datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
dataset_concrete_compressive_strength
Machine learning in concrete science: applications, challenges, and best practices
Dataset containing concrete compressive strength for 1030 materials
Dataset Information
Source: Foundry-ML
DOI: 10.18126/8k1f-mx77
Year: 2022
Authors: Li, Zhanzhao, Yoon, Jinyoung, Zhang, Rui, Rajabipour, Farshad, Srubar III, Wil V., Dabo, Ismaila, Radlińska, Aleksandra
Data Type: tabular
Fields
Field
Role
Description
Units
Cement (component 1)(kg in a m^3… See the full description on the dataset page: https://huggingface.co/datasets/foundry-ml/dataset_concrete_compressive_strength.hanoi-teleop-foundry-relativeThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"observation.state": {
"dtype": "float32",
"shape": [
14
],
"names": [
"left_joint1",
"left_joint2",
"left_joint3",
"left_joint4",
"left_joint5",
"left_joint6"… See the full description on the dataset page: https://huggingface.co/datasets/NONHUMAN-RESEARCH/hanoi-teleop-foundry-relative.foundry_osdb_v1-1
Data for: Ab initio control of zeolite synthesis and intergrowth with high-throughput simulations
Dataset Information
Source: Foundry-ML
DOI: 10.18126/c5z9-zej7
Year: 2021
Authors: Schwalbe-Koda, Daniel, Gómez-Bombarelli, Rafael
Data Type: tabular
Fields
Field
Role
Description
Units
crystal_id
input
unique identifier associated with each pose. It is
Zeolite
input
IZA code of the zeolite
SMILES
input
SMILES string of the guest docked in the… See the full description on the dataset page: https://huggingface.co/datasets/foundry-ml/foundry_osdb_v1-1.dataset_metallicglass_dmax
Metallic Glasses and their Properties
Dataset containing experimental max casting diameters of 998 metallic glasses
Dataset Information
Source: Foundry-ML
DOI: 10.18126/fs5e-kr15
Year: 2021
Authors: Voyles, Paul M, Schultz, Lane E., Morgan, Dane, Francis, Carter, Afflerbach, Benjamin, Hakeem, Abdulrhman
Data Type: tabular
Fields
Field
Role
Description
Units
Composition
input
Material composition
Reference
input
Original data reference… See the full description on the dataset page: https://huggingface.co/datasets/foundry-ml/dataset_metallicglass_dmax.dataset_rpv_tts
Predictions and uncertainty estimates of reactor pressure vessel steel embrittlement using Machine learning
Dataset containing 4535 transition temperature shifts of reactor pressure vessel steels
Dataset Information
Source: Foundry-ML
DOI: 10.18126/3zkm-yd51
Year: 2023
Authors: Jacobs, Ryan, Yamamoto, Takuya, Odette, G. Robert, Morgan, Dane
Data Type: tabular
Fields
Field
Role
Description
Units
temperature_C
input
Temperature of measurement
degC… See the full description on the dataset page: https://huggingface.co/datasets/foundry-ml/dataset_rpv_tts.dataset_mg_alloy
Prediction of mechanical properties of biomedical magnesium alloys based on ensemble machine learning
Dataset containing mechanical properties of 365 Mg alloys
Dataset Information
Source: Foundry-ML
DOI: 10.18126/myj4-0h48
Year: 2023
Authors: Hou, Haobing, Wang, Jianfeng, Ye, Li, Zhu, Shijie, Wang, Liguo, Guan, Shaokang
Data Type: tabular
Fields
Field
Role
Description
Units
Mg(wt.%)
input
Amount of Mg
wt%
Zn(wt.%)
input
Amount of Zn
wt%
Y(wt.%)… See the full description on the dataset page: https://huggingface.co/datasets/foundry-ml/dataset_mg_alloy.steel_strength_v1-1
Mechanical properties of some steels
Dataset containing compositions and mechanical properties (yield strength, tensile strength, elongation) of 312 steel alloys
Dataset Information
Source: Foundry-ML
DOI: 10.18126/524z-vd6m
Year: 2022
Authors: Conduit, Gareth
Data Type: tabular
Fields
Field
Role
Description
Units
formula
input
Steel composition
c
input
C weight percent
wt %
mn
input
Mn weight percent
wt %
si
input
Si weight percent
wt %… See the full description on the dataset page: https://huggingface.co/datasets/foundry-ml/steel_strength_v1-1.dielectric_constant_v1-1
High-throughput screening of inorganic compounds for the discovery of novel dielectric and optical materials
Dataset containing DFT-calculated dielectric properties for 1056 materials
Dataset Information
Source: Foundry-ML
DOI: 10.18126/racd-go9m
Year: 2022
Authors: Petousis, Ioannis, Mrdjenovich, David, Ballouz, Eric, Liu, Miao, Winston, Donald, Chen, Wei, Graf, Tanja, Schladt, Thomas D., Persson, Kristin A., Prinz, Fritz B.
