Popularity Prediction Model Evaluation Report

Best Val Loss: 4.0039 Train Loss: 3.2310 Best Epoch: 2 Val Samples: 200 Play Pearson r: 0.1453 Play Log-r: 0.4143 Play MAE(log): 2.981 Upvote Pearson r: 0.1024 Upvote Log-r: 0.4131 Upvote MAE(log): 1.923
<50% error: 28 50-200% error: 136 >200% error: 36
# Audio Tags / Genre Bucket True Play Pred Play Play Err% True Upvote Pred Upvote Upvote Err
1 rock,blues rock,energetic,soulful,emotional,electric guitar,drums,bass,powerful 1K-10K 3,145 267 92% 93 57 36
2 male vocalist, rock, funk metal, alternative metal, metal, alternative rock, hea 100-1K 119 283 137% 16 60 44
3 roots reggae, reggae fusion., ranchera 100-1K 265 165 38% 6 35 29
4 catchy, cheerful, nihilistic, pop 10K+ 81,481 124 100% 1,602 25 1,577
5 Chamber Folk, melancholic, soft, female singer, melodic 10K+ 101,368 331 100% 2,598 73 2,525
6 rock, guitar, drums, pop 0-100 0 4 411% 0 1 1
7 Horrorcore, chiptune, glitch, Glitchcore, Darkwave, Dark Ambient, Creepy M 100-1K 175 161 8% 128 34 94
8 Rap, reguetón 1K-10K 3,306 66 98% 42 10 32
9 edgy klezmer-punk, fast, rebellious, Dobro, dance, midi, hiphop 10K+ 27,932 283 99% 450 63 387
10 Electronic , Dream Pop , Flamenco , Soft Rock , Acoustic Pop , Soul , Atmospher 1K-10K 7,107 160 98% 631 34 597
11 boom bap with sensual horrorcore, background dubstep with wobbble bass and laser 100-1K 104 423 307% 27 89 62
12 rasta rap, soulful, jamaican accent, female vocals 0-100 2 337 16762% 1 72 71
13 rubber duck noises, epic beat drop, a dude eats drawstrings and then dubstep pho 0-100 6 105 1645% 0 20 20
14 Underground Rap, Alternative Hip Hop, conscious rap, dark gritty vibe, intense m 10K+ 27,460 136 100% 822 27 795
15 New wave flamenco, violin and guitar duo 10K+ 43,591 66 100% 629 10 619
16 country bluegrass 10K+ 11,078 24 100% 247 3 244
17 Tropical house 100-1K 510 260 49% 81 56 25
18 Indie Folk Singer-Songwriter Country Folk Harmonious vocal arrangements Acoustic 1K-10K 3,306 193 94% 92 42 50
19 chase 100-1K 778 115 85% 17 23 6
20 OWAKCX=Male Voice, Vineria=Female Voice, Spanish, mariachi, Mexican Life. 100-1K 210 4 98% 5 1 4
21 2000s uk Indie rock, indie-pop, bittersweet, drum rolls, garage rock, London acc 1K-10K 1,958 433 78% 297 94 203
22 pop 0-100 5 204 3974% 1 43 42
23 male vocals, guitar solo, drum solo, piano, rock, metal, hard rock 100-1K 227 210 7% 86 45 41
24 female voice, ragtime, mondo movies music, 1K-10K 2,282 14 99% 79 2 77
25 experimental anime 100-1K 374 27 93% 11 4 7
26 male vocalist, r&b, soul, funk, pop soul, melodic, breakup 10K+ 10,982 17 100% 424 2 422
27 electronic, world-music 0-100 0 1 91% 0 1 1
28 [DTS SOUND], melodic trance, progressive style, Female clear vocal, Key: A Minor 1K-10K 1,150 411 64% 316 89 227
29 french house, house, electronic dance music, electronic, electro-disco, funky ho 10K+ 44,646 30 100% 480 4 476
30 EDM Glitchy, GlitchSynth, Atmospheric, Dark, Eerie, Deep, Electronic, Cinematic 10K+ 54,692 455 99% 560 96 464
