Plots from the ICSD using ElMD

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The ICSD with respect to ElMD (UMAP)

Here we see the complete ICSD, coloured by standard deviation of the electronegativity (ionicity) of the compound.

ICSD UMAP

The ICSD with respect to ElMD (PCA)

Again we see the ICSD coloured by the ionicity, but instead reduced using PCA, where the parallel trends can more clearly be seen.

ICSD PCA

The Binary Compositions Reduced with respect to Modified Pettifor Number

Here we see 12, 623 binary compounds from the ICSD, labelled according to their region of the periodic table

Binaries UMAP