Create contour lines from Angola's population data in relation to power stations
The question
291123Create contour lines from Angola's population data in relation to power stations
Exact submitted task and declared adaptations
Create contour lines from Angola's population data in relation to power stations
Task conventions: Use band 1 of the frozen angola_population raster at the original grid without resampling, smoothing or clipping. Draw the explicit contour levels [50, 100, 200, 400, 600] in people per cell. These levels are a disclosed evaluation convention, not a requested interval. Use piecewise-linear marching-squares isolines through pixel-center values, low-valued connectivity at ambiguous saddles. Respect the native mask, NoData and nonfinite cells; do not bridge holes or extrapolate at the outside edge. Apply any source scale and offset. NoData means unknown, never zero. Preserve source coverage; levels outside the observed range may have no line. Do not substitute a current raster. Count nonempty requested contour LEVELS, not polyline fragments. The population-count raster, where supplied, is people per original cell; do not label it population density. Overlay the supplied power_stations original geometries on the same map. Retain exactly the point rows matching {"Country": ["Angola"]}. This is a visual spatial comparison; no invented causal correlation or extra buffer is requested.
Deliver an inspectable vector contour artifact and add it to the map with a level/units legend. End with one fenced JSON object containing: count (number of nonempty requested levels), unknown_count (number of masked or nonfinite source pixels), coverage_note, selection: {collectionId,itemId,assetKey}, level_field, feature_count (actual contour feature rows), map_layer_id. Also include overlay: {selection: {collectionId,itemId,assetKey}, map_layer_id, count}, retaining original benchmark_row_id. Explain the source season/year, units, missing coverage, and visual relationship where an overlay is requested.
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": "Angola population count, WorldPop 2020",
"edition": "2020 UN-adjusted population aggregated to 1 km cells",
"units": {
"band1": "people per cell"
},
"collectionId": "blue-generated--[resource id withheld]",
"itemId": "[resource id withheld]",
"assetKey": "data"
},
{
"name": "African power stations",
"edition": "USGS 2021 frozen compilation",
"units": {
"DsgAttr02": "MW"
},
"collectionId": "blue-generated--[resource id withheld]",
"itemId": "[resource id withheld]",
"assetKey": "data"
}
]Outcome & verification
Independent artifact and delivery checks passed.
- Duration
- 15m 51s
- Recorded Blue tool calls
- 51
- Total tokens
- 2,195,914
- 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
- 5
- Reported count
- 5
- Computation verified
- Yes
- Answer fulfilled
- Yes
Full grading and rubric record
{
"expectedCount": 5,
"actualCount": 5,
"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 frozen Angola population-count raster and supplied African power-station compilation support the exact requested contour map and Angola overlay without resampling, smoothing, clipping, gap-bridging or source substitution?
assess_trial · completed · assessment: sufficient
The supplied frozen Angola population raster supports the requested exact contour method on band 1 without resampling, smoothing, clipping or source substitution. Full-raster statistics show scale 1.0, offset 0.0, minimum 0.010543260723352432, maximum 62506.2265625, and missing_count 947409, so all five requested contour levels fall within the observed valid range while masked cells remain unknown. The contour output contains 2939 line features and only the requested levels 50, 100, 200, 400 and 600 people per cell; dissolving by level returns 5 rows, so all 5 requested levels are nonempty. The Angola power-station filter keeps 80 rows with Country fixed to Angola and benchmark_row_id present for all rows; 78 rows have point geometry and 2 retained rows have null coordinates/geometry in the source. The previews show a suitable country-scale visual comparison between the contour network and the retained Angola power-station points.
