cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.58sezq
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is China",
 "TaxonKey is Rohdea japonica"
 ]
}

 The dataset includes 117 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063673-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17965764
title: Addressing OCD literacy, stigmatizing attitudes, and confidence in teachers through the esTOCma app: a randomized controlled trial Dataset
DOI: 10.5281/zenodo.17965765
title: Addressing OCD literacy, stigmatizing attitudes, and confidence in teachers through the esTOCma app: a randomized controlled trial Dataset
DOI: 10.5281/zenodo.18026857
title: Potsdam Dataset for Semantic Segmentation v1.0

description: The Potsdam dataset is a high-resolution remote sensing benchmark for 2D semantic labeling, provided by ISPRS WG III/4. It contains 38 orthophoto tiles (6000×6000 pixels each) with a spatial resolution of 5 cm/pixel, covering the city of Potsdam, Germany.

File Structure:

Ortho_IRRG: Infrared-red-green false-color images (TIFF, 3 bands)

DSM_normalisation: Normalized DSM ( normalized to ground level)

Labels_for_participants: Semantic segmentation labels (TIFF, 6 classes)

 

Technical Specifications:

Spatial Resolution: 5 cm/pixel

Coordinate System: UTM 33N (EPSG:32633)

Image Dimensions: 6000 × 6000 pixels per tile

Label Classes: 6 classes

0: Impervious surfaces

1: Building

2: Low vegetation

3: Tree

4: Car

5: Background

 

Usage Notes:

Image and label files share the same naming convention

Recommended libraries: GDAL, rasterio (Python), OpenCV
DOI: 10.5281/zenodo.18026856
title: Potsdam Dataset for Semantic Segmentation v1.0

description: The Potsdam dataset is a high-resolution remote sensing benchmark for 2D semantic labeling, provided by ISPRS WG III/4. It contains 38 orthophoto tiles (6000×6000 pixels each) with a spatial resolution of 5 cm/pixel, covering the city of Potsdam, Germany.

File Structure:

Ortho_IRRG: Infrared-red-green false-color images (TIFF, 3 bands)

DSM_normalisation: Normalized DSM ( normalized to ground level)

Labels_for_participants: Semantic segmentation labels (TIFF, 6 classes)

 

Technical Specifications:

Spatial Resolution: 5 cm/pixel

Coordinate System: UTM 33N (EPSG:32633)

Image Dimensions: 6000 × 6000 pixels per tile

Label Classes: 6 classes

0: Impervious surfaces

1: Building

2: Low vegetation

3: Tree

4: Car

5: Background

 

Usage Notes:

Image and label files share the same naming convention

Recommended libraries: GDAL, rasterio (Python), OpenCV
DOI: 10.3886/e241527
title: Greenhouse gas fluxes, dissolved gas concentrations, and water properties of laboratory mesocosms

description: These data describe greenhouse gas (GHG) emissions, dissolved GHG concentrations, and mesocosm conditions (vegetation, hydrologic phases, ambient conditions) of a controlled, laboratory study. Related External Resource: https://agupubs.onlinelibrary.wiley.com/journal/21698961<br>
description: Downloaded 2025-11-25.
DOI: 10.3886/e241527v1
title: Greenhouse gas fluxes, dissolved gas concentrations, and water properties of laboratory mesocosms

description: These data describe greenhouse gas (GHG) emissions, dissolved GHG concentrations, and mesocosm conditions (vegetation, hydrologic phases, ambient conditions) of a controlled, laboratory study. Related External Resource: https://agupubs.onlinelibrary.wiley.com/journal/21698961<br>
description: Downloaded 2025-11-25.
DOI: 10.5281/zenodo.15342979
title: Limits of Deep Learning in Monitoring the Degradation Process

description: These codes belongs to the followig paper:

T. Berghout and W. H. Lim, "Deep Learning and Machine Life: A Critical Empirical Perspective — Introducing Phase-Shift Degradation Analysis in Prognostics," 2025 22nd International Conference on Electrical Engineering, Computing Science and Automatic Control (CCE), Mexico City, Mexico, 2025, pp. 1-6, doi: 10.1109/CCE67728.2025.11271957.
DOI: 10.5281/zenodo.15342978
title: Limits of Deep Learning in Monitoring the Degradation Process

description: These codes belongs to the followig paper:

