cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.24794295.v2
title: A global dataset of carbon pumping by the world’s largest tropical rivers

description: In the current database, a thorough global-scale assessment has been conducted to examine the mobilization of carbon in tropical regions. This mobilization is attributed to a pumping mechanism resulting from the interaction between fluvial dynamics and riparian vegetation. The primary goal was to assess the annual carbon recruitment, particularly in the form of Large Wood (LW), over the period 2000-2019.This assessment encompassed the study of 162 major tropical rivers across 402 specified regions of interest, categorized as free-flowing in accordance with Grill et al. 2019. To explore the impact of anthropogenic influences on the capability of rivers to export carbon through eCP, an additional set of 115 regions of interest (ROIs), identified as non-free-flowing by Grill et al. 2019, was selected. The attribute table shows key findings for each polygon (i.e., ROI), including the outcomes of the study (eCE, eCEA, carbon signature), general information about the ROI (name and identification code of the river to which the ROI belongs, code for identifying other ROIs, coordinates of the polygon defining the ROI in GeoJSON format), and the crucial variables for the analysis (Area of river-driven forest loss, ROI Area).The dataset is provided as a stand-alone table, Esri geodatabase, and Geopackage formats.The file "Source_Code_and_Results.zip" contains the codes for generating the results accompanied by a user guide
DOI: 10.6084/m9.figshare.25139282.v2
title: <b>A stroll along Australian biomes: using transects to examine environmental drivers of community assembly in birds</b>

description: This dataset contains the following information:a. Bird community data (species x plot matrices) for bioclimatic transects (N = Northern, S = Southern, Q = Queensland) across mainland Australia.b. Coordinates and Environmental characteristics (climate, vegetation structure, elevation) of the sampled plots.
DOI: 10.6084/m9.figshare.28124567.v1
title: <b>Comparative Analysis of Precipitation Microphysics Near the Land-Sea Boundary Regions of Eastern and Western India: Insights from Disdrometer and GPM Measurements</b>

description: ● Rain and microphysical parameters differ markedly between the land-sea boundary regions of eastern and western India.● GPM DPR does not fully capture the entire spectrum of DSD, particularly at higher rain rates.● Empirical relationships governing DSD vary significantly between the two study regions.
DOI: 10.6084/m9.figshare.20291628.v1
title: Seurat CloneTracer Cohort

description: <strong>seurat v3 object</strong> <br> <strong>ASSAYS:</strong> AB: Antibody expression data RNA: mRNA expression data <br> <strong>DIMENSIONALITY REDUCTION</strong> Projected: Data was projected on the reference dataset MOFAUMAP coordinates (Triana et al., 2021) scanorama: Data was integrted with Scanorama, using the cohort as Batch key umap: umap computed from Scanorama components <br> <strong>METADATA</strong> patient: Patient cohort: Cohort day: Day of sampling (relevant for Cohort B only) ct: Projected cell type (Triana et al., 2021) pseudo_myel: Projected myeloid pseudtime (Triana et al., 2021) id: Unsupervised clustering result leukemia_prob: CloneTracer leukemia probability status: Binarized status (healthy, leukemic, unsure) <br>
DOI: 10.6084/m9.figshare.28381883.v1
title: TTD data_N-mixture model comparisons_van Wyk and Maritz 2025.xlsx

description: The file contains separate sheets of detection data for each species. Each sheet contains six columns (site name and the time taken in seconds to the first detection of the species of interest in each of the five site-surveys) and 21 rows (sites).
DOI: 10.17632/9cykcc3svn
title: Analysis of the effect of thermal runaway initiation conditions on the severity of thermal runaway – numerical simulation and machine learning study
DOI: 10.17632/jz7njvmpvv
title: Data for: Hierarchical Multistep Approach for Intrusion Detection and Identification in IoT and Fog Computing-Based Environments

description: This dataset presents the pseudocode for the proposed two-stage detection architecture called DNNET-Ensemble, combining binary and multiclass detection.
DOI: 10.6084/m9.figshare.5126953.v1
title: Supplementary Material for: Repeated Premature Hemofilter Clotting During Regional Citrate Anticoagulation as Indicator of Heparin Induced Thrombocytopenia

