cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25562169.v1
title: Data from: X-ray videography reveals active escape process of eels from predator's stomach

description: Data from: X-ray videography reveals active escape process of eels from predator's stomach
DOI: 10.6084/m9.figshare.28952909.v1
title: Supplementary material.The physiological cost of being hot: High thermal stress and disturbance decrease energy reserves in dragonflies in the wild

description: This document includes supplementary material of the article "The physiological cost of being hot: High thermal stress and disturbance decrease energy reserves in dragonflies in the wild"
DOI: 10.6084/m9.figshare.29109785.v1
title: SC-PREC4SA data (glm)

description: Files (.csv) for each station that include the nine daily precipitation (mm/day) outputs for the development of a serially complete daily precipitation dataset for South America (SC-PREC4SA) from 1960 to 2015. Each file contains the following information (<b>headers</b>): time step (<b>time_step</b>), raw time series (<b>raw_obs</b>), quality-controlled time series (<b>qc_obs</b>), gap-filling model prediction (<b>mod_pred</b>), gap-filling model prediction with a bias correction (<b>bc_pred</b>), error of gap-filling model prediction (<b>err</b>), quality-controlled time series plus mod_pred (<b>obs_mod</b>), quality-controlled time series plus bc_pred (<b>obs_bc</b>), homogenized time series of obs_mod (<b>hmg_obs_mod</b>); and, homogenized time series of obs_bc (<b>hmg_obs_bc</b>). Due to the number of stations, files are subdivided by ecoregions compressed folders (.zip).
DOI: 10.6084/m9.figshare.29133797.v1
title: Land Cover and Land Use Data in the Indo-Malaysian Region from 1982 to 2015.

description: This dataset was produced by He et al (2022).
DOI: 10.6084/m9.figshare.3526997.v1
title: Appendix H. Results from GLMMs to predict number of feeding events per 24-hour time bin.

description: Results from GLMMs to predict number of feeding events per 24-hour time bin.
DOI: 10.17632/t52ncv32md
title: FISCAL SUSTAINABILITY AND FISCAL FATIGUE: EMPIRICAL EVIDENCE FROM LESOTHO

description: The data was used for a study that assessed fiscal policy sustainability and fiscal fatigue in Lesotho. Mainly, the study aims to investigate how primary fiscal balance responds to the rising debt-to-GDP ratio. Additionally, the study also seeks to examine the extent of Lesotho's fiscal fatigue. The study employs annual time series data over 1988-2020 to estimate fiscal reaction function using the ARDL co-integrating technique to capture the response of primary balance to debt ratio.
DOI: 10.17632/xrx9jdhrn8
title: Hypusinated and unhypusinated isoforms of the translation factor eIF5A exert distinct effects in models of pancreas development and function

description: This Prism file contains all raw data that are included in the manuscript by Anderson et al.
DOI: 10.6084/m9.figshare.19615764.v1
title: Untitled Item

description: Shapefile and raw production data cleaned from ICRISAT's District-Level Dataset available freely online (http://data.icrisat.org/dld/src/crops.html).
DOI: 10.6084/m9.figshare.20540454.v2
title: MilkyBase database

description:  <em>Supplementary information 1. </em>
<br>
Pacza T. et. al., 2022, MilkyBase, a database of human milk composition as a function of maternal-, infant- and measurement conditions. 
<br>
 The MilkyBase database hosts records on the biochemical composition of human milk as a function of infant and maternal characteristics and conditions of data generation.
DOI: 10.6084/m9.figshare.24212244.v1
title: S018.zip

description: Data for S018
DOI: 10.6084/m9.figshare.25524181.v1
title: Relict population recovers from extreme event: genomic insights from a marine forest

