cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.fp8axn
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-5000.0",
 "Country is Germany",
 "GadmGid is one of (DEU.7_1, DEU.1_1, DEU.11_1, DEU.12_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IsInCluster is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ectobius pallidus",
 "Year 2015-2025"
 ]
}

 The dataset includes 147 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012057-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17737515
title: OC contents and accumulation rate in thermokarst lake sediments on the Qinghai-Tibet Plateau
DOI: 10.5281/zenodo.17737516
title: OC contents and accumulation rate in thermokarst lake sediments on the Qinghai-Tibet Plateau
DOI: 10.5281/zenodo.17737445
title: AI-Driven Feature Detection and Cost Estimation from 3D CAD Geometries

description: This dataset contains 1,100 synthetic 3D triangular mesh models for training and evaluating undercut detection using AI models. The dataset includes 600 undercut and 500 non-undercut samples, generated in Blender using parametric scripts as described in the paper "AI-Driven Feature Detection and Cost Estimation from 3D CAD Geometries". All models are provided as OBJ meshes and are suited for research on undercut detection, CAD feature recognition, and manufacturing cost estimation.
DOI: 10.5281/zenodo.17737444
title: AI-Driven Feature Detection and Cost Estimation from 3D CAD Geometries

description: This dataset contains 1,100 synthetic 3D triangular mesh models for training and evaluating undercut detection using AI models. The dataset includes 600 undercut and 500 non-undercut samples, generated in Blender using parametric scripts as described in the paper "AI-Driven Feature Detection and Cost Estimation from 3D CAD Geometries". All models are provided as OBJ meshes and are suited for research on undercut detection, CAD feature recognition, and manufacturing cost estimation.
DOI: 10.15468/dl.ccntbh
title: Occurrence Download

description: A dataset containing 5943 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Fraxinus)",
 "Country is one of (New Zealand, Australia, South Africa, Bolivia (Plurinational State of), Brazil, Chile, Argentina, Uruguay, Ecuador, Colombia)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5943 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012059-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6a3x5h
title: Occurrence Download

description: A dataset containing 222 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Craugastor spatulatus"
 ]
}

 The dataset includes 222 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012061-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ve4h9r
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oreobates pereger"
 ]
}

 The dataset includes 74 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012063-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pf6n2s
title: Occurrence Download

description: A dataset containing 680 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "OccurrenceStatus is Present",
 "TaxonKey is Alytes dickhilleni"
 ]
}

 The dataset includes 680 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012064-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pkffzk
title: Occurrence Download

description: A dataset containing 2518 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Occurrence evidence)",
 "Country is one of (Brazil, Colombia, Ecuador, Peru, Costa Rica, Bolivia (Plurinational State of), Mexico, Argentina, Venezuela (Bolivarian Republic of))",
 "OccurrenceStatus is Present",
 "TaxonKey is Dicksonia sellowiana"
 ]
}

 The dataset includes 2518 records from 182 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012065-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fz8gha
title: Occurrence Download

description: A dataset containing 783 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "Geometry POLYGON((-0.2789 49.12366,-0.31742 49.09711,-0.27119 49.06444,-0.2201 49.09153,-0.23794 49.11888,-0.2789 49.12366))",
 "HasGeospatialIssue is false",
 "PublishingOrg is 1928bdf0-f5d2-11dc-8c12-b8a03c50a862"
 ]
}

 The dataset includes 783 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012066-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fgadut
title: Occurrence Download

description: A dataset containing 5943 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Fraxinus)",
 "Country is one of (New Zealand, Australia, South Africa, Bolivia (Plurinational State of), Brazil, Chile, Argentina, Uruguay, Ecuador, Colombia)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5943 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012067-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rhv4cb
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crossodactylus grandis"
 ]
}

 The dataset includes 29 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012069-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dbk8hr
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dioscorea torticaulis"
 ]
}

 The dataset includes 47 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012070-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.peb7dr
title: Occurrence Download

description: A dataset containing 682 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hydrolea spinosa"
 ]
}

 The dataset includes 682 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012068-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2duc4w
title: Occurrence Download

description: A dataset containing 3634 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acer grandidentatum"
 ]
}

 The dataset includes 3634 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012071-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.11588/duerer.online.6928678e4d414
title: Heilige Familie, https://d-nb.info/gnd/1184492085
DOI: 10.15468/dl.wds3f3
title: Occurrence Download

description: A dataset containing 271 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hymenaea courbaril"
 ]
}

 The dataset includes 271 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012073-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48544/ac1a4b23-cfee-455e-b31d-d0a38ba87858
title: Going Circular Going Cellulose
DOI: 10.15468/dl.zuwzu4
title: Occurrence Download

description: A dataset containing 176535 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 24.085278",
 "DecimalLatitude is less than or equal to 29.085278",
 "DecimalLongitude is greater than or equal to -115.0",
 "DecimalLongitude is less than or equal to -110.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 176535 records from 241 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012011-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qx3fkh
title: Occurrence Download

description: A dataset containing 264590 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is one of (UNESCO eDNA expedition in The Wadden Sea (Denmark, Germany, The Netherlands): April 2023, UNESCO eDNA expedition in Ningaloo Coast (Australia): May 2023)"
 ]
}

