cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.5uter9
title: Occurrence Download

description: A dataset containing 376 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Eurya japonica"
 ]
}

 The dataset includes 376 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011850-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zyc9zm
title: Occurrence Download

description: A dataset containing 1360 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Americabaetis",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 1360 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011851-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.td2vv6
title: Occurrence Download

description: A dataset containing 1428 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neotrichia",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 1428 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011853-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wxcmq9
title: Occurrence Download

description: A dataset containing 1005706 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Merlangius merlangus, Trisopterus, Makaira, Micropogonias altipinnis, Beryx splendens, Clupea pallasii, Crepidula gibbosa, Scomberomorus maculatus, Pomacanthus paru, Apogonidae, Patagonotothen brevicauda, Belonidae, Tomicodon bidens, Epinephelus quernus, Trachinus lineolatus, Glyptocephalus cynoglossus)",
 "Year 2003-2011"
 ]
}

 The dataset includes 1005706 records from 446 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011805-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18257279
title: Conyza notobellidiastrum Griseb. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.5281/zenodo.18257278
title: Conyza notobellidiastrum Griseb. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.5281/zenodo.18257282
title: Conyza pampeana (Parodi) Cabrera. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.15468/dl.7caatw
title: Occurrence Download

description: A dataset containing 48456 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sida rhombifolia"
 ]
}

 The dataset includes 48456 records from 856 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011848-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cmsk6j
title: Occurrence Download

description: A dataset containing 538 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Lampronycteris brachyotis (Dobson, 1879)"
 ]
}

 The dataset includes 538 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011184-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bngmzx
title: Occurrence Download

description: A dataset containing 912 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Quercus oleoides Schltdl. & Cham."
 ]
}

 The dataset includes 912 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012172-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rdpaps
title: Occurrence Download

description: A dataset containing 177430 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phaedyma shepherdi (Moore, 1858), Neptis jumbah Moore, 1857, Melursus ursinus (Shaw, 1791), Trypanophora semihyalina Kollar, 1844, Altha nivea Walker, 1862, Phocoderma velutina (Kollar, 1844), Labdia molybdaula (Meyrick, 1915), Calliteara horsfieldii (Saunders, 1851), Donda eurychlora Walker, 1858, Donda ornata Moore, 1883, Mudaria cornifrons Moore, 1893, Tonica niviferana (Walker, 1864), Tonica barrowi (Bingham, 1907), Dysdaemonia boreas Cramer, 1775, Erechthias spodomicta (Meyrick, 1915), Amrasca delhiensis Sohi, Mann & Shenhmar, 1987, Earias luteolaria Hampson, 1891, Carea angulata Fabricius, 1793, Urocissa erythroryncha (Boddaert, 1783), Bombax ceiba L., Microterys clauseni Compere, 1926, Caio championi Druce, 1886, Lirimiris lignitecta Walker, 1865, Hylesia lineata Druce, 1886, Titaea tamerlan Maassen, 1869, Bombus robustus Smith, 1854, Bombus pauloensis Friese, 1912, Entyloma serotinum J.Schröt., Entyloma boraginis Cif., Ethmia pusiella Römer, 1789, Pseudaugochlora graminea (Fabricius, 1804), Amegilla cingulata (Fabricius, 1775), Amegilla chlorocyanea (Cockerell, 1914), Osmia cornuta (Latreille, 1805), Ceratina cucurbitina (Rossi, 1792), Bombus vandykei (Frison, 1927), Podalonia tydei (Le Guillou, 1841), Bombus caliginosus (Frison, 1927), Rhodanthidium sticticum (Fabricius, 1787), Anthophora quadrimaculata (Panzer, 1798), Nephantis serinopa Meyrick, 1905, Pyroderces diplecta Meyrick, 1935, Amathusia phidippus (Linnaeus, 1763), Brachymeria nephantidis Gahan, 1930, Eurytoma albotibialis Ashmead, 1905, Pediobius imbreus (Walker, 1846), Pseudotolithus typus Bleeker, 1863, Contarinia bothriochloae Harris, 1979, Melanoplus femurrubrum (De Geer, 1773), Eudorcas thomsonii (Günther, 1884))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 177430 records from 798 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006472-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p8d2kx
title: Occurrence Download

description: A dataset containing 1534 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.5_1",
 "TaxonKey is Parastrellus hesperus (H.Allen, 1864)"
 ]
}

