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pyab's Issues

IndexError for example experiment

Bug Report for pyAB Library


Describe the bug

The pyAB library's function conduct_experiment throws an IndexError when trying to generate uplift distribution plots. The error message states, "List index out of range."


To Reproduce

Steps to reproduce the behavior on Google Colab:

  1. Navigate to Google Colab Notebook.
  2. Run all cells leading to the conduct_experiment function call.
  3. Execute the cell containing:
    ad_experiment_bayesian.conduct_experiment(success_null=100, trials_null=1000,
                                              success_alt=125, trials_alt=1000,
                                              uplift_method='uplift_ratio', num_simulations=1000)
  4. Observe the IndexError in the output.

Screenshot 2023-09-19 at 12 52 42


Expected Behavior

Expected the conduct_experiment function to complete successfully and display the uplift distribution plots without errors.


Desktop:

  • OS: Any (Reproducible on Google Colab)

Additional Context

  • The library also throws a FutureWarning regarding the depreciation of the shade parameter in favor of fill in seaborn.
  • The error emanates from the line: kde_x, kde_y = ax.lines[0].get_data().

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