cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/vx93gm8zgb
title: Accumulative allocation of water rights in the Atacama Desert (Antofagasta Region, Chile), 1905-2018

description: This dataset describes the accumulated allocation of water rights (L/s) in the Antofagasta Region (Chile) between 1905 and 2018 (Loa River and Atacama Salt Flat basins). The file contains two sheets. The first one ("Data") describes the accumulated water flow for each year according to 16 variables represented in different columns. These variables are explained in the second sheet ("Metadata"). The dataset allows the reader to characterize the process of allocation of water rights in the study area.
DOI: 10.6084/m9.figshare.11341844.v1
title: Supplementary Materials(Data of IEEE 33-bus and 123-bus test systems)

description: Bus and branch data for IEEE 33-bus and 123-bus test systems.
DOI: 10.6084/m9.figshare.14241812.v1
title: C3D files

description: Walking data in *.c3d format.
DOI: 10.6084/m9.figshare.25913254.v1
title: Pervasive impact of spatial dependence on predictability: An analysis in both the geographic space and the attribute space

description: The codes and data for the submitted manuscript to PNAS:Pervasive impact of spatial dependence on predictability: An analysis in both the geographic space and the attribute space
DOI: 10.6084/m9.figshare.29148284.v1
title: Biomass Distribution at Heading Stage of Early Rice in Sanya City from 2019 to 2024

description: Based on the planting area distribution of early rice in Sanya from 2019 to 2024, the biomass density at heading stage was estimated. Our team created a Dynamic Growth Period Unification (DGU) algorithm: Based on the objective law that NDVI of rice heading stage reaches the maximum value in the whole growth period, the change trend of rice NDVI in satellite remote sensing images of the study area is analyzed and the corresponding time range of rice heading stage is extracted. This method solves the problem of inaccurate prediction of large-scale spatial rice biomass due to the difference of crop rotation time in farmers' planting patterns and different growth stages of rice varieties. Then, Sentinel-1 radar data and Sentinel-2 optical data of the corresponding time period were obtained according to this time range, and the radar data, optical data and texture information were input into four machine learning algorithms, namely random forest, support vector machine, gradient lifting decision tree and BP neural network, to develop a rice biomass density estimation model. The results show that: The random forest algorithm performed best in the prediction task of rice biomass density. Its coefficient of determination R2 was 0.746, root mean square error (RMSE) was 290.531 g/m², Bias was 6.766 g/m², and relative root mean square error (RRMSE) was 23.850%. The Bias% was 0.555%. The results showed that the biomass density of rice in Sanya fluctuated in different years and regions. The average biomass density fluctuated between 1142.218 g/m² and 1177.410 g/m², and the total biomass fluctuated between 21120.266 tons and 28696.107 tons. The average biomass density in Yazhou district fluctuated between 1143.687 g/m² and 1167.343 g/m², and the total biomass fluctuated between 7845.106 tons and 12082.793 tons. The average biomass density fluctuated between 1149.634 g/m² and 1194.170 g/m², and the total biomass fluctuated between 6710.375 tons and 10139.757 tons. The average biomass density in Jiyang District fluctuated between 1159.411 g/m² -1227.457 g/m², and the total biomass fluctuated between 1797.002 tons and 2757.501 tons. The average biomass density of Haitang district fluctuated between 1114.167 g/m² -1184.708 g/m², and the total biomass fluctuated between 3717.419 tons and 5421.217 tons.
DOI: 10.6084/m9.figshare.25897453.v1
title: BAM files and outputs from NAGATA, StringTie2, Bambu, and Isoquant, Figure 6, NAGATA

description: BAM files and associated inputs used to generate data shown in Figure 6 of NAGATA manuscript. Outputs from NAGATA are also included
DOI: 10.6084/m9.figshare.6040682.v3
title: E-prime raw data of each participant + res global (all participants)

description: You have in each file, accuracy and reaction times of each participant for all trials (in .edat2).There is also a .csv with the results of all participants.
DOI: 10.17632/4rjw5scmk8
title: SAVI
DOI: 10.6084/m9.figshare.3561015.v1
title: Appendix F. List of bird species that form the studied interaction networks.

description: List of bird species that form the studied interaction networks.
DOI: 10.6084/m9.figshare.3561927.v1
title: Appendix A. Table identifying the Phragmites australis patches included in this study, and their continent of origin, haplotype, latitude, longitude, and area.

