cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.1594/pangaea.898399
title: AMSR2 ASI sea ice concentration data, Arctic, version 5.4 (NetCDF) (July 2012 - December 2019)

description: The sea ice concentration product from the University of Bremen, Institute of Environmental Physics (IUP), is being retrieved with the ARTIST Sea Ice (ASI) algorithm, applied to microwave radiometer data of the sensor AMSR2 (Advanced Microwave Scanning Radiometer 2) on the JAXA satellite GCOM-W1. The data are gridded on a polar stereographic grid (EPSG code 3411, Arctic) with 6.25 km grid resolution. The ASI algorithm was first implemented at IUP in 2002 for data of the sensor AMSR-E (Advanced Microwave Scanning Radiometer for EOS) on the NASA satellite Aqua (see the dataset of sea ice concentration from AMSR-E). Sea ice concentration data have been continuously produced since then, using AMSR-E data from 2002 until 2011, and AMSR2 data since 2012 (this data set). As several details of the processing chain have changed over the years, in 2018, all ASI ice concentration data for the Arctic and Antarctic based on AMSR-E and AMSR2 have been reprocessed with exactly the same parameters, settings and software. The result are ASI data, version 5.4. The details are explained in the ASI User Guide (https://seaice.uni-bremen.de/fileadmin/user_upload/ASIuserguide.pdf).
description: The dataset is being updated once a year with the new annual data.
DOI: 10.17189/1519437
title: MRO CRISM MULTISPECTRAL REDUCED DATA RECORD V1.0
DOI: 10.25318/9810000101-eng
title: Population and dwelling counts: Canada, provinces and territories

description: This table presents the 2021 and 2016 population and dwelling counts, land area and population density for Canada, the provinces and the territories. It also shows the percentage change in the population and dwelling counts between 2016 and 2021.
DOI: 10.25522/manifesto.mpds.2020b
title: Manifesto Project Dataset

description: The Manifesto Project Dataset provides the scientific community with parties’ policy positions derived from a content analysis of parties’ electoral manifestos. It covers over 1.000 parties from 1945 until today in over 50 countries on five continents.
 The content analysis aims to discover party and presidential stances by quantifying their statements and messages to their electorate. A unified classification scheme with an accompanying set of rules was developed to make such statements comparable. Analysing manifestos allows for measurement of party and presidents’ policy positions across countries and elections within a common framework. Manifestos are understood to be parties’ only and presidential candidates’ main authoritative policy statements and, therefore, as indicators of the parties’ policy preferences at a given point in time.
 The Manifesto Project Data Collection was originally created by the Manifesto Research Group (MRG) in the late 1970s and the 1980s. The work was continued under the name Comparative Manifestos Project (CMP) at the WZB Berlin Social Science Center in the 1990s and 2000s. Since 2009 the Manifesto Research on Political Representation (MARPOR) project updates and extends the dataset. It is funded by the German Research Foundation (DFG) and is still located at the WZB Berlin Social Science Center.
description: Content coding
DOI: 10.26182/8dht-4017
title: Subcellular Localisation database for Arabidopsis proteins version 5
DOI: 10.26186/5dd48b1368ece
title: Total Magnetic Intensity Grid of Australia 2019 - First Vertical Derivative (1VD)

description: Total magnetic intensity (TMI) data measures variations in the intensity of the Earth magnetic field caused by the contrasting content of rock-forming minerals in the Earth crust. Magnetic anomalies can be either positive (field stronger than normal) or negative (field weaker) depending on the susceptibility of the rock. The first vertical derivative (1VD) grid is derived from the 2019 Total magnetic Intensity (TMI) grid of Australia which has a grid cell size of ~3 seconds of arc (approximately 80 m). As the vertical derivative filter is essentially a high-pass filter, longer wavelengths are suppressed, and shorter wavelengths emphasized. The magnetic units of the data are in nT per metre.
DOI: 10.3535/6ef-7mg-1d6
title: †Trochoseris helianthoides Roemer, 1863

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dtj-y1l-1zx
title: †Tarbellastraea Alloiteau, 1952

