cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30399814
title: Domain-bridging datasets and DFT results for "Optimizing Cross-Domain Transfer for Universal Machine Learning Interatomic Potentials"

description: <b>Updated (2026. 02. 06)</b>SevenNet-Omni is a universal machine learning interatomic potential (uMLIP) trained based on the SevenNet-MF architecture, using 15 different open datasets across material domains of molecules, crystals, and surface systems. This item includes the SevenNet-Omni checkpoint, benchmark results, the DBS dataset, and the DFT calculation results described in the SevenNet-Omni paper. The checkpoint can be downloaded from github asset or directly from the SevenNet package.<b>benchmark_results/alex_scan</b>Comparison of SCAN formation energies of Alexandria database<b>benchmark_results/LPSC_MD</b>Comparison of force accuracies on LPSC r2SCAN MD trajectories<b>DBS/dbs_total.extxyz</b>The domain-bridging set used for training the SevenNet-Omni.(All other databases comprising the COSMOS dataset are open-source.)Geometries are sampled from OC20, OC22, MatPES, ODAC23, OMol25, and QCML databases.Single-point calculations were performed using VASP, with pseudopotentials selected to ensure compatibility with the Materials Project database.The field 'db_label' informs the source database, sampling type, and index, formatted as {db_src}_{type}_{idx}.During training, entries labeled as 'random' and 'spare' were split into training and validation sets with a ratio of 9:1, while all 'elem' entries were used in the training.<b>DFT_results</b>Contains in-house DFT calculation results presented in the main figures of the paper.Refer to DFT_results/README for detailed descriptions.<b>Potential usage</b>Use the latest version of SevenNet. SevenNet-Omni is supported from v0.12.0.Please visit the SevenNet repository and also the documentation for any detailed instructions forHow to use ASE calculatorHow to run LAMMPS MD simulation via TorchScript or ML-IAP packageHow to install tensor product accelerators such as FashTP or CuEquivarianceHow to enable GPU-accelerated D3 calculator for ASE and LAMMPS.<br>
DOI: 10.6084/m9.figshare.30399814.v3
title: Domain-bridging datasets and DFT results for "Optimizing Cross-Domain Transfer for Universal Machine Learning Interatomic Potentials"

description: <b>Updated (2026. 02. 06)</b>SevenNet-Omni is a universal machine learning interatomic potential (uMLIP) trained based on the SevenNet-MF architecture, using 15 different open datasets across material domains of molecules, crystals, and surface systems. This item includes the SevenNet-Omni checkpoint, benchmark results, the DBS dataset, and the DFT calculation results described in the SevenNet-Omni paper. The checkpoint can be downloaded from github asset or directly from the SevenNet package.<b>benchmark_results/alex_scan</b>Comparison of SCAN formation energies of Alexandria database<b>benchmark_results/LPSC_MD</b>Comparison of force accuracies on LPSC r2SCAN MD trajectories<b>DBS/dbs_total.extxyz</b>The domain-bridging set used for training the SevenNet-Omni.(All other databases comprising the COSMOS dataset are open-source.)Geometries are sampled from OC20, OC22, MatPES, ODAC23, OMol25, and QCML databases.Single-point calculations were performed using VASP, with pseudopotentials selected to ensure compatibility with the Materials Project database.The field 'db_label' informs the source database, sampling type, and index, formatted as {db_src}_{type}_{idx}.During training, entries labeled as 'random' and 'spare' were split into training and validation sets with a ratio of 9:1, while all 'elem' entries were used in the training.<b>DFT_results</b>Contains in-house DFT calculation results presented in the main figures of the paper.Refer to DFT_results/README for detailed descriptions.<b>Potential usage</b>Use the latest version of SevenNet. SevenNet-Omni is supported from v0.12.0.Please visit the SevenNet repository and also the documentation for any detailed instructions forHow to use ASE calculatorHow to run LAMMPS MD simulation via TorchScript or ML-IAP packageHow to install tensor product accelerators such as FashTP or CuEquivarianceHow to enable GPU-accelerated D3 calculator for ASE and LAMMPS.<br>
DOI: 10.15468/dl.c9xu8m
title: Occurrence Download

description: A dataset containing 11958 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "TaxonKey is Endromis versicolora",
 "Year 2000-2026"
 ]
}

