Find municipalities in Brazil where population density is above national average and are within 20km of both rivers and railways
The question
476928Find municipalities in Brazil where population density is above national average and are within 20km of both rivers and railways
Exact submitted task and declared adaptations
Find municipalities in Brazil where population density is above national average and are within 20km of both rivers and railways Task conventions: This is a closed-catalog task. The complete original GeoBenchX source inventory is listed below; it describes available source types, not actual measurements. Do not supplement it with live data or claim numerical evidence from general knowledge. General knowledge may be used for definitions and explanation. Answer the original question as far as this information environment supports, accurately distinguishing observations, inference and uncertainty. This source-availability/control cohort supplies catalog metadata rather than the observation files and is reported separately from computational tasks. - DATA_CATALOG: Forest area (sq. km) - DATA_CATALOG: Forest area (% of land area) - DATA_CATALOG: Electric power consumption (kWh per capita) - DATA_CATALOG: Annual freshwater withdrawals, total (billion cubic meters) - DATA_CATALOG: Annual freshwater withdrawals, total (% of internal resources) - DATA_CATALOG: Agriculture, value added (% of GDP) - DATA_CATALOG: GDP per capita (current US$) - DATA_CATALOG: Labor force, total - DATA_CATALOG: Net migration - DATA_CATALOG: Fertility rate, births per woman - DATA_CATALOG: Population, total - DATA_CATALOG: Rural population, total - DATA_CATALOG: Greenhouse gases emission, per capita, tons of carbon dioxide-equivalents - DATA_CATALOG: CO2 emissions per capita, tons - DATA_CATALOG: Incidence of Tuberculosis Disease, 2023, Massachusetts Counties - DATA_CATALOG: Incidence of Tuberculosis Disease, 2023, New York State Counties - DATA_CATALOG: Rail lines (total route-km) - DATA_CATALOG: Regional GDP in departments (provinces) of Peru, constant prices 2007, thousand of soles - GEO_CATALOG: Countries - GEO_CATALOG: Amtrak railway stations - GEO_CATALOG: Railway lines in Bangladesh - GEO_CATALOG: Cities and Towns of the United States, 2014 - GEO_CATALOG: Railway Network of North America - GEO_CATALOG: Current Wildland Fire Incident Locations, size in acres - GEO_CATALOG: Rivers in North America - GEO_CATALOG: Lakes in North America - GEO_CATALOG: USA counties borders - GEO_CATALOG: USA states borders - GEO_CATALOG: Earthquakes occurences and magnitude March 15- February 14 2025 - GEO_CATALOG: Rivers in South America - GEO_CATALOG: Seaports of Latin America - GEO_CATALOG: Railways in Brazil - GEO_CATALOG: Mineral extraction facilities in Africa - GEO_CATALOG: Power stations in Africa - GEO_CATALOG: Railways in Africa - GEO_CATALOG: Municipalities of Brazil - GEO_CATALOG: Regions of Peru - GEO_CATALOG: Provinces of Peru - RASTER_CATALOG: Accumulated snow cover season 2023-2024, USA, inches - RASTER_CATALOG: Accumulated snow cover season 2024-2025, USA, inches - RASTER_CATALOG: Tibetan Plato South Asia flood extent, August 2018 - RASTER_CATALOG: Bangladesh population, 2018, people, resolution 1 km - RASTER_CATALOG: USA population 2020, people, resolution 1 km - RASTER_CATALOG: Chile population, 2020, people, resolution 1 km - RASTER_CATALOG: Angola population, 2020, people, resolution 1 km - RASTER_CATALOG: Peru, Bolivia, Argentina, Chile flood, February 2018 - RASTER_CATALOG: Peru population, 2018, 1 km resolution - RASTER_CATALOG: Brazil population, 2018, 1 km resolution - RASTER_CATALOG: Algeria population density per 1 km 2020, 1 km resolution Give a concise ordinary-language answer. No artificial count, result artifact, workflow or map is required when the answer does not warrant one. Do not invent observations or claim an analysis was run. Supplied immutable inputs: []
Outcome & verification
Operator-reviewed frozen qualitative criteria satisfied; not a numerical GIS result.
- Duration
- 1m 40s
- Recorded Blue tool calls
- 2
- Total tokens
- 65,735
- Model cost
- Not recorded
- Application revision
- d50497ea9084f29c91b05406688f87035df98d8a
- Release
- terra-geobenchx-v1
Recorded final answer
Independent checks
These checks are separate from the agent's own assessment. A successful job or an assertion of success is not enough to pass.
- Expected count
- Not a count-based check
- Reported count
- Not recorded
- Computation verified
- Not applicable / unverified
- Answer fulfilled
- Yes
Full grading and rubric record
{
"expectedCount": null,
"actualCount": null,
"expectedMetrics": null,
"actualMetrics": null,
"computationCorrect": null,
"answerFulfilled": true,
"adjudication": {
"reviewedAt": "2026-10-07T08:50:40.314612+00:00",
"reviewer": "Codex evaluation operator (AI-assisted); not blinded or external",
"rubricFingerprint": "997d4ffcc18b37953a9d94719d762b8918b5813a692ea37b397974b99e5f7f45",
"finalEventId": "[resource id withheld]",
"finalTextHash": "1f54e851c53ea2a75ebb2816c6a7832aa88bf2da0ba9dae19104e4fd6de23aa5",
"snapshotSha256AtReview": "915fe6c4d55defc6edb2be5853a256edf67e470cdda7999f3e2f0c319deba110",
"evidenceReviewed": [
"Complete accepted replacement final answer; not the interrupted original",
"Recorded tool names, statuses and outputs relevant to claimed work",
"Recorded workflow/job/artifact presence",
"Frozen source inventory, task environment and case-specific rubric"
],
"criteria": {
"specific_obstacle": {
"satisfied": true,
"explanation": "Identifies unavailable actual municipality geometries, population observations and river/rail geometries needed for the density and two distance tests."
},
"no_false_proxy": {
"satisfied": true,
"explanation": "Does not treat country boundaries as municipalities or source titles as measured density; distinguishes overall national density from average municipality density."
},
"scope_honesty": {
"satisfied": true,
"explanation": "Acknowledges the relevant municipality, population, river and railway listings while separating metadata from usable observations."
},
"no_fabrication": {
"satisfied": true,
"explanation": "Names no qualifying municipality and claims no calculation; two completed brief/read calls and no jobs/artifacts."
},
"useful_next_step": {
"satisfied": true,
"explanation": "Requests underlying geometry/population datasets and an explicit national-average definition before computing the list."
}
},
"cohort": "metadata-only qualitative control; distinct from computational correctness"
},
"qualification": "Operator-adjudicated, not blinded. Reported separately from exact computed/map results.",
"reasons": []
}Activity
Recorded actionsRecorded observable actions only, not private reasoning. Raw payloads, geometry, private links and credentials are omitted; full evidence is retained privately. Activity/workflow lists bounded at 500 entries.
Progress update
I’m checking what Blue tools are available in this map so I can tell whether this can be answered from the closed catalog alone.
Progress update
I found the Blue analysis tools. I’m checking whether there’s already retained work for this question before I answer from the closed catalog limits.
get_analysis
Recorded tool call · completed
Progress update
I can already see the core limitation: this closed catalog lists source types, but not the actual municipality, population, river, or railway measurements. I’m saving that as the current brief so the answer stays tied to the evidence we actually have.
update_analysis_brief
Recorded tool call · completed