Inspired by: https://medium.com/data-from-the-trenches/marketing-attribution-e7fa7ae9e919
By Lars Hartmann, 2019
- Python3.7+
- Pandas
The main.py contains an example for calculating the Shapley Values of a simple dataset.
from modules import shapley
s = shapley.Shapley(coalition_values=your-dataset)
shapley_values = s.run()
Output example:
---
SEM accounts for 5.0 conversions
Organic accounts for 5.0 conversions
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Run this script with python3 main.py
Use this tool for easy generating datasets to use for testing or experiments.
Edit PARTICIPANTS and run the script: python3 performance_test.py
Run all unit tests with pytest in the root folder.
Run the performance tests with python3 performance_test.py