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chemical_formula_hill
string
chemical_formula_reduced
string
chemical_formula_anonymous
string
atomic_numbers
list
elements
list
elements_ratios
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nelements
int32
nsites
int32
cell
list
positions
list
pbc
list
dimension_types
list
nperiodic_dimensions
int32
structure_hash
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multiplicity
int32
software
string
method
string
adsorption_energy
float64
atomic_forces
string
atomization_energy
float64
cauchy_stress
string
cauchy_stress_volume_normalized
bool
electronic_band_gap
float64
electronic_band_gap_type
string
energy
float64
formation_energy
float64
max_force_norm
float64
mean_force_norm
float64
property_object_metadata
string
property_object_metadata_id
string
property_object_last_modified
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property_object_id
string
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string
configuration_metadata_id
string
configuration_labels
list
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list
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configuration_last_modified
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string
configuration_id
string
dataset_name
string
dataset_authors
list
dataset_description
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dataset_elements
list
dataset_nelements
int32
dataset_nproperty_objects
int64
dataset_nconfigurations
int32
dataset_nsites
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dataset_adsorption_energy_count
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dataset_atomic_forces_count
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dataset_atomization_energy_count
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dataset_cauchy_stress_count
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dataset_electronic_band_gap_count
int64
dataset_energy_count
int64
dataset_energy_mean
float64
dataset_energy_variance
float64
dataset_formation_energy_count
int64
dataset_last_modified
timestamp[ns]
dataset_dimension_types
list
dataset_nperiodic_dimensions
list
dataset_publication_year
string
dataset_total_elements_ratios
list
dataset_license
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dataset_links
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dataset_doi
string
dataset_hash
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dataset_id
string
dataset_extended_id
string
Fe2Hf2Rb2Te6
FeHfRbTe3
A3BCD
[ 37, 37, 72, 72, 26, 26, 52, 52, 52, 52, 52, 52 ]
[ "Fe", "Hf", "Rb", "Te" ]
[ 0.16666666666666666, 0.16666666666666666, 0.16666666666666666, 0.5 ]
4
12
[ [ 4.04099932, 0, 2.4743984412973157e-16 ], [ -5.455024059061985e-16, 8.908730358598064, -4.345893178625286 ], [ 0, 0, 10.65516811 ] ]
[ [ 1.0102498299999998, 2.0535232833725066, 1.6368304023734979 ], [ 3.0307494899999994, 6.855207075225557, 4.672444529001216 ], [ 3.03074949, 2.7266826286336077, 7.474695352998794 ], [ 1.0102498299999996, 6.182047729964456, -1.165420421624081 ], [ 3.0307494899999994, 8.269013941666621, 0.4319352154408962 ], [ 1.01024983, 0.6397164169314417, 5.877339715933818 ], [ 3.03074949, 1.9968681235696986, 4.730800818064457 ], [ 1.01024983, 0.9866060741186939, 8.536382832023497 ], [ 1.0102498299999998, 4.763392465200331, 6.859546148009116 ], [ 1.0102498299999996, 6.911862235028365, 1.578474113310256 ], [ 3.0307494899999994, 4.145337893397732, -0.5502712166344029 ], [ 3.0307494899999994, 7.922124284479369, -2.227107900648783 ] ]
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3
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1
VASP
PBE
null
null
null
null
null
null
null
null
null
null
null
{"alex_mp_file_key": "53030", "alex_mp_id": "alex<agm002274379>", "alex_mp_split": "val", "chemical_system": "Fe-Hf-Rb-Te", "dft_bulk_modulus": NaN, "dft_mag_density": 0.0148781487100122, "hhi_score": 4171.323826207354, "input": "Please see original datasets Alexandria and MP-20 for configuration creation details.", "ml_bulk_modulus": 19.72026824951172, "property_keys": {"band-gap": "dft_band_gap", "energy-above-hull": "energy_above_hull"}, "space_group": "P2_1/m", "hash": "10797111123864545857870625199088191016274238279362004972271306842199270181392929593468006790547309155777846207304231959600537545040850333734211262175223313", "id": "MD_1079711112386454585787062"}
MD_1079711112386454585787062
2025-07-10T13:10:13
4577875550551839620712448829291293815996058135067185044947378707760656626440953324042803404030664644208955740324168173812783862700602349828022700410260130
PO_4577875550551839620712448
null
null
null
[ "alex_mp_val_agm002274379" ]
[ "DS_2dgg8tui3p9x_0" ]
2025-07-10T13:10:10
4953317520676099739990388954877976212582937937608296599740775890109828553277321296557749978368059496978522242979085039748170028494551488727774893338569262
CO_4953317520676099739990388
Alex_MP-20_validation
[ "Claudio Zeni", "Robert Pinsler", "Daniel Zügner", "Andrew Fowler", "Matthew Horton", "Xiang Fu", "Zilong Wang", "Aliaksandra Shysheya", "Jonathan Crabbé", "Shoko Ueda", "Roberto Sordillo", "Lixin Sun", "Jake Smith", "Bichlien Nguyen", "Hannes Schulz", "Sarah Lewis", "Chin-Wei Huang", "Ziheng Lu", "Yichi Zhou", "Han Yang", "Hongxia Hao", "Jielan Li", "Chunlei Yang", "Wenjie Li", "Ryota Tomioka", "Tian Xie" ]
The validation split of the dataset Alex_MP-20. This dataset contains structures from the Alexandria (Schmidt et al. 2022) and MP-20 (Materials Project 2020) datasets. Data has been modified as follows: Exclude structures containing the elements Tc, Pm, or any element with atomic number 84 or higher. Relax structures with DFT using a PBE functional in order to have consistent energies. For the training set, remove any structure with more than 20 atoms inside the unit cell. For the training set, remove any structure with energy above the hull higher than 0.1 eV/atom.
[ "Ag", "Al", "As", "Au", "B", "Ba", "Be", "Bi", "Br", "C", "Ca", "Cd", "Ce", "Cl", "Co", "Cr", "Cs", "Cu", "Dy", "Er", "Eu", "F", "Fe", "Ga", "Gd", "Ge", "H", "Hf", "Hg", "Ho", "I", "In", "Ir", "K", "La", "Li", "Lu", "Mg", "Mn", "Mo", "N", "Na", "Nb", "Nd", "Ni", "O", "Os", "P", "Pb", "Pd", "Pr", "Pt", "Rb", "Re", "Rh", "Ru", "S", "Sb", "Sc", "Se", "Si", "Sm", "Sn", "Sr", "Ta", "Tb", "Te", "Ti", "Tl", "Tm", "V", "W", "Y", "Yb", "Zn", "Zr" ]
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2025-07-10T09:12:15
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CC-BY-4.0
{'source-publication': 'https://doi.org/10.1038/s41586-025-08628-5', 'source-data': 'https://github.com/microsoft/mattergen', 'other': None}
null
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DS_2dgg8tui3p9x_0
Alex_MP-20_validation__Zeni-Pinsler-Zugner-Fowler-Horton-Fu-Wang-Shysheya-Crabbe-Ueda-Sordillo-Sun-Smith-Nguyen-Schulz-Lewis-Huang-Lu-Zhou-Yang-Hao-Li-Yang-Li-Tomioka-Xie__DS_2dgg8tui3p9x_0
ErGaHoPd
ErGaHoPd
ABCD
[ 67, 68, 31, 46 ]
[ "Er", "Ga", "Ho", "Pd" ]
[ 0.25, 0.25, 0.25, 0.25 ]
4
4
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3
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1
VASP
PBE
null
null
null
null
null
null
null
null
null
null
null
{"alex_mp_file_key": "34574", "alex_mp_id": "alex<agm005207788>", "alex_mp_split": "val", "chemical_system": "Er-Ga-Ho-Pd", "dft_bulk_modulus": NaN, "dft_mag_density": -9.505262318542969e-06, "hhi_score": 3961.228733203508, "input": "Please see original datasets Alexandria and MP-20 for configuration creation details.", "ml_bulk_modulus": 86.02120208740234, "property_keys": {"band-gap": "dft_band_gap", "energy-above-hull": "energy_above_hull"}, "space_group": "Amm2", "hash": "4508008311375521963497456364293666442749672109501942721489056778231492900651683942349943365364203055456609911071163040741173936417742900325489768246154110", "id": "MD_4508008311375521963497456"}
MD_4508008311375521963497456
2025-07-10T13:10:13
9322353972593151544418645665392330446845672918222715971483851451998057911975854779975726908465925073400959167319247047778494910689102873309767884391116501
PO_9322353972593151544418645
null
null
null
[ "alex_mp_val_agm005207788" ]
[ "DS_2dgg8tui3p9x_0" ]
2025-07-10T13:10:10
8483384717274914811753318222637965263906123379391737808981068997094397578714056878558846566441673197726353072932290806756837941019020546007420279578142108
CO_8483384717274914811753318
Alex_MP-20_validation
[ "Claudio Zeni", "Robert Pinsler", "Daniel Zügner", "Andrew Fowler", "Matthew Horton", "Xiang Fu", "Zilong Wang", "Aliaksandra Shysheya", "Jonathan Crabbé", "Shoko Ueda", "Roberto Sordillo", "Lixin Sun", "Jake Smith", "Bichlien Nguyen", "Hannes Schulz", "Sarah Lewis", "Chin-Wei Huang", "Ziheng Lu", "Yichi Zhou", "Han Yang", "Hongxia Hao", "Jielan Li", "Chunlei Yang", "Wenjie Li", "Ryota Tomioka", "Tian Xie" ]
The validation split of the dataset Alex_MP-20. This dataset contains structures from the Alexandria (Schmidt et al. 2022) and MP-20 (Materials Project 2020) datasets. Data has been modified as follows: Exclude structures containing the elements Tc, Pm, or any element with atomic number 84 or higher. Relax structures with DFT using a PBE functional in order to have consistent energies. For the training set, remove any structure with more than 20 atoms inside the unit cell. For the training set, remove any structure with energy above the hull higher than 0.1 eV/atom.
[ "Ag", "Al", "As", "Au", "B", "Ba", "Be", "Bi", "Br", "C", "Ca", "Cd", "Ce", "Cl", "Co", "Cr", "Cs", "Cu", "Dy", "Er", "Eu", "F", "Fe", "Ga", "Gd", "Ge", "H", "Hf", "Hg", "Ho", "I", "In", "Ir", "K", "La", "Li", "Lu", "Mg", "Mn", "Mo", "N", "Na", "Nb", "Nd", "Ni", "O", "Os", "P", "Pb", "Pd", "Pr", "Pt", "Rb", "Re", "Rh", "Ru", "S", "Sb", "Sc", "Se", "Si", "Sm", "Sn", "Sr", "Ta", "Tb", "Te", "Ti", "Tl", "Tm", "V", "W", "Y", "Yb", "Zn", "Zr" ]
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2025-07-10T09:12:15
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CC-BY-4.0
{'source-publication': 'https://doi.org/10.1038/s41586-025-08628-5', 'source-data': 'https://github.com/microsoft/mattergen', 'other': None}
null
11256818953823146639415024977803927484128017513592860701529138831495025813886703160791398781982164630778038222082038736568147974303912088703032121272983706
DS_2dgg8tui3p9x_0
Alex_MP-20_validation__Zeni-Pinsler-Zugner-Fowler-Horton-Fu-Wang-Shysheya-Crabbe-Ueda-Sordillo-Sun-Smith-Nguyen-Schulz-Lewis-Huang-Lu-Zhou-Yang-Hao-Li-Yang-Li-Tomioka-Xie__DS_2dgg8tui3p9x_0
Ho3Rh2Si4
Ho3Rh2Si4
A4B3C2
[ 67, 67, 67, 14, 14, 14, 14, 45, 45 ]
[ "Ho", "Rh", "Si" ]
[ 0.3333333333333333, 0.2222222222222222, 0.4444444444444444 ]
3
9
[ [ 4.14688563, 0, 2.5392351066048277e-16 ], [ -2.073442813866295, 5.0456139424133895, -1.6532517620648188 ], [ 0, 0, 8.00252347 ] ]
[ [ 2.0734428152715, 1.208324636051947, 5.186684684350439 ], [ 0, 0, 0 ], [ 8.622051104411731e-10, 3.837289306361442, 1.1625870235847415 ], [ 2.0734427947630545, 2.2140716565264533, -0.13889258046109834 ], [ 2.13706509062229e-8, 2.831542285886936, 6.48816428839628 ], [ 2.073442795189126, 4.110326498749994, 3.395921395840225 ], [ 2.094457902011029e-8, 0.9352874436633956, 2.953350312094956 ], [ 2.0734427946917107, 1.8965523820777246, 2.2719532515064786 ], [ 2.1441994559864107e-8, 3.1490615603356646, 4.077318456428703 ] ]
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3
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1
VASP
PBE
null
null
null
null
null
null
null
null
null
null
null
{"alex_mp_file_key": "30085", "alex_mp_id": "alex<agm003338261>", "alex_mp_split": "val", "chemical_system": "Ho-Rh-Si", "dft_bulk_modulus": NaN, "dft_mag_density": -8.992993087710531e-05, "hhi_score": 4050.31851888044, "input": "Please see original datasets Alexandria and MP-20 for configuration creation details.", "ml_bulk_modulus": 103.91029357910156, "property_keys": {"band-gap": "dft_band_gap", "energy-above-hull": "energy_above_hull"}, "space_group": "C2/m", "hash": "10920351967130677087324289591428361202368576985620346220838321631930116141994901934276293610949370025410020631952630961735025138879873827537637898694142576", "id": "MD_1092035196713067708732428"}
MD_1092035196713067708732428
2025-07-10T13:10:13
391392227721396089195380835527219548334751221331300670497274618866754425451641634923877946258946730996855437093385583962445411582098255562262902908949890
PO_3913922277213960891953808
null
null
null
[ "alex_mp_val_agm003338261" ]
[ "DS_2dgg8tui3p9x_0" ]
2025-07-10T13:10:10
11604588226694553496364240361603311779461359333607584714342008498221886978391234044647539887402230577980684936340025045743955410240895711725948787421187303
CO_1160458822669455349636424
Alex_MP-20_validation
[ "Claudio Zeni", "Robert Pinsler", "Daniel Zügner", "Andrew Fowler", "Matthew Horton", "Xiang Fu", "Zilong Wang", "Aliaksandra Shysheya", "Jonathan Crabbé", "Shoko Ueda", "Roberto Sordillo", "Lixin Sun", "Jake Smith", "Bichlien Nguyen", "Hannes Schulz", "Sarah Lewis", "Chin-Wei Huang", "Ziheng Lu", "Yichi Zhou", "Han Yang", "Hongxia Hao", "Jielan Li", "Chunlei Yang", "Wenjie Li", "Ryota Tomioka", "Tian Xie" ]
The validation split of the dataset Alex_MP-20. This dataset contains structures from the Alexandria (Schmidt et al. 2022) and MP-20 (Materials Project 2020) datasets. Data has been modified as follows: Exclude structures containing the elements Tc, Pm, or any element with atomic number 84 or higher. Relax structures with DFT using a PBE functional in order to have consistent energies. For the training set, remove any structure with more than 20 atoms inside the unit cell. For the training set, remove any structure with energy above the hull higher than 0.1 eV/atom.