 The dataset includes 11958 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016400-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zb37z6
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Chordata",
 "DecimalLatitude is greater than or equal to 34.6532834412505",
 "DecimalLatitude is less than or equal to 34.7431145587496",
 "DecimalLongitude is greater than or equal to -115.738800036584",
 "DecimalLongitude is less than or equal to -115.629537963416",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Year is greater than or equal to 1927",
 "Year is less than or equal to 2026"
 ]
}

 The dataset includes 36 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016401-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15159/phytop.181
title: Keema

description: Phytoplankton biomass, diversity and abundance in samples collected from Lake Keema in 1984.
DOI: 10.15468/dl.9jmrb9
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Wallaceodoxa raja-ampat",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016403-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9mpfjx
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Chordata",
 "DecimalLatitude is greater than or equal to 35.3093924412505",
 "DecimalLatitude is less than or equal to 35.3992235587496",
 "DecimalLongitude is greater than or equal to -119.639084281315",
 "DecimalLongitude is less than or equal to -119.528941718685",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Year is greater than or equal to 1927",
 "Year is less than or equal to 2026"
 ]
}

 The dataset includes 33 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016404-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xmdeqm
title: Occurrence Download

description: A dataset listing the 18 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Inventaires Aéro Biodiversité - LFOQ - Blois-Le Breuil-Inventaires Aéro Biodiversité - LFOQ - Point d'EPOC 4"
 ]
}

 The dataset's 18 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016389-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kq5ybt
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cissus perrieri"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016405-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18710/wskbij/iak6o2
title: Test001_20097.cine
DOI: 10.18710/wskbij/9mlhyb
title: Test001_20098.cine
DOI: 10.18710/wskbij/ryvmhn
title: Test002_20098.cine
DOI: 10.18710/wskbij/tgtzkj
title: Test002_20097.cine
DOI: 10.18710/wskbij/vkkeyk
title: Test003_20097.cine
DOI: 10.18710/wskbij/txx4uk
title: Test003_20098.cine
DOI: 10.18710/wskbij/dmwcgr
title: Test021.txt
DOI: 10.18710/wskbij/piqiip
title: Test001.txt
DOI: 10.18710/wskbij/ccdbkh
title: Test027.txt
DOI: 10.18710/wskbij/keooj5
title: Test007.txt
DOI: 10.18710/wskbij/vcm0pq
title: Test023.txt
DOI: 10.18710/wskbij/og4rfq
title: Test013.txt
DOI: 10.18710/wskbij/ukpde6
title: Test002.txt
DOI: 10.18710/wskbij/wwmwv0
title: Test015.txt
DOI: 10.18710/wskbij/qtv3yx
title: Test024.txt
DOI: 10.18710/wskbij/mj05by
title: Test016.txt
DOI: 10.18710/wskbij/l3wgh6
title: Test009.txt
DOI: 10.18710/wskbij/zmn8ff
title: Test005.txt
DOI: 10.18710/wskbij/pe8mew
title: Test008.txt
DOI: 10.18710/wskbij/birujs
title: Test010.txt
DOI: 10.15468/dl.9ksfqe
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Washingtonia filifera",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016406-260129131611470/datasets/export for details.
DOI: 10.18710/wskbij/zdbgvu
title: Test025.txt
DOI: 10.18710/wskbij/m2pvlj
title: Test019.txt
DOI: 10.18710/wskbij/mbz70x
title: Test003.txt
DOI: 10.18710/wskbij/w215as
title: Test006.txt
DOI: 10.18710/wskbij/iujusv
title: Test026.txt
DOI: 10.18710/wskbij/vjbveu
title: Test011.txt
DOI: 10.18710/wskbij/cljdwd
title: Test004.txt
DOI: 10.18710/wskbij/i5lwpm
title: Test017.txt
DOI: 10.18710/wskbij/qg3l2o
title: Test020.txt
DOI: 10.18710/wskbij/ltxely
title: Test012.txt
DOI: 10.18710/wskbij/n5mktx
title: Test014.txt
DOI: 10.18710/wskbij/imuqbl
title: Test022.txt
DOI: 10.18710/wskbij/yuylqz
title: Test018.txt
DOI: 10.18710/wskbij/nhjv9h
title: Experimental_results_.xlsx
DOI: 10.18710/wskbij/jaf2jx
title: Test034.txt
DOI: 10.18710/wskbij/jrqlfb
title: Test049.txt
DOI: 10.18710/wskbij/pvfase
title: Test036.txt
DOI: 10.18710/wskbij/53jzxb
title: Test046.txt
DOI: 10.18710/wskbij/uo1cr6
title: Test035.txt
DOI: 10.18710/wskbij/vrbonm
title: Test029.txt
DOI: 10.18710/wskbij/jarfmj
title: Test048.txt
DOI: 10.18710/wskbij/1clphy
title: Test045.txt
DOI: 10.18710/wskbij/0qzwj9
title: Test033.txt
DOI: 10.18710/wskbij/0jmssu
title: Test028.txt
DOI: 10.18710/wskbij/edil97
title: Test047.txt
DOI: 10.18710/wskbij/dmslgw
title: Test032.txt
DOI: 10.18710/wskbij/k7tn7z
title: Test044.txt
DOI: 10.18710/wskbij/flh91b
title: Test043.txt
DOI: 10.18710/wskbij/iekpvg
title: Test051.txt
DOI: 10.18710/wskbij/mm9fkc
title: Test041.txt
DOI: 10.18710/wskbij/hd5pp7
title: Test039.txt
DOI: 10.18710/wskbij/sqhulg
title: Test050.txt
DOI: 10.18710/wskbij/zfqzo0
title: Test031.txt
DOI: 10.18710/wskbij/aobine
title: Test037.txt
DOI: 10.18710/wskbij/fzhzww
title: Test030.txt
DOI: 10.18710/wskbij/qjikkl
title: Test038.txt
DOI: 10.18710/wskbij/xkyg2v
title: Test042.txt
DOI: 10.18710/wskbij/lxz4vx
title: Test040.txt
DOI: 10.18710/wskbij/x2uo8b
title: 00_Readme.txt

