cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17221136
title: Dataset for MOOC Update Optimization using NSGA-II (Cyber Security MOOC, SWAYAM, July 2024)

description: This dataset supports the research study on multi-objective optimization of MOOC updates for the Introduction to Cyber Security course on SWAYAM. It integrates anonymized learner survey data, a structured Candidate Updates Table, optimization code, and full outputs generated using the Non-Dominated Sorting Genetic Algorithm II (NSGA-II).

The dataset is a revised and extended release of an earlier version. It corrects prior inconsistencies, adds missing details (objective function definitions, diversity metric, reproducibility elements), and includes all appendices and outputs referenced in the manuscript.

Contents





MOOC_Feedback_Anonymized.csv





437 anonymized survey responses collected during the July 2024 course cycle.




Includes open-ended qualitative feedback and structured survey items.






Candidate_Updates_Table.csv





Structured dataset of 26 candidate course updates derived from survey feedback.




Attributes: Update description, normalized learner value (0–1), effort units (1–3), category (content, assessment, engagement, support).






nsga2_mooc_update_planning.py





Final working Python/Colab implementation of NSGA-II.




Includes Pareto optimization routine, Shannon entropy diversity metric, and reproducibility settings (population size, generations, mutation/crossover rates, random seed).






nsga_outputs.zip





Generated results from optimization experiments across budgets B = 8, 10, 12, 14, 16.




Files include:





Pareto tables (CSV) for each budget




Pareto front plots (PNG)




Convergence diagnostics (PNG)




Representative solutions (Table 7, CSV)








README.md





Instructions for replicating the optimization workflow in Google Colab.




Guidance on file structure, dependencies, and how to regenerate tables and figures reported in the paper.





Usage Notes





The dataset enables independent reproduction of Figures 1–6 and Tables 1 & 7 in the associated manuscript.




All survey responses are anonymized to protect participant privacy.




Code and data are provided under an open license to encourage reuse in related MOOC optimization research.
DOI: 10.15468/dl.7wqxag
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Macrochelys temminckii",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032378-250920141307145/datasets/export for details.
DOI: 10.15468/dl.bq52qj
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Macrochelys temminckii",
 "Country is Singapore",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032377-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mb4atq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Macrochelys temminckii",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032379-250920141307145/datasets/export for details.
DOI: 10.5281/zenodo.17231120
title: EED-Astig

description: NOTE!!!

Data Use Agreement (DUA): 

The full text of the Data Use Agreement (DUA) is provided as a file named "EED-Astig Data Use Agreement (DUA) 1.0.0.pdf" within this dataset. 

To request access, you must explicitly agree to the terms of this DUA in the "Reason for requesting access" field. Your request will only be processed if you include a statement such as: 

"I have read and agree to the terms of the EED-Astig Data Use Agreement (DUA) 1.0.0 (DOI: 10.5281/zenodo.17231120). I will use the data solely for non-commercial research purposes and will not attempt to re-identify any participant." 

Failure to include this agreement will result in your request being denied. 

We collected data from 640 children aged 3-6 years who underwent routine vision examinations at the outpatient department of Peking University First Hospital between January 1 and June 30, 2025. We present EED-Astig, a new multimodal pediatric dataset for AI-based astigmatism severity prediction.

The dataset is released as a single compressed file named `EED-Astig.zip`, which, upon extraction, reveals two main directories: **Images** and **Annotations**, along with an additional file **Parameter.xls**, each containing 3088 files. The Images folder stores all periocular photographs in JPEG format (.jpg), named according to the convention `[group_index].[view_index].jpg`, where `group_index` identifies the subject group and `view_index` (ranging from 1 to 5) specifies the capture perspective—1 for frontal view of both eyes, 2 and 3 for frontal views of the right and left eye respectively, and 4 and 5 for side views of the right and left eye. The Annotations folder contains a corresponding JSON file for every image, sharing the same filename, with annotation content varying by view type: frontal-view images (.1, .2, .3) are annotated with keypoint coordinates (e.g., canthi, lower eyelid points) and corneal segmentation masks, while side-view images (.4, .5) contain keypoints marking the start and end of the eyelash line, all meticulously labeled by professional ophthalmologists and rigorously verified to ensure high data quality and accuracy. The Parameter.xls file provides demographic and clinical metadata, including gender, height, screen time, and birth history, for each subject group, enabling comprehensive supervised learning for astigmatism severity assessment.
DOI: 10.5281/zenodo.17217105
title: EED-Astig

