cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.5nawbn
title: Occurrence Download

description: A dataset containing 493 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is Spain",
 "Geometry POLYGON((0.67479 42.8499,0.6651 42.70067,0.70383 42.2365,0.59734 41.64602,0.44244 41.28329,0.34563 40.91122,0.4134 40.63997,0.56829 40.55175,0.82968 40.58117,0.94585 40.7574,0.7716 40.83069,1.09107 41.05738,1.81715 41.19594,2.23343 41.26874,2.3496 41.4504,3.09504 41.71832,3.34675 42.01391,3.24994 42.16478,3.40484 42.25083,3.37579 42.37969,3.19185 42.43687,2.94015 42.49401,2.59163 42.39399,2.42705 42.41544,2.12694 42.4583,1.86555 42.49401,1.62353 42.50114,1.47831 42.43687,1.42022 42.60099,1.39118 42.72913,0.89745 42.87119,0.67479 42.8499))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Senecio pterophorus DC."
 ]
}

 The dataset includes 493 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085435-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k3cl76
title: Occurrence Download

description: A dataset containing 468 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Opuntia pilifera F.A.C.Weber"
 ]
}

 The dataset includes 468 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041191-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j4bktm
title: Occurrence Download

description: A dataset containing 847 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Neotoma floridana (Ord, 1818)",
 "Year 1980-2018"
 ]
}

 The dataset includes 847 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0323489-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dhtvrh
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abrothrix sanborni (Osgood, 1943)"
 ]
}

 The dataset includes 75 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041192-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v6h7pf
title: Occurrence Download

description: A dataset containing 10468 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ranunculus kuepferi Greuter & Burdet",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10468 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085466-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c56crq
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pimelodus britskii Garavello & Shibatta, 2007"
 ]
}

 The dataset includes 40 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133902-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rg6q9p
title: Occurrence Download

description: A dataset containing 118026 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Testudinidae"
 ]
}

 The dataset includes 118026 records from 613 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085449-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xqeksu
title: Occurrence Download

description: A dataset containing 138 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dalbergia granadillo Pittier"
 ]
}

 The dataset includes 138 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041192-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.54a9fx
title: Occurrence Download

description: A dataset containing 4582 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-7.89972 43.6686,-33.65125 43.80849,-33.26401 0.61958,-22.61488 0.61958,-22.92615 -16.59083,12.36673 -16.59083,15.78907 -10.7745,9.58608 8.80502,-8.3812 7.1104,-14.3703 14.25191,-14.3703 21.77167,-4.74497 34.0226,-7.89972 43.6686))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is Geodetic datum assumed WGS84",
 "TaxonKey is Suliformes"
 ]
}

 The dataset includes 4582 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085465-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ghez9
title: Occurrence Download

description: A dataset containing 252 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hyalinobatrachium fleischmanni (Boettger, 1893)"
 ]
}

 The dataset includes 252 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0136363-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dbiro0
title: Occurrence Download

description: A dataset containing 1910 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Loxodontomys micropus (Waterhouse, 1837)"
 ]
}

 The dataset includes 1910 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041193-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kx7sz2
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((55.48755 26.70194,56.27637 26.70194,56.27637 27.11341,55.48755 27.11341,55.48755 26.70194))",
 "HasGeospatialIssue is false",
 "TaxonKey is Clanga clanga (Pallas, 1811)"
 ]
}

 The dataset includes 34 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0140522-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pud72b
title: Occurrence Download

description: A dataset containing 1420 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is National Lamprey Survey of Scotland (2003-2005)"
 ]
}

 The dataset includes 1420 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002923-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ln6owm
title: Occurrence Download

description: A dataset containing 1187 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllotis darwini (Waterhouse, 1837)"
 ]
}

 The dataset includes 1187 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041196-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m8vhtk
title: Occurrence Download

description: A dataset containing 748 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caesalpinia eriostachys Benth."
 ]
}

 The dataset includes 748 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114531-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g5ybwf
title: Occurrence Download

description: A dataset containing 314 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Convolvulus holosericeus M.Bieb."
 ]
}

 The dataset includes 314 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013420-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u1oo7k
title: Occurrence Download

description: A dataset containing 60281 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vulpia myuros (L.) C.C.Gmel.",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 60281 records from 332 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041197-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ksfysz
title: Occurrence Download

description: A dataset containing 529 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Serrasalmus brandtii"
 ]
}

 The dataset includes 529 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061428-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/4dzjt9mrfy.4
title: Are Treatment Wetlands suitable surrogate habitats for birds? A study on avian diversity in Northern Italy

description: Treatment Wetlands (TWs) are artificial wetlands designed for wastewater treatment. TW technology combines economic utility with ecological and conservation benefits. This study investigates whether TWs can serve as surrogate habitats for birds by comparing them with semi-natural wetlands and the surrounding landscape. 

