cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30882545.v1
title: Dataset for "Accelerating High-Throughput Catalyst Screening by Direct Generation of Equilibrium Adsorption Structures"

description: The initial structure and relaxation structures of the adsorption obtained by cleaning the CatHub data, which were used for the training of DBCata model.
DOI: 10.48579/pro/3wmp04
title: Replication data for: Fig 10.5, Bottom, GPDs and UPDs, Copulating males vs copulating females in same coterie, 13 Dec 2025

description: FILE DESCRIPTION Keywords: GPDs and UPDs, copulating males vs copulating females, same clan File name = Fig 10.5, Bottom, GPDs and UPDs, Copulating males vs copulating females in same coterie, 13 Dec 2025 NO OLDFile name. I cannot find raw data for these GPD and UPD datasets, but I checked the summaries in this EXCEL file TWO TIMES at creation, I could find the raw data here, if necessary (I think). Data of creation was 24 May 2022, I think. That's when I created the PRISM graph. The number above each SEM line indicates the sample sizes for number of home territories for which I had good information on BOTH the number of copulating females AND the number of copulating males. For the "females that copulated" (Column-A) I have changed the number slightly so that they will show up more clearly in Fig 10.5. For many of the standard errors (SEMs) in this EXCEL file, the SEM bars were shorter than the circles for means. In those cases, I have shown small SEs that extend slightly beyond the circles or bars—because showing slightly inflated SEs is better than suggesting no variation at all, in my opinion. This point about SEM bars applies to many figures, as explained in Chapter 4 of Hoogland 2026. File name = Fig 10.5, Bottom, GPDs and UPDs, Copulating males vs copulating females in same coterie, 13 Dec 2025
DOI: 10.5281/zenodo.17935366
title: Explainable Machine Learning Approach for Brain Tissue Characterization through Photonic Crystal Fiber Sensing

description: This dataset contains simulation-generated and processed data used to train, validate, and test machine learning models for optimizing the structural and optical parameters of monolithic gold plasmonic sensors. The dataset includes refractive index (ri) values, real and imaginary values of x and y axes for different wavelength, loss curve and sensitivity. All data were generated through numerical simulations and systematically curated to ensure consistency and reproducibility. This dataset may be used for research, validation, and comparative studies related to plasmonic sensor optimization and data-driven photonic design.
DOI: 10.5281/zenodo.17935367
title: Explainable Machine Learning Approach for Brain Tissue Characterization through Photonic Crystal Fiber Sensing

description: This dataset contains simulation-generated and processed data used to train, validate, and test machine learning models for optimizing the structural and optical parameters of monolithic gold plasmonic sensors. The dataset includes refractive index (ri) values, real and imaginary values of x and y axes for different wavelength, loss curve and sensitivity. All data were generated through numerical simulations and systematically curated to ensure consistency and reproducibility. This dataset may be used for research, validation, and comparative studies related to plasmonic sensor optimization and data-driven photonic design.
DOI: 10.34740/kaggle/dsv/14161238
title: World Weather Repository ( Daily Updating )
DOI: 10.5281/zenodo.17935343
title: SPGAN: A Generative Adversarial Framework for Cross-modal Alignment in Spatial Multi-omics Integration
DOI: 10.5281/zenodo.17935344
title: SPGAN: A Generative Adversarial Framework for Cross-modal Alignment in Spatial Multi-omics Integration
DOI: 10.15468/dl.smbb8j
title: Occurrence Download

description: A dataset containing 332 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Pennisetum alopecuroides, Dioscorea polystachya)",
 "Year 1980-2025"
 ]
}

