This example visualizes the variability of regression coefficients for cortical white matter across different MRI scanner sites. It plots the beta coefficients and standard errors for the intercept and age covariate, summarizing their mean and standard deviation across scanners. The code uses pandas for data manipulation, statsmodels’ `ols` for per-scanner linear regressions, and seaborn’s `coefplot` to render the coefficient comparisons.