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_5dcb94e59982af3711d791980 | 5dcb94e59982af3711d7919805990a080223593c4e778971f8a8bf91ea3280d2e0d0401acca26b397d14dd21f0c722876b2a98a924a8dd4bd97b3d13b2380cba | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -118.300636 | [
[
0.233120037751935,
0.477143227452035,
0.137355329428841
],
[
-0.48898039693053,
-0.350026689938208,
-0.03565050420781634
],
[
-0.04817479335222026,
-0.167239574296947,
1.54708172171127
],
[
-0.551622241724037,
-0.205168158388488,
-0.655121292354417
],
... | [
[
0.0006326740703753627,
-0.0004111742282952005,
0.0014878520222959119
],
[
-0.0004111742282952005,
0.0012791165901375886,
0.0005991903414674974
],
[
0.0014878520222959119,
0.0005991903414674974,
0.0003359801189330487
]
] | false | null | null | null | null | null | 1.620223 | 0.574368 | null | CO_367d91f4d54977955ef50b9e9 | 367d91f4d54977955ef50b9e9ced499a969a21d2ba67438711faef36108009c7f05559d988c28cbf031d8e1780eb23badc803cd60627362a1cb10b6f37f0f979 | 9f4af77ba35eab45964558cddb3f3cb2b240a03dd237147e474cd0beaee9a289dba1c44727c1cc7b4a12ba05ae4e9b57f7addbbe4cc2a2a3e6f612362012adaf | [
[
12.457606,
0.18338544,
0.13584108
],
[
-5.1102607e-12,
12.549259,
-0.57949789
],
[
8.8214731e-12,
3.5138533e-12,
12.505839
]
] | [
[
0.307226265115005,
3.05424540897931,
9.224427880907
],
[
0.855730658398813,
3.92329949799865,
3.1142839058055
],
[
0.369799499543958,
10.0044782069375,
8.93786934178392
],
[
0.56503917440905,
10.0713748381589,
3.1269708800386
],
[
7.5818138707328... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__0"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
PO_d81aa369265b5154561c3f89c | d81aa369265b5154561c3f89c81a4d600dcde84bf9e4360c8b0b985d9ee0277f189ad39f08e8d01ceca11014984048e5f7d89db5a519081e642bc1f3899008fc | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -118.298141 | [
[
0.232345832074386,
0.48393759108177,
0.141299090493489
],
[
-0.444360134503794,
-0.3369291548223,
-0.04513416996208984
],
[
-0.04351492481649358,
-0.164289756937136,
1.56372958523974
],
[
-0.576948808701126,
-0.196124282788926,
-0.65306056853348
],
[... | [
[
0.0006050077395292105,
-0.0004126020192940523,
0.001468597129366207
],
[
-0.0004126020192940523,
0.001109211504454397,
0.0006045698119293859
],
[
0.001468597129366207,
0.0006045698119293859,
0.000300404578819713
]
] | false | null | null | null | null | null | 1.641287 | 0.574591 | null | CO_a089d4eb4edf4084ff70ac237 | a089d4eb4edf4084ff70ac2378b190cabcb854ccd0c79542b46e32a77e5190d5ee5c93e28571d34aadfbfb5ae2621efbf6c5e2e4a0485c8e87d747b9492c50fa | 82570682ec8d8570e9bfa7a7a4efa0f28ebc91021aada4382c80d4dda6d388d43073749f117db57e10900dc1f8f20045aa75fe4c696b6075816bb4f82b65991e | [
[
12.4593656051802,
0.184658913496166,
0.135090225698397
],
[
-5.111587691236211e-12,
12.5511701833386,
-0.581061888267646
],
[
8.821824741104498e-12,
3.512489817669851e-12,
12.5048051023741
]
] | [
[
0.30593399129161,
3.05147176918507,
9.22371444792137
],
[
0.850651715470828,
3.92034572751737,
3.11409114600838
],
[
0.367887428120835,
10.0070267497839,
8.93334300607772
],
[
0.571786686789996,
10.0719164144926,
3.12600565567653
],
[
7.583399492... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__1"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
PO_3a8a7538e3ee4e06029a4b3a1 | 3a8a7538e3ee4e06029a4b3a1d919fe6ae98b26835a960b430b03e95b7956cc7d2acbe6751d2a51ec0b0da9923ddebd89c46ee282c103b3f0b824169291b9fc4 | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -118.296177 | [
[
0.234429329232245,
0.489163588206372,
0.149173715622932
],
[
-0.393924156186795,
-0.332784380422477,
-0.05772086453831058
],
[
-0.03310965097075204,
-0.158393073148032,
1.57959976150334
],
[
-0.60653175791148,
-0.180094469272802,
-0.647828676807932
],
... | [
[
0.0006329724096550617,
-0.00039993626804289223,
0.0014589350510183902
],
[
-0.00039993626804289223,
0.0010024676859072355,
0.0006087296441451207
],
[
0.0014589350510183902,
0.0006087296441451207,
0.0003292218755848257
]
] | false | null | null | null | null | null | 1.65744 | 0.573166 | null | CO_ac62435c1a5d10eddee20e97a | ac62435c1a5d10eddee20e97a17335402a8f95097518d08815abfe6c16854c7242b1418abc4d730b007cbedd0189bc249b28cabe9672b552ab9584a21c75b484 | d996034cb840a39535557375a7614f27a12ad9196a3c383bcb31b477fa29382c72a47422429eafb45987bc6ea22252e7d9dd251a6f04d8287a4eb5bc768ef31c | [
[
12.4608546477992,
0.186109990907067,
0.13442494737968
],
[
-5.113272531758329e-12,
12.5528981043529,
-0.582604013673832
],
[
8.819869970474031e-12,
3.514303793388171e-12,
12.5035665257412
]
] | [
[
0.304229072820904,
3.04857582579053,
9.22247207820099
],
[
0.844914437114138,
3.91798261578629,
3.11341432132337
],
[
0.365867270709408,
10.0086792441821,
8.92886772310818
],
[
0.57785585629583,
10.0718589021447,
3.12459408873066
],
[
7.585334375... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__2"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
PO_fffc26840ad4b1f3dc8109569 | fffc26840ad4b1f3dc810956912c821b5038f15e645bd37b2f65a19b18b0d182be5c571093676217f344fe44d56ff9b1fc5b7648ce7ee94c4496e69839773c6e | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -118.296393 | [
[
0.233634302118073,
0.492774547463259,
0.155800386391207
],
[
-0.33387452372936,
-0.33179822543483,
-0.07115882360684314
],
[
-0.03064559395821821,
-0.153782589406011,
1.58477960670487
],
[
-0.631401260434794,
-0.166530807250939,
-0.645631787936675
],
... | [
[
0.0006264001329470966,
-0.00036722384379156523,
0.001460342889024954
],
[
-0.00036722384379156523,
0.0008667994257033164,
0.0006265203050381199
],
[
0.001460342889024954,
0.0006265203050381199,
0.00034809906857894655
]
] | false | null | null | null | null | null | 1.664267 | 0.570563 | null | CO_aa7548c68e357bd58ee8116c2 | aa7548c68e357bd58ee8116c213bd63d138d03d290df4969d6bbb35a0feb339433bf3f4bdbdcec7e1ca24c0a16369c57542f25dbc078a1f388e18a2cc43c2601 | 57831aac778a1fe3ed41d93171649d47877a6b66362923327362a6a62c2c7d4b718838793fab3137f3648d5907c56af97f4560df79499c53472da931b3c84196 | [
[
12.4621660516282,
0.187346031372943,
0.134169179138428
],
[
-5.11370226749052e-12,
