The homepage includes image https://scikit-learn.org/dev/_images/sphx_glr_plot_outlier_detection_003_carousel.png and links to https://scikit-learn.org/dev/auto_examples/covariance/plot_outlier_detection.html. This example has moved and the links need updating.