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

description: A dataset containing 1265 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "NetworkKey is 99d66b6c-9087-452f-a9d4-f15f2c2d0e7e",
 "TaxonKey is Chordata"
 ]
 },
 {
 "and" : [
 "TaxonKey is one of (Crotaphytus collaris [GBIF Backbone Taxonomy])",
 "StateProvince is one of (Oklahoma)",
 "Geometry POLYGON((-444.88294945242905 83.89581296123956,-444.88294945242905 -83.89581296123951,444.8829494524241 -83.89581296123951,444.8829494524241 83.89581296123956,-444.88294945242905 83.89581296123956))"
 ]
 }
 ]
}

 The dataset includes 1265 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040379-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vteytm
title: Occurrence Download

description: A dataset containing 1265 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "NetworkKey is 99d66b6c-9087-452f-a9d4-f15f2c2d0e7e",
 "TaxonKey is Chordata"
 ]
 },
 {
 "and" : [
 "TaxonKey is one of (Crotaphytus collaris [GBIF Backbone Taxonomy])",
 "StateProvince is one of (Oklahoma)",
 "Geometry POLYGON((-444.88294945242905 83.89581296123956,-444.88294945242905 -83.89581296123951,444.8829494524241 -83.89581296123951,444.8829494524241 83.89581296123956,-444.88294945242905 83.89581296123956))"
 ]
 }
 ]
}

 The dataset includes 1265 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040380-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7zd9kz
title: Occurrence Download

description: A dataset containing 255 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helianthus tuberosus",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 255 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040382-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.smv72n
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helianthus tuberosus",
 "Country is Moldova, Republic of",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040381-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17909/q95m-ks55
title: Data from UV-irradiated outflows from low-mass protostars in Ophiuchus with JWST/MIRI
DOI: 10.5281/zenodo.17252058
title: Kas Glacier Calving Parameters

description: Ice proximal water temperature (1m depth), light intensity, Tarfala air temperature, Tarfala precipitation and analysed calving events.
DOI: 10.5281/zenodo.17252059
title: Kas Glacier Calving Parameters

description: Ice proximal water temperature (1m depth), light intensity, Tarfala air temperature, Tarfala precipitation and analysed calving events.
DOI: 10.15468/dl.vd84k8
title: Occurrence Download

description: A dataset listing the 2971 species recorded in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "Country is Bahamas",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset's 2971 records were derived from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040350-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nfwx4f
title: Occurrence Download

description: A dataset containing 358 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vespidae",
 "Year is 1918",
 "Continent is Europe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 358 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040384-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wbtgwv
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Timonius pseudoarboreus"
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040386-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17227521
title: Dataset and code to accompany the manuscript 'Consistency of clustering analysis of complex 3D ocean datasets'

description: Data and code needed to recreate all analyses and figures presented in the manuscript 'Consistency of clustering analysis of complex 3D ocean datasets'.

Data

'all_data_for_paper.nc': model data, 2000-2004 mean of all variables used, provided at all depth levels.

'mesh_mask.nc': domain and depth data file to be used alongside model data.



ModelViz (code)


Tool to classify marine biogeochemical output from numerical models

Written by rmi, dapa & dmof



Preprocessing


preprocess_amm7_functions.pyFunctions needed to run different preprocessing scripts.preprocess_all_depths.pyFirst script to run. Extracts relevant variables and takes temporal mean for physical,biogeochemical and ecological variables. For physical - calculates PAR from qsr.preprocess_amm7_mean.pyUse for surface biogeochemical and ecological sets (faster)preprocess_DI_DA.pyUse for depth integrated, depth averaged and bottom biogeochemical and ecological sets. Can use for surface but slower.preprocess_amm7_mean_one_depth.pyExtracts data at specified depth (numeric). Works for biogeochemical and ecological variables.preprocess_physics.pyTakes all_depths_physics and calculates physics data at different depths.



