diff --git a/data/facebook_auth/facebook_auth_dummy.csv b/data/facebook_auth/facebook_auth_dummy.csv
new file mode 100644
index 0000000..f6daad7
--- /dev/null
+++ b/data/facebook_auth/facebook_auth_dummy.csv
@@ -0,0 +1 @@
+ACCESS_TOKEN,USER_ID
diff --git a/data/queries/US_white_music_interests_ages.json b/data/queries/US_white_music_interests_ages.json
new file mode 100644
index 0000000..ad072be
--- /dev/null
+++ b/data/queries/US_white_music_interests_ages.json
@@ -0,0 +1,7138 @@
+{
+ "interests": [
+ {
+ "name": [
+ "Rocksteady"
+ ],
+ "or": [
+ "6003314921218"
+ ]
+ },
+ {
+ "name": [
+ "Christian hip hop"
+ ],
+ "or": [
+ "6003140211647"
+ ]
+ },
+ {
+ "name": [
+ "Noise music"
+ ],
+ "or": [
+ "6003258005082"
+ ]
+ },
+ {
+ "name": [
+ "Flamenco"
+ ],
+ "or": [
+ "6003074062797"
+ ]
+ },
+ {
+ "name": [
+ "Psychedelic trance"
+ ],
+ "or": [
+ "6003419806154"
+ ]
+ },
+ {
+ "name": [
+ "Skate punk"
+ ],
+ "or": [
+ "6002985722723"
+ ]
+ },
+ {
+ "name": [
+ "New jack swing"
+ ],
+ "or": [
+ "6002969744692"
+ ]
+ },
+ {
+ "name": [
+ "Power metal"
+ ],
+ "or": [
+ "6003677535718"
+ ]
+ },
+ {
+ "name": [
+ "Neue Deutsche H\u00cc_rte"
+ ],
+ "or": [
+ "6003159533034"
+ ]
+ },
+ {
+ "name": [
+ "Underground music"
+ ],
+ "or": [
+ "6003437235770"
+ ]
+ },
+ {
+ "name": [
+ "Mexican cumbia"
+ ],
+ "or": [
+ "6003497930280"
+ ]
+ },
+ {
+ "name": [
+ "Broken beat"
+ ],
+ "or": [
+ "6003425345554"
+ ]
+ },
+ {
+ "name": [
+ "Mexican rock music"
+ ],
+ "or": [
+ "6002971551929"
+ ]
+ },
+ {
+ "name": [
+ "Hardcore (electronic dance music genre)"
+ ],
+ "or": [
+ "6003374770477"
+ ]
+ },
+ {
+ "name": [
+ "Tango music"
+ ],
+ "or": [
+ "6009909180927"
+ ]
+ },
+ {
+ "name": [
+ "Alternative country"
+ ],
+ "or": [
+ "6003133345814"
+ ]
+ },
+ {
+ "name": [
+ "Avant-garde metal"
+ ],
+ "or": [
+ "6014498774112"
+ ]
+ },
+ {
+ "name": [
+ "Hardcore hip hop"
+ ],
+ "or": [
+ "6003290070051"
+ ]
+ },
+ {
+ "name": [
+ "A cappella"
+ ],
+ "or": [
+ "6003153751465"
+ ]
+ },
+ {
+ "name": [
+ "Post-punk revival"
+ ],
+ "or": [
+ "6003472592263"
+ ]
+ },
+ {
+ "name": [
+ "Reggae en Espa\u00cc\u00b1ol"
+ ],
+ "or": [
+ "6003364047823"
+ ]
+ },
+ {
+ "name": [
+ "Baroque pop"
+ ],
+ "or": [
+ "6003605762820"
+ ]
+ },
+ {
+ "name": [
+ "Instrumental"
+ ],
+ "or": [
+ "6003356636987"
+ ]
+ },
+ {
+ "name": [
+ "Western swing"
+ ],
+ "or": [
+ "6003257250286"
+ ]
+ },
+ {
+ "name": [
+ "Zouk"
+ ],
+ "or": [
+ "6003169339149"
+ ]
+ },
+ {
+ "name": [
+ "Brega (music)"
+ ],
+ "or": [
+ "6003463723544"
+ ]
+ },
+ {
+ "name": [
+ "Vocal music"
+ ],
+ "or": [
+ "6003289088651"
+ ]
+ },
+ {
+ "name": [
+ "Beat music"
+ ],
+ "or": [
+ "6003108799293"
+ ]
+ },
+ {
+ "name": [
+ "Hard trance"
+ ],
+ "or": [
+ "6003192799672"
+ ]
+ },
+ {
+ "name": [
+ "Funk ostenta\u00cc\u00a4\u00cc\u00a3o"
+ ],
+ "or": [
+ "6016917656327"
+ ]
+ },
+ {
+ "name": [
+ "Shoegazing"
+ ],
+ "or": [
+ "6003127203524"
+ ]
+ },
+ {
+ "name": [
+ "Korean hip hop"
+ ],
+ "or": [
+ "6012875345920"
+ ]
+ },
+ {
+ "name": [
+ "Stoner rock"
+ ],
+ "or": [
+ "6003257838288"
+ ]
+ },
+ {
+ "name": [
+ "Folk"
+ ],
+ "or": [
+ "6003300256738"
+ ]
+ },
+ {
+ "name": [
+ "Freestyle rap"
