[D] Dissertation uses ANNs–what do I do with all the training data?

Hi. I’m currently finishing up my PhD in which I leaned on ANNs to help make some predictions. Throughout the work I ran several series of ANNs, and I’m at the point where I’m button up my appendices, and I don’t know what to do with training data for the preliminary or failed NNs. Right now, my training appendices are just pages upon pages of tables, and they will be longer than my main document before I’m done. I’m going to ask my committee, obviously, but I wanted to see what the community at-large might have done or do with their work currently. Thanks!