The meteorological agency issued its top-level evacuation alerts for the entire Japanese coast, warning of a tsunami of up to six metres (20 feet).
The quake struck about 382 kilometres (237 miles) northeast of Tokyo, the US Geological Survey said.
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Smoke could be seen rising from a building in Tokyo port.
Shinkansen bullet trains stopped when the quake struck.
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