Hanno-Labs/langset-sounds-like
Feature Extraction • Updated • 39
artist large_stringlengths 1 66 ⌀ | album large_stringlengths 1 216 ⌀ | genre large_stringclasses 147
values | year_released int64 1.95k 2.02k | rating float64 0 10 | reviewer large_stringclasses 549
values | label large_stringlengths 1 64 ⌀ | reviewed large_stringdate 1999-01-12 00:00:00 2023-07-29 00:00:00 | album_art_url large_stringlengths 3 103 ⌀ | source large_stringclasses 3
values | sounds_like large_stringlengths 86 967 |
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Joni Mitchell | Joni Mitchell at Newport | Rock | 2,023 | 6 | Grayson Haver Currin | Rhino | July 29, 2023 | https://media.pitchfork.com/photos/645cf82e282f657d452869ef/1:1/w_320 | scrape | The album features a vocal landscape dominated by Mitchell’s rich, low-register, velvet-textured croon, which contrasts sharply with the high-energy, often over-zealous melodic belting and melismatic flourishes of her backing ensemble. The emotional tenor is defined by a palpable tension between Mitchell’s own grounded... |
The Clientele | I Am Not There Anymore | Rock | 2,023 | 8 | Marc Hogan | Merge | July 28, 2023 | https://media.pitchfork.com/photos/645e61f1af0973ce9c80f9e9/1:1/w_320 | scrape | The vocals are defined by an ethereal, breathy croon that often drifts into spoken-word recitation, favoring delicate, layered harmonies over traditional hook-driven choruses. This delivery creates an atmosphere of melancholic introspection, balancing a sense of profound, grief-stricken vulnerability with a detached, d... |
Nas | Magic 2 | Rap | 2,023 | 6.5 | Dylan Green | Mass Appeal | July 28, 2023 | https://media.pitchfork.com/photos/64bfebaaf653299579f89e58/1:1/w_320 | scrape | The vocal delivery features a nimble, conversational rap flow that frequently shifts into rapid-fire, triple-time couplets and stutter-stop cadences, prioritizing rhythmic dexterity over melodic hooks. The emotional tenor is characterized by a confident, celebratory attitude, blending lighthearted flexes with moments o... |
Beverly Glenn-Copeland | The Ones Ahead | Experimental | 2,023 | 8 | Jesse Dorris | Transgressive | July 28, 2023 | https://media.pitchfork.com/photos/646273b3411da9e97197ca56/1:1/w_320 | scrape | The vocals are defined by a rich, versatile baritone that transitions seamlessly from a warm, intimate croon to a resonant, expansive vibrato. His delivery is marked by a masterful control of register, often stretching notes into deep, canyon-like depths or lifting them into delicate, melodic peaks. The choruses are fr... |
Damon Locks | New Future City Radio | Jazz / Experimental | 2,023 | 6.9 | Matthew Blackwell | International Anthem | July 28, 2023 | https://media.pitchfork.com/photos/646cc20855652b7e4c17c23e/1:1/w_320 | scrape | The vocal delivery oscillates between authoritative, rhythmic spoken-word monologues and rapid-fire, stream-of-consciousness rap flows, punctuated by occasional group chants that serve as melodic, hook-driven anchors. The emotional tenor is defined by a paradoxical blend of cool, deadpan professional detachment—mimicki... |
DJ K | PANICO NO SUBMUNDO | Experimental | 2,023 | 7.9 | Nadine Smith | Nyege Nyege Tapes | July 27, 2023 | https://media.pitchfork.com/photos/64b55ad85185b039bca7d04e/1:1/w_320 | scrape | The vocals on *PANICO NO SUBMUNDO* function as rhythmic texture rather than traditional melody, utilizing rapid-fire, chopped-up rap flows and repetitive, reverb-drenched chants. These vocal snippets are frequently manipulated into distorted loops, transforming human voices into percussive instruments that punctuate th... |
Andrew Bird | Outside Problems | Rock | 2,023 | 6.9 | Stephen Thomas Erlewine | Loma Vista | July 27, 2023 | https://media.pitchfork.com/photos/64b1627739a6f41a905adb66/1:1/w_320 | scrape | The album’s vocal presence is entirely incidental, eschewing traditional lyrics for wordless, breathy vocalizations that function as rhythmic textures rather than melodic leads. These soft, human sighs provide a grounding, organic counterpoint to the instrumental arrangements. Emotionally, the record radiates a sense o... |
Los | War on Drugs 2 | Rap | 2,023 | 7.3 | Alphonse Pierre | Daisy Lane | July 27, 2023 | https://media.pitchfork.com/photos/64b6e921693ba71b769dbe0e/1:1/w_320 | scrape | Los delivers his verses in a husky, weathered register, utilizing a conversational yet urgent rap flow that prioritizes rhythmic precision over melodic hooks. His vocal delivery remains consistently grounded, eschewing sung choruses for direct, punchy declarations that emphasize the gravity of his street-level narrativ... |
Nina Simone | You’ve Got to Learn (Live) | Jazz / Pop/R&B | 2,023 | 7.5 | Julianne Escobedo Shepherd | Verve | July 26, 2023 | https://media.pitchfork.com/photos/64b0608b8a183aafd01c6e99/1:1/w_320 | scrape | Nina Simone’s vocals on this live set oscillate between a regal, honeyed croon and a conversational, scratchy delivery that curls with exasperated depth. Her phrasing is precise yet fluid, shifting from melodic storytelling to a rhythmic, percussive cadence during more urgent passages. The emotional tenor is defined by... |
Outer Heaven | Infinite Psychic Depths | Metal | 2,023 | 7.7 | Jayson Greene | Relapse | July 26, 2023 | https://media.pitchfork.com/photos/64c00e76c789a3a5fc5f5332/1:1/w_320 | scrape | The vocal performance centers on a cavernous, guttural growl that anchors the mix, occasionally punctuated by eerie, ethereal female guest vocals that provide haunting, melodic pentatonic harmonies. The emotional tenor is one of brutal, claustrophobic determination; it conveys a menacing, swamp-like struggle for surviv... |
Mother Tongues | Love in a Vicious Way | Rock | 2,023 | 7.3 | Stuart Berman | Wavy Haze | July 26, 2023 | https://media.pitchfork.com/photos/64b0521288ee50644a417152/1:1/w_320 | scrape | The vocals feature a breathy, ethereal croon that drifts between delicate, melodic phrasing and eerie, wordless incantations. These performances prioritize a haunting, spectral quality over power, often anchoring the tracks with a sense of intimate vulnerability. The emotional tenor is defined by a persistent, restless... |
Kode9 | Infirmary / Unknown Summer EP | Electronic / Experimental | 2,023 | 6.7 | Harry Tafoya | fabric Originals | July 25, 2023 | https://media.pitchfork.com/photos/64a2d702205e91db2ff41601/1:1/w_320 | scrape | The vocal presence is defined by fragmented, processed samples that drift through the mix like ghosts. These snatches of dialogue and intoned phrases are smeared and pitch-shifted, eschewing traditional melodic hooks for a disembodied, impressionistic quality that feels distant and ephemeral. The emotional tenor is a s... |
