I applied my analytical engineer brain to the data that Spotify provided me to put my own spin on Spotify wrapped. This involved engineering the .json formatted files coming from Spotify into something digestable using XML and Alteryx

2. 20+ spins
Artist must have 20+ tracks
played in 2020 to be included
Album attribution
I do listen to albums released
prior to 2020, but Spotify
doesn’t provide album data and
I’m too lazy to blend tracks to
albums manually. I’ve done my
best to list “Discogs” where I
know I listened to older stuff.
Tracks Played
This is total count of tracks
played, not unique by track. So
when I play songs twice, that
counts as 2.

6. 159
169
170
182
184
187
204
208
234
249
0 50 100 150 200 250 300
Thou - Blessings of the Highest Order
Phoebe Bridgers - Punisher
Phish - Sigma Oasis
Hmltd - West of Eden
Tame Impala - The Slow Rush
Dan Deacon - Mystic Familiar
100 Gecs - 1000 Gecs and the Tree of Clues
Charli Xcx - How I'm Feeling Now
The 1975 - Notes on a Conditional Form
Acxdc - Satan Is King
Tracks Played
Clickable

7. 18
19
20
21
22
23
24
27
28
0 5 10 15 20 25 30
Acxdc - Propaganda of the Deed,Hmltd - LOADED,Mac Miller - Circles,The 1975 - Guys,The Weeknd - Heartless,Wajatta - Don’t
Let Get You Down
100 Gecs - ringtone (Remix) [feat. Charli XCX, Rico Nasty, Kero Kero Bonito],Acxdc - Satan is King,Cubicolor - Prelude,Dogleg -
Kawasaki Backflip,Hmltd - Satan, Luella & I,Jahmed - JEEP,Nada Surf - So Much Love,Phoebe Bridgers - Garden Song,Tame
Impala - I
Acxdc - Singe,Caribou - Sister,Happyness - title track,Invent, Animate - Dark,Rein - OFF THE GRID,Tame Impala - Borderline,The
1975 - The Birthday Party,Wajatta - Little Man,Yves Tumor - Gospel For A New Century
Acxdc - Copsucker,Caribou - Never Come Back,Caribou - You and I
Phish - Everything's Right,Tame Impala - Tomorrow's Dust,Wajatta - Renegades,Yung Gravy - Bandsville
Tame Impala - One More Year,The 1975 - Me & You Together Song
Poppy - Fill the Crown
Tame Impala - Posthumous Forgiveness
Dan Deacon - Become a Mountain,The Flaming Lips - The Yeah Yeah Yeah Song
Nstant destiny, The 1975 Jesus Christ 2005 God Bless America

9. 2,964 2,802 2,641 1,495 1,388 449 383 219 218 182
115
148
140
66
82
21
17 17
14
8
0
20
40
60
80
100
120
140
160
0
500
1,000
1,500
2,000
2,500
3,000
3,500
Rap/Hip-Hop Metal Rock Pop Electronic Folk R&B Jam Jazz Art Punk
Tracks Played Hours Played

10. Genre Artist Tracks Played
Total Artists in this
genre (aka fish vs.
pond size)
Metal Acxdc 249 42
Pop The 1975 234 25
Electronic Dan Deacon 187 19
Rock Tame Impala 184 47
Jam Phish 170 2
Folk Phoebe Bridgers 169 5
Rap/Hip-Hop Ghostemane 157 46
R&B Moses Sumney 84 8
Americana Justin Townes Earle 82 3
Emo Dogleg 75 2
Punk Jeff Rosenstock 71 3
Jazz Jeff Parker 66 4
Classical Chad Lawson 64 2
Ambient Jónsi 23 2

11. 0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
Sunday Monday Tuesday Wednesday Thursday Friday Saturday
Rock 14 13 26 18 19 16 33
Rap/Hip-Hop 6 16 13 23 18 29 11
Pop 7 6 10 14 10 10 10
Metal 3 25 32 31 33 21 3
Electronic 10 7 9 14 15 10 17