Specifically, we assessed bird diversity across three habitat types (TWs, semi-natural wetlands, and dry landscape as control) using Hill numbers and analyzed differences in waterbird guilds. Additionally, generalized linear models (GLMs) were applied to explore relationships between environmental variables and bird diversity. Bird diversity data were collected through point counts within 300x300 m plots, while environmental variables were derived via photointerpretation. 

Results showed no significant differences in overall bird diversity between TWs, semi-natural wetlands, and control sites. However, guild-specific analysis revealed that waterbird diversity in TWs exceeded that of the controls and was comparable to semi-natural wetlands. Furthermore, the extent of free water, reedbed coverage, and urbanization degree of the surrounding matrix were positively associated with bird diversity. These findings suggest that TWs can function as suitable surrogate habitats, providing ecological value akin to semi-natural wetlands for most of the tested waterbird guilds. 

In each folder, you can find the various dataframes related to a sampling season. These include both those containing bird abundance data and environmental data. Additionally, the R script is also provided.
DOI: 10.17632/rwdst4x647
title: Authoritarian AI: Evaluating Cross-model Variability in Left and Right-wing Authoritarianism

description: Abstract
Accurately representing the diversity of human thought, while simultaneously avoiding political extremism and bias, remains a major hurdle for the responsible use of commercial LLMs. We systematically evaluated the biases and boundaries of authoritarianism in three popular commercial LLMs (Grok, Claude, ChatPGT) using Left-wing and Right-wing Political Authoritarianism (LWA/RWA), psychological constructs designed to capture the essence of authoritarianism and that predict problematic attitudes and behaviours. Using extreme left and right-wing political personas, we systematically probe the biases and boundaries of political authoritarianism in popular commercial LLMs and directly compare this variance to a large human sample. We show that popular models both systematically over- and under-express authoritarianism relative to human populations. Models appear to caricature levels of polarization between conservatives and liberals, underestimating extreme-right agreement with LWA scale items, and grossly overestimating levels of RWA among the extreme-right. All models demonstrated levels of RWA commensurate with political extremists in certain contexts, suggesting commercial LLM’s potentially exacerbate ideological polarization This highlights a critical challenge for Responsible AI (RAI) and demonstrates the need for a toolkit of psychometric tests to audit LLM biases, not only for their theoretical validity, but for their ability to link LLM outputs to downstream attitudes and behaviours and ensure models align with diverse human values.
DOI: 10.17632/rwdst4x647.1
title: Authoritarian AI: Evaluating Cross-model Variability in Left and Right-wing Authoritarianism

description: Abstract
Accurately representing the diversity of human thought, while simultaneously avoiding political extremism and bias, remains a major hurdle for the responsible use of commercial LLMs. We systematically evaluated the biases and boundaries of authoritarianism in three popular commercial LLMs (Grok, Claude, ChatPGT) using Left-wing and Right-wing Political Authoritarianism (LWA/RWA), psychological constructs designed to capture the essence of authoritarianism and that predict problematic attitudes and behaviours. Using extreme left and right-wing political personas, we systematically probe the biases and boundaries of political authoritarianism in popular commercial LLMs and directly compare this variance to a large human sample. We show that popular models both systematically over- and under-express authoritarianism relative to human populations. Models appear to caricature levels of polarization between conservatives and liberals, underestimating extreme-right agreement with LWA scale items, and grossly overestimating levels of RWA among the extreme-right. All models demonstrated levels of RWA commensurate with political extremists in certain contexts, suggesting commercial LLM’s potentially exacerbate ideological polarization This highlights a critical challenge for Responsible AI (RAI) and demonstrates the need for a toolkit of psychometric tests to audit LLM biases, not only for their theoretical validity, but for their ability to link LLM outputs to downstream attitudes and behaviours and ensure models align with diverse human values.
DOI: 10.5281/zenodo.17314312
title: translate_crimean_tatar.csv
DOI: 10.5281/zenodo.17314313
title: translate_crimean_tatar.csv
DOI: 10.6084/m9.figshare.28761701
title: SupplementalVideoFILE_Brain

description: Microglia (Red), Tau in PSP /Synuclein in PD (brown), CD8 cells (dark blue) and nuclear staining (light blue)
DOI: 10.6084/m9.figshare.28761701.v1
title: SupplementalVideoFILE_Brain

description: Microglia (Red), Tau in PSP /Synuclein in PD (brown), CD8 cells (dark blue) and nuclear staining (light blue)
DOI: 10.15468/dl.seux6e
title: Occurrence Download

description: A dataset containing 120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-75.53741 2.33742,-75.53178 2.31384,-75.50293 2.26211,-75.45014 2.25225,-75.38574 2.28533,-75.37624 2.29835,-75.40334 2.33495,-75.45648 2.36874,-75.52334 2.3814,-75.53741 2.33742))",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Plantae, Plantae)"
 ]
}

