cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/hr5h2hcgg4.14
title: Chorological data for the main European woody species

description: The data are organized as a set of ESRI shapefiles (*.shp, *.shx, *.dbf, *.prj files) mapping the distribution ranges of the main European tree and shrub species. For each species and in some cases subspecies, one or more shapefiles have been created containing: a) polygon features (name suffix “plg”), which define continuous areas of occupancy of the species range and b) point features (name suffix “pnt”), which identify more fragmented and isolated populations. For species with reported synanthropic occurrences outside the natural range, an additional point and/or polygon shapefile has also been created (suffix “syn”). Polygon borders delimiting species ranges are generalized across the mainland and sea boundaries. This offers the possibility to mask sea areas or to clip and extract the terrestrial range parts using GIS data layers of the users' choice. An additional version of polygon ranges are clipped with a coastline (name suffix “clip”), which have been derived from Natural Earth dataset "Admin 0 - Countries" 1:50M version 4.1.0 (https://www.naturalearthdata.com). Finally, an accompanying text document is included with the data, which provides more details on methodology and a list of all mapped species with related file names, taxonomical delimitation of the mapped species and references used to compile the respective chorological dataset.
DOI: 10.18112/openneuro.ds003944.v1.0.1
title: EEG: First Episode Psychosis vs. Control Resting Task 1
DOI: 10.18112/openneuro.ds003947.v1.0.1
title: EEG: First Episode Psychosis vs. Control Resting Task 2
DOI: 10.18112/openneuro.ds004199.v1.0.5
title: The Bonn Open Presurgery MRI Dataset of people with epilepsy and focal cortical dysplasia type II
DOI: 10.21227/yfwt-wr77
title: ChnSentiCorp

description: This dataset is a large-scale Chinese hotel review data set collected by Tan Songbo.  The corpus size is 10,000 reviews. The corpus is automatically collected and organized from Trip.com.
DOI: 10.4231/r7m32sz3
title: Performance of Reinforced Concrete Buildings in the 2016 Taiwan (Meinong) Earthquake

description: On February 06, 2016, a magnitude 6.7 earthquake occurred in Meinong, Taiwan. After reconnaissance effort conducted on reinforced concrete structures in and around Tainan City and this database contains result of this survey.
DOI: 10.5281/zenodo.10119316
title: Small Angle Neutron Scattering (SANS) virtual experiments at KWS-1

description: Small Angle Neutron Scattering (SANS) virtual experiments at KWS-1, FRM-II dataset. Intended for Machine learning purposes. Data generated by performing simulations in McStas with the SasView small angle scattering form factor models describing the sample interaction. Two parameter spaces are varied sistematically: form factor model parameters and instrument configuration parameters. For more detailed information, read the README.md file of this database.

The database contains 46 SANS form factor models under different instrument configurations. All data is uploaded in hdf5 files, and the corresponding metadata in .csv files. Description of what each instrument configuration means (sample-detector distance, collimation, incident wavelength) and which model is used is contained in the metadata file. 

Each array is the result of the position sensitive detector output in neutron intensity (float values). A Dataset loader for Pytorch may be found in GitHub and is intended for Machine Learning purposes.
DOI: 10.5281/zenodo.10258540
title: SWMF simulation output
DOI: 10.5281/zenodo.2616769
title: Historical PM2.5 dataset across North America

description: This dataset is the estimated long-term (1981-2016) concentrations of ambient fine particulate matter across North America, which combines information from chemical transport modeling, satellite remote sensing, and ground-based monitoring. The estimates included information from updated historical emissions inventories and meteorological data, fine resolution satellite-based estimates of PM<sub>2.5</sub>, and ground-based measurements of PM<sub>2.5</sub>, PM<sub>10</sub> and total suspended particles (TSP) measurements.
description: The data is annual data in HDF5 format. The variable "CorrectedPM2.5" is the concentration of fine particulate matter. The CorrectedPM2.5 variable is 100 times the value we should use. So you need to read them and divided them by 100 in your code. The NetCDF format of the dataset can be accessed via this FTP site: ftp://stetson.phys.dal.ca/jmeng/EST2019_HistoricalPM25/NETCDF/ Contact: Jun Meng (jun.meng@dal.ca)
DOI: 10.5517/cc14jr6m
title: CCDC 1058780: Experimental Crystal Structure Determination