14. RANK Artist Album GENRE_ROLLUP Streams
1 Gulch
Impenetrable
Cerebral Fortress Metal 55
2 Melted Bodies Enjoy Yourself Metal 36
3 Disq Collector Rock 50
4 Rina Sawayama Sawayama Pop 64
5 Food House food house Electronic 51
6 Psychonaut
Unfold the God
Man Metal 48
7 Calligram
The Eye is the First
Circle Metal 53
8 Faim Hollow Hope Punk 40
9 Dogleg Melee Emo 75
10 Bartees Strange Live Forever Rock 38
11 Undeath
Lesions of a
Different Kind Metal 46

15. RANK Artist Album GENRE_ROLLUP Streams
1 Chromeo Quarantine Cassanova Electronic 43
2 Moonchild Sanelly Nudes R&B 58
3 Jahmed THEBOOFMOBILE Rap/Hip-Hop 111
4 Tkay Maidza Last Year Was Weird (Vol. 2) Rap/Hip-Hop 64
5 Bring Me The Horizon Post Human: Survival Horror Metal 109
6 Denzel Curry UNLOCKED Rap/Hip-Hop 86
7 End Game Demo 2020 Metal 36
8 Zeal & Ardor Wake of a Nation Metal 50
8 Terrace Martin Dinner Party Jazz 41
9 Flatbush Zombies Now, More Than Ever Rap/Hip-Hop 64
9 Alex Mali Phenom Rap/Hip-Hop 26
10 Itzy It'z Me Pop 25

16. RANK Artist Album GENRE_ROLLUP Streams
1 Phoebe Bridgers Punisher Folk 169
2 Poppy I Disagree Metal 152
3 100 Gecs 1000 Gecs and the Tree of Clues Pop 204
4 Fiona Apple Fetch the Bolt Cutters Rock 102
5 Kelly Lee Owens Inner Song Electronic 83
6 Charli Xcx How I'm Feeling Now Pop 208
7 Moonchild Sanelly Nudes R&B 58
8 Adrianne Lenker Songs Rock 72
9 Tkay Maidza Last Year Was Weird (Vol. 2) Rap/Hip-Hop 64
10 Black Dresses Peaceful as Hell Pop 76
11 Backxwash God Has Nothing To Do With This, Leave Him Out of It Rap/Hip-Hop 75
12 Illuminati Hotties Free I.H. Rock 39
13 Land Of Talk Indistinct Conversations Rock 45
14 Alex Mali Phenom Rap/Hip-Hop 26
15 Haim Women in Music Pt. III Rock 85
16 Couch Slut Take a Chance on Rock & Roll Metal 81
17 Rina Sawayama Sawayama Pop 64
18 Rein REINCARNATED Electronic 90
19 Kesha High Road Pop 81
20 Megan Thee Stallion Good News Rap/Hip-Hop 78
21 Arca Kick I Electronic 63
22 Shitkid Duo Limbo Rock 61
23 Chloe X Halle Ungodly Hour R&B 54
24 Waxahatchee Saint Cloud Folk 51
25 Emma Ruth Rundle May our Chambers be Full Metal 45
26 Bbymutha Muthaland Rap/Hip-Hop 40
27 Lianne La Havas Lianne La Havas R&B 38
28 Hinds The Prettiest Curse Rock 37
29 Itzy It'z Me Pop 25
30 Bree Runway 2000and4Eva Rap/Hip-Hop 2

17. RANK Artist Album GENRE_ROLLUP Streams
1 Bob Moses Desire Electronic 54
2 Chromeo Quarantine Cassanova Electronic 43
3 Wajatta Don't Let Get You Down Electronic 126
4 100 Gecs
1000 Gecs and the Tree of
Clues Pop 204
5 Kelly Lee Owens Inner Song Electronic 83
6 Rein REINCARNATED Electronic 90
7 Charli Xcx How I'm Feeling Now Pop 208
8 Dorian Electra My Agenda Pop 87
9 Caribou Suddenly Electronic 157
10 George Clanton
George Clanton and Nick
Hexum Electronic 54
11 Food House food house Electronic 51
12 Rina Sawayama Sawayama Pop 64
13 Against All Logic 2017-2019 Electronic 90
14 Cubicolor Hardly A Day, Hardly a Night Electronic 106
15 Disclosure Energy House 91
16 Gupi None Electronic 72
17 Jessie Ware What's Your Pleasure? Pop 54

18. RANK Artist Album GENRE_ROLLUP Streams
1
Terrace
Martin
Dinner
Party Jazz 41
2
Chad
Lawson
You
Finally
Knew Classical 64
3 Jeff Parker
Suite for
Max
Brown Jazz 66
4 Hania Rani Home Classical 48

