cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/8ffns74x74.1
title: Influence of Sea Level Rise on Storm Erosion Potential in New Jersey

description: The data quantifies storm intensity by erosion potential for historical storms under three scenarios: (1) as occurred in the historical record; (2) detrended to remove the observed influence sea level rise; (3) the observed storm with the added effects of 12 IPCC sea level rise scenarios for 2050 and 2100 

Storm intensity is quantified using the three main drivers of erosion; namely the combined effects of water levels, wave height and duration. Storm metrics are provided to characterize both the cumulative (SEI) and peak (PEI) measures of storm intensity. 

The dataset provides over 90 storms with hourly timeseries and bulk statistics to be used by coastal engineers, managers and climate scientists as an input in coastal hazard and morphologic analysis.  This dataset can be used to evaluate potential storm impacts under historical and projected sea level scenarios.

Similar to existing datasets (e.g., Hurdat or NACCS), an hourly timeseries of water levels and wave heights is provided. However the distinguishing feature is the analysis of erosion potential does not explicitly differentiate between tropical and extratropical storms, allowing direct comparison of all storms and particularly atypical storms.

Analysis in this manner provides an advantage when morphologic changes are the principle area of interest.
DOI: 10.17632/d26wht4zyr.2
title: High-resolution bathymetric dataset of Lake Issyk, Kazakhstan: new insights into the morphology of a mountain reservoir

description: The collection contains raster and vector data acquired during the bathymetric study of Lake Issyk. The primary data is provided as a digital elevation model of the lakebed, stored in GeoTIFF format. The raster file (Esik_DEM.tif) possesses a spatial resolution of 1 meter and offers comprehensive data on the depths and morphology of the lakebed. 
A The digital elevation model (Esik_DEM.tif) is created based on a shapefile with point data representing depth values reduced to the corresponding coordinates. Spatial sampling algorithms were employed to generate the point shapefile. Employing an echo sounder with a data gathering interval of 1-2 seconds ensured the data's accuracy. The error in-depth readings is ±0.5% of the observed depth, attributable to the features of the echo sounder and external influences, including vessel speed and weather conditions. Nonetheless, the impact of these effects is mitigated due to the cyclical nature of data gathering.
DOI: 10.17632/hgz2n5jxhp.1
title: An Image Dataset of Fruit fly Species 

description: This dataset contains images of fruit fly species namely Bactrocera zonata and Bactrocera dorsalis.  This data is very useful because it can be used for species identification on the other hand this data is important to study and analyze the behavior of fruitflies species. By using this data researchers and entomologists can save their time and effort to visit orchards or fields. This data can be helpful for entomologists, researchers, and farmers. This data can be used for the detection of fruit fly species in any specific area. Temperature, humidity, and moisture sensors data can be related to the growth rate and population density of fruitflies.
DOI: 10.17632/rscbjbr9sj.2
title: Labeled Optical Coherence Tomography (OCT) and Chest X-Ray Images for Classification

description: Dataset of validated OCT and Chest X-Ray images described and analyzed in "Deep learning-based classification and referral of treatable human diseases". The OCT Images are split into a training set and a testing set of independent patients. OCT Images are labeled as (disease)-(randomized patient ID)-(image number by this patient) and split into 4 directories: CNV, DME, DRUSEN, and NORMAL.
DOI: 10.17632/vxd746smcp.4
title: Data - Phase transitions and thermal equation of state of Fe9Si

description: Supplementary Materials for the manuscript by Berrada et al. "Phase transitions and thermal equation of state of Fe-9wt.%Si applied to the Moon and Mercury". The python code for Figure 7 is available upon request.
DOI: 10.18434/t4kk5c
title: Electron-Impact Cross Section for Ionization and Excitation, NIST Standard Reference Database 107
DOI: 10.20390/ppfi
title: Priority Places for Food Index

description: Location, ranks and deciles for the combined index and its contributory domains across the UK.
DOI: 10.21227/s07m-gd79
title: Blood pressure data from Wearables in Malaysians

description: Blood pressure and heart rate data set collected from Malaysian population.
DOI: 10.24381/cds.6c68c9bb
title: Agrometeorological indicators from 1979 up to 2019 derived from reanalysis
DOI: 10.25318/3810001501-eng
title: Purchases to feed, shelter or watch birds

description: Percentage of households that made purchases to feed, shelter or watch birds. The data is from the Households and the environment survey.
DOI: 10.3334/cdiac/00001_v2015
title: Global, Regional, and National Fossil-Fuel CO2 Emissions (1751 - 2011) (V. 2015)