 The dataset includes 264590 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012050-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wky989
title: Occurrence Download

description: A dataset containing 5691 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((4.55398 51.67975,5.42359 51.67975,5.42359 52.10253,4.55398 52.10253,4.55398 51.67975))",
 "HasGeospatialIssue is false",
 "TaxonKey is Caltha palustris",
 "Year 2015-2025"
 ]
}

 The dataset includes 5691 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012074-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xz26pw
title: Occurrence Download

description: A dataset containing 684 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alytes dickhilleni"
 ]
}

 The dataset includes 684 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012075-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gxyu4r
title: Occurrence Download

description: A dataset containing 6330 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhincodon typus"
 ]
}

 The dataset includes 6330 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012077-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qxvfjr
title: Occurrence Download

description: A dataset containing 27960 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "TaxonKey is Grus antigone"
 ]
}

 The dataset includes 27960 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012078-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60686/t-fsd3978
title: FSD3978 EVA Survey on Finnish Values and Attitudes Spring 2025
DOI: 10.5281/zenodo.17726161
title: An Extensive SWIR Hyperspectral Dataset of Porous Stones with Moisture Maps at Varying Saturation Levels

description: Dataset Description:

This dataset provides hyperspectral images, corresponding moisture maps and accompanying CSV files containing mean spectral reflectance of six porous building materials: five natural stones (Euville, Massangis, Neubrunner, Obernkirchener, and Savonnières) and one archaeological red brick. For each material, six replicate cubes (~6 × 6 × 6 cm³) were prepared, and from each cube, a small cylindrical sub-sample was extracted to capture spatial heterogeneity, resulting in 36 large cubes and 36 small sub-samples. Moisture levels were controlled across six states: Dry, 25%, 50%, 75%, 90%, and 100%.

Hyperspectral images were acquired using an Imec Snapscan SWIR camera (1100–1670 nm nominal range, ~5 nm mean spectral resolution) under uniform lighting and consistent positioning. Each hyperspectral cube contains 100 spectral bands, with wavelengths ranging from 1120.5 nm (first band) to 1675.1 nm (last band). The band interval varies between 0.32 nm and 15.37 nm, with a mean spacing of approximately 5.6 nm.

For large samples, the original image cubes were 400 × 400 pixels, including both sample and background. To isolate only the sample area, images were cropped, resulting in final cube sizes ranging from 286 × 210 to 391 × 384 pixels.

In addition to hyperspectral image cubes and moisture maps, this dataset now includes CSV files containing mean spectral reflectance for all samples across all moisture levels. 

Dataset Structure:

The dataset (HSI_Moisture_Dataset.zip) contains two main folders:



HS_Images/ – hyperspectral reflectance data

Moisture_Maps/ – corresponding moisture maps


Each folder has two subfolders: Big (sample cubes) and Small (cylindrical sub-samples). Within each, six folders represent the saturation levels (Dry, 25%, 50%, 75%, 90%, 100%). Each folder contains .mat files for all samples, named with the material code, replicate number, saturation level, and sample type. Examples:



B1_sat_25_Big.mat – Brick, replicate 1, 25% saturation, large sample

E3_sat_75_Small.mat – Euville, replicate 3, 75% saturation, small sample


Material codes:



B – Brick

E – Euville

M – Massangis

N – Neubrunner

OB – Obernkirchener

S – Savonnières


Each .mat file contains either hyperspectral reflectance data or moisture map data for the corresponding sample and saturation condition.

The journal paper describing the dataset in detail and a method to estimate MC from spectral reflectance is currently under submission. The preprint version of the journal paper can be accessed via this DOI: 10.13140/RG.2.2.26625.98404

This is an open-source dataset. If you use it in your work, please cite these two DOIs: 10.5281/zenodo.17726161 ;

10.13140/RG.2.2.26625.98404
DOI: 10.5281/zenodo.15304415
title: An Extensive SWIR Hyperspectral Dataset of Porous Stones with Moisture Maps at Varying Saturation Levels

description: Dataset Description:

This dataset provides hyperspectral images, corresponding moisture maps and accompanying CSV files containing mean spectral reflectance of six porous building materials: five natural stones (Euville, Massangis, Neubrunner, Obernkirchener, and Savonnières) and one archaeological red brick. For each material, six replicate cubes (~6 × 6 × 6 cm³) were prepared, and from each cube, a small cylindrical sub-sample was extracted to capture spatial heterogeneity, resulting in 36 large cubes and 36 small sub-samples. Moisture levels were controlled across six states: Dry, 25%, 50%, 75%, 90%, and 100%.

