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Weather Captioned Dataset is a multimodal time‑series text dataset that includes weather data from the Max‑Planck‑Institute for Biogeochemistry, Jena, and forecast reports from publicly available weather forecasting platforms. The dataset also provides GPT‑4‑generated descriptions and pre‑embedded news texts.