description: Publications containing historical energy statistics make it possible to estimate fossil fuel CO2 emissions back to 1751. Etemad et al. (1991) published a summary compilation that tabulates coal, brown coal, peat, and crude oil production by nation and year. Footnotes in the Etemad et al.(1991) publication extend the energy statistics time series back to 1751. Summary compilations of fossil fuel trade were published by Mitchell (1983, 1992, 1993, 1995). Mitchell's work tabulates solid and liquid fuel imports and exports by nation and year. These pre-1950 production and trade data were digitized and CO2 emission calculations were made following the procedures discussed in Marland and Rotty (1984) and Boden et al. (1995). Further details on the contents and processing of the historical energy statistics are provided in Andres et al. (1999). The 1950 to present CO2 emission estimates are derived primarily from energy statistics published by the United Nations (2014), using the methods of Marland and Rotty (1984). The energy statistics were compiled primarily from annual questionnaires distributed by the U.N. Statistical Office and supplemented by official national statistical publications. As stated in the introduction of the Statistical Yearbook, "in a few cases, official sources are supplemented by other sources and estimates, where these have been subjected to professional scrutiny and debate and are consistent with other independent sources." Data from the U.S. Department of Interior's Geological Survey (USGS 2014) were used to estimate CO2 emitted during cement production. Values for emissions from gas flaring were derived primarily from U.N. data but were supplemented with data from the U.S. Department of Energy's Energy Information Administration (1994), Rotty (1974), and data provided by G. Marland. Greater details about these methods are provided in Marland and Rotty (1984), Boden et al. (1995), and Andres et al. (1999).
DOI: 10.4231/r76t0jsq
title: Database on Performance of High-Rise Reinforced Concrete Buildings in the 2015 Nepal Earthquake

description: On April 25, 2015, a magnitude 7.8 earthquake occurred in Nepal. It caused more than 8500 casualties and left over 22000 people injured. Another major earthquake of magnitude 7.3 occurred in Nepal on May 12, 2015.
DOI: 10.4231/r7zc8111
title: Performance of Low-rise Reinforced Concrete Buildings in the 2016 Ecuador Earthquake

description: The earthquake in Ecuador occurred on April 16, 2016 with a moment magnitude of 7.8. It caused more than 660 casualties and over 27,730 people were injured. The survey was performed from July 10 through July 17, 2016 in the cities of Manta,...
DOI: 10.5066/p990u7ge
title: Magnetotelluric data across the Southern San Andreas Fault Zone, California

description: The Southern San Andreas fault (SSAF) poses one of the largest seismic risks in California. However, structural properties around Coachella Valley remain enigmatic. In 2019, we collected magnetotelluric soundings (MT) to help inform depth-dependent fault zone geometry, fluid content and porosity. This project was led by the Institute of Geophysics and Planetary Physics at the University of California San Diego in partnership with U.S. Geological Survey and funded in large part by the Southern California Earthquake Center (SCEC). The MT data were collected using Zonge International 32-bit ZEN data loggers with ANT-4 magnetic induction coils and Borin Ag-AgCl electrodes with 50 m dipoles. The ZEN was programmed to record continuously for ~8 hours at 256 samples per second with 10-minute burst sampling at 4096 samples per second in between for a total recording time of about 20 hours per site. This dataset consists of 27 wideband MT soundings, including time series and transfer functions estimated using the robust remote reference code EMTF (Egbert, 1997; DOI: https://doi.org/10.1111/j.1365-246X.1997.tb05663.x).
DOI: 10.5067/5nhc22t9375g
title: FLDAS Noah Land Surface Model L4 Global Monthly 0.1 x 0.1 degree (MERRA-2 and CHIRPS) V001
DOI: 10.5067/gpm/imerg/3b-hh-l/06
title: GPM IMERG Late Precipitation L3 Half Hourly 0.1 degree x 0.1 degree V06
DOI: 10.5067/modis/mod08_m3.061
title: MODIS/Terra Aerosol Cloud Water Vapor Ozone Monthly L3 Global 1Deg CMG
DOI: 10.5067/u8qz2axe5v7b
title: SMAP-Derived 1-km Downscaled Surface Soil Moisture Product, Version 1
DOI: 10.5281/zenodo.10051244
title: Modular Components for synthesizing Robotic Arms with CLS-CAD

