cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/263hnk2248
title: Soil macrofauna and earthworm communities in Araucaria forests

description: A dataset of soil macrofauna and earthworm communities found in Brazilian Araucaria forests (native Ombrophylous mixed forest and Araucaria angustifolia plantations) was constructed using literature published up to December 2020 on the topic. Studies that evaluated soil macrofauna populations or that collected earthworm in these forests were searched in online databases. Non-indexed journals, book chapters, and conference proceedings were also considered, thus expanding the search.
Data on soil, environmental and macrofauna variables were extracted from 13 publications, while data on earthworm populations with or without species identification were extracted from 23 publications. The dataset on macrofauna presents data from 31 sites, including 12 sampling-related variables, 13 climate and vegetation/management-related environmental variables, and 81 soil fauna-related variables and 35 soil-related variables. The earthworm dataset presents data from 50 sites, including 7 sampling-related variables, 4 climate-related variables, 3 vegetation-related variables and 9 earthworm and sampling-related variables. However, some publications provided only means for several sites with similar vegetation type, and for several sampling dates.
Total macrofauna density ranged from 119 to 2,231 ind./m2 in native Araucaria forests and from 364 to 1,641 ind./m2 in the A. angustifolia plantations, although mean density in both forests was not significantly different (802 and 760 ind./m2, respectively). Total group richness, on the other hand was significantly lower in the native forest (12 groups) than the Araucaria plantations (19 groups), though the number of plantations was much lower (8) than the forests (23). The most abundant macrofauna taxa were ants (25-27% of total), termites (26-31% total) and beetles (15-18% total). Soil macrofauna biomass was measured at only 3 sites (2 studies).
Earthworm density ranged from 0 to 130 ind./m2 in the native forests and from 0 to 285 ind./m2 in the Araucaria plantations. Mean abundance was significantly lower in the native forests (31 ind./m2) than the plantations (68 ind./m2). Overall, 30 earthworm species were found, of which 26 were native and seven exotic/peregrine in the native forests and 12 native and six exotic/peregrine in the plantations. On average, 1.8 species were found per site in native forests, and 2.1 in the plantations, of which at least one was a native species in both forest types. About 50% of the native species found probably represent new, still undescribed species. Earthworm biomass was measured in only 16 sites (5 studies). 
This dataset is associated with a book chapter entitled “Fauna edáfica e epiedáfica em Florestas com Araucária” by the same authors, in the book “Araucária: pesquisa e desenvolvimento no sistema cooperativo e integrado da Embrapa”, edited by V.A. Sousa, E. Fritzsons, A.V. Aguiar, and J.E. Pinto Jr., and published in 2021/2022 by Embrapa (Brazil).
DOI: 10.17632/87w46mkrhr
title: Energy and/or power sector projects in sub-Saharan Africa financed through the World Bank from 1947 to 2020

description: The data presented here was obtained from the World Bank official website. It shows data from 1947 to July 2020. The data available in this dataset shows: Project ID, Region/Continent, Country, Lending Stream, Project Status, Project Name, Approval Date, Month Approved Project, Closing Date, IBRD Commitment Amount, IDA Commitment Amount, Total Project Amount, Grant Amount, Borrower, Implementing Agency and Project URL Limitations: The data usually shows a lump sum of funds for combined projects that are not entirely for power or energy development. It is cumbersome to calculate the amount spent on energy and power for such projects. However, this component breakdown can be found by following the project URL to it's landing page where the component for energy or power will be stated as a percentage. This data was obtained using a python code that web scrapped the World Bank projects page. It might have some errors so caution when use is advised.
DOI: 10.6084/m9.figshare.17304221.v2
title: Solar and wind power data from the Chinese State Grid Renewable Energy Generation Forecasting Competition

description: Two years (2019, 2020) on-site data with time granularity of 15 minutes of six wind farms and eight solar stations in China was recorded, which includes weather conditions and power generation information.
DOI: 10.6084/m9.figshare.19246167.v6
title: dataset

