Interactive exploration

Explore aggregated risk results dynamically.

Use filters and cross variables to move beyond the summary cards: compare sectors, ratings and risk tiers, switch chart types, and inspect the evolution of stress over time.

Dynamic aggregated view

The controls below use the same JSON generated by the PySpark pipeline. They let a reviewer test different business cuts without rerunning the job.

Selected cross-analysis

Stress trend by sector

GroupEntitiesTotal exposureAvg. stressAvg. ML probability