Flooding is causing disruption to train services near Gillingham.
National Rail Enquiries says that journeys could be delayed by up to 15 minutes.
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Dressed in a hat and dark glasses, the singer and former X Factor judge seemed to travel around the Tube network completely unnoticed.
Ambulance chiefs said anyone with a long-term or chronic illness who feels unwell on Thursday should try to ensure they are not alone.
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