Entropy
Entropy is a way to calculate the amount of "disorder" in a non-numeric column. Lower entropy indicates less disorder, while higher entropy indicates more.
The calculation for Shannon's entropy is: H = -Sum[ P(xi) * log2( P(xi)) ]
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