Metrics


silhouette_nvars.pyCalculates silhouette score for inputs with different numbers of variables and clustersrand_index.pyrand_index_depth.pyremove_one_var.pyCalculates rand index between cluster sets with one variable removed and original set



Clustering


Modelviz.pyContains functions for applying clustering to data



Plotting


kmeans-paper-plots.ipynbProduces figure 4kmeans-paper-plots-illustrate-normalisation.ipynbProduces figure 2kmeans-paper-plots-depths.ipynbProduces figures 5-7plot_silhouette.ipynbProduces figure 3
DOI: 10.5281/zenodo.17227522
title: Dataset and code to accompany the manuscript 'Consistency of clustering analysis of complex 3D ocean datasets'

description: Data and code needed to recreate all analyses and figures presented in the manuscript 'Consistency of clustering analysis of complex 3D ocean datasets'.

Data

'all_data_for_paper.nc': model data, 2000-2004 mean of all variables used, provided at all depth levels.

'mesh_mask.nc': domain and depth data file to be used alongside model data.



ModelViz (code)


Tool to classify marine biogeochemical output from numerical models

Written by rmi, dapa & dmof



Preprocessing


preprocess_amm7_functions.pyFunctions needed to run different preprocessing scripts.preprocess_all_depths.pyFirst script to run. Extracts relevant variables and takes temporal mean for physical,biogeochemical and ecological variables. For physical - calculates PAR from qsr.preprocess_amm7_mean.pyUse for surface biogeochemical and ecological sets (faster)preprocess_DI_DA.pyUse for depth integrated, depth averaged and bottom biogeochemical and ecological sets. Can use for surface but slower.preprocess_amm7_mean_one_depth.pyExtracts data at specified depth (numeric). Works for biogeochemical and ecological variables.preprocess_physics.pyTakes all_depths_physics and calculates physics data at different depths.



Metrics


silhouette_nvars.pyCalculates silhouette score for inputs with different numbers of variables and clustersrand_index.pyrand_index_depth.pyremove_one_var.pyCalculates rand index between cluster sets with one variable removed and original set



Clustering


Modelviz.pyContains functions for applying clustering to data



Plotting


kmeans-paper-plots.ipynbProduces figure 4kmeans-paper-plots-illustrate-normalisation.ipynbProduces figure 2kmeans-paper-plots-depths.ipynbProduces figures 5-7plot_silhouette.ipynbProduces figure 3
DOI: 10.15468/dl.6x427n
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040387-250920141307145/datasets/export for details.
DOI: 10.15468/dl.aw3wzt
title: Occurrence Download

description: A dataset containing 10000 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is List of animalia, fungi and plant species recorded through naturalist observations and research activities in Benin. Data mobilized in the framework of a JRS Biodiversity Foundation project of Benin"
 ]
}

 The dataset includes 10000 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040385-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xvr5dp
title: Occurrence Download

description: A dataset containing 49907 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2016",
 "Geometry POLYGON ((14.57 35.86944, 14.56389 35.87777, 14.54834 35.89222, 14.51028 35.92528, 14.44334 35.96028, 14.375 35.99083, 14.365 35.99194, 14.3291 35.97846, 14.33306 35.895, 14.33792 35.8818, 14.34722 35.8725, 14.36694 35.85471, 14.37737 35.84598, 14.4239 35.8186, 14.51972 35.79999, 14.56458 35.82354, 14.57 35.86944))"
 ]
}

 The dataset includes 49907 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040383-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uswz83
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Timonius pulgarensis"
 ]
}

 The dataset includes 10 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040388-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13243064
title: BOS Kemdikbud
DOI: 10.15468/dl.yqmwma
title: Occurrence Download

description: A dataset containing 1826517 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true",
 "Year is 1993"
 ]
}

 The dataset includes 1826517 records from 503 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040279-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j2r2sp
title: Occurrence Download

description: A dataset containing 1001 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Testudo horsfieldii"
 ]
}

