cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14560335
title: UMD-600MB: Refined MIDI Dataset for Symbolic Music Generation

description: UMD-600MB

The Universal MIDI Dataset 600MB (UMD-600MB) is a proprietary collection of 149,230 MIDI files curated for research and development within our organization. This collection is a subset sampled from a larger dataset developed for pretraining symbolic music models.

The field of symbolic music generation is constrained by limited data compared to language models. Publicly available datasets, such as the Lakh MIDI Dataset, offer large collections of MIDI files sourced from the web. While the sheer volume of musical data might appear beneficial, the actual amount of valuable data is less than anticipated, as many songs contain less desirable melodies with erratic and repetitive events.

The UMD-600MB employs an attention-based approach to produce more desirable outputs by focusing on human-reviewed training examples of single-track melodies, chord progressions, leads, bass, and arpeggios, each averaging 8 bars in duration. The dataset has been continuously refined since 2022 to ensure consistent quality and tempo alignment for further development in AI music generation projects. Additionally, the dataset is normalized by setting the timing information to 120 BPM with a tick resolution (PPQ) of 96.

Melody Styles

A major portion of the dataset is composed of newly produced private data to represent modern musical styles.



Pop: 1970s to 2020s Pop music

EDM: Trance, House, Hardstyle, Dance, Synthwave, Retro, Arcade

Jazz: Bebop, Ballad, Latin-Jazz, Bossa-Jazz, Blues, Ragtime, World

Rock: Pop, Alternative, Folk

Soul: Classic, Modern, Neo-Soul, Funk, Latin-Soul

Urban: Pop, Hip-Hop, Lo-Fi, Trap, R&B, Afrobeat

World: Latin, Bossa Nova, European

Other: Film, Cinematic, Game music and piano references


Actual MIDI files are unlabeled for unsupervised training.

Dataset Access

Please note that this is a closed-source dataset with very limited access. Considerations for access include proposals for data augmentation, chord extraction and other enhancement methods, whether through scripts, algorithmic techniques, manual editing in a DAW or additional processing methods.

For inquiries about this dataset, please email us.
DOI: 10.5281/zenodo.14560336
title: UMD-600MB: Refined MIDI Dataset for Symbolic Music Generation

description: UMD-600MB

The Universal MIDI Dataset 600MB (UMD-600MB) is a proprietary collection of 149,230 MIDI files curated for research and development within our organization. This collection is a subset sampled from a larger dataset developed for pretraining symbolic music models.

The field of symbolic music generation is constrained by limited data compared to language models. Publicly available datasets, such as the Lakh MIDI Dataset, offer large collections of MIDI files sourced from the web. While the sheer volume of musical data might appear beneficial, the actual amount of valuable data is less than anticipated, as many songs contain less desirable melodies with erratic and repetitive events.

The UMD-600MB employs an attention-based approach to produce more desirable outputs by focusing on human-reviewed training examples of single-track melodies, chord progressions, leads, bass, and arpeggios, each averaging 8 bars in duration. The dataset has been continuously refined since 2022 to ensure consistent quality and tempo alignment for further development in AI music generation projects. Additionally, the dataset is normalized by setting the timing information to 120 BPM with a tick resolution (PPQ) of 96.

Melody Styles

A major portion of the dataset is composed of newly produced private data to represent modern musical styles.



Pop: 1970s to 2020s Pop music

EDM: Trance, House, Hardstyle, Dance, Synthwave, Retro, Arcade

Jazz: Bebop, Ballad, Latin-Jazz, Bossa-Jazz, Blues, Ragtime, World

Rock: Pop, Alternative, Folk

Soul: Classic, Modern, Neo-Soul, Funk, Latin-Soul

Urban: Pop, Hip-Hop, Lo-Fi, Trap, R&B, Afrobeat

World: Latin, Bossa Nova, European

Other: Film, Cinematic, Game music and piano references


Actual MIDI files are unlabeled for unsupervised training.

Dataset Access

Please note that this is a closed-source dataset with very limited access. Considerations for access include proposals for data augmentation, chord extraction and other enhancement methods, whether through scripts, algorithmic techniques, manual editing in a DAW or additional processing methods.

For inquiries about this dataset, please email us.
DOI: 10.15468/dl.5xp26f
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Philonthus hapalemur sp. nov. and redescription of P. plasoni from Madagascar (Coleoptera: Staphylinidae: Philonthina)"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049632-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28098758
title: Wild Chinese chestnut genome (V2)

