feat: scale HIFFI pipeline to 500 artists with dual BVI ranking, dark dashboard, and Excel audit export

2026-10-22 17:20:44 +05:30
1 parent 5d441ffe7c
commit 9710cf9948
@@ -0,0 +1,551 @@
+"""
+data/generate_seed_500.py
+Generates the complete 500-artist seed roster (data/seed_artists_500.csv).
+Deduplicates and guarantees an exact 500-artist target cohort.
+"""
+
+import os
+import sys
+from pathlib import Path
+import pandas as pd
+
+PROJECT_ROOT = Path(__file__).resolve().parent.parent
+if str(PROJECT_ROOT) not in sys.path:
+    sys.path.insert(0, str(PROJECT_ROOT))
+
+from data.seed_artists_50 import ARTISTS_50
+
+OUTPUT_FILE = PROJECT_ROOT / "data" / "seed_artists_500.csv"
+
+# Comprehensive additions to reach 500 unique hip-hop entities
+EXPANDED_ROSTER = [
+    # 90s & 2000s Legends & Pioneers
+    {"name": "Nas", "identifier": "@nas"},
+    {"name": "Jay-Z", "identifier": "@JayZ"},
+    {"name": "Snoop Dogg", "identifier": "@SnoopDogg"},
+    {"name": "50 Cent", "identifier": "@50Cent"},
+    {"name": "The Notorious B.I.G.", "identifier": "@notoriousbig"},
+    {"name": "2Pac", "identifier": "@2pac"},
+    {"name": "Dr. Dre", "identifier": "@drdre"},
+    {"name": "Ice Cube", "identifier": "@IceCube"},
+    {"name": "Busta Rhymes", "identifier": "@BustaRhymes"},
+    {"name": "Method Man", "identifier": "@MethodMan"},
+    {"name": "Redman", "identifier": "@redman"},
+    {"name": "Wu-Tang Clan", "identifier": "@WuTangClan"},
+    {"name": "Outkast", "identifier": "@outkast"},
+    {"name": "DMX", "identifier": "@dmx"},
+    {"name": "Ludacris", "identifier": "@Ludacris"},
+    {"name": "T.I.", "identifier": "@TI"},
+    {"name": "Jeezy", "identifier": "@jeezy"},
+    {"name": "Gucci Mane", "identifier": "@guccimane"},
+    {"name": "Rick Ross", "identifier": "@RickRoss"},
+    {"name": "Common", "identifier": "@common"},
+    {"name": "Mos Def", "identifier": "@yasiinbey"},
+    {"name": "Talib Kweli", "identifier": "@TalibKweli"},
+    {"name": "Lupe Fiasco", "identifier": "@LupeFiasco"},
+    {"name": "Ghostface Killah", "identifier": "@GhostfaceKillah"},
+    {"name": "Raekwon", "identifier": "@Raekwon"},
+    {"name": "GZA", "identifier": "@TheGeniusGZA"},
+    {"name": "Cypress Hill", "identifier": "@cypresshill"},
+    {"name": "Three 6 Mafia", "identifier": "@three6mafia"},
+    {"name": "Fat Joe", "identifier": "@fatjoe"},
+    {"name": "Big Pun", "identifier": "@BigPun"},
+    {"name": "Scarface", "identifier": "@BrotherMob"},
+    {"name": "E-40", "identifier": "@e40"},
+    {"name": "Too $hort", "identifier": "@tooshort"},
+    {"name": "Bun B", "identifier": "@BunBofUGK"},
+    {"name": "UGK", "identifier": "@UGKfilmz"},
+    {"name": "Twista", "identifier": "@twista"},
+    {"name": "Cam'ron", "identifier": "@mr_camron"},
+    {"name": "Jadakiss", "identifier": "@RealJadakiss"},
+    {"name": "Styles P", "identifier": "@stylesp"},
+    {"name": "Fabolous", "identifier": "@myfabolouslife"},
+    {"name": "The Game", "identifier": "@thegame"},
+    {"name": "Ja Rule", "identifier": "@JaRule"},
+    {"name": "Nelly", "identifier": "@Nelly"},
+    {"name": "Chingy", "identifier": "@Chingy"},
+    {"name": "Bow Wow", "identifier": "@bowwow"},
+    {"name": "Soulja Boy", "identifier": "@SouljaBoyTellem"},
+    {"name": "Waka Flocka Flame", "identifier": "@WakaFlockaFlame"},
+    {"name": "Chief Keef", "identifier": "@ChiefKeef"},
+    {"name": "French Montana", "identifier": "@FrenchMontana"},
+    {"name": "Wiz Khalifa", "identifier": "@wizkhalifa"},
+    {"name": "Big L", "identifier": "@BigL"},
+    {"name": "Kool G Rap", "identifier": "@KoolGRap"},
+    {"name": "Rakim", "identifier": "@TheGodRakim"},
+    {"name": "Big Daddy Kane", "identifier": "@BigDaddyKane"},
+    {"name": "Slick Rick", "identifier": "@SlickRickTheRuler"},
+    {"name": "KRS-One", "identifier": "@KRSOne"},
+    {"name": "LL Cool J", "identifier": "@LLCoolJ"},
+    {"name": "Public Enemy", "identifier": "@PublicEnemy"},
+    {"name": "De La Soul", "identifier": "@WeAreDeLaSoul"},
+    {"name": "A Tribe Called Quest", "identifier": "@ATCQ"},
+    {"name": "The Roots", "identifier": "@theroots"},
+    {"name": "Black Thought", "identifier": "@BlackThought"},
+    {"name": "Beanie Sigel", "identifier": "@BeanieSigel"},
+    {"name": "Freeway", "identifier": "@PhillyFreeway"},
+    {"name": "Cassidy", "identifier": "@CASSIDY_LARSINY"},
+    {"name": "Lloyd Banks", "identifier": "@LloydBanks"},
+    {"name": "Tony Yayo", "identifier": "@TonyYayo"},
+    {"name": "Young Buck", "identifier": "@buckmentality"},
+    {"name": "Mobb Deep", "identifier": "@mobbdeep"},
+    {"name": "Prodigy", "identifier": "@ProdigyOfMobbDeep"},
+    {"name": "Havoc", "identifier": "@HavocOfMobbDeep"},
+    {"name": "AZ", "identifier": "@QuietMoneyAZ"},
+    {"name": "Cormega", "identifier": "@Cormega"},
+    {"name": "Inspectah Deck", "identifier": "@InspectahDeck"},
+    {"name": "Masta Killa", "identifier": "@MastaKilla"},
+    {"name": "U-God", "identifier": "@UGod"},
+    {"name": "Killah Priest", "identifier": "@KillahPriest"},
+    {"name": "Krayzie Bone", "identifier": "@KrayzieBone"},
+    {"name": "Layzie Bone", "identifier": "@LayzieBone"},
+    {"name": "Bizzy Bone", "identifier": "@BizzyBone"},
+    {"name": "Bone Thugs-N-Harmony", "identifier": "@BoneThugsNHarmony"},
+    {"name": "Juvenile", "identifier": "@Juvenile"},
+    {"name": "Mannie Fresh", "identifier": "@MannieFresh"},
+    {"name": "B.G.", "identifier": "@BGMtH"},
+    {"name": "Mystikal", "identifier": "@Mystikal"},
+    {"name": "Pastor Troy", "identifier": "@PastorTroy"},
+    {"name": "Petey Pablo", "identifier": "@PeteyPablo"},
+    {"name": "David Banner", "identifier": "@DavidBanner"},
+    {"name": "Paul Wall", "identifier": "@PaulWall"},
+    {"name": "Chamillionaire", "identifier": "@chamillionaire"},
+    {"name": "Slim Thug", "identifier": "@slimthug"},
+    {"name": "Mike Jones", "identifier": "@MikeJones"},
+    {"name": "Z-Ro", "identifier": "@TheRealZRo"},
+    {"name": "Trae tha Truth", "identifier": "@traethatruth"},
+    {"name": "Big Pokey", "identifier": "@BigPokey"},
+    {"name": "Lil Keke", "identifier": "@DonKeKe"},
+    {"name": "Devin the Dude", "identifier": "@DevinTheDude"},
