cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.7100525.v4
title: A_dataset_of_multi_functional_ecological_traits_of_Brazilian_bees.csv

description: Here we provide a dataset of bees from mountainous areas of Carajás National Forest (eastern Amazon) and Nova Lima (Atlantic Forest). It is a compilation of sampling efforts from 1983 to 2018 through the accession of data stored in museum collections. In total, 222 and 144 bee species were recorded in Carajás and Nova Lima, respectively. This represents the most robust dataset of Brazilian bees including functional traits (body size, flight range, distribution, crop pollination, sociality and nesting) of 328 species. This dataset contributes to advances in the knowledge of the functional trait ecology of wild bees and can also benefit further studies that analyze the response of wild bees to land use change and its effects on the provision of crop pollination services. Validation procedures for the files can be found at: https://doi.org/10.17605/OSF.IO/CMJVX
DOI: 10.6084/m9.figshare.12628223.v1
title: Custom B. pertussis MLST scheme for ACV alleles

description: The custom scheme used with Torsten Seemann's MLST tool to identify the alleles of the ACV-related genes in our New Zealand <i>B. pertussis </i>genomes
DOI: 10.6084/m9.figshare.19377122.v1
title: Sample Metadata

description: Sample metadata including environmental information.<br>
DOI: 10.6084/m9.figshare.27193140.v1
title: Original Database

description: Summary of authors, disciplines, journals, and research hotspots of PPP articles from 2000 to 2023.
DOI: 10.17632/ddmv4w434g
title: Characterization of thermal stratification in a horizontally-configured electric water heater (EWH) storage tank

description: This dataset encompasses data for static heating and cooling modes, as well as dynamic water events for a horizontally-configured domestic electric water heater (DEWH) with a capacity of 150 liters. The model name of the device is "Kwikot Superline". The tank is equipped with a heating coil having a nominal power of 3 kW and insulation which provides a B-class energy rating as per South African national standards (SANS) 151, which limits standing losses to 2.59 kWh/24h. The specimen tank is located in a laboratory within the Faculty of Electrical and Electronic Engineering at Stellenbosch University, South Africa. The data were collected using a custom-built test bench designed to assist in characterizing the thermal response of the specimen tank. The test bench has the capability to emulate and control ambient temperature using a climatic chamber, emulate inlet water temperature, mimic user behavior by controlling water usage patterns, and manage electrical switching frequencies and conditions for the heating element. Additionally, a custom data acquisition module was specifically designed and built for this purpose, highlighting the capture of thermal stratification within the tank, outlet water temperature, environmental temperatures (ambient and inlet water), energy usage, and water usage. The internal stratification measurement unit was designed and built to measure three-dimensional temperature distributions within the specimen tank, with the most significant data being the stratification data in the plane of gravity. Five different vertical busses were installed in the tank to measure stratification at different longitudinal locations within the tank. Although radial temperatures were also recorded, no significant differences were observed. Environmental and operational data, such as input power to the heating element, ambient (chamber) temperature, inlet water temperature, outlet water temperature, flow rate of water discharge events, and laboratory temperatures, were also recorded. Schematics of the test bench and internal temperature measurement device are provided in the "Schematics" folder, offering a reference to sensor locations that directly correspond to those seen in the datasets. A description of the dataset structure is also provided in the "Experimental Data" folder, which describes the variables, their corresponding data types, units, and formats. Please note that all provided datasets are raw and unprocessed. Data formats: CSV, JSON, MATLAB Data
DOI: 10.6084/m9.figshare.16843075.v4
title: Data obtained from whole blood RNA-Seq data of 11 CNO patients and 9 healthy control in Japan

description: 1) TPM values obtained from whole blood RNA-Seq data of 11 CNO patients and 9 healthy control in Japan: RNASeq-whole-blood-classified_TPM_combined.woBOJ.renamed.tsv <br> 2) The edge contribution value (ECv) calculated for every edge in the estimated basal gene network with respect to each sample: RNASeq-whole-blood-classified_TPM_combined_result1_ECv.renamed.txt <br> 3) The gene expression subnetworks that can be viewed using Cytoscape: cytoscape_CNO_vs_healthy.txt <br> 4) Differentially regulated edges in the gene expression subnetworks that can be imported into Cytoscape: dre_target_CNO_vs_healthy.csv <br> These data were analyzed in the following paper: <br> "Whole blood transcriptome identifies gene expression subnetworks and a key gene characteristic of the rare type of osteomyelitis" by Hiroko Yahara et al <br> The data 3) and 4) were used to create Figure 2 (Gene expression subnetwork characteristics of CNO).<br>
DOI: 10.6084/m9.figshare.8956955.v1
title: Ecological and Distributional Databases for Neotropical Birds