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.4231/2e8m-w085
title: Digital Image, X-ray CT , XRD and Ultrasonic Data Sets for Damage Mechanics Challenge on Brittle-Ductile Material
DOI: 10.5281/zenodo.1447210
title: Global DEM derivatives at 250 m, 1 km and 2 km based on the MERIT DEM

description: Layers include: various DEM derivatives computed using SAGA GIS at 250 m and using MERIT DEM (Yamazaki et al., 2017) as input. Antartica is not included. MERIT DEM was first reprojected to 6 global tiles based on the Equi7 grid system (Bauer-Marschallinger et al. 2014) and then these were used to derive all DEM derivatives. To access original DEM tiles please refer to MERIT DEM download page. To access and visualize maps use: OpenLandMap.org If you discover a bug, artifact or inconsistency in the maps, or if you have a question please use some of the following channels: Technical issues and questions about the code: https://gitlab.com/openlandmap/global-layers/issues General questions and comments: https://disqus.com/home/forums/landgis/ All files internally compressed using "COMPRESS=DEFLATE" creation option in GDAL. File naming convention: dtm = theme: digital terrain models, twi = variable: SAGA GIS Topographic Wetness Index, merit.dem = determination method: MERIT DEM, m = mean value, 1km = spatial resolution / block support: 1 km, s0..0cm = vertical reference: land surface, 2017 = time reference: year 2017, v1.0 = version number: 1.0,
description: {"references": ["Yamazaki, D., Ikeshima, D., Tawatari, R., Yamaguchi, T., O'Loughlin, F., Neal, J. C., ... & Bates, P. D. (2017). A high\u2010accuracy map of global terrain elevations. Geophysical Research Letters, 44(11), 5844-5853.", "Bauer-Marschallinger, B., Sabel, D., & Wagner, W. (2014). Optimisation of global grids for high-resolution remote sensing data. Computers & Geosciences, 72, 84-93."]}
DOI: 10.5281/zenodo.3379848
title: Vascular Territory template and atlases in MNI space

description: <strong>Data</strong> Sixteen subjects (mean age (sd): 69.6 (8.2); 37.5% female) were recruited to generate a high-resolution template. The cohort consists of twelve stroke-free, non-demented patients with the sporadic form of cerebral amyloid angiopathy (CAA), and similarly-aged healthy controls (n=4). Each participant underwent high-resolution MRI with a Siemens Magnetom Prisma 3T scanner (using a 32-channel head coil) as part of a separate study. The standardized protocol included a Multiecho T1-weighted (voxel size: 1x1x1 mm<sup>3</sup>; Repetition Time [TR]: 2510 ms), a 3D-FLAIR (voxel size: 0.9x0.9x0.9 mm<sup>3</sup>; TR: 5000 ms; TE: 356 ms), and a T2-weighted Turbo Spin Echo (voxel size: 0.5x0.5x2.0 mm<sup>3</sup>; TR: 7500 ms; TE: 84 ms) sequence. Scans were manually assessed to ensure no gross pathology was present, such as hemorrhage or silent brain infarcts. <strong>Template and territorial map creation</strong> We employed Advanced Normalization Tools (ANTs) for image processing (Avants et al., 2010, 2011) for creating a brain template based on multimodal information using T1, T2 and 3D-FLAIR sequences. After template creation, we smoothed the resulting templates (FSL; Gaussian smoothing, sigma = 1) and registered the resulting templates into MNI space, again using ANTs (Avants et al., 2011). Vascular territories were outlined on the right hemisphere in the T1-weighted atlas image and contain anatomically validated ACA, MCA, and PCA territories supratentorially. The right hemispheric map was then mirrored onto the left hemisphere to create a full-brain vascular territory map, which was manually assessed and corrected where necessary. For more details, please see the original publication that utilized the template. If you utilize this template, please also cite Schirmer, Markus D., et al. "Spatial signature of white matter hyperintensities in stroke patients." <em>Frontiers in neurology</em> 10 (2019): 208. https://doi.org/10.3389/fneur.2019.00208 <strong>Files</strong> <strong>FLAIR template</strong>: caa_flair_in_mni_template_smooth.nii.gz<br> <br> <strong>FLAIR template after brain extraction and intensity normalization</strong>: caa_flair_in_mni_template_smooth_brain_intres.nii.gz<br> <br> <strong>T1 template</strong>: caa_t1_in_mni_template_smooth.nii.gz 27.7 Mb<br> <br> <strong>T2 template</strong>: caa_t2_in_mni_template_smooth.nii.gz 27.7 Mb<br> <br> <strong>Vascular territory map</strong>: mni_vascular_territories.nii.gz
description: This project has received funding from the European Union's Horizon 2020 research and innovation programme under the Marie Sklodowska-Curie grant agreement No 753896 (M.D. Schirmer). This study was supported by the NIH-National Institute of Neurological Disorders and Stroke (K23NS064052, R01NS082285, and R01NS086905), American Heart Association/Bugher Foundation Centers for Stroke Prevention Research, and Deane Institute for Integrative Study of Atrial Fibrillation and Stroke.
DOI: 10.5281/zenodo.4589756
title: Reduced Complexity Model Intercomparison Project (RCMIP) protocol

