Datasets:
builder_meta dict | nsites int64 | elements list | nelements int64 | composition unknown | composition_reduced unknown | formula_pretty string | formula_anonymous string | chemsys string | volume float64 | density float64 | density_atomic float64 | symmetry dict | structure dict | energy float64 | forces list | stress list | matpes_id string | bandgap float64 | functional string | formation_energy_per_atom float64 | cohesive_energy_per_atom float64 | abs_forces list | bader_charges list | bader_magmoms list | provenance dict | cm5_partial_charges list | ddec6 dict |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
{
"emmet_version": "0.84.6rc3.dev21+g7a6aab3b",
"pymatgen_version": "2025.1.9",
"run_id": null,
"batch_id": null,
"database_version": null,
"build_date": "2025-03-20 14:40:01.008287+00:00",
"license": null
} | 2 | [
"Ti",
"Y"
] | 2 | {
"Y": 1,
"Ti": 1
} | {
"Y": 1,
"Ti": 1
} | YTi | AB | Ti-Y | 49.256817 | 4.610868 | 24.628409 | {
"crystal_system": "Monoclinic",
"symbol": "Pm",
"number": 6,
"point_group": "m",
"symprec": 0.1,
"angle_tolerance": 5,
"version": "2.5.0"
} | {
"@module": "pymatgen.core.structure",
"@class": "Structure",
"charge": 0,
"lattice": {
"matrix": [
[
3.178955709,
0,
0
],
[
0.9162579385,
6.0443487692,
0
],
[
0.8505975628,
1.2610826193,
2.5634942881
... | -13.194421 | [
[
0.43578007,
-0.32456562,
-0.38019986
],
[
-0.43578007,
0.32456562,
0.38019986
]
] | [
-5.71186022,
-9.34590239,
13.64346365,
22.84178803,
23.6719352,
6.22290851
] | matpes-20240214_999484_73 | 0 | PBE | null | -4.266151 | [
0.663173465,
0.663173465
] | null | null | {
"original_mp_id": "mp-999484",
"materials_project_version": "v2022.10.28",
"md_ensemble": "NpT",
"md_temperature": 300,
"md_pressure": 1,
"md_step": 93,
"mlip_name": "M3GNet-MP-2021.2.8-DIRECT"
} | null | null |
{
"emmet_version": "0.84.6rc3.dev21+g7a6aab3b",
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"run_id": null,
"batch_id": null,
"database_version": null,
"build_date": "2025-03-20 14:40:01.008993+00:00",
"license": null
} | 2 | [
"Ti",
"Y"
] | 2 | {
"Y": 1,
"Ti": 1
} | {
"Y": 1,
"Ti": 1
} | YTi | AB | Ti-Y | 49.736736 | 4.566377 | 24.868368 | {
"crystal_system": "Triclinic",
"symbol": "P1",
"number": 1,
"point_group": "1",
"symprec": 0.1,
"angle_tolerance": 5,
"version": "2.5.0"
} | {
"@module": "pymatgen.core.structure",
"@class": "Structure",
"charge": 0,
"lattice": {
"matrix": [
[
3.082196195,
0,
0
],
[
0.5573625588,
6.7621290797,
0
],
[
0.850446374,
2.4202570869,
2.3863467062
... | -12.737481 | [
[
0.51963454,
0.03278842,
-0.42185331
],
[
-0.51963454,
-0.03278842,
0.42185331
]
] | [
-0.30171268,
-70.79050813,
75.4899753,
-71.01667194,
28.86853385,
13.87420826
] | matpes-20240214_999484_70 | 0 | PBE | null | -4.037681 | [
0.6701159234,
0.6701159234
] | null | null | {
"original_mp_id": "mp-999484",
"materials_project_version": "v2022.10.28",
"md_ensemble": "NpT",
"md_temperature": 300,
"md_pressure": 1,
"md_step": 9,
"mlip_name": "M3GNet-MP-2021.2.8-DIRECT"
} | null | null |
{
"emmet_version": "0.84.6rc3.dev21+g7a6aab3b",
"pymatgen_version": "2025.1.9",
"run_id": null,
"batch_id": null,
"database_version": null,
"build_date": "2025-03-20 14:40:01.009648+00:00",
"license": null
} | 2 | [
"Ti",
"Y"
] | 2 | {
"Y": 1,
"Ti": 1
} | {
"Y": 1,
"Ti": 1
} | YTi | AB | Ti-Y | 49.822298 | 4.558534 | 24.911149 | {
"crystal_system": "Triclinic",
"symbol": "P1",
"number": 1,
"point_group": "1",
"symprec": 0.1,
"angle_tolerance": 5,
"version": "2.5.0"
} | {
"@module": "pymatgen.core.structure",
"@class": "Structure",
"charge": 0,
"lattice": {
"matrix": [
[
3.3367286567,
0,
0
],
[
-0.314865615,
4.4341066375,
0
],
[
-0.2952497141,
0.4125516069,
3.3674156745
... | -13.382388 | [
[
-0.6452106,
-0.49481759,
