I’m willing to bet a big chunk of those deaths were cyclists either blasting though the light, riding against the flow of traffic, or both.

If you look at some real-world collision statistics, like I did because I wanted to know how I was most likely to get killed, you will find that you would have lost that bet. Your municipality probably publishes a report on those stats every few years. Look it up and learn something new.