cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.sebrn8
title: Occurrence Download

description: A dataset containing 910482369 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year is greater than or equal to 2020",
 "TaxonKey is Chordata"
 ]
}

 The dataset includes 910482369 records from 11613 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018587-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.exnuss
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Türkiye",
 "Geometry POLYGON((26.63651 39.52164,26.56914 38.83234,27.39837 38.8738,27.9322 39.08111,28.1395 39.3558,28.52821 40.42862,27.39837 40.42344,26.63651 39.52164))",
 "OccurrenceStatus is Present",
 "TaxonKey is Fungi"
 ]
}

 The dataset includes 51 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003599-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7hxx8u
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "TaxonKey is Astragalus stella L.",
 "Year 1975-2025"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003600-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zuv3wk
title: Occurrence Download

description: A dataset containing 8662 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Juncus torreyi Coville"
 ]
}

 The dataset includes 8662 records from 235 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003601-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t9wm39
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "TaxonKey is Nigella papillosa G.López",
 "Year 1975-2025"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003602-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/zjk1-zp13
title: GDB-9-Ex_EOM-CCSD-SUBSET-100

description: This is a subset of the original GDB-9-Ex_EOM-CCSD dataset at https://doi.org/10.13139/OLCF/2318313. It consists of 100 randomly selected molecules from the original dataset that consists of 80,593 molecules. This dataset contains data-intensive quantum chemical electronic structure calculations for organic molecules of the GDB-9-Ex dataset. Calculations were performed using the Equation of Motion Coupled Cluster (EOM-CCSD) first principles method using the ORCA software. It provides UV-vis spectra calculations of molecules with a high level of accuracy. The optical spectra behavior was collected based on the optimized molecular geometries in the DFTB method with 3ob parameters. All calculations utilized the def2-TZVP basis sets with the auxiliary def2/J and def2-TZVP/C basis sets. The similarity-transformed EOM-CCSD method that used domain-based local pair natural orbitals (DLPNO) approximation which constitutes the STEOM-DLPNO-CCSD method was used. This method is based on the STEOM approach and was found to make accurate predictions of transition energies for organic molecules. For the excitation energy calculations, the lowest 50 excitation states were calculated.
DOI: 10.15468/dl.fpdb63
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Macrolepiota capelariae (Agaricaceae, Basidiomycota): a new species from the Brazilian Atlantic Rainforest with extended records to Argentina and Mexico"
 ]
}

 The dataset includes 17 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003603-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/nhr7mwdfkm.1
title: Climate shocks, economic activity and cross-country spillovers: evidence from a new global model

description: This repository contains MATLAB code that replicates the results presented in Ahmadi, Casoli, Manera, and Valenti, "Climate Shocks, Economic Activity, and Cross-Country Spillovers: Evidence from a New Global Model".
DOI: 10.17632/bgyy493sg8.1
title: Supplementary Data for Ultrasound-assisted Liquid-Liquid Extraction of β-Carotene from High-Oleic Palm Oil Derived from the Coari × La Mé Hybrid

description: This dataset serves as supplementary material for the study Ultrasound-Assisted Liquid-Liquid Extraction of β-Carotene from High-Oleic Palm Oil Derived from the Coari × La Mé Hybrid. It includes an Excel file with raw data on characterization and yield calculations, as well as Minitab files containing statistical analyses used in the preparation of the manuscript.
DOI: 10.5281/zenodo.10939158
title: A Globally Comprehensive Database of Tree Hydraulic and Structural Traits Imputed from Phylogenetic Relationships

description: The files contain median, 25th, and 75th percentile trait values maximum stomatal conductance (gsMAX), xylem pressure at 12%, 50%, and 88% conductance loss (P12, P50, P88), maximum observed rooting depth (rdMAX), Water Use Efficiency (WUE), maximum plant height, Specific Leaf Area (SLA), and leaf Nitrogen content (LeafN). Values were imputed from random forest models trained on Phylogenetic Eigenvector Maps (PEMs) derived from TRY database observations.
DOI: 10.5281/zenodo.10950611
title: A Globally Comprehensive Database of Tree Hydraulic and Structural Traits Imputed from Phylogenetic Relationships

