cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/snv2wjk6hy.1
title: Validation of a Markov Decision Problem Approach for Optimal and Nash Equilibrium Harvests in Predator-Prey Systems

description: Dataset contains R code for analysis and visualistions as well as the data generated for the purpose of the paper.

Continuous time method (CTM) analysis can be reproduced using files:
- CTM_predator_harvesting.R
- CTM_predator_harvesting_noprey.R
- CTM_prey_harvesting.R
- CTM_prey_harvesting_nopred.R
Each file conducts analysis for harvesting specific species in two versions - when other species is present or not.
User have to change the parameters of the model manually.

Markov decision process (MDP) approach form both Nash equilibrium and optimal harvest can be reproduced using file:
- MDP_predator_prey.R
File contains all scripts used for the analysis and saves the results in Output folder. Scripts are run from command line in R.

Other elments of data analysis such as trajectory analysis and hierarchical cluster analysis can be reproduced using file:
- data_analysis.R
File should be copied to the specific resutl folder in Output folder. Scripts are run from command line in R.
DOI: 10.17632/snv2wjk6hy.2
title: Validation of a Markov Decision Problem Approach for Optimal and Nash Equilibrium Harvests in Predator-Prey Systems

description: Dataset contains R code for analysis and visualistions as well as the data generated for the purpose of the paper.

Continuous time method (CTM) analysis can be reproduced using files:
- CTM_predator_harvesting.R
- CTM_predator_harvesting_noprey.R
- CTM_prey_harvesting.R
- CTM_prey_harvesting_nopred.R
Each file conducts analysis for harvesting specific species in two versions - when other species is present or not.
User have to change the parameters of the model manually.

Markov decision process (MDP) approach form both Nash equilibrium and optimal harvest can be reproduced using file:
- MDP_predator_prey.R
File contains all scripts used for the analysis and saves the results in Output folder. Scripts are run from command line in R.

Other elments of data analysis such as trajectory analysis and hierarchical cluster analysis can be reproduced using file:
- data_analysis.R
File should be copied to the specific resutl folder in Output folder. Scripts are run from command line in R.
DOI: 10.17632/snv2wjk6hy.3
title: Validation of a Markov Decision Problem Approach for Optimal and Nash Equilibrium Harvests in Predator-Prey Systems

description: Dataset contains R code for analysis and visualistions as well as the data generated for the purpose of the paper.

Continuous time method (CTM) analysis can be reproduced using files:
- CTM_predator_harvesting.R
- CTM_predator_harvesting_noprey.R
- CTM_prey_harvesting.R
- CTM_prey_harvesting_nopred.R
Each file conducts analysis for harvesting specific species in two versions - when other species is present or not.
User have to change the parameters of the model manually.

Markov decision process (MDP) approach form both Nash equilibrium and optimal harvest can be reproduced using file:
- MDP_predator_prey.R
File contains all scripts used for the analysis and saves the results in Output folder. Scripts are run from command line in R.

Other elments of data analysis such as trajectory analysis and hierarchical cluster analysis can be reproduced using file:
- data_analysis.R
File should be copied to the specific resutl folder in Output folder. Scripts are run from command line in R.
DOI: 10.5281/zenodo.15041314
title: Open Data_The Effects of Covid 19 on Garuda Indonesia Airline
DOI: 10.5281/zenodo.15041316
title: Open Data_The Effects of Covid 19 on Garuda Indonesia Airline
DOI: 10.17632/hv9zzc5ts2.1
title: Herb-Derived Compounds From Radix Salviae Decoction (RSD) Modulated Cell Death Of Vascular Smooth Muscle Cells

