Map total fertility rates across different regions
The question
720409Map total fertility rates across different regions.
Exact submitted task and declared adaptations
Map total fertility rates across different regions.
Task conventions: Use the frozen country polygons and World Bank SP.DYN.TFRT.IN 2022 column, in births per woman. Use the published World Bank regional aggregates already present in the frozen table, not individual country values or a mean/sum computed from countries. Join original country geometry REGION_WB to table Country Name exactly. This selects the seven published all-income regional aggregates; Antarctica has no corresponding value and remains unknown. Nonmatching identifiers and missing measurements remain unknown; do not guess them or substitute another year. Retain every original country feature and benchmark_row_id, including unknowns. No data must have a distinct map category, not zero. Create a quantitative choropleth with five quantile classes (fewer only if tied values collapse breaks), a visible legend with numeric bounds and units, and a neutral No data category. Values equal to a class break enter the upper class. Preserve negative and genuine zero values. This fixed classification and year are disclosed evaluation conventions; do not retrieve live replacements. The reporting regions are the supplied World Bank REGION_WB groups. Every original country polygon carries its region’s published value; retain original boundaries and IDs rather than inventing regional geometry. This does not mean the country itself has that value. The five-quantile display classification operates on those original feature rows, so its breaks reflect repeated regional values; this is only a display convention, not population weighting or recomputation of the regional statistic. Label the map and answer as regional aggregates.
Add the resulting quantitative country layer to the map and retain an inspectable data artifact containing the original country geometry, benchmark_row_id, numeric value and class. End with one fenced JSON object: {count: countries with a known numeric value, unknown_count: countries without one, coverage_note: string, selection: {collectionId, itemId, assetKey}, value_field: numeric_column_name, class_field: classification_column_name, map_layer_id: delivered_layer_id}. The artifact must include known AND unknown countries, not only the known subset. Explain the year, units, key limitations and legend in the final response.
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": "World Bank country boundaries",
"edition": "GeoBenchX harmonized names",
"units": {},
"collectionId": "blue-generated--[resource id withheld]",
"itemId": "[resource id withheld]",
"assetKey": "data"
},
{
"name": "Fertility rate",
"edition": "Frozen WDI; use 2022",
"units": {
"2022": "births per woman"
},
"collectionId": "blue-generated--[resource id withheld]",
"itemId": "[resource id withheld]",
"assetKey": "data"
}
]Outcome & verification
Final answer lacks one unambiguous requested machine-readable result.
- Duration
- 29m 28s
- Recorded Blue tool calls
- 73
- Total tokens
- 5,665,427
- 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
- 250
- Reported count
- Not recorded
- Computation verified
- No
- Answer fulfilled
- No
Full grading and rubric record
{
"expectedCount": 250,
"actualCount": null,
"expectedMetrics": null,
"actualMetrics": null,
"computationCorrect": false,
"answerFulfilled": false,
"adjudication": null,
"qualification": null,
"reasons": [
"Final answer lacks one unambiguous requested machine-readable result."
]
}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 an exact left join from country REGION_WB to fertility-table Country Name preserve all country features while attaching the supplied 2022 regional aggregate values and a separate No data class for unmatched countries?
assess_trial · completed · assessment: sufficient
The tested left join preserved all 251 original country features and benchmark_row_id values. Exact REGION_WB to Country Name matching found seven published regional aggregate rows in the frozen fertility table, matched 250 country features, and left one unmatched feature with unknown joined values. The classifier kept unknown values separate and, because only seven repeated regional values were present, the requested five quantiles collapsed to three populated numeric classes plus No data.
assess_result · failed · requested assessment: sufficient
The published regional aggregate fertility map is complete and bound to the current map. It retains all 251 original country polygons and benchmark_row_id values, joins REGION_WB to Country Name exactly, assigns 250 known 2022 World Bank regional aggregate fertility values in births per woman, and keeps 1 Antarctica-labeled row as No data. The requested five quantiles collapsed to three populated classes plus No data because the seven regional values repeat across many country rows. Sources: Benchmark fixture · World Bank country boundaries (Blue, GeoBenchX harmonized names) and Benchmark fixture · Fertility rate (Blue, frozen WDI SP.DYN.TFRT.IN 2022), inspected on 2026-10-07 UTC.
assess_result · failed · requested assessment: sufficient
The published regional aggregate fertility map is complete and bound to the current map. It retains all 251 original country polygons and benchmark_row_id values, joins REGION_WB to Country Name exactly, assigns 250 known 2022 World Bank regional aggregate fertility values in births per woman, and keeps 1 Antarctica-labeled row as No data. The requested five quantiles collapsed to three populated classes plus No data because the seven regional values repeat across many country rows. Sources: Benchmark fixture · World Bank country boundaries (Blue, GeoBenchX harmonized names) and Benchmark fixture · Fertility rate (Blue, frozen WDI SP.DYN.TFRT.IN 2022), inspected on 2026-10-07 UTC.
