Uber driving

What makes for a great taxi ride? For me, simply arriving at my destination at a reasonable price is satisfaction enough, perhaps a bit of friendly small talk too. However, since Uber and other ride-share services arrived on the scene with their rating system, drivers have had to step up their game if they want to keep getting those fares. Of course, for many drivers it's not about the ratings at all, they simply pride themselves on delivering a great service.

Objective: Predict if a driver will accept a ride request or not and find the probability of acceptance.

My uber drivers dashboard revealed what he was doing before he picked me up.