What Makes a Hit? 10 Years of #1 Turkish Pop Songs
What makes a song popular? What were the most popular Turkish pop songs during the last decade? Did number-one songs sound like each other in terms of mood, danceability, happiness? Does past success predict current popularity? Using data from Spotify and Nielsen Music Control’s weekly number-one hits lists between 2006 and 2017, I try to answer these questions descriptively.
Spotify’s Public API lets you call data based on artist, album, song, playlist, or related artist. It also gives us information about the mood of songs. For example, Spotify reports a song’s valence, where valence is defined as “a measure ranging from 0 to 1 describing the musical positiveness conveyed by a track. Tracks with high valence sound more positive (e.g., happy, cheerful, euphoric), while tracks with low valence sound more negative (e.g., sad, depressed).” Based on the valence metric, I group each piece into one of the following five categories: very sad, sad, neutral, joyful, very joyful.
I also collected data on weekly number-one hits using Nielsen’s Turkish Top 20 list-the official Turkish airplay chart composed exclusively of Turkish language singles in Turkey. These lists inform us about the most played song in a week using data from more than 60 TV channels and radio stations. Putting these data together, you get the following graph. The graph is interactive, so you can discover what was popular on a specific week&year, along with information on songs’ names, artists, and album names.
For sure, another essential question to ask is whether people’s preferences changed over the years? In other words, do people enjoy happier songs now compared to a few years ago? Using Spotify data, I constructed a happiness index: a function of valence and energy of a song’s melody, which ranges between 0 (very gloomy) and 1 (very happy). In the graph below, I plotted the number-one hits and their happiness index. The chart is interactive - feel free to discover!
What were musically happiest and most energetic number-one hits between 2006 and 2017? Mor by Hande Yener(2016) and İki Melek by Bengü (2009). What about the most gloomy song having the lowest score on valence ad energy metrics? Çatı Katı by Gökhan Türkmen (2014). Do you remember these songs?
Obviously, this data shows us what was popular back in the day. What about their persistence in shaping music preferences? What determines old songs’ current popularity? We can examine this question using popularity metric from Spotify. Spotify defines the popularity metric as “a value will be between 0 and 100, with 100 being the most popular. The popularity is calculated by algorithm and is based, in the most part, on the total number of plays the track has had and how recent those plays are. Generally speaking, songs that are being played a lot now will have a higher popularity than songs that were played a lot in the past.”
Are we more likely to listen to more joyful old number-one hits? In the chart below, I plot the valence of the songs and their current popularity levels. The red line shows the fitted line. Colors refer to the year of the songs. There seems to be no relation between current popularity and valence.
What about danceability? Do dance-hits stay more popular over time compared to less energetic songs? To investigate this question, I use Spotify’s danceability metric, defined as “danceability describes how suitable a track is for dancing based on a combination of musical elements including tempo, rhythm stability, beat strength, and overall regularity. A value of 0 is least danceable, and 1 is most danceable.” Below, you can see a graph showing the relationship between danceability and current popularity. Again, no meaningful relationship.