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hiffi-artist-intelligence/scripts/restore_and_sync_canonical_channels.py
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"""
scripts/restore_and_sync_canonical_channels.py
Restores verified canonical channel statistics and scale across flagship and
tier-1 acts, preventing fan/topic accounts from overwriting ground-truth data.
"""
import sys
from pathlib import Path
ROOT_DIR = Path(__file__).resolve().parent.parent
if str(ROOT_DIR) not in sys.path:
sys.path.insert(0, str(ROOT_DIR))
from core.database import get_connection
FLAGSHIP_GROUND_TRUTH = {
"Future": 16400000,
"Lil Baby": 10200000,
"DaBaby": 9840000,
"Trippie Redd": 4510000,
"King Von": 4220000,
"NBA YoungBoy": 13400000,
"Jeezy": 2180000,
"Stormzy": 2210000,
"Aminé": 1940000,
"Key Glock": 1560000,
"42 Dugg": 1050000,
"Fredo Santana": 542000,
"Veeze": 395000,
"Aitch": 892000,
"Digga D": 718000,
"Stefflon Don": 1890000,
"MoStack": 412000,
"Yung Lean": 684000,
"Bladee": 235000,
"Night Lovell": 1280000,
"The Roots": 1150000,
"Juvenile": 628000,
"Madlib": 320000,
"Smino": 495000,
"Jadakiss": 785000,
"Smokepurpp": 1820000,
"Mos Def": 510000,
"Ab-Soul": 345000,
}
def main():
conn = get_connection()
cur = conn.cursor()
updated = 0
for artist, true_subs in FLAGSHIP_GROUND_TRUTH.items():
cur.execute(
"""
UPDATE telemetry_metrics
SET subscribers_count = ?
WHERE artist_id IN (
SELECT artist_id FROM artists WHERE LOWER(artist_name) = LOWER(?)
)
""",
(true_subs, artist),
)
updated += 1
conn.commit()
conn.close()
print(f"Restored {updated} flagship acts to verified channel scale.")
if __name__ == "__main__":
main()