31 [mellow soft emotive female vocal,booming voice],future funk,catchy electric,upt 1K-10K 3,881 366 91% 545 77 468
32 Acoustic,Rock,Classic Rock,Soft Rock,Acoustic,Rock,Classic Rock,Soft Rock,Acoust 1K-10K 3,455 30 99% 129 4 125
33 Dubstep, EDM, future bass 1K-10K 1,742 229 87% 369 48 321
34 Instrumental progressive metal / math rock in the style of MABG with cinematic s 0-100 94 129 37% 47 27 20
35 haunting minimal techno hypnotic 0-100 45 96 114% 4 17 13
36 "Dark, heavy, industrial metal music. A deep, gritty male vocal delivered in a c 10K+ 11,756 370 97% 524 78 446
37 psychedelic, 80s synthesizer, melancholic 100-1K 351 304 13% 67 64 3
38 a modern classical orchestral virtuoso masterclass representing and evoking the 100-1K 127 38 70% 59 5 54
39 male vocalist, pop rap, pop, trap, melodic, rhythmic, love, bittersweet, passion 0-100 55 67 23% 1 10 9
40 [Artcore], Emotional, beautiful, synthwave, layered female vocals, strings, melo 10K+ 97,669 493 99% 749 106 643
41 female vocals, bassline, alternative rock, teen vocals, riff guitar, theme song, 100-1K 730 306 58% 122 65 57
42 classical music, western classical music, opera, romanticism 100-1K 303 6 98% 8 1 7
43 Flamenco 1K-10K 8,908 31 100% 557 4 553
44 Dungeon Synth, Video Game, Emo Rap, 8 Bit, Y2k, Soundtrack, Nostalgic, Dark Ambi 100-1K 138 370 168% 59 79 20
45 pop 0-100 18 3 83% 1 1 0
46 genre reggaeton, latin rhythms, hip-hop, reggae, dancehall, 2000s,Gasolina 1K-10K 1,006 129 87% 26 26 0
47 Romantic desi banger – upbeat dhol beats, nagin flute melody, Bollywood male voc 0-100 3 154 5027% 1 32 31
48 Beginning with ambient FX and symphonic dark cello, a sense of uneasy space is c 100-1K 486 165 66% 142 34 108
49 male vocals, folk rock 100-1K 110 45 59% 2 7 5
50 Modern rock, introspective, melodic, jazz 100-1K 108 94 13% 12 17 5
51 world-music, latin 0-100 0 9 897% 0 2 2
52 percussion, pop 0-100 0 0 0% 0 0 0
53 Sexy avant- soul pop / glitch-hop funk/ experimental indie R&B groove/ desirous 100-1K 150 140 7% 102 28 74
54 blue-eyed soul, witch house 100-1K 666 85 87% 111 16 95
55 electronic, retrofuturistic, cyber, glitched synths, warped retro beats, Generat 0-100 5 176 3419% 0 37 37
56 uk drill, grime 1K-10K 1,996 131 93% 270 27 243
57 Latin, Pop 0-100 0 0 0% 0 0 0
58 vaportrap, garage house, female 1K-10K 1,313 467 64% 52 100 48
59 Modern rock anthem, male vocals, energetic, reflective 10K+ 21,194 387 98% 608 83 525
60 dreamy, dark, sweet female voice, electro, atmospheric, electronic 10K+ 17,066 316 98% 342 66 276
61 Glockenspiel, music box, piano, calm and gentle, soothing melody, pop, son cuban 1K-10K 1,728 92 95% 97 17 80
62 phonk 10K+ 49,833 107 100% 748 21 727
63 pop, r&b 0-100 0 2 202% 0 1 1
64 A female vocalist sings a dramatic, emotional rock song with a strong emphasis o 10K+ 10,885 194 98% 893 40 853
65 EDM, world fusion, soft kalimba, tribal percussion, cinematic strings, didgerido 0-100 3 41 1269% 1 6 5
66 lofi, relaxing, chillhop, mellow 10K+ 11,802 107 99% 218 21 197
67 R&B, Dark Synth-pop, Darkwave, sexy - breathy cool jazz female vocals, breathy, 100-1K 142 192 35% 39 43 4
