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Removing Cancelled Orders from Sales Reports

Shopify Partner
14 0 2

We are using the cancellation API to cancel certain orders with paid with manual gateway. However, the cancelled orders still add to the sales figure. How can we remove the cancelled orders from the shop's sales reports (via an API)?
I'd really appreciate your help!

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