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The anthropology of song

Listeners can spot a lullaby from an unfamiliar culture. A love song, barely.

The Music Lab team, then at Harvard, gathered from archives 118 songs recorded in 86 societies, from Saami herders in Arctic Norway to villages in Papua New Guinea, and asked the internet: what is each one for? 29,357 people answered. They recognised lullabies and dance songs about half the time. Love songs, only a shade more often than guessing would.

Eight songs, two of each kind. You hear the melody as the team's musicians transcribed it, note by note, sung by a synthetic voice: no words, no drums, no singer's timbre. Before you answer you hear the first 20 seconds; afterwards, the whole song.

Listen and guess

Press “Listen” to hear the melody.

What is this song for?

The melodies could not be loaded. The table of all 118 songs and the listeners' answers is below.

What the listeners answered

Lullabies and dance songs are easier to recognise across cultures. Love and healing songs, far less.

29,357listeners, on the Music Lab website
185,832answers, about 1,500 for each song
42%right answers; guessing at random would give 25%

The songs come from 86 societies, but the listeners were visitors to a citizen-science website, whom the authors describe as Western listeners. The result shows that music carries traces of its purpose beyond the culture it comes from; the authors write that they do not know whether non-Western listeners would do the same.

Listeners who heard a love song answered “love” 26% of the time, barely above the 25% that picking at random among four answers would give. Across 47,202 answers the difference is statistically real, but small. For 21 of the 30 love songs, the answer most people chose was something else.

Healing songs look almost as easy to spot as lullabies: 43% hits, against 46%. But listeners answered “healing” for 32% of all songs, though only 24% were healing songs, including 30% of the lullabies. Say “healing” often enough and you will hit many healing songs, but that does not mean you recognise them.

A fairer measure weighs hits against false alarms: how often the same answer was given to a song of another kind. Psychologists call it d′ (d-prime). At d′ = 0 the answers do not separate the kind from the rest; the higher d′, the clearer the signal. The healing line falls hardest: lullabies and dance songs stay ahead, almost level, while healing and love songs both end up below half the d′ of lullabies and dance songs.

Raw hitsd′Dance 54%0.96 DanceHealing 43%0.39 HealingLove 26%0.39 LoveLullaby 46%1.03 Lullaby

Left, the share of right answers; right, d′, computed from all 185,832 answers.

Rows: what the song was. Columns: what listeners answered. Each row adds up to 100%. The outlined cell is the right answer.
The song was… / answerDanceHealingLoveLullaby
Dance54%23%14%8%
Healing30%43%14%12%
Love23%34%26%17%
Lullaby7%30%17%46%

The team looked for one song of each kind in each of the world's 30 cultural regions: 120 recordings. It found 118. The two missing are healing songs from Scandinavia and from the British Isles: documents show both existed, but by the early 1900s, when they could first be recorded, they were rarely sung.

What you hear

What in a song gives it away?

The team described every song in two ways: through ratings by expert musicians, who judged by ear features such as tempo, accent or rhythmic regularity, and through measurements taken automatically from the transcriptions. A statistical model trained on those descriptions, and tested on regions of the world it had not seen, classified 50.8% of songs correctly; its 95% confidence interval (40.4–61.3%) includes the listeners' 42.4%. In other words, the musical features alone carried enough information for performance comparable to people's.

Then they took the kinds in pairs and looked for the features that separate them most clearly. Below are three of them, measured on the same transcriptions you heard in the game: each dot is a song, the tick is the median.

DANCE ↔ LULLABY

Tempo

Medians calculated here from the published transcriptions: Dance 128 beats/min · Lullaby 101 beats/min

DanceLullaby30 beats/min240 beats/min

The paper: dance songs and lullabies differ in tempo, in accent and in how consistently the larger rhythmic pattern, the grouping of bars, repeats. In the paper all three come from the experts' ratings; tempo can also be read from the transcriptions, which is what is plotted here.

