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@OwenVachell It's not stated explicitly in the tutorial but there's a cell that removes zero speed (could be any value) records and this creates observation gaps for the split algorithm.
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@OwenVachell I've added explicit splitting based on a speed threshold: github.com/anitagraser/movingpandas/commit/93afc4a59123e928d043f6605d09a5c58bede357 It's in the dev version right now and should be included in the 0.5 release.