description: This dataset is uploaded to FigShare by Jacob B. Socolar in support of a forthcoming publication. The University of Chicago Press has granted permission to JBS to upload and publish these data. <br>USERS OF THESE DATA SHOULD CITE THE ORIGINAL PUBLICATION:<br>Theodore A. Parker III, Douglas F. Stotz, and John W. Fitzpatrick (1996) Ecological and Distributional Databases for Neotropical Birds. University of Chicago Press, Chicago. ISBN: 9780226646763<br><br>See also:https://www.press.uchicago.edu/ucp/books/book/chicago/E/bo3618705.html <br>The file "Parker_Stotz_Fitzpatrick_1996.zip" unarchives to a folder called "Parker_Stotz_Fitzpatrick_1996". That folder contains three items:<br>1) readme.txt is a read-me document that contains some additional details in addition to repeating the information below.<br>2) license.pdf is a copy of the license granted to Jacob Socolar by University of Chicago Press to re-publish these data on figshare.com (license states "datadryad.org or a similar repository")<br>3) The 'databases' folder contains the files published as:Theodore A. Parker III, Douglas F. Stotz, and John W. Fitzpatrick (1996) Ecological and Distributional Databases for Neotropical Birds. University of Chicago Press, Chicago. ISBN: 9780226646763<br>See also:https://www.press.uchicago.edu/ucp/books/book/chicago/E/bo3618705.html <br>These databases were originally published as a companion to the book "Neotropical Birds: Ecology and Conservation", by Douglas F. Stotz, John W. Fitzpatrick, Theodore A. Parker III, and Debra K. Moskovits, copyright 1996 University of Chicago Press.<br>If using the data provided in this folder, please cite the references provided above. This item on FigShare (with date 2019) should not replace or supersede the above citations.
DOI: 10.17632/7ccyx52557
title: Informe anual de accesibilidad al medio físico del transporte ferroviario, año 2022

description: Informe anual de accesibilidad al medio físico del transporte ferroviario, año 2022, elaborado por la Subgerencia de Fiscalización de Inversiones de la Gerencia de Fiscalización Ferroviaria de la Comisión Nacional de Regulación del Transporte
DOI: 10.17632/d569r5248r
title: Fe-isotopic evidence for hydrothermal reworking as a mechanism to form high-grade Fe-Ti-V oxide ores in layered intrusions

description: Supplementary dataset for manuscript of "Fe-isotopic evidence for hydrothermal reworking as a mechanism to form high-grade Fe-Ti-V oxide ores in layered intrusions".
DOI: 10.17632/mm39pnsnxx
title: Dataset: Saliva Liquid Biopsy. MMP2, MMP9, and TIMP2 as Potential Diagnostic Biomarkers in Oral Squamous Cell Carcinoma

description: Data available from the article, Saliva Liquid Biopsy: MMP2, MMP9, and TIMP2 as Potential Diagnostic Biomarkers in Oral Squamous Cell Carcinoma
DOI: 10.17632/rtxr9djhhg
title: Bangladeshi Fruit Dataset: Classification and Analysis of Seven Native Species for Agricultural Research

description: This dataset includes 28,500 annotated images of seven tropical fruit species, combining both raw and augmented images to support machine learning applications in fruit detection, classification, and recognition. Key highlights include:
• Total Images: 28,500 (5,470 raw + 23,030 augmented)
• Species: Apple, Banana, Date, Grape, Guava, Orange, Papaya
• Augmentation Techniques: Rotation, scaling, brightness adjustments, contrast variations
• Content: Captures variability in backgrounds, lighting, and maturity stages
• Applications: Agricultural monitoring, biodiversity research, species identification, and AI-based solutions
• Purpose: Enhances machine learning model accuracy and resilience in real-world scenarios
DOI: 10.6084/m9.figshare.12377150.v1
title: The Public Dataset of Leif Evaluation

description: The public dataset of Leif's evaluation experiment, including raw experiment data and analytical results.
DOI: 10.6084/m9.figshare.7498145.v1
title: Supplementary Material for: Perinatal High-Fat Diet and Bisphenol A: Effects on Behavior and Gene Expression in the Medial Prefrontal Cortex