12.5547173798472,
-0.584519657373831
],
[
8.81935742801251e-12,
3.517159193702522e-12,
12.5020736806136
]
] | [
[
0.302385740416909,
3.04581566795904,
9.22075303723518
],
[
0.839542295825587,
3.91568762258013,
3.11236941668321
],
[
0.364748773524914,
10.0104456583957,
8.92451921766547
],
[
0.583296431616343,
10.0720192304311,
3.12238768993982
],
[
7.58675156... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__3"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
PO_c702d3d1e08bd0936c0081c3b | c702d3d1e08bd0936c0081c3b067aa7777742dcb93ab6b05d334efd8d418cb777875d1881a9f079488deecd4124a86141a5077279281453965b4d08c09614dc5 | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -118.296396 | [
[
0.232236013313955,
0.496591675722632,
0.161882202286075
],
[
-0.284342327695011,
-0.331649461587163,
-0.08007997701195198
],
[
-0.03099719273405162,
-0.150483717646349,
1.58014846795801
],
[
-0.658701940028625,
-0.150109036631235,
-0.636731217409594
],... | [
[
0.0006219771862089888,
-0.0003645359375098972,
0.0014293954541245732
],
[
-0.0003645359375098972,
0.0007322700216339719,
0.0006204123346647477
],
[
0.0014293954541245732,
0.0006204123346647477,
0.0003425063674268284
]
] | false | null | null | null | null | null | 1.668315 | 0.569805 | null | CO_43cbddbd7e05731871c359db3 | 43cbddbd7e05731871c359db368d47eba9820639e5626473cba8aa6b9d21f7634415764a7b1195814ab8000617e8e0afd0c21c52a6ac502ff3293964347923ba | 19f940e255ed1d18120bbf38f39198c9ae561b547b023ca231b64538f561ed3477f76be3361bad2c675b3ebde7340e615225d90b0a0350bf1f4c469d9a298f55 | [
[
12.463526677147,
0.188564968328061,
0.134106522499688
],
[
-5.118734127154436e-12,
12.5562839519934,
-0.586347289937916
],
[
8.81618472309952e-12,
3.516723604496403e-12,
12.5006408656914
]
] | [
[
0.300763463796333,
3.04333251297269,
9.21876614909386
],
[
0.834360735273221,
3.91386891237083,
3.11175624382588
],
[
0.364099401131255,
10.0117125136751,
8.92075058474018
],
[
0.588789867226086,
10.072105757042,
3.11938751607544
],
[
7.588125577... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__4"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
PO_0022b6cee0e0889ae5938b35d | 0022b6cee0e0889ae5938b35da6705d62986b3aaf93b730a0c1ed400392c4d4e3d291bf310992e4e4234013349681f33dad1e81fd18d7718648476dcb6201b41 | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -118.295985 | [
[
0.224617268060538,
0.500904850568291,
0.165631271873037
],
[
-0.234668656595444,
-0.330976215987344,
-0.09044362314120484
],
[
-0.03398058661513155,
-0.14703787864026,
1.56957441401074
],
[
-0.678042041855999,
-0.138327239237036,
-0.634767986107006
],
... | [
[
0.0005972952027591289,
-0.00035718912840411487,
0.001390573633811253
],
[
-0.00035718912840411487,
0.0006159212028857431,
0.0006214386943149833
],
[
0.001390573633811253,
0.0006214386943149833,
0.00036947164255623377
]
] | false | null | null | null | null | null | 1.667459 | 0.568468 | null | CO_a72b207018b98c694ecf72dea | a72b207018b98c694ecf72dea1d7b7e186dc621cae829e85b17b46e2d95b3b90d10188071b0ebd7a1f7534267b04661283f446209cec4718912832fbbe0efdee | dbe5722e4ee374083cc93b708143fd348f767be7d72b5a335e44fa3d35d44c02c552062a43ba1751da0c84d10888540fe6cab1824c1e0682f60f17b920bf2542 | [
[
12.4647482642657,
0.189922264431759,
0.133834637709055
],
[
-5.119428231508459e-12,
12.5578667402559,
-0.587922261553354
],
[
8.816860204956696e-12,
3.515281765364886e-12,
12.4992995347629
]
] | [
[
0.300296521263668,
3.04107244706544,
9.21657895877349
],
[
0.829696774383045,
3.91129146680037,
3.11149608979154
],
[
0.363632373470402,
10.0124337951626,
8.91736007116659
],
[
0.593674106745502,
10.0721644641362,
3.11664555581566
],
[
7.58951750... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__5"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
PO_e698e918e1cb0e2803cec8f67 | e698e918e1cb0e2803cec8f671847f123a9438951bee27bace37066dfba4a3f8dce1e7a1f9259057817aef880d3144243b171a6c42f5000c4fb25ef02a2bcc90 | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -118.294809 | [
[
0.216531018036344,
0.504503443861043,
0.16862186586926
],
[
-0.19153916311614,
-0.331352658693116,
-0.102599598765909
],
[
-0.03821453871308496,
-0.144192273624963,
1.5574373089011
],
[
-0.692856146851006,
-0.128277934050854,
-0.62857207278831
],
[
... | [
[
0.0005603025305975299,
-0.00036851713095075145,
0.0013507554265895828
],
[
-0.00036851713095075145,
0.0005104523278252276,
0.0006172588127533674
],
[
0.0013507554265895828,
0.0006172588127533674,
0.0003637708843956101
]
] | false | null | null | null | null | null | 1.66436 | 0.569752 | null | CO_be166ff81f4283f89b03eebf0 | be166ff81f4283f89b03eebf0c935fbe12235249666af3927b8767a81554e05e85266d04df9defc387f1b0ccfaf5cb15ea9d31639b5cbec90c82e0a3176756f6 | c5710d1af94b0fd8dd7d0acbddd3ccc54d7403944acbcfdd8b913f3e41a9f08167f5752d01d30db64dd7a7daf66121a8b63a58ec7b766ba4159f67febbe0a1e2 | [
[
12.4663940551993,
0.191397765225327,
0.133752581049148
],
[
-5.123367674611523e-12,
12.5591342958426,
-0.589200702286224
],
[
8.812646443902497e-12,
3.510489108495019e-12,
12.4979231777118
]
] | [
[
0.299510971673411,
3.03894108195237,
9.21493811384303
],
[
0.824993414971861,
3.90856517124968,
3.11174760659362
],
[
0.363261533124663,
10.0133150965987,
8.91452975238676
],
[
0.598707613720531,
10.0719206540312,
3.1143028746298
],
[
7.591257175... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__6"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
PO_151fe6443b5b3811edac92a60 | 151fe6443b5b3811edac92a605b5f944a5a4b53ba7a712baa71caa091fee057f6d2d1f0b35d122ce15a9400c19b94fe0f382f84961d43673c44a56a1bbffd4ae | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -118.294874 | [
[
0.204916733665419,
0.501694185899491,
0.17275800855171
],
[
-0.146494183567924,
-0.330088683091476,
-0.114221101411321
],
[
-0.04178443487810349,
-0.13999332320768,
1.54550217698268
],
[
-0.710237670555145,
-0.115887361267232,
-0.621256687161637
],
[... | [
[
0.0005267476731779988,
-0.0003642884406647023,
0.0013165777938413607
],
[
-0.0003642884406647023,
0.0003769587274976195,
0.0006136211905469275
],
[
0.0013165777938413607,
0.0006136211905469275,
