Women seem to be much better at bonding with each other than men are with men, individually or in groups. Women are more verbal, and more accustomed to finding friends and groups. However, they can also be fiercely political, and it requires a lot for them to find a good friend or a good group of friends.
Men aren't going to bond over conversation per se, even if they have a lot in common. They might talk for hours on first meeting, just because they are there, but never get in touch afterwards. That's very usual behavior for us. It's a common activity that encourages men to bond -- over pipes, or automobiles, or work, or golf or whatever.
Of course, individuals are widely various, so you can't put us all in a bag by gender. There are introverts and extroverts, and hermits and politicians, and the manic and the monastic. So you have to take people one at a time.