description: Both high-fat diets (HFD) and bisphenol A (BPA), an environmental endocrine disruptor, are prevalent in industrialized societies. Previous studies have detected separate effects of BPA and HFD; however, none have assessed possible interactive effects. Here, pregnant dams consumed 0, 40, or 400 µg BPA/kg/day and were fed either a control (CON; 15.8% kcal fat) or HFD (45% kcal fat) from gestational day 2 through parturition. The pups were individually dosed with BPA from postnatal days (P) 1–10, while the dams continued to consume one of the two diets. Maternal behavior increased with the HFD while the offspring’s periadolescent social play decreased with BPA, but no interactive effects were observed. Neither HFD nor BPA exposure changed performance on a social recognition task, and only BPA had an effect on the elevated plus maze. BPA increased several cytokines in the medial prefrontal cortex (mPFC) of P10 males but not females. Expression of several genes related to hormone synthesis and receptors, inflammation, oxidative stress, and apoptosis in the mPFC on P10 and P90 were altered due to BPA and/or HFD exposure with rare interactive effects. BPA resulted in an increase in the gene expression of <i>Esr1</i> in the mPFC of females on both P10 and P90. Epigenetic analysis on P90 did not show a change in methylation<i></i> or in the levels of pre-mRNA or microRNA. Thus, perinatal BPA and HFD have separate effects but rarely interact.
DOI: 10.6084/m9.figshare.845716.v3
title: Ponencia 7: LA INVESTIGACIÓN Y DIVULGACIÓN CIENTÍFICA EN LA ERA DIGITAL

description: El presente trabajo tiene por objetivo abordar los elementos clave del proceso de la investigación científica centrado en el investigador como sujeto problematizado, los retos que éste tiene para comunicar y colaborar desde un punto de vista personal y grupal con la ciencia en general. Explicando con cuáles elementos cuenta entre los más importantes para llevar a cabo la tarea de difundir sus logros: desde el blog personal hasta el web grupal, pasando por los artículos científicos y de divulgación. Se hará hincapié después en la importancia de la reputación personal como investigador, hablando de las herramientas en la red que existen para mejorarla. También se versará sobre la ciencia abierta y de las redes sociales de tipo académico que facilitan el proceso de colaboración interpersonal e internacional entre académicos, investigadores noveles y poder popular en general. La divulgación como parte fundamental de la investigación y que muchas veces es dejada de lado por razones de presupuesto o desconocimiento. Relacionado con ello, se enumerarán las nuevas técnicas para medir el impacto en las redes sociales y en Internet, a la vez que se comentarán algunas experiencias que dan fe de ser buenas prácticas en ese sentido.
DOI: 10.17632/9sxb6sjv6r
title: To each their own! Nectar plasticity within a flower mediates distinct ecological interactions

description: This dataset was collected and used in the paper 'To each their own! Nectar plasticity within a flower mediates distinct ecological interactions', by Hannelise de Kassia Balduino, Priscila Tunes, Emanuele Giordano, Massimo Guarnieri, Silvia Rodrigues Machado, Massimo Nepi, and Elza Guimarães. AoB Plants.
DOI: 10.17632/cv5t59wf24
title: Dataset for paper: 20th-century ecological disasters in central European monoculture pine plantations led to critical transitions in peatlands

description: This dataset includes palaeoecological and geochemical data from Miały peatland that were published in the paper:
Bąk, M., Lamentowicz, M., Kołaczek, P., Wochal, D., Jakubowicz, M., Andrews, L., Marcisz, K.: 20th-century ecological disasters in central European monoculture pine plantations led to critical transitions in peatlands.

The study was funded by the National Science Centre, Poland, grant 2020/39/D/ST10/00641. 

The data set includes several proxies: 
- 14C dates and peat accumulation rates, bulk density
- Testate amoebae and depth to water table reconstruction
- Pollen and NPP
- Plant macrofossils
- Macroscopic and microscopic charcoal
- Neodymium isotope records
DOI: 10.6084/m9.figshare.1480397.v1
title: openSNP - BOSC15 Slides

description: What if customers of personal genomics companies could donate their data into the public domain? Let's find out.
DOI: 10.6084/m9.figshare.22434637.v1
title: DNA Methylation at Birth and Lateral Ventricular Volume in Childhood

description: EWAS summary statistics
DOI: 10.6084/m9.figshare.22574206.v2
title: The genome of <em>Decapterus maruadsi</em>

description: The genome of <em>Decapterus maruadsi </em>
DOI: 10.6084/m9.figshare.28551077.v1
title: Part 2: Includes code to get NRI values for PT2, as well as GBIF data needed to run code