description: Reduced Complexity Model Intercomparison Project (RCMIP) protocol. The protocol defines all of RCMIP's experiments as well as RCMIP's submission template. If used, please also cite Nicholls et al., GMD 2020 (https://doi.org/10.5194/gmd-13-5175-2020).
DOI: 10.5281/zenodo.6343083
title: Bluetooth indoor localization Dataset

description: Bluetooth indoor localization Dataset: Collected to perform experimentation on how bluetooth signal strengths can be used to determine one of the indoor locations. The dataset has 6 transmission power, from Tx01 to Tx06; and in each dataset have 5 features with the bluetooth RSSI because the enviroment have 5 BLE4.0 and 1 categorical target that is the sector where the person is located (15 sectors total).
DOI: 10.6084/m9.figshare.26972515.v2
title: Major oxide, minor oxides, chlorine EMPA data from the Gorgonilla Microtektites. Code for running all analyses presented in Inferences of Source Lithologies for Chicxulub Microtektites Using a Bayesian Approach.

description: Geochemical data of microtektites from the Chicxulub impact. Data is from EMPA analysisCode shows how to reduce the data and the processes in the Bayesian analysis of this data.
DOI: 10.6084/m9.figshare.27129702.v1
title: ENSO-driven Variability in Winter Shelf Circulation of the Northern South China Sea

description: In this study, we integrate long-term observational data from 1999 to 2021 with numerical simulations to investigate the interannual variability of shelf circulation in the Northern South China Sea (NSCS) during the winter season and its connection to the El Niño-Southern Oscillation (ENSO). Our findings suggest that the eastward shift of the warm pool in the tropical Pacific Ocean, characteristic of El Niño events, not only results in colder sea surface temperatures and enhanced Kuroshio intrusion in the eastern South China Sea but also significantly influences the formation of a distinct subtropical high over the NSCS. During El Niño years, an anomalous anticyclonic wind stress curl in the South China Sea (SCS) is observed, which contributes to the weakening of the northeasterly winter monsoon. The southwesterly local wind stress anomaly over the shelf then exerts a collective influence on the temperature and salinity variations in the NSCS. Our analysis, based on the along-isobath depth-integrated vorticity equation, indicates that the cross-isobath water exchange over the shelf is primarily regulated by the nonlinear advection of relative vorticity, while wind stress curl and bottom stress curl play a secondary role in controlling the structure of the cross-isobath exchanges. The joint effect of baroclinic and relief is likely to dominate the dynamics over the slope.
DOI: 10.6084/m9.figshare.28323971
title: A Comprehensive Vector Dataset of Bus Networks Across China for the Year 2024

description: A vector dataset containing bus stops, routes, and topology for 299 cities in China was generated and stored in Shapefile format. The dataset in mainland China (data for Taiwan Province is not available) is up to April 2024. 

The original language of this dataset is Chinese, and we have used the Microsoft Translation API to uniformly translate the Chinese content into English.

