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Enhanced ``StatisticsAggregator`` classes to support time-based chunking in addition to event-based chunking.

Introduced ``BaseAggregator`` as a new base class for all aggregators, allowing extensions beyond statistics aggregation.
The new ``chunking_mode`` parameter allows aggregating statistics over time intervals (seconds) rather than
fixed event counts, enabling time-series analysis. The aggregators now work with any N-dimensional event-wise data,
making them universally applicable across different data types in ctapipe.
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