}
},
"cell_type": "code",
"source": [
"import heapq\n",
"G = nx.Graph()\n",
"\n",
"# Add edges to the graph from the cleaned lines\n",
"for line in cleaned_lines:\n",
" coords = list(line.coords)\n",
" for i in range(len(coords) - 1):\n",
" G.add_edge(coords[i], coords[i + 1], weight=Point(coords[i]).distance(Point(coords[i + 1])))\n",
"\n",
"# Function to find the paths between nearest points\n",
"def find_paths_between_nearest_points(G, nearest_points):\n",
" edges = []\n",
" for i, start_point in enumerate(nearest_points):\n",
" start = (start_point.x, start_point.y)\n",
" for end_point in nearest_points[i+1:]:\n",
" end = (end_point.x, end_point.y)\n",
" if nx.has_path(G, start, end):\n",
" path = nx.shortest_path(G, source=start, target=end, weight='weight')\n",
" path_edges = list(zip(path[:-1], path[1:]))\n",
" edges.extend((u, v, G[u][v]['weight']) for u, v in path_edges)\n",
" return edges\n",
"\n",
"# Find the edges used to connect the nearest points\n",
"edges = find_paths_between_nearest_points(G, nearest_points)\n",
"\n",
"# Create a graph from these edges\n",
"H = nx.Graph()\n",
"H.add_weighted_edges_from(edges)\n",
"\n",
"# Compute the Minimum Spanning Tree (MST) using Kruskal's algorithm\n",
"mst = nx.minimum_spanning_tree(H, weight='weight')\n",
"\n",
"# Perform pathfinding again on the MST to ensure shortest paths within the MST\n",
"final_edges = []\n",
"for u, v in mst.edges():\n",
" if nx.has_path(G, u, v):\n",
" path = nx.shortest_path(G, source=u, target=v, weight='weight')\n",
" path_edges = list(zip(path[:-1], path[1:]))\n",
" final_edges.extend((x, y, G[x][y]['weight']) for x, y in path_edges)\n",
"\n",
"# Create the final MST graph with these edges\n",
"final_mst = nx.Graph()\n",
"final_mst.add_weighted_edges_from(final_edges)\n",
"\n",
"# Identify and iteratively remove edges that do not have any nearest points and have one end with only one connection\n",
"nearest_points_tuples = [(point.x, point.y) for point in nearest_points]\n",
"\n",
"def find_edges_to_remove(graph):\n",
" edges_to_remove = []\n",
" for u, v in graph.edges():\n",
" if u not in nearest_points_tuples and v not in nearest_points_tuples:\n",
" if graph.degree(u) == 1 or graph.degree(v) == 1:\n",
" edges_to_remove.append((u, v))\n",
" return edges_to_remove\n",
"\n",
"edges_to_remove = find_edges_to_remove(final_mst)\n",
"\n",
"while edges_to_remove:\n",
" final_mst.remove_edges_from(edges_to_remove)\n",
" edges_to_remove = find_edges_to_remove(final_mst)\n",
"\n",
"# Function to generate a random color\n",
"def random_color():\n",
" return \"#\" + ''.join([random.choice('0123456789ABCDEF') for _ in range(6)])\n",
"\n",
"# Function to plot the graph with MST\n",
"# Function to plot the graph with MST\n",
"def plot_graph(G, mst, nearest_points):\n",
" fig, ax = plt.subplots(figsize=(40, 40)) # Increase the figure size\n",
"\n",
" pos = {node: node for node in G.nodes()}\n",
"\n",
" # Plot the graph edges\n",
" for (u, v) in G.edges():\n",
" x = [u[0], v[0]]\n",
" y = [u[1], v[1]]\n",
" ax.plot(x, y, color='blue', linewidth=1)\n",
"\n",
" # Plot the MST edges\n",
" for (u, v) in mst.edges():\n",
" x = [u[0], v[0]]\n",
" y = [u[1], v[1]]\n",
" ax.plot(x, y, color='green', linewidth=2) # Plot MST edges in green\n",
"\n",
" # Plot the nearest points\n",
" for point in nearest_points:\n",
" ax.plot(point.x, point.y, 'ro', markersize=8) # 'ro' for red circles, increase marker size\n",
"\n",
" ax.set_title('Graph with Incremental MST', fontsize=16)\n",
" ax.set_xlabel('Longitude', fontsize=14)\n",
" ax.set_ylabel('Latitude', fontsize=14)\n",
" plt.show()\n",
"\n",
"# Plot the graph and MST\n",
"plot_graph(G, final_mst, nearest_points)"
],
"id": "4c7d8932a4fbb7c4",
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 4000x4000 with 1 Axes>"
],
"image/png": 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},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 39
},
{
"metadata": {},
"cell_type": "code",
"outputs": [],
"execution_count": null,
"source": "",
"id": "e0b83c353f9d9191"
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 5
}