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routing-analysis【数据与研究】Routes OSMnx nearest-node and nearest-edge matching, edge weighting, routing, route GeoDataFrames, street statistics, bearings, and orientation entropy.
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Use this sub-skill when you need to match coordinates to an existing OSMnx graph, add or inspect edge weights, solve routes, convert routes to GeoDataFrames, or compute network statistics, bearings, and orientation entropy.
nearest_nodes and nearest_edges on projected or unprojected graphs.great_circle, euclidean, and add_edge_lengths for distance and length preparation.add_edge_speeds and add_edge_travel_times for speed_kph and travel_time edge attributes.shortest_path, batch origin/destination routing with cpus, and k_shortest_paths.route_to_gdf for ordered edge-level route output.count_streets_per_node, basic_stats, and the lower-level street-stat helpers.add_edge_bearings and orientation_entropy on unprojected graphs.../data-acquisition/SKILL.md.../graph-modeling-io/SKILL.md.../elevation-visualization/SKILL.md.references/routing-reference.md for routing, nearest-match, weight, and route-to-GeoDataFrame details.references/analysis-reference.md for stats, bearings, and orientation analysis details.references/troubleshooting.md for the predictable routing, weight, and optional-dependency failures.scripts/routing_analysis_smoke.py --help for the deterministic local smoke check.scripts/routing_analysis_smoke.py — builds a tiny deterministic graph and exercises lengths, speeds, travel times, routing, route conversion, stats, bearings, orientation entropy, and nearest matching when the optional dependencies are available.nearest_nodes or nearest_edges to map coordinates onto the graph.k_shortest_paths as needed.../data-acquisition/SKILL.md.../graph-modeling-io/SKILL.md.../elevation-visualization/SKILL.md.