 The dataset includes 332 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053074-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x3ayrb
title: Occurrence Download

description: A dataset containing 290508 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 4.085278",
 "DecimalLatitude is less than or equal to 9.085278",
 "DecimalLongitude is greater than or equal to -85.0",
 "DecimalLongitude is less than or equal to -80.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 290508 records from 240 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053065-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18150/byt0pa
title: The profile of amino acids in serum and urine of women with overweight and obesity after 8-week energy-restricted ketogenic diet

description: The dataset contains raw data obtained in a randomized, single-centre, controlled trial was conducted with adult, non-menopausal women with a BMI of 25.5-35 without any chronic diseases, which were following energy-restricted ketogenic diet for eight weeks. Data were collected at the baseline, after 4 weeks, after 8 weeks of the nutritional intervention.The study protocol details can be found here: https://doi.org/10.1371/journal.pone.0285283The study has been registered in ClinicalTrail.gov. Registration number: NCT05652972.Please consult the readme.txt file for additional information.
DOI: 10.4121/4e5a545d-436b-4d59-86d2-61506ccaf3cf
title: Data underlying the publication: Single Qubit Gates Beyond the Rotating-Wave Approximation for Strongly Anharmonic Low-Frequency Qubits

description: Experimental and numerical data pertaining to the work titled "single-qubit microwave drives for low-frequency, strongly anharmonic qubits". The dataset consists of two parts: a numerical dataset and an experimental dataset. Every numerical simulation is stored in its own subfolder in the numerical dataset consisting of one JSON file and optional CSV files. All data was generated and analyzed using Python, and the relevant code is available in the GitHub repository accompanying the publication. The experimental dataset was measured using the QCoDeS and Quantify Python packages. Every experiment is stored in its own subfolder which contains the raw data as well as the process data which are stored in HDF5 files. The data folders also contain a large JSON file which stores the setpoints of all instruments in the experimental setup. The data folders may additionally contain figures that show the measured and/or analyzed data. All scripts that analyze the experimental data are also available in the GitHub repository accompanying the publication. The README file contains a more detailed description of the datasets.
DOI: 10.4121/4e5a545d-436b-4d59-86d2-61506ccaf3cf.v3
title: Data underlying the publication: Single Qubit Gates Beyond the Rotating-Wave Approximation for Strongly Anharmonic Low-Frequency Qubits

description: Experimental and numerical data pertaining to the work titled "single-qubit microwave drives for low-frequency, strongly anharmonic qubits". The dataset consists of two parts: a numerical dataset and an experimental dataset. Every numerical simulation is stored in its own subfolder in the numerical dataset consisting of one JSON file and optional CSV files. All data was generated and analyzed using Python, and the relevant code is available in the GitHub repository accompanying the publication. The experimental dataset was measured using the QCoDeS and Quantify Python packages. Every experiment is stored in its own subfolder which contains the raw data as well as the process data which are stored in HDF5 files. The data folders also contain a large JSON file which stores the setpoints of all instruments in the experimental setup. The data folders may additionally contain figures that show the measured and/or analyzed data. All scripts that analyze the experimental data are also available in the GitHub repository accompanying the publication. The README file contains a more detailed description of the datasets.
DOI: 10.5281/zenodo.17935417
title: SWOT-derived water surface elevation of reservoirs in in China's Yangtze Sub-Basin.

description: The dataset contains high-fidelity Water Surface Elevation (WSE) time series for 305 reservoirs, covering the period from July 2023 to August 2025. These time series were derived from the SWOT L2_HR_Raster product using a rigorous five-step processing workflow. Initially, data pixels underwent strict quality control (wse_uncert < 0.2 m and wse_qual < 2) to ensure reliability. Valid pixels were then spatially matched with static reservoir boundaries from the CRD to isolate relevant observations. To further refine the data, extreme outliers were removed using the Interquartile Range (IQR) method, followed by aggregating the remaining pixels into a stable median WSE value for each epoch. Finally, the time series were constructed chronologically and smoothed using a Savitzky-Golay filter to effectively reduce noise and residual temporal outliers, resulting in the clean, ready-to-use dataset presented in the file.
DOI: 10.5281/zenodo.17935418
title: SWOT-derived water surface elevation of reservoirs in in China's Yangtze Sub-Basin.