 The dataset includes 1001 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040389-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/c4y4br
title: Three new interstitial species of the genus Neonesidea (Bairdioidea: Podocopida: Ostracoda) from the infralittoral zone in Japan

description: This dataset contains the digitized treatments in Plazi based on the original journal article Asaba, Erika, Asaba, Reina, Tsukagoshi, Akira (2024): Three new interstitial species of the genus Neonesidea (Bairdioidea: Podocopida: Ostracoda) from the infralittoral zone in Japan. Zootaxa 5397 (3): 377-396, DOI: 10.11646/zootaxa.5397.3.4, URL: https://www.mapress.com/zt/article/download/zootaxa.5397.3.4/52630AbstractThis study is the first to report on interstitial species of the genus Neonesidea: Neonesidea arenalocus sp. nov. from the Pacific coast of central Japan, Neonesidea alyamanai sp. nov. from the Pacific coast of south-western Japan, and Neonesidea alwakasaensis sp. nov. from the Sea of Japan coast of western Japan. All three species share a smaller carapace size than that of the epiphytic Neonesidea species; in particular, the carapace width and valve thickness are significantly less. Furthermore, the terminal claws on the walking legs are more linear than those of the epiphytic Neonesidea species. However, these three new species share a feature in the apical portion of the terminal claw on the male’s second antennae and asymmetric brush-shaped organs, which are common to this genus. In addition, the results of our field survey indicate that all three new species occur in coarse-grained sediments (coarse sand to pebbles) in the upper infralittoral zone, particularly on Miho-Masaki Beach, which contains an optimum zone for N. arenalocus sp. nov.
DOI: 10.15468/ggxkdu
title: Two new species of the genus Stericta Lederer (Lepidoptera, Pyralidae, Epipaschiinae) from Laos and Cambodia

description: This dataset contains the digitized treatments in Plazi based on the original journal article Kim, Hanul, Lee, Tak-Gi, Cha, Yeong-Bin, Jang, Chang-Moon, Kim, Jeong-Nam, Bayarsaikhan, Ulziijargal, Bae, Yang-Seop (2023): Two new species of the genus Stericta Lederer (Lepidoptera, Pyralidae, Epipaschiinae) from Laos and Cambodia. Zootaxa 5285 (1): 196-200, DOI: 10.11646/zootaxa.5285.1.10, URL: http://dx.doi.org/10.11646/zootaxa.5285.1.10AbstractTwo new species, Stericta jaeshini Kim & Bae, sp. nov. and S. atroaurantiaca Kim & Bae, sp. nov. are described from Southeast Asia. About 50 species of the genus Stericta have been recorded from Southeast Asia, but it has not been recorded to occur in Laos and Cambodia previously. We record the presence of this genus in these two countries for the first time in this study. Illustrations of adults and genitalia of examined species are provided. v
DOI: 10.15468/xvmmrd
title: Two new ant-attended species of the soft scale insect genus Coccus L. (Hemiptera: Coccomorpha: Coccidae) from India, with a key to Indian Coccus species

description: This dataset contains the digitized treatments in Plazi based on the original journal article Das, Anirban, Pramanik, Aniruddha, Das, Bijan Kumar (2025): Two new ant-attended species of the soft scale insect genus Coccus L. (Hemiptera: Coccomorpha: Coccidae) from India, with a key to Indian Coccus species. Zootaxa 5647 (2): 131-144, DOI: 10.11646/zootaxa.5647.2.3, URL: https://doi.org/10.11646/zootaxa.5647.2.3AbstractTwo new species of the soft scale genus Coccus Linnaeus (Hemiptera: Coccomorpha: Coccidae) from West Bengal, India, are described and illustrated based on mature adult females: Coccus mondouriensis Das, Pramanik & Das, sp. nov. on Mangifera indica L. (Anacardiaceae) and C. oecophyllae Das, Pramanik & Das, sp. nov. on Citrus aurantifolia (Christm.) (Rutaceae). Coccus mondouriensis is morphologically very similar to C. ophiorrhizae (Green), while the species most similar to C. oecophyllae are C. ficola Choi & Lee and C. discrepans (Green). The weaver ant, Oecophylla smaragdina Fabricius (Hymenoptera: Formicidae) was found tending an exposed colony of C. mondouriensis, whereas C. oecophyllae was only found inside the leaf nest of the ant on Citrus aurantifolia. An updated identification key to the Indian species of Coccus is provided.
DOI: 10.25549/independent-c69-27199
title: LAPD meeting notes, 1991 Apr. 23 - July 9