description: <b>WARNING: This code takes a very, very long time to run (~20 minutes- 1 hour per country). Running this code is NOT necessary to check the code in PTS-2-3-Analysis-022825.</b><b>The R script to calculate NRI is </b><b>NRI-PT2-022825</b>For six globally distributed invasive plants, we determined which countries the plant was invasive in using GRIIS (link: GRIIS.org/). We then went to GBIF and looked at all the global observations and went country by country and drew a rectangle over 70%+ of the country's observations (which we refer to as the area most densely invaded). We downloaded those observations, along with all the plant observations in the same space, with appropriate restrictions (year, quality, human observations, etc). The GBIF data are available in figshare, as are the citations. We then randomly chose transects within each country and made a list of all the plants in each transect. I then followed this tutorial (https://pedrohbraga.github.io/CommunityPhylogenetics-Workshop/CommunityPhylogenetics-Workshop.html) to calculate the NRI of each of the transects.b. Ultimately, the result of this file is a series of csvs (uploaded to figshare) that include the NRI values for each transect (across all plants).<br><b>To run this code, you need the GBIF data used. </b>The GBIF citations include a DOI where you can access/download the data. The GBIF citations can be found in figshare (labeled GBIF Citations), but also in the supplementary materials.NOTE: Many of the GBIF files are too large to directly upload. In the figshare folder, in addition to the citations where you can access ALL the data by downloading each one individually, I have uploaded a sample of csvs that are ready for use.<b> In other words, access to all the GBIF data is in the GBIF Citations doc, but I have also put in a couple of example GBIF csvs as well.</b>I am more than happy to send the csvs (along with their GBIF citations) directly to people, however, it would need to be via a site that allows the transfer of large files.
DOI: 10.17632/583wdgfzjs
title: Solar interfacial evaporation for efficient treatment of sewage containing volatile organic compounds and toxic heavy metal ions: a sequential process of adsorption, coagulation, and evaporation

description: Original Data and some origin data graphs
DOI: 10.17632/hswg9pwg8v
title: Data for: Esports’ Event Sponsorship: Sponsor’s Brand Authenticity, Brand Equity and Purchase Intention

description: This data contains the methods for how results were obtained in the research. The database file contains respondents' gender, age, game experience (the intensity of their experience as players and viewers) and the answers to the survey's questions. All questions used a 1-to-5 scale as answers. Additionally, custom fields were created for the mediation and multigroup analysis. The data present in this study shows that sponsor's brand authenticity directly impacts spectators' purchase intention. This relationship is mediated by the sponsors' brand equity. Additionally, the relationship is moderated by game experience. Appendix_1_and_2 contains the questions, source scales, their authors; and the t-test performed for game experience. The Figures-BAR file contains the Conceptual Model and Structural Model.
DOI: 10.6084/m9.figshare.14207087.v1
title: R script from Variable dosage compensation is associated with female consequences of an X-linked, male-beneficial mutation

description: R script used for data analysis
DOI: 10.6084/m9.figshare.14597450.v1
title: The subantarctic lithospheric mantle

description: Major element compositions of olivine, clinopyroxene and spinbel and trace element contents of clinopyroxene
DOI: 10.6084/m9.figshare.14685999.v1
title: Supplementary Material for: Effect of Thyromimetic GC-1 Selective Signaling on Reproductive and Lactational Performance in the Hypothyroid Rat

description: <b><i>Introduction:</i></b> The potential of the thyroid hormone receptor β (TRβ1) selective analog GC-1 has been widely proven in animal models and humans. However, its effect on the reproductive stage of the female rat has not been evaluated. <b><i>Methods:</i></b> The effect of the administration of GC-1 or equimolar doses of triiodothyronine (T3) was evaluated on the reproductive performance of the hypothyroid female rat and the indirect effect on pup thyroid status, weight, and survival. <b><i>Results:</i></b> Hypothyroidism reduced the number of embryos implanted in the uterus, whereas T3 and GC-1 treatment in hypothyroid females reestablished the number of implanted embryos to normal. Initiation of labor was delayed by hypothyroidism, and T3 replacement treatment reinstated the normal timing of parturition. The administration of GC-1 alone to the lactating mother did not affect pup survival, weight, or thyroidal status. <b><i>Conclusions:</i></b> Our findings show the differential effect of thyroid hormone selective signaling during gestation and the indirect exposure of the pups; we also emphasize the plausible use of GC-1 for treatment of hypothyroid mothers during the lactation period.
DOI: 10.6084/m9.figshare.19689157.v1
title: Laser profile scan dataset

