cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.17868773.v4
title: Satellite bathymetry map of the marine ecosystems in the Mexican Caribbean: Cabo Catoche - Xcalak

description: The map represents the depth spatial distribution of the benthic habitats in shallow waters of the Mexican Mesoamerican Reef System, from Cabo Catoche to Xcalak. This represents an area of 1001 km2 with an average maximum depth of 18 m. It was generated from the analysis of 23 WorldView-2 satellite images (2010-2016) and it was validated with information from in-situ bathymetric soundings. The information is presented in TIFF format. This product is the result of the ArrecifeSAM project, coordinated by CONABIO as part of the Marine-Coastal Information and Analysis System (SIMAR) (https://simar.conabio.gob.mx).<b><br></b><b>Acknowledgement:</b><b><br></b>The authors acknowledge the logistical and technical support provided by by National Financial Trust Fund for Biodiversity and National Commission for the Knowledge and Use of Biodiversity (CONABIO), National Autonomous University of Mexico - UNAM (UASA Marine Science and Limnology Institute, Institute of Engineering, Science Faculty - Academic Unit Sisal), EOMAP GmbH & Co.KG. (EOMAP), Center for Research and Advanced Studies of the National Polytechnic Institute (CINVESTAV-Mérida, IPN), and College of the Southern Border (ECOSUR).<br><br>
DOI: 10.6084/m9.figshare.19329608.v1
title: Processed Dota 2 game files for patch 7.26

description: Processed game files from the OpenDota API, from patch 7.26 professional matches.<br>
DOI: 10.6084/m9.figshare.5945212.v1
title: Supplementary Tables 1-4.xls

description: Supplementary Tables 1-4
DOI: 10.6084/m9.figshare.6255284.v1
title: TripAdvisor reviews of hotels and restaurants by gender

description: Datasets of Tripadvisor reviews by UK residents of UK hotels and restaurants, together with the user's rating of the hotel.Datasets are split by:Hotel star level (2, 3, 4 or all[mixed]) or Restaurant;Reviewer gender (M=male-authored reviews; F=female-authored reviews; MF=equal numbers of male and female authored reviews for each rating level);Number of texts (1k, 2k, 4k, 8k, 16k, or all available)<br>Each dataset contains equal numbers of reviews at each rating level.The reviews were selected at random from TripAdvisor.<br>This data is from this paper:Thelwall, M. (2018). Gender bias in machine learning for sentiment analysis. <em>Online Information Review</em>, 42(3), 343-354. doi: 10.1108/OIR-05-2017-0152<br><br>
DOI: 10.17632/dk39nzc2zy
title: Code and Online Appendix for "Sovereign Risk and Intangible Investment"

description: Replication code for "Sovereign Risk and Intangible Investment" by Minjie Deng and Chang Liu.
Abstract: This paper measures the output and TFP losses from sovereign risk, considering firm-level intangible investment. Using Italian firm-level data, we show that firms reallocated from intangible assets to tangible assets during the 2011-2012 Italian sovereign debt crisis. This asset reallocation is more pronounced among small firms and high-leverage firms. This reallocation affects aggregate output and TFP. To explain the reallocation pattern and quantify the output and TFP losses, we build a sovereign default model incorporating firm intangible investment. In our model, sovereign risk deteriorates bank balance sheets, disrupting banks’ ability to finance firms. Firms with greater external financing needs are more exposed to sovereign risk. Facing tightening financial constraints, firms shift their resources towards tangibles because they can be used as collateral. We find that elevated sovereign risk explains 45% of the observed output losses and 31% of the TFP losses in Italy from 2011 to 2016.
Keywords: Sovereign debt crisis, intangible asset, firm investment, TFP loss
DOI: 10.6084/m9.figshare.20210534.v1
title: Rawdata_Peng et al_2022_FPS

description: Raw data for Peng et al_2022_Frontiers in Plant Science.
DOI: 10.6084/m9.figshare.21889322.v1
title: Impact of Integrated Ultra Violet-Ozone Treatment on Textural and Structural Properties of Dough Made of Natural Fiber Based Agro Residues