0.04554253
],
[
0.6452106,
0.49481759,
-0.04554253
]
] | [
-21.13105056,
-4.13035652,
-20.5147971,
-40.63383586,
9.93266241,
25.19201945
] | matpes-20240214_999484_54 | 0 | PBE | null | -4.360135 | [
0.814380309,
0.814380309
] | null | null | {
"original_mp_id": "mp-999484",
"materials_project_version": "v2022.10.28",
"md_ensemble": "NpT",
"md_temperature": 300,
"md_pressure": 1,
"md_step": 6,
"mlip_name": "M3GNet-MP-2021.2.8-DIRECT"
} | null | null |
{
"emmet_version": "0.84.6rc3.dev21+g7a6aab3b",
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"run_id": null,
"batch_id": null,
"database_version": null,
"build_date": "2025-03-20 14:40:01.010264+00:00",
"license": null
} | 2 | [
"Ti",
"Y"
] | 2 | {
"Y": 1,
"Ti": 1
} | {
"Y": 1,
"Ti": 1
} | YTi | AB | Ti-Y | 47.425637 | 4.788901 | 23.712819 | {
"crystal_system": "Triclinic",
"symbol": "P1",
"number": 1,
"point_group": "1",
"symprec": 0.1,
"angle_tolerance": 5,
"version": "2.5.0"
} | {
"@module": "pymatgen.core.structure",
"@class": "Structure",
"charge": 0,
"lattice": {
"matrix": [
[
3.2017966828,
0,
0
],
[
2.1320302087,
36.2285957967,
0
],
[
-0.7344308307,
-5.7988895451,
0.4088536905
... | -13.319766 | [
[
-0.26567182,
0.04409282,
0.31646926
],
[
0.26567182,
-0.04409282,
-0.31646926
]
] | [
6.5587075,
13.60836656,
37.19864767,
15.23226732,
11.11735368,
3.16148473
] | matpes-20240214_999484_48 | 0 | PBE | null | -4.328824 | [
0.4155460086,
0.4155460086
] | [
10.547544,
10.452456
] | [
0.155456,
1.352659
] | {
"original_mp_id": "mp-999484",
"materials_project_version": "v2022.10.28",
"md_ensemble": "NpT",
"md_temperature": 300,
"md_pressure": 1,
"md_step": 553,
"mlip_name": "M3GNet-MP-2021.2.8-DIRECT"
} | [
-0.146547,
0.146547
] | {
"partial_charges": [
0.150549,
-0.150549
],
"bond_order_sums": [
3.428921,
3.04977
],
"spin_moments": [
0.136479,
1.371636
],
"dipoles": [
[
0.012149,
-0.016055,
-0.01506
],
[
-0.021138,
0.027479,
0.022737
]
],
"rsquared_mom... |
{
"emmet_version": "0.84.6rc3.dev21+g7a6aab3b",
"pymatgen_version": "2025.1.9",
"run_id": null,
"batch_id": null,
"database_version": null,
"build_date": "2025-03-20 14:40:01.010858+00:00",
"license": null
} | 2 | [
"Ti",
"Y"
] | 2 | {
"Y": 1,
"Ti": 1
} | {
"Y": 1,
"Ti": 1
} | YTi | AB | Ti-Y | 49.6866 | 4.570984 | 24.8433 | {
"crystal_system": "Triclinic",
"symbol": "P1",
"number": 1,
"point_group": "1",
"symprec": 0.1,
"angle_tolerance": 5,
"version": "2.5.0"
} | {
"@module": "pymatgen.core.structure",
"@class": "Structure",
"charge": 0,
"lattice": {
"matrix": [
[
3.0255179985,
0,
0
],
[
2.3137964043,
39.8575088594,
0
],
[
-1.1649139939,
-5.9528738595,
0.4120305228
... | -13.009374 | [
[
0.24572546,
-0.07453018,
-0.59927999
],
[
-0.24572546,
0.07453018,
0.59927999
]
] | [
26.09265617,
-17.69990903,
-20.22651475,
45.83498434,
-33.25567761,
-59.56836667
] | matpes-20240214_999484_45 | 0 | PBE | null | -4.173628 | [
0.6519756559,
0.6519756559
] | [
10.559652,
10.440348
] | [
0.086853,
0.690948
] | {
"original_mp_id": "mp-999484",
"materials_project_version": "v2022.10.28",
"md_ensemble": "NpT",
"md_temperature": 300,
"md_pressure": 1,
"md_step": 471,
"mlip_name": "M3GNet-MP-2021.2.8-DIRECT"
} | [
-0.112719,
0.112719
] | {
"partial_charges": [
0.165367,
-0.165367
],
"bond_order_sums": [
3.485285,
3.157077
],
"spin_moments": [
0.0715,
0.706301
],
"dipoles": [
[
-0.007301,
-0.020866,
-0.005325
],
[
0.004816,
0.033312,
0.002789
]
],
"rsquared_mom... |
{
"emmet_version": "0.84.6rc3.dev21+g7a6aab3b",
"pymatgen_version": "2025.1.9",
"run_id": null,
"batch_id": null,
"database_version": null,
"build_date": "2025-03-20 14:40:01.011437+00:00",
"license": null
} | 2 | [
"Ti",
"Y"
] | 2 | {
"Y": 1,
"Ti": 1
} | {
"Y": 1,
"Ti": 1
} | YTi | AB | Ti-Y | 50.159332 | 4.527904 | 25.079666 | {
