cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ur5y83
title: Occurrence Download

description: A dataset containing 161 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eremocaulon asymmetricum (Soderstr. & Londoño) Londoño"
 ]
}

 The dataset includes 161 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028104-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sdaqg3
title: Occurrence Download

description: A dataset containing 20953 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Antarctica",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Year 2023-2023"
 ]
}

 The dataset includes 20953 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028105-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.325dyw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Redigobius dewaali (Weber, 1897)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.7576 -24.3688,20.529 -24.0715,20.509 -24.0715,20.509 -28.5786,25.5395 -28.5786,25.5395 -24.0715,25.1306 -24.0715,24.9333 -24.4571,23.8962 -24.2467,22.8065 -24.295,22.3719 -24.7207,22.2323 -25.547,22.0387 -25.7188,21.7833 -25.7784,21.5388 -25.7113,21.3553 -25.5415,20.7576 -24.3688))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028106-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15292208
title: Analysis and Prediction of Infectious Disease Trends in Ghana: A Machine Learning Approach, with Emphasis on HIV/AIDS [Data and software repository]

description: Release Summary

This repository contains the final, archived datasets, scripts, and dashboard application associated with the dissertation:

"Analysis and Prediction of Infectious Disease Trends in Ghana: A Machine Learning Approach, with Emphasis on HIV/AIDS"
Submitted in partial fulfillment of the requirements for the MSc Data Science degree, University of East London, August 2025.

Included Files



ghana_infectious_disease_model_dataset_cleaned.csv

dashboard_app.py

Other project assets as detailed in the repository.


Data Integrity

All critical files have been verified using SHA-256 checksum hashes.
Full SHA-256 checksums are listed in the README file for independent verification.

Repository Archival

This version is officially archived and immutable. Future updates will not alter the files included in this release. DOI and citation information will be generated via Zenodo.
DOI: 10.5281/zenodo.15616828
title: Analysis and Prediction of Infectious Disease Trends in Ghana: A Machine Learning Approach, with Emphasis on HIV/AIDS

description: Release Summary

This repository contains the final, archived datasets, scripts, and dashboard application associated with the dissertation:

"Analysis and Prediction of Infectious Disease Trends in Ghana: A Machine Learning Approach, with Emphasis on HIV/AIDS"
Submitted in partial fulfillment of the requirements for the MSc Data Science degree, University of East London, August 2025.

Included Files



ghana_infectious_disease_model_dataset_cleaned.csv

dashboard_app.py

Other project assets as detailed in the repository.


Data Integrity

All critical files have been verified using SHA-256 checksum hashes.
Full SHA-256 checksums are listed in the README file for independent verification.

Repository Archival

This version is officially archived and immutable. Future updates will not alter the files included in this release. DOI and citation information will be generated via Zenodo.
DOI: 10.5281/zenodo.15616846
title: Analysis and Prediction of Infectious Disease Trends in Ghana: A Machine Learning Approach, with Emphasis on HIV/AIDS [Data and software repository]

description: Release Summary

This repository contains the final, archived datasets, scripts, and dashboard application associated with the dissertation:

"Analysis and Prediction of Infectious Disease Trends in Ghana: A Machine Learning Approach, with Emphasis on HIV/AIDS"
Submitted in partial fulfillment of the requirements for the MSc Data Science degree, University of East London, August 2025.

Included Files



ghana_infectious_disease_model_dataset_cleaned.csv

dashboard_app.py

Other project assets as detailed in the repository.


Data Integrity

All critical files have been verified using SHA-256 checksum hashes.
Full SHA-256 checksums are listed in the README file for independent verification.

Repository Archival

This version is officially archived and immutable. Future updates will not alter the files included in this release. DOI and citation information will be generated via Zenodo.
DOI: 10.15468/dl.42t38y
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Kerivoula smithii Thomas, 1880",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028108-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xjhbww
title: Occurrence Download

description: A dataset containing 191 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eremocaulon aureofimbriatum Soderstr. & Londoño"
 ]
}

 The dataset includes 191 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028107-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ccm8nm
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eremocaulon triramis C.Jesus-Costa & Londoño"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028111-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n2fbbh
title: Occurrence Download

description: A dataset containing 2045 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epinephelus quoyanus (Valenciennes, 1830)"
 ]
}

 The dataset includes 2045 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059546-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.up9tff
title: Occurrence Download

description: A dataset containing 2486 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Grus grus (Linnaeus, 1758)"
 ]
}

