readme.md example code not consistent with example.py

[achimkoh]

Hi, I noticed that some lines in the example are different from example.py, and seem to call (presumably) deprecated functions.

Regarding from fairml import plot_generic_dependence_dictionary:
There is no plot_generic_dependence_dictionary. Importing plot_dependencies worked for me.

Also,
fig = plot_dependencies( total.get_compress_dictionary_into_key_median(), reverse_values=False, title="FairML feature dependence" ) results in:
AttributeError: 'AuditResult' object has no attribute 'get_compress_dictionary_into_key_median', while total.median() works.

[adebayoj]

Hi @achimkoh, you are right. I'll push an update shortly to handle the issues that you mentioned. I'll also update the readme to reflect the changes. Thanks for the issues, please free feel to update us on any other issues you have.

thanks!

[achimkoh]

Hi thanks for the reply. I had a few minutes and made a pull request so you can have a look!

[JoshuaC3]

This would be great to have as an IPython notebook. IMO the more examples the better. If I find time I can do one.