Spatial Analysis Pipeline

The code behind R-301. The workflow moves through data preparation and layer normalization, observed-model construction, Monte Carlo uncertainty modeling, null-orientation comparison, and leave-one-out sensitivity testing.

Dual-environment validation

The primary spatial construction and exploratory testing were developed in QGIS/PyQGIS, but the prepared dataset was copied into a separate Python repository and retested independently. This reduced the risk that results were artifacts of an active GIS session, manual layer handling, or software-specific project conditions.