cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17957034
title: Horizyn-1 Development Dataset: Dual-encoder contrastive learning accelerates enzyme discovery

description: Overview This repository contains the development dataset used to train and evaluate the Horizyn-1 development model, as described in the paper "Dual-encoder contrastive learning accelerates enzyme discovery."

The dataset includes the full set of reaction SMILES, protein-reaction pairs, and pre-computed ProtT5 protein embeddings. The accompanying code for training and evaluation is available at: https://github.com/dayhofflabs/horizyn. A model checkpoint produced using the data and code is also included.

Methodology & Splits The training and test sets were created by splitting on reactions to prevent data leakage. The test set was strictly filtered to exclude any reactions with high similarity to any reactions in the training set (see manuscript).

For evaluation, the test setup involves identifying the correct enzyme for each test reaction from a total screening pool of 216,132 proteins contained in this dataset.

Dataset Statistics





Reactions: 10,785 (Train) / 1,012 (Test)




Enzymes: 192,769 (Train) / 32,100 (Test)




Reaction-Enzyme Pairs: 257,733 (Train) / 33,996 (Test)



File Manifest The archive contains the following standardized files:





train_rxns.csv & test_rxns.csv





Contains reaction SMILES strings.




Columns: rs_id, reaction_id, reaction_smiles






train_pairs.csv & test_pairs.csv





Defines the positive training and testing pairs.




Columns: pr_id, reaction_id, protein_id






prots_t5.h5





HDF5 file containing pre-computed protein embeddings (ProtT5-XL).




Structure:





/ids: Dataset of protein IDs (strings)




/vectors: Dataset of embeddings (float32, shape: [N, 1024])








prots.fasta (Reference)





FASTA file containing protein sequences corresponding to the embeddings in the HDF5 file.






horizyn-v1.ckpt





Model checkpoint created using this dataset and the official implementation.




Code repository: https://github.com/dayhofflabs/horizyn





Citation If you use this dataset, please cite the associated preprint:



Rocks, J. W., Truong, D. P., Rappoport, D., Maddrell-Mander, S., Martin-Alarcon, D. A., Lee, T., Crossan, S., & Goldford, J. E. (2025). Dual-encoder contrastive learning accelerates enzyme discovery. bioRxiv. DOI: 10.1101/2025.08.21.671639
DOI: 10.15468/dl.hh47k4
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Saccharum",
 "Year 2015-2025"
 ]
}

 The dataset includes 19 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059759-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qmm766
title: Occurrence Download

description: A dataset containing 682416 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 35.0",
 "DecimalLatitude is less than or equal to 40.0",
 "DecimalLongitude is greater than or equal to -90.0",
 "DecimalLongitude is less than or equal to -85.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 682416 records from 260 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059731-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rwher2
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hypomasticus thayeri (Borodin, 1929)"
 ]
}

 The dataset includes 12 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0340746-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sdfkyc
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Macrobrachium gangeticum Spence Bate, 1868"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0420502-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rsnn5z
title: Occurrence Download

description: A dataset containing 78245 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 78245 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005035-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.34f9ht
title: Occurrence Download

description: A dataset containing 138 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Issue is Country mismatch"
 ]
}

 The dataset includes 138 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0362438-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9e8acb
title: Occurrence Download

description: A dataset containing 4065 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Desmognathus fuscus (Rafinesque, 1820)",
 "Year 1992-2022"
 ]
}

 The dataset includes 4065 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0426859-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rsrqch
title: Occurrence Download

description: A dataset containing 1500515 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Centre for Biodiversity Genomics - Canadian Specimens"
 ]
}

 The dataset includes 1500515 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001213-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5tx7gc
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Brazil",
 "Geometry POLYGON((-55.21729 -27.09948,-46.86768 -27.09948,-46.86768 -21.45435,-55.21729 -21.45435,-55.21729 -27.09948))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Suiriri suiriri (Vieillot, 1818)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0204622-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mwv9tt
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Malaysia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Acronychia pedunculata (L.) Miq."
 ]
}

 The dataset includes 37 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0344320-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kgycmt
title: Occurrence Download

description: A dataset containing 1805 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "TaxonKey is Fabaceae",
 "HasGeospatialIssue is false"
 ]
 },
 "TaxonKey is one of (Baikiaea Benth.)"
 ]
}

