cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21233/8bvx-md84
title: MRT25 pollen surface sample dataset

description: Raw data for the MRT25 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/980h-b757
title: Birkat Ram pollen dataset

description: Raw data for the Birkat Ram pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/4j4c-qb97
title: LDDsite5789 water chemistry dataset

description: Raw data for the LDDsite5789 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.gs6ter
title: Occurrence Download

description: A dataset containing 719 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Porphyrio porphyrio (Linnaeus, 1758)"
 ]
}

 The dataset includes 719 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026120-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jk6aqz
title: Occurrence Download

description: A dataset containing 651 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ranoidea dahlii (Boulenger, 1896)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 651 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026121-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/9j2b-rr46
title: LDDsite3793 water chemistry dataset

description: Raw data for the LDDsite3793 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.15387307
title: Data for research article: "Empowering public sector leadership through needs fulfilment"

description: The article presents original research on how need satisfaction influences motivational and managerial’ effectiveness among Romanian public sector employees. Grounded in Maslow’s hierarchy and Self-Determination Theory, data from 807 highly educated civil servants were analyzed using Partial Least Squares Structural Equation Modeling (PLS-SEM).
DOI: 10.5281/zenodo.15387308
title: Data for research article: "Empowering public sector leadership through needs fulfilment"

description: The article presents original research on how need satisfaction influences motivational and managerial’ effectiveness among Romanian public sector employees. Grounded in Maslow’s hierarchy and Self-Determination Theory, data from 807 highly educated civil servants were analyzed using Partial Least Squares Structural Equation Modeling (PLS-SEM).
DOI: 10.15468/dl.m669pu
title: Occurrence Download

description: A dataset containing 86040 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ephedrales"
 ]
}

 The dataset includes 86040 records from 867 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026109-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/qt83-an49
title: LDDsite5892 water chemistry dataset

description: Raw data for the LDDsite5892 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/q0k0-nm59
title: Pine Oak Slough ostracode surface sample dataset

description: Raw data for the Pine Oak Slough ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.nux6kf
title: Occurrence Download

description: A dataset containing 1359 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is one of (CHN.3_1, CHN.26.2_1)",
 "OccurrenceStatus is Present",
 "TaxonKey is Insecta",
 "Year 2020-2025"
 ]
}

 The dataset includes 1359 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026122-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/xp0x-f043
title: Baxter Lakes ostracode surface sample dataset

description: Raw data for the Baxter Lakes ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.8stenm
title: Occurrence Download

description: A dataset containing 152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calopteryx xanthostoma (Charpentier, 1825)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((5.314833 11.728921, 45.675482 11.728921, 45.675482 48.04871, 5.314833 48.04871, 5.314833 11.728921))",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2010"
 ]
}

 The dataset includes 152 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026123-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/zj2d-j405
title: Sarobetsu Marsh ostracode surface sample dataset

description: Raw data for the Sarobetsu Marsh ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/a58a-x073
title: LDDsite1433 water chemistry dataset

description: Raw data for the LDDsite1433 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.kdd2ks
title: Occurrence Download

description: A dataset containing 10726 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aedes caspius (Pallas, 1771)"
 ]
}

 The dataset includes 10726 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026125-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/kt2g-g962
title: Chestnut water chemistry dataset

description: Raw data for the Chestnut water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/9wdd-zc82
title: Duncan vertebrate fauna dataset

description: Raw data for the Duncan vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.rcbfpr
title: Occurrence Download

description: A dataset containing 1357 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ranoidea longipes (Tyler & Martin, 1977)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1357 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026127-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/g9yb-0646
title: Trout River ostracode surface sample dataset

description: Raw data for the Trout River ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.pybj2t
title: Occurrence Download

description: A dataset containing 1382 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aedes pionips Dyar, 1919"
 ]
}

 The dataset includes 1382 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026126-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/t54b-yq14
title: Lake Poinsett pollen surface sample dataset

description: Raw data for the Lake Poinsett pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/0ajk-6m86
title: Schwemm pollen dataset

description: Raw data for the Schwemm pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.2cmjb7
title: Occurrence Download

description: A dataset containing 1834 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "Country is Spain",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Parapholis incurva (L.) C.E.Hubb., Salicornia ramosissima Woods, Sphenopus divaricatus (Gouan) Rchb.)"
 ]
}

 The dataset includes 1834 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026129-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/hvda-h947
title: Kenyon (Stauffer Elephant 2) vertebrate fauna dataset

description: Raw data for the Kenyon (Stauffer Elephant 2) vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.dp9t4n
title: Occurrence Download

description: A dataset containing 190 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 "year",
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, "year")) familycount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.hascoordinate = TRUE
 AND occurrence.hasgeospatialissues = FALSE
 AND occurrence.occurrencestatus = 'PRESENT'
 AND (occurrence.taxonkey = 3152811 OR occurrence.acceptedtaxonkey = 3152811 OR occurrence.kingdomkey = 3152811 OR occurrence.phylumkey = 3152811 OR occurrence.classkey = 3152811 OR occurrence.orderkey = 3152811 OR occurrence.familykey = 3152811 OR occurrence.genuskey = 3152811 OR occurrence.specieskey = 3152811)
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND (occurrence.genuskey IS NOT NULL AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence."year"

