Calendar heatmaps arrange daily values in a calendar grid — weeks as columns, days of the week as rows — and encode value magnitude with color intensity. They excel at revealing day-of-week patterns, weekly seasonality, outlier days, and year-over-year comparisons at a glance. Popularized by GitHub's contribution graph, they are now a standard pattern in activity dashboards.
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