cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6073/pasta/d13bc1c1f168662be4ae2803a776935e
title: FAB2_sapling_volume_2021-2022 in Forest and Biodiversity 2: a tree diversity experiment to understand the consequences of multiple dimensions of diversity and composition for long-term ecosystem function and resilience

description: The Forest and Biodiversity (FAB2) experiment uses native tree species in varying levels of species richness, phylogenetic diversity, and functional diversity planted in 100 m2 and 400 m2 plots at 1 m spacing, appropriate for testing long-term ecosystem consequences. FAB2 was designed and established in conjunction with a prior experiment (FAB1) in which the same set of twelve species was planted in 16 m2 plots at 0.5 m spacing. Both are adjacent to the BioDIV prairie-grassland diversity experiment, enabling comparative investigations of diversity and ecosystem function relationships between experimental grasslands and forests at different planting densities and plot sizes. This data package examines mortality in the first six years of the experiment.
DOI: 10.6084/m9.figshare.28375547
title: Efficient light upconversion via resonant exciton-exciton annihilation of dark excitons in few-layer transition metal dichalcogenides

description: Experimental data (.opju and .txt) are named after the figure number in the manuscript. Thereotical data (.out and .nb) are named with a combined information, inlcuding number of layers, name of valley, and name of the material.
DOI: 10.13026/t79q-fr32
title: Haaglanden Medisch Centrum sleep staging database

description: A collection of 151 whole-night polysomnographic (PSG) sleep recordings (85
Male, 66 Female, mean Age of 53.9 ± 15.4) collected during 2018 at the
Haaglanden Medisch Centrum (HMC, The Netherlands) sleep center. Patient
recordings were randomly selected and include a heterogeneous population which
was referred for PSG examination on the context of different sleep disorders.
The dataset contains electroencephalographic (EEG), electrooculographic (EOG),
chin electromyographic (EMG), and electrocardiographic (ECG) activity, as well
as event annotations corresponding to scoring of sleep patterns (hypnogram)
performed by sleep technicians at HMC. The dataset was collected as part of a
study evaluating the generalization performance of an automatic sleep scoring
algorithm across multiple heterogeneous datasets.
DOI: 10.14459/2025mp1766703
title: Mowing effects on arthropods at river dikes

description: Raw data of the publication by Dietzel et al., 2025: "When to mow and how? Short-term effects of river dike grassland management on arthropod abundance and species richness". Journal of Insect Conservation.
DOI: 10.14768/20191217001.1
title: Martian Year 34 Climatology of the Atmospheric Column Dust Optical Depth

description: We provide a climatology of airborne dust for Martian year 34 using observations of the Martian atmosphere from May 2016 to March 2018 made by the Mars Climate Sounder (MCS) aboard Mars Reconnaissance Orbiter (MRO). Our methodology works by gridding the available estimates of column dust optical depth (CDOD) from MCS limb observations. The resulting (irregularly) gridded maps were validated with independent observations of CDOD by the Mars Color Imager camera aboard MRO, and by the MastCam camera aboard the Mars Science Laboratory "Curiosity". We produce one dataset with four gridded maps per sol and one dataset with diurnal averages of the gridded maps (one map per sol). Finally, regular maps of CDOD are produced by spatially interpolating the irregularly gridded, diurnally averaged maps using a kriging method. These latter maps are used as column-integrated MY 34 dust scenarios in the Mars Climate Database (MCD), and are useful in many modelling applications.
DOI: 10.15468/dl.v22zd4
title: Occurrence Download

description: A dataset containing 145687 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sarcophagidae"
 ]
}

 The dataset includes 145687 records from 454 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0282521-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17029/757c0c66-0780-4c60-beab-1696a6fbd0c4
title: Dataset (code) ''Sediment Accumulation Risk Model (SARM) Python toolbox (v1.0)'

description: Sediment_Accumulation_Risk_Model_SARM_Toolbox_v1.0.pyt: A Python toolbox designed for use in ESRI ArcGIS Pro v3 software. It has been developed for users to generate erodibility-weighted accumulation within a subcatchment location, test different accumulation thresholds for generating output pathways, and calculate sediment accumulation risk for pathway points. The current version of the model is v1.0 (November 2023).
DOI: 10.18715/ipgp.2024.m42039nd
title: The solidification of Earth’s early mantle led inevitably to a basal magma ocean