description: <b>Abstract</b>Extreme climatic events, such as marine heatwaves (MHWs), have devastating consequences for ecosystems, including degradation of genetic diversity, local extinctions and ecosystem collapse and transformation. Resilience comprises resistance to withstand and the ability to recover, which depends on factors such as remaining genetic diversity and population connectivity. In 2011, a MHW caused a 100 km range contraction of kelp (<i>Ecklonia radiata</i>) off Western Australia, but recently recovering kelp forests were discovered. To understand mechanisms of recovery and determine if recovering populations are survivors or immigrants, we used genotyping-by-sequencing to assess patterns of genetic diversity and connectivity. We found that two of the three recovering kelp forests (PG1 and 2) were likely survivors whereas a third smaller population (PGCr 1) was likely produced through re-colonisation from nearby surviving forests. Connectivity was high among populations and migration analysis identified one population (Horrocks) as the most important source for the recovering kelps. All recovering populations had higher neutral genetic diversity, and similar putative adaptive diversity to surrounding surviving populations, suggesting local adaptation. Our results elucidate how mixed processes can contribute to kelp forest resilience following MHWs but cryptic survival and maintenance of population connectivity is key to recovery.<b>Data</b>PG2.inclKalFinal.popmap.clean.csv: popmap for dataset including Kalbarri data (175 individuals)PG2.inclKalFinal.vcf.gz: filtered vcf-file for dataset including Kalbarri data (175 individuals, 663 SNPs)PG3.noKalFinal.popmap.clean: popmap file for dataset not including KAlbarri data (155 individuals)PG3.noKalFinal.vcf: filtered vcf-file for dataset not including Kalbarri data (155 individuals, 6133 SNPs)
DOI: 10.17632/5wzyb3x5hx
title: Supplemental materials for the manuscript entitled "APOA4 as a novel predictor of prognosis in Stevens-Johnson syndrome/toxic epidermal necrolysis: a proteomics analysis from two prospective cohorts"

description: Mendeley supplemental figure 1. Participants disposition. Forty-eight patients in cohort 1 were treated with steroids alone and thirty-five patients received steroids plus adalimumab in cohort 2.
Mendeley supplemental figure 2. Representative photos illustrate disease progression in cohort2.
Mendeley supplemental figure 3. Plasma proteomics profiling of SJS/TEN before and after the combination treatment. (A) Comparative Venn diagram of plasma proteins between AP group and RP group. (B) The volcano plot demonstrated the differential encapsulation of plasma proteins between AP and RP. (C) GO analysis of the candidates for differentially expressed proteins in plasma from AP and RP. (D) The candidates for differentially expressed proteins in plasma from RP were analyzed using KEGG software, and the top 20 KEGG pathways were demonstrated in the bubble map.
Mendeley supplemental figure 4. (A) The heat map of hierarchical clustering indicated the candidates for differentially expressed proteins in the AP and RP plasma. (B) ELISA analysis of APOA4 levels in the plasma of HC (n=21) and SJS/TEN patients in AP/RP (n=21). 
Mendeley supplemental figure 5. (A and B) Protein levels of APOA4 were increased in RP compared with AP by western blot analysis.
Mendeley supplemental figure 6. Clinical correlation analysis between TNF-α decline and APOA4 increase.
Mendeley supplemental figure 7. Comparison of plasm cytokine levels before and after the treatment. 
Mendeley supplemental figure 8. NF-κB signaling pathway.
Mendeley supplemental figure 9. TNF signaling pathway.
Mendeley supplemental figure 10. The diagnostic criteria of SJS/TEN by the RegiSCAR study group.
Mendeley supplemental table 1. Demographic and clinical characteristics of the patients in two cohorts.
Mendeley supplemental table 2. Culprit drugs in two cohorts.
Mendeley supplemental table 3. The candidates of differentially expressed proteins in plasma before and after the combination treatment.
Mendeley supplemental table 4. Correlation analysis of APOA4 levels with associated factors of SJS/TEN severity.
Mendeley supplemental table 5. Linear regression analysis of factors associated with ScorTEN in SJS/TEN patients.
Mendeley supplemental table 6. Characteristics in included RCT and case series.
Mendeley supplemental table 7.  The clinical scoring system, “SCORTEN”, for predicting mortality in SJS/TEN.
DOI: 10.17632/g6dfrzm28n
title: Doldor, Wyatt & Silvester: Statesmen or Cheerleaders
DOI: 10.6084/m9.figshare.21175063.v1
title: Supplementary Table 7

description: Shared genes among clusters from other four time-series datasets and the reference time-series dataset ( SRP134051 ). Only the number greater than 10 shared genes were shown
DOI: 10.6084/m9.figshare.5899639.v1
title: Hymenoptera: 2,749 baits targeting 1,510 conserved loci (Hymenoptera-UCE-1.5Kv1.fasta.zip)

description: A target enrichment probe set designed from 1,510 UCE loci identified among Hymenoptera. This is a ZIP archive of a FASTA file that is ready for submission of the probe set for synthesis.
DOI: 10.6084/m9.figshare.8856092.v1
title: Bphy SNPs 2011_05_26.csv

