cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.t6pbtu
title: Occurrence Download

description: A dataset containing 2516 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((11.59277 48.13558,11.59489 48.13699,11.59633 48.13959,11.5965 48.14072,11.59641 48.14202,11.59506 48.1441,11.59413 48.14518,11.59286 48.1458,11.59091 48.14676,11.58956 48.14704,11.58719 48.14727,11.58507 48.14732,11.58338 48.1471,11.58237 48.14687,11.58093 48.14648,11.57991 48.14602,11.57881 48.14506,11.57805 48.14377,11.57754 48.14292,11.57721 48.14156,11.57687 48.14021,11.57695 48.13908,11.57746 48.13812,11.57907 48.13643,11.58084 48.13485,11.58364 48.134,11.586 48.13372,11.5877 48.13349,11.59007 48.13394,11.59133 48.13451,11.59277 48.13558))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 2516 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019085-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s4jvjh
title: Occurrence Download

description: A dataset containing 19330 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Perdicula asiatica)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 19330 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019083-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16751634
title: Image stack of µCT scan of Eoconstrictor fischeri SMF-ME 11398

description: Zip file containing image stack of µCT scan of Eoconstrictor fischeri SMF-ME 11398 together with parameter file and VG Studio MAX files.
DOI: 10.5281/zenodo.16751635
title: Image stack of µCT scan of Eoconstrictor fischeri SMF-ME 11398

description: Zip file containing image stack of µCT scan of Eoconstrictor fischeri SMF-ME 11398 together with parameter file and VG Studio MAX files.
DOI: 10.15468/dl.rphcu9
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gliricidia sepium",
 "Country is Senegal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019086-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v9yqfy
title: Occurrence Download

description: A dataset containing 140 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gobiosoma longipala"
 ]
}

 The dataset includes 140 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019087-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jm7fz8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Myadestes occidentalis)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019088-250802193616735/datasets/export for details.
DOI: 10.17909/cgfc-jx37
title: MIRI sample included in Krijt et al. 2025

description: This is a sample of MIRI spectra from Cycle 1 selected to have high-resolution ALMA images for the study on pebble drift as regulated by inner disk gaps as predicted by models. The JWST data come from the following programs from the JDISCS and MINDS collaborations: GO-1282 (PI: T. Henning; co-PI: I. Kamp), GO-1549 (PI: K. Pontoppidan), GO-1584 (PI: C. Salyk; co-PI: K. Pontoppidan), GO-1640 (PI: A. Banzatti).
DOI: 10.15468/dl.nmx2bs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Myadestes occidentalis)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019089-250802193616735/datasets/export for details.
DOI: 10.15468/dl.ehh9wv
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gliricidia sepium",
 "Country is Seychelles",
 "HasCoordinate is true"
 ]
}

 The dataset includes 17 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019090-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.64x5ts
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gliricidia sepium",
 "Country is Sierra Leone",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019091-250802193616735/datasets/export for details.
DOI: 10.15468/dl.wea2kg
title: Occurrence Download

description: A dataset containing 6970 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epinephelus merra"
 ]
}

 The dataset includes 6970 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019092-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uekzxz
title: Occurrence Download

description: A dataset containing 369 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tuber melanosporum"
 ]
}

 The dataset includes 369 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019093-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16751758
title: Global Stainless Steel Scrap Market 2025 To 2034

description: Stainless Steel Scrap Market Size, Trends and Insights By Scrap Type (Austenitic 300 series, Ferritic 400 series, Martensitic, Others), By End-Use Industry (Construction & Infrastructure, Automotive & Transportation, Machinery & Industrial Equipment, Consumer Goods, Others), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

As per the Stainless Steel Scrap Market analysis conducted by the CMI Team, the global Stainless Steel Scrap market is expected to record a CAGR of 7.01% from 2025 to 2034. In 2025, the market size is projected to reach a valuation of USD 38.50 Billion. By 2034, the valuation is anticipated to reach USD 70.84 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=72134
DOI: 10.5281/zenodo.16751757
title: Global Stainless Steel Scrap Market 2025 To 2034

description: Stainless Steel Scrap Market Size, Trends and Insights By Scrap Type (Austenitic 300 series, Ferritic 400 series, Martensitic, Others), By End-Use Industry (Construction & Infrastructure, Automotive & Transportation, Machinery & Industrial Equipment, Consumer Goods, Others), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

As per the Stainless Steel Scrap Market analysis conducted by the CMI Team, the global Stainless Steel Scrap market is expected to record a CAGR of 7.01% from 2025 to 2034. In 2025, the market size is projected to reach a valuation of USD 38.50 Billion. By 2034, the valuation is anticipated to reach USD 70.84 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=72134
DOI: 10.15468/dl.sybppx
title: Occurrence Download

description: A dataset containing 506 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Ageratina adenophora"
 ]
}