Hyperspectral images were acquired using an Imec Snapscan SWIR camera (1100–1670 nm nominal range, ~5 nm mean spectral resolution) under uniform lighting and consistent positioning. Each hyperspectral cube contains 100 spectral bands, with wavelengths ranging from 1120.5 nm (first band) to 1675.1 nm (last band). The band interval varies between 0.32 nm and 15.37 nm, with a mean spacing of approximately 5.6 nm.

For large samples, the original image cubes were 400 × 400 pixels, including both sample and background. To isolate only the sample area, images were cropped, resulting in final cube sizes ranging from 286 × 210 to 391 × 384 pixels.

In addition to hyperspectral image cubes and moisture maps, this dataset now includes CSV files containing mean spectral reflectance for all samples across all moisture levels. 

Dataset Structure:

The dataset (HSI_Moisture_Dataset.zip) contains two main folders:



HS_Images/ – hyperspectral reflectance data

Moisture_Maps/ – corresponding moisture maps


Each folder has two subfolders: Big (sample cubes) and Small (cylindrical sub-samples). Within each, six folders represent the saturation levels (Dry, 25%, 50%, 75%, 90%, 100%). Each folder contains .mat files for all samples, named with the material code, replicate number, saturation level, and sample type. Examples:



B1_sat_25_Big.mat – Brick, replicate 1, 25% saturation, large sample

E3_sat_75_Small.mat – Euville, replicate 3, 75% saturation, small sample


Material codes:



B – Brick

E – Euville

M – Massangis

N – Neubrunner

OB – Obernkirchener

S – Savonnières


Each .mat file contains either hyperspectral reflectance data or moisture map data for the corresponding sample and saturation condition.

The journal paper describing the dataset in detail and a method to estimate MC from spectral reflectance is currently under submission. The preprint version of the journal paper can be accessed via this DOI: 10.13140/RG.2.2.26625.98404

This is an open-source dataset. If you use it in your work, please cite these two DOIs: 10.5281/zenodo.17726161 ;

10.13140/RG.2.2.26625.98404
DOI: 10.5284/1133103
title: Digital Archive from an Archaeological Evaluation at Lifehouse Spa, Frinton Road, Thorpe-Le-Soken, Essex, December 2023

description: This collection consists of site images and records, a CAD vector drawing, and report from an archaeological evaluation at the former Lifehouse Spa, Frinton Road, Thorpe-le-Soken, Essex. The evaluation was carried out by Colchester Archaeological Trust in December 2023. Evaluation works revealed a pit and ditch both dating to the Roman period along with two undated ditches potentially making up a wider enclosure.
DOI: 10.15468/dl.erzdyq
title: Occurrence Download

description: A dataset containing 1213842 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Observation, Specimen)",
 "Country is Sweden",
 "Geometry POLYGON((13.29498 64.85729,25.57178 64.85729,25.57178 68.81827,20.33424 69.29306,13.29498 68.81827,13.29498 64.85729))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta",
 "Year 1980-2025"
 ]
}

 The dataset includes 1213842 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012003-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17737457
title: ESP counts of Alexandrium catenella and Maine DMR mussel toxicity data at nearby monitoring stations
DOI: 10.5281/zenodo.17737458
title: ESP counts of Alexandrium catenella and Maine DMR mussel toxicity data at nearby monitoring stations
DOI: 10.6084/m9.figshare.29087483
title: Data availability

description: Supplementary Material 6. Data availability
DOI: 10.6084/m9.figshare.29087483.v1
title: Data availability

description: Supplementary Material 6. Data availability
DOI: 10.15468/dl.6xf5eq
title: Occurrence Download

description: A dataset containing 1593 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hypoxis decumbens"
 ]
}

 The dataset includes 1593 records from 182 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012081-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.my3meb
title: Occurrence Download

description: A dataset containing 160 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cryptobatrachus boulengeri"
 ]
}

 The dataset includes 160 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012084-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ht5cw2
title: Occurrence Download

description: A dataset containing 679 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-5000.0",
 "Country is Germany",
 "GadmGid is one of (DEU.7_1, DEU.1_1, DEU.11_1, DEU.12_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IsInCluster is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ectobius sylvestris",
 "Year 2015-2025"
 ]
}

 The dataset includes 679 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012083-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x2rb26
title: Occurrence Download

description: A dataset containing 3944 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Month is one of (August, July, May, June)",
 "OccurrenceStatus is Present",
 "TaxonKey is Larix",
 "Year 2023-2023"
 ]
}

 The dataset includes 3944 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012082-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u36mub
title: Occurrence Download

description: A dataset containing 1898 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Zimbabwe",
 "DatasetKey is Occurrence records of southern African aquatic biodiversity"
 ]
}

 The dataset includes 1898 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012079-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.77pwgh
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cryptotriton monzoni"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012088-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17737337
title: OpenStreetMap Data Extracts for Belgium

description: Geofabrik provides data extracts from the OpenStreetMap project. This is a copy of the data from https://download.geofabrik.de/europe/belgium.html.