One of the challenges I faced was identifying suitable data to create meaningful relationships, particularly when the data required extensive cleaning. This dataset contained missing values that needed to be addressed, either by filling in the gaps with medians and finding alternative ways to manage incomplete data. This process was critical as it is to ensure the accuracy and reliability of the data analysis and visualization.