Missing income values require imputation. Which process avoids evaluation leakage?

1. Fill every missing value with the prediction target
2. Compute the median from all future validation batches first
3. Impute each column with a value chosen after examining test labels
4. Estimate imputation parameters using training rows and reuse them for validation and inference