cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.26165/juelich-data/fx718t
title: IAGOS Adjusted Water Vapor Climatologies

description: Content The files contain adjusted mean water vapor values based on the IAGOS ICH measurements. The data are provided to a 5x5° grid for different levels of potential temperatureand on pressure. The dataset contains the adjusted water vapor and an error estimate, which is based on the measurement uncertainity as well as the uncertainty of the adjusmtent methdology.   Data Coverage Mean values are derived from measurements in the period 1996 to 2022   Data Creation The adjustment methodology is decribed in detail in the following publication, Section 4:  Konjari, P. and Rolf, C. and Hegglin, M. I. and Rohs, S. and Li, Y. and Zahn, A. and Bönisch, H. and Krämer, M. and Petzold, A., Water Vapor climatologies in the extra-tropical Upper Troposphere and Lower Stratosphere derived from a Synthesis of Passenger and  Research Aircraft Measurements, EGUsphere,  doi: 10.5194/egusphere-2024-2360   Application The adjusted water vapor climatologies can be used to further study the spatial and seasonal variability over water vapor in the UTLS.  For comparison of the adjusted IAGOS data with other datasets, the data coverage of the adjusted data should be considered. For this purpose, for every bin, the amount of data for every single month of the respective years is provided in the variable 'num_measurements' (dimension: longitude x latitude x theta x nyear x month, with nyear=0 for 1996).   Caveats: Because a sufficient amount of data in the order of several thousand measurement points is needed to derive the adjusted mean values, only multi-annual means are provided, and no trends can be derived Uncertainties of the adjustment methodology: The uncertainty of the water vapor data can exceed 10 % and reach up to 20 % for dry stratospheric air masses (10 ppmv). These uncertainties, provided within the variable 'H2O_gas_err', should always be considered in the analyses. Due to  temporal inhomogenety in the amount of data per year and bin (latitude x longitude x Theta), the temporal coverage differs from bin to bin. Hence, differences between bins might also occur because of this reason.
DOI: 10.15468/dl.anjync
title: Occurrence Download

description: A dataset containing 111271 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Scomber japonicus"
 ]
}

 The dataset includes 111271 records from 164 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005758-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17700367
title: ACEM 10069 - supplementary data
DOI: 10.5281/zenodo.17700366
title: ACEM 10069 - supplementary data
DOI: 10.15468/dl.2jsd5u
title: Occurrence Download

description: A dataset containing 3210352 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Observation, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0, CC-BY-NC 4.0)",
 "Month is one of (July, August)",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia",
 "Year 2002-2002"
 ]
}

 The dataset includes 3210352 records from 2407 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005673-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15547936
title: Soils and topography drive large and predictable shifts in canopy dynamics across tropical forest landscapes

description: Data and R code to replicate the analyses presented in:Zhang et al. (2025) Soils and topography drive large and predictable shifts in canopy dynamics across tropical forest landscapes. New Phytologist.





If using these data and/or R code in your work please cite the original publication listed above, as well as this repository using the corresponding DOI.
DOI: 10.5281/zenodo.15547937
title: Soils and topography drive large and predictable shifts in canopy dynamics across tropical forest landscapes

description: Data and R code to replicate the analyses presented in:Zhang et al. (2025) Soils and topography drive large and predictable shifts in canopy dynamics across tropical forest landscapes. New Phytologist.





If using these data and/or R code in your work please cite the original publication listed above, as well as this repository using the corresponding DOI.
DOI: 10.15468/dl.zpupkh
title: Occurrence Download

description: A dataset containing 2885 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is LACM Vertebrate Collection",
 "TaxonKey is Anseriformes"
 ]
}

 The dataset includes 2885 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007263-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15548029
title: Arquivo vetorial com desdobramentos da Carta Internacional ao Milionésimo
DOI: 10.5281/zenodo.15548030
title: Arquivo vetorial com desdobramentos da Carta Internacional ao Milionésimo
DOI: 10.15468/dl.jb9gym
title: Occurrence Download

description: A dataset containing 19901 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Carex extensa"
 ]
}

 The dataset includes 19901 records from 344 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049494-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ku5fs5
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((20.67186 44.08418,70.80039 44.08418,70.80039 64.12700,20.67186 64.12700,20.67186 44.08418))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Brunnera macrophylla (Adams) I.M.Johnst."
 ]
}

