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porous materials AI gym

open data sets for machine learning pertaining to porous materials.

  • MOF = metal-organic framework
  • COF = covalent organic framework

crystal structures

experimental

hypothetical

labeled porous materials for supervised learning

material class target y features x provided? Reference size of data set
MOFs (hypothetical) CO2, N2 adsorption (sim) yes Paper, Database ca. 325,000
MOFs (experimental and hypothetical) Band gaps, density of states, charge densities (sim) yes Paper, Database ca. 18,000
MOFs (experimental) Color (exp) yes Paper, Database ?
COFs (hypothetical) CH4 deliverable capacity (sim) yes, hand-crafted features provided. Paper, Database ca. 70,000
COFs (experimental) CH4, H2, O2, Xe, Kr, H2S adsorption (sim) ? Paper ca. 500
MOFs (hypothetical) H2 adsorption (sim) yes Paper / Database ca. 100K
MOFs (experimental) thermal stability, solvent removal stability yes (RAC & geometric features) Paper / Database ca. 2-3K (extracted from experimental lit)
MOFs (experimental) CO2, H2O DFT-calculated adsorption energy no Paper, DataBase ca. 8400 MOFs, but 38M DFT calcs

labeled nodes for supervised learning

material class target y Reference size of data set (# materials)
MOFs (experimental) DDEC6 charges on atoms (sim) Paper, Database ca. 3,000
MOFs (experimental and hypothetical) DDEC6/CM5/Bader charges on atoms (sim) Paper, Database ca. 18,000 (DDEC6/CM5), ca. 5,000 (Bader)
MOFs (experimental and hypothetical) Effective bond orders on atoms (sim) Paper, Database ca. 18,000
MOFs (experimental) Formal oxidation states on atoms (exp) Paper, Database ca. 49,000

other data sets, pertaining to materials, for machine learning

see matminer here. pointed out by Jack Evans.

construct your own crystal structures!

here is a list of open-source codes for building your own crystal structure models.

name of code link to code link to associated paper
tobacco link link
pormake link link
ToBasCCo link link
Zeo++ link link
stk link link
PoreMatMod.jl (only modifies) link link
pyCOFBuilder link link