description: The dataset contains high-fidelity Water Surface Elevation (WSE) time series for 305 reservoirs, covering the period from July 2023 to August 2025. These time series were derived from the SWOT L2_HR_Raster product using a rigorous five-step processing workflow. Initially, data pixels underwent strict quality control (wse_uncert < 0.2 m and wse_qual < 2) to ensure reliability. Valid pixels were then spatially matched with static reservoir boundaries from the CRD to isolate relevant observations. To further refine the data, extreme outliers were removed using the Interquartile Range (IQR) method, followed by aggregating the remaining pixels into a stable median WSE value for each epoch. Finally, the time series were constructed chronologically and smoothed using a Savitzky-Golay filter to effectively reduce noise and residual temporal outliers, resulting in the clean, ready-to-use dataset presented in the file.
DOI: 10.15468/dl.mq6p6w
title: Occurrence Download

description: A dataset containing 12201 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "TaxonKey is Adansonia digitata"
 ]
}

 The dataset includes 12201 records from 186 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053077-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14161302
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.fpvcnj
title: Occurrence Download

description: A dataset listing the 10633 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Bhutan",
 "TaxonKey is Plantae"
 ]
}

 The dataset's 10633 records were derived from 130 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053076-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ttjcey
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Pennisetum alopecuroides",
 "Year 1980-2025"
 ]
}

 The dataset includes 146 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053079-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34810/data2805
title: Research Synthesis of Task-Based Needs Analysis Methodologies in Language Education, 1999–2025: Comparative Study of 33 TBNAs Across Languages, Contexts, and Learner Populations

description: This dataset contains a structured synthesis of task-based needs analyses in the field if applied linguistics from 1999 to 2025. It includes detailed information on 33 studies, covering authorship, target learner groups, target languages, research methodologies, instruments used, stakeholders involved, contributions from domain experts, and complete bibliographic references.

The dataset is designed to support systematic comparison and analysis of research methodologies in task-based needs analysis across different educational contexts, languages, learner populations, and professional domains. It provides a comprehensive overview of trends, methodological approaches, and data collection techniques in the field, making it a valuable resource for researchers, educators, and curriculum developers.
DOI: 10.15468/dl.zqsdj2
title: Occurrence Download

description: A dataset containing 268 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Carya"
 ]
}

 The dataset includes 268 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053080-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qk5fqw
title: Occurrence Download

description: A dataset containing 157771 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((27.297957341419337 -26.58281421315461, 27.737083634482698 -26.58281421315461, 27.737083634482698 -26.19821908660097, 27.297957341419337 -26.19821908660097, 27.297957341419337 -26.58281421315461))"
 ]
}

 The dataset includes 157771 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053066-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5gf0n907
title: MassIVE MSV000100217 - Effects of GBA2 inhibitor and glucosyl cholesterol on Protein Expression
title: The dataset contains mass spectrometric raw data from a series of TMT-based expression proteomics experiments aimed at identifying proteins affected by the GBA2 inhibitor and glucosyl cholesterol. The dataset comprises the raw data for GBA2 inhibitor and glucosyl cholesterol (TMTpro, processed by Proteome Discoverer) measured on both tested-compounds and DMSO (vehicle), each collected in 30 fractions. The experiments were performed in three independent replicates for each compound (R1-R3).
DOI: 10.15468/dl.bwq3hk
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((104.5501 -6.37656,105.93458 -5.91772,109.42442 -3.53261,107.63274 -0.84113,105.92251 1.8189,104.37775 1.31846,103.89317 1.22936,103.44759 1.19595,103.31949 1.26834,101.83236 2.18693,100.64043 2.98815,100.02413 3.50151,97.61603 6.14465,94.53763 6.4901,92.6757 5.25535,94.4135 0.521,103.01602 -6.25807,104.5501 -6.37656))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sindora sumatrana"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053081-251120083545085/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.30068416
title: Intra-urban Variability in Frugivorous Bird and Fruit Tree Interaction Networks

