cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.prt4zu
title: Occurrence Download

description: A dataset containing 870079 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Poa trivialis L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 870079 records from 3056 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014334-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.10012559.v2
title: A dataset of distributed global water withdrawal from 1960 to 2017

description: Global water withdrawal data
DOI: 10.6084/m9.figshare.29132564.v1
title: Pan-RLKome_OGSequenceData.zip

description: Data set used for inferred Pan-RLKome. Sequences all must contain a kinase domain and clustered together with known receptor-like kinases.
DOI: 10.6084/m9.figshare.20431713.v1
title: Novel Complete Methanogenic Pathways in Longitudinal Genomic Study of Monogastric Age-Associated Archaea

description: Our study is the first description of longitudinal monogastric methanogens with genomic analysis of methanogenic function. We evaluated methanogen abundance and functions of 7 monogastric swine hosts over their lifetime at 22 timepoints from birth through adulthood (ages 1-177 days). We described how our methanogen metagenome assembled genomes (MAGs) were identified during specific host ages. Furthermore, we determined methanogenic pathways previously unknown to monogastric-associated methanogens. This study provided evidence of multiple novel methanogen characteristics, which will aid future studies as we build the monogastric methanogen repertoire.
DOI: 10.6084/m9.figshare.22578639.v1
title: Long-term stability in obsessive thoughts and compulsive behavior in the general population: a longitudinal study in Sweden

description: Obsessive thoughts and compulsive behavior and their related disorder Obsessive-Compulsive Disorder (OCD) commonly occur in the general population. Clinical populations indicate a high level of stability, although there are few longitudinal studies in the general population. The recommended drug treatments are SSRIs/TCAs. However, there are few long-term follow up studies. The goal of this study was to 1) examine the occurrence and stability of obsessions, compulsions, and OCD in a longitudinal population-based survey, 2) investigate the use of SSRI and TCA and the potential effect on symptoms. A ten-year longitudinal general population in Stockholm was used (2000 and 2010, <i>n</i> = 5650) Obsessional washing, checking, intrusive unpleasant thoughts and the level of suffering due to these symptoms were measured by self-report. Information on use of SSRIs and TCAs by these individuals was obtained from registers. Stability was examined using contingency tables and multinomial logistic regression. At baseline, 2.1, 11.7 and 11.9% reported obsessional washing, checking and intrusive thoughts. A total of 5% reported considerable suffering from these (i.e. OCD). Based on psychiatric interview only 0.4% had OCD. Ten years later a quarter of OCD cases were still classified as having OCD, one quarter reported any obsessive or compulsive symptom and half were classified as symptom-free. Treatment receipt was low and controlling for medication did not change the stability. Obsessive thoughts and compulsive behavior are common and stable. While this group is potentially undertreated, there is no indication that those treated display a different pattern of recovery.
DOI: 10.6084/m9.figshare.9361154.v1
title: Modeling Soil Hydraulic Properties Using the Roughness-Triangular Pore Space Model

description: This is model data for the Roughness-Triangular Pore Space Model. The model output was used for revealing soil-born hydrogel effects on soil hydraulic properties.
DOI: 10.6084/m9.figshare.19684041.v1
title: Supplementary_SNP_data_across_201_spinach_lines.xlsx

description: This is a SNP data set with 60,940 SNPs across 201 spinach accessions. The data is for the manuscript entitled "Genetic dissection of Nitrogen Induced Changes in the Shoot and Root Biomass of Spinach" submitted to Scientific Reports with Submission ID aba2c0d6-eda8-468c-ae33-2f870f05c44d. <br> Thanks! Ainong --------------------------------------------------------------------------------------------------- Dr. Ainong Shi Associate Professor Dept of Horticulture PTSC 316, University of Arkansas Fayetteville, AR 72701 Phone: 479-575-2670 (o) 479-879-0159 © Email: ashi@uark.edu https://horticulture.uark.edu/people/faculty/uid/ashi/name/Ainong+Shi/ -------------------------------------------------------------------------------------------------------
DOI: 10.6084/m9.figshare.7445831.v1
title: VP12_raw

description: Dataset from Ehinger, Groß et. al 2019A test battery for eye tracking comparisons. Concurrent recording of Eyelink 1000 & Pupil Labs Glasses in 15 subject in many different tasks<br>
DOI: 10.17632/54prf4k3xh
title: Anexo III. Protocolo de validación de contenido mediante juicio de expertos

description: Procedimiento para la evaluación de contenido de instrumentos mediante juicio de expertos.
DOI: 10.17632/pncjbsp253
title: meta-analysis 2021

description: This is data about a meta-analysis of insulin use and mortality in patients with COVID-19 and diabetes
DOI: 10.6084/m9.figshare.12173343.v5
title: COVID19 settings of transmission - collected reports database

description: This database contains the reports of COVID-19 transmission in various setting types that we have identified via our systematic review of published literature and media articles.
DOI: 10.6084/m9.figshare.1592847.v1
title: ORCID: status and updates
DOI: 10.6084/m9.figshare.21256419.v2
title: Respiratory virus infections After COVID-19 Pandemic revealed by Multiplex PCR Assay in Japan.