0.00031376009881750984
]
] | false | null | null | null | null | null | 1.654157 | 0.568461 | null | CO_1d85fda2a48af1b547093a13b | 1d85fda2a48af1b547093a13b590c2a8e84ed14993535990ba419a5b17ceb7f0a747f86c65a07b05e1d910ea155e27b51170c980ebd32c81bbac08575d41a4bf | 9cd71215a61c3f2a9dc219d348cf8024f810eb78e0acd51f7d52ad7fbb5bf605acd7ecfd7c4e0eee7a3f1e934e6caac5c2c1cf32f391670625ccbfc025972c8e | [
[
12.4682349318878,
0.192818243880833,
0.134122726733043
],
[
-5.123558876231103e-12,
12.5602094638485,
-0.591211552564125
],
[
8.811685077937395e-12,
3.513373245840682e-12,
12.4965597872644
]
] | [
[
0.298806989869418,
3.03750480344969,
9.21295858737761
],
[
0.820554321789304,
3.90623482973951,
3.11207408275789
],
[
0.362908243202161,
10.0132995773819,
8.91115265369716
],
[
0.603424739372358,
10.0719740451697,
3.11181610114483
],
[
7.59261555... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__7"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
PO_aed7cb977ead65a96251ac1ad | aed7cb977ead65a96251ac1ad5e8cb504ee8616c9288a056d8fbfd4c5a1ace87f83663dd056f9bbe0f9a03973bec614edb4a7d20090de22206e75643076e37b2 | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -118.299177 | [
[
0.195928912382354,
0.502225022021293,
0.178621495708002
],
[
-0.102182527255634,
-0.329740852611263,
-0.126270182858864
],
[
-0.04688205856043749,
-0.138013496801759,
1.52645025741851
],
[
-0.726299818183427,
-0.106328776151147,
-0.616806315184669
],
... | [
[
0.0004689022491608442,
-0.00034186697558690095,
0.0012840246981523236
],
[
-0.00034186697558690095,
0.0002789599663612137,
0.0006158649689696296
],
[
0.0012840246981523236,
0.0006158649689696296,
0.0002907850201888984
]
] | false | null | null | null | null | null | 1.64047 | 0.566872 | null | CO_43ac9e44dbe7ca6c8096c6534 | 43ac9e44dbe7ca6c8096c65341999cc0b8689634e8de2b693e047f83f2dd52b1773d9223c318d18f7d8a5c2484aa288b9e6ed6bcdc3176847bb94669bae12eb2 | 866f95313c15d88e5d8d6301eca791e5ef3c4fa3f5577ee549288a7a3eac634153efad5c0a88c1c79ad0eb32110155ce0410485b74947d916c7a35911fa59518 | [
[
12.4700917802975,
0.193597728013695,
0.134704220428798
],
[
-5.124864422228115e-12,
12.5612712856735,
-0.59319658453961
],
[
8.81171845941497e-12,
3.51079426101448e-12,
12.4950740455982
]
] | [
[
0.297938361102067,
3.03614196383884,
9.21078602941009
],
[
0.815767424025298,
3.90424740251047,
3.1120063576072
],
[
0.362582844544088,
10.0139725215705,
8.90824884014756
],
[
0.608323726121336,
10.0719156661699,
3.10983537940398
],
[
7.593324928... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__8"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
PO_fa6855b3885230b1ab0cc2f97 | fa6855b3885230b1ab0cc2f978a0faa5683ec1de981d84861fbcf9f288524f8b6905480944c8ee4e9be4ad9bb369ca40680efce536cd67bc61f9db821416f293 | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -118.307042 | [
[
0.183643060527122,
0.499220755930145,
0.182792638587773
],
[
-0.06305429786670684,
-0.322499973298628,
-0.14059929113492
],
[
-0.05339035216700577,
-0.13537245677851,
1.50098836972866
],
[
-0.742661700160658,
-0.09880178990960736,
-0.616419695693719
],... | [
[
0.00042357966772877217,
-0.00032136925191455834,
0.001248439599397923
],
[
-0.00032136925191455834,
0.00014792410911341642,
0.00061514370509604
],
[
0.001248439599397923,
0.00061514370509604,
0.0003005769929264112
]
] | false | null | null | null | null | null | 1.622989 | 0.564503 | null | CO_246b1ad919133bb6469cca163 | 246b1ad919133bb6469cca163cf7f4e878dbab80dab21ddb68faade9cfb53834d959b924acfdaac8b0938b5fd41d31e117bccec8deff80f39abd9c1cd6ac5516 | d62800cafacf5b99a8cf91981df7244a1aafd68d697c43e43f4367d85c0d17832bba24819e12990e610b841b90f0202bc20a4265d196379200527059c1369e76 | [
[
12.4721051975015,
0.194169808142601,
0.135078859880165
],
[
-5.127853223090724e-12,
12.5624614501146,
-0.595334035848864
],
[
8.80953975424764e-12,
3.51142909681161e-12,
12.4935175593689
]
] | [
[
0.29713162816685,
3.03547465724269,
9.20858344554971
],
[
0.811650230078651,
3.90176303201145,
3.11193892757165
],
[
0.361388293999818,
10.014618167875,
8.90511685764505
],
[
0.613223241369072,
10.0727598499861,
3.10804266976964
],
[
7.5939545712... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__9"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
PO_d28b235c2f66b3e13753763f2 | d28b235c2f66b3e13753763f280a503609ceb1a8d82437f410c01b6737cae50ef8d63ea510907dccdc790d9dc1ec3d50fd95f710b783c2400b356f02c5ec2506 | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -118.317069 | [
[
0.175594966962825,
0.497148136920821,
0.190126483738598
],
[
-0.02920908820336833,
-0.315374374724942,
-0.14721746205702
],
[
-0.06016018898102905,
-0.131036511979036,
1.4722048810186
],
[
-0.757089909868846,
-0.09808438803388679,
-0.608033108571085
],... | [
[
0.00040089539809159166,
-0.0003260680121668962,
0.0012143012486780698
],
[
-0.0003260680121668962,
0.000041004755584536855,
0.0006077024954128822
],
[
0.0012143012486780698,
0.0006077024954128822,
0.0002736790314507715
]
] | false | null | null | null | null | null | 1.585832 | 0.561069 | null | CO_a9efdea8ad62a616e84b322cb | a9efdea8ad62a616e84b322cb56024b4fc013dda9b81f6ded252a4e85ebe34e5c6682635ef3fd65e6ac066ba7f67cd5c39fc3b0715f995ebe7a1bf6366710980 | 5103867025e6db4b7c4556a158e5ae2a87a97dfc4c1f2f7fe1b9a6ec08d839cb42df560752208cd46b33fb4c5506f9c330fa3aaa0cea4c0249160757aaaefcff | [
[
12.4743275589587,
0.194914909497643,
0.135427784644076
],
[
-5.128318357090878e-12,
12.5634666896449,
-0.597698971323885
],
[
8.80937943324915e-12,
3.507684412690113e-12,
12.4917570438212
]
] | [
[
0.296525255809516,
3.03552958745483,
9.20558430230137
],
[
0.80780749218365,
3.89838915995597,
3.11150452327282
],
[
0.359851158080753,
10.0155937881187,
8.90219847869997
],
[
0.618206319938233,
10.0729679713265,
3.10636691047701
],
[
7.594684479... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__10"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
PO_1ae6ecc356c3f68cdf4cfbbf2 | 1ae6ecc356c3f68cdf4cfbbf27186be09893540adb5b74fc12fafd7eeb158a891afa93e3f2a57fbfbf68fa64a0ded3d23bed5a5b87e48e5e8e272ae05d67fdd7 | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -118.327809 | [