description: <b><i>Purpose:</i></b> Early clinical signs of heparin induced thrombocytopenia (HIT) are nonspecific and include a sudden drop in the number of platelets as well as formation of arterial and venous thromboses. Regional citrate anticoagulation (RCA) is increasingly used as a very effective modality to prevent filter clotting during renal replacement therapy (RRT). We report the first case where repeated premature filter clotting despite RCA indicated a manifestation of HIT. <b><i>Materials and Methods:</i></b> A 71-year old woman admitted to the ICU for a compartment syndrome of the leg developed septic shock with acute kidney injury requiring continuous veno-venous hemodialysis (CVVHD). Because of unexpected and repeated premature filter clotting during CVVHD using RCA, HIT was suspected. <b><i>Results:</i></b> The diagnosis of HIT was confirmed by the presence of IgG antibodies against heparin and platelet factor (PF) 4 complexes and six points in the 4T score. Discontinuation of heparin administration and initiation of systemic anticoagulation with danaparoid sodium resulted in the normalization of platelet count and hemofilter lifetime. <b><i>Conclusion:</i></b> RCA does not seem to be sufficient to prevent hemofilter clotting during HIT. Thus, in case of repeated premature filter clotting despite RCA, one should suspect HIT and prompt diagnostic workup as well as a switch to alternative anticoagulation. i 2014 S. Karger AG, Basel
DOI: 10.17632/f7wwg384rp
title: SCELTSE: the Small Corpus of English Language Teachers’ Self-Evaluations

description: SCELTSE (the Small Corpus of English Language Teachers’ Self-Evaluations) can be classified as a small specialized monolingual corpus. It is made up of 44 post-teaching self-evaluations written by L1-English English as a Second Language (ESL) teachers. The corpus comprises 25,423 tokens, 2,456 word types, and 2,128 lemmas in total. The corpus is balanced for gender. The texts in the corpus were written by 22 female and 22 male ESL teachers between the ages of 24 and 39. The data presented here includes: 1. The corpus of 44 unannotated plain texts (.txt) 2. The corpus of 44 (POS) annotated plain texts (.txt) 3. The corpus metadata (.xls) 4. Statistical data and categorisation of top 100 key nouns (.xls) 5. Statistical data and categorisation of top 100 key ngrams (.xls)
DOI: 10.17632/xhp5rdbxt3
title: Infrared spectra of particles were obtained from marine sediment samples in February 2024 using a Vertex 70 spectrometer coupled with a Hyperion 2000 IR microscope (Bruker).

description: 6 marine sediment samples in February 2024 were analyzed using Vertex 70 spectrometer coupling with Hyperion 2000 IR microscope (Bruker)

K-S06-B-S1
K-S08-A.S.1
K-S11-B-S.2
K-S13-A-S1
K-S13-BS.3
K-S17-A.F
DOI: 10.17632/9xnrmv6xzs
title: A dataset of seasonal fluctuations of molluscan populations from the southern Gulf of California subtropical arid zone.

description: The tables present a dataset of seasonal fluctuations of molluscan populations from the southern Gulf of California subtropical arid zone; data were collected from May 2016 to May 2017. The data sets are raw data and are contained in four Excel files, which are presented as follows: i) Table S1.xls containing two spreadsheets, the first Table S1a provides information about abiotic data (date, season, rainfall, temperature, pH, salinity); the second Table S1b exhibit data sets of biotic data (data, season, core number, measurements of organic matter and chlorophyll a); ii) Table S2.xls presents the seasonal biomass values of seagrass (Halodule wrightii) and molluscan (date, season, core number, biomass leaves, biomass rhizome and roots, total biomass of seagrass, total number of molluscs, total weight of molluscs); iii) Table S3.xls presents the seasonal abundance and trophic levels of molluscan estimated from 10 sampling cores (Taxonomic group, species, trophic levels, seasons, total number of individuals by species); and iv) Table S4.xls provides information on the taxonomic classification of molluscan from phylum to species, including taxonomic authority and commercial importance.
DOI: 10.17632/jfsd492kzs
title: Relationship between IQ, DQ and SQ in young children with hearing impairment

description: The data was collected from 40 young children with hearing impairment (YCHI) and their caregivers at the Department of Clinical Psychology, in a Government teaching Institute of Speech and Hearing. These 40 YCHI underwent the SFBT, the GDT, the DST, and the VSMS. YCHI were referred for assessment of intelligence prior to cochlear implant surgery. Assent from the caregivers of the participants was taken. 
A positive correlation was found between the GDT IQ and the SQ (r= 0.558, p < 0.01), the GDT IQ and the DQ (r= 0.431, p < 0.01), the SQ and the DQ (r=0.576, p< 0.01). On comparing the means of the SFBT IQ, the GDT IQ, the DQ and the SQ, the mean of the SFBT IQ was the highest and the mean of the DQ was the lowest. The DQ was 35 and 31 points lesser than the SFBT IQ and the SQ respectively. SFBT IQ score was higher (3 points) than the SQ.
DOI: 10.17632/kkj9m7k8vn
title: Replication package for Endogenous Production Networks with Fixed Costs

