cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.f42xxp
title: Occurrence Download

description: A dataset containing 180 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salsola passerina Bunge"
 ]
}

 The dataset includes 180 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066441-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-136768
title: Renewal, no. 10 (Aug./Sept. 1967)

description: [description english/roman)] Renewal, no. 10 (Aug./Sept. 1967). Published six times per year.
DOI: 10.15468/dl.95eu23
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gadila perpusilla (G.B.Sowerby I, 1832)"
 ]
}

 The dataset includes 61 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103946-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-136741
title: Renewal, no. 9 (June/July 1967)

description: [description english/roman)] Renewal, no. 9 (June/July 1967). Published six times per year.
DOI: 10.15468/dl.x4vvzz
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Apinagia multibranchiata (Matthiesen) P.Royen"
 ]
}

 The dataset includes 10 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040003-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u9jadh
title: Occurrence Download

description: A dataset containing 90 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dipsadoboa brevirostris (Sternfeld, 1908)"
 ]
}

 The dataset includes 90 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005800-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-136749
title: Renewal, no. 10 (Aug./Sept. 1967)

description: [description english/roman)] Renewal, no. 10 (Aug./Sept. 1967). Published six times per year.
DOI: 10.15468/dl.afpj4m
title: Occurrence Download

description: A dataset containing 646 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lithocarpus dealbatus (Hook.f. & Thomson ex Miq.) Rehder"
 ]
}

 The dataset includes 646 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103940-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-136742
title: Renewal, no. 9 (June/July 1967)

description: [description english/roman)] Renewal, no. 9 (June/July 1967). Published six times per year.
DOI: 10.15468/dl.nsbctt
title: Occurrence Download

description: A dataset containing 1589 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Callophrys irus (Godart, 1824))"
 ]
}

 The dataset includes 1589 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001266-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.654jtu
title: Occurrence Download

description: A dataset listing the 544 species recorded in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-77.74674 -7.12402,-77.46903 -7.28272,-77.36832 -6.92871,-77.62467 -6.90735,-77.74674 -7.12402))"
 ]
}

 The dataset's 544 records were derived from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014175-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9rngcx
title: Occurrence Download

description: A dataset containing 901 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ctenotus grandis Storr, 1969)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 901 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026922-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10994977
title: NeuroimaGene SQL Database

description: This is the NeuroimaGene database containing association data between genetically regulated gene expression measures (GReX) and neuroimaging derived phenotypes (NIDPs). For full explanation of the NeuroimaGene project, pleasse see our paper, "A Transcriptomic Atlas of the Human Brain Reveals Genetically Determined Aspects of Neuropsychiatric Health." This resource is meant to be used in conjunction with the commandline tools described in our corresponding Github (https://github.com/xbledsoe/NeuroimaGene).
DOI: 10.5281/zenodo.10994978
title: NeuroimaGene SQL Database

description: This is the NeuroimaGene database containing association data between genetically regulated gene expression measures (GReX) and neuroimaging derived phenotypes (NIDPs). For full explanation of the NeuroimaGene project, pleasse see our paper, "A Transcriptomic Atlas of the Human Brain Reveals Genetically Determined Aspects of Neuropsychiatric Health." This resource is meant to be used in conjunction with the commandline tools described in our corresponding Github (https://github.com/xbledsoe/NeuroimaGene).
DOI: 10.15468/dl.fnn4qf
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gadila ludbrookae (Cotton & Godfrey, 1940)"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103941-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-136720
title: Renewal, no. 9 (June/July 1967)

description: [description english/roman)] Renewal, no. 9 (June/July 1967). Published six times per year.
DOI: 10.25549/pcra-c14-138499
title: Renewal, no. 58 (Aug./Sept. 1975)

description: [description english/roman)] Renewal, no. 58 (Aug./Sept. 1975). Published six times per year.
DOI: 10.15468/dl.j9aghd
title: Occurrence Download

description: A dataset containing 15026 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Attalea phalerata Mart. ex Spreng.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 15026 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004698-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wpb6x7
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amphisbaena leeseri Gans, 1964)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 18 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027006-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.frnkx5
title: Occurrence Download

description: A dataset containing 260 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Actaeodes hirsutissimus (Rüppell, 1830)"
 ]
}

