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Here's a SQL-centric explainer: each field in Drupal 7 has two storage tables associated with it:
field_data_{name-of-field}
field_revision_{name-of-field}
In both cases, the field contents will be in a column like {name-of-field}_value. You can run a MYSQL UPDATE with a REPLACE function to bulk update URLs in these tables.
So if you find that the text you ...
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