"crystal_system": "Triclinic",
"symbol": "P1",
"number": 1,
"point_group": "1",
"symprec": 0.1,
"angle_tolerance": 5,
"version": "2.5.0"
} | {
"@module": "pymatgen.core.structure",
"@class": "Structure",
"charge": 0,
"lattice": {
"matrix": [
[
3.0969954629,
0,
0
],
[
2.0957245884,
5.7917588737,
0
],
[
-1.5439392487,
-0.4945223999,
2.7964090596
... | -13.134997 | [
[
0.02213558,
0.09385389,
-0.13315489
],
[
-0.02213558,
-0.09385389,
0.13315489
]
] | [
0.49401458,
-45.82916441,
5.6599395,
18.07564595,
13.69508451,
-4.38449285
] | matpes-20240214_999484_25 | 0 | PBE | null | -4.236439 | [
0.1644042618,
0.1644042618
] | null | null | {
"original_mp_id": "mp-999484",
"materials_project_version": "v2022.10.28",
"md_ensemble": "NpT",
"md_temperature": 300,
"md_pressure": 1,
"md_step": 24,
"mlip_name": "M3GNet-MP-2021.2.8-DIRECT"
} | null | null |
{
"emmet_version": "0.84.6rc3.dev21+g7a6aab3b",
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"run_id": null,
"batch_id": null,
"database_version": null,
"build_date": "2025-03-20 14:40:01.012029+00:00",
"license": null
} | 2 | [
"Ti",
"Y"
] | 2 | {
"Y": 1,
"Ti": 1
} | {
"Y": 1,
"Ti": 1
} | YTi | AB | Ti-Y | 50.828555 | 4.468289 | 25.414278 | {
"crystal_system": "Monoclinic",
"symbol": "Pm",
"number": 6,
"point_group": "m",
"symprec": 0.1,
"angle_tolerance": 5,
"version": "2.5.0"
} | {
"@module": "pymatgen.core.structure",
"@class": "Structure",
"charge": 0,
"lattice": {
"matrix": [
[
3.1491707046,
0,
0
],
[
-0.7696013148,
13.953387494,
0
],
[
0.4571875319,
-5.7528817411,
1.1567297583
... | -13.364701 | [
[
-0.59075601,
-0.39573741,
0.38677486
],
[
0.59075601,
0.39573741,
-0.38677486
]
] | [
6.34171418,
-44.01268583,
-37.34819266,
-10.17671526,
-39.80178829,
30.61400214
] | matpes-20240214_999484_18 | 0 | PBE | null | -4.351291 | [
0.8094415071,
0.8094415071
] | null | null | {
"original_mp_id": "mp-999484",
"materials_project_version": "v2022.10.28",
"md_ensemble": "NpT",
"md_temperature": 300,
"md_pressure": 1,
"md_step": 206,
"mlip_name": "M3GNet-MP-2021.2.8-DIRECT"
} | null | null |
{
"emmet_version": "0.84.6rc3.dev21+g7a6aab3b",
"pymatgen_version": "2025.1.9",
"run_id": null,
"batch_id": null,
"database_version": null,
"build_date": "2025-03-20 14:40:01.012688+00:00",
"license": null
} | 2 | [
"Ti",
"Y"
] | 2 | {
"Y": 1,
"Ti": 1
} | {
"Y": 1,
"Ti": 1
} | YTi | AB | Ti-Y | 52.719232 | 4.308042 | 26.359616 | {
"crystal_system": "Triclinic",
"symbol": "P1",
"number": 1,
"point_group": "1",
"symprec": 0.1,
"angle_tolerance": 5,
"version": "2.5.0"
} | {
"@module": "pymatgen.core.structure",
"@class": "Structure",
"charge": 0,
"lattice": {
"matrix": [
[
3.0655949653,
0,
0
],
[
-2.1258284474,
10.8713709293,
0
],
[
-0.5284991668,
-4.520009101,
1.5818670868
... | -12.598672 | [
[
0.66265597,
-0.12392853,
-0.21891602
],
[
-0.66265597,
0.12392853,
0.21891602
]
] | [
-1.35740104,
-36.02488945,
14.91679924,
-73.67791753,
-20.92671201,
11.65812647
] | matpes-20240214_999484_13 | 0 | PBE | null | -3.968277 | [
0.7087985884,
0.7087985884
] | null | null | {
"original_mp_id": "mp-999484",
"materials_project_version": "v2022.10.28",
"md_ensemble": "NpT",
"md_temperature": 300,
"md_pressure": 1,
"md_step": 147,
"mlip_name": "M3GNet-MP-2021.2.8-DIRECT"
} | null | null |
{
"emmet_version": "0.84.6rc3.dev21+g7a6aab3b",
"pymatgen_version": "2025.1.9",
"run_id": null,
"batch_id": null,
"database_version": null,
"build_date": "2025-03-20 14:40:01.013266+00:00",
"license": null
} | 2 | [
"Ti",
"Y"
] | 2 | {
"Y": 1,
"Ti": 1
} | {
"Y": 1,
"Ti": 1
} | YTi | AB | Ti-Y | 50.333791 | 4.512211 | 25.166896 | {
"crystal_system": "Triclinic",
"symbol": "P1",
"number": 1,
"point_group": "1",
"symprec": 0.1,
"angle_tolerance": 5,
"version": "2.5.0"
} | {
