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The phrase "though I realize" is correct and can be used in written English.
It is a common phrase used to introduce a contrasting or contradictory thought to the previous statement. Example: I really love traveling and experiencing new cultures, though I realize that it can be expensive and time-consuming.
Exact(23)
As soon as I say it, though, I realize I don't want the answer.
Certainly, though, I realize that we've come some ways from then in a lot of different things".
As soon as I have to actually start sparring though, I realize what I am doing is intended to fight people.... it really is assaulting and I really hate it.
Despite these external factors though, I realize I've never been either practical or traditional.
I'm a big Cuyp fan, though I realize that he may not be for every taste.
"Over seventy," I say with pride, even though I realize that each person is another parcel the boat cannot handle.
Similar(36)
Once we caught one, though, I realized it was just another fish trying to get away".
"When I considered it, though, I realized there was a huge opportunity".
Halfway through the film, though, I realized just how good an effort it was.
After carefully studying the booklet, though, I realized that it was descriptive rather than prescriptive.
As the meeting was ending, though, I realized that there was one final important question I had not brought up.
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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