Totally off the main topic here, but I'm also a guy and I've had one ride that was a little hair-raising. I wasn't harassed, mind.
I was riding with two girls (downtown Toronto) in an Uber and the driver was clearly on speed. He was extremely chatty, actually quite friendly, but very frantic. Took many last-second turns, wrong way down one-way streets and driving over curbs to get out of the way of cars on said one-way streets. It was nuts.
That said, all other rides I've had have been just fine. Often better than my experiences with Toronto cabs. There's no cash benefit for them taking the "scenic route" or "making wrong turns" which I've had less-scrupulous cabbies do to drive up the fare. That's a feature I appreciate. But I just make myself deal with transit since removing the app— their privacy measures didn't instill much confidence in me.
I was a little shocked when Uber sent me my stats for last year 1000+ rides.
One pattern I've noticed, taxis honk their horn constantly and obnoxiously. Uber drivers rarely do it. When you hear someone honking their horn for upwards of ten straight seconds, it's a taxi.
So most drivers rent their taxi, often by the day. And since fares are front-loaded (you earn a lot more picking up 100 people for 5 miles, than 1 person for 500 miles) it creates an incentive for taxi drivers to go crazy. Granted that same pressure is ostensibly there for Uber drivers, but I think it's different when your car is your car rather than a temporary asset you just dropped a fair chunk of change to rent for a single day.
Somehow transportation, world wide, always ends up in these sort of scummy monopolistic rackets.