Long Distance Running and Calf Pain

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Ive been having a lot of trouble with long distance running so far, I did the Instanity program and it did increased my speed/time for short distance running by a lot but not long distance. most of it is because my calves hurts halfway through running which slower me down a lot(I have no stamina problems), does running in general will help me get rid of that pain away?

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