cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ja2m8y
title: Occurrence Download

description: A dataset containing 2032 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Venezuela (Bolivarian Republic of)",
 "DatasetKey is Epibionts on Caribbean mangrove roots from Morrocoy National Park and La Restinga Lagoon National Park, Venezuela",
 "Depth is greater than or equal to 1.0m",
 "PublishingCountry is Venezuela (Bolivarian Republic of)"
 ]
}

 The dataset includes 2032 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056913-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.met7ux
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Guioa malukuensis Welzen"
 ]
}

 The dataset includes 16 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035078-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q4ioft
title: Occurrence Download

description: A dataset containing 207 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parus leuconotus Guerin-Meneville, 1843"
 ]
}

 The dataset includes 207 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011218-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1l9ih8
title: Occurrence Download

description: A dataset containing 16956672 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Mexico"
 ]
}

 The dataset includes 16956672 records from 2431 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002131-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-55583
title: Redemption tidings, vol. 36, nos. 1-52, 1 Jan. - 23 Dec. 1960

description: [description english/roman)] Issued weekly. "A full gospel magazine" -- subtitle.
DOI: 10.15468/dl.n5osor
title: Occurrence Download

description: A dataset containing 315414 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corvus splendens Vieillot, 1817"
 ]
}

 The dataset includes 315414 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014184-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pnr7yq
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Lygodactylus tsavoensis Malonza, Bauer, Granthon, Williams & Wojnowski, 2019"
 ]
}

 The dataset includes 18 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0358410-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xx9b2f
title: Occurrence Download

description: A dataset containing 2534 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acropora humilis (Dana, 1846)"
 ]
}

 The dataset includes 2534 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081743-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9jhwi5
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hakea denticulata R.Br.",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045377-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hr8jnn
title: Occurrence Download

description: A dataset containing 2201 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Proceratophrys Miranda-Ribeiro, 1920"
 ]
}

 The dataset includes 2201 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0378553-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8eg2ff
title: Occurrence Download

description: A dataset containing 639 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhynchospora asperula (Nees) Steud."
 ]
}

 The dataset includes 639 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103395-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-55385
title: Redemption tidings, vol. 36, nos. 1-52, 1 Jan. - 23 Dec. 1960

description: [description english/roman)] Issued weekly. "A full gospel magazine" -- subtitle.
DOI: 10.15468/dl.c2dpsf
title: Occurrence Download

description: A dataset containing 12481429 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bryophyta"
 ]
}

 The dataset includes 12481429 records from 1644 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005568-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14645658
title: Global Warming Potential Data Analysis from Environmental Product Declarations

description: A dataset collection for the publication:  Global Warming Potential Data Analysis from Environmental Product Declarations

By providing a comprehensive analysis supported by statistical evidence, the study helps decision-makers and researchers make informed choices to reduce environmental carbon footprints across the life cycle. This study conducted data analysis of global warming potential values for various products across multiple sectors based on LCA results extracted from over 16,000 EPDs from 9 different EPD libraries. 

This dataset contains: 



The code for data retrieving from different digital EPD libraries in the Jupyter notebook environment 

Raw datasets in JSON format that are retrieved from all the nodes 

Data processing and manipulation code for some datasets 

Processed datasets in CSV format for Norway EPD library 


Kindly cite this article and the dataset if utilizing or modifying the data in your work.
DOI: 10.5281/zenodo.14645659
title: Global Warming Potential Data Analysis from Environmental Product Declarations

description: A dataset collection for the publication:  Global Warming Potential Data Analysis from Environmental Product Declarations

By providing a comprehensive analysis supported by statistical evidence, the study helps decision-makers and researchers make informed choices to reduce environmental carbon footprints across the life cycle. This study conducted data analysis of global warming potential values for various products across multiple sectors based on LCA results extracted from over 16,000 EPDs from 9 different EPD libraries. 