description: The data show the respiratory virus detection by multiplex PCR. Monthly counts, total virus detection during the study period, and PCR test positivity according to the age are shown.
DOI: 10.6084/m9.figshare.28000148.v1
title: Database of Skin Temperature and Muscle Oxygen Saturation During Strength Resistance Training.

description: This database contains skin temperature and muscle oxygen saturation data recorded during three sets of leg extension exercises to investigate the relationship between these physiological parameters and detect the internal load of effort
DOI: 10.6084/m9.figshare.28941584.v1
title: Naiavirus Proteome

description: Label Free Proteome of the Giant Virus, Naiavirus
DOI: 10.6084/m9.figshare.3512000.v1
title: Appendix A. A table showing bird species observed during the survey, with numbers of records (detections), total number of observed individuals, and feeding guild information.

description: A table showing bird species observed during the survey, with numbers of records (detections), total number of observed individuals, and feeding guild information.
DOI: 10.17632/9ynpd9956w
title: Digifrac

description: We propose DigiFrac, a Python-based package developed for processing CT scan data to support 3D fracture extraction, complexity analysis, aperture distribution statistics, and orientation calculation. Initially, a random forest algorithm segments the CT data to extract the 3D fracture geometry. Based on this geometry, key parameters—such as fracture volume, fractal dimension, and H-index—are computed. A slice-by-slice thinning algorithm is then applied to extract the fracture skeleton, while the local thickness method is used to determine fracture aperture distribution. Additionally, DigiFrac calculates fracture orientations from the skeleton’s 3D point cloud, enabling detailed, quantitative characterization of complex fracture systems.
DOI: 10.17632/x8ygrw87jw
title: Data for: A hybrid machine learning approach to cerebral stroke prediction based on imbalanced medical-datasets

description: basic dataset of stroke prediction
DOI: 10.6084/m9.figshare.23822589.v1
title: Dataset and analyses of Common Spadefoot Toads breeding migrations and phenological shift

description: Dataset and analyses presented in the article "Effects of temperature and precipitation changes on shifts in breeding phenology of an endangered toad", by Andrea Dalpasso, Daniele Seglie, Paolo Eusebio Bergò, Andrea Ciracì, Mariachiara Compostella, Lorenzo Laddaga, Milo Manica, Gaia Marino, Irene Pandolfo, Giovanni Soldato, Mattia Falaschi<br>Factors_of_migration.txt: Dataset used to assess the factors related to the number of Common Spadefoot Toads migrating to breeding wetlands. All the values of the variable used in the model are standardized with mean = 0 and variance = 1 to improve convergence and allow the comparison of the effect sizes.<br>Phenological_shift.txt: Dataset used to assess the factors related to the observed shift in Common Spadefoot Toad breeding migration. All the values of the variable used in the model are standardized with mean = 0 and variance = 1 to improve convergence and allow the comparison of the effect sizes.<br>Common Spadefoot Toad Analyses.R: Script to run the analyses presented in the manuscript, including "Analysis of factors related to breeding phenology", "Analysis on the shift in breeding phenology", "Analysis on the factors retetad to the shift in breeding phenology", and "Model analysing abundance over time".
DOI: 10.17632/npg4jn2s2v
title: SentimentViz: Leveraging RoBERTa in Python for Advanced Sentiment Analysis and Visualization in the FMCG Sector

description: In a data-driven world where governments and businesses seek insights from vast amounts of unstructured text data, sentiment analysis plays a pivotal role in decision-making. Sentiment analysis helps analyze cus-tomer experience, ultimately helping manage customer engagement. To build on this need for deeper sentiment understanding and scalable solutions, SentimentViz is an accelerator that leverages Python and chooses the best methodology for text-mining problems. It enables real-time analysis with robust visualization capabilities. In this study, the Sentiment Viz accelerator is leveraged to estimate the sentiment of 9 different Patanjali prod-ucts using a strong data science framework and best-of-the-class ML techniques. This accelerator can predict sentiment for various products and services, categorizing them as positive, negative, or neutral. Once deployed, it enables real-time sentiment mapping for any product or service.
DOI: 10.17632/t9rcjv5362
title: Continuous culture of HEK293 producing the ECD-Her1. Existence steady states´ multiplicity at the same external conditions.Cell culture and metabolic datasets

