Igy provided the pointer that helped me, thanks a lot.
Here is a recap:
- It seems like some of my friends disabled a lot of infos using "Settings -> Apps -> Apps other use". My token couldn't retrieve that information, correctly. Of course, you as Friend can see that information but it won't be passed onto an app.
- Also, the same friends used the Graph API Explorer in the past. Therefore, the Graph API Explorer had access to that information.