the most metal words of all time
At Degenerate State, there was an interesting post where someone applied natural language processing models to heavy metal lyrics. From the article:
To get the lyrics, I scraped www.darklyrics.com. While darklyrics doesn’t have a robots.txt file, I tried to be gentle with my requests. After cleaning the data up, identifying the languages and splitting albums into songs, we are left with a dataset containing lyrics to 222,623 songs from 7,364 bands spread over 22,314 albums.
Before anyone asks, I have no intention of releasing either the raw lyric files or the code used to scrape the website. I collected the lyrics for my own entertainment, and it would be too easy for someone to use this data to copy darklyrics. If people are interested I may release some n-gram data of the corpus.
So what do you find? A few tidbits – the heavy metal word cloud:
Then, the most “metal words:”
And the least metal words:
The bottom line? Academia, the law and administration are the least metal topics of all time. Who knew?