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0, "ARR_GCH": "N/A", "SENS_CIR": 0, "CLASSE": 0, "LIE_VOIE": null, "TYP_VOIE": "avenue", "DIR_VOIE": null, "NOM_VOIE": "Grenville", "DEB_DRT": 0, "FIN_DRT": 0, "ARR_DRT": "N/A", "LIM_GCH": "Westmount", "LIM_DRT": "Westmount", "POSITION": 5, "ODONYME": "Avenue Grenville "}}]} \ No newline at end of file diff --git a/test_some_stuff.ipynb b/test_some_stuff.ipynb index f5b2b33..68c8825 100644 --- a/test_some_stuff.ipynb +++ b/test_some_stuff.ipynb @@ -6,25 +6,26 @@ "metadata": { "collapsed": true, "ExecuteTime": { - "end_time": "2024-06-07T19:38:39.658975Z", - "start_time": "2024-06-07T19:38:39.645993Z" + "end_time": "2024-06-10T00:07:53.209829Z", + "start_time": "2024-06-10T00:07:53.195829Z" } }, "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, MultiPoint\n", + "from shapely.geometry import Polygon, Point, LineString, shape\n", "import networkx as nx" ], "outputs": [], - "execution_count": 116 + "execution_count": 130 }, { "metadata": { "ExecuteTime": { - "end_time": "2024-06-07T19:38:41.410551Z", - "start_time": "2024-06-07T19:38:41.397553Z" + "end_time": "2024-06-10T00:07:53.693985Z", + "start_time": "2024-06-10T00:07:53.686980Z" } }, "cell_type": "code", @@ -34,13 +35,13 @@ ], "id": "54ab8fc586f52a30", "outputs": [], - "execution_count": 117 + "execution_count": 131 }, { "metadata": { "ExecuteTime": { - "end_time": "2024-06-07T19:38:44.489042Z", - "start_time": "2024-06-07T19:38:44.475523Z" + "end_time": "2024-06-10T00:07:54.229419Z", + "start_time": "2024-06-10T00:07:54.213418Z" } }, "cell_type": "code", @@ -50,13 +51,13 @@ ], "id": "1e89883e8ef6043e", "outputs": [], - "execution_count": 118 + "execution_count": 132 }, { "metadata": { "ExecuteTime": { - "end_time": "2024-06-07T19:38:48.039110Z", - "start_time": "2024-06-07T19:38:48.026118Z" + "end_time": "2024-06-10T00:07:55.369730Z", + "start_time": "2024-06-10T00:07:55.361731Z" } }, "cell_type": "code", @@ -73,29 +74,110 @@ ], "id": "43231d3a9c2831c", "outputs": [], - "execution_count": 119 + "execution_count": 133 }, { "metadata": { "ExecuteTime": { - "end_time": "2024-06-07T19:38:50.983720Z", - "start_time": "2024-06-07T19:38:49.601041Z" + "end_time": "2024-06-10T00:07:56.373746Z", + "start_time": "2024-06-10T00:07:56.350739Z" } }, "cell_type": "code", "source": [ - "with open(roads_file, 'r') as file:\n", - " roads = json.load(file)" + "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", + " # 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": "746cf9f190d6390a", + "id": "26792dbde788f8b6", "outputs": [], - "execution_count": 120 + "execution_count": 134 }, { "metadata": { "ExecuteTime": { - "end_time": "2024-06-07T19:42:37.398604Z", - "start_time": "2024-06-07T19:42:36.745684Z" + "end_time": "2024-06-10T00:08:05.061352Z", + "start_time": "2024-06-10T00:07:57.550733Z" + } + }, + "cell_type": "code", + "source": "road_geojson = process_geojson(-73.61038745537758, 45.484399882086215, 0.003)", + "id": "ec7c16b59965fdf", + "outputs": [], + "execution_count": 135 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-10T00:08:05.077367Z", + "start_time": "2024-06-10T00:08:05.063363Z" + } + }, + "cell_type": "code", + "source": [ + "with open(road_geojson, 'r') as file:\n", + " roads = json.load(file)" + ], + "id": "746cf9f190d6390a", + "outputs": [], + "execution_count": 136 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-10T00:08:06.134048Z", + "start_time": "2024-06-10T00:08:06.120053Z" } }, "cell_type": "code", @@ -107,22 +189,85 @@ "for feature in line_features:\n", " # Create a LineString from coordinates\n", " linestring = LineString(feature['geometry']['coordinates'])\n", - " lines.append({'geometry': linestring})" + " lines.append(linestring)" ], - "id": "5d8fbd8f6bbae402", + "id": "9dfe16b2d4d98333", "outputs": [], - "execution_count": 123 + "execution_count": 137 }, { "metadata": { "ExecuteTime": { - "end_time": "2024-06-07T22:36:39.540040Z", - "start_time": "2024-06-07T22:36:18.552997Z" + "end_time": "2024-06-10T00:08:06.711697Z", + "start_time": "2024-06-10T00:08:06.693699Z" + } + }, + "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": 138 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-10T00:08:07.748937Z", + "start_time": "2024-06-10T00:08:07.504905Z" + } + }, + "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": [ + "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 139 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-10T00:08:08.846884Z", + "start_time": "2024-06-10T00:08:08.810882Z" } }, "cell_type": "code", "source": [ "closest_roads = []\n", + "unique_roads_set = set()\n", "\n", "# Loop through each centroid\n", "for centroid in centroids:\n", @@ -130,273 +275,381 @@ " closest_road = None\n", " \n", " # Loop through each road and calculate the distance to the current centroid\n", - " for line in lines:\n", - " distance = line['geometry'].distance(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['geometry']\n", + " closest_road = line\n", "\n", - " # Append the closest road to the list\n", - " closest_roads.append(closest_road)" + " # 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": 181 + "execution_count": 140 }, { "metadata": { "ExecuteTime": { - "end_time": "2024-06-07T22:36:43.467287Z", - "start_time": "2024-06-07T22:36:43.445993Z" - } - }, - "cell_type": "code", - "source": "closest_roads", - "id": "a5d7a58d54f4a77", - "outputs": [ - { - "data": { - "text/plain": [ - "[,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ]" - ] - }, - "execution_count": 182, - "metadata": {}, - "output_type": "execute_result" - } - ], - "execution_count": 182 - }, - { - "metadata": { - "ExecuteTime": { - "end_time": "2024-06-07T22:36:44.588358Z", - "start_time": "2024-06-07T22:36:44.570373Z" - } - }, - "cell_type": "code", - "source": [ - "from collections import defaultdict\n", - "\n", - "all_points = []\n", - "for line in closest_roads:\n", - " for point in line.coords:\n", - " all_points.append(tuple(point)) # Ensure points are hashable tuples for accurate comparison\n", - "\n", - "point_counts = {}\n", - "\n", - "# Collect all points from all LineStrings and count occurrences\n", - "for line in closest_roads:\n", - " # Extract points from LineString and count each\n", - " for point in line.coords:\n", - " point_as_tuple = tuple(point) # Convert to tuple for hashing\n", - " if point_as_tuple in point_counts:\n", - " point_counts[point_as_tuple] += 1\n", - " else:\n", - " point_counts[point_as_tuple] = 1\n", - "\n", - "# Identify points that appear only once\n", - "single_occurrence_points = [point for point, count in point_counts.items() if count == 1]" - ], - "id": "3766eaeb084545f9", - "outputs": [], - "execution_count": 183 - }, - { - "metadata": { - "ExecuteTime": { - "end_time": "2024-06-07T22:36:51.126260Z", - "start_time": "2024-06-07T22:36:51.114251Z" - } - }, - "cell_type": "code", - "source": "single_connection_points", - "id": "ac8694fc95c5831e", - "outputs": [ - { - "data": { - "text/plain": [ - "[(-73.60740457392198, 45.484637848425386),\n", - " (-73.60750136397807, 45.48468229570286),\n", - " (-73.60825265914357, 45.48502123168385),\n", - " (-73.61082497885673, 45.48618720420381),\n", - " (-73.61086946756868, 45.48620878207536),\n", - " (-73.61098573481536, 45.48626814177164)]" - ] - }, - "execution_count": 184, - "metadata": {}, - "output_type": "execute_result" - } - ], - "execution_count": 184 - }, - { - "metadata": { - "ExecuteTime": { - "end_time": "2024-06-07T22:39:13.923977Z", - "start_time": "2024-06-07T22:39:13.645356Z" + "end_time": "2024-06-10T00:08:13.627399Z", + "start_time": "2024-06-10T00:08:13.410924Z" } }, "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", - " ax.plot(x, y, alpha=0.5, linestyle='-', linewidth=2, color='blue') # Lines with transparency\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", - " # Also plot the start and end points