🎵 Genius Song Lyrics cleaned Dataset Dataset Description This dataset is originally taken from Genius Song Lyrics and it contains cleaned and normalized song lyrics for more than 5 million songs , designed for large scale topic modeling, clustering, and semantic analysis . The dataset was specifically preprocessed to be compatible with embedding based models (e.g. Sentence Transformers, BERTopic) while preserving lyrical meaning and thematic content. Repetitive structures typical of song lyrics (e.g. choruses) have been handled carefully to avoid semantic bias. 🧾 Dataset Structure Each example corresponds to one song . Fields Field Type Description lyrics clean string Cleaned full lyrics char len int32 Number of characters in lyrics clean word len int32 Number of whitespace separated words artist string Artist name (optional) title string Song title (optional) genre string Genre label (if available) language string Language code (ISO 639 1) Some metadata fields may be missing depending on source availability. 🧼 Preprocessing The following preprocessing steps were applied: 1. Removed structural tags [Chorus] , [Verse 1] , [Bridge] , etc. 2. Removed parenthetical repetition marker…
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