description: The data correspond to the fermentation process in continuous mode of HEK293 cells producing the heterologous glycoprotein Her1, in a 2L bioreactor. 
Samples were taken daily from the culture for subsequent analysis of cell density, protein concentration and metabolites measurement.
The data were acquired from different sources listed below:
Viable cell density and viability, via microscope by trypan blue dye exclusion method.
Extracellular domain Her1 concentration, via microplate photometer by ELISA sandwich method (GEN5 Reader Control Software). Briefly, 96-microwell plates were previously coated with 5 mg/mL of an anti-Her1 and incubated overnight at 4 °C. Later on, the samples and standard were added to the plates and incubated at 37 °C 1 h. An anti-EGFr antibody conjugated with biotin was added to the plate and incubated at 37 °C 1h. Then, Streptavidin-Peroxidase reagent was added to the plate and incubated at 37 °C 1 h. Finally, TMB substrate was added to the plate. After 20 minutes the reaction was stopped and the plates were read by a spectrophotometer at 450 nm.
Metabolites concentration, via Liquid Chromatography-Mass spectrometry by derivatization method (TraceFinder software). Briefly, metabolites present in supernatant samples were extracted with extraction solvent (ACN:MeOH:H2O, 3:5:2) and transferred to LC-MS vials for separation and detection by employing the LC-MS equipment. Metabolites were firstly separated by the LC column with depend of their retention times. There was used as aqueous mobile phase solvent, 20 mM ammonium carbonate, adjusted to pH 9.4 with 0.1 % ammonium hydroxide solution (25 %), and 100 % Acetonitrile was used as organic mobile phase. A lineal gradient scheme was applied for the separation process at 200 mL/min taking the application around 15 minutes, and followed by an equilibration step. Column was kept in the oven at 45 °C, and samples were maintained at 4 °C prior to injection to the mass spectrometer. Finally, the metabolites were isolated by their mass/charge (m/z) with a mass accuracy below to 5 ppm for all metabolites with the Q-Exactive mass spectrometer.
The metabolic data were autoscaling-standardized (ratio of centered mean and the standard deviation) prior the analysis.
DOI: 10.17632/bbd4bsc7t7
title: Responsive data of isolated rams to pen enrichment

description: The dataset was generated on rams that were isolated inside pens enriched with mirror and different colored walls.Sheep are highly social animals that love being in the comfort of their flock, and anything that separates or isolates them from their flock subjects them to stress.12 West African Dwarf weaned rams were allotted into 6 different pens each in isolation. The pens were enriched with coloured walls and mirror. T1- control with no enrichment; T2- enriched with mirror only; T3- enriched with mirror and red coloured wall; T4- enriched with mirror and green coloured wall; T5- enriched with mirror and red coloured wall; T6-enriched with mirror and yellow coloured wall.Each treatment got replicated twice with one ram. The experiment lasted 6 weeks during which data were collected on feeding pattern, water consumption, vocalization frequency, time spent on specific behaviors such as eating, drinking,walking, self image watching, resting and frequency of head-butt towards the self image in the mirror. The behaviors were captured with the use of 6 television cameras installed in the experimental pens. Blood samples were also taken at the last day for haematological studies. Data generated were analyzed statistically. The enrichment had no effect on feed intake, final body weight and weight gained. However, the behavioral responses to the different enrichment varied
DOI: 10.6084/m9.figshare.14480784.v1
title: Risk messages relating to pregnancy and fertility: a media content analysis (dataset)

description: - Media headlines conveying a risk message about pregnancy or fertility, based on a new scientific study, and published during a four month period, with assigned Unique Story IDs<br>- Unique stories published during a four-month period, summarised and categorised
DOI: 10.6084/m9.figshare.23929041.v1
title: xrayLungPriors.nii.gz

description: xray lung images
DOI: 10.6084/m9.figshare.28248503.v1
title: An intercity investment network dataset of China based on the enterprise registration records (2000-2020)