LOVE ↔ LULLABY

Pitch range: from the lowest note to the highest

Medians calculated here from the published transcriptions: Love 14 semitones · Lullaby 9 semitones

LoveLullaby0 semitones30 semitones

The paper: love songs have stronger metrical accents and a wider pitch range than lullabies. A lullaby stays close around a few notes.

DANCE ↔ HEALING

How often the most common interval recurs

Medians calculated here from the published transcriptions: Dance 47% · Healing 51%

DanceHealing20%100%

The paper: in dance songs the most common interval makes up a smaller share of the melody than in healing songs, so dance songs vary more melodically. Here the gap is small and the two groups overlap almost entirely.

These are features that statistically separate the kinds of song in this collection, not proof that listeners use each one. And they are tendencies, not thresholds: in every pair the two groups overlap. Tempo is as notated by the transcriber.

All 118 songs

Where the songs come from

Each dot is a field recording made between 1898 and 2012 (a few dated only approximately) and published by an archive or on an ethnographic record. Choose a dot to hear the melody and see how listeners answered.

The hollow dots are the four Aboriginal Australian songs. Some Aboriginal communities restrict who may hear certain songs, such as sacred songs or those of people who have died, and the data do not say which rules apply to these four. Their melodies are left unplayed out of caution, not because of an error; the listeners' answers are included.

Where almost everyone got it wrong

The songs that fooled almost everyone

Dance

Aymara

Aymara · Cariquima, Colchane, Región de Tarapacá, Chile, 1974

An Aymara dance song from the Altiplano. Of 1,617 listeners, 835 took it for a lullaby. Only 2% answered “dance”: the most-missed song in the whole collection.

2% recognised it

Dance2%
Healing23%
Love23%
Lullaby52%
Lullaby

Blackfoot

Blackfoot · Browning, Montana, USA, 1966

A lullaby from Montana. Almost two thirds of listeners heard it as a healing song.

3% recognised it

Dance28%
Healing63%
Love6%
Lullaby3%
Love

Navajo

Navajo · Navajo Nation Reservation, USA, 1952–1963

A Navajo love song. More listeners thought it was for dancing than anything else.

6% recognised it

Dance49%
Healing42%
Love6%
Lullaby2%
Love

Pawnee

Pawnee · Pawnee, Oklahoma, USA, 1936

A Pawnee love song, taken for a healing song more often than for anything else.

7% recognised it

Dance45%
Healing46%
Love7%
Lullaby3%

And the ones almost anyone recognised

The best-recognised love song is Guarani, from Paraguay: 76% got it right.

Dance

Gourara

Gourara · Gourara, Algeria, 1975

88% recognised it

Dance88%
Healing9%
Love3%
Lullaby0%
Healing

Maya (Yucatán)

Maya (Yucatán) · Chanchichimilá, Yucatan, Mexico, 2001

79% recognised it

Dance15%
Healing79%
Love4%
Lullaby2%
Love

Guarani

Guarani · Asuncion, Paraguay, 1953

76% recognised it

Dance19%
Healing2%
Love76%
Lullaby3%
Lullaby

Saami

Saami · Finnmark, Norway, 1955

80% recognised it

Dance8%
Healing3%
Love9%
Lullaby80%

The kinds of song are statistical regularities, not templates. A worldwide tendency can live alongside spectacular exceptions.

Another part of the same project

Who sings, when and for whom, in 60 societies

Separately from the 118 recordings, the same team pulled 4,709 descriptions of moments when someone sings from Yale's HRAF ethnographic archive, covering a different set of 60 societies: one from each of George Murdock's 60 cultural clusters, across 30 world regions, drawn pseudorandomly and historically mostly independent of one another. Song appears in all 60. For each description, readers noted who sings, on what occasion and who listens.

Song at ceremonies appears in 59 of them. In 54, ethnographers note that a particular song could not be sung by just anyone. Singing for children appears in only 31, which says more about what ethnographers watched than about children: a low count may mean only that no ethnographer described it.

