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== Aggregation Semantics == Geographic aggregation of pesticide application intensity data typically occurs at scales ranging from field or farm level to regional, national, and global extents, depending on data availability and monitoring objectives. Temporal aggregation may vary from seasonal or annual summaries to multi-year trends to capture usage patterns and changes over time. Cross-signal aggregation involves integrating pesticide application intensity with related environmental signals such as fertilizer application rates, pesticide runoff concentrations, and pollinator abundance indices to assess cumulative impacts and interactions within agroecosystems. Aggregation methods account for spatial heterogeneity and temporal variability to provide meaningful composite indicators.
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