assess_result · failed · requested assessment: sufficient
I delivered the requested visual comparison using the supplied frozen sources. The final contour artifact comes from the supplied WorldPop 2020 Angola population-count raster, band 1, and the supporting statistics table shows scale 1.0, offset 0.0, minimum 0.010543260723352432, maximum 62506.2265625, and missing_count 947409 on the full raster. The final contour artifact contains 2939 contour features with a level field in people per cell, and the dissolved level-count artifact shows all five requested levels are nonempty: 50, 100, 200, 400 and 600. The contour layer is on the map as layer [resource id withheld]. The final overlay artifact comes from the supplied USGS 2021 frozen African power-station compilation, filtered to Country=Angola, with 80 retained rows and benchmark_row_id preserved. The overlay preview shows 78 point geometries draw on the map because 2 retained Angola rows have null source geometry; the overlay layer is on the same map as layer [resource id withheld]. Visually, several power stations sit near higher population contour clusters, especially in western and central Angola, while other contour clusters are away from mapped stations. This remains a visual comparison only and does not establish causation.
assess_result · completed · assessment: sufficient
Using the supplied WorldPop 2020 Angola population-count raster, I delivered a final contour artifact with 2939 line features and a level field in people per cell. The supporting full-raster statistics table shows band 1, scale 1.0, offset 0.0, minimum 0.010543260723352432, maximum 62506.2265625, and missing_count 947409 on the supplied raster. The dissolved level-count artifact lists all five requested nonempty levels: 50, 100, 200, 400 and 600. The contour layer is bound to the current map as layer [resource id withheld]. For the requested visual comparison, I also bound the supplied USGS 2021 frozen Angola power-station overlay on the same map as layer [resource id withheld].
assess_result · completed · assessment: sufficient
Using the supplied USGS 2021 frozen African power-station compilation, I delivered an Angola overlay artifact with 80 retained rows, all with Country=Angola, and benchmark_row_id preserved for all 80 rows. The current overlay preview shows 78 valid point geometries on the map because 2 retained Angola rows have null source geometry. The overlay layer is bound to the current map as layer [resource id withheld], alongside the final contour layer [resource id withheld].
Recorded workflow
- 01
Angola power stations
Recorded vector-filter · succeeded
- 02
Contour levels present
Recorded vector-dissolve · succeeded
- 03
Population contours
Recorded raster-contours · succeeded
- 04
Angola population contours
Recorded output · succeeded
- 05
Angola power stations
Recorded output · succeeded
- 06
Angola population raster statistics
Recorded output · succeeded
- 07
Requested contour levels present
Recorded output · succeeded
- 08
Population raster statistics
Recorded raster-statistics · succeeded
- 09
Supplied Angola population count raster
Recorded source · succeeded
- 10
Supplied African power stations
Recorded source · succeeded
- 11
Angola power stations
Recorded vector-filter · succeeded
- 12
Contour levels present
Recorded vector-dissolve · succeeded
- 13
Population contours
Recorded raster-contours · succeeded
- 14
Population raster statistics
Recorded raster-statistics · succeeded
- 15
Supplied Angola population count raster
Recorded source · succeeded
- 16
Supplied African power stations
Recorded source · succeeded
- 17
Population raster statistics
Recorded output · succeeded
- 18
Population contours
Recorded output · succeeded
- 19
Contour levels present
Recorded output · succeeded
- 20
Angola power stations
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 set up a small analysis brief, inspect the supplied raster/vector inputs, and test the exact contour method on the frozen Angola population grid before I save the production workflow.
get_analysis
Recorded tool call · completed
get_collection
Recorded tool call · completed
get_collection
Recorded tool call · completed
get_tool_help
Recorded tool call · completed
get_item
Recorded tool call · completed
list_processors
Recorded tool call · completed
get_item
Recorded tool call · completed
get_tool_help
Recorded tool call · completed
Progress update
I inspected the frozen inputs. The population source is the supplied WorldPop 2020 Angola count raster with band 1 in people per cell and declared NoData -99999. The overlay source is the supplied USGS 2021 African power-station compilation with a Country field and benchmark_row_id. Next I’m testing the exact contour processor and the Angola point filter before saving the full run.
