The North East Area Council - which covers Cudworth, North East, Monk Bretton and Royston wards - revealed 3.4 tonnes of cigarette-related litter was collected over a year.
The report - which adds that there are approximately 8,000 smokers in the area - says societal costs due to smoking now tops £10m in healthcare, house fires and productivity.
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