+ ],
+ "or": [
+ "6003259015102"
+ ]
+ },
+ {
+ "name": [
+ "Samba-enredo"
+ ],
+ "or": [
+ "6003541789765"
+ ]
+ },
+ {
+ "name": [
+ "Huapango"
+ ],
+ "or": [
+ "6003420589431"
+ ]
+ },
+ {
+ "name": [
+ "Symphonic metal"
+ ],
+ "or": [
+ "6003198743801"
+ ]
+ },
+ {
+ "name": [
+ "Surf music"
+ ],
+ "or": [
+ "6003257449969"
+ ]
+ },
+ {
+ "name": [
+ "Cabaret"
+ ],
+ "or": [
+ "6003647797113"
+ ]
+ },
+ {
+ "name": [
+ "Argentine cumbia"
+ ],
+ "or": [
+ "6003985876266"
+ ]
+ },
+ {
+ "name": [
+ "Beatboxing"
+ ],
+ "or": [
+ "6003382908804"
+ ]
+ },
+ {
+ "name": [
+ "Oldschool jungle"
+ ],
+ "or": [
+ "6003339214796"
+ ]
+ },
+ {
+ "name": [
+ "Music of India"
+ ],
+ "or": [
+ "6003651347113"
+ ]
+ },
+ {
+ "name": [
+ "Belgian rock"
+ ],
+ "or": [
+ "6003539998663"
+ ]
+ },
+ {
+ "name": [
+ "Ra\u00cc\u00f8"
+ ],
+ "or": [
+ "6003434733851"
+ ]
+ },
+ {
+ "name": [
+ "Groove metal"
+ ],
+ "or": [
+ "6003646941516"
+ ]
+ },
+ {
+ "name": [
+ "Christmas carol"
+ ],
+ "or": [
+ "6003304554260"
+ ]
+ },
+ {
+ "name": [
+ "Vocal trance"
+ ],
+ "or": [
+ "6003647207516"
+ ]
+ },
+ {
+ "name": [
+ "Sambass"
+ ],
+ "or": [
+ "6003352340000"
+ ]
+ },
+ {
+ "name": [
+ "Afrobeat"
+ ],
+ "or": [
+ "6003484812986"
+ ]
+ },
+ {
+ "name": [
+ "Anatolian rock"
+ ],
+ "or": [
+ "6004114757224"
+ ]
+ },
+ {
+ "name": [
+ "Nu-disco"
+ ],
+ "or": [
+ "6003391773154"
+ ]
+ },
+ {
+ "name": [
+ "Tech trance"
+ ],
+ "or": [
+ "6003122415922"
+ ]
+ },
+ {
+ "name": [
+ "Pinoy hip hop"
+ ],
+ "or": [
+ "6003185572008"
+ ]
+ },
+ {
+ "name": [
+ "Intelligent dance music"
+ ],
+ "or": [
+ "6003672270062"
+ ]
+ },
+ {
+ "name": [
+ "Jazz rap"
+ ],
+ "or": [
+ "6003362198821"
+ ]
+ },
+ {
+ "name": [
+ "Balearic trance"
+ ],
+ "or": [
+ "6009884266155"
+ ]
+ },
+ {
+ "name": [
+ "Acid trance"
+ ],
+ "or": [
+ "6003331848888"
+ ]
+ },
+ {
+ "name": [
+ "Post-rock"
+ ],
+ "or": [
+ "6002897827910"
+ ]
+ },
+ {
+ "name": [
+ "Urban contemporary gospel"
+ ],
+ "or": [
+ "6003369642335"
+ ]
+ },
+ {
+ "name": [
+ "Rumba (dance)"
+ ],
+ "or": [
+ "6003234292967"
+ ]
+ },
+ {
+ "name": [
+ "Ghazal"
+ ],
+ "or": [
+ "6003147013549"
+ ]
+ },
+ {
+ "name": [
+ "Jingle"
+ ],
+ "or": [
+ "6003605467820"
+ ]
+ },
+ {
+ "name": [
+ "Deejay (Jamaican)"
+ ],
+ "or": [
+ "6004933825545"
+ ]
+ },
+ {
+ "name": [
+ "Crunk"
+ ],
+ "or": [
+ "6003375372077"
+ ]
+ },
+ {
+ "name": [
+ "Gothic metal"
+ ],
+ "or": [
+ "6003337414843"
+ ]
+ },
+ {
+ "name": [
+ "Visual kei"
+ ],
+ "or": [
+ "6003109324984"
+ ]
+ },
+ {
+ "name": [
+ "Freestyle music"
+ ],
+ "or": [
+ "6003386969196"
+ ]
+ },
+ {
+ "name": [
+ "Chicano rap"
+ ],
+ "or": [
+ "6004108615609"
+ ]
+ },
+ {
+ "name": [
+ "Old-school hip hop"
+ ],
+ "or": [
+ "6003341960423"
+ ]
+ },
+ {
+ "name": [
+ "Mainstream Top 40"
+ ],
+ "or": [
+ "6003377746787"
+ ]
+ },
+ {
+ "name": [
+ "Experimental music"
+ ],
+ "or": [
+ "6002969799129"
+ ]
+ },
+ {
+ "name": [
+ "Thai rock"
+ ],
+ "or": [
+ "6003278226799"
+ ]
+ },
+ {
+ "name": [
+ "Texas blues"
+ ],
+ "or": [
+ "6003451628671"
+ ]
+ },
+ {
+ "name": [
+ "Country rap"
+ ],
+ "or": [
+ "6003199481065"
+ ]
+ },
+ {
+ "name": [
+ "Latin jazz"
+ ],
+ "or": [
