cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.jges38
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009199-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zmeh4j
title: Occurrence Download

description: A dataset containing 241 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Andryala agardhii Haens. ex DC.)"
 ]
}

 The dataset includes 241 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071981-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ahqppj
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-63.28707 1.05382,-67.58074 0.84936,-68.48036 -6.22497,-52.20531 -6.96103,-52.61423 -0.58186,-60.91533 -0.70454,-63.28707 1.05382))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "InstitutionCode is one of (mcz, cas, uel, fishbase, fmnh, mpeg, instituto nacional de pesquisas da amazônia (inpa))",
 "TaxonKey is Apistogramma pertensis (Haseman, 1911)"
 ]
}

 The dataset includes 76 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003376-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xxunqx
title: Occurrence Download

description: A dataset containing 1714213 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Pl@ntNet observations"
 ]
}

 The dataset includes 1714213 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071963-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n0sdw7
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047759-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jntse3
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009159-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ygrwdm
title: Occurrence Download

description: A dataset containing 18297294 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "CoordinateUncertaintyInMeters 0.0-499.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta",
 "Year 2000-2010"
 ]
}

 The dataset includes 18297294 records from 449 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010352-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nqxqem
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034530-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wpvnnq
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051466-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4p4kqs
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-68.3149 -1.47238,-64.90243 -1.47238,-64.90243 0.97049,-68.3149 0.97049,-68.3149 -1.47238))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "InstitutionCode is one of (fishbase, instituto nacional de pesquisas da amazônia (inpa))",
 "TaxonKey is Apistogramma meinkeni Kullander, 1980"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007836-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qn6kwk
title: Occurrence Download

description: A dataset containing 1778249269 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1778249269 records from 30337 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0335530-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.quu5h9
title: Occurrence Download

description: A dataset containing 170 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phalaris canariensis",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 170 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000385-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.625pg4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Megacarpaea schugnanica"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000386-250717081556266/datasets/export for details.
DOI: 10.15468/dl.7rkeue
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000389-250717081556266/datasets/export for details.
DOI: 10.15468/dl.f59drr
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hesperis hirsutissima"
 ]
}

 The dataset includes 9 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000387-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bf8dy7
title: Occurrence Download

description: A dataset containing 1994 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Digital Herbarium - NGCPR"
 ]
}

 The dataset includes 1994 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000388-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16028149
title: US Insurance Analytics Market 2025 To 2034

description: US Insurance Analytics Market Size, Trends and Insights By Deployment (Cloud, On-premises), By Application (Predictive Maintenance, Traffic Management, Safety & Security Management, Driver & User Behavior Analysis, Dealer Performance Analysis, Usage-Based Insurance, Others), By End-use (Original Equipment Manufacturers (OEMs), Automotive Dealers, Fleet Owners, Regulatory Bodies, Insurers, Service Providers), and By Region - Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

The US Insurance Analytics Market is forecast to grow at a CAGR of 10.45% from 2025 to 2034. The market is expected to reach USD 13206.3 Million by 2034, up from USD 4887.6 Million in 2025.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=71208
DOI: 10.5281/zenodo.16028150
title: US Insurance Analytics Market 2025 To 2034

description: US Insurance Analytics Market Size, Trends and Insights By Deployment (Cloud, On-premises), By Application (Predictive Maintenance, Traffic Management, Safety & Security Management, Driver & User Behavior Analysis, Dealer Performance Analysis, Usage-Based Insurance, Others), By End-use (Original Equipment Manufacturers (OEMs), Automotive Dealers, Fleet Owners, Regulatory Bodies, Insurers, Service Providers), and By Region - Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

The US Insurance Analytics Market is forecast to grow at a CAGR of 10.45% from 2025 to 2034. The market is expected to reach USD 13206.3 Million by 2034, up from USD 4887.6 Million in 2025.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=71208
DOI: 10.15468/dl.3bgzbb
title: Occurrence Download

description: A dataset containing 367107 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is SeasonWatch - Tree Phenology Dataset (India)"
 ]
}

 The dataset includes 367107 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000370-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ngq6dq
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Iva xanthiifolia",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000390-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16027332
title: InCURA case study datasets

description: Filtered and preprocessed datasets that were used as case studies in the evaluation of the InCURA tool. 

All three datasets are subsets of public datasets:

Tcell_exhaustion_adata_prc_case_study1: 



  DOI:   10.1038/s41586-019-1325-x 

GSE132987


SLE_adata_prc_case_study2:



  DOI:   10.1038/s41467-018-03750-7  

GSE110999


circ_data_case_study3



  DOI:   10.1126/science.aba8984  

GSE143528
DOI: 10.5281/zenodo.16027333
title: InCURA case study datasets

description: Filtered and preprocessed datasets that were used as case studies in the evaluation of the InCURA tool. 

