Body of work — 1980 / 2023

Ryuichi Sakamoto
Tokyo — Orchestral-electronic composition

From the electro-rap of B-2 Unit (1980) to the Oscar for The Last Emperor (1988), from the universal melody of Merry Christmas, Mr. Lawrence to the piano improvisations of 12 (2023), recorded under chemotherapy two months before his death — Ryuichi Sakamoto may be the only composer to have crossed so many territories with such unwavering rigour. Not a reinvention album by album: a displacement of listening. The same attention, a different medium. And at the end, death itself treated as compositional material, with the same formal dignity as everything else.

Prologue

Why attention is enough

Ryuichi Sakamoto is the only artist in this collection to have composed from a hospital room, under chemotherapy, two months before his death — and whose album recorded in those conditions is among the most moving of 2023. 12 is not a tragic work. It is not a rhetorical testament nor a romantic farewell. It is someone paying attention to the world, noting what they hear, playing what they feel — with the same rigour as in 1980, when he was recording B-2 Unit in an Osaka studio with a TR-808 and the conviction that machines could be musical subjects.

It is this continuity that makes Sakamoto necessary. Not the diversity of his styles — the electronic pop of Yellow Magic Orchestra, the radical electro of B-2 Unit, the orchestral scores of Merry Christmas, Mr. Lawrence and The Last Emperor, the piano minimalism of BTTB, the post-music ambient of async — but the identical rigour applied to each territory. Sakamoto does not reinvent himself with each album. He displaces his listening. He traverses a new territory with the same tools: attention, formal honesty, refusal of gratuitous gesture.

01
Traversal of techniques as method
YMO synth pop → electro-rap B-2 Unit → orchestral score → piano minimalism → post-music ambient → chemo improvisations. Sakamoto traverses each territory with the same rigour. Coherence through attention, not through signature. A different style at each stage; a single method: paying attention to what the medium can do that others cannot.
02
Death as final editorial permanent
Diagnosis 2014, async (2017) composes with the prospect of death, 12 (2023) released two months before. Sakamoto makes his ending an artistic object held rather than dramatised. Death as compositional material — not as rupture, not as mystical revelation. Just the consciousness of limited time translated into musical structure.

The five pivot albums that follow trace the arc: B-2 Unit (1980) — electro before electro, the drum machine as subject; Merry Christmas, Mr. Lawrence (1983) — the bridge melody, Japanese scale harmonised in the Western manner, a global classic in six minutes; The Last Emperor (1987) — the Oscar, the most institutional orchestral score of the work, three composers without email; async (2017) — the testament album, the imaginary Tarkovsky, musique concrète as the language of finitude; 12 (2023) — twelve months, twelve tracks, one piano, one chemo, absolute presence.

Ryuichi Sakamoto stands alone in this collection in his register. One editorial bridge is worth noting with Hans Zimmer: two film score composers at the peak of their generation, but with inverse trajectories. Zimmer = the architect of a collective ecosystem (Remote Control Productions), the orchestra treated as studio material for the global mass market. Sakamoto = the solitary integral author, the Oscar as anomaly in a solo artist’s career, then retreat toward solo piano. The score as industry versus the score as personal work. West and East of the film composer.

◆ Musicological studies

The work’s tracks examined closely — device, structure, procedure, lineage, reading under the permanences.

1980
Album 1 — Alfa Records — 26 September 1980

B-2 Unit

Riot in Lagos. The album that announces American electro before it exists. Classical rigour applied to drum machines.

1980. Yellow Magic Orchestra is at the peak of its global popularity. Solid State Survivor (1979) confirmed YMO as Japan’s most influential electronic ensemble. Sakamoto could have capitalised on this visibility in his solo work — offering something familiar, accessible, sellable. He does the opposite.

B-2 Unit is a rupture with everything that precedes it. No carried melody, no reference to synthé pop. The Roland CR-78 and TR-808 drum machines are used not as accompaniment but as primary architecture. The basslines are electronic-funk, the textures arid. Riot in Lagos, the opening track, is a percussion and bass machine over which a minimal voice floats — a musical object with no equivalent in 1980.

