cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15083000
title: Datasets for ``Helicity effect on turbulent passive and active scalar diffusivities''

description: This directory contains an index.html file with links to the run directories and idl plotting routines with secondary data for the other figures for the paper "Helicity effect on turbulent passive and active scalar diffusivities" by A. Brandenburg, Kapyla, Rogachevskii, & Yokoi. The directories A-G agree with the pair of run names in Tables 1-2 and the directories a-c agree with the pair of run names in Table 3. Each pair has data including error margins for runs with and without helicity. In addition, the BRK12-idl directory contains the file summary.dat wit data for the turbulent transport coefficients alp-|, alp||, gam, bet-|, bet||, del, kap-|, kap||, mu, gamc, kapc-|, kapc||, muc, for different values of the Coriolis number Co, the magnetic Reynolds number Rm, and the magnetic Prandtl number Pm from the paper by Brandenburg et al. (2012) quoted in Appendix A. If anything turns out to be incomplete, please email brandenb@nordita.org.
DOI: 10.15468/dl.ghubmf
title: Occurrence Download

description: A dataset containing 1322 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Aspidosperma australe Müll.Arg., Aspidosperma argenteum Müll.Arg., Aspidosperma missionum Speg., Macaglia australis (Müll.Arg.) Kuntze)"
 ]
}

 The dataset includes 1322 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003818-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u7u575
title: Occurrence Download

description: A dataset containing 27730 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Gymnopithys bicolor (Lawrence, 1863)"
 ]
}

 The dataset includes 27730 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003819-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bahmnp
title: Occurrence Download

description: A dataset containing 3600 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Boletus edulis Bull."
 ]
}

 The dataset includes 3600 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003820-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ngb6cy
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CatalogNumber is one of (89380-1, 79651-1, 57434-1, 57951-1, 30526-1, 46908-1, 23036-1, 22917-1, 23381-1, 79630-1)",
 "DatasetKey is MGC Herbarium of University of Malaga (Spain): MGC-Cormof dataset"
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003824-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15082290
title: Pozitia liniei tarmului litoralului romanesc al Marii Negre_sector nordic_2016-2023
DOI: 10.5281/zenodo.15082291
title: Pozitia liniei tarmului litoralului romanesc al Marii Negre_sector nordic_2016-2023
DOI: 10.15468/dl.vbfq6b
title: Occurrence Download

description: A dataset containing 7047 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Brazil",
 "DatasetKey is Museu Paraense Emílio Goeldi - Mastozoology Collection",
 "OccurrenceStatus is Present",
 "TaxonKey is Rodentia"
 ]
}

 The dataset includes 7047 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003823-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10286484
title: Value of water level class observations for parameter set selection in hydrological modelling

description: Data corresponding to the study "Value of water level class observations for parameter set selection in hydrological modelling", published in the Hydrological Sciences Journal.
DOI: 10.5281/zenodo.10286485
title: Value of water level class observations for parameter set selection in hydrological modelling

description: Data corresponding to the study "Value of water level class observations for parameter set selection in hydrological modelling", published in the Hydrological Sciences Journal.
DOI: 10.17632/bbszz9tv26.1
title: Metabolite dataset of some African spices

description: Untargeted metabolite dataset of black pepper (Piper guineense), chilli pepper (Capsicum annuum), garlic (Allium sativum), and ginger (Zingiber officinale) were detected using a gas chromatography time-of-flight high-resolution mass spectrometry. This file contains the raw data of compounds detected in the spices, and the processed data. The compounds were classified by their observed ion mass-to-charge ratio, retention time, molecular formula and average peak. This piece of data will encourage the utilisation of these spices in developing functional foods, and application in therapeutic medicine.
DOI: 10.17632/vw78jpgpyv.1
title: In-process laser scanning for defect detection in material extrusion additive manufacturing