[ "Ag", "Al", "As", "Au", "B", "Ba", "Be", "Bi", "Br", "C", "Ca", "Cd", "Ce", "Cl", "Co", "Cr", "Cs", "Cu", "Dy", "Er", "Eu", "F", "Fe", "Ga", "Gd", "Ge", "H", "Hf", "Hg", "Ho", "I", "In", "Ir", "K", "La", "Li", "Lu", "Mg", "Mn", "Mo", "N", "Na", "Nb", "Nd", "Ni", "O", "Os", "P", "Pb", "Pd", "Pr", "Pt", "Rb", "Re", "Rh", "Ru", "S", "Sb", "Sc", "Se", "Si", "Sm", "Sn", "Sr", "Ta", "Tb", "Te", "Ti", "Tl", "Tm", "V", "W", "Y", "Yb", "Zn", "Zr" ]
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2025-07-10T09:12:15
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2025
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CC-BY-4.0
{'source-publication': 'https://doi.org/10.1038/s41586-025-08628-5', 'source-data': 'https://github.com/microsoft/mattergen', 'other': None}
null
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DS_2dgg8tui3p9x_0
Alex_MP-20_validation__Zeni-Pinsler-Zugner-Fowler-Horton-Fu-Wang-Shysheya-Crabbe-Ueda-Sordillo-Sun-Smith-Nguyen-Schulz-Lewis-Huang-Lu-Zhou-Yang-Hao-Li-Yang-Li-Tomioka-Xie__DS_2dgg8tui3p9x_0
Cd2Cl12Pb2Sn2
CdCl6PbSn
A6BCD
[ 48, 48, 50, 50, 82, 82, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17 ]
[ "Cd", "Cl", "Pb", "Sn" ]
[ 0.1111111111111111, 0.6666666666666666, 0.1111111111111111, 0.1111111111111111 ]
4
18
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PBE
null
null
null
null
null
null
null
null
null
null
null
{"alex_mp_file_key": "55102", "alex_mp_id": "alex<agm005088715>", "alex_mp_split": "val", "chemical_system": "Cd-Cl-Pb-Sn", "dft_bulk_modulus": NaN, "dft_mag_density": 1.36145462677212e-05, "hhi_score": 1579.1792811183352, "input": "Please see original datasets Alexandria and MP-20 for configuration creation details.", "ml_bulk_modulus": 19.06185340881348, "property_keys": {"band-gap": "dft_band_gap", "energy-above-hull": "energy_above_hull"}, "space_group": "P4_2nm", "hash": "6363607210522676997384698470232078022963524793322093462890881379996724482596631667968337513171377728125085277133420748117697778149615583861832666951483710", "id": "MD_6363607210522676997384698"}
MD_6363607210522676997384698
2025-07-10T13:10:13
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PO_1135835154429486089863883
null
null
null
[ "alex_mp_val_agm005088715" ]
[ "DS_2dgg8tui3p9x_0" ]
2025-07-10T13:10:10
6908176276610451514935531366828751689661416328828510088237808940938174330314212946261752828365515270201855310636052921752116218633755524136961444367099148
CO_6908176276610451514935531
Alex_MP-20_validation
[ "Claudio Zeni", "Robert Pinsler", "Daniel Zügner", "Andrew Fowler", "Matthew Horton", "Xiang Fu", "Zilong Wang", "Aliaksandra Shysheya", "Jonathan Crabbé", "Shoko Ueda", "Roberto Sordillo", "Lixin Sun", "Jake Smith", "Bichlien Nguyen", "Hannes Schulz", "Sarah Lewis", "Chin-Wei Huang", "Ziheng Lu", "Yichi Zhou", "Han Yang", "Hongxia Hao", "Jielan Li", "Chunlei Yang", "Wenjie Li", "Ryota Tomioka", "Tian Xie" ]
The validation split of the dataset Alex_MP-20. This dataset contains structures from the Alexandria (Schmidt et al. 2022) and MP-20 (Materials Project 2020) datasets. Data has been modified as follows: Exclude structures containing the elements Tc, Pm, or any element with atomic number 84 or higher. Relax structures with DFT using a PBE functional in order to have consistent energies. For the training set, remove any structure with more than 20 atoms inside the unit cell. For the training set, remove any structure with energy above the hull higher than 0.1 eV/atom.
[ "Ag", "Al", "As", "Au", "B", "Ba", "Be", "Bi", "Br", "C", "Ca", "Cd", "Ce", "Cl", "Co", "Cr", "Cs", "Cu", "Dy", "Er", "Eu", "F", "Fe", "Ga", "Gd", "Ge", "H", "Hf", "Hg", "Ho", "I", "In", "Ir", "K", "La", "Li", "Lu", "Mg", "Mn", "Mo", "N", "Na", "Nb", "Nd", "Ni", "O", "Os", "P", "Pb", "Pd", "Pr", "Pt", "Rb", "Re", "Rh", "Ru", "S", "Sb", "Sc", "Se", "Si", "Sm", "Sn", "Sr", "Ta", "Tb", "Te", "Ti", "Tl", "Tm", "V", "W", "Y", "Yb", "Zn", "Zr" ]
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2025-07-10T09:12:15
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2025
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CC-BY-4.0
{'source-publication': 'https://doi.org/10.1038/s41586-025-08628-5', 'source-data': 'https://github.com/microsoft/mattergen', 'other': None}
null
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DS_2dgg8tui3p9x_0
Alex_MP-20_validation__Zeni-Pinsler-Zugner-Fowler-Horton-Fu-Wang-Shysheya-Crabbe-Ueda-Sordillo-Sun-Smith-Nguyen-Schulz-Lewis-Huang-Lu-Zhou-Yang-Hao-Li-Yang-Li-Tomioka-Xie__DS_2dgg8tui3p9x_0
HOPr2Sb
HOPr2Sb
A2BCD
[ 59, 59, 51, 1, 8 ]
[ "H", "O", "Pr", "Sb" ]
[ 0.2, 0.2, 0.4, 0.2 ]
4
5
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1
VASP
PBE
null
null
null
null
null
null
null
null
null
null
null
{"alex_mp_file_key": "55313", "alex_mp_id": "alex<agm005017699>", "alex_mp_split": "val", "chemical_system": "H-O-Pr-Sb", "dft_bulk_modulus": NaN, "dft_mag_density": 3.995802275111049e-07, "hhi_score": 3087.915286598549, "input": "Please see original datasets Alexandria and MP-20 for configuration creation details.", "ml_bulk_modulus": 66.5182113647461, "property_keys": {"band-gap": "dft_band_gap", "energy-above-hull": "energy_above_hull"}, "space_group": "I-4m2", "hash": "4877818305536854243786519048994055955661581184093177999204439358784174828957348692621451414037997273551698857843814601514244111189047439714832783268305696", "id": "MD_4877818305536854243786519"}
MD_4877818305536854243786519
2025-07-10T13:10:13
7631032672242991593976808060633403670354535204157796534911690896363936407824942518284834139282262387956276602804410460225209837160646552871040038818843445
PO_7631032672242991593976808
null
null
null
[ "alex_mp_val_agm005017699" ]
[ "DS_2dgg8tui3p9x_0" ]
2025-07-10T13:10:10
7816030118820400472200790223401040681433251045742424987977023880558339992133965177298449469215019086123606936332232811371446300650394114843188892165728333
CO_7816030118820400472200790
Alex_MP-20_validation
[ "Claudio Zeni", "Robert Pinsler", "Daniel Zügner", "Andrew Fowler", "Matthew Horton", "Xiang Fu", "Zilong Wang", "Aliaksandra Shysheya", "Jonathan Crabbé", "Shoko Ueda", "Roberto Sordillo", "Lixin Sun", "Jake Smith", "Bichlien Nguyen", "Hannes Schulz", "Sarah Lewis", "Chin-Wei Huang", "Ziheng Lu", "Yichi Zhou", "Han Yang", "Hongxia Hao", "Jielan Li", "Chunlei Yang", "Wenjie Li", "Ryota Tomioka", "Tian Xie" ]
The validation split of the dataset Alex_MP-20. This dataset contains structures from the Alexandria (Schmidt et al. 2022) and MP-20 (Materials Project 2020) datasets. Data has been modified as follows: Exclude structures containing the elements Tc, Pm, or any element with atomic number 84 or higher. Relax structures with DFT using a PBE functional in order to have consistent energies. For the training set, remove any structure with more than 20 atoms inside the unit cell. For the training set, remove any structure with energy above the hull higher than 0.1 eV/atom.
[ "Ag", "Al", "As", "Au", "B", "Ba", "Be", "Bi", "Br", "C", "Ca", "Cd", "Ce", "Cl", "Co", "Cr", "Cs", "Cu", "Dy", "Er", "Eu", "F", "Fe", "Ga", "Gd", "Ge", "H", "Hf", "Hg", "Ho", "I", "In", "Ir", "K", "La", "Li", "Lu", "Mg", "Mn", "Mo", "N", "Na", "Nb", "Nd", "Ni", "O", "Os", "P", "Pb", "Pd", "Pr", "Pt", "Rb", "Re", "Rh", "Ru", "S", "Sb", "Sc", "Se", "Si", "Sm", "Sn", "Sr", "Ta", "Tb", "Te", "Ti", "Tl", "Tm", "V", "W", "Y", "Yb", "Zn", "Zr" ]
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2025-07-10T09:12:15
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2025
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CC-BY-4.0
{'source-publication': 'https://doi.org/10.1038/s41586-025-08628-5', 'source-data': 'https://github.com/microsoft/mattergen', 'other': None}
null
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DS_2dgg8tui3p9x_0
Alex_MP-20_validation__Zeni-Pinsler-Zugner-Fowler-Horton-Fu-Wang-Shysheya-Crabbe-Ueda-Sordillo-Sun-Smith-Nguyen-Schulz-Lewis-Huang-Lu-Zhou-Yang-Hao-Li-Yang-Li-Tomioka-Xie__DS_2dgg8tui3p9x_0
Cr2O8SmTm
Cr2O8SmTm
A8B2CD
[ 62, 69, 24, 24, 8, 8, 8, 8, 8, 8, 8, 8 ]
[ "Cr", "O", "Sm", "Tm" ]
[ 0.16666666666666666, 0.6666666666666666, 0.08333333333333333, 0.08333333333333333 ]
4
12
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1
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PBE
null
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{"alex_mp_file_key": "60543", "alex_mp_id": "alex<agm004890094>", "alex_mp_split": "val", "chemical_system": "Cr-O-Sm-Tm", "dft_bulk_modulus": NaN, "dft_mag_density": 0.0120925149990083, "hhi_score": 2684.9755989502355, "input": "Please see original datasets Alexandria and MP-20 for configuration creation details.", "ml_bulk_modulus": 73.9488754272461, "property_keys": {"band-gap": "dft_band_gap", "energy-above-hull": "energy_above_hull"}, "space_group": "I-4m2", "hash": "6072859159541057961358661885297739744171238704265279827542962077672107681021769622420783464328467273253742957070362307077769229885316579352131388379257243", "id": "MD_6072859159541057961358661"}
MD_6072859159541057961358661
2025-07-10T13:10:13
12217824325353096788313123283653565528551965638770714920284102440856660833518935979671887173262735200982534942642902586788603248922781237121869788841127720
PO_1221782432535309678831312
null
null
null
[ "alex_mp_val_agm004890094" ]
[ "DS_2dgg8tui3p9x_0" ]
2025-07-10T13:10:10
10396013741941363382376595652736283566459064222715957087416070998942506193605507672134340968758804960030868007165380102525698915158610780167091133757367437
CO_1039601374194136338237659
Alex_MP-20_validation
[ "Claudio Zeni", "Robert Pinsler", "Daniel Zügner", "Andrew Fowler", "Matthew Horton", "Xiang Fu", "Zilong Wang", "Aliaksandra Shysheya", "Jonathan Crabbé", "Shoko Ueda", "Roberto Sordillo", "Lixin Sun", "Jake Smith", "Bichlien Nguyen", "Hannes Schulz", "Sarah Lewis", "Chin-Wei Huang", "Ziheng Lu", "Yichi Zhou", "Han Yang", "Hongxia Hao", "Jielan Li", "Chunlei Yang", "Wenjie Li", "Ryota Tomioka", "Tian Xie" ]
The validation split of the dataset Alex_MP-20. This dataset contains structures from the Alexandria (Schmidt et al. 2022) and MP-20 (Materials Project 2020) datasets. Data has been modified as follows: Exclude structures containing the elements Tc, Pm, or any element with atomic number 84 or higher. Relax structures with DFT using a PBE functional in order to have consistent energies. For the training set, remove any structure with more than 20 atoms inside the unit cell. For the training set, remove any structure with energy above the hull higher than 0.1 eV/atom.
[ "Ag", "Al", "As", "Au", "B", "Ba", "Be", "Bi", "Br", "C", "Ca", "Cd", "Ce", "Cl", "Co", "Cr", "Cs", "Cu", "Dy", "Er", "Eu", "F", "Fe", "Ga", "Gd", "Ge", "H", "Hf", "Hg", "Ho", "I", "In", "Ir", "K", "La", "Li", "Lu", "Mg", "Mn", "Mo", "N", "Na", "Nb", "Nd", "Ni", "O", "Os", "P", "Pb", "Pd", "Pr", "Pt", "Rb", "Re", "Rh", "Ru", "S", "Sb", "Sc", "Se", "Si", "Sm", "Sn", "Sr", "Ta", "Tb", "Te", "Ti", "Tl", "Tm", "V", "W", "Y", "Yb", "Zn", "Zr" ]
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CC-BY-4.0
{'source-publication': 'https://doi.org/10.1038/s41586-025-08628-5', 'source-data': 'https://github.com/microsoft/mattergen', 'other': None}
null
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DS_2dgg8tui3p9x_0
Alex_MP-20_validation__Zeni-Pinsler-Zugner-Fowler-Horton-Fu-Wang-Shysheya-Crabbe-Ueda-Sordillo-Sun-Smith-Nguyen-Schulz-Lewis-Huang-Lu-Zhou-Yang-Hao-Li-Yang-Li-Tomioka-Xie__DS_2dgg8tui3p9x_0
Cl6NiRbSb
Cl6NiRbSb
A6BCD
[ 37, 28, 51, 17, 17, 17, 17, 17, 17 ]
[ "Cl", "Ni", "Rb", "Sb" ]
[ 0.6666666666666666, 0.1111111111111111, 0.1111111111111111, 0.1111111111111111 ]
4
9
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1
VASP
PBE
null
null
null
null
null
null
null
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{"alex_mp_file_key": "46942", "alex_mp_id": "alex<agm005099216>", "alex_mp_split": "val", "chemical_system": "Cl-Ni-Rb-Sb", "dft_bulk_modulus": NaN, "dft_mag_density": 0.0070675516657231, "hhi_score": 2786.875583947157, "input": "Please see original datasets Alexandria and MP-20 for configuration creation details.", "ml_bulk_modulus": 11.07582664489746, "property_keys": {"band-gap": "dft_band_gap", "energy-above-hull": "energy_above_hull"}, "space_group": "P312", "hash": "13258503053039520368431896346686771344415240813817846048694062301305669641462146524308770671750559865849309839422645425317015714383707910579773827141859324", "id": "MD_1325850305303952036843189"}
MD_1325850305303952036843189
2025-07-10T13:10:13
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PO_4898606471434603664504512
null
null
null
[ "alex_mp_val_agm005099216" ]
[ "DS_2dgg8tui3p9x_0" ]
2025-07-10T13:10:10
9127990600406050170869403774859069149603485706567199979120479100547013137152001691078862667641228886579875601790273636290551249654234444773827725507391827
CO_9127990600406050170869403
Alex_MP-20_validation
[ "Claudio Zeni", "Robert Pinsler", "Daniel Zügner", "Andrew Fowler", "Matthew Horton", "Xiang Fu", "Zilong Wang", "Aliaksandra Shysheya", "Jonathan Crabbé", "Shoko Ueda", "Roberto Sordillo", "Lixin Sun", "Jake Smith", "Bichlien Nguyen", "Hannes Schulz", "Sarah Lewis", "Chin-Wei Huang", "Ziheng Lu", "Yichi Zhou", "Han Yang", "Hongxia Hao", "Jielan Li", "Chunlei Yang", "Wenjie Li", "Ryota Tomioka", "Tian Xie" ]
The validation split of the dataset Alex_MP-20. This dataset contains structures from the Alexandria (Schmidt et al. 2022) and MP-20 (Materials Project 2020) datasets. Data has been modified as follows: Exclude structures containing the elements Tc, Pm, or any element with atomic number 84 or higher. Relax structures with DFT using a PBE functional in order to have consistent energies. For the training set, remove any structure with more than 20 atoms inside the unit cell. For the training set, remove any structure with energy above the hull higher than 0.1 eV/atom.
