Fed up of crowded rush hours or traffic jams on your daily commute? A smooth and efficient public transport system goes a long way to making your day better. 

But which of the world’s top cities have the best public transport systems? 

A recent study from Time Out asked more than 20,000 city residents around the globe to rate their public transport systems. 

London missed out on a spot in the top 10 while Manchester’s tram network didn’t even make the top 20. Luxembourg, famed for its free public transport network, didn’t get a look in. 

Have you used any of these public transport systems? Let us know your thoughts in the comments.