"@module": "pymatgen.core.structure",
"@class": "Structure",
"charge": 0,
"lattice": {
"matrix": [
[
3.2764695025,
0,
0
],
[
-0.3506592261,
10.9936812163,
0
],
[
-1.0168437601,
5.6883749981,
1.3973666452
... | -12.832114 | [
[
0.16793674,
-0.35815072,
-0.34810248
],
[
-0.16793674,
0.35815072,
0.34810248
]
] | [
-38.07976617,
31.38445869,
-19.3164421,
-37.98743832,
-8.88229403,
31.56059505
] | matpes-20240214_999484_9 | 0 | PBE | null | -4.084998 | [
0.5269250644,
0.5269250644
] | null | null | {
"original_mp_id": "mp-999484",
"materials_project_version": "v2022.10.28",
"md_ensemble": "NpT",
"md_temperature": 300,
"md_pressure": 1,
"md_step": 129,
"mlip_name": "M3GNet-MP-2021.2.8-DIRECT"
} | null | null |
{
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"run_id": null,
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"database_version": null,
"build_date": "2025-03-20 14:40:01.013837+00:00",
"license": null
} | 2 | [
"Ti",
"Y"
] | 2 | {
"Y": 1,
"Ti": 1
} | {
"Y": 1,
"Ti": 1
} | YTi | AB | Ti-Y | 47.716432 | 4.759716 | 23.858216 | {
"crystal_system": "Triclinic",
"symbol": "P1",
"number": 1,
"point_group": "1",
"symprec": 0.1,
"angle_tolerance": 5,
"version": "2.5.0"
} | {
"@module": "pymatgen.core.structure",
"@class": "Structure",
"charge": 0,
"lattice": {
"matrix": [
[
3.0064552905,
0,
0
],
[
-1.8592580755,
6.0253383661,
0
],
[
0.6814742653,
1.6755208689,
2.6340970454
... | -13.336095 | [
[
-0.34387202,
0.48311456,
0.10939478
],
[
0.34387202,
-0.48311456,
-0.10939478
]
] | [
38.44020443,
8.2288911,
-13.65058411,
5.89336254,
1.61881603,
-16.84753852
] | matpes-20240214_999484_4 | 0 | PBE | null | -4.336988 | [
0.6030048608,
0.6030048608
] | null | null | {
"original_mp_id": "mp-999484",
"materials_project_version": "v2022.10.28",
"md_ensemble": "NpT",
"md_temperature": 300,
"md_pressure": 1,
"md_step": 113,
"mlip_name": "M3GNet-MP-2021.2.8-DIRECT"
} | null | null |
{
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"run_id": null,
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"build_date": "2025-03-20 14:40:01.014406+00:00",
"license": null
} | 2 | [
"N",
"Zn"
] | 2 | {
"Zn": 1,
"N": 1
} | {
"Zn": 1,
"N": 1
} | ZnN | AB | N-Zn | 21.740295 | 6.065827 | 10.870148 | {
"crystal_system": "Triclinic",
"symbol": "P1",
"number": 1,
"point_group": "1",
"symprec": 0.1,
"angle_tolerance": 5,
"version": "2.5.0"
} | {
"@module": "pymatgen.core.structure",
"@class": "Structure",
"charge": 0,
"lattice": {
"matrix": [
[
2.7528820917,
0,
0
],
[
0.4246617921,
2.7981156512,
0
],
[
1.5541549278,
0.7729976023,
2.8223584027
... | -7.678947 | [
[
1.0673519,
-1.18092601,
-0.60122654
],
[
-1.0673519,
1.18092601,
0.60122654
]
] | [
200.06781251,
75.39106552,
43.30926909,
159.91597025,
-79.77356754,
-29.30336606
] | matpes-20240214_999473_53 | 0 | PBE | null | -2.271204 | [
1.7015580131,
1.7015580131
] | null | null | {
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} | {
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} | 2 | [
"N",
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"N": 1
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} | 2 | [
"Sn",
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"Sn": 1
} | {
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"Sn": 1
} | USn | AB | Sn-U | 48.091153 | 12.317835 | 24.045577 | {
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101.54924122,
38.11680976,
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2.83149454,
35.48663336
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0.4821504939,
0.4821504939
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} | 2 | [
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} | {
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} | USn | AB | Sn-U | 48.992274 | 12.091272 | 24.496137 | {
