Southeastern trains has cleared the line and service will resume.
The first train from Sheerness-on-sea will be at 11:32am and from Sittingbourne at 11:40am
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Police are appealing for help to try and find a woman who has gone missing along with her six-year-old daughter.
Friday's forecast for the east of the region
Friday's forecast for the west of the region