How can I get the connections from the process explorer/process graph via Python?

I have found two ways to get the activities via python. But I need the connections betweens them. I can check for all activities wether they have a connection to each other but with the complexity of O(n²) thats very inefficient and costs a lot of time for complex processes with many activities. Is there a more efficient way to get the connections?