description: NOTE!!!

Data Use Agreement (DUA): 

The full text of the Data Use Agreement (DUA) is provided as a file named "EED-Astig Data Use Agreement (DUA) 1.0.0.pdf" within this dataset. 

To request access, you must explicitly agree to the terms of this DUA in the "Reason for requesting access" field. Your request will only be processed if you include a statement such as: 

"I have read and agree to the terms of the EED-Astig Data Use Agreement (DUA) 1.0.0 (DOI: 10.5281/zenodo.17231120). I will use the data solely for non-commercial research purposes and will not attempt to re-identify any participant." 

Failure to include this agreement will result in your request being denied. 

We collected data from 640 children aged 3-6 years who underwent routine vision examinations at the outpatient department of Peking University First Hospital between January 1 and June 30, 2025. We present EED-Astig, a new multimodal pediatric dataset for AI-based astigmatism severity prediction.

The dataset is released as a single compressed file named `EED-Astig.zip`, which, upon extraction, reveals two main directories: **Images** and **Annotations**, along with an additional file **Parameter.xls**, each containing 3088 files. The Images folder stores all periocular photographs in JPEG format (.jpg), named according to the convention `[group_index].[view_index].jpg`, where `group_index` identifies the subject group and `view_index` (ranging from 1 to 5) specifies the capture perspective—1 for frontal view of both eyes, 2 and 3 for frontal views of the right and left eye respectively, and 4 and 5 for side views of the right and left eye. The Annotations folder contains a corresponding JSON file for every image, sharing the same filename, with annotation content varying by view type: frontal-view images (.1, .2, .3) are annotated with keypoint coordinates (e.g., canthi, lower eyelid points) and corneal segmentation masks, while side-view images (.4, .5) contain keypoints marking the start and end of the eyelash line, all meticulously labeled by professional ophthalmologists and rigorously verified to ensure high data quality and accuracy. The Parameter.xls file provides demographic and clinical metadata, including gender, height, screen time, and birth history, for each subject group, enabling comprehensive supervised learning for astigmatism severity assessment.
DOI: 10.15468/dl.4jxzmx
title: Occurrence Download

description: A dataset containing 861 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Maxillaria densa"
 ]
}

 The dataset includes 861 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032381-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18150/ud3y5w
title: Examination of bacterial microcolony development

description: This dataset contains the data used in the work entitled 'Efflux pump inhibitors from plant compounds: A new strategy to modulate bacterial growth and morphology', which was published in the journal Industrial Crops and Products (https://doi.org/10.1016/j.indcrop.2025.121378).The included data comprise measurements that were funded by OPUS grant 2021/41/B/ST7/04002, awarded by the National Science Centre, in the form of images obtained using holographic digital tomography. The folders contain measurements of bacterial microcolony development for three bacterial species: E.faecalis (control, palmatine - after 24 hours of incubation with palmatine, berberine - after 24 hours of incubation with berberine), E.coli (control, palmatine - after 24 hours of incubation with palmatine) and B.cereus (control, palmatine - after 24 hours of incubation with palmatine, berberine - after 24 hours of incubation with berberine, curcumin - after 24 hours of incubation with curcumin).
DOI: 10.25919/sf82-7q24
title: Parkes observations for project P1356 semester 2025APRS_17