[
0.16211673756243,
0.493676682606538,
0.192953687000675
],
[
0.007124364831578886,
-0.308832068828348,
-0.157857128294795
],
[
-0.06582929278531673,
-0.128088774681331,
1.44178749120326
],
[
-0.77306744165618,
-0.09538148598304495,
-0.599171199036447
],... | [
[
0.0003774680868965436,
-0.00032886005022418624,
0.0011631836501776835
],
[
-0.00032886005022418624,
-0.00007912139177750884,
0.0005842322438878376
],
[
0.0011631836501776835,
0.0005842322438878376,
0.0002297767397507983
]
] | false | null | null | null | null | null | 1.548257 | 0.558235 | null | CO_03cdcfe843d7ddfd67deaeff6 | 03cdcfe843d7ddfd67deaeff60f8b54604c7c447af2a19f7bff5dffbaaa5ea7fcdb5dfb0f48d6a4f1344a8c5f7664361a452499c656104f2b7312fe155988623 | e300d3ea113ca0e0bdf244f1b48271c58e4be91f74c8de479ab46461a0e947de858d7cf7f0d005304e1cfa07aa022cab382c5f8e4b30fe9034fefc772d585f42 | [
[
12.4766047513986,
0.195281288714455,
0.136047648174068
],
[
-5.131126296707235e-12,
12.5643401555528,
-0.60044555008395
],
[
8.808190715947747e-12,
3.503944569385632e-12,
12.4900714349954
]
] | [
[
0.296155178874102,
3.03617064719739,
9.20305967173451
],
[
0.804104476468857,
3.89490880445298,
3.10986181564865
],
[
0.357673725900863,
10.0166811465117,
8.8997297654119
],
[
0.623128217397004,
10.0734010100591,
3.10399259799348
],
[
7.595571538... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__11"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
PO_b20e3159f1135588cd9245b87 | b20e3159f1135588cd9245b871f180fd9097233ff6b06ce2b446947e722704edd320329c6106ceb420bb2eede793f7a611d798830596e20fb65cdccae1a69198 | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -118.497729 | [
[
-0.02707732103099129,
0.340735578594569,
0.277869396150533
],
[
0.08903007422781148,
-0.200180809539991,
-0.331286354116797
],
[
-0.212597550627672,
-0.169059718355736,
0.636785585828628
],
[
-0.941312097350643,
-0.09315186935664764,
-0.236551600656602
... | [
[
-0.0008212259703774102,
-0.00034012063014588276,
0.00046681370644261746
],
[
-0.00034012063014588276,
-0.002260711588353237,
0.00026712811215785407
],
[
0.00046681370644261746,
0.00026712811215785407,
0.000227139695123378
]
] | false | null | null | null | null | null | 1.065562 | 0.51201 | null | CO_af2297547368a0e4aba19cc18 | af2297547368a0e4aba19cc18510c7fdf039aa33b4a862b5d43b594d587920b5e42071eef789f47edf54f70da2f233c90aee9e73f304922b4a3921211462fb53 | 43ca4326e6a8789485bee2eb918f658fa8328d9512be740024bce102e9c9a5d42535f19a012a195b61cda48c6145ab72a0afea9b3551761e8f9fefe87b5bb434 | [
[
12.5202784693487,
0.206685279218424,
0.140639606822376
],
[
-5.166634624030546e-12,
12.5798237085439,
-0.643561615091103
],
[
8.796784257113097e-12,
3.50087104607537e-12,
12.463157582632
]
] | [
[
0.283267609346258,
3.05705974812707,
9.14496860034111
],
[
0.771834178847929,
3.80792247110672,
3.07053783575415
],
[
0.31107914405432,
10.0365587261324,
8.9018489300176
],
[
0.709842711020661,
10.0768454723538,
3.00838202377094
],
[
7.6233026729... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__12"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
PO_53ff78c051d0d29e40259c35b | 53ff78c051d0d29e40259c35be3879f9f88e1838a75555516a57562d760319eb75b88b3844afafd68ce910ec99ff4f17c65f4538c031292689d91076f49b6215 | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -118.309042 | [
[
-0.03979571890170809,
0.298194059823394,
0.260398852402359
],
[
0.02171852241768185,
-0.02542632365754517,
-0.432658174352343
],
[
-0.179379812404111,
-0.264969714090432,
0.29331355614715
],
[
-0.83491370151508,
-0.08861788607516433,
0.22753849337653
]... | [
[
-0.001476975371149549,
-0.00010899276392682587,
0.0008177648624565113
],
[
-0.00010899276392682587,
-0.002570507076520125,
0.0000798153425933289
],
[
0.0008177648624565113,
0.0000798153425933289,
0.0010219936297509043
]
] | false | null | null | null | null | null | 1.64491 | 0.529885 | null | CO_d3d10b547f99e47b1f427f8af | d3d10b547f99e47b1f427f8af745fdb8af86f50b159ccfd3b7bc329f83f005876904c2cc6f2ef26c9a1966ade048ed33109833dbb78ab80560ad71cac03b6da1 | 48d72bb721b029ac0a16b5c72ced8942470493c81df0d949ce3e73f0c7c1bbd2440bf7dcf8a66a82572530e51aa5d526807840f3ae050ecb673e3bbc4396335d | [
[
12.5438859463635,
0.201082825966453,
0.146284047972141
],
[
-5.178371675340567e-12,
12.5780964099141,
-0.663126755036695
],
[
8.786204466179941e-12,
3.504678456779524e-12,
12.4496979648343
]
] | [
[
0.267109800462343,
3.06302391570095,
9.12137936511841
],
[
0.766827068392625,
3.74717781931017,
3.05442397763644
],
[
0.244765262127842,
10.0460199664556,
8.92589161611434
],
[
0.720377764621545,
10.0566958840171,
2.93892854766287
],
[
7.63467012... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__13"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
PO_736c1a8a162cbc186ff2d5c04 | 736c1a8a162cbc186ff2d5c04b0dedc1285c3ffc45042f57be4d22a442ce12ded47cfa8c67103a7d500fdd0a16386d8c33dc6f2b34e3bc6451d5a63d612dc62e | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -118.131082 | [
[
-0.0005796600200199849,
0.213566368014506,
0.287671609899725
],
[
-0.01934420446504068,
0.111181781560531,
-0.457858615047723
],
[
0.0006563566677814138,
-0.251489812372735,
0.05218730564645548
],
[
-0.631891122621151,
-0.03980604752857072,
0.60271835089... | [
[
-0.002044388284186228,
0.000024195939586158075,
0.0009663195549733302
],
[
0.000024195939586158075,
-0.0025787582962167824,
0.00018526284423506863
],
[
0.0009663195549733302,
0.00018526284423506863,
0.0016095571858333975
]
] | false | null | null | null | null | null | 2.042161 | 0.558538 | null | CO_d8619f47681eda0b6f38b42d1 | d8619f47681eda0b6f38b42d1fffab147fb18f80b6064450a3a02922ecd153b239d9dce58bd93772f618fff3d36ff1c7ecc09835a8c207053da7c54643eebdfb | 926e4482058c065e5b1c1df3101c3336c3492fd7e69940d7374941e1c8b19ba76271fa2da2fee10d4d6f0785c956b8d8221fbb2de9d70446c1b0b7d4d9bbe3cf | [
[
12.5614097924876,
0.201414112951452,
0.158782653051642
],
[
-5.18861009312815e-12,
12.5785110966914,
-0.675860908814164
],
[
8.784764953115502e-12,
3.50627760014919e-12,
12.447661565665
]
] | [
[
0.240450506643852,
3.08475910985878,