description: Replication files for "Endogenous Production Networks with Fixed Costs" by Emmanuel Dhyne, Ken Kikkawa, Xianglong Kong, Magne Mogstad, Felix Tintelnot
DOI: 10.17632/mt3g3zs2rc
title: Nepal Election 2017 Candidate List

description: This data repository contains a list candidates of the 2017 Nepalese general election.
DOI: 10.6084/m9.figshare.19403501.v1
title: Viscosity_measurements_data_Di_Fiore_et_al_2022.xlsx

description: CDE data results
DOI: 10.6084/m9.figshare.19887379.v1
title: Public policy and competitiveness in agriculture

description: ABSTRACT In the last three decades the agricultural sector of the less developed countries has lost competitiveness. The strong agricultural policy would explain the gain in the most developed countries. Their agricultural policy didn’t change, even when the government adopted a liberal strategy. Only European Union has demonstrated gains in competitiveness during all of the time. If we consider that at the beginning it showed the worst situation in terms of comparative advantage, we can conclude that its Common Agricultural Policy has caused big trade diversion and contributed to the reduction of the world economic efficiency.
DOI: 10.6084/m9.figshare.20501208.v1
title: Untitled ItemA Fragrance Prediction Model for Molecules Using Rough Set-based Machine Learning

description: Codes and machine learning models used in the jounral article
DOI: 10.17632/jmvpk8d83g
title: The classic mid-Devonian Eospermatopteris localities, Gilboa NY. USA. Map and data.

description: A. Paleosol Map from Riverside Quarry in afdesign and psd formats.
B. Riverside Quarry Objects - database containing all identified plants in MS Excel format.
C. Riverside Quarry Root mound measurements in MS Excel format.
D. Riverside Quarry r-scripts and data used in spatial analysis.
E. Gilboa Dam occurrence - preliminary map and photographs.
DOI: 10.6084/m9.figshare.2059998.v2
title: Content filtering in UK public libraries

description: Most local authorities / bodies running library services in the UK block websites using third-party content filtering software. This software offers various categories of filtering (eg. "pornography", "gambling", "weapons" etc.) and a local authority/body selects which of these categories it would like to block. In some instances, they will also block specific URLs.<br>A group of volunteers sent identical requests to public authorities under the Freedom of Information Act (2000) and the Freedom of Information Act (Scotland). Seven questions were asked to ascertain the extent of public authorities' filtering decisions, and these responses were tracked and made public via the website http://www.whatdotheyknow.com.This dataset represents a collation of these responses with individual links to the WDTK response, and attempts to map the extent of category-based web filtering on library public library PCs in the UK. Key information such as list of categories blocked and name of filtering software have been included in the database, although the original response hosted on WDTK should be referred to in all circumstances to ensure accuracy.
DOI: 10.6084/m9.figshare.23826834.v1
title: Linear Regression model

description: imt of femoral artery
DOI: 10.6084/m9.figshare.28899158.v1
title: <i>Supplementary Materials for “Exploring the Relation Between Maternal Vitamin Intake and Child Development"</i>

description: This dataset contains the supplementary materials used in the research article titled “Exploring the Relation Between Maternal Vitamin Intake and Child Development.”Included files consist of the original questionnaire distributed to participants, anonymized responses in tabular format, and figures or tables referenced in the article. These materials support the study’s methodology and results and are provided for transparency and further analysis.
DOI: 10.6084/m9.figshare.8003777.v2
title: Mango Transcriptome Assembly

description: This mango transcriptome assembly was derived from pooled leaf, stem, bud, root, floral and fruit tissue. Using normalized cDNA libraries, we generated comprehensive RNA-Seq datasets using the Illumina NextSeq 500 platform. 82198 of mango unigenes were generated and functionally annotated using a combination of <i>de novo</i> transcriptome assembly, redundancy reduction and Basic Local Alignment Search Tool (BLAST) searches to the Universal Protein Resource UniProtKB/Swiss-Prot database.
DOI: 10.17632/37f78jx6w9
title: Data for: Compressed MRI reconstruction exploiting a rotation-invariant total variation discretization

description: This MATLAB package will reproduce the results of the proposed method in "Compressed MRI reconstruction exploiting a rotation-invariant total variation discretization".
DOI: 10.17632/bsn9c23y8k
title: KMT2C Deficiency Drives the Transdifferentiation of Double-Negative Prostate Cancer to Confer Resistance to AR-Targeted Therapy

description: WB, IF and IHC images for this paper
DOI: 10.17632/rgvsv4ywwy
title: Data for: How does students' general academic achievement moderate the implications of social networking on specific levels of learning performance?

