cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.9trsby
title: Occurrence Download

description: A dataset containing 81899 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alytes obstetricans (Laurenti, 1768)"
 ]
}

 The dataset includes 81899 records from 882 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078103-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.54cnt8
title: Occurrence Download

description: A dataset containing 76524 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is International Barcode of Life project (iBOL)",
 "GadmLevel0Gid is NOR"
 ]
}

 The dataset includes 76524 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0432604-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rdcaqt
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Nannostomus nigrotaeniatus Zarske, 2013)"
 ]
}

 The dataset includes 14 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013654-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v66x95
title: Occurrence Download

description: A dataset containing 363 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caesalpinia ebano H.Karst."
 ]
}

 The dataset includes 363 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0144503-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3xrza9
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sicyopterus franouxi (Pellegrin, 1935)"
 ]
}

 The dataset includes 35 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0313886-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w8r8jt
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sonchus erzincanicus Matthews"
 ]
}

 The dataset includes 24 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0137438-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.duea8b
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salarias nigrocinctus Bath, 1996"
 ]
}

 The dataset includes 6 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061644-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gfkfkj
title: Occurrence Download

description: A dataset containing 234 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Festuca floribunda (Pilg.) P.M.Peterson, Soreng & Romasch."
 ]
}

 The dataset includes 234 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007158-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b7qjbg
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pterostichus pseudopachinus Nakane, 1963",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0310209-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jjfn73
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taraxacum leucopodioides G.E.Haglund ex Soest"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007149-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d66gv4
title: Occurrence Download

description: A dataset containing 210 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-118.18112 14.43066,-82.81888 14.43066,-82.81888 28.56934,-118.18112 28.56934,-118.18112 14.43066))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammillaria polythele Mart."
 ]
}

 The dataset includes 210 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013655-240425142415019/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.25417522.v1
title: Anomalous Dynamics of a Passive Droplet in Active Turbulence

description: The data contains the source files for the plots.
DOI: 10.15468/dl.qv6h2p
title: Occurrence Download

description: A dataset listing the 460 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Squamata"
 ]
}

 The dataset's 460 records were derived from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007163-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mn79fp
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agonomalus proboscidalis (Valenciennes, 1858)"
 ]
}

 The dataset includes 81 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061652-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bwkn6d
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taraxacum leucosquameum Sonck"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007155-230810091245214/datasets/export for details.
DOI: 10.15468/dl.vhsk22
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trachemys scripta elegans (Wied, 1838))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1900",
 "BasisOfRecord is one of (Specimen)",
 "Country is one of (Japan)",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than or equal to 20000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009823-230810091245214/datasets/export for details.
DOI: 10.15468/dl.qy5zfb
title: Occurrence Download

description: A dataset containing 3976 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amaranthus zobelii Thell., Amaurobius fenestralis (Ström, 1768))",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 3976 records from 129 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0310189-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6q7jsp
title: Occurrence Download

description: A dataset containing 752 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry MULTIPOLYGON(((-76.04507 5.1606,-76.03889 5.11646,-75.99303 5.12174,-76.0015 5.16725,-76.04507 5.1606,-76.04507 5.1606)))",
 "Geometry MULTIPOLYGON(((-76.06331 5.23275,-76.10898 5.27808,-76.13542 5.24344,-76.08751 5.20641,-76.06331 5.23275,-76.06331 5.23275)))",
 "Geometry MULTIPOLYGON(((-76.09314 5.04212,-76.10085 5.02184,-76.08558 4.99569,-76.04662 5.00323,-76.04261 5.02856,-76.06198 5.05055,-76.09314 5.04212)))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Anura"
 ]
}

 The dataset includes 752 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0144473-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kreuny
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eoreuma loftini Dyar, 1917"
 ]
}

