@username
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AI will estimate realistic feature values from the username pattern

Account features

Profile identity
Does the account have a profile photo? Fake accounts very commonly have no profile picture — one of the strongest fake signals.
Is this account set to private? Private accounts with very few followers can be a suspicious signal.
Does the bio contain a website link? Real influencers and businesses usually have an external URL; bots usually don't.
Is the display name exactly the same as the username? This is a mild fake signal.
Activity stats
Number of people following this account. Fake accounts often have very few or suspiciously round numbers.
Number of accounts this user follows. A very high following count with few followers is a red flag.
Total number of posts. Fake accounts typically have 0 or very few posts.
Character count of the profile bio. Real accounts often have meaningful bios; fake ones usually don't.
Name analysis
Number of words in the display name. e.g. "John Smith" = 2. Real people usually have 2+ words.
Proportion of digits in the username (0–1). e.g. "user1234" = 4/8 = 0.50. Bots often have highly numeric usernames.
Proportion of digits in the full display name (0–1). Real names rarely have numbers.