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Python code for A/B testing on Cookie Cats game data. This project analyzes the impact of moving the first gate from level 30 to level 40 on player retention and game rounds, helping to evaluate if delaying the gate improves player engagement and gameplay experience.

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MuhammadHilmyPutraRisma/ab-test

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A/B Testing for Game Dataset

Python code for A/B testing on Cookie Cats game data. This project analyzes the impact of moving the first gate from level 30 to level 40 on player retention and game rounds, helping to evaluate if delaying the gate improves player engagement and gameplay experience.

Features

  • Data cleaning and preprocessing
  • Basic statistical analysis and data visualization
  • Outlier detection and removal
  • A/B testing for retention and game rounds analysis

Prerequisites

  • Python (v3.10 or higher)
  • Library on python-code.ipynb

Output

image

References

Ekrem Bayar, A/B Testing Step-by-Step & Hypothesis Testing, Kaggle. Available at: https://www.kaggle.com/code/ekrembayar/a-b-testing-step-by-step-hypothesis-testing

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Python code for A/B testing on Cookie Cats game data. This project analyzes the impact of moving the first gate from level 30 to level 40 on player retention and game rounds, helping to evaluate if delaying the gate improves player engagement and gameplay experience.

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