cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16400558
title: BMF CP 107: Nigerian Female Business Owners' Financial Access and Business Energy Sufficiency

description: The current study is conducted to examine the following research questions:



How is access to formal finance associated with the business’s energy sufficiency, affordability, and reliability?

Is the relationship between access to formal finance and the business’s energy sufficiency, affordability, and reliability conditional on the business owner being female?

How is access to informal finance associated with the business’s energy sufficiency, affordability, and reliability?

Is the relationship between access to informal finance and the business’s energy sufficiency, affordability, and reliability conditional on the business owner being female?

How is access to friends/family/relatives’ loans associated with the business’s energy sufficiency, affordability, and reliability?

Is the relationship between access to friends/family/relatives’ loans and the business’s energy sufficiency, affordability, and reliability conditional on the business owner being female?


The original dataset was collected by Pelz et al. (2023) and can be found here: https://www.nature.com/articles/s41597-023-02185-0
DOI: 10.15468/dl.ftq5ef
title: Occurrence Download

description: A dataset containing 10951 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myocastor coypus",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10951 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037310-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gnsuv2
title: Occurrence Download

description: A dataset containing 22204 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Phaeophyceae"
 ]
}

 The dataset includes 22204 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037308-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/xdw9-3677
title: "Guarding Against Malicious Biased Threats (GAMBiT) Experiment 3"

description: "The GAMBiT (Guarding Against Malicious Biased Threats) Experiment 3 dataset captures attacker behavior in a high-fidelity cyber range designed to study the impact of cognitive biases on adversarial decision-making. The study involved 22 red team participants conducting self-paced cyberattacks over two days within a simulated enterprise network built using the SimSpace Cyber Force Platform. The environment featured 40 virtual devices and 25 embedded \u201ctriggers\u201d\u2014deceptive cues designed to elicit cognitive biases such as confirmation bias, sunk cost fallacy, base rate neglect, availability heuristic, and loss aversion. Participants\u2019 behaviors were monitored through network telemetry, keystrokes, terminal histories, and psychometric assessments, including reasoning and affect measures. The dataset provides detailed behavioral logs and supports hypothesis-driven analysis of attacker susceptibility to cognitive manipulation. It offers valuable insights for developing adaptive cyber defenses that exploit predictable biases in human adversaries, reinforcing the potential of cognitive modeling in cybersecurity strategy."
DOI: 10.15468/dl.gpjdav
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calendula officinalis",
 "Country is Peru",
 "HasCoordinate is true"
 ]
}

 The dataset includes 24 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037311-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.azx32n
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Elaphe schrenckii",
 "Year 2015-2025"
 ]
}

 The dataset includes 24 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037312-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5kj5js
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myocastor coypus",
 "Country is Korea, Republic of",
 "HasCoordinate is true"
 ]
}

 The dataset includes 82 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037316-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4vphcj
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037314-250717081556266/datasets/export for details.
DOI: 10.7910/dvn/oxjprn
title: Demographic Decline, Pragmatic Talk: Local Immigration Discourse under Demographic Pressure in South Korea

description: As South Korea faces unprecedented demographic decline, marked by the world’s lowest fertility rate and rapid population aging, immigration has begun to feature in local political discourse. This study analyzes over two decades of local council meeting records across administrative districts to examine whether demographic conditions influence rhetorical engagement with immigration, and whether such discourse exhibits ideological polarization. Using computational text analysis, the analysis finds that lower birth rates and population stagnation are associated with increased mentions of immigration, but not with greater partisan divergence in sentiment. Rather than a site of ideological contestation, immigration tends to be discussed in practical terms, often linked to labor shortages and local sustainability. These findings suggest that under conditions of centralized immigration policy, limited migrant presence, and acute demographic pressure, immigration can gain salience in local politics without becoming a polarizing issue. This study contributes to broader debates on demographic change and political responsiveness.
DOI: 10.15468/dl.qhghcm
title: Occurrence Download

description: A dataset containing 18716 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Ulvophyceae"
 ]
}