 The dataset's 190 records were derived from 927 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026114-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/zvvdhnwvhc
title: The Role of Educational Planning in the Quality of Educational Performance at the Secondary Schools in Somaliland

description: This dataset contains the anonymized responses of 85 secondary school teachers collected to examine the relationship between educational planning dimensions—planning, implementation, evaluation, and environmental support—and the quality of educational performance in Somaliland. The data were analyzed using Bayesian statistical methods, including correlation, regression, and one-sample t-tests. The dataset is provided in CSV and Excel formats with accompanying variable descriptions to support transparency and reproducibility of results.
DOI: 10.17632/zvvdhnwvhc.1
title: The Role of Educational Planning in the Quality of Educational Performance at the Secondary Schools in Somaliland

description: This dataset contains the anonymized responses of 85 secondary school teachers collected to examine the relationship between educational planning dimensions—planning, implementation, evaluation, and environmental support—and the quality of educational performance in Somaliland. The data were analyzed using Bayesian statistical methods, including correlation, regression, and one-sample t-tests. The dataset is provided in CSV and Excel formats with accompanying variable descriptions to support transparency and reproducibility of results.
DOI: 10.13130/rd_unimi/jmksaw/bdwcis
title: re_iop.py

description: :unav
DOI: 10.13130/rd_unimi/jmksaw/rjj876
title: __init__.py

description: :unav
DOI: 10.13130/rd_unimi/jmksaw/zom9it
title: base.py

description: :unav
DOI: 10.13130/rd_unimi/jmksaw/uv9chp
title: template.py

description: :unav
DOI: 10.13130/rd_unimi/jmksaw/jxytmi
title: split.py

description: :unav
DOI: 10.15468/dl.kwfv3p
title: Occurrence Download

description: A dataset containing 3552 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is April",
 "TaxonKey is Capreolus capreolus (Linnaeus, 1758)",
 "Year 2025-2025"
 ]
}

 The dataset includes 3552 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001676-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7yspjn
title: Occurrence Download

description: A dataset containing 259 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eragrostis minor",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 259 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084457-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rwzehr
title: Occurrence Download

description: A dataset containing 1194 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lonicera ferdinandi"
 ]
}

 The dataset includes 1194 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084458-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5522/04/28882685
title: PrEP randomised controlled trial among female sex workers, Senegal

description: In July 2020, we surveyed 604 female sex workers (Senegal_wave3_clean) and subsequently randomised them in December 2021 into two groups: a treatment group, which was offered pre-exposure prophylaxis (PrEP), and a control group, which was not offered PrEP (randomisation_clean). In April–May 2022, we collected follow-up data from 409 FSWs to study the effect of PrEP availability on risky sexual behaviours (Senegal_wave4_clean).The randomisation into treatment and control groups was stratified according to two criteria:Prior use of PrEP: Respondents were classified as having prior PrEP use if they had reported, during earlier survey waves in 2017 or 2020, participation in the 2015–2016 PrEP demonstration project in Senegal.Self-reported risk preferences in sex: In the July 2020 survey, respondents rated their sexual risk preferences on a Likert-like scale. Based on these responses, individuals were categorised into high-risk or low-risk groups.After generating the treatment and control lists, we accounted for potential recruitment caps imposed by the partner organisation responsible for rolling out PrEP. To maintain comparability, the treatment list was ordered such that the proportion of participants within each stratification category matched that of the control group as closely as possible. This approach ensures that, even if recruitment were to stop prematurely, the balance of stratified characteristics between those contacted in the treatment group and the control group would be preserved. If recruitment proceeded without limitations, following this specific order would not be necessary.
DOI: 10.5522/04/28882685.v1
title: PrEP randomised controlled trial among female sex workers, Senegal

description: In July 2020, we surveyed 604 female sex workers (Senegal_wave3_clean) and subsequently randomised them in December 2021 into two groups: a treatment group, which was offered pre-exposure prophylaxis (PrEP), and a control group, which was not offered PrEP (randomisation_clean). In April–May 2022, we collected follow-up data from 409 FSWs to study the effect of PrEP availability on risky sexual behaviours (Senegal_wave4_clean).The randomisation into treatment and control groups was stratified according to two criteria:Prior use of PrEP: Respondents were classified as having prior PrEP use if they had reported, during earlier survey waves in 2017 or 2020, participation in the 2015–2016 PrEP demonstration project in Senegal.Self-reported risk preferences in sex: In the July 2020 survey, respondents rated their sexual risk preferences on a Likert-like scale. Based on these responses, individuals were categorised into high-risk or low-risk groups.After generating the treatment and control lists, we accounted for potential recruitment caps imposed by the partner organisation responsible for rolling out PrEP. To maintain comparability, the treatment list was ordered such that the proportion of participants within each stratification category matched that of the control group as closely as possible. This approach ensures that, even if recruitment were to stop prematurely, the balance of stratified characteristics between those contacted in the treatment group and the control group would be preserved. If recruitment proceeded without limitations, following this specific order would not be necessary.
DOI: 10.15468/dl.a7xgvm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Mirafra rufocinnamomea)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084462-250717081556266/datasets/export for details.