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Conspicuous by your absence
Expectation at Events
The phrase is often used when someone's presence is expected at an event but they do not show up. 
Group Dynamics
Use it to highlight how a person's absence affects a group situation or dynamic. 
Implicit Criticism
The phrase can imply a mild criticism or disappointment over someone not being where they're expected. 