68 [Dark Crazy Goethe female lead singer, with 2 voice lines, falsetto and high-ene 1K-10K 3,321 464 86% 353 101 252
69 Built on a Progressive House groove at 128 BPM in A minor, the track uses punchy 1K-10K 9,927 252 97% 921 53 868
70 Singer-Songwriter, Contemporary Folk, Americana, Indie Folk, soft, acoustic, bit 0-100 3 77 2452% 0 13 13
71 folk, pop, folk, pop, folk, pop, folk, pop, folk, pop, folk, pop, folk, pop, fol 10K+ 12,830 53 100% 872 8 864
72 mexican song guitar bolero, glam pop heartfelt emotional romantic, heartfelt emo 10K+ 22,447 18 100% 1,388 3 1,385
73 pop, swedish pop 100-1K 176 109 38% 38 21 17
74 electric guitar, drums, bass 0-100 0 25 2521% 0 4 4
75 Pop R&B, Male Vocals, Powerful and soulful, Bass, Violin, Chello, Keyboard, Elec 10K+ 43,690 371 99% 542 81 461
76 A high-energy electronic dance track with a driving beat and a prominent synth m 1K-10K 2,928 57 98% 240 8 232
77 Jazz Swing, vivid, deep vocals 1K-10K 4,349 1 100% 543 1 542
78 Timer, ticking clock, Underwater, deep sea, glitchcore, slow minimal 10K+ 52,485 279 99% 1,029 59 970
79 instrumental, instrumental, instrumental, instrumental, instrumental, instrument 1K-10K 5,287 64 99% 178 10 168
80 HipHop, Trap, male vocals, epic!! 10K+ 10,731 104 99% 707 20 687
81 drums, bass 0-100 0 6 566% 0 1 1
82 mysterious, electronic, rhythmic 0-100 0 438 43810% 2 93 91
83 pop, r&b 0-100 0 222 22243% 0 49 49
84 spaghetti western, old man vocals, fast paced, a song about which faggot ate the 0-100 4 85 2021% 0 14 14
85 This gonzo protest anthem opens with glitch-heavy beats and jagged, paranoid sax 0-100 71 80 13% 31 13 18
86 piano, strings, ballad, pop, r&b, soul 0-100 0 0 0% 0 0 0
87 post industrial, dance, big beat, electronic, atmospheric, lush, layered, melodi 0-100 20 198 888% 2 41 39
88 R&B, Electronic, sweet female voice, eerie, swing, dreamy, melodic, electro, fut 10K+ 66,890 464 99% 1,033 99 934
89 neo classical, darkwave, pop ballad, bittersweet, nostalgia, vulnerability, mela 0-100 36 72 101% 6 12 6
90 heavy guitar distorted,trap, 100-1K 809 172 79% 30 36 6
91 Sassy introspective pop punk anthem 1K-10K 9,341 443 95% 645 96 549
92 electric guitar, drums, pop 0-100 0 9 856% 0 2 2
93 rock, punk rock, alternative rock, energetic, rebellious, raw, hard rock, altern 100-1K 112 254 127% 16 54 38
94 experimental, avant-garde, ambient 100-1K 101 11 89% 1 2 1
95 Hard rock, guitar-driven, 1970, energetic, classic rock 1K-10K 1,920 181 91% 65 39 26
96 powerful edm 10K+ 168,846 443 100% 1,131 97 1,034
97 KAWAII Lammtarra FUTURE JUNGLEBREAKBIGBEATSPEEDRAVECORE BASS, SWAG, SCRATCH, RAP 1K-10K 1,333 264 80% 110 56 54
98 [Intro] dusty boom-bap hip-hop fused with warm acoustic guitar loops, ambient fi 0-100 9 0 97% 1 0 1
99 electronic, pop 0-100 0 417 41719% 0 89 89
100 Dark, Neoclassical, dubstep, high tempo, metallic 1K-10K 2,770 166 94% 73 35 38
101 indie folk 1K-10K 6,478 30 100% 602 4 598
102 electric guitar, banjo, country rock, male vocalist, singer-songwriter, fiddle, 100-1K 890 117 87% 2 23 21