description: Table identifying the Phragmites australis patches included in this study, and their continent of origin, haplotype, latitude, longitude, and area.
DOI: 10.6084/m9.figshare.8184428.v1
title: Materials Science Named Entity Recognition: train/development/test sets

description: Training, development and test sets for supervised named entity recognition for materials science. The data is labelled using the IOB annotation scheme. There exist 7 entity tags: material (MAT), sample descriptor (DSC), symmetry/phase label (SPL), property (PRO), application (APL), synthesis method (SMT), and characterization method (CMT), along with the outside tag (O).<br>The data consists of 800 hand-labelled materials science abstracts. The data has an 80-10-10 split, giving 640 abstracts in the training set, 80 in the development set, and 80 in the test set.<br><br>
DOI: 10.6084/m9.figshare.12628082.v1
title: Visions of time in geospatial ontologies from Indigenous peoples: A case study with the Eastern Cree in Northern Quebec

description: This dataset supports a study discussed in the manuscript entitled "Visions of time in geospatial ontologies from Indigenous peoples: A case study with the Eastern Cree in Northern Quebec". The document includes Nvivo codes, examples of references, and examples of stories extracted from interviews.
DOI: 10.6084/m9.figshare.20647962.v1
title: Data from Alaniz et al. (2022) Analyzing the spatio-temporal patterns of forests carbon sink and sources between 2000 to 2019. Earths Future.

description: We provide the total carbon balance for the complete period expresed on Mg C ha in .tiff format, this raster is scaled per 0.1 (filename = total_balance_alaniz.tif). Aditionally, we provide the uncertainty estimation in ± Mg C ha for the total estimation per pixel in .tiff format, this ratser is scaled per 0.01 (filename = uncertainty_alaniz.tif). The projection system for both rasters is CGS_WGS_1984. Both rasters corresponds to the information provided in the Figure 1 of the corresponding manuscript. We also provide all the tables with the supplementary data of the manuscript in excel format, and a pdf with the respective description of each table.
DOI: 10.6084/m9.figshare.22707676.v1
title: The sequence of mobile genetic elements (MGEs)

description: The sequences of integrases and transposases were constructed using NCBI reference sequences. The insertion sequence (ISs) elements were aquired from ISfinder database.
DOI: 10.6084/m9.figshare.26114212.v1
title: Probiotic Bifidobacterium animalis ssp. lactis Probio-M8 improves the fermentation and probiotic properties of fermented milk

description: Probiotics are increasingly used as starter cultures to produce fermented dairy products; however, few studies have investigated the role of probiotics in milk fermentation metabolism. The current study aimed to investigate whether adding <i>Bifidobacterium animalis</i> ssp. <i>lactis</i> Probio-M8 (Probio-M8) as a starter culture strain could improve milk fermentation by comparing the physico-chemical characteristics and metabolomes of fermented milks produced by a commercial starter culture with and without Probio-M8. Our results showed that adding Probio-M8 shortened the milk fermentation time and improved the fermented milk texture and stability. Metabolomics analyses revealed that adding Probio-M8 affected mostly organic acid, amino acid, and fatty acid metabolism in milk fermentation. Targeted quantitative analyses revealed significant increases in various metabolites related to the sensory quality, nutritive value, and health benefits of the probiotic fermented milk, including five organic acids (acetic acid, lactic acid, citric acid, succinic acid, and tartaric acid), five essential amino acids (valine, arginine, leucine, isoleucine, and lysine), glutamic acid, and two essential fatty acids (α-linolenic acid and docosahexaenoic acid). Thus, applying probiotics in milk fermentation is desirable. This study has generated useful information for developing novel functional dairy products.
DOI: 10.6084/m9.figshare.26242250.v4
title: Supplementary materials for article "Structure of Genes Encoding Oxidosqualene Cyclases – Key Enzymes of Biosynthesis Triterpenoids, from Sea Cucumber <i>Eupentacta</i> <i>fraudatrix"</i>

description: Supplementary materials for article "Structure of Genes Encoding Oxidosqualene Cyclases – Key Enzymes of Biosynthesis Triterpenoids, from Sea Cucumber <i>Eupentacta</i> <i>fraudatrix"</i>
DOI: 10.6084/m9.figshare.5477932.v2
title: Personality traits in companion dogs—Results from the VIDOPET