The device

Afrika Bambaataa listens to Riot in Lagos and understands what Sakamoto understood first: that the drum machine can be a solo instrument, not an accompanist. Planet Rock (1982), the founding track of American electro, borrows directly from this grammar — mechanical rhythms, synth bass, no guitar. Mantronix samples it directly in the 1980s. B-2 Unit is thus a founding album of American electro whose American authors were never invited to Osaka.

What is remarkable is the rigour with which Sakamoto applies his academic training (Tokyo University of the Arts, classical composition and ethnomusicology) to material that the academic world of 1980 had not yet deigned to consider. The drum machine as serious compositional subject — this is the first permanent gesture in its most radical form.

« Je n’essayais pas de faire de la “musique de danse”. Je cherchais à comprendre ce que les machines pouvaient faire que les musiciens ne pouvaient pas faire — et pourquoi ça m’intéressait. »
“I wasn’t trying to make ‘dance music’. I was trying to understand what machines could do that musicians couldn’t — and why that interested me.”— Ryuichi Sakamoto, Red Bull Music Academy (2012, paraphrase)
The permanents — in their initial formulation. Traversal of techniques as method: Sakamoto releases B-2 Unit during the YMO period, without compromise between the two projects. A radical solo electro on one side, a synth-pop group on the other — the same rigour, two distinct mediums. Death as permanent (in germ): not yet present here, but the formal radicality of B-2 Unit — making something with no guaranteed audience, that could fail — prefigures the disposition that will later allow composing in the face of death without dramatism.
The founding album of electro — before American electro
Riot in Lagos
Directed listening — focus on the absence: no melody, no guitar, no solo. Only the drum machine, synth bass, and minimal texture. Imagine Afrika Bambaataa's listening in 1981: what does he hear? The machine as subject, not accompaniment tool.
The melodic counterpoint — tension with the solo
Tong Poo
Directed listening — Tong Poo is the only melodic concession on the album: a piano theme that briefly emerges before being reabsorbed by the electronic texture. Melody as rare element, almost abnormal within the album's context. Compare with the more pop YMO version — how the same material can be treated differently according to context.
1983
Album 2 — Virgin — 1983

Merry Christmas, Mr. Lawrence

Forbidden Colours. The bridge melody. Japanese pentatonic scale, Western harmonisation, synth production — a global classic in 6 minutes.

1983. Nagisa Ōshima shoots Furyo (Merry Christmas, Mr. Lawrence) in Rarotonga, Cook Islands. The film recounts the relationship between a Japanese officer (Captain Yonoi, played by Sakamoto himself) and an English prisoner (Jack Celliers, played by David Bowie) in a Japanese prisoner-of-war camp in 1942. Ōshima casts Sakamoto in a double role: actor and composer. The decision is bold — Sakamoto has never composed a film score.

The result is the most played and most covered melody in all of Sakamoto’s work. The title melody rests on a Japanese minor pentatonic scale (yo-naoshi scale) harmonised with Western chords and carried by piano and a string synthesiser. The scale produces a character immediately recognisable as Japanese — but the harmonisation and production make it accessible to any Western listener. This cultural bridge, achieved without picture-postcard exoticism, is the founding gesture of the piece.

The device

The melody is simple: six bars, a rise, a fall, a repetition. It can be played by a beginner pianist. And yet it has been covered by Keith Jarrett, by jazz orchestras worldwide, by electronic artists, by street pianists in Tokyo and Paris. It is not sophistication that creates resonance — it is the precision of the cultural bridge. The Japanese scale makes the melody unique; the Western harmonisation makes it universal.

The Forbidden Colours version with David Sylvian (English lyrics) adds a vocal dimension to the piece, transforming the instrumental score into a melancholic pop song. This is the version that will circulate most widely outside Japan in the 1980s.