description: README file generated by DataverseUrge
DOI: 10.18710/wskbij
title: Replication dataset for: Large-Scale Hydrogen Explosion Experiments: Obstructed Releases in open atmosphere

description: This dataset includes results from large-scale hydrogen explosion experiments conducted in open atmospheric conditions during the 2024 and 2025 campaigns. The tests simulate delayed ignitions of high-pressure hydrogen jets, with variations in nozzle diameter, obstacle distance, and ignition location. Data from both obstructed and unobstructed releases are included, with recordings from high-speed cameras and high-frequency pressure sensors. Key findings address the impact of flow rates, obstacle placement, and ignition positioning on flame acceleration, overpressure, and explosion severity. The dataset serves as a critical resource for understanding hydrogen explosion behavior and improving safety designs.
DOI: 10.5281/zenodo.18374241
title: Experimental assessment and prediction of wave loading around abrupt depth transitions.
DOI: 10.5281/zenodo.18374242
title: Experimental assessment and prediction of wave loading around abrupt depth transitions.
DOI: 10.15468/dl.qrpesj
title: Occurrence Download

description: A dataset containing 421 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Chordata",
 "DecimalLatitude is greater than or equal to 36.6606244412504",
 "DecimalLatitude is less than or equal to 36.7504555587496",
 "DecimalLongitude is greater than or equal to -120.86831414671",
 "DecimalLongitude is less than or equal to -120.75626585329",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Year is greater than or equal to 1927",
 "Year is less than or equal to 2026"
 ]
}

 The dataset includes 421 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016407-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9aa4vb
title: Occurrence Download

description: A dataset containing 1199982 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elasmobranchii",
 "HasCoordinate is true",
 "Geometry POLYGON((-179.998977228669 -49.8056732105064, 179.999603913215 -49.8056732105064, 179.999603913215 30.1329640564769, -179.998977228669 30.1329640564769, -179.998977228669 -49.8056732105064))",
 "BasisOfRecord is one of (Human Observation, Observation, Material sample)"
 ]
}

 The dataset includes 1199982 records from 590 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016324-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/icpsr38099.v1
title: Survey of Consumer Attitudes and Behavior, November 2017
title: Version 1

description: The Survey of Consumer Attitudes and Behavior series (also known as the Surveys of Consumers) was undertaken to measure changes in consumer attitudes and expectations, to understand why such changes occur, and to evaluate how they relate to consumer decisions to save, borrow, or make discretionary purchases. The data regularly include the Index of Consumer Sentiment, the Index of Current Economic Conditions, and the Index of Consumer Expectations. Since the 1940s, these surveys have been produced quarterly through 1977 and monthly thereafter. 
The surveys conducted in 2017 focused on topics such as evaluations and expectations about personal finances, employment, price changes, and the national business situation. Opinions were collected regarding respondents' appraisals of present market conditions for purchasing houses, automobiles, computers, and other durables. Also explored in this survey, were respondents' types of savings and financial investments, loan use, family income, and retirement planning.