Strange Ranger | Pure Music | Rock | 2,023 | 7.3 | Rob Arcand | Fire Talk | July 25, 2023 | https://media.pitchfork.com/photos/6494a4b23a4e400bc3c5b248/1:1/w_320 | scrape | The vocal delivery oscillates between intimate, conversational whispers and strained, raspy shouts that crest into soaring, melodic rock-radio choruses. This duality creates a tension between understated vulnerability and anthemic release. Emotionally, the record balances a world-weary, melancholic sadness with a persi... |
Valee | Virtuoso | Rap | 2,023 | 6.5 | Mehan Jayasuriya | Srfschl / Fake Shore Drive | July 24, 2023 | https://media.pitchfork.com/photos/64b92aa75185b039bca7d05c/1:1/w_320 | scrape | Valee’s vocal delivery remains defined by a reedy, monklike register, utilizing a muted, understated flow that prioritizes technical precision over projection. His performance is characterized by a whisper-quiet, conversational cadence, eschewing melodic hooks for repetitive, rhythmic phrasing that sits just above the ... |
NewJeans | Get Up EP | Pop/R&B | 2,023 | 7.6 | Joshua Minsoo Kim | ADOR | July 24, 2023 | https://media.pitchfork.com/photos/64af1fe75185b039bca7cf77/1:1/w_320 | scrape | The vocals prioritize a breathy, conversational register, utilizing a diaristic talk-singing technique that favors intimacy over vocal acrobatics. Choruses are consistently melodic and hook-driven, relying on light, layered harmonies that feel like whispered secrets rather than belted anthems. The emotional tenor is de... |
Dionne Warwick | Presenting Dionne Warwick | Rock | 1,963 | 8.5 | Andy Cush | Scepter | July 23, 2023 | https://media.pitchfork.com/photos/64af10ba37e30e506f041655/1:1/w_320 | orig | Dionne Warwick’s vocal performance balances technical precision with raw gospel-inflected power. She begins with a restrained, clean croon, navigating complex melodic phrases with effortless grace before transitioning into a forceful, emotive belt during the bridge. The emotional tenor is one of defiant vulnerability; ... |
Mort Garson | Journey to the Moon and Beyond | Electronic | 2,023 | 7.2 | Dash Lewis | Sacred Bones | July 22, 2023 | https://media.pitchfork.com/photos/647f4be7c932e9b6e8e7cc2a/1:1/w_320 | scrape | The vocal presence across this collection is largely absent, save for occasional, whimsical nonsense syllables delivered in a light, airy register that prioritizes rhythmic playfulness over lyrical substance. The emotional tenor is defined by a sense of wide-eyed, cosmic wonder; it oscillates between a celebratory, sun... |
Various Artists | Barbie the Album | null | 2,023 | 5.4 | Cat Zhang | Atlantic | July 21, 2023 | https://media.pitchfork.com/photos/6470aae4ab479bbdcd365f7b/1:1/w_320 | scrape | The soundtrack features a diverse vocal palette, ranging from polished, breathy pop crooning and rhythmic, deadpan rap flows to theatrical, strained melodic belting. Choruses are uniformly hook-driven, utilizing bright, anthemic pop melodies designed for immediate earworm status. The emotional tenor is a calculated ble... |
Jim O’Rourke | Hands That Bind (Original Motion Picture Soundtrack) | Experimental | 2,023 | 7.5 | Philip Sherburne | Drag City | July 21, 2023 | https://media.pitchfork.com/photos/64527e51d014feef88cc9fd1/1:1/w_320 | scrape | The vocal presence is entirely absent, replaced by a sonic void that emphasizes the score’s isolation. The emotional tenor is defined by a pervasive, melancholic uncertainty; it feels deeply vulnerable yet perpetually menacing, mirroring the psychological instability of the film’s characters. Musically, the production ... |
Blur | The Ballad of Darren | Rock | 2,023 | 7.2 | Jazz Monroe | Parlophone | July 20, 2023 | https://media.pitchfork.com/photos/64676d84528154dcfc2debb2/1:1/w_320 | scrape | The vocals feature a blend of weary, mid-register crooning and strained, melodic yell-singing, often layered with lush, choral-style harmonies that soften the delivery. The choruses prioritize atmospheric, hook-driven melodies over aggressive gang-shouting, maintaining a sense of controlled restraint. Emotionally, the ... |
Lindstrøm | Everyone Else Is a Stranger | Electronic | 2,023 | 7 | Brian Howe | Smalltown Supersound | July 20, 2023 | https://media.pitchfork.com/photos/64af033f8d5c171d2b64c637/1:1/w_320 | scrape | The album is entirely instrumental, eschewing human vocals to allow the synthesizers to serve as the primary melodic voice. This absence creates a sense of detached, cosmic observation, replacing lyrical intimacy with a wordless, universal language. The emotional tenor is defined by a duality of dewy, pensive euphoria ... |
Snõõper | Super Snõõper | Rock | 2,023 | 7.3 | Nina Corcoran | Third Man | July 19, 2023 | https://media.pitchfork.com/photos/64380dc5c6d2c3e77a9b0a26/1:1/w_320 | scrape | The vocals feature a volatile, staccato bark and abrasive shouts, often processed through a crackling, lo-fi filter that renders words like sharp, static-filled jolts. These performances eschew traditional melodic hooks for a rhythmic, playful slur that prioritizes kinetic energy over sustained crooning. The emotional ... |
Black Milk | Everybody Good? | Rap | 2,023 | 7.2 | Dylan Green | Computer Ugly / Mass Appeal | July 19, 2023 | https://media.pitchfork.com/photos/64aee16337e30e506f04164d/1:1/w_320 | scrape | The vocal delivery balances a conversational, mid-register rap flow with occasional soft, melodic background crooning that adds texture to the hooks. The tone is deeply introspective and vulnerable, projecting an anxious yet resilient attitude that navigates personal health struggles and social pressures with a weary, ... |
DDG | Maybe It’s Me… | Rap | 2,023 | 3.1 | Alphonse Pierre | Epic | July 19, 2023 | https://media.pitchfork.com/photos/64aee32861f08c20acc08623/1:1/w_320 | scrape | The vocal delivery oscillates between a monotone, conversational rap flow and strained, high-pitched melodic mimicry that frequently adopts the shrill, reverb-heavy inflections of contemporary peers. These performances prioritize rhythmic mimicry over distinct character, often settling into repetitive, hook-driven chor... |
Disclosure | Alchemy | Electronic | 2,023 | 7.4 | Philip Sherburne | Apollo | July 18, 2023 | https://media.pitchfork.com/photos/64ae04d713de5a28c002f7f2/1:1/w_320 | scrape | The vocals on *Alchemy* are characterized by processed, Auto-Tuned crooning and rhythmic, chopped-up vocal samples that function as melodic instruments rather than traditional leads. These hooks are often layered into thick, vocoder-drenched harmonies that feel syrupy and ethereal, occasionally stripping back to simple... |