description: The subset1 was created by digitizing and curating the seminal report of Amerine and Winkler (1944), which provided grape harvest dates (GHDs), the quality of musts and wines, and wine tasting notes for 148 cultivars from 1935-1941 across five contrasting climatic regions of California. To put this dataset into a climate change context, we collected GHDs and must<sup> </sup>sugar content (<sup>o</sup>Brix) records from 1991 to 2018 for four representative cultivars in one of the five studied regions (Napa) in subset2. Finally, we integrated meteorological data of the five regions during 1911-2018 and calculated bioclimatic indices important for grape in subset3. The resulting database is unique and valuable for assessing the fitness between cultivars across environments in order to mitigate the effects of climate change.
DOI: 10.6084/m9.figshare.6210392.v1
title: Increasing the detail of land use/cover data for Europe by combining heterogeneous data sets

description: Data on land use and land cover (LULC) are a vital input for policy-relevant research, such as modelling of the human population, socioeconomic activities, transportation, environment, and their interactions. In Europe, CORINE Land Cover has been the only data set covering the entire continent consistently, but with rather limited spatial detail. Other data sets have provided much better detail, but either have covered only a fraction of Europe (e.g. Urban Atlas) or have been thematically restricted (e.g. Copernicus High Resolution Layers). In this study, we processed and combined diverse LULC data to create a harmonised, ready-to-use map covering 41 countries. By doing so, we increased the spatial detail (from 25 to one hectare) and the thematic detail (by seven additional LULC classes) compared to the CORINE Land Cover. Importantly, we decomposed the class ‘Industrial and commercial units’ into ‘Production facilities’, ‘Commercial/service facilities’ and ‘Public facilities’ using machine learning to exploit a large database of points of interest. The overall accuracy of this thematic breakdown was 74%, despite the confusion between the production and commercial land uses, often attributable to noisy training data or mixed land uses. Lessons learnt from this exercise are discussed, and further research direction is proposed.
DOI: 10.17632/9b3kdwwkvv
title: Integrated Laycan and Berth Allocation Problem with ship stability and conveyor routing constraints in bulk ports: Data sets and results

description: This data includes:
- tide and time tables;
- test instances and results.
DOI: 10.17632/ggb454f3d5
title: Submicrometric_Li_particles_EPR

description: Monitoring metallic sub-micrometric lithium structures in Li-ion batteries by in situ electron paramagnetic resonance correlated spectroscopy and imaging
DOI: 10.6084/m9.figshare.1460736.v1
title: Example BAM file

description: This is a subset of the reads aligning to the first 100kb of the chromosome 1 of from sample Col0_C1 of experiment MTAB-3279 (http://www.ebi.ac.uk/arrayexpress/experiments/E-MTAB-3279). Full data can be found here: http://www.ebi.ac.uk/arrayexpress/files/E-MTAB-3279/E-MTAB-3279.Col0_C1.snp.concordant_uniq.sorted.bam The corresponding SAM file can be found here: http://figshare.com/articles/Example_SAM_file/1460716
DOI: 10.6084/m9.figshare.29206564.v1
title: Additional file 9 of Temporally resolved single-cell RNA sequencing reveals protective and pathological responses during herpes simplex virus CNS infection

description: Table S1: GeoMx: Overview of ROI selections and raw count.
DOI: 10.17637/rh.7499417.v1
title: Depleted YbTO

description: Crystal structure of oxygen-depleted ytterbium titanate
DOI: 10.6084/m9.figshare.24637539.v1
title: 4 Oct to 11 Oct (fpqo format).zip

description: raw data for 4 Oct to 11 Oct period in fpqo format.
DOI: 10.17632/b5c4pdv7bs
title: Data for: Archean And Paleoproterozoic Crustal Evolution and evidence for cryptic Paleoarchean-Hadean sources of the NW São Francisco Craton, Brazil: Lithochemistry, Geochronology And Isotope Systematics Of The Cristalândia Do Piauí Block

description: This dataset comprises all data used in this article. Providing: Geochronological analysis (U-Pb) Isotope analysis (Lu-hf; Sm-Nd) Lithochemistry analysis Correlation Terranes in the São Francisco Craton
DOI: 10.17632/vp5gjk7x8s
title: Data for: Incidence, characteristics and long-term outcome of adult patients with diabetic ketoacidosis: a prospective prognosis cohort study in an emergency department
DOI: 10.6084/m9.figshare.3519869.v1
title: Supplement 2. Simplified R script file illustrating the calibration of the dry spectra PLSR models and associated uncertainty analysis.

