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PO_1000020972523490575144397
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2025-04-16T20:04:36
DS_zbxayq0diq6l_0
1
VASP
DFT-PBE
-156.076538
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2025-04-16T17:32:52
DS_zbxayq0diq6l_0
1
VASP
DFT-PBE
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PO_1001557242914874938160630
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2025-04-16T20:04:47
DS_zbxayq0diq6l_0
1
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2025-04-16T18:09:14
DS_zbxayq0diq6l_0
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VASP
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PO_1002662489454635874105387
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2025-04-16T18:46:38
DS_zbxayq0diq6l_0
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DFT-PBE
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A
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2025-04-17T18:06:06
DS_zbxayq0diq6l_0
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Nb32
Nb
A
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2025-04-16T21:44:51
DS_zbxayq0diq6l_0
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PO_1002238692568231645669543
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2025-04-16T21:51:46
DS_zbxayq0diq6l_0
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PO_1002431987411019169295158
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2025-04-16T18:52:56
DS_zbxayq0diq6l_0
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PO_1002416401918356425168918
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2025-04-16T15:09:29
DS_zbxayq0diq6l_0
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DFT-PBE
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PO_4910614395245193992541224
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2025-04-16T21:13:40
DS_zbxayq0diq6l_0
1
VASP
DFT-PBE
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Nb15
Nb
A
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15
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null
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data/MD/1271/MD_3761566368194453841201271.json
null
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PO_4910857248377248530153527
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2025-04-16T20:12:06
DS_zbxayq0diq6l_0
1
VASP
DFT-PBE
-144.26001
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Nb16
Nb
A
[ "Nb" ]
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16
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null
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PO_4908224708041956851667909
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2025-04-16T20:11:56
DS_zbxayq0diq6l_0
1
VASP
DFT-PBE
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Nb32
Nb
A
[ "Nb" ]
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32
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data/MD/8121/MD_1213582242930949697188121.json
data/MD/2610/MD_9695700431225358294162610.json
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PO_4912342886429647514545761
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2025-04-16T16:33:06
DS_zbxayq0diq6l_0
1
VASP
DFT-PBE
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Nb32
Nb
A
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32
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data/MD/1318/MD_5025468565422068534391318.json
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PO_4913170163778011500887539
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2025-04-16T19:57:46
DS_zbxayq0diq6l_0
1
VASP
DFT-PBE
-163.829269
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Nb17
Nb
A
[ "Nb" ]
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17
1
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null
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data/MD/1271/MD_3761566368194453841201271.json
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PO_4919025151708013006131611
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2025-04-16T21:23:51
DS_zbxayq0diq6l_0
1
VASP
DFT-PBE
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Nb16
Nb
A
[ "Nb" ]
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16
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data/MD/5202/MD_1086845055867124744315202.json
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PO_4923813910443053470026166
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2025-04-16T17:24:18
DS_zbxayq0diq6l_0
1
VASP
DFT-PBE
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Nb31
Nb
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31
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data/MD/8121/MD_1213582242930949697188121.json
data/MD/3149/MD_1060721547105265684003149.json
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PO_4936772995706331333775326
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2025-04-16T18:29:47
DS_zbxayq0diq6l_0
1
VASP
DFT-PBE
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A
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null
data/MD/8121/MD_1213582242930949697188121.json
data/MD/1416/MD_4995392663424856792581416.json
null
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PO_4939531980017257097808974
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2025-04-16T17:23:25
DS_zbxayq0diq6l_0
1
VASP
DFT-PBE
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Nb11
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A
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data/MD/8121/MD_1213582242930949697188121.json
data/MD/3981/MD_3257272650165998432773981.json
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PO_4930667760538485077187916
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2025-04-16T19:01:02
DS_zbxayq0diq6l_0
1
VASP
DFT-PBE
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A
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8
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data/MD/5202/MD_1086845055867124744315202.json
null
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PO_4930280035308869404335557
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2025-04-16T16:34:13
DS_zbxayq0diq6l_0
1
VASP
DFT-PBE
-150.11879
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Nb16
Nb
A
[ "Nb" ]
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16
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0
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null
