cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17940441
title: Bioclimatic Variable Outputs for Ireland from Observed and Projected Climate Data

description: This dataset contains the final bioclimatic variable outputs (TIFF files) for Ireland, generated using the code and workflows provided in a separate Zenodo record: 10.5281/zenodo.16835656
DOI: 10.17632/ssp6c89ymg.1
title: Supplement for Severe pustular eruptions from Amivantamab: A case series

description: Patient 1's eruption demonstrated substantial improvement after a six month period in which amivantamab was interrupted and she received doxycycline 100 mg twice daily, prednisone, topical corticosteroids, tretinoin, and ketoconazole shampoo.
DOI: 10.15468/dl.vcdzah
title: Occurrence Download

description: A dataset containing 28798 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "TaxonKey is Vanessa atalanta",
 "Year 2010-2010"
 ]
}

 The dataset includes 28798 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053685-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/sfnz22fpy4
title: Brains over brawn? Brown bears (Ursus arctos) demonstrate behavioral flexibility on a multi-access box and other tasks

description: Summary and raw data for seven brown bears on five different cognitive tasks: a multi-access box (MAB), a detour cylinder task, a spatial reversal task, an object manipulation "insertion" task, and a novel object task.
DOI: 10.17632/sfnz22fpy4.1
title: Brains over brawn? Brown bears (Ursus arctos) demonstrate behavioral flexibility on a multi-access box and other tasks

description: Summary and raw data for seven brown bears on five different cognitive tasks: a multi-access box (MAB), a detour cylinder task, a spatial reversal task, an object manipulation "insertion" task, and a novel object task.
DOI: 10.15468/dl.9acgdu
title: Occurrence Download

description: A dataset containing 3922 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "Geometry POLYGON((-54.00448 -28.9934,-34.17958 -29.90091,-34.17958 -2.1926,-55.49116 -7.40021,-53.62821 -14.91662,-51.56133 -15.87749,-55.23402 -19.50361,-53.13585 -20.77204,-54.22232 -22.43618,-52.81805 -22.84664,-54.00448 -28.9934))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chusquea"
 ]
}

 The dataset includes 3922 records from 125 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053686-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/475r427nrb
title: Endogenous orienting of attention in rats

description: Scripts and data from the paper Endogenous Orienting of Attention in Rats. All analysis used the R statistical software.
DOI: 10.17632/475r427nrb.2
title: Endogenous orienting of attention in rats

description: Scripts and data from the paper Endogenous Orienting of Attention in Rats. All analysis used the R statistical software.
DOI: 10.17632/mmhnptc6wz
title: Paleoenvironmental Evolution Characteristics and Mineral Enrichment Patterns of the Lacustrine System Under Orbital Forcing in the Yin'e Basin During the Early Cretaceous

description: The samples cover the entire first member of the Bayingebi Formation (total thickness: 189 m). Specific grouping: 26 samples were prepared as thin sections for microscopic and scanning electron microscope (SEM) observations; 71 samples were analyzed for mineral composition using X-ray diffraction (XRD); 51 mudstone and marlstone samples were selected for determinations of total organic carbon (TOC), organic carbon isotope (δ¹³C), and nitrogen isotope (δ¹⁵N); while 20 high-organic-content mudstone samples were used for biomarker analysis via gas chromatography-mass spectrometry (GC-MS); and 369 samples were subjected to chromaticity and magnetic susceptibility (MS) measurements.
DOI: 10.17632/mmhnptc6wz.2
title: Paleoenvironmental Evolution Characteristics and Mineral Enrichment Patterns of the Lacustrine System Under Orbital Forcing in the Yin'e Basin During the Early Cretaceous

description: The samples cover the entire first member of the Bayingebi Formation (total thickness: 189 m). Specific grouping: 26 samples were prepared as thin sections for microscopic and scanning electron microscope (SEM) observations; 71 samples were analyzed for mineral composition using X-ray diffraction (XRD); 51 mudstone and marlstone samples were selected for determinations of total organic carbon (TOC), organic carbon isotope (δ¹³C), and nitrogen isotope (δ¹⁵N); while 20 high-organic-content mudstone samples were used for biomarker analysis via gas chromatography-mass spectrometry (GC-MS); and 369 samples were subjected to chromaticity and magnetic susceptibility (MS) measurements.
DOI: 10.15468/8zmxdj
title: A new genus of Pseudomesochrinae Willen, 1996 (Copepoda, Harpacticoida, Pseudotachidiidae) from the Guinea Basin *

