Research/Terra/ 275666
Task evidence / country-choropleth

Compare rural population percentages in Western Asian countries

PassComputational taskUnpublished draft
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The question

275666
Compare rural population percentages in Western Asian countries
Exact submitted task and declared adaptations
Compare rural population percentages in Western Asian countries

Task conventions: Use the frozen country polygons and World Bank 2023 rural and total population columns, both measured in people. The derived map is in percent of population. 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 in the declared geography and its 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. Count original boundary features, not deduplicated sovereign states; preserve all source rows that meet the declared geography. Country-code sentinels such as -99 remain unmatched. Geography is fixed to original country features with SUBREGION in ["Western Asia"]; retain all matching source geometries, and no others. Classification is calculated only over this geography. Membership reflects this disclosed benchmark edition, not current organization membership. The mapped quantity is 100 times 2023 rural population divided by 2023 total population, joined by the same country code. Missing numerator/denominator or zero denominator is unknown. For rural-urban distribution, the rural share is sufficient and urban share is its complement.



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 SP.RUR.TOTL",
    "edition": "Frozen GeoBenchX World Development Indicators; use 2023",
    "units": {
      "2023": "people"
    },
    "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

Independent artifact and delivery checks passed.

Duration
30m 10s
Recorded Blue tool calls
51
Total tokens
3,719,796
Model cost
Not recorded
Application revision
d50497ea9084f29c91b05406688f87035df98d8a
Release
terra-geobenchx-v1

Recorded final answer

Done — the map now shows 2023 rural population share (%) for the 18 retained Western Asia benchmark country features. All 18 had known values, so the gray No data category is available but unused here. Legend breaks are: <8.8404%, 8.8404–<12.0968%, 12.0968–<23.7098%, 23.7098–<38.0682%, and ≥38.0682%. Kuwait remains a real 0%, not No data. This uses the frozen GeoBenchX World Bank country boundaries plus frozen World Bank World Development Indicators rural population and total population tables for 2023, joined exactly by ISO_A3 to Country Code, retrieved 2026-10-07. Limitation: this is a country-level 2023 measure, so it does not show within-country variation. Next step: click the layer to inspect each country’s percent, class, and benchmark_row_id. ### Limitations - This is a country-level 2023 indicator; it does not describe subnational rural distribution within countries. - The geography follows the supplied frozen benchmark edition of Western Asia country features. - Country-level 2023 rural population values in people; not subnational measurements. - Country-level 2023 total population values in people; not subnational measurements. - This is a country-level 2023 indicator; it does not show within-country variation.

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
18
Reported count
18
Computation verified
Yes
Answer fulfilled
Yes
Full grading and rubric record
{
  "expectedCount": 18,
  "actualCount": 18,
  "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 full Western Asia benchmark workflow keep every declared country feature, join the supplied 2023 rural and total population values exactly by ISO_A3 to Country Code, calculate rural share in percent, and classify known values into quantiles while keeping unknowns separate?

run_trial · completed

After correcting the joined field names, does the full Western Asia benchmark workflow produce a valid 2023 rural-share percent field and a five-quantile choropleth that keeps every retained country row and any unknowns as No data?

assess_trial · completed · assessment: insufficient

The workflow correctly retained 18 boundary rows where SUBREGION is Western Asia and preserved benchmark_row_id. Both left joins matched all 18 retained ISO_A3 codes to Country Code with no unmatched input features. The trial did not answer the full question because the percentage calculation referenced a non-existent field name after the joins. Inspection showed the joined rural and total columns were renamed to 2023_x and 2023_y, so the calculation and downstream classification did not run.

assess_trial · completed · assessment: sufficient

The corrected full-area trial succeeded. It retained all 18 Western Asia benchmark country rows and produced a numeric rural_share_pct field in percent plus a rural_share_class field with five quantile classes. All 18 retained countries had known numeric values, so the No data category remains available but has zero rows in this geography. The observed quantile breaks were 8.840403565791053, 12.096803603612699, 23.70980031865801, and 38.068201958481524 percent, and the output preserved genuine zero for Kuwait rather than treating it as missing.

assess_result · completed · assessment: sufficient

The final map layer and artifact are ready. The workflow retained the 18 frozen Western Asia benchmark country features, joined the frozen 2023 World Bank rural and total population tables exactly by ISO_A3 to Country Code, calculated rural_share_pct in percent, and classified all 18 known values into five quantile classes. The final layer is on the map as [resource id withheld], and the artifact keeps geometry, benchmark_row_id, rural_share_pct, and rural_share_class for every retained country.

