What is the equivalent of Python dictionaries but in Bash (should work across OS X and Linux)?

Super simple explanation and a variety of updating and traversing them. Different ways of achieving all of these ideas also listed in easy-to-digest format here: https://www.xmodulo.com/key-value-dictionary-bash.html