description: Spreadsheet of 23 SNPs from 159 fin whale (Balaenoptera physalus) samples. Data used in<br>Archer et al. 2019. Revision of fin whale Balaenoptera physalus (Linnaeus, 1758) subspecies using genetics. Journal of Mammalogy
DOI: 10.17632/3mx3ygccc7
title: Data for: A new efficiency test for ranking investments: Application to hedge fund performance

description: Time series of the hedge funds performance of the five hedge funds considered in the empirical application of the paper.
DOI: 10.22023/mdx.5576524.v1
title: Dot pattern raw data for Japanese textile designs

description: Analysis of dot patterning on katagami. Excel files containing numerical descriptions of cut elements of katagami identified using imageJ software.<br><br>Each spreadsheet contains the raw, unedited data and a 'cleaned' set from which elements which are not drilled dot patterning have been removed. The cleaned dataset also contains fields calculating dot distance (between nearest points), identification of row number of nearest point and angle of elevation between nearest points. Distance and angle frequencies are plotted on separate sheets as histograms.<br><br>Filenames are the accession number of the katagami in the MoDA collection.<br><br>Part of the ACE-funded project: Katagami in practice: Japanese stencils in the art school<br>
DOI: 10.6084/m9.figshare.20760970.v1
title: CATS: Conditional Adversarial Trajectory Synthesis for Privacy-Preserving Trajectory Data Publication Using Deep Learning Approaches

description: <b>CATS: Conditional Adversarial Trajectory Synthesis for Privacy-Preserving Trajectory Data Publication Using Deep Learning Approaches</b>Jinmeng Rao, Song Gao , Sijia ZhuGeoDS Lab, Department of Geography, University of Wisconsin-Madison, WI<b><i>International Journal of Geographical Information Science</i></b>Abstract: The prevalence of ubiquitous location-aware devices and mobile Internet enables us to collect massive individual-level trajectory dataset from users. Such trajectory big data bring new opportunities to human mobility and GeoAI research but also raise public concerns with regard to location privacy. In this work, we present the Conditional Adversarial Trajectory Synthesis (CATS), a deep-learning-based methodological framework for privacy-preserving trajectory data publication. CATS applies K-anonymity to the underlying spatiotemporal distributions of aggregated human mobility, which provides a distributional-level strong privacy guarantee. By leveraging conditional adversarial training on K-anonymized human mobility matrices, trajectory global context learning using the attention-based mechanism, and recurrent bipartite graph matching of adjacent trajectory points, CATS is able to reconstruct trajectory topology from conditionally sampled locations and generate high-quality synthetic trajectory data, which can serve as supplements or alternatives to raw data for privacy-preserving trajectory data publication. The experiment results on over 90k trajectories show that our method has a better performance in privacy preservation, characteristic preservation, and downstream utility compared with baseline methods, which brings new insights into privacy-preserving human mobility research and explores data ethics issues in GIScience.<br>Source code for the work entitled "CATS: Conditional Adversarial Trajectory Synthesis for Privacy-Preserving Trajectory Data Publication Using Deep Learning Approaches".<br>Due to the non-disclosure agreement with the data provider, we are not releasing the original individual-level GPS trajectory data but sharing the mocked individual GPS trajectory data with the same data structure and also the k-anonymized aggregated human mobility data used in the experiments.<br>Content Introduction<br>- aggregate_mobility_matrix.py: generate the aggregated mobility distribution file from individual GPS trajectories- cats.py: provides a PyTorch implementation of CATS, including a TrajGenerator (CatGen) class and a TrajDiscriminator (CatCrt) class.- train_cats.py: provides a training example code for CATS.- run_cats.py: provides a inference example code for CATS.- log_util.py: logging class.- stmm_dataset.py: provides a Dataset class used for training the CATS.<br>- stmm_data/: k-anonymized aggregated mobility matrix data.- mocked_individual_gps_data: the mocked individual GPS trajectory data samples with the same data structure with raw data
DOI: 10.17632/5fykspdg9y
title: Data for: Energy Intensity and Green Energy Innovation: heterogeneous country effects in the OECD

description: we provide macroeconomic data and some code files other info may be required
DOI: 10.17632/ct8fmgnmn8
title: Comparison of Molecule Clearance and Pro-inflammatory Markers between High-Flux and Medium Cut-Off Dialyzers (ELISIO™ 21): A Cross-Over Study

description: This dataset corresponds to a single-center, prospective, crossover study evaluating the efficacy and safety of the ELISIO™ HX dialyzer compared to the NS21 high-flux dialyzer. The study focuses on molecular clearance and inflammation markers in hemodialysis patients. 
Date of Dataset Creation: June 2023 - May 2024