19. RANK Artist Album Streams
1 Acxdc Satan Is King 249
2 Thou Blessings of the Highest Order (Nirvana Covers Album) 159
3 Poppy I Disagree 152
4 Gulch Impenetrable Cerebral Fortress 55
5 Melted Bodies Enjoy Yourself 36
6 Ghostemane Anti-Icon 157
7 Bring Me The Horizon Post Human: Survival Horror 109
8 Clown Core Van 70
9 Cloudkicker Solitude 79
10 Imperial Triumphant Alphaville 78
11 Invent, Animate Greyview 106
12 Calligram The Eye is the First Circle 53
13 Psychonaut Unfold the God Man 48
14 Oranssi Pazuzu Mestarin kynsi 39
15 Zeal & Ardor Wake of a Nation 50
16 Undeath Lesions of a Different Kind 46
17 Thy Catafalque Naiv 120
18 All Them Witches Nothing As The Ideal 44
19 Faim Hollow Hope 40
20 End Game Demo 2020 36
21 Necrot Mortal 57
22 Emma Ruth Rundle May our Chambers be Full 45
23 Liturgy Origin of the Alimonies 103
24 Couch Slut Take a Chance on Rock & Roll 81
25 Havok V 78
26 Inter Arma Garber Days, Revisited 64
27 Lamb Of God Lamb of God 51
28 Xibalba Anos en infierno 36
29 Intronaut Fluid Existential Inversions 35

20. RANK Artist Album Streams
1 Open Mike Eagle Anime, Trauma and Divorce 118
2 Mac Miller Circles 119
3 Jahmed THEBOOFMOBILE 111
4 Yung Gravy Baby Gravy 2 135
5 Aesop Rock Spirit World Field Guide/Freedom Finger 86
6 Backxwash God Has Nothing To Do With This, Leave Him Out of It 75
7 Tkay Maidza Last Year Was Weird (Vol. 2) 64
8 Denzel Curry UNLOCKED 86
9 Alex Mali Phenom 26
10 Freddie Gibbs Alfredo 64
11 Bbno$ good luck have fun 71
12 R.A.P. Ferreira Purple Moonlight Pages 122
13 Princess Nokia Everything Sucks 139
14 Drakeo The Ruler Thank you for using GTL 42
15 Smrtdeath Sometjings Wrong 57
16 Bbymutha Muthaland 40
17 Chris Keys Innocent Country 2 88
18 Clipping. Visions of Bodies Being Burned 84
19 Megan Thee Stallion Good News 78
20 21 Savage Savage Mode II 74
21 Flatbush Zombies Now, More Than Ever 64
22 Big Sean Detroit 2 52
23 Run The Jewels RTJ4 45
24 $uicideboy$ STOP STARING AT THE SHADOWS 44

21. RANK Artist + Track Streams
1 Hmltd - Satan, Luella & I 19
2 Bartees Strange - Boomer 12
3 The 1975 - The Birthday Party 20
4 Phoebe Bridgers - Halloween 12
5 Acxdc - Copsucker 21
6 Chromeo - Clorox Wipe 10
7 Tame Impala - Borderline 20
8 Caribou - Never Come Back 21
9 Open Mike Eagle - Death Parade 12
10 Yung Gravy - Bandsville 22
11 Jaden - Cabin Fever 13
12 Wajatta - Little Man 20
13 The Weeknd - Blinding Lights 12
14 Hmltd - Mikey's Song 15
15 Dan Deacon - Become a Mountain 28
16 The Flaming Lips - The Yeah Yeah Yeah Song 28
17 Tame Impala - Posthumous Forgiveness 27
18 Poppy - Fill the Crown 24
19 Tame Impala - One More Year 23
20 The 1975 - Me & You Together Song 23
21 Phish - Everything's Right 22
22 Tame Impala - Tomorrow's Dust 22
23 Wajatta - Renegades 22
24 Caribou - You and I 21
25 Acxdc - Singe 20
26 Caribou - Sister 20
27 Happyness - title track 20
28 Invent, Animate - Dark 20
29 Rein - OFF THE GRID 20
30 Yves Tumor - Gospel For A New Century 20
31 Phoebe Bridgers - Garden Song 19
32 Hmltd - LOADED 18
33 Mac Miller - Circles 18
34 The Weeknd - Heartless 18
35 Hmltd - The Ballad of Calamity James 16
36 Hmltd - The West Is Dead 16
37 Phoebe Bridgers - Kyoto 16
38 Hmltd - To the Door 14
39 Mac Miller - Complicated 14
40 Phoebe Bridgers - Punisher 13
41 Hmltd - Why? 12
42 Mac Miller - Blue World 12
43 Phoebe Bridgers - Chinese Satellite 12
44 Hmltd - Joanna 11
45 Hmltd - War Is Looming 11
46 Mac Miller - Good News 11
47 Phoebe Bridgers - Kyoto (Copycat Killer Version) 11
48 Phoebe Bridgers - Moon Song 11
49 Hmltd - 149 10
50 Mac Miller - I Can See 10
51 Mac Miller - Woods 10
52 Open Mike Eagle - Sweatpants Spiderman 10
1-15 curated, 16-
52 based solely on
stream count