[ "Ag", "Al", "As", "Au", "B", "Ba", "Be", "Bi", "Br", "C", "Ca", "Cd", "Ce", "Cl", "Co", "Cr", "Cs", "Cu", "Dy", "Er", "Eu", "F", "Fe", "Ga", "Gd", "Ge", "H", "Hf", "Hg", "Ho", "I", "In", "Ir", "K", "La", "Li", "Lu", "Mg", "Mn", "Mo", "N", "Na", "Nb", "Nd", "Ni", "O", "Os", "P", "Pb", "Pd", "Pr", "Pt", "Rb", "Re", "Rh", "Ru", "S", "Sb", "Sc", "Se", "Si", "Sm", "Sn", "Sr", "Ta", "Tb", "Te", "Ti", "Tl", "Tm", "V", "W", "Y", "Yb", "Zn", "Zr" ]
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2025-07-10T09:12:15
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CC-BY-4.0
{'source-publication': 'https://doi.org/10.1038/s41586-025-08628-5', 'source-data': 'https://github.com/microsoft/mattergen', 'other': None}
null
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DS_2dgg8tui3p9x_0
Alex_MP-20_validation__Zeni-Pinsler-Zugner-Fowler-Horton-Fu-Wang-Shysheya-Crabbe-Ueda-Sordillo-Sun-Smith-Nguyen-Schulz-Lewis-Huang-Lu-Zhou-Yang-Hao-Li-Yang-Li-Tomioka-Xie__DS_2dgg8tui3p9x_0
Ba2Bi3Pd4Sm
Ba2Bi3Pd4Sm
A4B3C2D
[ 56, 56, 62, 83, 83, 83, 46, 46, 46, 46 ]
[ "Ba", "Bi", "Pd", "Sm" ]
[ 0.2, 0.3, 0.4, 0.1 ]
4
10
[ [ 4.84358401, 0, 2.9658398271239005e-16 ], [ -2.9658398271239005e-16, 4.84358401, 2.9658398271239005e-16 ], [ 0, 0, 11.75014816 ] ]
[ [ 2.421792005, 0, 2.6502781128939588 ], [ -1.4829199135619503e-16, 2.421792005, 9.099870047106041 ], [ 2.421792005, 2.421792005, 5.87507408 ], [ 0, 0, 5.87507408 ], [ 2.421792005, 0, 10.31049791715826 ], [ -1.4829199135619503e-16, 2.421792005, 1.439650242841741 ], [ 2.421792005, 2.421792005, 2.9658398271239005e-16 ], [ 0, 0, 0 ], [ 2.421792005, 0, 7.516757310316634 ], [ -1.4829199135619503e-16, 2.421792005, 4.233390849683367 ] ]
[ true, true, true ]
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1
VASP
PBE
null
null
null
null
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{"alex_mp_file_key": "48368", "alex_mp_id": "alex<agm004538959>", "alex_mp_split": "val", "chemical_system": "Ba-Bi-Pd-Sm", "dft_bulk_modulus": NaN, "dft_mag_density": 0.0002189038904896, "hhi_score": 5593.334132808965, "input": "Please see original datasets Alexandria and MP-20 for configuration creation details.", "ml_bulk_modulus": 57.89577865600586, "property_keys": {"band-gap": "dft_band_gap", "energy-above-hull": "energy_above_hull"}, "space_group": "P-4m2", "hash": "8075270443591602393142679715791516439344176905822452898673227158077697616223779590197359015453399136431975852848047735204870116986750772930815227178340968", "id": "MD_8075270443591602393142679"}
MD_8075270443591602393142679
2025-07-10T13:10:13
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PO_1232453136715390941175828
null
null
null
[ "alex_mp_val_agm004538959" ]
[ "DS_2dgg8tui3p9x_0" ]
2025-07-10T13:10:10
626536571360657691415891625591649888093365880078222843745447330038054567671948836127644398682645161696445525124802615601061594458174283220722532560199911
CO_6265365713606576914158916
Alex_MP-20_validation
[ "Claudio Zeni", "Robert Pinsler", "Daniel Zügner", "Andrew Fowler", "Matthew Horton", "Xiang Fu", "Zilong Wang", "Aliaksandra Shysheya", "Jonathan Crabbé", "Shoko Ueda", "Roberto Sordillo", "Lixin Sun", "Jake Smith", "Bichlien Nguyen", "Hannes Schulz", "Sarah Lewis", "Chin-Wei Huang", "Ziheng Lu", "Yichi Zhou", "Han Yang", "Hongxia Hao", "Jielan Li", "Chunlei Yang", "Wenjie Li", "Ryota Tomioka", "Tian Xie" ]
The validation split of the dataset Alex_MP-20. This dataset contains structures from the Alexandria (Schmidt et al. 2022) and MP-20 (Materials Project 2020) datasets. Data has been modified as follows: Exclude structures containing the elements Tc, Pm, or any element with atomic number 84 or higher. Relax structures with DFT using a PBE functional in order to have consistent energies. For the training set, remove any structure with more than 20 atoms inside the unit cell. For the training set, remove any structure with energy above the hull higher than 0.1 eV/atom.
[ "Ag", "Al", "As", "Au", "B", "Ba", "Be", "Bi", "Br", "C", "Ca", "Cd", "Ce", "Cl", "Co", "Cr", "Cs", "Cu", "Dy", "Er", "Eu", "F", "Fe", "Ga", "Gd", "Ge", "H", "Hf", "Hg", "Ho", "I", "In", "Ir", "K", "La", "Li", "Lu", "Mg", "Mn", "Mo", "N", "Na", "Nb", "Nd", "Ni", "O", "Os", "P", "Pb", "Pd", "Pr", "Pt", "Rb", "Re", "Rh", "Ru", "S", "Sb", "Sc", "Se", "Si", "Sm", "Sn", "Sr", "Ta", "Tb", "Te", "Ti", "Tl", "Tm", "V", "W", "Y", "Yb", "Zn", "Zr" ]
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2025-07-10T09:12:15
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CC-BY-4.0
{'source-publication': 'https://doi.org/10.1038/s41586-025-08628-5', 'source-data': 'https://github.com/microsoft/mattergen', 'other': None}
null
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DS_2dgg8tui3p9x_0
Alex_MP-20_validation__Zeni-Pinsler-Zugner-Fowler-Horton-Fu-Wang-Shysheya-Crabbe-Ueda-Sordillo-Sun-Smith-Nguyen-Schulz-Lewis-Huang-Lu-Zhou-Yang-Hao-Li-Yang-Li-Tomioka-Xie__DS_2dgg8tui3p9x_0
Ho2O8Ta2
HoO4Ta
A4BC
[ 67, 67, 73, 73, 8, 8, 8, 8, 8, 8, 8, 8 ]
[ "Ho", "O", "Ta" ]
[ 0.16666666666666666, 0.6666666666666666, 0.16666666666666666 ]
3
12
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1
VASP
PBE
null
null
null
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{"alex_mp_file_key": "60248", "alex_mp_id": "alex<agm002173304>", "alex_mp_split": "val", "chemical_system": "Ho-O-Ta", "dft_bulk_modulus": NaN, "dft_mag_density": -0.0, "hhi_score": 3444.537628227868, "input": "Please see original datasets Alexandria and MP-20 for configuration creation details.", "ml_bulk_modulus": 127.69039916992188, "property_keys": {"band-gap": "dft_band_gap", "energy-above-hull": "energy_above_hull"}, "space_group": "Cmc2_1", "hash": "6130142819668487651148197452571930419938449647441144840789563652628773986761692228196623371244956348411761249802395334354301247779990899059490604785403807", "id": "MD_6130142819668487651148197"}
MD_6130142819668487651148197
2025-07-10T13:10:13
5421432115775126080259806177863864158538303096157376803741496499881990533585946150730757497442200858921109588901541004953284873141393003586797902140772968
PO_5421432115775126080259806
null
null
null
[ "alex_mp_val_agm002173304" ]
[ "DS_2dgg8tui3p9x_0" ]
2025-07-10T13:10:10
11946098271237463623025219499246289060414147474319061140116422996709535532533022800239288168077089786772900528906187282607067681598179579585980070990010398
CO_1194609827123746362302521
Alex_MP-20_validation
[ "Claudio Zeni", "Robert Pinsler", "Daniel Zügner", "Andrew Fowler", "Matthew Horton", "Xiang Fu", "Zilong Wang", "Aliaksandra Shysheya", "Jonathan Crabbé", "Shoko Ueda", "Roberto Sordillo", "Lixin Sun", "Jake Smith", "Bichlien Nguyen", "Hannes Schulz", "Sarah Lewis", "Chin-Wei Huang", "Ziheng Lu", "Yichi Zhou", "Han Yang", "Hongxia Hao", "Jielan Li", "Chunlei Yang", "Wenjie Li", "Ryota Tomioka", "Tian Xie" ]
The validation split of the dataset Alex_MP-20. This dataset contains structures from the Alexandria (Schmidt et al. 2022) and MP-20 (Materials Project 2020) datasets. Data has been modified as follows: Exclude structures containing the elements Tc, Pm, or any element with atomic number 84 or higher. Relax structures with DFT using a PBE functional in order to have consistent energies. For the training set, remove any structure with more than 20 atoms inside the unit cell. For the training set, remove any structure with energy above the hull higher than 0.1 eV/atom.
[ "Ag", "Al", "As", "Au", "B", "Ba", "Be", "Bi", "Br", "C", "Ca", "Cd", "Ce", "Cl", "Co", "Cr", "Cs", "Cu", "Dy", "Er", "Eu", "F", "Fe", "Ga", "Gd", "Ge", "H", "Hf", "Hg", "Ho", "I", "In", "Ir", "K", "La", "Li", "Lu", "Mg", "Mn", "Mo", "N", "Na", "Nb", "Nd", "Ni", "O", "Os", "P", "Pb", "Pd", "Pr", "Pt", "Rb", "Re", "Rh", "Ru", "S", "Sb", "Sc", "Se", "Si", "Sm", "Sn", "Sr", "Ta", "Tb", "Te", "Ti", "Tl", "Tm", "V", "W", "Y", "Yb", "Zn", "Zr" ]
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2025-07-10T09:12:15
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CC-BY-4.0
{'source-publication': 'https://doi.org/10.1038/s41586-025-08628-5', 'source-data': 'https://github.com/microsoft/mattergen', 'other': None}
null
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DS_2dgg8tui3p9x_0
Alex_MP-20_validation__Zeni-Pinsler-Zugner-Fowler-Horton-Fu-Wang-Shysheya-Crabbe-Ueda-Sordillo-Sun-Smith-Nguyen-Schulz-Lewis-Huang-Lu-Zhou-Yang-Hao-Li-Yang-Li-Tomioka-Xie__DS_2dgg8tui3p9x_0
Hf6Mg2N2
Hf3MgN
A3BC
[ 72, 72, 72, 72, 72, 72, 12, 12, 7, 7 ]
[ "Hf", "Mg", "N" ]
[ 0.6, 0.2, 0.2 ]
3
10
[ [ 3.27294249, 0, 2.0040992720859343e-16 ], [ -1.636471243600423, 5.9501698611167, 3.778713113277935e-16 ], [ 0, 0, 9.20167006 ] ]
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[ true, true, true ]
[ 1, 1, 1 ]
3
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1
VASP
PBE
null
null
null
null
null
null
null
null
null
null
null
{"alex_mp_file_key": "32854", "alex_mp_id": "alex<agm002164645>", "alex_mp_split": "val", "chemical_system": "Hf-Mg-N", "dft_bulk_modulus": NaN, "dft_mag_density": -1.983833459805133e-06, "hhi_score": 2459.7819170600947, "input": "Please see original datasets Alexandria and MP-20 for configuration creation details.", "ml_bulk_modulus": 129.27606201171875, "property_keys": {"band-gap": "dft_band_gap", "energy-above-hull": "energy_above_hull"}, "space_group": "Cmcm", "hash": "5492991405338882663406365276215146761444779064977414588934803280565936260447752441694602869398532721918555926462504673707343655359618469476244425157056278", "id": "MD_5492991405338882663406365"}
MD_5492991405338882663406365
2025-07-10T13:10:13
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PO_9488599527614009989327582
null
null
null
[ "alex_mp_val_agm002164645" ]
[ "DS_2dgg8tui3p9x_0" ]
2025-07-10T13:10:10
452257014993756755739156653399944422409166632486727663075632044958486641615777616075822559274520517621195787853561556545130992806610651569105215771578993
CO_4522570149937567557391566
Alex_MP-20_validation
[ "Claudio Zeni", "Robert Pinsler", "Daniel Zügner", "Andrew Fowler", "Matthew Horton", "Xiang Fu", "Zilong Wang", "Aliaksandra Shysheya", "Jonathan Crabbé", "Shoko Ueda", "Roberto Sordillo", "Lixin Sun", "Jake Smith", "Bichlien Nguyen", "Hannes Schulz", "Sarah Lewis", "Chin-Wei Huang", "Ziheng Lu", "Yichi Zhou", "Han Yang", "Hongxia Hao", "Jielan Li", "Chunlei Yang", "Wenjie Li", "Ryota Tomioka", "Tian Xie" ]
The validation split of the dataset Alex_MP-20. This dataset contains structures from the Alexandria (Schmidt et al. 2022) and MP-20 (Materials Project 2020) datasets. Data has been modified as follows: Exclude structures containing the elements Tc, Pm, or any element with atomic number 84 or higher. Relax structures with DFT using a PBE functional in order to have consistent energies. For the training set, remove any structure with more than 20 atoms inside the unit cell. For the training set, remove any structure with energy above the hull higher than 0.1 eV/atom.
[ "Ag", "Al", "As", "Au", "B", "Ba", "Be", "Bi", "Br", "C", "Ca", "Cd", "Ce", "Cl", "Co", "Cr", "Cs", "Cu", "Dy", "Er", "Eu", "F", "Fe", "Ga", "Gd", "Ge", "H", "Hf", "Hg", "Ho", "I", "In", "Ir", "K", "La", "Li", "Lu", "Mg", "Mn", "Mo", "N", "Na", "Nb", "Nd", "Ni", "O", "Os", "P", "Pb", "Pd", "Pr", "Pt", "Rb", "Re", "Rh", "Ru", "S", "Sb", "Sc", "Se", "Si", "Sm", "Sn", "Sr", "Ta", "Tb", "Te", "Ti", "Tl", "Tm", "V", "W", "Y", "Yb", "Zn", "Zr" ]
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2025-07-10T09:12:15
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CC-BY-4.0
{'source-publication': 'https://doi.org/10.1038/s41586-025-08628-5', 'source-data': 'https://github.com/microsoft/mattergen', 'other': None}
null
11256818953823146639415024977803927484128017513592860701529138831495025813886703160791398781982164630778038222082038736568147974303912088703032121272983706
DS_2dgg8tui3p9x_0
Alex_MP-20_validation__Zeni-Pinsler-Zugner-Fowler-Horton-Fu-Wang-Shysheya-Crabbe-Ueda-Sordillo-Sun-Smith-Nguyen-Schulz-Lewis-Huang-Lu-Zhou-Yang-Hao-Li-Yang-Li-Tomioka-Xie__DS_2dgg8tui3p9x_0
Br2HgIn
Br2HgIn
A2BC
[ 49, 80, 35, 35 ]
[ "Br", "Hg", "In" ]
[ 0.5, 0.25, 0.25 ]
3
4
[ [ 4.1377241, 0, 2.533625287409931e-16 ], [ -3.173665120365189e-16, 5.182988470757149, -2.7754561245921083 ], [ 0, 0, 5.87933042 ] ]
[ [ 2.06886205, 0.027303413135216874, 5.833737956509608 ], [ -6.627362708390457e-17, 1.0823304667116567, 4.072006476883119 ], [ 2.06886205, 2.300985969376556, 2.0370408761557584 ], [ -2.5544475420692436e-16, 4.171729422471441, -1.0868104226807542 ] ]
[ true, true, true ]
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3
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1
VASP
PBE
null
null
null
null
null
null
null
null
null
null
null
{"alex_mp_file_key": "18160", "alex_mp_id": "alex<agm002041256>", "alex_mp_split": "val", "chemical_system": "Br-Hg-In", "dft_bulk_modulus": NaN, "dft_mag_density": -7.007077400088462e-06, "hhi_score": 4112.10944075957, "input": "Please see original datasets Alexandria and MP-20 for configuration creation details.", "ml_bulk_modulus": 14.462139129638672, "property_keys": {"band-gap": "dft_band_gap", "energy-above-hull": "energy_above_hull"}, "space_group": "Amm2", "hash": "11793756004517556278444546384571815073639250867754357132714820675345505042294140858922380380777033449905920077434651761049756332559697798521651434891321852", "id": "MD_1179375600451755627844454"}
MD_1179375600451755627844454
2025-07-10T13:10:13
1057773244187795484842685440711033185674993404001658292368030444284016178842595579477404975554449651995187558245543616868656933340362881351185121917965195
PO_1057773244187795484842685
null
null
null
[ "alex_mp_val_agm002041256" ]
[ "DS_2dgg8tui3p9x_0" ]
2025-07-10T13:10:10
457964369252208978224668033484988780863235559833033872229251259416505163896456798264020872460283724011279715124822265269390179989837886810685970292379430
CO_4579643692522089782246680
Alex_MP-20_validation
