Sometimes, it is acceptable to have NA values in the dataset. However, for many types of analysis, NA values need to be either removed or replaced. In the case of road length, a better estimate of total road length could be generated if the NA values were replaced with best guesses. In the following subsections, I will walk through these three approaches to handling NA values:

• Deletion
• Insertion
• Imputation