description: Related Article: Ramaiyer Venkatraman, Frank R. Fronczek|2015|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5676/dwd_gpcc/clim_m_v2020_025
title: GPCC Precipitation Climatology Version 2020 at 0.25°: Monthly Land-Surface Precipitation Climatology for Every Month and the Total Year from Rain-Gauges built on GTS-based and Historic Data
title: Globally Gridded Monthly Totals

description: The new Global Precipitation Climatology is focussing on the period 1951-2000 and consists of data from ca. 85,000 stations. The climatology comprises normals collected by WMO (CLINOs), delivered by the countries to GPCC or calculated from time-series of monthly data (with at least 10 complete years of data) available in our data base. In case that time series of sufficient length (more than 40 years) for the period 1951-2000 were not available from a specific station, then climatological normals have also been calculated for 30-year reference periods (i.e. 1931-1960, 1941-1970, 1951-1980, 1961-1990, 1971-2000, 1981-2010 or 1991-2020) with at least 20 years of data. If even this was not possible for a station, then normals have been calculated for shorter periods with at least 10 complete years of data. This climatology is available on a regular latitude/longitude grid with a spatial resolution of 0.25° x 0.25°, 0.5° x 0.5°, 1.0° x 1.0°, and 2.5° x 2.5°. This GPCC product has been developed as a background field, for superposition of an interpolated anomaly field according to the period of interest. All other GPCC products utilize the background fields of the GPCC Climatology to grid the monthly data at the corresponding resolution with the anomaly interpolation method.
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: 10.6073/pasta/01234afb1948f79908bf1892208accd6
title: Alaska 2004 Burns: Growth and survival of tree seedlings in post-fire experimental transplant study across 39 sites

description: This dataset contains measurements of tree seedlings growth for an experimental transplant study started in 2005 at sites that burned in 2004 in interior Alaska. Records are from a set of 39 intensive study sites that were formerly dominated by black spruce along the Steese, Taylor, and Dalton highways. Seedlings were monitored for 10 years, with detailed measurements in 2006, 2008, 2011, 2013, and 2015. Aboveground biomass was harvested in 2011.
DOI: 10.6073/pasta/d9c252935c8037e1edfca65d10905e43
title: Alaska 2004 Burns: Counts of live and dead seedlings of lodgepole pine in a post-fire seeding experiment at 39 sites

description: This dataset contains counts of emerged seedlings of lodgepole pine from seeds sown in an experimental seeding study. The experiment started in 2005 at sites that burned in 2004 in interior Alaska. Records are from a set of 39 intensive study sites that were formerly dominated by black spruce along the Steese, Taylor, and Dalton highways. Seeds were sown in five 50 x 50 cm quadrats at each site in August 2005 and most emerged in early summer 2005. Seedling counts were measured for 6 years, in 2006, 2007 2008, and 2011. All pine seedlings were removed in 2011.
DOI: 10.7275/r5wd3xhs
title: Work-Family Policy Indicators
DOI: 10.15485/2246724
title: Scripts and data associated with a manuscript linking soil and sediment elemental composition with dissolved organic matter chemistry across CONUS

description: This data package provides scripts and geochemical data for a manuscript titled “Linkages between mineral element composition of soils and sediments with hyporheic zone dissolved organic matter chemistry across the contiguous United States” (preprint: doi: 10.22541/essoar.169447343.31694990/v1). This data is associated with the Worldwide Hydrobiogeochemistry Observation Network for Dynamic River Systems (WHONDRS, https://whondrs.pnnl.gov) and is an extension of the Summer 2019 Sampling campaign which crowdsourced samples from rivers and sediment across the continental United States. Data from this study can be found at https://data.ess-dive.lbl.gov/datasets/doi:10.15485/1603775 and https://data.ess-dive.lbl.gov/datasets/doi:10.15485/1729719. The main objective of this manuscript was to couple sediment water extractable dissolved organic matter chemistry, defined by ultra-high resolution mass spectrometry, with localized sediment elemental composition and watershed scale soil elemental characteristics.This data package contains one main folder with four subfolders. The main data folder contains (1) readme; (2) data dictionary (dd); (3) file-level metadata (flmd); (4) an R markdown to reproduce manuscript figures and analyses; (5) a pdf of instructions to reproduce NGS interpolations with ArcGIS software; and (6) a python script to reproduce NGS extrapolations with python. The four subfolders contain files required to reproduce NGS extrapolations include (1) ‘CONUS_boundaries’ containing boundary layers (.shp) for the Continental United States; (2) ‘ngs_project’ containing files (.shp) with point level NGS soil elemental data (Grossman et al., 2004); (3) ‘raster_outputs’ containing the interpolated raster output files for various soil elements; and (4) ‘NGS_Chemistry_Final’ contain final extracted soil elemental data.
DOI: 10.17632/8dfn4m8z29.1
title: Supplemental Data: Approach to the patient with suspected Silver-Russell syndrome

