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Among the dead were two children killed when a rubbish tip wall collapsed in the northern mountain city of Baguio.
Nanmadol is expected to make landfall in eastern Taiwan on Monday morning, its Central Weather Bureau said.
Transport disruption It said the storm was packing gusts of 137 km/h (85mph) and moving north at 10 kilometres an hour.
The island has evacuated 2,500 villagers from its eastern and southern regions, with schools and offices closed, flights cancelled and public transport disrupted.
Authorities in the Philippines - where the storm raged at up to 230 km/h (145mph) - are focusing on rescue operations, with states of emergency declared in many areas.
An average of 20 storms and typhoons hit the Philippines annually, with dozens killed during the last storms - Nock-ten and Muifa - in July.
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