description: In this study, de-oiled rice bran (RB) and virgin coconut oil cake (VCOC) were selected as base materials. Corn starch, wheat bran, and guar gum were taken as binding agents. The doughs were treated with combined Ultraviolet (UV) (1000 μW/cm2 for 15 min) and Aqueous Ozone (AO) (3 mg/L, exposure time 5 min and pH of 4). The effect of these non-thermal treatments on microbial log reduction, textural characteristics, glass transition (Tg), and crystallinity was studied and compared with the control. The results for all samples, dough raising capacities differed widely by 10–30%. Bulk Density and True Density were 1.6 to 2.5 g/cm3 and 2.3 to 3.3 g/cm3. X-Ray Diffraction indicated 30–45% crystallinity, and crystallite size ranges between 0.54 and 0.90 nm. DSC indicated Tg and melting point between 49°C-55°C and 98°C-101°C for RB dough and at 54°C-60°C and 107°C-134°C for VCOC dough samples. UV with AO treated dough showed a maximum of 5.2 log microbial reduction compared to the untreated sample. The developed RB and wheat bran combination demonstrated the highest tensile strength (0.62 MPa) whereas RB-starch combination had the minimum water absorption (1.33 ml/min). This indicates the ability of additives to improve the characteristics of biodegradable cutlery made from agricultural residues.
DOI: 10.6084/m9.figshare.25393261.v2
title: Quality wines in Italy and France: a dataset of protected designation of origin specifications

description: Italy and France are historically among the countries that produce the most prestigious wines worldwide. In Europe, these two countries together produce more than half of the wines classified under the Protected Designation of Origin (PDO) label, the strictest quality mark of food and wines in the European Union. Due to their long tradition in wine protection, Italy and France include highly detailed regulatory information in their wine PDO regulatory documents that are usually not available for other countries, such as specific information about the main cultivars that must be used to make each wine product or the related required planting density in the vineyards. However, this information is scattered throughout the documents of each wine production area and has never been extracted and homogenised in a unique dataset. Here, we present the first dataset that characterizes the PDO wines produced in Italy and France at very high detail based on the documents from the official EU geographical indication register. It includes, for each country, a standardized list of the PDO wine names, linked with their specific regulatory requirements, including the wine colour, type, cultivars used and maximum allowed yields. The unprecedent level of detail of this dataset allows for the first time the analysis of more than 5000 traditional wines and their legal and agronomic specifications. This gives insights into the interplay between the European Union quality regulation policy, the wine sector and agronomic practices, enabling researchers and practitioners to analyze wine production in the context of specific regulations or economic scenarios.
DOI: 10.6084/m9.figshare.28519931.v1
title: <b>Long-Term Analysis of Vegetation Stress and Resilience to Climatic Variability (2001-2023)</b>

description: This repository provides resources, scripts, and methodologies for analyzing vegetation stress and resilience to climatic variability using <b>Kernel NDVI (kNDVI) </b>and <b>Vegetation Health Index (VHI)</b>. The research focuses on Pakistan's diverse ecological regions from 2001 to 2023, exploring vegetation-climate interactions, drought impacts, and long-term trends.<b>link to detail description of the research paper:</b>
DOI: 10.6084/m9.figshare.7108763.v1
title: Data for 'Building back bigger in hurricane strike zones'

description: This data set accompanies the article 'Building back bigger in hurricane strike zones' (Lazarus <i>et al</i>., 2018).<br>In this repository we include footprint area of individual buildings measured from pairs of aerial photographs (taken 5–14 yrs apart) at five separate barrier-island locations along the US East and Gulf Coasts.<br>Table 1 lists the years in which the aerial images were taken, and the endpoint locations (latitude and longitude, in decimal degrees) for the sampled reaches at each site.<br>Table 2 lists the location name, a building ID, and the pre-storm and "final" 2017 footprint areas (in m<sup>2</sup>) measured from aerial images. (Note that the pre-storm image year is not the same for each location.)<br>
DOI: 10.6084/m9.figshare.7195103.v1
title: Supplementary Material for: Comparative Transcriptomic Analysis of Embryo Implantation in Mice and Rats

description: <b><i>Background/Aims:</i></b> Embryo implantation is an essential process for eutherian pregnancy, but this process varies across eutherians. The genomic mechanisms that led to the emergence and diversification of embryo implantation are largely unknown. <b><i>Methods:</i></b> In this study, we analyzed transcriptomic changes during embryo implantation in mice and rats by using RNA-seq. Bioinformatics and evolutionary analyses were performed to characterize implantation-associated genes in these two species. <b><i>Results:</i></b> We identified a total of 518 differentially expressed genes in mouse uterus during implantation, of which 253 genes were up-regulated and 265 genes were down-regulated at the implantation sites compared with the inter-implantation sites. In rat uterus, there were 374 differentially expressed genes, of which 284 genes were up-regulated and 90 genes were down-regulated. A cross-species comparison revealed that 92 up-regulated genes and 20 down-regulated genes were shared. The differences and similarities between mice and rats were investigated further at the gene ontology, pathway, network, and causal transcription factor levels. Additionally, we found that embryo implantation might have evolved through the recruitment of ancient genes into uterine expression. The evolutionary rates of the differentially expressed genes in mouse and rat uterus were significantly lower than those of the non-changed genes, indicating that implantation-related genes are evolutionary conserved due to high selection pressure. <b><i>Conclusion:</i></b> Our study provides insights into the molecular mechanisms involved in the evolution of embryo implantation.
DOI: 10.17632/5kzrp8rw7s
title: Использование мультипликаторов при формировании инвестиционного портфеля частного инвестора на российском фондовом рынке