description: The data relates to students’ use of social networking sites (SNSs), with particular focus on Facebook and the associated functions of Facebook. There is also data on students’ use of other SNSs (Linkedin, Snapchat and Twitter) for comparative purposes. This data can be associated with student performance, which is related to the learning levels in Bloom taxonomy. Control data on student characteristics that may also relate to learning performance is also included.
DOI: 10.6084/m9.figshare.16643314.v1
title: In-air Hand Gesture Signature Database (iHGS Database)

description: This <i>iHGS database</i> comprises two separate datasets, <i>genuine dataset</i>, and <i>skilled forgery dataset </i>(Folder named as GENUINE and FORGERY). For a genuine dataset, 100 participants which each participant provides 10 genuine samples in each session (session 1 and session 2). They were allowed to reject a sample if it is considered incomplete or not satisfied with their movement. A total of 2000 (10×2×100) samples were gathered for this genuine dataset. As of skilled forgery dataset, it was collected where other participants acted as skilled forgers. To imitate the signature, the forger was given a signature that has been pre-signed by the genuine owner on a piece of paper at random. They were asked to learn that signature with as much time as they needed. Then, each forger was asked to imitate the assigned signature for 10 times. Initially, a total of 1000 skilled forgery signatures were successfully collected. However, 20 skilled signature samples for two participants (10 samples each) were corrupted due to the hardware error. Thus, only 980 skilled forgery samples were finally obtained.
DOI: 10.6084/m9.figshare.20264418.v1
title: Reference transcriptome sequences data in gtf and fasta file formats

description: Reference transcriptome sequences data in gtf and fasta file formats.
DOI: 10.6084/m9.figshare.26595698.v1
title: Additional file 2 of Predominantly defective CD8+ T cell immunity to SARS-CoV-2 mRNA vaccination in lung transplant recipients

description: Additional file 2. Supplemental raw data spreadsheet.
DOI: 10.17632/zh5vkhh4p7
title: The Short-Termism Trap: Catering to Informed Investors with Limited Horizons (Supplementary Data and Code)

description: This is a Python code that generates numerical examples for "The Short-Termism Trap: Catering to Informed Investors with Limited Horizons" (by Dow, Han and Sangiorgi)
DOI: 10.6084/m9.figshare.24634272.v3
title: Dataset of fluorescence microscopy images from BMDM macrophages infected with <i>Leishmania major</i>

description: This dataset provides fluorescence microscopy images from BMDM macrophages (mouse bone marrow-derived macrophages) infected with <i>Leishmania major</i>. When extracting the Leishmania_infection.zip file, three main folders appear: <b>Training, Validation and Test.</b> Within the first two main folders there are two secondary folders: <b>O</b><b>riginal_images</b> and another folder with <b>A</b><b>nnotation </b>of the centroids of each cell, to detect three cell categories, <b>Amastigotes, Infected Macrophages and Total Macrophages</b>. In the main folder <b>Test</b> there are two secondary folders, <b>O</b><b>riginal_images</b> with MOIs different and another folder with <b>Count</b> generated from the <b>manual counting</b> <b>of three experts.</b><br>
DOI: 10.6084/m9.figshare.11576793.v1
title: Fornvännen articles 1906-2017

description: This dataset consists of a CSV file listing the articles published in the academic journal Fornvännen (Journal of Swedish Antiquarian Research) together with associated metadata. The following metadata fields appear in the dataset:<br>URI, title, year of publication, author, fulltext pdf URL, keywords<br><br>The data were extracted from Swedish Open Cultural Heritage (SOCH) in November 2019. Following the extraction the data has been processed to improve its technical quality. Titels for articles published 2013 to 2017 has also been added as these are missing from SOCH. All URLs found in this dataset has been saved to the Internet Archives Wayback Machine.
DOI: 10.6084/m9.figshare.28665704.v1
title: Nhung et al 2025_raw data.xlsx

