Add notes about query args to plugin docs.

Clarify matplotlib docs.

Clarify matplotlib docs.

Clarify matplotlib docs.

Clarify matplotlib docs.

fixing a couple very minor spelling errors (#5)

Fix minor spelling errors.

Add `os.execl` Windows caveat to deployment section.

This section may be updated in the future to show how to maintain a
subprocess.

Fix gif URL.