description: Phenotypes of reported CDKN1C, IGF2, HMGA2 and PLAG1 gene defect cases: NH-CSS and other associated clinical features
DOI: 10.4119/unibi/2912671
title: Linear Supervised Transfer Learning Toolbox

description: This Matlab (R) toolbox provides several algorithms to learn a linear mapping from an n-dimensional source space to an m-dimensional target space, such that it makes a classification or clustering model that has been trained in the source space applicable in the target space. The source space model is assumed to be either a vector quantization model (such as learning vector quantizations and variations thereof, neural gas or k-Means) or a (labelled) mixture of Gaussians. The target space may be any vector space, but this toolbox will typically fail if the relationship between source and target space is highly nonlinear. In contrast, this toolbox is particularly effective if the difference between source and target space can be expressed in terms of simple, linear transformations such as rotations and scalings.
DOI: 10.5061/dryad.48r5h.2
title: Data from: Trophic specialisation drives morphological evolution in sea snakes
DOI: 10.5281/zenodo.10952569
title: SQUID oscillations in PbTe nanowire networks

description: This repository contains the raw data and processing codes within the paper "SQUID oscillations in PbTe nanowire networks".
DOI: 10.5281/zenodo.10984397
title: Data for the comparing microbial CUE in POM and MAOM in 25 natural ecosystem sites across China

description: Does microbial carbon use efficiency differ between particulate and mineral-associated soil organic matter? This is a key unsolved question to predict future changes in the carbon pool. Microbial carbon use efficiency is a key parameter in soil carbon models and is assumed to be similar for different soil functional pools with varied organic matter composition and nutrient availability, i.e., particulate organic matter (POM) and mineral-associated organic matter (MAOM). However, empirical studies comparing microbial carbon use efficiency of POM versus MAOM are largely lacking. It is essential to elucidate whether microbial carbon use efficiency differs between POM and MAOM to better inform soil carbon models and to better predict potential variations of soil organic carbon functional pools.

Here we isolated POM versus MAOM from 25 soils from natural forests and grasslands with divergent edaphic properties and compared their microbial carbon use efficiency using incubation with 18O-labeled water. Edaphic properties, organic matter composition, microbial community structures and nutrient availability were measured. 

We do not find a consistent difference in microbial carbon use efficiency of the POM versus MAOM of diverse soils, but highlight potential contrasts in carbon use efficiency between soil pools under strong phosphorus limitation. Such inferences deserve attention under potentially increasing phosphorus limitation induced by nitrogen deposition. These findings provide empirical support for the use of similar microbial carbon use efficiency for POM and MAOM in soil models, which are central metrics and concepts in next-generation models closely related to predictions of carbon cycles under global changes. These results may help improve our understanding of ecological patterns and processes based on soil microbial physiology and different soil functional pools.
DOI: 10.5281/zenodo.11063855
title: Demo data and model weights for "Direct Observation of Atmospheric Turbulence with a Video-rate Wide-field Wavefront Sensor"

description: Demo data and model weights for "Direct Observation of Atmospheric Turbulence with a Video-rate Wide-field Wavefront Sensor". For usage, please refer to https://github.com/freemercury/Widefield_wavefront_sensor.
DOI: 10.5281/zenodo.11063896
title: Raw data for "Direct Observation of Atmospheric Turbulence with a Video-rate Wide-field Wavefront Sensor" (Part. 1)

