cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.12630148
title: A dataset of throat-related events collected with a soft skin-attachable vibration sensor

description: This dataset is collected using a skin-attachable sensor placed on the laryngeal prominence. The sensor measures various throat-related events, including coughing, speaking, swallowing, and throat clearing. The dataset is divided into a training set and a test set, each containing different types and quantities of events.

 

Training set

The training set comprises the following throat-related events:

1. Coughing: 1,984 instances2. Speaking (English): 2,107 instances3. Swallowing: 2,028 instances4. Throat Clearing: 2,089 instances

 

Test set

The test set includes a diverse range of events to evaluate the model's performance:

1. Coughing: 150 instances2. Speaking (multiple languages): 333 instances (comprising English, French, German, Korean, and Spanish)3. Swallowing: 161 instances4. Throat Clearing: 148 instances

 

This dataset offers labeled throat-related events for training and testing machine learning models.
DOI: 10.5281/zenodo.12630147
title: A dataset of throat-related events collected with a soft skin-attachable vibration sensor

description: This dataset is collected using a skin-attachable sensor placed on the laryngeal prominence. The sensor measures various throat-related events, including coughing, speaking, swallowing, and throat clearing. The dataset is divided into a training set and a test set, each containing different types and quantities of events.

 

Training set

The training set comprises the following throat-related events:

1. Coughing: 1,984 instances2. Speaking (English): 2,107 instances3. Swallowing: 2,028 instances4. Throat Clearing: 2,089 instances

 

Test set

The test set includes a diverse range of events to evaluate the model's performance:

1. Coughing: 150 instances2. Speaking (multiple languages): 333 instances (comprising English, French, German, Korean, and Spanish)3. Swallowing: 161 instances4. Throat Clearing: 148 instances

 

This dataset offers labeled throat-related events for training and testing machine learning models.
DOI: 10.15468/dl.t6p8v5
title: Occurrence Download

description: A dataset containing 2567 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Colletes simulans Cresson, 1868"
 ]
}

 The dataset includes 2567 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036034-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fjvk7v
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lipoblepharis urticifolia subsp. urticifolia)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036035-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10533738
title: ESI for Understanding Associative Polymer Self-Assembly with Shrinking Gate Fluorescence Correlation Spectroscopy

description: Murdoch, T.J., Quienne, B., Pinaud, J., Caillol, S. and Martín-Fabiani, I., 2024. Understanding associative polymer self-assembly with shrinking gate fluorescence correlation spectroscopy. Nanoscale, 16(26), pp.12660-12669.
DOI: 10.5281/zenodo.11208305
title: ESI for Understanding Associative Polymer Self-Assembly with Shrinking Gate Fluorescence Correlation Spectroscopy

description: Murdoch, T.J., Quienne, B., Pinaud, J., Caillol, S. and Martín-Fabiani, I., 2024. Understanding associative polymer self-assembly with shrinking gate fluorescence correlation spectroscopy. Nanoscale, 16(26), pp.12660-12669.
DOI: 10.5526/erdr-00000214
title: Interviews with social workers in Ghana about developing a child maintenance assessment tool

description: This collection is 15 interviews with social workers in Ghana.
description: Individual interviews
DOI: 10.17638/datacat.liverpool.ac.uk/2756
title: Data associated Mather et al. 'The limited efficacy of psychological interventions for depression in people with Type 1 or Type 2 diabetes: An Individual Participant Data Meta-Analysis (IPD-MA)'
DOI: 10.15468/dl.dk344t
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (BOLD:ACS0298)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 42 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036037-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15131/shef.data.26348359
title: Investing in Prevention & Support: Data tidying script and repository

description: These files are also available as a live project hosted on Github: cjrwebb/ipse-data-tidying-repoThe included .zip file contains reusable and reproducible data tidying code and copies of source data from UK Government sources to create a harmonised dataset containing children's services, children's services expenditure, and other indicator variables between 2009-10 and 2021-22 at the local authority level. A codebook containing all variables and their description is available in the linked tidied_data folder.A readme file is included which describes the structure of the folder. Comments are included throughout the code. The source of each administrative dataset is included in the source.txt files within each subdirectory of the data directory.Unless otherwise stated within individual files or README material is available under MIT licence.
DOI: 10.15131/shef.data.26348359.v1
title: Investing in Prevention & Support: Data tidying script and repository

