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The field of study concerning statistical methods that use space and spatial relationships (such as distance, area, volume, length, height, orientation, centrality and/or other spatial characteristics of data) directly in their mathematical computations.

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What does it mean that a variogram keeps increasing with distance?

You likely have a trend in you data. So as locations get further apart the variance increases. Try to detrend the data and then do again.
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