 The dataset includes 2486 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059547-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vxjs2a
title: Occurrence Download

description: A dataset listing the 132 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Cambodia",
 "OccurrenceStatus is Present",
 "TaxonKey is Zingiberaceae"
 ]
}

 The dataset's 132 records were derived from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012569-240626123714530/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.26097436.v1
title: Systematic Evaluation of Biotic and Abiotic Factors in Antifungal Microorganism Screening

description: Microorganisms<b> </b>have significant potential to control fungal contamination in various foods. However, the identification of strains that display robust antifungal activity poses challenges due to highly context-dependent responses. Therefore, to fully exploit the potential of isolates as antifungal agents, it is crucial to systematically evaluate them across a range of biotic and abiotic contexts. Here, we present an adaptable and scalable method using a robotic platform to study the properties of 1022 isolates obtained from maple sap. We tested the antifungal activity of isolates alone or in pairs on M17+lactose (LM17), Plate count agar (PCA), and Sucrose-allantoin (SALN) culture media against <i>Kluyveromyces lactis</i>, <i>Candida boidinii</i>, and <i>Saccharomyces cerevisiae</i>. Microorganisms exhibited less often antifungal activity on SALN and PCA than LM17, suggesting that the latter is a better screening medium. We also analyzed the outcomes of ecological interactions between pairs. Isolates that showed consistent competitive behavior were more likely to show antifungal activity than expected by chance. However, co-culturing rarely improved antifungal activity. In fact, interaction-mediated suppression of activity was more prevalent in our dataset. These findings highlight the importance of incorporating both biotic and abiotic factors into systematic screening designs for the bioprospection of microorganisms with environmentally robust antifungal activity.
DOI: 10.5281/zenodo.12657455
title: XRD, XAS, EIS, muSR datasets for research paper

description: Datasets from article titled "The role of aliovalent dopants on the structural and transport properties of Li6La2BaTa2O12 garnet Li-ion solid electrolyte"
DOI: 10.5281/zenodo.12657456
title: XRD, XAS, EIS, muSR datasets for research paper

description: Datasets from article titled "The role of aliovalent dopants on the structural and transport properties of Li6La2BaTa2O12 garnet Li-ion solid electrolyte"
DOI: 10.4121/64355973-3ce2-4e97-aee5-9ddf78a85444
title: Data underlying the study on the correlation between undergraduate student mental health and work-life balance.

description: This dataset relates to a study looking at the correlation between undergraduate student mental health and work-life balance. It was found that work-life balance is a strong predictor of student anxiety and depression. It was also found that students that work longer hours have higher instances of anxiety. This was a primary research study replicating previously performed research. Data were collected using Qualtrix, an online survey platform. Participants were recruited via in-class announcements, university sponsored emails, and social media posts. Data includes demographics on participants, descriptive statistics, as well as correlation data.
DOI: 10.4121/64355973-3ce2-4e97-aee5-9ddf78a85444.v1
title: Data underlying the study on the correlation between undergraduate student mental health and work-life balance.

description: This dataset relates to a study looking at the correlation between undergraduate student mental health and work-life balance. It was found that work-life balance is a strong predictor of student anxiety and depression. It was also found that students that work longer hours have higher instances of anxiety. This was a primary research study replicating previously performed research. Data were collected using Qualtrix, an online survey platform. Participants were recruited via in-class announcements, university sponsored emails, and social media posts. Data includes demographics on participants, descriptive statistics, as well as correlation data.
DOI: 10.5281/zenodo.12635605
title: Supporting materials for 'Building quantitative skills with a simplified physical model of coastal storm deposition'

description: Supporting Materials for Lazarus (2024): "Building quantitative skills with a simplified physical model of coastal storm deposition" (preprint here).

Files include:



DEM_washover_final_demo.tif – "final" DEM for a bare back-barrier floodplain in a physical laboratory experiment of coastal barrier overwash

Lazarus_2024_experimental_washover_exercise_instructions_Zenodo_release.pdf – step-by-step instructions for a classroom exercise that guides students through using the 'DEM_washover_final_demo' file to digitise, measure, and plot washover deposits with QGIS and Python

experiments_plotting_simple.ipynb – Python notebook for plotting results from classroom exercise

Lazarus_2024_washover_exercise_figs.ipynb – Python notebook for plotting Figs. 3 & 4 in the accompanying manuscript (Lazarus, 2024)

GGES2021_S24_data_all_release.csv – dataset of morphometric measurements presented and discussed in the accompanying manuscript (Lazarus, 2024)
DOI: 10.5281/zenodo.12635606
title: Supporting materials for 'Building quantitative skills with a simplified physical model of coastal storm deposition'

description: Supporting Materials for Lazarus (2024): "Building quantitative skills with a simplified physical model of coastal storm deposition" (preprint here).

