Derive the performing group genders from their Wikidata members

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

data/captures/artists-wikidata.csv

@@ -5,7 +5,7 @@ name,qid,gender,type,genre,country,note
 24kGoldn,Q83751918,male,solo,pop rap,United States,American rapper
 42 Dugg,Q95694810,male,solo,Michigan rap; Midwest hip-hop; trap music; gangsta rap,United States,American rapper
 4batz,Q124313062,male,solo,contemporary R&B,United States,American singer (born 2003)
-5 Seconds of Summer,Q4641147,,group,pop rock; pop-punk,Australia,Australian pop rock band
+5 Seconds of Summer,Q4641147,male,group,pop rock; pop-punk,Australia,Australian pop rock band; gender derived from members: Q21282968 male; Q18812046 male; Q15746737 male; Q22237759 male
 50 Cent,Q6060,male,solo,East Coast hip-hop; gangsta rap; hardcore hip-hop,United States,American rapper (born 1975)
 6ix9ine,Q44479972,male,solo,hip-hop; East Coast hip-hop; gangsta rap; trap metal; hardcore hip-hop; SoundCloud rap; punk rap; drill; trap music; urbano music; reggaeton; Brooklyn drill,United States,American rapper from New York (born 1996)
 6LACK,Q27886640,male,solo,alternative R&B; contemporary R&B; trap music; cloud rap; industrial music; soul; hip-hop soul,United States,American singer-songwriter and rapper (born 1992)
@@ -14,14 +14,14 @@ A$AP Ferg,Q15648254,male,solo,East Coast hip-hop; trap music,United States,Ameri
 A$AP Rocky,Q129910,male,solo,East Coast hip-hop; psychedelic rap; experimental hip-hop; alternative hip-hop; cloud rap; trap music,United States,American rapper (born 1988)
 Adassa,Q576181,female,solo,reggaeton; urban contemporary; pop music,United States,American singer-songwriter
 Adele,Q23215,female,solo,pop music; blue-eyed soul; rhythm and blues; soul; jazz; rock music,United Kingdom,English singer-songwriter (born 1988)
-AJR,Q16154058,,group,indie pop; alternative pop; electropop,United States,American indie pop band
+AJR,Q16154058,male,group,indie pop; alternative pop; electropop,United States,American indie pop band; gender derived from members: Q131385109 male; Q140937060 male; Q140937061 male
 Alessia Cara,Q20090091,female,solo,contemporary R&B; indie pop; pop music; soul; alternative R&B,Italy,"Italian-Canadian singer, songwriter and actress"
 Alex Warren,Q121842162,male,solo,pop music,United States,"American singer, songwriter, YouTuber, and influencer"
 Aminé,Q27830860,male,solo,West Coast hip-hop; alternative hip-hop; trap music; contemporary R&B,United States,"American rapper, singer, and songwriter"
 Anderson .Paak,Q20810369,male,solo,contemporary R&B; hip-hop; soul; funk; pop music,United States,"American singer, rapper, drummer, and record producer (born 1986)"
 Andrew Choi,Q15229870,male,solo,K-pop; pop music; contemporary R&B,South Korea,South Korean singer and songwriter
 Anne-Marie,Q25396976,female,solo,pop music; contemporary R&B,United Kingdom,British singer (born 1990)
-Aqua,Q213388,,group,pop music; bubblegum music; Eurodance,Denmark,Danish-Norwegian music group
+Aqua,Q213388,mixed,group,pop music; bubblegum music; Eurodance,Denmark,Danish-Norwegian music group; gender derived from members: Q287329 female; Q1369910 male; Q1319904 male; Q517584 male
 Ariana Grande,Q151892,female,solo,pop music; contemporary R&B; electronic dance music,United States,"American singer, songwriter, and actress (born 1993)"
 Arizona Zervas,Q75124792,male,solo,hip-hop; contemporary R&B; pop music,United States,American singer and rapper (born 1995)
 Artemas,Q125176874,male,solo,alternative pop,United Kingdom,British singer-songwriter and record producer
@@ -33,7 +33,7 @@ Ayo,Q55860029,male,solo,hip-hop,United States,American singer and dancer
 AzChike,Q131417489,male,solo,hip-hop,United States,American rapper
 Bad Bunny,Q44333953,male,solo,Latin trap; reggaeton,Puerto Rico,"Puerto Rican rapper, singer, and record producer (born 1994)"
 Bailey Zimmerman,Q112581616,male,solo,country music,United States,American singer
-Bastille,Q689,,group,synth-pop,United Kingdom,English indie pop band
+Bastille,Q689,male,group,synth-pop,United Kingdom,English indie pop band; gender derived from members: Q65505453 male; Q15906708 male; Q65505451 male; Q17385911 male
 Bazzi,Q48720231,male,solo,pop music,United States,American-born Lebanese singer-songwriter (born 1997)
 beabadoobee,Q66817366,female,solo,indie rock; space rock; alternative rock; slacker rock; indie pop; folk-pop; bedroom pop,Philippines,Filipino singer
 Bebe Rexha,Q16185856,female,solo,pop music; contemporary R&B,United States,American singer
@@ -48,14 +48,14 @@ Billie Eilish,Q29564107,female,solo,electropop; indie pop; alternative pop,Unite
 Billy Ray Cyrus,Q231259,male,solo,country music; country pop; country rock; country blues,United States,American country singer and actor
 Bipolar Sunshine,Q16727521,male,solo,pop music,United Kingdom,British musician
 Bizarrap,Q99937928,male,solo,Latin trap; reggaeton,Argentina,Argentine DJ and producer (born 1998)
-Black Eyed Peas,Q134541,,group,alternative hip-hop; pop rap; hip-hop; pop music; Latin hip-hop,United States,American hip hop group from California
+Black Eyed Peas,Q134541,mixed,group,alternative hip-hop; pop rap; hip-hop; pop music; Latin hip-hop,United States,American hip hop group from California; gender derived from members: Q180004 female; Q185610 male; Q293590 male; Q145480 male; Q96278502 female
 blackbear,Q22974007,male,solo,pop music; emo; contemporary R&B; hip-hop,United States,"American singer, songwriter, and record producer (born 1990)"
 Blake Shelton,Q94831,male,solo,country music,United States,American country music singer and television personality
 Blanco Brown,Q64736729,male,solo,country rap; trap music; hip-hop,United States,American rapper and singer
 BlocBoy JB,Q49481016,male,solo,hip-hop; trap music,United States,American rapper from Tennessee
 Blueface,Q60463134,male,solo,hip-hop; trap music; West Coast hip-hop; gangsta rap,United States,American rapper (born 1997)
 Bobby Helms,Q888554,male,solo,country music,United States,American male singer (1933–1997)
-Bomba Estéreo,Q887911,,group,cumbia,Colombia,Colombian band
+Bomba Estéreo,Q887911,mixed,group,cumbia,Colombia,Colombian band; gender derived from members: Q140937062 male; Q29064683 female
 Bradley Cooper,Q205707,male,solo,,United States,American actor (born 1975)
 Brandon Lake,Q100314823,male,solo,contemporary Christian music; Christian rock,United States,American Christian musician
 Brenda Lee,Q230925,female,solo,rock and roll; country music; pop music; rockabilly,United States,American singer and recording artist (born 1944)
@@ -64,7 +64,7 @@ Brett Young,Q25189679,male,solo,country music,United States,American country mus
 BRS Kash,Q105409004,male,solo,hip-hop,United States,American rapper
 Bruno Mars,Q1450,male,solo,pop music; contemporary R&B; hip-hop; new wave; reggae; funk,United States,American singer-songwriter and record producer (born 1985)
 Bryson Tiller,Q21066641,male,solo,contemporary R&B; hip-hop; trap music; soul,United States,American singer and rapper (born 1993)
-BTS,Q13580495,,group,K-pop; dance-pop; Korean hip-hop,South Korea,South Korean musical group; boy band
+BTS,Q13580495,male,group,K-pop; dance-pop; Korean hip-hop,South Korea,South Korean musical group; boy band; gender derived from members: Q18388296 male; Q16236223 male; Q24276424 male; Q22338877 male; Q21075020 male; Q20514446 male; Q20947093 male
 Burl Ives,Q315723,male,solo,folk music,United States,American musician (1909–1995)
 Calboy,Q66085272,male,solo,hip-hop,United States,American rapper (born 1999)
 Calvin Harris,Q81637,male,solo,electronic dance music; electronic pop; acid house,United Kingdom,Scottish electronic music producer and DJ (born 1984)
@@ -79,26 +79,26 @@ Chance the Rapper,Q12470060,male,solo,hip-hop; alternative hip-hop; contemporary
 Chappell Roan,Q110281146,female,solo,synth-pop; pop music; electronic music,United States,American singer (born 1998)
 Charlie Puth,Q19810390,male,solo,pop music; contemporary R&B,United States,"American singer, songwriter, and record producer"
 Chase Rice,Q5087189,male,solo,country music,United States,American singer-songwriter and football player
-Cheat Codes,Q23978754,,group,electronic music; electronic dance music; tropical house; dancehall,United States,electronic music DJ trio
+Cheat Codes,Q23978754,male,group,electronic music; electronic dance music; tropical house; dancehall,United States,electronic music DJ trio; gender derived from members: Q140937063 male; Q140937064 male; Q140937065 male
 Chencho Corleone,Q113625582,male,solo,reggaeton,United States,Puerto Rican singer (born 1979)
 Childish Gambino,Q1239933,male,solo,hip-hop; funk; contemporary R&B; soul; psychedelic music; indie pop; comedy hip-hop,United States,"American actor, comedian, musician, and filmmaker (born 1983)"
 Chris Brown,Q155700,male,solo,contemporary R&B; pop music; hip-hop,United States,American singer and rapper (born 1989)
 Chris Stapleton,Q5108148,male,solo,country music,United States,American country musician
 Chris Young,Q952176,male,solo,country music,United States,American country music artist
-City Girls,Q60658858,,group,hip-hop,United States,American musical duo
+City Girls,Q60658858,female,group,hip-hop,United States,American musical duo; gender derived from members: Q106747932 female; Q97959266 female
 CJ,Q103868817,male,solo,drill; trap music; East Coast hip-hop; hip-hop,United States,American rapper
 CKay,Q98312451,male,solo,Afrobeats,Nigeria,Nigerian singer-songwriter
-Clean Bandit,Q11838808,,group,electropop,United Kingdom,English electronic music group
+Clean Bandit,Q11838808,mixed,group,electropop,United Kingdom,English electronic music group; gender derived from members: Q29033349 female; Q64754197 male
 Cody Johnson,Q17916913,male,solo,country music; country rock,United States,American country singer and songwriter
 Coi Leray,Q106376206,female,solo,hip-hop; pop music,United States,American rapper and singer
-Coldplay,Q45188,,group,alternative rock; pop music,United Kingdom,British rock band
+Coldplay,Q45188,male,group,alternative rock; pop music,United Kingdom,British rock band; gender derived from members: Q712860 male; Q822029 male; Q601617 male; Q822036 male
 Cole Swindell,Q15101510,male,solo,country music,United States,American singer-songwriter
 Corey Kent,Q113452679,male,solo,country music,United States,American singer
 Cris MJ,Q111425015,male,solo,reggaeton,Chile,Chilean singer-songwriter
 D.R.A.M.,Q25138504,male,solo,Southern hip-hop; contemporary R&B; trap music,United States,American rapper and singer (born 1988)
 DaBaby,Q62107457,male,solo,hip-hop; trap music; pop rap; Southern hip-hop,United States,American rapper (born 1991)
 Daddy Yankee,Q272591,male,solo,reggaeton; Latin hip-hop,United States,Puerto Rican rapper and actor (born 1976)
-Daft Punk,Q185828,,group,house music; electronic music; French house; synth-pop; electronic rock; electronica; nu-disco; dance music; leftfield house,France,French electronic music band
+Daft Punk,Q185828,male,group,house music; electronic music; French house; synth-pop; electronic rock; electronica; nu-disco; dance music; leftfield house,France,French electronic music band; gender derived from members: Q471656 male; Q471650 male
 Dan Smyers,Q57630595,male,solo,country music,United States,songwriter and member of the duo Dan + Shay
 Daniel Caesar,Q29589083,male,solo,contemporary R&B; soul; neo soul,Canada,Canadian R&B singer
 Danny Chung,Q140814119,male,solo,hip-hop; K-pop,United States,"Korean-American rapper, singer and songwriter"
@@ -116,7 +116,7 @@ Diplo,Q533781,male,solo,electronic dance music; trap music; hip-hop; pop music;
 DJ Khaled,Q80805,male,solo,hip-hop; pop rap,United States,American DJ and rapper (born 1975)
 DJ Snake,Q16728588,male,solo,electronic dance music; EDM trap music,France,French record producer (born 1986)
 Djo,Q27064031,male,solo,synth-pop,United States,American actor and musician (born 1992)
-DNCE,Q21648421,,group,pop rock,United States,American pop band
+DNCE,Q21648421,mixed,group,pop rock,United States,American pop band; gender derived from members: Q191088 male; Q6113606 male; Q24287375 female; Q97570445 male
 Doechii,Q106629186,female,solo,hip-hop; contemporary R&B; pop music; alternative hip-hop; pop rap,United States,American rapper and singer
 Doja Cat,Q51120673,female,solo,contemporary R&B; pop music; electronic music; indie pop; hip-hop,United States,American singer and rapper (born 1995)
 Don Toliver,Q56513383,male,solo,hip-hop; trap music; contemporary R&B,United States,American singer and rapper (born 1994)
@@ -138,32 +138,32 @@ Eminem,Q5608,male,solo,hip-hop; horrorcore; hardcore hip-hop; comedy hip-hop; Mi
 Encanto Cast,Q140814124,,,,United States,ensemble cast credited on songs from the 2021 Disney animated film Encanto
 Eric Church,Q975911,male,solo,country music,United States,American country singer
 ERNEST,Q110442717,male,solo,country music,United States,American hip hop and country musician
-Eslabón Armado,Q112702265,,group,regional Mexican,United States,American hispanic radio music group
+Eslabón Armado,Q112702265,male,group,regional Mexican,United States,American hispanic radio music group; gender derived from members: Q140937066 male; Q140937067 male; Q140937068 male; Q122998482 male
 Fat Joe,Q309888,male,solo,East Coast hip-hop; gangsta rap; hardcore hip-hop; boom bap; mafioso rap,United States,American rapper
 Fetty Wap,Q19361511,male,solo,hip-hop; trap music; pop rap,United States,American rapper and singer (born 1991)
-Fifth Harmony,Q3087893,,group,pop music,United States,American girl group
-Fifty Fifty,Q116731010,,group,K-pop; J-pop,South Korea,South Korean girl group
+Fifth Harmony,Q3087893,female,group,pop music,United States,American girl group; gender derived from members: Q18810940 female; Q22965780 female; Q18921974 female; Q28148022 female; Q28065951 female
+Fifty Fifty,Q116731010,female,group,K-pop; J-pop,South Korea,South Korean girl group; gender derived from members: Q117178583 female; Q129547871 female; Q129548065 female; Q129548220 female; Q129548317 female
 Flipp Dinero,Q57584556,male,solo,hip-hop,United States,American rapper
 Flo Milli,Q89352069,female,solo,hip-hop,United States,American rapper
 Flo Rida,Q213538,male,solo,hip-hop; pop music; dance music; electronic dance music; Southern hip-hop; contemporary R&B; house music; electro hop; electro house; electropop; electro; EDM trap music; trap music; bass music; crunk; pop rap; dirty south; dance-pop; hip house; Miami bass; electronic music; techno; trance,United States,American rapper and singer (born 1979)
-Florida Georgia Line,Q3644642,,group,country music,United States,American country music duo
+Florida Georgia Line,Q3644642,male,group,country music,United States,American country music duo; gender derived from members: Q20740966 male; Q20744476 male
 FloyyMenor,Q125819969,male,solo,reggaeton,Chile,Chilean singer-songwriter
 Flume,Q4038837,male,solo,electronica; trip hop; future bass,Australia,Australian music producer
 Frank Ocean,Q357645,male,solo,alternative R&B; psychedelic soul; progressive soul; contemporary R&B; pop music; soul; hip-hop; avant-pop,United States,"American singer, songwriter, and rapper"
 French Montana,Q1455261,male,solo,East Coast hip-hop; gangsta rap; hardcore hip-hop,Morocco,Moroccan and American rapper
-Fuerza Regida,Q118466501,,group,regional Mexican; banda music; corrido; corridos tumbados; sierreña; norteño,United States,regional Mexican group
+Fuerza Regida,Q118466501,male,group,regional Mexican; banda music; corrido; corridos tumbados; sierreña; norteño,United States,regional Mexican group; gender derived from members: Q140937069 male; Q140937070 male; Q140937071 male; Q140937072 male; Q63801293 male
 Future,Q3445057,male,solo,Southern hip-hop; trap music; mumble rap; contemporary R&B,United States,American rapper (born 1983)
 G-Eazy,Q5511893,male,solo,hip-hop,United States,American rapper
 Gabby Barrett,Q53912835,female,solo,country pop,United States,American country singer
 GAYLE,Q109768702,female,solo,pop-punk; pop rock; power pop; emo pop; alternative pop; alternative rock,United States,American singer-songwriter
 Gigi Perez,Q130235359,female,solo,indie folk,United States,American singer-songwriter
 Giveon,Q96418479,male,solo,contemporary R&B,United States,American R&B singer
-Glass Animals,Q16839267,,group,indie rock; psychedelic pop; indietronica; alternative pop; electronic rock; psychedelic rock,United Kingdom,English indie rock band
+Glass Animals,Q16839267,male,group,indie rock; psychedelic pop; indietronica; alternative pop; electronic rock; psychedelic rock,United Kingdom,English indie rock band; gender derived from members: Q140937073 male; Q140937074 male; Q140937075 male; Q105007781 male
 GloRilla,Q114132368,female,solo,hip-hop; trap music; crunk; Memphis rap; Southern hip-hop,United States,American rapper
 gnash,Q23978226,male,solo,pop music; hip-hop; alternative R&B; indie folk,United States,American musician
 Gracie Abrams,Q106301562,female,solo,bedroom pop; pop music,United States,American singer-songwriter (born 1999)
-Grey,Q28451953,,group,electronic music; pop music; future bass,United States,American electronic music group consisting of brothers Kyle and Michael Trewartha
-Grupo Frontera,Q118141487,,group,regional Mexican; norteño; cumbia norteña mexicana,United States,Mexican-American musical band
+Grey,Q28451953,male,group,electronic music; pop music; future bass,United States,American electronic music group consisting of brothers Kyle and Michael Trewartha; gender derived from members: Q132418188 male; Q132419038 male
+Grupo Frontera,Q118141487,male,group,regional Mexican; norteño; cumbia norteña mexicana,United States,Mexican-American musical band; gender derived from members: Q140937076 male; Q140937077 male; Q140937078 male; Q140937079 male; Q140937080 male
 Gucci Mane,Q206032,male,solo,Southern hip-hop; trap music; gangsta rap; hardcore hip-hop; dirty south; Atlanta hip-hop; dirty rap,United States,American rapper and music executive (born 1980)
 Gunna,Q55613105,male,solo,hip-hop; trap music; Southern hip-hop; contemporary R&B,United States,American rapper (born 1993)
 Gus Dapperton,Q51858412,male,solo,pop music,United States,American singer-songwriter
@@ -173,11 +173,12 @@ Hailee Steinfeld,Q231726,female,solo,pop music; dance-pop,United States,American
 Halsey,Q18534249,female,solo,pop music; electropop; synth-pop; art pop; alternative pop; alternative rock; alternative R&B; indie pop; contemporary R&B,United States,American singer-songwriter (born 1994)
 HARDY,Q63341424,male,solo,country music,United States,American country singer
 Harry Styles,Q3626966,male,solo,soft rock; pop music; rock music; Britpop; traditional folk music,United Kingdom,"English singer, songwriter and actor"
+Hope Segoine,Q140937470,female,solo,children's music,United States,"American singer and voice actress, vocalist on the Pinkfong song Baby Shark"
 Hozier,Q16233232,male,solo,blues; blues rock; rhythm and blues; traditional folk music; soul; indie rock,Ireland,Irish musician and singer
 Hudson Westbrook,Q134125831,male,solo,country music,United States,American singer
 iann dior,Q65631841,male,solo,emo rap; pop rap; rap rock; pop rock,United States,American rapper and singer
 Ice Spice,Q114114977,female,solo,Bronx drill; hip-hop; East Coast hip-hop; Jersey club; pop rap,United States,American rapper (born 2000)
-Imagine Dragons,Q391348,,group,pop rock; electropop; alternative rock; new wave,United States,American pop rock band
+Imagine Dragons,Q391348,male,group,pop rock; electropop; alternative rock; new wave,United States,American pop rock band; gender derived from members: Q5214275 male; Q17403213 male; Q18637722 male; Q18719116 male
 Infared,Q140814135,male,solo,hip-hop,,hip-hop songwriter and rapper featured on the 2016 single All the Way Up
 Internet Money,Q99691610,,,hip-hop,United States,American record label and record producer collective
 J Balvin,Q966845,male,solo,reggaeton; Latin pop; Latin trap,Colombia,Colombian singer
@@ -205,7 +206,7 @@ John Legend,Q44857,male,solo,soul; pop music; contemporary R&B,United States,Ame
 Joji,Q23826617,male,solo,contemporary R&B; alternative R&B; trip hop; lo-fi music; surreal humour; satirical music; satire; comedy hip-hop; black comedy; alternative rock; comedy music,Japan,Japanese-Australian entertainer (born 1992)
 Jon Bellion,Q18044284,male,solo,pop music; contemporary R&B; hip-hop; indie rock; pop rap; alternative hip-hop; indie pop; alternative rock; dance-pop; soul,United States,"American singer, rapper, songwriter, and record producer"
 Jon Pardi,Q6271354,male,solo,country music,United States,American country singer
-Jonas Brothers,Q134233,,group,pop music; pop rock,United States,American pop rock band
+Jonas Brothers,Q134233,male,group,pop music; pop rock,United States,American pop rock band; gender derived from members: Q210172 male; Q191088 male; Q201656 male
