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Adjective: aw shucks
Usage: US, informal
  1. Conscious of your own shortcomings
    "His aw shucks humor endeared him to the audience";
    - self-deprecating
Interjection: aw shucks!
  1. Expression of disappointment or annoyance
    - shucks

See also: apologetic, excusatory