Research/Terra/ 476358
Task evidence / country-choropleth

Show total labor force distribution across the world

PassComputational taskUnpublished draft
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The question

476358
Show total labor force distribution across the world.
Exact submitted task and declared adaptations
Show total labor force distribution across the world.

Task conventions: Use the frozen country polygons and World Bank SL.TLF.TOTL.IN 2023 column, in people. These are country-level indicators, not a subnational surface or a new regional aggregation. Join the supplied ISO_A3 to Country Code exactly. 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.



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": "World Bank SL.TLF.TOTL.IN",
    "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

Independent artifact and delivery checks passed.

Duration
13m 45s
Recorded Blue tool calls
58
Total tokens
2,469,252
Model cost
Not recorded
Application revision
d50497ea9084f29c91b05406688f87035df98d8a
Release
terra-geobenchx-v1

Recorded final answer

Done — I added the final world country layer to the map. It shows 2023 total labor force in people by country, using five quantile classes: <801,197; 801,197–2,912,540; 2,912,540–5,806,355; 5,806,355–15,829,771; and ≥15,829,771, plus a neutral No data class. 186 countries have known values, and 65 remain No data because the exact ISO_A3/Country Code match failed or the frozen 2023 value is null. Key limits: this is a country-level map only, not a subnational surface or a new regional aggregation. Sources: supplied frozen World Bank country polygons and supplied frozen World Bank SL.TLF.TOTL.IN 2023 table, Blue-hosted benchmark fixtures retrieved 2026-10-07 UTC. ### Limitations - Nonmatching ISO_A3 and Country Code identifiers or missing 2023 measurements remain unknown; this map cannot infer replacements or substitute another year. - This is a country-level indicator map only; it does not represent subnational distribution or a new regional aggregation. - Unknown countries remain where the exact ISO_A3 to Country Code join did not match or the frozen 2023 value is null. - Country-level only; no subnational surface or regional aggregation. - Unknown countries remain where the exact join does not match or the frozen 2023 value is null. - Classes are display bins, not raw measurement changes.

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
186
Reported count
186
Computation verified
Yes
Answer fulfilled
Yes
Full grading and rubric record
{
  "expectedCount": 186,
  "actualCount": 186,
  "expectedMetrics": null,
  "actualMetrics": null,
  "computationCorrect": true,
  "answerFulfilled": true,
  "adjudication": null,
  "qualification": null,
  "reasons": []
}

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 exact ISO_A3 to Country Code join on the supplied frozen inputs preserve every country and produce the required 2023 quantile choropleth with unknowns kept separate?

assess_trial · completed · assessment: sufficient

The full-world trial preserved all 251 supplied country features and benchmark_row_id values, joined the frozen 2023 column by exact ISO_A3 equals Country Code, and classified the known values into five quantile classes with a separate No data class. The join left 65 countries with unknown 2023 values and did not convert them to zero. The classifier summary reported breaks at 801197, 2912540, 5806355, and 15829771 people, with class counts 37, 37, 37, 37, and 38 plus 65 No data countries.

assess_result · failed · requested assessment: sufficient

Delivered a world country choropleth from the supplied frozen inputs. The final artifact preserves all 251 original country features and benchmark_row_id values, joins the frozen World Bank SL.TLF.TOTL.IN 2023 values by exact ISO_A3 to Country Code, keeps 65 countries as No data where the join or measurement is unknown, and classifies the 186 known values into five quantile classes. The exact breakpoints are 801197, 2912540, 5806355, and 15829771 people. The exact generated artifact was added to the map as layer [resource id withheld].

assess_result · completed · assessment: sufficient

Delivered the final published world country choropleth from the supplied frozen inputs. The final artifact preserves all 251 original country features and benchmark_row_id values, joins the frozen World Bank SL.TLF.TOTL.IN 2023 values by exact ISO_A3 to Country Code, keeps 65 countries as No data where the exact join or 2023 measurement is unknown, and classifies the 186 known values into five quantile classes. The final legend breaks are 801197, 2912540, 5806355, and 15829771 people, with a neutral No data category. The final published artifact is on the map as layer [resource id withheld].

Recorded workflow

  1. 01

    Classify 2023 labor force values

    Recorded vector-classify · succeeded

  2. 02

    Frozen country polygons

    Recorded source · succeeded

  3. 03

    Total labor force, 2023

    Recorded output · succeeded

  4. 04

    Join labor force to countries

    Recorded table-attribute-join · succeeded

  5. 05

    Frozen labor force table

    Recorded source · succeeded

  6. 06

    Classify 2023 labor force values

    Recorded vector-classify · succeeded

  7. 07

    Frozen country polygons

    Recorded source · succeeded

  8. 08

    Join labor force to countries

    Recorded table-attribute-join · succeeded

  9. 09

    Frozen labor force table

    Recorded source · succeeded

  10. 10

    Join labor force to countries

    Recorded output · succeeded

  11. 11

    Classify 2023 labor force values

    Recorded output · succeeded

Activity

Recorded actions

Recorded 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.

  1. Progress update

    I’ll build the country join and fixed 2023 quantile choropleth from the supplied frozen inputs, then inspect the finished artifact and map layer before I deliver it.

  2. get_analysis

    Recorded tool call · completed

  3. get_map_context

    Recorded tool call · completed

  4. get_collection

    Recorded tool call · completed

  5. get_collection

    Recorded tool call · completed

  6. Progress update

    I’ve confirmed the two frozen inputs. Next I’m checking their actual fields and the join/classification processors so I can preserve every country, keep unknowns distinct, and use the fixed 2023 convention exactly.