 The dataset includes 37 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0313841-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u5wv97
title: Occurrence Download

description: A dataset containing 3004465 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year is 2012",
 "Month is July",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "Issue" : [
 "is one of (Taxon match none, Individual count invalid, Individual count conflicts with occurrence status, Presumed swapped coordinate)"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 3004465 records from 456 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0137481-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.haam9w
title: Occurrence Download

description: A dataset containing 324 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Semnopithecus hector",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 324 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037233-251120083545085/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.30819454
title: Peri-urban lake ecosystem governance: a systematic inquiry of actor-resource relationships in the peri-urban region of Ahmedabad, India

description: Peri-urban lake ecosystems undergo socio-ecological transformations driven by rapid urbanization, economic growth, and land use changes, resulting in habitat loss, degraded water quality, and altered livelihood patterns. These impacts are exacerbated by conflicting activities and practices of actors with diverse roles and competing interests in lake resource use and function. While societal and economic uses of lakes are broadly understood, knowledge about actor-resource interactions in the peri-urban remains scarce. Addressing this gap is crucial for anticipating effective resource governance, management, and conservation. This study applies an actor-resource interaction framework that examines actor values, perceptions, and practices and their interactions with peri-urban lake ecosystems in the peri-urban region of Ahmedabad, Gujarat. India. We combine geospatial data, socio-ecological surveys, and actor interviews to characterise the spatial-ecological setting and governance interactions. The analysis reveals a landscape is dominated of small, hydrologically connected lakes vulnerable to degradation. Actors prioritize cultural and provisioning ecosystem services, highlighting conflicting interests and power asymmetries, which together lead to governance challenges. These insights on the peri-urban lake governance advance the understanding of how diverse actor – resource interactions mediate ecological outcomes. The analysis closes with suggestions for inclusive and evidence-based planning and governance of peri-urban lake ecosystems.
DOI: 10.6084/m9.figshare.30819454.v1
title: Peri-urban lake ecosystem governance: a systematic inquiry of actor-resource relationships in the peri-urban region of Ahmedabad, India

description: Peri-urban lake ecosystems undergo socio-ecological transformations driven by rapid urbanization, economic growth, and land use changes, resulting in habitat loss, degraded water quality, and altered livelihood patterns. These impacts are exacerbated by conflicting activities and practices of actors with diverse roles and competing interests in lake resource use and function. While societal and economic uses of lakes are broadly understood, knowledge about actor-resource interactions in the peri-urban remains scarce. Addressing this gap is crucial for anticipating effective resource governance, management, and conservation. This study applies an actor-resource interaction framework that examines actor values, perceptions, and practices and their interactions with peri-urban lake ecosystems in the peri-urban region of Ahmedabad, Gujarat. India. We combine geospatial data, socio-ecological surveys, and actor interviews to characterise the spatial-ecological setting and governance interactions. The analysis reveals a landscape is dominated of small, hydrologically connected lakes vulnerable to degradation. Actors prioritize cultural and provisioning ecosystem services, highlighting conflicting interests and power asymmetries, which together lead to governance challenges. These insights on the peri-urban lake governance advance the understanding of how diverse actor – resource interactions mediate ecological outcomes. The analysis closes with suggestions for inclusive and evidence-based planning and governance of peri-urban lake ecosystems.
DOI: 10.15468/dl.9cvk2d
title: Occurrence Download

description: A dataset containing 427 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "TaxonKey is Lorius chlorocercus"
 ]
}

 The dataset includes 427 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037235-251120083545085/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.30782003
title: PONE-D-25-46623 Dataset Machine Learning for rainfall estimation

description: <i>This study develops the LGBM-3SC-CF product, a machine learning framework that integrates multi-source data (Himawari-8, ERA5, ASTERDEM, and rain gauge) to significantly improve rainfall classification and estimation accuracy for four coastal provinces in Central Vietnam. Methodologically, our core contribution lies in the proposed 3-stage classification architecture combined with a novel cloud masking technique. To address the severe class imbalance inherent in rainfall datasets, we further employed an effective data balancing technique based on rainfall intensity distribution alongside feature selection based on cloud- and rain-forming factors. The performance of the proposed rainfall product was compared with four existing regional rainfall products: IMERG Final Run V07, IMERG Early Run V06, GSMaP_MVK_Gauge V07, and PERSIANN-CCS. The LGBM-3SC-CF achieved the highest performance, with a Critical Success Index (CSI) of 0.55 and a Probability of Detection (POD) of 0.74, and achieved the Correlation Coefficient (CC) of 0.47 and the Modified Kling-Gupta Efficiency (mKGE) of 0.47. Furthermore, it obtained the lowest error metrics, with a Mean Absolute Error (MAE) of 2.66 mm/h and a Root Mean Squared Error (RMSE) of 5.48 mm/h. This study not only establishes a robust machine learning framework but also provides the essential methodological foundation for developing near real-time rainfall estimation models through the seamless substitution of the atmospheric reanalysis features with near real-time meteorological features</i>
DOI: 10.6084/m9.figshare.30782003.v1
title: PONE-D-25-46623 Dataset Machine Learning for rainfall estimation

