cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.6busus
title: Occurrence Download

description: A dataset containing 20966 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-65.63741 18.36163,-65.63752 18.42959,-65.75169 18.42959,-65.75057 18.3865,-65.74629 18.38271,-65.74168 18.38073,-65.73855 18.38073,-65.73377 18.38222,-65.73048 18.38386,-65.72866 18.38683,-65.72702 18.38979,-65.72455 18.38864,-65.72175 18.38946,-65.71977 18.38864,-65.72026 18.38617,-65.72158 18.38287,-65.71837 18.38206,-65.71585 18.38142,-65.71631 18.3781,-65.71313 18.37563,-65.71255 18.37472,-65.7132 18.37277,-65.71284 18.37037,-65.71381 18.36888,-65.70651 18.36219,-65.69668 18.3533,-65.68539 18.35317,-65.67527 18.34759,-65.66464 18.34746,-65.65413 18.35045,-65.64427 18.35927,-65.6407 18.3605,-65.63741 18.36163))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 20966 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029770-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wvufmk
title: Occurrence Download

description: A dataset containing 19986 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((103.48688 20.82475,104.6871 8.3895,111.19602 11.75239,110.41126 22.66836,105.65652 23.0512,102.19432 22.54052,103.48688 20.82475))",
 "OccurrenceStatus is Present",
 "Year is 2025"
 ]
}

 The dataset includes 19986 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029769-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17129302
title: APTIE:A Multi-Task Information Extraction Dataset for Chinese APT Cyber Threat Intelligence

description: The dataset is designed for Chinese APT threat intelligence information extraction tasks and covers three modules: entity recognition, relation extraction, and event extraction, as detailed below:

1. Entity Module: Provides JSONL files exported from the annotation tool, as well as entity annotation files following the BIO encoding standard, facilitating flexible use across different model architectures.

2. Relation Module: Contains detailed annotations of relations between entities and their type definitions, provided in a structured CSV format.

3. Event Module: Includes both JSONL files exported from the annotation tool and event annotation files in the standard format consistent with the DuEE dataset, supporting training and evaluation of mainstream event extraction methods.

All three sub-tasks are split into training, validation, and test sets, ensuring scientific rigor and reproducibility in model development and performance evaluation.
DOI: 10.5281/zenodo.17129303
title: APTIE:A Multi-Task Information Extraction Dataset for Chinese APT Cyber Threat Intelligence

description: The dataset is designed for Chinese APT threat intelligence information extraction tasks and covers three modules: entity recognition, relation extraction, and event extraction, as detailed below:

1. Entity Module: Provides JSONL files exported from the annotation tool, as well as entity annotation files following the BIO encoding standard, facilitating flexible use across different model architectures.

2. Relation Module: Contains detailed annotations of relations between entities and their type definitions, provided in a structured CSV format.

3. Event Module: Includes both JSONL files exported from the annotation tool and event annotation files in the standard format consistent with the DuEE dataset, supporting training and evaluation of mainstream event extraction methods.

All three sub-tasks are split into training, validation, and test sets, ensuring scientific rigor and reproducibility in model development and performance evaluation.
DOI: 10.15468/dl.7w757r
title: Occurrence Download

description: A dataset containing 1563 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Patella caerulea"
 ]
}

 The dataset includes 1563 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029771-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zy7z2s
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ranunculus hederaceus",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029772-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17210241
title: Spatiotemporal mapping of human myelofibrosis reveals druggable principles of fibrosis progression and reversal

description: This archive contains the results of the scRNA-seq analysis of all samples. Genotyping results have been added to the Seurat object as meta data and are also provided separately. Mitochondrial based genotyping information is archived separately and can be requested at EGA.

The R markdown file contains code to generate QC and UMAP plots for the data.
DOI: 10.5281/zenodo.17210242
title: Spatiotemporal mapping of human myelofibrosis reveals druggable principles of fibrosis progression and reversal

description: This archive contains the results of the scRNA-seq analysis of all samples. Genotyping results have been added to the Seurat object as meta data and are also provided separately. Mitochondrial based genotyping information is archived separately and can be requested at EGA.

