cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.12770/f63f1d84-d3a2-4f10-a0bd-bb9641039bb2
title: 4-Dimensional Daily Temperature and Marine Heatwaves Categories from ESA/CAREHeat project, version 2

description: The 4D Marine Heatwaves (MHW) atlas contains 4D (x, y, z, t) **daily temperature and marine heatwaves categories** for global region [82.875°S-89.875°N, 0.125°E-359.875°E], from 0 to 300m depth and a spatial resolution of 1/8°. It covers the period 1993-2022. 
The MHW atlas has been computed from the temperature 4D fields of the ARMOR3D global product delivered in the Copernicus Marine Service (MULTIOBS_GLO_PHY_TSUV_3D_MYNRT_015_012 - https://doi.org/10.48670/moi-00052 ). The MHW categories are derived from the Hobday’s method [Hobday et al.,2018]. Each MHW event is classified among four categories (moderate to extreme), identified in terms of multiples of the local difference between the 90th percentile and climatological values, and defined as moderate (1-2×, Category I), strong (2-3×, Category II), severe (3-4×, Category III), and extreme (&gt;4×, Category IV). When the category is zero, this means that there is no MHW. The period 1993-2021 is used as a baseline for defining the climatology to be as close as possible to the 30-year period suggested by Hobday. This choice is motivated by the need of altimetry data to constrain the vertical temperature reconstruction, which is required for most ocean reanalyses as well. 

Additionally, ancillary data are provided together with the data. It consists of 4D daily **temperature climatology** and **90 percentiles of the temperature**. These fields have been used to compute the MHW categories. They are delivered over the same domain as the MHW atlas. ARMOR3D **temperature uncertainties** are also supplied as they can help users to select only the most reliable events in the database.


This dataset was generated by CLS (Collecte Localisation satellite) and is distributed by Ifremer /CERSAT in the frame of the CAREHeat project (CAREHeat Website) funded by the European Space Agency (ESA).
DOI: 10.15468/dl.75uxfq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((116.828 1.423183, 116.757716 1.417615, 116.689163 1.401048, 116.62403 1.373891, 116.563922 1.336812, 116.510319 1.290725, 116.464541 1.236765, 116.427715 1.176261, 116.400746 1.110704, 116.3843 1.041707, 116.378778 0.97097, 116.384318 0.900234, 116.400781 0.831242, 116.427763 0.765691, 116.464598 0.705195, 116.510379 0.651244, 116.563979 0.605166, 116.624078 0.568096, 116.689198 0.540945, 116.757734 0.524383, 116.828 0.5188160000000001, 116.898266 0.524383, 116.966802 0.540945, 117.031922 0.568096, 117.092021 0.605166, 117.145621 0.651244, 117.191402 0.705195, 117.228237 0.765691, 117.255219 0.831242, 117.271682 0.900234, 117.277222 0.97097, 117.2717 1.041707, 117.255254 1.110704, 117.228285 1.176261, 117.191459 1.236765, 117.145681 1.290725, 117.092078 1.336812, 117.03197 1.373891, 116.966837 1.401048, 116.898284 1.417615, 116.828 1.423183))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002087-260120142942310/datasets/export for details.
DOI: 10.15468/dl.uhhe7c
title: Occurrence Download

description: A dataset containing 124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bolboschoenus planiculmis",
 "Year 1970-2000"
 ]
}

 The dataset includes 124 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002088-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.28by3f
title: Occurrence Download

description: A dataset containing 12524 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pinus edulis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 12524 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002089-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e244528
title: College of Nursing Sciences, Ituk-Mbang, Akwa Ibom State, 2026/2027 ADMISSION FORM is out call 09031383306 DR MR JAMES (+249031383306) for TRANSCRIPT Collection School Admin Line 09031383306 To apply Also 2026/2027 Nursing form

description: College of Nursing Sciences, Ituk-Mbang, Akwa Ibom State, 2026/2027 ADMISSION FORM is out call 09031383306 DR MR JAMES (+249031383306) for TRANSCRIPT Collection School Admin Line 09031383306 To apply Also 2026/2027 Nursing form
DOI: 10.5281/zenodo.17063730
title: Data set from: In situ and operando laboratory X-ray absorption spectroscopy at high temperature and controlled gas atmosphere with a plug-flow fixed-bed cell

description: This dataset contains raw (µ(E)Q) and normalized X-ray absorption spectroscopy (XAS) data supporting the study “In situ and operando laboratory X-ray absorption spectroscopy at high temperature and controlled gas atmosphere with a plug-flow fixed-bed cell.” It includes in situ oxidation of 5% Ni/MnO (Mn K-edge) and both operando and in situ investigations of 20-NiO/COK-12 under CO₂ methanation conditions.

