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According to the article that accompanied the photo this was a Memorial Day service, recognizing living Civil War veterans. Those in the photo are the remaining Civil War Veterans from Somerset.
My great-grandfather, Charles F. Stickel, is the one on the left, of the two standing in front of the curb (with the white mustache).
Photo taken in 1927.