description: This dataset contains the digitized treatments in Plazi based on the original journal article Willen, Elke, Dittmar, Janine (2009): A new genus of Pseudomesochrinae Willen, 1996 (Copepoda, Harpacticoida, Pseudotachidiidae) from the Guinea Basin *. Zootaxa 2096 (1): 287-298, DOI: 10.11646/zootaxa.2096.1.16, URL: https://biotaxa.org/Zootaxa/article/view/zootaxa.2096.1.16AbstractA new species of the new genus Keraia gen. nov. from the Guinea Basin is described in the present paper. The new taxon belongs to the Pseudomesochrinae Willen, 1996, which until now has contained only the genus Pseudomesochra T. Scott, 1902. Both genera are prevalent in the deep sea. Whereas Pseudomesochra reaches quite high individual and species numbers in the investigated samples of the DIVA 1, DIVA 2 and ANDEEP deep-sea expeditions, Keraia is found only occasionally and as single specimens. Keraia is characterised among others by a modified antenna exopodite and the shape of P1. Pseudomesochra on the other hand can still be identified as a monophylum by specialised setation on the P1 endopodite and the lack of the inner setae of the first segment of swimming leg exopodites. Other species of Keraia gen. nov. are K. longiseta (Vasconcelos, George & Santos 2008) and the type species K. tamara (Smirnov, 1946). The available records implicate a widespread occurrence of Keraia gen. nov. from the northern to the southern Atlantic, and even reaching both northern and southern polar regions. Up to now all individuals that have been found occur exclusively at deep-sea sites and in very low abundances.
DOI: 10.17632/6dbdkb8g3d.3
title: Facial_data

description: This dataset is a facial expression dataset based on real classroom environments, consisting of 5,527 images labeled with five emotion categories: surprise, happiness, neutrality, confusion, and boredom. The data has been preprocessed using OpenCV and divided into training, validation, and test sets. This dataset provides a valuable resource for emotion recognition and personalized teaching, and future model performance can be further optimized through data augmentation techniques.
DOI: 10.17632/brjcs4zzkb
title: Divergent Drivers of Soil Water Repellency and Carbon Dynamics Under Different Fertilization Managements: The Pivotal Role of Initial Land-Use History

description: We conducted field experiments and measured the physical and chemical properties of the soil as well as the content of organic carbon components, obtaining the data in the following files. We used this data to perform one-way ANOVA and Duncan's method for difference comparison, general linear model analysis for main effect, Mann-Whitney test for correlation, and finally regression analysis for linear fitting of the indicators.
DOI: 10.17632/brjcs4zzkb.1
title: Divergent Drivers of Soil Water Repellency and Carbon Dynamics Under Different Fertilization Managements: The Pivotal Role of Initial Land-Use History

description: We conducted field experiments and measured the physical and chemical properties of the soil as well as the content of organic carbon components, obtaining the data in the following files. We used this data to perform one-way ANOVA and Duncan's method for difference comparison, general linear model analysis for main effect, Mann-Whitney test for correlation, and finally regression analysis for linear fitting of the indicators.
DOI: 10.17632/z3mffg963r
title: brGDGTs of SPM, sediment trap, and surface sediments from Sihailongwan and Longquanlongwan maar lakes

description: brGDGTs of SPM, sediment trap, and surface sediments from Sihailongwan and Longquanlongwan maar lakes. Samples were collected in different depths and months.
DOI: 10.17632/z3mffg963r.2
title: brGDGTs of SPM, sediment trap, and surface sediments from Sihailongwan and Longquanlongwan maar lakes