 Jordan Davis,Q44274417,male,solo,country pop; country music; pop music,United States,American country music singer and songwriter
 JP Saxe,Q86009464,male,solo,pop music,Canada,Canadian singer and musician
 Juice WRLD,Q52151598,male,solo,hip-hop; emo rap; alternative rock; trap music; pop rap; SoundCloud rap; contemporary R&B; alternative hip-hop; mumble rap,United States,American rapper and singer (1998–2019)
@@ -269,18 +270,18 @@ Lizzo,Q16232225,female,solo,hip-hop; soul; contemporary R&B; gospel music,United
 Logic,Q6667429,male,solo,hip-hop; pop rap; conscious hip-hop; East Coast hip-hop,United States,American rapper from Maryland
 Lola Young,Q115869427,female,solo,pop music; soul; contemporary R&B,United Kingdom,British singer-songwriter (born 2001)
 Luis Fonsi,Q1387726,male,solo,pop music; Latin pop; ballad; reggaeton,United States,Puerto Rican singer
-Lukas Graham,Q300935,,group,soul; pop music; pop rock; funk,Denmark,Danish band
+Lukas Graham,Q300935,male,group,soul; pop music; pop rock; funk,Denmark,Danish band; gender derived from members: Q15125833 male; Q16324115 male; Q99730956 male; Q108604119 male
 Luke Bryan,Q166197,male,solo,country music,United States,American country music singer
 Luke Combs,Q23884740,male,solo,country music,United States,American country singer
 Machine Gun Kelly,Q1354843,male,solo,hip-hop; pop rap; rap rock; pop-punk; alternative rock; alternative hip-hop,United States,American musician (born 1990)
 Maddie,Q54607228,female,solo,country music,United States,"Singer, part of Maddie & Tae"
 Mae Muller,Q83696883,female,solo,pop music; rhythm and blues,United Kingdom,British singer
-Major Lazer,Q2604214,,group,dancehall; moombahton; reggae fusion; trap music; electronic dance music; hip-hop; electro house; rocksteady,United States,Jamaican-American electronic music band
+Major Lazer,Q2604214,male,group,dancehall; moombahton; reggae fusion; trap music; electronic dance music; hip-hop; electro house; rocksteady,United States,Jamaican-American electronic music band; gender derived from members: Q533781 male; Q20684243 male; Q25344650 male
 Maren Morris,Q21622122,female,solo,country music; country pop; folk rock; folk music,United States,American country singer
 Mariah Carey,Q41076,female,solo,contemporary R&B; pop music; adult contemporary music; dance-pop; hip-hop,United States,American singer (born 1969)
 Mariah the Scientist,Q84356665,female,solo,alternative R&B,United States,American singer (born 1997)
-Marian Hill,Q20858093,,group,electronic music,United States,American musical duo
-Maroon 5,Q182223,,group,alternative rock; funk rock; pop rock; pop music,United States,American pop rock band
+Marian Hill,Q20858093,mixed,group,electronic music,United States,American musical duo; gender derived from members: Q140937081 female; Q30189878 male
+Maroon 5,Q182223,male,group,alternative rock; funk rock; pop rock; pop music,United States,American pop rock band; gender derived from members: Q219631 male; Q1200118 male; Q445136 male; Q1200152 male; Q5354186 male; Q1527502 male
 Marshmello,Q26334949,male,solo,electronic dance music,United States,American DJ and electronic music producer (born 1992)
 Masked Wolf,Q105490126,male,solo,hip-hop,Australia,Australian rapper
 Mauro Castillo,Q16605580,male,solo,salsa,Colombia,"Colombian singer, composer, and actor"
@@ -290,7 +291,7 @@ Megan Moroney,Q116786312,female,solo,country music; folk music,United States,Ame
 Megan Thee Stallion,Q59268408,female,solo,hip-hop; trap music; dirty rap; pop rap; pop music,United States,"American rapper, singer and songwriter"
 Meghan Trainor,Q17403494,female,solo,pop music; contemporary R&B; dance-pop; soul; doo-wop,United States,American singer-songwriter (born 1993)
 Metro Boomin,Q16235273,male,solo,hip-hop; trap music,United States,American record producer (born 1993)
-Migos,Q15777045,,group,Southern hip-hop; trap music; mumble rap,United States,American hip hop group
+Migos,Q15777045,male,group,Southern hip-hop; trap music; mumble rap,United States,American hip hop group; gender derived from members: Q48719890 male; Q30072039 male; Q30612480 male; Q30072039 male; Q48719890 male; Q30612480 male
 Miguel,Q73463,male,solo,contemporary R&B; alternative R&B; hip-hop; pop music; soul,United States,American R&B singer
 Mike Posner,Q268284,male,solo,pop music,United States,American musician
 Miley Cyrus,Q4235,genderfluid,solo,pop music; country music; pop rock; dance-pop; electropop; rock music; hip-hop; teen pop; country pop,United States,"American singer, actress, and television personality (born 1992)"
@@ -303,14 +304,14 @@ Muni Long,Q7245622,female,solo,contemporary R&B; pop music,United States,America
 Murda Beatz,Q27970613,male,solo,hip-hop,Canada,Canadian record producer (born 1994)
 Mustard,Q15941115,male,solo,hip-hop; ratchet music; West Coast hip-hop; contemporary R&B,United States,American record producer
 Myles Smith,Q126076580,male,solo,folk-pop; folk music; pop music; folk rock,United Kingdom,British singer
-Måneskin,Q56884561,,group,pop rock; glam rock,Italy,Italian rock band
+Måneskin,Q56884561,mixed,group,pop rock; glam rock,Italy,Italian rock band; gender derived from members: Q57415344 male; Q106859392 female; Q106859395 male; Q106859398 male
 MØ,Q10670047,female,solo,indie pop; electronic music,Kingdom of Denmark,Danish singer and songwriter
-N*E*R*D,Q941293,,group,funk rock; bossa nova; orchestral pop; hip-hop; skate punk,United States,American rock and hip-hop band
+N*E*R*D,Q941293,male,group,funk rock; bossa nova; orchestral pop; hip-hop; skate punk,United States,American rock and hip-hop band; gender derived from members: Q14313 male; Q706641 male; Q2584176 male
 Natanael Cano,Q104904549,male,solo,corridos tumbados; regional Mexican,Mexico,Mexican rapper and singer
 Nate Smith,Q110707312,male,solo,country music; country rock,United States,"American country music singer, musician and songwriter"
 NAV,Q28831246,male,solo,hip-hop; cloud rap; trap music; contemporary R&B,Canada,"Canadian rapper, singer, and record producer (born 1989)"
 Neckwav,Q140814188,male,solo,contemporary R&B,South Korea,South Korean R&B singer
-NEIKED,Q26703294,,group,,Sweden,Swedish artist collective
+NEIKED,Q26703294,male,group,,Sweden,Swedish artist collective; gender derived from members: Q140937096 male
 Nelly,Q218992,male,solo,Midwest hip-hop; pop rap; contemporary R&B; pop music; country rap; country music,United States,"American rapper, singer and actor (born 1974)"
 Netón Vega,Q129208676,male,solo,regional Mexican; corridos tumbados,Mexico,Mexican singer-songwriter
 NF,Q19571648,male,solo,hip-hop,United States,American rapper from Michigan
@@ -326,40 +327,39 @@ Noah Kahan,Q53832755,male,solo,folk-pop,United States,American singer-songwriter
 Normani,Q28148022,female,solo,pop music; contemporary R&B,United States,American singer and dancer
 O.T. Genasis,Q18623749,male,solo,hip-hop; trap music,United States,American rapper
 Offset,Q30612480,male,solo,hip-hop; trap music; Southern hip-hop,United States,American rapper
-Old Dominion,Q20685018,,group,country pop,United States,American country pop music group (2007–)
+Old Dominion,Q20685018,male,group,country pop,United States,American country pop music group (2007–); gender derived from members: Q140937082 male; Q140937083 male; Q140937084 male; Q22095817 male; Q22073693 male
 Oliver Anthony Music,Q121391237,male,solo,country music; folk music,United States,American singer-songwriter
 Olivia O'Brien,Q23978275,female,solo,dance-pop; pop music,United States,American singer
 Olivia Rodrigo,Q63243883,female,solo,indie pop; pop music; rock music,United States,American singer and actress (born 2003)
-One Direction,Q146027,,group,dance-pop; teen pop; pop rock,United Kingdom,English-Irish musical group; boy band
-OneRepublic,Q1438730,,group,pop rock; alternative rock; cello rock,United States,American pop rock band
+One Direction,Q146027,male,group,dance-pop; teen pop; pop rock,United Kingdom,English-Irish musical group; boy band; gender derived from members: Q2756349 male; Q3624971 male; Q3626966 male; Q775231 male
+OneRepublic,Q1438730,male,group,pop rock; alternative rock; cello rock,United States,American pop rock band; gender derived from members: Q351061 male; Q4484208 male; Q2617484 male; Q11694992 male; Q5336031 male; Q108109438 male
 Ozuna,Q28739901,male,solo,reggaeton; Latin trap; Latin pop; dancehall,United States,Puerto Rican singer
 P!nk,Q160009,female,solo,pop music; pop rock; contemporary R&B,United States,"American singer, songwriter, and actress (born 1979)"
-Panic! At The Disco,Q277551,,group,pop rock; synth-pop; pop-punk; baroque pop; emo pop; alternative rock,United States,American musical group; rock solo project band
+Panic! At The Disco,Q277551,male,group,pop rock; synth-pop; pop-punk; baroque pop; emo pop; alternative rock,United States,American musical group; rock solo project band; gender derived from members: Q1047474 male
 Parker McCollum,Q20684755,male,solo,Americana; country music,United States,American musician
-Parmalee,Q7139162,,group,country music,United States,American country music band
+Parmalee,Q7139162,male,group,country music,United States,American country music band; gender derived from members: Q140937085 male; Q140937086 male; Q140937087 male; Q140937088 male
 PARTYNEXTDOOR,Q15929398,male,solo,Canadian hip-hop; alternative R&B,Canada,Canadian singer (born 1993)
 Paul Russell,Q122932071,male,solo,hip-hop; contemporary R&B; pop rap,United States,American singer
 Peso Pluma,Q117242724,male,solo,regional Mexican; corridos tumbados; reggaeton; Latin trap; cumbia norteña mexicana,Mexico,Mexican singer (born 1999)
 Pharrell Williams,Q14313,male,solo,contemporary R&B; hip-hop; pop music; funk; rock music; pop rap,United States,American record producer and songwriter
-Pinkfong,Q55735607,,,children's music,South Korea,Korean children's entertainment brand
 PinkPantheress,Q107570416,female,solo,pop music; bedroom pop; dance music; alternative pop; drum and bass; 2-step garage; jungle; hyperpop,United Kingdom,British singer-songwriter
 Playboi Carti,Q27671080,male,solo,Southern hip-hop; trap music; mumble rap; cloud rap; rage; punk rap; alternative hip-hop; plugg music; lo-fi music; SoundCloud rap,United States,American rapper
 PnB Rock,Q28155029,male,solo,hip-hop; contemporary R&B; trap music; pop music; pop rap,United States,American rapper (1991–2022)
 Polo G,Q62953486,male,solo,hip-hop; drill; trap music; conscious hip-hop; Midwest hip-hop; Chicago hip-hop,United States,American rapper
 Pooh Shiesty,Q105105274,male,solo,trap music; Southern hip-hop; drill; hardcore hip-hop; gangsta rap; Memphis rap,United States,American rapper from Tennessee (born. 1999)
 Pop Smoke,Q81698554,male,solo,East Coast hip-hop; Brooklyn drill; trap music; gangsta rap; drill; hip-hop,United States,American rapper (1999–2020)
-Portugal. The Man,Q606879,,group,pop music; indie rock,United States,American rock band
+Portugal. The Man,Q606879,mixed,group,pop music; indie rock,United States,American rock band; gender derived from members: Q3192614 male; Q23901842 male; Q99693053 male; Q99690335 male; Q99731864 female; Q99695322 male
 Post Malone,Q21621919,male,solo,hip-hop; pop music; country music,United States,American musician (born 1995)
 Powfu,Q89069821,male,solo,hip-hop; lo-fi music; power pop; rock music,Canada,Canadian rapper and singer
 Project Pat,Q593741,male,solo,Memphis rap; gangsta rap; hardcore hip-hop; Southern hip-hop; crunk; dirty south; trap music; horrorcore,United States,American rapper
 Quavo,Q30072039,male,solo,hip-hop; trap music,United States,American rapper
-Rae Sremmurd,Q18123226,,group,hip-hop; trap music; pop music; pop rap,United States,American hip hop duo
+Rae Sremmurd,Q18123226,male,group,hip-hop; trap music; pop music; pop rap,United States,American hip hop duo; gender derived from members: Q31401627 male; Q30103025 male
 Rauw Alejandro,Q61586861,male,solo,contemporary R&B; urban contemporary; Latin R&B; reggaeton; Latin trap; Latin pop; salsa,United States,Puerto Rican singer and songwriter
 Ravyn Lenae,Q28962463,female,solo,contemporary R&B; alternative R&B; neo soul,United States,American singer
 RAYE,Q28071144,female,solo,contemporary R&B,United Kingdom,British singer-songwriter
 REI AMI,Q104842557,female,solo,K-pop; pop music; hip-hop; contemporary R&B,South Korea,South Korean singer and rapper
 Rema,Q65071082,male,solo,Afrobeats,Nigeria,Nigerian singer-songwriter and rapper (2000–)
-Remy Boyz,Q63405888,,group,hip-hop,United States,musical group
+Remy Boyz,Q63405888,male,group,hip-hop,United States,musical group; gender derived from members: Q63405905 male; Q19361511 male
 Remy Ma,Q275437,female,solo,East Coast hip-hop,United States,American rapper
 Rhenzy Feliz,Q34344805,male,solo,,United States,American actor
 Rich The Kid,Q18637908,male,solo,hip-hop; trap music; mumble rap; plugg music; Southern hip-hop,United States,American rapper
@@ -387,7 +387,7 @@ Sean Paul,Q200577,male,solo,dancehall; pop music,Jamaica,Jamaican dancehall sing
 Selena Gomez,Q83287,female,solo,pop music; dance-pop; electropop; pop rock; contemporary R&B; alternative R&B,United States,American singer and actress (born 1992)
 Sexyy Red,Q119842023,female,solo,hip-hop; trap music; dirty rap; Midwest hip-hop,United States,American rapper (born 1998)
 Shaboozey,Q125295750,male,solo,alternative country; country music; hip-hop; Americana,United States,American singer (born 1995)
-SHAED,Q60643444,,group,electropop; indie pop,United States,American musical group
+SHAED,Q60643444,mixed,group,electropop; indie pop,United States,American musical group; gender derived from members: Q140937089 female; Q140937090 male; Q140937091 male
 Shakira,Q34424,female,solo,pop music; Latin pop; pop rock; Latin rock; dance music; folk music; world music; contemporary R&B; rock music,Spain,"Colombian singer, songwriter, and actress"
 Shawn Mendes,Q17198340,male,solo,folk-pop; pop music; pop rock,Canada,Canadian singer
 Shay Mooney,Q116536996,male,solo,country music,United States,"American musician and songwriter, part of Dan + Shay"
@@ -396,7 +396,7 @@ Sia,Q181484,female,solo,electropop; indie pop,Australia,Australian singer and so
 Silentó,Q20354248,male,solo,hip-hop; pop rap; trap music; comedy hip-hop; snap music; pop music,United States,American rapper and singer (born 1998)
 Skip Marley,Q21621948,male,solo,reggae; pop music; hip-hop; rock music,Jamaica,Jamaican singer and songwriter
 Snow,Q94708,male,solo,dancehall; reggae; hip-hop; reggae fusion,Canada,Canadian dancehall rapper (born 1969)
-Social House,Q65117469,,group,pop music,United States,American pop duo
+Social House,Q65117469,male,group,pop music,United States,American pop duo; gender derived from members: Q140937092 male; Q59851247 male
 sombr,Q133444448,male,solo,alternative pop; bedroom pop,United States,American singer-songwriter
 SpotemGottem,Q105105325,male,solo,mumble rap; trap music; drill; Southern hip-hop,United States,American rapper
 StaySolidRocky,Q95918251,male,solo,hip-hop,United States,American rapper
@@ -405,7 +405,7 @@ Stephen Sanchez,Q113023532,male,solo,pop music,United States,American singer-son
 Steve Lacy,Q56733980,male,solo,alternative R&B,United States,"American singer, songwriter, guitarist, and record producer (born 1998)"
 Summer Walker,Q61959478,female,solo,contemporary R&B,United States,American R&B singer
 Surf Mesa,Q93771412,male,solo,tropical house,United States,American record producer and multi-instrumentalist
-Surfaces,Q76330429,,group,pop music,United States,American musical duo
+Surfaces,Q76330429,male,group,pop music,United States,American musical duo; gender derived from members: Q140937093 male; Q130538756 male
 Swae Lee,Q30103025,male,solo,hip-hop; trap music,United States,American rapper and singer-songwriter (born 1993)
 SZA,Q16210722,female,solo,contemporary R&B; alternative R&B; neo soul; pop music; hip-hop,United States,American singer
 Tae,Q54607285,female,solo,country music,United States,"Singer, part of Maddie & Tae"
@@ -414,9 +414,9 @@ Taylor Swift,Q26876,female,solo,pop music; country music,United States,American
 Teddy Swims,Q105542333,male,solo,country music; pop music; rhythm and blues; soul,United States,American singer-songwriter
 Tems,Q72759173,female,solo,alternative R&B; Afrobeats,Nigeria,Nigerian singer-songwriter (born 1995)
 Teo,Q55860035,male,solo,hip-hop,United States,American singer and dancer
-The Chainsmokers,Q7721993,,group,electronic dance music,United States,American electronic music duo
+The Chainsmokers,Q7721993,male,group,electronic dance music,United States,American electronic music duo; gender derived from members: Q48774228 male; Q48774469 male
 The Kid LAROI,Q82890761,male,solo,Australian hip-hop; contemporary R&B; pop music; emo rap,Australia,Australian rapper and singer (born 2003)
-The Marías,Q85807852,,group,indie pop; psychedelic soul; dream pop; synth-pop,United States,American band
+The Marías,Q85807852,mixed,group,indie pop; psychedelic soul; dream pop; synth-pop,United States,American band; gender derived from members: Q136479092 female; Q140937094 male; Q140937095 male; Q140799579 male
 The Weeknd,Q2121062,male,solo,alternative R&B; pop music; electropop,Canada,Canadian singer and songwriter (born 1990)
 Thomas Rhett,Q7793491,male,solo,country music,United States,American country singer
 Tim McGraw,Q356487,male,solo,country music,United States,American country singer and actor (born 1967)
@@ -428,7 +428,7 @@ Tove Lo,Q15948790,female,solo,pop music; indie pop; synth-pop; electropop,Sweden
 Travis Scott,Q13605596,male,solo,hip-hop; trap music; pop rap; psychedelic rap; rock music; Southern hip-hop; contemporary R&B; psychedelic music; pop rock; alternative rock; alternative hip-hop; alternative R&B; psychedelic rock; psychedelic hip-hop,United States,"American rapper, singer and record producer"
 Trevor Daniel,Q81738417,male,solo,contemporary R&B; pop music,United States,American singer-songwriter
 Tucker Wetmore,Q124754909,male,solo,country music,United States,American country music artist
-twenty one pilots,Q7857806,,group,reggae; alternative rock; electropop; alternative hip-hop; rap rock; indie pop; pop rock,United States,American musical duo
+twenty one pilots,Q7857806,male,group,reggae; alternative rock; electropop; alternative hip-hop; rap rock; indie pop; pop rock,United States,American musical duo; gender derived from members: Q17306112 male; Q17305889 male
 Ty Dolla $ign,Q7859785,male,solo,contemporary R&B; West Coast hip-hop; trap music; hip-hop,United States,American singer and rapper (born 1982)
 Tyga,Q358087,male,solo,West Coast hip-hop; pop rap,United States,American rapper
 Tyla,Q118105408,female,solo,contemporary R&B; pop music; Amapiano; new jack swing,South Africa,South African singer-songwriter
@@ -439,12 +439,12 @@ Usher,Q165911,male,solo,contemporary R&B; pop music; soul; hip-hop; dance music;
 Victoria Monét,Q19864989,female,solo,pop music; contemporary R&B; hip-hop,United States,American singer and songwriter (born 1989)
 Walker Hayes,Q7962267,male,solo,country music,United States,American musician
 Warren Zeiders,Q120986980,male,solo,country music,United States,American country musician
-Wham!,Q744087,,group,pop music; new wave; blue-eyed soul,United Kingdom,British pop band
+Wham!,Q744087,male,group,pop music; new wave; blue-eyed soul,United Kingdom,British pop band; gender derived from members: Q130311 male; Q1195390 male
 WILLOW,Q298209,female,solo,indie pop; alternative R&B; experimental pop; neo soul; hip-hop; electronic dance music; pop music; dream pop; contemporary R&B; rock music; indie rock; progressive rock; pop-punk; alternative rock; alternative pop; jazz,United States,American singer and actress (born 2000)
 Willy William,Q17016749,male,solo,house music; reggaeton; zouk,France,"French DJ, record producer, and singer (born 1981)"
 Wiz Khalifa,Q117139,male,solo,East Coast hip-hop; pop rap,United States,"American rapper, singer and actor (born 1987)"
 Wizkid,Q16233663,male,solo,Afrobeats; dancehall; rhythm and blues,Nigeria,Nigerian singer and songwriter (born 1990)
-X Ambassadors,Q15963313,,group,alternative rock,United States,"American rock band from Ithaca, New York"
+X Ambassadors,Q15963313,male,group,alternative rock,United States,"American rock band from Ithaca, New York; gender derived from members: Q107370454 male; Q107370536 male; Q107370879 male; Q107370898 male"
 Xavi,Q124219723,male,solo,regional Mexican; corridos tumbados,United States,American singer
 XXXTENTACION,Q28561969,male,solo,hip-hop; emo rap; SoundCloud rap; rap rock; lo-fi music; hardcore hip-hop; alternative rock; lofi hip-hop; indie rock; nu metal; cloud rap; trap music; hardcore punk; trap metal; punk rock; rock music; rap metal; alternative R&B; contemporary R&B; punk rap; heavy metal music,United States,American rapper (1998–2018)
 Yeat,Q108761978,male,solo,experimental hip-hop; rage; trap music,United States,"American rapper, singer-songwriter, and record producer (born 2000)"