9.10785135217443
],
[
0.771853570420037,
3.69844662054385,
3.03367785483291
],
[
0.178059504161165,
10.0652948875453,
8.97346797593437
],
[
0.717272989559703,
10.0169913229558,
2.8946742629141
],
[
7.658034341... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__14"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
PO_1d52e504013b793e52211c25f | 1d52e504013b793e52211c25fd1842b017949c732a961f80f3d7add7e126784d8f8f0fda15a7daae842beb74b80c84ca30570ea83faf9d27b4ab9e0e6ea93468 | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -118.104254 | [
[
0.08136409237018646,
0.199492424505014,
0.288559167497427
],
[
-0.029241157727632,
0.168319942882168,
-0.475790911365178
],
[
0.363493223719134,
-0.262002549596159,
-0.0880042693706591
],
[
-0.424302916243184,
0.002563369290224517,
0.579818268417157
],... | [
[
-0.002524194312880034,
2.573852100020016e-7,
0.0012514335855347667
],
[
2.573852100020016e-7,
-0.002969911508864111,
0.0005378315404969496
],
[
0.0012514335855347667,
0.0005378315404969496,
0.001275805780699849
]
] | false | null | null | null | null | null | 1.851329 | 0.550901 | null | CO_3617f94affdba63c76169d09a | 3617f94affdba63c76169d09a8684d635d32cb1c2a3374bde936ee96c01b77f99219a21f841d2e7df18a6af1a4add29ada6df45d32e1c673a9072b924d2e0696 | e9ca1ea94d46445848d336c0a890253779ef75781bdda84883d37c9eab6d54c84bd90c5e066be461c9fa79b608a4b002b86701e845a2607873bd04247598ed47 | [
[
12.5734212587304,
0.203893822270833,
0.17706206285524
],
[
-5.198523424265112e-12,
12.5824414998701,
-0.68388378135291
],
[
8.784010968953468e-12,
3.507639431824179e-12,
12.4527491558609
]
] | [
[
0.227161065002802,
3.09530570243556,
9.10372634881141
],
[
0.784242409414237,
3.65608052543416,
3.00880551780228
],
[
0.109070228944383,
10.0919461555681,
9.0194265425714
],
[
0.708865439505879,
9.97959764511673,
2.88775587449461
],
[
7.678146165... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__15"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
PO_87e0ef514a2b76f5035a6f2dc | 87e0ef514a2b76f5035a6f2dc805063e87a8c9a97fd16eb31a1d6a41a22faf1cd13f4a8d3643ac7f69398b8d302b978b348cf0e5bec3e912ec453b0b17efff21 | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -118.140505 | [
[
0.187841037078987,
0.212035274736502,
0.213405928386181
],
[
0.01911873136299306,
0.173128696200428,
-0.395817180749211
],
[
0.847386094506907,
-0.299531270015455,
-0.196639711033895
],
[
-0.242972128567411,
0.07381715627258327,
0.419557375666146
],
... | [
[
-0.002599913251808817,
-0.0001126502471093267,
0.001479934793947962
],
[
-0.0001126502471093267,
-0.00361811427046578,
0.0010202696442807811
],
[
0.001479934793947962,
0.0010202696442807811,
0.00043025847252728183
]
] | false | null | null | null | null | null | 1.155954 | 0.533308 | null | CO_9aa4f3b78f79fc0672d7df748 | 9aa4f3b78f79fc0672d7df7488b6473083305a94536cd680e3b19d8e0f38e2ae544e9adedc3c9456d141979126d9af0dde21f098b910822bcc11e58ec3f93be6 | f2fc0258d6b4df9cb6938f57baaa42fba9abf2a82b6ebbca04ca12179ca48644ad746b84b9c1f422ac03630e36f1ef5000def99bbcbc1324a009a6505da01f2a | [
[
12.5794455017841,
0.207597883129438,
0.193514210972223
],
[
-5.200018188234858e-12,
12.5896576181598,
-0.682420879363632
],
[
8.78988280245496e-12,
3.515589567457827e-12,
12.4657010301868
]
] | [
[
0.215787857780252,
3.10039543349493,
9.11796235414575
],
[
0.786243255796792,
3.62195102489016,
2.96262095919742
],
[
0.03935020584473172,
10.1099931635599,
9.07361166957138
],
[
0.681388837696542,
9.94193954521673,
2.91048975068974
],
[
7.676133... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__16"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
PO_111a2831f2c6cf53a345c9b8d | 111a2831f2c6cf53a345c9b8d983578cbbae3fb697326359f7decb684b459d341b547337f13343cd80302c9a8c0ea0db1b8ff0c3587dd7eaae115e58b9586e00 | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -118.116628 | [
[
0.380671274238712,
0.236824920239527,
0.184663884920237
],
[
0.09093000308785587,
0.124638480634634,
-0.257142904274609
],
[
1.27449751986028,
-0.315133514592077,
-0.310189539808503
],
[
-0.120975276608707,
0.190683153490884,
0.257049654384676
],
[
... | [
[
-0.002385682691946531,
-0.00017400249809194945,
0.0016765309572355984
],
[
-0.00017400249809194945,
-0.004202486146231763,
0.0014860502446238106
],
[
0.0016765309572355984,
0.0014860502446238106,
-0.0004792650896963501
]
] | false | null | null | null | null | null | 1.349026 | 0.512354 | null | CO_8a2367771a09a45d76ba46e87 | 8a2367771a09a45d76ba46e87eb4dd379e23adea05b9f65ddc4154fdc17af0abfb71ea7aba58a4f336cb382314f0d62343b28f02c700b2946acbd75126ba2799 | 9a2f954df1f02b494e0340d28f8fa391b6fda4fe03493991ff5537e115bb6e696bc14518e6ae4917385e008f84e7a2d8463350e6c0aa723007b902673b978a38 | [
[
12.5844643638056,
0.198964984008995,
0.205120171642149
],
[
-5.205710672258387e-12,
12.5924143470645,
-0.68440231378879
],
[
8.809304226054303e-12,
3.536957311196623e-12,
12.487060391363
]
] | [
[
0.204191127910244,
3.10059822828218,
9.12176003295263
],
[
0.798052886395026,
3.5907417217212,
2.90298347833754
],
[
12.5663459958199,
10.3176948756317,
9.33979812124477
],
[
0.649823073101582,
9.90310980085314,
2.93964479643858
],
[
7.6560569013... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__17"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
PO_f6d3e369236b2101dd498e17f | f6d3e369236b2101dd498e17f6161f542ca6b08ea9ef3401cb736053dff44fd7a7a706ed6b100a668565e43425d0ce5068b262c4c3a7cd9b5ca88ff161ea8d8d | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -118.004975 | [
[
0.726614686850332,
0.39311966052605,
0.264392185426334
],
[
0.132157477787005,
0.102886721586751,
0.00978137606284466
],
[
1.14084235847252,
-0.181546071299619,
-0.399180681093114
],
[
0.138304981599942,
0.363681018259233,
0.195715478469667
],
[
... | [
[
-0.001953179732648587,
0.00032984359926130125,
0.0018100633461613485
],
[
0.00032984359926130125,
-0.004513246723185932,
0.0018880113920200453
],
[
0.0018100633461613485,
0.0018880113920200453,
-0.0011912060971661883
]