description: The repository includes the following: 
1- G-codes for all specimens.
2- Raw data from the laser profiler from all the scans
3- Processed point clouds
4- Images from all specimens after 3D printing
DOI: 10.17632/vw78jpgpyv.2
title: In-process laser scanning for defect detection in material extrusion additive manufacturing

description: The repository includes the following: 
1- Specimen G-code Files
2- Laser Profiler Data
3- Processed Point Cloud Data
4- Specimen Post-Print Images
5- Thickness gage Testing
6- Complex Specimen Printing and Scanning
DOI: 10.15468/dl.uwuvk6
title: Occurrence Download

description: A dataset containing 7047 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Brazil",
 "DatasetKey is Museu Paraense Emílio Goeldi - Mastozoology Collection",
 "OccurrenceStatus is Present",
 "TaxonKey is Rodentia"
 ]
}

 The dataset includes 7047 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003826-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/zpbwjk38pt.1
title: Annotated Mammography Dataset for Breast Cancer Detection

description: This dataset is derived from The mini-MIAS database of mammograms [J. Suckling et al., 1994], a well-known collection of digitized mammographic images. The original dataset, available at MIAS Database (http://peipa.essex.ac.uk/info/mias.html), consists of 322 images.

For this dataset, the images were manually annotated using Roboflow, with two annotation classes:
1) BC (Breast Cancer)
2) Inconclusive

i) Preprocessing & Augmentation:
To standardize the dataset, images were preprocessed using auto-orientation and resized to 640×640 pixels. Augmentation was applied to generate three outputs per training example, with transformations including:
1) Horizontal flip
2) Exposure adjustment (-15% to +15%)

ii) Dataset Split
The final dataset consists of:
917 images for training
10 images for validation
5 images for testing

iii) Formats & Compatibility
The dataset is available in four formats to support 23 different models:
1) JSON
2) XML
3) TXT
4) CSV

Disclaimer
The annotations in this dataset were made solely based on visual cues and were not conducted by medical professionals. As a result, they should not be considered clinically accurate or used for medical diagnosis. This dataset is intended for research and educational purposes only.

Reference: J Suckling et al (1994): The Mammographic Image Analysis Society Digital Mammogram Database Exerpta Medica. International Congress Series 1069 pp375-378.
DOI: 10.17632/yrgz94h89m.1
title: Rules versus Discretion in Capital Regulation

description: Data for the paper "Rules versus Discretion in Capital Regulation" published in Journal of Financial Economics
DOI: 10.17632/yrgz94h89m.2
title: Rules versus Discretion in Capital Regulation

description: Data for the paper "Rules versus Discretion in Capital Regulation" published in Journal of Financial Economics
DOI: 10.17632/gfxtgzp4kp.1
title: WiFi Shore-to-vessel communications dataset

description: Aquatic environments impose challenging conditions for signal propagation, impairing ubiquitous connectivity between (IoT) nodes resulting in degraded application performance. This dataset gathers information on the channel characteristics at 2.4 GHz between an Autonomous Underwater Vessel (AUV) and two shore nodes [termed Manta and DMU] (shore-to-vessel communications) operating overwater. The measurement campaign was conducted during the flooding period in the Port of Leixões, Matosinhos, Portugal, behind a coastal breakwater during July 2021

Additional details on the data gathering procedure and a complete data description are provided in the following paper:
- Pedro M. d'Orey, Miguel Gutiérrez Gaitán, Pedro M. Santos, Manuel Ribeiro, João B. Sousa, Luís Almeida, Empirical evaluation of short-range wifi vessel-to-shore overwater communications, ACM Workshop on Wireless Network Testbeds, Experimental evaluation & CHaracterization (WiNTECH'22), pp. 77–84, Oct 2022, https://doi.org/10.1145/3556564.3558240
- Pedro M. d'Orey, Miguel Gutiérrez Gaitán, Pedro M. Santos, Manuel Ribeiro, João B. Sousa, Luís Almeida, Assessing Short-Range Shore-to-Shore (S2S) and Shore-to-Vessel (S2V) WiFi Communications, Computer Networks, xxxx
DOI: 10.17632/gfxtgzp4kp.2
title: WiFi Shore-to-vessel communications dataset

