cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.1594/pangaea.975256
title: The role of the Port of Hamburg for biodiversity: 2018-2021 survey data for habitat types, angiosperms and selected terrestrial arthropod groups, under inclusion of previous habitat type survey data

description: The BMDV network of experts commissioned a comprehensive terrestrial biodiversity assessment of the Hamburg harbor area, enlisting local experts to conduct the surveys. This research focused on evaluating the harbor's ecological significance for both indigenous and non-native species. Surveys were conducted between 2018 and 2021. The study employed standardized methodologies for floristic mapping and habitat classification, ensuring consistency with established protocols of the Free and Hanseatic City of Hamburg and the Federal Institute of Hydrology (BfG). For this study, habitat type data from previous surveys (1983, 2005) could be mobilized, digitized and included in the analysis. Floristic mapping adhered to the city state's survey methods and metadata standards, which allowed comparisons with available data from 1975 onwards. Methodological details pertaining to the collection of zoological data are available in the accompanying publication and followed established standards for each taxonomic group (Coleoptera, Aculeata, Formicidae, Araneae, Opiliones, Culicidae).
description: OGC GeoPackage containing 16 data files, one layers style file and one project file for visualisation and analysis of the survey data.
DOI: 10.1594/pangaea.975527
title: The role of the Port of Hamburg for biodiversity: 11008 faunistic records for the survey sites (2020-2021)

description: The BMDV network of experts commissioned a comprehensive terrestrial biodiversity assessment of the Hamburg harbor area, enlisting local experts to conduct the surveys. This research focused on evaluating the harbor's ecological significance for both indigenous and non-native species. Surveys were conducted between 2018 and 2021. The study employed standardized methodologies for floristic mapping and habitat classification, ensuring consistency with established protocols of the Free and Hanseatic City of Hamburg and the Federal Institute of Hydrology (BfG). For this study, habitat type data from previous surveys (1983, 2005) could be mobilized, digitized and included in the analysis. Floristic mapping adhered to the city state's survey methods and metadata standards, which allowed comparisons with available data from 1975 onwards. Methodological details pertaining to the collection of zoological data are available in the accompanying publication and followed established standards for each taxonomic group (Coleoptera, Aculeata, Formicidae, Araneae, Opiliones, Culicidae). The data here contains 11008 faunistic records for the respective survey sites, recorded 2020-2021. Coordinates were recorded as centroids in ETRS89 / UTM zone 32N (EPSG 25832) and are stored in WGS84 (EPSG 4326, decimal degrees)
DOI: 10.1594/pangaea.976756
title: The role of the Port of Hamburg for biodiversity: 7452 floristic records for the survey sites (2018-2021)

description: The BMDV network of experts commissioned a comprehensive terrestrial biodiversity assessment of the Hamburg harbor area, enlisting local experts to conduct the surveys. This research focused on evaluating the harbor's ecological significance for both indigenous and non-native species. Surveys were conducted between 2018 and 2021. The study employed standardized methodologies for floristic mapping and habitat classification, ensuring consistency with established protocols of the Free and Hanseatic City of Hamburg and the Federal Institute of Hydrology (BfG). For this study, habitat type data from previous surveys (1983, 2005) could be mobilized, digitized and included in the analysis. Floristic mapping adhered to the city state's survey methods and metadata standards, which allowed comparisons with available data from 1975 onwards. Methodological details pertaining to the collection of zoological data are available in the accompanying publication and followed established standards for each taxonomic group (Coleoptera, Aculeata, Formicidae, Araneae, Opiliones, Culicidae). The data here contains 7452 floristic records for the respective survey sites, recorded 2018-2019. Coordinates were recorded as centroids in ETRS89 / UTM zone 32N (EPSG 25832) and are stored in WGS84 (EPSG 4326, decimal degrees).
DOI: 10.15468/dl.7rj484
title: Occurrence Download

description: A dataset containing 386 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zea diploperennis"
 ]
}

 The dataset includes 386 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039226-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5hj6jm
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Desdemona ornata",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039227-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/j507-1j93
title: "Pregnancy Risk Prediction Dataset from West Lombok, Indonesia"