of each LineString\n", - " start_point = Point(line.coords[0])\n", - " end_point = Point(line.coords[-1])\n", - " ax.plot(*start_point.xy, 'go', markersize=15, alpha=0.5) # Start point, green\n", - " ax.plot(*end_point.xy, 'go', markersize=15, alpha=0.5) # End point, red\n", - "\n", - "# Plot points\n", - "for point in single_connection_points:\n", - " ax.plot(point[0], point[1], 'ro', markersize=10, label='Endpoints with one connection' if point == single_connection_points[0] else \"\")\n", - "\n", - "# Set plot parameters and legends\n", - "\n", - "# Set plot parameters and legends\n", - "ax.set_title('Map of LineStrings and Points')\n", + "ax.set_title('LineString Objects and Their Nodes')\n", "ax.set_xlabel('Longitude')\n", - "ax.set_ylabel('Latitude')\n", + "ax.set_ylabel('Latitude')" + ], + "id": "8a358c26192dc7a0", + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Latitude')" + ] + }, + "execution_count": 141, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 141 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-10T00:08:17.134037Z", + "start_time": "2024-06-10T00:08:17.120015Z" + } + }, + "cell_type": "code", + "source": [ + "def find_nearest_point_on_line(point, line):\n", + " return line.interpolate(line.project(point))\n", "\n", - "plt.grid(True)\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": 142 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-10T00:08:17.923214Z", + "start_time": "2024-06-10T00:08:17.917210Z" + } + }, + "cell_type": "code", + "source": "len(nearest_points)", + "id": "ba24ef6761900721", + "outputs": [ + { + "data": { + "text/plain": [ + "57" + ] + }, + "execution_count": 143, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 143 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-10T00:08:18.802159Z", + "start_time": "2024-06-10T00:08:18.772642Z" + } + }, + "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": 144, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 144 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-10T00:08:21.051472Z", + "start_time": "2024-06-10T00:08:20.813311Z" + } + }, + "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": [ + "
" + ], + "image/png": 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+ }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 145 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-10T00:08:24.715274Z", + "start_time": "2024-06-10T00:08:24.697760Z" + } + }, + "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": 146 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-06-10T00:24:06.335055Z", + "start_time": "2024-06-10T00:24:04.351559Z" + } + }, + "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", + "# Convert nearest points to a list of tuples\n", + "nearest_points_tuples = [(point.x, point.y) for point in nearest_points]\n", + "\n", + "# Calculate all distances between nearest points and find the pair with the largest distance\n", + "max_distance = 0\n", + "start_point = None\n", + "for i in range(len(nearest_points_tuples)):\n", + " for j in range(i + 1, len(nearest_points_tuples)):\n", + " distance = Point(nearest_points_tuples[i]).distance(Point(nearest_points_tuples[j]))\n", + " if distance > max_distance:\n", + " max_distance = distance\n", + " start_point = nearest_points_tuples[i]\n", + "\n", + "# Function to build the MST incrementally\n", + "def incremental_mst(G, start_point, nearest_points_tuples):\n", + " mst_edges = []\n", + " visited = set()\n", + " edge_candidates = []\n", + " steps = []\n", + "\n", + " visited.add(start_point)\n", + "\n", + " # Function to add path edges to the edge candidates\n", + " def add_path_edges(start):\n", + " for end in nearest_points_tuples:\n", + " if end not in visited:\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", + " total_weight = sum(G[u][v]['weight'] for u, v in path_edges)\n", + " heapq.heappush(edge_candidates, (total_weight, path_edges))\n", + "\n", + " # Add initial edges from