Python Individual Conditional Expectation Plot Toolbox
A Python implementation of individual conditional expecation plots inspired by R's ICEbox. Individual conditional expectation plots were introduced in Peeking Inside the Black Box: Visualizing Statistical Learning with Plots of Individual Conditional Expectation (arXiv:1309.6392).
The tutorial recreates the first example in the above paper using pycebox.
For easy development and prototyping using IPython notebooks, a Docker environment is included. To run an IPython notebook with access to your development version of pycebox, run sh ./start_container.sh. A Jupyter notebook server with access to your development version of pycebox should be available at http://localhost:8889/tree.
To run the pycebox's tests in your development container
- Access a bash shell on the container with
docker exec -it pycebox bash. - Change to the
pyceboxdirectory withcd ../pycebox - Run the tests with
pytest test/test.py
This library is distributed under the MIT License.