cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.14703756.v4
title: Tabla comparativa sobre Relación entre el Poder Legislativo y el Poder Ejecutivo en América Latina

description: El Observatorio de Reformas político-electorales en América Latina presenta la tabla comparativa sobre "Relación entre el Poder Legislativo y el Poder Ejecutivo en América Latina". <br> Producto elaborado en el marco del Programa de Apoyo a Proyectos de Investigación e Innovación Tecnológica (PAPIIT) de la UNAM. Clave del proyecto: IN302122. Proyecto: “La capacidad de resiliencias de las democracias: elecciones y política en contexto de pandemia”, del Instituto de Investigaciones Jurídicas de la UNAM [Dir. Flavia Freidenberg].
DOI: 10.6084/m9.figshare.2059506.v1
title: Nearctic Miridae Distributions

description: Included in this file set are the species distribution maps and raw data for the Miridae species used in the default dataset area of endemism analysis reported in the paper, <b>Areas of endemism in the Nearctic: a case study of 1,339 species of Miridae and their plant hosts (</b>Weirauch et al., <i>in prep</i>). Red dots indicate specimens that were informative (i.e. scoring) in the reported areas of endemicity, and the blue dots are specimens that were ignored (i.e. not scoring) by the NDM/VNDM software during analysis.
DOI: 10.6084/m9.figshare.22689751.v17
title: Mapping annual 10-m maize cropland changes in China during 2017-2021

description: Mapping annual 10-m maize cropland changes in China during 2017-2021
  
<strong>The format of data is: [adcode]_[year].tif</strong>
<strong>the [adcode] is a unique code for province of China. (</strong> More detail: DataV.GeoAtlas地理小工具系列 (aliyun.com) <strong>)</strong>
DOI: 10.17632/96nvvpz9y8
title: Solid state NMR spectra of amyloid-beta fibrils derived from mouse brain tissue

description: One- and two-dimensional solid state NMR spectra of 40-residue amyloid-beta fibrils that were seeded with amyloid-enriched extracts from brain tissue of Tg2576 mice, which had been treated with two different synthetic fibril polymorphs (2F and 3F polymorphs) or with brain material from aged Tg2576 mice.  The contents of each folder are described in the README.txt file.  These solid state NMR data appear in a publication by R. Gomez-Gutierrez et al., entitled "Two Structurally Defined Abeta Polymorphs Promote Different Pathological Changes in Susceptible Mice".
DOI: 10.6084/m9.figshare.28784918.v1
title: Sequencing of 16S rRNA in feces from diarrhea and healthy piglets before and after weaning

description: 84 samples were collected from 42 piglets pre-weaning and post-weaning, including 17 samples from post-weaning diarrhea piglets.
DOI: 10.6084/m9.figshare.8146283.v3
title: Dataset_BeringSea.zip

description: File labeled 'Dataset_BeringSea.zip' is the minimal underlying in situ plankton dataset of Bering Sea used for the validation of enhanced CNN proposed by us. All the raw images were acquired by ZOOVIS in the southeastern Bering Sea in May 2017.This dataset contains a training set and a testing set, and both of them contain 7 classes (chaetognatha, copepoda, medusae, euphausiids, fish larvae, limacina and other). In addition, there are 2048 samples in the training set and 512 samples in the testing set for each class. And other files are the data used to validate the Enhanced CNN model proposed by us.
DOI: 10.6084/m9.figshare.21550434.v2
title: Covid.sav

description: Predictors for Covid-19 death
DOI: 10.6084/m9.figshare.27073930.v1
title: Raw Data

description: Firstly, sensitized GFP-E.coli and porcine erythrocytes were co-incubated, and green fluorescence was visible on the surface of porcine erythrocytes by indirect immunofluorescence. Finally, in the context of cardiopulmonary bypass, the association between porcine alveolar macrophages (PAMs) and porcine erythrocytes and GFP-E. coli was verified.
DOI: 10.6084/m9.figshare.29086241.v1
title: BAM files filtered for reads properly paired to restriction fragments

