Go to the People's page and click on the filter icon at the right. Then select "Hide anonymous people".
You might need to refresh the browser window for changes to take effect.
This feature hides anonymous people (people without email or User Id) from all segments and from the "Activity Stream" in the Dashboard.
Note that anonymous people can still enter Flows and are counted in step metrics ("Were here" / "Are here").