cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/jle-pjw-6g9
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wmk-33v-57c
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/75f-ewr-83d
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pdc-pln-he0
title: Heteroschismoides Ludbrook, 1960

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zy4-r6y-jzl
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v7z-49f-3hj
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c1h-6gb-swd
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vst-vkz-p3s
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t6n-btr-wpq
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jvy-6p9-yvd
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bnv-7pc-qdz
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ctd-tal-8rx
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mbt-ke8-5es
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l6p-ft0-bt4
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/thn-sjp-cq1
title: †Discocyclina Gümbel, 1870

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e2n-s9c-rw1
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/397-qz9-xck
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jhg-lth-cn9
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jcm-bk7-w86
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2mr-acl-zg6
title: Globigerina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k9s-70q-t7l
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6jn-l0j-3mc
title: Ovis aries Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6pz-r14-4ws
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/74c-975-09m
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9cm-fn8-6md
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/26m-b5m-s3d
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/by4-1gf-hkp
title: Bacillariophyceae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.ayt5fp
title: Occurrence Download

description: A dataset containing 17881 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Netherlands",
 "OccurrenceStatus is Present",
 "TaxonKey is Mustela putorius"
 ]
}

 The dataset includes 17881 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029084-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ssgtyr
title: Occurrence Download

description: A dataset containing 1512 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Hsunycteris thomasi (J.A.Allen, 1904)"
 ]
}

 The dataset includes 1512 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011177-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/45wx7c
title: ONCFS Réseau Ours brun - Ours 2008 présence Occasionnelle Mailles 10km LAEA Réseau Ours brun ONCFS

description: Le réseau Ours Brun constitue un outil de suivi scientifique à grande échelle de la population d’ours pyrénéenne. Le Réseau Ours Brun constitue un réseau d’observateurs multi-partenaires susceptibles de recueillir des indices de présence de l’espèce sur l’ensemble de l’aire de répartition qui couvre plusieurs milliers de kilomètres carrés.
DOI: 10.15468/dl.878rnf
title: Occurrence Download

description: A dataset containing 322 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Benin",
 "OccurrenceStatus is Present",
 "TaxonKey is Raphia sudanica",
 "Year 2010-2025"
 ]
}

 The dataset includes 322 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039281-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17632301
title: Time series data for paper "Numerical simulations of magnetic monopole evolution in an expanding universe"

description: This is the simulation data for an upcoming paper on monopole evolution in an expanding universe. Included are the time series data files and a readme file with descriptions of the measurements.
DOI: 10.5281/zenodo.17632300
title: Time series data for paper "Numerical simulations of magnetic monopole evolution in an expanding universe"

description: This is the simulation data for an upcoming paper on monopole evolution in an expanding universe. Included are the time series data files and a readme file with descriptions of the measurements.
DOI: 10.5281/zenodo.17608442
title: Online Appendix for Towards Project-Aware Actionability Detection for Coding Rule Violations

description: Actionability Detection – Results 

Contents

active_learning_cycle_results/Contains the raw experimental outputs for all projects. The folder includes JSON files and PNG plots reporting per-fold and aggregated metrics such as F1-score, precision, and recall.

active_learning_cycle_table_results/Provides readable summaries of the active-learning experiments. The table compiles F1-score trajectories and final performance values across all evaluated projects.

active_learning_scripts/Includes the Python scripts used to run the active learning framework, perform model training, execute iterative querying, and generate all reported metrics and visualizations.

svd_variance_test/Contains the script and output files related to the TruncatedSVD variance analysis, including JSON results and variance-curve visualizations used to determine the final dimensionality setting.
DOI: 10.5281/zenodo.17608441
title: Online Appendix for Towards Project-Aware Actionability Detection for Coding Rule Violations

description: Actionability Detection – Results 

Contents

active_learning_cycle_results/Contains the raw experimental outputs for all projects. The folder includes JSON files and PNG plots reporting per-fold and aggregated metrics such as F1-score, precision, and recall.

active_learning_cycle_table_results/Provides readable summaries of the active-learning experiments. The table compiles F1-score trajectories and final performance values across all evaluated projects.

active_learning_scripts/Includes the Python scripts used to run the active learning framework, perform model training, execute iterative querying, and generate all reported metrics and visualizations.

