CHIRP is a computer vision dataset on Siberian Jays (Perisoreus infaustus) living in the Swedish Laplands. With the goal of long-tem individual level behavioural monitoring, we provide annotations for a diverse set of computer vision tasks, including video re-identification, action recognition, 2D keypoint estimation, instance segmentation and object detection. We also provide an application specific benchmark to benchmark algorithms directly with the final biological measurement. Code and info for accessing the dataset: https://github.com/alexhang212/CHIRP_Dataset