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'heavily based' is a correct and usable phrase in written English.
You could use it when something has been strongly influenced by something else. For example, "This novel is heavily based on historical events."
Exact(59)
That vocabulary is "heavily based on intricate geometries," he added.
"It was heavily based on action and improvisation," Mr. Langewiesche said.
A diversity strategy far too heavily based on an "ethnic faces for ethnic voters" approach is bound to fail.
This is going to be vitally important to a game so heavily based around the looting mechanic.
The Matildas squad is heavily based on players from Brisbane Roar, which has an intense rivalry with Sydney FC.
Canseco, a free agent slugger, got a deal heavily based on plate appearances, along with an invitation to spring training.
He exacts revenge in the form of another novel, this one heavily based on his grandfather's life story.
Nor does our forecast model, which weights certain polls more heavily based on their methodological standards and their past accuracy.
Heavily based around stats over 70 criteria, it's a great source when calculating a player's true form.
Learned medicine in the Arabic world thus became heavily based upon the commentary, exposition, and understanding of Galen.
The Teesside left, which pre-Thatcher was heavily based on industrial workers, was just getting used to students who came from a rather different background.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com