svd_variance_test/Contains the script and output files related to the TruncatedSVD variance analysis, including JSON results and variance-curve visualizations used to determine the final dimensionality setting.
DOI: 10.57761/fke8-9c55
title: Item Response Warehouse 2
DOI: 10.5281/zenodo.17632394
title: Items from the questionnaire used in the study in English
DOI: 10.5281/zenodo.17632393
title: Items from the questionnaire used in the study in English
DOI: 10.6084/m9.figshare.30639605
title: <b>Functionally graded Octet lattice structure for enhancing multifunctional mechanical performance using localized material distribution</b>

description: This is the data set for the article titled above, and it is uploaded here to be used in this article only.
DOI: 10.6084/m9.figshare.30639605.v1
title: <b>Functionally graded Octet lattice structure for enhancing multifunctional mechanical performance using localized material distribution</b>

description: This is the data set for the article titled above, and it is uploaded here to be used in this article only.
DOI: 10.15468/dl.rsrjxc
title: Occurrence Download

description: A dataset containing 14142 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Marah macrocarpa",
 "Year 1965-2025"
 ]
}

 The dataset includes 14142 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039282-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/amugnu
title: Regroupement d'études et d'inventaires-Inventaire et suivi Odonates

description: Données de présence et d'absence sur les odonates collectées par l'équipe d'Eliomys de juin 2003 à septembre 2015. 
Un dénombrement des individus est renseigné pour la majorité des observations.
DOI: 10.5281/zenodo.17628543
title: CellPaintSSL_IN: Preprocessed Cell Painting MOA plate for CellPaintSSL zero-shot inference

description: Summary

CellPaintSSL_IN is a preprocessed Cell Painting dataset built from a single JUMP‐MOA plate and prepared specifically for running the CellPaintSSL model in a strictly zero‐shot regime (no fine‐tuning). The dataset contains five‐channel Cell Painting images transformed into the input format required by the official CellPaintSSL implementation, together with a manifest file (`dataset.csv`) that links each image to well, site, and perturbation metadata.

This dataset is derived from the same experimental plate used in our MOAProfiler_Feature_Extractor workflow, but it uses a different preprocessing and manifest format tailored to CellPaintSSL rather than MOAProfiler.

Contents

- `images/` – preprocessed five‐channel Cell Painting images in the format expected by CellPaintSSL.- `dataset.csv` – manifest linking each image to `plate`, `well`, `site`, `perturbation_id`, etc.

All metadata and file naming conventions are compatible with the official CellPaintSSL codebase from Bayer (https://github.com/Bayer-Group/CellPaintSSL).

How the data were generated

Raw Cell Painting images from the JUMP–MOA plate were stored as separate 16-bit TIFF files per channel with filenames of the form BaseName-chX*.tiff. For each field of view (identified by BaseName), we collected the required five channels and built a 5×H×W uint16 stack in the channel order expected by our CellPaintSSL pipeline, corresponding to (mito, agp, rna, er, dna). For each channel, intensities were clipped to the 0.1–99.9th percentiles and then linearly rescaled to the full 16-bit range (0–65535). The five rescaled channels were stacked along a new axis and saved as a single multi-channel TIFF (BaseName.tiff). In addition, a global Otsu threshold was computed on the DNA channel (normalized to [0, 1]) and stored in the TIFF metadata as the field otsuth. The resulting CellPaintSSL_IN dataset therefore consists of 5-channel, per-field TIFF stacks (mito, agp, rna, er, dna) with standardized 16-bit intensity scaling and an accompanying per-image DNA Otsu threshold.

Related resources

- Code: https://github.com/lorakuznetsova/MOAProfiler_Feature_Extractor  - MOAProfiler_IN dataset (preprocessed data for MOAProfiler): 10.5281/zenodo.17617785
DOI: 10.5281/zenodo.15310738
title: Metadatabase for Dynamics of Risk Drivers
title: A metadata catalogue of data, algorithms and methods to assess dynamic risks

description: MYRIAD-EU has received funding from the European Union’s Horizon 2020 research and innovation programme under grant agreement No 101003276.

