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Scatter plot comparing numeric features in the 3DSC dataset

We find a similar idea that high-Tc materials form clusters and are generally a sweet spot within the range of a feature's values.

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Superconductivity as a sweet spot of properties
The below animation shows a selection of important features to superconductivity and how they evolve as the materials are heated up to their critical temperature. Notice how for most features, there i
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Orb latent space features dim-reduced and colored with Tc

Plot produced by taking the features generated by Orb (256 dim output) and visualizing different dimensionality reduction methods on them and coloring the point by Tc from the 3DSC database.

Feature 63 and corresponding SHAP values over temperature

Comparing how feature 63 and corresponding SHAP values changes as a material increases in temperature

Feature vs. feature scatter plots with Tc

Visualizing a selection of the most important latent features and how the relate to transition temperature.

Animated scatter plots showing latent feature evolutions during heating

Here we showcase a few key latent features and their relationships to each other, points colored by their Tc. We animate from 0 K to ~130 K.