] | false | null | null | null | null | null | 1.222222 | 0.512504 | null | CO_aaef94ef7d2fb3b10ed1eae82 | aaef94ef7d2fb3b10ed1eae82e0c72472809cb2879bdd2ba683dd64affa32c884266881255fd26d1906b371bde9e1001c3b424410cd60bd815f0c728e8fe5157 | eeab03c5f4b136708e933b413610be773145f2987e6aec23091302d9dfea92f007d5a4d2da6ec38f9efdb87f92923254c2a6c80b1bd47ece5513ae741c9d143d | [
[
12.596839130486,
0.177198911191071,
0.232842936426331
],
[
-5.207402951824506e-12,
12.5936016483218,
-0.679067620587227
],
[
8.834345278561939e-12,
3.540023510286366e-12,
12.5210050169019
]
] | [
[
0.203206835905728,
3.07461036125371,
9.12013580304846
],
[
0.814240912505801,
3.53908585392419,
2.82828577580127
],
[
12.5374980538565,
10.2970472055366,
9.4417444612703
],
[
0.613941773583669,
9.86624702999516,
2.98522985420953
],
[
7.6218551971... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__18"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
PO_a3b90995f7b358b497c2d55fe | a3b90995f7b358b497c2d55feb09d4d0f3b63f054f564290b3c3f2625dc92f08c95943911e45ec6a5a2f6f7af9867bd6d4978b212c98971d88a043d638b2067b | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -117.899028 | [
[
0.862821656264914,
0.512257116164324,
0.328073861530062
],
[
0.13793368921143,
0.08519653167711476,
0.188770204054746
],
[
0.755896610679017,
-0.04274919777431864,
-0.400042398379462
],
[
0.359506310882668,
0.483831959600166,
0.197827808828415
],
[
... | [
[
-0.0016171351469144658,
0.000693408963047559,
0.0018247356745614612
],
[
0.000693408963047559,
-0.004160260180701865,
0.0018403631214386526
],
[
0.0018247356745614612,
0.0018403631214386526,
-0.0011543139521095489
]
] | false | null | null | null | null | null | 1.124782 | 0.526441 | null | CO_9febe0660def65d47e885889d | 9febe0660def65d47e885889d18eab122a4c376b2b105b8644840c581d8eff0f830bfa93d5ea016c1f6becea3e3bf2d32e67a36247e61fd2bb4f5271975b9083 | bb59c5d28b5a7ca1dd57c7897de35a727e407668da5602d60c1f04a55a692ed41897cc1e8dc76cf26cb360e99d5b5cbe85cae5044fd23a9eef1781b5d9d08519 | [
[
12.6084707308742,
0.164609278206353,
0.264039225330502
],
[
-5.196051568855515e-12,
12.5891126392633,
-0.669061791774735
],
[
8.846865861708967e-12,
3.558216576331902e-12,
12.5348678074314
]
] | [
[
0.2035827128641,
3.05820139250632,
9.1160124689632
],
[
0.822047111371943,
3.50329563906745,
2.7867165751231
],
[
12.545397138521,
10.270832495208,
9.50191674491428
],
[
0.604128791797172,
9.83019756979164,
3.01037904448692
],
[
7.59964727201158,... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__19"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
PO_96f7384827f24ca1f3e49b577 | 96f7384827f24ca1f3e49b577532f70cb8ff644fb9a7cb70b2e56c62f05b56c278540afb7c276b21bb9a6ee19aee122036314b5cb7f441da982c8be68a8319fb | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -117.857452 | [
[
0.842032920584509,
0.610230950832458,
0.32171697474106
],
[
0.165142606363247,
0.09145155161699406,
0.387237086591787
],
[
0.474519500513216,
0.04430534633104283,
-0.42934287213223
],
[
0.54620691180281,
0.549953766559037,
0.194372115880329
],
[
... | [
[
0.00573734960885891,
0.0009988338799984194,
0.001697583611512814
],
[
0.0009988338799984194,
0.0034944448364254716,
0.001748948579191632
],
[
0.001697583611512814,
0.001748948579191632,
0.005864151695019035
]
] | false | null | null | null | null | null | 1.322568 | 0.538681 | null | CO_2bf91c8ecab6eaf3c68ff8090 | 2bf91c8ecab6eaf3c68ff809091ceb7d589f8fc1846a71b9a1ede9c562802432cea75ec8943477e4ede654ec43eb2ad971b1f36fce0481e3e6441ca80fa1be1a | 71d3b4dc826038e25ef8be760ef61417fb1677467660cf215def5344c4957e328ea1c9c82a71032ce003d3f7c5d09fecddb7f9f75eb9d83568793f0b270acef7 | [
[
12.6139779276956,
0.156501952214034,
0.305411024473902
],
[
-5.182821984406644e-12,
12.5816007187971,
-0.652710163249652
],
[
8.855896273508625e-12,
3.558348340992037e-12,
12.5468840901814
]
] | [
[
0.217228887716505,
3.05597514867532,
9.1219701639291
],
[
0.818930546412489,
3.46484548315533,
2.7465536938607
],
[
12.5647999642848,
10.2291923409079,
9.56643236947172
],
[
0.60913176579463,
9.79907854280252,
3.04193703439235
],
[
7.569515795368... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__20"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
PO_ca29b14d751114aaebde57b4d | ca29b14d751114aaebde57b4dd98e4f9d44446ae43225e9c8f912ded84949ef748feb439e248537a07ece87d727932ab8ef38e41c32d72110e5c5c3937191fe6 | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -117.89668 | [
[
0.48329246974916,
0.576595845318264,
0.191131542905657
],
[
0.224335556888403,
0.116889034957827,
0.568413725862071
],
[
0.252761926400793,
0.109155027404653,
-0.389075017801098
],
[
0.670254198353313,
0.586964145363647,
0.159625777972499
],
[
0.... | [
[
-0.0010558589611140768,
0.0011500820686849709,
0.001409214507540385
],
[
0.0011500820686849709,
-0.0029887200965382854,
0.0014653949283250146
],
[
0.001409214507540385,
0.0014653949283250146,
-0.0007535687096223168
]
] | false | null | null | null | null | null | 1.17329 | 0.52641 | null | CO_bb7fadad20bad4b9eee31fca8 | bb7fadad20bad4b9eee31fca8cdc49731ed5957cc09e95c8feb0b872d2c5f59a79b7b2fb57a2cd51635609b767c21f9dbfe755f12c8abcbf1242f967867681da | be365663dc2289ff952298a6e87dcb21e375c0a01582529b620e5650f118572300eadc582de6ba612437fbf161ee4869f4f4cd1210f3d29151ea2891cdfdcced | [
[
12.6224081975982,
0.156616619802016,
0.343752743883172
],
[
-5.195731670193667e-12,
12.5683249120542,
-0.637861259084342
],
[
8.84961380588336e-12,
3.571695257538333e-12,
12.5597891736284
]
] | [
[
0.268090441934434,
3.06778250303789,
9.12758591427676
],
[
0.805180412458738,
3.41386004636476,
2.70518985359517
],
[
12.6084721790402,
10.1814865848544,
9.60822854698866
],
[
0.627575644185034,
9.75900709387362,
3.0854999926145
],
[
7.5304606467... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__21"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
PO_29453ed8ead14fcd775252931 | 29453ed8ead14fcd775252931763daa6527c13bf6274f7544f478520dd9ed86c344058ed5bcb4abc83406e3e206ba4fe838f9da95c9f5dd468040ea71d81ad45 | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -117.986864 | [
[
0.04983754032553916,
0.419330529135075,
0.165392907477008
],
[
0.283650932365889,
0.14240347135111,
0.682844786865953
],
[
0.167415633439117,