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} | {
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} | 2 | [
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"N": 1
} | {
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} | ZnN | AB | N-Zn | 22.410769 | 5.884353 | 11.205385 | {
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115.16439063,
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} | 2 | [
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} | {
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8.23440714,
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} | 2 | [
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} | USn | AB | Sn-U | 45.563107 | 13.001284 | 22.781553 | {
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0.09435008,
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25.7363907,
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} | 2 | [
"Ni",
"Ti"
] | 2 | {
"Ti": 1,
"Ni": 1
} | {
"Ti": 1,
"Ni": 1
} | TiNi | AB | Ni-Ti | 26.269215 | 6.735934 | 13.134608 | {
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269.01989558,
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53.9722154,
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} | 2 | [
"Ti",
"Y"
] | 2 | {
"Y": 1,
"Ti": 1
} | {
"Y": 1,
"Ti": 1
} | YTi | AB | Ti-Y | 52.72305 | 4.30773 | 26.361525 | {
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"symbol": "P1",
"number": 1,
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[
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} | 2 | [
"Sn",
"U"
] | 2 | {
"U": 1,
"Sn": 1
} | {
"U": 1,
"Sn": 1
} | USn | AB | Sn-U | 46.274259 | 12.801478 | 23.137129 | {
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154.96958827,
19.57953068,
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0.39358699,
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} | 2 | [
"N",
"Zn"
] | 2 | {
"Zn": 1,
"N": 1
} | {
"Zn": 1,
"N": 1
} | ZnN | AB | N-Zn | 22.022401 | 5.988124 | 11.0112 | {
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"symbol": "P1",
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} | null | null |
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} | 2 | [
"Sn",
"U"
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"U": 1,
"Sn": 1
} | {
"U": 1,
"Sn": 1
} | USn | AB | Sn-U | 46.837542 | 12.647523 | 23.418771 | {
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[
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54.60499229,
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} | 2 | [
"Ni",
"Ti"
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"Ti": 1,
"Ni": 1
} | {
"Ti": 1,
"Ni": 1
} | TiNi | AB | Ni-Ti | 27.337054 | 6.472816 | 13.668527 | {
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} | 2 | [
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} | 2 | [
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} | UGa | AB | Ga-U | 36.9531 | 13.829261 | 18.47655 | {
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} | 2 | [
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} | 2 | [
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"Ga": 1
} | UGa | AB | Ga-U | 42.365281 | 12.062568 | 21.182641 | {
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} | 2 | [
"Ga",
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} | {
"U": 1,
"Ga": 1
} | UGa | AB | Ga-U | 38.078133 | 13.420671 | 19.039066 | {
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} | 2 | [
"N",
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} | TiN | AB | N-Ti | 22.697681 | 4.526616 | 11.348841 | {
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} | 2 | [
"Ga",
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} | {