description: "This dataset contains structured clinical data from 5,313 pregnant women collected from public health centers in West Lombok Regency, Indonesia, for pregnancy risk prediction research. The dataset addresses the critical need for automated early prediction of pregnancy complications to enable appropriate perinatal care and reduce maternal and neonatal mortality rates.The data was collected during a cohort study from February 2020 to February 2021, encompassing comprehensive maternal health indicators including demographic variables, anthropometric measurements, laboratory results, medical history, and clinical assessments. Each case was classified into four pregnancy risk categories based on standardized clinical protocols: normal pregnancy (65.7%), low-risk pregnancy (27.6%), moderate-risk pregnancy (5.6%), and high-risk pregnancy (1.1%).The dataset features 16 clinical variables: maternal age, parity, pregnancy spacing, height, hemoglobin levels, mid-upper arm circumference, hepatitis B surface antigen status, HIV status, diabetes mellitus history, hypertension history, proteinuria, blood pressure measurements, bleeding history, and comorbidity status. All data underwent rigorous quality assessment with clinical validation by experienced healthcare professionals following American Academy of Pediatrics and American College of Obstetrics and Gynecology guidelines.This dataset represents a valuable resource for developing and evaluating machine learning models for pregnancy risk stratification, particularly for addressing class imbalance challenges common in medical datasets. The severe imbalance between normal pregnancies and high-risk cases (58:1 ratio) makes this dataset particularly suitable for testing ensemble methods, cost-sensitive learning approaches, and specialized techniques for handling minority class detection in healthcare applications.Both the original raw dataset (5,324 records) and the cleaned dataset (5,313 records) are provided to support transparency and enable researchers to apply different preprocessing approaches. The small percentage of excluded records (0.2%) resulted from removing physiologically implausible values and records with missing essential clinical parameters, following established medical data preprocessing standards.This dataset has been successfully used to develop a novel ensemble XGBoost-DQN approach achieving 98.19% accuracy in pregnancy risk prediction, demonstrating its utility for advancing automated maternal health monitoring systems."
DOI: 10.15468/dl.adazj7
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039228-250811113504898/datasets/export for details.
DOI: 10.15468/dl.jhs8vs
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039229-250811113504898/datasets/export for details.
DOI: 10.15468/dl.hkmyw7
title: Occurrence Download

description: A dataset containing 431 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zea perennis"
 ]
}

 The dataset includes 431 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039230-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qjgrnq
title: Occurrence Download

description: A dataset containing 1100 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clinopodium vulgare arundanum"
 ]
}

 The dataset includes 1100 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039232-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jyjvjb
title: Occurrence Download

description: A dataset containing 18657 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clinopodium grandiflorum"
 ]
}

 The dataset includes 18657 records from 294 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039231-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9zc2h7
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cirsium vulgare",
 "Country is Lesotho",
 "HasCoordinate is true"
 ]
}

 The dataset includes 36 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039235-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.62vxha
title: Occurrence Download

description: A dataset containing 237 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Indigofera hebepetala"
 ]
}

 The dataset includes 237 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039234-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c8tdz4
title: Occurrence Download

description: A dataset containing 172355 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Lamium maculatum"
 ]
}

 The dataset includes 172355 records from 1015 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039122-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k8gha3
title: Occurrence Download

description: A dataset containing 222 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cirsium vulgare",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 222 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039236-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16935982
title: VISION 20:2020 AND ECONOMIC DEVELOPMENT IN NIGERIA: GLEANING FROM PAST NATIONAL DEVELOPMENT PLANS

description: Development planning has been the main strategy used by countries to set their D visions, missions, goals, and effective means of realizing development. In Nigeria, development planning has been a consistent phenomenon since 1946 and resources have been deployed to ensure a sustainable economic growth and development using the instrumentality of national development plan framework.  This paper appraised the Nigeria's Vision 20:2020 as a developmental framework for Nigeria against the backdrop of historical antecedents of policy reversals, summersaults and failures in Nigeria. Past National development plans covering 1960 to 2013 were analyzed. The paper discussed the challenges that may hinder the successful implementation of Nigeria's Vision 20:2020 based on past experiences and made useful suggestions to overcome them. However, a disciplined, strong and committed leadership and development of a result-based national monitoring and evaluation framework are required for a successful implementation of Nigeria's Vision 20:2020.
DOI: 10.5281/zenodo.16935981
title: VISION 20:2020 AND ECONOMIC DEVELOPMENT IN NIGERIA: GLEANING FROM PAST NATIONAL DEVELOPMENT PLANS

description: Development planning has been the main strategy used by countries to set their D visions, missions, goals, and effective means of realizing development. In Nigeria, development planning has been a consistent phenomenon since 1946 and resources have been deployed to ensure a sustainable economic growth and development using the instrumentality of national development plan framework.  This paper appraised the Nigeria's Vision 20:2020 as a developmental framework for Nigeria against the backdrop of historical antecedents of policy reversals, summersaults and failures in Nigeria. Past National development plans covering 1960 to 2013 were analyzed. The paper discussed the challenges that may hinder the successful implementation of Nigeria's Vision 20:2020 based on past experiences and made useful suggestions to overcome them. However, a disciplined, strong and committed leadership and development of a result-based national monitoring and evaluation framework are required for a successful implementation of Nigeria's Vision 20:2020.
DOI: 10.15468/dl.3wcujj
title: Occurrence Download

description: A dataset containing 356 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zea luxurians"
 ]
}

