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Statistical modelling and simulations of 4 & 5★ drop rates in Genshin Impact.

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🎰 Genshin Impact WishStats

Link to Web App 👉: HERE

Cumulative Probability


Genshin Impact WishStats is an interactive Streamlit app that visualises the probability system behind Genshin Impact’s gacha mechanics. It models drop rates and pity behaviour for 4★ and 5★ characters or weapons based on theoretical probabilities and user-defined inputs. The app provides a statistical breakdown of how many wishes it may take to pull 5★ characters or weapons, on average.

Why use it?

  • Understand how Genshin Impact's 5★ and 4★ pity system works through simple and interactive simulations
  • Visualise expected pull outcomes with data visualisations
  • Estimate your odds and plan pulls based on your current 5★ pity and banner type

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Statistical modelling and simulations of 4 & 5★ drop rates in Genshin Impact.

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