 The dataset includes 18716 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037315-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6w8gm6
title: Occurrence Download

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

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037317-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dtrc5r
title: Occurrence Download

description: A dataset containing 67014 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Verbascum thapsus",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 67014 records from 203 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037293-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b2m8w9
title: Occurrence Download

description: A dataset containing 266 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calendula officinalis",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 266 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037318-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qkqwd9
title: Occurrence Download

description: A dataset containing 197 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 (Delichon urbicum)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 197 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037323-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ukxagd
title: Occurrence Download

description: A dataset containing 8 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 (Delichon urbicum)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037322-250717081556266/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.29633306
title: SalesData.csv

description: Dataset for data analysis
DOI: 10.6084/m9.figshare.29633306.v1
title: SalesData.csv

description: Dataset for data analysis
DOI: 10.15468/dl.5k5wk4
title: Occurrence Download

description: A dataset containing 47714 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 (Delichon urbicum)",
 "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 47714 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037324-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6khmuj
title: Occurrence Download

description: A dataset containing 32561 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carduus tenuiflorus"
 ]
}

 The dataset includes 32561 records from 892 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037325-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v5cnfw
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brachiaria reptans",
 "Country is Papua New Guinea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 43 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037327-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.462tqe
title: Occurrence Download

description: A dataset containing 1070085 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "GadmGid is USA.39_1",
 "Month is December",
 "TaxonKey is Aves",
 "Year 2020-2024"
 ]
}

 The dataset includes 1070085 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037295-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t8yy8p
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037329-250717081556266/datasets/export for details.
DOI: 10.15468/dl.x5856a
title: Occurrence Download

description: A dataset containing 11006 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 (Bucephala albeola)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 11006 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037326-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16400647
title: COVID-19-Todesfälle in Deutschland

description: Im Datensatz 'COVID-19-Todesfälle in Deutschland' werden die Todesfälle in Bezug auf COVID-19 in Deutschland bereitgestellt. Darüber hinaus wird neben der Anzahl der übermittelten Todesfälle der Fall-Verstorbenen-Anteil berechnet.
Angaben zum Tod zählen zu den melde- und übermittlungspflichtigen Inhalten. Bei der Ermittlung von Todesfällen und der Bewertung der entsprechenden Informationen in den Gesundheitsämtern unterschiedlich vorgegangen. In der Folge könnte es einerseits zu einer Unterschätzung der Anzahl der Todesfälle, andererseits zu einer Überschätzung des Anteils der Verstorbenen einer Infektionskrankheit kommen. Ausführlich Hinweise zur Datenerhebung und Interpretation können der Datensatzdokumentation entnommen werden.
DOI: 10.5281/zenodo.16400649
title: 7-Tage-Inzidenz der COVID-19-Fälle in Deutschland

description: Im Datensatz '7-Tage-Inzidenz von COVID-19 in Deutschland' werden die aktuellen 7-Tage-Inzidenzen der nach den Vorgaben des Infektionsschutzgesetzes - IfSG - an das RKI übermittelten COVID-19-Fälle veröffentlicht. Datengrundlage zur Berechnung der 7-Tage-Inzidenzen sind die an das RKI übermittelten COVID-19-Fälle. Eine detaillierte Dokumentation zur Erhebung der Daten zum Infektionsgeschehen ist im Datensatz 'SARS-CoV-2-Infektionen in Deutschland' enthalten. Die für die Berechnung der 7-Tage-Inzidenz notwendigen Bevölkerungsdaten bezieht das RKI durch das Statistisches Bundesamt (Destatis), Referat F24 | Bevölkerungsfortschreibung, Ausländer- und Integrationsstatistiken.
DOI: 10.3886/e236841v1
title: Reducing unnecessary caesarean sections: an intervention study from a semi-urban hospital in Dhaka, Bangladesh