description: Here, we introduce an intercity investment network (IIN) dataset for China, covering the period from 2000 to 2020, based on 17,273,411 pieces of large-scale enterprise registration records. The dataset represents 367 cities as nodes, with investment frequency between cities serving as edge weights to construct both directed and undirected networks. It captures the spatiotemporal patterns of China's IIN, highlighting dynamic changes in economic connectivity over time and space. The data aligns closely with urban networks formed by China's population mobility and the economic gravity model, is consistent with official records and existing research findings, and satisfies the distance decay effect, thus validating its scientific reliability. This dataset provides unique opportunities for exploring economic interactions and functional organization between cities, and advancing urban network research in China.
DOI: 10.6084/m9.figshare.5129335.v1
title: Supplementary Material for: The Prevalence of Huntington's Disease

description: <b><i>Background:</i></b> Reviews of the epidemiology of Huntington's disease (HD) suggest that its worldwide prevalence varies widely. This review was undertaken to confirm these observations, to assess the extent to which differences in case-ascertainment and/or diagnosis might be responsible, and to investigate whether the prevalence pattern has changed over the past 50 years. <b><i>Methods:</i></b> Eighty two relevant studies were identified from Medline and Embase, previous reviews, scrutiny of references from included and excluded studies and enquiry among those interested in the field. <b><i>Results:</i></b> The lowest rates were among the Asians and the highest among the Caucasians. The differences are not fully explained by varying approaches to case-ascertainment or diagnosis. There was evidence of an increasing prevalence of between 15 and 20% per decade in studies from Australia, North America and Western Europe. <b><i>Conclusions:</i></b> The prevalence of HD varies more than tenfold between different geographical regions. This variation can in part be attributed to differences in case-ascertainment and/or diagnostic criteria, but there is consistent evidence of a lower incidence in Asian populations. There is also evidence that in Australia, North America and in Western Europe (including the United Kingdom), prevalence has increased over the past 50 plus years.
DOI: 10.17632/4fk4ybnfhg
title: A matched-filter-technique intermediate-depth earthquake catalog in Japan from March 11, 2010, to March 31, 2012

description: A matched-filter-technique intermediate-depth earthquake catalog in Japan from March 11, 2010, to March 31, 2012, around Latitude: 35°-45°N, Longitude: 130°-145°E, at Depth: 70 km -350 km. 

This data set contains the earthquake catalog to reproduce the main results in the journal article 'Spatiotemporal variations of intermediate-depth earthquakes before and after 2011 Tohoku earthquake revealed by a template matching catalog'. 

Authors: Qiushi Zhai1,2, Zhigang Peng1, Makoto Matsubara3, Kazushige Obara4, Yanbin Wang5

1 School of Earth and Atmospheric Sciences, Georgia Institute of Technology, Atlanta, Georgia, USA.
2 Seismological Laboratory, California Institute of Technology, Pasadena, California, USA.
3 National Research Institute for Earth Science and Disaster Resilience, Tsukuba, Ibaraki, Japan.
4 Earthquake Research Institute, University of Tokyo, Bunkyo, Tokyo, Japan.
5 Center for Advanced Radiation Sources, University of Chicago, Chicago, Illinois, USA.

Corresponding author: Qiushi Zhai (qzhai@caltech.edu)

Please cite the journal article if you used this dataset. 

The data format of the earthquake catalog in this dataset: 

Column	Information
1	EventTime(GMT+9)
2	Magnitude
3	TemplateTime
4	TemplateLatitude
5	TemplateLongitude
6	TemplateDepth
7	TemplateTime(GMT+9)
8	StackCC
9	MAD
DOI: 10.17632/bxd8g5p4rb
title: Dataset of attitude towards statistics

description: Data is collected postgraduate students.  Attitudes Toward Statistics (ATS) tool has been used to collect the data. There are two dimensions measuring the attitude of students towards the field of statistics and towards the course. Descriptive statistics and inferential statistics can be computed.
DOI: 10.6084/m9.figshare.1593040.v1
title: Alien index perl script

description: Perl script for calculating alien index for a set of query sequences. See README.
DOI: 10.17632/jvv59sjj8y
title: LSSR data_1 NC92Soil

description: Outputs of 90,000 local seismic site response analyses.