description: These files are also available as a live project hosted on Github: cjrwebb/ipse-data-tidying-repoThe included .zip file contains reusable and reproducible data tidying code and copies of source data from UK Government sources to create a harmonised dataset containing children's services, children's services expenditure, and other indicator variables between 2009-10 and 2021-22 at the local authority level. A codebook containing all variables and their description is available in the linked tidied_data folder.A readme file is included which describes the structure of the folder. Comments are included throughout the code. The source of each administrative dataset is included in the source.txt files within each subdirectory of the data directory.Unless otherwise stated within individual files or README material is available under MIT licence.
DOI: 10.17638/datacat.liverpool.ac.uk/2757
title: Data associated Mather et al. 'The limited efficacy of psychological interventions for depression in people with Type 1 or Type 2 diabetes: An Individual Participant Data Meta-Analysis (IPD-MA)'
DOI: 10.15468/dl.bdrh48
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (BOLD:ABW8710)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036040-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.spz7vb
title: Occurrence Download

description: A dataset containing 11121 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Echinacea purpurea (L.) Moench"
 ]
}

 The dataset includes 11121 records from 248 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036039-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/11271e6c-aa4a-45b6-807f-6a0ec5b7fe65
title: Data underlying the publication: Analytical framework for mutual approximations - Derivation and application to Jovian satellites

description: This data set contains all data used to generate the results, tables, and figures presented in the research paper titled "Analytical framework for mutual approximationsDerivation and application to Jovian satellites" (https://doi.org/10.1051/0004-6361/202141261). The code used to generate these files is uploaded to the following (private) GitHub repository (access will be granted upon request): https://github.com/SamFayolle/MutualApproximations. This repository only contains the specific simulations discussed in the aforementioned paper, which rely on the open-source Tudat software package (source code available at: https://github.com/tudat-team/tudat-space). All details on the simulation setup and methodology can be found in the publication.
DOI: 10.4121/11271e6c-aa4a-45b6-807f-6a0ec5b7fe65.v1
title: Data underlying the publication: Analytical framework for mutual approximations - Derivation and application to Jovian satellites

description: This data set contains all data used to generate the results, tables, and figures presented in the research paper titled "Analytical framework for mutual approximationsDerivation and application to Jovian satellites" (https://doi.org/10.1051/0004-6361/202141261). The code used to generate these files is uploaded to the following (private) GitHub repository (access will be granted upon request): https://github.com/SamFayolle/MutualApproximations. This repository only contains the specific simulations discussed in the aforementioned paper, which rely on the open-source Tudat software package (source code available at: https://github.com/tudat-team/tudat-space). All details on the simulation setup and methodology can be found in the publication.
DOI: 10.15468/dl.axzyee
title: Occurrence Download

description: A dataset containing 98008 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is one of (Africa, Asia, Europe)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Country derived from coordinates, Continent derived from coordinates, Occurrence status inferred from individual count)",
 "Month is one of (March, April, May, June, July, August)",
 "OccurrenceStatus is Present",
 "TaxonKey is Vanellus vanellus (Linnaeus, 1758)",
 "Year 1901-1990"
 ]
}

 The dataset includes 98008 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036038-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6djtd
title: Occurrence Download

description: A dataset containing 521 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((1.10004 41.11914,1.11846 41.11914,1.11846 41.13353,1.10004 41.13353,1.10004 41.11914))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 521 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036041-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gwbnvm
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Liposcelis pearmani Lienhard, 1990)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 8 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036042-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5065/d6707zjh
title: Corticosteroid hormone measurements for adult and chick little auks in Hornsund Fjord, 2005-2008, Version 1.0

description: This data set is of corticosteroid levels of circulating blood in adult and chick little auks in Hornsund Fjord, 2005-2008.
DOI: 10.15486/ngt/1602142
title: Leaf isoprene and monoterpene emission data-set across hyperdominant tree genera in the Amazon basin

description: This data package contains the analyzed data used to support the publication "Leaf isoprene and monoterpene emission distribution across hyperdominant tree genera in the Amazon basin," Phytochemistry, in-press. Data was collected from 162 trees across four sites in the Amazon. For all leaf samples studied for volatile isoprenoid emissions, branch cuttings were conducted in the upper canopy with sun exposed leaves with the assistance of a tree climber utilizing a pole pruner or directly accessed from flux towers. Large branches were removed from the upper canopy (up to 0.5-1.0 meter in length) and rapidly recut on the ground under water to maintain the transpiration stream. Net photosynthesis and isoprene and monoterpene emission rates were quantified from leaves during controlled changes in photosynthetically active radiation (PAR) using a commercial leaf photosynthesis system (LI-6400XT, LI-COR Inc., USA) interfaced with a gas chromatograph-mass spectrometer (GC-MS, 5975C series, Agilent Technologies, USA). For detailed methods and raw data, refer to the publication and related material cited in Dataset References.
DOI: 10.5065/d6m61hbn
title: Arctic Shortwave Infrared Satellite Composite Imagery, Version 1.0

