Weighted histograms assign importance to data points, revealing distribution nuances in surveys or simulations. Two-dimensional histograms and hexbin plots visualize joint distributions, overcoming overplotting. Techniques include cumulative histograms, error bars for uncertainty, variable-width bins, and animated interactive plots for dynamic data analysis.