+ "6004111763189"
+ ]
+ },
+ {
+ "name": [
+ "Fingerstyle guitar"
+ ],
+ "or": [
+ "6003224974661"
+ ]
+ },
+ {
+ "name": [
+ "Boogie (genre)"
+ ],
+ "or": [
+ "6003254827401"
+ ]
+ },
+ {
+ "name": [
+ "Comedy rock"
+ ],
+ "or": [
+ "6003331792577"
+ ]
+ },
+ {
+ "name": [
+ "Symphonic rock"
+ ],
+ "or": [
+ "6003386614418"
+ ]
+ },
+ {
+ "name": [
+ "Grindcore"
+ ],
+ "or": [
+ "6003251083686"
+ ]
+ },
+ {
+ "name": [
+ "Melodic death metal"
+ ],
+ "or": [
+ "6003376287381"
+ ]
+ },
+ {
+ "name": [
+ "Contemporary classical music"
+ ],
+ "or": [
+ "6003274787171"
+ ]
+ },
+ {
+ "name": [
+ "Pinoy pop"
+ ],
+ "or": [
+ "6003361706460"
+ ]
+ },
+ {
+ "name": [
+ "Cool jazz"
+ ],
+ "or": [
+ "6003022285156"
+ ]
+ },
+ {
+ "name": [
+ "Cadence rampa"
+ ],
+ "or": [
+ "6003325356199"
+ ]
+ },
+ {
+ "name": [
+ "Grime (music)"
+ ],
+ "or": [
+ "6003061520481"
+ ]
+ },
+ {
+ "name": [
+ "Rumba"
+ ],
+ "or": [
+ "6004056024148"
+ ]
+ },
+ {
+ "name": [
+ "Highlife"
+ ],
+ "or": [
+ "6002839697279"
+ ]
+ },
+ {
+ "name": [
+ "Australian hip hop"
+ ],
+ "or": [
+ "6003150474433"
+ ]
+ },
+ {
+ "name": [
+ "Acid jazz"
+ ],
+ "or": [
+ "6003348618232"
+ ]
+ },
+ {
+ "name": [
+ "Texas country music"
+ ],
+ "or": [
+ "6003305455369"
+ ]
+ },
+ {
+ "name": [
+ "Paisley Underground"
+ ],
+ "or": [
+ "6003314537514"
+ ]
+ },
+ {
+ "name": [
+ "Cuban rumba"
+ ],
+ "or": [
+ "718607324904571"
+ ]
+ },
+ {
+ "name": [
+ "Deathcore"
+ ],
+ "or": [
+ "6002968692692"
+ ]
+ },
+ {
+ "name": [
+ "Boogie rock"
+ ],
+ "or": [
+ "6002948891555"
+ ]
+ },
+ {
+ "name": [
+ "Indie folk"
+ ],
+ "or": [
+ "6003278095799"
+ ]
+ },
+ {
+ "name": [
+ "Arabesque (Turkish music)"
+ ],
+ "or": [
+ "6003360934193"
+ ]
+ },
+ {
+ "name": [
+ "Euro disco"
+ ],
+ "or": [
+ "6003258987667"
+ ]
+ },
+ {
+ "name": [
+ "Hardstyle"
+ ],
+ "or": [
+ "6003718613316"
+ ]
+ },
+ {
+ "name": [
+ "Roots rock"
+ ],
+ "or": [
+ "6003009405850"
+ ]
+ },
+ {
+ "name": [
+ "Middle of the road (music)"
+ ],
+ "or": [
+ "6003386652818"
+ ]
+ },
+ {
+ "name": [
+ "Acid house"
+ ],
+ "or": [
+ "6003693206316"
+ ]
+ },
+ {
+ "name": [
+ "Screamo"
+ ],
+ "or": [
+ "6003314274714"
+ ]
+ },
+ {
+ "name": [
+ "Bounce music"
+ ],
+ "or": [
+ "6003057052932"
+ ]
+ },
+ {
+ "name": [
+ "Noise rock"
+ ],
+ "or": [
+ "6003461066225"
+ ]
+ },
+ {
+ "name": [
+ "Indian classical music"
+ ],
+ "or": [
+ "6003240881810"
+ ]
+ },
+ {
+ "name": [
+ "Carnatic music"
+ ],
+ "or": [
+ "6003156706484"
+ ]
+ },
+ {
+ "name": [
+ "Lullaby"
+ ],
+ "or": [
+ "6004102481609"
+ ]
+ },
+ {
+ "name": [
+ "Viking metal"
+ ],
+ "or": [
+ "6003650529946"
+ ]
+ },
+ {
+ "name": [
+ "Pinoy rock"
+ ],
+ "or": [
+ "6003393889131"
+ ]
+ },
+ {
+ "name": [
+ "Dance-punk"
+ ],
+ "or": [
+ "6003427999575"
+ ]
+ },
+ {
+ "name": [
+ "Ax\u00cc\u00a9 (music)"
+ ],
+ "or": [
+ "6003179968552"
+ ]
+ },
+ {
+ "name": [
+ "Concert band"
+ ],
+ "or": [
+ "6003342577987"
+ ]
+ },
+ {
+ "name": [
+ "National Socialist black metal"
+ ],
+ "or": [
+ "6003055117556"
+ ]
+ },
+ {
+ "name": [
+ "Street punk"
+ ],
+ "or": [
+ "6003707861116"
+ ]
+ },
+ {
+ "name": [
+ "Protopunk"
+ ],
+ "or": [
+ "6003243830767"
+ ]
+ },
+ {
+ "name": [
+ "Oi!"