the start point to other nearest points\n", + " add_path_edges(start_point)\n", + "\n", + " # Build the MST\n", + " while len(visited) < len(nearest_points_tuples):\n", + " while edge_candidates:\n", + " total_weight, path_edges = heapq.heappop(edge_candidates)\n", + " new_edges = []\n", + " for u, v in path_edges:\n", + " if v not in visited or u not in visited:\n", + " mst_edges.append((u, v, G[u][v]['weight']))\n", + " new_edges.append((u, v, G[u][v]['weight']))\n", + " visited.add(v)\n", + " visited.add(u)\n", + " add_path_edges(v)\n", + " add_path_edges(u)\n", + " if new_edges:\n", + " steps.append(new_edges) # Record the steps\n", + " break\n", + "\n", + " # Ensure all nearest points are included in the MST\n", + " for point in nearest_points_tuples:\n", + " if point not in visited:\n", + " for existing_point in visited:\n", + " if nx.has_path(G, existing_point, point):\n", + " path = nx.shortest_path(G, source=existing_point, target=point, weight='weight')\n", + " path_edges = list(zip(path[:-1], path[1:]))\n", + " for u, v in path_edges:\n", + " if v not in visited or u not in visited:\n", + " mst_edges.append((u, v, G[u][v]['weight']))\n", + " steps.append([(u, v, G[u][v]['weight'])])\n", + " visited.add(v)\n", + " visited.add(u)\n", + " break\n", + " else:\n", + " raise ValueError(f\"Point {point} was not included in the MST\")\n", + "\n", + " return mst_edges, steps\n", + "\n", + "# Build the MST incrementally and get the steps\n", + "mst_edges, steps = incremental_mst(G, start_point, nearest_points_tuples)\n", + "\n", + "# Create the final MST graph with these edges\n", + "final_mst = nx.Graph()\n", + "final_mst.add_weighted_edges_from(mst_edges)\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": [ - "
" + "
" ], - "image/png": 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" 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}, "metadata": {}, "output_type": "display_data" } ], - "execution_count": 190 - }, - { - "metadata": { - "ExecuteTime": { - "end_time": "2024-06-07T22:43:05.874897Z", - "start_time": "2024-06-07T22:43:05.864923Z" - } - }, - "cell_type": "code", - "source": [ - "from collections import defaultdict\n", - "\n", - "# Dictionary to count occurrences of each endpoint\n", - "endpoint_counts = defaultdict(int)\n", - "\n", - "\n", - "# Populate the dictionary with endpoint occurrences\n", - "for line in closest_roads:\n", - " start_point = tuple(line.coords[0])\n", - " end_point = tuple(line.coords[-1])\n", - " \n", - " endpoint_counts[start_point] += 1\n", - " endpoint_counts[end_point] += 1\n", - "\n", - "# Identify and print points that are not used in other lines\n", - "unique_endpoints = [point for point, count in endpoint_counts.items() if count == 1]\n", - "print(\"Endpoints that are not used in other LineStrings:\")\n", - "for point in unique_endpoints:\n", - " print(point)" - ], - "id": "5154d0562f9b46f5", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Endpoints that are not used in other LineStrings:\n", - "(-73.60740457392198, 45.484637848425386)\n", - "(-73.61098573481536, 45.48626814177164)\n" - ] - } - ], - "execution_count": 194 - }, - { - "metadata": { - "ExecuteTime": { - "end_time": "2024-06-07T19:49:48.661247Z", - "start_time": "2024-06-07T19:49:48.632724Z" - } - }, - "cell_type": "code", - "source": [ - " centroids_gdf = gpd.GeoDataFrame({\n", - " 'geometry': [Point(centroid.x, centroid.y) for centroid in centroids],\n", - " 'building_id': building_ids # Add building IDs as a column\n", - " }, crs='EPSG:4326')" - ], - "id": "3b11dc20768b0717", - "outputs": [], - "execution_count": 131 + "execution_count": 155 }, { "metadata": {}, @@ -404,836 +657,7 @@ "outputs": [], "execution_count": null, "source": "", - "id": "990afc4dd71b2016" - }, - { - "metadata": { - "ExecuteTime": { - "end_time": "2024-06-07T17:13:13.434236Z", - "start_time": "2024-06-07T17:13:02.571701Z" - } - }, - "cell_type": "code", - "source": "gdf_road = gpd.read_file(roads_file)", - "id": "9d5af61e96a587ce", - "outputs": [], - "execution_count": 98 - }, - { - "metadata": { - "ExecuteTime": { - "end_time": "2024-06-07T14:40:10.284182Z", - "start_time": "2024-06-07T14:40:10.275182Z" - } - }, - "cell_type": "code", - "source": "centroids_gdf = centroids_gdf.to_crs(gdf_road.crs)", - "id": "80da4e0628632525", - "outputs": [], - "execution_count": 61 - }, - { - "metadata": { - "ExecuteTime": { - "end_time": "2024-06-07T14:40:13.146005Z", - "start_time": "2024-06-07T14:40:11.354152Z" - } - }, - "cell_type": "code", - "source": [ - "gdf_clean = gpd.GeoDataFrame(\n", - " {'geometry': [LineString([coord for coord in line.coords]) for line in gdf_road.geometry]})" - ], - "id": "addef97c0afa5e92", - "outputs": [], - "execution_count": 62 - }, - { - "metadata": { - "ExecuteTime": { - "end_time": "2024-06-07T14:40:41.214858Z", - "start_time": "2024-06-07T14:40:14.269550Z" - } - }, - "cell_type": "code", - "source": [ - "closest_linestrings = []\n", - "nearest_points = []\n", - "for centroid in centroids_gdf.geometry:\n", - " closest_road = min(gdf_clean.geometry, key=lambda x: x.distance(centroid))\n", - " closest_linestrings.append(closest_road)\n", - " nearest_point = closest_road.interpolate(closest_road.project(centroid))\n", - " nearest_points.append(nearest_point)" - ], - "id": "e29d092f4da2dabf", - "outputs": [], - "execution_count": 63 - }, - { - "metadata": { - "ExecuteTime": { - "end_time": "2024-06-07T14:41:19.644814Z", - "start_time": "2024-06-07T14:41:14.935387Z" - } - }, - "cell_type": "code", - "source": [ - "gdf_pts = gpd.GeoDataFrame(\n", - " {'geometry': [Point(coord) for line in gdf_clean.geometry for coord in line.coords]})\n", - "gdf_pts2 = gpd.GeoDataFrame({'geometry': nearest_points})\n", - "\n", - "# Combine nearest points and road points into one GeoDataFrame\n", - "gdf_pts3 = gpd.GeoDataFrame({'geometry': nearest_points + list(gdf_pts.geometry)})" - ], - "id": "aa7227683e8638f", - "outputs": [], - "execution_count": 64 - }, - { - "metadata": { - "ExecuteTime": { - "end_time": "2024-06-07T14:42:28.685346Z", - "start_time": "2024-06-07T14:41:30.055548Z" - } - }, - "cell_type": "code", - "source": [ - "gdf_clean[\"intersect\"] = [\n", - " [y for y in range(len(gdf_pts2)) if gdf_pts2.geometry[y].distance(geom) <= 1.0] for geom in\n", - " gdf_clean.geometry]\n", - "gdf_clean" - ], - "id": "4528b6e5fab1e219", - "outputs": [ - { - "data": { - "text/plain": [ - " geometry intersect\n", - "0 LINESTRING (285986.423 5042145.340, 285897.824... 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 69 - }, - { - "metadata": { - "ExecuteTime": { - "end_time": "2024-06-07T14:51:33.837590Z", - "start_time": "2024-06-07T14:46:18.341415Z" - } - }, - "cell_type": "code", - "source": [ - "points = [coord for geom in gdf_cleanest.geometry for coord in geom.coords]\n", - "gdf_pts_cnt = gdf_pts.copy()\n", - "gdf_pts_cnt[\"count\"] = gdf_pts_cnt.geometry.apply(lambda x: points.count(x.coords[0]))\n", - "gdf_pts_reset = gdf_pts_cnt[gdf_pts_cnt[\"count\"] > 1].reset_index(drop=True)\n", - "gdf_pts_drop = gdf_pts_cnt[gdf_pts_cnt[\"count\"] <= 1].reset_index(drop=True)\n", - "\n", - "# Remove unnecessary geometries from gdf_cleanest\n", - "for idx, geom in gdf_cleanest.iterrows():\n", - " for coord in geom.geometry.coords:\n", - " if coord in [pt.coords[0] for pt in gdf_pts_drop.geometry]:\n", - " gdf_cleanest = gdf_cleanest.drop(idx)\n", - "\n", - "gdf_cleanest.reset_index(drop=True, inplace=True)" - ], - "id": "b8418974bd154804", - "outputs": [], - "execution_count": 70 - }, - { - "metadata": { - "ExecuteTime": { - "end_time": "2024-06-07T14:51:44.229668Z", - "start_time": "2024-06-07T14:51:44.084309Z" - } - }, - "cell_type": "code", - "source": "gdf_cleanest.plot()", - "id": "fc01d61c58461441", - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "text/plain": [ - "
" - ], - "image/png": 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