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NINA dataset is a collection of in‑vehicle and out‑of‑vehicle sounds (e.g., electric‑vehicle alarm sounds) for research purposes. The sounds were recorded via dashcams or smartphone microphones; because recording conditions are uncontrolled, no vehicle speed, specific recording device model, or microphone details are provided.