City Compass LLM access for Maitland (C), New South Wales. Entry point: https://citycompass.com.au/maitland-c/community Catalog: https://citycompass.com.au/maitland-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/maitland-c/community https://citycompass.com.au/maitland-c/community/{suburb} https://citycompass.com.au/maitland-c/community/api/{category}/{topic}.json https://citycompass.com.au/maitland-c/community/api/{category}/{topic}.csv https://citycompass.com.au/maitland-c/community/{category}/{topic} https://citycompass.com.au/maitland-c/community/{category}/{topic}?view=change https://citycompass.com.au/maitland-c/community/{category}/{topic}?view=compare https://citycompass.com.au/maitland-c/community/{category}/{topic}?view=compare&category={category-slug} https://citycompass.com.au/maitland-c/community/specialist/{topic} https://citycompass.com.au/maitland-c/community/specialist/{topic}?index=irsd&view=internal https://citycompass.com.au/maitland-c/community/{suburb}/{category}/{topic} https://citycompass.com.au/maitland-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/maitland-c/community/api/population/service-age-groups.json?area=aberglasslyn&benchmark=gccsa&sex=persons https://citycompass.com.au/maitland-c/community/api/income/household-income-quartiles.json?area=aberglasslyn&benchmark=gccsa&sex=persons https://citycompass.com.au/maitland-c/community/api/housing/dwellings.json?area=aberglasslyn&benchmark=gccsa&sex=persons Suburbs in this LGA (use as {suburb} in route patterns above): - aberglasslyn (Aberglasslyn) - anambah (Anambah) - ashtonfield (Ashtonfield) - berry-park (Berry Park) - bishops-bridge-part (Bishops Bridge (part)) - bolwarra-nsw (Bolwarra (NSW)) - bolwarra-heights (Bolwarra Heights) - chisholm-nsw (Chisholm (NSW)) - duckenfield (Duckenfield) - east-maitland (East Maitland) - farley (Farley) - gillieston-heights (Gillieston Heights) - gosforth (Gosforth) - harpers-hill (Harpers Hill) - hillsborough-maitland-nsw (Hillsborough (Maitland - NSW)) - horseshoe-bend (Horseshoe Bend) - largs (Largs) - lochinvar-part (Lochinvar (part)) - lorn (Lorn) - louth-park (Louth Park) - luskintyre (Luskintyre) - maitland-nsw (Maitland (NSW)) - maitland-vale (Maitland Vale) - melville-nsw (Melville (NSW)) - metford (Metford) - millers-forest (Millers Forest) - mindaribba (Mindaribba) - morpeth (Morpeth) - mount-dee (Mount Dee) - oakhampton (Oakhampton) - oakhampton-heights (Oakhampton Heights) - oswald (Oswald) - phoenix-park (Phoenix Park) - pitnacree (Pitnacree) - raworth (Raworth) - rosebrook-nsw (Rosebrook (NSW)) - rutherford (Rutherford) - south-maitland (South Maitland) - telarah (Telarah) - tenambit (Tenambit) - thornton-nsw (Thornton (NSW)) - tocal-part (Tocal (part)) - windella (Windella) - windermere-nsw (Windermere (NSW)) - woodberry (Woodberry) Only implemented Community Explorer pages and machine-readable topic contracts for this LGA are listed in the catalog.