description: laser csv dataset
DOI: 10.6084/m9.figshare.28711544.v1
title: <b>Spatial assessment of settlement consolidation potential: Insights from Zhejiang province, China</b>

description: Global food security is increasingly threatened by cropland loss and rising food demand, necessitating policy interventions such as settlement consolidation. However, scaling up local consolidation requires large-scale assessments of consolidation potential to effectively coordinate interventions for localized implementation. Here, we evaluate settlement consolidation potential across land systems in rural areas of Zhejiang Province, by leveraging advanced machine learning models fed with reference data from completed consolidation projects and associated explanatory variables. This consolidation potential assessment demonstrates high robustness and precision, with a recall of 0.75, a modified F1 score of 4.05, and a low coefficient of variation. The consolidation potential map illustrates heterogeneity of settlement consolidation potential across space, which identifies 29784 hectares potential consolidation area in rural land systems, predominantly concentrated in northern prefectures such as Jiaxing (12961 hectares) and Huzhou (8987 hectares). In general, smaller settlement patches exhibit higher consolidation potential. In addition, a distinct distribution of consolidation potential is observed across plains, hills, and mountains. Specifically, plains account for almost 80% potential consolidation area, followed by mountains (17%) and hills (3%). This study reveals the spatial heterogeneity of settlement consolidation potential, offering insights for strategies that enhance food production, optimize land use and support informed decision-making.
DOI: 10.17632/pb5xpv8z5r
title: Graphite// NMC synthetic V vs. Q & duty cycle datasets

description: These datasets were calculated using the mechanistic modeling approach. See “Big data training data for artificial intelligence-based Li-ion diagnosis and prognosis“ (Journal of Power Sources, Volume 479, 15 December 2020, 228806) and "Analysis of Synthetic Voltage vs. Capacity Datasets for Big Data Li-ion Diagnosis and Prognosis" (Energies, under review) for more details The V vs. Q dataset (Gr-NMC_Co25_cha_n) was compiled with a resolution of 0.01 for the triplets and C/25 charges. This accounts for more than 5,000 different paths. Each path was simulated with at most 0.85% increases for each. The dataset contains more than 700,000 unique voltage vs. capacity curves. 4 Variables are included, see corresponding read me file for details and example how to use. The duty cycle dataset is composed of more than 140,000 duty cycles with one voltage curve at most every 200 cycles (one every 10 cycles for cycles 1-200). 15 variables are included in the duty cycle dataset (Gr-NMC_Co25_cha_142216duty). See corresponding read me file for details and example how to use.
DOI: 10.17632/vjhx6hrsz7
title: PNAS - Constitutive Model Construction

description: Here, we are including the data used in the PNAS paper entitled "Unbiased construction of constitutive relations for soft materials from experiments via Rheology-Informed Neural Networks".
DOI: 10.6084/m9.figshare.12275009.v1
title: COVID-19 Image Repository

description: The aim of this project is to make an anonymized data set of COVID-19 positive patients with a focus on radiological imaging publicly available. This data set includes master-, image- and laboratory-data.
DOI: 10.6084/m9.figshare.21342834.v1
title: A three-gene phylogeny supports taxonomic rearrangements in the family Didymiaceae (Myxomycetes)

description: <strong>The dataset includes:</strong> The <strong>Supplementary Table 1</strong> with the list of specimens used for DNA extraction and sequencing and the list of sequences retrieved from GenBank The <strong>Concatenated alignment</strong> with 18S rDNA, COI, and EF1A sequences <strong>Partition file</strong> in RAxML format <strong>Three-gene phylogenetic tree </strong>in newick format. For details, see the original publication: https://link.springer.com/article/10.1007/s11557-022-01858-1
DOI: 10.6084/m9.figshare.28636790.v1
title: Hirnantian technical and analytics; daa

description: Technical geochronological methods usedFull age and isotope data of U-Pb detrital zircon analysed
DOI: 10.17632/dsht25fbtb
title: order allocation case study

description: case study for order allocation
DOI: 10.17632/t76ckh2ygg
title: baltic dry index freight rates47

description: The data is daily rates of sub indices of Baltic dry index from 1st Aug. 2012 to 31st July 2019 of the sub-indices namely, Baltic Capesize Indices, Baltic Panamax Indices, Baltic Supramax Indices and Baltic Handysize Indices