How many Latin American seaports are located in regions with high population growth
The question
104119How many Latin American seaports are located in regions with high population growth?
Exact submitted task and declared adaptations
How many Latin American seaports are located in regions with high population growth?
Task conventions: High growth means 2023 total population divided by 2013 total population strictly greater than 1.1, using WDI SP.POP.TOTL. This freezes the reference's ten-year comparison and 10% growth cutoff. Count records in the supplied USGS mineral-exporting-port inventory, not all modern commercial seaports. Use original country polygons with SUBREGION in ["Central America", "Caribbean", "South America"]. Use exact ISO_A3/Country Code matching. A point qualifies only when strictly within a qualifying original country polygon. Count original point records once, regardless of operational status. Missing observations, nonmatching country codes, nonpositive denominators and nonfinite derived values are unknown, never zero. Points in unknown-measurement countries and points without valid geometry are unknown. Valid points outside all selected geographical polygons do not qualify and are not counted as unknown. Do not infer locations from point country-name attributes or fetch live substitutes. Maps are optional.
Produce an inspectable selected-point artifact retaining original geometry and benchmark_row_id. End with one fenced JSON object: {count: selected original point records, unknown_count: points with unknown eligibility under the stated coverage rule, unlocated_count: original point records lacking valid geometry, coverage_note: string, selection: {collectionId, itemId, assetKey}}. Explain the fixed years, threshold and coverage in the final answer.
Delivery format: provide the answer object with all fields specified above as final_response on assess_result, alongside the inspected final artifact_refs. This replaces the JSON-code-block formatting requirement above. Blue attaches your explicit selection to the accepted final answer. Finish with a concise ordinary-language answer agreeing with that selected result; do not duplicate the JSON in chat.
Supplied immutable inputs:
[
{
"name": "Latin American mineral-exporting seaports",
"edition": "USGS OFR 2017-1079 frozen benchmark compilation",
"units": {},
"collectionId": "blue-generated--[resource id withheld]",
"itemId": "[resource id withheld]",
"assetKey": "data"
},
{
"name": "World Bank country boundaries",
"edition": "GeoBenchX harmonized names",
"units": {},
"collectionId": "blue-generated--[resource id withheld]",
"itemId": "[resource id withheld]",
"assetKey": "data"
},
{
"name": "World Bank SP.POP.TOTL",
"edition": "Frozen GeoBenchX World Development Indicators; use 2023",
"units": {
"2023": "people"
},
"collectionId": "blue-generated--[resource id withheld]",
"itemId": "[resource id withheld]",
"assetKey": "data"
}
]Outcome & verification
Approval policy: explicit reduced or unavailable work is not preauthorized.; No accepted final answer was published.
- Duration
- 21m 19s
- Recorded Blue tool calls
- 61
- Total tokens
- 2,701,893
- Model cost
- Not recorded
- Application revision
- d50497ea9084f29c91b05406688f87035df98d8a
- Release
- terra-geobenchx-v1
Recorded final answer
No final answer was recorded within the evaluation window.
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
- 91
- Reported count
- Not recorded
- Computation verified
- No
- Answer fulfilled
- No
Full grading and rubric record
{
"expectedCount": 91,
"actualCount": null,
"expectedMetrics": null,
"actualMetrics": null,
"computationCorrect": false,
"answerFulfilled": false,
"adjudication": null,
"qualification": null,
"reasons": [
"Approval policy: explicit reduced or unavailable work is not preauthorized.",
"No accepted final answer was published."
]
}Recorded investigation findings
The agent's reported hypotheses and assessments, retained as evidence of its process—not independent proof that the answer is correct. Failed calls retain their requested verdict, not an accepted assessment.
run_trial · completed
Does the full benchmark method correctly classify Latin American country polygons by the fixed 2023/2013 population ratio and then select qualifying and unknown original port points using strict within matching?
run_trial · completed
Can a focused correction preserve the original port geometry and benchmark_row_id field while reproducing the same qualifying, unknown, and unlocated counts under the fixed Latin America and population-growth rules?
assess_trial · completed · assessment: insufficient
The full-scope investigation established the analytical counts and coverage handling: 48 original Latin American country polygons were selected by SUBREGION, 42 matched WDI by exact ISO_A3/Country Code, and 6 remained unmatched and therefore unknown-country polygons. The fixed-population rule identified 19 qualifying country polygons with pop_ratio > 1.1. The strict within join selected 91 original port records in qualifying countries, and the unknown-country join selected 0 valid port records. The left join to all selected Latin country polygons reported inputTargetRecords 230, targetFeatures 230, targetRecordsOmittedBeforeJoin 0, matchedTargetFeatures 174, and unmatchedTargetFeatures 56, so no original records lacked usable geometry in this run and 56 valid points lay outside the selected Latin country polygons.
assess_trial · completed · assessment: sufficient
The focused correction preserved the original port schema while reproducing the established counts. The corrected qualifying-point artifact contains 91 original port records, keeps the original benchmark_row_id field, preserves point geometry, and reports country_match_count = 1 for every selected row. The corrected unknown-country point count is 0. The left aggregate join to all selected Latin country polygons reported inputTargetRecords 230, targetFeatures 230, targetRecordsOmittedBeforeJoin 0, matchedTargetFeatures 174, and unmatchedTargetFeatures 56, confirming unlocated_count 0 and showing that valid unmatched points are outside the selected Latin country polygons rather than unknown.