For each city, the dataset contains two types of data: bus stops and bus routes (distinguishing direction, with one being undirected and the other being directed). The topological network dataset consists of nodes and edges, with the edges being undirected.
DOI: 10.1285/i24212113v6i2-1p38
title: Social exclusion among urban ethnic minority youth in the Northeast United States: A reflective view on community supportive structures

description: Social exclusion occurs as a combination of challenges (e.g., unemployment, high poverty, family conflict) that limits life opportunities. Social exclusion has been researched within European contexts, among middle-class families, and from quantitative perspectives. However, research on the topic among urban ethnic minority youth and using qualitative methodologies has remained elusive in the U.S. Although collaborative efforts between governmental institutions and community-based coalitions have helped develop intervention efforts to decrease social exclusion among youth in low-income urban areas, it continues to develop within families, communities, and societies. Therefore, this research explored experiences of social exclusion among low-income minority youth in an urban community in the Northeast U.S. Data were collected from nine focus groups (N = 58). The goal was to explore how urban ethnic minority youth understood social exclusion and the community resources they used to navigate its challenges. Findings included economic and societal exclusion in the form of economic deprivation and lack of appropriate safety nets. Although youth expressed a lack of community connection in the form of community exclusion, they applied a reflective view on how inequality shaped their lives, while discussing pathways towards social inclusion. This reflection was emphasized by the importance of developing bridging and bonding relationships (mentoring).
DOI: 10.15151/esrf-es-541045740
title: ITABAG: 3D structures of macromolecules related to human health

description: The ITABAG includes structural biologists from Universities, National Research Council and Hospital research centres in Italy. The laboratories apply various diffraction methods to study the structure-function relationships in various macromolecules. A unifying factor for the vast majority of the macromolecules under study is that they are related to human health, either directly, being human proteins involved in some disease, or indirectly, as proteins expressed by human pathogens and validated as potential pharmacological targets. Other projects investigate basic chemical processes, such as crystal growth and polymer association and formation of nanostructures.
DOI: 10.15151/esrf-es-771453717
title: ITABAG: 3D structures of macromolecules related to human health

description: The ITABAG includes structural biologists from Universities, National Research Council and Hospital research centres in Italy. The laboratories apply various diffraction methods to study the structure-function relationships in various macromolecules. A unifying factor for the vast majority of the macromolecules under study is that they are related to human health, either directly, being human proteins involved in some disease, or indirectly, as proteins expressed by human pathogens and validated as potential pharmacological targets. Other projects investigate basic chemical processes, such as crystal growth and polymer association and formation of nanostructures.
DOI: 10.15468/5hrh87
title: Endemic vascular plants of the Ukrainian Carpathians

description: This dataset is created and maintained by Dr. Andriy Novikov from the State Museum of Natural History of the NAS of Ukraine. This dataset gathers all available data (mostly obtained from the preserved herbarium material) on the distribution of the endemic vascular plants in the Ukrainian Carpathians and adjacent territories. This dataset is created in frames of mapping the distribution of the endemic plants and will be compiled with coordinates and English locality translations during further updates. To avoid data duplication, this dataset does not include the endemic representatives of the genus Aconitum that are part of another dataset (https://doi.org/10.15468/n37j8x) published before.
DOI: 10.15468/dl.cdpnse
title: Occurrence Download

description: A dataset containing 4111 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Occurrence evidence"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Stylophorum diphyllum (Michx.) Nutt."
 ]
}

 The dataset includes 4111 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0388401-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.1594/pangaea.527410
title: Physical oceanography during POLARSIRKEL cruise NARE79
DOI: 10.1594/pangaea.734988
title: Physical oceanography during POLARSTERN cruise ANT-V/4
DOI: 10.1594/pangaea.863323
title: Half-degree gridded nitrogen and phosphorus fertilizer use for global agriculture production during 1900-2013