 The dataset includes 96 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009639-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6q94x3
title: Occurrence Download

description: A dataset listing the 151 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((22.26813 -34.08754,22.65716 -34.08754,22.65716 -33.82784,22.26813 -33.82784,22.26813 -34.08754))",
 "IucnRedListCategory is one of (NT, VU, EN, CR)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 151 records were derived from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032823-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.233ag6
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Maldives",
 "TaxonKey is Galeocerdo"
 ]
}

 The dataset includes 39 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032844-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ywc429
title: Occurrence Download

description: A dataset containing 683 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Testudo kleinmanni"
 ]
}

 The dataset includes 683 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032845-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7vtzh3
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Maldives",
 "TaxonKey is Sphyrna"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032848-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z3cxen
title: Occurrence Download

description: A dataset listing the 42610 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "DatasetName is one of (Artportalen, Norwegian Species Observation Service, Waarnemingen.be - Hemiptera occurrences in Flanders and the Brussels Capital Region, Belgium, Waarnemingen.be - Butterfly occurrences in Flanders and the Brussels Capital Region, Belgium, Waarnemingen.be - Other insect occurrences in Flanders and the Brussels Capital Region, Belgium, Waarnemingen.be - Non-native animal occurrences in Flanders and the Brussels Capital Region, Belgium, Waarnemingen.be - Hymenoptera occurrences in Flanders and the Brussels Capital Region, Belgium, BV Insectarium Virtual, Bugbase, Lepidopterological Society, Danish Mycological Society, fungal records database, Finnish Insect Database, iNaturalist Research-grade Observations, Invazivke - Invasive Alien Species in Slovenia, NABU|naturgucker, Observation.org, Nature data from around the World, Swiss National Butterflies and Forester Moths Databank, Swiss National Fungi Databank, UK Butterfly Monitoring Scheme (UKBMS), Finvasive LIFE project invasive species observation)",
 "OccurrenceStatus is Present",
 "TaxonKey is Insecta"
 ]
}

 The dataset's 42610 records were derived from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032824-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z8xsnq
title: Occurrence Download

description: A dataset containing 286509 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United Kingdom of Great Britain and Northern Ireland, France)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Uria aalge",
 "Year 1990-2025"
 ]
}

 The dataset includes 286509 records from 188 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032817-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uf6n7r
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "TaxonKey is Sciurus vulgaris leucourus",
 "Year 1736-2025"
 ]
}

 The dataset includes 58 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032851-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17607825
title: Re-processing of COMBAT sepsis & HV timsTOF proteome data

description: Processed data of PRIDE database PXD023175, using Fragpipe to re-process the .d files of "Sepsis" and "Healthy voluteer" samples.



combined_protein.tsv: main output file of Fragpipe.

sdrf.tsv: auto-generated SDRF metadata from Fragpipe.

timstof_combat.workflow: workflow file used by Fragpipe.

complete92.fp-manifest: input sample description file used by Fragpipe.
DOI: 10.5281/zenodo.17607826
title: Re-processing of COMBAT sepsis & HV timsTOF proteome data

description: Processed data of PRIDE database PXD023175, using Fragpipe to re-process the .d files of "Sepsis" and "Healthy voluteer" samples.



combined_protein.tsv: main output file of Fragpipe.

sdrf.tsv: auto-generated SDRF metadata from Fragpipe.

timstof_combat.workflow: workflow file used by Fragpipe.

complete92.fp-manifest: input sample description file used by Fragpipe.
DOI: 10.5281/zenodo.17607928
title: Dataset for "Wettability of Rocks: Insights from an Electrical Double Layer Framework"
DOI: 10.6084/m9.figshare.30724031
title: refdb

description: refdb_for_pfam_annotation
DOI: 10.6084/m9.figshare.30724031.v1
title: refdb

description: refdb_for_pfam_annotation
DOI: 10.82522/bs5d-wy47
title: HERSS-MAIZE 2025; High-rEsolution dRone dataset for Site-Specific weed wanagement in Maize (San Piero - Pisa, Tuscany, Italy)

description: Weed management (WM) is recognised as one of the major challenges in modern agriculture, particularly within the framework of the Farm to Fork strategy, which aims to reduce pesticide use by 50% by 2030 while maintaining high crop productivity. Precision agriculture techniques, and especially Site-Specific Weed Management (SSWM), have emerged as promising approaches to achieve these goals by optimising post-emergence herbicide application according to the spatial distribution of weeds. The SSWM process is characterised by three fundamental phases: weed detection (WD), potential damage (PD) estimation, and precision herbicide application (PHA), all supported by advanced sensing, imaging, and artificial intelligence (AI) methods.