0.151628095095407,
-0.261945255176799
],
[
0.687773533936138,
0.552812964156925,
0.07034508094896316
],
[
... | [
[
-0.0013174217809646933,
0.0011666852188530075,
0.0008228757428271981
],
[
0.0011666852188530075,
-0.00250996380879842,
0.001286608173072544
],
[
0.0008228757428271981,
0.001286608173072544,
-0.000022981426569464487
]
] | false | null | null | null | null | null | 1.164538 | 0.508179 | null | CO_1a0570354676edbf2d6eb344f | 1a0570354676edbf2d6eb344f1d9b1ca878904af75ad40013bedda13a5e8b78d18698f1e100c2e978268334335db3086019c8783343fafecc25442b8fd163aaa | c88af6d15441a7c1f768d16dbba1081c227a9df8d4df7756b67795c12a36d436505d02a6878bf27de288967ff7cc4369977301f52fdcc58bf3471c9ad07f5769 | [
[
12.631242982564,
0.166811696812828,
0.380408771066648
],
[
-5.179946829978318e-12,
12.5498389860566,
-0.627277300289745
],
[
8.851829923564266e-12,
3.586573989234082e-12,
12.5699697076419
]
] | [
[
0.348766439144591,
3.09803174925952,
9.11498050367976
],
[
0.795573849296298,
3.37240237252645,
2.68896853798479
],
[
0.01294282894762608,
9.9647414730139,
9.25234518463815
],
[
0.644264395440638,
9.72836312625338,
3.1440455635294
],
[
7.48413446... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__22"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
PO_b99ef5c76a725e1e63841ba10 | b99ef5c76a725e1e63841ba1069e0419b2b6728d38874d48b3665d01d173c3ed29c0617b123f5be12e87eb03236b1fcf579028f6c7948325cb19f5c49519aa23 | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -118.079011 | [
[
-0.259990675057683,
0.332434370434391,
0.186236663835996
],
[
0.282786633879449,
0.171037952280102,
0.63190429391395
],
[
0.147245815959226,
0.163533452611003,
-0.15705655576539
],
[
0.464925713441957,
0.395931599319454,
-0.04969334985263156
],
[
... | [
[
-0.001750565217577247,
0.001124415127091218,
0.00014630659773280972
],
[
0.001124415127091218,
-0.0022594389225799893,
0.0013116124208732993
],
[
0.00014630659773280972,
0.0013116124208732993,
0.000516799453313009
]
] | false | null | null | null | null | null | 1.16053 | 0.479063 | null | CO_757eb41d61f637d0c289bd18e | 757eb41d61f637d0c289bd18ec890d23f9e697ed6c654065a1f55550672314c3564daa8d28eee5fb9754edfc9781ecd8d65ce4e1c12edfc9e807b686cdd475ab | f8e1a00c0b1f7ea5304c59bb8e143d9eec74028b46b1d451dcf6839a754e1192a582b11efdda1526704f7e256dfe91ea5fe3a35fdb414a5b5d0169a09151d534 | [
[
12.6381871537334,
0.17593531285385,
0.413448740234527
],
[
-5.166343600912848e-12,
12.532656788475,
-0.619552155654115
],
[
8.855987014992103e-12,
3.586283335773472e-12,
12.5766563438782
]
] | [
[
0.435915490180884,
3.1199602756718,
9.10894872732046
],
[
0.798494272319869,
3.33162634585568,
2.68630861209954
],
[
0.03460611489994141,
9.90984050069019,
9.23571893717471
],
[
0.677456906694342,
9.71383120787761,
3.19337523074763
],
[
7.4462512... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__23"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
PO_9651c4d36631bf6fb2e9ee8d6 | 9651c4d36631bf6fb2e9ee8d6bee50ad4a3cad30c8a22cbaaab505b0490f1aa43ad4253608157bddea60db699852cbe2f03194cdf15d51deb65fbf061e473c98 | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -118.134254 | [
[
-0.382248856464519,
0.219513547433823,
0.190287663289509
],
[
0.250668963120491,
0.245411183849701,
0.468568441738319
],
[
0.174413373014386,
0.170073070218238,
-0.07041761758998662
],
[
0.219854903559787,
0.17774048148725,
-0.182491047613042
],
[
... | [
[
-0.0019547269245433993,
0.0012610696494745905,
-0.00023332498478835
],
[
0.0012610696494745905,
-0.001938795007831037,
0.0012999709473741374
],
[
-0.00023332498478835,
0.0012999709473741374,
0.0004292778326470816
]
] | false | null | null | null | null | null | 1.120617 | 0.473299 | null | CO_51afacb238356586f9e8ad738 | 51afacb238356586f9e8ad73893f76c7eeff8c533c012cf734c6610ff3e0931b2cc92feff70b4865560cde9786c5c7151cdcb304b252255274c8de253870e112 | 460d4139ce9ac17e555bfd31ff57fd2494193db7003527eef73e1993438f8d572fa30d7bf3480abbfd8f674b7eadbf9663a9e5fdd2998849996b91d77be6e711 | [
[
12.651749347707,
0.186051598868629,
0.438596541926509
],
[
-5.154990827409702e-12,
12.513941480708,
-0.615919328891018
],
[
8.860696519875068e-12,
3.592114711599531e-12,
12.585700066893
]
] | [
[
0.499638696180156,
3.13511372137605,
9.10625561881678
],
[
0.799631459517682,
3.28750483781001,
2.70449516741729
],
[
0.05225415629157171,
9.84706806739524,
9.21875334914195
],
[
0.712252594545819,
9.71463516078382,
3.23039226980464
],
[
7.417633... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__24"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
PO_620dd35294f862ad12cdd416b | 620dd35294f862ad12cdd416bd587b66fed2a2e65e37622e870bdb8e46b719993d1b76e4a030102684168e04c5a681240a1a27e2fea2d79108c9b025f1efb042 | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -118.073306 | [
[
-0.382316267742256,
0.09257331681055868,
0.07428964011876092
],
[
0.172023013889328,
0.417573523101296,
0.314757062625055
],
[
0.223553825515234,
0.182840484018377,
0.03614663156459554
],
[
-0.005837315520888481,
-0.106406722232317,
-0.306678732305116
... | [
[
-0.0021006614144903333,
0.001488902128697839,
-0.0002768263577024217
],
[
0.001488902128697839,
-0.0018272069613167708,
0.001216426064505522
],
[
-0.0002768263577024217,
0.001216426064505522,
-0.0005665976038417325
]
] | false | null | null | null | null | null | 1.417681 | 0.484764 | null | CO_eb908f2f486b812bc3daa62b5 | eb908f2f486b812bc3daa62b55e4beffe79bfe26d5ec9bb65cc73e2d7e1e48f4434e6ce5d1bdbf205166e99756f276c30bd4be57fa858445e6d0458112aa3287 | 6e8feec99fbedfc16ba371b216800d1b19f4edad191d087a00259eb4dbce24ff3f6cb3e9f40aa2f146a863417319fab4ce7a03667bca9fb2358a7df310c70c93 | [
[
12.6636507991376,
0.201927362810459,
0.462119839399616
],
[
-5.136218741742864e-12,
12.4958338360526,
-0.608731621119886
],
[
8.85768167010992e-12,
3.60200512252981e-12,
12.5900539098724
]
] | [
[
0.545482137266389,
3.1591551275696,
9.10942524501276
],
[
0.80937223367721,
3.22791015280644,
2.73142638301793
],
[
0.06902666962242043,
9.78906373308893,
9.2017069935733
],
[
0.760362542620835,
9.7311108375674,
3.25340661968827
],
[