 The dataset includes 1534 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006492-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nu2c43
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is South Africa",
 "TaxonKey is Adenia fruticosa subsp. fruticosa"
 ]
}

 The dataset includes 32 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006493-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.earvak
title: Occurrence Download

description: A dataset containing 10087 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 (occurrence.level0gid = 'ARG.1_1' OR occurrence.level1gid = 'ARG.1_1' OR occurrence.level2gid = 'ARG.1_1' OR occurrence.level3gid = 'ARG.1_1')
 AND occurrence.occurrencestatus = 'PRESENT'
 AND (occurrence.taxonkey = 6 OR occurrence.acceptedtaxonkey = 6 OR occurrence.kingdomkey = 6 OR occurrence.phylumkey = 6 OR occurrence.classkey = 6 OR occurrence.orderkey = 6 OR occurrence.familykey = 6 OR occurrence.genuskey = 6 OR occurrence.specieskey = 6)
 AND occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 10087 records were derived from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006487-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11583340
title: modelforge curated dataset: SPICE 1

description: Modelforge Curated SPICE 1 Dataset:-full dataset, limited to [H, C, N, O, F, Cl, S]-Version: full_dataset_HCNOFClS_v1.1

This provides a curated hdf5 file for the SPICE 1 dataset (release v1.1.4) designed to be compatible with modelforge, an infrastructure to implement and train NNPs.  This dataset contains 16565 unique records for 976408 total configurations. The dataset is limited to the elements that are compatible with the ANI2x NNP: [H, C, N, O, F, Cl, S].

When applicable, the units of properties are provided in the datafile,  encoded as strings compatible with the openff-units package. 

This is compatible with modelforge HDF5 schema 2. 

For more information about the structure of the data file, please see the following:



https://github.com/choderalab/modelforge/wiki/Dataset-and-curation#curation-module


Properties Included:



atomic_numbers 

positions       



"per_atom"

"nanometer"



dft_total_force



"per_atom"

"kilojoule_per_mole / nanometer"



mbis_charges  



"per_atom"

"elementary_charge"



mbis_dipoles   



"per_atom"

"elementary_charge * nanometer"



mbis_quadrupoles       



"per_atom"

"elementary_charge * nanometer ** 2"



mbis_octupoles 



"per_atom"

"elementary_charge * nanometer ** 3"



mayer_indices  



"per_atom"

"dimensionless"



wiberg_lowdin_indices  



"per_atom"

 "dimensionless"



total_charge   



"per_system"

"elementary_charge"



dft_total_energy       



"per_system"

"kilojoule_per_mole"



formation_energy       



"per_system"

"kilojoule_per_mole"



scf_dipole     



"per_system"

"elementary_charge * nanometer"



scf_quadrupole 



"per_system"

"elementary_charge * nanometer ** 2"



smiles 



"meta_data"




Source Dataset:

Small-molecule/Protein Interaction Chemical Energies (SPICE).

The SPICE dataset contains 1.1 million conformations for a diverse set of small molecules, dimers, dipeptides, and solvated amino acids. It includes 15 elements, charged and  uncharged molecules, and a wide range of covalent and non-covalent interactions.  It provides both forces and energies calculated at the ωB97M-D3(BJ)/def2-TZVPPD level of theory, using Psi4 1.4.1 along with other useful quantities such as multipole moments and bond orders.

 

Citations:

Original publication:



Eastman, P., Behara, P.K., Dotson, D.L. et al. SPICE,  A Dataset of Drug-like Molecules and Peptides for Training Machine Learning Potentials. Sci Data 10, 11 (2023). https://doi.org/10.1038/s41597-022-01882-6


Source dataset, released with CCO 1.0 Universal license:













Eastman, P., Behara, P. K., Dotson, D., Galvelis, R., Herr, J., Horton, J., Mao, Y., Chodera, J., Pritchard, B., Wang, Y., De Fabritiis, G., & Markland, T. (2022). SPICE 1.1.4 (1.1.4) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.8222043
DOI: 10.5281/zenodo.11583341
title: modelforge curated dataset: SPICE 1

description: Curated SPICE 1 Dataset:

Full dataset, version full_dataset_v0:

This provides a curated hdf5 file for the SPICE 1 dataset (release v1.1.4) designed to be compatible with modelforge, an infrastructure to implement and train NNPs.  This datafile  includes 1,110,165 total conformers for 19,238 unique molecules.

