Research/Terra/ 634036
Task evidence / country-choropleth

Map total freshwater withdrawals as percentage of internal resources by country

PassComputational taskUnpublished draft
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The question

634036
Map total freshwater withdrawals as percentage of internal resources by country.
Exact submitted task and declared adaptations
Map total freshwater withdrawals as percentage of internal resources by country.

Task conventions: Use the frozen country polygons and World Bank ER.H2O.FWTL.ZS 2021 column, in % of internal resources. 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": "Freshwater withdrawals as percent of internal resources",
    "edition": "Frozen World Development Indicators; use 2021",
    "units": {
      "2021": "percent of internal freshwater resources"
    },
    "collectionId": "blue-generated--[resource id withheld]",
    "itemId": "[resource id withheld]",
    "assetKey": "data"
  }
]

Outcome & verification

Independent artifact and delivery checks passed.

Duration
15m 46s
Recorded Blue tool calls
45
Total tokens
1,812,149
Model cost
Not recorded
Application revision
d50497ea9084f29c91b05406688f87035df98d8a
Release
terra-geobenchx-v1

Recorded final answer

I added the 2021 country layer to the map. It maps freshwater withdrawals as a share of internal freshwater resources at country level only: 179 features have known values and 72 are shown as a separate No data category, not zero. Legend: No data; 0.0207–<1.5849; 1.5849–<4.8307; 4.8307–<16.6200; 16.6200–<45.6652; 45.6652–7750.0 % of internal resources. Main limits: unknowns include unmatched ISO codes and missing 2021 measurements, and some original retained features share the same ISO_A3 so the same country value can appear on more than one feature. Sources: World Bank country boundaries benchmark fixture and frozen World Bank WDI ER.H2O.FWTL.ZS 2021 benchmark fixture, Blue-hosted; source revision not provided; retrieved 2026-10-07. ### Limitations - Country-level indicator only. It does not create subnational values or a new regional aggregation. - Unknown values include both nonmatching country codes and missing 2021 measurements; they remain a separate No data category. - Some original country features share ISO_A3, so identical country values can appear on more than one retained original feature. - Some original features share ISO_A3 and must remain separate in the final artifact. - The frozen table includes non-country aggregate codes and null 2021 values. - Unmatched codes remain unknown and are not guessed or replaced. - Unknown countries stay in a separate No data class; known values alone determine quantile breaks.

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
179
Reported count
179
Computation verified
Yes
Answer fulfilled
Yes
Full grading and rubric record
{
  "expectedCount": 179,
  "actualCount": 179,
  "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

Do the supplied boundary and indicator items expose the exact fields needed for the requested ISO_A3 to Country Code join and the 2021 numeric value?

assess_trial · completed · assessment: sufficient

The supplied country boundaries expose ISO_A3 and benchmark_row_id on 251 original country features. The supplied indicator table exposes Country Code, Indicator Code ER.H2O.FWTL.ZS, and a numeric 2021 field on 266 rows. These exact fields support the requested exact ISO_A3 to Country Code left join without substituting another year.

run_trial · completed

Does the full global join-and-class method preserve every supplied country feature while producing the requested 2021 value field, unknown handling, and quantile classes?

assess_trial · completed · assessment: sufficient

The tested global workflow preserved all 251 supplied country features and benchmark_row_id values, joined the frozen 2021 indicator by exact ISO_A3 to Country Code with a left join, and added a withdrawal_class field through quantile classification. In the joined output, 34 supplied features had no matching Country Code, and the final 2021 field is null for 72 features total. The classified output keeps those unknowns while assigning class values 1 through 5 to known numeric values and class 0 to No data.

assess_result · completed · assessment: sufficient

The final country layer is on the map and the selected output artifact retains all 251 supplied country features and benchmark_row_id values. It carries the numeric 2021 field and the withdrawal_class field, with 179 known values and 72 No data countries. The published class summary shows five quantile classes over known values plus class 0 for No data, with the requested percent units and numeric breakpoints.

Recorded workflow

  1. 01

    Classify joined 2021 values

    Recorded vector-classify · succeeded

  2. 02

    Supplied country boundaries

    Recorded source · succeeded

  3. 03

    Freshwater withdrawals by country (2021)

    Recorded output · succeeded

  4. 04

    Join 2021 withdrawals to countries

    Recorded table-attribute-join · succeeded

  5. 05

    Supplied freshwater withdrawals table

    Recorded source · succeeded

  6. 06

    Classify joined 2021 values

    Recorded vector-classify · succeeded

  7. 07

    Supplied country boundaries

    Recorded source · succeeded

  8. 08

    Join 2021 withdrawals to countries

    Recorded table-attribute-join · succeeded

  9. 09

    Join 2021 withdrawals to countries

    Recorded output · succeeded

  10. 10

    Classify joined 2021 values

    Recorded output · succeeded

  11. 11

    Supplied freshwater withdrawals table

    Recorded source · succeeded

  12. 12

    Supplied country boundaries

    Recorded source · succeeded

  13. 13

    Supplied country boundaries

    Recorded output · succeeded

  14. 14

    Supplied freshwater withdrawals table

    Recorded output · succeeded

  15. 15

    Supplied freshwater withdrawals table

    Recorded source · 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 use the two supplied frozen inputs, verify their fields, then test the exact join and classing method on a small private draft before I save the full map workflow.

  2. get_analysis

    Recorded tool call · completed

  3. Progress update

    I recovered a blank analysis record. Next I’m recording the requested result and its hard checks so the join, unknown handling, legend, and final map can be verified against the delivered layer—not just against a draft workflow.

