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Seven people were also injured in the blaze in the small town of Titisee-Neustadt in the Black Forest, but the death toll is not expected to rise further, the spokesman said.
Automatic fire alarms had alerted the brigade, which had deployed around a hundred firemen.
"The fire is under control now," the spokesman said. A police spokesman said there were no indications that it was a case of arson.