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TimeSide is a powerful Python framework designed for scalable audio processing, analysis, imaging, transcoding, streaming, and labeling. It offers a core Python module, a web server with a RESTful API, and a JavaScript SDK. This framework is ideal for complex processing on large audio or video datasets, supporting diverse applications from computational musicology to streaming services.