Fix bug where offset.copy() != offset
Add test that will currently fail
Make some attributes into cache_readonlys

Last one for now.

- [ ] closes #xxxx
- [ ] tests added / passed
- [ ] passes `git diff upstream/master -u -- "*.py" | flake8 --diff`
- [ ] whatsnew entry
