cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29266829
title: <b>A Scientometric and Taxonomic Review of Global Habitat Suitability Research (1947–2024)</b>

description: Habitat suitability (HS) studies play a crucial role in sustainable development practices. In recent years, the global community has aimed to mitigate the loss of biodiversity due to climate change and focuses on sustainability. There have been growing studies in HS and it is necessary to map this research domain for broader understanding and future research direction. In this study, we explored the 38,746 HS related documents indexed in the Scopus database between 1947 and 2024 applying bibliometric technique coupled with the Latent Dirichlet Allocation (LDA) unsupervised machine learning model. The scientific names of species were mined from the abstract of the articles using binomial nomenclature pattern phrases search technique and mapped to the Global Biodiversity Information Facility (GBIF) taxonomy database. As a result, we observed an increasing trend of statistically reliable publications followed the Benford law (P-value &gt; 0.308). The United States of America authored the highest number of publications followed by the People's Republic of China and the United Kingdom. From the LDA model, six thematic topics: ecological modeling, habitat suitability, bioactivity and integrity, species interactions, habitat quality, and taxonomy environmental modeling were observed. While mapping the scientific names of the extracted species to the GBIF database, we observed the HS research was mainly centered on the Animalia kingdom followed by plants, fungi, and chromista. In habitat suitability studies, species such as <i>Salmo trutta</i> (Animalia), <i>Phragmites australis</i> (Plantae), <i>Escherichia coli</i> (Bacteria), <i>Plasmodium falciparum</i> (Chromista), <i>Trypanosoma cruzi</i> (Protista), and <i>Batrachochytrium dendrobatidis</i> (Fungi) were identified as dominant representatives within their respective biological domains. This study reveals a comprehensive analysis of trends, latent thematic structures, suitability modeling approaches, and cross-kingdom analysis of species used in HS research, revealing ecological biases. The approach and findings of this research offer insights for researchers, conservationists, and policymakers for data-driven environmental management and sustainable conservation practices.
DOI: 10.6084/m9.figshare.29266829.v1
title: Unveiling Latent Themes in Habitat Suitability Research (1947-2024)

description: AbstractAim: Habitat suitability (HS) studies play a crucial role in guiding conservation strategies, identifying critical areas for protection, and promoting sustainable development practices that align with global biodiversity targets. We examined the latent theme from 38,746 HS related documents indexed in the Scopus database between 1947 and 2024. We investigated the publication trends, latent words transition, keywords, and graph of their co-occurrence and co-authorship countries, unsupervised latent topics, dominant research species and kingdoms.Location: Global.Time Period: 1947-2024Major Taxa studies: Animal, Archaea, Bacteria, Chromista, Fungi, Plant, Protozoa.Method: The first digit Benford test was used to the annual publication trend for examining data reliability. A statistical topic modeling technique, the Latent Dirichlet Allocation model (LDA), was adopted to examine the latent topics. Species scientific names were mined from the abstract of the articles using binomial nomenclature pattern phrases and mapped to the global biodiversity information facility (GBIF) taxonomy.Results: We observed an increasing trend of publications and were statistically reliable (<i>P-value</i> &gt; 0.308) that followed Benford law. United states of America was dominant in research followed by People Republic of China and United Kingdom. The collaboration of authors was also in increasing trend with an average of 4.35 (SD:4.16) authors per document. The latent words species, habitat and area and manuscript keywords like habitat quality, habitat selection animals and ecosystem were frequently adopted. The ecological modeling, habitat suitability, bioactivity and integrity, species interactions, habitat quality and taxonomy environmental modeling like six thematic topics were observed from the LDA model. While mapping the scientific name of extracted species to GBIF database, animal kingdom research was dominated by plants, fungi and chromistan.Main Conclusions: This study reveals the substantial taxonomic inequities and thematic convergence in HS research, offering insights for scientists, conservationists, and decision-makers working toward sustainable environment and conservation management.
DOI: 10.6084/m9.figshare.29266829.v2
title: <b>A Scientometric and Taxonomic Review of Global Habitat Suitability Research (1947–2024)</b>