The first HERSS-MAIZE dataset was acquired in 2024 over a maize experimental field measuring approximately 0.8 ha, located in San Piero (Pisa, Tuscany, Italy), during the crop’s critical period of susceptibility to weed competition. To ensure temporal continuity and enable multi-year analyses of weed dynamics and crop–weed interactions, a subsequent acquisition was conducted in 2025 over the same experimental site, following a comparable acquisition protocol.

The primary objective of the HERSS-MAIZE dataset is to provide a high-resolution, multi-temporal UAV-based resource for developing, validating, and benchmarking algorithms and methodologies for Weed Detection and Site-Specific Weed Management in maize. The incorporation of data from both professional and consumer-grade UAVs within the dataset facilitates research into scalable, cost-effective precision agriculture solutions aimed at reducing herbicide use and enhancing environmental sustainability. Ultimately, HERSS-MAIZE supports advancements in AI-driven weed mapping, adaptive management zone delineation, and precision spraying strategies aligned with sustainable agricultural practices.
description: In total, thirteen UAV surveys were conducted using two different drone platforms—DJI MINI 3 PRO and DJI Mavic 3M—to compare data quality and assess the feasibility of SSWM under varying technological conditions. All acquired images were ortho-rectified to produce 13 high-resolution orthomosaics, representing temporal variations in vegetation cover and weed development. The dataset also incorporates flight metadata, sensor characteristics, and georeferencing information, thereby facilitating integration into Geographic Information System (GIS) environments or utilisation in machine learning and deep learning workflows for weed detection and crop monitoring.
DOI: 10.6084/m9.figshare.29881571
title: Data for 36<sup>th</sup> CIRP Design Conference paper entitled <b>“Design for Additive Manufacturing of a Shape-Adaptive Handle with Joule Heating-Actuated Geometry Transformation Using Shape Memory Polymers to Accommodate Varying Hand Anthropometries.”</b>

description: Includes figures, data, specimens and handle as stl and 3D-Scans
DOI: 10.6084/m9.figshare.29881571.v1
title: Data for 36<sup>th</sup> CIRP Design Conference paper entitled <b>“Design for Additive Manufacturing of a Shape-Adaptive Handle with Joule Heating-Actuated Geometry Transformation Using Shape Memory Polymers to Accommodate Varying Hand Anthropometries.”</b>

description: Includes figures, data, specimens and handle as stl and 3D-Scans
DOI: 10.15468/dl.u4j6kk
title: Occurrence Download

description: A dataset containing 362 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Magnolia biondii"
 ]
}

 The dataset includes 362 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009936-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xn7btg
title: Occurrence Download

description: A dataset listing the 52 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-6.25906 52.64591,-6.26954 52.63771,-6.2615 52.63464,-6.25062 52.63543,-6.247 52.63779,-6.24345 52.64268,-6.24298 52.6467,-6.24747 52.64993,-6.25906 52.64591))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 52 records were derived from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009923-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3zzvbs
title: Occurrence Download

description: A dataset containing 39827 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 54.085278",
 "DecimalLatitude is less than or equal to 59.085278",
 "DecimalLongitude is greater than or equal to -125.0",
 "DecimalLongitude is less than or equal to -120.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 39827 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009935-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tj27g6
title: Occurrence Download

description: A dataset containing 267 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Fritillaria montana",
 "Year 2000-2025"
 ]
}