description: In this repository, we provide the data featured in our manuscript, which demonstrates the fluid dynamics mechanisms responsible for the formation of Earth’s basal magma ocean. The repository contains the input files and raw output files from the fluid dynamics simulations discussed in the manuscript. It also contains all GNUPlot script that can be used to generate figures from the raw files. In addition to the README file, the gnuplot script are a good place to understand how data are organized in the raw file.
DOI: 10.21944/cci-no2-tropomi-l3
title: ESA CCI+ TROPOMI L3 monthly mean NO2 columns

description: This dataset contains Level-3 gridded monthly means of NO2 columns 
 from TROPOMI and is part of the ESA CCI+ Precursors for aerosols 
 and ozone project.
DOI: 10.24381/cds.006f2c9a
title: Land cover classification gridded maps from 1992 to present derived from satellite observations
DOI: 10.25318/3810013301-eng
title: Capital and operating expenditures on pollution prevention and pollution abatement and control by industry

description: Annual estimates of capital and operating expenditures on pollution prevention (integrated processes) and pollution abatement and control (end-of-pipe processes) by North American Industry Classification System (NAICS) and environmental protection activity at the Canada level. The unit of measure is dollars (x1,000,000).
DOI: 10.25910/agvq-3f82
title: Data and R markdown to replicate analyses in “Optimizing remote underwater video sampling to quantify relative abundance, richness, and corallivory rates of reef fish”
DOI: 10.25958/5f1f97b837aca
title: ECU-IoHT
DOI: 10.26180/28561196.v1
title: Data for Saline irrigation improves survival of forage sorghum but limits growth and increases toxicity

description: <b>Data for Saline irrigation improves survival of forage sorghum but limits growth and increases toxicity</b>Moderately saline water has been proposed as a potential irrigation resource for crops such as forage sorghum (<i>Sorghum bicolor</i> × <i>Sorghum bicolor</i> nothossp. <i>drummondii</i>) in drought-prone regions<b>Experiment 1</b> assessed the tolerance of forage sorghum to a range of salt treatments (0, 12.5, 25, 50, 100 and 150 mM NaCl). Plants were grown approx. 4 weeks before they were randomly allocated between treatments (N=15) Mean glasshouse temperature was 28/20 °C (day/night). Plants were organised in a randomised complete block design and watered with 250 mL (to saturation) of water or salt solution two times per week. To avoid a shock response from salinity treatments in both experiments, NaCl concentrations were increased gradually, starting at 25 mM and increasing by 25 mM each watering day until the desired concentration was reached. To prevent the accumulation of salt, pots were flushed with 250 mL once per week. The experimental treatments were maintained for a total seven weeks (including the ramp up time).<b>Experiment 2</b> assessed whether moderately saline irrigation would relieve drought stress by growing sorghum plants under three treatments. All treatments lasted seven weeks. Ten plants were randomly allocated to each of three treatment groups: 0 mM NaCl, 50 mM NaCl, and drought. Plants were organised in a randomised complete block design. Plants in the 0 mM and 50 mM NaCl treatments were watered with 250 mL (to saturation) of water or salt solution once per fortnight. The drought treatment group received no water throughout the treatment period. The experimental treatments were maintained for seven weeks.<br>
DOI: 10.4225/08/5837b3aa9cb90
title: Global effective plant rooting depth

description: The global effective plant rooting depth (unit: meter) datasets contains a climatological map of mean effective plant rooting depth over 1982-2010 at 0.5 degree spatial resolution based on Guswa's Carbon Cost-Benefit model. A detailed description of the method, input data and hydrological validation of the effectiveness of the estimated rooting depth can be found in Yang et al. (2016). 

Reference: 
Guswa, A.J. (2008), The influence of climate on root depth: A carbon cost-benefit analysis, Water Resources Research, 44(2), W02427, doi: 10.1029/2007WR006384.

Yang, Y.T., Donohue, R.J., McVicar, T.R. (2016), Global estimation of effective plant rooting depth: Implication for hydrological modelling, Water Resource Research, In press.
DOI: 10.5067/19sim5txkpgt
title: IceBridge ATM L1B Elevation and Return Strength, Version 2
DOI: 10.5067/asdcdaac/intexa/0008
title: INTEX-A DC-8 Aircraft data - ICARTT File
DOI: 10.5067/modis/cldprop_m3_modis_aqua.011
title: MODIS/Aqua Cloud Properties Level 3 monthly, 1x1 degree grid
DOI: 10.5067/sxavczfaqlno
title: GLDAS Noah Land Surface Model L4 monthly 0.25 x 0.25 degree, Version 2.1
DOI: 10.5258/soton/wp00674
title: Individual Countries 1km Population Density (2000-2020)

description: Gridded population density datasets derived from 1km population distribtuion datasets
DOI: 10.5281/zenodo.10465589
title: Reconstructed Sub-Daily Rainfall Annual Maxima for Southern Italy