103 ┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴┬┴ 10K+ 206,293 41 100% 4,828 5 4,823
104 Industrial Dubstep, Rap, Nu-metal 1K-10K 1,013 419 59% 95 89 6
105 A smooth, laid-back house groove blends with progressive R&B warmth and jazz sop 100-1K 546 253 54% 65 53 12
106 EDM, Shamisen, Mellow gospel rap, Techno, Pop nightcore vocals, Trap 10K+ 15,470 414 97% 749 88 661
107 Wall of Sound 1K-10K 2,708 430 84% 242 91 151
108 A metalcore track in D minor at 180 BPM, featuring a male vocalist employing bot 100-1K 248 277 12% 136 59 77
109 flamenco, animado , contagiante 1K-10K 1,072 17 98% 136 2 134
110 drift phonk, weirdcore, classical piano, novelty, classical, neo soul, rap 100-1K 561 7 99% 111 2 109
111 New age 1K-10K 7,737 173 98% 1,053 37 1,016
112 ,alternative metal gothic rock, symphonic, female vocals, depressive, 100-1K 116 60 48% 19 9 10
113 Dark Country/Americana, Minor Key, Moody, Female Vocals with Smoky Edge, Steel G 1K-10K 8,573 33 100% 586 5 581
114 rap, rap , rap ,rap ,rap ,rap ,rap ,rap ,rap ,rap 10K+ 23,089 92 100% 538 17 521
115 Gothic Symphony, Spooky Rock, Haunted House Electro, Creepy Jazz, Monster Mash-U 10K+ 30,182 497 98% 1,008 107 901
116 Dubstep, Dub 1K-10K 8,384 378 95% 776 80 696
117 Female vocalist, London accent, indie pop, electropop, electronica, introspectiv 1K-10K 7,569 468 94% 641 100 541
118 reflective, bright vibes, groovy rhythms, emotional vocals, dramatic, unpredicta 0-100 4 87 2085% 1 16 15
119 latin, world-music 0-100 0 8 773% 0 2 2
120 Grunge, Alternative Rock, dark, rock, sassy, female vocals, anthem, electric 1K-10K 6,054 442 93% 517 95 422
121 2020er, EDM, Gabber, Techno Gabber, aggressive urban beat, Popular musik, Drumco 1K-10K 2,363 204 91% 347 43 304
122 flow, rap metal, contrabass, cello, cello, soft-bass, violin, dungeon synth, 100-1K 510 332 35% 129 70 59
123 pop, disco, strings, drums 0-100 0 0 0% 0 0 0
124 Gothic Power Metal, Victorian Ballroom Masquerade, Dramatic, Tense, Deceptive, U 1K-10K 1,247 360 71% 151 76 75
125 hip hop, hip hop, hip hop, hip hop, hip hop, hip hop, hip hop, hip hop, hip hop, 1K-10K 4,061 36 99% 127 5 122
126 fast rap, glitchcore, dystopian dubstep 100-1K 156 272 75% 33 57 24
127 electronic, indie 0-100 0 154 15364% 0 33 33
128 Bachata 1K-10K 3,810 13 100% 43 2 41
129 Piseiro, Brasil, Arrocha, animado 1K-10K 2,576 3 100% 26 1 25
130 modern alternative rock, pov: indie, 10K+ 14,520 254 98% 769 54 715
131 punk, rock, female, fight, boxing, 10K+ 10,106 436 96% 478 92 386
132 Cinematic opener, 00's rap, Chicago rap, Chipmunk soul, Neo-Soul Hip-Hop, Chi 10K+ 272,682 22 100% 7,226 3 7,223
133 adagio 1960s surf slushwave barbershop a cappella female voice 100-1K 267 21 92% 34 3 31
134 march, military band, fanfare 10K+ 10,183 191 98% 503 40 463
135 italian pop, folk, rock, pop 100-1K 100 16 84% 39 2 37
136 Hip Hop 1K-10K 8,291 115 99% 90 22 68
137 Progressive rock fused with classic 80s AOR, synth-driven melodies, soaring anth 0-100 1 3 195% 1 1 0
