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This comes after the Fed announced that it would taper its asset purchase program by another $10 billion a month, to $65 billion.
This saw the yen strengthen against the greenback.
But it isn't just the Nikkei that's struggling.
Australia's S&P/ASX 200 is down 0.9%
Hong Kong's Hang Seng is down 1.4%.