description: <i>This study develops the LGBM-3SC-CF product, a machine learning framework that integrates multi-source data (Himawari-8, ERA5, ASTERDEM, and rain gauge) to significantly improve rainfall classification and estimation accuracy for four coastal provinces in Central Vietnam. Methodologically, our core contribution lies in the proposed 3-stage classification architecture combined with a novel cloud masking technique. To address the severe class imbalance inherent in rainfall datasets, we further employed an effective data balancing technique based on rainfall intensity distribution alongside feature selection based on cloud- and rain-forming factors. The performance of the proposed rainfall product was compared with four existing regional rainfall products: IMERG Final Run V07, IMERG Early Run V06, GSMaP_MVK_Gauge V07, and PERSIANN-CCS. The LGBM-3SC-CF achieved the highest performance, with a Critical Success Index (CSI) of 0.55 and a Probability of Detection (POD) of 0.74, and achieved the Correlation Coefficient (CC) of 0.47 and the Modified Kling-Gupta Efficiency (mKGE) of 0.47. Furthermore, it obtained the lowest error metrics, with a Mean Absolute Error (MAE) of 2.66 mm/h and a Root Mean Squared Error (RMSE) of 5.48 mm/h. This study not only establishes a robust machine learning framework but also provides the essential methodological foundation for developing near real-time rainfall estimation models through the seamless substitution of the atmospheric reanalysis features with near real-time meteorological features</i>
DOI: 10.15468/dl.47tbx5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((102.161 -1.254818, 102.09072 -1.260384, 102.02217 -1.276945, 101.957036 -1.304093, 101.896922 -1.341161, 101.843307 -1.387235, 101.797511 -1.441182, 101.760662 -1.501674, 101.733667 -1.567222, 101.717193 -1.636213, 101.711644 -1.706947, 101.71716 -1.777684, 101.733606 -1.846682, 101.760577 -1.912242, 101.797411 -1.972748, 101.843202 -2.026711, 101.896822 -2.072802, 101.956951 -2.109883, 102.022108 -2.137043, 102.090688 -2.153611, 102.161 -2.15918, 102.231312 -2.153611, 102.299892 -2.137043, 102.365049 -2.109883, 102.425178 -2.072802, 102.478798 -2.026711, 102.524589 -1.972748, 102.561423 -1.912242, 102.588394 -1.846682, 102.60484 -1.777684, 102.610356 -1.706947, 102.604807 -1.636213, 102.588333 -1.567222, 102.561338 -1.501674, 102.524489 -1.441182, 102.478693 -1.387235, 102.425078 -1.341161, 102.364964 -1.304093, 102.29983 -1.276945, 102.23128 -1.260384, 102.161 -1.254818))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037234-251120083545085/datasets/export for details.
DOI: 10.5519/qd.aukm3j7u
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (641 records)
DOI: 10.15468/dl.vxwb7k
title: Occurrence Download

description: A dataset containing 147411 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Jacanidae)",
 "Geometry POLYGON((-25.3605576 -34.8220024,63.4957581 -34.8220024,63.4957581 37.3404121,-25.3605576 37.3404121,-25.3605576 -34.8220024))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is one of (Africa)"
 ]
}

 The dataset includes 147411 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037175-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n2nvvu
title: Occurrence Download

description: A dataset containing 1983 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Semnopithecus johnii",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 1983 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037236-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17831908
title: ERGA-BGE reference genome of Hirudo verbana, a once neglected freshwater haematophagous European medicinal leech

description: The following files were used to generate statistics, tables and figures in the genome report: "ERGA-BGE reference genome of Hirudo verbana, a once neglected freshwater haematophagous European medicinal leech".

 

assembly_busco.txt was used to report completeness of the genome assembly

annotation_busco.txt and annotation_omark.txt were used to report completeness and consistency of the genome annotation

assembly_stats.txt and annotation_stats.txt were used to report basic statistics about the genome assembly and annotation, respectively

merqury_completeness.txt and merqury_qv.txt were used to report completeness and accuracy of the genome assembly, respectively

blobdir.tgz was used to generate Figure 1

hic.cool was used to generate Figure 2