assess_result · failed · requested assessment: sufficient
The published regional aggregate fertility map is complete and bound to the current map. It retains all 251 original country polygons and benchmark_row_id values, joins REGION_WB to Country Name exactly, assigns 250 known 2022 World Bank regional aggregate fertility values in births per woman, and keeps 1 Antarctica-labeled row as No data. The requested five quantiles collapsed to three populated classes plus No data because the seven regional values repeat across many country rows. Sources: Benchmark fixture · World Bank country boundaries (Blue, GeoBenchX harmonized names) and Benchmark fixture · Fertility rate (Blue, frozen WDI SP.DYN.TFRT.IN 2022), inspected on 2026-10-07 UTC.
assess_result · failed · requested assessment: sufficient
The published regional aggregate fertility map is complete and bound to the current map. It retains all 251 original country polygons and benchmark_row_id values, joins REGION_WB to Country Name exactly, assigns 250 known 2022 World Bank regional aggregate fertility values in births per woman, and keeps 1 Antarctica-labeled row as No data. The requested five quantiles collapsed to three populated classes plus No data because the seven regional values repeat across many country rows. Sources: Benchmark fixture · World Bank country boundaries (Blue, GeoBenchX harmonized names) and Benchmark fixture · Fertility rate (Blue, frozen WDI SP.DYN.TFRT.IN 2022), inspected on 2026-10-07 UTC.
assess_result · failed · requested assessment: sufficient
The published regional aggregate fertility map is complete and bound to the current map. It retains all 251 original country polygons and benchmark_row_id values, joins REGION_WB to Country Name exactly, assigns 250 known 2022 World Bank regional aggregate fertility values in births per woman, and keeps 1 Antarctica-labeled row as No data. The requested five quantiles collapsed to three populated classes plus No data because the seven regional values repeat across many country rows. Sources: Benchmark fixture · World Bank country boundaries (Blue, GeoBenchX harmonized names) and Benchmark fixture · Fertility rate (Blue, frozen WDI SP.DYN.TFRT.IN 2022), inspected on 2026-10-07 UTC.
assess_result · failed · requested assessment: inconclusive
The published regional aggregate fertility map is complete and bound to the current map. It retains all 251 original country polygons and benchmark_row_id values, joins REGION_WB to Country Name exactly, assigns 250 known 2022 World Bank regional aggregate fertility values in births per woman, and keeps 1 Antarctica-labeled row as No data. The requested five quantiles collapsed to three populated classes plus No data because the seven regional values repeat across many country rows. The only unexercised rule is preservation of genuine zero or negative values, because none occur in the frozen 2022 regional rows.
assess_result · failed · requested assessment: sufficient
The published regional aggregate fertility map is complete and bound to the current map. It retains all 251 original country polygons and benchmark_row_id values, joins REGION_WB to Country Name exactly, assigns 250 known 2022 World Bank regional aggregate fertility values in births per woman, and keeps 1 Antarctica-labeled row as No data. The requested five quantiles collapsed to three populated classes plus No data because the seven regional values repeat across many country rows. Sources: Benchmark fixture · World Bank country boundaries (Blue, GeoBenchX harmonized names) and Benchmark fixture · Fertility rate (Blue, frozen WDI SP.DYN.TFRT.IN 2022), inspected on 2026-10-07 UTC.
assess_result · failed · requested assessment: sufficient
The published regional aggregate fertility map is complete and bound to the current map. It retains all 251 original country polygons and benchmark_row_id values, joins REGION_WB to Country Name exactly, assigns 250 known 2022 World Bank regional aggregate fertility values in births per woman, and keeps 1 Antarctica-labeled row as No data. The requested five quantiles collapsed to three populated classes plus No data because the seven regional values repeat across many country rows. Sources: Benchmark fixture · World Bank country boundaries (Blue, GeoBenchX harmonized names) and Benchmark fixture · Fertility rate (Blue, frozen WDI SP.DYN.TFRT.IN 2022), inspected on 2026-10-07 UTC.
assess_result · failed · requested assessment: sufficient
The published regional aggregate fertility map is complete and bound to the current map. It retains all 251 original country polygons and benchmark_row_id values, joins REGION_WB to Country Name exactly, assigns 250 known 2022 World Bank regional aggregate fertility values in births per woman, and keeps 1 Antarctica-labeled row as No data. The requested five quantiles collapsed to three populated classes plus No data because the seven regional values repeat across many country rows. Sources: Benchmark fixture · World Bank country boundaries (Blue, GeoBenchX harmonized names) and Benchmark fixture · Fertility rate (Blue, frozen WDI SP.DYN.TFRT.IN 2022), inspected on 2026-10-07 UTC.
assess_result · completed · assessment: insufficient
The map layer and inspectable artifact were delivered successfully and match the requested join, retention, No data handling, and quantile-collapse behavior. Blue's final-result gate still rejects a sufficient verdict because the frozen 2022 regional rows contain no genuine zero or negative values, so that preservation rule could not be directly exercised by the observed output.
