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Timeout when pulling data for a large date range (anything above 1000 orders)

I am not being able to fetch all the data for a date range that is higher than 5 days or more. When i see the orders, it looks as if only 1000 records are being pulled up, if I ask for more, the loader keeps loading and then times out.