Each dataset folder provides raw spectra and normalized data processed using the ATHENA module of the Demeter software package.

Measurement times and dwell conditions (e.g., H2CO2_400C_20min) are noted in the file headers.These data demonstrate laboratory-based operando XAS capabilities for catalyst studies under realistic reaction environments.
DOI: 10.5281/zenodo.17063731
title: Data set from: In situ and operando laboratory X-ray absorption spectroscopy at high temperature and controlled gas atmosphere with a plug-flow fixed-bed cell

description: This dataset contains raw (µ(E)Q) and normalized X-ray absorption spectroscopy (XAS) data supporting the study “In situ and operando laboratory X-ray absorption spectroscopy at high temperature and controlled gas atmosphere with a plug-flow fixed-bed cell.” It includes in situ oxidation of 5% Ni/MnO (Mn K-edge) and both operando and in situ investigations of 20-NiO/COK-12 under CO₂ methanation conditions.

Each dataset folder provides raw spectra and normalized data processed using the ATHENA module of the Demeter software package.

Measurement times and dwell conditions (e.g., H2CO2_400C_20min) are noted in the file headers.These data demonstrate laboratory-based operando XAS capabilities for catalyst studies under realistic reaction environments.
DOI: 10.5281/zenodo.18281106
title: Data and code of "Prevalence of nanoparticulate mercury better explains methylmercury in paddy soils"

description: Data and code used for boxplots and hexbin-plots visualizations, correlation analyses, SHAP analyses, and SEM analyses
DOI: 10.5281/zenodo.18281107
title: Data and code of "Prevalence of nanoparticulate mercury better explains methylmercury in paddy soils"

description: Data and code used for boxplots and hexbin-plots visualizations, correlation analyses, SHAP analyses, and SEM analyses
DOI: 10.5281/zenodo.15991056
title: SPINDR: Small molecule Protein Interaction Dataset, Refined

description: The 'raw' SPINDR dataset with protein pockets given as CIF and ligands as SDF files (spindr.tar.gz) and also with full proteins given as PDB files and ligands as SDF files (spindr_full.zip) - with PLINDER dataset splits.
DOI: 10.5281/zenodo.16375073
title: SPINDR: Small molecule Protein Interaction Dataset, Refined

description: The 'raw' SPINDR dataset with protein pockets given as CIF and ligands as SDF files (spindr.tar.gz) and also with full proteins given as PDB files and ligands as SDF files (spindr_full.zip) - with PLINDER dataset splits.
DOI: 10.5517/ccdc.csd.cc2ngzz3
title: CCDC 2457276: Experimental Crystal Structure Determination

description: Related Article: Enrique Escorihuela, Mauricio Regalado Aguilar, Biswajit Mondal, Sara Cuscó, Pilar Romero, Ross J. Davidson, Pilar Cea, Jordi Benet-Buchholz, Eliseo Ruiz, Albert C. Aragonès, Santiago Martín|2025|Cell Reports Physical Science|7|103029|doi:10.1016/j.xcrp.2025.103029
description: Related Article: Enrique Escorihuela, Mauricio Regalado Aguilar, Biswajit Mondal, Sara Cuscó, Pilar Romero, Ross J. Davidson, Pilar Cea, Jordi Benet-Buchholz, Eliseo Ruiz, Albert C. Aragonès, and Santiago Martín|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: 10.15468/dl.qsvbr9
title: Occurrence Download

description: A dataset containing 472 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((118.205 5.742143, 118.134386 5.736572, 118.065514 5.719997, 118.000084 5.692828, 117.939711 5.655734, 117.885881 5.60963, 117.839922 5.555654, 117.802963 5.495137, 117.775914 5.429571, 117.759437 5.36057, 117.753934 5.289836, 117.759538 5.219109, 117.776106 5.150132, 117.803228 5.084601, 117.840233 5.024128, 117.886208 4.970202, 117.940022 4.924149, 118.000349 4.887099, 118.065706 4.859965, 118.134487 4.843414, 118.205 4.837851, 118.275513 4.843414, 118.344294 4.859965, 118.409651 4.887099, 118.469978 4.924149, 118.523792 4.970202, 118.569767 5.024128, 118.606772 5.084601, 118.633894 5.150132, 118.650462 5.219109, 118.656066 5.289836, 118.650563 5.36057, 118.634086 5.429571, 118.607037 5.495137, 118.570078 5.555654, 118.524119 5.60963, 118.470289 5.655734, 118.409916 5.692828, 118.344486 5.719997, 118.275614 5.736572, 118.205 5.742143))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 472 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002090-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g67ufn
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Euprotomicroides zantedeschia"
 ]
}

