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This is an open pathology image dataset for deep‑learning model development, containing 15 organ categories. The dataset follows FAIR principles and provides a large, diverse collection of whole‑slide pathology images for tasks such as disease classification, cancer and pneumonia cell segmentation, contributing to improved diagnostic and therapeutic strategies.