[ "Claudio Zeni", "Robert Pinsler", "Daniel Zügner", "Andrew Fowler", "Matthew Horton", "Xiang Fu", "Zilong Wang", "Aliaksandra Shysheya", "Jonathan Crabbé", "Shoko Ueda", "Roberto Sordillo", "Lixin Sun", "Jake Smith", "Bichlien Nguyen", "Hannes Schulz", "Sarah Lewis", "Chin-Wei Huang", "Ziheng Lu", "Yichi Zhou", "Han Yang", "Hongxia Hao", "Jielan Li", "Chunlei Yang", "Wenjie Li", "Ryota Tomioka", "Tian Xie" ]
The validation split of the dataset Alex_MP-20. This dataset contains structures from the Alexandria (Schmidt et al. 2022) and MP-20 (Materials Project 2020) datasets. Data has been modified as follows: Exclude structures containing the elements Tc, Pm, or any element with atomic number 84 or higher. Relax structures with DFT using a PBE functional in order to have consistent energies. For the training set, remove any structure with more than 20 atoms inside the unit cell. For the training set, remove any structure with energy above the hull higher than 0.1 eV/atom.
[ "Ag", "Al", "As", "Au", "B", "Ba", "Be", "Bi", "Br", "C", "Ca", "Cd", "Ce", "Cl", "Co", "Cr", "Cs", "Cu", "Dy", "Er", "Eu", "F", "Fe", "Ga", "Gd", "Ge", "H", "Hf", "Hg", "Ho", "I", "In", "Ir", "K", "La", "Li", "Lu", "Mg", "Mn", "Mo", "N", "Na", "Nb", "Nd", "Ni", "O", "Os", "P", "Pb", "Pd", "Pr", "Pt", "Rb", "Re", "Rh", "Ru", "S", "Sb", "Sc", "Se", "Si", "Sm", "Sn", "Sr", "Ta", "Tb", "Te", "Ti", "Tl", "Tm", "V", "W", "Y", "Yb", "Zn", "Zr" ]
76
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2025-07-10T09:12:15
[ [ 1, 1, 1 ] ]
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2025
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CC-BY-4.0
{'source-publication': 'https://doi.org/10.1038/s41586-025-08628-5', 'source-data': 'https://github.com/microsoft/mattergen', 'other': None}
null
11256818953823146639415024977803927484128017513592860701529138831495025813886703160791398781982164630778038222082038736568147974303912088703032121272983706
DS_2dgg8tui3p9x_0
Alex_MP-20_validation__Zeni-Pinsler-Zugner-Fowler-Horton-Fu-Wang-Shysheya-Crabbe-Ueda-Sordillo-Sun-Smith-Nguyen-Schulz-Lewis-Huang-Lu-Zhou-Yang-Hao-Li-Yang-Li-Tomioka-Xie__DS_2dgg8tui3p9x_0
Er2Ho6Sm3Zr
Er2Ho6Sm3Zr
A6B3C2D
[ 62, 62, 62, 67, 67, 67, 67, 67, 67, 68, 68, 40 ]
[ "Er", "Ho", "Sm", "Zr" ]
[ 0.16666666666666666, 0.5, 0.25, 0.08333333333333333 ]
4
12
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[ [ 1.5664655854216034, -4.3497879123876055, -5.287435715891616 ], [ -4.541039875502699, -0.8680012454818262, -5.287435715891616 ], [ -1.487287145040548, -2.608894578934716, -5.287435715891616 ], [ -2.2204337795200213, -0.41972000341684906, -2.555212432824575 ], [ -0.7317881687212119, -1.2836513733555366, -8.565081550378842 ], [ -0.7541405105610745, -4.798069154452583, -8.019658998958656 ], [ 0.7700054768801563, -2.1245193847259602, -2.555212432824575 ], [ -2.242786121359883, -3.934137784513895, -2.0097898814043895 ], [ -3.7445797669612517, -3.0932697731434717, -8.019658998958656 ], [ 0.038159358165212945, -3.4785261052462886, 0.5309654441083844 ], [ -3.012733648246309, -1.7392630526231443, 0.5309654441083844 ], [ 0, 0, 0 ] ]
[ true, true, true ]
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3
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1
VASP
PBE
null
null
null
null
null
null
null
null
null
null
null
{"alex_mp_file_key": "29820", "alex_mp_id": "alex<agm004655024>", "alex_mp_split": "val", "chemical_system": "Er-Ho-Sm-Zr", "dft_bulk_modulus": NaN, "dft_mag_density": 0.0002044171590192, "hhi_score": 3075.5615601150257, "input": "Please see original datasets Alexandria and MP-20 for configuration creation details.", "ml_bulk_modulus": 48.8795280456543, "property_keys": {"band-gap": "dft_band_gap", "energy-above-hull": "energy_above_hull"}, "space_group": "C2/m", "hash": "9346776680791350535071549516094206163494001373223769771311102060538798509110916072250735295944821101955912910459570385723442052483360865958407105534808433", "id": "MD_9346776680791350535071549"}
MD_9346776680791350535071549
2025-07-10T13:10:13
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PO_4073349557923333610639279
null
null
null
[ "alex_mp_val_agm004655024" ]
[ "DS_2dgg8tui3p9x_0" ]
2025-07-10T13:10:10
10479005097750784457162271630906512342986725915463483676515340457654499009340057371048393579170131910419381064321255837170280745199573017346106807288707641
CO_1047900509775078445716227
Alex_MP-20_validation
[ "Claudio Zeni", "Robert Pinsler", "Daniel Zügner", "Andrew Fowler", "Matthew Horton", "Xiang Fu", "Zilong Wang", "Aliaksandra Shysheya", "Jonathan Crabbé", "Shoko Ueda", "Roberto Sordillo", "Lixin Sun", "Jake Smith", "Bichlien Nguyen", "Hannes Schulz", "Sarah Lewis", "Chin-Wei Huang", "Ziheng Lu", "Yichi Zhou", "Han Yang", "Hongxia Hao", "Jielan Li", "Chunlei Yang", "Wenjie Li", "Ryota Tomioka", "Tian Xie" ]
The validation split of the dataset Alex_MP-20. This dataset contains structures from the Alexandria (Schmidt et al. 2022) and MP-20 (Materials Project 2020) datasets. Data has been modified as follows: Exclude structures containing the elements Tc, Pm, or any element with atomic number 84 or higher. Relax structures with DFT using a PBE functional in order to have consistent energies. For the training set, remove any structure with more than 20 atoms inside the unit cell. For the training set, remove any structure with energy above the hull higher than 0.1 eV/atom.
[ "Ag", "Al", "As", "Au", "B", "Ba", "Be", "Bi", "Br", "C", "Ca", "Cd", "Ce", "Cl", "Co", "Cr", "Cs", "Cu", "Dy", "Er", "Eu", "F", "Fe", "Ga", "Gd", "Ge", "H", "Hf", "Hg", "Ho", "I", "In", "Ir", "K", "La", "Li", "Lu", "Mg", "Mn", "Mo", "N", "Na", "Nb", "Nd", "Ni", "O", "Os", "P", "Pb", "Pd", "Pr", "Pt", "Rb", "Re", "Rh", "Ru", "S", "Sb", "Sc", "Se", "Si", "Sm", "Sn", "Sr", "Ta", "Tb", "Te", "Ti", "Tl", "Tm", "V", "W", "Y", "Yb", "Zn", "Zr" ]
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2025-07-10T09:12:15
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CC-BY-4.0
{'source-publication': 'https://doi.org/10.1038/s41586-025-08628-5', 'source-data': 'https://github.com/microsoft/mattergen', 'other': None}
null
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DS_2dgg8tui3p9x_0
Alex_MP-20_validation__Zeni-Pinsler-Zugner-Fowler-Horton-Fu-Wang-Shysheya-Crabbe-Ueda-Sordillo-Sun-Smith-Nguyen-Schulz-Lewis-Huang-Lu-Zhou-Yang-Hao-Li-Yang-Li-Tomioka-Xie__DS_2dgg8tui3p9x_0
Br3InPr3
Br3InPr3
A3B3C
[ 59, 59, 59, 49, 35, 35, 35 ]
[ "Br", "In", "Pr" ]
[ 0.42857142857142855, 0.14285714285714285, 0.42857142857142855 ]
3
7
[ [ 6.18174207, 0, 3.785225319590017e-16 ], [ -3.785225319590017e-16, 6.18174207, 3.785225319590017e-16 ], [ 0, 0, 6.18174207 ] ]
[ [ -1.8926126597950084e-16, 3.090871035, 3.090871035 ], [ 3.090871035, 0, 3.090871035 ], [ 3.090871035, 3.090871035, 3.785225319590017e-16 ], [ 3.090871035, 3.090871035, 3.0908710350000006 ], [ 0, 0, 3.090871035 ], [ 3.090871035, 0, 1.8926126597950084e-16 ], [ -1.8926126597950084e-16, 3.090871035, 1.8926126597950084e-16 ] ]
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1
VASP
PBE
null
null
null
null
null
null
null
null
null
null
null
{"alex_mp_file_key": "41279", "alex_mp_id": "alex<agm002201483>", "alex_mp_split": "val", "chemical_system": "Br-In-Pr", "dft_bulk_modulus": NaN, "dft_mag_density": -8.932022617675006e-07, "hhi_score": 4109.460047723202, "input": "Please see original datasets Alexandria and MP-20 for configuration creation details.", "ml_bulk_modulus": 35.974063873291016, "property_keys": {"band-gap": "dft_band_gap", "energy-above-hull": "energy_above_hull"}, "space_group": "Pm-3m", "hash": "3901217667043599823289421244607248381719796460606576750411137510416649500739313919785108425902795017449134565702453669197952837798713707883746776586492799", "id": "MD_3901217667043599823289421"}
MD_3901217667043599823289421
2025-07-10T13:10:13
3003033550131849860705833836113117826306058140871765999009678667245941502510099291668718902549882225248437366162130642140849065345522455277667238927007174
PO_3003033550131849860705833
null
null
null
[ "alex_mp_val_agm002201483" ]
[ "DS_2dgg8tui3p9x_0" ]
2025-07-10T13:10:10
356431778194884890340502896073501039557155862706167368870688151535781554934649617341245214373830316835190402677343474689640828012900862243989090858732669
CO_3564317781948848903405028
Alex_MP-20_validation
[ "Claudio Zeni", "Robert Pinsler", "Daniel Zügner", "Andrew Fowler", "Matthew Horton", "Xiang Fu", "Zilong Wang", "Aliaksandra Shysheya", "Jonathan Crabbé", "Shoko Ueda", "Roberto Sordillo", "Lixin Sun", "Jake Smith", "Bichlien Nguyen", "Hannes Schulz", "Sarah Lewis", "Chin-Wei Huang", "Ziheng Lu", "Yichi Zhou", "Han Yang", "Hongxia Hao", "Jielan Li", "Chunlei Yang", "Wenjie Li", "Ryota Tomioka", "Tian Xie" ]
The validation split of the dataset Alex_MP-20. This dataset contains structures from the Alexandria (Schmidt et al. 2022) and MP-20 (Materials Project 2020) datasets. Data has been modified as follows: Exclude structures containing the elements Tc, Pm, or any element with atomic number 84 or higher. Relax structures with DFT using a PBE functional in order to have consistent energies. For the training set, remove any structure with more than 20 atoms inside the unit cell. For the training set, remove any structure with energy above the hull higher than 0.1 eV/atom.
[ "Ag", "Al", "As", "Au", "B", "Ba", "Be", "Bi", "Br", "C", "Ca", "Cd", "Ce", "Cl", "Co", "Cr", "Cs", "Cu", "Dy", "Er", "Eu", "F", "Fe", "Ga", "Gd", "Ge", "H", "Hf", "Hg", "Ho", "I", "In", "Ir", "K", "La", "Li", "Lu", "Mg", "Mn", "Mo", "N", "Na", "Nb", "Nd", "Ni", "O", "Os", "P", "Pb", "Pd", "Pr", "Pt", "Rb", "Re", "Rh", "Ru", "S", "Sb", "Sc", "Se", "Si", "Sm", "Sn", "Sr", "Ta", "Tb", "Te", "Ti", "Tl", "Tm", "V", "W", "Y", "Yb", "Zn", "Zr" ]
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2025-07-10T09:12:15
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CC-BY-4.0
{'source-publication': 'https://doi.org/10.1038/s41586-025-08628-5', 'source-data': 'https://github.com/microsoft/mattergen', 'other': None}
null
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DS_2dgg8tui3p9x_0
Alex_MP-20_validation__Zeni-Pinsler-Zugner-Fowler-Horton-Fu-Wang-Shysheya-Crabbe-Ueda-Sordillo-Sun-Smith-Nguyen-Schulz-Lewis-Huang-Lu-Zhou-Yang-Hao-Li-Yang-Li-Tomioka-Xie__DS_2dgg8tui3p9x_0
In2Sb2Se10Sn4
InSbSe5Sn2
A5B2CD
[ 49, 49, 50, 50, 50, 50, 51, 51, 34, 34, 34, 34, 34, 34, 34, 34, 34, 34 ]
[ "In", "Sb", "Se", "Sn" ]
[ 0.1111111111111111, 0.1111111111111111, 0.5555555555555556, 0.2222222222222222 ]
4
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1
VASP
PBE
null
null
null
null
null
null
null
null
null
null
null
{"alex_mp_file_key": "55356", "alex_mp_id": "alex<agm005155112>", "alex_mp_split": "val", "chemical_system": "In-Sb-Se-Sn", "dft_bulk_modulus": NaN, "dft_mag_density": 0.0001357848293603, "hhi_score": 2041.4549757250825, "input": "Please see original datasets Alexandria and MP-20 for configuration creation details.", "ml_bulk_modulus": 19.696897506713867, "property_keys": {"band-gap": "dft_band_gap", "energy-above-hull": "energy_above_hull"}, "space_group": "Cmc2_1", "hash": "12077244337964555122594498627197366061005905526845427999059773710069843251804184112591933652750594235431070735022852724549595788747668551351746101781914349", "id": "MD_1207724433796455512259449"}
MD_1207724433796455512259449
2025-07-10T13:10:13
12271740668083615795929771187213153052197672404691453871053976934457902264765373821441994837150522176403990264556411379435265423430956155703740730924252729
PO_1227174066808361579592977
null
null
null
[ "alex_mp_val_agm005155112" ]
[ "DS_2dgg8tui3p9x_0" ]
2025-07-10T13:10:10
4957605566295830223619830382043538369458753170424482619452437315803010536426738322221384165444409354580769617417229851991030028922512599386679686925432348
CO_4957605566295830223619830
Alex_MP-20_validation
[ "Claudio Zeni", "Robert Pinsler", "Daniel Zügner", "Andrew Fowler", "Matthew Horton", "Xiang Fu", "Zilong Wang", "Aliaksandra Shysheya", "Jonathan Crabbé", "Shoko Ueda", "Roberto Sordillo", "Lixin Sun", "Jake Smith", "Bichlien Nguyen", "Hannes Schulz", "Sarah Lewis", "Chin-Wei Huang", "Ziheng Lu", "Yichi Zhou", "Han Yang", "Hongxia Hao", "Jielan Li", "Chunlei Yang", "Wenjie Li", "Ryota Tomioka", "Tian Xie" ]
The validation split of the dataset Alex_MP-20. This dataset contains structures from the Alexandria (Schmidt et al. 2022) and MP-20 (Materials Project 2020) datasets. Data has been modified as follows: Exclude structures containing the elements Tc, Pm, or any element with atomic number 84 or higher. Relax structures with DFT using a PBE functional in order to have consistent energies. For the training set, remove any structure with more than 20 atoms inside the unit cell. For the training set, remove any structure with energy above the hull higher than 0.1 eV/atom.
[ "Ag", "Al", "As", "Au", "B", "Ba", "Be", "Bi", "Br", "C", "Ca", "Cd", "Ce", "Cl", "Co", "Cr", "Cs", "Cu", "Dy", "Er", "Eu", "F", "Fe", "Ga", "Gd", "Ge", "H", "Hf", "Hg", "Ho", "I", "In", "Ir", "K", "La", "Li", "Lu", "Mg", "Mn", "Mo", "N", "Na", "Nb", "Nd", "Ni", "O", "Os", "P", "Pb", "Pd", "Pr", "Pt", "Rb", "Re", "Rh", "Ru", "S", "Sb", "Sc", "Se", "Si", "Sm", "Sn", "Sr", "Ta", "Tb", "Te", "Ti", "Tl", "Tm", "V", "W", "Y", "Yb", "Zn", "Zr" ]
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2025-07-10T09:12:15
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2025
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CC-BY-4.0
{'source-publication': 'https://doi.org/10.1038/s41586-025-08628-5', 'source-data': 'https://github.com/microsoft/mattergen', 'other': None}
null
11256818953823146639415024977803927484128017513592860701529138831495025813886703160791398781982164630778038222082038736568147974303912088703032121272983706
DS_2dgg8tui3p9x_0
