Scale Algorithm: Nice numbers using factors 1, 2, 5, powers of 10

Binning: Sturges rule (ceil(log2(n)+1)). FD width for reference.

Index: Quadtree for O(log n) spatial lookup in scatter.

Re-aggregation: Incremental on filter change. Data precomputed monthly.