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@jhansen,
Equating hoveredSeries === e.entries[i].dataSeries.index should work for you, even in the case of missing datapoints. Please take a look at this updated JSFiddle for the complete code.
hoveredSeries === e.entries[i].dataSeries.index
— Ananya Deka Team CanvasJS