description: This database contains the raw data of the Vienna Dog Personality Test (VIDOPET) performed on 217 pet border collies. The test consists of 15 situations, the dogs’ behaviour during the test was evaluated using both video coding and video rating methods, and additionally the participating owners filled in a personality questionnaire about their dogs. The coded data were subjected to a two-step data reduction procedure (principal component analysis on each subtest followed by an exploratory factor analysis on the subtest components), which yielded five factors: Sociability-obedience, Activity-independence, Novelty seeking, Problem orientation, and Frustration tolerance. The reliability analyses of these factors included assessment of internal consistency, intra-observer, inter-observer, and test-retest reliability, as well as reliability between experimenters and test locations. The construct validity of the test was investigated by analysing the correlations between the results of the video coding, video rating, and the owners’ questionnaire assessment.
DOI: 10.6084/m9.figshare.20021894.v1
title: Apraxia and speech production: effects of verbal relations' strengthening

description: The present study reports the effect of strengthening reading relations and the effect of transferring stimulus control on speech production in a child with speech apraxia. We used the program "Aprendendo a Ler e a Escrever em Pequenos Passos(r)." The activities were performed twice per week for a total of twenty-two 30-min sessions. The results indicated an increase in correct responses in the subject's speech production when presented with different stimuli. The findings corroborate previous studies that reported speech improvements through equivalence relations. The data demonstrate the benefits of strengthening reading and writing networks.
DOI: 10.6084/m9.figshare.23995722.v1
title: Dataset2_test.tsv

description: This file contains the testing protein sequences for Dataset2
DOI: 10.6084/m9.figshare.24091637.v1
title: Additional file 1 of Out of balance: conflicts of interest persist in food chemicals determined to be generally recognized as safe

description: Supplementary Material 1
DOI: 10.6084/m9.figshare.28924655.v1
title: Love exe. My Robot Bae & Me

description: This zine explores the rise of AI romantic partners through a humorous yet critical lens, examining how love, intimacy, and emotional connection are being redefined by artificial intelligence. Drawing on psychology, anthropology, and design justice principles, it unpacks the benefits (companionship, accessibility, therapy) and the drawbacks (social isolation, data exploitation, ethical concerns) of AI dating. Through playful storytelling, infographics, and design proposals, <i>Love.exe</i> invites readers to reflect on what it means to love and be loved in a digital age.
DOI: 10.15468/dl.p6g7yq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sagamichthys schnakenbecki (Krefft, 1953)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((-16.6672 18.7728,-16.5468 17.7486,-16.9133 16.7746,-17.0265 15.925,-17.4754 15.299,-17.9607 15.0106,-18.0159 14.6088,-17.2825 13.9103,-17.2971 12.4437,-17.1163 12.0176,-16.8424 11.8396,-16.9887 11.3363,-16.91 11.0108,-16.709 10.8496,-9.0352 10.8496,-9.0352 19.8496,-16.8896 19.8496,-17.0371 19.3335,-16.6672 18.7728))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013228-250525065834625/datasets/export for details.
DOI: 10.6084/m9.figshare.16869293.v1
title: Base de datos sobre "Sistema Electoral del Poder Ejecutivo en América Latina y sus Reformas"

description: El Observatorio de Reformas Políticas en América Latina presenta la siguiente base de datos que contiene información sobre el Sistema Electoral del Poder Ejecutivo en América Latina y sus Reformas
DOI: 10.6084/m9.figshare.21385965.v1
title: Field Dataset.xlsx

description: This data is a small collection of plant/tree diversity collected in Grandravine Park, Toronto, Canada and Bratty Park, Toronto, Canada. It shows a sample of species found in both parks and in two areas of both the parks: the forest and field. There is also a collection of invasive species here.
DOI: 10.6084/m9.figshare.26795140.v1
title: Streamflow Data

description: This dataset is a daily streamflow time series after seasonal standardization and fractional difference.
DOI: 10.6084/m9.figshare.28700750.v1
title: Literature database accompanying the publication "An Open-Contributions Platform for Evidence on Forest Conservation"

description: A list of publications resulting from the search of two scientific literature search engines, and existing publications on Conservation Effectiveness. Figure 2 in the publication is based on this dataset.
DOI: 10.17632/srt4vr5k38
title: BWFLnet + data

