There are many methods to fill missing values in a dataset while cleaning.
- Ignore the tuple
- Fill in the missing values manually – Time consuming not practical with large datasets
- Use a global constant to fill in the missing value – Ie replace all missing values with unknown or something similar
- Use a measure of central tendency for the attribute such as mean, median etc
- Use the most probable value to fill the missing value