Alex_MP-20_validation__Zeni-Pinsler-Zugner-Fowler-Horton-Fu-Wang-Shysheya-Crabbe-Ueda-Sordillo-Sun-Smith-Nguyen-Schulz-Lewis-Huang-Lu-Zhou-Yang-Hao-Li-Yang-Li-Tomioka-Xie__DS_2dgg8tui3p9x_0
Au2Cl9Cs3Pb
Au2Cl9Cs3Pb
A9B3C2D
[ 55, 55, 55, 82, 79, 79, 17, 17, 17, 17, 17, 17, 17, 17, 17 ]
[ "Au", "Cl", "Cs", "Pb" ]
[ 0.13333333333333333, 0.6, 0.2, 0.06666666666666667 ]
4
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1
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PBE
null
null
null
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{"alex_mp_file_key": "41094", "alex_mp_id": "alex<agm004679371>", "alex_mp_split": "val", "chemical_system": "Au-Cl-Cs-Pb", "dft_bulk_modulus": NaN, "dft_mag_density": -5.036853749266491e-06, "hhi_score": 2758.157326868777, "input": "Please see original datasets Alexandria and MP-20 for configuration creation details.", "ml_bulk_modulus": 15.55075454711914, "property_keys": {"band-gap": "dft_band_gap", "energy-above-hull": "energy_above_hull"}, "space_group": "P-3m1", "hash": "3830692501971481756901913383427917805004937457176253148882811988933928256690323680858997472478319000872075960800914849434924664166525056567832626239240292", "id": "MD_3830692501971481756901913"}
MD_3830692501971481756901913
2025-07-10T13:10:13
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PO_3918307824924500832755558
null
null
null
[ "alex_mp_val_agm004679371" ]
[ "DS_2dgg8tui3p9x_0" ]
2025-07-10T13:10:10
2012152777933691087693409338051222405023686010494118099254101441833188208640743932878617965293296245631515307064245810394490904543011893344306726295913562
CO_2012152777933691087693409
Alex_MP-20_validation
[ "Claudio Zeni", "Robert Pinsler", "Daniel Zügner", "Andrew Fowler", "Matthew Horton", "Xiang Fu", "Zilong Wang", "Aliaksandra Shysheya", "Jonathan Crabbé", "Shoko Ueda", "Roberto Sordillo", "Lixin Sun", "Jake Smith", "Bichlien Nguyen", "Hannes Schulz", "Sarah Lewis", "Chin-Wei Huang", "Ziheng Lu", "Yichi Zhou", "Han Yang", "Hongxia Hao", "Jielan Li", "Chunlei Yang", "Wenjie Li", "Ryota Tomioka", "Tian Xie" ]
The validation split of the dataset Alex_MP-20. This dataset contains structures from the Alexandria (Schmidt et al. 2022) and MP-20 (Materials Project 2020) datasets. Data has been modified as follows: Exclude structures containing the elements Tc, Pm, or any element with atomic number 84 or higher. Relax structures with DFT using a PBE functional in order to have consistent energies. For the training set, remove any structure with more than 20 atoms inside the unit cell. For the training set, remove any structure with energy above the hull higher than 0.1 eV/atom.
[ "Ag", "Al", "As", "Au", "B", "Ba", "Be", "Bi", "Br", "C", "Ca", "Cd", "Ce", "Cl", "Co", "Cr", "Cs", "Cu", "Dy", "Er", "Eu", "F", "Fe", "Ga", "Gd", "Ge", "H", "Hf", "Hg", "Ho", "I", "In", "Ir", "K", "La", "Li", "Lu", "Mg", "Mn", "Mo", "N", "Na", "Nb", "Nd", "Ni", "O", "Os", "P", "Pb", "Pd", "Pr", "Pt", "Rb", "Re", "Rh", "Ru", "S", "Sb", "Sc", "Se", "Si", "Sm", "Sn", "Sr", "Ta", "Tb", "Te", "Ti", "Tl", "Tm", "V", "W", "Y", "Yb", "Zn", "Zr" ]
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CC-BY-4.0
{'source-publication': 'https://doi.org/10.1038/s41586-025-08628-5', 'source-data': 'https://github.com/microsoft/mattergen', 'other': None}
null
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DS_2dgg8tui3p9x_0
Alex_MP-20_validation__Zeni-Pinsler-Zugner-Fowler-Horton-Fu-Wang-Shysheya-Crabbe-Ueda-Sordillo-Sun-Smith-Nguyen-Schulz-Lewis-Huang-Lu-Zhou-Yang-Hao-Li-Yang-Li-Tomioka-Xie__DS_2dgg8tui3p9x_0
HoNa4Sc3Se8
HoNa4Sc3Se8
A8B4C3D
[ 11, 11, 11, 11, 67, 21, 21, 21, 34, 34, 34, 34, 34, 34, 34, 34 ]
[ "Ho", "Na", "Sc", "Se" ]
[ 0.0625, 0.25, 0.1875, 0.5 ]
4
16
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1
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PBE
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{"alex_mp_file_key": "41253", "alex_mp_id": "alex<agm004722213>", "alex_mp_split": "val", "chemical_system": "Ho-Na-Sc-Se", "dft_bulk_modulus": NaN, "dft_mag_density": 0.0, "hhi_score": 2310.215514021977, "input": "Please see original datasets Alexandria and MP-20 for configuration creation details.", "ml_bulk_modulus": 35.07290267944336, "property_keys": {"band-gap": "dft_band_gap", "energy-above-hull": "energy_above_hull"}, "space_group": "R-3m", "hash": "7336204598630156620133364193215399779468462581909626232435574875972402729423606067085493459602465420990061387125506227873899472172161159789902065625396193", "id": "MD_7336204598630156620133364"}
MD_7336204598630156620133364
2025-07-10T13:10:13
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PO_1130972514630696914251632
null
null
null
[ "alex_mp_val_agm004722213" ]
[ "DS_2dgg8tui3p9x_0" ]
2025-07-10T13:10:10
3575173093057265813679894334270115284061846308168882055057558007389693562004174902387108554772065384310250939013800893407639721235370407915569580441115387
CO_3575173093057265813679894
Alex_MP-20_validation
[ "Claudio Zeni", "Robert Pinsler", "Daniel Zügner", "Andrew Fowler", "Matthew Horton", "Xiang Fu", "Zilong Wang", "Aliaksandra Shysheya", "Jonathan Crabbé", "Shoko Ueda", "Roberto Sordillo", "Lixin Sun", "Jake Smith", "Bichlien Nguyen", "Hannes Schulz", "Sarah Lewis", "Chin-Wei Huang", "Ziheng Lu", "Yichi Zhou", "Han Yang", "Hongxia Hao", "Jielan Li", "Chunlei Yang", "Wenjie Li", "Ryota Tomioka", "Tian Xie" ]
The validation split of the dataset Alex_MP-20. This dataset contains structures from the Alexandria (Schmidt et al. 2022) and MP-20 (Materials Project 2020) datasets. Data has been modified as follows: Exclude structures containing the elements Tc, Pm, or any element with atomic number 84 or higher. Relax structures with DFT using a PBE functional in order to have consistent energies. For the training set, remove any structure with more than 20 atoms inside the unit cell. For the training set, remove any structure with energy above the hull higher than 0.1 eV/atom.
[ "Ag", "Al", "As", "Au", "B", "Ba", "Be", "Bi", "Br", "C", "Ca", "Cd", "Ce", "Cl", "Co", "Cr", "Cs", "Cu", "Dy", "Er", "Eu", "F", "Fe", "Ga", "Gd", "Ge", "H", "Hf", "Hg", "Ho", "I", "In", "Ir", "K", "La", "Li", "Lu", "Mg", "Mn", "Mo", "N", "Na", "Nb", "Nd", "Ni", "O", "Os", "P", "Pb", "Pd", "Pr", "Pt", "Rb", "Re", "Rh", "Ru", "S", "Sb", "Sc", "Se", "Si", "Sm", "Sn", "Sr", "Ta", "Tb", "Te", "Ti", "Tl", "Tm", "V", "W", "Y", "Yb", "Zn", "Zr" ]
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2025-07-10T09:12:15
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CC-BY-4.0
{'source-publication': 'https://doi.org/10.1038/s41586-025-08628-5', 'source-data': 'https://github.com/microsoft/mattergen', 'other': None}
null
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DS_2dgg8tui3p9x_0
Alex_MP-20_validation__Zeni-Pinsler-Zugner-Fowler-Horton-Fu-Wang-Shysheya-Crabbe-Ueda-Sordillo-Sun-Smith-Nguyen-Schulz-Lewis-Huang-Lu-Zhou-Yang-Hao-Li-Yang-Li-Tomioka-Xie__DS_2dgg8tui3p9x_0
S6Sn2
S3Sn
A3B
[ 50, 50, 16, 16, 16, 16, 16, 16 ]
[ "S", "Sn" ]
[ 0.75, 0.25 ]
2
8
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1
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PBE
null
null
null
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{"alex_mp_file_key": "20657", "alex_mp_id": "alex<agm002311197>", "alex_mp_split": "val", "chemical_system": "S-Sn", "dft_bulk_modulus": NaN, "dft_mag_density": -0.0003167972323619, "hhi_score": 1331.4301668178964, "input": "Please see original datasets Alexandria and MP-20 for configuration creation details.", "ml_bulk_modulus": 4.419727802276611, "property_keys": {"band-gap": "dft_band_gap", "energy-above-hull": "energy_above_hull"}, "space_group": "P2_1/m", "hash": "8946526989939218019012518877580675457187611099257080107921369117318122904227785419082082886102910833242822758868549038015705833865067599781649980921110047", "id": "MD_8946526989939218019012518"}
MD_8946526989939218019012518
2025-07-10T13:10:13
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PO_6107044806867674508423953
null
null
null
[ "alex_mp_val_agm002311197" ]
[ "DS_2dgg8tui3p9x_0" ]
2025-07-10T13:10:10
370880888297553625550087483513469354661892471484431195437051040353551466471444727318713424499777411609412476304230015786645228392798711706347925355028271
CO_3708808882975536255500874
Alex_MP-20_validation
[ "Claudio Zeni", "Robert Pinsler", "Daniel Zügner", "Andrew Fowler", "Matthew Horton", "Xiang Fu", "Zilong Wang", "Aliaksandra Shysheya", "Jonathan Crabbé", "Shoko Ueda", "Roberto Sordillo", "Lixin Sun", "Jake Smith", "Bichlien Nguyen", "Hannes Schulz", "Sarah Lewis", "Chin-Wei Huang", "Ziheng Lu", "Yichi Zhou", "Han Yang", "Hongxia Hao", "Jielan Li", "Chunlei Yang", "Wenjie Li", "Ryota Tomioka", "Tian Xie" ]
The validation split of the dataset Alex_MP-20. This dataset contains structures from the Alexandria (Schmidt et al. 2022) and MP-20 (Materials Project 2020) datasets. Data has been modified as follows: Exclude structures containing the elements Tc, Pm, or any element with atomic number 84 or higher. Relax structures with DFT using a PBE functional in order to have consistent energies. For the training set, remove any structure with more than 20 atoms inside the unit cell. For the training set, remove any structure with energy above the hull higher than 0.1 eV/atom.
[ "Ag", "Al", "As", "Au", "B", "Ba", "Be", "Bi", "Br", "C", "Ca", "Cd", "Ce", "Cl", "Co", "Cr", "Cs", "Cu", "Dy", "Er", "Eu", "F", "Fe", "Ga", "Gd", "Ge", "H", "Hf", "Hg", "Ho", "I", "In", "Ir", "K", "La", "Li", "Lu", "Mg", "Mn", "Mo", "N", "Na", "Nb", "Nd", "Ni", "O", "Os", "P", "Pb", "Pd", "Pr", "Pt", "Rb", "Re", "Rh", "Ru", "S", "Sb", "Sc", "Se", "Si", "Sm", "Sn", "Sr", "Ta", "Tb", "Te", "Ti", "Tl", "Tm", "V", "W", "Y", "Yb", "Zn", "Zr" ]
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2025-07-10T09:12:15
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CC-BY-4.0
{'source-publication': 'https://doi.org/10.1038/s41586-025-08628-5', 'source-data': 'https://github.com/microsoft/mattergen', 'other': None}
null
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DS_2dgg8tui3p9x_0
Alex_MP-20_validation__Zeni-Pinsler-Zugner-Fowler-Horton-Fu-Wang-Shysheya-Crabbe-Ueda-Sordillo-Sun-Smith-Nguyen-Schulz-Lewis-Huang-Lu-Zhou-Yang-Hao-Li-Yang-Li-Tomioka-Xie__DS_2dgg8tui3p9x_0
Br6CuNa2Tl3
Br6CuNa2Tl3
A6B3C2D
[ 11, 11, 81, 81, 81, 29, 35, 35, 35, 35, 35, 35 ]
[ "Br", "Cu", "Na", "Tl" ]
[ 0.5, 0.08333333333333333, 0.16666666666666666, 0.25 ]
4
12
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VASP
PBE
null
null
null
null
null
null
null
null
null
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null
{"alex_mp_file_key": "54262", "alex_mp_id": "alex<agm004626883>", "alex_mp_split": "val", "chemical_system": "Br-Cu-Na-Tl", "dft_bulk_modulus": NaN, "dft_mag_density": 0.0, "hhi_score": 6165.720140555623, "input": "Please see original datasets Alexandria and MP-20 for configuration creation details.", "ml_bulk_modulus": 15.761476516723633, "property_keys": {"band-gap": "dft_band_gap", "energy-above-hull": "energy_above_hull"}, "space_group": "C2/m", "hash": "4808209317771585671670453578639168358321452880248824231560875609121363806711366926228874651945551866518268976220661330454075147916984823274621838084283017", "id": "MD_4808209317771585671670453"}
MD_4808209317771585671670453
2025-07-10T13:10:13
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PO_3123266655319432383237494
null
null
null
[ "alex_mp_val_agm004626883" ]
[ "DS_2dgg8tui3p9x_0" ]
2025-07-10T13:10:10
5945107422355730303764692726380522887059634352117716609537696967997351965307804232189918166066269869641462905105740369684296222274768621941731859120357612
CO_5945107422355730303764692
Alex_MP-20_validation
[ "Claudio Zeni", "Robert Pinsler", "Daniel Zügner", "Andrew Fowler", "Matthew Horton", "Xiang Fu", "Zilong Wang", "Aliaksandra Shysheya", "Jonathan Crabbé", "Shoko Ueda", "Roberto Sordillo", "Lixin Sun", "Jake Smith", "Bichlien Nguyen", "Hannes Schulz", "Sarah Lewis", "Chin-Wei Huang", "Ziheng Lu", "Yichi Zhou", "Han Yang", "Hongxia Hao", "Jielan Li", "Chunlei Yang", "Wenjie Li", "Ryota Tomioka", "Tian Xie" ]
The validation split of the dataset Alex_MP-20. This dataset contains structures from the Alexandria (Schmidt et al. 2022) and MP-20 (Materials Project 2020) datasets. Data has been modified as follows: Exclude structures containing the elements Tc, Pm, or any element with atomic number 84 or higher. Relax structures with DFT using a PBE functional in order to have consistent energies. For the training set, remove any structure with more than 20 atoms inside the unit cell. For the training set, remove any structure with energy above the hull higher than 0.1 eV/atom.
[ "Ag", "Al", "As", "Au", "B", "Ba", "Be", "Bi", "Br", "C", "Ca", "Cd", "Ce", "Cl", "Co", "Cr", "Cs", "Cu", "Dy", "Er", "Eu", "F", "Fe", "Ga", "Gd", "Ge", "H", "Hf", "Hg", "Ho", "I", "In", "Ir", "K", "La", "Li", "Lu", "Mg", "Mn", "Mo", "N", "Na", "Nb", "Nd", "Ni", "O", "Os", "P", "Pb", "Pd", "Pr", "Pt", "Rb", "Re", "Rh", "Ru", "S", "Sb", "Sc", "Se", "Si", "Sm", "Sn", "Sr", "Ta", "Tb", "Te", "Ti", "Tl", "Tm", "V", "W", "Y", "Yb", "Zn", "Zr" ]
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CC-BY-4.0
{'source-publication': 'https://doi.org/10.1038/s41586-025-08628-5', 'source-data': 'https://github.com/microsoft/mattergen', 'other': None}
null
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DS_2dgg8tui3p9x_0
Alex_MP-20_validation__Zeni-Pinsler-Zugner-Fowler-Horton-Fu-Wang-Shysheya-Crabbe-Ueda-Sordillo-Sun-Smith-Nguyen-Schulz-Lewis-Huang-Lu-Zhou-Yang-Hao-Li-Yang-Li-Tomioka-Xie__DS_2dgg8tui3p9x_0
Hg2MgY
Hg2MgY
A2BC
[ 39, 12, 80, 80 ]
[ "Hg", "Mg", "Y" ]
[ 0.5, 0.25, 0.25 ]
3
4
[ [ 1.4699820691597998, 4.157737157302107, 2.5460836300000005 ], [ 1.4699820691597998, 4.157737157302107, -2.5460836299999996 ], [ -2.939964138319599, 4.157737157302107, 0 ] ]