  4. update_analysis_brief

    Recorded tool call · completed

  5. get_collection

    Recorded tool call · completed

  6. get_collection

    Recorded tool call · completed

  7. list_processors

    Recorded tool call · completed

  8. Progress update

    I confirmed the two immutable inputs exist and found the key preparation tools: an exact attribute join and a numeric vector classifier that already preserves unknowns, genuine zeroes, and upper-class break handling. Next I’m checking their exact schemas and the source fields so I can test the requested method without guessing column names.

  9. describe_processors

    Recorded tool call · completed

  10. get_tool_help

    Recorded tool call · completed

  11. get_tool_help

    Recorded tool call · completed

  12. get_tool_help

    Recorded tool call · completed

  13. get_tool_help

    Recorded tool call · completed

  14. run_trial

    Recorded tool call · completed

  15. Progress update

    The private source check finished in the background. I confirmed the supplied country file has 251 features and the indicator table has 266 country rows. Now I’m pulling the exact field names and a few sample rows so I can test the join and the fixed 2021 classing exactly as requested.

  16. inspect_artifact

    Recorded tool call · completed

  17. inspect_artifact

    Recorded tool call · completed

  18. inspect_artifact

    Recorded tool call · completed

  19. inspect_artifact

    Recorded tool call · completed

  20. Progress update

    I’ve verified the frozen inputs exist. Now I’m reading the exact source fields and sample rows so the join uses the real ISO and 2021 columns, not guessed names.

  21. inspect_artifact

    Recorded tool call · completed

  22. inspect_artifact

    Recorded tool call · completed

  23. inspect_artifact

    Recorded tool call · completed

  24. inspect_artifact

    Recorded tool call · completed

  25. Progress update

    I found the exact boundary join field: `ISO_A3`. The indicator table has `Country Code` and a numeric `2021` field. It does not have its own `benchmark_row_id`, which is fine because the final artifact only needs to retain the original country `benchmark_row_id`. Next I’m running the full join-and-class method privately and inspecting the actual known/unknown counts and class field before I save the final workflow.

  26. inspect_artifact

    Recorded tool call · completed

  27. Progress update

    I’ve confirmed the exact join and value fields. Next I’m testing the full global join and quantile classing privately so I can verify the known/unknown counts and the final class field before I publish the map layer.

  28. get_tool_help

    Recorded tool call · completed

  29. get_tool_help

    Recorded tool call · completed

  30. inspect_artifact

    Recorded tool call · completed

  31. get_tool_help

    Recorded tool call · completed

  32. Progress update

    I’ve verified the exact fields and the indicator table shape. Now I’m recording that source check, then I’ll run one full private test of the actual join-and-class method over all supplied countries.

  33. assess_trial

    Recorded tool call · completed

  34. get_tool_help

    Recorded tool call · completed

  35. get_tool_help

    Recorded tool call · completed

  36. Progress update

    I’ve finished the field check. Now I’m running one full private test of the actual global workflow: exact left join on `ISO_A3` to `Country Code`, then five-quantile classing on the joined `2021` values with a separate No data class.

  37. run_trial

    Recorded tool call · completed

  38. Progress update

    The full private test worked: all 251 supplied country features stayed in the output, 179 have a known 2021 value, and 72 remain unknown. I’m recording that result, then I’ll save the tested computation as the production workflow instead of rebuilding it.

  39. assess_trial

    Recorded tool call · completed

  40. update_analysis_brief

    Recorded tool call · completed

  41. Progress update

    I’ve tested the exact global method. Now I’m saving that tested computation as the production draft with the fixed join and classing settings locked in, so the final run matches the verified method.

  42. propose_workflow

    Recorded tool call · completed

  43. execute_workflow

    Recorded tool call · completed

  44. Progress update

    The production workflow is validated and matches the tested global method. I’m starting the final run now, then I’ll inspect the delivered artifact and bind the verified layer to the map before I finish.

  45. inspect_workflow_results

    Recorded tool call · completed

  46. Progress update

    The final artifact is on the map already. I’m checking the delivered table fields and the published summary now so I can confirm the exact counts, class field, and legend bounds from the final output itself.

  47. inspect_artifact

    Recorded tool call · completed

  48. inspect_artifact

    Recorded tool call · completed

  49. inspect_artifact

    Recorded tool call · completed

  50. inspect_artifact

    Recorded tool call · completed

  51. Progress update

    I have the final map layer and the published class summary. I’m making one last bounded inspection of the delivered artifact itself so I can verify the required fields and then record the final result with the exact selected output.

  52. inspect_artifact

    Recorded tool call · completed

  53. inspect_artifact

    Recorded tool call · completed

  54. get_tool_help

    Recorded tool call · completed

  55. Progress update

    I have the final artifact fields, the exact known and unknown counts, the legend breaks, and the live map layer binding. I’m recording the final assessment now with the selected output object Blue asked for.

  56. get_tool_help

    Recorded tool call · completed

  57. get_analysis

    Recorded tool call · completed

  58. Progress update

    I’ve verified the final output itself. I’m refreshing the brief notes to remove the old “still pending” planning language, then I’ll lock in the final result assessment.

  59. update_analysis_brief

    Recorded tool call · completed

  60. revise_workflow

    Recorded tool call · completed

  61. Progress update

    I updated the brief wording to match the finished work. I’m refreshing the retained proposal once so the analysis record stays consistent with that final wording, then I’ll submit the result assessment.

  62. Progress update

    I’ve verified the delivered artifact, the class summary, and the live layer binding. Recording the final result now.

  63. assess_result

    Recorded tool call · completed

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