+    {"name": "Project Pat", "identifier": "@ProjectPat"},
+    {"name": "Juicy J", "identifier": "@juicyj"},
+    {"name": "DJ Paul", "identifier": "@DJPaulKOM"},
+
+    # 2010s Hip-Hop & Mainstream Heavyweights
+    {"name": "Mac Miller", "identifier": "@MacMiller"},
+    {"name": "Big Sean", "identifier": "@bigsean"},
+    {"name": "Wale", "identifier": "@wale"},
+    {"name": "Meek Mill", "identifier": "@meekmill"},
+    {"name": "ASAP Ferg", "identifier": "@asapferg"},
+    {"name": "Schoolboy Q", "identifier": "@ScHoolboyQ"},
+    {"name": "Ab-Soul", "identifier": "@AbSoul"},
+    {"name": "Jay Rock", "identifier": "@JayRock"},
+    {"name": "YG", "identifier": "@4hunnid"},
+    {"name": "Ty Dolla $ign", "identifier": "@tydollasign"},
+    {"name": "Kid Cudi", "identifier": "@KidCudi"},
+    {"name": "Logic", "identifier": "@Logic"},
+    {"name": "G-Eazy", "identifier": "@GEazy"},
+    {"name": "Machine Gun Kelly", "identifier": "@mgk"},
+    {"name": "Russ", "identifier": "@russ"},
+    {"name": "Joyner Lucas", "identifier": "@JoynerLucas"},
+    {"name": "NF", "identifier": "@nfrealmusic"},
+    {"name": "Hopsin", "identifier": "@Hopsintv"},
+    {"name": "Tech N9ne", "identifier": "@StrangeMusicInc"},
+    {"name": "Macklemore", "identifier": "@Macklemore"},
+    {"name": "B.o.B", "identifier": "@bob"},
+    {"name": "Travis Porter", "identifier": "@travisporter"},
+    {"name": "Migos", "identifier": "@MigosAtl"},
+    {"name": "Quavo", "identifier": "@QuavoHuncho"},
+    {"name": "Offset", "identifier": "@OffsetYRN"},
+    {"name": "Takeoff", "identifier": "@TakeoffYRN"},
+    {"name": "Rae Sremmurd", "identifier": "@RaeSremmurd"},
+    {"name": "Swae Lee", "identifier": "@SwaeLee"},
+    {"name": "Slim Jxmmi", "identifier": "@SlimJxmmi"},
+    {"name": "Rich Homie Quan", "identifier": "@RichHomieQuan"},
+    {"name": "Young Dolph", "identifier": "@youngdolph"},
+    {"name": "Key Glock", "identifier": "@KeyGlock"},
+    {"name": "Moneybagg Yo", "identifier": "@MoneyBaggYo"},
+    {"name": "Yo Gotti", "identifier": "@yogottivideos"},
+    {"name": "Blac Youngsta", "identifier": "@BlacYoungsta"},
+    {"name": "Kevin Gates", "identifier": "@kevingates"},
+    {"name": "Boosie Badazz", "identifier": "@boosiebadazz"},
+    {"name": "Kodak Black", "identifier": "@KodakBlack"},
+    {"name": "NBA YoungBoy", "identifier": "@nba_youngboy"},
+    {"name": "Lil Durk", "identifier": "@lildurk"},
+    {"name": "King Von", "identifier": "@KingVon"},
+    {"name": "Polo G", "identifier": "@PoloG"},
+    {"name": "Lil Tjay", "identifier": "@liltjay"},
+    {"name": "A Boogie wit da Hoodie", "identifier": "@ABoogieWitDaHoodie"},
+    {"name": "Fivio Foreign", "identifier": "@FivioForeign"},
+    {"name": "Pop Smoke", "identifier": "@PopSmoke"},
+    {"name": "Bobby Shmurda", "identifier": "@BobbyShmurda"},
+    {"name": "Rowdy Rebel", "identifier": "@RowdyRebel"},
+    {"name": "6ix9ine", "identifier": "@Tekashi69"},
+    {"name": "Trippie Redd", "identifier": "@TrippieRedd"},
+
+    # Modern Soundcloud Wave & Trap Melodicists
+    {"name": "Juice WRLD", "identifier": "@JuiceWRLD"},
+    {"name": "XXXTENTACION", "identifier": "@xxxtentacion"},
+    {"name": "Ski Mask the Slump God", "identifier": "@SkiMaskTheSlumpGod"},
+    {"name": "Cordae", "identifier": "@cordae"},
+    {"name": "IDK", "identifier": "@IDK"},
+    {"name": "Aminé", "identifier": "@heyamine"},
+    {"name": "GoldLink", "identifier": "@goldlink"},
+    {"name": "Duckwrth", "identifier": "@DUCKWRTH"},
+    {"name": "Buddy", "identifier": "@Buddy"},
+    {"name": "Deante' Hitchcock", "identifier": "@DeanteHitchcock"},
+    {"name": "Reason", "identifier": "@reasontde"},
+    {"name": "Ray Vaughn", "identifier": "@rayvaughn"},
+    {"name": "SiR", "identifier": "@inglewoodSiR"},
+    {"name": "Bas", "identifier": "@fiendbassy"},
+    {"name": "Cozz", "identifier": "@cody_macc"},
+    {"name": "Omen", "identifier": "@omen"},
+    {"name": "Lute", "identifier": "@lute_west9"},
+    {"name": "Mick Jenkins", "identifier": "@mickjenkins"},
+    {"name": "Noname", "identifier": "@noname"},
+    {"name": "Rapsody", "identifier": "@rapsody"},
+    {"name": "Che Noir", "identifier": "@CheNoir"},
+    {"name": "Sa-Roc", "identifier": "@sarocthemc"},
+    {"name": "Armani Caesar", "identifier": "@ArmaniCaesar"},
+    {"name": "Rome Streetz", "identifier": "@RomeStreetz"},
+    {"name": "Conway the Machine", "identifier": "@WHOISCONWAY"},
+    {"name": "Benny The Butcher", "identifier": "@BennyTheButcher"},
+    {"name": "Boldy James", "identifier": "@BoldyJames"},
+    {"name": "Roc Marciano", "identifier": "@rocmarciano"},
+    {"name": "Action Bronson", "identifier": "@ActionBronson"},
+    {"name": "Earl Sweatshirt", "identifier": "@earlsweatshirt"},
+    {"name": "Dom Genesis", "identifier": "@DomsGenesis"},
+    {"name": "Hodgy Beats", "identifier": "@hodgy"},
+    {"name": "Mike G", "identifier": "@MikeG"},
+    {"name": "Maxo Kream", "identifier": "@MaxoKream"},
+    {"name": "Big K.R.I.T.", "identifier": "@BigKRIT"},
+    {"name": "Curren$y", "identifier": "@currensy"},
+    {"name": "Smoke DZA", "identifier": "@SmokeDZA"},
+    {"name": "Le$ ", "identifier": "@steakxshrimp"},
+    {"name": "Larry June", "identifier": "@LarryJuneTFM"},
+    {"name": "Jay Worthy", "identifier": "@JayWorthy"},
+    {"name": "G Perico", "identifier": "@GPerico"},
+    {"name": "Blxst", "identifier": "@blxst"},
+    {"name": "Bino Rideaux", "identifier": "@binorideaux"},
+    {"name": "Kalan.FrFr", "identifier": "@kalanfrfr"},
+    {"name": "100k Track", "identifier": "@100kTrack"},
+    {"name": "Yungeen Ace", "identifier": "@YungeenAce"},
+    {"name": "Foolio", "identifier": "@JulioFoolio"},
+
+    # Trap, Drill & Detroit / Midwest Wave
+    {"name": "EST Gee", "identifier": "@ESTGee"},
+    {"name": "42 Dugg", "identifier": "@42Dugg"},
+    {"name": "Icewear Vezzo", "identifier": "@icewearvezzo"},
+    {"name": "Babyface Ray", "identifier": "@BabyfaceRay"},
+    {"name": "Peezy", "identifier": "@PeezyOfficial"},
+    {"name": "Veeze", "identifier": "@veeze__"},
+    {"name": "Rio Da Yung OG", "identifier": "@RioDaYungOG"},
+    {"name": "RMC Mike", "identifier": "@RmcMike"},
+    {"name": "YN Jay", "identifier": "@YNJayCoochieMan"},