[ [ 0, 0, 0 ], [ 2.220446049250313e-16, 6.236605735953161, 4.440892098500626e-16 ], [ -6.594684951810147e-16, 3.11830286797658, 1.0700608055191905e-15 ], [ 4.440892098500626e-16, 9.354908603929742, 7.771561172376096e-16 ] ]
[ true, true, true ]
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1
VASP
PBE
null
null
null
null
null
0
unknown
null
null
null
null
{"alex_mp_file_key": "8965", "alex_mp_id": "mp-866164", "alex_mp_split": "val", "chemical_system": "Hg-Mg-Y", "dft_bulk_modulus": 62.31277963913139, "dft_mag_density": -1.4595106658490184e-05, "hhi_score": 2890.7312600914265, "input": "Please see original datasets Alexandria and MP-20 for configuration creation details.", "ml_bulk_modulus": 55.38206100463867, "property_keys": {"band-gap": "dft_band_gap", "energy-above-hull": "energy_above_hull"}, "space_group": "Fm-3m", "hash": "4270782535733339758973362663533873054511045640590155823142534984096749213594899715413312858279360837516249716356462824483978701872136396641364584304565500", "id": "MD_4270782535733339758973362"}
MD_4270782535733339758973362
2025-07-10T13:10:13
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PO_6587412306069531992288908
null
null
null
[ "alex_mp_val_mp-866164" ]
[ "DS_2dgg8tui3p9x_0" ]
2025-07-10T13:10:10
11517261095480014099992268300588371508149240963235874670743447202274007496256786497504410950952863009080218738343674184388943339037412094201518427621293255
CO_1151726109548001409999226
Alex_MP-20_validation
[ "Claudio Zeni", "Robert Pinsler", "Daniel Zügner", "Andrew Fowler", "Matthew Horton", "Xiang Fu", "Zilong Wang", "Aliaksandra Shysheya", "Jonathan Crabbé", "Shoko Ueda", "Roberto Sordillo", "Lixin Sun", "Jake Smith", "Bichlien Nguyen", "Hannes Schulz", "Sarah Lewis", "Chin-Wei Huang", "Ziheng Lu", "Yichi Zhou", "Han Yang", "Hongxia Hao", "Jielan Li", "Chunlei Yang", "Wenjie Li", "Ryota Tomioka", "Tian Xie" ]
The validation split of the dataset Alex_MP-20. This dataset contains structures from the Alexandria (Schmidt et al. 2022) and MP-20 (Materials Project 2020) datasets. Data has been modified as follows: Exclude structures containing the elements Tc, Pm, or any element with atomic number 84 or higher. Relax structures with DFT using a PBE functional in order to have consistent energies. For the training set, remove any structure with more than 20 atoms inside the unit cell. For the training set, remove any structure with energy above the hull higher than 0.1 eV/atom.
[ "Ag", "Al", "As", "Au", "B", "Ba", "Be", "Bi", "Br", "C", "Ca", "Cd", "Ce", "Cl", "Co", "Cr", "Cs", "Cu", "Dy", "Er", "Eu", "F", "Fe", "Ga", "Gd", "Ge", "H", "Hf", "Hg", "Ho", "I", "In", "Ir", "K", "La", "Li", "Lu", "Mg", "Mn", "Mo", "N", "Na", "Nb", "Nd", "Ni", "O", "Os", "P", "Pb", "Pd", "Pr", "Pt", "Rb", "Re", "Rh", "Ru", "S", "Sb", "Sc", "Se", "Si", "Sm", "Sn", "Sr", "Ta", "Tb", "Te", "Ti", "Tl", "Tm", "V", "W", "Y", "Yb", "Zn", "Zr" ]
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2025-07-10T09:12:15
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CC-BY-4.0
{'source-publication': 'https://doi.org/10.1038/s41586-025-08628-5', 'source-data': 'https://github.com/microsoft/mattergen', 'other': None}
null
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DS_2dgg8tui3p9x_0
Alex_MP-20_validation__Zeni-Pinsler-Zugner-Fowler-Horton-Fu-Wang-Shysheya-Crabbe-Ueda-Sordillo-Sun-Smith-Nguyen-Schulz-Lewis-Huang-Lu-Zhou-Yang-Hao-Li-Yang-Li-Tomioka-Xie__DS_2dgg8tui3p9x_0
LaNiPrRu
LaNiPrRu
ABCD
[ 57, 59, 28, 44 ]
[ "La", "Ni", "Pr", "Ru" ]
[ 0.25, 0.25, 0.25, 0.25 ]
4
4
[ [ 3.7897256523208758, 0, -1.358217738386477 ], [ -2.504109419717644e-16, 4.08952103, 2.504109419717644e-16 ], [ 0, 0, 5.96619212 ] ]
[ [ 0.5258230699582866, 2.044760515, 1.4671617953989358 ], [ 3.252045402433377, 0, 3.1077284512893337 ], [ 1.6345669219292696, 2.044760515, 4.560800477423121 ], [ 2.1670120448006527, 0, 0.0802471938039023 ] ]
[ true, true, true ]
[ 1, 1, 1 ]
3
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1
VASP
PBE
null
null
null
null
null
null
null
null
null
null
null
{"alex_mp_file_key": "29305", "alex_mp_id": "alex<agm005206455>", "alex_mp_split": "val", "chemical_system": "La-Ni-Pr-Ru", "dft_bulk_modulus": NaN, "dft_mag_density": -5.786837228859123e-05, "hhi_score": 4013.000448704585, "input": "Please see original datasets Alexandria and MP-20 for configuration creation details.", "ml_bulk_modulus": 93.275390625, "property_keys": {"band-gap": "dft_band_gap", "energy-above-hull": "energy_above_hull"}, "space_group": "Amm2", "hash": "11444601708151813167745836819354825427232813485353192610211273504527060550119565451512629408341031571071079662192080248042605280347369141420549090692124678", "id": "MD_1144460170815181316774583"}
MD_1144460170815181316774583
2025-07-10T13:10:13
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PO_8804985247234345622923131
null
null
null
[ "alex_mp_val_agm005206455" ]
[ "DS_2dgg8tui3p9x_0" ]
2025-07-10T13:10:10
11621655873301153559236543278760761409706415279903691973761528942939650320728825698489367178073738832426404536455841378667357558877690819831813799540672405
CO_1162165587330115355923654
Alex_MP-20_validation
[ "Claudio Zeni", "Robert Pinsler", "Daniel Zügner", "Andrew Fowler", "Matthew Horton", "Xiang Fu", "Zilong Wang", "Aliaksandra Shysheya", "Jonathan Crabbé", "Shoko Ueda", "Roberto Sordillo", "Lixin Sun", "Jake Smith", "Bichlien Nguyen", "Hannes Schulz", "Sarah Lewis", "Chin-Wei Huang", "Ziheng Lu", "Yichi Zhou", "Han Yang", "Hongxia Hao", "Jielan Li", "Chunlei Yang", "Wenjie Li", "Ryota Tomioka", "Tian Xie" ]
The validation split of the dataset Alex_MP-20. This dataset contains structures from the Alexandria (Schmidt et al. 2022) and MP-20 (Materials Project 2020) datasets. Data has been modified as follows: Exclude structures containing the elements Tc, Pm, or any element with atomic number 84 or higher. Relax structures with DFT using a PBE functional in order to have consistent energies. For the training set, remove any structure with more than 20 atoms inside the unit cell. For the training set, remove any structure with energy above the hull higher than 0.1 eV/atom.
[ "Ag", "Al", "As", "Au", "B", "Ba", "Be", "Bi", "Br", "C", "Ca", "Cd", "Ce", "Cl", "Co", "Cr", "Cs", "Cu", "Dy", "Er", "Eu", "F", "Fe", "Ga", "Gd", "Ge", "H", "Hf", "Hg", "Ho", "I", "In", "Ir", "K", "La", "Li", "Lu", "Mg", "Mn", "Mo", "N", "Na", "Nb", "Nd", "Ni", "O", "Os", "P", "Pb", "Pd", "Pr", "Pt", "Rb", "Re", "Rh", "Ru", "S", "Sb", "Sc", "Se", "Si", "Sm", "Sn", "Sr", "Ta", "Tb", "Te", "Ti", "Tl", "Tm", "V", "W", "Y", "Yb", "Zn", "Zr" ]
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2025-07-10T09:12:15
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CC-BY-4.0
{'source-publication': 'https://doi.org/10.1038/s41586-025-08628-5', 'source-data': 'https://github.com/microsoft/mattergen', 'other': None}
null
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DS_2dgg8tui3p9x_0
Alex_MP-20_validation__Zeni-Pinsler-Zugner-Fowler-Horton-Fu-Wang-Shysheya-Crabbe-Ueda-Sordillo-Sun-Smith-Nguyen-Schulz-Lewis-Huang-Lu-Zhou-Yang-Hao-Li-Yang-Li-Tomioka-Xie__DS_2dgg8tui3p9x_0
Ce2Rb3Se6Ti
Ce2Rb3Se6Ti
A6B3C2D
[ 37, 37, 37, 58, 58, 22, 34, 34, 34, 34, 34, 34 ]
[ "Ce", "Rb", "Se", "Ti" ]
[ 0.16666666666666666, 0.25, 0.5, 0.08333333333333333 ]
4
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PBE
null
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{"alex_mp_file_key": "44531", "alex_mp_id": "alex<agm004623123>", "alex_mp_split": "val", "chemical_system": "Ce-Rb-Se-Ti", "dft_bulk_modulus": NaN, "dft_mag_density": 0.0082192401382174, "hhi_score": 3197.572549114472, "input": "Please see original datasets Alexandria and MP-20 for configuration creation details.", "ml_bulk_modulus": 32.7878532409668, "property_keys": {"band-gap": "dft_band_gap", "energy-above-hull": "energy_above_hull"}, "space_group": "C2/m", "hash": "9625877017694562278644324935234779404204626130302261705419066230703474594208934569185862263641703704119052159629792092961723411430222177406553410824692031", "id": "MD_9625877017694562278644324"}
MD_9625877017694562278644324
2025-07-10T13:10:13
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PO_4901926273846476693546772
null
null
null
[ "alex_mp_val_agm004623123" ]
[ "DS_2dgg8tui3p9x_0" ]
2025-07-10T13:10:10
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CO_1261744101042077186742511
Alex_MP-20_validation
[ "Claudio Zeni", "Robert Pinsler", "Daniel Zügner", "Andrew Fowler", "Matthew Horton", "Xiang Fu", "Zilong Wang", "Aliaksandra Shysheya", "Jonathan Crabbé", "Shoko Ueda", "Roberto Sordillo", "Lixin Sun", "Jake Smith", "Bichlien Nguyen", "Hannes Schulz", "Sarah Lewis", "Chin-Wei Huang", "Ziheng Lu", "Yichi Zhou", "Han Yang", "Hongxia Hao", "Jielan Li", "Chunlei Yang", "Wenjie Li", "Ryota Tomioka", "Tian Xie" ]
The validation split of the dataset Alex_MP-20. This dataset contains structures from the Alexandria (Schmidt et al. 2022) and MP-20 (Materials Project 2020) datasets. Data has been modified as follows: Exclude structures containing the elements Tc, Pm, or any element with atomic number 84 or higher. Relax structures with DFT using a PBE functional in order to have consistent energies. For the training set, remove any structure with more than 20 atoms inside the unit cell. For the training set, remove any structure with energy above the hull higher than 0.1 eV/atom.
[ "Ag", "Al", "As", "Au", "B", "Ba", "Be", "Bi", "Br", "C", "Ca", "Cd", "Ce", "Cl", "Co", "Cr", "Cs", "Cu", "Dy", "Er", "Eu", "F", "Fe", "Ga", "Gd", "Ge", "H", "Hf", "Hg", "Ho", "I", "In", "Ir", "K", "La", "Li", "Lu", "Mg", "Mn", "Mo", "N", "Na", "Nb", "Nd", "Ni", "O", "Os", "P", "Pb", "Pd", "Pr", "Pt", "Rb", "Re", "Rh", "Ru", "S", "Sb", "Sc", "Se", "Si", "Sm", "Sn", "Sr", "Ta", "Tb", "Te", "Ti", "Tl", "Tm", "V", "W", "Y", "Yb", "Zn", "Zr" ]
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2025-07-10T09:12:15
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CC-BY-4.0
{'source-publication': 'https://doi.org/10.1038/s41586-025-08628-5', 'source-data': 'https://github.com/microsoft/mattergen', 'other': None}
null
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DS_2dgg8tui3p9x_0
Alex_MP-20_validation__Zeni-Pinsler-Zugner-Fowler-Horton-Fu-Wang-Shysheya-Crabbe-Ueda-Sordillo-Sun-Smith-Nguyen-Schulz-Lewis-Huang-Lu-Zhou-Yang-Hao-Li-Yang-Li-Tomioka-Xie__DS_2dgg8tui3p9x_0
Dy2Ge4
DyGe2
A2B
[ 66, 66, 32, 32, 32, 32 ]
[ "Dy", "Ge" ]
[ 0.3333333333333333, 0.6666666666666666 ]
2
6
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1
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PBE
null
null
null
null
null
null
null
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{"alex_mp_file_key": "11863", "alex_mp_id": "alex<agm002152017>", "alex_mp_split": "val", "chemical_system": "Dy-Ge", "dft_bulk_modulus": NaN, "dft_mag_density": -7.111619470099969e-08, "hhi_score": 2533.5694327116776, "input": "Please see original datasets Alexandria and MP-20 for configuration creation details.", "ml_bulk_modulus": 69.29550170898438, "property_keys": {"band-gap": "dft_band_gap", "energy-above-hull": "energy_above_hull"}, "space_group": "Cmcm", "hash": "11424739512819821568077636522110842626108619774974127669713087210869287741584291041706640487317243221336085326061923528609077798746224429817878201813395447", "id": "MD_1142473951281982156807763"}
MD_1142473951281982156807763
2025-07-10T13:10:13
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PO_1270998381066564684948636
null
null
null
[ "alex_mp_val_agm002152017" ]
[ "DS_2dgg8tui3p9x_0" ]
2025-07-10T13:10:10
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CO_1207187746625535692084646
Alex_MP-20_validation
[ "Claudio Zeni", "Robert Pinsler", "Daniel Zügner", "Andrew Fowler", "Matthew Horton", "Xiang Fu", "Zilong Wang", "Aliaksandra Shysheya", "Jonathan Crabbé", "Shoko Ueda", "Roberto Sordillo", "Lixin Sun", "Jake Smith", "Bichlien Nguyen", "Hannes Schulz", "Sarah Lewis", "Chin-Wei Huang", "Ziheng Lu", "Yichi Zhou", "Han Yang", "Hongxia Hao", "Jielan Li", "Chunlei Yang", "Wenjie Li", "Ryota Tomioka", "Tian Xie" ]
The validation split of the dataset Alex_MP-20. This dataset contains structures from the Alexandria (Schmidt et al. 2022) and MP-20 (Materials Project 2020) datasets. Data has been modified as follows: Exclude structures containing the elements Tc, Pm, or any element with atomic number 84 or higher. Relax structures with DFT using a PBE functional in order to have consistent energies. For the training set, remove any structure with more than 20 atoms inside the unit cell. For the training set, remove any structure with energy above the hull higher than 0.1 eV/atom.
[ "Ag", "Al", "As", "Au", "B", "Ba", "Be", "Bi", "Br", "C", "Ca", "Cd", "Ce", "Cl", "Co", "Cr", "Cs", "Cu", "Dy", "Er", "Eu", "F", "Fe", "Ga", "Gd", "Ge", "H", "Hf", "Hg", "Ho", "I", "In", "Ir", "K", "La", "Li", "Lu", "Mg", "Mn", "Mo", "N", "Na", "Nb", "Nd", "Ni", "O", "Os", "P", "Pb", "Pd", "Pr", "Pt", "Rb", "Re", "Rh", "Ru", "S", "Sb", "Sc", "Se", "Si", "Sm", "Sn", "Sr", "Ta", "Tb", "Te", "Ti", "Tl", "Tm", "V", "W", "Y", "Yb", "Zn", "Zr" ]
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2025-07-10T09:12:15
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CC-BY-4.0
{'source-publication': 'https://doi.org/10.1038/s41586-025-08628-5', 'source-data': 'https://github.com/microsoft/mattergen', 'other': None}
null
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DS_2dgg8tui3p9x_0
Alex_MP-20_validation__Zeni-Pinsler-Zugner-Fowler-Horton-Fu-Wang-Shysheya-Crabbe-Ueda-Sordillo-Sun-Smith-Nguyen-Schulz-Lewis-Huang-Lu-Zhou-Yang-Hao-Li-Yang-Li-Tomioka-Xie__DS_2dgg8tui3p9x_0
As2FeMnSr
As2FeMnSr
A2BCD
[ 38, 25, 26, 33, 33 ]
[ "As", "Fe", "Mn", "Sr" ]
[ 0.4, 0.2, 0.2, 0.2 ]
4
5
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VASP
PBE