Cory Hanson | Western Cum | Rock | 2,023 | 7.6 | Stuart Berman | Drag City | July 18, 2023 | https://media.pitchfork.com/photos/64af09acc789a3a5fc5f50b2/1:1/w_320 | scrape | The vocals occupy a soft-spoken, conversational register, utilizing a laid-back, melodic croon that prioritizes understated delivery over aggressive projection. Choruses eschew gang-shouted hooks, instead favoring a fluid, dreamlike integration into the surrounding arrangements. The emotional tenor is distinctly surrea... |
Palehound | Eye on the Bat | Rock | 2,023 | 7.3 | Linnie Greene | Polyvinyl | July 18, 2023 | https://media.pitchfork.com/photos/6446bd5ad014feef88cc9d53/1:1/w_320 | scrape | The vocals oscillate between a conversational, deadpan delivery and a strained, melodic yell-singing that pushes into higher registers during climactic hooks. This vocal performance is deeply tethered to an emotional tenor that feels simultaneously angry, vulnerable, and exhausted; the delivery captures the specific te... |
glaive | i care so much that i dont care at all | Pop/R&B / Rap | 2,023 | 6.7 | Colin Joyce | Interscope | July 18, 2023 | https://media.pitchfork.com/photos/64b020fdd02db827b568a362/1:1/w_320 | scrape | The album’s vocal delivery centers on a strained, melodic yell-singing style that pushes into the upper register, frequently layering harmonies to create a dense, hook-driven pop sound. The emotional tenor is defined by a volatile mix of adolescent rage and profound vulnerability, oscillating between bitter, cynical de... |
J Hus | Beautiful and Brutal Yard | Rap | 2,023 | 8.1 | Will Pritchard | Black Butter | July 17, 2023 | https://media.pitchfork.com/photos/649db8123a4e400bc3c5b492/1:1/w_320 | scrape | The vocal delivery oscillates between a rhythmic, melodic rap flow and a gravelly, conversational patois, often shifting into smooth, crooning hooks that anchor the tracks. The emotional tenor is a complex duality: it is simultaneously menacing and vulnerable, balancing aggressive posturing with moments of introspectiv... |
Being Dead | When Horses Would Run | Rock | 2,023 | 7.5 | Zach Schonfeld | Bayonet | July 17, 2023 | https://media.pitchfork.com/photos/64ad8f9790f2152227ab1942/1:1/w_320 | scrape | The vocal delivery oscillates between bright, synchronized pop harmonies and unhinged, banshee-like shrieks, often shifting abruptly within a single track. These performances prioritize a playful, conversational camaraderie, frequently punctuated by spontaneous ad-libs and giddy, melodic singalongs. The emotional tenor... |
Haviah Mighty | Crying Crystals | Rap | 2,023 | 7.3 | Dylan Green | Mighty Gang Inc. | July 17, 2023 | https://media.pitchfork.com/photos/64af152e3151323df446203b/1:1/w_320 | scrape | The vocal delivery oscillates between a sharp, rhythmic rap flow and a suppressed, gravelly croon, often shifting mid-verse to mirror internal conflict. Choruses frequently pivot from melodic, hook-driven refrains to aggressive, guttural growls that emphasize raw frustration. The emotional tenor is defined by a volatil... |
Colter Wall | Little Songs | Folk/Country | 2,023 | 7.1 | Amanda Wicks | La Honda / RCA | July 17, 2023 | https://media.pitchfork.com/photos/64af0eac3a4e400bc3c5b8d2/1:1/w_320 | scrape | Colter Wall’s vocals are defined by a deep, wood-grained baritone register, utilizing a gravelly, resonant growl that leans into a weathered, conversational delivery rather than melodic soaring. The choruses remain grounded, favoring rhythmic, storytelling cadences over pop-oriented hooks. Emotionally, the record proje... |
The Wallflowers | Bringing Down the Horse | Rock | 1,996 | 7.3 | Madison Bloom | Interscope | July 16, 2023 | https://media.pitchfork.com/photos/64a5c5e313de5a28c002f616/1:1/w_320 | orig | Jakob Dylan’s vocals occupy a mid-range, conversational register, favoring a dry, weathered croon that leans into a strained, earnest delivery during climactic moments. The choruses eschew gang-shouted aggression, opting instead for melodic, hook-driven phrasing that prioritizes accessibility over grit. The emotional t... |
Rauw Alejandro | PLAYA SATURNO | Pop/R&B / Rap | 2,023 | 6.5 | E.R. Pulgar | Duars Entertainment / Sony Music Latin | July 15, 2023 | https://media.pitchfork.com/photos/64a809e1b6c313965e6463b3/1:1/w_320 | scrape | The vocals oscillate between a pristine, breathy croon and a rhythmic, eroticized rap flow, often processed through heavy vocoder belting that emphasizes a polished, celestial sheen. Choruses lean into melodic, hook-driven pop sensibilities, occasionally punctuated by sharp, aggressive guest snarls. The emotional tenor... |
Blake Mills | Jelly Road | Rock / Experimental | 2,023 | 8 | Allison Hussey | New Deal / Verve | July 14, 2023 | https://media.pitchfork.com/photos/64778fc55185b039bca7c5d2/1:1/w_320 | scrape | The vocals on *Jelly Road* are defined by a gentle, breathy croon that prioritizes intimacy over power. Mills delivers his lines with a conversational, unhurried cadence, often layering his voice to create soft, choral-like textures that drift through the mix. The emotional tenor is one of whimsical detachment; the rec... |
Natural Wonder Beauty Concept | Natural Wonder Beauty Concept | Electronic | 2,023 | 7.4 | Sam Goldner | Mexican Summer | July 14, 2023 | https://media.pitchfork.com/photos/645bdc53d014feef88cca189/1:1/w_320 | scrape | The vocals oscillate between Roxanne’s ethereal, choir-trained clean croon—often layered into otherworldly, pitch-shifted harmonies—and Piñeyro’s disaffected, soft-spoken delivery. These performances prioritize intimate, breathy textures over hook-driven choruses, favoring a meditative, conversational flow. Emotionally... |
Penguin Cafe | Rain Before Seven... | Experimental | 2,023 | 6.3 | Daniel Bromfield | Erased Tapes | July 14, 2023 | https://media.pitchfork.com/photos/64b0259488ee50644a417150/1:1/w_320 | scrape | The album is entirely instrumental, eschewing human vocals for a focus on pure melodic interplay. The emotional tenor is consistently optimistic and reassuring, projecting a sense of stoic perseverance and lighthearted relief. This atmosphere is crafted through a lush, cinematic production style that prioritizes clarit... |
PJ Harvey | I Inside the Old Year Dying | Rock | 2,023 | 7.9 | Evan Rytlewski | Partisan | July 13, 2023 | https://media.pitchfork.com/photos/6447d0bdcd576a0b9ef7f66d/1:1/w_320 | scrape | The vocals are defined by a strained, high-register delivery that eschews natural resonance for cracked, pinched falsettos and fragile trills, creating a dissociative, puppet-like quality rather than traditional melodic hooks. Emotionally, the album occupies a space of uncanny, hallucinatory detachment; it feels like a... |