T. Berghout and W. H. Lim, "Deep Learning and Machine Life: A Critical Empirical Perspective — Introducing Phase-Shift Degradation Analysis in Prognostics," 2025 22nd International Conference on Electrical Engineering, Computing Science and Automatic Control (CCE), Mexico City, Mexico, 2025, pp. 1-6, doi: 10.1109/CCE67728.2025.11271957.
DOI: 10.5281/zenodo.18029819
title: Data_Ganquan islands
DOI: 10.5281/zenodo.18029820
title: Data_Ganquan islands
DOI: 10.15468/dl.ttqfr8
title: Occurrence Download

description: A dataset containing 281 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bolitoglossa alberchi"
 ]
}

 The dataset includes 281 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063676-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v7fxbm
title: Occurrence Download

description: A dataset containing 569 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Occurrence dataset from the waterbird survey of the middle and lower Huai He floodplain, China"
 ]
}

 The dataset includes 569 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063677-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2qgkh8
title: CCDC 2516440: Experimental Crystal Structure Determination

description: Related Article: Chunni Ning|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2qgxrw
title: CCDC 2516789: Experimental Crystal Structure Determination

description: Related Article: Yoann Rousselin, Dimitri Sabat|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5281/zenodo.15152747
title: code for: "Anomaly Detection in Airbus Helicopters with Healthy Accelerometer Data "

description: These codes address the problem of anomaly detection based solely on one-class classification. The approach converts high-dimensional vibration data into wavelet images, which are then analyzed using an autoencoder. The output is forwarded to small-scale algorithms for further processing.The dataset used is available at https://doi.org/10.3929/ethz-b-000415151, along with information related to the original paper. Please first download the dataset and place it in the same directory as the code repository before using it. Start running the code files in alphabetical order.

The paper describing this work has been accepted for presentation at the ICCAD 2025 conference. The code will be open-sourced on the day the paper is presented and published in IEEE Xplore. More details, along with links to access both the paper and the code, will be made available here.
DOI: 10.5281/zenodo.15152748
title: code for: "Anomaly Detection in Airbus Helicopters with Healthy Accelerometer Data "

description: These codes address the problem of anomaly detection based solely on one-class classification. The approach converts high-dimensional vibration data into wavelet images, which are then analyzed using an autoencoder. The output is forwarded to small-scale algorithms for further processing.The dataset used is available at https://doi.org/10.3929/ethz-b-000415151, along with information related to the original paper. Please first download the dataset and place it in the same directory as the code repository before using it. Start running the code files in alphabetical order.

The paper describing this work has been accepted for presentation at the ICCAD 2025 conference. The code will be open-sourced on the day the paper is presented and published in IEEE Xplore. More details, along with links to access both the paper and the code, will be made available here.
DOI: 10.5281/zenodo.18029884
title: Seismic evidence for the historical sutures between North China Plate and Yangtze Plate in eastern China

description: The stacked waveforms and shear-wave velocity model  in the central and southern segments of the Tanlu fault
DOI: 10.5281/zenodo.18029883
title: Seismic evidence for the historical sutures between North China Plate and Yangtze Plate in eastern China

description: The stacked waveforms and shear-wave velocity model  in the central and southern segments of the Tanlu fault
DOI: 10.34740/kaggle/dsv/14265178
title: e-IPO Indonesia Data - Investment
DOI: 10.15468/dl.4azce8
title: Occurrence Download

description: A dataset listing the 2516 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salvia"
 ]
}

 The dataset's 2516 records were derived from 3106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063671-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aek5nz
title: Occurrence Download

description: A dataset containing 502 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Thomasomys niveipes (Thomas, 1896)"
 ]
}

 The dataset includes 502 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060220-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ugabg
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Capparis scabrida Kunth"
 ]
}

 The dataset includes 146 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045231-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s9zc4r
title: Occurrence Download

description: A dataset containing 241 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen"
 ]
 },
 "Continent is Europe",
 "Country is Spain",
 "Year 2000-2019",
 "Geometry POLYGON((-7.8358 43.65722,-7.98799 43.2145,-8.00182 42.68186,-7.85655 42.48125,-7.18556 42.49508,-7.04721 42.75103,-7.17864 42.99314,-7.01954 43.22834,-7.04721 43.56038,-7.27527 43.60619,-7.60061 43.79557,-7.8358 43.65722))",
 "TaxonKey is Arthropoda",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 241 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061307-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17630/38e38cc2-b9a6-404c-ae24-7b88934394c7
title: Data underpinning Mark Moloney's thesis

description: The data files are embargoed until 07/11/2027
DOI: 10.15468/dl.k9uu7x
title: Occurrence Download

description: A dataset containing 26975 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Issue is Coordinate rounded",
 "HasCoordinate is true",
 "TaxonKey is Artibeus Leach, 1821",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 26975 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022106-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2px7rw
title: Occurrence Download