description: Habitat suitability (HS) studies play a crucial role in sustainable development practices. In recent years, the global community has aimed to mitigate the loss of biodiversity due to climate change and focuses on sustainability. There have been growing studies in HS and it is necessary to map this research domain for broader understanding and future research direction. In this study, we explored the 38,746 HS related documents indexed in the Scopus database between 1947 and 2024 applying bibliometric technique coupled with the Latent Dirichlet Allocation (LDA) unsupervised machine learning model. The scientific names of species were mined from the abstract of the articles using binomial nomenclature pattern phrases search technique and mapped to the Global Biodiversity Information Facility (GBIF) taxonomy database. As a result, we observed an increasing trend of statistically reliable publications followed the Benford law (P-value &gt; 0.308). The United States of America authored the highest number of publications followed by the People's Republic of China and the United Kingdom. From the LDA model, six thematic topics: ecological modeling, habitat suitability, bioactivity and integrity, species interactions, habitat quality, and taxonomy environmental modeling were observed. While mapping the scientific names of the extracted species to the GBIF database, we observed the HS research was mainly centered on the Animalia kingdom followed by plants, fungi, and chromista. In habitat suitability studies, species such as <i>Salmo trutta</i> (Animalia), <i>Phragmites australis</i> (Plantae), <i>Escherichia coli</i> (Bacteria), <i>Plasmodium falciparum</i> (Chromista), <i>Trypanosoma cruzi</i> (Protista), and <i>Batrachochytrium dendrobatidis</i> (Fungi) were identified as dominant representatives within their respective biological domains. This study reveals a comprehensive analysis of trends, latent thematic structures, suitability modeling approaches, and cross-kingdom analysis of species used in HS research, revealing ecological biases. The approach and findings of this research offer insights for researchers, conservationists, and policymakers for data-driven environmental management and sustainable conservation practices.
DOI: 10.15468/dl.uxwz66
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malapterurus occidentalis Norris, 2002",
 "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 ((-23.2862 17.2255,-23.4937 16.8096,-23.4003 15.7935,-23.8743 15.8233,-24.2178 15.531,-24.9647 15.3946,-25.2488 14.8377,-25.0969 14.4751,-24.7024 14.3018,-23.9298 14.5093,-23.3237 14.4311,-22.7909 14.7585,-22.613 15.0206,-22.6491 15.5015,-22.293 15.7351,-22.1649 16.0843,-22.476 17.116,-22.919 17.3554,-23.2862 17.2255))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059870-250525065834625/datasets/export for details.
DOI: 10.15468/dl.akvnth
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Homoeothrix Hering, 1944",
 "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 ((30.0251 -31.3959,30.5701 -30.7329,30.5701 -28.5786,25.5395 -28.5786,25.5395 -32.9007,28.2048 -32.9007,28.5753 -32.6569,29.4902 -31.7517,30.0251 -31.3959))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059869-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15705161
title: Raw Data_Workplace Romance, Work Engagement, Job Performance
DOI: 10.5281/zenodo.15705160
title: Raw Data_Workplace Romance, Work Engagement, Job Performance
DOI: 10.5281/zenodo.15705175
title: cotton_leaf
DOI: 10.5281/zenodo.15705174
title: cotton_leaf
DOI: 10.15468/dl.svfppy
title: Occurrence Download

description: A dataset containing 117781180 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is iNaturalist Research-grade Observations"
 ]
}

 The dataset includes 117781180 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059799-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ad2syu
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Angola",
 "OccurrenceStatus is Present",
 "TaxonKey is Prionops gabela Rand, 1957"
 ]
}

 The dataset includes 78 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059872-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9q8ftv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malapterurus occidentalis Norris, 2002",
 "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 ((-23.6874 16.958,-24.4615 17.1985,-24.6665 17.5286,-25.0075 17.6984,-25.6349 17.4955,-25.8608 17.0483,-25.642 16.5416,-24.4834 16.006,-23.7746 16.1142,-23.5201 16.4576,-23.6874 16.958))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059874-250525065834625/datasets/export for details.
DOI: 10.15468/dl.r6jyun
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Homoeothrix Hering, 1944",
 "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 ((30.5701 -24.0715,25.5395 -24.0715,25.5395 -28.5786,30.5701 -28.5786,30.5701 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059873-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.14638958
title: Enhancement of near-inertial waves by cyclonic eddy in the northwestern South China Sea during spring 2022

description: Data and code using in "Enhancement of near-inertial waves by cyclonic eddy in the northwestern South China Sea during spring 2022" submitted to Ocean Science
Please let me know if you need any more information.
DOI: 10.5281/zenodo.15705180
title: Enhancement of near-inertial waves by cyclonic eddy in the northwestern South China Sea during spring 2022