description: This dataset is supplementary data for: Waldron, A., Pecci, F., Stoianov, I. (2020). Regularization of an Inverse Problem for Parameter Estimation in Water Distribution Networks. Journal of Water Resources and Planning Management, 146(9):04020076 (https://doi.org/10.1061/(ASCE)WR.1943-5452.0001273). The files associated with this dataset are licensed under a Creative Commons Attribution 4.0 International licence. Any use of this dataset must credit the authors by citing the above paper. BWFLnet is an operational network in Bristol, UK, operated by Bristol Water in collaboration with the InfraSense Labs at Imperial College London and Cla-Val Ltd. The data provided is a the product of a long term research partnership between Bristol Water, Infrasense Labs at Imperial College London and Cla-Val on the design and control of dynamically adaptive networks. We acknowledge the financial support of EPSRC (EP/P004229/1, Dynamically Adaptive and Resilient Water Supply Networks for a Sustainable Future). All data provided is recorded hydraulic data with locations and names anonymised. The authors hope that the publication of this dataset will facilitate the reproducibility of research in hydraulic model calibration as well as broader research in the water distribution sector.
DOI: 10.6084/m9.figshare.14706864.v2
title: Base de datos sobre Inscripción de partidos

description: Esta base de datos sistematiza las reformas electorales de 17 países de América Latina entre 1978 y 2021. En caso de utilizar estos datos, por favor, citar de la siguiente manera: Freidenberg, Flavia, Dir., 2021, “Reformas a la inscripción de partidos políticos en América Latina, 1978-2021", Observatorio de Reformas Políticas en América Latina (1978-2021). Ciudad de México: Instituto de Investigaciones Jurídicas (IIJUNAM) y Washington, D.C.: Secretaría de Fortalecimiento de la Democracia de la Organización de los Estados Americanos (SFP/OEA), V1.
DOI: 10.6084/m9.figshare.19593835.v1
title: Data of Handwriting Chinese Character Recognition Based on Deep Learning

description: Data of Handwriting Chinese Character Recognition Based on Deep Learning
DOI: 10.6084/m9.figshare.23607696.v1
title: patient58.rar

description: A Patient with fundus images that taken by Ret-cam.
DOI: 10.6084/m9.figshare.27082678.v1
title: <i>Schisandra chinensis</i> genome

description: <i>Schisandra chinensis</i> genome sequencing, assembly and annotation
DOI: 10.6084/m9.figshare.28023206.v1
title: Supplementary Material for: Efficacy and Safety of Middle Meningeal Artery Embolization for Patients with Chronic Subdural Hematoma: A Systematic Review and Meta-Analysis

description: Introduction: Chronic subdural hematoma (CSDH) is characterized by the collection of blood beneath the dura mater. Traditional treatments involve surgical drainage of the hematoma, but recurrence rates can be high. A highly vascularized neo-membrane irrigated by the middle meningeal artery (MMA) may be involved in CSDH re-accumulation. We conducted a systematic review and meta-analysis of studies that compared the efficacy and safety of MMA embolization to conventional treatment alone for CSDH.

Methods: A systematic search of PubMed, Embase Ovid, and ClinicalTrials.gov identified observational and randomized clinical studies comparing MMA embolization to conventional treatment for chronic subdural hematoma. The efficacy outcomes were hematoma recurrence and good functional outcome (as defined by a modified Rankin Scale score (mRS) of 0-2). Safety outcomes were the rate of major complication and mortality. Heterogeneity among studies were evaluated using the I2 statistic. Analyses were conducted using Cochrane Review Manager software, with risk ratios (RR) and 95% confidence intervals (95% CI) presented for key outcomes. Absolute risk reduction (ARR, 95% CI) 1000 patients were also calculated using GRADEpro software.

Results: The analysis included data from 13 studies (4 RCTs and 9 observational studies) with a total number of 2960 patients (35.3% in the MMA group and 64.7% in the conventional treatment group). Compared to conventional treatment, MMA embolization decreased risk of hematoma recurrence by 59% (13 studies, RR=0.41, 95% CI 0.26-0.65; I2=49%), for an absolute effect of 116 fewer events/1000 patients (95% CI 69-145), with similar risk of major complications (13 studies, RR=0.88, 95% CI=0.67-1.15; I2 = 43%) and mortality risk (13 studies, RR=1.05, 95% CI=0.67-1.65). In subgroup analyses by study type, pooled results from RCTs showed similar direction effects as those from observational studies for both efficacy and safety outcomes.

