property_id string | property_hash string | last_modified timestamp[us] | dataset_id string | multiplicity int32 | software string | method string | energy float64 | atomic_forces list | cauchy_stress list | cauchy_stress_volume_normalized bool | electronic_band_gap float64 | electronic_band_gap_type string | formation_energy float64 | adsorption_energy float64 | atomization_energy float64 | max_force_norm float64 | mean_force_norm float64 | energy_above_hull float64 | configuration_id string | configuration_hash string | structure_hash string | cell list | positions list | pbc list | chemical_formula_hill string | chemical_formula_reduced string | chemical_formula_anonymous string | elements list | elements_ratios list | atomic_numbers list | nsites int32 | nelements int32 | nperiodic_dimensions int32 | dimension_types list | names list | labels list | metadata string | has_forces bool | has_stress bool | element_filter string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
PO_abf63294e32addc99ac7bf05f | abf63294e32addc99ac7bf05fd8a3b256ebbccd533cc2e665e4b2363fc8c770929ccd38c99d012beb8f07c09e7fec03d80a1a673d757318a00f1516960f90166 | 2026-04-14T13:05:30 | DS_zjs2zamw2hvn_0 | 1 | ABINIT | DFT-PBE | -84,909.947376 | [
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PO_40da720c99ed9bd15cfc7abb8 | 40da720c99ed9bd15cfc7abb8b7c1d3e6f7380afdf877dc71ad67a9d819c49755f14193475558ad740c703e21b5ab825e8c6a53be0caec2754ba9f3be93f584d | 2026-04-14T13:05:30 | DS_zjs2zamw2hvn_0 | 1 | ABINIT | DFT-PBE | -84,909.18709 | [
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PO_dc1af0d6ac782c47c3545a4d5 | dc1af0d6ac782c47c3545a4d5eeee539b5951b4b96f00b62d44e7471026a141b8a3ca9a64e9d4437649024cd761ce512440e5b9cf8524b3eb4a97560d2c062ab | 2026-04-14T13:05:30 | DS_zjs2zamw2hvn_0 | 1 | ABINIT | DFT-PBE | -84,909.346549 | [
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PO_d2f74266e1989c15b21026701 | d2f74266e1989c15b210267015f57760f7186d52bd4e4aaad2fb5f16d5ad18ebf234c0b92ba933fde3870b93b313dc85fad2bd03b10dd49a19ccfd9d41f4a777 | 2026-04-14T13:05:30 | DS_zjs2zamw2hvn_0 | 1 | ABINIT | DFT-PBE | -84,909.729957 | [
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[
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true,
true,
true
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"Cr",
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0.5,
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PO_6c37cbf43d8a08fd2594e9911 | 6c37cbf43d8a08fd2594e9911ee16966dd5148d7b2aacc7083c96e06bdfa43862169fc9250d8dd6dd2f221dcfe145eebc235625ae6783feec4d9ae857f7fb344 | 2026-04-14T13:05:30 | DS_zjs2zamw2hvn_0 | 1 | ABINIT | DFT-PBE | -84,909.145184 | [
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[
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... | 64 | 2 | 3 | [
1,
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"CrN-mMTP-Paramagnetic-ActiveLearning__5"
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PO_f117f6f4d1510bbe9a458904d | f117f6f4d1510bbe9a458904da74d18bc4fac5832708e4d80a84e25f5b0d6158799db968761b7723aa87dee4cd7633314ae68b1251da68a1b394b751c7ccae21 | 2026-04-14T13:05:30 | DS_zjs2zamw2hvn_0 | 1 | ABINIT | DFT-PBE | -84,909.487232 | [
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[
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[
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true,
true,
true
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"Cr",
"N"
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0.5,
0.5
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... | 64 | 2 | 3 | [
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] | [
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PO_8353f86a0499621a6f5e4bfe2 | 8353f86a0499621a6f5e4bfe2b274f6615ed3f887bb101978a4ba9e94a632bccf6df869f2ab61b5dd399c9692a402410f322ade5046719a8dd1022dcd644ac99 | 2026-04-14T13:05:30 | DS_zjs2zamw2hvn_0 | 1 | ABINIT | DFT-PBE | -84,908.853206 | [
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[
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[
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[
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... | [
true,
true,
true
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0.5,
0.5
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7,
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... | 64 | 2 | 3 | [
1,
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1
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PO_2ce9984a270026abab8f5809d | 2ce9984a270026abab8f5809d276e017d40cf3d31607be0473310802be77717ad60d2fc2c1864ce3170b517333e4b9c8d9def7e007c53a9f8a4b7f98a3983169 | 2026-04-14T13:05:30 | DS_zjs2zamw2hvn_0 | 1 | ABINIT | DFT-PBE | -84,908.85756 | [