The R markdown file contains code to generate QC and UMAP plots for the data.
DOI: 10.15468/dl.zp3nhk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zosterops explorator",
 "Country is one of (Brunei Darussalam, Indonesia, Philippines, Timor-Leste, Singapore)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029773-250920141307145/datasets/export for details.
DOI: 10.5281/zenodo.17192437
title: Perforation E. coli

description: The files contain a set of raw data concerning a new protein from Galleria mellonella of immune properties. The work was financed by the National Science Centre, Poland, project number 2024/08/X/NZ6/00438.
DOI: 10.5281/zenodo.17224804
title: Perforation E. coli

description: The files contain a set of raw data concerning a new protein from Galleria mellonella of immune properties. The work was financed by the National Science Centre, Poland, project number 2024/08/X/NZ6/00438.
DOI: 10.15468/dl.stgrwf
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chaetoceros peruvianus",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029774-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17114956
title: Ransomware Detection Dataset

description: A balanced Windows behavioral dataset for ransomware detection. It contains 1,042 sandboxed executions—518 ransomware and 524 benign—captured in a Cuckoo Sandbox environment and represented by 247 numeric features. These features summarize key ransomware-relevant signals, including Windows API-call activity (e.g., process/service control, file creation/writes, socket/connect operations), file-system behavior, registry modifications (e.g., HKCU/HKLM …\Run persistence paths), and basic network events. Ground-truth labels are provided in the Sample_Type column (R = ransomware, G = goodware). The release contains feature data only (no live binaries) and is ready for training and evaluating behavior-based detection models.
DOI: 10.5281/zenodo.17114957
title: Ransomware Detection Dataset

description: A balanced Windows behavioral dataset for ransomware detection. It contains 1,042 sandboxed executions—518 ransomware and 524 benign—captured in a Cuckoo Sandbox environment and represented by 247 numeric features. These features summarize key ransomware-relevant signals, including Windows API-call activity (e.g., process/service control, file creation/writes, socket/connect operations), file-system behavior, registry modifications (e.g., HKCU/HKLM …\Run persistence paths), and basic network events. Ground-truth labels are provided in the Sample_Type column (R = ransomware, G = goodware). The release contains feature data only (no live binaries) and is ready for training and evaluating behavior-based detection models.
DOI: 10.25345/c5028ps38
title: MassIVE MSV000099311 - Resolving lipids isomers up to the double bond positional level using reversed-phase chromatography, EAD fragmentation with high-resolution mass spectrometry: Application to pancreatic cancer
title: RP-HRMS workflow with EAD on pancreatic cancer and healthy plasma samples
DOI: 10.15468/dl.jqsqjr
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Helianthemum teneriffae)",
 "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 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029775-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.73sufd
title: Occurrence Download

description: A dataset containing 2159 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is France",
 "Geometry POLYGON((-12.49351 39.11263,7.35452 39.11263,7.35452 53.22549,-12.49351 53.22549,-12.49351 39.11263))",
 "TaxonKey is Laminaria digitata",
 "Year 2000-2025"
 ]
}

 The dataset includes 2159 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029776-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17131332
title: Data and code for "Low breeding propensity in a declining Arctic-breeding swan revealed by telemetry data"

description: This Zenodo entry contains data and code for "Low breeding propensity in a declining Arctic-breeding swan revealed by telemetry data".

"comb_swans_clean_madebytheo.rds" contains the tracking data from MadebyTheo trackers (deployed 2016/17–2019/20)."comb_swans_clean_NiNa 1 contains" contains the tracking data from Ornitela trackers (deployed 2020/21–2022/23)."catch_data_2017" contains information on tagged birds, primarily their age, used to select adult birds (see Methods).All three can be opened directly into the R environment.

"MasterCode_TT_11092025.R" provides the script which can be run, once the data is loaded, to reproduce the results.

"breeding_results_all.xlsx" presents the outcome of our breeding assessment, which can be reproduced by following the scriptand our workflow for assessing breeding attempts and nesting success (as detailed in the manuscript).
DOI: 10.5281/zenodo.17192330
title: MIC i FIC

description: The files contain a set of raw data concerning a new protein from Galleria mellonella of immune properties. The work was financed by the National Science Centre, Poland, project number 2024/08/X/NZ6/00438.
DOI: 10.5281/zenodo.17224747
title: MIC i FIC

description: The files contain a set of raw data concerning a new protein from Galleria mellonella of immune properties. The work was financed by the National Science Centre, Poland, project number 2024/08/X/NZ6/00438.
DOI: 10.5281/zenodo.17226397
title: ITomato-Seg-UA
DOI: 10.5281/zenodo.17226398
title: ITomato-Seg-UA
DOI: 10.5281/zenodo.17226476
title: Differential Responses of Plant-Soil-Microbe C:N:P Stoichiometry to Nitrogen Addition in Grassland Ecosystems
DOI: 10.5281/zenodo.17226477
title: Differential Responses of Plant-Soil-Microbe C:N:P Stoichiometry to Nitrogen Addition in Grassland Ecosystems
DOI: 10.15468/dl.qmxhrr
title: Occurrence Download

description: A dataset containing 1227 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "TaxonKey is Nanorana pleskei"
 ]
}