  7. get_tool_help

    Recorded tool call · completed

  8. list_processors

    Recorded tool call · completed

  9. list_processors

    Recorded tool call · completed

  10. list_processors

    Recorded tool call · completed

  11. get_item

    Recorded tool call · completed

  12. get_item

    Recorded tool call · completed

  13. update_analysis_brief

    Recorded tool call · completed

  14. describe_processors

    Recorded tool call · completed

  15. describe_processors

    Recorded tool call · completed

  16. Progress update

    I’ve got the exact join and classify processors. Because the input is small, I’m testing the real full-country computation now so I can inspect both the join coverage and the finished legend behavior before I save the production run.

  17. get_tool_help

    Recorded tool call · completed

  18. get_tool_help

    Recorded tool call · completed

  19. get_tool_help

    Recorded tool call · completed

  20. get_tool_help

    Recorded tool call · completed

  21. get_tool_help

    Recorded tool call · completed

  22. run_trial

    Recorded tool call · completed

  23. Progress update

    The first trial failed on a brief formatting detail, not on the data or method. I’m correcting the study extent to an explicit numeric world bbox and rerunning the same tested computation.

  24. update_analysis_brief

    Recorded tool call · completed

  25. get_trial_report

    Recorded tool call · completed

  26. Progress update

    The method worked on the full world inputs. I found 251 country features preserved, 186 with known 2023 values and 65 unknowns, so I’m promoting that tested computation into the final workflow, then I’ll inspect the final layer and legend before I add it to your map.

  27. get_tool_help

    Recorded tool call · completed

  28. get_tool_help

    Recorded tool call · completed

  29. get_tool_help

    Recorded tool call · completed

  30. get_tool_help

    Recorded tool call · completed

  31. get_tool_help

    Recorded tool call · completed

  32. get_tool_help

    Recorded tool call · completed

  33. inspect_artifact

    Recorded tool call · completed

  34. inspect_artifact

    Recorded tool call · completed

  35. inspect_artifact

    Recorded tool call · completed

  36. inspect_artifact

    Recorded tool call · completed

  37. Progress update

    The full-world test is done. I’m now inspecting the classified output itself for final fields and legend details so I can save the exact workflow, add the right map layer, and return the required counts and artifact selection.

  38. list_map_layers

    Recorded tool call · completed

  39. inspect_workflow_results

    Recorded tool call · completed

  40. Progress update

    I’ve confirmed the output fields and counts. Next I’m checking the exact workflow output bindings so I can add the classified layer with its published display, then I’ll record the final assessment and answer.

  41. Progress update

    I’ve confirmed the finished country artifact and counts. I’m checking the classifier’s summary output now so I can report the exact legend, then I’ll put the verified layer on your map and finalize the result.

  42. get_tool_help

    Recorded tool call · completed

  43. get_tool_help

    Recorded tool call · completed

  44. inspect_artifact

    Recorded tool call · completed

  45. inspect_artifact

    Recorded tool call · completed

  46. Progress update

    I have the exact breaks now: five quantile classes over 186 known country values, plus 65 No data countries. I’m pulling the classifier job ID so I can add the published choropleth layer to the map instead of a plain source table.

  47. list_processor_jobs

    Recorded tool call · completed

  48. list_processor_jobs

    Recorded tool call · completed

  49. get_item

    Recorded tool call · completed

  50. Progress update

    The classified artifact already carries the published legend and No data styling, so I’m adding that exact generated item to the map now and then I’ll verify the layer binding before I finalize the answer.

  51. add_catalog_layer

    Recorded tool call · completed

  52. list_map_layers

    Recorded tool call · completed

  53. assess_trial

    Recorded tool call · completed

  54. update_analysis_brief

    Recorded tool call · completed

  55. Progress update

    I’ve verified the layer binding and the classifier summary. I’m recording the final result now with the exact artifact selection, counts, and map layer ID so the delivered answer matches the layer on your map.

  56. assess_result

    Recorded tool call · failed

  57. Progress update

    The trial artifact itself can’t be selected as the final published result, so I’m promoting the tested computation into a proper workflow now, with the map and its classification summary as final deliverables.

  58. propose_workflow

    Recorded tool call · completed

  59. Progress update

    The saved draft only had one fixable issue: the extra summary deliverable wasn’t a runnable dataset output. I’m resaving the same tested workflow with just the map deliverable so I can execute the final output cleanly.

  60. propose_workflow

    Recorded tool call · completed

  61. Progress update

    The final workflow is now clean and matches the tested computation. I’m running that exact saved workflow so the selected result comes from a proper final output rather than a private trial artifact.

  62. execute_workflow

    Recorded tool call · completed

  63. Progress update

    The saved final workflow finished. I’m inspecting its exact output now, then I’ll add that final artifact to the map and record the accepted result against it.

  64. inspect_workflow_results

    Recorded tool call · completed

  65. list_map_layers

    Recorded tool call · completed

  66. Progress update

    I’ve got the final published artifact and its map layer ID. I’m doing one last direct inspection of that final output and its summary so the accepted result uses the final workflow artifact, not the earlier trial copy.

  67. inspect_artifact

    Recorded tool call · completed

  68. inspect_artifact

    Recorded tool call · completed

  69. inspect_artifact

    Recorded tool call · completed

  70. Progress update

    I’m fetching the immutable receipts for the final published artifact and its classification summary now. That lets me attach the accepted answer to the final workflow output and the final map layer.

  71. inspect_artifact

    Recorded tool call · completed

  72. get_item

    Recorded tool call · completed

  73. inspect_artifact

    Recorded tool call · completed

  74. inspect_artifact

    Recorded tool call · completed

  75. Progress update

    I’ve verified the final published artifact, its final map layer, and the legend breaks. I’m recording the accepted result against that final output now, then I’ll give you the short plain-language summary.

  76. assess_result

    Recorded tool call · completed

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