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.
Marius Comper · 25 September 2026 · data: Mehr et al., Science, 2019
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.
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… / answer
Dance
Healing
Love
Lullaby
Dance
54%
23%
14%
8%
Healing
30%
43%
14%
12%
Love
23%
34%
26%
17%
Lullaby
7%
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: Dance128 beats/min · Lullaby101 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: Love14 semitones · Lullaby9 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: Dance47% · Healing51%
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.
The melody is not played, out of caution towards some Aboriginal communities' rules.
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.
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
Society
Place
Year
Kind
Recognised
Most common answer
Gourara
Gourara, Algeria
1975
Dance
88%
Dance
Ewe
Anlo-Afiadenyigba, Volta Region, Ghana
1997
Dance
88%
Dance
Kanaks
Tiga Island, Loyalty Islands, New Caledonia
1986
Dance
84%
Dance
Hopi
Arizona, USA
1924
Dance
81%
Dance
Saami
Finnmark, Norway
1955
Lullaby
80%
Lullaby
Guarani
Alto Izogog, Bolivia
1991–1997
Lullaby
79%
Lullaby
Lozi
Wuaskile Compound, Nkana Mine NR, Zambia
1949
Dance
79%
Dance
Maya (Yucatán)
Chanchichimilá, Yucatan, Mexico
2001
Healing
79%
Healing
Chuuk
Lukaf, Pulap, Chuuk, Federated States of Micronesia
1984
Dance
79%
Dance
Yolngu
Arnhem Land, Australia
1949–1952
Dance
77%
Dance
not played
Hawaiians
Kalāhiki, South Kona, Hawaii, USA
1923–1933
Healing
77%
Healing
Ojibwa
Bemidji, Minnesota, USA
1988
Dance
76%
Dance
Guarani
Asuncion, Paraguay
1953
Love
76%
Love
Saramaka
Godo, Suriname
1977
Dance
76%
Dance
Nahua
Guerrero, Mexico
1962
Lullaby
73%
Lullaby
Mataco
Gran Chaco, Argentina
1974
Healing
73%
Healing
Highland Scots
Outer Hebrides, United Kingdom
before 1952
Dance
70%
Dance
Kanaks
Vao, New Caledonia
1984
Lullaby
69%
Lullaby
Anggor
Samanai Village, Green River (West Sepik Province), Papua New Guinea
1987
Healing
69%
Healing
Ainu
Nibutani, Hokkaido, Japan
1978
Lullaby
68%
Lullaby
Aka
Lobaye, Central African Republic
1972–1977
Dance
68%
Dance
Hawaiians
Kaimu, Hawaii, USA
1935
Dance
68%
Dance
Bahia Brazilians
Mar Grande in Itaparica, Brazil
1956
Dance
67%
Dance
Phunoi
Phongsali Province, Laos
1997–2001
Lullaby
66%
Lullaby
Javaé
Bananal Island, State of Tocantins, Brazil
before 1962
Lullaby
64%
Lullaby
Fut
Bafut, Cameroon
1959
Lullaby
64%
Lullaby
Iglulik Inuit
Arctic Bay, Nunavut, Canada
1985
Lullaby
62%
Lullaby
Iroquois
Six Nations Reserve, Ontario, Canada
1941
Healing
61%
Healing
Swedes
Jämtland, Sweden
1951
Dance
60%
Dance
Meratus
South Kalimantan, Indonesia
1997–1998
Healing
60%
Healing
Aka
Lobaye Region, Central African Republic
1972–1977
Lullaby
59%
Lullaby
Iroquois
