The Shannon entropy, one of the cornerstones information theory, is widely used in physics, particularly statistical mechanics. Yet its characterization and connection to physics remain vague, leaving ample room for misconceptions misunderstanding. We will show that entropy can be fully understood as measuring variability elements within a given distribution: it characterizes how much variation...