description: Research Hypothesis
The study hypothesized that herb-derived compounds from Radix Salviae Decoction (RSD) could modulate cell death of vascular smooth muscle cells (VSMC) through specific mechanisms. Specifically, it was hypothesized that these compounds might influence various forms of cell death, including pyroptosis, autophagy, and apoptosis, thereby affecting the function and survival of VSMC.
Data Description and Collection
The data was collected through a combination of network pharmacological analysis and in vitro experiments. The network pharmacological analysis involved identifying targets for three compounds from RSD (Tanshinone ⅡA (DST), Santalol (TXC), and Bornyl ester (LNZ)) and three types of cell death (pyroptosis, autophagy, and apoptosis) using literature and databases. A protein-protein interaction network was constructed using String, followed by Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analyses to explore pathways affecting vascular smooth muscle cell death.
In vitro experiments were conducted on VSMC in serum-free medium (SFM) conditions. The effects of RSD-derived compounds on cell death were assessed using various methods, including measuring mRNA levels of specific genes (GSDMD, GSDME, IL-1β, ATG12), determining the LC3-II/I ratio, and using flow cytometry to assess early apoptotic cells. Additionally, the levels of cytokines (IL-6 and TNF-α) were measured, and the activity of cell signaling pathways (PI3K-AKT and NF-κB) was evaluated.
Data Interpretation
The data showed that treatment with RSD-derived compounds significantly promoted pyroptosis of VSMC, as evidenced by increased mRNA levels of GSDMD and GSDME, as well as increased IL-1β mRNA levels. These compounds also inhibited autophagy by reducing ATG12 expression and decreasing the LC3-II/I ratio. Furthermore, they decreased the proportion of early apoptotic cells and notably inhibited the production of IL-6 and TNF-α. In terms of cell signaling, the compounds suppressed the PI3K-AKT pathway while activating the NF-κB signaling pathway.
Notable Findings
The notable findings include the identification of key proteins (CASP8, CASP3, TP53, JUN, and BAX) that play central roles in the protein interaction networks related to cell death modulation by RSD-derived compounds. These proteins are involved in various pathways affecting VSMC death, suggesting potential therapeutic targets for cardiovascular diseases.
DOI: 10.5281/zenodo.15041272
title: Dataset of Google Play Store Reviews for the M-Paspor Application

description: The dataset consists of 33,600 reviews collected from the Google Play Store for the M-Paspor application. The data collection began on November 27, 2024.
DOI: 10.5281/zenodo.15041273
title: Dataset of Google Play Store Reviews for the M-Paspor Application

description: The dataset consists of 33,600 reviews collected from the Google Play Store for the M-Paspor application. The data collection began on November 27, 2024.
DOI: 10.17632/mwzwnxnhym.1
title: LINF_080007400

description: mitoribosomal protein bL9m; Leishmania infantum
DOI: 10.17632/mwzwnxnhym
title: LINF_080007400

description: Mitoribosomal protein bL9m; Leishmania infantum (strain JPCM5)
DOI: 10.17632/mwzwnxnhym.2
title: LINF_080007400

description: Mitoribosomal protein bL9m; Leishmania infantum (strain JPCM5)
DOI: 10.17632/jz88s5hgt5.1
title: LINF_080007900

description: iron superoxide dismutase | FeSODA; Leishmania infantum
DOI: 10.17632/jz88s5hgt5.2
title: LINF_080007900

description: Iron superoxide dismutase | FeSODA; Leishmania infantum (strain JPCM5)
DOI: 10.57745/acvhmn
title: lisez-moi.txt

description: :unav
DOI: 10.57745/ghjrqu
title: donnees-brutes.zip

description: Données brutes
DOI: 10.57745/gqwr9x
title: cd-rom-chateaux-villes-fortes-comte-vaudemont.zip

description: Image du CD-ROM
DOI: 10.15468/dl.d9fvj3
title: Occurrence Download

description: A dataset containing 1252 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aphididae",
 "Year 1843-1903"
 ]
}

 The dataset includes 1252 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013153-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/tc7kcrmmmp.1
title: Oral upadacitinib plus 308-nm excimer light for refractory progressive non-segmental vitiligo: a prospective observational study of 14 adults and one child

description: Supplementary tables and figures to accompany article
DOI: 10.17632/wgyts8vyrf.1
title: Pronghorn movements and mortality during extreme weather highlight the importance of landscape connectivity

description: This dataset accompanies the paper: Aikens, E.O., J. A. Merkle, W. Xu and H. Sawyer (2025). Escape movements during extreme weather highlight the critical importance of connectivity. Current Biology. 
Paper Summary: Human disturbance and development are fragmenting landscapes, limiting the ability of organisms to freely move to meet their survival and reproductive needs. Simultaneously, extreme weather events – such as tropical cyclones, megafires, and heatwaves – pose a major threat to survival and may require animals to rapidly move to escape. As the dual forces of landscape fragmentation and extreme weather events continue to intensify, researchers urgently need to develop an understanding of the synergistic effects of these forces on animal mobility and survival. Here, we present a case study on pronghorn (Antilocapra americana) that undertook extraordinary long-distance movements (up to 399 km) to escape a once-in-two-decade extreme snowstorm in the Red Desert, WY, USA. Although Wyoming is a seemingly underdeveloped landscape, high fence density and two major highways in the region exposed pronghorn to novel barriers that delayed movement, restricted habitat access, and ultimately hindered their ability to escape extreme snow accumulation. The synergistic effects of movement barriers and extreme weather increased mortality rates by 3.7-fold such that over 50% of GPS-monitored pronghorn perished. These findings highlight the critical need to study escape movements and prioritize connectivity planning to curtail mass mortality events and ensure population persistence.
DOI: 10.17632/hm35jks63c
title: WUF and WP 2010 to 2022