The Metadatabase for Dynamics of Risk Drivers is an online catalogue of data, algorithms and methods to (empirically) assess dynamics and feedbacks of risk drivers. The metadatabase contains information on methods, algorithms and data produced within the MYRIAD-EU project and beyond. It is intended to be used by scientists and practitioners in the field of disaster risk modelling and presents them with metadata attributes and references. We apply existing terminology frameworks from within MYRIAD-EU and other international standards to ensure consistency between entries. The metadatabase is open for further contributions and contributors can suggest entries via our contribution form.

Please review the license corresponding to each entry in the metadatabase before using the corresponding methods, algorithms or data.
DOI: 10.5281/zenodo.15310737
title: Metadatabase for Dynamics of Risk Drivers
title: A metadata catalogue of data, algorithms and methods to assess dynamic risks

description: MYRIAD-EU has received funding from the European Union’s Horizon 2020 research and innovation programme under grant agreement No 101003276.

The Metadatabase for Dynamics of Risk Drivers is an online catalogue of data, algorithms and methods to (empirically) assess dynamics and feedbacks of risk drivers. The metadatabase contains information on methods, algorithms and data produced within the MYRIAD-EU project and beyond. It is intended to be used by scientists and practitioners in the field of disaster risk modelling and presents them with metadata attributes and references. We apply existing terminology frameworks from within MYRIAD-EU and other international standards to ensure consistency between entries. The metadatabase is open for further contributions and contributors can suggest entries via our contribution form.

Please review the license corresponding to each entry in the metadatabase before using the corresponding methods, algorithms or data.
DOI: 10.15468/3mzneu
title: Suivi des oiseaux de passage : programme ACT - Programme ACT : Répartition Grive littorne 2003 - 2007 Coordonnées GPS Lambert 93

description: Aire de reproduction de l'espèce Grive littorne fondée sur la présence de mâles chanteurs au printemps (avril – juin), à partir de points d’écoutes répartis le long d’itinéraires échantillons. Environ 5 000 points ont été visités chaque année entre 2003 et 2007
DOI: 10.60686/t-fsd4016
title: FSD4016 Interviews with Professionals from Social Services that Support Integration and Employment Services on Trust and Distrust in Encounters with Authorities 2021-2022
DOI: 10.15468/xyh3xb
title: Données EcoOcéan Institut - Observation de Cétacés en Méditerranée 1995-2011- EcoOcéan Institut

description: Données d'observation de Cétacés en Méditerranée entre 1995 et 2011. Ces données sont bancarisées par EcoOcéan Institut.

Différents Maitres d’œuvre : Cybelle Planète, Swiss Cetacean Society, Particip Futur



Ce jeu a contribué à l'atlas des Mammifères marins publié en 2016.
DOI: 10.15468/dl.ptsvq4
title: Occurrence Download

description: A dataset containing 29458 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bombus huntii"
 ]
}

 The dataset includes 29458 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039285-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uf3tsq
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "DatasetKey is Global records of the invasive freshwater apple snail Pomacea canaliculata (Lamarck, 1822)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 66 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039288-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nxy6t4
title: Occurrence Download

description: A dataset containing 137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dactylochelifer latreillei latreillei, Mesochelifer ressli, Allochernes peregrinus, Allochernes wideri wideri, Chernes cimicoides, Chernes nigrimanus, Chernes vicinus, Dendrochernes cyrneus, Lamprochernes chyzeri, Chthonius alpicola, Chthonius orthodactylus, Chthonius submontanus, Chthonius tenuis, Ephippiochthonius boldorii, Ephippiochthonius fuscimanus, Chthonius microtuberculatus, Mundochthonius styriacus, Larca lata, Neobisium carcinoides, Neobisium erythrodactylum, Neobisium fuscimanum, Neobisium simile, Neobisium simoni simoni, Neobisium sylvaticum)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Austria)"
 ]
}