description: Applying the logit function delves into predicting factors influencing coffee farmers’ decisions to participate in certified programs and their intentions to switch to organic cultivation in Vietnam, the largest Robusta coffee producer in the world. The key findings contribute to stakeholders' strategies for the national organic coffee development, which is economically, socially, and environmentally sustainable.
DOI: 10.17632/z4mmp7sn3w
title: Data for: Impact of the Indian Summer Monsoon variability on the source area weathering in the Indo-Burman ranges during the last 21 ka– A sediment record from the Andaman Sea

description: Data from the Andaman Sea
DOI: 10.6084/m9.figshare.12696012.v1
title: Additional file 1 of Reference chart for knee flexion following total knee arthroplasty: a novel tool for monitoring postoperative recovery

description: Additional file 1. ICMJE Form for Disclosure of Potential Conflicts of Interest. PDF files contain all the ICMJE Form for Disclosure of Potential Conflicts of Interest for each author.
DOI: 10.6084/m9.figshare.23660124.v1
title: X-FAST Data

description: Transient absorption data for Ni2MnGa, raw ground state absorption spectra of Ni2MnGa and Xe gas
DOI: 10.6084/m9.figshare.23691747.v1
title: RPE stats file.sav

description: <strong>Purpose:</strong> The number of overweight or obese adults in the United States continues to increase. Many diseases are linked to obesity; consequently, there is great need for research to improve prevention and treatment of this condition. The purpose of this study was to compare OMNI ratings of perceived exertion (OMNI-RPE) among normal weight versus obese individuals across stages of an incremental aerobic fitness test. Secondary purposes included determining differences between groups for OMNI-muscle hurt (pain), heart rate (HR) and oxygen consumption (VO2). <strong>Methods:</strong> Women 28.52(9.69) years of age of normal weight (BMI &lt; 25 kg/m2; <em>n </em>= 17) and obese status (BMI ≥ 30 kg/m2; <em>n </em>= 12) completed two days of testing, including a modified Balke treadmill test. A 2 x 3 mixed model ANOVA (group x stage) was used to detect differences between normal weight and obese groups across all variables. <strong>Results:</strong> The obese group reported higher OMNI-RPE (<em>p</em> =.002), higher HR (<em>p</em> = 0.003) and significantly lower VO2 (<em>p</em> =.027) than the normal weight group for all stages of the Modified Balke. No group x stage interactions were found for any variables with the exception of muscle pain (<em>p</em> &lt; .004), which was higher for the obese group at higher test stages than the normal weight group. <strong>Conclusion:</strong> OMNI-RPE, pain, HR, and VO2 data suggest that obese women have different physiological and perceptual responses than normal weight women at the same aerobic exercise intensity. Obese women perceive exercise as harder and more painful than normal weight women during an incremental treadmill test, which suggests the need for modified exercise recommendations for obese women.
DOI: 10.6084/m9.figshare.27687309.v1
title: Data_Nerve-Signal-Velocity-Analysis-Tools

description: Data - Nerve Signal Velocity Analysis ToolsKlus et al. (2024)Synthetic nerve simulation dataData from synthetic nerve signal simulations for testing and validating nerve signal velocity analysis tools.<b>peak_values.csv</b> - Peak cross-correlation values from simulated nerve signals at varying RMS levels and window lengths for analyzing peak appearance above noise.<b>multi_run_stats.xlsx</b> - Statistical results from multi-run simulations across signal speeds, thresholds, and methods, capturing rates of true spike detection, missed spikes, and errors.<b>multi_run_peaks.xlsx</b> - Individual run results for detected peak velocities, detailing directional errors and performance across interpolation methods and velocity estimation methods.In vivo electrophysiology validation dataData from ultraconformable cuffs for in vivo validation of nerve signal velocity analysis tools.<b>cross_corr_ulnar_low.rhs</b> - Cross-correlation data in ulnar nerve cuff to demonstrate low SNR recording. Row 4 represents the distal electrode, and row 3 represents the proximal electrode.<b>cross_corr_median_high.rhs</b> - Cross-correlation data in median nerve cuff to demonstrate high SNR recording. Row 2 represents the distal electrode, and row 1 represents the proximal electrode.<b>spike_interval_processed.mat</b> - Spike interval data between proximal and distal cuff electrodes. Row 2 represents the distal electrode, and row 1 represents the proximal electrode.