data/derived/artists.csv

@@ -5,7 +5,7 @@ Name,Wikidata QID,Gender,Type,Genre,Country,Songs
 24kGoldn,Q83751918,male,solo,pop rap,United States,Mood (2020#47/2021#4)
 42 Dugg,Q95694810,male,solo,Michigan rap; Midwest hip-hop; trap music; gangsta rap,United States,We Paid (2020#57)
 4batz,Q124313062,male,solo,contemporary R&B,United States,Act II: Date @ 8 (2024#80)
-5 Seconds of Summer,Q4641147,,group,pop rock; pop-punk,Australia,Youngblood (2018#36/2019#33)
+5 Seconds of Summer,Q4641147,male,group,pop rock; pop-punk,Australia,Youngblood (2018#36/2019#33)
 50 Cent,Q6060,male,solo,East Coast hip-hop; gangsta rap; hardcore hip-hop,United States,The Woo (2020#78)
 6ix9ine,Q44479972,male,solo,hip-hop; East Coast hip-hop; gangsta rap; trap metal; hardcore hip-hop; SoundCloud rap; punk rap; drill; trap music; urbano music; reggaeton; Brooklyn drill,United States,FEFE (2018#31)|Gummo (2018#56)|Swervin (2019#82)
 6LACK,Q27886640,male,solo,alternative R&B; contemporary R&B; trap music; cloud rap; industrial music; soul; hip-hop soul,United States,Calling My Phone (2021#33)
@@ -14,14 +14,14 @@ A$AP Ferg,Q15648254,male,solo,East Coast hip-hop; trap music,United States,Plain
 A$AP Rocky,Q129910,male,solo,East Coast hip-hop; psychedelic rap; experimental hip-hop; alternative hip-hop; cloud rap; trap music,United States,No Limit (2018#30)
 Adassa,Q576181,female,solo,reggaeton; urban contemporary; pop music,United States,We Don't Talk About Bruno (2022#24)
 Adele,Q23215,female,solo,pop music; blue-eyed soul; rhythm and blues; soul; jazz; rock music,United Kingdom,Easy On Me (2022#4)|Hello (2016#7)|Oh My God (2022#72)|Send My Love (To Your New Lover) (2016#26)|Water Under The Bridge (2017#88)|When We Were Young (2016#83)
-AJR,Q16154058,,group,indie pop; alternative pop; electropop,United States,Bang! (2021#56)
+AJR,Q16154058,male,group,indie pop; alternative pop; electropop,United States,Bang! (2021#56)
 Alessia Cara,Q20090091,female,solo,contemporary R&B; indie pop; pop music; soul; alternative R&B,Italy,1-800-273-8255 (2017#31/2018#84)|Here (2016#39)|Scars To Your Beautiful (2017#30)|Stay (2017#17)
 Alex Warren,Q121842162,male,solo,pop music,United States,Ordinary (2025#7)
 Aminé,Q27830860,male,solo,West Coast hip-hop; alternative hip-hop; trap music; contemporary R&B,United States,Caroline (2017#60)
 Anderson .Paak,Q20810369,male,solo,contemporary R&B; hip-hop; soul; funk; pop music,United States,Leave The Door Open (2021#7)|Smokin Out The Window (2022#41)
 Andrew Choi,Q15229870,male,solo,K-pop; pop music; contemporary R&B,South Korea,Free (2025#92)|Soda Pop (2025#61)|Your Idol (2025#54)
 Anne-Marie,Q25396976,female,solo,pop music; contemporary R&B,United Kingdom,Friends (2018#26)|Rockabye (2017#44)
-Aqua,Q213388,,group,pop music; bubblegum music; Eurodance,Denmark,Barbie World (2023#46)
+Aqua,Q213388,mixed,group,pop music; bubblegum music; Eurodance,Denmark,Barbie World (2023#46)
 Ariana Grande,Q151892,female,solo,pop music; contemporary R&B; electronic dance music,United States,"34+35 (2021#21)|7 Rings (2019#7)|Boyfriend (2019#98)|Break Up With Your Girlfriend, I'm Bored (2019#36)|Breathin (2019#72)|Dangerous Woman (2016#36)|Die For You (2023#7)|God Is A Woman (2018#62)|Into You (2016#51)|No Tears Left To Cry (2018#20)|Positions (2021#14)|pov (2021#87)|Rain On Me (2020#48)|Save Your Tears (2021#2/2022#40)|Side To Side (2016#77/2017#43)|Stuck With U (2020#80)|Thank U, Next (2019#12)|We Can't Be Friends (Wait For Your Love) (2024#26)|Yes, And? (2024#92)"
 Arizona Zervas,Q75124792,male,solo,hip-hop; contemporary R&B; pop music,United States,Roxanne (2020#16)
 Artemas,Q125176874,male,solo,alternative pop,United Kingdom,I Like The Way You Kiss Me (2024#63)
@@ -33,7 +33,7 @@ Ayo,Q55860029,male,solo,hip-hop,United States,Rolex (2017#61)
 AzChike,Q131417489,male,solo,hip-hop,United States,Peekaboo (2025#53)
 Bad Bunny,Q44333953,male,solo,Latin trap; reggaeton,Puerto Rico,Baile Inolvidable (2025#70)|Dakiti (2021#28)|Despues de La Playa (2022#78)|DTMF (2025#51)|Efecto (2022#69)|EOO (2025#77)|I Like It (2018#7/2019#69)|Me Porto Bonito (2022#20)|MIA (2019#44)|Monaco (2024#82)|Moscow Mule (2022#44)|Nuevayol (2025#89)|Ojitos Lindos (2022#87)|Party (2022#77)|Te Bote (2018#81)|Titi Me Pregunto (2022#22)|Un x100to (2023#49)|Where She Goes (2023#72)|Yonaguni (2021#83)
 Bailey Zimmerman,Q112581616,male,solo,country music,United States,All The Way (2025#33)|Backup Plan (2025#80)|Fall In Love (2022#54)|Religiously (2023#42)|Rock And A Hard Place (2022#70/2023#16)|Where It Ends (2024#87)
-Bastille,Q689,,group,synth-pop,United Kingdom,Happier (2018#80/2019#6)
+Bastille,Q689,male,group,synth-pop,United Kingdom,Happier (2018#80/2019#6)
 Bazzi,Q48720231,male,solo,pop music,United States,Beautiful (2019#95)|Mine (2018#21)
 beabadoobee,Q66817366,female,solo,indie rock; space rock; alternative rock; slacker rock; indie pop; folk-pop; bedroom pop,Philippines,Death Bed (2020#43)
 Bebe Rexha,Q16185856,female,solo,pop music; contemporary R&B,United States,"I'm Good (Blue) (2023#10)|Me, Myself & I (2016#19)|Meant To Be (2018#3)"
@@ -48,14 +48,14 @@ Billie Eilish,Q29564107,female,solo,electropop; indie pop; alternative pop,Unite
 Billy Ray Cyrus,Q231259,male,solo,country music; country pop; country rock; country blues,United States,Old Town Road (2019#1)
 Bipolar Sunshine,Q16727521,male,solo,pop music,United Kingdom,Middle (2016#80)
 Bizarrap,Q99937928,male,solo,Latin trap; reggaeton,Argentina,"Bzrp Music Sessions, Vol. 53 (2023#96)"
-Black Eyed Peas,Q134541,,group,alternative hip-hop; pop rap; hip-hop; pop music; Latin hip-hop,United States,RITMO (Bad Boys For Life) (2020#50)
+Black Eyed Peas,Q134541,mixed,group,alternative hip-hop; pop rap; hip-hop; pop music; Latin hip-hop,United States,RITMO (Bad Boys For Life) (2020#50)
 blackbear,Q22974007,male,solo,pop music; emo; contemporary R&B; hip-hop,United States,Do Re Mi (2017#98)|Hot Girl Bummer (2020#26)|My Ex's Best Friend (2021#23)
 Blake Shelton,Q94831,male,solo,country music,United States,God's Country (2019#53)|Nobody But You (2020#52)|Pour Me A Drink (2024#76)
 Blanco Brown,Q64736729,male,solo,country rap; trap music; hip-hop,United States,Just The Way (2021#88)|The Git Up (2019#56)
 BlocBoy JB,Q49481016,male,solo,hip-hop; trap music,United States,Look Alive (2018#23)
 Blueface,Q60463134,male,solo,hip-hop; trap music; West Coast hip-hop; gangsta rap,United States,Thotiana (2019#47)
 Bobby Helms,Q888554,male,solo,country music,United States,Jingle Bell Rock (2022#86/2023#68/2024#68/2025#81)
-Bomba Estéreo,Q887911,,group,cumbia,Colombia,Ojitos Lindos (2022#87)
+Bomba Estéreo,Q887911,mixed,group,cumbia,Colombia,Ojitos Lindos (2022#87)
 Bradley Cooper,Q205707,male,solo,,United States,Shallow (2019#19)
 Brandon Lake,Q100314823,male,solo,contemporary Christian music; Christian rock,United States,Hard Fought Hallelujah (2025#84)
 Brenda Lee,Q230925,female,solo,rock and roll; country music; pop music; rockabilly,United States,Rockin' Around The Christmas Tree (2021#92/2022#80/2023#60/2024#59/2025#67)
@@ -64,7 +64,7 @@ Brett Young,Q25189679,male,solo,country music,United States,In Case You Didn't K
 BRS Kash,Q105409004,male,solo,hip-hop,United States,Throat Baby (Go Baby) (2021#97)
 Bruno Mars,Q1450,male,solo,pop music; contemporary R&B; hip-hop; new wave; reggae; funk,United States,24K Magic (2017#16)|APT. (2025#9)|Die With A Smile (2024#62/2025#1)|Finesse (2018#14)|Leave The Door Open (2021#7)|Please Me (2019#37)|Smokin Out The Window (2022#41)|That's What I Like (2017#3)|Wake Up In The Sky (2019#51)
 Bryson Tiller,Q21066641,male,solo,contemporary R&B; hip-hop; trap music; soul,United States,Don't (2016#35)|Exchange (2016#53)|Whatever She Wants (2024#58)|Wild Thoughts (2017#18)
-BTS,Q13580495,,group,K-pop; dance-pop; Korean hip-hop,South Korea,Butter (2021#11)|Dynamite (2020#38/2021#41)
+BTS,Q13580495,male,group,K-pop; dance-pop; Korean hip-hop,South Korea,Butter (2021#11)|Dynamite (2020#38/2021#41)
 Burl Ives,Q315723,male,solo,folk music,United States,A Holly Jolly Christmas (2022#89/2023#71/2024#94)
 Calboy,Q66085272,male,solo,hip-hop,United States,Envy Me (2019#59)
 Calvin Harris,Q81637,male,solo,electronic dance music; electronic pop; acid house,United Kingdom,Feels (2017#74)|One Kiss (2018#68)|Slide (2017#71)|This Is What You Came For (2016#17)
@@ -79,26 +79,26 @@ Chance the Rapper,Q12470060,male,solo,hip-hop; alternative hip-hop; contemporary
 Chappell Roan,Q110281146,female,solo,synth-pop; pop music; electronic music,United States,"Good Luck, Babe! (2024#18/2025#31)|Hot To Go! (2024#53)|Pink Pony Club (2025#10)"
 Charlie Puth,Q19810390,male,solo,pop music; contemporary R&B,United States,Attention (2017#22)|How Long (2018#65)|I Hope (2020#12/2021#40)|One Call Away (2016#43)|See You Again (2016#99)|We Don't Talk Anymore (2016#50)
 Chase Rice,Q5087189,male,solo,country music,United States,Drinkin' Beer. Talkin' God. Amen. (2021#99)|Eyes On You (2019#96)
-Cheat Codes,Q23978754,,group,electronic music; electronic dance music; tropical house; dancehall,United States,No Promises (2017#91)
+Cheat Codes,Q23978754,male,group,electronic music; electronic dance music; tropical house; dancehall,United States,No Promises (2017#91)
 Chencho Corleone,Q113625582,male,solo,reggaeton,United States,Me Porto Bonito (2022#20)
 Childish Gambino,Q1239933,male,solo,hip-hop; funk; contemporary R&B; soul; psychedelic music; indie pop; comedy hip-hop,United States,Redbone (2017#25)|This Is America (2018#51)
 Chris Brown,Q155700,male,solo,contemporary R&B; pop music; hip-hop,United States,Back To Sleep (2016#89)|Freaky Friday (2018#55)|Go Crazy (2020#39/2021#19)|No Guidance (2019#21/2020#36)|Residuals (2025#63)|Superhero (Heroes & Villains) (2023#38)|Under The Influence (2023#17)
 Chris Stapleton,Q5108148,male,solo,country music,United States,Say Something (2018#85)|Starting Over (2021#53)|White Horse (2024#77)|You Should Probably Leave (2022#79)
 Chris Young,Q952176,male,solo,country music,United States,Famous Friends (2021#69)
-City Girls,Q60658858,,group,hip-hop,United States,Act Up (2019#68)
+City Girls,Q60658858,female,group,hip-hop,United States,Act Up (2019#68)
 CJ,Q103868817,male,solo,drill; trap music; East Coast hip-hop; hip-hop,United States,Whoopty (2021#50)
 CKay,Q98312451,male,solo,Afrobeats,Nigeria,Love Nwantiti (Ah Ah Ah) (2022#55)
-Clean Bandit,Q11838808,,group,electropop,United Kingdom,Rockabye (2017#44)
+Clean Bandit,Q11838808,mixed,group,electropop,United Kingdom,Rockabye (2017#44)
 Cody Johnson,Q17916913,male,solo,country music; country rock,United States,'Til You Can't (2022#34)|I'm Gonna Love You (2025#78)|The Painter (2024#98)
 Coi Leray,Q106376206,female,solo,hip-hop; pop music,United States,No More Parties (2021#79)|Players (2023#33)
-Coldplay,Q45188,,group,alternative rock; pop music,United Kingdom,Adventure Of A Lifetime (2016#95)|Hymn For The Weekend (2016#73)|Something Just Like This (2017#5)
+Coldplay,Q45188,male,group,alternative rock; pop music,United Kingdom,Adventure Of A Lifetime (2016#95)|Hymn For The Weekend (2016#73)|Something Just Like This (2017#5)
 Cole Swindell,Q15101510,male,solo,country music,United States,Never Say Never (2022#92)|She Had Me At Heads Carolina (2022#46)|Single Saturday Night (2021#95)
 Corey Kent,Q113452679,male,solo,country music,United States,Wild As Her (2023#93)
 Cris MJ,Q111425015,male,solo,reggaeton,Chile,Gata Only (2024#52)
 D.R.A.M.,Q25138504,male,solo,Southern hip-hop; contemporary R&B; trap music,United States,Broccoli (2016#34/2017#70)
 DaBaby,Q62107457,male,solo,hip-hop; trap music; pop rap; Southern hip-hop,United States,Baby (2019#84)|Beat Box (2021#44)|BOP (2020#29)|Cash Shit (2019#90)|Cry Baby (2021#77)|For The Night (2020#49/2021#32)|My Oh My (2020#37)|Rockstar (2020#5)|Suge (2019#24)|Whats Poppin (2020#13)
 Daddy Yankee,Q272591,male,solo,reggaeton; Latin hip-hop,United States,Con Calma (2019#65)|Despacito (2017#2)|Dura (2018#93)
-Daft Punk,Q185828,,group,house music; electronic music; French house; synth-pop; electronic rock; electronica; nu-disco; dance music; leftfield house,France,I Feel It Coming (2017#34)|Starboy (2016#58/2017#20)
+Daft Punk,Q185828,male,group,house music; electronic music; French house; synth-pop; electronic rock; electronica; nu-disco; dance music; leftfield house,France,I Feel It Coming (2017#34)|Starboy (2016#58/2017#20)
 Dan Smyers,Q57630595,male,solo,country music,United States,"10,000 Hours (2020#23)|All To Myself (2019#97)|Glad You Exist (2021#64)|Speechless (2019#35)|Tequila (2018#32/2019#91)"
 Daniel Caesar,Q29589083,male,solo,contemporary R&B; soul; neo soul,Canada,Peaches (2021#10)
 Danny Chung,Q140814119,male,solo,hip-hop; K-pop,United States,Soda Pop (2025#61)|Your Idol (2025#54)
@@ -116,7 +116,7 @@ Diplo,Q533781,male,solo,electronic dance music; trap music; hip-hop; pop music;
 DJ Khaled,Q80805,male,solo,hip-hop; pop rap,United States,Every Chance I Get (2021#59)|For Free (2016#59)|I'm The One (2017#12)|No Brainer (2018#73)|Popstar (2020#66)|Wild Thoughts (2017#18)
 DJ Snake,Q16728588,male,solo,electronic dance music; EDM trap music,France,Lean On (2016#85)|Let Me Love You (2016#47/2017#46)|Middle (2016#80)|Taki Taki (2019#57)
 Djo,Q27064031,male,solo,synth-pop,United States,End Of Beginning (2024#47)
-DNCE,Q21648421,,group,pop rock,United States,Cake By The Ocean (2016#18)
+DNCE,Q21648421,mixed,group,pop rock,United States,Cake By The Ocean (2016#18)
 Doechii,Q106629186,female,solo,hip-hop; contemporary R&B; pop music; alternative hip-hop; pop rap,United States,Anxiety (2025#39)|Denial Is A River (2025#75)|What It Is (Block Boy) (2023#76)
 Doja Cat,Q51120673,female,solo,contemporary R&B; pop music; electronic music; indie pop; hip-hop,United States,34+35 (2021#21)|Agora Hills (2024#17)|Best Friend (2021#29)|Get Into It (Yuh) (2022#68)|I Like You (A Happier Song) (2022#26/2023#75)|Juicy (2020#87)|Kiss Me More (2021#6/2022#90)|Need To Know (2021#46/2022#18)|Paint The Town Red (2023#52/2024#21)|Say So (2020#11)|Streets (2021#67)|Vegas (2022#47)|Woman (2022#21)|You Right (2021#43/2022#45)
 Don Toliver,Q56513383,male,solo,hip-hop; trap music; contemporary R&B,United States,Lemonade (2021#51)|No Pole (2025#97)
@@ -138,32 +138,32 @@ Eminem,Q5608,male,solo,hip-hop; horrorcore; hardcore hip-hop; comedy hip-hop; Mi
 Encanto Cast,Q140814124,,,,United States,We Don't Talk About Bruno (2022#24)
 Eric Church,Q975911,male,solo,country music,United States,Does To Me (2020#93)|Hell Of A View (2021#91)
 ERNEST,Q110442717,male,solo,country music,United States,Cowgirls (2024#29)|Flower Shops (2022#96)
-Eslabón Armado,Q112702265,,group,regional Mexican,United States,Ella Baila Sola (2023#26)
+Eslabón Armado,Q112702265,male,group,regional Mexican,United States,Ella Baila Sola (2023#26)
 Fat Joe,Q309888,male,solo,East Coast hip-hop; gangsta rap; hardcore hip-hop; boom bap; mafioso rap,United States,All The Way Up (2016#87)
 Fetty Wap,Q19361511,male,solo,hip-hop; trap music; pop rap,United States,679 (2016#54)|All In My Head (Flex) (2016#93)
-Fifth Harmony,Q3087893,,group,pop music,United States,All In My Head (Flex) (2016#93)|Work From Home (2016#16)
-Fifty Fifty,Q116731010,,group,K-pop; J-pop,South Korea,Cupid (2023#44)
+Fifth Harmony,Q3087893,female,group,pop music,United States,All In My Head (Flex) (2016#93)|Work From Home (2016#16)
+Fifty Fifty,Q116731010,female,group,K-pop; J-pop,South Korea,Cupid (2023#44)
 Flipp Dinero,Q57584556,male,solo,hip-hop,United States,Leave Me Alone (2019#71)
 Flo Milli,Q89352069,female,solo,hip-hop,United States,Never Lose Me (2024#49)
 Flo Rida,Q213538,male,solo,hip-hop; pop music; dance music; electronic dance music; Southern hip-hop; contemporary R&B; house music; electro hop; electro house; electropop; electro; EDM trap music; trap music; bass music; crunk; pop rap; dirty south; dance-pop; hip house; Miami bass; electronic music; techno; trance,United States,My House (2016#14)