Other topics in this series typically include past prices, confidence in financial institutions, and political affiliation. Demographic information includes ethnic origin, sex, age, marital status, and education.
description: The purpose of this survey series is to forecast changes in aggregate consumer behavior.
description: This survey is a rotating panel design. For each monthly sample, an independent cross-section sample of households is drawn. The respondents chosen in this drawing are then reinterviewed six months later. The result is a rotating panel design, and the total sample for any one survey is normally made up of 60 percent new respondents with 40 percent being interviewed for the second time.
description: The data are not weighted, however, this collection contains three weight variables; WT (Household weight (WT_HH renamed)), WT_HH (Household weight), and WT_AD (Adult weight) that must be used in any analysis. For more information on weights and sampling, please refer to the documentation and/or visit the Survey of Consumers Website.
description: National sample of telephone numbers from cell (RDD) sampling frame.
description: Datasets: 
DS0: Study-Level Files
DS1: Public-Use Data
DS2: Restricted-Use Data
description: Persons aged 18 years or older living in households with telephones within the coterminous United States. Smallest Geographic Unit: FIPS code
description: computer-assisted telephone interview (CATI)Information on the Index of Consumer Sentiment, the Index of Current Economic Conditions, and the Index of Consumer Expectations and how they were created can be found in the P.I. Codebook.Additional information on the Surveys of Consumers can be found by visiting the Surveys of Consumers Website.
DOI: 10.15468/dl.xn2enf
title: Occurrence Download

description: A dataset containing 26659 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Helleborus viridis L., Helleborus viridis M.Bieb.)"
 ]
}

 The dataset includes 26659 records from 406 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0160181-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d2326p
title: Occurrence Download

description: A dataset containing 2327 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phylloscartes oustaleti (P.L.Sclater, 1887)"
 ]
}

 The dataset includes 2327 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0261082-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.st7um4
title: Occurrence Download

description: A dataset containing 82871 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Sparganium emersum Rehmann, Sparganium emersum × erectum, Sparganium emersum × gramineum, Sparganium emersum × hyperboreum, Sparganium emersum × glomeratum, Sparganium emersum × natans, Sparganium angustifolium x emersum, Sparganium emersum x erectum, Sparganium emersum x hyperboreum, Sparganium emersum x gramineum, Sparganium emersum x glomeratum, Sparganium emersum x natans, Sparganium angustifolium × emersum)"
 ]
}

 The dataset includes 82871 records from 611 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0166871-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rc57ry
title: Occurrence Download

description: A dataset containing 199 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Persephona mediterranea (Herbst, 1794)"
 ]
}

 The dataset includes 199 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0129090-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rksphw
title: Occurrence Download

description: A dataset containing 134907 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Country is one of (United States of America, Mexico, Canada)",
 "Year is greater than 1978",
 "Year is less than 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Xanthocephalus xanthocephalus (Bonaparte, 1826)"
 ]
}

 The dataset includes 134907 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048950-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x64gns
title: Occurrence Download

description: A dataset containing 831 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "GadmGid is BRA.5_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "InstitutionCode is one of (universidade federal da bahia, uefs, alcb, comissão executiva do plano da lavoura cacaueira)",
 "Issue is Geodetic datum assumed WGS84",
 "TaxonKey is Mikania Willd."
 ]
}

 The dataset includes 831 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0188925-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xvrhp3
title: Occurrence Download

description: A dataset containing 468 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Occurrence evidence)",
 "Country is Greece",
 "OccurrenceStatus is Present",
 "TaxonKey is Aquila chrysaetos (Linnaeus, 1758)",
 "Year 1990-2022"
 ]
}

 The dataset includes 468 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0239786-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r2er3x
title: Occurrence Download

description: A dataset containing 64771 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Continent is Europe",
 "Year is greater than 1978",
 "Year is less than 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Prunus serotina Ehrh."
 ]
}

 The dataset includes 64771 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048972-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ktxy47
title: Occurrence Download

description: A dataset containing 54262 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ginkgo L."
 ]
}

 The dataset includes 54262 records from 327 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0279664-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mcwnk6
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chamaedorea parvisecta Burret"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0127644-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9wuvt2
title: Occurrence Download

description: A dataset containing 5596 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tetragonia L."
 ]
}

 The dataset includes 5596 records from 169 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164022-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.