Unfortunately, Shopify only includes the original items and quantities.
Our Report Toaster app can help with this. You can use the Net Quantity field to represent the quantity after any removals or refunds.
Please feel free to check it out. Chances are you can get by with your free version. Feel free to reach out if you have any questions.