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null
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{"alex_mp_file_key": "63175", "alex_mp_id": "alex<agm005022586>", "alex_mp_split": "val", "chemical_system": "As-Fe-Mn-Sr", "dft_bulk_modulus": NaN, "dft_mag_density": 0.0371145508225306, "hhi_score": 2984.3947951255013, "input": "Please see original datasets Alexandria and MP-20 for configuration creation details.", "ml_bulk_modulus": 60.49013137817383, "property_keys": {"band-gap": "dft_band_gap", "energy-above-hull": "energy_above_hull"}, "space_group": "I-4m2", "hash": "7803072523893847235035949029023823786976415322719318160400756626636518668001115335419372218469820162126567605254406405466486574167915563017124350746349799", "id": "MD_7803072523893847235035949"}
MD_7803072523893847235035949
2025-07-10T13:10:13
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PO_9169187256626973775850890
null
null
null
[ "alex_mp_val_agm005022586" ]
[ "DS_2dgg8tui3p9x_0" ]
2025-07-10T13:10:10
10906141917068259380084963660228050143173465706815277074275647385536663566729180929648181899280110152394516161049959951043739460927618624929843170607961387
CO_1090614191706825938008496
Alex_MP-20_validation
[ "Claudio Zeni", "Robert Pinsler", "Daniel Zügner", "Andrew Fowler", "Matthew Horton", "Xiang Fu", "Zilong Wang", "Aliaksandra Shysheya", "Jonathan Crabbé", "Shoko Ueda", "Roberto Sordillo", "Lixin Sun", "Jake Smith", "Bichlien Nguyen", "Hannes Schulz", "Sarah Lewis", "Chin-Wei Huang", "Ziheng Lu", "Yichi Zhou", "Han Yang", "Hongxia Hao", "Jielan Li", "Chunlei Yang", "Wenjie Li", "Ryota Tomioka", "Tian Xie" ]
The validation split of the dataset Alex_MP-20. This dataset contains structures from the Alexandria (Schmidt et al. 2022) and MP-20 (Materials Project 2020) datasets. Data has been modified as follows: Exclude structures containing the elements Tc, Pm, or any element with atomic number 84 or higher. Relax structures with DFT using a PBE functional in order to have consistent energies. For the training set, remove any structure with more than 20 atoms inside the unit cell. For the training set, remove any structure with energy above the hull higher than 0.1 eV/atom.
[ "Ag", "Al", "As", "Au", "B", "Ba", "Be", "Bi", "Br", "C", "Ca", "Cd", "Ce", "Cl", "Co", "Cr", "Cs", "Cu", "Dy", "Er", "Eu", "F", "Fe", "Ga", "Gd", "Ge", "H", "Hf", "Hg", "Ho", "I", "In", "Ir", "K", "La", "Li", "Lu", "Mg", "Mn", "Mo", "N", "Na", "Nb", "Nd", "Ni", "O", "Os", "P", "Pb", "Pd", "Pr", "Pt", "Rb", "Re", "Rh", "Ru", "S", "Sb", "Sc", "Se", "Si", "Sm", "Sn", "Sr", "Ta", "Tb", "Te", "Ti", "Tl", "Tm", "V", "W", "Y", "Yb", "Zn", "Zr" ]
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2025-07-10T09:12:15
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CC-BY-4.0
{'source-publication': 'https://doi.org/10.1038/s41586-025-08628-5', 'source-data': 'https://github.com/microsoft/mattergen', 'other': None}
null
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DS_2dgg8tui3p9x_0
Alex_MP-20_validation__Zeni-Pinsler-Zugner-Fowler-Horton-Fu-Wang-Shysheya-Crabbe-Ueda-Sordillo-Sun-Smith-Nguyen-Schulz-Lewis-Huang-Lu-Zhou-Yang-Hao-Li-Yang-Li-Tomioka-Xie__DS_2dgg8tui3p9x_0
Bi4ErSc2Sm
Bi4ErSc2Sm
A4B2CD
[ 62, 68, 21, 21, 83, 83, 83, 83 ]
[ "Bi", "Er", "Sc", "Sm" ]
[ 0.5, 0.125, 0.25, 0.125 ]
4
8
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1
VASP
PBE
null
null
null
null
null
null
null
null
null
null
null
{"alex_mp_file_key": "34257", "alex_mp_id": "alex<agm004841734>", "alex_mp_split": "val", "chemical_system": "Bi-Er-Sc-Sm", "dft_bulk_modulus": NaN, "dft_mag_density": -7.077856715651716e-05, "hhi_score": 5150.781472922682, "input": "Please see original datasets Alexandria and MP-20 for configuration creation details.", "ml_bulk_modulus": 54.15796661376953, "property_keys": {"band-gap": "dft_band_gap", "energy-above-hull": "energy_above_hull"}, "space_group": "P2/m", "hash": "8784342457559197622420053947332280760356295019294919640099859501773023629345276645654026594072032497140343590452049381031455427635238247789479667062965799", "id": "MD_8784342457559197622420053"}
MD_8784342457559197622420053
2025-07-10T13:10:13
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PO_9994239623724116444330964
null
null
null
[ "alex_mp_val_agm004841734" ]
[ "DS_2dgg8tui3p9x_0" ]
2025-07-10T13:10:10
12615060938543387919029148276670918451586001674521345173113455934184200324251096731248117519678631525780673168996397536004439015486762190312342727375180970
CO_1261506093854338791902914
Alex_MP-20_validation
[ "Claudio Zeni", "Robert Pinsler", "Daniel Zügner", "Andrew Fowler", "Matthew Horton", "Xiang Fu", "Zilong Wang", "Aliaksandra Shysheya", "Jonathan Crabbé", "Shoko Ueda", "Roberto Sordillo", "Lixin Sun", "Jake Smith", "Bichlien Nguyen", "Hannes Schulz", "Sarah Lewis", "Chin-Wei Huang", "Ziheng Lu", "Yichi Zhou", "Han Yang", "Hongxia Hao", "Jielan Li", "Chunlei Yang", "Wenjie Li", "Ryota Tomioka", "Tian Xie" ]
The validation split of the dataset Alex_MP-20. This dataset contains structures from the Alexandria (Schmidt et al. 2022) and MP-20 (Materials Project 2020) datasets. Data has been modified as follows: Exclude structures containing the elements Tc, Pm, or any element with atomic number 84 or higher. Relax structures with DFT using a PBE functional in order to have consistent energies. For the training set, remove any structure with more than 20 atoms inside the unit cell. For the training set, remove any structure with energy above the hull higher than 0.1 eV/atom.
[ "Ag", "Al", "As", "Au", "B", "Ba", "Be", "Bi", "Br", "C", "Ca", "Cd", "Ce", "Cl", "Co", "Cr", "Cs", "Cu", "Dy", "Er", "Eu", "F", "Fe", "Ga", "Gd", "Ge", "H", "Hf", "Hg", "Ho", "I", "In", "Ir", "K", "La", "Li", "Lu", "Mg", "Mn", "Mo", "N", "Na", "Nb", "Nd", "Ni", "O", "Os", "P", "Pb", "Pd", "Pr", "Pt", "Rb", "Re", "Rh", "Ru", "S", "Sb", "Sc", "Se", "Si", "Sm", "Sn", "Sr", "Ta", "Tb", "Te", "Ti", "Tl", "Tm", "V", "W", "Y", "Yb", "Zn", "Zr" ]
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2025-07-10T09:12:15
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CC-BY-4.0
{'source-publication': 'https://doi.org/10.1038/s41586-025-08628-5', 'source-data': 'https://github.com/microsoft/mattergen', 'other': None}
null
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DS_2dgg8tui3p9x_0
Alex_MP-20_validation__Zeni-Pinsler-Zugner-Fowler-Horton-Fu-Wang-Shysheya-Crabbe-Ueda-Sordillo-Sun-Smith-Nguyen-Schulz-Lewis-Huang-Lu-Zhou-Yang-Hao-Li-Yang-Li-Tomioka-Xie__DS_2dgg8tui3p9x_0
Ag2F6MgNi
Ag2F6MgNi
A6B2CD
[ 12, 28, 47, 47, 9, 9, 9, 9, 9, 9 ]
[ "Ag", "F", "Mg", "Ni" ]
[ 0.2, 0.6, 0.1, 0.1 ]
4
10
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1
VASP
PBE
null
null
null
null
null
null
null
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{"alex_mp_file_key": "31082", "alex_mp_id": "alex<agm004937577>", "alex_mp_split": "val", "chemical_system": "Ag-F-Mg-Ni", "dft_bulk_modulus": NaN, "dft_mag_density": 0.0157191318795988, "hhi_score": 1388.8397464808957, "input": "Please see original datasets Alexandria and MP-20 for configuration creation details.", "ml_bulk_modulus": 84.87423706054688, "property_keys": {"band-gap": "dft_band_gap", "energy-above-hull": "energy_above_hull"}, "space_group": "Fm-3m", "hash": "1429766530057383467500296922296609501297593365371886543917177768535029913469456454799223654394858880174158295329815764710191438064271052043803728046209571", "id": "MD_1429766530057383467500296"}
MD_1429766530057383467500296
2025-07-10T13:10:13
1633479662663333776160900463240110221476929777327371000011885888931883217782018602777413626647777703341719764739525439044095957150241548858852150322736454
PO_1633479662663333776160900
null
null
null
[ "alex_mp_val_agm004937577" ]
[ "DS_2dgg8tui3p9x_0" ]
2025-07-10T13:10:10
11674746535540849754959942943512442156634430441961714530556813224697991820496448709533432761244853818788052144075296612384873742364091385132891162335777951
CO_1167474653554084975495994
Alex_MP-20_validation
[ "Claudio Zeni", "Robert Pinsler", "Daniel Zügner", "Andrew Fowler", "Matthew Horton", "Xiang Fu", "Zilong Wang", "Aliaksandra Shysheya", "Jonathan Crabbé", "Shoko Ueda", "Roberto Sordillo", "Lixin Sun", "Jake Smith", "Bichlien Nguyen", "Hannes Schulz", "Sarah Lewis", "Chin-Wei Huang", "Ziheng Lu", "Yichi Zhou", "Han Yang", "Hongxia Hao", "Jielan Li", "Chunlei Yang", "Wenjie Li", "Ryota Tomioka", "Tian Xie" ]
The validation split of the dataset Alex_MP-20. This dataset contains structures from the Alexandria (Schmidt et al. 2022) and MP-20 (Materials Project 2020) datasets. Data has been modified as follows: Exclude structures containing the elements Tc, Pm, or any element with atomic number 84 or higher. Relax structures with DFT using a PBE functional in order to have consistent energies. For the training set, remove any structure with more than 20 atoms inside the unit cell. For the training set, remove any structure with energy above the hull higher than 0.1 eV/atom.
[ "Ag", "Al", "As", "Au", "B", "Ba", "Be", "Bi", "Br", "C", "Ca", "Cd", "Ce", "Cl", "Co", "Cr", "Cs", "Cu", "Dy", "Er", "Eu", "F", "Fe", "Ga", "Gd", "Ge", "H", "Hf", "Hg", "Ho", "I", "In", "Ir", "K", "La", "Li", "Lu", "Mg", "Mn", "Mo", "N", "Na", "Nb", "Nd", "Ni", "O", "Os", "P", "Pb", "Pd", "Pr", "Pt", "Rb", "Re", "Rh", "Ru", "S", "Sb", "Sc", "Se", "Si", "Sm", "Sn", "Sr", "Ta", "Tb", "Te", "Ti", "Tl", "Tm", "V", "W", "Y", "Yb", "Zn", "Zr" ]
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2025-07-10T09:12:15
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CC-BY-4.0
{'source-publication': 'https://doi.org/10.1038/s41586-025-08628-5', 'source-data': 'https://github.com/microsoft/mattergen', 'other': None}
null
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DS_2dgg8tui3p9x_0
Alex_MP-20_validation__Zeni-Pinsler-Zugner-Fowler-Horton-Fu-Wang-Shysheya-Crabbe-Ueda-Sordillo-Sun-Smith-Nguyen-Schulz-Lewis-Huang-Lu-Zhou-Yang-Hao-Li-Yang-Li-Tomioka-Xie__DS_2dgg8tui3p9x_0
Hf2LiRu
Hf2LiRu
A2BC
[ 3, 72, 72, 44 ]
[ "Hf", "Li", "Ru" ]
[ 0.5, 0.25, 0.25 ]
3
4
[ [ 1.3321865790061371, 3.7679926552837912, 2.3074148400000003 ], [ 1.3321865790061371, 3.7679926552837912, -2.3074148399999994 ], [ -2.664373158012274, 3.7679926552837912, 0 ] ]
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1
VASP
PBE
null
null
null
null
null
null
null
null
null
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{"alex_mp_file_key": "50126", "alex_mp_id": "alex<agm002158795>", "alex_mp_split": "val", "chemical_system": "Hf-Li-Ru", "dft_bulk_modulus": NaN, "dft_mag_density": -3.165706504046835e-08, "hhi_score": 3797.6223195717766, "input": "Please see original datasets Alexandria and MP-20 for configuration creation details.", "ml_bulk_modulus": 133.33106994628906, "property_keys": {"band-gap": "dft_band_gap", "energy-above-hull": "energy_above_hull"}, "space_group": "Fm-3m", "hash": "12228935282625449545055757171845883028674495550206818250115942789754071479081923438018008955360404090310637574259605882132119009030349252972057388309414654", "id": "MD_1222893528262544954505575"}
MD_1222893528262544954505575
2025-07-10T13:10:13
1369103652542841220165151668292446917975042515199105981703549865355356969976819430651876260737016083593182279009452138199846962780923847496506841374251963
PO_1369103652542841220165151
null
null
null
[ "alex_mp_val_agm002158795" ]
[ "DS_2dgg8tui3p9x_0" ]
2025-07-10T13:10:10
4432835871586594827838046252875949782900197009959130239255034429175123385154184128082003843932150980053228513118475164685964278641690011743066987292544197
CO_4432835871586594827838046
Alex_MP-20_validation
[ "Claudio Zeni", "Robert Pinsler", "Daniel Zügner", "Andrew Fowler", "Matthew Horton", "Xiang Fu", "Zilong Wang", "Aliaksandra Shysheya", "Jonathan Crabbé", "Shoko Ueda", "Roberto Sordillo", "Lixin Sun", "Jake Smith", "Bichlien Nguyen", "Hannes Schulz", "Sarah Lewis", "Chin-Wei Huang", "Ziheng Lu", "Yichi Zhou", "Han Yang", "Hongxia Hao", "Jielan Li", "Chunlei Yang", "Wenjie Li", "Ryota Tomioka", "Tian Xie" ]
The validation split of the dataset Alex_MP-20. This dataset contains structures from the Alexandria (Schmidt et al. 2022) and MP-20 (Materials Project 2020) datasets. Data has been modified as follows: Exclude structures containing the elements Tc, Pm, or any element with atomic number 84 or higher. Relax structures with DFT using a PBE functional in order to have consistent energies. For the training set, remove any structure with more than 20 atoms inside the unit cell. For the training set, remove any structure with energy above the hull higher than 0.1 eV/atom.
[ "Ag", "Al", "As", "Au", "B", "Ba", "Be", "Bi", "Br", "C", "Ca", "Cd", "Ce", "Cl", "Co", "Cr", "Cs", "Cu", "Dy", "Er", "Eu", "F", "Fe", "Ga", "Gd", "Ge", "H", "Hf", "Hg", "Ho", "I", "In", "Ir", "K", "La", "Li", "Lu", "Mg", "Mn", "Mo", "N", "Na", "Nb", "Nd", "Ni", "O", "Os", "P", "Pb", "Pd", "Pr", "Pt", "Rb", "Re", "Rh", "Ru", "S", "Sb", "Sc", "Se", "Si", "Sm", "Sn", "Sr", "Ta", "Tb", "Te", "Ti", "Tl", "Tm", "V", "W", "Y", "Yb", "Zn", "Zr" ]
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2025-07-10T09:12:15
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[ 3 ]
2025
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CC-BY-4.0
{'source-publication': 'https://doi.org/10.1038/s41586-025-08628-5', 'source-data': 'https://github.com/microsoft/mattergen', 'other': None}
null
11256818953823146639415024977803927484128017513592860701529138831495025813886703160791398781982164630778038222082038736568147974303912088703032121272983706
DS_2dgg8tui3p9x_0
Alex_MP-20_validation__Zeni-Pinsler-Zugner-Fowler-Horton-Fu-Wang-Shysheya-Crabbe-Ueda-Sordillo-Sun-Smith-Nguyen-Schulz-Lewis-Huang-Lu-Zhou-Yang-Hao-Li-Yang-Li-Tomioka-Xie__DS_2dgg8tui3p9x_0
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Cite this dataset