Ceramic Dog | Connection | Rock / Experimental / Jazz | 2,023 | 6.7 | Daniel Felsenthal | Knockwurst | July 13, 2023 | https://media.pitchfork.com/photos/6494a77a5185b039bca7ca94/1:1/w_320 | scrape | The vocals oscillate between a dry, talk-singing *sprechstimme* and a strained, gravelly yell that prioritizes raw declamation over melodic precision. Choruses often eschew traditional hooks, favoring repetitive, agit-prop chants that emphasize urgency. The emotional tenor is defined by a shift from ironic detachment t... |
Big Jade | I Can’t Help It | Rap | 2,023 | 7.2 | Nadine Smith | Alamo | July 13, 2023 | https://media.pitchfork.com/photos/64a840c0b58939684e7fe8be/1:1/w_320 | scrape | Big Jade’s vocal delivery is defined by a relentless, breakneck rap flow that prioritizes rapid-fire verbal dexterity over melodic hooks. She eschews traditional pop choruses in favor of breathless, no-hook freestyles that maintain a high-intensity cadence throughout. The emotional tenor is consistently militant, domin... |
Taylor Swift | Speak Now (Taylor’s Version) | Pop/R&B | 2,023 | 7.5 | Vrinda Jagota | Republic | July 12, 2023 | https://media.pitchfork.com/photos/647e290ae7a8aa8db8026970/1:1/w_320 | scrape | The vocals feature a mature, controlled register, trading the original’s jagged, youthful strain for a polished, breathy croon. The delivery prioritizes steady, melodic phrasing over the raw, ad-libbed outbursts of the past, with choruses functioning as smooth, hook-driven anthems. Emotionally, the tenor has shifted fr... |
Freak Heat Waves | Mondo Tempo | Electronic | 2,023 | 7.8 | Philip Sherburne | Mood Hut | July 12, 2023 | https://media.pitchfork.com/photos/64ae347137e30e506f0415e6/1:1/w_320 | scrape | The album’s vocal delivery oscillates between a gravelly, low-register baritone drawl that feels greasy and menacing, and a high, wistful, melodic croon that leans into pop-inflected sentimentality. These performances are rarely hook-driven, favoring a languid, drawn-out phrasing that obscures lyrical clarity. The emot... |
Lord Jah-Monte Ogbon | I’ve Really Never Been Better | Rap | 2,023 | 7.1 | Alphonse Pierre | Jewelry Rap Productions | July 12, 2023 | https://media.pitchfork.com/photos/64a8431d205e91db2ff416a8/1:1/w_320 | scrape | Lord Jah-Monte Ogbon’s vocal delivery centers on a conversational, mid-register rap flow characterized by a rapid-fire, blur-like cadence that demands multiple listens to parse. His delivery is punctuated by sharp, rhythmic enunciation that emphasizes internal rhyme schemes over melodic hooks. Emotionally, the project ... |
Downtown Kayoto | Learning in Public EP | Pop/R&B | 2,023 | 6.9 | Will Pritchard | Other Projects | July 12, 2023 | https://media.pitchfork.com/photos/64ac22fac789a3a5fc5f4f85/1:1/w_320 | scrape | The vocal delivery is a versatile hybrid, oscillating between a nimble, half-rasped rap flow and soft, melodic crooning that anchors the choruses. This technical agility allows for seamless transitions from double-time rhythmic verses to hook-driven, pop-inflected refrains. The emotional tenor is defined by a candid, "... |
Julie Byrne | The Greater Wings | Folk/Country | 2,023 | 8.5 | Marc Hogan | Ghostly International | July 11, 2023 | https://media.pitchfork.com/photos/644678723749aeb5b27f03af/1:1/w_320 | scrape | The vocals are delivered in a dusky, intimate register, utilizing a breathy, controlled croon that prioritizes precise enunciation over power. The delivery remains consistently understated, eschewing dramatic peaks for a steady, conversational warmth that anchors the listener. Emotionally, the album radiates a profound... |
Tainy | Data | Rap | 2,023 | 6.8 | Tatiana Lee Rodriguez | Neon16 | July 11, 2023 | https://media.pitchfork.com/photos/648c5af7693ba71b769db68c/1:1/w_320 | scrape | The vocal performances across *Data* oscillate between rapid-fire, rhythmic rap flows and smooth, auto-tuned melodic crooning. Choruses are predominantly hook-driven and pop-oriented, favoring polished, radio-ready melodies over aggressive gang-shouted refrains. The emotional tenor is largely celebratory and hedonistic... |
Little Dragon | Slugs of Love | Electronic | 2,023 | 7.1 | Eric Torres | Ninja Tune | July 11, 2023 | https://media.pitchfork.com/photos/649dd36b44224ea2d7ce9819/1:1/w_320 | scrape | Yukimi Nagano’s vocals oscillate between a breathy, acrobatic croon and a rapturous, honeyed coo, utilizing precise, elastic phrasing that shifts from intimate whispers to soaring, melodic hooks. The emotional tenor is defined by a playful, optimistic vulnerability; the record balances a wry, lighthearted sense of humo... |
ANOHNI and the Johnsons | My Back Was a Bridge for You to Cross | Experimental | 2,023 | 8.7 | Hannah Jocelyn | Secretly Canadian | July 10, 2023 | https://media.pitchfork.com/photos/64637f49cf439109f97df401/1:1/w_320 | scrape | The vocals are defined by a rich, tremulous croon that shifts between delicate, breathy vulnerability and powerful, soulful belts. The delivery is intimate and unadorned, eschewing complex layering for raw, immediate expression, while the choruses favor emotive, melodic resonance over hook-driven repetition. The emotio... |
K-LONE | Swells | Electronic | 2,023 | 7.7 | Philip Sherburne | Wisdom Teeth | July 10, 2023 | https://media.pitchfork.com/photos/649dd63b32ef0bc7a4f1ac55/1:1/w_320 | scrape | The vocals on *Swells* are characterized by a sandy, ethereal quality, often heavily processed with echo to render them indistinct and atmospheric rather than front-and-center. This vocal approach fosters an emotional tenor that feels introspective, cool, and detached, evoking a sense of after-hours solitude or quiet, ... |
Lauren Bousfield | Salesforce | Electronic | 2,023 | 7.3 | Sam Goldner | Orange Milk | July 10, 2023 | https://media.pitchfork.com/photos/64a42101ea96fe1eace00098/1:1/w_320 | scrape | The vocals are heavily processed, oscillating between keening, strained melodic passages and scorched-earth screams that are often buried within the mix. These performances shift from deadpan corporate satire to visceral, guttural outbursts, frequently coalescing into surprisingly hook-driven, pop-inflected choruses th... |
Dolly Parton | Trio | Folk/Country / Rock | 1,987 | 7.8 | Allison Hussey | Warner Bros. | July 9, 2023 | https://media.pitchfork.com/photos/64958386693ba71b769db87f/1:1/w_320 | orig | The vocal performances on *Trio* feature a seamless blend of three distinct registers, utilizing crystalline, high-lonesome harmonies that prioritize intricate, folk-inflected phrasing over individual dominance. The singers transition effortlessly between delicate, breathy verses and soaring, melodic choruses that emph... |