File Information
• File Name: 2024_Molecule_Clearance_ELISIO_Database
• File Format: SPSS (.sav)

Study Design Summary
• Study Type: Prospective, crossover trial
• Location: Single-center
• Sample Size: 12 hemodialysis patients
• Interventions:
o Dialyzer A: NS21 (standard high-flux)
o Dialyzer B: ELISIO™ HX (medium cut-off, MCO)
• Study Duration: 4 weeks
• Sequence: Randomized crossover design (two periods)
• Primary Outcomes: Molecular clearance (urea, creatinine, beta-2 microglobulin) and inflammatory markers (IL-6, CRP)
• Statistical Test: Paired Student's t-test (non-inferiority margin 10%)

Variable Descriptions
• Sexo: Patient sex (Male/Female)
• Edad: Patient age (years)
• HTA: History of arterial hypertension (Yes/No)
• DM: History of diabetes mellitus (Yes/No)
• AccesoVascular: Type of vascular access (e.g., AV fistula, catheter)
• TipoHD: Type of hemodialysis (e.g., on-line HDF, conventional HD)
• TiempoX: Dialysis duration (minutes) for period X
• KtvX: Dialysis adequacy (Kt/V) for period X
• FlujoX: Blood flow rate (mL/min) for period X
• MonitorX: Dialysis monitor model used for period X
• DializadorX: Dialyzer model used (NS21 or ELISIO™ HX) for period X
• EventosX: Adverse events during period X (Yes/No)
• UreaX.pre / UreaX.post: Pre- and post-dialysis urea (mg/dL) for period X
• CreatininaX.pre / CreatininaX.post: Pre- and post-dialysis creatinine (mg/dL) for period X
• AlbúminaX.pre / AlbúminaX.post: Pre- and post-dialysis albumin (g/dL) for period X
• CKX.pre / CKX.post: Pre- and post-dialysis creatine kinase (U/L) for period X
• FósforoX.pre / FósforoX.post: Pre- and post-dialysis phosphorus (mg/dL) for period X
• PTHiX.pre / PTHiX.post: Pre- and post-dialysis intact parathyroid hormone (pg/mL) for period X
• PCRX.pre / PCRX.post: Pre- and post-dialysis C-reactive protein (mg/L) for period X
• ProcalcitoninaX.pre / ProcalcitoninaX.post: Pre- and post-dialysis procalcitonin (ng/mL) for period X
• IL6.X.pre / IL6.X.post: Pre- and post-dialysis interleukin-6 (pg/mL) for period X
• B2MicroglobulinaX.pre / B2MicroglobulinaX.post: Pre- and post-dialysis beta-2 microglobulin (mg/L) for period X
• FerritinaX: Ferritin level (ng/mL) for period X
• HemoglobinaX: Hemoglobin level (g/dL) for period X
Note: Variables with suffixes ".pre" and ".post" represent pre- and post-dialysis measurements, respectively. “X” denotes the dialysis period (1 to 4).
DOI: 10.17632/fb7x34b7zs
title: 8 years of hourly heating and electricity consumption data- a residential building

description: The heating and electricity consumption data are the results of an energy audit program aggregated for multiple load profiles of a residential customer. These profiles include HVAC systems loads, convenience power, elevator, etc. The datasets are gathered between December 2010 and November 2018 with a one-hour timestep resolution, thereby containing 140,160 measurements, half of which is for heat or electricity. In addition to the historical energy consumption values, a concatenation of weather variables is also available. The weather variables are air pressure, temperature, and humidity plus wind speed, cloudiness percentage, and solar irradiation at the predetermined location.
DOI: 10.17632/m5m7fhbp63
title: Developing an Open-Source Flood Forecasting System Adapted to Data-Scarce Regions: A Digital Twin Coupled with Hydrologic-Hydrodynamic Simulations

description: This dataset has all the hydrodynamic runs with the HydroPol2D model and the data provided by CENAOS and the HADS platform.
DOI: 10.17632/bzhy37nbx6
title: The compiled geochemical compositions and ages of magmatic rocks in the Yidun Arc