Recorded workflow
- 01
Classify regional fertility values
Recorded vector-classify · succeeded
- 02
Supplied country polygons
Recorded source · succeeded
- 03
Regional aggregate fertility map
Recorded output · succeeded
- 04
Supplied fertility table
Recorded source · succeeded
- 05
Join regional fertility values
Recorded table-attribute-join · succeeded
- 06
Classify regional fertility values
Recorded vector-classify · succeeded
- 07
Supplied country polygons
Recorded source · succeeded
- 08
Supplied fertility table
Recorded source · succeeded
- 09
Join regional fertility values
Recorded table-attribute-join · succeeded
- 10
Join regional fertility values
Recorded output · succeeded
- 11
Classify regional fertility values
Recorded output · 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 inspect the supplied frozen inputs and set up the mapping method first, then I’ll build the joined country layer with the fixed 2022 regional values and add it to your map.
Progress update
I’m checking the saved analysis context, current map state, and the exact frozen schema for both inputs so I can use the supplied geometry and the fixed 2022 field without substitutions.
get_analysis
Recorded tool call · completed
get_map_context
Recorded tool call · completed
list_map_layers
Recorded tool call · completed
get_collection
Recorded tool call · completed
get_collection
Recorded tool call · completed
get_item
Recorded tool call · completed
get_item
Recorded tool call · completed
list_processors
Recorded tool call · completed
list_processors
Recorded tool call · completed
inspect_artifact
Recorded tool call · failed
inspect_artifact
Recorded tool call · failed
Progress update
I found the likely processors: a left-style table join and a numeric vector classifier that already supports quantiles, an explicit No data class, upper-class tie handling, and real legend output. I’m recording the exact requested result and acceptance checks before I run a small test of the join and classification.
update_analysis_brief
Recorded tool call · completed
get_collection
Recorded tool call · completed
get_collection
Recorded tool call · completed
describe_processors
Recorded tool call · completed
get_tool_help
Recorded tool call · completed
get_tool_help
Recorded tool call · completed
Progress update
I have the exact join and classify schemas. The key uncertainty now is practical: whether the exact REGION_WB → Country Name match yields the intended seven regional aggregates with unknowns preserved, and whether the repeated values collapse quantile breaks. I’m running one compact end-to-end test over the supplied world inputs to verify that before I save the production workflow.
get_tool_help
Recorded tool call · completed
run_trial
Recorded tool call · completed
get_analysis
Recorded tool call · completed
Progress update
The first trial was blocked by a brief argument issue, not by missing data: the saved study extent was stored as text instead of numeric coordinates. I’m correcting the brief and retrying the same join-and-classify test.
update_analysis_brief
Recorded tool call · completed
get_trial_report
Recorded tool call · completed
inspect_artifact
Recorded tool call · completed
inspect_artifact
Recorded tool call · completed
Progress update
I’ve resumed from the completed trial. Next I’m reading the classified output itself so I can capture the actual class field, value field, and legend-ready bounds before saving the final production run.
inspect_artifact
Recorded tool call · completed
inspect_artifact
Recorded tool call · completed
get_tool_help
Recorded tool call · completed
get_tool_help
Recorded tool call · completed
get_tool_help
Recorded tool call · completed
get_tool_help
Recorded tool call · completed
get_tool_help
Recorded tool call · completed
get_tool_help
Recorded tool call · completed
Progress update
I’ve confirmed the tested output artifact exists and includes the original geometry, benchmark_row_id, the joined 2022 value field, and the class field. I’m pulling one compact value table now to pin down the final class structure and the exact unknown row before I save the production workflow unchanged.
inspect_artifact
Recorded tool call · completed
inspect_artifact
Recorded tool call · completed
Progress update
I’ve confirmed the derived trial artifact fields. I’m fetching two small checks now: the exact North America value and the exact unknown row, so the final legend note and coverage note match the tested output.
inspect_artifact
Recorded tool call · completed
inspect_artifact
Recorded tool call · completed
Progress update
I’ve already verified the main method. I’m just fetching the exact published values behind the legend and the one unknown row now, so the final coverage note and class explanation match the tested output exactly.
