PepMusic: motivational qualities of songs for daily activities

EPJ Data Science

Table 3 Results of classification for three groups, in a binary ‘one vs. rest’ classification setup

	Accuracy	Precision	Recall	F1
Calm
Rhythm Histogram (RH)	0.889	0.876	0.915	0.894
Rhythm Patterns (RP)	0.879	0.869	0.896	0.881
Stimulative Loudness	0.779	0.734	0.879	0.799
Stimulative Tempo	0.726	0.684	0.840	0.754
Danceability	0.736	0.730	0.753	0.739
Melody	0.828	0.792	0.891	0.838
Harmony	0.603	0.590	0.689	0.634
All except RH and RP	0.834	0.801	0.891	0.843
All	0.886	0.863	0.921	0.89
Baseline	0.496	0.496	0.474	0.485
Vibrant
Rhythm Histogram (RH)	0.867	0.874	0.866	0.867
Rhythm Patterns (RP)	0.842	0.815	0.886	0.848
Stimulative Loudness	0.798	0.769	0.853	0.808
Stimulative Tempo	0.752	0.749	0.762	0.755
Danceability	0.728	0.709	0.778	0.741
Melody	0.81	0.787	0.851	0.818
Harmony	0.627	0.617	0.668	0.641
All except RH and RP	0.844	0.821	0.880	0.850
All	0.854	0.824	0.901	0.860
Baseline	0.495	0.496	0.494	0.494
Intense
Rhythm Histogram (RH)	0.841	0.811	0.890	0.849
Rhythm Patterns (RP)	0.863	0.826	0.920	0.870
Stimulative Loudness	0.828	0.813	0.852	0.832
Stimulative Tempo	0.741	0.719	0.792	0.753
Danceability	0.719	0.676	0.845	0.751
Melody	0.817	0.791	0.864	0.826
Harmony	0.627	0.631	0.617	0.623
All except RH and RP	0.860	0.844	0.884	0.863
All	0.865	0.855	0.880	0.867
Baseline	0.501	0.503	0.505	0.503