Data Type: tabular
Fields… See the full description on the dataset page: https://huggingface.co/datasets/foundry-ml/dielectric_constant_v1-1.elastic_tensor_v1-1
Charting the complete elastic properties of inorganic crystalline compounds
Dataset containing DFT-calculated elastic properties for 1181 materials
Dataset Information
Source: Foundry-ML
DOI: 10.18126/9fg1-528u
Year: 2022
Authors: de Jong, Maarten, Chen, Wei, Angsten, Thomas, Jain, Anubhav, Notestine, Randy, Gamst, Anthong, Sluiter, Marcel, Ande, Chaitanya Krishna, van der Zwaag, Sybrand, Plata, Jose J., Toher, Cormac, Curtarolo, Stefano, Ceder, Gerbrand, Persson… See the full description on the dataset page: https://huggingface.co/datasets/foundry-ml/elastic_tensor_v1-1.semiconductor_defectlevels_v1-1
Machine learning for impurity charge-state transition levels in semiconductors from elemental properties using multi-fidelity datasets
Dataset containing DFT-calculated defect charge state transition levels of 2910 semiconductor-impurity pairs
Dataset Information
Source: Foundry-ML
DOI: 10.18126/ite0-3iah
Year: 2022
Authors: Polak, Maciej P., Jacobs, Ryan, Mannodi-Kanakkithodi, Arun, Chan, Maria K. Y., Morgan, Dane
Data Type: tabular
Fields
Field… See the full description on the dataset page: https://huggingface.co/datasets/foundry-ml/semiconductor_defectlevels_v1-1.dataset_li_conductivity
A database of experimentally measured lithium solid electrolyte conductivities evaluated with machine learning
Dataset containing experimental solid state Li electrolyte conductivities for 372 materials
Dataset Information
Source: Foundry-ML
DOI: 10.18126/k9tn-3965
Year: 2023
Authors: Hargreaves, Cameron J., Gaultois, Michael W., Daniels, Luke M., Watts, Emma J., Kurlin, Vitaliy A., Moran, Michael, Dang, Yun, Morris, Rhun, Morscher, Alexandra, Thompson, Kate, Wright… See the full description on the dataset page: https://huggingface.co/datasets/foundry-ml/dataset_li_conductivity.foundry_g4mp2_solvation_v1-2
DFT Estimates of Solvation Energy in Multiple Solvents
Dataset Information
Source: Foundry-ML
DOI: 10.18126/jos5-wj65
Year: 2022
Authors: Ward, Logan, Dandu, Naveen, Blaiszik, Ben, Narayanan, Badri, Assary, Rajeev S., Redfern, Paul C., Foster, Ian, Curtiss, Larry A.
Data Type: tabular
Fields
Field
Role
Description
Units
smiles_0
input
Input SMILES string
smiles_1
input
SMILES string after relaxation
inchi_0
input
InChi after generating… See the full description on the dataset page: https://huggingface.co/datasets/foundry-ml/foundry_g4mp2_solvation_v1-2.wolverton_oxides_v1-1
High-throughput DFT calculations of formation energy, stability and oxygen vacancy formation energy of ABO3 perovskites
Dataset containing DFT-calculated formation energy and convex hull energies of 4914 perovskite oxides
Dataset Information
Source: Foundry-ML
DOI: 10.18126/h15n-7wu8
Year: 2022
Authors: Emery, Antoine, Wolverton, Chris
Data Type: tabular
Fields
Field
Role
Description
Units
formula
input
Material composition
atom a
input
Element… See the full description on the dataset page: https://huggingface.co/datasets/foundry-ml/wolverton_oxides_v1-1.piezoelectric_tensor_v1-1
A database to enable discovery and design of piezoelectric materials
Dataset containing DFT-calculated piezoelectric properties for 941 materials
Dataset Information
Source: Foundry-ML
DOI: 10.18126/p280-xrvg
Year: 2022
Authors: de Jong, Maarten, Chen, Wei, Geerlings, Henry, Asta, Mark, Persson, Kristin A.
