Web Reference: Dec 3, 2025 · Missing values appear when some entries in a dataset are left blank, marked as NaN, None or special strings like "Unknown". If not handled properly, they can reduce accuracy, create bias and break algorithms that require complete data. Replace all missing entries with the value from the previous entry. Since there is no previous element in the Rain variable, the missing character vector is not replaced. Oct 18, 2024 · Use imputation: Instead of dropping data, consider using imputation techniques that replace missing values with estimates, such as the mean, median, or using predictive models.
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