assess_result · failed · requested assessment: sufficient
Using the supplied immutable benchmark fixtures, I filtered original World Bank country polygons to SUBREGION Central America, Caribbean, and South America, joined frozen WDI SP.POP.TOTL by exact ISO_A3/Country Code, and classified high-growth countries where 2023 population divided by 2013 population is strictly greater than 1.1. The join matched 42 selected polygons and left 6 polygons as unknown-growth. The high-growth set contains 19 polygons. The corrected selected-point artifact preserves original point geometry and the original benchmark_row_id field and contains 91 qualifying original port records. Supporting count outputs show 230 original benchmark port records total, 91 qualifying records, 0 unknown-eligibility records, and the all-port left join kept all 230 source records with targetRecordsOmittedBeforeJoin 0, so unlocated_count is 0.
Output previews

Recorded workflow
- 01
count qual ports fix
Recorded table-group-statistics · skipped
- 02
count total ports fix
Recorded table-group-statistics · skipped
- 03
count unknown ports fix
Recorded table-group-statistics · skipped
- 04
Ports in high-growth Latin American countries
Recorded output · skipped
- 05
Qualifying port count
Recorded output · skipped
- 06
Unknown eligibility count
Recorded output · skipped
- 07
Benchmark port total
Recorded output · skipped
- 08
All benchmark ports matched to selected Latin country polygons
Recorded output · skipped
- 09
latin match all fix
Recorded vector-spatial-join · skipped
- 10
qual countries fix
Recorded vector-filter · skipped
- 11
qualifying ports fix
Recorded vector-spatial-join · skipped
- 12
blue-generated--[resource id withheld]
Recorded source · skipped
- 13
blue-generated--[resource id withheld]
Recorded source · skipped
- 14
blue-generated--[resource id withheld]
Recorded source · skipped
- 15
unknown countries fix
Recorded vector-filter · skipped
- 16
unknown ports fix
Recorded vector-spatial-join · skipped
- 17
count qual ports fix
Recorded table-group-statistics · succeeded
- 18
count total ports fix
Recorded table-group-statistics · succeeded
- 19
count unknown ports fix
Recorded table-group-statistics · succeeded
- 20
latin match all fix
Recorded vector-spatial-join · succeeded
- 21
qual countries fix
Recorded vector-filter · succeeded
- 22
qualifying ports fix
Recorded vector-spatial-join · succeeded
- 23
blue-generated--[resource id withheld]
Recorded source · succeeded
- 24
blue-generated--[resource id withheld]
Recorded source · succeeded
- 25
blue-generated--[resource id withheld]
Recorded source · succeeded
- 26
latin match all fix
Recorded output · succeeded
- 27
count total ports fix
Recorded output · succeeded
- 28
count qual ports fix
Recorded output · succeeded
- 29
count unknown ports fix
Recorded output · succeeded
- 30
unknown countries fix
Recorded vector-filter · succeeded
- 31
unknown ports fix
Recorded vector-spatial-join · succeeded
- 32
count qual ports
Recorded table-group-statistics · succeeded
- 33
countries wdi
Recorded table-attribute-join · succeeded
- 34
count total ports
Recorded table-group-statistics · succeeded
- 35
count unknown valid ports
Recorded table-group-statistics · succeeded
- 36
count valid ports all
Recorded table-group-statistics · succeeded
- 37
growth countries
Recorded vector-field-calculate · succeeded
- 38
latin countries
Recorded vector-filter · succeeded
- 39
qual countries
Recorded vector-filter · succeeded
- 40
qualifying ports
Recorded vector-spatial-join · succeeded
- 41
blue-generated--[resource id withheld]
Recorded source · succeeded
- 42
blue-generated--[resource id withheld]
Recorded source · succeeded
- 43
blue-generated--[resource id withheld]
Recorded source · succeeded
- 44
count total ports
Recorded output · succeeded
- 45
count qual ports
Recorded output · succeeded
- 46
count unknown valid ports
Recorded output · succeeded
- 47
count valid ports all
Recorded output · succeeded
- 48
unknown countries
Recorded vector-filter · succeeded
- 49
unknown valid ports
Recorded vector-spatial-join · succeeded
- 50
valid ports all
Recorded vector-spatial-join · succeeded
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’ll check the retained analysis context and inspect the three supplied datasets so I can build a small tested method before I count the qualifying ports.
get_analysis
Recorded tool call · completed
get_collection
Recorded tool call · completed
get_collection
Recorded tool call · completed
get_collection
Recorded tool call · completed
Progress update
I found the three supplied inputs and their exact item IDs. Next I’m checking their field structure and sample values so I can use the fixed ISO and year rules exactly as you requested.