-Florida Georgia Line,Q3644642,,group,country music,United States,Drinkin' Beer. Talkin' God. Amen. (2021#99)|H.O.L.Y. (2016#49)|Lil Bit (2021#70)|Meant To Be (2018#3)|Simple (2018#82)|Talk You Out Of It (2019#94)
+Florida Georgia Line,Q3644642,male,group,country music,United States,Drinkin' Beer. Talkin' God. Amen. (2021#99)|H.O.L.Y. (2016#49)|Lil Bit (2021#70)|Meant To Be (2018#3)|Simple (2018#82)|Talk You Out Of It (2019#94)
 FloyyMenor,Q125819969,male,solo,reggaeton,Chile,Gata Only (2024#52)
 Flume,Q4038837,male,solo,electronica; trip hop; future bass,Australia,Never Be Like You (2016#60)
 Frank Ocean,Q357645,male,solo,alternative R&B; psychedelic soul; progressive soul; contemporary R&B; pop music; soul; hip-hop; avant-pop,United States,Slide (2017#71)
 French Montana,Q1455261,male,solo,East Coast hip-hop; gangsta rap; hardcore hip-hop,Morocco,All The Way Up (2016#87)|Unforgettable (2017#15)
-Fuerza Regida,Q118466501,,group,regional Mexican; banda music; corrido; corridos tumbados; sierreña; norteño,United States,Bebe Dame (2023#73)|Tu Boda (2025#87)
+Fuerza Regida,Q118466501,male,group,regional Mexican; banda music; corrido; corridos tumbados; sierreña; norteño,United States,Bebe Dame (2023#73)|Tu Boda (2025#87)
 Future,Q3445057,male,solo,Southern hip-hop; trap music; mumble rap; contemporary R&B,United States,Cold (2017#69)|Jumpman (2016#37)|King's Dead (2018#79)|Life Is Good (2020#7)|Like That (2024#14)|Low Life (2016#30)|Mask Off (2017#14)|Puffin On Zootiez (2022#84)|Pushin P (2022#48)|Superhero (Heroes & Villains) (2023#38)|Type Shit (2024#51)|Wait For U (2022#11/2023#83)|Way 2 Sexy (2021#48)|Wicked (2016#97)
 G-Eazy,Q5511893,male,solo,hip-hop,United States,"Him & I (2018#45)|Me, Myself & I (2016#19)|No Limit (2018#30)"
 Gabby Barrett,Q53912835,female,solo,country pop,United States,I Hope (2020#12/2021#40)|The Good Ones (2021#62)
 GAYLE,Q109768702,female,solo,pop-punk; pop rock; power pop; emo pop; alternative pop; alternative rock,United States,abcdefu (2022#17)
 Gigi Perez,Q130235359,female,solo,indie folk,United States,Sailor Song (2025#36)
 Giveon,Q96418479,male,solo,contemporary R&B,United States,Heartbreak Anniversary (2021#31)|Peaches (2021#10)
-Glass Animals,Q16839267,,group,indie rock; psychedelic pop; indietronica; alternative pop; electronic rock; psychedelic rock,United Kingdom,Heat Waves (2021#16/2022#1)
+Glass Animals,Q16839267,male,group,indie rock; psychedelic pop; indietronica; alternative pop; electronic rock; psychedelic rock,United Kingdom,Heat Waves (2021#16/2022#1)
 GloRilla,Q114132368,female,solo,hip-hop; trap music; crunk; Memphis rap; Southern hip-hop,United States,Sticky (2025#41)|Tomorrow 2 (2023#70)|Wanna Be (2024#40)|Whatchu Kno About Me (2025#48)|Yeah Glo! (2024#44)
 gnash,Q23978226,male,solo,pop music; hip-hop; alternative R&B; indie folk,United States,I Hate U I Love U (2016#38)|Lights Down Low (2018#66)
 Gracie Abrams,Q106301562,female,solo,bedroom pop; pop music,United States,That's So True (2025#14)
-Grey,Q28451953,,group,electronic music; pop music; future bass,United States,Starving (2016#94/2017#82)|The Middle (2018#8)
-Grupo Frontera,Q118141487,,group,regional Mexican; norteño; cumbia norteña mexicana,United States,Bebe Dame (2023#73)|Un x100to (2023#49)
+Grey,Q28451953,male,group,electronic music; pop music; future bass,United States,Starving (2016#94/2017#82)|The Middle (2018#8)
+Grupo Frontera,Q118141487,male,group,regional Mexican; norteño; cumbia norteña mexicana,United States,Bebe Dame (2023#73)|Un x100to (2023#49)
 Gucci Mane,Q206032,male,solo,Southern hip-hop; trap music; gangsta rap; hardcore hip-hop; dirty south; Atlanta hip-hop; dirty rap,United States,Black Beatles (2017#19)|Both (2017#83)|I Get The Bag (2017#93/2018#72)|Slippery (2017#86)|Wake Up In The Sky (2019#51)
 Gunna,Q55613105,male,solo,hip-hop; trap music; Southern hip-hop; contemporary R&B,United States,Drip Too Hard (2019#26)|Fukumean (2023#31/2024#85)|Hot (2020#72)|Lemonade (2021#51)|Pushin P (2022#48)|What Happened To Virgil (2022#83)
 Gus Dapperton,Q51858412,male,solo,pop music,United States,Supalonely (2020#84)
@@ -173,11 +173,12 @@ Hailee Steinfeld,Q231726,female,solo,pop music; dance-pop,United States,Starving
 Halsey,Q18534249,female,solo,pop music; electropop; synth-pop; art pop; alternative pop; alternative rock; alternative R&B; indie pop; contemporary R&B,United States,Bad At Love (2018#27)|Closer (2016#10/2017#7)|Eastside (2018#77/2019#17)|Him & I (2018#45)|Now Or Never (2017#59)|Without Me (2019#3)|You Should Be Sad (2020#82)
 HARDY,Q63341424,male,solo,country music,United States,Truck Bed (2024#67)|Wait In The Truck (2023#54)
 Harry Styles,Q3626966,male,solo,soft rock; pop music; rock music; Britpop; traditional folk music,United Kingdom,Adore You (2020#6)|As It Was (2022#2/2023#15)|Late Night Talking (2022#25)|Sign Of The Times (2017#87)|Watermelon Sugar (2020#20)
+Hope Segoine,Q140937470,female,solo,children's music,United States,Baby Shark (2019#75)
 Hozier,Q16233232,male,solo,blues; blues rock; rhythm and blues; traditional folk music; soul; indie rock,Ireland,Too Sweet (2024#10/2025#34)
 Hudson Westbrook,Q134125831,male,solo,country music,United States,House Again (2025#95)
 iann dior,Q65631841,male,solo,emo rap; pop rap; rap rock; pop rock,United States,Mood (2020#47/2021#4)
 Ice Spice,Q114114977,female,solo,Bronx drill; hip-hop; East Coast hip-hop; Jersey club; pop rap,United States,"Barbie World (2023#46)|Boy's A Liar, Pt. 2 (2023#20)|Karma (2023#27)|Princess Diana (2023#69)"
-Imagine Dragons,Q391348,,group,pop rock; electropop; alternative rock; new wave,United States,Believer (2017#9/2018#100)|Enemy (2022#15)|Natural (2018#69)|Sucker For Pain (2016#68)|Thunder (2017#51/2018#22)|Whatever It Takes (2018#37)
+Imagine Dragons,Q391348,male,group,pop rock; electropop; alternative rock; new wave,United States,Believer (2017#9/2018#100)|Enemy (2022#15)|Natural (2018#69)|Sucker For Pain (2016#68)|Thunder (2017#51/2018#22)|Whatever It Takes (2018#37)
 Infared,Q140814135,male,solo,hip-hop,,All The Way Up (2016#87)
 Internet Money,Q99691610,,,hip-hop,United States,Lemonade (2021#51)
 J Balvin,Q966845,male,solo,reggaeton; Latin pop; Latin trap,Colombia,I Like It (2018#7/2019#69)|Mi Gente (2017#50/2018#99)|RITMO (Bad Boys For Life) (2020#50)|X (2018#90)
@@ -205,7 +206,7 @@ John Legend,Q44857,male,solo,soul; pop music; contemporary R&B,United States,Lik
 Joji,Q23826617,male,solo,contemporary R&B; alternative R&B; trip hop; lo-fi music; surreal humour; satirical music; satire; comedy hip-hop; black comedy; alternative rock; comedy music,Japan,Glimpse Of Us (2022#52)
 Jon Bellion,Q18044284,male,solo,pop music; contemporary R&B; hip-hop; indie rock; pop rap; alternative hip-hop; indie pop; alternative rock; dance-pop; soul,United States,All Time Low (2017#75)
 Jon Pardi,Q6271354,male,solo,country music,United States,Last Night Lonely (2022#95)
-Jonas Brothers,Q134233,,group,pop music; pop rock,United States,Leave Before You Love Me (2021#63)|Only Human (2019#78/2020#77)|Sucker (2019#10)
+Jonas Brothers,Q134233,male,group,pop music; pop rock,United States,Leave Before You Love Me (2021#63)|Only Human (2019#78/2020#77)|Sucker (2019#10)
 Jordan Davis,Q44274417,male,solo,country pop; country music; pop music,United States,Buy Dirt (2022#49)|Next Thing You Know (2023#47)|What My World Spins Around (2023#91)
 JP Saxe,Q86009464,male,solo,pop music,Canada,If The World Was Ending (2020#56)
 Juice WRLD,Q52151598,male,solo,hip-hop; emo rap; alternative rock; trap music; pop rap; SoundCloud rap; contemporary R&B; alternative hip-hop; mumble rap,United States,Bandit (2020#63)|Come & Go (2020#54)|Godzilla (2020#62)|Lucid Dreams (2018#12/2019#48)|Robbery (2019#100)|Suicidal (2020#75)|Wishing Well (2020#92)
@@ -269,18 +270,18 @@ Lizzo,Q16232225,female,solo,hip-hop; soul; contemporary R&B; gospel music,United
 Logic,Q6667429,male,solo,hip-hop; pop rap; conscious hip-hop; East Coast hip-hop,United States,1-800-273-8255 (2017#31/2018#84)|Sucker For Pain (2016#68)
 Lola Young,Q115869427,female,solo,pop music; soul; contemporary R&B,United Kingdom,Like Him (2025#62)|Messy (2025#28)
 Luis Fonsi,Q1387726,male,solo,pop music; Latin pop; ballad; reggaeton,United States,Despacito (2017#2)
-Lukas Graham,Q300935,,group,soul; pop music; pop rock; funk,Denmark,7 Years (2016#12)
+Lukas Graham,Q300935,male,group,soul; pop music; pop rock; funk,Denmark,7 Years (2016#12)
 Luke Bryan,Q166197,male,solo,country music,United States,Buy Dirt (2022#49)|Knockin' Boots (2019#79)|One Margarita (2020#70)
 Luke Combs,Q23884740,male,solo,country music,United States,"Ain't No Love In Oklahoma (2024#37)|Backup Plan (2025#80)|Beautiful Crazy (2019#46)|Beer Never Broke My Heart (2019#63)|Better Together (2021#57)|Does To Me (2020#93)|Doin' This (2022#71)|Even Though I'm Leaving (2020#85)|Fast Car (2023#8/2024#23)|Forever After All (2021#18)|Going, Going, Gone (2023#59)|Hurricane (2017#76)|Love You Anyway (2023#36)|Lovin' On You (2020#97)|One Number Away (2018#96)|The Kind Of Love We Make (2022#36)|Where The Wild Things Are (2024#70)"
 Machine Gun Kelly,Q1354843,male,solo,hip-hop; pop rap; rap rock; pop-punk; alternative rock; alternative hip-hop,United States,Bad Things (2017#41)|My Ex's Best Friend (2021#23)
 Maddie,Q54607228,female,solo,country music,United States,Die From A Broken Heart (2020#65)
 Mae Muller,Q83696883,female,solo,pop music; rhythm and blues,United Kingdom,Better Days (2022#73)
-Major Lazer,Q2604214,,group,dancehall; moombahton; reggae fusion; trap music; electronic dance music; hip-hop; electro house; rocksteady,United States,Cold Water (2016#25)|Lean On (2016#85)
+Major Lazer,Q2604214,male,group,dancehall; moombahton; reggae fusion; trap music; electronic dance music; hip-hop; electro house; rocksteady,United States,Cold Water (2016#25)|Lean On (2016#85)
 Maren Morris,Q21622122,female,solo,country music; country pop; folk rock; folk music,United States,Chasing After You (2021#61)|Circles Around This Town (2022#100)|The Bones (2020#9)|The Middle (2018#8)
 Mariah Carey,Q41076,female,solo,contemporary R&B; pop music; adult contemporary music; dance-pop; hip-hop,United States,All I Want For Christmas Is You (2020#67/2021#78/2022#65/2023#55/2024#54/2025#59)
 Mariah the Scientist,Q84356665,female,solo,alternative R&B,United States,Burning Blue (2025#58)
-Marian Hill,Q20858093,,group,electronic music,United States,Down (2017#90)
-Maroon 5,Q182223,,group,alternative rock; funk rock; pop rock; pop music,United States,Beautiful Mistakes (2021#34)|Cold (2017#69)|Don't Wanna Know (2017#38)|Girls Like You (2018#10/2019#22)|Memories (2020#8)|Wait (2018#58)|What Lovers Do (2017#97/2018#89)
+Marian Hill,Q20858093,mixed,group,electronic music,United States,Down (2017#90)
+Maroon 5,Q182223,male,group,alternative rock; funk rock; pop rock; pop music,United States,Beautiful Mistakes (2021#34)|Cold (2017#69)|Don't Wanna Know (2017#38)|Girls Like You (2018#10/2019#22)|Memories (2020#8)|Wait (2018#58)|What Lovers Do (2017#97/2018#89)
 Marshmello,Q26334949,male,solo,electronic dance music,United States,Come & Go (2020#54)|Friends (2018#26)|Happier (2018#80/2019#6)|Leave Before You Love Me (2021#63)|Miles On It (2024#34)|One Thing Right (2019#89)|Wolves (2018#60)
 Masked Wolf,Q105490126,male,solo,hip-hop,Australia,Astronaut In The Ocean (2021#20)
 Mauro Castillo,Q16605580,male,solo,salsa,Colombia,We Don't Talk About Bruno (2022#24)
@@ -290,7 +291,7 @@ Megan Moroney,Q116786312,female,solo,country music; folk music,United States,Am
 Megan Thee Stallion,Q59268408,female,solo,hip-hop; trap music; dirty rap; pop rap; pop music,United States,34+35 (2021#21)|Beautiful Mistakes (2021#34)|Body (2021#54)|Cash Shit (2019#90)|Cry Baby (2021#77)|Hot Girl Summer (2019#93)|Savage (2020#15)|Sweetest Pie (2022#62)|Thot Shit (2021#71)|Wanna Be (2024#40)|WAP (2020#24)
 Meghan Trainor,Q17403494,female,solo,pop music; contemporary R&B; dance-pop; soul; doo-wop,United States,Like I'm Gonna Lose You (2016#42)|Made You Look (2023#53)|Me Too (2016#62)|No (2016#45)
 Metro Boomin,Q16235273,male,solo,hip-hop; trap music,United States,Creepin' (2023#5)|Like That (2024#14)|Ric Flair Drip (2018#38)|Superhero (Heroes & Villains) (2023#38)|Type Shit (2024#51)
-Migos,Q15777045,,group,Southern hip-hop; trap music; mumble rap,United States,Bad And Boujee (2017#6)|I Get The Bag (2017#93/2018#72)|MotorSport (2018#34)|Pure Water (2019#55)|Slide (2017#71)|Slippery (2017#86)|Stir Fry (2018#48)|T-Shirt (2017#52)|Walk It Talk It (2018#43)
+Migos,Q15777045,male,group,Southern hip-hop; trap music; mumble rap,United States,Bad And Boujee (2017#6)|I Get The Bag (2017#93/2018#72)|MotorSport (2018#34)|Pure Water (2019#55)|Slide (2017#71)|Slippery (2017#86)|Stir Fry (2018#48)|T-Shirt (2017#52)|Walk It Talk It (2018#43)
 Miguel,Q73463,male,solo,contemporary R&B; alternative R&B; hip-hop; pop music; soul,United States,Sky Walker (2018#75)|Sure Thing (2023#24)
 Mike Posner,Q268284,male,solo,pop music,United States,I Took A Pill In Ibiza (2016#15)
 Miley Cyrus,Q4235,genderfluid,solo,pop music; country music; pop rock; dance-pop; electropop; rock music; hip-hop; teen pop; country pop,United States,Flowers (2023#2/2024#69)|Malibu (2017#89)
@@ -303,14 +304,14 @@ Muni Long,Q7245622,female,solo,contemporary R&B; pop music,United States,Hrs And
 Murda Beatz,Q27970613,male,solo,hip-hop,Canada,FEFE (2018#31)
 Mustard,Q15941115,male,solo,hip-hop; ratchet music; West Coast hip-hop; contemporary R&B,United States,Ballin' (2020#25)|High Fashion (2020#40)|Pure Water (2019#55)
 Myles Smith,Q126076580,male,solo,folk-pop; folk music; pop music; folk rock,United Kingdom,Stargazing (2024#73/2025#29)
-Måneskin,Q56884561,,group,pop rock; glam rock,Italy,Beggin' (2021#66)
+Måneskin,Q56884561,mixed,group,pop rock; glam rock,Italy,Beggin' (2021#66)
 MØ,Q10670047,female,solo,indie pop; electronic music,Kingdom of Denmark,Cold Water (2016#25)|Lean On (2016#85)
-N*E*R*D,Q941293,,group,funk rock; bossa nova; orchestral pop; hip-hop; skate punk,United States,Lemon (2018#83)
+N*E*R*D,Q941293,male,group,funk rock; bossa nova; orchestral pop; hip-hop; skate punk,United States,Lemon (2018#83)
 Natanael Cano,Q104904549,male,solo,corridos tumbados; regional Mexican,Mexico,PRC (2023#90)
 Nate Smith,Q110707312,male,solo,country music; country rock,United States,Bulletproof (2024#96)|World On Fire (2024#90)
 NAV,Q28831246,male,solo,hip-hop; cloud rap; trap music; contemporary R&B,Canada,Lemonade (2021#51)
 Neckwav,Q140814188,male,solo,contemporary R&B,South Korea,Soda Pop (2025#61)|Your Idol (2025#54)
-NEIKED,Q26703294,,group,,Sweden,Better Days (2022#73)
+NEIKED,Q26703294,male,group,,Sweden,Better Days (2022#73)
 Nelly,Q218992,male,solo,Midwest hip-hop; pop rap; contemporary R&B; pop music; country rap; country music,United States,Lil Bit (2021#70)
 Netón Vega,Q129208676,male,solo,regional Mexican; corridos tumbados,Mexico,Loco (2025#100)
 NF,Q19571648,male,solo,hip-hop,United States,Let You Down (2018#29)
@@ -326,40 +327,39 @@ Noah Kahan,Q53832755,male,solo,folk-pop,United States,Dial Drunk (2023#80)|Stick
 Normani,Q28148022,female,solo,pop music; contemporary R&B,United States,Dancing With A Stranger (2019#14)|Love Lies (2018#19/2019#88)
 O.T. Genasis,Q18623749,male,solo,hip-hop; trap music,United States,Cut It (2016#91)
 Offset,Q30612480,male,solo,hip-hop; trap music; Southern hip-hop,United States,Clout (2019#87)|Ric Flair Drip (2018#38)|Taste (2018#28)|ZEZE (2019#31)
-Old Dominion,Q20685018,,group,country pop,United States,Memory Lane (2023#87)|One Man Band (2020#59)
+Old Dominion,Q20685018,male,group,country pop,United States,Memory Lane (2023#87)|One Man Band (2020#59)