When applicable, the units of properties are provided in the datafile,  encoded as strings compatible with the openff-units package.  For more information about the structure of the data file, please see the following:



https://github.com/choderalab/modelforge/wiki/Dataset-and-curation#curation-module


This curated dataset was generated using the modelforge software at commit c5c7153:



Link to the source code at this commit: https://github.com/choderalab/modelforge/tree/c5c7153e06172fe8e6f25015250ecb5db05655cc

Link to the script file used to generate the dataset: https://github.com/choderalab/modelforge/blob/c5c7153e06172fe8e6f25015250ecb5db05655cc/modelforge/curation/scripts/curate_spice114.py


 

Source Dataset:

Small-molecule/Protein Interaction Chemical Energies (SPICE).

The SPICE dataset contains 1.1 million conformations for a diverse set of small molecules, dimers, dipeptides, and solvated amino acids. It includes 15 elements, charged and  uncharged molecules, and a wide range of covalent and non-covalent interactions.  It provides both forces and energies calculated at the ωB97M-D3(BJ)/def2-TZVPPD level of theory, using Psi4 1.4.1 along with other useful quantities such as multipole moments and bond orders.

 

Citations:

Original publication:



Eastman, P., Behara, P.K., Dotson, D.L. et al. SPICE,  A Dataset of Drug-like Molecules and Peptides for Training Machine Learning Potentials. Sci Data 10, 11 (2023). https://doi.org/10.1038/s41597-022-01882-6


Source dataset, released with CCO 1.0 Universal license:













Eastman, P., Behara, P. K., Dotson, D., Galvelis, R., Herr, J., Horton, J., Mao, Y., Chodera, J., Pritchard, B., Wang, Y., De Fabritiis, G., & Markland, T. (2022). SPICE 1.1.4 (1.1.4) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.8222043
DOI: 10.5281/zenodo.11607708
title: modelforge curated dataset: SPICE 1

description: Curated SPICE 1 Dataset:

1000 conformer test set, version nc_1000_v0:

This provides a curated hdf5 file for a subset of the SPICE 1 dataset (release v1.1.4) designed to be compatible with modelforge, an infrastructure to implement and train NNPs. This includes 1000 total conformers, for 100 unique molecules (10 conformers per molecule). 

When applicable, the units of properties are provided in the datafile,  encoded as strings compatible with the openff-units package.  For more information about the structure of the data file, please see the following:



https://github.com/choderalab/modelforge/wiki/Dataset-and-curation#curation-module


This curated dataset was generated using the modelforge software at commit c5c7153:



Link to the source code at this commit: https://github.com/choderalab/modelforge/tree/c5c7153e06172fe8e6f25015250ecb5db05655cc

Link to the script file used to generate the dataset: https://github.com/choderalab/modelforge/blob/c5c7153e06172fe8e6f25015250ecb5db05655cc/modelforge/curation/scripts/curate_spice114.py 


 

Source Dataset:

Small-molecule/Protein Interaction Chemical Energies (SPICE).

The SPICE dataset contains 1.1 million conformations for a diverse set of small molecules, dimers, dipeptides, and solvated amino acids. It includes 15 elements, charged and  uncharged molecules, and a wide range of covalent and non-covalent interactions.  It provides both forces and energies calculated at the ωB97M-D3(BJ)/def2-TZVPPD level of theory, using Psi4 1.4.1 along with other useful quantities such as multipole moments and bond orders.

 

Citations:

Original publication:



Eastman, P., Behara, P.K., Dotson, D.L. et al. SPICE,  A Dataset of Drug-like Molecules and Peptides for Training Machine Learning Potentials. Sci Data 10, 11 (2023). https://doi.org/10.1038/s41597-022-01882-6


Source dataset, released with CCO 1.0 Universal license:













Eastman, P., Behara, P. K., Dotson, D., Galvelis, R., Herr, J., Horton, J., Mao, Y., Chodera, J., Pritchard, B., Wang, Y., De Fabritiis, G., & Markland, T. (2022). SPICE 1.1.4 (1.1.4) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.8222043
DOI: 10.5281/zenodo.11622328
title: modelforge curated dataset: SPICE 1

description: Curated SPICE 1 Dataset:

Full dataset restricted to elements H, C, N, O, F, Cl, S, version "full_dataset_v0_HCNOFClS":

This provides a curated hdf5 file for a subset of the SPICE 1 dataset (release v1.1.4) designed to be compatible with modelforge, an infrastructure to implement and train NNPs. This subset is limited to molecules containing any of the following 7 elements: H, C, N, O, F, Cl, and S.  This  dataset contains 976,408 total conformers, for 16,565 unique molecules. 