get_item
Recorded tool call · completed
get_item
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get_item
Recorded tool call · completed
list_processors
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get_tool_help
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get_tool_help
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get_tool_help
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describe_processors
Recorded tool call · failed
describe_processors
Recorded tool call · failed
Progress update
I’ve identified the likely processors. I need their exact schemas next so I can avoid guessing predicates or join settings.
describe_processors
Recorded tool call · completed
describe_processors
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describe_processors
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describe_processors
Recorded tool call · completed
Progress update
I have the filter, join, and calculation processors. One spatial-join schema was deferred, so I’m pulling that exact section before I build the test workflow.
describe_processors
Recorded tool call · completed
get_tool_help
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get_tool_help
Recorded tool call · completed
Progress update
Before the first trial, I’m sampling a few rows from each supplied file. That will confirm the exact code fields and show whether the benchmark already carries any null geometry or blank codes.
get_collection
Recorded tool call · completed
get_collection
Recorded tool call · completed
get_collection
Recorded tool call · completed
update_analysis_brief
Recorded tool call · completed
Progress update
I’ve built the first full-scope test. It uses only the supplied fixtures, joins WDI to country polygons by exact ISO code, applies the fixed 2013→2023 ratio rule, and then does strict point-within-country selection on the original ports.
run_trial
Recorded tool call · completed
Progress update
The test finished. I have a preliminary count, but I still need to verify two practical points before I call it final: whether any port records lacked valid geometry, and whether any country join cases stayed unknown.
inspect_workflow_results
Recorded tool call · completed
inspect_workflow_results
Recorded tool call · completed
get_trial_report
Recorded tool call · completed
Progress update
I have enough to see that the first method is close, but not enough yet to mark it final. I’m now inspecting the country-join output and the selected-point output directly so I can confirm unmatched ISO cases and preserve the exact qualifying point artifact.
Progress update
I’ve confirmed the join produced 48 Latin American country polygons, with 42 exact ISO code matches and 6 unmatched ISO cases. Next I’m checking the matched country rows and the selected point rows themselves so I can verify unknown handling and the final benchmark_row_id selection.
inspect_artifact
Recorded tool call · completed
inspect_artifact
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inspect_artifact
Recorded tool call · completed
inspect_artifact
Recorded tool call · completed
Progress update
I’m reusing the finished inspection jobs now. This will tell me whether any ports fell in unmatched-code countries, whether any points were outside the Latin country polygons, and whether the selected rows keep the original benchmark IDs.
inspect_artifact
Recorded tool call · completed
inspect_artifact
Recorded tool call · completed
inspect_artifact
Recorded tool call · completed
inspect_artifact
Recorded tool call · completed
Progress update
I found one real defect: the first selected-point output renamed `benchmark_row_id` because the country layer carried the same field name. I’m correcting that now with an aggregate spatial join so the final selected artifact keeps the original port geometry and original benchmark ID field.
run_trial
Recorded tool call · completed
assess_trial
Recorded tool call · completed
Progress update
The correction finished successfully. I now have a qualifying-point artifact that keeps the original port benchmark_row_id field, plus verified count outputs for qualifying ports, unknown ports, and all original ports.
Progress update
I’m doing one last check on the corrected selected-point artifact itself. This is just to confirm the original `benchmark_row_id` field is present on the final qualifying port rows before I record the answer.
inspect_artifact
Recorded tool call · completed
inspect_workflow_results
Recorded tool call · completed
Progress update
I’m reusing the completed preview now. After that I can record the final result with the corrected selected-port artifact and the verified counts.
inspect_artifact
Recorded tool call · completed
inspect_workflow_results
Recorded tool call · completed
assess_trial
Recorded tool call · completed
Progress update
I’ve finished the checks. The corrected result keeps the original port benchmark IDs, the fixed 2023 versus 2013 rule is applied, and the unknown and unlocated counts are both zero in this benchmark.
update_analysis_brief
Recorded tool call · completed
assess_result
Recorded tool call · failed
get_tool_help
Recorded tool call · completed
get_tool_help
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get_tool_help
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get_tool_help
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get_tool_help
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get_tool_help
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get_tool_help
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get_tool_help
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get_tool_help
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get_tool_help
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Progress update
The counts are verified, but Blue won’t accept a private trial artifact as the final selected output. I’m promoting the tested computation into a proper final workflow now so the selected point artifact can be attached to the answer.
propose_workflow
Recorded tool call · failed
Progress update
The proposal schema check found one binding issue, not a data problem. I’m correcting the two ambiguous requirement bindings to the qualifying-country join and resubmitting the same tested method.
propose_workflow
Recorded tool call · failed
Progress update
I’m keeping the final artifact and support tables, but narrowing the two country-growth requirement references to the actual qualifying branch that feeds the selected ports.
propose_workflow
Recorded tool call · completed
get_analysis
Recorded tool call · completed
assess_plan
Recorded tool call · completed
Progress update
The workflow itself is runnable, but Blue wants the earlier adverse finding formally resolved against this saved proposal before execution. I’m recording that the corrected proposal fixes the renamed benchmark field issue.
Progress update
The proposal is now supported. I’m running that exact saved workflow so the final selected-point artifact is no longer just a private trial output.
execute_workflow
Recorded tool call · completed