City Compass

LLM access for Penrith (C), New South Wales.

Entry point: https://citycompass.com.au/penrith-c/community
Catalog: https://citycompass.com.au/penrith-c/community/llm/index.json

How to use this data

Each topic is available as both an HTML page and a machine-readable JSON/CSV endpoint.

Read the HTML page first. It provides interpretation context: what the data measures, how to read the numbers, what benchmark deviations are meaningful, and which related topics to cross-reference. The "Key insight" section contains a pre-computed editorial summary of the most notable finding.

Then use the JSON endpoint for precise data. Responses include counts, percentages, benchmark comparisons, and change-over-time for both Census years. Rows with a non-null "highlight" field have a noteworthy deviation from the benchmark. The "manifest" block lists all valid parameter combinations for further queries.

To compare a single category across all suburbs within the LGA, use ?view=compare&category={slug} on the JSON endpoint. To understand what drives a pattern, pull related topics listed in topic_metadata.related_topics for the same area.

Canonical route patterns for this LGA:
https://citycompass.com.au/penrith-c/community
https://citycompass.com.au/penrith-c/community/{suburb}
https://citycompass.com.au/penrith-c/community/api/{category}/{topic}.json
https://citycompass.com.au/penrith-c/community/api/{category}/{topic}.csv
https://citycompass.com.au/penrith-c/community/{category}/{topic}
https://citycompass.com.au/penrith-c/community/{category}/{topic}?view=change
https://citycompass.com.au/penrith-c/community/{category}/{topic}?view=compare
https://citycompass.com.au/penrith-c/community/{category}/{topic}?view=compare&category={category-slug}
https://citycompass.com.au/penrith-c/community/specialist/{topic}
https://citycompass.com.au/penrith-c/community/specialist/{topic}?index=irsd&view=internal
https://citycompass.com.au/penrith-c/community/{suburb}/{category}/{topic}
https://citycompass.com.au/penrith-c/community/{suburb}/{category}/{topic}?view=change

Use the `/community/api/{category}/{topic}.json` and `.csv` routes for the canonical machine-readable topic contract.
Use `?view=change` for the change view on multi-year community topics.
Use `?view=compare&category={slug}` on the topic API to compare one category across all suburbs in the LGA.
Compare view is always LGA-scoped and does not accept suburb area values.
Use `?view=internal` for the SEIFA within-area specialist view.

Example API calls:
https://citycompass.com.au/penrith-c/community/api/population/service-age-groups.json?area=berkshire-park&benchmark=gccsa&sex=persons
https://citycompass.com.au/penrith-c/community/api/income/household-income-quartiles.json?area=berkshire-park&benchmark=gccsa&sex=persons
https://citycompass.com.au/penrith-c/community/api/housing/dwellings.json?area=berkshire-park&benchmark=gccsa&sex=persons

Suburbs in this LGA (use as {suburb} in route patterns above):
- berkshire-park (Berkshire Park)
- caddens (Caddens)
- cambridge-gardens (Cambridge Gardens)
- cambridge-park (Cambridge Park)
- castlereagh (Castlereagh)
- claremont-meadows (Claremont Meadows)
- colyton (Colyton)
- cranebrook (Cranebrook)
- emu-heights-nsw (Emu Heights (NSW))
- emu-plains (Emu Plains)
- erskine-park (Erskine Park)
- glenmore-park (Glenmore Park)
- jamisontown (Jamisontown)
- jordan-springs (Jordan Springs)
- kingswood-penrith-nsw (Kingswood (Penrith - NSW))
- leonay (Leonay)
- llandilo (Llandilo)
- londonderry-nsw (Londonderry (NSW))
- luddenham-part (Luddenham (part))
- mount-vernon (Mount Vernon)
- mulgoa (Mulgoa)
- north-st-marys (North St Marys)
- orchard-hills (Orchard Hills)
- oxley-park (Oxley Park)
- penrith (Penrith)
- regentville (Regentville)
- south-penrith (South Penrith)
- st-clair-penrith-nsw (St Clair (Penrith - NSW))
- st-marys-nsw (St Marys (NSW))
- wallacia-part (Wallacia (part))
- werrington (Werrington)
- werrington-county (Werrington County)
- werrington-downs (Werrington Downs)

Only implemented Community Explorer pages and machine-readable topic contracts for this LGA are listed in the catalog.