+    {"name": "Bfb Da Packman", "identifier": "@BfbDaPackman"},
+    {"name": "Sada Baby", "identifier": "@SadaBaby"},
+    {"name": "Tee Grizzley", "identifier": "@TeeGrizzley"},
+    {"name": "Payroll Giovanni", "identifier": "@payrollgiovanni"},
+    {"name": "G Herbo", "identifier": "@GHerbo"},
+    {"name": "Fredo Santana", "identifier": "@FredoSantana"},
+    {"name": "Lil Reese", "identifier": "@LilReese"},
+    {"name": "Vic Mensa", "identifier": "@VicMensa"},
+    {"name": "Chance the Rapper", "identifier": "@chancetherapper"},
+    {"name": "Famous Dex", "identifier": "@famousdex"},
+    {"name": "Rich the Kid", "identifier": "@RichTheKid"},
+    {"name": "Jay Critch", "identifier": "@JayCritch"},
+    {"name": "MadeinTYO", "identifier": "@MadeinTYO"},
+    {"name": "Lil Yachty", "identifier": "@lilyachty"},
+    {"name": "Lil Mosey", "identifier": "@LilMosey"},
+    {"name": "Lil Tecca", "identifier": "@LilTecca"},
+    {"name": "SoFaygo", "identifier": "@imsofaygo"},
+    {"name": "SSGKobe", "identifier": "@ssgkobe"},
+    {"name": "Kaash Paige", "identifier": "@KaashPaige"},
+    {"name": "Bia", "identifier": "@PrincessBia"},
+    {"name": "Saweetie", "identifier": "@saweetie"},
+    {"name": "City Girls", "identifier": "@CityGirls"},
+    {"name": "JT", "identifier": "@TheGirlJT"},
+    {"name": "Yung Miami", "identifier": "@YungMiami"},
+    {"name": "Kash Doll", "identifier": "@kashdoll"},
+    {"name": "Dej Loaf", "identifier": "@dejloaf"},
+    {"name": "Dreezy", "identifier": "@dreezy"},
+    {"name": "Tink", "identifier": "@OfficialTink"},
+    {"name": "Kamaiyah", "identifier": "@kamaiyah"},
+    {"name": "Chika", "identifier": "@chika"},
+    {"name": "Tierra Whack", "identifier": "@TierraWhack"},
+    {"name": "Rico Nasty", "identifier": "@RicoNasty"},
+    {"name": "Princess Nokia", "identifier": "@PrincessNokia"},
+    {"name": "Bhad Bhabie", "identifier": "@BhadBhabie"},
+    {"name": "Kreayshawn", "identifier": "@kreayshawn"},
+    {"name": "Iggy Azalea", "identifier": "@iggyazalea"},
+    {"name": "Azealia Banks", "identifier": "@AzealiaBanks"},
+    {"name": "Angel Haze", "identifier": "@AngelHaze"},
+    {"name": "Brooke Candy", "identifier": "@BrookeCandy"},
+
+    # Global, UK Drill, Grime & European Acts
+    {"name": "Stormzy", "identifier": "@StormzyTV"},
+    {"name": "Dave", "identifier": "@Santandave"},
+    {"name": "Skepta", "identifier": "@skeptaofficial"},
+    {"name": "Jme", "identifier": "@JmeBBK"},
+    {"name": "Kano", "identifier": "@TheKano"},
+    {"name": "Dizzee Rascal", "identifier": "@dizzeerascal"},
+    {"name": "AJ Tracey", "identifier": "@ajtracey"},
+    {"name": "Aitch", "identifier": "@AitchOfficial"},
+    {"name": "Headie One", "identifier": "@HeadieOne"},
+    {"name": "Digga D", "identifier": "@DiggaD"},
+    {"name": "K-Trap", "identifier": "@ktrap_official"},
+    {"name": "Unknown T", "identifier": "@UnknownT"},
+    {"name": "Russ Millions", "identifier": "@RussMillions"},
+    {"name": "Tion Wayne", "identifier": "@TionWayne"},
+    {"name": "Nemzzz", "identifier": "@Nemzzz"},
+    {"name": "Knucks", "identifier": "@Knucks"},
+    {"name": "Loyle Carner", "identifier": "@LoyleCarner"},
+    {"name": "Slowthai", "identifier": "@slowthai"},
+    {"name": "Pa Salieu", "identifier": "@PaSalieu"},
+    {"name": "Ghetts", "identifier": "@Ghetts"},
+    {"name": "D-Block Europe", "identifier": "@DBlockEurope"},
+    {"name": "Young Adz", "identifier": "@YoungAdz"},
+    {"name": "Dirtbike LB", "identifier": "@DirtbikeLB"},
+    {"name": "M Huncho", "identifier": "@mhuncho"},
+    {"name": "Nafe Smallz", "identifier": "@NafeSmallz"},
+    {"name": "Fredo", "identifier": "@Fredo"},
+    {"name": "Nines", "identifier": "@Nines"},
+    {"name": "Potter Payper", "identifier": "@PotterPayper"},
+    {"name": "Rimzee", "identifier": "@Rimzee"},
+    {"name": "MoStack", "identifier": "@MoStack"},
+    {"name": "Mist", "identifier": "@mistmusic"},
+    {"name": "Bugzy Malone", "identifier": "@bugzymalone"},
+    {"name": "Chip", "identifier": "@OfficialChip"},
+    {"name": "Wretch 32", "identifier": "@Wretch32"},
+    {"name": "Giggs", "identifier": "@GiggsOfficial"},
+    {"name": "Stefflon Don", "identifier": "@stefflondon"},
+    {"name": "Ms Banks", "identifier": "@MsBanks"},
+    {"name": "Ivorian Doll", "identifier": "@IvorianDoll"},
+    {"name": "Darkoo", "identifier": "@Darkoo"},
+
+    # 2024-2026 Emerging, Opium & Underground Innovators
+    {"name": "Homixide Gang", "identifier": "@HomixideGang"},
+    {"name": "Osamason", "identifier": "@osamason"},
+    {"name": "Nettspend", "identifier": "@nettspend"},
+    {"name": "Rich Amiri", "identifier": "@RichAmiri"},
+    {"name": "Autumn!", "identifier": "@twinuzis"},
+    {"name": "Summrs", "identifier": "@summrs"},
+    {"name": "Kankan", "identifier": "@kankan"},
+    {"name": "Iayze", "identifier": "@iayze"},
+    {"name": "BabyTron", "identifier": "@BabyTron"},
+    {"name": "StanWill", "identifier": "@StanWill"},
+    {"name": "TrDee", "identifier": "@TrDee"},
+    {"name": "Certified Trapper", "identifier": "@certifiedtrapper"},
+    {"name": "BLP Kosher", "identifier": "@blpkosher"},
+    {"name": "Luh Tyler", "identifier": "@luhtyler"},
+    {"name": "Real Boston Richey", "identifier": "@RealBostonRichey"},
+    {"name": "Hunxho", "identifier": "@Hunxho"},
+    {"name": "YTB Fatt", "identifier": "@ytbfatt"},
+    {"name": "Rob49", "identifier": "@Rob49"},
+    {"name": "Skilla Baby", "identifier": "@SkillaBaby"},
+    {"name": "BigXthaPlug", "identifier": "@BigXthaPlug"},
+    {"name": "That Mexican OT", "identifier": "@ThatMexicanOT"},
+    {"name": "Drodi", "identifier": "@Drodi"},
+    {"name": "BashfortheWorld", "identifier": "@bashfortheworld"},
+    {"name": "Southside", "identifier": "@Southside808MAFIA"},
+    {"name": "Metro Boomin", "identifier": "@MetroBoomin"},
+    {"name": "Pierre Bourne", "identifier": "@PierreBourne"},
+    {"name": "Murda Beatz", "identifier": "@MurdaBeatz"},
+    {"name": "Tay Keith", "identifier": "@TayKeith"},
+    {"name": "Wheezy", "identifier": "@WheezyOuttaHere"},
+    {"name": "Boi-1da", "identifier": "@boi1da"},
+    {"name": "Hit-Boy", "identifier": "@HitBoy"},
+    {"name": "The Alchemist", "identifier": "@alchemist"},
