Sherry’s Reviews > Naked Statistics: Stripping the Dread from the Data > Status Update

It explains some basic concepts like mean, median, standard deviations, and errors with such familiarity and insights that those concepts would become muscle memories for you. Even though I took university statistic course before reading this, the intuition on those technical concepts are still refreshing and nurturing.