This GIST accompanies the blogpost explaining the code, which you can finde here.
To install and run the code, run the following in your terminal:
$ pip install -r pip-requirements.txt
$ git clone https://github.com/clld/concepticon-data.git
$ cd concepticon-data
$ python setup.py develop
$ cd ..
$ git clone https://github.com/clld/glottolog.git
$ cd glottolog
$ python setup.py develop
$ cd ..
$ clics load concepticon/ glottolog/
$ python code.py