description: Only properly paired reads to both termini of a rescrition fragments were included in this bam file.Our algorithm then quantify the number of reads properly mapped to each restriction fragment, akin to RNA-Seq quantification of genomic features. The distribution of the quantified restriction fragments (genomic features) is negative binomial for many samples.
DOI: 10.6084/m9.figshare.3205975.v1
title: Reproductive Maturation in Geoduck clams (Panopea generosa)

description: This fileset includes a research paper describing reproductive maturation in geoduck clams with 200 images of gonadal histological sections and associated datasheets.<br>Female Staging Pictures* Images of each histology slide of female geoduck tissue samples taken with iPhone 5 camera* Labeling: fG##_s#_##x.jpg * f - female * G## - geoduck number * s# - reproductive maturation stage * ##x - magnification <br><br>Male Staging Pictures* Images of each histology slide of male geoduck tissue samples taken with iPhone 5 camera* Labeling: mG##_s#_##x.jpg * m - male * G## - geoduck number * s# - reproductive maturation stage * ##x - magnification<br>Data Spreadsheets* Female ReproMaturation Staging (.xlsx): lists each female geoduck (labeled Geo_##) under each reproductive maturation stage with the maturation parameters - average oocyte size (µ) and average follicle size (µ)* Male ReproMaturation Staging (.xlsx): lists each male geoduck (labeled Geo_##) under each reproductive maturation stage with the maturation parameters - percent composition of spermatids in acini and percent coverage of tissue sample of acini* Geoduck Data_MASTERSHEET: lists all data collected: sampling date, geoduck label, geoduck gender, reproductive maturation stage, weight prior to dissection (g), shell length (mm), gross examination notes, and whether hemolymph was sampled successfully<br>
DOI: 10.17632/9ff5jzj94s
title: AI-Driven Plant Pathology with Multifaceted Snake Gourd Leaf Disease Dataset

description: 1. The Significance of Snake Gourd in Horticulture and Disease Challenges In the horticulture sector, snake gourds are highly valued for their aesthetic appeal as well as their economic worth. However, a number of illnesses that can seriously impair plant health and productivity frequently make it difficult to cultivate these plants. To lessen these risks, leaf diseases must be identified promptly and accurately. The Snake Gourd Disease Dataset was created expressly to help horticulturists, researchers, and machine learning experts identify and categorize illnesses that impact snake gourd leaves in order to meet this demand. This dataset includes high-resolution photos of snake gourd leaves that show both disease-free and healthy specimens. Among the important illnesses mentioned are yellowing and anthracnose. Precise model training and validation are made possible by the thorough annotation of every image, which includes specifics about the nature and severity of the disease. The collection is further enhanced with metadata, which offers important background information about the locations and weather at the time of picture acquisition. Contextual information is essential for comprehending the variables influencing the occurrence of disease and improves the precision of prediction models. 
2. The Role of Deep Learning and Computer Vision The Snake Gourd Disease Dataset has a plethora of opportunities for classification and detection tasks that can be addressed by modern deep learning and computer vision techniques. 
3. A Comprehensive Dataset for Deep Learning in Snake Gourd Disease Classification This dataset was created especially to aid in the creation of sophisticated deep learning models. To ensure accuracy and relevance, the dataset's classifications were developed in conjunction with subject matter specialists from a leading agricultural institute. 
4. Data Collection and Augmentation A total of 600 images were taken at the Savar demonstration location in Dhaka, Bangladesh. These photos included instances of yellowing, anthracnose, and healthy leaves. From the original collection of photos, 1800 augmented images were created in order to improve the dataset and expand the amount of data points that were available. These augmented samples were made by applying several techniques like flipping, rotating, shearing, brightness modification, and magnification.
DOI: 10.17632/svhyd44mks
title: Supplementary Materials