description: brGDGTs of SPM, sediment trap, and surface sediments from Sihailongwan and Longquanlongwan maar lakes. Samples were collected in different depths and months.
DOI: 10.17632/cz8cmtnrxc.1
title: Laser-based detection and predictive modeling of methane concentrations in cattle respiration

description: This database contains records of methane (CH₄) gas emissions produced by cattle during the respiratory process. The data was collected using a Laser Methane Detector. Measurements were taken during five different field visits, and the corresponding data is stored in the Raw Data folder. Each field visit folder contains several meas_merged_n.csv files, which include information on burp events, reported as ppm emitted over time. Since a single meas_merged_n.csv file can include more than one burp event, a total of 97 events was recorded and labeled in the Event_limits_def.xlsx file.


The Event_limits_def file contains twelve columns. The first two columns, "Visit" and "Measurement", indicate the location of the tagged event. "Visit" refers to the name of the folder corresponding to the field visit where the meas_merged file is stored, while "Measurement" refers to the specific meas_merged file (identified by its number) that contains the event. The "ix_event" column indicates the event number within that file.

Each event was split into two parts: a primary sub-event and a secondary sub-event, which are specified in the "type_event" column. The "start" and "end" columns indicate the time (in seconds) during which the sub-event occurs. The next column corresponds to the number of event from 1 to 97. The next three columns refer to the cow’s "Animal's Position", "Mouth Position", and "Activity" at the time the measurement was taken. Finally, "Measurement Spot" and "Distance" describe where the laser was pointed and the distance between the laser and the measurement spot.

ExpSinosouid and Gaussians model

The ExpSinosouid and Gaussians model folders each contain three files: trues, preds, and params.

- The trues file contains the same records as those in the Raw Data, meaning it replicates the information from the corresponding meas_merged_n.csv files.
- The preds file includes the predictions generated by each model for every event.
- The params file contains the model parameters or coefficients used to generate each prediction. These coefficients can be used to reconstruct the predictive equations.

To visualize or plot any of this data, refer to the PlotsModelVisualization script, which includes Python-based code for plotting the model results.

LogNormal Model

The LogNormal model folder contains 98 .csv files. The LogNormCoeff.csv file includes the coefficients used to represent the fitted curves for each event. The other 97 files correspond to the individual event predictions. Visualization for this model is also supported by the PlotsModelVisualization script. Remember that each event is numbered from 1 to 97 based on the time it was recorded, i.e. event 1 corresponds to "Visit" 1, "meas_merged_1", "ix_event" 1; event 97 corresponds to "Visit" 5th, last meas_merged file or "meas_merged_6" and the last event of that file or "ix_event" 6.
DOI: 10.17632/br6xsb4wrj
title: Data of the rhizosphere and bulk soils of Tamarix austromongolica in the Yellow River Delta

description: Data on carbon mineralization and temperature sensitivity Q10 in the rhizosphere and bulk soils of Tamarix austromongolica in the Yellow River Delta
DOI: 10.17632/br6xsb4wrj.1
title: Data of the rhizosphere and bulk soils of Tamarix austromongolica in the Yellow River Delta

description: Data on carbon mineralization and temperature sensitivity Q10 in the rhizosphere and bulk soils of Tamarix austromongolica in the Yellow River Delta
DOI: 10.17632/p48bdvz36p
title: Research data, 2024

description: The pH, organic matter, and heavy metal content data of the sampling points.
DOI: 10.17632/p48bdvz36p.1
title: Research data, 2024

description: The pH, organic matter, and heavy metal content data of the sampling points.
DOI: 10.17632/5cv7whvjg2
title: Gelatin in dog diet

description: This is the raw data on the comparative effects of gelatin and hydrolyzed gelatin from by-products as partial protein substitutes on canine health and gut microbiota.
DOI: 10.17632/5cv7whvjg2.4
title: Gelatin in dog diet

description: This is the raw data on the comparative effects of gelatin and hydrolyzed gelatin from by-products as partial protein substitutes on canine health and gut microbiota.
DOI: 10.17632/f3fc8dcc7t
title: Does the People's Bank of China's currency swap have macroeconomic stability effects?