PGA: peak ground acceleration of the input motion
PGV: peak ground velocity of the input motion
VS30: mean shear wave velocity in the upper 30 m
H800: depth to the seismic bedrock
f0: fundamental frequencies of the deposit (profile of initial values of shear wave velocity was considered) 
AF: amplification factors
A: clay
G: gravel
S: sand
DOI: 10.6084/m9.figshare.22691455.v1
title: Untitled Item

description: The MIDOG++ dataset represents an extension of the data set used in the MIDOG 2021 and 2022 challenges. We provide region of interest images from 503 histological specimens of seven different tumor types with variable morphology: breast carcinoma, lung carcinoma, lymphosarcoma, neuroendocrine tumor, cutaneous mast cell tumor, cutaneous melanoma, and (sub)cutaneous soft tissue sarcoma. The human and canine samples were processed and stained at different human and veterinary pathology laboratories with standard H&E dye and digitized with different digital whole slide image scanners. We provide labels for 11,937 mitotic figures that have been differentiated against 14,351 imposter cells in a blinded consensus by two pathologists and a final decision by a third pathologist for disagreed labels.
DOI: 10.6084/m9.figshare.5702209.v1
title: Supplementary Material for: Kombinierte Anwendung von Strahlentherapie und adjuvanter Therapie mit einem Mistelextrakt (Viscum album L.) zur Behandlung des oralen malignen Melanoms beim Hund: Eine retrospektive Studie

description: Hintergrund: Orale maligne Melanome (OMM) des Hundes zeichnen sich durch schnelles Wachstum, lokale Invasion und hohe Metastasierungsraten aus. Extrakte auf Basis von Viscum Album L. (VAE) werden zunehmend in der Krebstherapie sowohl in der Human- als auch in der Veterinärmedizin eingesetzt. Ziel unserer Studie war es zu untersuchen, inwieweit die adjuvante Therapie mit VAE eine therapeutische Option zur Behandlung von OMM ist. Besonderes Augenmerk galt dabei der Überlebenszeit und möglichen Nebenwirkungen. Tiere und Methoden: 26 Hunde mit OMM, die in einem der größten veterinäronkologischen Zentren der Schweiz allesamt eine Strahlentherapie erhielten (teilweise nach operativer Tumorresektion) wurden in die retrospektive Studie eingeschlossen: 18 Hunde wurden mit VAE behandelt (1 ml VAE (Iscador®) in ansteigenden Konzentrationen von 0,1 bis 20 mg/ml subkutan 3-mal pro Woche (VAE-Gruppe), 8 erhielten keine adjuvante Behandlung (Vergleichsgruppe). Wir verglichen die Größenentwicklung der OMM sowie die Überlebenszeit. Ergebnisse: Patienten mit Bestrahlung und adjuvanter VAE-Therapie zeigten mit 236 Tagen eine signifikant längere mediane Überlebenszeit im Vergleich zu Patienten mit Bestrahlung, aber ohne adjuvante VAE-Therapie (49 Tage; Log-Rank-Test: p = 0,0047). Die VAE-Therapie verlängerte die Überlebenszeit um mehr als zwei Drittel (Hazard Ratio (HR) = 0,30, 95%-Konfidenzintervall (KI) 0,11–0,86; p = 0,024), während ein höheres Tumorstadium gemäß UICC (Union internationale contre le cancer) einen statistischen Trend zur Verdopplung des Sterberisikos zeigte (UICC-Stadium III/IV vs. I/II: HR = 2,12, 95%-KI 0,88 5,12; p = 0,095). Zwei Patienten zeigten milde Nebenwirkungen während der VAE-Behandlung. Einer der beiden zeigte 1 Tag lang ein selbstlimitiertes Fieber, bei dem anderen Patienten reduzierten wir die Dosis von einem konzentrierteren zu einem weniger konzentrierten VAE (Serie 0) aufgrund von Müdigkeit, die daraufhin verschwand. Schlussfolgerungen: VAE ist eine sichere, nebenwirkungsarme Behandlung und scheint sich positiv auf die Überlebenszeit von Hunden mit OMM auszuwirken. Somit ist dieser therapeutische Ansatz es wert, vermehrt bei der adjuvant zur Strahlentherapie eingesetzten Behandlung des OMM in Betracht gezogen zu werden. Die verglichenen Gruppen waren jedoch klein, divers und nicht konsistent hinsichtlich aller prognostischen Parameter. Eine prospektive Studie mit einer größeren Studienpopulation wäre daher von Interesse.
DOI: 10.17632/k5v54mygrh
title: Propriedades Psicométricas da Escala Brasileira de Satisfação no Trabalho de Cinco Itens

description: A amostra foi de conveniência composta por 832 trabalhadores brasileiros de diversas profissões e de ambos os sexos. Os dados foram coletados por meio de questionários aplicados totalmente online, por meio do Google Forms, em trabalhadores contatados por meio das redes sociais da pesquisadora (WhatsApp, Facebook, Instagram ou LinkedIn), além do e-mail. O tempo aproximado de preenchimento dos questionários foi de 10 minutos.