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| Before | After |
|---|---|
| --- | --- |
| schema: foundry-doc-v1 | schema: foundry-doc-v1 |
| title: "service-places" | title: "service-places" |
| slug: service-places-filtering | slug: service-places-filtering |
| category: services | category: services |
| type: topic | type: topic |
| quality: complete | quality: complete |
| status: active | status: active |
| audience: public | audience: public |
| short_description: "service-places filters raw civic and institutional infrastructure data to retain only regional-grade facilities — hospitals, universities, and major transport hubs — so GIS tier rankings reflect institutional-level concentration rather than local-service density." | short_description: "service-places filters raw civic and institutional infrastructure data to retain only regional-grade facilities — hospitals, universities, and major transport hubs — so GIS tier rankings reflect institutional-level concentration rather than local-service density." |
| bcsc_class: public-disclosure-safe | bcsc_class: public-disclosure-safe |
| language_protocol: PROSE-TOPIC | language_protocol: PROSE-TOPIC |
| last_edited: 2026-05-08 | last_edited: 2026-05-08 |
| editor: pointsav-engineering | editor: pointsav-engineering |
| paired_with: service-places-filtering.es.md | paired_with: service-places-filtering.es.md |
| cites: [] | cites: [] |
| --- | --- |
| GIS tier rankings depend on knowing where regional institutions sit, not where every clinic and community college sits. **`service-places`** filters raw civic data to retain only regional-grade facilities — hospitals with at least 50 staffed beds, universities with at least 1,000 full-time-equivalent students, validated major regional transport hubs — and applies a 200 m spatial buffer to consolidate large institutional campuses into single regional anchors. Local-service density is filtered out at this stage; downstream rankings reflect institutional concentration rather than facility count. | GIS tier rankings depend on knowing where regional institutions sit, not where every clinic and community college sits. **`service-places`** filters raw civic data to retain only regional-grade facilities — hospitals with at least 50 staffed beds, universities with at least 1,000 full-time-equivalent students, validated major regional transport hubs — and applies a 200 m spatial buffer to consolidate large institutional campuses into single regional anchors. Local-service density is filtered out at this stage; downstream rankings reflect institutional concentration rather than facility count. |
| ## Filtering Thresholds | ## Filtering Thresholds |
| The service applies attribute-weight filters to the raw civic data provided by `service-fs`: | The service applies attribute-weight filters to the raw civic data provided by `service-fs`: |
| - **Regional hospitals:** minimum capacity threshold (50+ staffed beds). | - **Regional hospitals:** minimum capacity threshold (50+ staffed beds). |
| - **Regional universities:** minimum enrollment threshold (1,000+ full-time equivalent students). | - **Regional universities:** minimum enrollment threshold (1,000+ full-time equivalent students). |
| - **Airports:** validated as major regional transport hubs; general aviation facilities are excluded. | - **Airports:** validated as major regional transport hubs; general aviation facilities are excluded. |
| ## Spatial Aggregation | ## Spatial Aggregation |
| Large institutional campuses frequently appear in raw open geospatial data as multiple separate points. `service-places` applies a 200 m spatial buffer to cluster these into a single regional anchor with a unified center of gravity, preventing over-counting of large campus footprints. | Large institutional campuses frequently appear in raw open geospatial data as multiple separate points. `service-places` applies a 200 m spatial buffer to cluster these into a single regional anchor with a unified center of gravity, preventing over-counting of large campus footprints. |
| ## Data Output | ## Data Output |
| The resulting `cleansed-places.jsonl` provides the regional anchor dataset that `app-orchestration-gis` uses when awarding final co-location tier rankings. | The resulting `cleansed-places.jsonl` provides the regional anchor dataset that `app-orchestration-gis` uses when awarding final co-location tier rankings. |
| ## See Also | ## See Also |
| - [[service-fs-data-lake]] | - [[service-fs-data-lake]] |
| - [[service-business-clustering]] | - [[service-business-clustering]] |
| - [[app-orchestration-gis]] | - [[app-orchestration-gis]] |