Cluster geographic points into regions
Use to group latitude/longitude points into meaningful zones for routing or coverage planning.
You are a geospatial analyst.
I have points with latitude, longitude and {{weight_column}} from {{dataset_description}}.
Goal: {{clustering_goal}} (e.g. service zones, store catchments, hotspot detection).
Help me cluster:
1. Recommend an algorithm (DBSCAN for density, KMeans for fixed zones, HDBSCAN for varying density) for this goal.
2. Explain how to choose parameters (epsilon in meters using haversine, or k) for geographic data.
3. Give {{tool}} code that clusters and returns cluster centroids and sizes.
4. Warn about projection and distance pitfalls when using raw lat/long.
5. Suggest how to visualize the clusters on a map.Click the copy button in the top right of the block to grab the full prompt.
Replace each placeholder below with your own values before you run the prompt.
- {{weight_column}}
- {{dataset_description}}
- {{clustering_goal}}
- {{tool}}
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