Data preparation approaches
When getting ready to begin data preparation, you benefit most from a systematic approach to handling the complexities and potential challenges associated with raw data. We previously discussed the fundamental foundational steps to get started with data preparation. In this section, we will discuss the different data preparation approaches that can be taken with data preparation tools that we will discuss later in this chapter. These approaches will assist you in selecting a route for transforming and preparing your data for analysis.
There are a number of different approaches to data preparation. The best approach for a particular project will depend on the specific needs of the project. It is important to understand the options available so you can apply an approach that works best for you and your unique needs:
- Manual data preparation (ad hoc): This involves manually cleaning, transforming, and integrating data. This approach can be time-consuming...
