When scroll zooming on the plot, pressing the home button on the toolbar does nothing. This happens because the scroll zoom is a custom feature and not native to matplotlib, so it doesn't register it as a new "view". Trying to press the home button does nothing because from matplotlibs pov the view hasn't changed. It's the same reason why the arrow buttons for next and previous view don't work after scroll zooming.