description: Aquatic environments impose challenging conditions for signal propagation, impairing ubiquitous connectivity between (IoT) nodes resulting in degraded application performance. This dataset gathers information on the channel characteristics at 2.4 GHz between an Autonomous Underwater Vessel (AUV) and two shore nodes [termed Manta and DMU] (shore-to-vessel communications) operating overwater. The measurement campaign was conducted during the flooding period in the Port of Leixões, Matosinhos, Portugal, behind a coastal breakwater during July 2021.

Additional details on the data gathering procedure and a complete data description are provided in the following papers:
- Pedro M. d'Orey, Miguel Gutiérrez Gaitán, Pedro M. Santos, Manuel Ribeiro, João B. Sousa, Luís Almeida, Empirical evaluation of short-range wifi vessel-to-shore overwater communications, ACM Workshop on Wireless Network Testbeds, Experimental evaluation & CHaracterization (WiNTECH'22), pp. 77–84, Oct 2022, https://doi.org/10.1145/3556564.3558240
- Pedro M. d’Orey, Miguel Gutiérrez Gaitán, Pedro M. Santos, Manuel Ribeiro, João Borges de Sousa, Luís Almeida, Assessing Short-range Shore-to-Shore (S2S) and Shore-to-Vessel (S2V) WiFi Communications,
Computer Networks, Vol. 249, 110505, 2024, https://doi.org/10.1016/j.comnet.2024.110505.
DOI: 10.17632/hz38st5gc6.1
title: Data for Gender Employment Equity

description: This dataset contains the empirical data associated with the article: Educational Expansion and Economic Development: Do They Necessarily Promote Gender Employment Equity? Evidence from Job Satisfaction in Chinese Universities
DOI: 10.17632/jcmk7jf38s.1
title: Biomarkers for Early Detection and Therapeutic Monitoring of Abnormal Brain Development in Mild Fetal Growth Restriction

description: Fetal growth restriction (FGR), driven by intrauterine hypoperfusion, delays brain development and heightens the risk of neurodevelopmental disorders. Nonetheless, current diagnostic strategies rarely capture the subtle neuropathology that emerges in mild FGR. To overcome this limitation, we employed an innovative rodent model that replicates mild FGR through gradual and chronic intrauterine hypoperfusion, mirroring clinical conditions overlooked by conventional severe or acute FGR models. Global proteomics of cerebrospinal fluid identified Alpha-2-Macroglobulin, Neuroserpin, CD200, and Polyubiquitin-B as biomarkers correlated with birth weight and persisting postnatally. Their expression reflected changes in brain tissue and serum, was linked to behavioral deficits, and partially recovered under mesenchymal stem/stromal cell treatment—indicating potential for therapeutic monitoring. Notably, Neuroserpin, brain-specific, emerged as a robust indicator of FGR-related neurodevelopmental impairment. This study is the first to propose low-invasive serum biomarkers for early postnatal detection of mild FGR-induced brain abnormalities, enabling neonatal screening, targeted interventions, and improved long-term outcomes.
DOI: 10.17632/fkd9fgv2t8.1
title: Kyanite exsolution from aluminiferous stishovite in laboratory experiments: New insights into continental ultra-deep subduction

description: Supporting Information includes Text S1, Figures S1–S6 and Table S1.
DOI: 10.17632/zgs8x882hp.1
title: Figure 5. Percentage of the useful rooftop surface area occupied by PV-T collectors.