description: A set of modular components as Autodesk Fusion 360 files suitable for synthesizing robotic arms with CLS-CAD (https://github.com/tudo-seal/CLS-CAD). The files contain the type information required for synthesis as well as the necessary taxonomy. 
To use these files or reproduce results, please follow the instructions available at https://github.com/tudo-seal/CLS-CAD in the "Getting Started" Section.
description: Funded by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) – Project Number 276879186
DOI: 10.5281/zenodo.1051038
title: Global map of Martian fluvial systems

description: This dataset represents an update of previous global maps of Martian fluvial systems. We included all the valleys longer than 20 km and mapped them as vector-based polylines within the QGIS software, using the more recent and, to date, the best resolution THEMIS (Thermal Emission Imaging Spectrometer) daytime IR mosaic (100 m/pixel). In addition, we used, where necessary (for small-scale systems and valleys with high erosion), CTX (Contex Camera) data, with a resolution up to 6 m/pixel. The imagery data were coupled with the MOLA (Mars Orbiter Laser Altimeter Mosaic) mosaic which has a spatial resolution of 463 m/pixel. At low latitudes, we used an equidistant cylindrical projection, while at high latitudes, we used sinusoidal and polar stereographic projections to represent and analyze the data. Topographic information and data of higher image quality (new THEMIS mosaic plus CTX data) than those of previous manual maps, allowed us to identify new structures and more tributaries for a large number of systems. An attribute table is associated to our dataset including useful information such as coordinates, total length and an approximative maximum age indication for each system. The latter has been obtained coupling our map with the global geologic map of Tanaka et al. (2014) which represents, to date, the most accurate dating of the planet surface.

<strong>Attribution</strong>:

If you use this data set in your own work, please cite this DOI:<br>
10.5281/zenodo.1051038<br>
<br>
Please also cite these works: 

Alemanno et al.: 2018, Global Map of Martian Fluvial Systems: Age and Total Eroded Volume Estimations, Earth and Space Science Journal, 5, 560-577, doi:https://doi.org/10.1029/2018EA000362<br>
Orofino et al.: 2018, Estimate of the water flow duration in large Martian fluvial systems. Planetary and Space Science Journal, 163, 83-96. doi: 10.1016/j.pss.2018.06.001<br>
Alemanno G.: 2018, Study of the fluvial activity on Mars through mapping, sediment transport modelling and spectroscopic analyses. PhD dissertation thesis, arXiv:1805.02208 [astro-ph.EP].
description: {"references": ["Tanaka K. L. et al.: 2014, The digital global geologic map of Mars: Chronostratigraphic ages, topographic and crater morphologic characteristics, and updated resurfacing history, Planet. and Spa. Sci., 95, 11-24, doi:10.1016/j.pss.2013.03.006."]}
DOI: 10.5281/zenodo.12547837
title: iSALE Datasets of "Evidence for magnetized ejecta deposits on the Moon based on observations of demagnetized craters"

description: The input data (*.inp) is used for iSALE impact simulation for the four craters (Chaplygin, Keeler, Gauss, and Fermi) and the output data (*.dat) are its result.
DOI: 10.5281/zenodo.12626170
title: The simulation results of runoff components and estimated surface water demands for the Yarkant River basin

description: This dataset contains two directories as below. 

1. Hydrological_Simulation

Historical_runoff_simulation.csv : the four runoff components at monthly scale (km^3/month) aggregated from daily runoff simulation results for the historical period

The subdirectory  "SSP126" contains 9 CSV files, each representing the simulation results from a different GCM for the SSP1-2.6 scenario. Each file contains four runoff components at monthly scale (km³/month) aggregated from daily runoff simulation results.

The subdirectory  "SSP245" contains 9 CSV files, each representing the simulation results from a different GCM for the SSP2-4.5 scenario. Each file contains four runoff components at monthly scale (km³/month) aggregated from daily runoff simulation results.

The subdirectory  "SSP585" contains 9 CSV files, each representing the simulation results from a different GCM for the SSP5-8.5 scenario. Each file contains four runoff components at monthly scale (km³/month) aggregated from daily runoff simulation results.

The subdirectory "48 experiments" contains the four runoff components at monthly scale (km^3/month) simulated for 48 climate scenarios, with the file name indicating the scenario settings:t[+x]_p[+/-yy]_runoff_simulation.csv means the scenario with temperature increase at x C degree and precipitation change at +/- yy%.

2. Water_Demand_Estimation

Historical_water_demand_estimation.csv : the monthly water demands (km^3/month) from irrigation (including wheat, cotton, and corn) and other sectors for the historical period

The subdirectory  "SSP126" contains 9 CSV files, each representing the estimation results from a different GCM for the SSP1-2.6 scenario. Each file contains the monthly water demands (km³/month) from irrigation (including wheat, cotton, and corn) and other sectors.