22. RANK Artist+Album GENRE_ROLLUP Streams
1 Phoebe Bridgers - Punisher Folk 169
2 The 1975 - Notes on a Conditional Form Pop 234
3 Hmltd - West of Eden Art Punk 182
4 Acxdc - Satan Is King Metal 249
5 Tame Impala - The Slow Rush Rock 184
6 Mac Miller - Circles Rap/Hip-Hop 119
7 Poppy - I Disagree Metal 152
8 Fiona Apple - Fetch the Bolt Cutters Rock 102
9 Open Mike Eagle - Anime, Trauma and Divorce Rap/Hip-Hop 118
10 The Flaming Lips - American Head Rock 135
11 Bob Moses - Desire Electronic 54
12 Against All Logic - 2017-2019 Electronic 90
13 Thou - Blessings of the Highest Order (Nirvana Covers) Metal 159
14 Yung Gravy - Baby Gravy 2 Rap/Hip-Hop 135
15 100 Gecs - 1000 Gecs and the Tree of Clues Pop 204
16 Jahmed - THEBOOFMOBILE Rap/Hip-Hop 111
17 Adrianne Lenker - Songs Rock 72
18 Gulch - Impenetrable Cerebral Fortress Metal 55
19 Dorian Electra - My Agenda Pop 87
20 Rein - REINCARNATED Electronic 90
21 Bring Me The Horizon - Post Human: Survival Horror Metal 109
22 Kelly Lee Owens - Inner Song Electronic 83
23 Chromeo - Quarantine Cassanova Electronic 43
24 Told Slant - Point the Flashlight and Walk Rock 55
25 R.A.P. Ferreira - Purple Moonlight Pages Rap/Hip-Hop 122
26 Cloudkicker - Solitude Metal 79
27 Jeff Rosenstock - No Dream Punk 71
28 Melted Bodies - Enjoy Yourself Metal 36
29 Charli Xcx - How I'm Feeling Now Pop 208
30 Clown Core - Van Metal 70
31 Backxwash - God Has Nothing To Do With This, Leave Him Out of It Rap/Hip-Hop 75
32 Dan Deacon - Mystic Familiar Electronic 187
33 Ghostemane - Anti-Icon Rap/Hip-Hop 157
34 Shopping - All or Nothing Rock 106
35 Caribou - Suddenly Electronic 157
36 Haim - Women in Music Pt. III Rock 85
37 Bbno$ - good luck have fun Rap/Hip-Hop 71
38 Dogleg - Melee Emo 75
39 Gupi - None Electronic 72
40 Happyness - Floatr Rock 74
41 Rina Sawayama - Sawayama Pop 64
42 Moonchild Sanelly - Nudes R&B 58
43 Trey Anastasio - Lonely Trip Jam 49
44 Tkay Maidza - Last Year Was Weird (Vol. 2) Rap/Hip-Hop 64
45 George Clanton - George Clanton and Nick Hexum Electronic 54
46 Land Of Talk - Indistinct Conversations Rock 45
47 Disq - Collector Rock 50
48 Couch Slut - Take a Chance on Rock & Roll Metal 81
49 Imperial Triumphant - Alphaville Metal 78
50 Phish - Sigma Oasis Jam 170