description: This dataset contains shortwave infrared (~3.8 microns) Arctic satellite composite imagery. The Arctic composites are made every three hours (synoptic hour) creating a total of eight images per day. Most input satellite observations included in the composite were procured within 15 minutes of the top of the synoptic hour. No image is more than +/- 50 minutes from the top of the synoptic hour. Geostationary and Polar orbiting satellites used to generate the composite can include: Polar-orbiting Operational Environmental Satellites (POES) / National Oceanic and Atmospheric Administration (NOAA), Geostationary Operational Environmental Satellites (GOES) -East and -West, METEOSAT, Meteorological Satellites (MTSAT), FY-2, Kalpana-1, and Terra/Aqua.
DOI: 10.5065/d6dn4356
title: Terrain and Vegetation of Imnavait Creek, AK: Permanent Plots, Version 1.0

description: This data report is a summary of environmental, soil, and vegetation information collected from 73 study plots at the Department of Energy R4D research site, located near Imnavait Creek in northern Alaska. Data include site factors, soil classification, description, and physical and chemical properties, and plant species cover. Investigators examined typical and characteristic vegetation communities of the Imnavait Creek watershed.
DOI: 10.5065/d6pk0d90
title: Glacial Geology Map of the Toolik Lake and Upper Kuparuk River Region, Alaska, Version 1.0

description: This data set consists of a digital glacial geology map of the Toolik and upper Kuparuk River region, Alaska, USA. The map covers a 740 km2 area on Alaska's North Slope, in the northern foothills of the Brooks Range. The map contains polygon and line features, annotation, and legends and is distributed as an ArcInfo GIS interchange (.e00) file or shapefiles. The data set describes substrate only and does not include topographic, hydrographic, or cultural features.
DOI: 10.5065/d6th8jvd
title: Terrain and Vegetation of Imnavait Creek, AK: Classification and Mapping, Version 1.0

description: Investigators classified typical and characteristic vegetation communities in an area in northern Alaska using Braun-Blanquet sorted table analysis, and mapped the communities using integrated geobotanical mapping procedures in a Geographic Information System (GIS). The vegetation classification is presented in a final sorted table, and major terrain units, vegetation, and surface forms are described. Also included is a summary of comparable vegetation types from other relevant studies and an areal analysis of the geobotanical maps of the study area. The study area is the Department of Energy R4D research site and is located near Imnavait Creek, AK.
DOI: 10.15486/ngt/1602143
title: Raw leaf gas exchange data in the Amazon basin, 2014-2016

description: This data package contains raw leaf gas exchange data used to support the publication "Leaf isoprene and monoterpene emission distribution across hyperdominant tree genera in the Amazon basin," Phytochemistry, in-press. Data was collected from 162 individuals, distributed among 25 botanical families and 113 species, from four sites in the Amazon. The data was collected using a modified portable photosynthesis system for environmental control coupled to a thermal desorption tube for volatile isoprenoid collections. Collected TD tube samples were analysed in Manaus, Brazil, using thermal desorption-gas chromatography-mass spectrometry (TD-GC-MS). The dataset includes both photosynthesis and isoprene/monoterpene emission rates from leaves under standard environmental conditions as well as controlled light response curves. For detailed methods and raw data, refer to the publication and related material cited in Dataset References.
DOI: 10.5065/d6vq30sc
title: Terrain and Vegetation of Imnavait Creek, AK: Toposequence Study, Version 1.0

description: This data report is a summary of environmental, soil, and vegetation information collected from 23 study plots at the Department of Energy R4D research site, located near Imnavait Creek in northern Alaska. Data include site factors, soil classification, description, and physical and chemical properties, and plant species cover. Study plots characterize two typical hillslopes of the Imnavait Creek Watershed. An assessment for photointerpreting vegetation signatures based on data findings is provided.
DOI: 10.15486/ngt/1602144
title: Raw leaf isoprene and monoterpene emission GC-MS chromatograms/calibrations for MassHunter software, Brazil, 2014-2016