The subdirectory  "SSP245" contains 9 CSV files, each representing the estimation results from a different GCM for the SSP2-4.5 scenario. Each file contains the monthly water demands (km³/month) from irrigation (including wheat, cotton, and corn) and other sectors.

The subdirectory  "SSP585" contains 9 CSV files, each representing the estimation results from a different GCM for the SSP5-8.5 scenario. Each file contains the monthly water demands (km³/month) from irrigation (including wheat, cotton, and corn) and other sectors.

The subdirectory "48 experiments" contains the monthly water demands (km^3/month) estimated for 48 climate scenarios, with the file name indicating the scenario settings:t[+x]_p[+/-yy]_runoff_simulation.csv means the scenario with temperature increase at x C degree and precipitation change at +/- yy%.
DOI: 10.5281/zenodo.12742190
title: Meteorological Dataset collected at Vitry (France) from January to September 2022

description: Meteorological dataset acquired at Vitry-sur-Seine, France (48° 46' 36" N, 2° 22' 32" E) from January to September 2022.
DOI: 10.5281/zenodo.13308996
title: The source code for a new capillary and adsorption‒force model predicting hydraulic conductivity of soil during freeze‒thaw processes

description: The source code is related to "A New Capillary and Adsorption‒Force Model Predicting Hydraulic Conductivity of Soil during Freeze‒thaw Processes" (Shufeng Qiao, Rui Ma, Yunquan Wang, Ziyong Sun, Helen Kristine French, Yanxin Wang)
DOI: 10.5281/zenodo.13745077
title: Dataset for ´´A New Detailed Global Map of Lunar Light Plains´´ research article

description: The shapefiles (.shp) provided in this repository are the datasets for the paper ´A new detailed global map of lunar light plains´ published in PSJ journal Special Issue. 

These shapefiles can be directly imported in ArcMap/ArcPRO. The third dataset is a .tif or image of the global map for a fast and easy overview.

Two geomorphologic maps of lunar light plains are provided as described in the article: one with an FeO wt% cut off of about 12 wt% (Area_lightplains), and the other around 8 wt% (Area_LPFeOLow).
DOI: 10.5281/zenodo.13881874
title: Map of valley networks in the northwestern Hellas region, Mars

description: This dataset provides a representation of the valley networks in the northwestern Hellas region. We mapped the valley networks as vector-based polylines within ArcGIS software, using the ~5 m/pixel CTX mosaics with THEMIS daytime IR mosaics as the regional background. Additionally, we used the 200 m/pixel MOLA-HRSC blended DEM for detailed identification, mapping, and derivation of topographic and morphologic parameters of valley networks. The dataset includes the whole valley networks within the study region, the mainstreams of the valley networks, single valleys, and extracted junction angles. Attribute tables are associated with the dataset, providing useful information and morphologic parameters of the valley networks such as length, sinuosity, stream order for each valley networks.
DOI: 10.5281/zenodo.13895361
title: Datasets for 'Multiple impact sources for light plains around the lunar south pole' research paper

description: The attached datasets are the shapefiles (areas and crater measurements) for the article ' Multiple impact sources for light plains around the lunar south pole'.

The shapefiles can be directly imported in ArcPRO. 

Also attached is a .png file (image) of the study region with the 22 dated light plains and smooth crater floors color-coded by age, Fig. 4 in the research paper.
DOI: 10.5281/zenodo.14233518
title: Roughness and Energy Losses Induced by Mussel Growth on the Walls of Hydraulic Structures and Application to a Water Transfer Project

description: This file contains the ADV data of Roughness and Energy Losses Induced by Mussel Growth on the Walls of Hydraulic Structures and Application to a Water Transfer Project.
DOI: 10.5281/zenodo.14719849
title: Gelatinous zooplankton abundance and distribution in the Baltic Sea during the Alkor cruise AL544, September 2020

