DigDeeper · experimentsall projects

Similar tracks — six ways of listening

The 100 tracks the engine calls most similar to the seed, in its own order. Play any of them, and compare how six embedding strategies score the same pair.

SEED
Le Nomad — Two Left Turns
129.0 bpm · key G#
They mostly agree on which tracks are similar (every score is a tight 0.8–0.9) but disagree a lot on order — e.g. full-track keeps only 5/10 of the baseline top-10. The scores below are coloured by how each strategy differs from the baseline — greener = rates it more similar, redder = less.
#trackbaselinefullmid60b+m+emean·cmax·c
1And Diven — Spick And Span0.8950.8620.8070.8470.8060.852
2Various Artists — Castellon - Learn to Talk0.8940.8840.8530.8720.8420.857
3Spin Fidelity — Flame Breathing0.8930.8890.8220.8850.8290.855
4Elien Note — Young Fellow Mutants0.8930.8910.8390.8870.8510.897
5Plastic Machine — L'état de mon esprit0.8920.8600.8560.8450.8180.857
6Plastic Machine — L'état De Mon Esprit0.8920.8630.8560.8470.8190.862
7Jacques Vénal split Tek E7 — A7 - Jacques Vénal - รัก0.8900.8780.8750.8890.8050.875
8Palorim — Last Drink And I'm Out0.8870.8770.8350.8620.8320.855
9Kelly Peanuts — Here or Not?0.8840.8900.8640.8870.8630.879
10Lucas Álvarez — Arriba Las Manos0.8820.8960.8830.8950.8610.888
11Kenneth Graham — Binary0.8820.8730.8620.8750.8440.883
12Controlteam — Binary0.8820.8730.8620.8750.8440.883
13Spruksts — Ziepniekkalna tramvajs0.8820.8670.8560.8700.8310.860
14✨TNGL✨ — Lime0.8810.8370.8600.8570.7970.860
15New York Underground - Various Artist (Gwen Guthrie, Jeffrey Osborne) — Come On Boy0.8810.8800.8470.8770.8520.876
16Enchanted Rhythms, Harry Wills — Hyperbolic Timechamber0.8800.8580.8180.8430.8160.842
17Lavie Orange — Retro Funk0.8800.8410.8120.8360.7970.827
18Akyki — Akyki - Single Cell0.8800.8770.8210.8670.8150.857
19Jimbo — Jimbo - Baila Con-secuencia0.8790.8930.8660.8850.8550.869
20Space Dimension Controller — 1 4 U0.8790.8860.8430.8870.8160.871
21PiCi — Surprise People0.8790.8810.8610.8790.8480.861
22Christian Burkhardt — But What0.8790.8810.8420.8810.8380.858
23Dirk Hodenkericht — Adipositiv - in this state at this time0.8780.8470.8350.8300.7710.835
24Vince Void — So High0.8770.8800.8530.8720.8400.855
25Kiss The Future — Kiss The Future - Trip To Vegas0.8770.8760.8470.8660.8370.874
26Idan Peleg — Idan Peleg - Electric Disco0.8760.8800.8450.8840.8490.862
27Minimono — Overflow0.8760.8660.8580.8690.8240.858
28Adam's Bite — Gated Gongs0.8760.8520.8330.8500.8220.858
29Cherriep — Cherriep - Deep Feels0.8760.8590.8590.8360.7490.860
30Jamaimoi — U & Me --> Pam Pam Yeah0.8750.8660.8680.8690.8390.868
31Too Smooth Christ — Too Smooth Christ - Time Bender0.8750.8760.8420.8830.8530.883
32Dominic Loretti — Saturno0.8740.8440.8520.8450.8020.852
33Connor Mikami — Groovy G0.8740.8420.8490.8310.7980.849
34Vic Esenaihc, Geovanni & Gerlan Rua, Kapuzen, Benson (IT), SAASH, DAN & FRANK, JE:SAIS — Kapuzen - Sunshine0.8740.8770.8570.8750.8420.859
35Laboub — Funky girl0.8730.8680.7960.8470.8050.848
36waltervelt — Waltervelt Sample Pack Vol.20.8730.8730.8520.8740.8530.858
37Running Vertical — How You Look0.8730.8480.8110.8540.8010.829
38Smash & Grab — Hippostomp0.8730.8520.8500.8620.8170.850
39Infalux — PL_anet - Exploring System Space0.8720.8500.7870.8400.8080.847
40Various Artists — Emi Koto - Encrypted Message0.8720.9010.8830.9130.8760.885
41Fabian Larries — No Balance0.8720.8630.8540.8560.8270.863
42RAF StONE — Dawn0.8710.8780.8480.8570.7640.872
43Barry Can't Swim — About To Begin0.8710.8650.8480.8650.8280.869
44Recloose — Recloose - Cardiology0.8710.8430.7990.8280.7880.829
45Ariel Alon — Ariel Alon - Feelings0.8710.8810.8570.8830.8570.881
46Orange Jews — Onderhond0.8710.8740.7300.8000.7020.758
47Two Opposites — B2 Siana Vision0.8700.8510.8380.8450.8230.859
48Planet Tapes — B2 Two Opposites - Siana Vision0.8700.8510.8380.8450.8230.859
49Two Opposites — A1 Escape From Reality0.8700.8600.8500.8580.8320.850
50syntrovert — Optical Drifting0.8700.8400.8330.8410.8070.836