 The dataset includes 8 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002094-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18324210
title: LOVELY-qinqin/www2026_QMIN_privacy_security: www'26:Balancing Privacy and Security of QNAME Minimisation

description: Some important measurement results of our study.It's an open source dataset.
DOI: 10.5281/zenodo.18324209
title: LOVELY-qinqin/www2026_QMIN_privacy_security: www'26:Balancing Privacy and Security of QNAME Minimisation

description: Some important measurement results of our study.It's an open source dataset.
DOI: 10.5281/zenodo.18281895
title: MindTS-MMD: A Chinese Multimodal Dataset for Emotion Expression Analysis in Children with Tourette Syndrome

description: The MindTS-MMD dataset was developed to support multimodal analysis of emotional expression in children with Tourette Syndrome (TS), a clinically underrepresented population in affective computing research. Based on an emotion-induction paradigm, data were collected from 60 children aged 6–12 years through semi-structured interactive tasks designed to elicit observable emotional responses. To enable privacy-aware data sharing and standardized multimodal analysis, MindTS-MMD is released in the form of instance-level symbolic multimodal representations. Each representation provides a de-identified, abstracted summary of task-relevant information derived from synchronized video, audio, and text modalities, without exposing identifiable raw signals. In total, the dataset comprises 10,034 symbolic instances corresponding to emotional task segments, with associated availability of visual, acoustic, and semantic content. Each instance is annotated with one of seven elicited emotion categories—anxious, calm, focused, irritable, relaxed, shy, and tense—together with dual valence–arousal ratings obtained from child self-reports and experimenter observations, as well as clinically relevant tic-behavior labels. All annotations were independently performed by multiple trained raters and reviewed by domain experts to ensure reliability and consistency. Baseline unimodal and multimodal classification experiments are provided for technical validation. By offering a large-scale, well-documented collection of symbolic multimodal representations from a pediatric TS population, MindTS-MMD serves as a comprehensive benchmark for multimodal emotion analysis and supports future research on emotion–tic interactions in both clinical and computational settings.
description: Request access

If you would like to request access to these files, please fill out the form below.

You need to satisfy these conditions in order for this request to be accepted:

 

A user must fill out the following form to be granted access to the dataset: https://forms.gle/tZ6ERCxZzh6wPAbB9

Once the form is submitted, we will review it and decide whether to grant or deny access.
DOI: 10.5281/zenodo.18281896
title: MindTS-MMD: A Chinese Multimodal Dataset for Emotion Expression Analysis in Children with Tourette Syndrome

description: The MindTS-MMD dataset was developed to support multimodal analysis of emotional expression in children with Tourette Syndrome (TS), a clinically underrepresented population in affective computing research. Based on an emotion-induction paradigm, data were collected from 60 children aged 6–12 years through semi-structured interactive tasks designed to elicit observable emotional responses. To enable privacy-aware data sharing and standardized multimodal analysis, MindTS-MMD is released in the form of instance-level symbolic multimodal representations. Each representation provides a de-identified, abstracted summary of task-relevant information derived from synchronized video, audio, and text modalities, without exposing identifiable raw signals. In total, the dataset comprises 10,034 symbolic instances corresponding to emotional task segments, with associated availability of visual, acoustic, and semantic content. Each instance is annotated with one of seven elicited emotion categories—anxious, calm, focused, irritable, relaxed, shy, and tense—together with dual valence–arousal ratings obtained from child self-reports and experimenter observations, as well as clinically relevant tic-behavior labels. All annotations were independently performed by multiple trained raters and reviewed by domain experts to ensure reliability and consistency. Baseline unimodal and multimodal classification experiments are provided for technical validation. By offering a large-scale, well-documented collection of symbolic multimodal representations from a pediatric TS population, MindTS-MMD serves as a comprehensive benchmark for multimodal emotion analysis and supports future research on emotion–tic interactions in both clinical and computational settings.
description: Request access

If you would like to request access to these files, please fill out the form below.