description: В качестве выборки были использованы исторические данные по мультипликаторам обыкновенных акций, входящих в расчет рублевого индекса российского фондового рынка – индекса ММВБ за период с 2007 по 2021 год
DOI: 10.6084/m9.figshare.11341727.v1
title: Historical Data in Simulation(Data in France)

description: This dataset contains the solar irradiation, wind speed, PV and wind power output data in France during 2013-2016.
DOI: 10.6084/m9.figshare.741242.v1
title: Moral Maze Transcripts

description: A set of transcripts of BBC Radio 4 Moral Maze episodes. These were transcribed by the University but were distributed in a single 200 page Word document & hence were not immediately suitable for reuse. Each episode has now been separated into its own file, and cleaned. Metadata has been added and everything has been stored in a JSON format file. The links associated with this file set lead to a github repo containing these files, bug-fixes, notes, raw data, and tools and to the associated project web page for this dataset.
DOI: 10.17632/v8k6bsr6tf
title: Battery Degradation Datasets (Two Types of Lithium-ion Batteries)

description: This degradation dataset covers two types of lithium-ion batteries, PANASONIC NCR18650BD (3.03 Ah nominal capacity, 3 cells) and GOTION IFP20100140A (27 Ah nominal capacity, 3 cells), named as Dataset #3 and Dataset #5, respectively.
Batteries from datasets #3 and #5 are tested in thermal chambers at 20°C and 45°C, respectively. An ARBIN BT2000 battery test system is employed to cycle the batteries. In each cycle of the battery from Dataset #3, the charge strategy is to charge at a constant current rate of 0.3C until the voltage reaches 4.2V and then hold at 4.2V until the charging current drops below 0.03A; the discharge strategy is to discharge at a constant current rate of 2C. In each cycle of the battery from Dataset #5, the charge strategy is to charge at a constant current rate of 1C until the voltage reaches 3.65V and then hold at 3.65V until the charging current drops below 1.35A; the discharge strategy is to discharge at a constant current rate of 1C. The charging curves extracted from the constant-current charging phase of the cycles are integrated into the datasets.
This supports the Data availability of "Deep learning to estimate lithium-ion battery state of health without additional degradation experiments".
DOI: 10.4121/12764429.v4
title: GPEX: Global Precipitation EXtremes

description: This data was used for the manuscript: Extreme Precipitation Return Levels for Multiple Durations on a Global Scale, Gründemann et al., 2021. This file contains global estimates of extreme precipitation using three extreme value distributions (GEV, POT and MEV) for eight durations (3 hours - 10 days).
DOI: 10.6084/m9.figshare.11112980.v2
title: Metadata record for: Human kinematic, kinetic and EMG data during different walking and stair ascending and descending tasks

description: This dataset contains key characteristics about the data described in the Data Descriptor Human kinematic, kinetic and EMG data during different walking and stair ascending and descending tasks. <br> Contents: <br> 1. human readable metadata summary table in CSV format 2. machine readable metadata file in JSON format <br> <br> Versioning Note:Version 2 was generated when the metadata format was updated from JSON to JSON-LD. This was an automatic process that changed only the format, not the contents, of the metadata.<br>
DOI: 10.6084/m9.figshare.14605152.v1
title: Files for "Correcting for Ontogenetic Size Variation in Morphometric Analysis"

description: Files for "Correcting for Ontogenetic Size Variation in Morphometric Analysis"<br>
DOI: 10.6084/m9.figshare.28598054.v1
title: Fig. 2

description: Raw data
DOI: 10.6084/m9.figshare.4590250.v1
title: 150 Analog Max Weaver Dye Library Subset

description: This is a subset of 150 chemical dyes that are housed in the Max Weaver Dye Library at North Carolina State University
DOI: 10.6084/m9.figshare.5478352.v1
title: Table S2: Ion-microprobe zircon U–Pb data. Multiple intrusive phases in the Leinster Batholith, Ireland: geochronology, isotope geochemistry and constraints on the deformation history