When applicable, the units of properties are provided in the datafile,  encoded as strings compatible with the openff-units package.  For more information about the structure of the data file, please see the following:



https://github.com/choderalab/modelforge/wiki/Dataset-and-curation#curation-module


This curated dataset was generated using the modelforge software at commit c5c7153:



Link to the source code at this commit: https://github.com/choderalab/modelforge/tree/c5c7153e06172fe8e6f25015250ecb5db05655cc

Link to the script file used to generate the dataset: https://github.com/choderalab/modelforge/blob/c5c7153e06172fe8e6f25015250ecb5db05655cc/modelforge/curation/scripts/curate_spice114.py 


 

Source Dataset:

Small-molecule/Protein Interaction Chemical Energies (SPICE).

The SPICE dataset contains 1.1 million conformations for a diverse set of small molecules, dimers, dipeptides, and solvated amino acids. It includes 15 elements, charged and  uncharged molecules, and a wide range of covalent and non-covalent interactions.  It provides both forces and energies calculated at the ωB97M-D3(BJ)/def2-TZVPPD level of theory, using Psi4 1.4.1 along with other useful quantities such as multipole moments and bond orders.

 

Citations:

Original publication:



Eastman, P., Behara, P.K., Dotson, D.L. et al. SPICE,  A Dataset of Drug-like Molecules and Peptides for Training Machine Learning Potentials. Sci Data 10, 11 (2023). https://doi.org/10.1038/s41597-022-01882-6


Source dataset, released with CCO 1.0 Universal license:













Eastman, P., Behara, P. K., Dotson, D., Galvelis, R., Herr, J., Horton, J., Mao, Y., Chodera, J., Pritchard, B., Wang, Y., De Fabritiis, G., & Markland, T. (2022). SPICE 1.1.4 (1.1.4) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.8222043
DOI: 10.5281/zenodo.11625408
title: modelforge curated dataset: SPICE 1

description: Curated SPICE 1 Dataset:

1000 conformer test set restricted to elements H, C, N, O, F, Cl, S, version "nc_1000_v0_HCNOFClS":

This provides a curated hdf5 file for a subset of the SPICE 1 dataset (release v1.1.4) designed to be compatible with modelforge, an infrastructure to implement and train NNPs. This subset is limited to molecules containing any of the following 7 elements: H, C, N, O, F, Cl, and S.  This  dataset contains 1000 total conformers, for 100 unique molecules (10 conformers per molecule). 

When applicable, the units of properties are provided in the datafile,  encoded as strings compatible with the openff-units package.  For more information about the structure of the data file, please see the following:



https://github.com/choderalab/modelforge/wiki/Dataset-and-curation#curation-module


This curated dataset was generated using the modelforge software at commit c5c7153:



Link to the source code at this commit: https://github.com/choderalab/modelforge/tree/c5c7153e06172fe8e6f25015250ecb5db05655cc

Link to the script file used to generate the dataset: https://github.com/choderalab/modelforge/blob/c5c7153e06172fe8e6f25015250ecb5db05655cc/modelforge/curation/scripts/curate_spice114.py 


 

Source Dataset:

Small-molecule/Protein Interaction Chemical Energies (SPICE).

The SPICE dataset contains 1.1 million conformations for a diverse set of small molecules, dimers, dipeptides, and solvated amino acids. It includes 15 elements, charged and  uncharged molecules, and a wide range of covalent and non-covalent interactions.  It provides both forces and energies calculated at the ωB97M-D3(BJ)/def2-TZVPPD level of theory, using Psi4 1.4.1 along with other useful quantities such as multipole moments and bond orders.

 

Citations:

Original publication:



Eastman, P., Behara, P.K., Dotson, D.L. et al. SPICE,  A Dataset of Drug-like Molecules and Peptides for Training Machine Learning Potentials. Sci Data 10, 11 (2023). https://doi.org/10.1038/s41597-022-01882-6


Source dataset, released with CCO 1.0 Universal license:













Eastman, P., Behara, P. K., Dotson, D., Galvelis, R., Herr, J., Horton, J., Mao, Y., Chodera, J., Pritchard, B., Wang, Y., De Fabritiis, G., & Markland, T. (2022). SPICE 1.1.4 (1.1.4) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.8222043