description: Magnetars are neutron stars with exceptionally high magnetic fields. From the 30 known magnetars, only six have had radio emission detected so far. The remaining 24 magnetars are generally only searched for radio emission after an X-ray outburst. This added a strong selection bias to whether magnetars are radio loud or not. From the known six radio loud magnetars, we know that the radio emission changes quickly with time and for the magnetar XTE J1810-197, it has been observed that the radio flux increases strongly without an enhancement in X-ray flux. Thus, it remains unclear whether the radio quiet magnetars are in fact radio quiet and the radio X-ray relation appears to be rather complex.
 In this proposal, we propose a regular monitoring campaign of 4 radio quiet magnetars with bi-weekly observations using the Parkes UWL receiver. For 3 of the sources, we will have accompanying X-ray observations and thus, this will give an unique data set to probe the relation between radio and X-ray independent outbursts. Any detection of radio emission, i.e. single pulses or folded profiles, would be a major discovery and help to constrain the emission mechanisms of magnetars. This will also help to improve the understanding of the emission mechanism of fast radio bursts. However, also a non-detection of radio emission will provide upper limits that serve as a baseline before any future outburst of the observed magnetars as well as allow to constrain the formation process of magnetars in contrast to pulsars.
DOI: 10.18150/o2ttf9
title: Exploring the complexities of anisotropic multiresonator emission systems

description: Data includes:-mapped laser emission of the parameters: logarithm of the maximum emission intensity, logarithm of the integral of the emission intensity of the spectrum, maximum emission wavelength, peak of optical path length, scan filtered with inverse Fourier transform;-spectrum and FFT analysis of the 6 and 10-fold symmetry region;-orthogonal views and projection of the cross-section of single laser mode;-spatial alignment of the radial component of the refractive index and simulated optical path length from the resonator with refractive index radial alignment.Please consult the readme.txt file for additional information.
DOI: 10.25345/c51v5bs8n
title: MassIVE MSV000099326 - MUC1 single tandem repeat O-GalNAc glycosylation
title: 23-mer MUC1 peptide glycosylated with GALNTs and C1GALT1
DOI: 10.15468/dl.gddjaa
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Macrochelys temminckii",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032382-250920141307145/datasets/export for details.
DOI: 10.15468/dl.hdrpkp
title: Occurrence Download

description: A dataset containing 5613608 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 5613608 records from 1084 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032358-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rc1yuo
title: Occurrence Download

description: A dataset containing 9088951 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Poaceae",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 9088951 records from 782 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003599-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tx7xz8
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "GadmGid is CHN.31.10.7_1",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "Year 2002-2021"
 ]
}

 The dataset includes 79 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049229-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cxxikq
title: Occurrence Download

description: A dataset containing 454 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cynomys leucurus Merriam, 1890",
 "Country is Mexico",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 454 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003599-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cozq3t
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "InstitutionCode is BioFokus",
 "TaxonKey is Plantae",
 "HasCoordinate is TRUE",
 {
 "or" : [
 "Country is Albania",
 "Country is Austria",
 "Country is Bosnia and Herzegovina",
 "Country is Belgium",
 "Country is Bulgaria",
 "Country is Belarus",
 "Country is Switzerland",
 "Country is Cyprus",
 "Country is Czechia",
 "Country is Germany",
 "Country is Denmark",
 "Country is Estonia",
 "Country is Spain",
 "Country is Finland",
 "Country is France",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Country is Greece",
 "Country is Croatia",
 "Country is Hungary",
 "Country is Ireland",
 "Country is Iceland",
 "Country is Italy",
 "Country is Lithuania",
 "Country is Luxembourg",
 "Country is Latvia",
 "Country is Moldova, Republic of",
 "Country is Montenegro",
 "Country is Malta",
 "Country is North Macedonia",
 "Country is Netherlands",
 "Country is Norway",
 "Country is Poland",
 "Country is Portugal",
 "Country is Romania",
 "Country is Serbia",
 "Country is Russian Federation",
 "Country is Sweden",
 "Country is Slovenia",
 "Country is Slovakia",
 "Country is Ukraine"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009505-181108115102211/datasets/export for details.
DOI: 10.15468/dl.xhebs3
title: Occurrence Download

description: A dataset containing 708201 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "PublishingOrg is 396d5f30-dea9-11db-8ab4-b8a03c50a862",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 708201 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034678-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.32xk9w
title: Occurrence Download

description: A dataset containing 116849 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mytilus edulis Linnaeus, 1758"
 ]
}

