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LaDe is a public last-mile delivery dataset containing millions of parcels from industry. The dataset has three distinctive characteristics: (1) Large scale – it involves 21,000 couriers handling 10,677,000 parcels over six months. (2) Comprehensive information – it provides raw parcel details such as location and time requirements, as well as task event information that records the courier's location and time at task acceptance and completion. (3) Diversity – the dataset includes pick‑up and delivery data from multiple cities, each exhibiting unique spatio‑temporal patterns.