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} | 2 | [
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} | 2 | [
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"O"
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} | 2 | [
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} | 2 | [
"Ga",
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} | 2 | [
"N",
"Ti"
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"Ti": 1,
"N": 1
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} | 2 | [
"Ga",
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"Ga": 1,
"P": 1
} | {
"Ga": 1,
"P": 1
} | GaP | AB | Ga-P | 39.563143 | 4.226431 | 19.781572 | {
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} | 2 | [
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"O"
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"Gd": 1,
"O": 1
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"Gd": 1,
"O": 1
} | GdO | AB | Gd-O | 37.578459 | 7.655646 | 18.789229 | {
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} | 2 | [
"N",
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] | 2 | {
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"N": 1
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"Ti": 1,
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} | TiN | AB | N-Ti | 25.634565 | 4.008014 | 12.817282 | {
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} | 2 | [
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"O": 1
} | GdO | AB | Gd-O | 38.362174 | 7.499246 | 19.181087 | {
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} | 2 | [
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} | {
"Ga": 1,
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} | GaP | AB | Ga-P | 115.746795 | 1.444627 | 57.873397 | {
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} | 2 | [
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} | ThC | AB | C-Th | 33.862251 | 11.967677 | 16.931126 | {
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} | 2 | [
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] | 2 | {
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} | {
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} | GaP | AB | Ga-P | 91.987165 | 1.817763 | 45.993583 | {
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} | 2 | [
"C",
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] | 2 | {
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} | {
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} | ThC | AB | C-Th | 32.552971 | 12.449017 | 16.276486 | {
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} | 2 | [
"Gd",
"O"
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} | {
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"O": 1
} | GdO | AB | Gd-O | 38.357788 | 7.500104 | 19.178894 | {
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} | 2 | [
"Ga",
"P"
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} | {
"Ga": 1,
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} | GaP | AB | Ga-P | 34.52099 | 4.843746 | 17.260495 | {
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} | 2 | [
"O",
"U"
] | 2 | {
"U": 1,
"O": 1
} | {
"U": 1,
"O": 1
} | UO | AB | O-U | 36.173596 | 11.6611 | 18.086798 | {
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153.77353597,
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99.16583552,
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} | 2 | [
"O",
"U"
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"U": 1,
"O": 1
} | {
"U": 1,
"O": 1
} | UO | AB | O-U | 32.643072 | 12.922311 | 16.321536 | {
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} | 2 | [
"Ga",
"P"
] | 2 | {
"Ga": 1,
"P": 1
} | {
"Ga": 1,
"P": 1
} | GaP | AB | Ga-P | 77.057127 | 2.16996 | 38.528563 | {