description: File List PLSR_Modeling.R (md5: 5d2d52dc59ca769a02d54b1b94cf6f40) Description PLSR_Modeling.R contains example R code illustrating the initial calibration of the partial least-squares regression (PLSR) models as well as the associated model validation and uncertainty analyses.
DOI: 10.6084/m9.figshare.14213501.v1
title: Métricas de evaluación de los modelos

description: Métricas de evaluación de los modelos
DOI: 10.17632/xx4459dbr7
title: Data for: OPTIMISATION OF PCR-BASED TYLCV MOLECULAR MARKERS BY RESPONSE SURFACE METHODOLOGY

description: Statistical Analysis of the Response Surface Methodology
DOI: 10.6084/m9.figshare.14936016.v1
title: Annual cummulative storage of dams

description: The data is the cumulative stprage capacity of dams built on the Yellow River each year. Original data including the year when dam was constructed and completed, and the corresponding reservoir storage capacity and location was obtained from the Yellow River Conservancy Commission.<br>
DOI: 10.6084/m9.figshare.28924526.v1
title: Wendt & Nandke et al. 2025 gcb R code.txt

description: R code for creating a PCA, a backward selected multiple linear regression model, a correlation plot and and mlvr with predefined coefficients
DOI: 10.17632/f8bjtty9rf
title: Data for: Governance of Marine Aquaculture: Pitfalls, Potential, and Pathways Forward

description: - "supplementary_data.xlsx" contains all of the variables used in our analysis and case study data - "FAO_CodeOfConductAqua2017_clean.csv" contains the cleaned and aggregated responses from the 2017 FAO questionnaire used in this study (title "REGIONAL STATISTICAL ANALYSIS OF RESPONSES BY FAO MEMBERS, REGIONAL FISHERIES BODIES AND AQUACULTURE NETWORKS TO THE 2017 QUESTIONNAIRE ON THE CODE OF CONDUCT FOR RESPONSIBLE FISHERIES IMPLEMENTATION IN AQUACULTURE")
DOI: 10.17632/sb3krknjv4
title: Probabilistic Markov Model to Estimate Survival following FEVAR versus Observation in Patients with Limited Life Expectancy

description: We aimed to develop a probabilistic Markov model comparing patient survival following fenestrated endovascular aneurysm repair (FEVAR) and observation of complex abdominal aortic aneurysms (cAAA). We focused on patients with limited life expectancy who may not derive survival benefit from FEVAR relative to observation.

This repository contains:
1. An Excel file named "Model" with the probabilistic Markov model and its Visual Basic script (software code).
2. A word document named "Model Description" to guide the reader in interpreting and/or running the Markov model.
3. A word document named "References" to list references used for model parameters.
DOI: 10.6084/m9.figshare.13315421.v1
title: SDSU Fanfiction Creator Survey 2020 minus free text responses

description: Results of the August 27 - November 1, 2020 SDSU Fanfiction Creator Survey. Participants were asked about personal preferences for fanfiction:<br> tagging and metadata, <br>search & discovery,<br>and platform functionality<br>
DOI: 10.6084/m9.figshare.20088230.v1
title: Global_IGBP_LULC_projection_dataset_under_eight_SSPs-RCPs.zip

description: Global future land use land cover data projected based on MODIS LC product and LUH2 under eight SSP-RCPs (2015-2100), every five yeas
DOI: 10.6084/m9.figshare.21565539.v1
title: Sample N, V, T data for a 3D printer

description: this is sample data obtained from a 3D printer machine for its Noise, Vibration and Temprature of Nozzle
DOI: 10.6084/m9.figshare.21803304.v1
title: Authentically damaged film scans

description: Damaged scans of 35mm film of a variety of colour emulsions, including slides and negatives. Damage includes dust, scratches, hairs, and specks. <br> All 44 scans contributed by d@analog.cafe.
DOI: 10.6084/m9.figshare.8156624.v3
title: Kaloko-Honokōhau National Historical Park (KAHO) | Park and Neighborhood Characteristics

description: This repository contains park and neighborhood data on Kaloko-Honokōhau National Historical Park (KAHO) in support of the NSF-funded project on Sustainability and Safety in the Pacific West Region National Parks.Internal park data include trail and roads within park boundary as well as yearly data on visitation and staffing for 2003-2013.Neighborhood data include census demographics, county crime, roads, parcel ownership, and land cover.Details provided in NPS PWR Crime Metadata.pdf.
DOI: 10.15468/dl.35c9e5
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Petalostemon candidus (Willd.) Michx.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 19 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013095-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/447sm2rwrk
title: Entanglement and count data for Steller sea lions and California sea lions in northwest Washington