 Oliver Anthony Music,Q121391237,male,solo,country music; folk music,United States,Rich Men North Of Richmond (2023#78)
 Olivia O'Brien,Q23978275,female,solo,dance-pop; pop music,United States,I Hate U I Love U (2016#38)
 Olivia Rodrigo,Q63243883,female,solo,indie pop; pop music; rock music,United States,Deja Vu (2021#13)|Drivers License (2021#8)|Good 4 U (2021#5/2022#31)|Traitor (2021#38)|Vampire (2023#30/2024#57)
-One Direction,Q146027,,group,dance-pop; teen pop; pop rock,United Kingdom,Perfect (2016#100)
-OneRepublic,Q1438730,,group,pop rock; alternative rock; cello rock,United States,I Ain't Worried (2022#37)
+One Direction,Q146027,male,group,dance-pop; teen pop; pop rock,United Kingdom,Perfect (2016#100)
+OneRepublic,Q1438730,male,group,pop rock; alternative rock; cello rock,United States,I Ain't Worried (2022#37)
 Ozuna,Q28739901,male,solo,reggaeton; Latin trap; Latin pop; dancehall,United States,Taki Taki (2019#57)|Te Bote (2018#81)
 P!nk,Q160009,female,solo,pop music; pop rock; contemporary R&B,United States,Just Like Fire (2016#33)|One Too Many (2021#81)|Walk Me Home (2019#99)|What About Us (2017#84)
-Panic! At The Disco,Q277551,,group,pop rock; synth-pop; pop-punk; baroque pop; emo pop; alternative rock,United States,"Hey Look Ma, I Made It (2019#61)|High Hopes (2019#11)"
+Panic! At The Disco,Q277551,male,group,pop rock; synth-pop; pop-punk; baroque pop; emo pop; alternative rock,United States,"Hey Look Ma, I Made It (2019#61)|High Hopes (2019#11)"
 Parker McCollum,Q20684755,male,solo,Americana; country music,United States,Burn It Down (2024#84)|Handle On You (2023#85)
-Parmalee,Q7139162,,group,country music,United States,Just The Way (2021#88)|Take My Name (2022#82)
+Parmalee,Q7139162,male,group,country music,United States,Just The Way (2021#88)|Take My Name (2022#82)
 PARTYNEXTDOOR,Q15929398,male,solo,Canadian hip-hop; alternative R&B,Canada,Somebody Loves Me (2025#85)
 Paul Russell,Q122932071,male,solo,hip-hop; contemporary R&B; pop rap,United States,Lil Boo Thang (2024#78)
 Peso Pluma,Q117242724,male,solo,regional Mexican; corridos tumbados; reggaeton; Latin trap; cumbia norteña mexicana,Mexico,Ella Baila Sola (2023#26)|La Bebe (2023#40)|Por Las Noches (2023#86)|PRC (2023#90)
 Pharrell Williams,Q14313,male,solo,contemporary R&B; hip-hop; pop music; funk; rock music; pop rap,United States,Feels (2017#74)
-Pinkfong,Q55735607,,,children's music,South Korea,Baby Shark (2019#75)
 PinkPantheress,Q107570416,female,solo,pop music; bedroom pop; dance music; alternative pop; drum and bass; 2-step garage; jungle; hyperpop,United Kingdom,"Boy's A Liar, Pt. 2 (2023#20)"
 Playboi Carti,Q27671080,male,solo,Southern hip-hop; trap music; mumble rap; cloud rap; rage; punk rap; alternative hip-hop; plugg music; lo-fi music; SoundCloud rap,United States,Carnival (2024#38)|FE!N (2024#97)|Magnolia (2017#79)|Rather Lie (2025#91)|Timeless (2025#16)|Type Shit (2024#51)
 PnB Rock,Q28155029,male,solo,hip-hop; contemporary R&B; trap music; pop music; pop rap,United States,Everyday We Lit (2017#95)
 Polo G,Q62953486,male,solo,hip-hop; drill; trap music; conscious hip-hop; Midwest hip-hop; Chicago hip-hop,United States,Better Days (2022#73)|Pop Out (2019#45)|Rapstar (2021#30)
 Pooh Shiesty,Q105105274,male,solo,trap music; Southern hip-hop; drill; hardcore hip-hop; gangsta rap; Memphis rap,United States,Back In Blood (2021#39)|Beat Box (2021#44)
 Pop Smoke,Q81698554,male,solo,East Coast hip-hop; Brooklyn drill; trap music; gangsta rap; drill; hip-hop,United States,Dior (2020#83)|For The Night (2020#49/2021#32)|Mood Swings (2020#81)|The Woo (2020#78)|What You Know Bout Love (2021#22)
-Portugal. The Man,Q606879,,group,pop music; indie rock,United States,Feel It Still (2017#45/2018#33)
+Portugal. The Man,Q606879,mixed,group,pop music; indie rock,United States,Feel It Still (2017#45/2018#33)
 Post Malone,Q21621919,male,solo,hip-hop; pop music; country music,United States,Better Now (2018#13/2019#32)|Chemical (2023#57)|Circles (2019#62/2020#2)|Congratulations (2017#10)|Dial Drunk (2023#80)|Fortnight (2024#22)|Goodbyes (2019#30)|I Ain't Coming Back (2025#72)|I Fall Apart (2018#39)|I Had Some Help (2024#4/2025#8)|I Like You (A Happier Song) (2022#26/2023#75)|One Right Now (2022#30)|Pour Me A Drink (2024#76)|Psycho (2018#6)|Rockstar (2017#56/2018#5)|Sunflower (Spider-Man: Into The Spider-Verse) (2019#2)|White Iverson (2016#65)|Wow. (2019#5)
 Powfu,Q89069821,male,solo,hip-hop; lo-fi music; power pop; rock music,Canada,Death Bed (2020#43)
 Project Pat,Q593741,male,solo,Memphis rap; gangsta rap; hardcore hip-hop; Southern hip-hop; crunk; dirty south; trap music; horrorcore,United States,Knife Talk (2021#86/2022#60)
 Quavo,Q30072039,male,solo,hip-hop; trap music,United States,Congratulations (2017#10)|I'm The One (2017#12)|Intentions (2020#17)|No Brainer (2018#73)|Strip That Down (2017#36)
-Rae Sremmurd,Q18123226,,group,hip-hop; trap music; pop music; pop rap,United States,Black Beatles (2017#19)|Powerglide (2018#97)|Swang (2017#64)
+Rae Sremmurd,Q18123226,male,group,hip-hop; trap music; pop music; pop rap,United States,Black Beatles (2017#19)|Powerglide (2018#97)|Swang (2017#64)
 Rauw Alejandro,Q61586861,male,solo,contemporary R&B; urban contemporary; Latin R&B; reggaeton; Latin trap; Latin pop; salsa,United States,Party (2022#77)|Todo de Ti (2021#100)
 Ravyn Lenae,Q28962463,female,solo,contemporary R&B; alternative R&B; neo soul,United States,Love Me Not (2025#30)
 RAYE,Q28071144,female,solo,contemporary R&B,United Kingdom,Escapism (2023#48)
 REI AMI,Q104842557,female,solo,K-pop; pop music; hip-hop; contemporary R&B,South Korea,Golden (2025#25)|How It's Done (2025#68)|Takedown (2025#93)|What It Sounds Like (2025#83)
 Rema,Q65071082,male,solo,Afrobeats,Nigeria,Calm Down (2023#6)
-Remy Boyz,Q63405888,,group,hip-hop,United States,679 (2016#54)
+Remy Boyz,Q63405888,male,group,hip-hop,United States,679 (2016#54)
 Remy Ma,Q275437,female,solo,East Coast hip-hop,United States,All The Way Up (2016#87)
 Rhenzy Feliz,Q34344805,male,solo,,United States,We Don't Talk About Bruno (2022#24)
 Rich The Kid,Q18637908,male,solo,hip-hop; trap music; mumble rap; plugg music; Southern hip-hop,United States,Carnival (2024#38)|Plug Walk (2018#57)
@@ -387,7 +387,7 @@ Sean Paul,Q200577,male,solo,dancehall; pop music,Jamaica,Cheap Thrills (2016#11)
 Selena Gomez,Q83287,female,solo,pop music; dance-pop; electropop; pop rock; contemporary R&B; alternative R&B,United States,Back To You (2018#41)|Calm Down (2023#6)|Hands To Myself (2016#56)|It Ain't Me (2017#27)|Lose You To Love Me (2020#30)|Same Old Love (2016#40)|Taki Taki (2019#57)|We Don't Talk Anymore (2016#50)|Wolves (2018#60)
 Sexyy Red,Q119842023,female,solo,hip-hop; trap music; dirty rap; Midwest hip-hop,United States,Get It Sexyy (2024#55)|Rich Baby Daddy (2024#45)|Sticky (2025#41)|Whatchu Kno About Me (2025#48)
 Shaboozey,Q125295750,male,solo,alternative country; country music; hip-hop; Americana,United States,A Bar Song (Tipsy) (2024#2/2025#3)|Good News (2025#23)
-SHAED,Q60643444,,group,electropop; indie pop,United States,Trampoline (2019#70/2020#53)
+SHAED,Q60643444,mixed,group,electropop; indie pop,United States,Trampoline (2019#70/2020#53)
 Shakira,Q34424,female,solo,pop music; Latin pop; pop rock; Latin rock; dance music; folk music; world music; contemporary R&B; rock music,Spain,"Bzrp Music Sessions, Vol. 53 (2023#96)|TQG (2023#65)"
 Shawn Mendes,Q17198340,male,solo,folk-pop; pop music; pop rock,Canada,I Know What You Did Last Summer (2016#86)|If I Can't Have You (2019#29)|In My Blood (2018#46)|Mercy (2017#54)|Senorita (2019#15/2020#44)|Stitches (2016#23)|There's Nothing Holdin' Me Back (2017#23)|Treat You Better (2016#28/2017#92)
 Shay Mooney,Q116536996,male,solo,country music,United States,"10,000 Hours (2020#23)|All To Myself (2019#97)|Glad You Exist (2021#64)|Speechless (2019#35)|Tequila (2018#32/2019#91)"
@@ -396,7 +396,7 @@ Sia,Q181484,female,solo,electropop; indie pop,Australia,Cheap Thrills (2016#11)
 Silentó,Q20354248,male,solo,hip-hop; pop rap; trap music; comedy hip-hop; snap music; pop music,United States,Watch Me (2016#88)
 Skip Marley,Q21621948,male,solo,reggae; pop music; hip-hop; rock music,Jamaica,Chained To The Rhythm (2017#73)
 Snow,Q94708,male,solo,dancehall; reggae; hip-hop; reggae fusion,Canada,Con Calma (2019#65)
-Social House,Q65117469,,group,pop music,United States,Boyfriend (2019#98)
+Social House,Q65117469,male,group,pop music,United States,Boyfriend (2019#98)
 sombr,Q133444448,male,solo,alternative pop; bedroom pop,United States,Back To Friends (2025#44)|Undressed (2025#42)
 SpotemGottem,Q105105325,male,solo,mumble rap; trap music; drill; Southern hip-hop,United States,Beat Box (2021#44)
 StaySolidRocky,Q95918251,male,solo,hip-hop,United States,Party Girl (2020#64)
@@ -405,7 +405,7 @@ Stephen Sanchez,Q113023532,male,solo,pop music,United States,Until I Found You (
 Steve Lacy,Q56733980,male,solo,alternative R&B,United States,Bad Habit (2022#28/2023#39)
 Summer Walker,Q61959478,female,solo,contemporary R&B,United States,Good Good (2024#79)|Heart Of A Woman (2025#94)
 Surf Mesa,Q93771412,male,solo,tropical house,United States,ily (2020#95)
-Surfaces,Q76330429,,group,pop music,United States,Sunday Best (2020#61)
+Surfaces,Q76330429,male,group,pop music,United States,Sunday Best (2020#61)
 Swae Lee,Q30103025,male,solo,hip-hop; trap music,United States,Be Like That (2020#88)|Close To Me (2019#58)|Sunflower (Spider-Man: Into The Spider-Verse) (2019#2)|Unforgettable (2017#15)
 SZA,Q16210722,female,solo,contemporary R&B; alternative R&B; neo soul; pop music; hip-hop,United States,30 For 30 (2025#21)|All The Stars (2018#47)|BMF (2025#76)|Good Days (2021#52)|I Hate U (2022#50)|Kill Bill (2023#3)|Kiss Me More (2021#6/2022#90)|Love Galore (2017#80)|Luther (2025#2)|Nobody Gets Me (2023#77)|Rich Baby Daddy (2024#45)|Saturn (2024#19)|Shirt (2023#51)|Snooze (2023#9/2024#20)|What Lovers Do (2017#97/2018#89)
 Tae,Q54607285,female,solo,country music,United States,Die From A Broken Heart (2020#65)
@@ -414,9 +414,9 @@ Taylor Swift,Q26876,female,solo,pop music; country music,United States,All Too W
 Teddy Swims,Q105542333,male,solo,country music; pop music; rhythm and blues; soul,United States,Bad Dreams (2025#74)|Lose Control (2024#1/2025#4)
 Tems,Q72759173,female,solo,alternative R&B; Afrobeats,Nigeria,Essence (2021#60/2022#64)|Wait For U (2022#11/2023#83)
 Teo,Q55860035,male,solo,hip-hop,United States,Rolex (2017#61)
-The Chainsmokers,Q7721993,,group,electronic dance music,United States,Closer (2016#10/2017#7)|Don't Let Me Down (2016#8)|Paris (2017#42)|Roses (2016#27)|Something Just Like This (2017#5)
+The Chainsmokers,Q7721993,male,group,electronic dance music,United States,Closer (2016#10/2017#7)|Don't Let Me Down (2016#8)|Paris (2017#42)|Roses (2016#27)|Something Just Like This (2017#5)
 The Kid LAROI,Q82890761,male,solo,Australian hip-hop; contemporary R&B; pop music; emo rap,Australia,Stay (2021#12/2022#3)|Without You (2021#17)
-The Marías,Q85807852,,group,indie pop; psychedelic soul; dream pop; synth-pop,United States,No One Noticed (2025#32)
+The Marías,Q85807852,mixed,group,indie pop; psychedelic soul; dream pop; synth-pop,United States,No One Noticed (2025#32)
 The Weeknd,Q2121062,male,solo,alternative R&B; pop music; electropop,Canada,Blinding Lights (2020#1/2021#3)|Call Out My Name (2018#78)|Can't Feel My Face (2016#72)|Creepin' (2023#5)|Cry For Me (2025#73)|Die For You (2023#7)|Heartless (2020#28)|I Feel It Coming (2017#34)|In The Night (2016#61)|Low Life (2016#30)|One Right Now (2022#30)|Pray For Me (2018#40)|Rather Lie (2025#91)|Save Your Tears (2021#2/2022#40)|Starboy (2016#58/2017#20)|Take My Breath (2021#89)|The Hills (2016#32)|Timeless (2025#16)|You Right (2021#43/2022#45)
 Thomas Rhett,Q7793491,male,solo,country music,United States,After All The Bars Are Closed (2025#88)|Die A Happy Man (2016#64)|Look What God Gave Her (2019#85)|Marry Me (2018#76)|What's Your Country Song (2021#80)
 Tim McGraw,Q356487,male,solo,country music,United States,Humble And Kind (2016#96)
@@ -428,7 +428,7 @@ Tove Lo,Q15948790,female,solo,pop music; indie pop; synth-pop; electropop,Sweden
 Travis Scott,Q13605596,male,solo,hip-hop; trap music; pop rap; psychedelic rap; rock music; Southern hip-hop; contemporary R&B; psychedelic music; pop rock; alternative rock; alternative hip-hop; alternative R&B; psychedelic rock; psychedelic hip-hop,United States,Antidote (2016#75)|FE!N (2024#97)|Goosebumps (2017#68)|HIGHEST IN THE ROOM (2020#45)|Love Galore (2017#80)|Meltdown (2023#97)|Sicko Mode (2018#42/2019#9)|Sky Walker (2018#75)|The London (2019#64)|The Scotts (2020#86)|Type Shit (2024#51)|ZEZE (2019#31)
 Trevor Daniel,Q81738417,male,solo,contemporary R&B; pop music,United States,Falling (2020#22)
 Tucker Wetmore,Q124754909,male,solo,country music,United States,Wind Up Missin' You (2024#95)
-twenty one pilots,Q7857806,,group,reggae; alternative rock; electropop; alternative hip-hop; rap rock; indie pop; pop rock,United States,Heathens (2016#21/2017#58)|Ride (2016#20)|Stressed Out (2016#5)
+twenty one pilots,Q7857806,male,group,reggae; alternative rock; electropop; alternative hip-hop; rap rock; indie pop; pop rock,United States,Heathens (2016#21/2017#58)|Ride (2016#20)|Stressed Out (2016#5)
 Ty Dolla $ign,Q7859785,male,solo,contemporary R&B; West Coast hip-hop; trap music; hip-hop,United States,Carnival (2024#38)|Hot Girl Summer (2019#93)|Psycho (2018#6)|Sucker For Pain (2016#68)|Swalla (2017#85)|Work From Home (2016#16)
 Tyga,Q358087,male,solo,West Coast hip-hop; pop rap,United States,Juicy (2020#87)|Taste (2018#28)
 Tyla,Q118105408,female,solo,contemporary R&B; pop music; Amapiano; new jack swing,South Africa,Water (2024#24)
@@ -439,12 +439,12 @@ Usher,Q165911,male,solo,contemporary R&B; pop music; soul; hip-hop; dance music;
 Victoria Monét,Q19864989,female,solo,pop music; contemporary R&B; hip-hop,United States,On My Mama (2024#91)
 Walker Hayes,Q7962267,male,solo,country music,United States,AA (2022#61)|Fancy Like (2021#27/2022#35)
 Warren Zeiders,Q120986980,male,solo,country music,United States,Pretty Little Poison (2024#60)
-Wham!,Q744087,,group,pop music; new wave; blue-eyed soul,United Kingdom,Last Christmas (2023#84/2024#74/2025#65)
+Wham!,Q744087,male,group,pop music; new wave; blue-eyed soul,United Kingdom,Last Christmas (2023#84/2024#74/2025#65)
 WILLOW,Q298209,female,solo,indie pop; alternative R&B; experimental pop; neo soul; hip-hop; electronic dance music; pop music; dream pop; contemporary R&B; rock music; indie rock; progressive rock; pop-punk; alternative rock; alternative pop; jazz,United States,Meet Me At Our Spot (2022#74)
 Willy William,Q17016749,male,solo,house music; reggaeton; zouk,France,Mi Gente (2017#50/2018#99)
 Wiz Khalifa,Q117139,male,solo,East Coast hip-hop; pop rap,United States,See You Again (2016#99)|Sucker For Pain (2016#68)
 Wizkid,Q16233663,male,solo,Afrobeats; dancehall; rhythm and blues,Nigeria,Essence (2021#60/2022#64)|One Dance (2016#3)
-X Ambassadors,Q15963313,,group,alternative rock,United States,Sucker For Pain (2016#68)|Unsteady (2016#67)
+X Ambassadors,Q15963313,male,group,alternative rock,United States,Sucker For Pain (2016#68)|Unsteady (2016#67)
 Xavi,Q124219723,male,solo,regional Mexican; corridos tumbados,United States,La Diabla (2024#72)
 XXXTENTACION,Q28561969,male,solo,hip-hop; emo rap; SoundCloud rap; rap rock; lo-fi music; hardcore hip-hop; alternative rock; lofi hip-hop; indie rock; nu metal; cloud rap; trap music; hardcore punk; trap metal; punk rock; rock music; rap metal; alternative R&B; contemporary R&B; punk rap; heavy metal music,United States,Changes (2018#94)|Look At Me! (2017#99)|Moonlight (2018#88)|Sad! (2018#17)
 Yeat,Q108761978,male,solo,experimental hip-hop; rage; trap music,United States,IDGAF (2024#83)