« J’ai dû composer la musique avant que le film soit terminé. J’avais le scénario, quelques images. J’ai cherché une mélodie qui aurait pu être la musique intérieure du personnage de Yonoi — quelque chose qu’il n’aurait jamais dit à voix haute. »
“I had to compose the music before the film was finished. I had the script, some images. I was looking for a melody that could have been the inner music of Yonoi’s character — something he would never have said aloud.”— Ryuichi Sakamoto, NHK Documentary (2017, paraphrase)
The permanents — the cultural bridge as method. Traversal of techniques: Sakamoto crosses cinema (actor for the first time), film score (composer for the first time), pop vocal (with Sylvian), and instrumental music — in the same project, with the same formal rigour. The medium is multiple; the attention is one. Death (absent but present in the subject): Merry Christmas, Mr. Lawrence is a film about captivity, death, sacrifice. The melody carries this gravity without illustrating it — it exists alongside the drama, not inside it.
The global classic — Japanese scale, universal harmonisation
Merry Christmas, Mr. Lawrence
Directed listening — identify the pentatonic scale in the opening bars: five notes only, no Western semitone. Then identify the moment when the harmonisation (piano chords + synth strings) transforms this Japanese scale into something universal. The melody alone, bare — then with the arrangement. Two different objects.
Study Open the musicological analysis Harmony · device · lineage · reading under the light of the constants
The vocal version — David Sylvian
Forbidden Colours
Directed listening — the same melody, but with David Sylvian's voice and English lyrics. Observe how Sylvian's vocal timbre (fragile tenor, very soft register) marries with the Japanese scale — and how the lyrics ('I, the cross of my own / Am on the edge of the world') add a layer of meaning without weighing the music down. Melancholic pop of exemplary sobriety.
1987
Album 3 — Virgin — 1987 (Oscar 1988 Best Original Score)

The Last Emperor

Main Title Theme. The Oscar of coexistence. Three composers, three aesthetics, one unexpected coherence. Sakamoto's institutional peak.

1987. Bernardo Bertolucci shoots The Last Emperor in China — the first Western film to receive permission to film inside the Forbidden City. He entrusts the music to three composers who have never met: Ryuichi Sakamoto (Japan), David Byrne (United States, Talking Heads), and Cong Su (China). The constraint is editorial: each composer works on his own sections, then Bertolucci assembles. The result is an improbable coherence — and the Academy Award for Best Original Score in 1988.

Sakamoto’s contribution is the most orchestral of his career to this point. The main theme — classical strings, piano, discreet synth touches — is built on a more classically emotional architecture than in his previous solo albums. Sakamoto adapts his writing to the epic film context: he partially steps back behind the narration, rather than superimposing himself on it.

The device

What is striking in Sakamoto’s score for The Last Emperor is precisely this capacity to adapt without losing oneself. Traditional Chinese instruments (erhu, pipa) coexist with the Western orchestra. Sakamoto’s themes are immediately identifiable — the Japanese scale transposed onto a Chinese subject — but they do not sound like cultural fancy dress. They sound like Sakamoto applying the same cultural bridge method as with Merry Christmas, Mr. Lawrence.

The film wins nine Oscars. The score is his most popular contribution. It also marks, in a sense, the high point and closure of his period as an international film composer: after The Last Emperor, Sakamoto will compose more scores (Little Buddha, 1993), but never with this institutional dimension.

« Travailler avec David Byrne était une expérience bizarre. On s’envoyait des enregistrements par la poste — pas d’e-mail à l’époque. On ne s’est pas vraiment parlé. Et pourtant quelque chose a fonctionné. »
“Working with David Byrne was a strange experience. We sent recordings by post — no email back then. We never really talked. And yet something worked.”— Ryuichi Sakamoto, Red Bull Music Academy (2012, paraphrase)
The permanents — at the institutional peak. Traversal of techniques: Sakamoto applies here the same cultural bridge method (Japan-West in Mr. Lawrence) to a new context (China-West in The Last Emperor). The symphony orchestra medium is new to him at this scale — but he traverses it with the same rigour. Death as permanent: The Last Emperor is a film about the end of a life and a world. Sakamoto’s score carries this gravity without pathos — the same ethical disposition that will traverse async thirty years later.
The main theme — East/West balance
Main Title Theme (The Last Emperor)
Directed listening — identify the instruments of different origin: erhu (Chinese two-string fiddle), Western orchestra, piano, synthesisers. How does Sakamoto make these textures coexist without one dominating the other? Observe the main melodic line: is it Japanese, Chinese, or Western? The answer is in the harmonisation, not the melody.
The garden scene — intimacy in epic
Open The Door
Directed listening — counterpoint to the main theme: where Main Title Theme is epic and orchestral, Open The Door is intimate and piano-centric. The same album, two opposing dynamics. Observe how Sakamoto manages scale: grandeur is not the only option in a large-scale score.
2017
Album 4 — Commmons — 28 April 2017

async

fullmoon, Life Life, async. The album composed for an imaginary Tarkovsky. The first testament. Death treated as compositional material.