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... | -6.878453 | [
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} | 2 | [
"N",
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"N": 1
} | {
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"N": 1
} | TcN | AB | N-Tc | 142.378454 | 1.306318 | 71.189227 | {
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} | 2 | [
"Ga",
"P"
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"Ga": 1,
"P": 1
} | {
"Ga": 1,
"P": 1
} | GaP | AB | Ga-P | 38.402582 | 4.354158 | 19.201291 | {
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} | 2 | [
"Ga",
"P"
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"Ga": 1,
"P": 1
} | {
"Ga": 1,
"P": 1
} | GaP | AB | Ga-P | 67.241131 | 2.486735 | 33.620566 | {
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} | 2 | [
"N",
"Tc"
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} | {
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} | 2 | [
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] | 2 | {
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} | {
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} | TcN | AB | N-Tc | 67.427246 | 2.758403 | 33.713623 | {
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} | 2 | [
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} | {
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} | GaP | AB | Ga-P | 56.864791 | 2.9405 | 28.432395 | {
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} | 2 | [
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"Y"
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} | YN | AB | N-Y | 31.172674 | 5.482055 | 15.586337 | {
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} | 2 | [
"Sb",
"Y"
] | 2 | {
"Y": 1,
"Sb": 1
} | {
"Y": 1,
"Sb": 1
} | YSb | AB | Sb-Y | 57.146394 | 6.121451 | 28.573197 | {
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} | 2 | [
"Ga",
"P"
] | 2 | {
"Ga": 1,
"P": 1
} | {
"Ga": 1,
"P": 1
} | GaP | AB | Ga-P | 38.456615 | 4.34804 | 19.228308 | {
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} | 2 | [
"O",
"U"
] | 2 | {
"U": 1,
"O": 1
} | {
"U": 1,
"O": 1
} | UO | AB | O-U | 25.158919 | 16.766378 | 12.579459 | {
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} | null | null |
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} | 2 | [
"O",
"U"
] | 2 | {
"U": 1,
"O": 1
} | {
"U": 1,
"O": 1
} | UO | AB | O-U | 34.789056 | 12.125191 | 17.394528 | {
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} | 2 | [
"Sb",
"Y"
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"Y": 1,
"Sb": 1
} | {
"Y": 1,
"Sb": 1
} | YSb | AB | Sb-Y | 64.226941 | 5.446606 | 32.113471 | {
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[
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} | null | null |
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} | 2 | [
"Sb",
"Y"
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"Y": 1,
"Sb": 1
} | {
"Y": 1,
"Sb": 1
} | YSb | AB | Sb-Y | 60.462989 | 5.78567 | 30.231495 | {
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0.6956347198,
3.7115203242
... | -12.184251 | [
[
-0.74866514,
-0.65051308,
0.71816049
],
[
0.74866514,
0.65051308,
-0.71816049
]
] | [
46.9564872,
-3.66042486,
14.59683614,
-31.52566979,
-16.30566896,
25.8691648
] | matpes-20240214_998897_12 | 0 | PBE | null | -4.248624 | [
1.2245085743,
1.2245085743
] | null | null | {
"original_mp_id": "mp-998897",
"materials_project_version": "v2022.10.28",
"md_ensemble": "NpT",
"md_temperature": 300,
"md_pressure": 1,
"md_step": 5,
"mlip_name": "M3GNet-MP-2021.2.8-DIRECT"
} | null | null |
{
"emmet_version": "0.84.6rc3.dev21+g7a6aab3b",
"pymatgen_version": "2025.1.9",
"run_id": null,
"batch_id": null,