+ ],
+ "or": [
+ "6003209872430"
+ ]
+ },
+ {
+ "name": [
+ "German rock"
+ ],
+ "or": [
+ "6003107169433"
+ ]
+ },
+ {
+ "name": [
+ "Space rock"
+ ],
+ "or": [
+ "6002948479355"
+ ]
+ },
+ {
+ "name": [
+ "Marching band"
+ ],
+ "or": [
+ "6002960318920"
+ ]
+ },
+ {
+ "name": [
+ "Children's music"
+ ],
+ "or": [
+ "6003200511682"
+ ]
+ },
+ {
+ "name": [
+ "Miami bass"
+ ],
+ "or": [
+ "6003139637826"
+ ]
+ },
+ {
+ "name": [
+ "Tech house"
+ ],
+ "or": [
+ "6003075191185"
+ ]
+ },
+ {
+ "name": [
+ "Andalusian classical music"
+ ],
+ "or": [
+ "6003745678504"
+ ]
+ },
+ {
+ "name": [
+ "Big beat"
+ ],
+ "or": [
+ "6003052955245"
+ ]
+ },
+ {
+ "name": [
+ "Avant-garde jazz"
+ ],
+ "or": [
+ "6003351627243"
+ ]
+ },
+ {
+ "name": [
+ "Krautrock"
+ ],
+ "or": [
+ "6003486587669"
+ ]
+ },
+ {
+ "name": [
+ "Baroque music"
+ ],
+ "or": [
+ "6003417864712"
+ ]
+ },
+ {
+ "name": [
+ "Music of the Philippines"
+ ],
+ "or": [
+ "6003280576223"
+ ]
+ },
+ {
+ "name": [
+ "Boogaloo"
+ ],
+ "or": [
+ "6003243677542"
+ ]
+ },
+ {
+ "name": [
+ "Barbershop music"
+ ],
+ "or": [
+ "6003092601017"
+ ]
+ },
+ {
+ "name": [
+ "Vocaloid"
+ ],
+ "or": [
+ "6003354833037"
+ ]
+ },
+ {
+ "name": [
+ "Desi Hip Hop"
+ ],
+ "or": [
+ "6003767308605"
+ ]
+ },
+ {
+ "name": [
+ "Melodic hardcore"
+ ],
+ "or": [
+ "6003142928647"
+ ]
+ },
+ {
+ "name": [
+ "Hip hop soul"
+ ],
+ "or": [
+ "6003349217527"
+ ]
+ },
+ {
+ "name": [
+ "Minimal techno"
+ ],
+ "or": [
+ "6003139973592"
+ ]
+ },
+ {
+ "name": [
+ "Outlaw country"
+ ],
+ "or": [
+ "6003157605284"
+ ]
+ },
+ {
+ "name": [
+ "Argentine tango"
+ ],
+ "or": [
+ "6003226791885"
+ ]
+ },
+ {
+ "name": [
+ "Concept album"
+ ],
+ "or": [
+ "6003315581763"
+ ]
+ },
+ {
+ "name": [
+ "Music of Japan"
+ ],
+ "or": [
+ "6003108479633"
+ ]
+ },
+ {
+ "name": [
+ "PBR&B"
+ ],
+ "or": [
+ "6009743139264"
+ ]
+ },
+ {
+ "name": [
+ "Afro-Cuban jazz"
+ ],
+ "or": [
+ "6003254226816"
+ ]
+ },
+ {
+ "name": [
+ "Swedish death metal"
+ ],
+ "or": [
+ "6003247985413"
+ ]
+ },
+ {
+ "name": [
+ "Teutonic thrash metal"
+ ],
+ "or": [
+ "6003001045450"
+ ]
+ },
+ {
+ "name": [
+ "Chamber music"
+ ],
+ "or": [
+ "6003337916179"
+ ]
+ },
+ {
+ "name": [
+ "Ska punk"
+ ],
+ "or": [
+ "6003142140447"
+ ]
+ },
+ {
+ "name": [
+ "UK hardcore"
+ ],
+ "or": [
+ "6003647110620"
+ ]
+ },
+ {
+ "name": [
+ "Horror punk"
+ ],
+ "or": [
+ "6003114006700"
+ ]
+ },
+ {
+ "name": [
+ "Ragtime"
+ ],
+ "or": [
+ "6003202093612"
+ ]
+ },
+ {
+ "name": [
+ "Jangle pop"
+ ],
+ "or": [
+ "6003351443119"
+ ]
+ },
+ {
+ "name": [
+ "M\u00cc\u00c1kina"
+ ],
+ "or": [
+ "6003357385187"
+ ]
+ },
+ {
+ "name": [
+ "Pop-rap"
+ ],
+ "or": [
+ "6022204664592"
+ ]
+ },
+ {
+ "name": [
+ "Regional Mexican"
+ ],
+ "or": [
+ "6003250320511"
+ ]
+ },
+ {
+ "name": [
+ "Crossover thrash"
+ ],
+ "or": [
+ "6004206371989"
+ ]
+ },
+ {
+ "name": [
+ "The Rock is Culture"
+ ],
+ "or": [
+ "6003177257133"
+ ]
+ },
+ {
+ "name": [
+ "French rock"
+ ],
+ "or": [
+ "6003337494443"
+ ]
+ },
+ {
+ "name": [
+ "Jazz-funk"
+ ],
+ "or": [
+ "6002995734844"
+ ]
+ },
+ {
+ "name": [
+ "Technical death metal"
+ ],
+ "or": [
+ "6003073183197"
+ ]
+ },
+ {
+ "name": [
+ "Narcocorrido"
+ ],
+ "or": [
+ "6003215714124"
+ ]
+ },
+ {
+ "name": [
+ "Hip house"