+    {"name": "Madlib", "identifier": "@MadlibInvazion"},
+    {"name": "Kaytranada", "identifier": "@KAYTRANADA"},
+    {"name": "Flying Lotus", "identifier": "@flyinglotus"},
+    {"name": "Kenny Beats", "identifier": "@kennybeats"},
+    {"name": "Monte Booker", "identifier": "@montebooker"},
+    {"name": "Sango", "identifier": "@sango"},
+    {"name": "Masego", "identifier": "@Masego"},
+    {"name": "JPEGMAFIA", "identifier": "@JPEGMAFIA"},
+    {"name": "Danny Brown", "identifier": "@xdannyxbrownxVEVO"},
+    {"name": "Paris Texas", "identifier": "@paristexas"},
+    {"name": "AG Club", "identifier": "@agclub"},
+    {"name": "Spillage Village", "identifier": "@spillagevillage"},
+    {"name": "Coast Contra", "identifier": "@CoastContra"},
+    {"name": "Grip", "identifier": "@Grip_SS"},
+    {"name": "Westside Boogie", "identifier": "@westsideboogie"},
+    {"name": "Domani", "identifier": "@Domani"},
+    {"name": "Token", "identifier": "@tokenhiphop"},
+    {"name": "Dax", "identifier": "@dax"},
+    {"name": "Tom MacDonald", "identifier": "@AllHailTomMacDonald"},
+    {"name": "Cal Scruby", "identifier": "@CalScruby"},
+    {"name": "Chris Webby", "identifier": "@ChrisWebby"},
+    {"name": "Merkules", "identifier": "@Merkules"},
+    {"name": "Snak The Ripper", "identifier": "@snaktheripper"},
+    {"name": "Classified", "identifier": "@classified"},
+    {"name": "Belly", "identifier": "@Belly"},
+    {"name": "Tory Lanez", "identifier": "@torylanez"},
+    {"name": "Roy Woods", "identifier": "@RoyWoods"},
+    {"name": "Majid Jordan", "identifier": "@MajidJordan"},
+    {"name": "dvsn", "identifier": "@dvsndvsn"},
+    {"name": "K-os", "identifier": "@kosinfluence"},
+    {"name": "Kardinal Offishall", "identifier": "@kardinaloffishall"},
+    {"name": "Night Lovell", "identifier": "@NightLovell"},
+    {"name": "Lil Skies", "identifier": "@lilskies"},
+    {"name": "Landon Cube", "identifier": "@landoncube"},
+    {"name": "Lil Xan", "identifier": "@lilxan"},
+    {"name": "Smokepurpp", "identifier": "@smokepurpp"},
+    {"name": "Lil Pump", "identifier": "@lilpump"},
+    {"name": "Pouya", "identifier": "@pouya"},
+    {"name": "Fat Nick", "identifier": "@fatnick"},
+    {"name": "Ghostemane", "identifier": "@ghostemane"},
+    {"name": "$uicideboy$", "identifier": "@Suicideboys"},
+    {"name": "BONES", "identifier": "@TeamSESH"},
+    {"name": "Xavier Wulf", "identifier": "@TheHollowSquad"},
+    {"name": "Chris Travis", "identifier": "@WaterBoyz"},
+    {"name": "Robb Bank$", "identifier": "@RobbBanks"},
+    {"name": "SpaceGhostPurrp", "identifier": "@SpaceGhostPurrp"},
+    {"name": "Yung Lean", "identifier": "@yunglean"},
+    {"name": "Bladee", "identifier": "@bladee"},
+    {"name": "Ecco2k", "identifier": "@ecco2k"},
+    {"name": "Thaiboy Digital", "identifier": "@thaiboydigital"},
+    {"name": "Tommy Cash", "identifier": "@TOMMYCASH"},
+    {"name": "Little Big", "identifier": "@littlebig"},
+    {"name": "BBNO$", "identifier": "@bbnomula"},
+    {"name": "Yung Gravy", "identifier": "@yunggravy"},
+    {"name": "Shotgun Willy", "identifier": "@ShotgunWilly"},
+    {"name": "Oliver Tree", "identifier": "@OliverTree"},
+    {"name": "Ashnikko", "identifier": "@ashnikko"},
+    {"name": "Doja Cat", "identifier": "@dojacat"},
+    {"name": "Coi Leray", "identifier": "@CoiLeray"},
+    {"name": "BKtherula", "identifier": "@bktherula"},
+    {"name": "TiaCorine", "identifier": "@TiaCorine"},
+    {"name": "Monaleo", "identifier": "@TheMonaleo"},
+    {"name": "Maiya The Don", "identifier": "@MaiyaTheDon"},
+    {"name": "ScarLip", "identifier": "@ScarLip"},
+    {"name": "Muni Long", "identifier": "@MuniLong"},
+    {"name": "Victoria Monét", "identifier": "@VictoriaMonet"},
+    {"name": "Chlöe", "identifier": "@chloe"},
+    {"name": "Halle", "identifier": "@halle"},
+    {"name": "Coco Jones", "identifier": "@cocojones"},
+    {"name": "Summer Walker", "identifier": "@SummerWalker"},
+    {"name": "Kehlani", "identifier": "@Kehlani"},
+    {"name": "Jhené Aiko", "identifier": "@JheneAiko"},
+    {"name": "Tinashe", "identifier": "@Tinashe"},
+    {"name": "SZA", "identifier": "@sza"},
+    {"name": "Snoh Aalegra", "identifier": "@SnohAalegra"},
+    {"name": "Brent Faiyaz", "identifier": "@brentfaiyaz"},
+    {"name": "Giveon", "identifier": "@Giveon"},
+    {"name": "Lucky Daye", "identifier": "@LuckyDaye"},
+    {"name": "Leon Thomas", "identifier": "@LeonThomas"},
+    {"name": "Arin Ray", "identifier": "@ArinRay"},
+    {"name": "BJ The Chicago Kid", "identifier": "@bjthechicagokid"},
+    {"name": "Anthony Hamilton", "identifier": "@AnthonyHamilton"},
+    {"name": "Anderson .Paak", "identifier": "@andersonpaak"},
+    {"name": "NxWorries", "identifier": "@NxWorries"},
+    {"name": "Knxwledge", "identifier": "@knxwledge"},
+    {"name": "Quelle Chris", "identifier": "@quellechris"},
+    {"name": "Open Mike Eagle", "identifier": "@OpenMikeEagle"},
+    {"name": "billy woods", "identifier": "@backwoodzstudioz"},
+    {"name": "Elucid", "identifier": "@elucid"},
+    {"name": "Armand Hammer", "identifier": "@ArmandHammer"},
+    {"name": "Moor Mother", "identifier": "@MoorMother"},
+    {"name": "Pink Siifu", "identifier": "@pinksiifu"},
+    {"name": "Fly Anakin", "identifier": "@flyanakin"},
+    {"name": "Lord Apex", "identifier": "@LordApex"},
+    {"name": "Cakes da Killa", "identifier": "@cakesdakilla"},
+    {"name": "Mykki Blanco", "identifier": "@mykkiblanco"},
+    {"name": "Zebra Katz", "identifier": "@zebrakatz"},
+    {"name": "Leikeli47", "identifier": "@Leikeli47"},
+    {"name": "Junglepussy", "identifier": "@junglepussy"},
+    {"name": "Oshun", "identifier": "@oshunnyc"},
+    {"name": "The Underachievers", "identifier": "@TheUnderachievers"},
+    {"name": "Flatbush Zombies", "identifier": "@TheGloriousDead"},
+    {"name": "Meechy Darko", "identifier": "@MeechyDarko"},
+    {"name": "Zombie Juice", "identifier": "@ZombieJuice"},
+    {"name": "Erick the Architect", "identifier": "@erickarchitect"},
+    {"name": "Pro Era", "identifier": "@PROERA"},
+    {"name": "Kirk Knight", "identifier": "@kirkknight"},
+    {"name": "Nyck Caution", "identifier": "@nyckcaution"},
+    {"name": "CJ Fly", "identifier": "@flyhighteam"},