update_analysis_brief
Recorded tool call · completed
describe_processors
Recorded tool call · completed
describe_processors
Recorded tool call · completed
get_collection
Recorded tool call · completed
describe_processors
Recorded tool call · completed
describe_processors
Recorded tool call · completed
get_tool_help
Recorded tool call · completed
list_processors
Recorded tool call · completed
Progress update
I’ve confirmed the exact processors I need: raster-contours matches the requested marching-squares method and vector-filter can keep only Country=Angola. I’m adding one more small check so I can count nonempty contour levels cleanly and then I’ll run a full-scope private trial on the supplied frozen inputs.
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
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
run_trial
Recorded tool call · completed
Progress update
The private test finished successfully. I’ve confirmed the raster range, all five requested contour levels, and the Angola point filter. I’m checking the trial’s spatial previews now so I can save the exact tested method as the final workflow instead of rebuilding it.
get_trial_report
Recorded tool call · completed
assess_trial
Recorded tool call · completed
describe_processors
Recorded tool call · completed
get_analysis
Recorded tool call · completed
describe_processors
Recorded tool call · completed
Progress update
I’ve verified the tested method. One practical limitation remains: the Angola station selection keeps 80 source rows, but 2 of those rows have no source geometry, so only 78 points can actually draw on the map. I’m now saving a production workflow and checking whether the contour display should use the raw lines or a classified copy to guarantee a readable level legend.
update_analysis_brief
Recorded tool call · completed
propose_workflow
Recorded tool call · completed
execute_workflow
Recorded tool call · completed
Progress update
I’ve saved the exact tested workflow. It keeps the requested frozen sources, the five contour levels, and the Angola-only point filter, plus supporting outputs for the unknown-cell count and nonempty level count. Next I’m running that saved workflow, then I’ll inspect the outputs and bind the verified layers to the map.
inspect_workflow_results
Recorded tool call · completed
Progress update
The saved run finished in the background. I’m inspecting the exact output artifacts now so I can bind the verified contour and overlay layers, then I’ll record the final answer object with the selected artifact IDs and layer IDs.
Progress update
I’ve confirmed the saved outputs and their map bindings. I’m doing two last checks now: the contour and overlay previews, and whether the current map layer metadata shows the level field cleanly enough to support the requested legend.
inspect_artifact
Recorded tool call · completed
inspect_artifact
Recorded tool call · completed
inspect_artifact
Recorded tool call · completed
inspect_artifact
Recorded tool call · completed
list_map_layers
Recorded tool call · completed
Progress update
I already have the finished artifact IDs and layer IDs from the workflow receipts. I’m retrieving the bounded inspection details now so the final assessment can use current values from the delivered contour, overlay, statistics, and level-count artifacts.
inspect_artifact
Recorded tool call · completed
inspect_artifact
Recorded tool call · completed
inspect_artifact
Recorded tool call · completed
inspect_artifact
Recorded tool call · completed
list_map_layers
Recorded tool call · completed
Progress update
I have the current inspection receipts for the contour artifact, the Angola overlay, the raster statistics table, and the nonempty-level count. I’m checking the live map layer metadata one time now so I can confirm the contour layer binding and whether the map is carrying the level/units legend information with the added layer.
Progress update
The outputs are fully inspected now. I have the final contour artifact, the supporting count/unknown statistics, and the map-bound overlay layer IDs. I’m recording the final result object next so Blue can attach the selected artifacts and answer fields to the accepted result.
assess_result
Recorded tool call · failed
Progress update
I found one wording mismatch in my own saved brief: the overlay source is a point compilation, but two Angola records in that frozen source have null geometry. I’m correcting the acceptance wording to match the original request more faithfully — exact Angola-row retention plus original geometry preservation where present — before I record the two final result assessments.
update_analysis_brief
Recorded tool call · completed
assess_result
Recorded tool call · completed
assess_result
Recorded tool call · completed