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The phrase "choose by" is correct and usable in written English.
You can use it when you want to suggest that a selection of something is made based on a certain criterion. For example, "Choose a book by its cover"—in this sentence, the phrase "choose by" is used to suggest that a book is chosen based on its cover.
Exact(60)
I choose by number.
"But parents do not choose by logic, they choose by tribe.
"Sometimes you have to choose by default," he explained.
Customers could choose, by selecting an option, to receive marketing messages from other companies.
This is coming from a guy whose favorite book was "Freedom to Choose" by Milton Friedman.
He has been made slightly freer to choose by the Manchester conference.
Anybody who asks? "I choose by feeling and instinct," says Michael.
Do you check prices at different pharmacies, or choose by convenience?
Have each student group choose, by consensus, one stereotyped group as the focus for the project (described below).
The company has maintained that employees at any facility should have the right to choose by an anonymous election process".
Searching is enjoyable too, as you can choose by style (modern, rustic, urban, etc)., location type (beach, country, desert, etc).
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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