The Most Metal Word of All

Laurel

Kitty Mama
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In one of the heaviest applications yet of the digital humanities, a data-science blogger going by Degenerate State pulled lyrics from darklyrics.com — the lyrics site 12-year-old me would pause Warcraft for to see what the hell those guys were singing about — for a database of 22,623 songs from 7,364 bands. While it’s not an exhaustive data set of all metal ever made, it’s pretty good. The darklyrics.com data was then compared with the Brown Corpus, a collection of documents published in 1961 that’s meant to represent everyday English (but does not, importantly, include lyrics). By comparing the frequency of words’ usage from darklyrics.com with the Brown Corpus, you get the “metalness” of individual words, at least by the blogger’s measure.

The most metal word of all is burn, followed by cries, veins, eternity, and breathe. The least metal word is particularly, followed by indicated, secretary, committee, and university.​
- read the full article A Data Scientist Discovered the Most Metal Word in the English Language (from New York Magazine)
 
I would have guessed words I normally associate with "Metal" would have been higher. Words such as Hell, blood, thunder. Oh, well, win some, lose some; it's all the same to me. (Motörhead) maybe I should have quoted Ronnie James Dio from Heaven and Hell instead ?
 
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I would have guessed words I normally associate with "Metal" would have been higher. Words such as Hell, blood, thunder. Oh, well, win some, lose some; it's all the same to me. (Motörhead) maybe I should have quoted Ronnie James Dio from Heaven and Hell instead ?

I think they're scoring words based on how common they are in metal relative to frequency in the non-metal corpus. "Blood" is a pretty common word across a range of topics (medical, discussing kinship, etc. etc.) so it's harder for it to stand out as distinctively metal.

I'm surprised "burn" doesn't suffer from the same effect, but then it does show up a LOT in the stuff I listen to.
 
I wonder how he handled repetition for emphasis, which metal is sort of known for (as it's easier than writing a line with different words): "You're gonna burn, baby. Burn, burn, burn in hell, burn all day, burn all night, crawl in the flames, burn in my sight..." Alright, that's an exaggeration, but Three Days Grace's Burn feels nearly that repetitive. That's not a technique you see in non-lyrical writing very often, so I wonder about his numbers.
 
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