docs/decision-log.md

@@ -600,3 +600,30 @@
   genderfluid、trans woman 依快照原值參與比較，與 male／
   female 相異即計入 `mixed`。此欄同步鏡射於
   `data/derived/songs.csv` 的 `Performer Gender` 欄。
+
+- **演唱團體的性別自成員推導**：Wikidata 的團體項目本身
+  無 P21；`fetch-artists` 於團體自身無性別陳述時，讀其
+  P527 成員推導：成員的任期若於 2016 年（語料起年）前
+  確定結束——最晚的 P582 早於 2016 且最晚的 P580 不晚於
+  它（同一筆陳述以多個起訖時間記錄退團與回歸）——則
+  排除；非人項目（P31 無 Q5，如 Black Eyed Peas 所列的
+  前身樂團）排除；餘者的 P21 全員同值取該值、相異取
+  `mixed`、任一成員無 P21 或無成員可計則留空。推導依據
+  （成員 QID 與各自性別）記於快照 note 欄，逐列可查。
+  快照中性別空白的列視為未定，重跑時重抓替換；store 中
+  已不存在的名字於重寫時剔除並出聲。成員資料於推導前
+  已補齊並上傳 Wikidata（46/47 團成員完備；Encanto Cast
+  為 original cast、Internet Money 為廠牌集體，非樂團，
+  據實留空）。
+
+## 2026-08-09
+
+- **無型態的署名者不參與歌曲層性別彙總**：署名者的型態
+  由型態閘（human／musical ensemble／original cast）解出；
+  解不出者（廠牌、品牌、製作集體）不是演唱主體，其性別
+  屬不適用而非未知，不得以「未知」之姿擋住全員一致。
+  全語料型態空白者恰二：Internet Money（廠牌集體，
+  Lemonade 實際開口者為三位男性，研究者聽驗）與
+  Encanto Cast。後者確為演唱者，被本規則跳過在概念上
+  偏粗，惟其具名成員（4 女 2 男）已足撐 mixed，結論
+  無損，據實記之。效果：883 首全數有值。

tools/src/pop_fem_audit_tools/commands/build_db.py

@@ -41,9 +41,12 @@ spelling, except for the names listed in
 canonical spelling regardless of which variant is seen first.
 
 Once the artists carry their captured attributes, every song
-takes a performer gender derived from the genders of the artists
-credited on it, primary and featured alike; see
-`PerformerGenderDeriver.performer_gender`.
+takes a performer gender derived from the genders of the
+performing artists credited on it, primary and featured alike.  A
+credited artist without an artist type -- a label, a brand, or a
+producer collective -- is not a performing act: it has no voice,
+so its gender is inapplicable, and it takes no part in the
+derivation.  See `PerformerGenderDeriver.performer_gender`.
 
 On a successful build, two review CSV files, ``songs.csv`` and
 ``artists.csv``, are (re)written under the given output directory,
@@ -617,11 +620,13 @@ class CaptureImporter:
 
 class PerformerGenderDeriver:
     """The performer-gender job: derives the song-level performer
-    gender from the genders of the credited artists."""
+    gender from the genders of the credited artists that are
+    performing acts, a credited artist without an artist type
+    taking no part."""
 
     MIXED: str = "mixed"
-    """The performer gender of a song whose credited artists do not
-    all share one gender."""
+    """The performer gender of a song whose performing credited
+    artists do not all share one gender."""
 
     def __init__(self, session: Session) -> None:
         """Initialize the deriver.
@@ -636,33 +641,36 @@ class PerformerGenderDeriver:
         Reads the songs back from the database, including any songs
         pending in the same session, and sets
         ``Song.performer_gender`` from the genders of the artists
-        credited on the song, primary and featured alike (see
-        `performer_gender`).  When the method returns, the derived
-        performer genders are queryable in the session.
+        credited on the song, primary and featured alike, that have
+        an artist type (see `performer_gender`).  A credited artist
+        without an artist type is not a performing act and takes no
+        part.  When the method returns, the derived performer
+        genders are queryable in the session.
 
         :return: None.
         """
         song: Song
         for song in self.__session.scalars(sa.select(Song)):
             song.performer_gender = self.performer_gender(
-                [x.artist.gender for x in song.song_artists])
+                [x.artist.gender for x in song.song_artists
+                 if x.artist.type])
         self.__session.flush()
 
     @classmethod
     def performer_gender(
             cls, genders: Iterable[str | None]) -> str | None:
-        """Combine the credited artists' genders into one value.
+        """Combine the performing artists' genders into one value.
 
         A gender that is None or empty counts as unknown.  Two or
         more distinct known genders give ``MIXED``, an unknown one
         notwithstanding, as an unknown cannot undo a disagreement.
-        A single known gender shared by every credited artist gives
+        A single known gender shared by every given artist gives
         that gender.  Anything else -- a single known gender
-        alongside an unknown one, or no known gender at all -- gives
-        None.
+        alongside an unknown one, no known gender at all, or no
+        gender given at all -- gives None.
 
-        :param genders: The genders of the artists credited on one
-            song, in any order.
+        :param genders: The genders of the performing artists
+            credited on one song, in any order.
         :return: The performer gender of the song, or None when it
             is undetermined.
         """

tools/src/pop_fem_audit_tools/commands/fetch_artists.py

@@ -4,29 +4,33 @@
 #   imacat@mail.imacat.idv.tw (imacat), 2026/7/31
 """The fetcher of the artist metadata.
 
-Fetches the metadata of the artists without a snapshot row from
-Wikidata into the capture layer: the Wikidata artist snapshot
-CSV, given as the positional command-line argument.  The working
-store is only read, never written; the ``build-db`` subcommand
-assembles the captured files into the store on the next rebuild.
+Fetches the metadata of the artists that the Wikidata artist
+snapshot CSV, given as the positional command-line argument, does
+not resolve yet -- the artists without a row, and the artists
+whose row has a blank gender -- from Wikidata into the capture
+layer.  The working store is only read, never written; the
+``build-db`` subcommand assembles the captured files into the
+store on the next rebuild.
 
