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The part of the sentence 'I realized I needed' is correct and usable in written English.
You can use it any time to indicate when you became aware that you had to take a particular action. For example, "When I saw my low bank balance, I realized I needed to start budgeting more carefully."
Exact(59)
I realized I needed to be around creativity.
"I realized I needed it for grad school".
I realized I needed to do this in my community".
I realized I needed something to really pump me up".
"I saw my mom, and I realized I needed to get a job," Katherine said shyly.
I realized I needed to chill before I was going to defend us anywhere.
But, acknowledging her workaholic inclinations she said, "I realized I needed to stop".
"At some point, I realized I needed to be alone," she said.
In Egypt, I realized I needed to go back to work.
I realized I needed some fat and protein, and I needed them more frequently.
"I realized I needed a change," she says, showing off her Rapunzel length jet-black hair.
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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