This hobbit hole appears briefly in the scene where Mr. Proudfoot sees the four hobbits returning to the Shire. In The Fellowship of the Ring he appears in front of different hobbit hole with a red door.
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GPS coordinates: -37.8578, 175.6816
The link opens in Google Maps (desktop) or in the Google Maps App (Android).