description: This dataset accompanies the study “Intra-urban Variability in Frugivorous Bird and Fruit Tree Interaction Networks”. It includes the survey data, park-level habitat attributes, and the analysis code used to evaluate network structure in 24 urban parks in Beijing, China.
DOI: 10.6084/m9.figshare.30068416.v1
title: Intra-urban Variability in Frugivorous Bird and Fruit Tree Interaction Networks

description: This dataset accompanies the study “Intra-urban Variability in Frugivorous Bird and Fruit Tree Interaction Networks”. It includes the survey data, park-level habitat attributes, and the analysis code used to evaluate network structure in 24 urban parks in Beijing, China.
DOI: 10.15468/dl.k7mc86
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.28_1",
 "TaxonKey is Astragalus pseudobrachytropis"
 ]
}

 The dataset includes 16 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053082-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.je3fsx
title: Occurrence Download

description: A dataset containing 3672 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Living Specimen, Occurrence evidence, Human Observation)",
 "Continent is one of (Oceania, South America, Africa, Asia, Europe, North America, Antarctica)",
 "OccurrenceStatus is Present",
 "TaxonKey is Sphyrna lewini"
 ]
}

 The dataset includes 3672 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053084-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.34747.48162
title: Coeficiente intelectual por etnias para el año (2026)
DOI: 10.15468/dl.zbtwu6
title: Occurrence Download

description: A dataset containing 16027 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acer rubrum",
 "BasisOfRecord is Specimen",
 "MediaType is Image"
 ]
}

 The dataset includes 16027 records from 196 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053083-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zdhdm7
title: Occurrence Download

description: A dataset containing 771802 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Bhutan"
 ]
}

 The dataset includes 771802 records from 385 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053073-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fwzata
title: Occurrence Download

description: A dataset containing 530 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Engelhardia"
 ]
}

 The dataset includes 530 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053086-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nj43e9
title: Occurrence Download

description: A dataset containing 1062 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Korea, Republic of",
 "TaxonKey is Ageratina altissima"
 ]
}

 The dataset includes 1062 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053087-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3pv6y4
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.28_1",
 "TaxonKey is Astragalus pseudohypogaeus"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053088-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8kkzx3
title: Occurrence Download

description: A dataset containing 530 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Engelhardia"
 ]
}

 The dataset includes 530 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053089-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yxcn8h
title: Occurrence Download

description: A dataset containing 29861 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gliricidia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 29861 records from 414 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053090-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.73818
title: CACHETTE DE KARNAK - CK_525_nu_2006_11980

description: Référence : nu_2006_11980<br />Site : Karnak<br />Type : photographie<br />
DOI: 10.15468/dl.sfssnh
title: Occurrence Download

description: A dataset containing 929 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Glandora gastonii (Benth.) L.Cecchi & Selvi"
 ]
}

 The dataset includes 929 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101496-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.73817
title: CACHETTE DE KARNAK - CK_525_nu_2006_11979

description: Référence : nu_2006_11979<br />Site : Karnak<br />Type : photographie<br />
DOI: 10.15468/dl.rsxbxn
title: Occurrence Download

description: A dataset containing 23502 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hemerocallis fulva (L.) L."
 ]
}

 The dataset includes 23502 records from 385 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0291016-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.73816
title: CACHETTE DE KARNAK - CK_525_nu_2006_11978

description: Référence : nu_2006_11978<br />Site : Karnak<br />Type : photographie<br />
DOI: 10.15468/dl.wd7jjz
title: Occurrence Download

description: A dataset containing 2118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paradoxurus hermaphroditus (Pallas, 1777)",
 "Year 2010-2021"
 ]
}

 The dataset includes 2118 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026139-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.73815
title: CACHETTE DE KARNAK - CK_524_nu_2009_00254

description: Référence : nu_2009_00254<br />Site : Karnak<br />Type : photographie<br />