 The dataset includes 1805 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009420-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.auqx59
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Flammocladiella decora (Wallr.) Lechat & J.Fourn.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 59 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164594-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pzjakk
title: Occurrence Download

description: A dataset containing 285 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Angola",
 "PublishingOrg is ef8a2d00-9c4e-4973-a83c-951c1be11915",
 "Year 1941-1943"
 ]
}

 The dataset includes 285 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0362429-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2x7dfm
title: Occurrence Download

description: A dataset containing 148 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((112.98483 -10.31457,118.55123 -10.31457,118.55123 -6.65329,112.98483 -6.65329,112.98483 -10.31457))",
 "TaxonKey is Eretmochelys imbricata (Linnaeus, 1766)",
 "Year 2013-2023"
 ]
}

 The dataset includes 148 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009429-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8sttuc
title: Occurrence Download

description: A dataset containing 18942 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Schinus molle L."
 ]
}

 The dataset includes 18942 records from 416 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014669-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wppnnt
title: Occurrence Download

description: A dataset containing 1637 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Aechmea bromeliifolia (Rudge) Baker ex Benth. & Hook.f."
 ]
}

 The dataset includes 1637 records from 148 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0200443-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ebdp38
title: Occurrence Download

description: A dataset containing 5379 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mycena erubescens Höhn., Mycena filopes (Bull.) P.Kumm.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 5379 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0322097-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.26zvwm
title: Occurrence Download

description: A dataset listing the 2 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Karima Cheek & Riina"
 ]
}

 The dataset's 2 records were derived from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002783-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pzffwm
title: Occurrence Download

description: A dataset listing the 120 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "Geometry POLYGON((-67.91493 43.24291,-61.6018 43.24291,-61.6018 46.89254,-67.91493 46.89254,-67.91493 43.24291))",
 "IucnRedListCategory is one of (CR, EN, VU)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 120 records were derived from 132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0426860-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tcjhj8
title: Occurrence Download

description: A dataset containing 41850 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Atheniella flavoalba (Fr.) Redhead, Moncalvo, Vilgalys, Desjardin & B.A.Perry, Mycena galopus (Pers.) P.Kumm., Mycena haematopus (Pers.) P.Kumm.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 41850 records from 193 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0322100-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.af5exp
title: Occurrence Download

description: A dataset containing 157 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alouatta palliata mexicana Merriam, 1902"
 ]
}

 The dataset includes 157 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001207-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ky87ze
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 {
 "or" : [
 "Country is Albania",
 "Country is Montenegro"
 ]
 },
 "TaxonKey is Valeriana saxatilis L."
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0420518-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pra53e
title: Occurrence Download

description: A dataset containing 6806102 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is China"
 ]
}

 The dataset includes 6806102 records from 4179 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0362448-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jwxy7s
title: Occurrence Download

description: A dataset containing 173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cercospora moricola Cooke",
 {
 "or" : [
 "Country is United States of America",
 "Country is Canada"
 ]
 },
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 }
 ]
}

 The dataset includes 173 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0104796-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4sh5cw
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allium luteolum Halácsy"
 ]
}

 The dataset includes 46 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0181379-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.shhxyg
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mandrillus sphinx (Linnaeus, 1758)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 56 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0202347-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.adbkfw
title: Occurrence Download

description: A dataset containing 492 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Millingtonia hortensis L.fil."
 ]
}

 The dataset includes 492 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030251-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ee6s22
title: Occurrence Download

description: A dataset containing 112 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Artemisia karatavica Krasch. & Abolin ex Poljakov"
 ]
}

 The dataset includes 112 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0181412-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b6ya7n
title: Occurrence Download

description: A dataset containing 4289 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Parmotrema crinitum (Ach.) M.Choisy, Peltigera polydactylon (Neck.) Hoffm.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 4289 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0168110-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w9cwas
title: Occurrence Download

description: A dataset containing 126 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sideritis lurida J.Gay ex Lacaita"
 ]
}

 The dataset includes 126 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0128564-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qrqdma
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Artemisia fedtschenkoana Krasch."
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0181424-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.