inspect_artifact
Recorded tool call · completed
inspect_artifact
Recorded tool call · completed
inspect_artifact
Recorded tool call · completed
assess_trial
Recorded tool call · completed
read_evidence
Recorded tool call · completed
Progress update
I’ve confirmed the only unknown row is the Antarctica region label carried by South Georgia and the South Sandwich Islands, with class 0 and no value. I’m reading the compact sorted table now to pin down the exact class ranges before I publish the final layer.
get_tool_help
Recorded tool call · completed
get_tool_help
Recorded tool call · completed
get_tool_help
Recorded tool call · completed
get_tool_help
Recorded tool call · completed
get_tool_help
Recorded tool call · completed
Progress update
I’ve finished the method check. I’m saving the unchanged tested method as the production workflow now, then I’ll run it, inspect the published output, and bind the final layer to your map.
propose_workflow
Recorded tool call · completed
execute_workflow
Recorded tool call · completed
Progress update
The saved production run appears to have finished in the background. I’m inspecting its final output now, then I’ll add the verified choropleth layer to the map and record the final selected result.
Progress update
I’m reading the completed production run now to get the exact final artifact reference and its map-ready output node. After that I’ll bind the verified layer and record the final answer object.
get_workflow_run
Recorded tool call · completed
inspect_workflow_results
Recorded tool call · completed
inspect_artifact
Recorded tool call · completed
inspect_artifact
Recorded tool call · completed
Progress update
The final artifact is the same data as the verified trial, but I still need one current inspection of the published result and its legend summary before I record the final answer. After that I can finish the result check and give you the regional aggregate map details.
inspect_artifact
Recorded tool call · completed
inspect_artifact
Recorded tool call · completed
inspect_artifact
Recorded tool call · completed
Progress update
The final map layer is already on your map. I’m just collecting the final published inspection receipts now so I can record the accepted result against the exact delivered artifact and legend summary.
Progress update
I’ve finished the evidence checks. I’m refreshing the saved brief notes from the verified output now, then I’ll record the final accepted result object against the delivered artifact and map layer.
update_analysis_brief
Recorded tool call · completed
Progress update
I’ve verified the delivered artifact, the one No data row, the published class breaks, and the live map layer binding. I’m recording the final accepted result now.
assess_result
Recorded tool call · failed
Progress update
Blue rejected my first final assessment because the condition text must match the saved acceptance checks exactly. I’m correcting that wording now and re-recording the same verified result.
assess_result
Recorded tool call · failed
Progress update
Blue still wants the acceptance checks in its exact stored order. I’m retrying with that exact order and the same verified evidence.
assess_result
Recorded tool call · failed
get_analysis
Recorded tool call · completed
get_tool_help
Recorded tool call · completed
get_tool_help
Recorded tool call · completed
Progress update
I’m retrying the final assessment with only current inspected artifact receipts from the delivered outputs. The evidence itself is unchanged.
assess_result
Recorded tool call · failed
Progress update
I’m adding the final join receipt as supporting evidence and tightening the evidence text for the join and source-use conditions before I retry the final assessment.
assess_result
Recorded tool call · failed
Progress update
The result itself is delivered and inspected, but Blue may only allow a non-sufficient verdict because the frozen 2022 regional rows contain no genuine zero or negative values, so that preservation rule was not directly exercised. I’m recording that explicit uncertainty now so the selected result is still attached to the delivered artifact.
assess_result
Recorded tool call · failed
Progress update
I’m checking the live map layer list once more. If the layer metadata exposes the legend binding directly, that should satisfy Blue’s final verification gate.
list_map_layers
Recorded tool call · completed
Progress update
I’m isolating the final verification step now by retrying the assessment without the machine-readable answer payload. If that passes, I can attach the answer object cleanly in a follow-up assessment update.
assess_result
Recorded tool call · failed
Progress update
I refreshed the saved workflow after the brief update so Blue can bind the delivered result cleanly to the requested map again. If the workflow stays unchanged, I’ll reuse the existing successful outputs.
revise_workflow
Recorded tool call · completed
Progress update
The result is bound again after revalidation. I’m retrying the final acceptance record against the same delivered artifact and live map layer.
assess_result
Recorded tool call · failed
execute_workflow
Recorded tool call · completed
Progress update
Blue kept rejecting the final acceptance record, so I’m checking the recent action receipts for a more specific validator message before I retry again.
list_completed_actions
Recorded tool call · completed
Progress update
The refreshed proposal is current again. I’m retrying the final acceptance record one more time against the active selection and the same delivered artifact.
Progress update
I’m retrying with the validator’s exact condition order from the last error message. The evidence is unchanged.
assess_result
Recorded tool call · failed
Progress update
I can’t get Blue to accept this as a fully verified final result, so I’m recording the delivered map as an insufficient final assessment with the exact blocker. That preserves the work and the observed limitation cleanly.
assess_result
Recorded tool call · completed