Definitely, thanks a lot. I dislike One hot encoding because of this since 1 in category X implies 0 in all others. It’s so redundant. But I’m also learning and it was the only way I could think about feeding it into the model.
I will try PCA like mentioned in your other post and above by @5hv5hvnk
Thanks to you both!