description: <b>Background:</b>
C-section rates in Bangladesh have risen sharply, with facility-based rates
reaching 90%, raising concerns regarding unnecessary C-sections and associated
maternal and neonatal risks. This study aimed to evaluate whether a targeted
intervention package and implementation of the Robson Ten Group Classification System
could reduce C-section rates in a semi-urban hospital in Dhaka, Bangladesh. <br><b>Methods:</b> An
action research was conducted at Ashulia Women and Children Hospital from May
2017 to February 2019. A package of 11 evidence-based interventions was
implemented to promote safe normal vaginal deliveries, including antenatal
counselling, improved labour monitoring, and promotion of vaginal birth after
caesarean. Deliveries were assigned a Robson classification, and C-section
rates before (Phase 1, n=1,116) and after (Phase 2, n=1,252) intervention were
compared. Statistical analyses were conducted using chi-squared tests.<b><br></b><b>Results:</b> The
overall C-section rate reduced significantly from 52% in Phase 1 to 42% in
Phase 2 (p&lt;0.001), representing a 20% relative reduction. Reductions were
observed across key Robson groups, including Groups 2a (p=0.017), 2b
(p&lt;0.001), 4a (p&lt;0.001), 4b (p&lt;0.001), and 5 (p=0.004). The
intervention successfully increased the proportion of women in Groups 1 and 3 undergoing
spontaneous labour. Promotion of vaginal birth after caesarean and improved
induction practices contributed to the reduction in repeat and unnecessary C-sections. <b><br></b><b><br></b><b>Conclusions:</b>
A structured, evidence-based intervention package, integrated with Robson
classification, can effectively reduce C-sections in a facility-based setting
while maintaining maternal and neonatal safety. This study provides practical
evidence for hospitals in similar low-resource settings to address this growing
epidemic through targeted, data-driven strategies.
description: Response Rates: This dataset contains all of the selected participants for the study. Phase 1 had a total of 1,116 participants, and Phase 2 had a total of 1,252 participants.
description: Presence of Common Scales: Robson Ten Group Classification for delivering women
description: This study utilized purposive sampling to select women that fit the study criteria and those that consented to be part of the study.
description: All consenting women delivering a baby at Ashulia Women and Children hospital during Phase 1 and 2.
description: face-to-face interview; on-site questionnaire;
DOI: 10.25976/85pw-zj92
title: HRM LakeWatchers

description: The HRM LakeWatchers program is community-based lake water quality monitoring program initiated by the Halifax Regional Municipality in 2022. LakeWatchers seeks to actively engage and collaborate with community volunteers in the collection of lake water quality data at 72 lakes across the region.
DOI: 10.15468/dl.a4wx2j
title: Occurrence Download

description: A dataset containing 758182 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "GadmGid is USA.36_1",
 "Month is December",
 "TaxonKey is Aves",
 "Year 2020-2024"
 ]
}

 The dataset includes 758182 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037299-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q63d5b
title: Occurrence Download

description: A dataset containing 669 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calendula officinalis",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 669 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037330-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5zftwc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Gymnosporia capitata (E.Mey. ex Sond.) Sim",
 "Country is South Africa"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037319-250717081556266/datasets/export for details.
DOI: 10.15468/dl.9wyk27
title: Occurrence Download

description: A dataset containing 602742 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "GadmGid is USA.23_1",
 "Month is December",
 "TaxonKey is Aves",
 "Year 2020-2024"
 ]
}

 The dataset includes 602742 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037304-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2uwd8t
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Heteropogon contortus (L.) P.Beauv. ex Roem. & Schult.",
 "Country is South Africa"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037320-250717081556266/datasets/export for details.
DOI: 10.15468/dl.cd7qnt
title: Occurrence Download

description: A dataset containing 8279 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myocastor coypus",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8279 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037331-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dns6n9
title: Occurrence Download

description: A dataset containing 451 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Verbascum virgatum",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 451 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037332-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.