This dataset contains: 



The code for data retrieving from different digital EPD libraries in the Jupyter notebook environment 

Raw datasets in JSON format that are retrieved from all the nodes 

Data processing and manipulation code for some datasets 

Processed datasets in CSV format for Norway EPD library 


Kindly cite this article and the dataset if utilizing or modifying the data in your work.
DOI: 10.15468/dl.t3xwzc
title: Occurrence Download

description: A dataset containing 763908 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sparidae"
 ]
}

 The dataset includes 763908 records from 715 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000066-250121114848505/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.28247771
title: Modelled dataset for working population by workplace geography across 9 sectors in China

description: Quantifying the spatial distribution of employment is critical for urban planning and economic modelling. Despite the extensive focus in previous studies on economic output and settlement patterns, the spatial distribution of employment has been largely overlooked. To address this gap, we developed a county-level employment dataset across 9 sectors for China in 2020, using a Linear Programming algorithm.
DOI: 10.6084/m9.figshare.28247771.v1
title: Modelled dataset for working population by workplace geography across 9 sectors in China

description: Quantifying the spatial distribution of employment is critical for urban planning and economic modelling. Despite the extensive focus in previous studies on economic output and settlement patterns, the spatial distribution of employment has been largely overlooked. To address this gap, we developed a county-level employment dataset across 9 sectors for China in 2020, using a Linear Programming algorithm.
DOI: 10.15468/dl.cmdrcu
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ondatra zibethicus (Linnaeus, 1766)",
 "Country is China",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 35 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000008-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14278/rodare.3390
title: Polymers Hyperspectral Imaging

description: <strong>Investigating State of the Art Hyperspectral Imaging Classification Models for Plastic Types Identification</strong>

<strong>Polymers Dataset</strong>

Description:

The polymers dataset is a multiscene Hyperspectral benchmark dataset comprising of reference polymer samples and shredded polymer samples in the visible to short-wave infrared, capturing 450 bands within the [400–2500] nm range using an AisaFENIX (Spectral Imaging Ltd, Oulu, Finland) spectrometer. 

Two sample batches were investigated:


 reference polymers of known composition and dimensions (15 X 10) cm, commonly found in e-waste.
 shredded pieces of polymers with sizes ranging from (0.3–4) cm.


<strong>Data Format</strong>


 HSI data: each hyperspectral data cube is accompanied by a data file and a .hdr file.
 Ground truth mask: .png file (only for multi samples scenes)


<strong>Folder Organization</strong>


 Polymers
 
 Test
 
 HSI: .dat & .hdr
 Ground truth mask: test.png
 False colour representation of the scene: .png
 
 
 Train
 
 HSI_ : 3 different scans of reference samples scanned
 PC, PE, PET, PP: Hyperspectral cubes (11x11x450) .hdr & .dat
 
 
 
 


<strong>Data Classes in Masks</strong>


 Masks contain 1 to 6 segmentation classes:
 
 1: "PP"
 2: "Black Plastic"
 3: "PVC"
 4: "PET"
 5: "ABS"
 6: "PE"
 
 


<strong>Code Repository</strong>

To facilitate reading and working with the data, Python codes are available on the GitHub repository:

https://github.com/hifexplo

https://github.com/Elias-Arbash

 

<strong>Citation</strong>

If you use this dataset, please cite the following article: (To be filled once published)

 

<strong>Contact</strong>

For further information or inquiries, please visit our website:

https://www.iexplo.space/

Contact Email: e.arbash@hzdr.de
description: The HSI dataset of the work: INVESTIGATING STATE OF THE ART HYPERSPECTRAL IMAGING CLASSIFICATION MODELS FOR PLASTIC TYPES IDENTIFICATION
DOI: 10.14278/rodare.3389
title: Polymers Hyperspectral Imaging

description: <strong>Investigating State of the Art Hyperspectral Imaging Classification Models for Plastic Types Identification</strong>

<strong>Polymers Dataset</strong>

Description:

The polymers dataset is a multiscene Hyperspectral benchmark dataset comprising of reference polymer samples and shredded polymer samples in the visible to short-wave infrared, capturing 450 bands within the [400–2500] nm range using an AisaFENIX (Spectral Imaging Ltd, Oulu, Finland) spectrometer. 

Two sample batches were investigated:


 reference polymers of known composition and dimensions (15 X 10) cm, commonly found in e-waste.
 shredded pieces of polymers with sizes ranging from (0.3–4) cm.