South side of St. Lawrence River, 10 miles west of Montreal, Canada
Lullaby
58%
Lullaby
Blackfoot
Browning, Montana, USA
1966
Dance
58%
Dance
Quechan
Yuma Reservation, California, USA
1922
Healing
57%
Healing
Ojibwa
Waba cing, Minnesota, USA
1909
Healing
57%
Healing
Seri
Desemboque, Sonora, Mexico
1946
Healing
56%
Healing
Iroquois
Allegany Reservation, Cattaraugus County, New York
1980
Dance
56%
Dance
Tlingit
Yakutat, Alaska, USA
before 1981
Dance
55%
Dance
Haida
Queen Charlotte Islands, British Columbia, Canada
1979
Lullaby
55%
Lullaby
Nanai
Lidoga, Russia
1996
Healing
54%
Healing
Samoans
Ti'avea, Upolu, Samoa
1979
Lullaby
52%
Lullaby
Kurds
Indirgas, Iran
1962
Love
51%
Love
Mentawaians
Madobag, South Siberut, Kepulauan Mentawai, West Sumatra, Indonesia
1992
Dance
51%
Dance
Ganda
Nkoko, Uganda
1970
Healing
50%
Healing
Mbuti
Ituri Forest, Gombari District, Congo
1952
Healing
50%
Healing
Q'ero Quichua
Beyond the towns of Paucartambo and Ocongate, Cusco, Peru
1964
Lullaby
50%
Lullaby
Greeks
Leros, Greece
1998
Lullaby
49%
Lullaby
Chukchee
Chukotka Autonomous Okrug, Russia
before 1997
Dance
49%
Dance
Goajiro
Laguna de Los Pájaros, Paraguaipoa, Zulia, Venezuela
1971
Lullaby
49%
Lullaby
Walbiri
Central and North-Central Australia
1953
Healing
48%
Healing
not played
Kuna
San Blas Islands, Panama
before 1983
Lullaby
48%
Lullaby
Otavalo Quichua
Otavalo, Ecuador
before 1960
Healing
48%
Healing
Koreans
Seoul, South Korea
1991
Healing
47%
Healing
Q'ero Quichua
Beyond the towns of Paucartambo and Ocongate, Cusco, Peru
1964
Love
47%
Love
Garo
Madhupur, India
before 1994
Dance
46%
Dance
Serbs
Brza, Serbia
1990
Love
45%
Love
Greeks
Peloponnese, Greece
before 1953
Dance
44%
Love
Amhara
Amhara Region, Ethiopia
1967
Love
44%
Love
Pawnee
North Dakota, USA
1936
Healing
43%
Dance
Hopi
Northeastern Arizona/Northwestern New Mexico, USA
1950
Lullaby
42%
Lullaby
Ye'kuana
Kuamaña, Venezuela
1970
Healing
40%
Dance
Yaqui
Vicam, Sonora, Mexico
1946
Dance
40%
Healing
Kuna
San Blas Islands, Panama
before 1983
Healing
40%
Healing
Tzeltal
Chiapas Highlands, Chiapas, Mexico
before 1972
Dance
40%
Love
Nyangatom
Nakua, Nyangatom, South Omo Zone, Ethiopia
2012
Lullaby
38%
Lullaby
Ona
Lake Fagnano, Argentina
1966
Lullaby
37%
Healing
Bai
Jianchuan, Dali, Yunnan, China
1984
Love
37%
Love
Highland Scots
Castlebay, Barra, Outer Hebrides, Scotland
1951
Love
37%
Love
Thakali
Tukuche, Mid-Western Development Region, Nepal
1959
Love
35%
Healing
Kurds
Bawale (near Sonqor), Kermanshah Province, Iran
1962
Lullaby
35%
Healing
Ojibwa
Vineland, Minnesota, USA
1971
Love
34%
Healing
Kurds
Yekşawa, Iran
1962
Dance
34%
Healing
Turkmen
Turkmen Sahra, Iran
1972–1977
Healing
34%
Dance
Yapese
Falalop, Woleai, Yap, Federated States of Micronesia
1984
Lullaby
33%
Healing
Mi'kmaq
Eel Ground, New Brunswick, Canada
1911
Love
33%
Love
Rwandans
