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A positive transaction-amount feature has a long right tail. The team considers a log transformation, but some records contain zero. What should be checked before applying it?
Published
- Drop all evaluation data because the distribution is skewed
- Apply an ordinary logarithm to zero without any handling
- Treat the amounts as unique customer identifiers
- Choose a transformation defined for the observed values and assess its modeling effect
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