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Landelijke Thuiszorg is a ''social profit'' organisation that provides home care services in several Belgian regions. In this paper, the core optimisation component of a decision support system to support the planning of the organisations' home care service is described. Underlying this decision support system is an optimisation problem that aims to maximise the service level and to minimise the distance...