Your average rewards and returns are basically zero. If you look at this screenshot from the tutorial, you can see the rewards are much larger:
I would revisit the reward sections of the tutorial/code and see what was missed.
BTW, I would encourage anyone with issues to open new topics on the forums. I get notifications if you use the “learning-agents” tag and will respond in a timely fashion or other community members may be able to help. Thanks!