description: Raw data for "Direct Observation of Atmospheric Turbulence with a Video-rate Wide-field Wavefront Sensor" (Part. 1). For usage, please refer to https://github.com/freemercury/Widefield_wavefront_sensor.
DOI: 10.5285/24c097cf77474644a4b3b17286abcd91
title: ARSF Flight 2012_250 - for RG12_10: Hyperspectral Remote Sensing Measurements

description: Hyperspectral remote sensing measurements using the ARSF Optech Airborne Laser Terrain Mapper 3033 LIDAR, ARSF Specim AISA Eagle, ARSF Specim AISA Hawk and ARSF Rollei Digital Camera instruments onboard the NERC ARSF Dornier Do228-101 D-CALM Aircraft for the ARSF RG12_10 project (flight reference: 2012_250). Data were collected over the Bedford, UK area.
DOI: 10.5285/c1bd61f95443402d8b34a91eeea903e5
title: ARSF Flight 2012_208 - for RG12_10: Hyperspectral Remote Sensing Measurements

description: Hyperspectral remote sensing measurements using the ARSF Optech Airborne Laser Terrain Mapper 3033 LIDAR, ARSF Specim AISA Eagle, ARSF Specim AISA Hawk and ARSF Rollei Digital Camera instruments onboard the NERC ARSF Dornier Do228-101 D-CALM Aircraft for the ARSF RG12_10 project (flight reference: 2012_208). Data were collected over the Milton Keynes, UK area.
DOI: 10.6084/m9.figshare.25135124
title: <i>Cortical Amygdala Consolidates a Socially Transmitted Long-Term Memory</i>

description: Social communication guides decision making that is essential for survival. Social transmission of food preference (STFP) is an ecologically relevant memory paradigm in which an animal learns a desirable food odor from other animals. How food-preference memory is acquired, consolidated, and stored is unclear. Here, we identify a circuit involving the posteromedial nucleus of the cortical amygdala (COApm) as a computational center that integrates social and sensory olfactory inputs for long-term STFP memory consolidation. Blocking synaptic signaling by the COApm circuit selectively abolished STFP memory consolidation without impairing memory acquisition, storage, or recall. STFP memory consolidation by the COApm depended on synaptic inputs from the accessory olfactory bulb and synaptic outputs to the anterior olfactory nucleus and required protein synthesis, suggesting a gene expression mechanism. Deep single-cell and spatial transcriptomics revealed robust but distinct gene expression signatures induced by STFP memory formation in the COApm consistent with synapse restructuring. Our data thus define a neural circuit for consolidation of a socially communicated long-term memory, thereby mechanistically distinguishing protein synthesis-dependent memory consolidation from memory acquisition, storage, or retrieval.
DOI: 10.1594/pangaea.963891
title: Modeled freeze-on rates at Jutulstraumen Glacier onset (East Antarctica)

description: Understanding the material properties and physical conditions of basal ice is crucial for a comprehensive understanding of Antarctic ice-sheet dynamics. Yet, direct data are sparse and difficult to acquire, necessitating geophysical data for analysis. Here, we employed high-resolution ultra-wideband radar to map high-backscatter zones near the glacier bed within East Antarctica's Jutulstraumen drainage basin. Our results revealed that the basal ice in an area of ~ 10,000 square kilometers is composed of along-flow oriented sediment-laden basal ice units connected to the basal substrate, extending up to several hundred meters of thickness. Three-dimensional thermomechanical modeling suggests these units formed via basal freeze-on of subglacial water originating further upstream. Our findings suggest that basal freeze-on, and the entrainment and transport of subglacial material play a significant role for an accurate representation of material, physical, and rheological properties of the Antarctic ice sheet's basal ice, ultimately enhancing the accuracy and reliability of ice-sheet modeling.Here, we publish the outputs of our three-dimensional thermomechanical modeling.
description: Steady 3D Thermomechanical Ice Model outputs for the upstream region of the Jutulstraumen catchment:1. NetCDF files containing the following outputs:- AccThick: accumulated basal ice thickness in meters- Gflux: geothermal heat flux used in Watt per square meter- InDomain: mask indicating which grid cells were in the active part of the model domain- MeltRate: basal melt rate in meters per year (negative values represent freeze-on)- MeltRate_englacial: integrated englacial melt rate in meters per year- RelTemp: basal temperature relative to the pressure-dependent melting point, in degrees C or K- StrainHeat_basal: basal strain heating in Watt per square meter- StrainHeat_englacial: vertically integrated englacial strain heating in Watt per square meter- TemperateLayerThickness: thickness of temperate layer in meters2. Plots showing all outputs
DOI: 10.5281/zenodo.10370912
title: Data for the article "Tidal heating in a subsurface magma ocean on Io revisited"