description: The dataset includes compiled crustal thickness and median Cu of accretionary and collisional orogens, ages, crustal thickness and geochemical compositions of magmatic rocks in the Yidun Arc. (Table S1 Crustal thickness and median Cu of accretionary and collisional orogens; Table S2 Crustal thickness and Sr/Y ratios of intrusions in the Yidun Arc; Table S3 The compiled ages of intrusions in the Yidun Arc; Appendix 1 The geochemical data of magmatic rocks for the accretionary and collisional orogens; Appendix 2 The compiled geochemical compositions of magmatic rocks in the Yidun Arc; Appendix 3 The ages of intrusions in the Yidun Arc)
DOI: 10.6084/m9.figshare.21382109.v2
title: Pesticide use and practice of local farmers in the Central Rift Valley (CRV) of Ethiopia: implications for the environment and health hazards

description: In this study, pesticide practices and related environmental and health effects were investigated in the Central Rift Valley (CRV) of Ethiopia through a farmers’ survey. Questionnaires were distributed to 422 local farmers in the Arsi-Negele, Meki and Ziway areas. Multiple linear regression analyses were used to evaluate the results of the questionnaire and to identify risk factors associated with environmental and health effects after spraying. The majority of the farmers (44.4–55.0%) stored their pesticides in the kitchen or anywhere in the house, while only 6.5–32.0% of the farmers stored them in a separate place outside the house. A large majority of the farmers (63%) did not use personal protective equipment during pesticide spraying and handling, which was negatively associated with understanding pesticide instructions of the pesticide labels, OR: 0.9; (95% CI:0.82–0.98) in the supervised stepwise backwards selection model. Reading the instructions of the pesticide labels was positively associated with understanding instructions OR: 1.59 (95% CI: 1.0–2.54). The risk for water pollution was higher in the Meki region OR: 1.26 (95% CI: 1.14–1.4) compared to Ziway and Arsi-Negele. Most farmers (66%) experienced discomfort after pesticide spraying and Illnesses from pesticide spraying were more frequently reported by educated farmers. Therefore, proper training in pesticide use in this region could strongly reduce the health risk associated with pesticide exposure
DOI: 10.6084/m9.figshare.22320865.v2
title: Lou et al.2023.ManuscriptRelevantBacterialGenomes

description: Relevant preprint: Lou et al.2023 bioRxiv. Genomic analysis of cultivated infant microbiomes identifies <em>Bifidobacterium</em> 2’-fucosyllactose utilization can be facilitated by co-existing species (https://www.biorxiv.org/content/10.1101/2023.03.10.532136v1) <br> <br> These are the de novo assembled genomes related to this manuscript
DOI: 10.6084/m9.figshare.1305966.v1
title: Sample Atropos Segmentation

description: Sample segmentation output from Atropos segmentation tool in ANTs.
DOI: 10.6084/m9.figshare.13299620.v1
title: Codebook Creativity and Dyslexia

description: Codebook
DOI: 10.6084/m9.figshare.16682401.v1
title: Tabela de categorização dos trabalhos acadêmicos sobre Coronelismo Eletrônico no quadriênio 2017-2020

description: Tabela de categorização dos trabalhos acadêmicos sobre o conceito de Coronelismo Eletrônico produzidos no quadriênio 2017-2020 - Artigo 'Mapeamento do Coronelismo Eletrônico: Um estado da arte do conceito no quadriênio 2017-2020'
DOI: 10.6084/m9.figshare.3521765.v1
title: Appendix A. Data used in the paper.

description: Data used in the paper.
DOI: 10.6084/m9.figshare.3563889.v1
title: Supplement 1. R code for piecewise regression.

description: File List R_code_for_piecewise_regression.r (MD5: 56713e387417b7364390e6095dad8fab) Description Piecewise regression is a statistical method for estimationg two slopes in a series of data, one slope before a breakpoint and one slope after the breakpoint. The breakpoint can be fixed or estimated. Fixed breakpoints are based on changes in the environment. However, estimated breakpoints are necessary in competition studies, because an increase in one competitor must occur before the decline in the other competitor(s). Estimated breakpoints can determine, without bias, if the declines occurred after the increase.
DOI: 10.6084/m9.figshare.1394684.v1
title: English Wikipedia pageviews by second

description: This file contains a count of pageviews to the English-language Wikipedia from 2015-03-16T00:00:00 to 2015-04-25T15:59:59, grouped by timestamp (down to a one-second resolution level) and site (mobile or desktop). The smallest number of events in a group is 645; because of this, we are confident there should not be privacy implications of releasing this data.
DOI: 10.6084/m9.figshare.16432515.v1
title: Panel_data_forest_carbon_projects_Africa

description: This is the accompanying data for the article titled "Are forest carbon projects in Africa green but mean?: A mixed methods analysis" DOI: https://doi.org/10.1080/17565529.2022.2054400 <br>