You need to satisfy these conditions in order for this request to be accepted:

 

A user must fill out the following form to be granted access to the dataset: https://forms.gle/tZ6ERCxZzh6wPAbB9

Once the form is submitted, we will review it and decide whether to grant or deny access.
DOI: 10.35097/kapcf985935rnu2g
title: Rapid RASER MRI - Data

description: Conventional Magnetic Resonance Imaging (MRI) relies on high‐power Radio‐Frequency (RF) pulses to excite nuclear spins and in turn generate NMR signals. These pulses require large high‐power RF‐amplifiers and cause heat deposition in the tissue, which must be minimized for safety, presenting a growing problem when moving toward ever‐higher field MRI. An alternative to RF‐pulse excitation is self‐excitation of nuclear spins using Radiofrequency Amplification by Stimulated Emission of Radiation (RASER), where the nuclear spins undergo spontaneous transition, without RF excitation, from an over‐populated state to a ground state. Here, the feasibility of recording rapid proton RASER MRI images of pyrazine at low concentration (120 mM) with large matrix (128x128 pixels) in as little as 78 ms is demonstrated at 500 MHz (11.7 T). We also recorded a time‐series of images using a single bolus hyperpolarized pyrazine highlighting the feasibility of dynamic tracking. The demonstrated approach allows recording MRI scans without transmit‐receive electronics of the MRI scanner, which is highly desirable for portable MRI as well as the emerging field of hyperpolarized MRI using, e.g., HP protons, 129Xe gas or HP 13C labeled biomolecules as molecular tracers and imaging agents.
description: Included are 1H MRI data recorded on a 500 MHz Avance NEO spectrometer (Bruker), using thermal equilibrium polarization, SABRE hyperpolarization and RASER excitation. Data is provided in PV360-3.2 format, BIDS and as PNG images. For more information, see the linked publication
DOI: 10.15468/dl.jt7q2x
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Carex alopecuroides"
 ]
}

 The dataset includes 35 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002097-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v4gd9p
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((100.537 1.426183, 100.466716 1.420615, 100.398163 1.404048, 100.33303 1.376891, 100.272922 1.339812, 100.219319 1.293725, 100.173541 1.239765, 100.136714 1.179261, 100.109746 1.113704, 100.093299 1.044707, 100.087778 0.97397, 100.093318 0.903234, 100.109781 0.834242, 100.136763 0.768691, 100.173598 0.708195, 100.219379 0.654244, 100.272979 0.608166, 100.333078 0.571096, 100.398198 0.543945, 100.466734 0.527383, 100.537 0.5218159999999999, 100.607266 0.527383, 100.675802 0.543945, 100.740922 0.571096, 100.801021 0.608166, 100.854621 0.654244, 100.900402 0.708195, 100.937237 0.768691, 100.964219 0.834242, 100.980682 0.903234, 100.986222 0.97397, 100.980701 1.044707, 100.964254 1.113704, 100.937286 1.179261, 100.900459 1.239765, 100.854681 1.293725, 100.801078 1.339812, 100.74097 1.376891, 100.675837 1.404048, 100.607284 1.420615, 100.537 1.426183))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002095-260120142942310/datasets/export for details.
DOI: 10.15468/dl.9etfy4
title: Occurrence Download

description: A dataset containing 99 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Euprotomicrus bispinatus"
 ]
}

 The dataset includes 99 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002098-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cpgfz4
title: Occurrence Download

description: A dataset containing 14726289 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Swiss National Databank of Vascular Plants"
 ]
}

 The dataset includes 14726289 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002091-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ty5wey
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((119.009 5.742143, 118.938386 5.736572, 118.869514 5.719997, 118.804084 5.692828, 118.743711 5.655734, 118.689881 5.60963, 118.643922 5.555654, 118.606963 5.495137, 118.579914 5.429571, 118.563437 5.36057, 118.557934 5.289836, 118.563538 5.219109, 118.580106 5.150132, 118.607228 5.084601, 118.644233 5.024128, 118.690208 4.970202, 118.744022 4.924149, 118.804349 4.887099, 118.869706 4.859965, 118.938487 4.843414, 119.009 4.837851, 119.079513 4.843414, 119.148294 4.859965, 119.213651 4.887099, 119.273978 4.924149, 119.327792 4.970202, 119.373767 5.024128, 119.410772 5.084601, 119.437894 5.150132, 119.454462 5.219109, 119.460066 5.289836, 119.454563 5.36057, 119.438086 5.429571, 119.411037 5.495137, 119.374078 5.555654, 119.328119 5.60963, 119.274289 5.655734, 119.213916 5.692828, 119.148486 5.719997, 119.079614 5.736572, 119.009 5.742143))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 36 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002100-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.