description: This data package consists of two parts, one is based on DSGE model modeling, and the other is empirical analysis. In the DSGE modeling section, it mainly includes the source code and steady-state values of parameters. In empirical analysis, it mainly includes the original dataset, regression code, and computational code. The software used is MATLAB and STATA.
DOI: 10.15468/dl.ucbtq2
title: Occurrence Download

description: A dataset containing 19041 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence)",
 "Country is one of (South Africa, Kenya, Tanzania, United Republic of, Namibia, Zimbabwe, Zambia, Botswana, Uganda)",
 "Month is one of (January, February, March, April, May, June, July, August, September, October, November, December)",
 "OccurrenceStatus is Present",
 "TaxonKey is Equus quagga"
 ]
}

 The dataset includes 19041 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053688-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/f3fc8dcc7t.1
title: Does the People's Bank of China's currency swap have macroeconomic stability effects?

description: This data package consists of two parts, one is based on DSGE model modeling, and the other is empirical analysis. In the DSGE modeling section, it mainly includes the source code and steady-state values of parameters. In empirical analysis, it mainly includes the original dataset, regression code, and computational code. The software used is MATLAB and STATA.
DOI: 10.48802/owey.e4qn-9190
title: Single cell transcriptional response of leukocytes to SARS-CoV-2 and IAV in the EvoImmunoPop+ cohort

description: Transcriptional profiles at the single cell level (scRNA-seq) of human PBMCs stimulated for 6h with Influenza A and SARS-CoV-2 viruses in 222 healthy, SARS-CoV-2-naïve individuals of African, European, and East Asian ancestries. For 8 individuals, data is also available at T0 and 24h post stimulation (experimental run 1). For 16 samples (run 16), extracellular protein markers were labelled with the CITE-seq technology in addition to scRNA-seq.
description: Cryopreserved PBMCs were thawed, re-suspended in R10 media, and rested overnight. Next morning, PBMCs were stimulated with 80 µL of either R10 (mock), SARS-CoV-2 or IAV stock at multiplicity of infection (MOI) of 1. Cells were incubated for either 0, 6 or 24 hours and dispatched into 8 distinct pools/run, according to a pre-established design. Cells from each pool were adjusted to 1,000 viable cells/µL in PBS 0.04% BSA and analyzed on the Chromium Controller (10X Genomics) following the manufacturer’s instructions (3' GEM, v3 chemistry). After assessing quality and concentration, 10x libraries were processed for high-throughput sequencing on a HiSeqX platform at a target depth of ~ 400M paired end sequencing reads per cDNA libraries (133 libraries in total). Reads were mapped to the concatenated human (GRCh38), SARS-CoV-2 (hCoV-19/France/GE1973/2020) and IAV (A/Puerto Rico/8/1934(H1N1)) genome sequences using the STARsolo aligner (v2.7.8a). After genetic demultiplexing of droplets and extensive quality control (filtering of doublets and empty droplets, library size normalization, filtering of low expressed genes and individuals with <500 cells per sample), cell identity was assigned based on unsupervised clustering and expression of canonical markers, following by automatic assignment of cells located in ambiguous clusters. Single-cell transcriptional profiles were then aggregated for each of 222 individuals, 3 experimental conditions and 22 cell types/5 lineages, to yield log2(CPM) values for up to 12,672 expressed genes. Resulting expression levels were adjusted for known batch effects (experimental run, library, and sequencing batch) and rank tranformed to a Gaussian distribution to limit the impact of outliers.
DOI: 10.17632/5jjd98s3k7
title: Supplemental Material: Clinicopathologic Characteristics of Acquired Facial Telangiectatic Hyperpigmented Macular Dermatosis: A series of 15 cases

description: Supplementary material for the manuscript "Clinicopathologic Characteristics of Acquired Facial Telangiectatic Hyperpigmented Macular Dermatosis: A series of 15 cases"
DOI: 10.17632/5jjd98s3k7.1
title: Supplemental Material: Clinicopathologic Characteristics of Acquired Facial Telangiectatic Hyperpigmented Macular Dermatosis: A series of 15 cases

description: Supplementary material for the manuscript "Clinicopathologic Characteristics of Acquired Facial Telangiectatic Hyperpigmented Macular Dermatosis: A series of 15 cases"
DOI: 10.15468/dl.s5yrbf
title: Occurrence Download

description: A dataset containing 187099 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is South America",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Poaceae"
 ]
}