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data/MD/5202/MD_1086845055867124744315202.json
null
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PO_4928797905085895941264328
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2025-04-16T17:13:47
DS_zbxayq0diq6l_0
1
VASP
DFT-PBE
-143.313126
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Nb16
Nb
A
[ "Nb" ]
[ 1 ]
[ 41, 41, 41, 41, 41, 41, 41, 41, 41, 41, 41, 41, 41, 41, 41, 41 ]
16
1
0
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null
data/MD/8121/MD_1213582242930949697188121.json
data/MD/5202/MD_1086845055867124744315202.json
null
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PO_1004139490746315529690317
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2025-04-16T21:43:25
DS_zbxayq0diq6l_0
1
VASP
DFT-PBE
-73.62117
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Nb8
Nb
A
[ "Nb" ]
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8
1
0
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null
data/MD/8121/MD_1213582242930949697188121.json
data/MD/7143/MD_1070687034339762907547143.json
null
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PO_1005071863406159855560798
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2025-04-16T17:08:59
DS_zbxayq0diq6l_0
1
VASP
DFT-PBE
-143.002899
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5.407107
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CO_2921027961214122133057105
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Nb15
Nb
A
[ "Nb" ]
[ 1 ]
[ 41, 41, 41, 41, 41, 41, 41, 41, 41, 41, 41, 41, 41, 41, 41 ]
15
1
0
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null
data/MD/8121/MD_1213582242930949697188121.json
data/MD/7143/MD_1070687034339762907547143.json
null
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PO_1005516756808463330485389
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2025-04-16T18:26:36
DS_zbxayq0diq6l_0
1
VASP
DFT-PBE
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PO_1004498924349887515462125
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2025-04-17T17:35:57
DS_zbxayq0diq6l_0
1
VASP
DFT-PBE
-161.70192
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PO_1005832989158257456992407
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2025-04-16T16:33:01
DS_zbxayq0diq6l_0
1
VASP
DFT-PBE
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PO_1005939577632448185595286
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2025-04-16T19:57:46
DS_zbxayq0diq6l_0
1
VASP
DFT-PBE
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2025-04-16T17:11:08
DS_zbxayq0diq6l_0
1
VASP
DFT-PBE
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data/MD/7143/MD_1070687034339762907547143.json
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PO_4942135975857051197982697
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2025-04-16T18:33:37
DS_zbxayq0diq6l_0
1
VASP
DFT-PBE
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Nb32
Nb
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PO_4962850972424225446862971
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2025-04-16T17:59:02
DS_zbxayq0diq6l_0
1
VASP
DFT-PBE
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Nb16
Nb
A
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2025-04-16T18:56:42
DS_zbxayq0diq6l_0
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DS_zbxayq0diq6l_0
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2025-04-16T18:29:07
DS_zbxayq0diq6l_0
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Nb32
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A
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2025-04-16T21:17:22
DS_zbxayq0diq6l_0
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Nb
A
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2025-04-17T18:06:06
DS_zbxayq0diq6l_0
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DFT-PBE
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[ true, true, true ]
Nb16
Nb
A
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[ 1 ]
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16
1
0
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null
data/MD/8121/MD_1213582242930949697188121.json
data/MD/7801/MD_6181352226882142026027801.json
null
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PO_4980742202446813755905278
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2025-04-16T18:45:06
DS_zbxayq0diq6l_0
1
VASP
DFT-PBE
-156.680389
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[ true, true, true ]
Nb16
Nb
A
[ "Nb" ]
[ 1 ]
[ 41, 41, 41, 41, 41, 41, 41, 41, 41, 41, 41, 41, 41, 41, 41, 41 ]
16
1
0
[ 0, 0, 0 ]
[ "Nb_iter_al_Nb_iter1_0_mp-75_elastic_B222_dist03_6_1" ]
null
data/MD/8121/MD_1213582242930949697188121.json
data/MD/1271/MD_3761566368194453841201271.json
null
{"materials-project-id": "mp-75", "hash": "3761566368194453841201271551257166914367029374276250429171467643080028609114484279732029552961311780180802026259367386338933554495282624671567694577803013", "id": "MD_3761566368194453841201271"}
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End of preview. Expand in Data Studio

Cite this dataset Andolina, C. M., and Saidi, W. A. 23-Single-Element-DNPs RSCDD 2023-Nb. ColabFit, 2023. https://doi.org/10.60732/2146db76

This 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_zbxayq0diq6l_0

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Dataset Name

23-Single-Element-DNPs RSCDD 2023-Nb

Description

Configurations of Nb from Andolina & Saidi, 2023. One of 23 minimalist, curated sets of DFT-calculated properties for individual elements for the purpose of providing input to machine learning of deep neural network potentials (DNPs). Each element set contains on average ~4000 structures with 27 atoms per structure. Configuration metadata includes Materials Project ID where available, as well as temperatures at which MD trajectories were calculated.These temperatures correspond to the melting temperature (MT) and 0.25*MT for elements with MT < 2000K, and MT, 0.6*MT and 0.25*MT for elements with MT > 2000K.

Dataset authors

Christopher M. Andolina, Wissam A. Saidi

Publication

https://doi.org/10.1039/D3DD00046J

Original data link

https://github.com/saidigroup/23-Single-Element-DNPs

License

GPL-3.0-only

Number of unique molecular configurations

3114

Number of atoms

54086

Elements included

Nb

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. If cs/ 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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