Recorded workflow

  1. 01

    Frozen benchmark country boundaries

    Recorded source · succeeded

  2. 02

    Calculate rural share percent

    Recorded vector-field-calculate · succeeded

  3. 03

    Classify rural share

    Recorded vector-classify · succeeded

  4. 04

    Western Asia rural population share (2023)

    Recorded output · succeeded

  5. 05

    Join 2023 rural population

    Recorded table-attribute-join · succeeded

  6. 06

    Join 2023 total population

    Recorded table-attribute-join · succeeded

  7. 07

    Frozen WDI rural population

    Recorded source · succeeded

  8. 08

    Frozen WDI total population

    Recorded source · succeeded

  9. 09

    Keep Western Asia benchmark rows

    Recorded vector-filter · succeeded

  10. 10

    Frozen benchmark country boundaries

    Recorded source · succeeded

  11. 11

    Calculate rural share percent

    Recorded vector-field-calculate · succeeded

  12. 12

    Classify rural share

    Recorded vector-classify · succeeded

  13. 13

    Join 2023 rural population

    Recorded table-attribute-join · succeeded

  14. 14

    Join 2023 total population

    Recorded table-attribute-join · succeeded

  15. 15

    Frozen WDI rural population

    Recorded source · succeeded

  16. 16

    Frozen WDI total population

    Recorded source · succeeded

  17. 17

    Calculate rural share percent

    Recorded output · succeeded

  18. 18

    Classify rural share

    Recorded output · succeeded

  19. 19

    Keep Western Asia benchmark rows

    Recorded vector-filter · succeeded

  20. 20

    Frozen benchmark country boundaries

    Recorded source · succeeded

  21. 21

    Calculate rural share percent

    Recorded vector-field-calculate · failed

  22. 22

    Classify rural share

    Recorded vector-classify · skipped

  23. 23

    Join 2023 rural population

    Recorded table-attribute-join · succeeded

  24. 24

    Join 2023 total population

    Recorded table-attribute-join · succeeded

  25. 25

    Frozen WDI rural population

    Recorded source · succeeded

  26. 26

    Frozen WDI total population

    Recorded source · succeeded

  27. 27

    Keep Western Asia benchmark rows

    Recorded output · succeeded

  28. 28

    Join 2023 rural population

    Recorded output · succeeded

  29. 29

    Join 2023 total population

    Recorded output · succeeded

  30. 30

    Calculate rural share percent

    Recorded output · skipped

  31. 31

    Classify rural share

    Recorded output · skipped

  32. 32

    Keep Western Asia benchmark rows

    Recorded vector-filter · 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. get_analysis

    Recorded tool call · completed

  2. Progress update

    I’ll check the saved analysis context and inspect the three supplied datasets first, then I’ll test the join and classification on a small private run before saving the full map workflow.

  3. get_collection

    Recorded tool call · completed

  4. get_collection

    Recorded tool call · completed

  5. get_collection

    Recorded tool call · completed

  6. get_item

    Recorded tool call · completed

  7. get_item

    Recorded tool call · completed

  8. Progress update

    I found the frozen benchmark collections. Next I’m checking their actual item schemas and a bounded sample so I can join the exact fields the task names without guessing.

  9. get_item

    Recorded tool call · completed

  10. inspect_artifact

    Recorded tool call · failed

  11. list_processors

    Recorded tool call · completed

  12. describe_processors

    Recorded tool call · completed

  13. describe_processors

    Recorded tool call · completed

  14. update_analysis_brief

    Recorded tool call · completed

  15. get_tool_help

    Recorded tool call · completed

  16. Progress update

    I’ve recorded the goal and the final checks that the delivered country layer must pass. Now I’m running one bounded vertical-slice test over the full benchmark geography to confirm the exact filter, ISO joins, percent field, and quantile classes together.

