All Linkin Park Songs Look the Same? Maybe Not.

Posted to Mistaken Data  |  Nathan Yau

Linkin Park Songs on Last.fm

On Last.fm, someone took snapshots of some Linkin Park songs, compared them, and concluded that all Linkin Park songs look are the same. I guess at a glance, the songs might appear the same because of the dark chunk towards middle left, but it kind of stops there. Sure, there’s some loud to soft and soft to loud alternation, but who likes songs who are loud (or soft) throughout?

The beginning of the post:

Each image above shows the audio level in (roughly) the first 90 seconds of a Linkin Park song. The tempo has been adjusted for a few tracks for better visual alignment.

Wait a minute. The tempo was adjusted for better visual alignment? If you’re adjusting the tempo, then really, all songs can be made to look the same. On top of that, we don’t know the x-axis or y-axis units. Finally, there’s a lot more to a song other than dynamics — such as key, tempo, rhythm, and lyrics.

Another Look at the Music Data

The skeptic that I am, I put the songs through AudioXplorer and created some sonograms for the songs in question.

What I’ve Done

Somewhere I Belong

Crawling

The charts are on the same scale, and it’s a bit easier to see some differences (sorry the screenshots don’t have the greatest contrast). While What I’ve done and Crawling looked pretty similar in the first pictures, we can now see more differences like in dynamics and key. Secondly, as someone commented on Last.fm, “comparing all the songs that sounds similar, of course it’ll look similar.” I’m sure different results would show with different songs.

Anyways, my laptop needs to rest after AudioXplorer sucked out its life force for a bit too long. Just remember — you can use your data to prove a point, but don’t let your point change your data. Cheesy? Yes.

Favorites

Unemployment in America, Mapped Over Time

Watch the regional changes across the country from 1990 to 2016.

This is an American Workday, By Occupation

I simulated a day for employed Americans to see when and where they work.

A Day in the Life of Americans

I wanted to see how daily patterns emerge at the individual level and how a person’s entire day plays out. So I simulated 1,000 of them.

Famous Movie Quotes as Charts

In celebration of their 100-year anniversary, the American Film Institute selected the 100 most memorable quotes from American cinema, and …