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Her algorithm doesn't require calibration. The color chart in many of the photos is to demonstrate the effect, or was just habit when she took them.

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True, but the method would totally benefit from calibration, because not all water is made the same - some has different densities of particulates in.

Also I imagine that depth would be a significant factor

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