the choice of aggregation affects what is visible. (2) **Simpson's paradox in aggregation** — subgroup patterns can reverse. (3) **Color scale saturation** — linear scales hide sparse regions in heavy-tailed data; use log or eq_hist. (4) **Sampling bias** — random sampling loses outliers. (5) **Alia