[ENH] add tests for correctness of code in README

[tschm]

All code fragments in the README.md file should be tested as part of a CI test run, to ensure that imports are complete and code runs.

[fkiraly]

Update: edited the issue description to be clear

may I kindly ask to provide descriptions to your PR and issues? It is hard to coordinate if they are completely empty...