Handling Uncategorizable Data in Dataset: Should I Remove or Keep 1%?

I’m currently working on building a dataset for my project, and I’m having my doubts of a small portion (1%) of data that I’m unable to categorize. As I’m getting started, I would like to know if it’s better to remove this uncategorized data or retain it in my dataset (but keep the category as None).
Any sort of help and feedback is appreciated.

Do keep in mind that the 1% sample data is very brief and lacks detailed information on what I’m attempting to achieve