Yes, if you go deep enough that the emp and the radiation level diminishes below a significant threat level. As to what particular depth that will occur, well, that's what engineers and scientists get paid to figure out.
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The ultimate result of shielding men from the effects of folly is to fill the world with fools.
-- Herbert Spencer, English Philosopher (1820-1903)