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+ "Post-disco"
+ ],
+ "or": [
+ "6003318595709"
+ ]
+ },
+ {
+ "name": [
+ "Ska"
+ ],
+ "or": [
+ "6003318691818"
+ ]
+ },
+ {
+ "name": [
+ "Disco"
+ ],
+ "or": [
+ "6003320931941"
+ ]
+ },
+ {
+ "name": [
+ "List of Caribbean music genres"
+ ],
+ "or": [
+ "6003324827806"
+ ]
+ },
+ {
+ "name": [
+ "Chicago house"
+ ],
+ "or": [
+ "6003326702779"
+ ]
+ },
+ {
+ "name": [
+ "Danza"
+ ],
+ "or": [
+ "6003328077648"
+ ]
+ },
+ {
+ "name": [
+ "Free funk"
+ ],
+ "or": [
+ "6003333269297"
+ ]
+ },
+ {
+ "name": [
+ "Adult hits"
+ ],
+ "or": [
+ "6003333275032"
+ ]
+ },
+ {
+ "name": [
+ "Dance-pop"
+ ],
+ "or": [
+ "6003336556256"
+ ]
+ },
+ {
+ "name": [
+ "Trip hop"
+ ],
+ "or": [
+ "6003339150136"
+ ]
+ },
+ {
+ "name": [
+ "Orquesta t\u00edpica"
+ ],
+ "or": [
+ "6003343673889"
+ ]
+ },
+ {
+ "name": [
+ "Lambada"
+ ],
+ "or": [
+ "6003346538981"
+ ]
+ },
+ {
+ "name": [
+ "Comparsa"
+ ],
+ "or": [
+ "6003348611981"
+ ]
+ },
+ {
+ "name": [
+ "narco corridos"
+ ],
+ "or": [
+ "6003350332193"
+ ]
+ },
+ {
+ "name": [
+ "Grunge"
+ ],
+ "or": [
+ "6003352237730"
+ ]
+ },
+ {
+ "name": [
+ "Songo music"
+ ],
+ "or": [
+ "6003358706387"
+ ]
+ },
+ {
+ "name": [
+ "Blues rock"
+ ],
+ "or": [
+ "6003371145740"
+ ]
+ },
+ {
+ "name": [
+ "Chang\u00fc\u00ed"
+ ],
+ "or": [
+ "6003371440540"
+ ]
+ },
+ {
+ "name": [
+ "Music of Texas"
+ ],
+ "or": [
+ "6003372646595"
+ ]
+ },
+ {
+ "name": [
+ "Champeta"
+ ],
+ "or": [
+ "6003372887195"
+ ]
+ },
+ {
+ "name": [
+ "Free jazz"
+ ],
+ "or": [
+ "6003373398777"
+ ]
+ },
+ {
+ "name": [
+ "Industrial rock"
+ ],
+ "or": [
+ "6003374068751"
+ ]
+ },
+ {
+ "name": [
+ "Rapping"
+ ],
+ "or": [
+ "6003376894381"
+ ]
+ },
+ {
+ "name": [
+ "Caribbean music in Canada"
+ ],
+ "or": [
+ "6003381389423"
+ ]
+ },
+ {
+ "name": [
+ "Jazz fusion"
+ ],
+ "or": [
+ "6003382645604"
+ ]
+ },
+ {
+ "name": [
+ "Punta"
+ ],
+ "or": [
+ "6003382671744"
+ ]
+ },
+ {
+ "name": [
+ "Electronic rock"
+ ],
+ "or": [
+ "6003384103802"
+ ]
+ },
+ {
+ "name": [
+ "corridos"
+ ],
+ "or": [
+ "6003392035743"
+ ]
+ },
+ {
+ "name": [
+ "Pachanga"
+ ],
+ "or": [
+ "6003393056931"
+ ]
+ },
+ {
+ "name": [
+ "Tecno brega"
+ ],
+ "or": [
+ "6003393292112"
+ ]
+ },
+ {
+ "name": [
+ "Reggae fusion"
+ ],
+ "or": [
+ "6003395513403"
+ ]
+ },
+ {
+ "name": [
+ "Rapcore"
+ ],
+ "or": [
+ "6003408819077"
+ ]
+ },
+ {
+ "name": [
+ "Comedy hip hop"
+ ],
+ "or": [
+ "6003434541651"
+ ]
+ },
+ {
+ "name": [
+ "Polonaise"
+ ],
+ "or": [
+ "6003444692137"
+ ]
+ },
+ {
+ "name": [
+ "Pagode"
+ ],
+ "or": [
+ "6003447997477"
+ ]
+ },
+ {
+ "name": [
+ "Twelve-bar blues"
+ ],
+ "or": [
+ "6003450578242"
+ ]
+ },
+ {
+ "name": [
+ "Tango"
+ ],
+ "or": [
+ "6003455616083"
+ ]
+ },
+ {
+ "name": [
+ "Reggaeton Style"
+ ],
+ "or": [
+ "6003481207803"
+ ]
+ },
+ {
+ "name": [
+ "Waltz"
+ ],
+ "or": [
+ "6003487311080"
+ ]
+ },
+ {
+ "name": [
+ "Punta rock"
+ ],
+ "or": [
+ "6003494614627"
+ ]
+ },
+ {
+ "name": [
+ "Soca music"
+ ],
+ "or": [
+ "6003495146231"
+ ]
+ },
+ {
+ "name": [
+ "Gangsta rap"
+ ],
+ "or": [
+ "6003498332480"
+ ]
+ },
+ {
+ "name": [
+ "Rap metal"
+ ],
+ "or": [
+ "6003531165463"
+ ]
+ },
+ {
+ "name": [
+ "Hip-hop dance"
+ ],
+ "or": [
+ "6003537059863"
+ ]
+ },
+ {
+ "name": [
+ "Drum and bass"
+ ],
+ "or": [