description: Supplementary file to "A Multi-Center, Randomized, Double-blind, Placebo-controlled, Dose-ranging Study Evaluating Efficacy and Safety of Vunakizumab in Patients with Moderate-to-Severe Plaque Psoriasis"
DOI: 10.25452/figshare.plus.22671172.v1
title: Brain Computer Interface Motor Imagery-EEG Dataset

description: Brain-computer interface (BCI) is an effective approach for users to control external software applications and devices only by decoding their brain activities and without engaging any muscles. The availability of a BCI dataset which are large-scale and high quality can stimulate the researchers from neighbouring research areas develop advanced deep learning algorithms to enrich the field of BCI. Therefore, it is necessary to build an EEG dataset with availability for the development and research of BCI system. This is a large and high-performance intuitive dataset from World Robot Conference Contest-BCI Robot Contest MI of upper limbs or upper and lower limbs with three recording sessions. Sixty-three healthy participants (all right-handed, aged 17-30, 18 females) were naive BCI users participated in this experiment, of which fifty-two subjects participated in the two-class MI experiment and eleven subjects participated in the three-class MI experiment. This dataset can be utilized for a wide range of BCI-related research questions: analysing the differences among recording sessions of the same subject, improving the decoding performance of algorithms.
DOI: 10.6084/m9.figshare.26936107.v2
title: ELIFE Combined-model data

description: Metadata for ELIFE paper about integrating TCR sequencing data to select and prioritize neoantigen.Processed data used in this paper.
DOI: 10.6084/m9.figshare.3496286.v1
title: 2016-07 Data set for JBC paper on acid & 2-hydroxyglutarate

description: Complete data set for all figures in Nadtochiy et al. (2016) "Acidic pH is a Metabolic Switch for 2-Hydroxyglutarate Generation & Signaling", published in <i>J. Biol. Chem.</i> doi: 10.1074/jbc.M116.738799<i> <br></i><br>Each tab represents one figure.<i><br></i>
DOI: 10.15468/dl.dgtzx7
title: Occurrence Download

description: A dataset containing 102397 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Prunella vulgaris L.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 102397 records from 526 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013396-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/m4sgc32fpv
title: Data from: Automated acoustic monitoring captures timing and intensity of bird migration

description: Published in Journal of Applied Ecology.

Abstract
1: Monitoring small, mobile organisms is crucial for science and conservation, but is technically challenging. Migratory birds are prime examples, often undertaking nocturnal movements of thousands of kilometres over inaccessible and inhospitable geography. Acoustic technology could facilitate widespread monitoring of nocturnal bird migration with minimal human effort. Acoustics complements existing monitoring methods by providing information about individual behaviour and species identities, something generally not possible with tools such as radar. However, the need for expert humans to review audio and identify vocalizations are challenges to application and development of acoustic technologies.
2: Here, we describe an automated acoustic monitoring pipeline that combines acoustic sensors with machine listening software (BirdVoxDetect). We monitor four months of autumn migration in the northeastern United States with five acoustic sensors, extracting nightly estimates of nocturnal calling activity of 14 migratory species with distinctive flight calls. We examine the ability of acoustics to inform two important facets of bird migration: (1) the quantity of migrating birds aloft and (2) the migration timing of individual species. We validate these data with contemporaneous observations from Doppler radars and a large community of citizen scientists, from which we derive independent measures of migration passage and timing.
3: Together, acoustic and weather data produced accurate estimates of the number of actively migrating birds detected with radar. A model combining acoustic data, weather, and seasonal timing explained 75% of variation in radar-derived migration intensity. This model outperformed models that lacked acoustic data. Including acoustics in the model decreased prediction error by 33%. A model with only acoustic information outperformed a model comprising weather and date (57% vs. 48% variation explained, respectively).
4: Acoustics also successfully measured migration phenology: species-specific timing estimated by acoustic sensors explained 71% of variation in timing derived from citizen science observations.
5: Synthesis and applications. Our results demonstrate that cost-effective acoustic sensors can monitor bird migration at species resolution at the landscape scale and should be an integral part of management toolkits. Acoustic monitoring presents distinct advantages over radar and human observation, especially in inaccessible and inhospitable locations, and requires significantly less expense. Managers should consider using acoustic tools for monitoring avian movements and identifying and understanding dangerous situations for birds. These recommendations apply to a variety of conservation and policy applications, including mitigating the impacts of light pollution, siting energy infrastructure (e.g. wind turbines), and reducing collisions with structures and aircraft.
DOI: 10.6084/m9.figshare.92031.v1
title: CIL XV.1 Instrumentum Domesticum (a working copy)

