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VisualizationsApplied Machine Learning

Correlated Feature Shuffle

Shuffle the size column and impossible houses appear, like 8 rooms in 30 m². When two features rise together, shuffling one invents houses that can't exist.

roomswhere real houses live036950100150size (m²)8 rooms in 30 m²no real house like this
r = 0.98Impossible houses: 0 of 10

Size and rooms rise together, so every real house sits inside the shaded band.

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