Files include:



DEM_washover_final_demo.tif – "final" DEM for a bare back-barrier floodplain in a physical laboratory experiment of coastal barrier overwash

Lazarus_2024_experimental_washover_exercise_instructions_Zenodo_release.pdf – step-by-step instructions for a classroom exercise that guides students through using the 'DEM_washover_final_demo' file to digitise, measure, and plot washover deposits with QGIS and Python

experiments_plotting_simple.ipynb – Python notebook for plotting results from classroom exercise

Lazarus_2024_washover_exercise_figs.ipynb – Python notebook for plotting Figs. 3 & 4 in the accompanying manuscript (Lazarus, 2024)

GGES2021_S24_data_all_release.csv – dataset of morphometric measurements presented and discussed in the accompanying manuscript (Lazarus, 2024)
DOI: 10.15468/dl.nuwjv4
title: Occurrence Download

description: A dataset containing 345513 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Europe, Asia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sus scrofa Linnaeus, 1758"
 ]
}

 The dataset includes 345513 records from 2930 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012576-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pxh9gg
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "TaxonKey is Rauvolfia tetraphylla L."
 ]
}

 The dataset includes 47 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107538-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-45534
title: Redemption tidings, vol. 17, nos. 1-26, 1 Jan. - 12 Dec. 1941

description: [description english/roman)] Issued fortnightly (every two weeks). "A full gospel magazine for all believers" -- subtitle. Includes Tidings from our missionaries in each issue (1 Jan. - 12 Dec. 1941). Bound with Young folk, vol. 4, no. 10.
DOI: 10.15468/dl.vhjp78
title: Occurrence Download

description: A dataset containing 15872 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pyrrhia umbra (Hufnagel, 1766))",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 15872 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0250986-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-45640
title: Redemption tidings, vol. 17, nos. 1-26, 1 Jan. - 12 Dec. 1941

description: [description english/roman)] Issued fortnightly (every two weeks). "A full gospel magazine for all believers" -- subtitle. Includes Tidings from our missionaries in each issue (1 Jan. - 12 Dec. 1941). Bound with Young folk, vol. 4, no. 10.
DOI: 10.15468/dl.qd7egu
title: Occurrence Download

description: A dataset containing 1831904 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Zambia",
 "Country is Zimbabwe",
 "Country is Mozambique"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1831904 records from 635 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148355-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9cmap3
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Reseda lutea L."
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107548-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-45454
title: Redemption tidings, vol. 17, nos. 1-26, 1 Jan. - 12 Dec. 1941

description: [description english/roman)] Issued fortnightly (every two weeks). "A full gospel magazine for all believers" -- subtitle. Includes Tidings from our missionaries in each issue (1 Jan. - 12 Dec. 1941). Bound with Young folk, vol. 4, no. 10.
DOI: 10.15468/dl.cx9bm9
title: Occurrence Download

description: A dataset containing 4021 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gymnostomum viridulum Brid., Gypsophila paniculata L., Gyraulus acronicus (J.B.Férussac, 1807))",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 4021 records from 113 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0319366-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3dzc6r
title: Occurrence Download

description: A dataset containing 258 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Spodoptera frugiperda J.E.Smith, 1797"
 ]
}

 The dataset includes 258 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018746-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-45783
title: Redemption tidings, vol. 16, nos. 1-26, 1 Jan. - 13 Dec. 1940

description: [description english/roman)] Issued fortnightly (every two weeks). "A full gospel magazine for all believers" -- subtitle. Includes Tidings from our missionaries in each issue (1 Jan. - 13 Dec. 1940).
DOI: 10.15468/dl.asa2b2
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pavonia firmiflora Schery"
 ]
}

 The dataset includes 30 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064787-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-44863
title: Redemption tidings, vol. 15, nos. 1-26, 2 Jan. - 15 Dec. 1939

description: [description english/roman)] Issued fortnightly (every two weeks). "A full gospel magazine for all believers" -- subtitle. Includes Tidings from our missionaries in each issue (2 Jan. - 15 Dec. 1939).
DOI: 10.15468/dl.g4fbzh
title: Occurrence Download

description: A dataset containing 1593 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gyroporus cyanescens (Bull.) Quél., Habrodon perpusillus (De Not.) Lindb.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 1593 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0319377-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.