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song_lyrics

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  Creation Steps
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  - Downloaded [5 Million Song Dataset](https://www.kaggle.com/datasets/nikhilnayak123/5-million-song-lyrics-dataset) from Kaggle
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- - Limited to songs with more than 1,000 views on Genius.com
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- - Remove lyrics with non-roman alphabet characters
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  - Remove songs featuring any [profanity](https://github.com/surge-ai/profanity)
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  - Removed annotations (in brackets)
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- - Added normalized version of lyrics (lower case, remove punctuation, remove stopwords, lemmatize)
 
 
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  Creation Steps
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  - Downloaded [5 Million Song Dataset](https://www.kaggle.com/datasets/nikhilnayak123/5-million-song-lyrics-dataset) from Kaggle
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+ - Selected quality artists, as defined by me
 
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  - Remove songs featuring any [profanity](https://github.com/surge-ai/profanity)
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  - Removed annotations (in brackets)
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+ - Added normalized version of lyrics (lower case, remove punctuation, remove stopwords, lemmatize)
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+ - Computed four sets of embeddings using all-MiniLM-L12-v2, all-distilroberta-v1, text-embedding-ada-002, and average_word_embeddings_glove.840B.300d