Data Type: tabular
Fields
Field
Role
Description
Units
material_id
input
Materials Project ID
formula
input
Material composition
nsites… See the full description on the dataset page: https://huggingface.co/datasets/foundry-ml/piezoelectric_tensor_v1-1.dataset_perovskite_asr
Critical Assessment of Electronic Structure Descriptors for Predicting Perovskite Catalytic Properties
Dataset containing perovskite oxide area specific resistances for 289 materials
Dataset Information
Source: Foundry-ML
DOI: 10.18126/aw1n-3z96
Year: 2023
Authors: Jacobs, Ryan, Liu, Jian, Abernathy, Harry, Morgan, Dane
Data Type: tabular
Fields
Field
Role
Description
Units
Material composition
input
Material composition
Material composition… See the full description on the dataset page: https://huggingface.co/datasets/foundry-ml/dataset_perovskite_asr.elwood_md_v1-2
Project Elwood: MD Simulated Monomer Properties
Dataset Information
Source: Foundry-ML
DOI: 10.18126/8p6m-e135
Year: 2022
Authors: Schneider, L, Schwarting, M, Mysona, J, Liang, H, Han, M, Rauscher, P, Ting, J, Venkatram, S, Ross, R, Schmidt, K, Blaiszik, B, Foster, I, de Pablo, J
Data Type: tabular
Fields
Field
Role
Description
Units
SMILES
input
Canonical SMILES string of molecule
arb
E_coh (MPa)
target
Simulated cohesive energy (in MPa)… See the full description on the dataset page: https://huggingface.co/datasets/foundry-ml/elwood_md_v1-2.perovskite_opbandcenter_v1-1
Discovery and engineering of low work function perovskite materials
Dataset containing DFT-calculated O p-band center energies for 2912 perovskite oxides
Dataset Information
Source: Foundry-ML
DOI: 10.18126/f3p0-2c5f
Year: 2022
Authors: Ma, Tianyu, Jacobs, Ryan, Booske, John, Morgan, Dane
Data Type: tabular
Fields
Field
Role
Description
Units
Composition with sublattices
input
Material composition with brackets denoting differ
Composition
input… See the full description on the dataset page: https://huggingface.co/datasets/foundry-ml/perovskite_opbandcenter_v1-1.dataset_metallicglass_rc
Machine Learning Prediction of the Critical Cooling Rate for Metallic Glasses from Expanded Datasets and Elemental Features
Dataset containing experimental critical cooling rates of 2125 metallic glasses
Dataset Information
Source: Foundry-ML
DOI: 10.18126/rtsj-2e11
Year: 2022
Authors: Afflerbach, Benjamin T., Francis, Carter, Schultz, Lane E., Spethson, Janine, Meschke, Vanessa, Strand, Elliot, Ward, Logan, Perepezko, John H., Thoma, Dan, Voyles, Paul M., Szlufarska… See the full description on the dataset page: https://huggingface.co/datasets/foundry-ml/dataset_metallicglass_rc.dataset_perovskite_conductivity
Accelerated design and discovery of perovskites with high conductivity for energy applications through machine learning
Dataset containing 7230 perovskite conductivity data points
Dataset Information
Source: Foundry-ML
DOI: 10.18126/f1vb-et73
Year: 2021
Authors: Priya, Pikee, Aluru, N. R.