description: The databases of sub-daily (1, 3, 6, 12 and 24 hours) rainfall annual maxima were constructed using all available records and extended using spatial interpolation methods, such as the spatially-constrained ordinary kriging proposed by Avino et al. (2021). The data reconstruction was needed to fill the existing gaps in the time series due to malfunctioning and repeated changes experienced by the monitoring network (activation and removal of rain gauges, changes in position and type of sensor). The final database composed by measured and reconstructed data consists of about 25000 annual maxima (which include about 17000 observations) from 910 rain gauges belonging to southern Italy covering the period from 1970 to 2020.
DOI: 10.5281/zenodo.11069436
title: Data for "Numerical simulation study of the evolution of lightning channel decay and reactivation processes" by Zheng et al.

description: All data of the manuscript "Numerical simulation study of the evolution of lightning channel decay and reactivation processes" submitted to Journal of Geophysical Research: Atmospheres.

The data supports the manuscript entitled "Numerical simulation study of the evolution of lightning channel decay and reactivation processes”. Microsoft Notepad can open the *.txt files and the *.DAT files, they contain the channel information of two intracloud flashes (IC1 and IC2) and the channel elctrical parameters at different channel segments. 

The data can be used freely for scientific purposes with the appropriate citation.
DOI: 10.5281/zenodo.11099349
title: A spreadsheet of Tixier (1963) typological data

description: This dataset includes a spreadsheet of 300 Later Stone Age prehistoric lithic assemblages from North Africa. The data are typological and mostly use Tixier's (1963) typology. The spreadsheet is provided in two formats (.xlsx, .csv). A user's guide (.pdf) is included in addition to the spreadsheet.
DOI: 10.5281/zenodo.13340369
title: AJL-Pestell-research/DeakinCams

description: Code and input data associated with:

Pestell, AJL., Rendall, AR., Sinclair, RD., Ritchie, EG., Nguyen, DT., Corva, DM., Eichholtzer, AC., Kouzani, AZ., and Driscoll, DA., (submitted). Smart camera traps and computer vision improve detections of small fauna.
DOI: 10.5281/zenodo.13771510
title: steadystate-mantle-dataset

description: This respository contains data for 128 steady-state mantle convection simulations. Please refer to preprocess/ preprocess_profiles.ipynb to see how the temperature profiles and the simulation parameters are processed and scaled.
DOI: 10.5281/zenodo.14029514
title: Dataset for Underground Hydrogen Storage Simulations

description: UHS Dataset

This repositry stores a dataset intended for training machine learning models on the task of predicting underground hydrogen storage. It is the dataset used in the paper ''Deep Learning for Subsurface Flow: A Comparative Study of U-Net, Fourier Neural Operators, and Transformers in Underground Hydrogen Storage''.

The dataset is also available on GitHub: https://github.com/AlvaroC-ML/ml4uhs-dataset.
description: Brief description of data

The dataset includes 60,000 training pairs. In particular, it is divided into 1000 simulations, each consisting of 10 years of simulation data. The ten-year simulation is split into 2-month fragments, resulting in 60 timesteps per simulation. Each simulation is uniquely defined by a porosity and permeability map. Each time step consists of a pressure (bar) and hydrogen saturation (/) map. Every map has a 128x128 resolution.
description: Accessing data

The data is stored in LMDB format. The following script gives an example of how to access it.

import pickleimport lmdbimport torchimport matplotlib.pyplot as plt

to_p = lambda obj: pickle.dumps(obj) # Picklesfrom_p = lambda obj: pickle.loads(obj) # Depickles

sim_number = "0" # Simulations go from 0 to 999time = "60" # Time steps go from 0 to 60

env = lmdb.open("dataset") # Assuming the dataset is stored in the working directoryprint(env.stat()["entries"]) # Prints 62000with env.begin() as txn:    sim_constants = from_p(txn.get(to_p(sim_number)))    sim_vars = from_p(txn.get(to_p(sim_number+"-"+time)))    porosity = sim_constants[0]permeability = sim_constants[1]pressure = sim_vars[0]hgas = sim_vars[1]

plt.imshow(hgas, vmin=0, vmax=1)plt.colorbar()plt.axis('off')plt.show()
description: Summary



All keys are pickled strings.

To access simulation constants (porosity and permeability), use the simulation number as the key (e.g. "0").

To access a simulation variable (pressure and hydrogen saturation) at a given time, use the simulation number followed by that time with a hyphen in the middle (e.g. "0-60").

Simulation numbers range from 0 to 999.