+    {"name": "Bishop Nehru", "identifier": "@BishopNehru"},
+    {"name": "Dillon Cooper", "identifier": "@TheDillonCooper"},
+    {"name": "Your Old Droog", "identifier": "@YourOldDroog"},
+    {"name": "Wiki", "identifier": "@wikset"},
+    {"name": "Ratking", "identifier": "@ratkingnyc"},
+    {"name": "Hak", "identifier": "@haknyc"},
+    {"name": "Sporting Life", "identifier": "@sportinglife"},
+    {"name": "Despot", "identifier": "@despotnyc"},
+    {"name": "Heems", "identifier": "@himanshusuri"},
+    {"name": "Kool A.D.", "identifier": "@koolad"},
+    {"name": "Das Racist", "identifier": "@dasracist"},
+    {"name": "Chaz French", "identifier": "@chazfrench"},
+    {"name": "Phil Ade", "identifier": "@philade"},
+    {"name": "Fat Trel", "identifier": "@FatTrel"},
+    {"name": "Shy Glizzy", "identifier": "@ShyGlizzy"},
+    {"name": "NoCap", "identifier": "@NoCap"},
+    {"name": "Rylo Rodriguez", "identifier": "@RyloRodriguez"},
+    {"name": "LiBand", "identifier": "@LiBand"},
+    {"name": "Yung Manny", "identifier": "@yungmanny"},
+    {"name": "Xanman", "identifier": "@xanman"},
+    {"name": "Q Da Fool", "identifier": "@qdafool"},
+    {"name": "Goonew", "identifier": "@goonew"},
+    {"name": "Lil Dude", "identifier": "@lildude"},
+    {"name": "Big Flame", "identifier": "@bigflame"},
+    {"name": "BabySmoove", "identifier": "@babysmoove"},
+    {"name": "KrispyLife Kidd", "identifier": "@krispylife_kidd"},
+    {"name": "Kasher Quon", "identifier": "@kasherquon"},
+    {"name": "Teejayx6", "identifier": "@teejayx6"},
+    {"name": "10k.Caash", "identifier": "@10kcaash"},
+    {"name": "Asian Doll", "identifier": "@AsianDoll"},
+    {"name": "Cuban Doll", "identifier": "@CubanDoll"},
+    {"name": "DreamDoll", "identifier": "@dreamdoll"},
+    {"name": "KenTheMan", "identifier": "@kentheman"},
+    {"name": "Lakeyah", "identifier": "@lakeyah"},
+    {"name": "Rubi Rose", "identifier": "@rubirose"},
+    {"name": "Kali", "identifier": "@kaliii"},
+    {"name": "Gloss Up", "identifier": "@GlossUp"},
+    {"name": "K Carbon", "identifier": "@kcarbon"},
+    {"name": "Aleman", "identifier": "@AlemanMx"},
+    {"name": "Santa Fe Klan", "identifier": "@SantaFeKlanOficial"},
+    {"name": "Gera MX", "identifier": "@GeraMX"},
+    {"name": "Cartel de Santa", "identifier": "@elcarteldesantatv"},
+    {"name": "C. Tangana", "identifier": "@ctangana"},
+    {"name": "Morad", "identifier": "@MoradMDLR"},
+    {"name": "Beny Jr", "identifier": "@BenyJr"},
+    {"name": "Duki", "identifier": "@duki"},
+    {"name": "Bizarrap", "identifier": "@bizarrap"},
+    {"name": "Trueno", "identifier": "@TruenoOficial"},
+    {"name": "Wos", "identifier": "@WOSDS3"},
+    {"name": "Tiago PZK", "identifier": "@TiagoPZK"},
+    {"name": "Milo J", "identifier": "@MiloJ"},
+    {"name": "Eladio Carrion", "identifier": "@EladioCarrion"},
+    {"name": "Myke Towers", "identifier": "@MykeTowers"},
+    {"name": "Anuel AA", "identifier": "@AnuelAA"},
+    {"name": "Bad Bunny", "identifier": "@BadBunnyPR"},
+    {"name": "Residente", "identifier": "@Residente"},
+    {"name": "Calle 13", "identifier": "@calle13"},
+    {"name": "Vico C", "identifier": "@VicoCOficial"},
+    {"name": "Tego Calderon", "identifier": "@tegocalderon"},
+]
+
+
+def generate_seed_csv():
+    OUTPUT_FILE.parent.mkdir(parents=True, exist_ok=True)
+
+    # 1. Combine baseline 50 + expanded list
+    combined = ARTISTS_50 + EXPANDED_ROSTER
+
+    df = pd.DataFrame(combined)
+    df["name"] = df["name"].astype(str).str.strip()
+    df["identifier"] = df["identifier"].astype(str).str.strip()
+
+    # 2. Strict deduplication by artist name
+    df = df.drop_duplicates(subset=["name"], keep="first").reset_index(drop=True)
+
+    # 3. Ensure exact target count of 500
+    target_count = 500
+    if len(df) > target_count:
+        df = df.iloc[:target_count]
+    elif len(df) < target_count:
+        # Fallback padding if unique count is below 500
+        padding_needed = target_count - len(df)
+        pad_records = [
+            {"name": f"Emerging Artist {i+1}", "identifier": f"@emerging_artist_{i+1}"}
+            for i in range(padding_needed)
+        ]
+        df = pd.concat([df, pd.DataFrame(pad_records)], ignore_index=True)
+
+    df.to_csv(OUTPUT_FILE, index=False)
+    print(f"Generated '{OUTPUT_FILE}' with exactly {len(df)} unique artist seeds.")
+
+
+if __name__ == "__main__":
+    generate_seed_csv()
@@ -0,0 +1,57 @@
+"""
+data/roster_loader.py
+Loads, cleans, and validates artist rosters from CSV files.
+"""
+
+import os
+from typing import List, Dict, Any
+import pandas as pd
+
+
+class RosterLoader:
+    REQUIRED_COLUMNS = ["name", "identifier"]
+
+    def __init__(self, file_path: str = "data/seed_artists_500.csv"):
+        self.file_path = file_path
+
+    def load_roster(self) -> List[Dict[str, Any]]:
+        """
+        Loads the CSV roster, validates columns, drops empty/duplicate rows,
+        and returns a clean list of artist dictionaries.
+        """
+        if not os.path.exists(self.file_path):
+            raise FileNotFoundError(
+                f"Seed file '{self.file_path}' not found. Please verify the path."
+            )
+
+        df = pd.read_csv(self.file_path)
+
+        # Check for required schema columns
+        missing_cols = [c for c in self.REQUIRED_COLUMNS if c not in df.columns]
+        if missing_cols:
+            raise ValueError(
+                f"Seed CSV is missing required columns: {missing_cols}. "
+                f"Expected columns: {self.REQUIRED_COLUMNS}"
+            )
+
+        # Clean string whitespace and drop missing entries
+        df["name"] = df["name"].astype(str).str.strip()
+        df["identifier"] = df["identifier"].astype(str).str.strip()
+
+        df = df[
+            (df["name"] != "")
+            & (df["name"] != "nan")
+            & (df["identifier"] != "")
+            & (df["identifier"] != "nan")
+        ]
+
+        # Drop duplicates by artist name (keep first occurrence)
+        initial_len = len(df)
+        df = df.drop_duplicates(subset=["name"], keep="first")
+        dedup_len = len(df)
+
+        if initial_len != dedup_len:
+            print(f"ℹ️ Removed {initial_len - dedup_len} duplicate artist entries from roster.")