description: Table S2: Ion-microprobe zircon U–Pb data for the granites from Glenmacnass Waterfall.
DOI: 10.17632/xtv5y29xvz
title: GGG - Rough or Noisy? Metrics for Noise Detection in SfM Reconstructions

description: The proposed dataset is part of the paper with the same name "Rough or Noisy? Metrics for Noise Detection in SfM Reconstructions", which proposes 9 geometrical and SfM capturing setup metrics for training a classification method for detecting noise on a SfM reconstructed surfaces. The dataset contains images for Structure from Motion reconstruction of 15 objects. The images were taken using a Canon 5Ds DSLR camera with a resolution of 8688x5792. The images contain EXIF data that can be used to assist the 3D reconstruction. For all objects, except the wind turbine blade the images are 36 in a circle around the object. For the wind turbine blade the images are positioned in 2 vertical bands of 17 images each in a semi-circle. Together with the images there are reconstruction point clouds. These are created using Agisoft Metashape (Photoscan). For easier processing they are separated into: - one file containing vertex positions in X,Y,Z column stacked format, together with color for each vertex position in RGB - one file containing the normals in Nx, Ny, Nz column stacked format - one file containing triangulated faces for the used vertices Finally there are manually annotated ground truth segmentations of the point clouds into noise and not noise for each of the 15 objects.
DOI: 10.6084/m9.figshare.11969256.v1
title: L2 Section, Sample 49. 83 Year Old Female

description: A 3 mm thick para-sagittal slice of L2 vertebra from an 83 year old female embedded in PMMA then micro-milled block surfaces carbon coated for quantitative 20kV BSE SEM.<br><br>Later polished to remove coating and then imaged with high-contrast X-Ray Micro-tomography at 90 kV with 30 micron voxel size.
DOI: 10.6084/m9.figshare.13100471.v1
title: Source Data for SPOT

description: The source data underlying Figs 1b-f, 2a, 3a-h, 4a-e and Supplementary Figs 2c-d, 3, 4, and 9 are provided as a Source Data file.
DOI: 10.6084/m9.figshare.16599782.v2
title: ECoG and arm position during movement and rest

description: Intracranial electrocorticography (ECoG) and 2D arm positions extracted via markerless pose tracking from video, segmented during arm movement and rest events. File names denote the participant number and whether the file contains ECoG or 2D arm positions from the wrist, elbow, and shoulder.
DOI: 10.6084/m9.figshare.2070145.v2
title: OpenGeoSys simulation of seawater intrusion

description: This is a modeling study of seawater intrusion problem simulation by OpenGeoSys. The results is prepared from science valentine. <br>
DOI: 10.6084/m9.figshare.28342175.v1
title: <b>Dataset for </b><b>Interpretable Machine Learning Reveals Structural Insights into Selective C–H Borylation by Metal-Organic Framework-Supported Ni Catalysts</b>

description: Metal-organic frameworks (MOFs) offer a vast design space as tunable supports for catalytic applications, yet their structural complexity often obscures structure-activity relationships. This study investigates MOF-supported nickel (Ni) catalysts for selective sp³ and sp² C–H borylation. Using interpretable machine learning, we developed 45 concise and comprehensive descriptors that capture the diverse structural features of the vast MOF family, derived from over 470,000 MOF structures. These descriptors allowed us to identify key factors governing the sp³ vs. sp² selectivity. Our findings reveal that sp³ C–H borylation occurs within MOF pores via radical-mediated hydrogen atom transfer (HAT), while sp² C–H borylation is associated with surface or defect sites, favoring a concerted metalation-deprotonation (CMD) mechanism. Guided by these insights, we designed Ni catalysts achieving sp³ C–H selectivity of up to 97.8% and sp² C–H selectivity of up to 88.7%. This work provides a systematic framework for rational design of and transferable insights into MOF-supported catalysts.
DOI: 10.6084/m9.figshare.28519832.v1
title: DEMs data from the analog modeling

description: This dataset primarily consists of the DEMs data from the analog modeling in the article “<i>Crustal heterogeneity controls the along-strike segmentation: Analog and numerical models of the northern South China Sea”</i>. It includes five experiments (Exp.R, Exp.MA, Exp.FAB, Exp.MA-FAB, and Exp.MA-FAB-F), each with three stages (Extension 2 cm, 4 cm, and 6 cm).The files contain various types of raw data as well as the final image formats.
DOI: 10.6084/m9.figshare.8275304.v1
title: WHsamples.correct.Final.map.recode.vcf