Song at a ceremony59/60
The singer dances54/60
Only certain people may sing it54/60
With instruments53/60
Sung informally53/60
Religious or supernatural purpose51/60
The singer composed it47/60
Improvised39/60
Sung specifically for children31/60
With trance31/60

Number of societies where at least one description mentions each thing.

The full table

All 118 songs, from most to least recognised

SocietyPlaceYearKindRecognisedMost common answer
GouraraGourara, Algeria1975Dance88%Dance
EweAnlo-Afiadenyigba, Volta Region, Ghana1997Dance88%Dance
KanaksTiga Island, Loyalty Islands, New Caledonia1986Dance84%Dance
HopiArizona, USA1924Dance81%Dance
SaamiFinnmark, Norway1955Lullaby80%Lullaby
GuaraniAlto Izogog, Bolivia1991–1997Lullaby79%Lullaby
LoziWuaskile Compound, Nkana Mine NR, Zambia1949Dance79%Dance
Maya (Yucatán)Chanchichimilá, Yucatan, Mexico2001Healing79%Healing
ChuukLukaf, Pulap, Chuuk, Federated States of Micronesia1984Dance79%Dance
YolnguArnhem Land, Australia 1949–1952Dance77%Dancenot played
HawaiiansKalāhiki, South Kona, Hawaii, USA1923–1933Healing77%Healing
OjibwaBemidji, Minnesota, USA1988Dance76%Dance
GuaraniAsuncion, Paraguay1953Love76%Love
SaramakaGodo, Suriname1977Dance76%Dance
NahuaGuerrero, Mexico1962Lullaby73%Lullaby
MatacoGran Chaco, Argentina1974Healing73%Healing
Highland ScotsOuter Hebrides, United Kingdom before 1952Dance70%Dance
KanaksVao, New Caledonia1984Lullaby69%Lullaby
AnggorSamanai Village, Green River (West Sepik Province), Papua New Guinea1987Healing69%Healing
AinuNibutani, Hokkaido, Japan1978Lullaby68%Lullaby
AkaLobaye, Central African Republic1972–1977Dance68%Dance
HawaiiansKaimu, Hawaii, USA1935Dance68%Dance
Bahia BraziliansMar Grande in Itaparica, Brazil1956Dance67%Dance
PhunoiPhongsali Province, Laos1997–2001Lullaby66%Lullaby
JavaéBananal Island, State of Tocantins, Brazilbefore 1962Lullaby64%Lullaby
FutBafut, Cameroon1959Lullaby64%Lullaby
Iglulik InuitArctic Bay, Nunavut, Canada1985Lullaby62%Lullaby
IroquoisSix Nations Reserve, Ontario, Canada1941Healing61%Healing
SwedesJämtland, Sweden1951Dance60%Dance
MeratusSouth Kalimantan, Indonesia1997–1998Healing60%Healing
AkaLobaye Region, Central African Republic1972–1977Lullaby59%Lullaby
IroquoisSouth side of St. Lawrence River, 10 miles west of Montreal, CanadaLullaby58%Lullaby
BlackfootBrowning, Montana, USA1966Dance58%Dance
QuechanYuma Reservation, California, USA1922Healing57%Healing
OjibwaWaba cing, Minnesota, USA1909Healing57%Healing
SeriDesemboque, Sonora, Mexico1946Healing56%Healing
IroquoisAllegany Reservation, Cattaraugus County, New York1980Dance56%Dance
TlingitYakutat, Alaska, USAbefore 1981Dance55%Dance
HaidaQueen Charlotte Islands, British Columbia, Canada1979Lullaby55%Lullaby
NanaiLidoga, Russia1996Healing54%Healing
SamoansTi'avea, Upolu, Samoa1979Lullaby52%Lullaby
KurdsIndirgas, Iran1962Love51%Love
MentawaiansMadobag, South Siberut, Kepulauan Mentawai, West Sumatra, Indonesia1992Dance51%Dance
GandaNkoko, Uganda1970Healing50%Healing
MbutiIturi Forest, Gombari District, Congo1952Healing50%Healing
Q'ero QuichuaBeyond the towns of Paucartambo and Ocongate, Cusco, Peru1964Lullaby50%Lullaby
GreeksLeros, Greece1998Lullaby49%Lullaby
ChukcheeChukotka Autonomous Okrug, Russiabefore 1997Dance49%Dance
GoajiroLaguna de Los Pájaros, Paraguaipoa, Zulia, Venezuela1971Lullaby49%Lullaby
WalbiriCentral and North-Central Australia1953Healing48%Healingnot played
KunaSan Blas Islands, Panamabefore 1983Lullaby48%Lullaby
Otavalo QuichuaOtavalo, Ecuadorbefore 1960Healing48%Healing
KoreansSeoul, South Korea1991Healing47%Healing
Q'ero QuichuaBeyond the towns of Paucartambo and Ocongate, Cusco, Peru1964Love47%Love
GaroMadhupur, Indiabefore 1994Dance46%Dance
