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Business clustering service

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@@ -7,14 +7,16 @@ type: topic
quality: complete
status: active
audience: public
short_description: "service-business turns raw retail data points into actionable commercial clusters by applying a parent-child spatial schema — so when multiple distinct operators share a single physical site, the GIS engine receives one commercial entity per site rather than several overlapping points."
bcsc_class: public-disclosure-safe
language_protocol: PROSE-TOPIC
last_edited: 2026-05-06
last_edited: 2026-05-08
editor: pointsav-engineering
paired_with: service-business-clustering.es.md
cites: []
---

`service-business` is the intelligence layer responsible for transforming raw retail data points into actionable commercial clusters. It implements a parent-child clustering pattern to handle complex physical retail environments where multiple distinct operators share a single commercial node.
Retail data is inherently messy — a single commercial site often contains multiple distinct points, such as a big-box anchor, a nested pharmacy, and a fuel outlet sharing the same parking area. **`service-business`** turns those raw points into actionable commercial clusters using a parent-child spatial schema, so the GIS engine receives one unified commercial entity per physical site rather than several overlapping records. The service iterates the `service-fs` raw data lake, groups entities that share a footprint within a 100 m proximity threshold, and assigns the highest-weight named anchor as the parent.

## The Clustering Logic

@@ -38,9 +40,3 @@ The output is a refined `cleansed-clusters.jsonl` file. This processed dataset i
- [[app-orchestration-gis]]
- [[service-fs-data-lake]]
- [[service-places-filtering]]

---

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