 The dataset includes 506 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019095-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m3vj7s
title: Occurrence Download

description: A dataset containing 2184 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Perdicula erythrorhyncha)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 2184 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019094-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16751749
title: Data on environmental behaviour of Nigerian fish farmers
DOI: 10.5281/zenodo.16751750
title: Data on environmental behaviour of Nigerian fish farmers
DOI: 10.15468/dl.75dhn2
title: Occurrence Download

description: A dataset containing 4483 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bambusicola thoracicus",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4483 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019096-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d8k7dr
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Perdicula manipurensis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 86 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019097-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12689250
title: Forex Exchange Rates Since 2004 (Updated Daily)
DOI: 10.34740/kaggle/dsv/12689245
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.6ckmga
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Haplochromis vittatus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019099-250802193616735/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.29513783
title: Complete blood cell counts and tissue scoring from H&E in Supplementary Figure 8_NPJ Aging

description: Complete blood cells of male and female controls and Pla2g6M-/- mice at near end of life. Data are grouped as splenomegaly non-responders and responders according to &lt; 1% and &gt; 1% spleen weights per body weights, respectively.Histology scores in liver, pancreas, spleen, kidney, and lung of male and female controls and Pla2g6<sup>M-/-</sup> mice. Each criteria parameter was scored according to National Toxicology Program Nonneoplastic lesions ATLAS (www. https://ntp.niehs.nih.gov/atlas/nnl) with the grading for severity as the following: grade 1 (1-2 foci as minimal), grade 2 (3-6 foci as few), grade 3 (7-12 foci as several), and grade 4 (&gt;12 foci as many.
DOI: 10.6084/m9.figshare.29513783.v1
title: Complete blood cell counts and tissue scoring from H&E in Supplementary Figure 8_NPJ Aging

description: Complete blood cells of male and female controls and Pla2g6M-/- mice at near end of life. Data are grouped as splenomegaly non-responders and responders according to &lt; 1% and &gt; 1% spleen weights per body weights, respectively.Histology scores in liver, pancreas, spleen, kidney, and lung of male and female controls and Pla2g6<sup>M-/-</sup> mice. Each criteria parameter was scored according to National Toxicology Program Nonneoplastic lesions ATLAS (www. https://ntp.niehs.nih.gov/atlas/nnl) with the grading for severity as the following: grade 1 (1-2 foci as minimal), grade 2 (3-6 foci as few), grade 3 (7-12 foci as several), and grade 4 (&gt;12 foci as many.
DOI: 10.15468/dl.jbz2yy
title: Occurrence Download

description: A dataset containing 1515 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Perdix dauurica)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 1515 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019100-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n32jce
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ADG0711"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019101-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16409857
title: Evaluating and benchmarking top performing Large Language Models for ecological data mining

description: This Zenodo release provides all resources needed to reproduce our evaluation of LLM‐driven data extraction in the autonomous ecosystem monitoring case study:





Data: CSVs of the 500 abstracts, expert-validated ground‐truth annotations for each target field, and final model outputs for the three core and four additional fields.




Scripts: Jupyter notebooks for (1) running batched API calls (LLMFramework.ipynb), (2) computing F₁ scores and cost–time metrics (evaluateAllLLMs.ipynb and evaluateOtherFields.ipynb), and (3) generating all figures from the manuscript (visualizeResults.ipynb and plotF1ScoreGrouped.ipynb).



Researchers can reproduce our entire evaluation pipeline—run the scripts against your own API keys and dataset—to validate performance, explore alternative models, or adapt the workflow to new domains.
DOI: 10.5281/zenodo.16409858
title: Evaluating and benchmarking top performing Large Language Models for ecological data mining

description: This Zenodo release provides all resources needed to reproduce our evaluation of LLM‐driven data extraction in the autonomous ecosystem monitoring case study:





Data: CSVs of the 500 abstracts, expert-validated ground‐truth annotations for each target field, and final model outputs for the three core and four additional fields.




Scripts: Jupyter notebooks for (1) running batched API calls (LLMFramework.ipynb), (2) computing F₁ scores and cost–time metrics (evaluateAllLLMs.ipynb and evaluateOtherFields.ipynb), and (3) generating all figures from the manuscript (visualizeResults.ipynb and plotF1ScoreGrouped.ipynb).



Researchers can reproduce our entire evaluation pipeline—run the scripts against your own API keys and dataset—to validate performance, explore alternative models, or adapt the workflow to new domains.
DOI: 10.15468/dl.et4bx4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gliricidia sepium",
 "Country is Singapore",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019102-250802193616735/datasets/export for details.
DOI: 10.15468/dl.vvvg8f
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gliricidia sepium",
 "Country is Solomon Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019103-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n46xms
title: Occurrence Download

description: A dataset containing 82119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Myadestes occidentalis)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 82119 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019076-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57903/uj/v4b4wz
title: Proliferative and viability effects of two cyanophages on freshwater bloom-forming species Microcystis aeruginosa and Raphidiopsis raciborskii vary between strains - numerical data

description: The deposited dataset is the source material for the related publication doi: 
https://doi.org/10.1038/s41598-025-87626-z
DOI: 10.15468/dl.4aa2ek
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gliricidia sepium",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019104-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12689263
title: Full TMDB Movies Dataset 2024 (1M Movies)
DOI: 10.15468/dl.du755p
title: Occurrence Download

description: A dataset containing 1519 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Perdix hodgsoniae)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 1519 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019107-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.njuq3k
title: Occurrence Download

description: A dataset containing 2305 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lophura nycthemera",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2305 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019108-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.au53ty
title: Occurrence Download

description: A dataset containing 122 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chelon saliens)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 122 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019110-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.khuv53
title: Occurrence Download

description: A dataset containing 336 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pericrocotus albifrons)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 336 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019109-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wegj24
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ADC0156"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019111-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.