 The dataset includes 1227 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029777-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17192356
title: Survival data after E. coli infection

description: The files contain a set of raw data concerning a new protein from Galleria mellonella of immune properties. The work was financed by the National Science Centre, Poland, project number 2024/08/X/NZ6/00438.
DOI: 10.5281/zenodo.17224705
title: Survival data after E. coli infection

description: The files contain a set of raw data concerning a new protein from Galleria mellonella of immune properties. The work was financed by the National Science Centre, Poland, project number 2024/08/X/NZ6/00438.
DOI: 10.5281/zenodo.15593889
title: Forest Diptera Diversity in Southeastern Sweden: Contrasting Managed and Protected Forests

description: Diptera are ecologically important components of forest biodiversity and have the potential to serve as 

indicators of forest management effects. We investigated how forest management influences Diptera 

diversity, composition, and biomass across 35 sites in southeastern Sweden. Sampling was conducted 

using Malaise traps across six forest types representing stages of the forestry rotation cycle in spruce-dominated forests (clearcut, young 15–25 years, mid-aged 35–45 years, and old 65-85 years), as well as recently protected and old-growth forests. A total of 193 Diptera species were

recorded, of which 51 were classified as saproxylic. Generalized linear mixed models revealed that richness, 

abundance, and biomass of the full Diptera assemblage differed significantly among forest types, with 

clearcuts supporting the highest values and old-growth forests the lowest. In contrast, saproxylic rich-

ness did not vary significantly, while saproxylic abundance showed a non-significant tendency to be higher in

young stands and clearcuts. Our results suggest that Diptera respond more strongly to structural features 

such as canopy openness and successional stage than to deadwood availability. Early-successional forests, 

particularly clearcuts and young stands, may therefore play an important role in sustaining Diptera diversity 

and biomass within managed boreal forest landscapes.
DOI: 10.5281/zenodo.15593890
title: Forest Diptera Diversity in Southeastern Sweden: Contrasting Managed and Protected Forests

description: Diptera are ecologically important components of forest biodiversity and have the potential to serve as 

indicators of forest management effects. We investigated how forest management influences Diptera 

diversity, composition, and biomass across 35 sites in southeastern Sweden. Sampling was conducted 

using Malaise traps across six forest types representing stages of the forestry rotation cycle in spruce-dominated forests (clearcut, young 15–25 years, mid-aged 35–45 years, and old 65-85 years), as well as recently protected and old-growth forests. A total of 193 Diptera species were

recorded, of which 51 were classified as saproxylic. Generalized linear mixed models revealed that richness, 

abundance, and biomass of the full Diptera assemblage differed significantly among forest types, with 

clearcuts supporting the highest values and old-growth forests the lowest. In contrast, saproxylic rich-

ness did not vary significantly, while saproxylic abundance showed a non-significant tendency to be higher in

young stands and clearcuts. Our results suggest that Diptera respond more strongly to structural features 

such as canopy openness and successional stage than to deadwood availability. Early-successional forests, 

particularly clearcuts and young stands, may therefore play an important role in sustaining Diptera diversity 

and biomass within managed boreal forest landscapes.
DOI: 10.5281/zenodo.17226439
title: Dataset of "Preparation and 29Si NMR Characterization of Hybrid Organic–Inorganic Fibrous Materials"

description: Hybrid organic–inorganic fibrous materials represent a promising class of new functional materials. This study focuses on the preparation of nonflammable submicron- to nanoscale
composite fibrous mats via electrospinning, with an emphasis on processing parameters, material stability, and potential applications. In this study, the hybrid fibers were prepared using TEOS-based sol–gel systems modified with polyvinylpyrrolidone (PVP) to control viscosity and stabilize the spinning suspension. Two spinning solutions compositions, TB (TEOS composition B) and TD (TEOS composition D), were formulated with different ethanol content and acid catalyst ratios. The TD type solution, with higher ethanol content, demonstrated superior fiber formation and thermal stability. Fibers based on SiO₂ containing Si and conductive glass particles were produced through various milling and polymer-assisted electrospinning techniques, and structurally characterized with XRF, XRD, XPS, in both liquid high resolution 29Si hr-NMR and solid state 29Si ss-NMR. The results provide insights into tunability of fiber morphology, porosity, and conductivity, demonstrating their versatility for advanced use.
DOI: 10.5281/zenodo.17226440
title: Dataset of "Preparation and 29Si NMR Characterization of Hybrid Organic–Inorganic Fibrous Materials"