Nyanza, Rwanda
1952
Love
32%
Dance
Tuareg
Timbuktu, Mali
before 1939
Lullaby
31%
Healing
Chewa
Chadza, Lilongwe, Malawi
1958
Lullaby
29%
Dance
Georgians
East Georgia
2003
Healing
28%
Love
Bahia Brazilians
Santa Brígida, Bahia, Brazil
1998
Healing
28%
Love
Yapese
Falalop, Woleai, Yap, Federated States of Micronesia
1984
Healing
27%
Love
Maasai
Arusha Baraza, Arusha district, Tanzania
1950
Dance
27%
Healing
Tuareg
(approximate) Aïr Mountains, Niger
before 1960
Love
27%
Healing
Melpa
Western Highlands Province, Papua New Guinea
before 2011
Love
26%
Healing
Chuuk
Truk Island, Caroline Islands, Federated States of Micronesia
1907
Love
26%
Healing
Marathi
Karnataka, India
before 1938
Lullaby
24%
Love
Kelabit
South Kalimantan, Indonesia
1997–1998
Love
23%
Lullaby
Chachi
Esmeraldas, Ecuador
before 1986
Dance
22%
Healing
Nenets
Samburg, Yamalo-Nenetskiy, Russia
1997
Love
21%
Healing
Kogi
Sierra Nevada de Santa Marta, Aracataca, Magdalena, Colombia
1971
Healing
21%
Lullaby
Mataco
Gran Chaco, Argentina
1974
Dance
20%
Healing
Highland Scots
Outer Hebrides, United Kingdom
before 1952
Lullaby
20%
Love
Huichol
San Sebastián, Mexico
1898
Love
19%
Lullaby
Kwakwaka'wakw
British Columbia, Canada
1947–1953
Healing
18%
Lullaby
Hawaiians
Waikiki, Hawaii, USA
1935
Love
18%
Healing
Zulu
Mahlabatini, KwaZulu-Natal, South Africa
1955
Love
17%
Healing
Ainu
Okaribe, Hokkaido, Japan
1978
Dance
17%
Healing
Kogi
Sierra Nevada de Santa Marta, Colombia
1960–1961
Love
17%
Dance
Kwakwaka'wakw
British Columbia, Canada
1947–1953
Love
16%
Healing
Alacaluf
Punta Arenas, Chile
1996
Love
16%
Healing
Fulani
Téra, Niger
1972–1996
Love
15%
Dance
Seri
El Desemboque, Sonora, Mexico
1966
Lullaby
15%
Healing
Tunisians
Tunis, Tunisia
2009
Healing
15%
Dance
Garifuna
Barranco, Belize
before 1982
Love
15%
Dance
Saami
Övre Soppero, Sweden
1953
Love
13%
Lullaby
Nahua
Morelos and Guerrero, Mexico
1962–1968
Love
12%
Lullaby
Saramaka
Pikílío River, Suriname
1967–1968
Love
12%
Dance
Uttar Pradesh (India)
Karimganj, Mainpuri District, Uttar Pradesh, India
1994
Healing
12%
Dance
Iwaidja
Croker Island, West Arnhem, Northern Territory, Australia
2004
Love
11%
Healing
not played
Chukchee
Chukotka Autonomous Okrug, Russia
before 1997
Lullaby
11%
Healing
Lunda
Jadotville, Katanga, Democratic Republic of the Congo
1957
Healing
10%
Dance
Akan
Dimbokro, Côte d'Ivoire
1946–1952
Healing
8%
Dance
Pawnee
Pawnee, Oklahoma, USA
1936
Love
7%
Healing
Emberá
Chocó Department, Colombia
1960
Dance
7%
Lullaby
Navajo
Navajo Nation Reservation, USA
1952–1963
Love
6%
Dance
Lardil
Mornington Island, Queensland, Australia
1966
Lullaby
5%
Healing
not played
Blackfoot
Browning, Montana, USA
1966
Lullaby
3%
Healing
Aymara
Cariquima, Colchane, Región de Tarapacá, Chile
1974
Dance
2%
Lullaby
No song matches.
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.