description: This table is a rough and necessarily incomplete transcription of the information contained in the Corpus Inscriptionum Latinarum XV.1 Instrumentum domesticum, edited by H. Dressel, 1891. I make no guarantee that it is error free. I produced this during the course of my PhD research to have readily to hand my own copy of CIL XV.1, and it naturally reflects my own concerns during that work. It should not be used to identify stamped bricks (one should use instead Steinby's 'Indici complementari ai bolli doliari urbani (CIL XV.1) Acta Instituti Romani Finlandiae 11). Its utility lies in being able to be searched quickly, to narrow down the range of possibilities. I offer it in that spirit. It took me approximately 50 hours to produce.
DOI: 10.6084/m9.figshare.22086218.v2
title: Assessing the gut microbiome and the influence of host genetics on a critically endangered primate, the Northern muriqui (Brachyteles hypoxanthus)

description: Datasets and metadata analysed during the study of the Northern muriqui microbiome. <br> Files: filtered.zip - raw sequence data (fastq files) SampleSheet16Sfull_MURIQUI.csv - sample metadata Rscripts.zip - Rscripts used to analyse the data
DOI: 10.6084/m9.figshare.25577268.v2
title: Geolife Trajectories 1.3.zip

description: The dataset was collected by 182 users over five years from April 2007 to August 2012, with most of the data created in Beijing, China. Trajectories in the dataset are represented by a series of timestamped points, each containing latitude, longitude, and altitude information. The data set records a wide range of users' outdoor activities, including not only living habits such as going home and going to work, but also entertainment and sports activities such as shopping, dining, and hiking. This dataset can be used in many research areas such as user activity identification, location-based social networks, location privacy, etc.
DOI: 10.17632/kfprktxj2y
title: Mangrove soil organic carbon in Red River Delta, Vietnam

description: mangrove soil organic carbon (SOC) contents in the Red River Delta, Vietnam, and remote sensing datasets derived from Sentinel-1, Sentinel-2, and ALOS-2 PALSAR-2 in a total of 85 soil cores.
DOI: 10.6084/m9.figshare.11350517.v1
title: An exploratory study of the tensions in the selection criteria of problems in Primary School teachers

description: ABSTRACT Problem solving is central to the learning and teaching of school mathematics. Its implementation in the classrooms, however, has been elusive and difficult. One of the factors identified as responsible has been teachers conceptions of the process of solving problems, in which they are valued and related to the development of thought, at the same time that their teaching is carried out as a process. This understanding will influence the selection of problems that the teacher makes. This would play a critical role for its successful implementation; in this paper, we explore the tensions in the selection criteria used by Chilean Primary School teachers. We have built and applied a questionnaire open to those attending a voluntary workshop on the selection of mathematical problems. The analysis of their answers by means of a content analysis reveals that these in-service teachers manifest objectivist, utilitarian and humanistic conceptions about the problems. Also, it is possible to identify the tensions Say/Grow and Security/Challenge and another pair that broadens the vision on the tensions that can emerge in the school context. We conclude that the different perspectives in conceptions promote tensions in the selection of problems, related to how the class is orchestrated, the relationship of the teacher with the school system and between the teacher and the resolution of problems.
DOI: 10.6084/m9.figshare.11961063.v1
title: Dimensions COVID-19 publications, datasets and clinical trials