Zeni, C., Pinsler, R., Zügner, D., Fowler, A., Horton, M., Fu, X., Wang, Z., Shysheya, A., Crabbé, J., Ueda, S., Sordillo, R., Sun, L., Smith, J., Nguyen, B., Schulz, H., Lewis, S., Huang, C., Lu, Z., Zhou, Y., Yang, H., Hao, H., Li, J., Yang, C., Li, W., Tomioka, R., and Xie, T. Alex MP-20 validation. ColabFit, 2025. https://doi.org/None

View on the ColabFit Exchange

https://materials.colabfit.org/id/DS_2dgg8tui3p9x_0

Dataset Name

Alex MP-20 validation

Description

The validation split of the dataset Alex_MP-20. This dataset contains structures from the Alexandria (Schmidt et al. 2022) and MP-20 (Materials Project 2020) datasets. Data has been modified as follows: Exclude structures containing the elements Tc, Pm, or any element with atomic number 84 or higher. Relax structures with DFT using a PBE functional in order to have consistent energies. For the training set, remove any structure with more than 20 atoms inside the unit cell. For the training set, remove any structure with energy above the hull higher than 0.1 eV/atom.

Additional details stored in dataset columns prepended with "dataset_".

Dataset authors

Claudio Zeni, Robert Pinsler, Daniel Zügner, Andrew Fowler, Matthew Horton, Xiang Fu, Zilong Wang, Aliaksandra Shysheya, Jonathan Crabbé, Shoko Ueda, Roberto Sordillo, Lixin Sun, Jake Smith, Bichlien Nguyen, Hannes Schulz, Sarah Lewis, Chin-Wei Huang, Ziheng Lu, Yichi Zhou, Han Yang, Hongxia Hao, Jielan Li, Chunlei Yang, Wenjie Li, Ryota Tomioka, Tian Xie

Publication

https://doi.org/10.1038/s41586-025-08628-5

Original data link

https://github.com/microsoft/mattergen

License

CC-BY-4.0

Number of unique molecular configurations

67521

Number of atoms

647222

Elements included

Ag, Al, As, Au, B, Ba, Be, Bi, Br, C, Ca, Cd, Ce, Cl, Co, Cr, Cs, Cu, Dy, Er, Eu, F, Fe, Ga, Gd, Ge, H, Hf, Hg, Ho, I, In, Ir, K, La, Li, Lu, Mg, Mn, Mo, N, Na, Nb, Nd, Ni, O, Os, P, Pb, Pd, Pr, Pt, Rb, Re, Rh, Ru, S, Sb, Sc, Se, Si, Sm, Sn, Sr, Ta, Tb, Te, Ti, Tl, Tm, V, W, Y, Yb, Zn, Zr

Properties included

energy above hull, electronic band gap

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