#lets see what we can do with tempo and key mode from album songs
#p <- ggplot(taylor_album_songs, aes(key_mode, tempo, color=key_mode))+
# geom_boxplot(bins=30) #her lowest tempo songs are in A sharp major
#animation.1 <-ggplot(taylor_album_songs, aes(key_mode, tempo, color=key_mode))+
# geom_boxplot(outlier.shape = NA,na.rm=T)+
#theme(axis.title.x=element_blank(),
# axis.text.x=element_blank(),
# axis.ticks.x=element_blank()
# )+
#transition_time(time_signature)+
#labs(x="Key",y="Tempo",
# title="T. Swift")
#animation.1
#anim_save("animation.1.gif", animation = animation.1, path=NULL, renderer = gifski_renderer())
gt(head(taylor_album_songs))
| album_name | ep | album_release | track_number | track_name | artist | featuring | bonus_track | promotional_release | single_release | track_release | danceability | energy | key | loudness | mode | speechiness | acousticness | instrumentalness | liveness | valence | tempo | time_signature | duration_ms | explicit | key_name | mode_name | key_mode | lyrics |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Taylor Swift | FALSE | 2006-10-24 | 1 | Tim McGraw | Taylor Swift | NA | FALSE | NA | 2006-06-19 | 2006-06-19 | 0.580 | 0.491 | 0 | -6.462 | 1 | 0.0251 | 0.57500 | 0 | 0.1210 | 0.425 | 76.009 | 4 | 232107 | FALSE | C | major | C major | NA |
| Taylor Swift | FALSE | 2006-10-24 | 2 | Picture To Burn | Taylor Swift | NA | FALSE | NA | 2008-02-03 | 2006-10-24 | 0.658 | 0.877 | 7 | -2.098 | 1 | 0.0323 | 0.17300 | 0 | 0.0962 | 0.821 | 105.586 | 4 | 173067 | FALSE | G | major | G major | NA |
| Taylor Swift | FALSE | 2006-10-24 | 3 | Teardrops On My Guitar | Taylor Swift | NA | FALSE | NA | 2007-02-19 | 2006-10-24 | 0.621 | 0.417 | 10 | -6.941 | 1 | 0.0231 | 0.28800 | 0 | 0.1190 | 0.289 | 99.953 | 4 | 203040 | FALSE | A# | major | A# major | NA |
| Taylor Swift | FALSE | 2006-10-24 | 4 | A Place In This World | Taylor Swift | NA | FALSE | NA | NA | 2006-10-24 | 0.576 | 0.777 | 9 | -2.881 | 1 | 0.0324 | 0.05100 | 0 | 0.3200 | 0.428 | 115.028 | 4 | 199200 | FALSE | A | major | A major | NA |
| Taylor Swift | FALSE | 2006-10-24 | 5 | Cold As You | Taylor Swift | NA | FALSE | NA | NA | 2006-10-24 | 0.418 | 0.482 | 5 | -5.769 | 1 | 0.0266 | 0.21700 | 0 | 0.1230 | 0.261 | 175.558 | 4 | 239013 | FALSE | F | major | F major | NA |
| Taylor Swift | FALSE | 2006-10-24 | 6 | The Outside | Taylor Swift | NA | FALSE | NA | NA | 2006-10-24 | 0.589 | 0.805 | 5 | -4.055 | 1 | 0.0293 | 0.00491 | 0 | 0.2400 | 0.591 | 112.982 | 4 | 207107 | FALSE | F | major | F major | NA |
#lets see what we can do with tempo and key mode
gt(head(taylor_all_songs))
| album_name | ep | album_release | track_number | track_name | artist | featuring | bonus_track | promotional_release | single_release | track_release | danceability | energy | key | loudness | mode | speechiness | acousticness | instrumentalness | liveness | valence | tempo | time_signature | duration_ms | explicit | key_name | mode_name | key_mode | lyrics |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Taylor Swift | FALSE | 2006-10-24 | 1 | Tim McGraw | Taylor Swift | NA | FALSE | NA | 2006-06-19 | 2006-06-19 | 0.580 | 0.491 | 0 | -6.462 | 1 | 0.0251 | 0.57500 | 0 | 0.1210 | 0.425 | 76.009 | 4 | 232107 | FALSE | C | major | C major | NA |
| Taylor Swift | FALSE | 2006-10-24 | 2 | Picture To Burn | Taylor Swift | NA | FALSE | NA | 2008-02-03 | 2006-10-24 | 0.658 | 0.877 | 7 | -2.098 | 1 | 0.0323 | 0.17300 | 0 | 0.0962 | 0.821 | 105.586 | 4 | 173067 | FALSE | G | major | G major | NA |
| Taylor Swift | FALSE | 2006-10-24 | 3 | Teardrops On My Guitar | Taylor Swift | NA | FALSE | NA | 2007-02-19 | 2006-10-24 | 0.621 | 0.417 | 10 | -6.941 | 1 | 0.0231 | 0.28800 | 0 | 0.1190 | 0.289 | 99.953 | 4 | 203040 | FALSE | A# | major | A# major | NA |
| Taylor Swift | FALSE | 2006-10-24 | 4 | A Place In This World | Taylor Swift | NA | FALSE | NA | NA | 2006-10-24 | 0.576 | 0.777 | 9 | -2.881 | 1 | 0.0324 | 0.05100 | 0 | 0.3200 | 0.428 | 115.028 | 4 | 199200 | FALSE | A | major | A major | NA |
| Taylor Swift | FALSE | 2006-10-24 | 5 | Cold As You | Taylor Swift | NA | FALSE | NA | NA | 2006-10-24 | 0.418 | 0.482 | 5 | -5.769 | 1 | 0.0266 | 0.21700 | 0 | 0.1230 | 0.261 | 175.558 | 4 | 239013 | FALSE | F | major | F major | NA |
| Taylor Swift | FALSE | 2006-10-24 | 6 | The Outside | Taylor Swift | NA | FALSE | NA | NA | 2006-10-24 | 0.589 | 0.805 | 5 | -4.055 | 1 | 0.0293 | 0.00491 | 0 | 0.2400 | 0.591 | 112.982 | 4 | 207107 | FALSE | F | major | F major | NA |