description: Steller and California sea lions in northwest Washington were counted and monitored for entanglements from 2010 through 2018 to determine population trends and temporal and spatial patterns of entanglement rates for the two species. The collection of count data and the majority of monitoring of entanglements occurred at four major sea lion haulout complexes: Tatoosh Island, Bodelteh Islands, Carroll Island, and Sea Lion Rock. We conducted counts with the aid of 8x40 and 7x50 binoculars. We photographed each sea lion with evidence of entanglement using a digital SLR camera with powerful zoom lens of either 70-300 mm or 100-400 mm. Some entanglements were observed and recorded at minor haulouts outside of the four complexes and were recorded for purposes of characterizing the temporal patterns of what type of debris causes entanglements. After surveys, we processed photographs to determine characteristics of each entanglement event. Our first step was to evaluate if our photographs were of sufficient quality for subsequent analyses. If the photos were not, we often relied on field notes to record details on the entanglement. For each suitable photograph of an entanglement, we recorded the species of sea lion entangled and whether the entanglement was active or was a scar from a previous entanglement. For active entanglements, we recorded what type of debris caused the entanglement into twelve categories: fishing lure, flasher, gillnet, longline, monofilament, net, packing band, rope, rubber band, scar, trawl net, unknown. Last, we determined the sex and age of each entangled individual to allow analyses to determine if there were patterns in the type of marine debris that affected sea lions of different age, sex, and species.
DOI: 10.17632/7k3jk7k9j2
title: Data for: DropletSMOKE: a comprehensive multiphase CFD framework for the evaporation of multidimensional fuel droplets

description: OpenFOAM code of the DropletSMOKE solver, written in C++
DOI: 10.17632/x95yvmj8c2
title: Digitalization in Mexican enterprises

description: Analysis of the degree of digitalization of SMEs in Mexico
DOI: 10.6084/m9.figshare.11796114.v1
title: table.xlsx

description: <b>Table-1</b> Properties of soil and geomaterials used for the study
DOI: 10.6084/m9.figshare.22219040.v1
title: Proteotranscriptomic data from You are what you eat—ecological niche and microhabitat influence venom activity and composition in aquatic bugs

description: Supplement table showing detailed information on the proteotranscriptomic identification of venom candidate proteins for each species
DOI: 10.6084/m9.figshare.24265717.v1
title: ECG_sepsis.xlsx

description: This database is created to enable community-based sepsis detection research. It is a subset of MIMIC-III Waveform Database Matched Subset. Sepsis onset is calculated based on Sepsis-3 criteria. Total of 447 patients are included. Further details can be found in our research paper or description file.If you use the annotations, please cite the following paper:..Details about MIMIC III matched subset can be found at Physionet.https://physionet.org/content/mimic3wdb-matched/1.0/<br><br>
DOI: 10.17632/dg2rt3vfty
title: CrossPerformancePowerPrediction

description: We have collected performance and power datasets for 6 benchmark applications; mser, tracking, svm and stitch from SD-VBS benchmark and sha and dijkstra from MiBench benchmark from simulation systems built-in Gem5 simulator with emulation mode as well as from physical systems. Simulation Systems Performance and Power Dataset: We have built 475 simulation systems in the Gem5 simulator using emulation mode by collecting nine hardware features cpu clock speed, instriction-set-architecture (ISA), cores, L1 cache size, L2 cache size, L3 cache size, memory type, memory access speed and memory size from real systems available in the market today. We have executed each of the 6 benchmark applications on each of the 475 simulation systems to collect actual runtime along with hardware features. We have utilized the McPAT to collect power consumption for each application execution on Gem5 simulation systems. The hardware features, performance (Runtime) and Power is available in files /benchmark_algo/%application%/%application%_power.csv e.g. for mser it is available at benchmark_algo/mser/mser_power.csv, etc. Physical Systems Performance and Power Dataset: We have selected 4 physical systems for our cross performance power prediction experiments. We first have collected hardware feature values from each of the four systems using the dmidecode utility. We have modified each of the 6 benchmark applications' source code to integrate PAPI-API to collect power consumption. PAPI-API uses Intel's RAPL to read machine status registers (MSRs) to collect power consumption. We have executed modified versions of each benchmark application on each physical system to collect runtime and power consumption from benchmark logs. The hardware features, performance (Runtime) and Power are available in files /benchmark_algo/%application%/%application%_power_lab.csv e.g. for mser it is available at benchmark_algo/mser/mser_power_lab.csv, etc. Performance and Power Dataset from Gem5 Systems with Hardware Features of Physical Systems: For validation purposes, we have to build Gem5 systems with identical hardware feature values as the physical systems. We have collected performance power for each benchmark application by executing each of these systems. The files /benchmark_algo/%application%/Gem5LabSystemConfigs.csv under each application folder consists of performance (runtime) and power for the Gem5 systems with features of physical systems.
DOI: 10.26180/12770210.v1
title: BR_EDA01_data