All three datasets are subsets of public datasets:

Tcell_exhaustion_adata_prc_case_study1: 



  DOI:   10.1038/s41586-019-1325-x 

GSE132987


SLE_adata_prc_case_study2:



  DOI:   10.1038/s41467-018-03750-7  

GSE110999


circ_data_case_study3



  DOI:   10.1126/science.aba8984  

GSE143528
DOI: 10.15468/dl.jgqrxa
title: Occurrence Download

description: A dataset containing 164408 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is South Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 164408 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000324-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25835/l047b9xo
title: Comparative data of ImageJ and MultiPoroX

description: This dataset was generated in the context of a comparative analysis of the performance of defect analysis methods in the paper: _Additive manufacturing of multi-material parts – A tool for automated defect analysis_. 

__Used software:__ MATLAB® R2024b, ImageJ (Version 1.54p 17 February 2025)

For both analyses the same images and parameters were used.

__Used parameters:__

* __Resizing:__ None
* __Scaling factor (Pixels per Milimeter):__ 840
* __Preprocessing:__ Histogram Equalization (1%)
* __Segmentation Threshold:__ 65

__The analysis compared the results related to:__

* Calculated Porosity
* Detected Defects
* Unassigned Material Area
* Unassigned Defect Area
* Number of Unassigned Defects

![Comparison of the reference analysis using ImageJ (IMJ) and MultiPoroX (MPX)](https://data.uni-hannover.de/de/dataset/f8ae6c67-36bc-4e6d-9da4-dce850f0104f/resource/75accf70-7bb0-4732-a4aa-bcac307cde18/download/comparison_of_the_reference_analysis_using_imagej_and_multiporox.svg)

Comparison of the reference analysis using ImageJ (IMJ) and MultiPoroX (MPX)


### References
Meyer, I., Glitt, L., Lachmayer, R. (2025). *MultiPoroX*: Automated multi-material porosity analysis tool [Data set]. LUIS. https://doi.org/10.25835/27xsmm9e

Meyer, I., Oel, M., Ehlers, T., & Lachmayer, R. (2023). *Additive manufacturing of multi-material parts – Design guidelines for manufacturing of 316L/CuCrZr in laser powder bed fusion*. Heliyon, 9(8), e18301. https://doi.org/10.1016/j.heliyon.2023.e18301


### Acknowledgments

The project ”*Additive Fertigung multimaterieller Komponenten zur nachhaltigen Energiewandlung*” was funded by the European Regional Development Fund (ERDF) and the state of Lower Saxony – Project number ZW 7-87011865.

The project ”*Major Research Instrumentation for integration of efficient effects in multi-material structural components*” was funded by the Deutsche Forschungsgemeinschaft (DFG - German Research Foundation) - Project number 445707542.
DOI: 10.15468/dl.jx4qnm
title: Occurrence Download

description: A dataset containing 214 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phalaris canariensis",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 214 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000391-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rhzt8x
title: Occurrence Download

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

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000392-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ww75u
title: Occurrence Download

description: A dataset containing 5495 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lantana involucrata"
 ]
}

 The dataset includes 5495 records from 174 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000395-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.shab5u
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000393-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k8yqpt
title: Occurrence Download

description: A dataset containing 2124 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lantana hirta"
 ]
}

 The dataset includes 2124 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000394-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zw99sn
title: Occurrence Download

description: A dataset containing 247 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sinapidendron frutescens"
 ]
}

 The dataset includes 247 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000396-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.av6q5n
title: Occurrence Download

description: A dataset containing 102081 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is India Biodiversity Portal publication grade dataset"
 ]
}

 The dataset includes 102081 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000382-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.avfcv7
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cardamine panatohea"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000397-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jyz5zn
title: Occurrence Download

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

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000398-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z7kap3
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aethionema carlsbergii"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000399-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.322nd2
title: Occurrence Download

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

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000401-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.guq3u3
title: Occurrence Download

description: A dataset containing 13130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((13.70709 43.90214,40.84209 43.69508,40.84209 54.80594,26.40663 55.33018,13.70709 55.22664,13.70709 43.90214))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pernis apivorus",
 "Year 1991-2025"
 ]
}

 The dataset includes 13130 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000400-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vzrsw5
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phalaris canariensis",
 "Country is Malta",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000402-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/yox2rg
title: Haarlem_Spekstraat_10

description: Een exact bouwjaar van het pand is niet bekend maar mogelijk in de laatste kwart van de 16e eeuw. In het pand zijn veel secundair matteriaal aangetroffen die mogelijk afkomstig zijn uit het achterliggende Karmelietenklooster dat in 1581 werd afgebroken.
in 2002 is het pand grondig gerestaureerd.
DOI: 10.15468/dl.v3g76r
title: Occurrence Download

description: A dataset containing 198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phalaris canariensis",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 198 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000403-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16024770
title: Unsupervised Meta-Testing With Conditional Neural Processes for Hybrid Meta-Reinforcement Learning

description: Offline reinforcement learning dataset used to train UMCNP model in our experiments.
DOI: 10.5281/zenodo.16024771
title: Unsupervised Meta-Testing With Conditional Neural Processes for Hybrid Meta-Reinforcement Learning

description: Offline reinforcement learning dataset used to train UMCNP model in our experiments.
DOI: 10.15468/dl.j5z9kp
title: Occurrence Download

description: A dataset containing 139 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Populus nigra",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 139 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000404-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.