Troublesome Data Patterns

Reshaping and preparing data for analysis is often a combination of art and science, blending theory and skills with creative problem-solving. There are a wide range of troublesome data patterns, from dealing with stacked data to multiline headers and beyond. Challenges are not limited to the structure of the data alone but often also include inconsistencies and other complexities that can arise from the unique nature of the data itself or specific business rules and requirements.

When we think about problem-solving, it’s important to remember that there are many different approaches and techniques. In this book, we’re not claiming to have all the answers or that these methods are best. Rather, we aim to offer a collection of ideas and spark your imagination to help you kick-start your problem-solving journey, making you confident in facing any troublesome data pattern that crosses your path.

The examples provided throughout this chapter...