2017. Three years after the rectal cancer diagnosis. Sakamoto has been through surgery, chemotherapy, uncertainty. He did not die — but he composed async with the knowledge that he could have. The title comes from computing: asynchronous designates a process that does not synchronise with the main flow — that operates according to its own time, outside common time.

Sakamoto states he composed async for an imaginary Tarkovsky: if the Russian director were still alive and asked him for a score for Stalker or Solaris, what would it sound like? The answer is a complete abandonment of carried melody. Concrete sounds, field recordings (rain, trees, water), atomised piano, slow loops, textures. No identifiable melodic theme. An album of presences rather than forms.

The device

The album is inseparable from the documentary Coda (Stephen Nomura Schible, 2017), which films Sakamoto composing, walking through forests, noting observations in notebooks. Coda shows the process as the work itself — Sakamoto is not making ambient music, he is recording his presence in the world at a moment when that presence is precarious.

fullmoon is an electronic piano repeated on loop with minimal variations — the structure of Zimmer’s Time, but at the opposite emotional register: where Time builds towards a climax, fullmoon is static, suspended. Life, Life integrates an excerpt from the poem I Live My Life by Arseny Tarkovsky (the filmmaker’s father), read in voiceover. async (the title track) is a six-minute loop that says exactly what the title announces: time decomposed, non-synchronised, treated as material.

« Après le cancer, j’ai réalisé que je ne pouvais plus composer la même chose. Pas parce que j’avais changé d’opinion sur la musique — mais parce que ma relation au temps avait changé. Le temps est devenu quelque chose que je ne peux plus tenir pour acquis. »
“After cancer, I realised I could no longer compose the same things. Not because I had changed my mind about music — but because my relationship to time had changed. Time became something I can no longer take for granted.”— Ryuichi Sakamoto, Numero Tokyo (2023, paraphrase)
The permanents — in their most explicit formulation. Traversal of techniques: Sakamoto traverses here musique concrète, ambient, field recording — territories that other artists would have approached at twenty as an aesthetic programme. He reaches them at 65, after cancer, as necessity. Not a posture — the territory that corresponds to the state. Death as permanent: async is the first album where death is explicitly the subject. No pathos, no rhetoric of the grand finale — just the consciousness of limited time translated into musical structure.
The testament track — asynchronous time, contemplative loop
async
Directed listening — six minutes, a loop. Identify the moment when the loop begins to drift slightly: are the repetitions identical, or is there minimal variation with each pass? Observe how Sakamoto manages productive boredom — the risk of repetition as compositional strategy rather than accident.
Study Open the musicological analysis Harmony · device · lineage · reading under the light of the constants
The moon — static presence, piano in suspension
fullmoon
Directed listening — repeated electronic piano, minimal variations. Compare with Hans Zimmer's Time: same accumulation principle, but opposite direction — Zimmer accumulates toward a climax, Sakamoto remains in suspension. The loop without destination. Emotion without crescendo.
2023
Album 5 — Commmons — 17 January 2023

12

20220207, 20220803. Twelve tracks, twelve months, one piano. Recorded under chemotherapy. The final album, released two months before his death.

01 02 03 04 05 06 07 08 09 10 11 12

17 January 2023. Ryuichi Sakamoto turns 71 today. He releases 12 for his birthday. Twelve tracks, one per month of the year 2022, recorded during his chemotherapy for oesophageal cancer diagnosed in 2020 (recurrence). Each track carries a title that is a date — 20220207, 20220302, 20220803 — the diary as musical form.

On 28 March 2023, seventy days after the release of 12, Ryuichi Sakamoto dies in Tokyo. 12 is his last album. This fact weighs on listening — but Sakamoto had composed 12 knowing this was possible, and this awareness produced neither dramatism nor resignation. Only presences: a held note, a suspended chord, the silence between two sounds.

The device

12 is the most stripped-back album in all of Sakamoto’s work. Solo piano or almost, a few minimal electronic textures, no imposed narrative structure. Each track lasts between two and six minutes. There is no development in the classical sense — just a presence in time, an exploration of a particular state. The album is closer to a musical diary than to an album in the traditional sense.