description: Data and code using in "Enhancement of near-inertial waves by cyclonic eddy in the northwestern South China Sea during spring 2022" submitted to Ocean Science
Please let me know if you need any more information.
DOI: 10.6084/m9.figshare.29370743
title: Elevated CO<sub>2</sub> decreases micronutrient Zn but not Fe in vegetables-evidence from a meta-analysis

description: This is data for an article investigating how climate change influences vegetable production and nutrients.
DOI: 10.6084/m9.figshare.29370743.v1
title: Elevated CO<sub>2</sub> decreases micronutrient Zn but not Fe in vegetables-evidence from a meta-analysis

description: This is data for an article investigating how climate change influences vegetable production and nutrients.
DOI: 10.15468/dl.9uax5b
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Homoeothrix Hering, 1944",
 "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 ((27.1332 -20.158,25.5395 -23.2724,25.5395 -24.0715,30.5701 -24.0715,30.5701 -20.3186,29.6496 -19.6123,28.947 -19.4003,28.1821 -19.4609,27.6072 -19.7214,27.1332 -20.158))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059875-250525065834625/datasets/export for details.
DOI: 10.15468/dl.57frrs
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plagiolepis alluaudi",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020557-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4mfvus
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plagiolepis alluaudi",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020559-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.spgabe
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020560-250914085247600/datasets/export for details.
DOI: 10.15468/dl.res6t9
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plagiolepis alluaudi",
 "Country is Saint Lucia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020564-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nsrazv
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plagiolepis alluaudi",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020565-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dg8n3a
title: Occurrence Download

description: A dataset containing 8932 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Formación de una base de datos de la biodiversidad de fauna marina y costera en el Golfo de California"
 ]
}

 The dataset includes 8932 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020566-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/29628
title: Chandra X-ray Observatory ObsId 29628

description: AO-26 Observations of the Perseus Cluster
DOI: 10.34740/kaggle/dsv/13112849
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.k4d7cp
title: Occurrence Download

description: A dataset containing 289 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Benin",
 "OccurrenceStatus is Present",
 "TaxonKey is Tapinanthus"
 ]
}

 The dataset includes 289 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020567-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mqddf4
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudomyrmex gracilis",
 "Country is Barbados",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020568-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8pxwjx
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020570-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3anuz5
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pyramica membranifera",
 "Country is Cuba",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020571-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ntkwe8
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pyramica membranifera",
 "Country is Morocco",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020572-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9fxuau
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020573-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v4p8mu
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pyramica membranifera",
 "Country is Spain",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020574-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ucsv8m
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pyramica membranifera",
 "Country is Saint Kitts and Nevis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020575-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4uvst5
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pyramica membranifera",
 "Country is Trinidad and Tobago",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020576-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6073/pasta/97502fe630d05af39aa848ecad24fef4
title: Electron shuttling capacity and greenhouse gas production of soils for three high-elevation wetlands at Niwot Ridge, 2024.

description: High-elevation wetlands are important indicators of how mountain ecosystems may respond to global climate change. These wetlands also act as locations of disproportionate biogeochemical processing on the landscape, but they remain relatively understudied compared to lowland wetlands. This study aimed to characterize redox-active organic matter (RAOM) reduction, a known key control on carbon cycling in high-latitude peatland ecosystems, to better understand biogeochemical cycling in high elevation wetlands and carbon greenhouse gas production at Niwot Ridge LTER. Soils were collected from three different types of wetlands, a subalpine wetland, a periglacial solifluction lobe, and an alpine wet meadow. Samples were incubated at a common temperature in the laboratory to measure RAOM reduction, carbon dioxide production, and methane production over 63-d. This dataset reports the electron shuttling values, a measure of RAOM reduction, and the greenhouse gas production over the incubation period.
DOI: 10.15468/dl.qf6r6h
title: Occurrence Download

description: A dataset containing 4350262 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Celastrus orbiculatus, Euonymus alatus, Viburnum lantana, Dipsacus laciniatus, Knautia arvensis, Lonicera morrowii, Lonicera tatarica, Lespedeza cuneata, Securigera varia, Alnus glutinosa, Betula pendula, Vincetoxicum rossicum, Ajuga reptans, Glechoma hederacea, Hyssopus officinalis, Nepeta cataria, Ligustrum vulgare, Odontites vernus, Digitalis purpurea, Linaria dalmatica)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 4350262 records from 4395 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020563-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.