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Establish performance validation framework #6

@JackKelly

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@JackKelly

Establish performance validation framework (select time period for test set, and testing protocol) (WP 1.5)
Keep things simple for now: Don't remove "switching events". Just forecast the time series (including switching events). This also allows us to measure performance against a concrete dataset.

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