51Lemon Herb Records — Aire0.8700.8620.8330.8610.8320.865
52Louis La Roche — Saudade Samples Vol. 2 - Demo0.8700.8490.8230.8450.8260.852
53ralphdagga — Small Machines0.8700.8480.8490.8540.8180.865
54JEANS TEAM — Oh Bauer0.8700.8380.7860.8170.7700.796
55Femm DJ's, El Conchitas, Lucas Vazz — FEMM DJs-PLAY IT LOCA LUCAS VAZZ REMIX0.8700.8320.7500.8340.7840.837
56Chris Lebaume — Tatanka (Hunkpapa Hymn)0.8700.8180.7990.7820.7330.799
57Sean Fontaine — Corrosive Cabin0.8690.8430.8470.8570.7990.847
58Nemec — Nemec - Outside0.8690.8710.8490.8710.8490.879
59Miximiximixing — (Dance/Pop) Trapped in Love0.8690.8710.8250.8560.7970.838
60Smileッ — not my will, but yours be done0.8690.8770.8810.8740.8450.885
61Barce, Microm Records, 2021 — TechnoFunk0.8680.8910.8460.8760.8110.849
62Deep Mariano — II.III0.8680.8860.8600.8840.8580.909
63Gothic Rapunzel — Starship Rapunzel0.8680.8280.8050.8070.7500.805
64Jas — Jas - Hitchhiking0.8680.8350.7960.8120.7880.796
65Gary Martin — Pattern 110.8680.8320.8110.8160.7830.819
6699 Percent Nice — B2. Jamaimoi - Nunca Cambiara0.8680.8570.8340.8520.8270.836
67Alfalfa — Alfalfa – Randy Ain0.8680.8510.7640.8570.8080.845
68G.Putaro — Constant0.8680.8580.8390.8410.7720.839
69Venetia — Feed My DMA0.8680.8540.8360.8490.8150.842
70OOMM — DG inspire0.8670.8580.7640.8520.7730.808
71Emotional Ty — Gaian System0.8670.8700.8430.8720.8210.874
72Marius Acke — Carousel0.8670.8320.8050.8310.7930.805
73Silver Disco — Jungle0.8670.8580.8330.8520.8140.853
74synqoo liveset — Krishna tears0.8670.8530.8190.8500.8150.851
75Laboub — Superman0.8670.8570.8420.8640.8420.865
76Jamaimoi — Tunnel Protector0.8660.8610.8240.8680.8270.842
77Hitboxx — Baguette de Paris (Et avec ceci)0.8660.8590.8380.8580.8300.863
78Zdon & Slacks — Tennis Camp0.8660.8650.8350.8710.8340.835
79Jake Beautyman — Jake Beautyman - Keep Your Kool0.8660.8610.7870.8410.8050.821
80Constant K — DAZE0.8660.8490.8650.8530.8250.865
81Dead Poets Society — Locura De Marte0.8660.8510.8060.8170.7770.818
82Queer On Acid — Star G0.8650.8700.8160.8780.8400.882
83Amel Amaru — Amel Amaru - Everyday0.8650.8460.8320.8470.8130.838
84Swin — Stay At Home0.8650.8610.8220.8430.8080.847
85Nick FIelds — Nowhere to Go but Up0.8650.8130.8540.8140.7390.854
86Cabin Luv Affair — Óyeme0.8650.8370.8230.8260.7860.848
87Darko Esser — Laku Noc0.8650.8580.8150.8510.8230.843
88Brique / Babu — M1. Babu - Apollo0.8650.8400.7970.8350.8030.843
89Roberto Pedoto — A Common Day0.8650.8280.8060.8320.8020.809
90Silencefiction — Silencefiction - Lipstique0.8650.8450.8370.8430.8190.837
91Diversity Collective — Noon Do - The Power of Music0.8650.8580.8370.8580.8290.858
92Jay Latune — Summon The Rain0.8640.8840.8550.8870.8150.867
93Le Nomad — Jacadi Adi (Feat Rodrigue Darbon)0.8640.8720.8430.8680.8050.843
94Spin Fidelity — Komplete Concentration0.8640.8690.8240.8750.8120.859
95DEMON — The J.U.I.C.E0.8640.8630.8460.8680.8360.854
96Alex Rozz — Alex Rozz - Wtf0.8640.8540.8300.8570.8230.863
97PiMO — Overflow0.8640.8390.8470.8440.8120.847
98Richiiiiiiiiie — Richiiie - Unreleased0.8640.8670.8400.8730.8030.842
99Arturo / Maximo / dj e / Two Phase U / W.Y.S — Two Phase U - Hnation0.8640.8450.8140.8490.8160.840
baseline middle-60 s vector the live engine serves (defines this order) · full Mean-pool over the whole track · mid60 A different central 60 s window · b+m+e Begin+Mid+End averaged into one vector · mean·c Mean of section-aligned cosines · max·c Max cosine over all 3×3 section pairs
What this shows. Similarity = cosine on the 1280-d Discogs-EffNet embedding. The baseline column is what beta serves today; the others re-embed the same audio differently (full track, a different 60 s, or begin/middle/end sections). Sample: 99 bandcamp neighbours of one seed. Takeaway: the six strategies barely change whether a track is similar, but reorder the list a lot — because everything here sits in a 0.03-wide cosine band. Read-only study; nothing written back.

Players stream from Bandcamp. 2026-05-29 · DigDeeper experiments.