In this dataset we release the data of a sequence of boxes that go through a physical binary sorter that acts as a load balancer between warehouses. This particular physical binary sorter works in real-time operating 4.5 million boxes per year. This is a particular example for a company with hundreds of \textit{physical binary sorters} that are central to the internal logistics of the business.