Event classification. The source records are protest events. For this project, Peaceful is a record whose sub_event_type is “Peaceful protest”; other non-null sub-event types are grouped as Non-Peaceful, and null values remain Unknown.
Project-defined regions. ACLED’s regional values are consolidated for comparison: Central America, South America, and the Caribbean become Latin America & Caribbean; Eastern, Middle, Southern, and Western Africa become Sub-Saharan Africa; Middle East and Northern Africa become Middle East & North Africa; Caucasus & Central Asia and South Asia become Central & South Asia; and East Asia and Southeast Asia become East & Southeast Asia. North America, Europe, Oceania, and Antarctica (shown as Oceania) remain separate.
Derived comparisons. The dashboard aggregates records into event counts, distinct locations affected, monthly totals, peacefulness shares, and reported fatalities per 100 protests. It uses a three-month moving average, comparable 2025-versus-2024 dates, Pareto cumulative shares for the 50% and 80% concentration thresholds, and logarithmic scales in the geographic scatterplot. Country labels are displayed as supplied, except “Democratic Republic of Congo,” which is shortened to “DRC.”
Original analytical choices. “Recent momentum” compares the latest three complete months with the preceding three complete months. The PSI driver matrix requires at least 20 recorded protests; its rate components use the 50-event smoothing factor described above. These transformations and the PSI are original project choices, not ACLED classifications or forecasts.