What strikes on listening is the absence of any sense of defeat. These tracks do not sound like farewells — they sound like someone paying attention to the world. The light of a February day, the texture of an August month, the density of a March day. The date-titles force this reading: one listens not to an abstract work but to a specific moment in the life of a man who knows his moments are numbered.

« Je ne sais pas si je vais terminer cet album. Je vais essayer. »
“I don’t know if I will finish this album. I will try.”— Ryuichi Sakamoto, message to his team (reported in the press, 2022)
The permanents — in their most stripped-back form. Traversal of techniques: Sakamoto has returned to the beginning — solo piano. The entire trajectory from B-2 Unit (drum machines) to Mr. Lawrence (synth strings), The Last Emperor (orchestra), async (musique concrète) resolves here into the simplest instrument. Not as regression — as accomplishment. Death as permanent: 12 is permanent 2 in its purest state. Death is not a subject of 12 — it is its condition of existence. Without cancer, without chemotherapy, without the knowledge that each recording session might be the last, 12 would not possess this quality of absolute presence.
A February month — presence in the void
20220207
Directed listening — notice the texture of the silence between notes. Sakamoto lets the piano resonate for a long time before playing the next note. This resonance is not an effect: it is the argument. What matters is not the note — it is the time between notes. How many seconds of silence can be left in a piece before it ceases to be music?
An August month — heat and slowness
20220803
Directed listening — the slowest track on the album. Each note is held almost until its natural disappearance. Observe how the piano's texture changes across the months: some tracks are brighter, others darker. 20220803 is heavy, warm, like a summer day that refuses to end.
Synthesis

A body of work in four movements

From B-2 Unit (1980) to 12 (2023), Ryuichi Sakamoto produced around forty albums over forty-five years. Composer, pianist, producer, actor, ecological activist. Oscar for The Last Emperor (1988). Co-founder of Yellow Magic Orchestra. A figure of the Japanese counter-culture as much as of international classicism. But the trajectory is not one of accumulated roles — it is one of progressive deepening of two founding gestures, tested territory by territory, until their most stripped-back formulation in 12 (2023).

Movement I — 1978–1983
Collective electricity, then the universal melody
YMO founds Japanese synthé pop. B-2 Unit (1980) opens radical electro. Merry Christmas, Mr. Lawrence (1983) creates Sakamoto’s first global classic. Three simultaneous projects, three distinct aesthetics, one single method: maximum attention paid to what the medium can do anew. Sakamoto is not yet 32 when he composes the Furyo theme — but the grammar of the cultural bridge is already complete. The Japanese scale harmonised in the Western manner: a simple gesture that will be repeated, in other forms, all the way to async.
Movement II — 1984–1995
The institutional peak
The Last Emperor (1987) and the 1988 Oscar represent the apex of global recognition. Sakamoto is now a leading international composer — but he does not capitalise on the formula. Beauty (1989) explores pop collaborations with Western artists. Heartbeat (1991) tests danceable electronics. Smoochy (1995) retreats into intimate minimalism. Permanent 1 is active: each album crosses new territory without nostalgia for the previous one.
Movement III — 1999–2014
Retreat toward solo piano
BTTB (1999, “Back to the Basics”) marks the pivot: Sakamoto abandons electronics and orchestra for solo piano. out of noise (2009) integrates natural sounds recorded in the Arctic. Three (2012) continues the stripping back. The rectal cancer diagnosis in 2014 closes this movement and opens the next. Over fifteen years, Sakamoto moved from Oscar-winning composer to solitary pianist — not as regression, but as deepening. The same rigour, an increasingly small and increasingly intimate territory.
Movement IV — 2017–2023
Composing with death
async (2017) — first album composed with the awareness that Sakamoto might die. Musique concrète, field recordings, atomised piano. Composed for an imaginary Tarkovsky. Permanent 2 formulates: death as compositional material. Cancer recurrence 2020. 12 (2023) — twelve tracks recorded during chemo, one per month. Released for Sakamoto’s 71st birthday, two months before his death. The diary as musical form. Absolute presence as final gesture.