description: Raw and preprocessed electrophysiological and behavioural datasets. See accompanying<i> BR_EDA01_code </i>software collection for analysis pipeline and materials.<br>Part of Collection: Corcoran, Macefield, & Hohwy, (2021). <i>Be still my heart: Cardiac regulation as a mode of uncertainty reduction</i>. doi: https://doi.org/10.26180/c.5084189
DOI: 10.17632/h5x4yztx4v
title: Single-cell landscape of peripheral immune responses to fatal SFTS

description: Severe fever with thrombocytopenia syndrome (SFTS) is an emerging infectious disease with high fatality. Poor prognosis of SFTS has been associated with dysregulated host immunity, however, the immune patterns associated with pathophysiology involving in SFTS exacerbation remains unclear. Here we show the single-cell landscape of peripheral immune responses is reprogrammed in SFTS and characterized by monocyte shift to intermediate type along with complement activation, perturbation of plasmablasts composition, and highly exhausted T cells, all are correlated with lethal consequences. We identify the overexpression of interferon-stimulated genes across most immune cell types post SFTSV infection, which are simultaneously related to older age, high viremia and hyper-inflammation response. A retrospectively clinical study revealed no efficiency of IFN-α in treating SFTS. These data collectively support the intermediate monocytes and IFN-I-inducible plasmablasts to be major targets for SFTSV infection, and propose the pivotal role of IFN-I response in exacerbating hyper-inflammation and lethal SFTS.
DOI: 10.17632/xbzw29tjz4
title: Dataset for: Identification of the Dominant Recombination Process for Perovskite Solar Cells Based on Machine Learning

description: Code and data used in the publication "Identification of the Dominant Recombination Process for Perovskite Solar Cells Based on Machine Learning" The dataset saved in the .csv files "balanced_dataset.csv" consist of over 10<sup>6</sup> simulated perovskite solar cells with their performance (V<sub>OC</sub>,J<sub>SC</sub> and FF) at (0.1,0.18,032,0.56,1) sun illuminations as well as the ideality factor (n) . This dataset was built using drift-diffusion open-source code SIMsalabim. (https://github.com/kostergroup/SIMsalabim)
DOI: 10.6084/m9.figshare.20747698.v3
title: Redox and spectral properties of substituted chlorophylls

description: Data for all computations described in: <br> Pedro J. Silva, Maria Osswald-Claro and Rosário Castro Mendonça (2022) "<strong>How to tune the absorption spectrum of chlorophylls to enable better use of the available solar spectrum." </strong> PeerJ Pysical Chemistry, 4:e26
DOI: 10.6084/m9.figshare.24616050.v4
title: NPKGRIDS

description: We distribute in NPKGRIDS 173 georeferenced files in the NetCDF format (.NC), each reporting the crop-specific application rate of N, P2O5, and K2O fertilizers. The NC files contain the application rate in kg/ha-crop, the data quality, and the source data of the crop-nutrient pair. The geographic domain has a bounding box of (-180W, 180E) in longitude and (-90S, 90N) in latitude at a resolution of 0.05 degree per grid cell (i.e., ~5.55 km at the equator). All variables use the WGS84 coordinate system (Table 1). The 173 crop types have the same names as in Monfreda et al., (2008) but exclude coir and gums.
DOI: 10.6084/m9.figshare.25742946.v1
title: GBM5K CRISPR Screen Data

description: CRISPR-Cas9 knockout fitness screens in Glioblastoma Stem Cells using GBM5K gRNA library