"It's true that men commit almost all the sex crimes."

You means of all the crimes for which there are convictions.

For any given crime women are less likely to be arrested than a man, if arrested less likely to be charged, if charged less likely to be prosecuted and if prosecuted less like to be found guilty. And if they are found guilty they are more likely to get a conditional discharge.

It's called the "female discount."