 The dataset includes 260 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0111782-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-138602
title: Renewal, no. 61 (Feb./Mar. 1976)

description: [description english/roman)] Renewal, no. 61 (Feb./Mar. 1976). Published six times per year.
DOI: 10.15468/dl.hz8be5
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Globicephala macrorhynchus Gray, 1846"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024063-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zd7fx1
title: Occurrence Download

description: A dataset containing 156 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Begonia strigillosa A.Dietr."
 ]
}

 The dataset includes 156 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004698-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-138606
title: Renewal, no. 61 (Feb./Mar. 1976)

description: [description english/roman)] Renewal, no. 61 (Feb./Mar. 1976). Published six times per year.
DOI: 10.15468/dl.hcyvj3
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry POLYGON((-78 -4,-65 -4,-65 4,-78 4,-78 -4))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Batrachoidiformes"
 ]
}

 The dataset includes 41 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084006-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-138600
title: Renewal, no. 61 (Feb./Mar. 1976)

description: [description english/roman)] Renewal, no. 61 (Feb./Mar. 1976). Published six times per year.
DOI: 10.15468/dl.htenz5
title: Occurrence Download

description: A dataset containing 4391 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stachyurus praecox Siebold & Zucc."
 ]
}

 The dataset includes 4391 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014187-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxn6yg
title: Occurrence Download

description: A dataset containing 188 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus gilliana Rehder & E.H.Wilson"
 ]
}

 The dataset includes 188 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027027-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-138673
title: Renewal, no. 62 (Apr./May 1976)

description: [description english/roman)] Renewal, no. 62 (Apr./May 1976). Published six times per year.
DOI: 10.15468/dl.z9mhmv
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Actaeodes mutatus Guinot, 1976"
 ]
}

 The dataset includes 91 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0111783-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tc26cb
title: Occurrence Download

description: A dataset containing 133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Corallus annulatus (Cope, 1875), Corallus maculatus Gray, 1842)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 133 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026915-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h7thev
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ludwigia palustris",
 "Country is Georgia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047222-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ypffef
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cyprinodon latifasciatus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047220-250827131500795/datasets/export for details.
DOI: 10.15468/dl.v87jjg
title: Occurrence Download

description: A dataset containing 576 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ludwigia palustris",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 576 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047223-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f5veqf
title: Occurrence Download

description: A dataset containing 539 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ludwigia palustris",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 539 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047221-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xg42p8
title: Occurrence Download

description: A dataset containing 4942 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Betula utilis"
 ]
}

 The dataset includes 4942 records from 147 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047224-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.23avr2
title: Occurrence Download

description: A dataset containing 1120040 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong, Macao, Chinese Taipei)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2017",
 "Year is less than or equal to 2017"
 ]
}

 The dataset includes 1120040 records from 452 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047192-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2fz4kf
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sida uchoae)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047225-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jvs7v9
title: Occurrence Download

description: A dataset containing 827063 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Peru",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "PublishingOrg is one of (90fd6680-349f-11d8-aa2d-b8a03c50a862, ae447c50-b8a8-11d8-92a4-b8a03c50a862, 28eb1a3f-1c15-4a95-931a-4af90ecb574d)"
 ]
}