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[
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[
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[
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[
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true,
true,
true
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"Cr",
"N"
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0.5,
0.5
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7,
7,
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... | 64 | 2 | 3 | [
1,
1,
1
] | [
"CrN-mMTP-Paramagnetic-ActiveLearning__8"
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PO_83997a42c7a86713394f497e3 | 83997a42c7a86713394f497e3bb0ae39e024d15bc2e8c078cdc745c78a2c724fb78ce2a7659072c18febec499f3352c467dcfd47c84130d16f293f7017ddb91a | 2026-04-14T13:05:30 | DS_zjs2zamw2hvn_0 | 1 | ABINIT | DFT-PBE | -84,905.17232 | [
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[
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4.13,
4.13
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[
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[
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true,
true,
true
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0.5,
0.5
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7,
7,
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7,
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... | 64 | 2 | 3 | [
1,
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] | [
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PO_f6d43436d4ae35841304068de | f6d43436d4ae35841304068de411887e1b180f6310f7b7b6fe9b77d0ff575e62fb756cc1494d6aed04499479cbb18fa8dcc98c287fe64ee74d72b80dc695cd4f | 2026-04-14T13:05:30 | DS_zjs2zamw2hvn_0 | 1 | ABINIT | DFT-PBE | -84,904.490675 | [
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[
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[
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[
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] | false | null | null | null | null | null | 1.177414 | 0.585752 | null | CO_cf87f4e73c55d92390c3dc776 | cf87f4e73c55d92390c3dc7762383b4c285407671915ad904abefc7f3571d0cdd43bc79dc06190e9bc3049d8b171ac02eaa7f6f72f7a283fffb6369553ed9575 | afcef541ff1ed98e9a234a6a84ce8d483ba9b94ee851303f4b0643686f342405bbf213b55c5eb31f980fa5f9078b4200cafd6c2f2c6cdff9b027ffd271e41cbf | [
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[
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] | [
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[
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-0.036865,
-0.000871
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[
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[
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[
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4.161718
],
[
4.123227,
-0.007974,
4.102659
],
[
-0.004... | [
true,
true,
true
] | Cr32N32 | CrN | AB | [
"Cr",
"N"
] | [
0.5,
0.5
] | [
7,
7,
7,
7,
7,
7,
7,
7,
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24,
24,
24,
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24,
24,
24,
24,
... | 64 | 2 | 3 | [
1,
1,
1
] | [
"CrN-mMTP-Paramagnetic-ActiveLearning__10"
] | null | {"input": {"description": "Constrained DFT (cDFT) with PAW PBE pseudopotentials. 6x6x6 k-point mesh. Plane-wave cutoff: 25 Hartree (~680 eV). Collinear magnetic moments fixed via cDFT constraints."}, "property_keys": {"atomic-forces": "fx,fy,fz", "cauchy-stress": "PlusStress", "energy": "Energy"}} | true | true | ,Cr,N, |
PO_bb3efb43db6823a2ffbbcdd96 | bb3efb43db6823a2ffbbcdd96a7ee565eb1bd6cbc624c534a75d4cab556392597846a7209754c35485a19f5160b89fa84bf10b75a4f91d8ba032d4ca982095c4 | 2026-04-14T13:05:30 | DS_zjs2zamw2hvn_0 | 1 | ABINIT | DFT-PBE | -84,904.570949 | [
[
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[
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[
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[
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] | false | null | null | null | null | null | 1.074973 | 0.558923 | null | CO_bcd9086f3eee534459b0b6d7a | bcd9086f3eee534459b0b6d7a5d70e090d344f2787edf5d4a41adabe9cd2f985fe52ca05125691702467fabd1418e7b33f9b3db0e997276bb26c7afb6bb867d5 | c4fea3afe77137b8cb517436547e798e1978f3046aa3c31c876eeff97a4b0d2094337c9cfdc1c6a9d65d356ca0215cd99dabec4c495f83b3d12a7a6a79827831 | [
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[
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[
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] | [
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[
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[
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[