7.3887346235... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__25"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
PO_df8ccc9adf22aa02485f6ed25 | df8ccc9adf22aa02485f6ed25c32864c9b7e0353dee486d8b807ad237e6e2b12e8d19c631c5c27899ccc43958175a0cc0fdd293f29215b804dc3f76cc7954fec | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -117.913564 | [
[
-0.330321259698839,
-0.05825445102955192,
-0.03314566858320557
],
[
0.03650093219202788,
0.566560644012797,
0.218564262240958
],
[
0.276575923733238,
0.217423625337266,
0.204938572832032
],
[
-0.149092898127288,
-0.344583127221685,
-0.489814142694331
]... | [
[
-0.0014703016373816195,
0.0016427248229407695,
-0.00018924502547932638
],
[
0.0016427248229407695,
-0.001744378085362017,
0.0008775878304773226
],
[
-0.00018924502547932638,
0.0008775878304773226,
-0.0011192956655089522
]
] | false | null | null | null | null | null | 1.689802 | 0.511576 | null | CO_e943d26456aca146bc34756a5 | e943d26456aca146bc34756a5a0033fdc006c262fd5ae28b67d60dea6d0ad891493712ad9bbd58e07d2fc955ba18bfcf8abbc4fce75d2641a9a50e0ad44628ac | a8ffa37e64aa30266696fbccc71006e3261338b4c216327b7d7a84791755a46038b796920b0fb9fb538964b92df31086d069ec9ea7c3821e92cfafd17512973e | [
[
12.6673498668613,
0.200633231474197,
0.484183970309561
],
[
-5.129782913462318e-12,
12.484692646621,
-0.597602437260162
],
[
8.864184883763e-12,
3.587410472574266e-12,
12.5961502833603
]
] | [
[
0.579170595816017,
3.19267483215268,
9.11923188120239
],
[
0.826332603211371,
3.17153075242497,
2.77196237222247
],
[
0.101552148960588,
9.74096839969877,
9.1798106977616
],
[
0.791140185824642,
9.73690364796532,
3.28694008498032
],
[
7.365456634... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__26"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
PO_500626742d60965e6fad9c98c | 500626742d60965e6fad9c98c6e139a4820598580e8536356db6a7652037843f3286abd6e241dbb71b6ed2b5fb1c3e80c413398f394e1b0d126c8d0ca29c627e | 2026-06-03T16:51:21 | DS_5tjgk8acmeqe_0 | 1 | VASP | DFT-PBE+D3(BJ) | -117.799293 | [
[
-0.288799968314636,
-0.163112391843449,
-0.08313881380457293
],
[
-0.0959283977433441,
0.789790358164787,
0.134767013470336
],
[
0.314807952813701,
0.270226659143001,
0.426064340575076
],
[
-0.312237583622523,
-0.512699166720239,
-0.747961914232209
],
... | [
[
-0.0006403952576020701,
0.0014925861756533505,
-0.000026371760855099548
],
[
0.0014925861756533505,
-0.002036843115840871,
0.00026745089875948965
],
[
-0.000026371760855099548,
0.00026745089875948965,
-0.001385280797243013
]
] | false | null | null | null | null | null | 1.357622 | 0.525682 | null | CO_adfbf2e9250aca8fb921b865f | adfbf2e9250aca8fb921b865f915d9013444a27e95b7be5973d8a98fea1e169eb251b954be214eed96bc456fa9b054f23def487200a21f41306ea89690d745f3 | 2bc7a0277bace46613d075947dd9f2ec06c188a86ced7c19a429cd67918d23a8b44b5751665fd61fc9196ec2776cd4625706a89e4dbe1e9442d20c8d3fcf9da8 | [
[
12.6699210198146,
0.198180687554909,
0.502664662733382
],
[
-5.119881388530596e-12,
12.4748822569637,
-0.58418947717255
],
[
8.869462824945416e-12,
3.595434951080223e-12,
12.6052251373303
]
] | [
[
0.599914064931709,
3.23439443575877,
9.129240600697
],
[
0.844445637574177,
3.12783030940884,
2.80516210992437
],
[
0.141067954327551,
9.688840568256,
9.14528283675183
],
[
0.812675439910079,
9.73720582718925,
3.33866646869002
],
[
7.354539123653... | [
true,
true,
true
] | Cs8I23Pb8 | Cs8I23Pb8 | A23B8C8 | [
"Cs",
"I",
"Pb"
] | [
0.20512820512820512,
0.5897435897435898,
0.20512820512820512
] | [
82,
82,
82,
82,
82,
82,
82,
82,
55,
55,
55,
55,
55,
55,
55,
55,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53,
53
] | 39 | 3 | 3 | [
1,
1,
1
] | [
"Halide_Perovskite_Ion_Migration_MLFF_positive_iodide_vacancy__27"
] | null | {"input": {"description": "VASP PBE-D3-BJ single-point reference data stored in ML_AB training files. Plane-wave cutoff and k-point sampling are given only in the publication's Supporting Information.", "functional": "PBE with Grimme D3 dispersion, Becke-Johnson damping", "mlff": "VASP on-the-fly machine-learned force ... | true | true | ,Cs,I,Pb, |
Cite this dataset
Tyagi, V., Pols, M., Brocks, G., and Tao, S. Halide Perovskite Ion Migration MLFF positive iodide vacancy. ColabFit, 2025. 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
Tyagi, V., Pols, M., Brocks, G., and Tao, S. Halide Perovskite Ion Migration MLFF positive iodide vacancy. ColabFit, 2025. https://doi.org/None
Cite this dataset
Tyagi, V., Pols, M., Brocks, G., and Tao, S. Halide Perovskite Ion Migration MLFF positive iodide vacancy. ColabFit, 2025. 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_5tjgk8acmeqe_0
Visit the ColabFit Exchange to search additional datasets by author, description, element content and more.
https://materials.colabfit.org
Dataset Name
Halide Perovskite Ion Migration MLFF positive iodide vacancy
Description
VASP machine-learning-force-field (ML_AB) training set for the CsPbI3 halide perovskite, covering migration of a positively charged iodide vacancy. This is one of seven sister datasets from the same publication, each providing a VASP ML_AB training set for a slightly different characteristic of the CsPbI3 perovskite (the cubic-tetragonal phase transition and the migration of iodide vacancies and interstitials in neutral, positively charged, and negatively charged states), all generated to train machine-learned force fields for ion migration. Each configuration carries the total energy, atomic forces, and stress from VASP single-point reference calculations using the PBE functional with Grimme D3 dispersion and Becke-Johnson damping (PBE-D3-BJ), on 2x2x2 cubic supercells (~40 atoms). (Plane-wave cutoff and k-point details are reported only in the paper's Supporting Information.)
Dataset authors
Viren Tyagi, Mike Pols, Geert Brocks, Shuxia Tao
Publication
https://doi.org/10.1021/acs.jpclett.5c01139
Original data link
https://doi.org/10.5281/zenodo.19951919
License
CC-BY-4.0
Number of unique molecular configurations
1827
Number of atoms
71253
Elements included
Cs, I, Pb
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:
- Downloads last month
- -