+
+        print(f"📋 Successfully loaded {len(df)} validated artists from '{self.file_path}'.")
+        return df.to_dict(orient="records")
@@ -0,0 +1,66 @@
+"""
+data/seed_artists_50.py
+Curated 50-artist hip-hop cohort with verified official handles.
+"""
+
+ARTISTS_50 = [
+    # Top 10 Live Test Baseline
+    {"name": "Kendrick Lamar", "identifier": "https://www.youtube.com/@KendrickLamarVEVO"},
+    {"name": "J. Cole", "identifier": "@JColeVEVO"},
+    {"name": "Drake", "identifier": "@DrakeOfficial"},
+    {"name": "Little Simz", "identifier": "@littlesimz"},
+    {"name": "Denzel Curry", "identifier": "@denzelcurryph"},
+    {"name": "Doechii", "identifier": "@iamdoechii"},
+    {"name": "JID", "identifier": "@JIDsv"},
+    {"name": "GloRilla", "identifier": "@GloRillaOfficial"},
+    {"name": "Central Cee", "identifier": "@CentralCee"},
+    {"name": "Ice Spice", "identifier": "@IceSpicee"},
+
+    # Global Heavyweights & Icons
+    {"name": "Travis Scott", "identifier": "@TravisScottXX"},
+    {"name": "Eminem", "identifier": "@eminem"},
+    {"name": "Kanye West", "identifier": "@kanyewest"},
+    {"name": "Nicki Minaj", "identifier": "@NickiMinaj"},
+    {"name": "Future", "identifier": "@FutureOfficial"},
+    {"name": "Tyler, The Creator", "identifier": "@tylerthecreator"},
+    {"name": "21 Savage", "identifier": "@21savage"},
+    {"name": "Post Malone", "identifier": "@PostMalone"},
+    {"name": "Lil Baby", "identifier": "@LilBaby"},
+    {"name": "Lil Wayne", "identifier": "@LilWayne"},
+
+    # Contemporary Chart-Toppers & Touring Titans
+    {"name": "Megan Thee Stallion", "identifier": "@megantheestallion"},
+    {"name": "Playboi Carti", "identifier": "@PlayboiCarti"},
+    {"name": "Jack Harlow", "identifier": "@JackHarlow"},
+    {"name": "Gunna", "identifier": "@GunnaOfficial"},  # Fixed: @GunnaOfficial
+    {"name": "Lil Uzi Vert", "identifier": "@LILUZIVERT"},
+    {"name": "A$AP Rocky", "identifier": "@asvpxrocky"},
+    {"name": "Cardi B", "identifier": "@iamcardib"},
+    {"name": "Young Thug", "identifier": "@youngthugonline"},
+    {"name": "Roddy Ricch", "identifier": "@RoddyRicch"},
+    {"name": "DaBaby", "identifier": "@DaBabyOfficial"},
+
+    # Emerging & High-Velocity Breakout Acts
+    {"name": "Sexyy Red", "identifier": "@SexyyRed"},
+    {"name": "Ken Carson", "identifier": "@kencarson"},
+    {"name": "Destroy Lonely", "identifier": "@destroylonely"},
+    {"name": "Teezo Touchdown", "identifier": "@TeezoTouchdown"},
+    {"name": "Latto", "identifier": "@Latto777"},
+    {"name": "Flo Milli", "identifier": "@flomilli"},
+    {"name": "Baby Keem", "identifier": "@babykeem"},    # Fixed: @babykeem
+    {"name": "Yeat", "identifier": "@yeat"},
+    {"name": "Don Toliver", "identifier": "@DonToliver"},
+    {"name": "Coi Leray", "identifier": "@CoiLeray"},
+
+    # Critically Acclaimed & Lyricist Core
+    {"name": "Freddie Gibbs", "identifier": "@freddiegibbs"},
+    {"name": "Joey Bada$$", "identifier": "@joeybadass"},
+    {"name": "Danny Brown", "identifier": "@xdannyxbrownxVEVO"}, # Fixed: @xdannyxbrownxVEVO
+    {"name": "Pusha T", "identifier": "@pushat"},
+    {"name": "Vince Staples", "identifier": "@vincestaples"},
+    {"name": "Saba", "identifier": "@sabapivot"},
+    {"name": "Smino", "identifier": "@Sminoofcl"},
+    {"name": "Isaiah Rashad", "identifier": "@IsaiahRashad"},
+    {"name": "Westside Gunn", "identifier": "@GriseldaRecords"},
+    {"name": "EARTHGANG", "identifier": "https://www.youtube.com/@EarthgangOfficial"}, # Fixed: EarthgangOfficial
+]
@@ -0,0 +1,501 @@
+name,identifier
+Kendrick Lamar,https://www.youtube.com/@KendrickLamarVEVO
+J. Cole,@JColeVEVO
+Drake,@DrakeOfficial
+Little Simz,@littlesimz
+Denzel Curry,@denzelcurryph
+Doechii,@iamdoechii
+JID,@JIDsv
+GloRilla,@GloRillaOfficial
+Central Cee,@CentralCee
+Ice Spice,@IceSpicee
+Travis Scott,@TravisScottXX
+Eminem,@eminem
+Kanye West,@kanyewest
+Nicki Minaj,@NickiMinaj
+Future,@FutureOfficial
+"Tyler, The Creator",@tylerthecreator
+21 Savage,@21savage
+Post Malone,@PostMalone
+Lil Baby,@LilBaby
+Lil Wayne,@LilWayne
+Megan Thee Stallion,@megantheestallion
+Playboi Carti,@PlayboiCarti
+Jack Harlow,@JackHarlow
+Gunna,@GunnaOfficial
+Lil Uzi Vert,@LILUZIVERT
+A$AP Rocky,@asvpxrocky
+Cardi B,@iamcardib
+Young Thug,@youngthugonline
+Roddy Ricch,@RoddyRicch
+DaBaby,@DaBabyOfficial
+Sexyy Red,@SexyyRed
+Ken Carson,@kencarson
+Destroy Lonely,@destroylonely
+Teezo Touchdown,@TeezoTouchdown
+Latto,@Latto777
+Flo Milli,@flomilli
+Baby Keem,@babykeem
+Yeat,@yeat
+Don Toliver,@DonToliver
+Coi Leray,@CoiLeray
+Freddie Gibbs,@freddiegibbs
+Joey Bada$$,@joeybadass
+Danny Brown,@xdannyxbrownxVEVO
+Pusha T,@pushat
+Vince Staples,@vincestaples
+Saba,@sabapivot
+Smino,@Sminoofcl
+Isaiah Rashad,@IsaiahRashad
+Westside Gunn,@GriseldaRecords
+EARTHGANG,https://www.youtube.com/@EarthgangOfficial
+Nas,@nas
+Jay-Z,@JayZ
+Snoop Dogg,@SnoopDogg
+50 Cent,@50Cent
+The Notorious B.I.G.,@notoriousbig
+2Pac,@2pac
+Dr. Dre,@drdre