description: The biodiversity and distribution of gelatinous macrozooplankton was assessed in the Baltic Sea during September 2020. The dataset includes 236,329 species-specific gelatinous macrozooplankton records across 73 stations in the south-western, central and northern Baltic Sea. Focus was devoted to changes in depth distributions in relation to salinity and an extended oxygen depletion event of the south-western Baltic Sea. In total, 56 Multinet-midi casts (5 depth-strata), 4 Multinet-maxi (9 depth-strata), as well as 17 bongo and 52 WP2 casts were performed from the surface to >3m above the bottom. Additionally, CTD data described the physical environment. Depth resolved information on the abundance (m-3 and m-2) and size structure of i) the non-indigenous ctenophore Mnemiopsis leidyi including larvae (1-3mm), transitional (4-5mm), young adult (6-9mm) and adult (≥10mm) ctenophores, as well as the native scyphozoan jellyfish species ii) Aurelia aurita and iii) Cyanea capillata are provided. In total 40,601 individual gelatinous macrozooplankton specimens from samples and sub-samples were analyzed (raw-counts) with 39,771 Mnemiopsis leidyi (corrected-count 235,499), 744 Aurelia aurita and 86 Cyanea capillata records. 

At 89% of the stations adult M. leidyi were caught with an average density of 1.27±0.97 ind m-3 station-1 (max 8.4 ind m-3, Flensburg Fjord, 10-7.5m). Young M. leidyi adults were caught at 78% of the stations with 3±2.4 ind m-3 station-1 (max 29.4 ind m-3, Eckernförde Bight, south of Flensburg Fjord, 0-2.5m), while being absent in the northern Arkona Basin and east of Bornholm. At 71% of the stations, transitional M. leidyi were caught with an average density of 19.2±21.8 ind m-3 station-1 (max 129.2 ind m-3, WP2, Kiel Bight), while being absent also from the central Arkona Basin. Larvae M. leidyi were present at 68% of all stations, with the maximum found in Kiel Bight with 642 ind m-3 (WP2) and generally high larvae densities with >500 ind m-3 found at 4 stations in the south-western Kiel Bight. Average larvae density during September was 257 ± 188 ind m-3 station-1. The scyphozoan jellyfish species were found at much lower densities, (range: 0.003 - 1.7 ind m-3), with the maximum abundances observed in the Arkona Basin (n=79 A. aurita: 4 to 6m). A. aurita was primarily found in the upper 30m, while C. capillata was primarily present in waters >30 m (at average densities of 0.002 to 0.07 C. capillata m-3).The here presented data are essential to further investigate responses of jellyfish and ctenophores to climate change, especially considering salinity and low oxygen conditions, important global change pressure which are of special concern for the Baltic Sea.
DOI: 10.5281/zenodo.14744978
title: Grain-size data used in "The variability of grain size metrics in gravel-bed rivers"

description: This file is a companion file to "The variability of grain size metrics in gravel-bed rivers", co-authored by Daniel Vázquez-Tarrío and Alain Recking.

This is a manuscript submitted to Catena, which is currently under review.

This compressed file contains all the raw data (in several text files) used in this research.
DOI: 10.5281/zenodo.14849611
title: Airborne observation data from the METHANE-To-Go Africa campaign in September 2022

description: In September 2022, the METHANE-To-Go Africa (MTGA) scientific aircraft campaign, which is part of the United Nations Environment Programme’s International Methane Emissions Observatory (IMEO) Methane Science Studies, conducted the first measurements of CH4 emissions from the offshore oil and gas (O&G) sector in West Africa. The airborne data is provided as merged files per flight.
DOI: 10.5281/zenodo.15030752
title: Dataset: Statistical survey of fine-scale auroral structure at high latitude: Evidence consistent with acceleration by dissipative non-linear inertial Alfvén waves.

description: Data set used in the paper: Statistical survey of fine-scale auroral structure at high latitude: Evidence consistent with acceleration by dissipative non-linear inertial Alfvén waves (Brindley, N; Whiter, D; Gingell, I). DOI: 10.1029/2025JA033715

 

ASK1_ASK3.zip

Contains the Auroral Structure and Kinetics instrument observations. All files are background subtracted and sigma clipped (to remove stars). North is in the direction of increasing row number.

Directory structure:

1. Camera 

2. Aurora classification

Example filename: 20141122130036r3_F207bkg_adj_w4clipping.csv

20141122130036 indicates the start time (UT) of a 20-minute data block (YYYYMMDDhhmmss).

r3 indicates camera 3.

207 is the frame number

 

emission_altitudes.zip

Contains the modelled emission altitudes (in km).

File structure:

col1,col2,col3

data block,frame,emission altitudes

Data blocks and frames correspond to those in ASK1_ASK3/ASK1/

 

dict_params.zip

Contains metadata for each data block

File structure:

col1,col2,col3,col4,col5

data block and camera, counts to Rayleighs conversion factor, degrees per pixel, magnetic zenith x coord, magnetic zenith y coord