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Geospatial Heat Pipeline Setup

Inspect the original prompt language first, then copy or adapt it once you know how it fits your workflow.

Linked challenge: European Urban Chronic Heatwave Spatial Exposure & Resilience Predictor

Format
Code-aware
Lines
5
Sections
2
Linked challenge
European Urban Chronic Heatwave Spatial Exposure & Resilience Predictor

Prompt source

Original prompt text with formatting preserved for inspection.

5 lines
2 sections
No variables
0 checklist items
import geopandas as gpd
import rasterio
from prophet import Prophet

# Load urban polygon boundaries and surface temperature rasters
# Build spatial join and train Prophet time-series model...

Adaptation plan

Keep the source stable, then change the prompt in a predictable order so the next run is easier to evaluate.

Keep stable

Hold the task contract and output shape stable so generated implementations remain comparable.

Tune next

Update libraries, interfaces, and environment assumptions to match the stack you actually run.

Verify after

Test failure handling, edge cases, and any code paths that depend on hidden context or secrets.