Simulation times go from 0 to 60, ends included. Time 0 symbolizes the step before any injection has taken place. Thus, the fields are empty. This time step is the same for every simulation, so effectively, there are only 61,000 functional entries in the dataset.
DOI: 10.5281/zenodo.14512660
title: Inhibitory control of speech production in the human premotor frontal cortex

description: Data for the paper:



Zhao, L., Silva, A. B., Kurteff, G. L., & Chang, E. F. (2025). Inhibitory control of speech production in the human premotor frontal cortex. Nature Human Behaviour, 1–16. https://doi.org/10.1038/s41562-025-02118-4
DOI: 10.5281/zenodo.14637549
title: ALL DATA WETLAND JGR
DOI: 10.5281/zenodo.14872880
title: Detectability of Coastal Landforms on Titan with the Cassini RADAR - data files

description: Data files to produce figures in the manuscript entitled "Detectability of Coastal Landforms on Titan with the Cassini RADAR" written by Samuel Birch, Rose Palermo, Una Schneck, Andrew Ashton, Alex Hayes, Jason Soderblom, Hamish Mitchell, and Taylor Perron and submitted to Journal of Geophysical Research: Planets.

Here, you can find all the input NOAA-derived topography/bathymetry datasets used to render coastal landscapes on Earth. These are saved as .mat files. The original data are archived by NOAA (https://www.ncei.noaa.gov/maps/bathymetry/). Also available are the two polar SAR mosaics of Titan used to identify coastal features on Titan. These are saved as .cub files. The data that comprise these mosaics are archived on NASA's PDS (https://pds-imaging.jpl.nasa.gov/portal/cassini_mission.html).
DOI: 10.5281/zenodo.14873517
title: Data from: Future anthropogenic land use change impacts on natural carbonaceous aerosol and implications for climate and air quality

description: Data used for Figures 1-4 in the paper.
DOI: 10.5281/zenodo.14883650
title: Supplemental Data for "Deep-Time Human-Environment Interactions as Primary Legacy Drivers of Modern Coastal Ecosystems"
DOI: 10.5281/zenodo.7313791
title: Data supplement for "Land use intensification increasingly drives the spatiotemporal patterns of the global human appropriation of net primary production in the last century"

description: This data supplements the publication "Land use intensification increasingly drives the spatiotemporal patterns of the global human appropriation of net primary production in the last century" by Thomas Kastner, Sarah Matej, Matthew Forrest, Simone Gingrich, Helmut Haberl, Thomas Hickler, Fridolin Krausmann, Gitta Lasslop, Maria Niedertscheider, Christoph Plutzar, Florian Schwarzmüller, Jörg Steinkamp, Karl-Heinz Erb. For details, please refer to the included readme file and to the publication (https://doi.org/10.1111/gcb.15932) In this new Version 1.01, we changed the file structure to make the data more accessible, we added data on means across modulations as used in the paper, and we include csv files with national totals for the different HANPP components.
description: Other funding sources include: Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) projects KA 4815/1-1 and 420377726; Vienna Science and Technology Fund (WWTF), project no. ESR17-014 ;
DOI: 10.5439/1238260
title: Soil Temperature and Moisture Profiles

description: The STAMP "Soil Temperature and Moisture Profiles" is the replacement Instrument for the SWATS containing the following measuremnts: Soil Specific Soil Water Content Plant Water Availability Total Plant Water Availability Soil Temperature Loam Soil Water Content Soil Conductivity Real Dielectric Permittivity
DOI: 10.5439/1342961
title: LASSO Data Bundles

description: The Alpha 2 release is the second release from the LASSO Pilot Phase that builds upon the Alpha 1 release. Alpha 2 contains additional diagnostics in the data bundles and focuses on cases from spring-summer 2016. A data bundle is a unified package consisting of LASSO LES input and output, observations, evaluation diagnostics, and model skill scores. LES input include model configuration information and forcing data. LES output includes profile statistics and full domain fields of cloud and environmental variables. Model evaluation data consists of LES output and ARM observations co-registered on the same grid and sampling frequency. Model performance is quantified by skill scores and diagnostics in terms of cloud and environmental variables.
DOI: 10.5676/dwd_gpcc/fd_m_v2020_025
title: GPCC Full Data Monthly Version 2020 at 0.25°: Monthly Land-Surface Precipitation from Rain-Gauges built on GTS-based and Historic Data
title: Gridded Monthly Totals

