Derive the performing group genders from their Wikidata members

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-08-17 22:38:39 +08:00
parent bebf85814e
commit f87e3642f6
8 changed files with 1733 additions and 1051 deletions
@@ -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
+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,,group,K-pop; J-pop,South Korea,South Korean girl group
+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
+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,,group,regional Mexican; norteño; cumbia norteña mexicana,United States,Mexican-American musical band
+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
+Marian Hill,Q20858093,mixed,group,electronic music,United States,American musical duo; gender derived from members: Q140937081 female; Q30189878 male
-Maroon 5,Q182223,,group,alternative rock; funk rock; pop rock; pop music,United States,American pop rock band
+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
+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,,group,pop rock; alternative rock; cello rock,United States,American pop rock band
+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)"
@@ -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)
+Fifth Harmony,Q3087893,female,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)
+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)
+Grey,Q28451953,male,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)
+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)
+Marian Hill,Q20858093,mixed,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)
+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)
+One Direction,Q146027,male,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)
+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)
@@ -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。
@@ -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
+takes a performer gender derived from the genders of the
-credited on it, primary and featured alike; see
+performing artists credited on it, primary and featured alike.  A
-`PerformerGenderDeriver.performer_gender`.
+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
+    """The performer gender of a song whose performing credited
-    all share one gender."""
+    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
+        credited on the song, primary and featured alike, that have
-        `performer_gender`).  When the method returns, the derived
+        an artist type (see `performer_gender`).  A credited artist
-        performer genders are queryable in the session.
+        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
+        alongside an unknown one, no known gender at all, or no
-        None.
+        gender given at all -- gives None.
-        :param genders: The genders of the artists credited on one
+        :param genders: The genders of the performing artists
-            song, in any order.
+            credited on one song, in any order.
        :return: The performer gender of the song, or None when it
            is undetermined.
        """
@@ -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
+Fetches the metadata of the artists that the Wikidata artist
-Wikidata into the capture layer: the Wikidata artist snapshot
+snapshot CSV, given as the positional command-line argument, does
-CSV, given as the positional command-line argument.  The working
+not resolve yet -- the artists without a row, and the artists
-store is only read, never written; the ``build-db`` subcommand
+whose row has a blank gender -- from Wikidata into the capture
-assembles the captured files into the store on the next rebuild.
+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] = {
+CORPUS_START_YEAR: int = 2016
-    "Pinkfong": "Q55735607",
+"""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:
+justification recorded here.  Currently empty: the only pin ever
-
+needed, "Pinkfong" (typed as a brand, which the type gate
- "Pinkfong": the only charting act whose item is typed as a
+excludes by design), became moot when the store's artist entity
-  brand (P31 = Q431289), which the type gate (human / musical
+behind that credit was identified as Hope Segoine.
  ensemble / original cast) excludes by design.
 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
+            genre, country, and has-part properties, and the
-            description.
+            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
+        :param any_language: True to accept the label of another
-            items without an English label are left out.
+            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",
+            "props": "labels", "format": "json"}
-            "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)
+            label: str = self.__label(
-            if not isinstance(entity, dict) \
+                entities.get(qid), any_language)
-                    or not isinstance(entity.get("labels"), dict):
+            if label == "" and any_language:
-                continue
+                label = qid
-            label: Any = entity["labels"].get("en")
+            if label != "":
-            if isinstance(label, dict) \
+                labels[qid] = label
                    and isinstance(label.get("value"), str):
                labels[qid] = label["value"]
        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
+    The rows are ordered by the case-folded artist name, matching
-    rows ordered by the case-folded artist name, matching the
+    the convention of the derived ``artists.csv``.  An artist
-    convention of the derived ``artists.csv``.
+    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),
+        kept.values(), key=lambda x: x["name"].casefold())
        key=lambda row: row["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
@@ -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")
+        "Taylor Swift,Q26876,female,solo,pop,US,\n"
-    """The artist snapshot fixture for the performer gender, leaving
+        "Nobody,,,solo,pop,US,\n"
-    "Nobody" and "Nobody Else" without a gender."""
+        "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(
@@ -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"])
+        self.__seed(["Brandy Brand"])
-        qid: str = fetch_artists.PINNED_QIDS["Pinkfong"]
+        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(
+        with mock.patch.object(
                fetch_artists, "PINNED_QIDS",
                {"Brandy Brand": qid}), \
                mock.patch(
                    "urllib.request.urlopen",
-                side_effect=[self.__response(claims)]) as 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, "", "", "",
+            "Brandy Brand", qid, "", "", "",
-            "", "South Korean children's brand"])
+            "", "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)