 The dataset includes 356 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039238-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wqw364
title: Occurrence Download

description: A dataset containing 1980 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cirsium vulgare",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1980 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039237-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m3jwww
title: Occurrence Download

description: A dataset containing 49494 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clinopodium nepeta"
 ]
}

 The dataset includes 49494 records from 834 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039233-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.su5br4
title: Occurrence Download

description: A dataset containing 3018 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Caracterización de flora, edafofauna epígea, anfibios y aves del Complejo de Páramos Pisba, Boyacá"
 ]
}

 The dataset includes 3018 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000599-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wta6th
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CAN.2_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Gyraulus vermicularis (A.Gould, 1847)"
 ]
}

 The dataset includes 25 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000600-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uv8d9q
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "PublishingOrg is one of (b4640710-8e03-11d8-b956-b8a03c50a862, ff90b050-c256-11db-b71b-b8a03c50a862, 8edbbde0-055e-11d8-b850-b8a03c50a862)",
 "TaxonKey is Chiropterotriton orculus (Cope, 1865)",
 "Year 1960-2025"
 ]
}

 The dataset includes 100 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012188-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48366/r1376516
title: Methods of fake news spreader detection

description: Known methods and strategies of fake news spreader detection using machine learning and deep learning are described.
DOI: 10.25976/ynwr-qr85
title: Ottawa Riverkeeper Total Phosphorus Monitoring

description: Part of its Watershed Health and Assessment Monitoring program, Ottawa Riverkeeper is working with volunteers and community organizations to analyse water quality across the watershed. Samples are collected mid-stream and the ensuing nutrient analysis provides insight to stressors affecting the river and its tributaries. // Dans son étude et surveillance de la santé du bassin versant, Garde-Rivière des Outaouais travaille avec des bénévoles et des organismes communautaires pour analyser la qualité de l'eau dans le bassin versant. Les échantillons sont prélevés au milieu du courant et l'analyse des nutriments qui découlent permet de mieux comprendre les facteurs de stress qui affectent la rivière et ses affluents.
DOI: 10.15468/dl.pbzrm5
title: Occurrence Download

description: A dataset containing 260 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Diospyros melanoxylon Roxb."
 ]
}

 The dataset includes 260 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002744-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/704-z64-0fp
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/15x-df8-zpk
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kym-8j8-2kx
title: Odontaspis

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ktz-j3h-q96
title: †Palorbitolina lenticularis (Blumenbach, 1805)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xy1-vpn-bg5
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.60707/fr4t-fd04
title: MC-ICP-MS mass-independent Ti isotope analyses of aggregate sample OREX_803015-100
DOI: 10.3535/9et-9cb-39t
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z5v-zw1-y61
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/aj9-pzl-mfy
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bt5-mb6-l5p
title: †Neithea gibbosa (Pulteney, 1813)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nzm-gjp-f2l
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nlg-nlq-zhl
title: †Palorbitolina lenticularis (Blumenbach, 1805)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s0y-4lp-j9g
title: †Palorbitolina lenticularis (Blumenbach, 1805)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ml2-lys-11s
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z3k-tqc-2we
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.60707/r0dy-4t84
title: MC-ICP-MS mass-independent Ti isotope analyses of aggregate sample OREX_803015-100
DOI: 10.3535/aa5-thp-b6w
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e2z-rq7-1tz
title: †Scutellina L. Agassiz, 1841

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2q5-7eq-1vr
title: †Plegiocidaris Pomel, 1883

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6qa-8dy-mnn
title: Bos taurus primigenius Bojanus, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lhd-vam-bdz
title: †Palorbitolina lenticularis (Blumenbach, 1805)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vmf-bfg-9zz
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m0e-qgb-es2
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/82r-n5r-e7b
title: Bivalvia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kw7-vvy-tdv
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5a0-w2v-1sv
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qj0-77b-z13
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.60707/dvgb-6f91
title: MC-ICP-MS mass-independent Ti isotope analyses of aggregate sample OREX_803015-100
DOI: 10.3535/w20-a17-8zz
title: Lamna

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yck-3ta-0vm
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/19c-e00-jwc
title: †Palorbitolina lenticularis (Blumenbach, 1805)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3hs-19v-16k
title: Echinoidea Schumacher, 1817

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.