description: 180K SoyaSNP array genotype data for construction of genetic maps in WH, HI, WI, and II populations
DOI: 10.6084/m9.figshare.8960150.v1
title: Data from Stier et al. 2019 (Plastic but repeatable: rapid adjustments of mitochondrial function and density during reproduction in a wild bird species)

description: Excel file containing the dataset used in <b>Stier et al. 2019: Plastic but repeatable: rapid adjustments of mitochondrial function and density during reproduction in a wild bird species.</b><b>Details about variables are included below the data<br></b>
DOI: 10.17632/8c93y2k2y4
title: Souza et al. 2023 - JDS

description: Supplementary material with information on how some of the data used in the manuscript was estimated, plots of the response variables during heat stress versus thermoneutral period or with the progression of heat stress. Plots of residuals versus fitted values, normal probability and observed versus predicted values are also included.
DOI: 10.6084/m9.figshare.21075859.v1
title: Survival data.sav

description: These data are related to a study titeld: " <strong>The Effect of Intradialytic Exercise on Dialysis Patient Survival: A Randomized Controlled Trial"</strong>
DOI: 10.6084/m9.figshare.3830007.v2
title: scikit-learn rcv1 dataset rcv1-v2.topics.qrels.gz

description: Part of the rcv1 dataset used in scikit-learn
DOI: 10.6084/m9.figshare.5798043.v1
title: Supplementary Material for: Association of Ultrafiltration Rate with Mortality in Incident Hemodialysis Patients

description: <b>Background/Aims:</b> Ultrafiltration rate (UFR) appears to be associated with mortality in prevalent hemodialysis (HD) patients. However, the association of UFR with mortality in incident HD patients remains unknown. <b><i>Methods:</i></b> We examined a US cohort of 110,880 patients who initiated HD from 2007 to 2011. Baseline UFR was divided into 5 groups (&lt;4, 4 to &lt;6, 6 to &lt;8, 8 to &lt;10, and ≥10 mL/h/kg body weight [BW]). We examined predictors of higher baseline UFR using logistic regression and the association of baseline UFR and all-cause and cardiovascular (CV) mortality using Cox proportional hazard models with adjustments for demographics, comorbidities, and markers of malnutrition-inflammation-cachexia syndrome. <b><i>Results:</i></b> Patients were 63 ± 15 years, with 43% women, 32% African Americans, and had a mean baseline UFR of 7.5 ± 3.1 mL/h/kg BW. In the fully adjusted logistic regression models, factors associated with higher UFR (≥7.5 mL/h/kg BW) included Hispanic ethnicity, diabetes, and higher dietary protein intake. There was a linear association between UFR and all-cause and CV mortality, where UFR ≥10 mL/h/kg BW (reference UFR 6–&lt;8 mL/h/kg BW) conferred the highest risk in both unadjusted (HR 1.15 [95% CI 1.10–1.19]) and adjusted models (HR 1.23 [95% CI 1.16–1.31]). The linear association with all-cause mortality remained consistent across strata of age, urine volume, and treatment time. <b><i>Conclusions:</i></b> Higher UFR is independently associated with higher all-cause and CV mortality in incident HD patients. Clinical trials are warranted to examine the effects of lowering UFR on outcomes.
DOI: 10.17632/ty7zh7jsdt
title: Regression Analysis

description: Regression model input and output files
DOI: 10.6084/m9.figshare.28649180.v1
title: Association between screen time to dental caries risk among 12 years old school children in Mangalore city- A multiphase study

description: Today’s generation with their digital technology competence are being more exposed to devices like smartphones, electronic tablets, laptops, televisions and video gaming devices. All this affects children’s learning, their health related behaviours, attitudes and there overall growth and development. . It also leads to increased consumption of high sugar foods , and sweetened beverages making children prone to dental caries Thus we wanted to find association between screen time and dental caries risk among 12-year-old school children in our study.
DOI: 10.17632/7rkzyj57ww
title: Multicomponent training program to prevent the risks of ACL injury among collegiate athletes- one group pretest posttest design

description: This study was done to see the effects of Multicomponent training program to prevent the risks of ACL injury among collegiate athletes. 30 Collegiate athletes were recruited and was assessed by outcome measures Y-Balance test, Illinois test and Single leg squat test pre and post intervention. Intervention was given for 4 weeks, 3 times/week. Multicomponent training program consist warm-up, stretching, strength training, balance training, proprioception training and agility training.