 The dataset includes 116849 records from 450 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000239-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tukgts
title: Occurrence Download

description: A dataset listing the 313 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-82.85296 28.15419,-82.78497 28.15419,-82.78497 28.2182,-82.85296 28.2182,-82.85296 28.15419))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2015-2020"
 ]
}

 The dataset's 313 records were derived from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029745-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5t0lbj
title: Occurrence Download

description: A dataset containing 187 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Wesmaelius quadrifasciatus (Reuter, 1894)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 187 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003599-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e9sg9i
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bactris horridispatha Noblick"
 ]
}

 The dataset includes 27 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003599-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5fbye
title: Occurrence Download

description: A dataset containing 142 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Biodiversidad asociada al proyecto solar fotovoltaico Helios Cesar Ocaña-220MWAC"
 ]
}

 The dataset includes 142 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044007-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dxgjgd
title: Occurrence Download

description: A dataset containing 759 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Registros de arácnidos y herpetos para el fortalecimiento del estudio de venenos y desarrollo de antivenenos en Colombia"
 ]
}

 The dataset includes 759 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043997-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k4porl
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hasarius adansoni (Audouin, 1826)",
 "Country is Spain"
 ]
}

 The dataset includes 21 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003600-150316153013904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ggvwgs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "InstitutionCode is Botaniska FÃ¶reningen i VÃ¤stmanlands lÃ¤n",
 "TaxonKey is Plantae",
 "HasCoordinate is TRUE",
 {
 "or" : [
 "Country is Albania",
 "Country is Austria",
 "Country is Bosnia and Herzegovina",
 "Country is Belgium",
 "Country is Bulgaria",
 "Country is Belarus",
 "Country is Switzerland",
 "Country is Cyprus",
 "Country is Czechia",
 "Country is Germany",
 "Country is Denmark",
 "Country is Estonia",
 "Country is Spain",
 "Country is Finland",
 "Country is France",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Country is Greece",
 "Country is Croatia",
 "Country is Hungary",
 "Country is Ireland",
 "Country is Iceland",
 "Country is Italy",
 "Country is Lithuania",
 "Country is Luxembourg",
 "Country is Latvia",
 "Country is Moldova, Republic of",
 "Country is Montenegro",
 "Country is Malta",
 "Country is North Macedonia",
 "Country is Netherlands",
 "Country is Norway",
 "Country is Poland",
 "Country is Portugal",
 "Country is Romania",
 "Country is Serbia",
 "Country is Russian Federation",
 "Country is Sweden",
 "Country is Slovenia",
 "Country is Slovakia",
 "Country is Ukraine"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009509-181108115102211/datasets/export for details.
DOI: 10.15468/dl.rkjvfq
title: Occurrence Download

description: A dataset containing 924 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Artropofauna de las Reservas Distritales de Humedal de Bogotá, D.C."
 ]
}

 The dataset includes 924 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043993-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1kqnde
title: Occurrence Download

description: A dataset containing 2836 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microtus oregoni (Bachman, 1839)"
 ]
}

 The dataset includes 2836 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003600-150811131857512/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.khs349
title: Occurrence Download

description: A dataset containing 9010 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Individuos plantados mediante ensayos de ideas innovadoras en predios del área de influencia del Proyecto Hidroeléctrico Ituango"
 ]
}

 The dataset includes 9010 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044017-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.