This is a dataset for crowd statistics and analysis research in public places. The images come from surveillance videos of shopping malls, with a total of 2,000 video frames. The head of each pedestrian in each frame is annotated, and a total of more than 60,000 pedestrians are annotated. This dataset has a wide range of applications and can be used in scenarios such as crowd control, public space design, and pedestrian behavior analysis.