description: The files contain median estimates of the trait values for maximum stomatal conductance (gsMAX), xylem pressure at 12%, 50%, and 88% conductance loss (P12, P50, P88), maximum observed rooting depth (rdMAX), Water Use Efficiency (WUE), maximum plant height, Specific Leaf Area (SLA), and leaf Nitrogen content (LeafN). Values were imputed from random forest models trained on Phylogenetic Eigenvector Maps (PEMs) derived from TRY database observations.
DOI: 10.5281/zenodo.10939157
title: A Globally Comprehensive Database of Tree Hydraulic and Structural Traits Imputed from Phylogenetic Relationships

description: The files contain median estimates of the trait values for maximum stomatal conductance (gsMAX), xylem pressure at 12%, 50%, and 88% conductance loss (P12, P50, P88), maximum observed rooting depth (rdMAX), Water Use Efficiency (WUE), maximum plant height, Specific Leaf Area (SLA), and leaf Nitrogen content (LeafN). Values were imputed from random forest models trained on Phylogenetic Eigenvector Maps (PEMs) derived from TRY database observations.
DOI: 10.5281/zenodo.15009207
title: A Globally Comprehensive Database of Tree Hydraulic and Structural Traits Imputed from Phylogenetic Relationships

description: The files contain median estimates of the trait values for maximum stomatal conductance (gsMAX), xylem pressure at 12%, 50%, and 88% conductance loss (P12, P50, P88), maximum observed rooting depth (rdMAX), Water Use Efficiency (WUE), maximum plant height, Specific Leaf Area (SLA), and leaf Nitrogen content (LeafN). Values were imputed from random forest models trained on Phylogenetic Eigenvector Maps (PEMs) derived from TRY database observations.
DOI: 10.15468/dl.mrz6f7
title: Occurrence Download

description: A dataset containing 1456 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is Canada",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Salix discolor Muhl.",
 "Year 1980-2025"
 ]
}

 The dataset includes 1456 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003604-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qpby5n
title: Occurrence Download

description: A dataset containing 855 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Boana rufitela (Fouquette, 1961)"
 ]
}

 The dataset includes 855 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003605-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ecm6zu
title: Occurrence Download

description: A dataset containing 14411 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Wolffia arrhiza (L.) Horkel ex Wimm."
 ]
}

 The dataset includes 14411 records from 332 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003606-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/9m7kttygjp.1
title: Metallographic Images Used in Automated Microstructural Characterization and Grain Size Measurement in Ferritic-Pearlitic Steels and Nodular Cast Irons Using Machine Learning

description: This repository hosts the metallographic images used in the study "Automated Microstructural Characterization and Grain Size Measurement in Ferritic-Pearlitic Steels and Nodular Cast Irons Using Machine Learning." It contains high-resolution grayscale images of various metallographic samples prepared with controlled cutting, polishing, and etching processes. These images serve as the primary data for applying advanced image processing techniques—such as Fourier transform filtering, thresholding, and watershed segmentation—to isolate individual grains.
DOI: 10.17632/vbzkhgrr4p.1
title: Dataset on airborne bacteria and fungi

description: The aim of this dataset was to evaluate the concentrations of airborne bacteria and fungi and assess their non-carcinogenic risks at the HWWTPs of Imam Sajjad Hospital in Yasuj during the winter of 2023.
DOI: 10.17632/jpz9kcnrhd.1
title: ROAS

description: Title: ROAS Optimization Problem for Maximizing Advertising Return

Abstract:
This dataset has been created to analyze and optimize the Return on Advertising Spend (ROAS) in digital marketing campaigns. The data has been collected from an e-commerce platform's advertising activities based on various targeted keywords. It includes essential metrics such as advertising budgets, impressions, click-through rates, sales volumes, and revenue. The primary objective is to identify the most efficient advertising spending strategies using optimization techniques to maximize returns within a given budget.