Conclusion: MMA embolization in CSDH management is a safe and effective approach for CSDH.
DOI: 10.6084/m9.figshare.29090912.v1
title: Mollusca - Gastropoda

description: Supplementary MaterialAchim Paululat and Günter Purschke : “Metazoa – Morphology and Evolution of Animals. A Practical Guide to the Dissection and Comparative Study of Animals"International Edition: ISBN 978-3-662-69903-4German Edition: ISBN 978-3-662-66183-3
DOI: 10.6084/m9.figshare.4028637.v3
title: Processed expression data of 40 tissues for EST mouse

description: A tab-separated values (TSV) file for RefEx_expression_EST40_mouse<br>A value of "-1" means not applicable (N/A).<br>
DOI: 10.6084/m9.figshare.11283758.v9
title: Global Hydropower Database (GHD) and hydroelectricity production (HP) model

description: 1. GHD comprises 8716 hydropower plants distributed across 134 countries. The detailed description can be found in the Supplementary and the main text of the following article:Wan W, Zhao J, Popat E, Herbert C, Döll P. Analyzing the Impact of Streamflow Drought on Hydroelectricity Production: A Global-Scale Study. Water Resources Research. 2021, 4(57):e2020WR028087.<br><br>We kindly ask users to cite this article in any published material produced using the GHD.<br>2. 0.5° global drainage direction map DDM30 (Döll & Lehner, 2002)3. R script of hydroelectricity production model4. Other .nc file used<br>
DOI: 10.6084/m9.figshare.14854065.v1
title: Extended data- Diabetes Mellitus in Nepal from 2000 to 2020: A systematic review and meta-analysis

description: The systematic review was registered in PROSPERO (CRD42020215247) and was documented according to the Meta-Analysis of Observational Studies in Epidemiology (MOOSE) guidelines. We used electronic databases like PubMed, PubMed Central, Scopus, Google Scholar, and Embase to search relevant articles from 2000 to 2020 using the appropriate keywords like “diabetes mellitus”, “high blood sugar”, “type 2 diabetes”, “prevalence”, “risk factor” and “Nepal” along with relevant Boolean operators. The eligibility criteria for inclusion were:1. All papers (cross-sectional studies, case series reporting more than 50 patients, cohort study, RCTs) mentioning prevalence of Type 2 DM and/or detail of DM like risk factors, outcome, and outcome predictors2. Studies conducted from 2000 onwards till 20203. Studies in Nepal only.4. Published articles.We excluded1. Editorials, commentaries, viewpoint articles with no proper data of diabetes mellitus and lacking adequate data of interest will be excluded.2. Studies conducted outside Nepal.3. Studies before 1999 AD.4. Studies of Type 1 DM and GDM.HISTORY
DOI: 10.6084/m9.figshare.24042105.v1
title: QGIS project 'HistoricWaterpowerBritain'

description: This is the organizing QGIS project file 'HistoricWaterpowerBritain', whose supporting files are under 'Files' in Data S1. This QGIS project supports Jonell, T.N., Jones, P., Lucas, A., Naylor, S., 2024, Limited waterpower contributed to rise of steam power in British ‘Cottonopolis’: <i>Proceedings of the National Academy of Sciences Nexus</i>, doi: 10.1093/pnasnexus/pgae251
DOI: 10.6084/m9.figshare.25799980.v1
title: SILVA_SSU_r138_2019.RData

description: SILVA rRNA database RDATA downloaded from DECIPHER's website for persistent storage here.
DOI: 10.6084/m9.figshare.28169810.v2
title: Replication package for the paper "Too risky to hedge: An experiment on narrow framing"

description: It contains the full experimental protocol, code, and data to replicate the paper.
DOI: 10.6084/m9.figshare.8148683.v1
title: KAZAVA Household Survey Data for Crop Raiding

description: These data are derived from a household survey of communities in community based natural resource management areas in Namibia, Botswana, and Zambia, all located in the Kavango-Zambezi Transfrontier Conservation Area in southern Africa.