+ "6003537481663"
+ ]
+ },
+ {
+ "name": [
+ "Jig"
+ ],
+ "or": [
+ "6003602906820"
+ ]
+ },
+ {
+ "name": [
+ "Plena"
+ ],
+ "or": [
+ "6003646975146"
+ ]
+ },
+ {
+ "name": [
+ "Reggae genres"
+ ],
+ "or": [
+ "6003668171020"
+ ]
+ },
+ {
+ "name": [
+ "Hard rock"
+ ],
+ "or": [
+ "6003673812662"
+ ]
+ },
+ {
+ "name": [
+ "Canci\u00f3n"
+ ],
+ "or": [
+ "6003696059183"
+ ]
+ },
+ {
+ "name": [
+ "Pop rock"
+ ],
+ "or": [
+ "6003697803783"
+ ]
+ },
+ {
+ "name": [
+ "Gospel reggae"
+ ],
+ "or": [
+ "6003705090354"
+ ]
+ },
+ {
+ "name": [
+ "Samba de Gafieira"
+ ],
+ "or": [
+ "6003709582783"
+ ]
+ },
+ {
+ "name": [
+ "American rock"
+ ],
+ "or": [
+ "6003719975462"
+ ]
+ },
+ {
+ "name": [
+ "Bachata (song)"
+ ],
+ "or": [
+ "6003747096304"
+ ]
+ },
+ {
+ "name": [
+ "Chicano rock"
+ ],
+ "or": [
+ "6003901761866"
+ ]
+ },
+ {
+ "name": [
+ "Funk"
+ ],
+ "or": [
+ "6003902444066"
+ ]
+ },
+ {
+ "name": [
+ "2-step garage"
+ ],
+ "or": [
+ "6004054150348"
+ ]
+ },
+ {
+ "name": [
+ "Seggae"
+ ],
+ "or": [
+ "6004054616348"
+ ]
+ },
+ {
+ "name": [
+ "Milonga (music)"
+ ],
+ "or": [
+ "6005836190530"
+ ]
+ },
+ {
+ "name": [
+ "Progressive house"
+ ],
+ "or": [
+ "6005871542843"
+ ]
+ },
+ {
+ "name": [
+ "Grand opera"
+ ],
+ "or": [
+ "6006525703543"
+ ]
+ },
+ {
+ "name": [
+ "Marchinha"
+ ],
+ "or": [
+ "6006712827197"
+ ]
+ },
+ {
+ "name": [
+ "Future garage"
+ ],
+ "or": [
+ "6011125408852"
+ ]
+ },
+ {
+ "name": [
+ "M\u00fasica popular brasileira"
+ ],
+ "or": [
+ "6013004584342"
+ ]
+ },
+ {
+ "name": [
+ "Mexican Son music"
+ ],
+ "or": [
+ "6015371424284"
+ ]
+ }
+ ],
+ "geo_locations": [
+ {
+ "values": [
+ "US"
+ ],
+ "location_types": [
+ "home"
+ ],
+ "name": "countries"
+ }
+ ],
+ "behavior": [
+ {
+ "not": [
+ 6018745176183,
+ 6003133212372,
+ 6021722613183,
+ 6015559470583,
+ 6025978286383
+ ],
+ "name": "Not Expats OR Close Friends of Expats OR African-American OR Hispanic OR Asian-American"
+ }
+ ],
+ "genders": [
+ 0
+ ],
+ "ages_ranges": [
+ {
+ "max": 18,
+ "min": 13
+ },
+ {
+ "max": 28,
+ "min": 18
+ },
+ {
+ "max": 38,
+ "min": 28
+ },
+ {
+ "max": 65,
+ "min": 38
+ }
+ ],
+ "name": "US white music interests"
+
+}
\ No newline at end of file
diff --git a/output/README.md b/output/README.md
new file mode 100644
index 0000000..e69de29
diff --git a/src/analysis/cluster_music_genres.ipynb b/src/analysis/cluster_music_genres.ipynb
index 0bfcd2d..ac73819 100644
--- a/src/analysis/cluster_music_genres.ipynb
+++ b/src/analysis/cluster_music_genres.ipynb
@@ -10,7 +10,7 @@
},
{
"cell_type": "code",
- "execution_count": 60,
+ "execution_count": 142,
"metadata": {},
"outputs": [],
"source": [
@@ -9816,19 +9816,733 @@
},
{
"cell_type": "code",
- "execution_count": 140,
+ "execution_count": 141,
"metadata": {},
"outputs": [],
"source": [
"# sort by size for easier handling later\n",
"genre_groups = [[s, s_data] for s, s_data in combined_supergenre_data.groupby('super-super-genre')]\n",
"genre_groups = sorted(genre_groups, key=lambda x: len(x[1]), reverse=True)\n",
- "genre_groups_json = [{'super-genre':s, 'genres':s_data.loc[:, 'genre'].values.tolist()} \n",
+ "genre_groups_json = [{'super-genre':s, 'genres':s_data.loc[:, 'genre'].unique().tolist()} \n",
" for s, s_data in genre_groups]\n",
"out_file = '../../data/queries/music_genre_interests_grouped.json'\n",