Dataset Contents:
The dataset is divided into six groups, each containing the following variables:

Keywords: The targeted search terms used in the advertising campaign.
Advertising Spend: The budget allocated to a specific keyword (USD).
Num. of Impressions: The number of times the ad was displayed.
Num. of Clicks: The number of times the ad was clicked.
Hit Rate (%): The conversion rate of the advertisement.
Sales Volume: The total number of sales generated from the ad.
Revenue: The total revenue generated from the advertisement (USD).
ROAS (Return on Advertising Spend): Revenue divided by advertising spend.
Proposed CPM (Proposed Cost Per Mille): The cost per thousand impressions suggested by optimization algorithms.
Actual CPM (Actual Cost Per Mille): The realized cost per thousand impressions.
Selected CPM (Final Cost Per Mille): The chosen cost per thousand impressions after optimization.
Potential Use Cases:
This dataset can be utilized for:

Digital Marketing Optimization: Developing budget management strategies to maximize ROAS.
Machine Learning & Optimization: Applying metaheuristic algorithms to determine the most effective ad spending strategy.
E-Commerce Performance Analysis: Evaluating the effectiveness of advertising campaigns in driving sales.
Financial Planning: Measuring the return on investment for digital marketing expenditures.
Target Users:
This dataset is beneficial for academic researchers, digital marketers, data analysts, and engineers working on optimization problems.
DOI: 10.15468/dl.nh7vxj
title: Occurrence Download

description: A dataset containing 2292 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Morphnus guianensis (Daudin, 1800)"
 ]
}

 The dataset includes 2292 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003608-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/nfxc786xdx.1
title: Ovarian Cancer Registry (OVAR); A study protocol for retrospective data collection in Colombian patients with ovarian cancer

description: Abstract
Ovarian cancer is one of the leading causes of death from gynecologic cancer. In Colombia, as in the world, its diagnosis is made in late stages due to the absence of specific symptoms of this disease. 
Objective: The objective of the Ovarian Cancer Registry is (i) to collect clinical and histopathological data using a standardized protocol, (ii) to characterize these patients clinically and histopathological to optimize the diagnosis and treatment, to describe these clinical aspects, which will allow us to understand the clinical particularities of this disease better.
Methods: The Ovarian Cancer Registry is designed as a retrospective for data collection on OVAR patients. All patients under medical care at the Hospital Universitario Mayor Méderi and who have arrived in three possible routes or scenarios: (i) outpatient care, (ii) assessment in emergency services and (iii) references to the oncology service. The OVAR will have information on patients who consulted the Major Hospital from the first of January 2021 with CIE10 C56X and C482. 
Ethics and dissemination: The University of Rosario Ethics Committee approved registry protocol V02 (08/feb/24) No. 2541-CV1830 (Bogotá, Colombia). Registry leaders acknowledge their ongoing ethical responsibilities for all research using this data.
Conclusion: The data from the Ovarian Cancer Registry will be instrumental in establishing optimal management strategies for OC patients, laying the groundwork for future guideline recommendations, and shaping the direction of upcoming research on the Colombian population.
DOI: 10.17632/382ykmmshf.1
title: Genetic Diversity of Antibacterial Resistant Bacterial strains from Industrial Effluents in Nairobi County, Kenya.

description: Antimicrobial resistant genes (ARGs) in addition to antimicrobial resistant (AMR) exist in a variety of environmental sources, including industrial waste waters. Antimicrobial resistance genes and profiles of bacteria isolated from industrial effluents were investigated in this study. Identification was performed using API® 20E identification kit. Disc diffusion technique was used to ascertain antibiotic susceptibility profiles of isolated bacteria, where classes of antibiotics used included: penicillin, tetracyclines, aminoglycosides, sulfonamides, cephalosporins, and fluoroquinolones. Multiplex PCR was used to detection of genes that encoded antibiotic resistance. Five bacterial species; Aeromonas, Pseudomonas, Escherichia coli, Klebsiella and Bacilli were isolated. Escherichia coli Was resistant to penicillin (100%), moderate resistance to sulfonamides and tetracycline (33.3%). Klebsiella isolates showed strong resistance to sulfonamides (80%) and penicillin (100%). Bacilli exhibited high level of resistance to sulfonamides and penicillin (100%) with lower of resistance toward aminoglycosides (28.57%). Pseudomonas strains demonstrated total resistance to tetracycline, sulfonamides, and penicillin. Aeromonas isolates did not show any resistance to fluoroquinolones, aminoglycosides, or carbapenems, they showed resistance to penicillin, tetracycline, sulfonamides and cephalosporins. Molecular screening revealed presence of blaTEM, blaOXA, blaKPN, blaParC, blaNDM genes. Genes sequences aligned portrayed 80% and above relatedness indicating significant relatedness. The results highlighted the critical need for ongoing AMR surveillance, both in the environment and clinical settings where antibiotic abuse hastens development of resistance. The study also emphasizes how critical it is to create new therapeutic approaches to fight MDR pathogens, particularly given rising incidence of strains that are resistant to carbapenem.
DOI: 10.17632/rbfzrc9ss7.1
title: Genetic control of local mutation rates

description: Code relating to manuscript: Caballero M. and Koren, A. "Genetic control of local mutation rates". (2025)