description: We assembled a chromosome-scale genome of wild Chinese chestnut, and a total of 2,652,199 read pairs (90.55 Gb) were acquired by Hi-C sequencing, offering over 115-fold coverage. Then, to improve gene prediction accuracy, high-quality transcripts of 11 mixed tissue types were sequenced using a single-molecule real-time sequencer from Pacific Biosciences. Finally, a total of 33,991 protein-coding genes were aligned to the wild Chinese chestnut genome (V2).
DOI: 10.15468/dl.kkpx9g
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (205000618, Myctophiformes, 210217560, Myctophiformes, Myctophiformes, Myctophiformes, Myctophiformes, Myctophiformes, Myctophiformes, 205907205, 205279704, 204357393, Myctophiformes, Myctophiformes, 204766029, 203894959, 204329979, 212386349, Myctophiformes, Myctophiformes, Myctophiformes, Myctophiformes, Myctophiformes, Myctophiformes, 212109219, Myctophiformes, Myctophiformes, Myctophiformes, 212101877, Myctophiformes, Myctophiformes, Myctophiformes, 209454679, 161458435, 206006512, Myctophiformes, Myctophiformes, Myctophiformes, Myctophiformes, Myctophiformes, Myctophiformes, 209346049, 204795261, Myctophiformes, Myctophiformes, Myctophiformes, Myctophiformes, Myctophiformes, Myctophiformes, Myctophiformes, 211762525, Myctophiformes, Myctophiformes, Myctophiformes, Myctophiformes, Myctophiformes, Myctophiformes, 210653872, 205312937, Myctophiformes, Myctophiformes, MYCTOPHIFORMES, Myctophiformes, Myctophiformes, Myctophiformes, Myctophiformes, Myctophiformes, Myctophiformes, 204982856, 206038109, Myctophiformes, Myctophiformes, Myctophiformes, Myctophiformes, Myctophiformes, Myctophiformes, Myctophiformes, Myctophiformes, Myctophiformes, Myctophiformes, Myctophiformes, 210656672, 212391840, Myctophiformes, 205844727, 158152204, Myctophiformes, Myctophiformes, Myctophiformes Regan, 1911, Myctophiformes Regan, 1911, Myctophiformes Regan, 1911, Myctophiformes Regan, 1911, Myctophiformes Regan, 1911, Aulopiformes Rosen, 1973, Lampriformes Regan, 1909, Stomiiformes Regan, 1909)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((109.5 20.15,117.25 20.15,117.25 24,109.5 24,109.5 20.15))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 29 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049633-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5grpzb
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Lecithoceridae (Lepidoptera) of Madagascar: I. Descriptions of eighteen new species of Torodora Meyrick, 1894"
 ]
}

 The dataset includes 24 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049635-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eh72r8
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (212391849, Polymixiiformes, 212275491, Polymixiiformes, Polymixiiformes, Polymixiiformes, Polymixiiformes, Polymixiiformes, Polymixiiformes, Polymixiiformes, Polymixiiformes, 210653797, Polymixiiformes, Polymixiiformes, 210219016, Polymixiiformes, Polymixiiformes, Polymixiiformes, 211758006, Polymixiiformes, Polymixiiformes, Polymixiiformes, Polymixiiformes, Polymixiiformes, Polymixiiformes, 212360068, Polymixiiformes, 209345961, Polymixiiformes, Polymixiiformes, Polymixiiformes, Polymixiiformes, 161423479, Polymixiiformes, Polymixiiformes, Polymixiiformes, Polymixiiformes, 212102277, Polymixiiformes, Polymixiiformes, Polymixiiformes, 157073526, 158152513, Polymixiiformes, POLYMIXIIFORMES, Polymixiiformes, Polymixiiformes, Polymixiiformes, Polymixiiformes Lowe, 1838, Polymixiformes)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((109.5 20.15,117.25 20.15,117.25 24,109.5 24,109.5 20.15))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049634-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28052177.v3
title: Poisson MSN instructions