<strong>Data Format</strong>


 HSI data: each hyperspectral data cube is accompanied by a data file and a .hdr file.
 Ground truth mask: .png file (only for multi samples scenes)


<strong>Folder Organization</strong>


 Polymers
 
 Test
 
 HSI: .dat & .hdr
 Ground truth mask: test.png
 False colour representation of the scene: .png
 
 
 Train
 
 HSI_ : 3 different scans of reference samples scanned
 PC, PE, PET, PP: Hyperspectral cubes (11x11x450) .hdr & .dat
 
 
 
 


<strong>Data Classes in Masks</strong>


 Masks contain 1 to 6 segmentation classes:
 
 1: "PP"
 2: "Black Plastic"
 3: "PVC"
 4: "PET"
 5: "ABS"
 6: "PE"
 
 


<strong>Code Repository</strong>

To facilitate reading and working with the data, Python codes are available on the GitHub repository:

https://github.com/hifexplo

https://github.com/Elias-Arbash

 

<strong>Citation</strong>

If you use this dataset, please cite the following article: (To be filled once published)

 

<strong>Contact</strong>

For further information or inquiries, please visit our website:

https://www.iexplo.space/

Contact Email: e.arbash@hzdr.de
description: The HSI dataset of the work: INVESTIGATING STATE OF THE ART HYPERSPECTRAL IMAGING CLASSIFICATION MODELS FOR PLASTIC TYPES IDENTIFICATION
DOI: 10.5281/zenodo.14030481
title: 4D Printing of Electro-Activated Thermochromic Composites for Dynamic 3D Displays

description: Grasshopper algorithm for 7-segment display + Appendix A

MATLAB files for color grading + Appendix B

7-Segment display video at 5x speed
DOI: 10.5281/zenodo.14030482
title: 4D Printing of Electro-Activated Thermochromic Composites for Dynamic 3D Displays

description: Grasshopper algorithm for 7-segment display + Appendix A

MATLAB files for color grading + Appendix B

7-Segment display video at 5x speed
DOI: 10.5284/1125050
title: Images and Text from a Watching Brief and Excavation at Snail Yard, Rotherham, South Yorkshire, October 2023 - August 2024

description: This collection comprises images and a watching brief report from excavations at Snail Yard, Rotherham, South Yorkshire undertaken by Archaeological Services WYAS between October 2023 and August 2024. The works exposed a stone built well, and two stone walls.
DOI: 10.15468/dl.9eqk9s
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opisina arenosella Walker, 1864",
 "Country is China",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000009-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.58053/mapbiomas/tmyzcx
title: Coverage and transitions statistics by land categories and protected areas - Indigenous Land - MapBiomas Brasil Collection 9

description: Area data (ha) of land cover class for indigenous lands from 1985 to 2023, based on MapBiomas Brazil Collection 9
DOI: 10.15468/dl.jtd9zz
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helianthemum urrielense (M.Laínz) Nava & Fern.Casado"
 ]
}

 The dataset includes 20 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000010-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13787685
title: Dataset of the article: "The social dimension of equine welfare: social contact positively affects the emotional state of stalled horses"

description: Here are the data used in the analyses of the manuscript "The social dimension of equine welfare: social contact positively affects the emotional state of stalled horses.".Experiment 1: Observations in the individual stallExperiment 2: Observations during horse groomingExperiment 3: Judgement bias test
DOI: 10.5281/zenodo.13787686
title: Dataset of the article: "The social dimension of equine welfare: social contact positively affects the emotional state of stalled horses"

description: Here are the data used in the analyses of the manuscript "The social dimension of equine welfare: social contact positively affects the emotional state of stalled horses.".Experiment 1: Observations in the individual stallExperiment 2: Observations during horse groomingExperiment 3: Judgement bias test
DOI: 10.15468/dl.v7z9vn
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opisina arenosella Walker, 1864",
 "Country is China",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000011-250121130708018/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.28229120.v1
title: bioplex raw data.xlsx

description: Bioplex raw data obtained on 11-17-21.
DOI: 10.5281/zenodo.14705608
title: Data and Code associated to the paper "Roughening dynamics of interfaces in two-dimensional quantum matter"

description: The properties of interfaces are key to understand the physics of matter. However, the study of quantum interface dynamics has remained an outstanding challenge. Here, we use large-scale Tree Tensor Network simulations to identify the dynamical signature of an interface roughening transition within the ferromagnetic phase of the 2D quantum Ising model. For initial domain wall profiles we find extended prethermal plateaus for smooth interfaces, whereas above the roughening transition the domain wall decays quickly. Our results can be readily explored experimentally in Rydberg atomic systems.
description: This dataset includes all measurements from the TTN, DMRG, VUMPS and QMC simulation necessary to reproduce the figures presented in the main publication. It also contains the files used for produceing the figures. In addition, we include all Julia files to reproduce the results of the publication, excluding the TTN data. A detailed describition and how to start the simulation is given in the README.md file.