description: The data files for the figures in the article "Tidal heating in a subsurface magma ocean on Io revisited". The structure of the files are given in the first row of each file. The file "figure2.dat" only consists of the data for Figure 2a, where Figure 2b andFiguresFigurec are part of Figure 1is.
DOI: 10.5281/zenodo.11071397
title: Raw data for "Direct Observation of Atmospheric Turbulence with a Video-rate Wide-field Wavefront Sensor" (Part. 2)

description: Raw data for "Direct Observation of Atmospheric Turbulence with a Video-rate Wide-field Wavefront Sensor" (Part. 2). For usage, please refer to https://github.com/freemercury/Widefield_wavefront_sensor.
DOI: 10.5281/zenodo.11095684
title: Beam-driven Electron Cyclotron Harmonic and Electron Acoustic Waves as Seen in Particle-In-Cell Simulations

description: Data repository for ``Beam-driven Electron Cyclotron Harmonic and Electron Acoustic Waves as Seen in Particle-In-Cell Simulations''.  This repository contains particle-in-cell simulations of beam-driven electron cyclotron harmonic and whistler-mode waves.
DOI: 10.5281/zenodo.11194603
title: An index description of the general characteristics of thermospheric density based on the Two-Line-Element datasets and the Spectral Whitening Method

description: Data and code used in "An index description of the general characteristics of thermospheric density based on the Two-Line-Element datasets and the Spectral Whitening Method"
DOI: 10.5281/zenodo.12509435
title: Random Hierarchy Model

description: Code for the paper "How Deep Neural Networks Learn Compositional Data: The Random Hierarchy Model", preprint available here: arXiv:2307.02129.
DOI: 10.5281/zenodo.12519223
title: bioRxiv and medRxiv 2023 user survey

description: This dataset presents the anonymized results of the 2023 bioRxiv and medRxiv user survey, which received responses from 7135 participants. Conducted between October 25th and December 19th, 2023, the survey aimed to understand community usage of the preprint servers, with a focus on improving service delivery and functionality. To protect respondent anonymity, all free-text entries have been removed from the dataset.
DOI: 10.5281/zenodo.3958956
title: Brazil STAR Project Surveys

description: To evaluate the determinants of household cooking fuel choice in Amazon riverside communities, a cross-sectional study was conducted in 14 riverside communities (593 households) located on the Rio Negro, Amazonas, Brazil. These GPS coordinates of the communities can be found in the surveys. The study was conducted over 9 weeks between April and June 2017. Two surveys were deployed in each of the 14 communities. One survey targeted individual households, whilst the second focused on the community as a whole. The households survey included open- and close-ended questions based on the World Bank guidelines for questionnaire design for household energy use from living standards measurement studies. One purpose of the household survey was to obtain data about their socio-demographic data such as income, education, house occupancy, house ownership, kitchen types, their choice of cooking fuels, their energy usage data, as well as their energy needs and aspirations.
description: The code for the published analysis and the methodology is also available.
DOI: 10.5281/zenodo.8376769
title: Ceraunius Fossae and Tractus Fossae Collapse Feature Catalogue

description: Catalogue of all collapse features mapped in Ceraunius Fossae and Tractus Fossae, Mars, in shapefile format. Features are mapped on Context Camera (CTX) images, within the Tanaka et al. (2014) unit boundary outlines.
description: {"references": ["Tanaka, K. L., Skinner Jr., J. A., Dohm, J. M., Irwin, III, R. P., Kolb, E. J., Fortezzo, C. M., Platz, T., Michael, G. G., & Hare, T. M. (2014). Geologic Map of Mars (Scientific Investigations Map) [Scientific Investigations Map]."]}