  17. get_tool_help

    Recorded tool call · completed

  18. list_processors

    Recorded tool call · completed

  19. get_tool_help

    Recorded tool call · completed

  20. describe_processors

    Recorded tool call · completed

  21. get_tool_help

    Recorded tool call · completed

  22. get_tool_help

    Recorded tool call · completed

  23. get_tool_help

    Recorded tool call · completed

  24. get_tool_help

    Recorded tool call · completed

  25. get_tool_help

    Recorded tool call · completed

  26. run_trial

    Recorded tool call · completed

  27. Progress update

    The first private test found a field-name mismatch after the two joins, which is a fixable argument issue, not a data gap. I’m inspecting the successful intermediate outputs now so I can correct the calculation with the exact joined field names and finish the tested method.

  28. get_workflow_run

    Recorded tool call · completed

  29. Progress update

    I confirmed the trial failed only at the percentage calculation step. I’m checking the successful filtered and joined outputs now to verify the retained country count and the exact joined field names before I run the focused correction.

  30. inspect_artifact

    Recorded tool call · completed

  31. inspect_artifact

    Recorded tool call · completed

  32. inspect_workflow_results

    Recorded tool call · completed

  33. inspect_artifact

    Recorded tool call · completed

  34. inspect_artifact

    Recorded tool call · completed

  35. Progress update

    I’ve got the intermediate outputs ready. Next I’m reading the filtered country rows and the joined table fields, then I’ll run the corrected percent-and-classification slice using the exact joined column names the processor created.

  36. run_trial

    Recorded tool call · completed

  37. Progress update

    The fix is clear now: the joined rural and total columns are `2023_x` and `2023_y`. I’m rerunning the full benchmark workflow with that correction so the saved production method matches a tested full-area result.

  38. assess_trial

    Recorded tool call · completed

  39. Progress update

    I’ve now got a successful full-area test: all 18 retained Western Asia country rows have values, and the classified output was created. I’m saving that tested method as the production workflow, then I’ll run it, add the final layer to the map, and verify the delivered artifact and legend details.

  40. get_analysis

    Recorded tool call · completed

  41. get_item

    Recorded tool call · completed

  42. get_tool_help

    Recorded tool call · completed

  43. Progress update

    The corrected test succeeded and exposed the final class breaks too. I’m recording that tested full-area method now, then I’ll turn it into the final workflow and run the deliverable.

  44. get_trial_report

    Recorded tool call · completed

  45. inspect_artifact

    Recorded tool call · completed

  46. get_tool_help

    Recorded tool call · completed

  47. inspect_artifact

    Recorded tool call · completed

  48. assess_trial

    Recorded tool call · completed

  49. Progress update

    I’ve finished method development. I’m refreshing the brief now so the saved workflow carries the confirmed 18-country scope, the tested join behavior, and the real remaining limitation instead of the earlier setup notes.

  50. update_analysis_brief

    Recorded tool call · completed

  51. get_tool_help

    Recorded tool call · completed

  52. Progress update

    I’m saving the tested full-scope computation exactly as the production workflow now. Then I’ll resolve the earlier failed-test finding against this corrected method and execute the saved result.

  53. propose_workflow

    Recorded tool call · completed

  54. Progress update

    The first saved draft kept the trial’s global input extent, so I’m correcting the production workflow to use the actual Western Asia study scope and the exact fixed classification settings.

  55. propose_workflow

    Recorded tool call · completed

  56. Progress update

    The workflow is now valid and runnable. I’m resolving the earlier failed-test finding against the corrected full-area evidence so Blue can execute this exact saved proposal.

  57. assess_plan

    Recorded tool call · completed

  58. execute_workflow

    Recorded tool call · completed

  59. inspect_workflow_results

    Recorded tool call · completed

  60. Progress update

    I’ve confirmed the workflow finished and the deliverable receipt says the layer was added to your map. I’m doing two last checks now: the exact final country rows and the current map layer list, so the accepted answer points to the delivered artifact and layer that are actually there.

  61. get_item

    Recorded tool call · completed

  62. inspect_artifact

    Recorded tool call · completed

  63. list_map_layers

    Recorded tool call · completed

  64. inspect_artifact

    Recorded tool call · completed

  65. Progress update

    I’ve confirmed the final derived artifact and the live map layer ID. I’m fetching the final inspected artifact receipt one more time so the accepted result can point to the exact delivered output, then I’ll record the final answer object.

  66. Progress update

    I’ve verified the final output: 18 retained Western Asia benchmark country features, 18 known values, a distinct No data category in the legend, and the delivered map layer bound on the map. I’m recording the final answer object now with the exact artifact selection and layer ID.

  67. assess_result

    Recorded tool call · completed

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