 The dataset includes 137 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039287-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/1ymqq3
title: Données d'observations de mammifères transmises par le Groupe d'étude et de protection des mammifères d'Alsace (GEPMA) - Ongulés et Lagomorphes d'Alsace du Groupe d'étude et de protection des mammifères d'Alsace

description: Ces données sont issues de la base de données VisioNature ainsi que de la base de données du Groupe d'étude et de protection des mammifères d'Alsace qui bénéficie d’une mise à jour permanente dans le but de compléter ou préciser les informations qu’elle contient.
DOI: 10.5281/zenodo.17632471
title: Items from the questionnaire used in the study in Spanish
DOI: 10.5281/zenodo.17632472
title: Items from the questionnaire used in the study in Spanish
DOI: 10.15468/rzmyqz
title: Suivi des oiseaux de passage : programme ACT - Programme ACT : Répartition Tourterelle des bois 2002 - 2006 Coordonnées GPS Lambert 93

description: Aire de reproduction de l'espèce Tourterelle des bois fondée sur la présence de mâles chanteurs au printemps (avril – juin), à partir de points d’écoutes répartis le long d’itinéraires échantillons. Environ 5 000 points ont été visités chaque année entre 2002 et 2006
DOI: 10.15468/dkd0sg
title: Waarnemingen.be - Hemiptera occurrences in Flanders and the Brussels Capital Region, Belgium

description: Waarnemingen.be - Hemiptera occurrences in Flanders and the Brussels Capital Region, Belgium is a species occurrence dataset published by Natuurpunt. The dataset contains over 96,000 true bug (Hemiptera) occurrences of 1,005 naturally occurring species (native, vagrant or migrant species), recorded by volunteers (citizen scientists), mainly since 2008. The occurrences are derived from the database http://www.waarnemingen.be, hosted at the nature conservation NGO Natuurpunt in collaboration with Stichting Natuurinformatie. Standardized information regarding the occurrence's sex, lifeStage, reproductiveCondition, behavior, occurrenceRemarks, and samplingProtocol is included as well.
Generalized and/or withheld information: location information is generalized to 5 x 5 km² Universal Transverse Mercator (UTM) grid cells. Observer name, exact XY-coordinates, toponyms, and photographs are not included in the published dataset, but are known in the source database.
To allow anyone to use this dataset, we have released the data to the public domain under a Creative Commons Zero waiver (http://creativecommons.org/publicdomain/zero/1.0/). We would appreciate however, if you read and follow these norms for data use (http://www.natuurpunt.be/normen-voor-datagebruik) and provide a link to the original dataset (https://doi.org/10.15468/dkd0sg) whenever possible. If you use these data for a scientific paper, please cite the dataset following the applicable citation norms and/or consider us for co-authorship. We are always interested to provide more information or know how you have used the data, so please contact us via the contact information provided in the metadata or natuurdata@natuurpunt.be.
The publication of this dataset is supported by INBO and funded by Research Foundation - Flanders (FWO) as part of the Belgian contribution to LifeWatch.
DOI: 10.15468/dl.rjbpew
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.29_1",
 "TaxonKey is Paeonia ludlowii"
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039290-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/27398
title: Chandra X-ray Observatory ObsId 27398

description: Unveiling the Nature of Fossil Groups Through Progenitors (Chandra GTO)
DOI: 10.15468/dl.59tgdr
title: Occurrence Download

description: A dataset containing 455345 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alopecurus pratensis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 455345 records from 1999 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039266-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p13zgr6f
title: Inventory of fluvial erosion and debris-flow activity following the 2020 Dolan Fire, California

description: This data release is a geospatial record of flooding and debris-flow activity following the 2020 Dolan Fire along the central California coast. The postfire hydrologic responses documented here (“Inventory.csv”) are associated with a January 27, 2021, atmospheric river storm that hosted a narrow cold-frontal rain band, which produced intense rainfall over the burned area. Each entry in this record indicates whether no erosion, flooding activity, or debris-flow activity along a given channel reach was apparent in satellite-based imagery and/or during field-based mapping. The “README.txt” file describes the fields for all of the datasets. The “ProcessSteps.txt” file outlines how the data were collected. Additional details and analysis of this dataset are provided in Cavagnaro and others (2025).
 
Reference Cited:
Cavagnaro, D.B., McCoy, S.W., Thomas, M.A., Kostelnik, J., and Lindsay, D.N., 2025, Improved prediction of postfire debris flows through rainfall anomaly maps: Geophysical Research Letters, https://doi.org/10.1029/2025GL114791.