description: A dataset containing 228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "Geometry POLYGON ((17.25166 48.02499, 17.24171 48.02555, 17.23666 48.02583, 17.19083 48.02305, 17.18083 48.02111, 17.17639 48.01944, 17.16639 48.01250, 17.11666 48.03860, 17.08111 48.08833, 17.06915 48.13527, 17.04005 48.14246, 17.03075 48.14586, 17.02333 48.15028, 16.99802 48.16970, 16.97528 48.18833, 16.95389 48.24277, 16.95083 48.25777, 16.94972 48.27805, 16.98695 48.27645, 17.03413 48.27166, 17.16694 48.25365, 17.19564 48.23589, 17.20448 48.13434, 17.23583 48.04333, 17.25166 48.02499))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 228 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039814-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bqstym
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Vallea ecuadorensis J.Jaram."
 ]
}

 The dataset includes 86 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037033-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z66hfw
title: Occurrence Download

description: A dataset containing 312 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Pristimantis nervicus (Lynch, 1994)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 312 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045680-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u5ww1i
title: Occurrence Download

description: A dataset containing 1163 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Sweden",
 "TaxonKey is Neogobius melanostomus (Pallas, 1814)"
 ]
}

 The dataset includes 1163 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032130-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ag6tj
title: Occurrence Download

description: A dataset containing 5736272 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Bryophyta"
 ]
}

 The dataset includes 5736272 records from 723 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057098-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gw2yb3
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hippopotamus amphibius Linnaeus, 1758",
 "Year 2000-2021"
 ]
}

 The dataset includes 109 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047077-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y74xcp
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Platyphytoptus sabinianae Keifer, 1938"
 ]
}

 The dataset includes 15 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072689-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dwahmr
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "HasCoordinate is true",
 "TaxonKey is Papio hamadryas (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 110 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039787-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ftt5c
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "Geometry POLYGON((-12.95597 40.51583,-0.12394 40.51583,-0.12394 45.64645,-12.95597 45.64645,-12.95597 40.51583))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acanthochitona crinita (Pennant, 1777)",
 "Year 1985-2021"
 ]
}

 The dataset includes 16 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054585-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ekec8v
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Haiti",
 "TaxonKey is Pteria colymbus (Röding, 1798)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072687-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nd7aj4
title: Occurrence Download

description: A dataset containing 5062 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Geocalyx graveolens (Schrad.) Nees"
 ]
}

 The dataset includes 5062 records from 149 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057109-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vkkybn
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Callitriche vulcanicola Schotsman"
 ]
}

 The dataset includes 59 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057110-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.27a2te
title: Occurrence Download

description: A dataset containing 364 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Impatiens edgeworthii Hook.fil."
 ]
}

 The dataset includes 364 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0281791-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tw3yrm
title: Occurrence Download

description: A dataset containing 10324 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-91.47766 46.43723,-92.22473 46.19441,-92.67883 46.03702,-93.00842 45.74133,-92.93518 45.45949,-92.90588 45.25878,-92.92786 44.83964,-92.64954 44.82925,-92.62756 45.17107,-92.62756 45.56214,-92.75208 45.67996,-92.65686 45.80264,-92.26868 46.02176,-91.99768 45.86898,-91.49231 45.91486,-91.10413 46.21468,-91.47766 46.43723))",
 "HasGeospatialIssue is false",
 "TaxonKey is Insecta"
 ]
}

 The dataset includes 10324 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0113325-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zxhuh7
title: Occurrence Download

description: A dataset containing 500 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is Poa stenantha Trin."
 ]
}

 The dataset includes 500 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076561-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vertj4
title: Occurrence Download

description: A dataset containing 7057 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bufo bankorensis Barbour, 1908"
 ]
}

 The dataset includes 7057 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047102-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ffeee8
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is Polygonum engelmannii Greene"
 ]
}

 The dataset includes 78 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076563-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dsvzsw
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-87.84651 18.29505,-86.41828 21.24122,-87.90144 22.31244,-91.41706 21.39474,-96.92104 25.96391,-117.39432 32.55745,-115.15835 26.55506,-110.65395 21.64307,-104.28188 16.03096,-95.3942 14.55858,-87.84651 18.29505))",
 "HasCoordinate is true",
 "TaxonKey is Vampyroteuthis infernalis Chun, 1903",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066854-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d62sy1
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Geostachys penangensis Ridl."
 ]
}

 The dataset includes 17 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037024-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.