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Missing value (NaN)

Also: NaN, null, NA

Data quality and preparation

A value that isn't there. pandas shows it as NaN. Missing data can also hide as a blank space, a zero or a placeholder word.

Exampleisna() finds nothing in TotalCharges because the blanks are spaces; converting to numbers reveals 11 missing values.