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[
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4.133634
],
[
4.162297,
-0.014204,
4.119345
],
[
-0.0... | [
true,
true,
true
] | Cr32N32 | CrN | AB | [
"Cr",
"N"
] | [
0.5,
0.5
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7,
7,
7,
7,
7,
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... | 64 | 2 | 3 | [
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1
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PO_0391368b9b80d79f4b263bd76 | 0391368b9b80d79f4b263bd76066cddc51de1c1143bcd1a746dd0c95606c66412bff8524e1295c45c9aa566c1d8de6281cf17bf6f37eaf09eba9bd9a697fbc50 | 2026-04-14T13:05:30 | DS_zjs2zamw2hvn_0 | 1 | ABINIT | DFT-PBE | -84,905.34865 | [
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PO_5d3fcda5391e8c4c22d3d2301 | 5d3fcda5391e8c4c22d3d230131aea6551585293b5dead1caf8d38770bbdb77228ff8b11acb8720c2169c81a2bbc64ebdb73a1b6f9b2e36adb84e55d4d7e8d29 | 2026-04-14T13:05:30 | DS_zjs2zamw2hvn_0 | 1 | ABINIT | DFT-PBE | -84,904.644147 | [
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[
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true,
true,
true
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0.5,
0.5
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1,
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PO_805812d75f794a769334cb140 | 805812d75f794a769334cb1404970ed30cf45f3de44e415242c38d9e62703484bf45cfe98a1c108d1c4469560ae10566e0c259864aba421ddc631ff2ede7c753 | 2026-04-14T13:05:30 | DS_zjs2zamw2hvn_0 | 1 | ABINIT | DFT-PBE | -84,904.70374 | [
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[
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... | 64 | 2 | 3 | [
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PO_4eabfb42af8309224e2f903ff | 4eabfb42af8309224e2f903ff2aa05db38d28dbae92f8a4e9183f076a3ddcbcc70997069d5f5581c976c6b5a38bdcc320f90ba7f726212d0c5fc2b12505e8226 | 2026-04-14T13:05:30 | DS_zjs2zamw2hvn_0 | 1 | ABINIT | DFT-PBE | -84,905.304296 | [
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[
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[
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true
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0.5,
0.5
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PO_d30b597ea3db83da12391c7dd | d30b597ea3db83da12391c7dd0af2be4e5d2cf697596404f68206bf77b6ee1c3f158dbb49ec51c8321b30ace5ff2eb0014ddb0e8eb5249be9405052a868c7047 | 2026-04-14T13:05:30 | DS_zjs2zamw2hvn_0 | 1 | ABINIT | DFT-PBE | -84,904.693672 | [
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[
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[
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0.017768,
4.149067
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[
-0.0248... | [
true,
true,
true
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"Cr",
"N"
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0.5,
0.5
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7,
7,
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... | 64 | 2 | 3 | [
1,
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] | [
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PO_e8e4b82527f0c327b86c00d95 | e8e4b82527f0c327b86c00d95d9ec12c9fe3275e6c8ae2ac8dff4048f3d58731ae1fde5d76f147c704913c742b86a13cefc2fe3602cab5ba52972fa3e02e8397 | 2026-04-14T13:05:30 | DS_zjs2zamw2hvn_0 | 1 | ABINIT | DFT-PBE | -84,904.613943 | [
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[
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[
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[
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4.178674
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[
0.023601... | [
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true,
true
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0.5,
0.5
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... | 64 | 2 | 3 | [
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PO_6413b4996a872819029f248cf | 6413b4996a872819029f248cfb7546a852bc5ce67b2ffbf82236e705cddd67e96affd905ce63c85c77f9af05e7ea876ed416a538e8719c11a3781b8aee738862 | 2026-04-14T13:05:30 | DS_zjs2zamw2hvn_0 | 1 | ABINIT | DFT-PBE | -84,910.187653 | [
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PO_4e909edf589cfbf95d65d0c5c | 4e909edf589cfbf95d65d0c5c6e880555a1393691d6338cf53f7ba86a5001e04577f25a23eaa45361379342de3202d6f28d29f3834cb4bcd26ff645f3a0e40ab | 2026-04-14T13:05:30 | DS_zjs2zamw2hvn_0 | 1 | ABINIT | DFT-PBE | -84,909.880708 | [
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[
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[
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true
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0.5,