description: The data presented herein are the name; latitude; longitude; geoshape; zip code; 2023 population census; the number of residential dwellings; the estimated total residential buildings' useful rooftop surface area; the total useful rooftop surface area estimated to be occupied by PV-T collectors; the average dwelling population density; and the percentage of the useful rooftop surface area that would be occupied by PV-T collectors; for the 184 municipalities in the Tarragona Province of Spain. Data from this file was used to produce the mapped data in Figure 5.
DOI: 10.15468/dl.zgpnva
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-75.6817 6.10007,-75.63762 6.09654,-75.63719 6.17229,-75.6817 6.17229,-75.6817 6.10007))",
 "HasGeospatialIssue is false",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 87 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003829-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34622/datarepositorium/llboxn
title: Upcycling Knitwear Framework (UpK)

description: Data that elucidates the UpK framework developed for Susana Bettencourt's 2025 collection, "Weird it Out," demonstrates the innovative fusion of technology and sustainability. Leveraging AI tools such as MidJourney and ChatGPT, this framework showcases how creative and sustainable practices can be effectively integrated into the development of a capsule collection made from surplus materials through upcycling.
DOI: 10.15468/dl.5dn8zr
title: Occurrence Download

description: A dataset containing 26357 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-77.37723 2.11965,-76.75698 2.11965,-76.75698 2.61823,-77.37723 2.61823,-77.37723 2.11965))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 26357 records from 167 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003828-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ee9v87
title: Occurrence Download

description: A dataset containing 464345 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is South America",
 "Country is Colombia",
 "DatasetKey is one of (EOD – eBird Observation Dataset, Aves de los Parques Ecológicos Distritales Humedales Bogotá, D.C., Flora de las Reservas Distritales de Humedal de Bogotá, D.C., iNaturalist Research-grade Observations, Seguimiento a la Fauna presente en las Actividades de Mantenimiento realizadas entre la Empresa de Acueducto y Alcantarillado de Bogotá ESP y Aguas de Bogotá SA ESP en los Parques Ecológicos Distritales de Humedal, Bogotá D.C., Caracterización de avifauna - Reserva Thomas Vander Hammen, Avifauna de los Parques Ecológicos Distritales de Montaña del Distrito Capital, Caracterización de la avifauna del Bosque Las Mercedes y áreas anexas, Bogotá D.C, Censo Neotropical de Aves Acuáticas en Colombia (CNAA): 2002 - 2018, Avifauna asociada a especies vegetales prioritarias para la arborización en la ciudad de Bogotá)",
 "Geometry POLYGON((-74.06496 4.56678,-74.04527 4.60323,-74.00869 4.68875,-73.99181 4.75044,-74.04245 4.8023,-74.117 4.79529,-74.17045 4.74202,-74.2239 4.67193,-74.23938 4.60744,-74.17749 4.58921,-74.06496 4.56678))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 2015-2025"
 ]
}

 The dataset includes 464345 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003817-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/6xtxcrdckf.1
title: Original Article

description: THIS DATA IS FOR RESEARCH ARTICLE
DOI: 10.17632/8fh8wtn6p5.1
title: Enterprise ESG and Multivariate Characteristics Dataset

description: This database contains a variety of variables for corporate research. The dependent variable is the overall ESG performance of enterprises (ESG), which is measured by the Huazheng ESG Index. The score ranges from 0 to 100, reflecting the enterprises' performance in the aspects of environment, society, and governance. The independent variables mainly involve the political status of enterprises (PLC) and the level of political status (PLC_level). In addition, there are numerous control variables, such as the age of entrepreneurs (Age_e), gender (Female), educational background (Edu), Party membership status (Cpc), as well as enterprise size (Size), profitability (ROA), growth (Growth), cash flow level (Cash), capital structure (lev), and corporate age (Age_c). The grouping variables include the type of enterprise (SOE) and enterprise scale (Scale), while the mediating variables are business entertainment expenses (BE) and government subsidies (GS). These variables describe and analyze enterprises from different dimensions, providing rich data support for researching corporate-related topics.
DOI: 10.17632/ybjgyz6hxz.1
title: GCA-D-24-01080 dataset