What never changes

Two permanents traverse all four movements. Traversal of techniques as method — from 1978 to 2023, each of Sakamoto’s stylistic turns is applied with the same formal rigour: not a shifting aesthetic posture, but a constant displacement of listening. The drum machine in 1980, orchestra in 1987, solo piano in 1999, musique concrète in 2017, chemo improvisations in 2023 — territories traversed with the same attention, without irony or nostalgia. Death as final editorial permanent — the 2014 cancer, the 2020 cancer, the death on 28 March 2023 are biographical facts that would have remained external to the work had Sakamoto not made them musical subjects. async is the first album where death is the subject without being the message — the music does not speak about death, it is composed from the consciousness of death. 12 goes further: death is no longer the subject, it is the condition. Without chemotherapy, without the countdown, these twelve tracks would have a different quality. Death as form.

Position in the collection

Ryuichi Sakamoto has no strong factual bridge with most artists in this collection. His register — Japanese orchestral-electronic composition — is singular here. One solid editorial bridge exists: with Hans Zimmer. Both composers dominated film music of their generation with opposing grammars. Zimmer builds an industrial ecosystem (Remote Control Productions, dozens of collaborators), treats the orchestra as studio material, composes for the global mass market. Sakamoto composes alone, refuses spectacle, wins the Oscar as anomaly in an integral artist’s career — and ends by abandoning orchestra for solo piano. The West/East diptych of the film composer: the American collaborative machine versus the Japanese integral artist. Two distinct ostinato permanents: Zimmer accumulates toward climax, Sakamoto remains in suspension. Two opposing conceptions of what film music can do.

Interactive appendix

The map

Five albums in orbit around the two permanents. Click an album to see how it unfolds them.

Two permanents TRAVERSAL DEATH·MATTER 1980 B-2 UNIT 1983 MERRY CHRISTMAS 1987 LAST EMPEROR 2017 ASYNC 2023 12
Click an album to explore it
1980 — Album 1 — Alfa Records
B-2 Unit
Traversal of techniques: Sakamoto releases radical electro in the middle of the YMO period. TR-808 drum machines, synth bass, no carried melody. Afrika Bambaataa picks it up, Mantronix samples it.
Death as permanent (in germ): formal radicality — making something with no guaranteed audience — prefigures the ethical disposition that will later allow composing in the face of death without dramatism.
Position: founding album of American electro from Tokyo. Before *Planet Rock* (1982). Academic rigour applied to machines.
1983 — Album 2 — Virgin
Merry Christmas, Mr. Lawrence
Traversal of techniques: first film, first actor (opposite Bowie), first score composer. Japanese pentatonic scale + Western harmonisation = East-West cultural bridge. Global classic.
Death (in the subject): film about captivity and sacrifice. The melody carries this gravity without illustrating it. Suspension quality of the scale — same emotional frequency as *async* 34 years later.
Position: the most-played Sakamoto piece in the world. Covered by Keith Jarrett, hundreds of piano versions.
1987 — Album 3 — Virgin — Oscar 1988
The Last Emperor
Traversal of techniques: orchestral score, three-way collaboration (Byrne + Cong Su), Chinese instruments + Western orchestra. Same cultural bridge method as *Mr. Lawrence*, new territory.
Death (in the subject): film about the end of a life and a world. The score carries this gravity without pathos — same ethical disposition as *12* (2023).
Position: institutional peak. The Oscar as anomaly in a solitary artist's career. After this, Sakamoto progressively retreats toward solo piano.
2017 — Album 4 — Commmons
async
Traversal of techniques: musique concrète, field recordings, atomised piano. New territory at 65, after cancer — not from aesthetic programme but from necessity.
Death as permanent: first explicit formulation. The asynchronous loop = sick time that no longer synchronises with social time. Composed for an imaginary Tarkovsky. Inseparable from the documentary *Coda* (2017).
Position: first testament album. Steve Reich + Eno + musique concrète, but from the hospital room. Permanent 2 formulates itself.
2023 — Album 5 — Commmons
12
Traversal of techniques: return to solo piano. The entire trajectory (machines → orchestra → musique concrète) resolves into the simplest instrument. Not regression — accomplishment.
Death as permanent: permanent 2 in its purest state. The date-titles (*20220207*, *20220803*) make the diary a musical form. Death is not the subject — it is the condition. Released for his 71st birthday, two months before his death on 28 March 2023.
Position: final album. Twelve tracks under chemotherapy. Absolute presence as last gesture.
Cartographies

A body of work retold, tends to leave you thirsty.

Each artist has their own geography, their constants, their pivots and their silences. If one of them spoke to you, others are waiting — explore the collection to discover new mappings.

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