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[
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PO_9fac89174826f0d28008e8dd3 | 9fac89174826f0d28008e8dd356ae2b258d96677b1d456b1ab254f6555896012a7dffb40c1be06f7a5e9342fc701be3b70a89a9dcc0af854e44e2bbe8ee4f75c | 2026-04-14T13:05:30 | DS_zjs2zamw2hvn_0 | 1 | ABINIT | DFT-PBE | -84,910.193912 | [
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PO_50fa8aadc12513cc7faf7f76c | 50fa8aadc12513cc7faf7f76c8fc4dd98919e966fafc94421fa45914c4d3dce9393bfcb96becf4281d5071ffbcb05d76eadcad474fbe82aedfa2e7eb2fb90518 | 2026-04-14T13:05:30 | DS_zjs2zamw2hvn_0 | 1 | ABINIT | DFT-PBE | -84,909.617574 | [
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PO_be6171a18b7d8b094eeece909 | be6171a18b7d8b094eeece9090df405d6ba1d07296bcfbe93dc4bd44f44ede72255539857a89773c46b45f0e8cd29e76675a0be61d50840ab8505989e0d0468d | 2026-04-14T13:05:30 | DS_zjs2zamw2hvn_0 | 1 | ABINIT | DFT-PBE | -84,909.467367 | [
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PO_7b664d0486b96fad3a9e1afc2 | 7b664d0486b96fad3a9e1afc2ba2fd9871d1defc5a03b0c69fe6051c6dc0dc190444ee95232ee9ddeb6c30503d3abba02e44ff883a82a0e5b605f7089b3f6c8a | 2026-04-14T13:05:30 | DS_zjs2zamw2hvn_0 | 1 | ABINIT | DFT-PBE | -84,910.598001 | [
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[
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[
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true,
true
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0.5,
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[
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[
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true
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Cite this dataset
Kotykhov, A. S., Hodapp, M., Tantardini, C., Kravtsov, K., Kruglov, I., Shapeev, A. V., and Novikov, I. S. CrN-mMTP-Paramagnetic-ActiveLearning. ColabFit, 2024. https://doi.org/None- Description
- Dataset authors
- Publication
- Original data link
- License
- Number of unique molecular configurations
- Number of atoms
- Elements included
- Properties included
Cite this dataset
Kotykhov, A. S., Hodapp, M., Tantardini, C., Kravtsov, K., Kruglov, I., Shapeev, A. V., and Novikov, I. S. CrN-mMTP-Paramagnetic-ActiveLearning. ColabFit, 2024. https://doi.org/None
Cite this dataset
Kotykhov, A. S., Hodapp, M., Tantardini, C., Kravtsov, K., Kruglov, I., Shapeev, A. V., and Novikov, I. S. CrN-mMTP-Paramagnetic-ActiveLearning. ColabFit, 2024. https://doi.org/NoneThis dataset has been curated and formatted for the ColabFit Exchange
This dataset is also available on the ColabFit Exchange:
https://materials.colabfit.org/id/DS_zjs2zamw2hvn_0
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https://materials.colabfit.org
Dataset Name
CrN-mMTP-Paramagnetic-ActiveLearning
Description
Training set for a magnetic Moment Tensor Potential (mMTP) for paramagnetic B1-CrN, created via active learning. Contains 2423 configurations of 64-atom CrN supercells with collinear atomic magnetic moments and magnetic forces (negative derivatives of energy with respect to magnetic moments, in eV/mu_B). Configurations generated using constrained DFT (cDFT) with ABINIT and PAW PBE pseudopotentials with a 6x6x6 k-point mesh and 25 Hartree plane-wave cutoff energy. The fitted mMTP accurately reproduces elastic constants, phonon spectrum, linear thermal expansion coefficient, and specific heat capacity of paramagnetic B1-CrN, with thermal properties (quasi-harmonic approximation) in good agreement with experimental results. Note: ColabFit dataset contains energy, atomic forces, and stress. Refer to the original files for per-atom magnetic moment and magnetic force data.
Dataset authors
Alexey S. Kotykhov, Max Hodapp, Christian Tantardini, Konstantin Kravtsov, Ivan Kruglov, Alexander V. Shapeev, Ivan S. Novikov
Publication
https://doi.org/10.48550/arXiv.2412.20214
Original data link
https://gitlab.com/ivannovikov/datasets_for_magnetic_MTP
License
CC-BY-4.0
Number of unique molecular configurations
1702
Number of atoms
150080
Elements included
Cr, N
Properties included
energy, atomic forces, cauchy stress
Usage
ds.parquet: Aggregated dataset information.co/directory: Configuration rows each include a structure, calculated properties, and metadata.cs/directory : Configuration sets are subsets of configurations grouped by some common characteristic. Ifcs/does not exist, no configurations sets have been defined for this dataset.cs_co_map/directory : The mapping of configurations to configuration sets (if defined).
ColabFit Exchange documentation includes descriptions of content and example code for parsing parquet files:
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