City Compass

LLM access for Light (RegC), South Australia.

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

Suburbs in this LGA (use as {suburb} in route patterns above):
- allendale-north (Allendale North)
- bagot-well (Bagot Well)
- bethel (Bethel)
- buchfelde (Buchfelde)
- daveyston (Daveyston)
- ebenezer-sa (Ebenezer (SA))
- fords (Fords)
- freeling (Freeling)
- gawler-belt (Gawler Belt)
- gawler-river (Gawler River)
- gomersal (Gomersal)
- greenock (Greenock)
- hamilton-sa (Hamilton (SA))
- hewett (Hewett)
- kangaroo-flat-sa (Kangaroo Flat (SA))
- kapunda (Kapunda)
- kingsford-sa (Kingsford (SA))
- koonunga (Koonunga)
- linwood (Linwood)
- magdala (Magdala)
- marananga (Marananga)
- moppa (Moppa)
- morn-hill (Morn Hill)
- nain (Nain)
- pinkerton-plains (Pinkerton Plains)
- roseworthy (Roseworthy)
- seppeltsfield (Seppeltsfield)
- shea-oak-log (Shea-Oak Log)
- st-johns (St Johns)
- st-kitts (St Kitts)
- stone-well (Stone Well)
- templers (Templers)
- ward-belt (Ward Belt)
- wasleys (Wasleys)
- woolsheds (Woolsheds)

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