 Every fetched row is meant for later human verification: the
 description of the resolved item is recorded in the note column
 so that a bad match can be spotted.  An unresolved artist or an
 error on one artist is noted on its row and does not fail the
-run.
+run.  A row whose name is no longer an artist of the store is
+dropped from the snapshot and reported on the standard error.
 """
 import argparse
 import csv
 import enum
 import json
 import os
+import re
 import sys
 import time
 import urllib.error
 import urllib.parse
 import urllib.request
-from collections.abc import Sequence
+from collections.abc import Container, Sequence
 from dataclasses import asdict, dataclass, field, fields
 from pathlib import Path
 from typing import Any, Literal, TextIO
@@ -83,18 +87,23 @@ NOTE_NOT_FOUND: str = "not found"
 """The note sentinel of an artist without a resolved Wikidata
 item, written to the snapshot and read back for the
 classification."""
-PINNED_QIDS: dict[str, str] = {
-    "Pinkfong": "Q55735607",
-}
+CORPUS_START_YEAR: int = 2016
+"""The first year of the corpus window: a member who left a group
+before it never performed a corpus song."""
+MIXED_GENDER: str = "mixed"
+"""The gender recorded for a group whose members do not share one
+gender."""
+TIME_YEAR_PATTERN: re.Pattern[str] = re.compile(r"^[+-]?\d+")
+"""The leading year of a Wikidata time value."""
+PINNED_QIDS: dict[str, str] = {}
 """The last-resort pinned item IDs, keyed by the artist name.
 
-Each entry is for an artist the algorithm documented on
+An entry is for an artist the algorithm documented on
 ``ArtistFetcher`` is structurally unable to resolve, with its
-justification recorded here:
-
-- "Pinkfong": the only charting act whose item is typed as a
-  brand (P31 = Q431289), which the type gate (human / musical
-  ensemble / original cast) excludes by design.
+justification recorded here.  Currently empty: the only pin ever
+needed, "Pinkfong" (typed as a brand, which the type gate
+excludes by design), became moot when the store's artist entity
+behind that credit was identified as Hope Segoine.
 
 A pinned name skips the candidate retrieval and corroboration
 steps; its item ID is used directly."""
@@ -143,6 +152,53 @@ SNAPSHOT_FIELDS: Sequence[str] = tuple(
 """The header columns of the Wikidata artist snapshot CSV file."""
 
 
+@dataclass
+class GroupMember:
+    """One has-part member of a Wikidata group item."""
+
+    qid: str
+    """The item ID of the member."""
+    start_years: list[int] = field(default_factory=list)
+    """The years the membership started, from the start-time
+    qualifiers of the statement."""
+    end_years: list[int] = field(default_factory=list)
+    """The years the membership ended, from the end-time
+    qualifiers of the statement."""
+
+    def performed(self) -> bool:
+        """Return whether the member was in the group within the
+        corpus window.
+
+        A membership that ended before the first year of the
+        corpus window is taken up again when a later start time
+        says so: Wikidata models a departure and a re-join as
+        several start times on one membership statement.
+
+        :return: False when the membership ended before the first
+            year of the corpus window and did not start again
+            afterwards, True otherwise.
+        """
+        if len(self.end_years) == 0:
+            return True
+        last_end: int = max(self.end_years)
+        if last_end >= CORPUS_START_YEAR:
+            return True
+        if len(self.start_years) == 0:
+            return False
+        return max(self.start_years) > last_end
+
+
+@dataclass
+class MemberClaims:
+    """The item-ID claim targets of a Wikidata group member item
+    that decide the gender of its group."""
+
+    instance_of_ids: list[str] = field(default_factory=list)
+    """The item IDs of the instance-of targets."""
+    gender_ids: list[str] = field(default_factory=list)
+    """The item IDs of the gender targets."""
+
+
 @dataclass
 class ArtistClaims:
     """The item-ID claim targets and description of a Wikidata
@@ -158,6 +214,8 @@ class ArtistClaims:
     """The item IDs of the country-of-citizenship targets."""
     origin_country_ids: list[str] = field(default_factory=list)
     """The item IDs of the country-of-origin targets."""
+    members: list[GroupMember] = field(default_factory=list)
+    """The has-part members, in the statement order."""
     description: str = ""
     """The English description of the item, or empty when
     absent."""
@@ -220,6 +278,17 @@ class ArtistFetcher:
 
     As a last resort, a name listed in ``PINNED_QIDS`` uses its
     pinned item ID directly, skipping every step above.
+
+    A resolved item with no gender of its own that is typed as a
+    group takes the gender of its has-part members: the parts
+    that left the group before the first year of the corpus
+    window without re-joining it afterwards and the parts that
+    are not human are dropped, and the genders of the remaining
+    members decide -- one shared gender becomes the group's,
+    differing genders make it ``mixed``, and a member with no
+    gender of its own, or no member left, leaves the group's
+    gender unresolved.  The basis of a derived gender is recorded
+    in the note.
     """
 
     def __init__(self) -> None:
@@ -400,6 +469,10 @@ class ArtistFetcher:
     def __resolve(self, snapshot: ArtistSnapshot) -> None:
         """Resolve the claims of an artist into the snapshot.
 
+        A group with no gender of its own takes the gender
+        derived from its members, with the basis appended to the
+        note.
+
         :param snapshot: The snapshot, with the QID set.
         :return: None.
         :raises OSError: On a non-retryable HTTP or network
@@ -424,6 +497,94 @@ class ArtistFetcher:
             labels[x] for x in claims.genre_ids if x in labels)
         if len(country_ids) > 0:
             snapshot.country = labels.get(country_ids[0], "")
+        if len(claims.gender_ids) == 0 \
+                and snapshot.type == ArtistType.GROUP:
+            self.__derive_gender(snapshot, claims.members)
+
+    def __derive_gender(self, snapshot: ArtistSnapshot,
+                        members: Sequence[GroupMember]) -> None:
+        """Derive the gender of a group from its members.
+
+        Sets the gender to the shared gender label of the
+        members, or to ``mixed`` when the members do not share
+        one gender, and appends the basis -- each member and its
+        gender -- to the note.  The gender and the note are left
+        untouched when a member has no gender of its own, or when
+        no member is left once the members who left the group
+        before the corpus window without re-joining it afterwards
+        and the parts that are not human are dropped.
+
+        :param snapshot: The snapshot of the group.
+        :param members: The has-part members of the group item.
+        :return: None.
+        :raises OSError: On a non-retryable HTTP or network
+            error.
+        :raises RetryExhausted: When the retries on a
+            transient error are exhausted.
+        :raises ValueError: On a JSON decoding error.
+        """
+        qids: list[str] = [x.qid for x in members if x.performed()]
+        if len(qids) == 0:
+            return
+        claims: dict[str, MemberClaims] \
+            = self.__get_member_claims(qids)
+        genders: list[tuple[str, str]] = []
+        qid: str
+        for qid in qids:
+            member: MemberClaims = claims.get(qid, MemberClaims())
+            if HUMAN_QID not in member.instance_of_ids:
+                continue
+            if len(member.gender_ids) == 0:
+                return
+            genders.append((qid, member.gender_ids[0]))
+        if len(genders) == 0:
+            return
+        labels: dict[str, str] = self.__get_labels(
+            [x[1] for x in genders], any_language=True)
+        unique: set[str] = {x[1] for x in genders}
+        snapshot.gender = labels[genders[0][1]] \
+            if len(unique) == 1 else MIXED_GENDER
+        basis: str = "gender derived from members: " + "; ".join(
+            f"{x} {labels[y]}" for x, y in genders)
+        snapshot.note = f"{snapshot.note}; {basis}" \
+            if snapshot.note != "" else basis
+
+    def __get_member_claims(self, qids: Sequence[str]) \
+            -> dict[str, MemberClaims]:
+        """Fetch the claims of the group member items in one
+        batch.
+
+        :param qids: The item IDs, duplicates allowed.
+        :return: The instance-of and gender targets, keyed by the
+            item ID; the items without claims are left out.
+        :raises OSError: On a non-retryable HTTP or network
+            error.
+        :raises RetryExhausted: When the retries on a
+            transient error are exhausted.
+        :raises ValueError: On a JSON decoding error.
+        """
+        unique: list[str] = list(dict.fromkeys(qids))
+        if len(unique) == 0:
+            return {}
+        data: Any = self.__get_json({
+            "action": "wbgetentities", "ids": "|".join(unique),
+            "props": "claims", "format": "json"})
+        entities: Any = data.get("entities") \
+            if isinstance(data, dict) else None
+        if not isinstance(entities, dict):
+            return {}
+        members: dict[str, MemberClaims] = {}
+        qid: str
+        for qid in unique:
+            entity: Any = entities.get(qid)
+            claims: Any = entity.get("claims") \
+                if isinstance(entity, dict) else None
+            if not isinstance(claims, dict):
+                continue
+            members[qid] = MemberClaims(
+                instance_of_ids=self.__targets(claims.get("P31")),
+                gender_ids=self.__targets(claims.get("P21")))
+        return members
 
     def __get_claims(self, qid: str) -> ArtistClaims:
         """Fetch the claims and the description of a Wikidata
@@ -431,8 +592,8 @@ class ArtistFetcher:
 
         :param qid: The item ID.
         :return: The item-ID targets of the gender, instance-of,
-            genre, and country properties, and the English
-            description.
+            genre, country, and has-part properties, and the
+            English description.
         :raises OSError: On a non-retryable HTTP or network
             error.
         :raises RetryExhausted: When the retries on a
@@ -457,8 +618,70 @@ class ArtistFetcher:
             genre_ids=self.__targets(claims.get("P136")),
             country_ids=self.__targets(claims.get("P27")),
             origin_country_ids=self.__targets(claims.get("P495")),
+            members=self.__members(claims.get("P527")),
             description=self.__description(entity))
 
+    @staticmethod
+    def __members(statements: Any) -> list[GroupMember]:
+        """Extract the members of the has-part statements.
+
+        :param statements: The statements of the has-part
+            property, or None.
+        :return: The members, in the statement order, each with
+            the start and end years of its statement.
+        """
+        if not isinstance(statements, list):
+            return []
+        members: list[GroupMember] = []
+        statement: Any
+        for statement in statements:
+            if not isinstance(statement, dict):
+                continue
+            qids: list[str] = ArtistFetcher.__targets([statement])
+            if len(qids) == 0:
+                continue
+            members.append(GroupMember(
+                qid=qids[0],
+                start_years=ArtistFetcher.__years(
+                    statement, "P580"),
+                end_years=ArtistFetcher.__years(
+                    statement, "P582")))
+        return members
+
+    @staticmethod
+    def __years(statement: dict[str, Any],
+                qualifier: str) -> list[int]:
+        """Extract the years of a time qualifier of a statement.
+
+        :param statement: The statement data.
+        :param qualifier: The property of the time qualifier.
+        :return: The years of the qualifiers, in the qualifier
+            order; the qualifiers of a coarser precision than the
+            year are read as their year all the same.
+        """
+        qualifiers: Any = statement.get("qualifiers")
+        snaks: Any = qualifiers.get(qualifier) \
+            if isinstance(qualifiers, dict) else None
+        if not isinstance(snaks, list):
+            return []
+        years: list[int] = []
+        snak: Any
+        for snak in snaks:
+            if not isinstance(snak, dict):
+                continue
+            datavalue: Any = snak.get("datavalue")
+            if not isinstance(datavalue, dict):
+                continue
+            value: Any = datavalue.get("value")
+            if not isinstance(value, dict) \
+                    or not isinstance(value.get("time"), str):
+                continue
+            match: re.Match[str] | None \
+                = TIME_YEAR_PATTERN.match(value["time"])
+            if match is not None:
+                years.append(int(match.group()))
+        return years
+
     @staticmethod
     def __description(entity: Any) -> str:
         """Extract the English description of a Wikidata entity.
@@ -503,13 +726,20 @@ class ArtistFetcher:
                 ids.append(value["id"])
         return ids
 
-    def __get_labels(self, qids: Sequence[str]) \
+    def __get_labels(self, qids: Sequence[str],
+                     any_language: bool = False) \
             -> dict[str, str]:
-        """Resolve item IDs to their English labels in one batch.
+        """Resolve item IDs to their labels in one batch.
 
         :param qids: The item IDs, duplicates allowed.
-        :return: The English labels, keyed by the item ID; the
-            items without an English label are left out.
+        :param any_language: True to accept the label of another
+            language for an item without an English label, and to
+            fall back to the bare item ID for an item without any
+            label, so that every requested item ID is a key of
+            the result.
+        :return: The labels, keyed by the item ID; without
+            ``any_language``, the items without an English label
+            are left out.
         :raises OSError: On a non-retryable HTTP or network
             error.
         :raises RetryExhausted: When the retries on a
@@ -519,27 +749,51 @@ class ArtistFetcher:
         unique: list[str] = list(dict.fromkeys(qids))
         if len(unique) == 0:
             return {}
-        data: Any = self.__get_json({
+        params: dict[str, str] = {
             "action": "wbgetentities", "ids": "|".join(unique),
-            "props": "labels", "languages": "en",
-            "format": "json"})
+            "props": "labels", "format": "json"}
+        if not any_language:
+            params["languages"] = "en"
+        data: Any = self.__get_json(params)
         entities: Any = data.get("entities") \
             if isinstance(data, dict) else None
         if not isinstance(entities, dict):
-            return {}
+            entities = {}
         labels: dict[str, str] = {}
         qid: str
         for qid in unique:
-            entity: Any = entities.get(qid)
-            if not isinstance(entity, dict) \
-                    or not isinstance(entity.get("labels"), dict):
-                continue
-            label: Any = entity["labels"].get("en")
-            if isinstance(label, dict) \
-                    and isinstance(label.get("value"), str):
-                labels[qid] = label["value"]
+            label: str = self.__label(
+                entities.get(qid), any_language)
+            if label == "" and any_language:
+                label = qid
+            if label != "":
+                labels[qid] = label
         return labels
 
+    @staticmethod
+    def __label(entity: Any, any_language: bool) -> str:
+        """Extract the label of a Wikidata entity.
+
+        :param entity: The entity data, or None.
+        :param any_language: True to accept the label of another
+            language when there is no English label.
+        :return: The label, or the empty string when there is
+            none to take.
+        """
+        labels: Any = entity.get("labels") \
+            if isinstance(entity, dict) else None
+        if not isinstance(labels, dict):
+            return ""
+        candidates: list[Any] = [labels.get("en")]
+        if any_language:
+            candidates.extend(labels.values())
+        candidate: Any
+        for candidate in candidates:
+            if isinstance(candidate, dict) \
+                    and isinstance(candidate.get("value"), str):
+                return candidate["value"]
+        return ""
+
     @staticmethod
     def __artist_type(type_ids: Sequence[str],
                       labels: dict[str, str]) \
@@ -769,20 +1023,31 @@ def append_row(file: TextIO, snapshot: ArtistSnapshot) -> None:
     file.flush()
 
 
-def write_snapshot(file: TextIO) -> None:
+def write_snapshot(file: TextIO, names: Container[str]) -> None:
     """Rewrite a snapshot CSV file handle sorted by artist name.
 
-    Reads back the current rows and rewrites the header and the
-    rows ordered by the case-folded artist name, matching the
-    convention of the derived ``artists.csv``.
+    The rows are ordered by the case-folded artist name, matching
+    the convention of the derived ``artists.csv``.  An artist
+    keeps one row only, the last one of the file, so that a
+    re-fetched artist replaces its earlier row.  A row whose name
+    is not an artist of the store is dropped and reported on the
+    standard error.
 
     :param file: The open, seekable snapshot CSV file.
+    :param names: The artist names of the working store.
     :return: None.
     :raises OSError: When the file cannot be read or written.
     """
+    kept: dict[str, dict[str, str]] = {}
+    row: dict[str, str]
+    for row in read_snapshot_rows(file):
+        if row["name"] not in names:
+            print(f"dropped stale row \"{row['name']}\":"
+                  " no such artist in the store", file=sys.stderr)
+            continue
+        kept[row["name"]] = row
     ordered: list[dict[str, str]] = sorted(
-        read_snapshot_rows(file),
-        key=lambda row: row["name"].casefold())
+        kept.values(), key=lambda x: x["name"].casefold())
     file.seek(0)
     file.truncate()
     writer: csv.DictWriter[str] = csv.DictWriter(
@@ -812,11 +1077,14 @@ def main(argv: list[str] | None = None) -> int:
         with open(args.wikidata_csv, "a+", encoding="utf-8",
                   newline="") as csv_file:
             done: set[str] = {x["name"] for x in
-                              read_snapshot_rows(csv_file)}
+                              read_snapshot_rows(csv_file)
+                              if x["gender"] != ""}
             ensure_snapshot_header(csv_file)
+            names: set[str] = set()
             artist: Artist
             for artist in session.scalars(
                     sa.select(Artist).order_by(Artist.id)):
+                names.add(artist.name)
                 if artist.name in done:
                     continue
                 titles: list[str] = read_artist_titles(
@@ -835,7 +1103,7 @@ def main(argv: list[str] | None = None) -> int:
                     fetched += 1
                 print(f"artist \"{artist.name}\": {status}",
                       file=sys.stderr)
-            write_snapshot(csv_file)
+            write_snapshot(csv_file, names)
     except (OSError, sa.exc.SQLAlchemyError) as error:
         print(f"error: {error}", file=sys.stderr)
         return 1

tools/tests/test_build_db.py

@@ -583,9 +583,12 @@ class TestBuildDB(unittest.TestCase):
         "name,qid,gender,type,genre,country,note\n"
         "Adele,Q2831,female,solo,pop,GB,\n"
         "Drake,Q33240,male,solo,hip-hop,CA,\n"
-        "Taylor Swift,Q26876,female,solo,pop,US,\n")
-    """The artist snapshot fixture for the performer gender, leaving
-    "Nobody" and "Nobody Else" without a gender."""
+        "Taylor Swift,Q26876,female,solo,pop,US,\n"
+        "Nobody,,,solo,pop,US,\n"
+        "Nobody Else,,,solo,pop,US,\n")
+    """The artist snapshot fixture for the performer gender, giving
+    "Nobody" and "Nobody Else" a performing type without a
+    gender."""
 
     def __performer_genders(self) -> dict[str, str | None]:
         """Read the stored performer genders keyed by the titles.
@@ -632,6 +635,62 @@ class TestBuildDB(unittest.TestCase):
              ("No Gender Song", ""),
              ("Unknown Song", "")])
 
