Boston and Skegness MP and Foreign Office Minister Mark Simmonds has resigned and will be standing down in 2015.
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The alleged incident is said to have happened in Foxley Lane, Milton, on Friday afternoon (28 April).
Police want Klaidas Kosinskas to make contact to let someone know he is safe and well.
The man opened fire at the house, shattering the front door and window.