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The TreeSatAI-Time-Series dataset is a multi‑sensor collection for tree species classification tasks in the Central European region, based on forest management data from Lower Saxony, Germany, and includes labels for 20 European tree species. This dataset extends the original TreeSatAI dataset by integrating all available Sentinel‑1 and Sentinel‑2 time‑series data within a year to aid in distinguishing tree species.