Lil Uzi Vert | Pink Tape | Rap | 2,023 | 5.7 | Matthew Ritchie | Generation Now / Atlantic | July 8, 2023 | https://media.pitchfork.com/photos/649ae0ff3a4e400bc3c5b386/1:1/w_320 | scrape | The vocal delivery oscillates between rapid-fire, rhythmic rap flows and strained, high-pitched melodic yells, occasionally shifting into raw, guttural metalcore screams. Choruses frequently alternate between catchy, hook-driven pop melodies and aggressive, layered gang-shouted chants. The emotional tenor is volatile, ... |
Lucinda Williams | Stories From a Rock n Roll Heart | Folk/Country | 2,023 | 7.7 | Jayson Greene | Highway 20 / Thirty Tigers | July 7, 2023 | https://media.pitchfork.com/photos/642c287de59ce1922d415367/1:1/w_320 | scrape | The vocals are characterized by a weathered, lower-register croon that leans into a fragile, conversational delivery. While she occasionally employs a strained, raspy snarl to convey grit, the choruses remain melodic and hook-driven, often bolstered by warm, harmonized backing vocals. The emotional tenor is one of cele... |
12 Rods | If We Stayed Alive | Rock | 2,023 | 7.3 | Brad Shoup | American Dreams / Husky Pants | July 7, 2023 | https://media.pitchfork.com/photos/644139154a85ded8572a8a61/1:1/w_320 | scrape | The vocals oscillate between a strained, melodic yell-singing and a detached, conversational croon, often layering into harmonies that prioritize hook-driven, pop-inflected choruses over aggressive delivery. The emotional tenor is distinctly nervy and melancholic, balancing a sneering, cynical attitude with moments of ... |
Sweeping Promises | Good Living Is Coming For You | Rock | 2,023 | 7.8 | Phillipe Roberts | Feel It | July 7, 2023 | https://media.pitchfork.com/photos/6499a72ac789a3a5fc5f4b93/1:1/w_320 | scrape | Lira Mondal’s vocals dominate with an acrobatic, ear-shattering wail that pirouettes between gritty alt-rock crooning and snarling, high-register cries. Her delivery is relentlessly hook-driven, utilizing multi-tracked harmonies to transform simple refrains into titanic, shout-along anthems. The emotional tenor is defi... |
The Weeknd | The Idol: Music From the HBO Original Series | Pop/R&B | 2,023 | 6.1 | Julianne Escobedo Shepherd | XO / Republic | July 6, 2023 | c_limit/The%20Weeknd-%20The%20Idol | orig | The soundtrack features a blend of breathy, intimate crooning and strained, high-register melodic pop vocals, often layered with processed, hook-driven choruses that prioritize radio-ready catchiness over raw delivery. The emotional tenor oscillates between a calculated, menacing seductiveness and a hollow, melancholic... |
The Alchemist | Flying High EP | Rap | 2,023 | 7 | Dylan Green | ALC | July 6, 2023 | https://media.pitchfork.com/photos/649d7c1d13de5a28c002f53f/1:1/w_320 | scrape | The vocal performances prioritize a conversational, low-register rap flow, favoring dense, internal rhyme schemes over melodic hooks or gang-shouted choruses. The delivery remains consistently understated, with artists opting for a rhythmic, stream-of-consciousness cadence that prioritizes lyrical dexterity. Emotionall... |
John Carroll Kirby | Blowout | Pop/R&B / Jazz | 2,023 | 7.1 | Brady Brickner-Wood | Stones Throw | July 6, 2023 | https://media.pitchfork.com/photos/649da31706db47608ea45616/1:1/w_320 | scrape | The album is entirely instrumental, eschewing human vocals for the expressive, melodic interplay of synthesizers and woodwinds. This absence of lyrics shifts the focus toward the emotive quality of the instrumentation, which functions as a wordless, hummable narrative. The emotional tenor is defined by a sense of misch... |
Chester Watson | Fish Don’t Climb Trees | Rap | 2,023 | 6.6 | Stephen Kearse | POW | July 6, 2023 | https://media.pitchfork.com/photos/6499ad16c789a3a5fc5f4b96/1:1/w_320 | scrape | Watson’s vocal delivery centers on a smooth, resonant mid-register flow that prioritizes rhythmic precision over aggressive inflection. He maintains a consistent, conversational cadence, eschewing melodic hooks for steady, monotone verses that emphasize clarity and poise. The emotional tenor is defined by a juxtapositi... |
Veeze | Ganger | Rap | 2,023 | 8 | Matthew Ritchie | Navy Wavy LLC | July 5, 2023 | https://media.pitchfork.com/photos/6499a323efe6e8e960f8f48a/1:1/w_320 | scrape | Veeze’s vocal delivery is defined by a syrupy, scratchy, and intentionally unrushed flow that frequently descends into slurred murmurs or bizarre, high-pitched temperamental outbursts. He eschews traditional melodic hooks for a stream-of-consciousness cadence that feels perpetually unbothered. The emotional tenor is a ... |
Hayden Pedigo | The Happiest Times I Ever Ignored | Rock | 2,023 | 7.4 | Rob Arcand | Mexican Summer | July 5, 2023 | https://media.pitchfork.com/photos/645e5ab955652b7e4c17bf1d/1:1/w_320 | scrape | The album is entirely instrumental, eschewing human vocals for a purely melodic focus. Without lyrics, the "voice" of the record is found in the expressive, conversational phrasing of the guitar lines, which mimic the cadence of speech through subtle shifts in tone and rhythmic emphasis. The emotional tenor is profound... |
Pat Metheny | Dream Box | Jazz | 2,023 | 7.6 | Sam Sodomsky | Modern Recordings | July 5, 2023 | https://media.pitchfork.com/photos/648a0ac3c789a3a5fc5f47d4/1:1/w_320 | scrape | *Dream Box* is an instrumental work, yet it possesses a distinct "vocal" quality; the electric guitar lines function as a lead singer, utilizing a clean, warm, and breathy register that mimics the phrasing of a crooner. The emotional tenor is profoundly melancholic and wistful, evoking the solitude of a traveler in a h... |
Key Glock | Glockoma 2 (Deluxe) | Rap | 2,023 | 7 | Nadine Smith | Paper Route Empire | July 3, 2023 | https://media.pitchfork.com/photos/649c665fec4fc9d12a8e679c/1:1/w_320 | scrape | Key Glock’s vocal delivery is characterized by a steady, conversational rap flow that remains consistently low-register and understated, favoring a stealthy, rhythmic precision over melodic hooks or aggressive shouting. The emotional tenor is defined by a stoic, guarded resilience; he projects a cool, self-reliant swag... |
Lush | Spooky | Rock | 1,992 | 8.6 | Julianne Escobedo Shepherd | 4AD | July 2, 2023 | https://media.pitchfork.com/photos/6494590d37e30e506f041282/1:1/w_320 | orig | The vocals feature dual, high-pitched harmonies that drift in a delicate, ethereal register. These clean, breathy croons prioritize melodic texture over power, often blending seamlessly into the mix rather than commanding the foreground. The emotional tenor is defined by a detached, cool-headed sangfroid; the delivery ... |