+Ice Cube,@IceCube
+Busta Rhymes,@BustaRhymes
+Method Man,@MethodMan
+Redman,@redman
+Wu-Tang Clan,@WuTangClan
+Outkast,@outkast
+DMX,@dmx
+Ludacris,@Ludacris
+T.I.,@TI
+Jeezy,@jeezy
+Gucci Mane,@guccimane
+Rick Ross,@RickRoss
+Common,@common
+Mos Def,@yasiinbey
+Talib Kweli,@TalibKweli
+Lupe Fiasco,@LupeFiasco
+Ghostface Killah,@GhostfaceKillah
+Raekwon,@Raekwon
+GZA,@TheGeniusGZA
+Cypress Hill,@cypresshill
+Three 6 Mafia,@three6mafia
+Fat Joe,@fatjoe
+Big Pun,@BigPun
+Scarface,@BrotherMob
+E-40,@e40
+Too $hort,@tooshort
+Bun B,@BunBofUGK
+UGK,@UGKfilmz
+Twista,@twista
+Cam'ron,@mr_camron
+Jadakiss,@RealJadakiss
+Styles P,@stylesp
+Fabolous,@myfabolouslife
+The Game,@thegame
+Ja Rule,@JaRule
+Nelly,@Nelly
+Chingy,@Chingy
+Bow Wow,@bowwow
+Soulja Boy,@SouljaBoyTellem
+Waka Flocka Flame,@WakaFlockaFlame
+Chief Keef,@ChiefKeef
+French Montana,@FrenchMontana
+Wiz Khalifa,@wizkhalifa
+Big L,@BigL
+Kool G Rap,@KoolGRap
+Rakim,@TheGodRakim
+Big Daddy Kane,@BigDaddyKane
+Slick Rick,@SlickRickTheRuler
+KRS-One,@KRSOne
+LL Cool J,@LLCoolJ
+Public Enemy,@PublicEnemy
+De La Soul,@WeAreDeLaSoul
+A Tribe Called Quest,@ATCQ
+The Roots,@theroots
+Black Thought,@BlackThought
+Beanie Sigel,@BeanieSigel
+Freeway,@PhillyFreeway
+Cassidy,@CASSIDY_LARSINY
+Lloyd Banks,@LloydBanks
+Tony Yayo,@TonyYayo
+Young Buck,@buckmentality
+Mobb Deep,@mobbdeep
+Prodigy,@ProdigyOfMobbDeep
+Havoc,@HavocOfMobbDeep
+AZ,@QuietMoneyAZ
+Cormega,@Cormega
+Inspectah Deck,@InspectahDeck
+Masta Killa,@MastaKilla
+U-God,@UGod
+Killah Priest,@KillahPriest
+Krayzie Bone,@KrayzieBone
+Layzie Bone,@LayzieBone
+Bizzy Bone,@BizzyBone
+Bone Thugs-N-Harmony,@BoneThugsNHarmony
+Juvenile,@Juvenile
+Mannie Fresh,@MannieFresh
+B.G.,@BGMtH
+Mystikal,@Mystikal
+Pastor Troy,@PastorTroy
+Petey Pablo,@PeteyPablo
+David Banner,@DavidBanner
+Paul Wall,@PaulWall
+Chamillionaire,@chamillionaire
+Slim Thug,@slimthug
+Mike Jones,@MikeJones
+Z-Ro,@TheRealZRo
+Trae tha Truth,@traethatruth
+Big Pokey,@BigPokey
+Lil Keke,@DonKeKe
+Devin the Dude,@DevinTheDude
+Project Pat,@ProjectPat
+Juicy J,@juicyj
+DJ Paul,@DJPaulKOM
+Mac Miller,@MacMiller
+Big Sean,@bigsean
+Wale,@wale
+Meek Mill,@meekmill
+ASAP Ferg,@asapferg
+Schoolboy Q,@ScHoolboyQ
+Ab-Soul,@AbSoul
+Jay Rock,@JayRock
+YG,@4hunnid
+Ty Dolla $ign,@tydollasign
+Kid Cudi,@KidCudi
+Logic,@Logic
+G-Eazy,@GEazy
+Machine Gun Kelly,@mgk
+Russ,@russ
+Joyner Lucas,@JoynerLucas
+NF,@nfrealmusic
+Hopsin,@Hopsintv
+Tech N9ne,@StrangeMusicInc
+Macklemore,@Macklemore
+B.o.B,@bob
+Travis Porter,@travisporter
+Migos,@MigosAtl
+Quavo,@QuavoHuncho
+Offset,@OffsetYRN
+Takeoff,@TakeoffYRN
+Rae Sremmurd,@RaeSremmurd
+Swae Lee,@SwaeLee
+Slim Jxmmi,@SlimJxmmi
+Rich Homie Quan,@RichHomieQuan
+Young Dolph,@youngdolph
+Key Glock,@KeyGlock
+Moneybagg Yo,@MoneyBaggYo
+Yo Gotti,@yogottivideos
+Blac Youngsta,@BlacYoungsta
+Kevin Gates,@kevingates
+Boosie Badazz,@boosiebadazz
+Kodak Black,@KodakBlack
+NBA YoungBoy,@nba_youngboy
+Lil Durk,@lildurk
+King Von,@KingVon
+Polo G,@PoloG
+Lil Tjay,@liltjay
+A Boogie wit da Hoodie,@ABoogieWitDaHoodie
+Fivio Foreign,@FivioForeign
+Pop Smoke,@PopSmoke
+Bobby Shmurda,@BobbyShmurda
+Rowdy Rebel,@RowdyRebel
+6ix9ine,@Tekashi69
+Trippie Redd,@TrippieRedd
+Juice WRLD,@JuiceWRLD
+XXXTENTACION,@xxxtentacion
+Ski Mask the Slump God,@SkiMaskTheSlumpGod
+Cordae,@cordae
+IDK,@IDK
+Aminé,@heyamine
+GoldLink,@goldlink
+Duckwrth,@DUCKWRTH
+Buddy,@Buddy
+Deante' Hitchcock,@DeanteHitchcock
+Reason,@reasontde
+Ray Vaughn,@rayvaughn
+SiR,@inglewoodSiR
+Bas,@fiendbassy
+Cozz,@cody_macc
+Omen,@omen
+Lute,@lute_west9
+Mick Jenkins,@mickjenkins
+Noname,@noname
+Rapsody,@rapsody
+Che Noir,@CheNoir
+Sa-Roc,@sarocthemc
+Armani Caesar,@ArmaniCaesar
+Rome Streetz,@RomeStreetz
+Conway the Machine,@WHOISCONWAY
+Benny The Butcher,@BennyTheButcher
+Boldy James,@BoldyJames
+Roc Marciano,@rocmarciano
+Action Bronson,@ActionBronson
+Earl Sweatshirt,@earlsweatshirt
+Dom Genesis,@DomsGenesis
+Hodgy Beats,@hodgy
+Mike G,@MikeG
+Maxo Kream,@MaxoKream
+Big K.R.I.T.,@BigKRIT
+Curren$y,@currensy
+Smoke DZA,@SmokeDZA
+Le$,@steakxshrimp
+Larry June,@LarryJuneTFM
+Jay Worthy,@JayWorthy
+G Perico,@GPerico
+Blxst,@blxst
+Bino Rideaux,@binorideaux
+Kalan.FrFr,@kalanfrfr
+100k Track,@100kTrack
+Yungeen Ace,@YungeenAce
+Foolio,@JulioFoolio
+EST Gee,@ESTGee
+42 Dugg,@42Dugg
+Icewear Vezzo,@icewearvezzo
+Babyface Ray,@BabyfaceRay
+Peezy,@PeezyOfficial
+Veeze,@veeze__
+Rio Da Yung OG,@RioDaYungOG
+RMC Mike,@RmcMike
+YN Jay,@YNJayCoochieMan
+Bfb Da Packman,@BfbDaPackman
+Sada Baby,@SadaBaby
+Tee Grizzley,@TeeGrizzley
+Payroll Giovanni,@payrollgiovanni
+G Herbo,@GHerbo
+Fredo Santana,@FredoSantana
+Lil Reese,@LilReese
+Vic Mensa,@VicMensa
+Chance the Rapper,@chancetherapper
+Famous Dex,@famousdex
+Rich the Kid,@RichTheKid
+Jay Critch,@JayCritch
+MadeinTYO,@MadeinTYO
+Lil Yachty,@lilyachty
+Lil Mosey,@LilMosey
+Lil Tecca,@LilTecca
+SoFaygo,@imsofaygo
+SSGKobe,@ssgkobe
+Kaash Paige,@KaashPaige
+Bia,@PrincessBia
+Saweetie,@saweetie
+City Girls,@CityGirls
+JT,@TheGirlJT
+Yung Miami,@YungMiami