 The dataset includes 267 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009939-251120083545085/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/13881532
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.11582/2025.p4mv0r06
title: NorESM2-LME SSP5-8.5 from 2030 with only CO2 emissions and solar forcing 1% reduced

description: NorESM2 with active carbon cycle run from 2030-2100. Following CO2 emissions from SSP5-8.5, and all other forcings kept at pre-industrial (1850) level. Additionally, to simulate an idealised solar radiation management (SRM) experiment, the solar forcing is reduced by 1%.
DOI: 10.5281/zenodo.17724865
title: Hernandez et al, 2009

description: Hernandez, L., Balart, E.F. and Reyes-Bonilla, H., 2009. Checklist of reef decapod crustaceans (Crustacea: Decapoda) in the southern Gulf of California, México. Zootaxa, 2119(1), pp.39-50. (data subset, formatted for integration into EOL)
DOI: 10.5281/zenodo.17724807
title: Winston, 1986

description: Winston, J.E., 1986. An annotated checklist of coral-associated bryozoans. American Museum novitates; no. 2859. (Data subset, formatted for integration into EOL)
DOI: 10.5281/zenodo.17724903
title: Supplementary Material - Multivariate comparison of taxonomic, chemical and operational data from 80 different full-scale anaerobic digester-related systems

description: Supplementary material including figures & tables for "Multivariate comparison of taxonomic, chemical and operational data from 80 different full-scale anaerobic digester-related systems" by Otto et al., 2024, Biotechnology for Biofuels
DOI: 10.5281/zenodo.17724902
title: Supplementary Material - Multivariate comparison of taxonomic, chemical and operational data from 80 different full-scale anaerobic digester-related systems

description: Supplementary material including figures & tables for "Multivariate comparison of taxonomic, chemical and operational data from 80 different full-scale anaerobic digester-related systems" by Otto et al., 2024, Biotechnology for Biofuels
DOI: 10.7910/dvn/hldri9
title: Replication Data for: Factors Influencing Dairy Farmers’ Willingness to Share Digital Animal Welfare-Related Data

description: This repository contains the supplemental material as well as the data and code to replicate the results of the paper "Factors Influencing Dairy Farmers’ Willingness to Share Digital Animal Welfare-Related Data". The data was derived in 2024 from a quantitative survey among 269 dairy farmers in Germany.
DOI: 10.15468/dl.wp74ku
title: Occurrence Download

description: A dataset containing 69688 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Observation, Machine Observation, Human Observation)",
 "Continent is one of (Africa, Asia, Europe, North America, South America)",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Floristic records from survey studies of the Bayerisches Landesamt für Umwelt, Danish government nature monitoring portal \"Danmarks Miljøportals Naturdatabase, INPN - Données flore des CBN agrégées par la FCBN, Observation.org, Nature data from around the World, Pl@ntNet automatically identified occurrences, Swiss National Databank of Vascular Plants, Dutch Vegetation Database)",
 "Month is one of (January, February, March, April, May, June, July, August, September, October, November, December)",
 "OccurrenceStatus is Present",
 "TaxonKey is Aesculus hippocastanum",
 "Year 1960-2025"
 ]
}

 The dataset includes 69688 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009924-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.698u73
title: Occurrence Download

description: A dataset containing 731043 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is FishBase Database"
 ]
}

 The dataset includes 731043 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009929-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16621998
title: Dataset for "Robust and quality-preserving 4D data watermarking for copyright protection"

description: This dataset contains a 4D facial sequence captured using a 3dMD system, designed to support research in dynamic 3D mesh and texture image watermarking. The sequence features a native Turkish speaker articulating the sentence "Türkiye, dört mevsimin belirgin olarak yaşandığı bir ülkedir", and includes 3D mesh frames and corresponding texture images captured at 48 frames per second.

The dataset consists of:





433 frames of 3D facial mesh data in OBJ format




433 corresponding texture images


corresponding audio data


This dataset was developed to facilitate experimentation, benchmarking, and reproducibility in the domain of 4D watermarking.
DOI: 10.5281/zenodo.16621997
title: Dataset for "Robust and quality-preserving 4D data watermarking for copyright protection"

description: This dataset contains a 4D facial sequence captured using a 3dMD system, designed to support research in dynamic 3D mesh and texture image watermarking. The sequence features a native Turkish speaker articulating the sentence "Türkiye, dört mevsimin belirgin olarak yaşandığı bir ülkedir", and includes 3D mesh frames and corresponding texture images captured at 48 frames per second.

The dataset consists of:





433 frames of 3D facial mesh data in OBJ format




433 corresponding texture images


corresponding audio data


This dataset was developed to facilitate experimentation, benchmarking, and reproducibility in the domain of 4D watermarking.