The Durutti Column | Time Was Gigantic… When We Were Kids | Electronic | 2,023 | 6.9 | Philip Sherburne | London | July 1, 2023 | https://media.pitchfork.com/photos/64835a2ffc45260b788765dd/1:1/w_320 | scrape | The album’s vocal delivery centers on Eley Rudge’s dulcet, sing-songy melodic lines, which prioritize conventional pop phrasing over the instrumental complexity. Her performance is consistently sweet, occasionally bordering on cloying, and lacks the mercurial, improvisational spirit found in the guitar work. Emotionall... |
Joanna Sternberg | I’ve Got Me | Folk/Country | 2,023 | 8.6 | Emma Madden | Fat Possum | June 30, 2023 | https://media.pitchfork.com/photos/640897d5632b87694bd03e47/1:1/w_320 | scrape | Sternberg’s vocals occupy a fragile, mid-register croon, characterized by a conversational, unpolished delivery that mimics the cadence of a lo-fi Broadway musical. The melodies are direct and singsong, eschewing complex vocal gymnastics for a plainspoken, earnest clarity. Emotionally, the record balances a humble, mel... |
Grian Chatten | Chaos for the Fly | Rock | 2,023 | 7.6 | Ben Cardew | Partisan | June 30, 2023 | https://media.pitchfork.com/photos/64550401282f657d45286818/1:1/w_320 | scrape | The vocals shift from a conversational, unadorned croon to expansive, melodic phrasing, trading the singer’s signature post-punk snarl for a tender, dexterous delivery that emphasizes storytelling over aggression. The choruses favor folk-inspired, hook-driven simplicity rather than gang-shouted intensity. Emotionally, ... |
The Japanese House | In the End It Always Does | Pop/R&B | 2,023 | 7 | Brady Brickner-Wood | Dirty Hit | June 30, 2023 | https://media.pitchfork.com/photos/64932b30e7a8aa8db8026ea6/1:1/w_320 | scrape | The vocals oscillate between a breathy, intimate croon and a soaring, swooning falsetto, often layering into lush harmonies that anchor the melodic, hook-driven choruses. Emotionally, the record maintains a complex, bittersweet tension; it balances a raw, melancholic vulnerability regarding heartbreak with a playful, w... |
Divide and Dissolve | Systemic | Rock | 2,023 | 7.8 | Patrick Lyons | Invada | June 30, 2023 | https://media.pitchfork.com/photos/6491c21ac789a3a5fc5f49ba/1:1/w_320 | scrape | The vocal presence is sparse, defined by a singular, haunting spoken-word performance that utilizes a hushed, quivering register to deliver poetic rebukes. This delivery eschews traditional melodic hooks or aggressive shouting, instead favoring a deliberate, intimate cadence that cuts through the surrounding density. E... |
Blue Lake | Sun Arcs | Experimental | 2,023 | 8.3 | Sam Sodomsky | Tonal Union | June 29, 2023 | https://media.pitchfork.com/photos/648c7a80b9ec4da09fa9da4e/1:1/w_320 | scrape | The album is entirely instrumental, eschewing human vocals for a wordless, textural language. In place of singing, the project relies on the resonant, harp-like sustain of a custom 48-string zither to carry the melodic weight, functioning as a surrogate for a lead voice. The emotional tenor is profoundly clear-eyed, op... |
Sonny Rollins | Go West!: The Contemporary Records Albums | Jazz | 2,023 | 8 | Stephen Thomas Erlewine | Craft | June 29, 2023 | https://media.pitchfork.com/photos/648c81725185b039bca7c922/1:1/w_320 | scrape | The saxophone serves as the primary "voice" of these recordings, utilizing a robust, breathy register that shifts between agile, rapid-fire melodic runs and soulful, elongated phrasing. The improvisations function like a conversational narrative, prioritizing fluid, lyrical storytelling over rigid structure. The emotio... |
Destiny Bond | Be My Vengeance | Rock | 2,023 | 7.4 | Nina Corcoran | Convulse | June 29, 2023 | https://media.pitchfork.com/photos/6494622e693ba71b769db815/1:1/w_320 | scrape | The vocals oscillate between scratchy, vociferous screams and strained, melodic yell-singing that prioritizes raw sincerity over technical polish. Choruses are consistently hook-driven, utilizing anthemic, singalong melodies that anchor the intensity. The emotional tenor is defined by a defiant, celebratory vulnerabili... |
Arthur Russell | Picture of Bunny Rabbit | Experimental | 2,023 | 9 | Jayson Greene | Audika | June 28, 2023 | https://media.pitchfork.com/photos/64304788364e4011a02bd628/1:1/w_320 | scrape | The vocals are characterized by a fragile, breathy croon that frequently drifts into a mumble, prioritizing intimate, melodic phrasing over distinct articulation. The delivery is often elusive, with lines dissolving into the mix like a half-remembered dream. Emotionally, the album exudes a profound sense of melancholic... |
Young Thug | Business Is Business | Rap | 2,023 | 7 | Paul A. Thompson | Young Stoner Life / 300 Entertainment | June 28, 2023 | https://media.pitchfork.com/photos/649588785185b039bca7ca99/1:1/w_320 | scrape | The vocal delivery is defined by an elastic, improvisatory flow, shifting rapidly between high-pitched, nasal yelps and a rhythmic, staccato rap cadence. Thug frequently contorts his register, stretching syllables into elongated, melodic sighs that blur the line between singing and speech. The emotional tenor is a vola... |
Mike Dimes | Texas Boy | Rap | 2,023 | 6.3 | Dylan Green | SinceThe80s / Camp Billy | June 28, 2023 | https://media.pitchfork.com/photos/64933d2a3a4e400bc3c5b207/1:1/w_320 | scrape | The album features a clear, monotone rap flow that prioritizes technical precision and rhythmic versatility over melodic singing. Dimes maintains a consistent, laidback delivery that oscillates between detached coolness and moments of vulnerable, reflective storytelling. The emotional tenor is largely defined by a stoi... |
Amnesia Scanner | STROBE.RIP | Experimental / Electronic | 2,023 | 7.3 | Sasha Geffen | Pan | June 28, 2023 | https://media.pitchfork.com/photos/6491b7b3693ba71b769db72c/1:1/w_320 | scrape | The vocals feature a synthetic, serrated AI register that oscillates between wispy, buried crooning and jagged, adolescent howls. These artificial phonemes often tangle with metallic screeches and compressed glossolalia, creating a hybrid texture that feels both human and hollow. The emotional tenor is defined by a fri... |
Militarie Gun | Life Under the Gun | Rock | 2,023 | 7.4 | Chris O'Connell | Loma Vista | June 27, 2023 | https://media.pitchfork.com/photos/643ea3fe4a85ded8572a89de/1:1/w_320 | scrape | The vocals oscillate between a strained, staccato melodic yell and a primal, guttural growl, often layering these textures to create hook-driven, anthemic choruses that feel both raw and polished. The emotional tenor is defined by a volatile blend of simmering rage and profound, melancholic vulnerability; the delivery ... |
