Microsoft Teams Analytics
When you are in your Team, just click the kebob next to the Team name, then click 'Manage Team'
This brings up some option in the left main window. Choose 'Analytics'. If it doesn't appear right away it may be in the 'More' dropdown.
You can see how many students have logged in from the Analytics Dashboard.