description: Original open-source dataset of infrared hyperspectral logging data of the Athabasca Basin (Bosman and Percival, 2014; Percival et al., 2018). Use the link (https://publications.saskatchewan.ca/#/products/82130) for more information.
DOI: 10.17632/ybjgyz6hxz.2
title: Basin-scale production of hyperacidic brines is critical for the formation of high-grade and large-tonnage uranium deposits in sedimentary basins

description: Original open-source dataset of infrared hyperspectral logging data of the Athabasca Basin (Bosman and Percival, 2014; Percival et al., 2018). Use the link (https://publications.saskatchewan.ca/#/products/82130) for more information.
DOI: 10.17632/ybjgyz6hxz.3
title: Basin-scale production of hyperacidic brines is critical for the formation of high-grade and large-tonnage uranium deposits in sedimentary basins

description: Original open-source dataset of infrared hyperspectral logging data of the Athabasca Basin (Bosman and Percival, 2014; Percival et al., 2018). Use the link (https://publications.saskatchewan.ca/#/products/82130) for more information.
DOI: 10.17632/y4wjtntxr8.1
title: Performance of Photovoltaic Panels with Different Ages Under Outdoor Conditions

description: This dataset, includes measurements of voltage, current, characteristic parameters, temperature, and irradiance of two photovoltaic panels refrences. Seven polycrystalline photovoltaic panels (10 W) with over 10 years of use from the brand ERDM, model Hybrytec 10/12, and a new Restarsolar photovoltaic panel, model RT010P (10 W) were measured. 
The information is organized into two folders: "RawData" and "ProcessedData". The files within the RawData folders contain the voltage [V] and current [A] panel vectors (V and I) delivered by the oscilloscope, as well as the temperature data [°C] and irradiation [W/m2] measured at the time of the test (T and G); on the other hand, the files within the ProcessedData folder include the voltage [V] and current [A] data of the panel necessary to reproduce the I-V and P-V curves (V and I) and some data of interest extracted from the curves I-V, P-V, such as the open circuit voltage (Voc) [V], short circuit current (Isc) [A], maximum power point current (Impp) [A], maximum power point voltage (Vmpp) [V] and power in that point (Pmpp) [W].
This dataset could be used in studies to compare the performance of different parameter estimation methods of circuit models of photovoltaic panels, they could help to develop predictive models for energy generation and enhance the accuracy of photovoltaic simulations and additional experimentation and comparative analysis could be conducted to examine the PV power degradation rate based on the electrical parameters of the tested datasets.
The names of the files in the “RawData” folders follow the format: RefCurve_yyyy-mm-dd_s_hhmmss.Wfm.csv; and the "ProcessedData" files corresponds to each panel reference and panel number: ERDM_Px.mat (where x refers to panel number).
DOI: 10.6084/m9.figshare.28673348
title: m5-ach-vu

description: This folder has the input files, topology file and pdb file for ACh-VU6007678 bound M5 mAChR mini-G complex
DOI: 10.17632/npwbtntgtj
title: Experimental data of the prototype of water generation from atmospheric air using the Peltier Module

description: This study presents experimental data from the testing of a prototype device that captures water from atmospheric air. The thermoelectric device, Peltier Module, uses dehumidification via air cooling, facilitating condensation. These experimental data will support the subsequent technical feasibility study.
DOI: 10.17632/npwbtntgtj.1
title: Experimental data of the prototype of water generation from atmospheric air using the Peltier Module

description: This study presents experimental data from the testing of a prototype device that captures water from atmospheric air. The thermoelectric device, Peltier Module, uses dehumidification via air cooling, facilitating condensation. These experimental data will support the subsequent technical feasibility study.
DOI: 10.17632/tdvycymws7.1
title: Can Anthropomorphic Design in Beverage Packaging Enhance Impulse Buying Intention? Amazing Visual and Verbal Cues

description: Dataset used for research.
DOI: 10.6084/m9.figshare.28673351
title: m5-ipx-ml380

description: This folder has the input files, topology file and pdb file for iperoxo-ML380 bound M5 mAChR mini-G complex