Coi Leray | COI | Rap | 2,023 | 4.5 | Heven Haile | Uptown / Republic | June 27, 2023 | https://media.pitchfork.com/photos/648b641013de5a28c002f18e/1:1/w_320 | scrape | The vocal delivery oscillates between a rapid-fire, rhythmic rap flow and a strained, high-pitched melodic yell-singing style. Choruses are consistently hook-driven, prioritizing repetitive, earworm-ready melodies over complex lyrical structures. The emotional tenor is defined by a defiant, celebratory attitude, projec... |
Rrose | Please Touch | Electronic | 2,023 | 7.8 | Philip Sherburne | Eaux | June 27, 2023 | https://media.pitchfork.com/photos/648c76bb5185b039bca7c920/1:1/w_320 | scrape | The album’s vocal presence is entirely absent, replaced by a sonic architecture that functions as a non-human narrator. In place of lyrics, the record utilizes microtonal harmonies and psychoacoustic shifts to guide the listener, creating a sense of communication through pure frequency rather than language. The emotion... |
Wye Oak | Every Day Like the Last | Rock | 2,023 | 7.6 | Ryan Leas | Merge | June 26, 2023 | https://media.pitchfork.com/photos/648c70b4693ba71b769db68f/1:1/w_320 | scrape | The vocals occupy a warm, mid-range register, utilizing a breathy, clean croon that prioritizes fluid phrasing over aggressive projection. The choruses eschew gang-shouted hooks in favor of intricate, weaving melodic lines that glide with a river-like consistency. Emotionally, the record projects a hard-earned serenity... |
Albert Hammond Jr. | Melodies On Hiatus | Rock | 2,023 | 6.6 | Stephen Thomas Erlewine | Red Bull | June 26, 2023 | https://media.pitchfork.com/photos/642b33b73b530c29caa65428/1:1/w_320 | scrape | The vocals are delivered in a conversational, mid-register sing-song that often sits buried within the mix, treating the voice as a textural instrument rather than a focal point. Choruses lean into melodic, pop-oriented hooks that prioritize rhythmic flow over raw power. The emotional tenor is characterized by a detach... |
Big Freedia | Central City | Rap | 2,023 | 7.6 | Eric Torres | Queen Diva Music | June 26, 2023 | https://media.pitchfork.com/photos/6470cc79da327b7f05b8a24b/1:1/w_320 | scrape | The vocal delivery is defined by a commanding, drill-sergeant rap flow that oscillates between rapid-fire rhythmic chants and a deep, menacing guttural growl. These verses are frequently punctuated by melodic, hook-driven choruses that provide a polished, pop-oriented contrast to the grit. The emotional tenor is consis... |
Godflesh | Purge | Metal | 2,023 | 7.4 | Mateo Rispoli | Avalanche | June 26, 2023 | https://media.pitchfork.com/photos/648b271616d7963ced2cea2d/1:1/w_320 | scrape | The vocal delivery oscillates between guttural, full-throated barks and strained, melodic yells, often punctuated by rhythmic spoken-word samples that anchor the tracks. These performances eschew traditional hooks, favoring a repetitive, mantra-like intensity that prioritizes raw catharsis over pop-oriented structures.... |
Savage | Tonight | Electronic | 1,984 | 8.2 | Rich Juzwiak | Discomagic | June 25, 2023 | https://media.pitchfork.com/photos/648c8cbdc789a3a5fc5f48be/1:1/w_320 | orig | The vocals feature a clean, breathy croon delivered with a distinct, slightly strained melodic sensibility. The phrasing is marked by a deliberate, rhythmic cadence that emphasizes the hook-driven, repetitive nature of the choruses. Emotionally, the track projects a melancholic, yearning vulnerability, balancing a sens... |
The Dream Syndicate | The Days of Wine and Roses (Expanded Edition) | Rock | 2,023 | 8.5 | Stephen M. Deusner | Fire America | June 24, 2023 | https://media.pitchfork.com/photos/6487796660dcdf6cd24feac9/1:1/w_320 | scrape | The vocals feature a distinct, strained melodic delivery that sits somewhere between a weary croon and a desperate, rhythmic yell. The phrasing is often conversational yet urgent, eschewing traditional pop hooks for a jagged, stream-of-consciousness intensity that mirrors the lyrical anxiety. Emotionally, the music rad... |
Kim Petras | Feed the Beast | Pop/R&B | 2,023 | 4.3 | Shaad D’Souza | Republic / Amigo | June 23, 2023 | https://media.pitchfork.com/photos/648c701ce7a8aa8db8026d08/1:1/w_320 | scrape | The vocals on *Feed the Beast* rely on a polished, high-register pop delivery, alternating between breathy, rhythmic verses and soaring, hook-driven choruses that prioritize melodic accessibility over grit. The emotional tenor is characterized by a detached, mercenary neutrality; despite lyrics touching on desire and h... |
Killer Mike | Michael | Rap | 2,023 | 6.5 | Dylan Green | Loma Vista | June 23, 2023 | https://media.pitchfork.com/photos/645ce904575213cbefca6fba/1:1/w_320 | scrape | The vocal delivery features a commanding, mid-register rap flow characterized by sharp enunciation and a rhythmic, percussive cadence. Choruses frequently pivot from these dense verses to soulful, gospel-inflected melodic hooks that provide a soaring, anthemic contrast. The emotional tenor oscillates between a celebrat... |
Geese | 3D Country | Rock | 2,023 | 6.8 | Brady Gerber | Partisan / Play It Again Sam | June 23, 2023 | https://media.pitchfork.com/photos/648b56b124829546cc72f285/1:1/w_320 | scrape | The vocals oscillate between a strained, theatrical melodic yell and a soaring, fragile falsetto, often pushing into an ecstatic, shamanistic bellow. Choruses frequently pivot from these frantic outbursts into surprisingly accessible, hook-driven pop melodies that invite singalongs. The emotional tenor is defined by a ... |
King Gizzard & the Lizard Wizard | PetroDragonic Apocalypse; or, Dawn of Eternal Night: An Annihilation of Planet Earth and the Beginning of Merciless Damnation | Rock | 2,023 | 5.4 | Steven Arroyo | KGLW | June 23, 2023 | https://media.pitchfork.com/photos/646383f74a67dfa0db7ad1cf/1:1/w_320 | scrape | The vocals oscillate between gravelly, guttural growls and strained, operatic falsetto wails, often settling into rhythmic, monotone deliveries that prioritize narrative momentum over melodic hooks. The emotional tenor is defined by a theatrical, tongue-in-cheek menace; the delivery feels intentionally campy and hyperb... |
