Nuclear explosions leave readily measurable radioactive by-products. Unless the survivors had only pre-20th century technology, a nuclear explosion would be identified as such.
A sufficiently powerful series of *conventional* EMP devices would place us all in the front row seats of the off-Broadway revival of 1850, which features confusion and stars no radio-isotopic identification technology.