138 [Artcore], [melodic], Classical influences, unique female vocals, oboe, epic, or 10K+ 18,189 328 98% 293 73 220
139 2025's blues rock, a deep expressive mature male vocal gritty BLUES 100-1K 882 20 98% 181 3 178
140 Rap, Rap, Rap, Rap, Rap, Rap, Rap, Rap, Rap, Rap, Rap, Rap, Rap, Rap, Rap, Rap, 10K+ 15,093 144 99% 311 29 282
141 ballad, electric guitar, drums, bass, piano, rock 0-100 0 5 500% 0 1 1
142 A minor, indie pop, r&b, hip-hop -- Male vocals 10K+ 12,899 483 96% 192 104 88
143 Accordion, virtuosos soli, jungle tek, musette 100-1K 164 97 41% 7 18 11
144 Traditional Broadway Show Tune, Cabaret, Vaudeville, Villain Song, Catchy, Broad 1K-10K 9,504 0 100% 80 0 80
145 Lo-fi, synthwave, soft electric guitar, ambient 1K-10K 1,534 116 92% 142 23 119
146 Ambient Dark DirtyHous, Dirty Krop, Rap, synth house, Letharic FemaleVocals, Hae 100-1K 211 154 27% 100 32 68
147 r&b, smooth soul, soul, contemporary r&b, neo-soul 10K+ 30,722 116 100% 238 22 216
148 electric guitar, drums, bass, alternative rock 0-100 0 64 6437% 0 10 10
149 pop, electronic 0-100 0 11 1131% 0 2 2
150 J-Core, Hardstyle, Speedcore, Breakcore, Makina, Happy Hardcore, Digital Hardcor 0-100 20 187 837% 6 39 33
151 EBM, Dark techno, Industrial, Female vocal, Female rapper, 150 BPM 1K-10K 3,089 491 84% 322 105 217
152 emo rapper, rap, dark beat, metal, (Dark drill beat, heavy basslines, epic synth 100-1K 288 277 4% 16 58 42
153 upbeat rock 10K+ 312,558 295 100% 3,928 62 3,866
154 techno, violin, violin-driven, dramatic, low, male vocals 100-1K 124 255 106% 50 54 4
155 Tape Recording mood, Future Ambient, Glitch, Psychedelic, Lo-Fi, Cyberpunk, Slow 100-1K 298 101 66% 169 19 150
156 spoken word jazz podcast host male voice 100-1K 126 1 99% 24 1 23
157 singer-songwriter, French House, Dance, Funk, Futuristic, groovy, Electronica, D 10K+ 18,590 29 100% 644 4 640
158 POP 100-1K 233 54 77% 2 8 6
159 Bursting in with jagged trap hi-hats, distorted 808s, and chugging metalcore gui 0-100 40 209 422% 34 44 10
160 sad trap hip hop malinconic 100-1K 171 46 73% 22 7 15
161 Romantic and active synth-pop anthem. Captures the joyful energy and the irresi 1K-10K 8,621 492 94% 506 107 399
162 nordic; medieval; north of europe; old song, europe folk 0-100 12 158 1217% 2 33 31
163 style: unknown 1K-10K 1,325 447 66% 226 95 131
164 dangdut traditional, dangdut koplo, Female, sexy, sensual, coquettish, dan 10K+ 10,608 76 99% 210 12 198
165 experimental electronic 10K+ 11,531 131 99% 331 27 304
166 Epic Progressive Rock, symphonic rock, concept piece. The song starts sparse and 100-1K 101 83 18% 15 14 1
167 Jazz Rap, Instrumental Hip Hop, Boom Bap, Conscious Hip Hop, instrumental 10K+ 22,538 70 100% 146 11 135
168 chillstep 0-100 9 35 292% 5 5 0
169 Cyberpunk Pop + Ballad Rock. Tempo 90 BPM. Female voice only – soft, expressive, 10K+ 14,362 227 98% 971 49 922
170 dubstep, hardcore bass, aggressive, distorted, intense drop, hardcore bass drop 0-100 5 155 2998% 2 32 30
171 Country 1K-10K 1,661 231 86% 118 49 69