description: In addition to enhance agricultural productivity, synthetic nitrogen (N) and phosphorous (P) fertilizer application in croplands dramatically altered global nutrient budget, water quality, greenhouse gas balance, and their feedbacks to the climate system. However, due to the lack of geospatial fertilizer input data, current Earth system/land surface modeling studies have to ignore or use over-simplified data (e.g., static, spatially uniform fertilizer use) to characterize agricultural N and P input over decadal or century-long period. We therefore develop a global time-series gridded data of annual synthetic N and P fertilizer use rate in croplands, matched with HYDE 3,2 historical land use maps, at a resolution of 0.5º latitude by longitude during 1900-2013. Our data indicate N and P fertilizer use rates increased by approximately 8 times and 3 times, respectively, since the year 1961, when IFA (International Fertilizer Industry Association) and FAO (Food and Agricultural Organization) survey of country-level fertilizer input were available. Considering cropland expansion, increase of total fertilizer consumption amount is even larger. Hotspots of agricultural N fertilizer use shifted from the U.S. and Western Europe in the 1960s to East Asia in the early 21st century. P fertilizer input show the similar pattern with additional hotspot in Brazil. We find a global increase of fertilizer N/P ratio by 0.8 g N/g P per decade (p&lt; 0.05) during 1961-2013, which may have important global implication of human impacts on agroecosystem functions in the long run. Our data can serve as one of critical input drivers for regional and global assessment on agricultural productivity, crop yield, agriculture-derived greenhouse gas balance, global nutrient budget, land-to-aquatic nutrient loss, and ecosystem feedback to the climate system.
description: Data are in ascii-format at a spatial resolution of 0.5 degree by 0.5 degree (latitude by longitude). The unit is g N/m**2 cropland/yr or g P/m**2 cropland/yr, stored in two folders in one zip-archive.
description: Supplement to: Lu, Chaoqun; Tian, Hanqin (2017): Global nitrogen and phosphorus fertilizer use for agriculture production in the past half century: shifted hot spots and nutrient imbalance. Earth System Science Data, 9(1), 181-192
DOI: 10.1594/pangaea.899135
title: Geomorpho90m - Global high-resolution geomorphometry layers

description: Topographical relief is composed of the vertical and horizontal variations of the Earth's terrain and drives processes in geography, climatology, hydrology, and ecology. Its assessment and characterisation is fundamental for various types of modelling and simulation analyses. In this regard, the Multi-Error-Removed Improved Terrain (MERIT) Digital Elevation Model (DEM) is the best global, high-resolution DEM currently available at a 3 arc-seconds (90 m) resolution. This is an improved product as multiple error components have been corrected from the underlying Shuttle Radar Topography Mission (SRTM3) and ALOS World 3D - 30 m (AW3D30) DEMs. To depict topographical variations worldwide, we developed the Geomorpho90m dataset comprising of different geomorphometry features derived from the MERIT-DEM. The fully standardised geomorphometry variables consist of layers that describe (i) the rate of change using the first and second order derivatives, (ii) the ruggedness, and (iii) the geomorphology landform. To assess how remaining artifacts in the MERIT-DEM could affect the derived topographic variables, we compared our results with the same variables generated using the 3D Elevation Program (3DEP) DEM, which is the highest quality DEM for the United States of America. We compared the two data sources by calculating the first order derivative (i.e., the rate of change through space measured in degrees) of the difference between a MERIT-derived vs. a 3DEP-derived topographic variable. All newly-created topographic variables are readily available at resolutions of 3 and 7.5 arc-seconds under the WGS84 geographic system, and at a spatial resolution of 100 m under the Equi7 projection. The newly-developed Geomorpho90m dataset provides a globally standardised dataset for environmental models and analyses in the field of geography, geology, hydrology, ecology and biogeography.
description: Supplement to: Amatulli, Giuseppe; McInerney, Daniel; Sethi, Tushar; Strobl, Peter; Domisch, Sami (2020): Geomorpho90m, empirical evaluation and accuracy assessment of global high-resolution geomorphometric layers. Scientific Data, 7(1), 162
DOI: 10.17632/7zfgy8zswr.1
title: Quantifying CO2 and non-CO2 contributions to climate change under the adaptive emission scenarios

description: Outputs from climate models (FaIR, HadCM3-FaIR, CLIMBER-X-FaIR), which are used to draw main and supplementary figures in the manuscript.