Always start the y-axis at zero. A truncated y-axis makes small differences look enormous and is one of the most common ways charts mislead. - Sort bars by value (descending) unless category order carries inherent meaning (e.g., time periods, ordinal scales). - Remove the top and right spines (`ax.s