"json.dump(genre_groups_json, open(out_file, 'w'), indent=4)"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## With word embeddings\n",
+ "Now let's try clustering the music genres using their semantic value according to some embeddings trained on (English) Wikipedia data."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 151,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "?f.open"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 159,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from zipfile import ZipFile\n",
+ "vocab = set()\n",
+ "# bad zip type\n",
+ "# embedding_file = '../../data/embeddings/wiki.en.zip'\n",
+ "embedding_file = '../../data/embeddings/wiki.en.vec'\n",
+ "ctr = 0\n",
+ "for l in open(embedding_file):\n",
+ " l_split = l.strip().split(' ')\n",
+ " if(ctr > 0):\n",
+ " v = l_split[0]\n",
+ " vocab.add(v)\n",
+ " ctr += 1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 160,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "2519370 words in vocab\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('%d words in vocab'%(len(vocab)))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 172,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['ahindi',\n",
+ " 'ahindi%',\n",
+ " 'ahindra',\n",
+ " 'ahindu%',\n",
+ " 'ahindustantimes',\n",
+ " 'ahinful',\n",
+ " 'ahing',\n",
+ " 'ahingsa',\n",
+ " 'ahinoam',\n",
+ " 'ahinsa']"
+ ]
+ },
+ "execution_count": 172,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "sorted(vocab)[100000:100010]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 190,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from unidecode import unidecode\n",
+ "missing_genres = set()\n",
+ "vocab_genres = set()\n",
+ "for m in music_genres:\n",
+ " # fix hyphens and accents\n",
+ " m = m.replace('-', ' ')\n",
+ " m = unidecode(m)\n",
+ " m = m.lower()\n",
+ " m_split = m.split(' ')\n",
+ " if(len(set(m_split) & vocab) == 0):\n",
+ " missing_genres.add(m)\n",
+ " else:\n",
+ " vocab_genres.add(m)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 191,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "9 missing genres\n",
+ " 3/4 uaiu_ 3/4 !a,eckomusic,ilovemusic,jerkin',oi!,pbr&b,ryukoka,timmusic,ye_u_ 3/4 !a\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('%d missing genres'%(len(missing_genres)))\n",
+ "print(','.join(sorted(missing_genres)))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Great! We've covered most of the bases. Let's see what we've got!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 192,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# get one vector per genre by taking the average of the embeddings\n",
+ "# this is a great idea!!\n",
+ "\n",
+ "## collect all relevant tokens\n",
+ "dim = 300\n",
+ "music_genre_vocab = set()\n",
+ "for m in vocab_genres:\n",
+ " m_split = m.split(' ')\n",
+ " m_overlap = set(m_split) & vocab\n",
+ " music_genre_vocab.update(m_overlap)\n",
+ "\n",
+ "## collect embeddings\n",
+ "token_vectors = pd.DataFrame()\n",
+ "ctr = 0\n",
+ "for l in open(embedding_file):\n",
+ " if(ctr > 0):\n",
+ " l_split = l.strip().split(' ')\n",
+ " l_type = l_split[0]\n",
+ " if(l_type in music_genre_vocab):\n",
+ " l_embedding = map(float, l_split[1:])\n",