description: This data package contains raw gas chromatography–mass spectrometry (GC-MS) data for isoprene/monoterpene emission rates used to support the publication "Leaf isoprene and monoterpene emission distribution across hyperdominant tree genera in the Amazon basin," Phytochemistry, in-press. The attached data files require use of the Agilent MassHunter software. Alternatively, data has been exported into Excel files and can be accessed at [DOI]. For further information on how to Raw isoprene and monoterpene emission rates data
DOI: 10.5065/d60g3h8p
title: Model Output from MBL-GEM III for a Typical Tussock-Tundra Hill Slope, 1921-2100, Version 1.0

description: This data set includes output data from the MBL-GEM III model for a typical tussock-tundra hillslope. The model outputs 154 different variables for 20 modeled square-meter plots. Modeled plots are spaced 5 m apart along a 100-m transect parallel to the water flow path down a uniform hillslope covered with tussock tundra. Diverse output variables include photosynthesis and evapotranspiration, carbon and nitrogen storage, and soil moisture and respiration, among others. Yearly model results are available for the years 1921 through 2100, with climate drivers based on historical reconstruction of climate and carbon dioxide conditions (for 1921-2000) and two possible future climate scenarios (warmer and wetter climate versus warmer and drier climate, for 2001-2100). Each file included in this 40-file data set contains simulation results for one of the 20 cells for the entire time period, based on one of the two predicted climate scenarios.
DOI: 10.5065/d64747zj
title: Time Series of Active Layer Thickness in the Russian Arctic, 1930-1990, Version 1.0

description: This data set consists of active layer thickness (ALT) measurements based on soil temperatures in the Russian Arctic. The active layer is the top layer of ground that freezes in the winter and thaws in the summer over permafrost. Changes in ALT over northern high-latitude permafrost regions have important impacts on the surface energy balance, hydrologic cycle, carbon exchange between the atmosphere and the land surface, plant growth, and ecosystem as a whole. Warming may thicken the active layer and induce permafrost thaw. Investigators collected data from 31 ground-based stations. Derived from monthly averages, the record includes annual maximum active layer depths from 1930 to 1990. Data are in tab-delimited ASCII text format.
DOI: 10.15486/ngt/1602449
title: Stomatal conductance and leaf temperature raw data from Aug 2016-Nov 2017 at the K34 tower in Manaus, Brazil

description: These are raw data from stomatal conductance and leaf temperature measurements from the NGEE-Tropics K34 tower in Manaus, Brazil. The attached zip file contains two data files and two metadata files. Related data packages, including additional metadata such as site information and equipment manuals, are included in the data package listed under Dataset Reference(s). Contact israelmdt@gmail.com if you need to use this dataset for additional information.
DOI: 10.5065/d67w69bj
title: ArcticRIMS: Daily Temperature, Topographically Adjusted, Aggregated by Administrative Regions, Version 1.0

description: This dataset contains Daily Temperature Data, Topographically Adjusted, Aggregated by Administrative Regions. National Centers for Environmental Prediction (NCEP) sigma 0.995 level temperature [K] with topography correction, new Rapid Integrated Monitoring System (RIMS) landmask with 39926 pixels. The data is presented in 24 sub-datasets of different spatial and temporal aggregations.
DOI: 10.5065/d69c6vkr
title: Landscape Age of the Arctic, Version 1.0

description: This data set is of landscape age of the Arctic, in 1000 years since the land surface was available for vegetation colonization. It is in vector format. The age of most recent deglaciation, emergence from the sea, or drainage of proglacial lakes was obtained from a compilation of Quaternary glaciations, available in digital format (Ehlers and Gibbard, 2004). Supplemental data provided in some of the regional chapters were especially useful. Although landscape age estimates are bound to change as research continues, the compilation used in this study includes the best available current estimates, and provides a relatively robust data set for analysis at a circumpolar scale. All dates in this study are in calendar years. Dates for Canada were converted from 14C years to calendar years (Dyke, 2004). Data are in 1000 calendar years.
DOI: 10.15486/ngt/1602454
title: Stomatal conductance and leaf temperature raw data from Aug 2016-Nov 2017 at the B34 tower in Manaus, Brazil

description: This data package contains raw data from stomatal conductance and leaf temperature measurements from the B34 tower in Manaus, Brazil. The attached zip file contains two data files and two metadata files. Additional metadata, such as site information and equipment manuals, are included in the data package listed under Dataset Reference(s). Contact israelmdt@gmail.com if you need to use this dataset for additional information.