+    NON_PERFORMING_CHART_CSV: str = (
+        "year,rank,title,artist\n"
+        "2016,1,Lemonade,"
+        "Internet Money & Gunna Featuring Don Toliver\n"
+        "2016,2,Bruno,\"Adassa, Rhenzy Feliz & Encanto Cast\"\n"
+        "2017,1,Label Song,Internet Money & Encanto Cast\n"
+        "2017,2,filler,Filler Artist\n")
+    """The chart CSV fixture exercising the non-performing credits:
+    a non-performing credit alongside agreeing performers, one
+    alongside disagreeing performers, and a song credited to
+    non-performing artists only."""
+
+    NON_PERFORMING_WIKIDATA_CSV: str = (
+        "name,qid,gender,type,genre,country,note\n"
+        "Gunna,Q55613105,male,solo,hip-hop,US,\n"
+        "Don Toliver,Q56513383,male,solo,hip-hop,US,\n"
+        "Adassa,Q576181,female,solo,pop,US,\n"
+        "Rhenzy Feliz,Q34344805,male,solo,pop,US,\n"
+        "Internet Money,Q99691610,,,hip-hop,US,\n"
+        "Encanto Cast,Q140814124,,,,US,\n")
+    """The artist snapshot fixture for the non-performing credits,
+    leaving "Internet Money" and "Encanto Cast" without a gender and
+    without a type."""
+
+    def __build_non_performing(self) -> dict[str, str | None]:
+        """Build the non-performing credit fixture and read back the
+        performer genders.
+
+        :return: The stored performer genders, keyed by the song
+            titles.
+        """
+        self.__write_chart(self.NON_PERFORMING_CHART_CSV)
+        self.__write_wikidata(self.NON_PERFORMING_WIKIDATA_CSV)
+        self.assertEqual(
+            self.__run_build("--wikidata-csv",
+                             str(self.__wikidata))[0], 0)
+        return self.__performer_genders()
+
+    def test_non_performing_credit_does_not_block(self) -> None:
+        """Test that a credited artist without a type does not block
+        the agreement of the performing artists."""
+        self.assertEqual(
+            self.__build_non_performing()["Lemonade"], "male")
+
+    def test_non_performing_credit_keeps_mixed(self) -> None:
+        """Test that a credited artist without a type leaves a
+        disagreement among the performing artists as "mixed"."""
+        self.assertEqual(
+            self.__build_non_performing()["Bruno"], "mixed")
+
+    def test_all_non_performing_credits_unset(self) -> None:
+        """Test that a song credited to artists without a type only
+        leaves the performer gender unset."""
+        self.assertIsNone(
+            self.__build_non_performing()["Label Song"])
+
     def test_first_run_on_fresh_store(self) -> None:
         """Test that a build on a fresh store creates the tables."""
         self.assertEqual(

tools/tests/test_fetch_artists.py

@@ -29,6 +29,12 @@ class TestFetchArtists(unittest.TestCase):
         "name", "qid", "gender", "type", "genre",
         "country", "note"]
     """The expected header row of the snapshot CSV file."""
+    GROUP_QID: str = "Q215380"
+    """The item ID of the instance-of target of a group."""
+    MALE_QID: str = "Q6581097"
+    """The item ID of the gender target of a male member."""
+    FEMALE_QID: str = "Q6581072"
+    """The item ID of the gender target of a female member."""
 
     def setUp(self) -> None:
         """Create a temporary capture directory with the store."""
@@ -127,6 +133,69 @@ class TestFetchArtists(unittest.TestCase):
         return {"mainsnak": {"snaktype": "value",
                              "datavalue": {"value": {"id": qid}}}}
 
+    @staticmethod
+    def __part(qid: str, end: str = "",
+               starts: list[str] | None = None) -> dict[str, Any]:
+        """Build a has-part claim statement.
+
+        :param qid: The item ID of the member.
+        :param end: The end time of the membership, as a Wikidata
+            time value, or the empty string for a membership that
+            did not end.
+        :param starts: The start times of the membership, as
+            Wikidata time values, or None for a membership
+            without a start time.
+        :return: The claim statement.
+        """
+        statement: dict[str, Any] \
+            = TestFetchArtists.__claim(qid)
+        qualifiers: dict[str, Any] = {}
+        if starts is not None:
+            qualifiers["P580"] = [
+                TestFetchArtists.__time(x) for x in starts]
+        if end != "":
+            qualifiers["P582"] = [TestFetchArtists.__time(end)]
+        if len(qualifiers) > 0:
+            statement["qualifiers"] = qualifiers
+        return statement
+
+    @staticmethod
+    def __time(time: str) -> dict[str, Any]:
+        """Build a time qualifier snak.
+
+        :param time: The time, as a Wikidata time value.
+        :return: The qualifier snak.
+        """
+        return {"snaktype": "value",
+                "datavalue": {"value": {"time": time,
+                                        "precision": 9}}}
+
+    @staticmethod
+    def __human(gender: str = "") -> dict[str, Any]:
+        """Build the claims of a human group member.
+
+        :param gender: The item ID of the gender target, or the
+            empty string for a member without a gender.
+        :return: The claim statements, keyed by the property.
+        """
+        claims: dict[str, Any] = {
+            "P31": [TestFetchArtists.__claim("Q5")]}
+        if gender != "":
+            claims["P21"] = [TestFetchArtists.__claim(gender)]
+        return claims
+
+    @staticmethod
+    def __member_claims(members: dict[str, dict[str, Any]]) \
+            -> dict[str, Any]:
+        """Build a member claims response payload.
+
+        :param members: The claim statements of each member,
+            keyed by the member item ID.
+        :return: The response payload.
+        """
+        return {"entities": {
+            x: {"claims": y} for x, y in members.items()}}
+
     @staticmethod
     def __labels(labels: dict[str, str]) -> dict[str, Any]:
         """Build a label query response payload.
@@ -283,14 +352,18 @@ class TestFetchArtists(unittest.TestCase):
 
     def test_pinned_qid_skips_search(self) -> None:
         """Test that a pinned name short-circuits the search."""
-        self.__seed(["Pinkfong"])
-        qid: str = fetch_artists.PINNED_QIDS["Pinkfong"]
+        self.__seed(["Brandy Brand"])
+        qid: str = "Q99999999"
         claims: dict[str, Any] = self.__claims(
-            qid, {}, "South Korean children's brand")
+            qid, {}, "a brand the type gate excludes")
         urlopen: mock.Mock
-        with mock.patch(
-                "urllib.request.urlopen",
-                side_effect=[self.__response(claims)]) as urlopen:
+        with mock.patch.object(
+                fetch_artists, "PINNED_QIDS",
+                {"Brandy Brand": qid}), \
+                mock.patch(
+                    "urllib.request.urlopen",
+                    side_effect=[self.__response(claims)]) \
+                as urlopen:
             status: int = self.__run_fetch()[0]
         self.assertEqual(status, 0)
         self.assertEqual(urlopen.call_count, 1)
@@ -300,8 +373,8 @@ class TestFetchArtists(unittest.TestCase):
         rows: list[list[str]] = self.__read_rows(
             self.__snapshot)
         self.assertEqual(rows[1], [
-            "Pinkfong", qid, "", "", "",
-            "", "South Korean children's brand"])
+            "Brandy Brand", qid, "", "", "",
+            "", "a brand the type gate excludes"])
 
     def test_stage1_performer_intersection(self) -> None:
         """Test the multi-candidate resolution via a performer."""
@@ -383,6 +456,193 @@ class TestFetchArtists(unittest.TestCase):
         self.assertEqual(rows[1], [
             "Case", "Q2", "", "", "", "", "Rescued by casefold"])
 
+    def __fetch_group(self, parts: list[dict[str, Any]],
+                      members: dict[str, dict[str, Any]],
+                      gender_labels: dict[str, Any] | None) \
+            -> tuple[list[str], mock.Mock]:
+        """Run the fetcher on a store holding one group artist.
+
+        :param parts: The has-part claim statements of the group
+            item.
+        :param members: The claim statements of each member item,
+            keyed by the member item ID, or empty when no member
+            item is expected to be queried.
+        :param gender_labels: The label response payload of the
+            gender items, or None when no label is expected to be
+            queried.
+        :return: A tuple of the snapshot row of the group and the
+            ``urlopen`` mock.
+        """
+        self.__seed(["Boyz"])
+        responses: list[Any] = [
+            self.__response(self.__sparql(
+                [{"item": self.__uri("Q10")}])),
+            self.__response(self.__claims(
+                "Q10",
+                {"P31": [self.__claim(self.GROUP_QID)],
+                 "P527": parts},
+                "American boy band")),
+            self.__response(self.__labels(
+                {self.GROUP_QID: "musical group"}))]
+        if len(members) > 0:
+            responses.append(self.__response(
+                self.__member_claims(members)))
+        if gender_labels is not None:
+            responses.append(self.__response(gender_labels))
+        urlopen: mock.Mock
+        with mock.patch("urllib.request.urlopen",
+                        side_effect=responses) as urlopen:
+            status: int = self.__run_fetch()[0]
+        self.assertEqual(status, 0)
+        self.assertEqual(urlopen.call_count, len(responses))
+        rows: list[list[str]] = self.__read_rows(self.__snapshot)
+        self.assertEqual(len(rows), 2)
+        return rows[1], urlopen
+
+    def test_group_gender_from_members(self) -> None:
+        """Test a group taking the shared gender of its
+        members."""
+        row: list[str] = self.__fetch_group(
+            [self.__part("Q11"), self.__part("Q12")],
+            {"Q11": self.__human(self.MALE_QID),
+             "Q12": self.__human(self.MALE_QID)},
+            self.__labels({self.MALE_QID: "male"}))[0]
+        self.assertEqual(row, [
+            "Boyz", "Q10", "male", "group", "", "",
+            "American boy band; gender derived from members:"
+            " Q11 male; Q12 male"])
+
+    def test_group_gender_mixed(self) -> None:
+        """Test a group whose members do not share one gender."""
+        row: list[str] = self.__fetch_group(
+            [self.__part("Q11"), self.__part("Q12")],
+            {"Q11": self.__human(self.MALE_QID),
+             "Q12": self.__human(self.FEMALE_QID)},
+            self.__labels({self.MALE_QID: "male",
+                           self.FEMALE_QID: "female"}))[0]
+        self.assertEqual(row, [
+            "Boyz", "Q10", "mixed", "group", "", "",
+            "American boy band; gender derived from members:"
+            " Q11 male; Q12 female"])
+
+    def test_group_member_without_gender(self) -> None:
+        """Test that a member without a gender of its own leaves
+        the gender of its group unresolved."""
+        row: list[str] = self.__fetch_group(
+            [self.__part("Q11"), self.__part("Q12")],
+            {"Q11": self.__human(self.MALE_QID),
+             "Q12": self.__human()},
+            None)[0]
+        self.assertEqual(row, [
+            "Boyz", "Q10", "", "group", "", "",
+            "American boy band"])
+
+    def test_group_non_human_part_ignored(self) -> None:
+        """Test that a part that is not human does not count."""
+        row: list[str] = self.__fetch_group(
+            [self.__part("Q11"), self.__part("Q13")],
+            {"Q11": self.__human(self.MALE_QID),
+             "Q13": {"P31": [self.__claim("Q2088357")]}},
+            self.__labels({self.MALE_QID: "male"}))[0]
+        self.assertEqual(row, [
+            "Boyz", "Q10", "male", "group", "", "",
+            "American boy band; gender derived from members:"
+            " Q11 male"])
+
+    def test_group_member_left_before_corpus(self) -> None:
+        """Test that a member who left before the corpus window
+        is neither queried nor counted."""
+        row: list[str]
+        urlopen: mock.Mock
+        row, urlopen = self.__fetch_group(
+            [self.__part("Q11", "+2015-06-01T00:00:00Z"),
+             self.__part("Q12")],
+            {"Q12": self.__human(self.MALE_QID)},
+            self.__labels({self.MALE_QID: "male"}))
+        self.assertEqual(row, [
+            "Boyz", "Q10", "male", "group", "", "",
+            "American boy band; gender derived from members:"
+            " Q12 male"])
+        url: str = urlopen.call_args_list[3][0][0].full_url
+        self.assertIn("Q12", url)
+        self.assertNotIn("Q11", url)
+
+    def test_group_member_left_within_corpus(self) -> None:
+        """Test that a member who left within the corpus window
+        still counts."""
+        row: list[str] = self.__fetch_group(
+            [self.__part("Q11", "+2016-03-01T00:00:00Z"),
+             self.__part("Q12")],
+            {"Q11": self.__human(self.FEMALE_QID),
+             "Q12": self.__human(self.MALE_QID)},
+            self.__labels({self.MALE_QID: "male",
+                           self.FEMALE_QID: "female"}))[0]
+        self.assertEqual(row, [
+            "Boyz", "Q10", "mixed", "group", "", "",
+            "American boy band; gender derived from members:"
+            " Q11 female; Q12 male"])
+
+    def test_group_member_rejoined_after_leaving(self) -> None:
+        """Test that a member who left before the corpus window
+        and re-joined after it still counts."""
+        row: list[str] = self.__fetch_group(
+            [self.__part("Q11", "+2013-01-01T00:00:00Z",
+                         ["+2005-01-01T00:00:00Z",
+                          "+2019-01-01T00:00:00Z"]),
+             self.__part("Q12")],
+            {"Q11": self.__human(self.FEMALE_QID),
+             "Q12": self.__human(self.MALE_QID)},
+            self.__labels({self.MALE_QID: "male",
+                           self.FEMALE_QID: "female"}))[0]
+        self.assertEqual(row, [
+            "Boyz", "Q10", "mixed", "group", "", "",
+            "American boy band; gender derived from members:"
+            " Q11 female; Q12 male"])
+
+    def test_group_member_left_for_good(self) -> None:
+        """Test that a member who left before the corpus window
+        and did not re-join is excluded."""
+        row: list[str]
+        urlopen: mock.Mock
+        row, urlopen = self.__fetch_group(
+            [self.__part("Q11", "+2013-01-01T00:00:00Z",
+                         ["+2005-01-01T00:00:00Z"]),
+             self.__part("Q12")],
+            {"Q12": self.__human(self.MALE_QID)},
+            self.__labels({self.MALE_QID: "male"}))
+        self.assertEqual(row, [
+            "Boyz", "Q10", "male", "group", "", "",
+            "American boy band; gender derived from members:"
+            " Q12 male"])
+        url: str = urlopen.call_args_list[3][0][0].full_url
+        self.assertIn("Q12", url)
+        self.assertNotIn("Q11", url)
+
+    def test_group_gender_label_without_english(self) -> None:
+        """Test the gender label of another language being taken
+        when there is no English one."""
+        row: list[str] = self.__fetch_group(
+            [self.__part("Q11")],
+            {"Q11": self.__human(self.MALE_QID)},
+            {"entities": {self.MALE_QID: {
+                "labels": {"ja": {"value": "男性"}}}}})[0]
+        self.assertEqual(row, [
+            "Boyz", "Q10", "男性", "group", "", "",
+            "American boy band; gender derived from members:"
+            " Q11 男性"])
+
+    def test_group_gender_label_missing(self) -> None:
+        """Test the bare item ID being taken as the gender label
+        when the item has no label at all."""
+        row: list[str] = self.__fetch_group(
+            [self.__part("Q11")],
+            {"Q11": self.__human(self.MALE_QID)},
+            {"entities": {}})[0]
+        self.assertEqual(row, [
+            "Boyz", "Q10", self.MALE_QID, "group", "", "",
+            "American boy band; gender derived from members:"
+            f" Q11 {self.MALE_QID}"])
+
     def test_unresolved_continues_to_next_artist(self) -> None:
         """Test that an unresolved artist does not stop the run."""
         self.__seed(["Ambiguous", "Nobody"])
@@ -527,15 +787,75 @@ class TestFetchArtists(unittest.TestCase):
             "Nobody", "", "", "", "", "", "not found"])
         self.__assert_summary(stderr, 0, 1)
 
+    def test_blank_gender_row_refetched(self) -> None:
+        """Test that a row with a blank gender is re-fetched and
+        replaced, not duplicated."""
+        self.__seed(["Adele"])
+        snapshot: Path = self.__snapshot
+        with open(snapshot, "w", encoding="utf-8",
+                  newline="") as file:
+            writer: Any = csv.writer(file)
+            writer.writerow(self.HEADER)
+            writer.writerow([
+                "Adele", "Q1", "", "solo", "", "", "not found"])
+        candidates: dict[str, Any] = self.__sparql(
+            [{"item": self.__uri("Q1")}])
+        claims: dict[str, Any] = self.__claims(
+            "Q1", {"P21": [self.__claim("Q2")],
+                   "P31": [self.__claim("Q5")]},
+            "English singer")
+        labels: dict[str, Any] = self.__labels(
+            {"Q2": "female", "Q5": "human"})
+        urlopen: mock.Mock
+        with mock.patch(
+                "urllib.request.urlopen",
+                side_effect=[self.__response(candidates),
+                             self.__response(claims),
+                             self.__response(labels)]) as urlopen:
+            status: int = self.__run_fetch()[0]
+        self.assertEqual(status, 0)
+        self.assertEqual(urlopen.call_count, 3)
+        rows: list[list[str]] = self.__read_rows(snapshot)
+        self.assertEqual(len(rows), 2)
+        self.assertEqual(rows[1], [
+            "Adele", "Q1", "female", "solo", "", "",
+            "English singer"])
+
+    def test_stale_row_dropped(self) -> None:
+        """Test that a row matching no artist of the store is
+        dropped and reported."""
+        self.__seed(["Amy"])
+        snapshot: Path = self.__snapshot
+        amy_row: list[str] = [
+            "Amy", "Q1", "female", "solo", "", "", "English singer"]
+        with open(snapshot, "w", encoding="utf-8",
+                  newline="") as file:
+            writer: Any = csv.writer(file)
+            writer.writerow(self.HEADER)
+            writer.writerow(amy_row)
+            writer.writerow([
+                "Pinkfong", "Q2", "male", "solo", "", "", "a brand"])
+        urlopen: mock.Mock
+        with mock.patch("urllib.request.urlopen") as urlopen:
+            status: int
+            stderr: str
+            status, stderr = self.__run_fetch()
+        self.assertEqual(status, 0)
+        urlopen.assert_not_called()
+        rows: list[list[str]] = self.__read_rows(snapshot)
+        self.assertEqual(len(rows), 2)
+        self.assertEqual(rows[1], amy_row)
+        self.assertIn("Pinkfong", stderr)
+
     def test_topup_inserts_sorted_position(self) -> None:
         """Test that a top-up inserts the new row in its sorted
         position, not appended at the end of the file."""
         self.__seed(["Amy", "Mia", "Zed"])
         snapshot: Path = self.__snapshot
         amy_row: list[str] = [
-            "Amy", "Q1", "", "", "", "", "not found"]
+            "Amy", "Q1", "female", "solo", "", "", "a singer"]
         zed_row: list[str] = [
-            "Zed", "Q2", "", "", "", "", "not found"]
+            "Zed", "Q2", "male", "solo", "", "", "a singer"]
         with open(snapshot, "w", encoding="utf-8",
                   newline="") as file:
             writer: Any = csv.writer(file)