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Dirty blonde
Hair Color Spectrum
Dirty blonde falls between light brown and dark blonde, a transition shade that might be mixed. 
Not Always Dirty
'Dirty' refers to the darker tinges, not to actual dirtiness or cleanliness of the hair. 
Current Term
The term is widely accepted and used in modern language, especially in fashion and beauty contexts. 