Explicit song lyrics detection with subword-enriched word embeddings

•Empirical assessment of the effectiveness of the fastText classifier and word representations for explicit lyrics detection.•Empirical assessment of the positive impact of sub-word information of fastText embeddings in classifying explicit lyrics.•Development of the largest (up-to-date) song lyrics dataset annotated with explicit content information.