description: Hybrid organic–inorganic fibrous materials represent a promising class of new functional materials. This study focuses on the preparation of nonflammable submicron- to nanoscale
composite fibrous mats via electrospinning, with an emphasis on processing parameters, material stability, and potential applications. In this study, the hybrid fibers were prepared using TEOS-based sol–gel systems modified with polyvinylpyrrolidone (PVP) to control viscosity and stabilize the spinning suspension. Two spinning solutions compositions, TB (TEOS composition B) and TD (TEOS composition D), were formulated with different ethanol content and acid catalyst ratios. The TD type solution, with higher ethanol content, demonstrated superior fiber formation and thermal stability. Fibers based on SiO₂ containing Si and conductive glass particles were produced through various milling and polymer-assisted electrospinning techniques, and structurally characterized with XRF, XRD, XPS, in both liquid high resolution 29Si hr-NMR and solid state 29Si ss-NMR. The results provide insights into tunability of fiber morphology, porosity, and conductivity, demonstrating their versatility for advanced use.
DOI: 10.18150/asie5b
title: Development and characterization of Sn99Ag0.3Cu0.7-(ZrO2/CuO/TiO2) nano-composite solder alloys

description: In the present study, the effect of three oxide ceramics (TiO2, ZrO2, and CuO) as reinforcements in 0.25wt% weight fraction was investigated on the quality and reliability of the composite SAC0307 solder alloy.Three types of NPs were applied: TiO2, ZrO2, and CuO. They were mixed into Sn99Ag0.3Cu0.7 (SAC0307) solder paste in 0.25wt%. The primary particle sizes of the NPs were the following: 21nm - TiO2, &lt;100nm ZrO2, and &lt;50nm CuO.Spread tests were applied to study the wetting properties of the solder alloys. A test surface with 50x50mm area was prepared on FR4 substrates with Cu wiring and with imm-Ag surface finishing. The deposits had 5mm diameter and 125 µm thickness. The solder deposits were reflowed in a vapor phase soldering (VPS) oven. The spreading of the solder was measured by an optical microscope (Olympus BX50). Solder joints were fabricated by standard SMT on one-layer FR4 PCBs with Cu wiring. A DAGE 2400 shear tester was used to measure the shear force of the solder joints. The solder joints were loaded with a 3000 hours long 85ºC/85RH% thermal-humidity (TH) test to investigate their corrosion resistance and Sn whisker growth susceptibility. The solder joints were checked in each 1000 hours by a Thermo Scientific Quattro environmental scanning electron microscope (ESEM). Elemental compositions were investigated by a Bruker Energy Dispersive X-ray spectroscopy (EDS).The results showed that NPs slightly decreased the wettability of nano-composite solder alloys. The shear strength of the composite joints generally increased, which proved that the second phase dispersion strengthening mechanism worked. However, the NPs have different effects on the corrosion resistance of the composite alloys. A former study proved that TiO2 could increase corrosion resistance. Now it was observed that ZrO2 did not change it, and CuO decreased it considerably. In correlation with corrosion resistance, the different composite alloys produced different amounts of Sn whiskers during the corrosive climate test.The dataset consists of supplementary SEM micrographs of the cross-sectioned solder joints.
DOI: 10.15468/dl.cnaqgs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zosterops hypoxanthus",
 "Country is one of (Brunei Darussalam, Indonesia, Philippines, Timor-Leste, Singapore)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029778-250920141307145/datasets/export for details.
DOI: 10.15468/dl.2bjk8f
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chaetoceros pseudocurvisetus",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029779-250920141307145/datasets/export for details.
DOI: 10.5281/zenodo.17224635
title: Survival data after P. aeruginosa infection

description: The files contain a set of raw data concerning a new protein from Galleria mellonella of immune properties. The work was financed by the National Science Centre, Poland, project number 2024/08/X/NZ6/00438.
DOI: 10.15468/dl.un6v3k
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alchemilla glabra",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029780-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17192395
title: Survival data after P. aeruginosa infection

description: The files contain a set of raw data concerning a new protein from Galleria mellonella of immune properties. The work was financed by the National Science Centre, Poland, project number 2024/08/X/NZ6/00438.
DOI: 10.18434/mds2-3834
title: Evidence Management Steering Committee Report: Data