description: This is the data and code related to paper<br><i>Enhancing Spatial Count Data Modeling: A new method for Poisson Means of Stratified Nonhomogeneity</i><br>for reviewing.
DOI: 10.15468/dl.e26k5e
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gadiformes, Gadiformes, Gadiformes, Gadiformes, 205001031, Gadiformes, Gadiformes, 205405202, 205919647, 205201552, 210477341, Gadiformes, 212102297, Gadiformes, Gadiformes, Gadiformes, 212391938, Gadiformes, Gadiformes, Gadiformes, 209432312, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, 116776128, Gadiformes, Gadiformes, 157073532, 212360911, 205907199, Gadiformes, 205844785, 208592738, Gadiformes, Gadiformes, 204774792, 205279711, 206032624, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, 209454546, 205875437, 193369922, 209454835, 205897228, 209404969, 210654677, Gadiformes, 212421398, Gadiformes, Gadiformes, Gadiformes, Gadiformes, 205891457, 204795258, 205192798, Gadiformes, 205824421, Gadiformes, 206038107, 212386810, Gadiformes, 205994723, 158167651, Gadiformes, 205805111, Gadiformes, Gadiformes, Gadiformes, Gadiformes, 205946901, 209345964, 187337907, Gadiformes, Gadiformes, Gadiformes, Gadiformes, 203867690, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, GADIFORMES, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, 204766042, Gadiformes, 206025090, 205193099, Gadiformes, Gadiformes, 205993963, 210219217, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, 209684504, Gadiformes, 210656830, Gadiformes, Gadiformes, 205893573, Gadiformes, 203911839, Gadiformes, 205317091, 211759462, 203894349, 205994152, Gadiformes, 161461880, Gadiformes, 203547002, 209298324, 206010129, 204357431, 205434296, 205944815, Gadiformes, 205312942, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes, Gadiformes INDETERMINATE, Gadiformes Goodrich, 1909, Gadiformes Goodrich, 1909, Gadiformes Rafinesque, 1810, Gadiformes Goodrich, 1909, Gadiformes Goodrich, 1909, Zeiformes Regan, 1909, Lampriformes Goodrich, 1909, Ophidiiformes L.S.Berg, 1937)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((109.5 20.15,117.25 20.15,117.25 24,109.5 24,109.5 20.15))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 26 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049636-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qz2m2s
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is A new species of Xylodes Waterhouse from Madagascar, with a key to the genera of the tribe Ptinini from Madagascar, Mascarenes and adjacent regions, and a key to species of Xylodes, subgenus Diegous (Coleoptera: Ptinidae)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049637-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sym7dp
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (204357390, 205424300, 204766128, 205893612, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, 205464893, Lophiiformes, 206038104, Lophiiformes, Lophiiformes, Lophiiformes, 205898098, 210654314, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, 205396350, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, 212361021, Lophiiformes, Lophiiformes, 205968670, 205193799, 210218832, 212410642, Lophiiformes, 205001101, Lophiiformes, 205844771, Lophiiformes, 157073584, 204972282, 206000408, 205192982, 205424400, 209454585, 206006866, 205906925, 206089493, 205920194, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, 212391912, Lophiiformes, Lophiiformes, 161460060, 211759953, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, 206000260, 205228218, 209404966, 204310284, Lophiiformes, Lophiiformes, 205946896, 203894415, 205836791, 204761224, 204774784, 205295130, 212101462, 206024789, 205312938, 206032623, 205810514, 158161324, Lophiiformes, Lophiiformes, 209346107, 206089592, 208592749, Lophiiformes, 210655921, Lophiiformes, 204795249, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, 212109150, 206018278, Lophiiformes, 205445803, Lophiiformes, 204984632, 206015208, Lophiiformes, 205979331, Lophiiformes, Lophiiformes, LOPHIIFORMES, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes, Lophiiformes Garman, 1899, Lophiiformes Garman, 1899, Lophiiformes Rafinesque, 1810, Lophiiformes Garman, 1899, Lophiformes, Lophiformes, Tetraodontiformes Berg, 1937)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((109.5 20.15,117.25 20.15,117.25 24,109.5 24,109.5 20.15))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 87 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049639-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2xhydx
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Origine hybride de Arthropteris boutoniana (Hook.) Pic. Serm. (Arthropteridaceae) de l’île Maurice et de Madagascar"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049641-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sjncgb
title: Occurrence Download

description: A dataset containing 341 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Hesperostipa curtiseta (Hitchc.) Barkworth"
 ]
}

 The dataset includes 341 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049640-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pz4swa
title: Occurrence Download

description: A dataset containing 200 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mugiliformes, 206032613, 203894327, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, 205813600, Mugiliformes, 158172222, Mugiliformes, Mugiliformes, 206000984, Mugiliformes, Mugiliformes, 194286278, 208592727, Mugiliformes, 209459581, Mugiliformes, Mugiliformes, Mugiliformes, 205819664, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, 134993638, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, 116776117, 210656456, 205972666, Mugiliformes, 212274447, 205844766, 182406016, 209454648, 204795246, Mugiliformes, Mugiliformes, Mugiliformes, 161459465, 205873873, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, 205001020, Mugiliformes, 209014009, Mugiliformes, 209689513, Mugiliformes, 210217734, 205847290, 212430235, Mugiliformes, Mugiliformes, 204357520, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, MUGILIFORMES, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, 167497496, Mugiliformes, 209405146, Mugiliformes, Mugiliformes, 211759314, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, 209700952, 204972646, 209346351, 206089480, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, 210654509, 204067578, Mugiliformes, Mugiliformes, 205192677, Mugiliformes, 212391859, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes, Mugiliformes Günther, 1880, Mugiliformes Günther 1880, Mugiliformes Günther, 1880, Atheriniformes D.E.Rosen, 1966, Blenniiformes Bleeker, 1860)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((109.5 20.15,117.25 20.15,117.25 24,109.5 24,109.5 20.15))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 200 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049642-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.35u8d2
title: Occurrence Download

description: A dataset containing 1142 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Hesperostipa neomexicana (Thurb.) Barkworth"
 ]
}

 The dataset includes 1142 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049643-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zxe2y6
title: Occurrence Download

description: A dataset containing 2637 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Hesperostipa spartea (Trin.) Barkworth"
 ]
}

 The dataset includes 2637 records from 137 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049645-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28098857
title: <b>Hydrochemistry and Radium Isotopes as Fingerprints for Tracing the Enclosed Saline Lake Systems: Global Implications</b>.xlsx

description: This is supplementary material and the original data, all other data are available in the full paper.
DOI: 10.6084/m9.figshare.28098857.v1
title: <b>Hydrochemistry and Radium Isotopes as Fingerprints for Tracing the Enclosed Saline Lake Systems: Global Implications</b>.xlsx

description: This is supplementary material and the original data, all other data are available in the full paper.