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This is an enriched version of the DCASE 2023 Challenge Task 2 dataset, focusing on audio classification tasks such as anomaly detection, abnormal sound detection, and machine condition monitoring. The dataset augments the original MIMII DG and ToyADMOS2 data with embeddings generated by a pretrained audio spectrogram transformer and benchmark results from the official challenge, facilitating research in unsupervised learning and domain generalization.