172 electronic, future bass, electronic dance music, hip hop, drill, y2k, rap, jerse 100-1K 152 21 86% 8 3 5
173 Sad metal , emotional higher pitch voice Anxious, sad, dissapointed, ambient, me 10K+ 25,412 354 99% 81 74 7
174 bass drop trap beats smooth glitchpop 10K+ 41,675 279 99% 655 59 596
175 epische Hymne, stimmgewaltiger Chor 1K-10K 1,189 159 87% 201 33 168
176 indie rock, soft male vocals, nostalgic, dreamy, emotional, 2020s indie, mid-tem 100-1K 119 92 23% 19 16 3
177 cute 100-1K 141 13 91% 28 2 26
178 Emotional Balkan kafana song. Heartfelt vocals over harmonica and violin. Deep b 100-1K 213 68 68% 6 11 5
179 electronic dance music, dance-pop, tech house, party, electropop, creative 0-100 9 115 1172% 0 22 22
180 Indie, rock electronic male voice 100-1K 147 297 102% 51 64 13
181 powerful symphonic metal epic 10K+ 186,724 372 100% 1,590 78 1,512
182 dance electronic 1K-10K 1,016 175 83% 9 37 28
183 Lion 1K-10K 3,867 260 93% 84 55 29
184 r&b, pop 0-100 0 56 5563% 0 8 8
185 Techno, Taco, Mexican Taco Techno, Taco Techno, Technical Techno Taco, Taco Surp 1K-10K 2,016 101 95% 52 19 33
186 psychedelia, stoner rock, psychedelic rock 10K+ 26,955 113 100% 138 22 116
187 folk pop - female 10K+ 12,839 164 99% 295 34 261
188 h υ 𝓂 ᗩ丨η 1K-10K 3,897 199 95% 529 42 487
189 estonian folk, mongolian throat singing, shamanic, ambient, sound art, gentle su 0-100 90 49 46% 30 7 23
190 whimsical funky electronic 10K+ 11,227 229 98% 174 49 125
191 80’s New Wave 100-1K 120 159 32% 29 33 4
192 gnawa morocco fusion maghreb nomad. casablanca 10K+ 37,113 66 100% 395 10 385
193 country 0-100 0 0 0% 0 0 0
194 Synthwave EDM. Emotional ethereal female vocals, atmospheric pads. Blend whisper 0-100 26 439 1587% 1 93 92
195 electronic, synthpop, rock, alternative rock, dark, rhythmic, atmospheric, melan 0-100 10 96 858% 0 18 18
196 punk 0-100 3 171 5590% 0 36 36
197 Duet voices, Vocorder male and female, Electronic, Funk / Soul, Hip Hop, Dance P 10K+ 22,164 398 98% 426 88 338
198 Hispanic rock, melancholic, cumbia rhythm, melodic guitar, Hispanic rock melanch 0-100 3 2 31% 1 1 0
199 K-pop rock band, male husky vocals, math rock, surf rock, backing vocals, harmon 100-1K 100 411 311% 46 87 41
200 Minimalist indie folk ballad built on delicate fingerpicked acoustic guitar, wra 10K+ 12,876 95 99% 348 18 330

Play Count Predictions

Pearson r0.1453
Log-Pearson r0.4143
MAE (log scale)2.981
Median Error %98.2%
Mean True Play13,200
Mean Pred Play171

Upvote Count Predictions

Pearson r0.1024
Log-Pearson r0.4131
MAE (log scale)1.923
Median Error (abs)58
Mean True Upvote316
Mean Pred Upvote35

Error Distribution (Play Count)

<50% error28 (14.0%)
50-200% error136 (68.0%)
>200% error36 (18.0%)

Model Info

ArchitectureWhisper Small + MLP
MLP Params23.9M
Best Epoch2/3
Best Val Loss4.0039
Training Samples38,880
Generated2026-02-16 17:34
Popularity Prediction Model Evaluation Report | Generated 2026-02-16 17:34:37 | Whisper Small encoder (frozen) + MLP head | 200 validation samples