SerbsBrza, Serbia1990Love45%Love
GreeksPeloponnese, Greecebefore 1953Dance44%Love
AmharaAmhara Region, Ethiopia1967Love44%Love
PawneeNorth Dakota, USA1936Healing43%Dance
HopiNortheastern Arizona/Northwestern New Mexico, USA1950Lullaby42%Lullaby
Ye'kuanaKuamaña, Venezuela1970Healing40%Dance
YaquiVicam, Sonora, Mexico1946Dance40%Healing
KunaSan Blas Islands, Panamabefore 1983Healing40%Healing
TzeltalChiapas Highlands, Chiapas, Mexicobefore 1972Dance40%Love
NyangatomNakua, Nyangatom, South Omo Zone, Ethiopia2012Lullaby38%Lullaby
OnaLake Fagnano, Argentina1966Lullaby37%Healing
BaiJianchuan, Dali, Yunnan, China1984Love37%Love
Highland ScotsCastlebay, Barra, Outer Hebrides, Scotland1951Love37%Love
ThakaliTukuche, Mid-Western Development Region, Nepal1959Love35%Healing
KurdsBawale (near Sonqor), Kermanshah Province, Iran1962Lullaby35%Healing
OjibwaVineland, Minnesota, USA1971Love34%Healing
KurdsYekşawa, Iran1962Dance34%Healing
TurkmenTurkmen Sahra, Iran1972–1977Healing34%Dance
YapeseFalalop, Woleai, Yap, Federated States of Micronesia1984Lullaby33%Healing
Mi'kmaqEel Ground, New Brunswick, Canada1911Love33%Love
RwandansNyanza, Rwanda1952Love32%Dance
TuaregTimbuktu, Malibefore 1939Lullaby31%Healing
ChewaChadza, Lilongwe, Malawi1958Lullaby29%Dance
GeorgiansEast Georgia2003Healing28%Love
Bahia BraziliansSanta Brígida, Bahia, Brazil1998Healing28%Love
YapeseFalalop, Woleai, Yap, Federated States of Micronesia1984Healing27%Love
MaasaiArusha Baraza, Arusha district, Tanzania1950Dance27%Healing
Tuareg(approximate) Aïr Mountains, Nigerbefore 1960Love27%Healing
MelpaWestern Highlands Province, Papua New Guineabefore 2011Love26%Healing
ChuukTruk Island, Caroline Islands, Federated States of Micronesia1907Love26%Healing
MarathiKarnataka, Indiabefore 1938Lullaby24%Love
KelabitSouth Kalimantan, Indonesia1997–1998Love23%Lullaby
ChachiEsmeraldas, Ecuadorbefore 1986Dance22%Healing
NenetsSamburg, Yamalo-Nenetskiy, Russia1997Love21%Healing
KogiSierra Nevada de Santa Marta, Aracataca, Magdalena, Colombia1971Healing21%Lullaby
MatacoGran Chaco, Argentina1974Dance20%Healing
Highland ScotsOuter Hebrides, United Kingdom before 1952Lullaby20%Love
HuicholSan Sebastián, Mexico1898Love19%Lullaby
Kwakwaka'wakwBritish Columbia, Canada1947–1953Healing18%Lullaby
HawaiiansWaikiki, Hawaii, USA1935Love18%Healing
ZuluMahlabatini, KwaZulu-Natal, South Africa1955Love17%Healing
AinuOkaribe, Hokkaido, Japan1978Dance17%Healing
KogiSierra Nevada de Santa Marta, Colombia1960–1961Love17%Dance
Kwakwaka'wakwBritish Columbia, Canada1947–1953Love16%Healing
AlacalufPunta Arenas, Chile1996Love16%Healing
FulaniTéra, Niger1972–1996Love15%Dance
SeriEl Desemboque, Sonora, Mexico1966Lullaby15%Healing
TunisiansTunis, Tunisia2009Healing15%Dance
GarifunaBarranco, Belize before 1982Love15%Dance
SaamiÖvre Soppero, Sweden1953Love13%Lullaby
NahuaMorelos and Guerrero, Mexico1962–1968Love12%Lullaby
SaramakaPikílío River, Suriname1967–1968Love12%Dance
Uttar Pradesh (India)Karimganj, Mainpuri District, Uttar Pradesh, India1994Healing12%Dance
IwaidjaCroker Island, West Arnhem, Northern Territory, Australia2004Love11%Healingnot played
ChukcheeChukotka Autonomous Okrug, Russiabefore 1997Lullaby11%Healing
LundaJadotville, Katanga, Democratic Republic of the Congo1957Healing10%Dance
AkanDimbokro, Côte d'Ivoire1946–1952Healing8%Dance
PawneePawnee, Oklahoma, USA1936Love7%Healing
EmberáChocó Department, Colombia1960Dance7%Lullaby
NavajoNavajo Nation Reservation, USA1952–1963Love6%Dance
LardilMornington Island, Queensland, Australia1966Lullaby5%Healingnot played
BlackfootBrowning, Montana, USA1966Lullaby3%Healing
AymaraCariquima, Colchane, Región de Tarapacá, Chile1974Dance2%Lullaby

