This is at least the tenth time in less than a year the hydrant has been defaced.
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Police said the latest incident happened on Saturday. The hydrant is at the northwest corner of Kirk Road and East State Street.
The hydrant is supposed to display the colors of the rainbow, transgender and inclusion flags to pay tribute to LGBTQ+ pride.
Geneva police did arrest a man for an earlier vandalism of the hydrant, but so far, no one is in custody for this latest incident.