profile_urban_region

Use this Skill to classify region functions from activity time signatures and optional POI category distributions.

Command

cd /mnt/skills/custom/profile_urban_region
python3 scripts/profile_urban_region.py \
  --input /path/to/cleaned_points.jsonl \
  --output-dir /path/to/output \
  --time-col utc \
  --lat-col Latitude \
  --lon-col Longitude \
  --user-col user_id \
  --poi-input /path/to/pois.csv \
  --poi-category-col "Venue Category Name"

Outputs

• region_profiles.jsonl
• summary.json

Algorithm

• Geohash region aggregation
• Morning/workday/evening/night activity signature
• POI category keyword scoring
• Functional label ranking with mixed-use fallback

Next Skills

Use profile outputs with $fuse_spatial_evidence, or combine with hotspots and anomaly outputs for region portraits.