The obtained wavefunction's are not part of this dataset, since they exceed the allowed 50Gb. In case of interest, please contact the authors to gain access.
DOI: 10.5281/zenodo.14705609
title: Data and Code associated to the paper "Roughening dynamics of interfaces in two-dimensional quantum matter"

description: The properties of interfaces are key to understand the physics of matter. However, the study of quantum interface dynamics has remained an outstanding challenge. Here, we use large-scale Tree Tensor Network simulations to identify the dynamical signature of an interface roughening transition within the ferromagnetic phase of the 2D quantum Ising model. For initial domain wall profiles we find extended prethermal plateaus for smooth interfaces, whereas above the roughening transition the domain wall decays quickly. Our results can be readily explored experimentally in Rydberg atomic systems.
description: This dataset includes all measurements from the TTN, DMRG, VUMPS and QMC simulation necessary to reproduce the figures presented in the main publication. It also contains the files used for produceing the figures. In addition, we include all Julia files to reproduce the results of the publication, excluding the TTN data. A detailed describition and how to start the simulation is given in the README.md file.

The obtained wavefunction's are not part of this dataset, since they exceed the allowed 50Gb. In case of interest, please contact the authors to gain access.
DOI: 10.15468/dl.ej6rzb
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atelopus palmatus Andersson, 1945"
 ]
}

 The dataset includes 65 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000012-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17617/4.ey
title: A Nanographene-Based Two-Dimensional Covalent Organic Framework as a Stable and Efficient Photocatalyst

description: solid state NMR measurements and interpretation.
NMR data shown in figure S3.
DOI: 10.15468/dl.4tyt7w
title: Occurrence Download

description: A dataset containing 23559 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Literature Occurrence"
 ]
 },
 {
 "or" : [
 "Country is Colombia",
 "Country is Ecuador",
 "Country is Peru",
 "Country is Chile"
 ]
 },
 {
 "or" : [
 "PublishingOrg is bc092ff0-02e4-11dc-991f-b8a03c50a862",
 "PublishingOrg is 85be57ed-f187-49c9-b7ff-eaa622e06217",
 "PublishingOrg is 1e9400fa-ce73-4737-9eaa-f25df148945c",
 "PublishingOrg is b71c3d3c-8048-43d5-bfb8-b88f9510de95",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "PublishingOrg is 493fe050-055d-11d8-b84f-b8a03c50a862",
 "PublishingOrg is c58ac019-b413-4613-8772-39e57acbeb8e",
 "PublishingOrg is cc333231-9a5b-4d97-b3a5-b932ec7a3b55",
 "PublishingOrg is b4640710-8e03-11d8-b956-b8a03c50a862"
 ]
 },
 "Year 1000-2019",
 {
 "or" : [
 "DatasetKey is NMNH Extant Specimen Records (USNM, US)",
 "DatasetKey is sarce_rockyshores",
 "DatasetKey is f8f6714c-e846-4ce8-819e-7d39839c2bf7",
 "DatasetKey is c2d8bc68-8f4d-465e-80b2-734a4bb9d806",
 "DatasetKey is iNaturalist Research-grade Observations",
 "DatasetKey is ec0ad39f-3370-4d51-a663-cb27abd2a6bb",
 "DatasetKey is Museum of Comparative Zoology, Harvard University",
 "DatasetKey is 21b5400a-8810-40f1-b46a-7da00ab6ac70",
 "DatasetKey is be62fffc-d0e7-45f2-9404-d4bc4322bc57",
 "DatasetKey is 2d8cd725-c459-4139-a41a-5989b27ef293"
 ]
 },
 {
 "or" : [
 "TaxonKey is Mollusca",
 "TaxonKey is Malacostraca",
 "TaxonKey is Echinodermata",
 "TaxonKey is Cnidaria",
 "TaxonKey is Polychaeta",
 "TaxonKey is Bryozoa",
 "TaxonKey is Demospongiae"
 ]
 },
 {
 "or" : [
 "License is CC0 1.0",
 "License is CC-BY 4.0",
 "License is CC-BY-NC 4.0"
 ]
 },
 "Geometry POLYGON((-77.98033 7.06692,-80.65108 6.33011,-84.50883 -4.92738,-83.61858 -9.78197,-78.72221 -21.33721,-75.8289 -26.62178,-79.64138 -39.99366,-76.23751 -54.40264,-69.67291 -55.10417,-70.76701 -23.78185,-71.42184 -18.67064,-77.31231 -13.18036,-81.59628 -4.01294,-78.54383 1.68204,-77.23083 4.8768,-77.98033 7.06692))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 23559 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056774-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.