Our map visualization shows that for some countries the valence is directly related to the happiness level. However, there are a lot of LEDCs (Lower Economically Developed Countries) in which the overall valence level is significantly higher than the happiness level. We see this trend as an economic one that shows that the access to music streaming services in these nations is most likely the richer population explaining this disparity. Our map visualization shows there are a lot of LEDCs (Lower Economically Developed Countries) in which the overall valence level is significantly higher than the happiness level. We see this trend as an economic one that shows that the access to music streaming services in these nations is most likely the richer population explaining this disparity. Another trend seen here is that these trends do not change over the years, in the last 5 years, the music listening habits of these countries are still very similar.