description: Original and curated data of Water Use Fee and Water Productivity of the industry in Colombia
DOI: 10.17632/hm35jks63c.1
title: WUF and WP 2010 to 2022

description: Original and curated data of Water Use Fee and Water Productivity of the industry in Colombia
DOI: 10.17632/356ff4rfxj.1
title: Supplemental material for Ellagic acid on milk production performance, blood and milk hormones, antioxidant capacity and fecal microbial communities in lactating Yili mares

description: Supplemental Figure S1. Effect of supplemental EA on the Venn diagram of fecal bacteria in lactating mares. Each circle of the Venn diagram represents a group, with the number in the overlapping circles representing the number of OTU species shared between those groups, while the number without overlap represents the number of OTU species unique to the group. CON: the control group, receiving no EA supplementation (n=6); EA 15: the EA 15 group, each mare was supplemented with EA 15 mg/kg·BW every day (n=6); EA 30: the EA 30 group, each mare was supplemented with EA 30 mg/kg·BW every day (n=6).
Supplemental Figure S2. Spearman's correlation analysis mare milk production, milk composition, serum hormones and antioxidant capacity, milk hormones and antioxidant capacity and fecal fermentation parameters . The intensity of the colors represents the degree of association. Red represents a significant positive correlation (*P &lt; 0.05), blue represents significantly negative correlation (*P &lt; 0.05), and white shows that the correlation was not significant (P &gt; 0.05). CON: the control group, receiving no EA supplementation (n=6); EA 15: the EA 15 group, each mare was supplemented with EA 15 mg/kg·BW every day (n=6); EA 30: the EA 30 group, each mare was supplemented with EA 30 mg/kg·BW every day (n=6).
DOI: 10.17632/76x3g9tbdm.1
title: The Role of Machine Learning in Entrepreneurial and Investment: A Systematic Literature Review on Data Driven Decision Making

description: The Role of Machine Learning in Entrepreneurial and Investment: A Systematic Literature Review on Data Driven Decision Making Data
DOI: 10.60503/d3/wjlw0u
title: Call My Net 1

description: Call My Net 1 was developed by the Linguistic Data Consortium and contains 364 hours of conversational telephone speech in four languages (Tagalog, Cebuano, Cantonese and Mandarin) collected in 2015 from 221 native speakers located in the Philippines and China along with metadata and speaker demographic information. Recordings and data from this collection were used to support the NIST 2016 Speaker Recognition Evaluation.
DOI: 10.15468/dl.u72cx9
title: Occurrence Download

description: A dataset containing 3828 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chamaeza ruficauda Cabanis & Heine, 1859"
 ]
}

 The dataset includes 3828 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013157-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nk86y8
title: Occurrence Download

description: A dataset containing 19442 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chamaeza campanisona (Lichtenstein, 1823)"
 ]
}

 The dataset includes 19442 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013154-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ktae3t
title: Occurrence Download

description: A dataset containing 6142 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chamaeza meruloides Vigors, 1825"
 ]
}

 The dataset includes 6142 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013155-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6htyfd
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cremifania nigrocellulata Czerny, 1904",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013158-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48511/2ybvfbhu
title: Assiniboine Creek Hydrometric (CKHASB01H)

description: This dataset contains hydrometric and water temperature data for Assiniboine Creek hydrometric station. This site is part of the Living Lakes Canada Columbia Basin Water Monitoring Framework program (CBWMF). The CBWMF is a coordinated monitoring network that tracks how climate change and other impacts are affecting water supply for communities and ecosystems across the Canadian Columbia Basin region.
DOI: 10.6084/m9.figshare.26046514.v1
title: Palaeomagnetic and astrochronologic dataset for the Staithes S20 core, and the joint Tillmanni+Planorbis Chronozone astrochronology

description: Relates to the paper “<b>Omission and pacing of events at the Norian-Rhaetian and Triassic-Jurassic transitions in Britain</b>” by Mark W Hounslow, Paulette E. Posen, Geoffrey Warrington, Kevin N. Page.This is the dataset for the above work, and consists of the following excel <b>data files:</b>· “SI-info-all-ST-magnetic-data.xlsx”: The magnetostratigraphic and palaeomagnetic data for the S20 sample set· “SI-cyclostrat-data-v4.xlsx”: The astrochronologic spreadsheet containing the analysis steps and SAR modelsThe above two xls files contain additional description of each sheet in the files, on the first sheet.The below R-scripts perform the following, TimeOpt focused applications (astrochron package)· “Hettangian-SAR-runs.R” : Performs the analysis for variable hiatus applied to the baseline SAR models· “Hettangian-Modulated+hiatus-runs.R” : performs the beta-testing, with optional range of hiatus values in kyr· “Hett-Mod+hiatus+TemplateSim.R” : performs the equivalent of TimeOptTemplateSim at one beta and hiatus value , i.e. it borrows the key simulation loop inside TimeOptTemplateSim and applies it to one SAR model
DOI: 10.17632/tsm8v2vwjb.1
title: Data_PSS_Job performance