Gunna | a Gift & a Curse | Rap | 2,023 | 5.9 | Alphonse Pierre | Young Stoner Life / 300 Entertainment | June 22, 2023 | https://media.pitchfork.com/photos/6491cc0932ef0bc7a4f1a957/1:1/w_320 | scrape | The vocals rely heavily on a polished, AutoTune-drenched croon that maintains a consistent, monotone register throughout the project. While he occasionally shifts into an explosive, rapid-fire rap flow, the delivery remains largely detached, favoring smooth melodic phrasing over raw, guttural intensity or aggressive ga... |
Meshell Ndegeocello | The Omnichord Real Book | Pop/R&B | 2,023 | 7.8 | Matthew Ismael Ruiz | Blue Note | June 22, 2023 | https://media.pitchfork.com/photos/641a028c97ae788e8be3c3c2/1:1/w_320 | scrape | The vocals on *The Omnichord Real Book* are primarily delivered in a warm, intimate mid-register, shifting between a conversational, rhythmic spoken-word flow and a breathy, soulful croon. The delivery is understated, favoring nuanced phrasing over explosive power, with choruses that prioritize melodic, atmospheric hoo... |
Bonny Doon | Let There Be Music | Rock | 2,023 | 7.1 | Stephen Thomas Erlewine | Anti- | June 22, 2023 | https://media.pitchfork.com/photos/645e53ab55652b7e4c17bf1b/1:1/w_320 | scrape | The vocals feature a consistent, deadpan delivery, utilizing a flat, conversational register that eschews dramatic flourishes or strained melodic peaks. Choruses remain understated and integrated, favoring a gentle, earnest sincerity over hook-driven anthems. The emotional tenor is defined by a quiet, unpretentious opt... |
Drive-By Truckers | The Complete Dirty South | Rock | 2,023 | 8.7 | Grayson Haver Currin | New West | June 21, 2023 | https://media.pitchfork.com/photos/643551debab5e1cc79b3216b/1:1/w_320 | scrape | The vocals feature a distinct trio of styles: gravelly, strained shouts that lean into a weary, conversational yell-singing, contrasted by occasional moments of rough-hewn, melodic crooning. Choruses are rarely polished, instead favoring anthemic, ragged singalongs that emphasize communal grit over pop hooks. The emoti... |
Bettye LaVette | LaVette! | Folk/Country / Jazz / Pop/R&B | 2,023 | 7.7 | Stephen M. Deusner | Jay-Vee | June 21, 2023 | https://media.pitchfork.com/photos/648a0c45b9ec4da09fa9d933/1:1/w_320 | scrape | The vocal performance oscillates between a weathered, gravel-flecked croon and a conversational, matter-of-fact sing-speaking style. LaVette utilizes a wide, expressive register, shifting from languid, drawn-out laments to sharp, sardonic phrasing that emphasizes the lyrical wit. The emotional tenor is a complex blend ... |
Home Is Where | The Whaler | Rock | 2,023 | 8.1 | Nina Corcoran | Wax Bodega | June 21, 2023 | https://media.pitchfork.com/photos/6446a18a3749aeb5b27f03e7/1:1/w_320 | scrape | The vocals oscillate between a fragile, breathy croon and a raw, scratchy yell that frequently erupts into piercing, physically taxing screams. These shifts prioritize emotional catharsis over traditional melodic hooks, with delivery often feeling strained and urgent. The emotional tenor is defined by a volatile mix of... |
Sigur Rós | Átta | Rock | 2,023 | 7.2 | Ian Cohen | BMG | June 20, 2023 | https://media.pitchfork.com/photos/648b07c032ef0bc7a4f1a812/1:1/w_320 | scrape | The vocals on *ÁTTA* oscillate between a fragile, breathy lower register and a soaring, ethereal falsetto, functioning less like traditional rock singing and more like a lead orchestral instrument. The emotional tenor is defined by a profound sense of dejection and melancholic resignation, channeling climate-driven des... |
DJ Rude One | The Onederful Nephew | Rap | 2,023 | 7.1 | Dash Lewis | Closed Sessions | June 20, 2023 | https://media.pitchfork.com/photos/648b07295185b039bca7c8a5/1:1/w_320 | scrape | The vocal delivery shifts between a rapid-fire, stream-of-consciousness rap flow and a gravelly, conversational snarl. The performance avoids melodic hooks, favoring dense, rhythmic barrages that emphasize lyrical precision over traditional song structure. Emotionally, the album projects a menacing, paranoid intensity;... |
Hand Habits | Sugar the Bruise EP | Rock | 2,023 | 7.3 | Margaret Farrell | Fat Possum | June 20, 2023 | https://media.pitchfork.com/photos/6421a0cc67f587dc8ca9fc12/1:1/w_320 | scrape | The vocals on *Sugar the Bruise* feature a delicate, breathy croon that frequently shifts into a strained, intimate register, emphasizing a conversational delivery. Choruses are melodic and hook-driven, often layered with high-pitched, ethereal backing harmonies that add a sense of haunting depth. The emotional tenor i... |
Jayda G | Guy | Electronic | 2,023 | 7.4 | Tatiana Lee Rodriguez | Ninja Tune | June 20, 2023 | https://media.pitchfork.com/photos/63f3b927a1ac14135e7d282e/1:1/w_320 | scrape | Jayda G’s vocals shift from a bubbly, hopeful register in upbeat moments to a smudged, intimate croon that feels raw and exposed. Her delivery prioritizes melodic, hook-driven choruses that anchor the tracks, often blending seamlessly into the surrounding textures. The emotional tenor is a complex duality, balancing a ... |
Meshell Ndegeocello | Bitter | Pop/R&B | 1,999 | 9.2 | Ivy Nelson | Maverick | June 18, 2023 | https://media.pitchfork.com/photos/648b2e823a4e400bc3c5b0be/1:1/w_320 | orig | Meshell Ndegeocello’s *Bitter* is defined by a vocal performance that favors a hushed, intimate croon, delivered with a fragile, breathy precision that avoids theatricality in favor of raw, conversational honesty. The emotional tenor is profoundly melancholic and vulnerable, capturing the hollowed-out stillness of aban... |
Album metadata paired with an LLM-generated "sounds like" description, for ~25.7k albums.
No review text. The copyrighted review prose is deliberately stripped — this dataset contains only factual album metadata and our own LLM-generated sonic fingerprints.
| column | meaning |
|---|---|
artist, album |
album identity |
genre |
coarse genre tag |
year_released, rating, reviewer, label, reviewed |
factual metadata |
album_art_url |
cover image URL |
source |
provenance of the text the fingerprint was generated from (scrape / statworx / orig) |
sounds_like |
an LLM-written sonic description — vocals + emotional tenor + instrumentation |
The sounds_like field is the target text that defines the geometry for the model
Hanno-Labs/langset-sounds-like: it describes how
each album sounds (with vocal register and emotional tenor weighted alongside instrumentation), so a
langset latent trained on it clusters by sound, not by review text.
Fingerprints were generated with Gemini 3.1 Flash Lite from full album reviews; the reviews themselves are not included in this dataset.
from datasets import load_dataset
ds = load_dataset("Hanno-Labs/sounds-like-fingerprints", split="train")
print(ds[0]["artist"], "—", ds[0]["album"], "::", ds[0]["sounds_like"][:120])