description: This file contains all relevant publications, datasets and clinical trials from Dimensions that are related to COVID-19. The content has been exported from Dimensions using a query in the openly accessible Dimensions application, which you can access at https://covid-19.dimensions.ai/. Dimensions is updated once every 24 hours, so the latest research can be viewed alongside existing information. With its range of research outputs including datasets and clinical trials, both of which are just as important as journal articles in the face of a potential pandemic, Dimensions is a one-stop shop for all COVID-19 related information. <br>Please share this information with anyone you think would benefit from it. If you have any suggestions as to how we can improve our search terms to maximise the volume of research related to COVID-19, please contact us at support@dimensions.ai.
DOI: 10.6084/m9.figshare.19766995.v1
title: Supplement S1 from Inversion invasions: when the genetic basis of local adaptation is concentrated within inversions in the face of gene flow

description: A table that summarizes many of the papers on inversions, genomic clustering, or polygenic adaptation which we compare to this study, and provides context as to how our work fits into what previous models have done.
DOI: 10.6084/m9.figshare.27101413.v1
title: Round goby hydraulic force time series for training a Deep Neural Network

description: The data set contains hydraulic force time series data. Preserved round gobies were connected via a 10.0 cm long metal stick to a multi axis Force/Torque sensor. The data were recorded at a frequency of 1000 Hz in seven channels (Time, Force X, Force Y, Force Z, Torque X, Torque Y, Torque Z. The data are stored as MATLAB files (.mat) with a specific naming convention (AABBBCCDDD). The names are composed of the bottom structure tested (AA) (four treatments), the experimental group (BBB) (four groups), the fish species (CC) (only round goby <i>Neogobius melanostomus</i> were tested), and a three digit individuum id (DDD). The four bottom structure treatments were BR (fish positioned near a rough bottom surface), BS (fish positioned near a smooth bottom surface), CR (fish positioned 10 cm above the rough bottom), and CS (fish positioned 10 cm above the smooth bottom).
DOI: 10.6084/m9.figshare.28538756.v1
title: Output files of CSUBST.

description: Output files for detection of amino acid sites that have undergone molecular convergence across Selenium-Binding Protein of land plants using CSUBST.
DOI: 10.6084/m9.figshare.3528482.v1
title: Appendix A. Literature sources for Table 1.

description: Literature sources for Table 1.
DOI: 10.5281/zenodo.15221280
title: Data and code: Identifying priority areas for conservation to promote connectivity and mitigate the impacts of anthropogenic disturbance
DOI: 10.5281/zenodo.15221281
title: Data and code: Identifying priority areas for conservation to promote connectivity and mitigate the impacts of anthropogenic disturbance
DOI: 10.6084/m9.figshare.1164194.v14
title: The graph-tool python library

description: Graph-tool is an efficient Python module for manipulation and statistical analysis of graphs (a.k.a. networks). Contrary to most other python modules with similar functionality, the core data structures and algorithms are implemented in C++, making extensive use of template metaprogramming, based heavily on the Boost Graph Library. This confers it a level of performance that is comparable (both in memory usage and computation time) to that of a pure C/C++ library.
DOI: 10.6084/m9.figshare.23662554.v1
title: TA - simulations

description: Mat files with simulated surface and intramuscular EMG signals. Surface EMG signals are detected with a grid of 64 surface electrodes. Intramuscular EMG signals are detected with an array of 16 electrodes.
DOI: 10.17632/wdkptv9f2w
title: Information literacy questionnaire

description: This data is used for the study on the mediating role of information literacy on reducing academic stress and burden for primary school students.
DOI: 10.6084/m9.figshare.7324226.v1
title: Dataset: Risk factors for bites and disease associated with blacklegged ticks: systematic review and meta-analysis

description: Data supporting manuscript: Risk factors for bites and disease associated with blacklegged ticks: systematic review and meta-analysis