Same tidy data, then we drop in one outlier. Watch which measures swing.
The tidy data
With the outlier added
Press "add the outlier" and watch the bars. The longer the bar, the more that measure got thrown by one stray value.
An outlier is a value way out on its own. It swings the mean and range hard, but the median and mode hardly notice.