City Compass

LLM access for Upper Lachlan Shire (A), New South Wales.

Entry point: https://citycompass.com.au/upper-lachlan-shire-a/community
Catalog: https://citycompass.com.au/upper-lachlan-shire-a/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/upper-lachlan-shire-a/community
https://citycompass.com.au/upper-lachlan-shire-a/community/{suburb}
https://citycompass.com.au/upper-lachlan-shire-a/community/api/{category}/{topic}.json
https://citycompass.com.au/upper-lachlan-shire-a/community/api/{category}/{topic}.csv
https://citycompass.com.au/upper-lachlan-shire-a/community/{category}/{topic}
https://citycompass.com.au/upper-lachlan-shire-a/community/{category}/{topic}?view=change
https://citycompass.com.au/upper-lachlan-shire-a/community/{category}/{topic}?view=compare
https://citycompass.com.au/upper-lachlan-shire-a/community/{category}/{topic}?view=compare&category={category-slug}
https://citycompass.com.au/upper-lachlan-shire-a/community/specialist/{topic}
https://citycompass.com.au/upper-lachlan-shire-a/community/specialist/{topic}?index=irsd&view=internal
https://citycompass.com.au/upper-lachlan-shire-a/community/{suburb}/{category}/{topic}
https://citycompass.com.au/upper-lachlan-shire-a/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/upper-lachlan-shire-a/community/api/population/service-age-groups.json?area=bannaby&benchmark=gccsa&sex=persons
https://citycompass.com.au/upper-lachlan-shire-a/community/api/income/household-income-quartiles.json?area=bannaby&benchmark=gccsa&sex=persons
https://citycompass.com.au/upper-lachlan-shire-a/community/api/housing/dwellings.json?area=bannaby&benchmark=gccsa&sex=persons

Suburbs in this LGA (use as {suburb} in route patterns above):
- bannaby (Bannaby)
- bannister-nsw (Bannister (NSW))
- bevendale (Bevendale)
- biala (Biala)
- big-hill-nsw (Big Hill (NSW))
- bigga (Bigga)
- binda (Binda)
- blakney-creek (Blakney Creek)
- breadalbane-nsw-part (Breadalbane (NSW) (part))
- broadway (Broadway)
- chatsbury (Chatsbury)
- collector-part (Collector (part))
- crooked-corner (Crooked Corner)
- crookwell (Crookwell)
- cullerin (Cullerin)
- curraweela (Curraweela)
- dalton (Dalton)
- fullerton (Fullerton)
- golspie (Golspie)
- grabben-gullen (Grabben Gullen)
- greenwich-park-part (Greenwich Park (part))
- gunning (Gunning)
- gurrundah (Gurrundah)
- jerrawa (Jerrawa)
- lade-vale (Lade Vale)
- laggan (Laggan)
- lerida (Lerida)
- limerick (Limerick)
- lost-river (Lost River)
- merrill (Merrill)
- myrtleville (Myrtleville)
- narrawa (Narrawa)
- oolong (Oolong)
- peelwood (Peelwood)
- pejar (Pejar)
- richlands-nsw (Richlands (NSW))
- roslyn (Roslyn)
- stonequarry (Stonequarry)
- taralga (Taralga)
- tuena (Tuena)
- wayo-part (Wayo (part))
- wheeo (Wheeo)
- wiarborough-part (Wiarborough (part))
- wombeyan-caves-part (Wombeyan Caves (part))
- yalbraith (Yalbraith)

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