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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:

Tag Cloud of All Metal Lyrics

Then, the most “metal words:”

Rank Word Metalness
1 burn 3.81
2 cries 3.63
3 veins 3.59
4 eternity 3.56
5 breathe 3.54
6 beast 3.54
7 gonna 3.53
8 demons 3.53
9 ashes 3.51
10 soul 3.40
11 sorrow 3.40
12 sword 3.38
13 goodbye 3.28
14 dreams 3.28
15 gods 3.24
16 pray 3.22
17 reign 3.15
18 tear 3.12
19 flames 3.12
20 scream 3.11

And the least metal words:

Rank Word Metalness
1 particularly -6.47
2 indicated -6.32
3 secretary -6.29
4 committee -6.16
5 university -6.09
6 relatively -6.08
7 noted -5.85
8 approximately -5.75
9 chairman -5.69
10 employees -5.67
11 attorney -5.66
12 membership -5.64
13 administrative -5.61
14 considerable -5.60
15 academic -5.51
16 literary -5.49
17 agencies -5.48
18 measurements -5.47
19 fiscal -5.45
20 residential -5.45

The bottom line? Academia, the law and administration are the least metal topics of all time. Who knew?

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Written by fabiorojas

April 19, 2017 at 1:46 am

let’s all just mellow out

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Written by fabiorojas

April 14, 2017 at 12:16 am

the one where we all discuss ‘get out’

Georgina

No, no, no… I think you’ll really like this blog.

I didn’t find Get Out to be funny. Nor did I find it scary. I’m not courageous – horror movies don’t deal with the things that truly scare me. But I did find Get Out to be engaging. I want to articulate a thought I’ve been having since I saw the movie. The movie deals with white racism, but I think there’s something bigger going on. It’s about American culture’s desire to live vicariously through it’s high achieving Black citizens.

A lot has been made about the film’s depiction of White liberal culture. But I think any reading of the movie that focuses only on White liberalism is incomplete. Why? White liberalism isn’t what causes the Armitage family to kidnap people. It’s a trick they use when they kidnap people. It’s a superficial aspect of the whole story. This leads to an interesting question: if white liberalism isn’t the main theme of the movie, then what is the main theme? I’d argue that the main theme is living (literally) through the talent and achievement of Black Americans.

Here’s the main evidence: the bad guys do not kidnap random Black residents, they only kidnap the exceptionally talented. Chris – the main character – is an accomplished photographer. Walter is a great athlete. Rose targets an NCAA recruit. The man kidnapped early on is a jazz musician. I don’t remember if the dialogue reveals Georgina’s story, but in her photo with Rose she is depicted as a young and vibrant person.

This suggests that the film goes beyond a critique of White liberalism. Rather, it is about how Whites view the talented tenth. In the world of the movie, the talented tenth is there to be farmed for spare parts, literally. Metaphorically, it’s about co-opting Black achievement into the mainstream culture, even if it ends up robbing it of its true soul and spirit.

Please use the comments for your Get Out interpretations!

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Written by fabiorojas

March 28, 2017 at 12:01 am

emperor concerto, no 5

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Written by fabiorojas

March 19, 2017 at 12:11 am

futbol >> football

It’s not just the names, it’s a philosophical issue. If two creatures fight for the same turf, there has to be a winner. Nature demands it. There can only be one and I side with “futbol!” Here’s my reasoning:

  • Accurate advertising: In soccer, the main way you play is by bringing your foot to the ball. In North American “football,” kicking the ball is rare.
  • Simplicity: Soccer’s a game where the rules are simple and short. Anyone can understand them.* In the NFL, you have bizarro rules like “the Tuck Rule” and the cryptic onside kick rules. And don’t even get me started on over time scoring rules.
  • Fake injuries: In soccer, it’s a big scam!!! Nobody is injured and the flops are part of the show. It’s a sport with some high school drama tossed in. People rarely get hurt. In football, people get injured for life. Very bad.
  • Excessive celebration: In the NFL, there’s a weird rule. You get a penalty for being too happy about scoring. In contrast, soccer players are encouraged to go nuts on the field. It’s part of the fun.

I will give the NFL one point. The scoring is optimal. The combination of 1, 2, 3, and 6 points plays seems to work fairly well. It avoids the NBA problem where the first 200 points of a game mean nothing and the soccer problem of low scoring games. But soccer even has an answer for this – indoor soccer. Faster, higher scoring and fun.

Match: Futbol.

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* Ok, ok, nobody gets “offsides.” I’ll give you that one.

 

Written by fabiorojas

February 22, 2017 at 12:26 am

berio’s gesti (1966) by dodo kis

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Written by fabiorojas

January 15, 2017 at 12:32 am

susie ibarra, solo drum exploration

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Written by fabiorojas

September 4, 2016 at 12:01 am