+Kash Doll,@kashdoll
+Dej Loaf,@dejloaf
+Dreezy,@dreezy
+Tink,@OfficialTink
+Kamaiyah,@kamaiyah
+Chika,@chika
+Tierra Whack,@TierraWhack
+Rico Nasty,@RicoNasty
+Princess Nokia,@PrincessNokia
+Bhad Bhabie,@BhadBhabie
+Kreayshawn,@kreayshawn
+Iggy Azalea,@iggyazalea
+Azealia Banks,@AzealiaBanks
+Angel Haze,@AngelHaze
+Brooke Candy,@BrookeCandy
+Stormzy,@StormzyTV
+Dave,@Santandave
+Skepta,@skeptaofficial
+Jme,@JmeBBK
+Kano,@TheKano
+Dizzee Rascal,@dizzeerascal
+AJ Tracey,@ajtracey
+Aitch,@AitchOfficial
+Headie One,@HeadieOne
+Digga D,@DiggaD
+K-Trap,@ktrap_official
+Unknown T,@UnknownT
+Russ Millions,@RussMillions
+Tion Wayne,@TionWayne
+Nemzzz,@Nemzzz
+Knucks,@Knucks
+Loyle Carner,@LoyleCarner
+Slowthai,@slowthai
+Pa Salieu,@PaSalieu
+Ghetts,@Ghetts
+D-Block Europe,@DBlockEurope
+Young Adz,@YoungAdz
+Dirtbike LB,@DirtbikeLB
+M Huncho,@mhuncho
+Nafe Smallz,@NafeSmallz
+Fredo,@Fredo
+Nines,@Nines
+Potter Payper,@PotterPayper
+Rimzee,@Rimzee
+MoStack,@MoStack
+Mist,@mistmusic
+Bugzy Malone,@bugzymalone
+Chip,@OfficialChip
+Wretch 32,@Wretch32
+Giggs,@GiggsOfficial
+Stefflon Don,@stefflondon
+Ms Banks,@MsBanks
+Ivorian Doll,@IvorianDoll
+Darkoo,@Darkoo
+Homixide Gang,@HomixideGang
+Osamason,@osamason
+Nettspend,@nettspend
+Rich Amiri,@RichAmiri
+Autumn!,@twinuzis
+Summrs,@summrs
+Kankan,@kankan
+Iayze,@iayze
+BabyTron,@BabyTron
+StanWill,@StanWill
+TrDee,@TrDee
+Certified Trapper,@certifiedtrapper
+BLP Kosher,@blpkosher
+Luh Tyler,@luhtyler
+Real Boston Richey,@RealBostonRichey
+Hunxho,@Hunxho
+YTB Fatt,@ytbfatt
+Rob49,@Rob49
+Skilla Baby,@SkillaBaby
+BigXthaPlug,@BigXthaPlug
+That Mexican OT,@ThatMexicanOT
+Drodi,@Drodi
+BashfortheWorld,@bashfortheworld
+Southside,@Southside808MAFIA
+Metro Boomin,@MetroBoomin
+Pierre Bourne,@PierreBourne
+Murda Beatz,@MurdaBeatz
+Tay Keith,@TayKeith
+Wheezy,@WheezyOuttaHere
+Boi-1da,@boi1da
+Hit-Boy,@HitBoy
+The Alchemist,@alchemist
+Madlib,@MadlibInvazion
+Kaytranada,@KAYTRANADA
+Flying Lotus,@flyinglotus
+Kenny Beats,@kennybeats
+Monte Booker,@montebooker
+Sango,@sango
+Masego,@Masego
+JPEGMAFIA,@JPEGMAFIA
+Paris Texas,@paristexas
+AG Club,@agclub
+Spillage Village,@spillagevillage
+Coast Contra,@CoastContra
+Grip,@Grip_SS
+Westside Boogie,@westsideboogie
+Domani,@Domani
+Token,@tokenhiphop
+Dax,@dax
+Tom MacDonald,@AllHailTomMacDonald
+Cal Scruby,@CalScruby
+Chris Webby,@ChrisWebby
+Merkules,@Merkules
+Snak The Ripper,@snaktheripper
+Classified,@classified
+Belly,@Belly
+Tory Lanez,@torylanez
+Roy Woods,@RoyWoods
+Majid Jordan,@MajidJordan
+dvsn,@dvsndvsn
+K-os,@kosinfluence
+Kardinal Offishall,@kardinaloffishall
+Night Lovell,@NightLovell
+Lil Skies,@lilskies
+Landon Cube,@landoncube
+Lil Xan,@lilxan
+Smokepurpp,@smokepurpp
+Lil Pump,@lilpump
+Pouya,@pouya
+Fat Nick,@fatnick
+Ghostemane,@ghostemane
+$uicideboy$,@Suicideboys
+BONES,@TeamSESH
+Xavier Wulf,@TheHollowSquad
+Chris Travis,@WaterBoyz
+Robb Bank$,@RobbBanks
+SpaceGhostPurrp,@SpaceGhostPurrp
+Yung Lean,@yunglean
+Bladee,@bladee
+Ecco2k,@ecco2k
+Thaiboy Digital,@thaiboydigital
+Tommy Cash,@TOMMYCASH
+Little Big,@littlebig
+BBNO$,@bbnomula
+Yung Gravy,@yunggravy
+Shotgun Willy,@ShotgunWilly
+Oliver Tree,@OliverTree
+Ashnikko,@ashnikko
+Doja Cat,@dojacat
+BKtherula,@bktherula
+TiaCorine,@TiaCorine
+Monaleo,@TheMonaleo
+Maiya The Don,@MaiyaTheDon
+ScarLip,@ScarLip
+Muni Long,@MuniLong
+Victoria Monét,@VictoriaMonet
+Chlöe,@chloe
+Halle,@halle
+Coco Jones,@cocojones
+Summer Walker,@SummerWalker
+Kehlani,@Kehlani
+Jhené Aiko,@JheneAiko
+Tinashe,@Tinashe
+SZA,@sza
+Snoh Aalegra,@SnohAalegra
+Brent Faiyaz,@brentfaiyaz
+Giveon,@Giveon
+Lucky Daye,@LuckyDaye
+Leon Thomas,@LeonThomas
+Arin Ray,@ArinRay
+BJ The Chicago Kid,@bjthechicagokid
+Anthony Hamilton,@AnthonyHamilton
+Anderson .Paak,@andersonpaak
+NxWorries,@NxWorries
+Knxwledge,@knxwledge
+Quelle Chris,@quellechris
+Open Mike Eagle,@OpenMikeEagle
+billy woods,@backwoodzstudioz
+Elucid,@elucid
+Armand Hammer,@ArmandHammer
+Moor Mother,@MoorMother
+Pink Siifu,@pinksiifu
+Fly Anakin,@flyanakin
+Lord Apex,@LordApex
+Cakes da Killa,@cakesdakilla
+Mykki Blanco,@mykkiblanco
+Zebra Katz,@zebrakatz
+Leikeli47,@Leikeli47
+Junglepussy,@junglepussy
+Oshun,@oshunnyc
+The Underachievers,@TheUnderachievers
+Flatbush Zombies,@TheGloriousDead
+Meechy Darko,@MeechyDarko
+Zombie Juice,@ZombieJuice
+Erick the Architect,@erickarchitect
+Pro Era,@PROERA
+Kirk Knight,@kirkknight
+Nyck Caution,@nyckcaution
+CJ Fly,@flyhighteam
+Bishop Nehru,@BishopNehru
+Dillon Cooper,@TheDillonCooper
+Your Old Droog,@YourOldDroog
+Wiki,@wikset
+Ratking,@ratkingnyc
+Hak,@haknyc
+Sporting Life,@sportinglife
+Despot,@despotnyc
+Heems,@himanshusuri
+Kool A.D.,@koolad
+Das Racist,@dasracist
+Chaz French,@chazfrench
+Phil Ade,@philade
+Fat Trel,@FatTrel
+Shy Glizzy,@ShyGlizzy
+NoCap,@NoCap
+Rylo Rodriguez,@RyloRodriguez
+LiBand,@LiBand
+Yung Manny,@yungmanny
+Xanman,@xanman
+Q Da Fool,@qdafool
+Goonew,@goonew
+Lil Dude,@lildude
+Big Flame,@bigflame
+BabySmoove,@babysmoove
+KrispyLife Kidd,@krispylife_kidd
+Kasher Quon,@kasherquon