Data Sources & Attribution
Built on open science.
Lattice Graph indexes 85 source databases. The 59 licensed sources listed here are the ones we serve data from, each with its license and required citation. We are grateful to the research teams who make their data available.
Core Sources
Provider: LBNL
Data from the Materials Project (materialsproject.org). Cite: Jain et al., APL Materials 1, 011002 (2013).
Provider: Meta / CMU
Data from the Open Catalyst Project (opencatalystproject.org). Cite: Chanussot et al., ACS Catalysis 11, 6059 (2021).
Extension Sources
Provider: KIT / Sommer et al.
Superconductor data from the 3DSC Materials Project subset. Cite: Sommer et al., Scientific Data 10, 816 (2023).
Provider: Meta FAIR
Data from AdsorbML OC20-Dense (Open Catalyst Project). Cite: Lan et al., npj Comput. Mater. 9, 172 (2023).
Provider: Alexandria
Data from Alexandria. Cite: Schmidt et al., npj Comput. Mater. 10, 200 (2024).
Provider: BatteryArchive.org
Cycling data from BatteryArchive.org.
Provider: Battery Imaging Library / Zenodo
Metadata from the Battery Imaging Library. Cite the Battery Imaging Library and underlying Zenodo record where available.
Provider: Ruifeng Tan et al.
BatteryLife dataset. Cite: Tan et al., BatteryLife (2024).
Provider: Materials for Batteries
Data from the Battery Materials Property Database (materialsforbatteries.org).
Provider: DTU
Data from C2DB/X2DB (DTU). Cite: Haastrup et al., 2D Mater. 5, 042002 (2018).
Provider: SUNCAT
Data from Catalysis-Hub (catalysis-hub.org), SUNCAT Center. Cite: Mamun et al., npj Comput. Mater. 5, 26 (2019).
Provider: Ceder Group / MIT
Synthesis data from the Ceder Group. Cite: Kononova et al., Sci. Data 6, 203 (2019).
Provider: Ceder Group
Solution synthesis data from the Ceder Group. Cite: Kononova et al., Sci. Data 6, 203 (2019).
Provider: CoRE MOF / Zenodo
Data from the Computation-Ready Experimental MOF Database (CoRE MOF 2019). Cite Chung et al., J. Chem. Eng. Data 64, 5985-5998 (2019).
Provider: JCESR
Data from the Electrolyte Genome Project (JCESR). Cite: Qu et al., Comput. Mater. Sci. 103, 56 (2015).
Provider: HZDR RODARE
Data from HZDR RODARE record 1397 on beta-Ga2O3 irradiation. Cite Langorgen et al. and the RODARE DOI.
Provider: Harvard Clean Energy Project / Matter Lab
Data from the Harvard Clean Energy Project Database (CEPDB). Cite the Clean Energy Project publications listed by CEPDB.
Provider: NREL
Data from the NREL High Throughput Experimental Materials Database. Credit DOE/NREL/Alliance and cite DOI 10.7799/1407128.
Provider: Entalpic + HuggingFace (LeMaterial)
Data from LeMat-Traj (LeMaterial / Entalpic + HuggingFace). Per-record attribution by immutable_id prefix: mp-* -> Materials Project (Jain et al., APL Materials 1, 011002, 2013) agm-* -> Alexandria (Schmidt et al.) oqmd-* -> OQMD (Saal et al., JOM 65, 1501, 2013)
Provider: LBNL
Matbench Discovery benchmark. Cite: Riebesell et al., Energy Environ. Sci. (2024).
Provider: Materials Cloud / Matminer
Thermal and phonon property data from Materials Cloud / matminer sources. Cite the upstream dataset and source publications.
Provider: Materials Cloud
Data from Materials Cloud (materialscloud.org). Cite: Talirz et al., Sci. Data 7, 299 (2020).
Provider: Materials Data Facility
Data from the Materials Data Facility. Cite: Blaiszik et al., JOM 68, 2045 (2016).
Provider: Citrine Informatics / Borg et al.
Mechanical properties data from the MPEA dataset. Cite: Borg et al., Scientific Data 7, 430 (2020).
Provider: Materials Project
MPtrj trajectory dataset from the Materials Project. Cite: Deng et al., Nat. Comput. Sci. 3, 1015 (2023).
Provider: NASA Prognostics Center of Excellence
Data from the NASA Prognostics Center of Excellence Battery Data Set.
Provider: NIMS / Matminer
Thermal conductivity data from the NIMS/Matminer kappa extract. Cite the upstream dataset and source publications.
Provider: Meta FAIR
Data from Meta Open Materials 2024 (OMat24), Meta FAIR. Cite: Barroso-Luque et al., arXiv:2410.12771 (2024).
Provider: Meta FAIR
Data from Open Catalyst 2022 (opencatalystproject.org). Cite: Tran et al., ACS Catalysis 13, 3066 (2023).
Provider: Meta FAIR / Georgia Tech
Data from Open Direct Air Capture 2023 (ODAC23) by Meta FAIR, Georgia Tech, and collaborators. Cite the ODAC23 dataset paper and preserve task and split provenance.
Provider: Meta FAIR / Georgia Tech
Data from Open DAC 2025 (ODAC25), Meta FAIR / Georgia Tech. Cite Sriram et al., arXiv:2508.03162 (2025).
Provider: FDA / OpenFDA
Enforcement and recall data from OpenFDA.
Provider: Northwestern / Rosen Group
Data from the Quantum MOF (QMOF) Database. Cite: Rosen et al., Matter 4, 1578 (2021).
Provider: TU Munich / Ströbl et al.
Battery aging data from the Samsung Multi-stage Li-ion Aging Dataset. Cite: Ströbl et al., Scientific Data 11, 1024 (2024).
Provider: Starrydata Project
Data from StarryData2 / Starrydata Project. Cite Starrydata project papers and the Figshare dataset.
Provider: USGS
Mineral prospect and mine data from the U.S. Geological Survey USMIN database.
Provider: USPTO
Patent data from the United States Patent and Trademark Office.
Provider: Wang et al. / npj Computational Materials
Glass CTE/Tg data from Wang et al., npj Computational Materials (2022). Cite the source article and supplemental dataset.
Lattice Graph serves derived, normalized, and cross-linked data. Our proprietary value is in the transformation, linking, and scoring layers — not in the raw upstream data. We encourage users to cite the original sources in their own publications.
See this data cross-referenced, not just listed.
Search a real compound to see how properties from these sources are linked, scored for agreement, and surfaced side by side.