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Welcome to the Interactive Causal Model Explorer!

Dive into a world where data models become crystal clear. Whether you're here to check out our original or mitigated causal models, our user-friendly interface is designed to guide you every step of the way. Get a complete view of how these models operate, and see firsthand the impact of our bias mitigation techniques.

Want to switch between the original and mitigated models?

It's super simple—just click the 'Mitigated' button. This interactive toggle lets you seamlessly shift between viewing the original model and exploring the mitigated version. Play around with the settings for different variables to see how tweaks can change outcomes. Our dynamic recalculations keep you on top of the probabilities with every adjustment you make.

Ever wondered about the power of bias correction?

Our interface not only shows you the different predictive performances of our models but also highlights the crucial differences. Check out the side-by-side comparisons in our demo. You'll see how biases affect predictions and appreciate the value of correcting them in real-time.

For a deeper dive into how these algorithms work, read our detailed article available at this link.

React Flow mini map

Results Causal Graph

Results Training XGBoost with Fair Dataset