 The dataset includes 827063 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047208-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n9bvwq
title: Occurrence Download

description: A dataset containing 438221 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "DatasetKey is one of (Tropicos MO Specimen Data, Field Museum of Natural History (Botany) Seed Plant Collection)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 438221 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047209-250827131500795/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.30090640
title: All or nothing: highly variable species-level performance of BirdNET’s bird classifier and a new Australian frog classifier

description: Effective conservation relies on accurate data on species distributions and their change over time. Recent advances in low-cost acoustic recorders and artificial intelligence (AI) now offer powerful new ways to collect these data, revitalising the use of ecoacoustics for monitoring fauna at scale. While open-source, multi-species AI models like BirdNET are now available for most bird species, similar tools for amphibians remain limited. Here, we present the first open-source, multi-species frog classifier for 16 native species from Victoria, Australia, and evaluate its performance alongside the bird classifier BirdNET using real-world data from freshwater wetlands. Both classifiers exhibited a characteristic bimodal distribution in precision, with most species detected either with very high (&gt;90%) or very low (&lt;25%) accuracy, and relatively few species in between. For our frog classifier, misclassifications were often associated with simultaneous calls from acoustically similar frog species. For the default bird classifier, precision tended to be higher for species with short, simple, downward-sloping calls. Despite being trained on a relatively small, targeted dataset, our frog classifier achieved low false-positive rates, suggesting that modest datasets can yield robust results. These classifiers are currently most effective for rapidly screening long recordings, allowing users to focus on segments most likely to contain relevant calls while maintaining low false-positive rates. To support further development and collaboration, we release our frog classifier as an open-access tool. Broader efforts to expand multi-species classifiers across taxa and regions will be critical to realising the full potential of AI-powered ecoacoustics in biodiversity monitoring.
DOI: 10.6084/m9.figshare.30090640.v1
title: All or nothing: highly variable species-level performance of BirdNET’s bird classifier and a new Australian frog classifier

description: Effective conservation relies on accurate data on species distributions and their change over time. Recent advances in low-cost acoustic recorders and artificial intelligence (AI) now offer powerful new ways to collect these data, revitalising the use of ecoacoustics for monitoring fauna at scale. While open-source, multi-species AI models like BirdNET are now available for most bird species, similar tools for amphibians remain limited. Here, we present the first open-source, multi-species frog classifier for 16 native species from Victoria, Australia, and evaluate its performance alongside the bird classifier BirdNET using real-world data from freshwater wetlands. Both classifiers exhibited a characteristic bimodal distribution in precision, with most species detected either with very high (&gt;90%) or very low (&lt;25%) accuracy, and relatively few species in between. For our frog classifier, misclassifications were often associated with simultaneous calls from acoustically similar frog species. For the default bird classifier, precision tended to be higher for species with short, simple, downward-sloping calls. Despite being trained on a relatively small, targeted dataset, our frog classifier achieved low false-positive rates, suggesting that modest datasets can yield robust results. These classifiers are currently most effective for rapidly screening long recordings, allowing users to focus on segments most likely to contain relevant calls while maintaining low false-positive rates. To support further development and collaboration, we release our frog classifier as an open-access tool. Broader efforts to expand multi-species classifiers across taxa and regions will be critical to realising the full potential of AI-powered ecoacoustics in biodiversity monitoring.
DOI: 10.15468/dl.kf6afv
title: Occurrence Download

description: A dataset containing 3407 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Calceolaria tripartita"
 ]
}

 The dataset includes 3407 records from 162 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047227-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xp24x5
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Occurrence evidence",
 "DatasetKey is Occurrences in SinBiota",
 "OccurrenceStatus is Present",
 "TaxonKey is Morpho menelaus"
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047228-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17079831
title: Data on functional traits and photosynthesis for heteromorphic leaves of Artemisia tridentata seedlings

description: This repository contains data and Python code associated with the analyses presented in Serpe, Venable, and Buerki (2025), entitled "Differences in functional traits and drought tolerance between heteromorphic leaves of Artemisia tridentata seedlings, a keystone species from a semiarid shrubland," published in AoB Plants.

The Excel file contains the data in different sheets. Each Python file indicates the data analyzed using the code in the file and the results produced by these analyses.