description: Handwritten notes from several LAPD staff and working group meetings regarding the Rodney King incident. PART OF A SERIES: The series pertains to the work of Munger, Tolles & Olson, the firm responsible for coordinating the activities and proceedings of the Independent Commission's legal counsel. Included are legal briefs, court transcripts, and memoranda; press releases and article clippings about the Rodney King incident and the subsequent creation of the Independent Commission; summaries of witness interviews; analyses of legislation regarding the role and purview of peace officers; work plans and outlines developed by Commission staff; draft copies developed for all sections of the Commission report; supplemental materials for the report, including a copy of the Rodney King arrest log, law enforcement literature, and public opinion surveys; materials distributed and reviewed during Commission meetings; letters of interest submitted to Chairman Christopher from prospective Commission members and organizations; and lists of bills and Commission expenditures.
DOI: 10.15468/dl.grg460
title: Occurrence Download

description: A dataset containing 44359 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arctostaphylos uva-ursi (L.) Spreng."
 ]
}

 The dataset includes 44359 records from 248 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002977-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c1yljq
title: Occurrence Download

description: A dataset containing 269 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Spain",
 "Country is Portugal"
 ]
 },
 "TaxonKey is Crataegus laciniata Ucria"
 ]
}

 The dataset includes 269 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002977-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-2487
title: Gates v. Police Commission [10], 1991

description: Chief Gates v. Police Commission. Appellate documents, volume 2 [folder 1 of 3]. I.e., Daryl F. Gates v. Board of Police Commissioners: LASC no. BS006789, Litigation file, vol. 8 & 9 [folder 1 of 3]. PART OF A SERIES: The series consists of miscellaneous source materials that were collected and analyzed over the course of the Independent Commission's investigation. Included are the following: article clippings pertaining to the Rodney King incident; legal materials related to the Gates v. Board of Los Angeles Police Commissioners case, including appellate documents, court transcripts, preliminary injunctions, and briefs; black-and-white photographs; essays and articles related to police misconduct; issues of The Thin Blue Line, the Los Angeles Police Protective League's monthly publication, and Perspectives on Policing, a newsletter published by the United States Department of Justice; materials regarding policing issues in other major United States cities, including commission reports and Pate and Hamilton's book The Big Six: Policing America's Largest Cities; supplemental materials and appendices to the Independent Commission's report; requests for copies of the Commission report; transcripts from public hearings conducted by members of the Commission; and instructional materials related to the Video Incident Capture System, a video camera system that provides video and audio records of police officers' activities while on patrol.
DOI: 10.15468/dl.vsiynh
title: Occurrence Download

description: A dataset containing 30252 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psarocolius montezuma (Lesson, 1830)"
 ]
}

 The dataset includes 30252 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002977-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-2495
title: Gates v. Police Commission [10], 1991

description: Chief Gates v. Police Commission. Appellate documents, volume 2 [folder 1 of 3]. I.e., Daryl F. Gates v. Board of Police Commissioners: LASC no. BS006789, Litigation file, vol. 8 & 9 [folder 1 of 3]. PART OF A SERIES: The series consists of miscellaneous source materials that were collected and analyzed over the course of the Independent Commission's investigation. Included are the following: article clippings pertaining to the Rodney King incident; legal materials related to the Gates v. Board of Los Angeles Police Commissioners case, including appellate documents, court transcripts, preliminary injunctions, and briefs; black-and-white photographs; essays and articles related to police misconduct; issues of The Thin Blue Line, the Los Angeles Police Protective League's monthly publication, and Perspectives on Policing, a newsletter published by the United States Department of Justice; materials regarding policing issues in other major United States cities, including commission reports and Pate and Hamilton's book The Big Six: Policing America's Largest Cities; supplemental materials and appendices to the Independent Commission's report; requests for copies of the Commission report; transcripts from public hearings conducted by members of the Commission; and instructional materials related to the Video Incident Capture System, a video camera system that provides video and audio records of police officers' activities while on patrol.
DOI: 10.15468/dl.vythsq
title: Occurrence Download

description: A dataset containing 446711 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acridotheres tristis (Linnaeus, 1766)"
 ]
}

 The dataset includes 446711 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002977-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mlb2x0
title: Occurrence Download

description: A dataset containing 229 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pteronura brasiliensis Zimmermann, 1780"
 ]
}

 The dataset includes 229 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002978-150316153013904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u8vjib
title: Occurrence Download

description: A dataset containing 938 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stipa capillata L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 938 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002978-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.