Data Type: tabular
Fields
Field
Role
Description
Units
Composition
input
Material composition
Temperature (degC)
input
Temperature of measurement
degC
PO2… See the full description on the dataset page: https://huggingface.co/datasets/foundry-ml/dataset_perovskite_conductivity.dataset_perovskite_stability_updated
Machine Learning Design of Perovskite Catalytic Properties
Dataset containing 2844 perovskite stability data points from DFT
Dataset Information
Source: Foundry-ML
DOI: 10.18126/xcye-zy28
Year: 2023
Authors: Jacobs, Ryan, Liu, Jian, Abernathy, Harry, Morgan, Dane
Data Type: tabular
Fields
Field
Role
Description
Units
composition
input
Material composition with sites
composition (no brackets)
input
Material composition
O pband (eV)
input… See the full description on the dataset page: https://huggingface.co/datasets/foundry-ml/dataset_perovskite_stability_updated.heusler_magnetization_v1-1
University of Alabama Heusler database
Dataset containing saturation magnetization values of 1153 Heusler compounds
Dataset Information
Source: Foundry-ML
DOI: 10.18126/un63-ohqv
Year: 2022
Authors: Borg, Chris
Data Type: tabular
Fields
Field
Role
Description
Units
formula
input
Material composition
heusler type
input
Type of Heusler structure
num_electron
input
Number of electrons in Heusler structure
struct type
input
The structure type… See the full description on the dataset page: https://huggingface.co/datasets/foundry-ml/heusler_magnetization_v1-1.dataset_perovskite_habs
Machine-Learning Assisted Screening Proton Conducting Co/Fe based Oxide for the Air Electrode of Protonic Solid Oxide Cell
Dataset containing 795 perovskite H absorption data points
Dataset Information
Source: Foundry-ML
DOI: 10.18126/zgzt-xr34
Year: 2023
Authors: Wang, Ning, Yuan, Baoyin, Zheng, Fangyuan, Mo, Shanyun, Zhang, Xiaohan, Du, Lei, Xing, Lixin, Meng, Ling, Zhao, Lei, Aoki, Yoshitaka, Tang, Chunmei, Ye, Siyu
Data Type: tabular
Fields… See the full description on the dataset page: https://huggingface.co/datasets/foundry-ml/dataset_perovskite_habs.foundry_qmc_ml_v1-1
Foundry - Approaching QMC quality energetics throughout chemical space using scalable quantum machine learning
This dataset contains summary inputs and outputs generated for the Paper "Approaching QMC quality energetics throughout chemical space using scalable quantum machine learning" By B. Huang, O. Anatole von Lilienfeld, J. T. Krogel and A. Benali.
Included in the dataset are energies for 1175 molecules calculated with varying methods, associated error calculations, and… See the full description on the dataset page: https://huggingface.co/datasets/foundry-ml/foundry_qmc_ml_v1-1.perovskite_stability_v1-1
Predicting the thermodynamic stability of perovskite oxides using machine learning models
Dataset containing DFT-calculated stabilities (as convex hull energies) of 1929 perovskite oxides
Dataset Information
Source: Foundry-ML
DOI: 10.18126/qe5y-2dnz
Year: 2022
Authors: Li, Wei, Jacobs, Ryan, Morgan, Dane
Data Type: tabular
Fields
Field
Role
Description
Units
Material Composition
input
Perovskite composition
EnergyAboveHull
target
DFT-calculated… See the full description on the dataset page: https://huggingface.co/datasets/foundry-ml/perovskite_stability_v1-1.dataset_perovskite_tec
Machine-learning prediction of thermal expansion coefficient for perovskite oxides with experimental validation
Dataset containing 137 perovskite thermal expansion coefficients from experiment
Dataset Information
Source: Foundry-ML
DOI: 10.18126/avvr-p174
Year: 2023
Authors: McGuinness, Kevin P., Oliynyk, Anton O., Lee, Sangjoon, Molero-Sanchez, Beatriz, Addo, Paul Kwesi
Data Type: tabular
Fields
Field
Role
Description
Units
Composition
input… See the full description on the dataset page: https://huggingface.co/datasets/foundry-ml/dataset_perovskite_tec.dataset_metallicglass_rc_llm
Extracting Accurate Materials Data from Research Papers with Conversational Language Models and Prompt Engineering
Dataset containing LLM-derived experimental critical cooling rates of 297 metallic glasses
Dataset Information
Source: Foundry-ML
DOI: 10.18126/ndyp-yv32
Year: 2024
Authors: Polak, Maciej P., Morgan, Dane
Data Type: tabular
Fields
Field
Role
Description
Units
Passage
input
Text passage LLM found to get data
DOI
input
Original data… See the full description on the dataset page: https://huggingface.co/datasets/foundry-ml/dataset_metallicglass_rc_llm.