description: Data assessing the impact of Perceived supervisor support on employee job performance in the hospitality industry in Vietnam.
DOI: 10.15468/dl.2ydxtn
title: Occurrence Download

description: A dataset containing 792 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Boana riojana (Koslowsky, 1895)"
 ]
}

 The dataset includes 792 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013160-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cpw5fh
title: Occurrence Download

description: A dataset containing 62845 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Culex quinquefasciatus Say, 1823",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 62845 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013125-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a8bazx
title: Occurrence Download

description: A dataset containing 7709 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cronartium ribicola J.C.Fisch."
 ]
}

 The dataset includes 7709 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013161-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12699477
title: Dataset for: Combined Ca, Sr isotope and trace element analyses of Late Cretaceous dinosaur teeth: assessing diet versus diagenesis
DOI: 10.5281/zenodo.12699476
title: Dataset for: Combined Ca, Sr isotope and trace element analyses of Late Cretaceous dinosaur teeth: assessing diet versus diagenesis
DOI: 10.5281/zenodo.15041285
title: Dataset for: Combined Ca, Sr isotope and trace element analyses of Late Cretaceous dinosaur teeth: assessing diet versus diagenesis
DOI: 10.15468/dl.jex7dm
title: Occurrence Download

description: A dataset containing 410 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Junonia stemosa Grishin, 2020"
 ]
}

 The dataset includes 410 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013164-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mcb4zy
title: Occurrence Download

description: A dataset containing 2587 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sclerurus caudacutus (Vieillot, 1816)"
 ]
}

 The dataset includes 2587 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013163-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.stbrrc
title: Occurrence Download

description: A dataset containing 9297 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sclerurus scansor (Menetries, 1835)"
 ]
}

 The dataset includes 9297 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013165-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pbyuwe
title: Occurrence Download

description: A dataset containing 40106 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sclerurus Swainson, 1827"
 ]
}

 The dataset includes 40106 records from 148 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013162-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10528244
title: Code & Data for 'A persistent prefrontal reference frame across time and task rules'.

description: The folder 'data_and_code.zip' contains subfolders for:



code



glm

other_analysis_code



Muysers_et_al_analysis_code.py (source code for all data)

Muysers_et_al_behavioural_epoch_extraction.py (code used to extract behavioural epochs)





mat (.mat-files for glm analysis)

hdf5 (.hdf5-files of data used for all remaining analysis)


Two PDF-files with information about data structure and usage.



data_structure.pdf (structure and description of variables in .mat and .hdf5 files)

sessions_hdf5-files.pdf (detailed description of individual sessions in hdf5-files, as well as information about how it is used in the individual data plots)
DOI: 10.15468/dl.heds22
title: Occurrence Download

description: A dataset containing 508 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crataraea suturalis (Mannerheim, 1830)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 508 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013166-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5519/qd.f4ovjhwf
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (8756 records)
DOI: 10.48511/gmx5c7bi
title: Cottonwood Creek Revival Project

description: Flowing from Cottonwood Lake Regional Park to Kootenay Lake, Cottonwood Creek is an 
 important part of our community. However, parts of the creek are in poor condition and lack
habitat that promotes biodiversity. The goal of the Cottonwood Creek Revival (CCR) Project is to assess the condition of the creek and explore opportunities that could improve the health of the creek in the long term.
DOI: 10.15468/dl.6k3pqt
title: Occurrence Download

description: A dataset containing 424 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "Geometry POLYGON((-96.78825 45.59702,-94.97089 44.21482,-91.42175 43.96898,-92.73322 44.70763,-92.68328 46.01847,-92.67292 46.29044,-89.73341 48.03908,-95.00946 49.41085,-97.2254 49.06414,-96.78825 45.59702))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Thlaspi arvense L."
 ]
}

 The dataset includes 424 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013167-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15040228
title: 110 randomly selected maps from the EMDB downsampled to 10A

description: This zenodo repository contains 110 randomly selected cryo-em maps from the EMDB with 20_000<id<50_000. Maps were downsampled to approximately 10A with torch-fourier-rescale, all have square boxes (x==y==z), but not all maps have the same size.