description: This is the centennial GPCC Full Data Monthly Product of monthly global land-surface precipitation based on ~ 85,000 stations world-wide that feature record durations of 10 years or longer. The data coverage per month varies from ~20,000 to more than 50,000 stations. This product contains the monthly totals on a regular grid with a spatial resolution of 0.25° x 0.25° latitude by longitude. Precipitation anomalies at the stations are interpolated and then superimposed on the GPCC Climatology V2020 in the corresponding resolution (DOI: 10.5676/DWD_GPCC/CLIM_M_V2020_025). The temporal coverage of the dataset ranges from January 1891 until December 2019. The GPCC Full Data Monthly Product is the most accurate in situ precipitation reanalysis data set of GPCC. Moreover it supports regional climate monitoring, model validation, climate variability analysis and water resources assessment studies.
description: General user recommendations: Users are referred to following gridded Global Precipitation Climate Centre (GPCC) products: GPCC Climatology 1951-2000 (GPCC_CLIM) with high representativeness, for application as a reference, and for utilization of the anomaly interpolation method. GPCC Full Data Monthly Product(GPCC_FD) with high accuracy, for, e.g., verification of models, or for analysis of historic global precipitation, or for research concerning the global water cycle, e.g.. GPCC Monitoring Product (GPCC_MP) with high availability and reasonable timeliness, for applications like calibration of satellite data, or early annual reporting. GPCC First Guess Product (GPCC_FG) with high timeliness, to be applied for, e.g., drought monitoring.
DOI: 10.57931/1970168
title: CLMU Interactions between UHIs and HWs Experiments

description: User namelist settings, code changes, and driving scripts to set to CLM5 on NERSC for investigating the interactions between urban heat islands (UHI) and heat waves (HWs) at the continental and daily mean scales over the Contiguous United States (CONUS). More details are available in README.md.
DOI: 10.6084/m9.figshare.27739230
title: N<sub>2</sub>O fixation in the northeastern coast of the Arabian Sea

description: The dataset consists of Temperature, Salinity, pH, Chlorophyll a, NO<sub>3</sub>, NO<sub>2</sub>, NH<sub>4</sub>, PO<sub>4</sub>, SiO<sub>4</sub>, N:P, DIC, CO<sub>2</sub>, CH<sub>4</sub>, N<sub>2</sub>O, ∆CO<sub>2</sub>, ∆CH<sub>4</sub>, ∆N<sub>2</sub>O, CO<sub>2</sub> Saturation, CH<sub>4</sub> Saturation, N<sub>2</sub>O Saturation, POC, PON, POC:PON, δ<sup>13</sup>C, δ<sup>15</sup>N, Primary Production, N<sub>2</sub> Fixation, and N<sub>2</sub>O Fixation. The data represent the environmental condition of the surface waters of the northeastern Arabian Sea.
DOI: 10.6084/m9.figshare.28504274
title: Nanfenmiju tangerine (<i>Citrus reticulata</i>) genome

description: <pre>This dataset is a genome annotation project of Nanfeng tangerine, including genome assembly, repetitive sequence and gene annotation.</pre>
DOI: 10.5281/zenodo.15124244
title: 4DHydro_Results_Tetis_Po_0p0667deg_daily_exp42_20070101_20221231

description: Modeling results with TETIS software, for Po River with a spatial resolution of 0.0667 degrees, and temporal resolution daily. Experiment 42. Forcing "mergedera5gpmsm2a". Calibrating methodology MOSCEM, calibrated variable ET+Q

Includes results for the following variables:



Discharge flux in m-3 s-1

Volumetric soil moisture content in percentage

Total water storage content in kg m-2

Total evapotranspiration flux in kg m-2 s-1

Snow water equivalent in kg m-2
DOI: 10.5281/zenodo.15124245
title: 4DHydro_Results_Tetis_Po_0p0667deg_daily_exp42_20070101_20221231

description: Modeling results with TETIS software, for Po River with a spatial resolution of 0.0667 degrees, and temporal resolution daily. Experiment 42. Forcing "mergedera5gpmsm2a". Calibrating methodology MOSCEM, calibrated variable ET+Q

Includes results for the following variables:



Discharge flux in m-3 s-1

Volumetric soil moisture content in percentage

Total water storage content in kg m-2

Total evapotranspiration flux in kg m-2 s-1

Snow water equivalent in kg m-2
DOI: 10.15468/dl.3gx747
title: Occurrence Download

description: A dataset containing 233381 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Denmark",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than 50000",
 "Year is 2024",
 "DecimalLongitude is greater than or equal to 7.38",
 "DecimalLongitude is less than or equal to 9.03",
 "DecimalLatitude is greater than or equal to 55.1",
 "DecimalLatitude is less than or equal to 56.06"
 ]
}

 The dataset includes 233381 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011779-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15044424
title: Kidney - 10x Visium data