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The phrase "apart from the normalizing" is correct and usable in written English.
It can be used when discussing exceptions or additional considerations in a context where normalization is a relevant topic, such as data analysis or statistical methods.
Example: "Apart from the normalizing, we need to consider the impact of outliers on our results."
Alternatives: "besides the normalization" or "other than the normalizing process".
Exact(1)
A little while later, she said, "When you're spying, when you're looking, when you're on the alert for a story, part of it is seeing the thing in isolation, apart from the normalizing context".
Similar(59)
Apart from normalizing the blood glucose level, some the Indian Medicinal plants are also reported to possess antioxidant and cholesterol lowering action [ 3].
Apart from normalizing glucose metabolism, metformin, the only oral antidiabetic medication shown to decrease cardiovascular events independent of glycemic control (6), improved dyslipidemia, hemostasis, and systemic inflammation (7).
Mervyn Davies stood slightly apart from the others.
Well, apart from the "little bit" part.
This should sit apart from the house.
Apart from the modern clothing, of course.
Apart from the trembling of his hands.
Apart from the lack of coordination.
Eliasson stood apart from the group.
This, apart from the deaths and suffering.
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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