+ " l_embedding = pd.DataFrame(l_embedding, columns=[l_type]).transpose()\n",
+ " token_vectors = token_vectors.append(l_embedding)\n",
+ " ctr += 1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 193,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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+ " -0.038321 | \n",
+ " 0.397360 | \n",
+ " -0.208051 | \n",
+ " 0.528140 | \n",
+ " 0.175920 | \n",
+ " -0.636960 | \n",
+ " 0.400871 | \n",
+ " -0.300341 | \n",
+ " ... | \n",
+ " 1.057410 | \n",
+ " 0.346599 | \n",
+ " 0.170288 | \n",
+ " 0.594790 | \n",
+ " -0.108257 | \n",
+ " -0.596890 | \n",
+ " -0.246994 | \n",
+ " 0.86340 | \n",
+ " 0.538120 | \n",
+ " 0.772640 | \n",
+ "
\n",
+ " \n",
+ " | violento | \n",
+ " 0.299940 | \n",
+ " -0.309046 | \n",
+ " -0.417315 | \n",
+ " -0.821000 | \n",
+ " -0.026814 | \n",
+ " -0.349353 | \n",
+ " 0.472440 | \n",
+ " 0.578571 | \n",
+ " -0.833050 | \n",
+ " -0.326269 | \n",
+ " ... | \n",
+ " 0.119468 | \n",
+ " -0.474460 | \n",
+ " 0.261900 | \n",
+ " 0.002859 | \n",
+ " 0.011597 | \n",
+ " 0.020864 | \n",
+ " -0.149464 | \n",
+ " 1.35306 | \n",
+ " 0.766600 | \n",
+ " 0.076739 | \n",
+ "
\n",
+ " \n",
+ " | ranchera | \n",
+ " 0.499920 | \n",
+ " 0.233840 | \n",
+ " -0.204290 | \n",
+ " -0.108490 | \n",
+ " 0.335680 | \n",
+ " 0.202850 | \n",
+ " 0.510690 | \n",
+ " 0.319680 | \n",
+ " -0.018974 | \n",
+ " -0.178560 | \n",
+ " ... | \n",
+ " 0.122380 | \n",
+ " 0.173430 | \n",
+ " 0.259250 | \n",
+ " -0.048555 | \n",
+ " 0.385360 | \n",
+ " -0.025034 | \n",
+ " -0.051240 | \n",
+ " 0.81292 | \n",
+ " 0.680290 | \n",
+ " -0.293170 | \n",
+ "
\n",
+ " \n",
+ " | ragga | \n",
+ " 0.095629 | \n",
+ " -0.234920 | \n",
+ " -0.236020 | \n",
+ " 0.054813 | \n",
+ " 0.162870 | \n",
+ " -0.116230 | \n",
+ " 0.033039 | \n",
+ " -0.127070 | \n",
+ " 0.067348 | \n",
+ " -0.278150 | \n",
+ " ... | \n",
+ " 0.345790 | \n",
+ " 0.076082 | \n",
+ " 0.589190 | \n",
+ " -0.374150 | \n",
+ " 0.126970 | \n",
+ " -0.188780 | \n",
+ " -0.905340 | \n",
+ " 0.24765 | \n",
+ " 0.426170 | \n",
+ " 0.256720 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
5 rows × 300 columns
\n",
+ "
\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " 0 | \n",
+ " 1 | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | rock | \n",
+ " 16.836538 | \n",
+ " 15.010101 | \n",
+ "
\n",
+ " \n",
+ " | metal | \n",
+ " 28.739971 | \n",
+ " 0.045379 | \n",
+ "
\n",
+ " \n",
+ " | violento | \n",
+ " -28.939928 | \n",
+ " -10.028501 | \n",
+ "
\n",
+ " \n",
+ " | ranchera | \n",
+ " -28.126627 | \n",
+ " -14.524264 | \n",
+ "
\n",
+ " \n",
+ " | ragga | \n",
+ " 4.803965 | \n",
+ " -5.637437 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " dau_audience | \n",
+ " mau_audience | \n",
+ " interest_name | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 45161 | \n",
+ " 54000 | \n",
+ " Rocksteady | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 504213 | \n",
+ " 580000 | \n",
+ " Christian hip hop | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 918 | \n",
+ " 1000 | \n",
+ " Noise music | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 886 | \n",
+ " 1000 | \n",
+ " Flamenco | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 908 | \n",
+ " 1000 | \n",
+ " Psychedelic trance | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "