Machine Learning, Data Science, Data Visualisation, Linear Algebra, Math.
the average distance between each data point and the median point in the direction of PC1 is greater than the same for PC2. In the dataset there is more variation along the line PC1 than in PC2. Hence PC1 captures more variation and is more important than PC2. And so if we were to convert the plot