"database_version": null,
"build_date": "2025-03-20 14:40:01.074502+00:00",
"license": null
} | 2 | [
"O",
"U"
] | 2 | {
"U": 1,
"O": 1
} | {
"U": 1,
"O": 1
} | UO | AB | O-U | 30.516437 | 13.822844 | 15.258218 | {
"crystal_system": "Triclinic",
"symbol": "P1",
"number": 1,
"point_group": "1",
"symprec": 0.1,
"angle_tolerance": 5,
"version": "2.5.0"
} | {
"@module": "pymatgen.core.structure",
"@class": "Structure",
"charge": 0,
"lattice": {
"matrix": [
[
3.8253973683,
0,
0
],
[
-2.2501557608,
3.48124744,
0
],
[
-1.3560156633,
0.0410400996,
2.2915132669
... | -19.013994 | [
[
0.15498754,
-0.42232447,
-0.15646852
],
[
-0.15498754,
0.42232447,
0.15646852
]
] | [
114.60763892,
53.67391276,
351.29096851,
-22.5008784,
-129.7786474,
87.76775051
] | matpes-20240214_7830_4 | 0 | PBE | null | -6.411387 | [
0.4762997935,
0.4762997935
] | null | null | {
"original_mp_id": "mp-7830",
"materials_project_version": "v2022.10.28",
"md_ensemble": "NpT",
"md_temperature": 300,
"md_pressure": 1,
"md_step": 266,
"mlip_name": "M3GNet-MP-2021.2.8-DIRECT"
} | null | null |
{
"emmet_version": "0.84.6rc3.dev21+g7a6aab3b",
"pymatgen_version": "2025.1.9",
"run_id": null,
"batch_id": null,
"database_version": null,
"build_date": "2025-03-20 14:40:01.077773+00:00",
"license": null
} | 2 | [
"Sb",
"Y"
] | 2 | {
"Y": 1,
"Sb": 1
} | {
"Y": 1,
"Sb": 1
} | YSb | AB | Sb-Y | 60.075913 | 5.822947 | 30.037956 | {
"crystal_system": "Monoclinic",
"symbol": "Cm",
"number": 8,
"point_group": "m",
"symprec": 0.1,
"angle_tolerance": 5,
"version": "2.5.0"
} | {
"@module": "pymatgen.core.structure",
"@class": "Structure",
"charge": 0,
"lattice": {
"matrix": [
[
3.9589867364,
0,
0
],
[
2.0189471975,
3.5096426436,
0
],
[
0.0873988457,
-0.3855612423,
4.3236788846
... | -12.141816 | [
[
-0.08778494,
0.0409807,
0.26030215
],
[
0.08778494,
-0.0409807,
-0.26030215
]
] | [
38.62799134,
21.71311163,
-67.32610407,
24.0064117,
-5.74615434,
0.09446244
] | matpes-20240214_998897_7 | 0 | PBE | null | -4.227407 | [
0.277745968,
0.277745968
] | null | null | {
"original_mp_id": "mp-998897",
"materials_project_version": "v2022.10.28",
"md_ensemble": "NpT",
"md_temperature": 300,
"md_pressure": 1,
"md_step": 22,
"mlip_name": "M3GNet-MP-2021.2.8-DIRECT"
} | null | null |
Dataset Summary
Potential energy surface datasets with near-complete coverage of the periodic table are used to train foundation potentials (FPs), i.e., machine learning interatomic potentials (MLIPs) with near-complete coverage of the periodic table. MatPES is an initiative by the Materialyze Lab and the Materials Project to address critical deficiencies in such PES datasets for materials.
- Accuracy. MatPES is computed using static DFT calculations with stringent converegence criteria.
Please refer to the
MatPESStaticSetin [pymatgen] for details. - Comprehensiveness. MatPES structures are sampled using a 2-stage version of DImensionality-Reduced Encoded Clusters with sTratified DIRECT sampling from a greatly expanded configuration of MD structures.
- Quality. MatPES includes computed data from the PBE functional, as well as the high fidelity r2SCAN meta-GGA functional with improved description across diverse bonding and chemistries.
The initial v2025.1 release comprises ~400,000 structures from 300K MD simulations. This dataset is much smaller than other PES datasets in the literature and yet achieves comparable or, in some cases, improved performance and reliability on trained FPs.
MatPES is part of the MatML ecosystem, which includes the MatGL (Materials Graph Library) and maml (MAterials Machine Learning) packages, the MatPES (Materials Potential Energy Surface) dataset, and the MatCalc (Materials Calculator).
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