II. Datasets

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Geometries optimized with PBE

References 10.1088/2515-7639/ae6620, 10.1002/adma.202210788 (3D), 10.1088/2053-1583/accc43 (2D), 10.1126/sciadv.abi7948 (method)

Optimade interface

Complete database 2025.07.02

3D 2D 1D

Geometry optimization paths 2025.07.02

3D 2D 1D

Convex hull only 2025.07.02

Kagome 2025.06.05

References 10.1088/2515-7639/ae6620

Benchmarks

References Wang–Botti–Marques (10.1038/s41524-020-00481-6), Dimensionality (10.1088/3050-287X/ae1208), Pressure (10.1088/2515-7639/ae2ba8)

POTCARs used

Prototypes

Geometries optimized with PBEsol

References 10.1038/s41597-022-01177-w (ground-state), 10.1002/adfm.202404043 (phonons 3d), 10.1039/D4MH01753F (phonons 2d)

Optimade interface

Complete database

Geometry optimization paths

Convex hull only

POTCARs used

Phonon & electron-phonon (Quantum Espresso) 2025.08.11

3D 2D

Calculations with MatPES settings (PBE)

References manuscript submitted

Convex hull at 50 GPa 2026.01.22

Older datasets

High-throughput study of oxynitride, oxyfluoride and nitrofluoride perovskites

References 10.1039/D0TA10781F

Finding new crystal compounds using chemical similarity

References 10.1038/s41524-020-00481-6

Array of ComputedStructureEntry for all structures, or the cif files directly:

High-throughput study of perovskites

References 10.1021/acs.chemmater.7b00156

DFT calculations of around 228 000 (relaxed) cubic perovskites (space group 221) with composition ABC3, where A, B, C are all elements up to Bi excluding rare gases and lanthanides.

Other

Phonon dataset

References 10.48550/arXiv.2412.16551

Phonon calculations with PBE for the materials in the MDR database. We include the original PBEsol runs as well.

Transfer learning on large datasets for the accurate prediction of material properties

References 10.1039/D3DD00030C

Validation of Pseudopotential Calculations for the Electronic Band Gap of Solids

References 10.1021/acs.jctc.0c00214

DFTB+ parameter sets for group IV elements

References 10.1021/acs.jctc.7b01269

A modified Pettifor scale

References 10.1088/1367-2630/18/9/093011

Show the modified Pettifor scale

He, Ne, Ar, At, Rn, Fr, Es, Fm, Md, No, Lr, Kr, Xe, Cs, Rb, K, Na, Li, Ra, Ba, Sr, Ca, Yb, Eu, Y, Sc, Lu, Tm, Er, Ho, Dy, Tb, Gd, Sm, Pm, Nd, Pr, Ce, La, Cf, Bk, Cm, Am, Pu, Np, U, Pa, Th, Ac, Zr, Hf, Ti, Nb, Ta, V, Mo, W, Cr, Tc, Re, Mn, Fe, Os, Ru, Co, Ir, Rh, Ni, Pt, Pd, Au, Ag, Cu, Mg, Hg, Cd, Zn, Be, Tl, In, Al, Ga, Pb, Sn, Ge, Si, B, Bi, Sb, As, P, Po, Te, Se, S, C, I, Br, Cl, N, O, F, H

substitution.dat — N×N matrix, row/column indices correspond to elements (increasing Z). First row/column (Z=0) filled with zeroes. Matrix elements are the number of materials with element A substituted by element B.