 The dataset includes 187099 records from 257 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053677-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/t358jkvchd
title: Comprehensive Matrix Optimization of Metakaolin-Based Geopolymers Using Integrated FTIR–XRD–SEM Characterization

description: FTIR, XRD, and SEM results
DOI: 10.17632/t358jkvchd.1
title: Comprehensive Matrix Optimization of Metakaolin-Based Geopolymers Using Integrated FTIR–XRD–SEM Characterization

description: FTIR, XRD, and SEM results
DOI: 10.15468/dl.nstfam
title: Occurrence Download

description: A dataset containing 10040 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Sargassum horneri"
 ]
}

 The dataset includes 10040 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053689-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/crr3m6hn2j
title: Modesty or hypocrisy? Political connections and corporate green ethics in Chinese firms

description: The sample is drawn from privately listed firms in China’s A-share market, covering the period from 2010 to 2023.
DOI: 10.17632/crr3m6hn2j.1
title: Modesty or hypocrisy? Political connections and corporate green ethics in Chinese firms

description: The sample is drawn from privately listed firms in China’s A-share market, covering the period from 2010 to 2023.
DOI: 10.57830/2316403
title: Mount Rushmore National Memorial Biological Assessment: tabular bat data search results 2025

description: bat acoustic or capture data for MYSE (Myotis septentrionalis, Northern long-eared bat) and PESU (Perimyotis subflavus, Tricolored bat) detections at Mount Rushmore National Memorial.
DOI: 10.15468/dl.f2rm4n
title: Occurrence Download

description: A dataset containing 135405305 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d"
 ]
}

 The dataset includes 135405305 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053610-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v8grcf
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tetragnatha shoshone"
 ]
}

 The dataset includes 10 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053690-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jtch9y
title: Occurrence Download

description: A dataset containing 11271 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is Chusquea"
 ]
}

 The dataset includes 11271 records from 200 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053691-251120083545085/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.29852876.v1
title: YeastWGD2025

description: Supplementary data for unpublished yeast WGD manuscript<b>wgd_syn</b><b>/</b><b> - </b>directory containing wgd syn output for all contiguous genomes<b>[dataset]</b><b>Tree -</b> phylogeny<b>[dataset]Duplications -</b> duplication table from OrthoFinder output<b>KOannotations - </b>KEGG annotations used for enrichment analysis<b>IPRannotations -</b> InterPro annotations used for enrichment analysis<b>DipodascalesOrthogroups -</b> formatted orthogroup assignments for Dipodascales genes
DOI: 10.17632/pm62nnnkrn
title: Cognitive Alignment Failures in Human-AI Communication

description: Literature review for Cognitive Alignment Failures in Human-Artificial Intelligence Communication
DOI: 10.17632/pm62nnnkrn.1
title: Cognitive Alignment Failures in Human-AI Communication

description: Literature review for Cognitive Alignment Failures in Human-Artificial Intelligence Communication
DOI: 10.17632/5c5p49w6n7.2
title: Major element, trace element and Ti isotope data

description: This dataset contains major and trace element compositions, as well as Ti isotope data, measured on lunar basalts from the Chang’e-5 landing site. Analyses were performed using TIMA, EPMA, LA-Q-ICP-MS, and LA-MC-ICP-MS techniques. The dataset provides key geochemical constraints on the petrogenesis and mantle source characteristics of young (&lt;2 Ga) mare basalts on the Moon.
DOI: 10.17632/8hz8x9brsr
title: FKF1 nuclear condensates control anti-florigen turnover and flowering onset in response to nitrogen availability in monocots

description: Uncropped western blots of all the figures in this paper
DOI: 10.17632/8hz8x9brsr.1
title: FKF1 nuclear condensates control anti-florigen turnover and flowering onset in response to nitrogen availability in monocots

description: Uncropped western blots of all the figures in this paper