Method

How the numbers were made

The answers come from the Music Lab's published file of all 185,832 answers given by 29,357 visitors to themusiclab.org, each for a song drawn at random from the collection. The percentages on this page are computed directly from that file; the overall rate of 42% matches the one in the Science paper (42.4%).

d′ is computed for each kind of song as the difference between the z-scores of the hit rate (“dance” answers to dance songs) and of the false-alarm rate (“dance” answers to all other songs).

The melodies played on this page, like the features in “What you hear”, come from the team's manual transcriptions, published as scores. Each note sounds at the transcribed pitch and length, at the score's tempo, shifted by an octave where needed to sit in a comfortable range. The transcriptions capture the main vocal line; drums, instruments and words are absent. That is why your score and the listeners' do not compare directly: they heard the real sound, you hear a sketch of the melody.

Societies and places are named as in the original data. Some are historical names or names given by outsiders rather than the ones the communities use today (Mataco, Ona or Chukchee, for example); they are kept so that they stay linked to the archives the recordings come from. The ethnography counts societies where at least one description received the relevant code from the team's readers; the descriptions themselves are covered by the HRAF use agreement and are not reproduced.

Sources

Where the data come from

  • Mehr, S. A., Singh, M., Knox, D., et al. (2019). “Universality and diversity in human song”. Science 366, eaax0868. doi:10.1126/science.aax0868
  • Natural History of Song data (listener answers, recording metadata, ethnographic codes): github.com/themusiclab/nhs, CC BY-NC-SA 4.0.
  • Melody transcriptions (MusicXML): osf.io/jmv3q, CC BY 4.0.
  • The original recordings, each with its record or archive of origin, are cited for each song on the map.
  • Coastlines: Natural Earth, public domain.

Also on mariuscomper.uk, from the same family of sources: How many ways of living people found · Death, everywhere