The code includes mutation rate bias and variability data, and the consensus LCL replication timing. Requests for further materials or data should be directed to the corresponding author.
DOI: 10.17632/95h574sk57.1
title: Data from: Genomic and morphological evidence do not support taxonomic recognition of the Critically Endangered scaly-leaved featherflower, Verticordia spicata subsp. squamosa (Myrtaceae): implications for conservation in a biodiversity hotspot

description: Data accompanying manuscript: Bradbury et al. 2024, Genomic and morphological evidence do not support taxonomic recognition of the Critically Endangered scaly-leaved featherflower, Verticordia spicata subsp. squamosa (Myrtaceae): implications for conservation in a biodiversity hotspot. Provides the datasets for both the genetic (SNP Datasets1-3) and morphological analyses, as described in the manuscript. The genetic datasets are the filtered genotypic datasets in STRUCTURE format. The morphological datasets are the raw measurements for the four characters assessed.
DOI: 10.17632/v86p93p5rz
title: Fuzzy Sustainability Index calculations

description: Integrated and Sustainable Performance Evaluation of Urban Rail Transit Systems Using Fuzzy Sustainability Index 
Computation steps
DOI: 10.17632/v86p93p5rz.1
title: Fuzzy Sustainability Index calculations

description: Integrated and Sustainable Performance Evaluation of Urban Rail Transit Systems Using Fuzzy Sustainability Index 
Computation steps
DOI: 10.17632/w6wkf647s3.1
title: Data for: Nanoparticles alter the nature and strength of intraploidy and interploidy interactions in plants

description: Engineered nanoparticles have profound impacts on organisms, yet there is limited understanding of how nanoparticle exposure shapes species interactions that are key for natural community dynamics. By growing plants of the same (intraploidy) and different ploidy levels (interploidy) of Fragaria in axenic microcosms, we examined the influence of nanoparticles on species interactions in polyploid and diploid plants. We found that, under copper oxide (CuO) nanoparticle exposure, polyploids experienced reduced competition when growing with polyploids (the effect of polyploids on polyploids, RII8x,8x), and a shift towards facilitation when growing with diploids (the effect of diploids on polyploids, RII8x,2x). This reduction in competitive interactions in polyploids, in line with the stress gradient hypothesis, was primarily caused by nanoscale effects, because the strength of competitive interactions (RII8x,8x and RII8x,2x) remained relatively unchanged under CuO bulk particles compared to the control. In contrast, diploids experienced a shift from facilitation (RII2x,2x and RII2x,8x) under the control to neutrality under CuO nanoparticle exposure, with a similar reduction in facilitation observed with both nanoparticles and bulk particles. These findings underscore ploidy specific interaction dynamics and the need of considering species interactions when predicting organismal responses to nanoparticle pollution in ecological communities.
DOI: 10.17632/cthsph4r3g.1
title: C-reactive Protein and Interleukin 6 in foals

description: Plasma concentrations of CRP and IL-6 in foals from birth to weaning during naturally occurring bronchopneumonia
DOI: 10.17632/nndh863s5t.1
title: Satiety differentially modulates feeding steps in the jellyfish Cladonema. Mashiba et al.

description: Data of the feeding behavior of Cladonema pacificum jellyfish and associated reduced preparations (e.g., isolated tentacles) under starvation and satiety. These data primarily show that satiety: (a) disorganizes the jellyfish feeding sequence; (b) delays feeding steps and (c) inhibits feeding steps with distinct temporal dynamics.
DOI: 10.15468/dl.uxpztj
title: Occurrence Download

description: A dataset containing 30606 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Formicarius moniliger P.L.Sclater, 1857"
 ]
}

 The dataset includes 30606 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003609-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.