 The dataset includes 120 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080615-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nbhsa4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Circus aeruginosus (Linnaeus, 1758)",
 "Year is greater than 2013",
 "Geometry MULTIPOLYGON (((10.945858 46.260225,10.945899 46.260415,10.946186 46.260791,10.946238 46.261265,10.946157 46.261885,10.946246 46.262479,10.946287 46.262668,10.946309 46.263286,10.946348 46.263428,10.946863 46.26342,10.947281 46.263603,10.947837 46.263831,10.94849 46.263868,10.949309 46.263735,10.949413 46.263757,10.949654 46.2638,10.950054 46.26346,10.950192 46.263482,10.950474 46.263715,10.950785 46.263757,10.951059 46.263752,10.951632 46.263481,10.951693 46.263266,10.951929 46.263143,10.952574 46.262965,10.952638 46.262891,10.953353 46.262667,10.953627 46.262662,10.953867 46.262658,10.954001 46.262584,10.95448 46.262528,10.954851 46.262356,10.955157 46.262279,10.955456 46.262012,10.956167 46.261762,10.956474 46.261709,10.956915 46.261583,10.956842 46.261441,10.956455 46.261186,10.956004 46.261028,10.955449 46.260847,10.955133 46.260662,10.954881 46.260309,10.954635 46.260147,10.954393 46.260103,10.954085 46.260109,10.953815 46.260232,10.953541 46.260237,10.9534 46.260144,10.95333 46.260098,10.953055 46.260079,10.952538 46.260016,10.952189 46.259832,10.951947 46.259788,10.951462 46.259654,10.951006 46.259353,10.950902 46.25933,10.950766 46.259357,10.950432 46.259624,10.950194 46.259676,10.950054 46.259607,10.949911 46.259443,10.949669 46.259375,10.949155 46.259384,10.948781 46.259486,10.94871 46.259415,10.948774 46.259295,10.948736 46.259177,10.948667 46.259178,10.948396 46.259278,10.948191 46.259282,10.948085 46.259212,10.948009 46.258999,10.947938 46.258929,10.947284 46.258845,10.947037 46.258659,10.946717 46.258331,10.946456 46.257741,10.946298 46.257173,10.946043 46.256749,10.945594 46.256661,10.94515 46.256693,10.945014 46.256743,10.944672 46.256772,10.944609 46.256916,10.944335 46.256921,10.944091 46.256806,10.943817 46.256834,10.943791 46.257073,10.943802 46.257382,10.943949 46.257641,10.944335 46.257896,10.944377 46.258109,10.944262 46.258754,10.944288 46.259491,10.944469 46.259749,10.944747 46.25984,10.945156 46.259785,10.945427 46.259685,10.945535 46.259826,10.945712 46.25999,10.945917 46.260189,10.945858 46.260225)))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025833-230530130749713/datasets/export for details.
DOI: 10.15468/dl.pzzz4u
title: Occurrence Download

description: A dataset containing 599 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-117.7675 -42.56459,-31.1108 -42.56459,-31.1108 31.01344,-117.7675 31.01344,-117.7675 -42.56459))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gardnerycteris crenulatum (E.Geoffroy, 1803)",
 "Year 1960-2023"
 ]
}

 The dataset includes 599 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081146-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.st64k8
title: Occurrence Download

description: A dataset containing 6102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Morchella Dill. ex Pers."
 ]
}

 The dataset includes 6102 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264516-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z7ah6b
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cylindrolobus mucronatus (Lindl.) Rauschert"
 ]
}

 The dataset includes 25 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018457-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bzak3j
title: Occurrence Download

description: A dataset listing the 57 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((14.95868 -22.37828,15.52511 -22.37828,15.52511 -21.92673,14.95868 -21.92673,14.95868 -22.37828))",
 "HasGeospatialIssue is false",
 "TaxonKey is Squamata"
 ]
}

 The dataset's 57 records were derived from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264513-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hyxvke
title: Occurrence Download

description: A dataset containing 2570 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ambystoma velasci Dugès, 1888"
 ]
}

 The dataset includes 2570 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081152-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.axbke4
title: Occurrence Download

description: A dataset containing 1267 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is India",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Catreus wallichii (Hardwicke, 1827)"
 ]
}

 The dataset includes 1267 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025815-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6hvbqa
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrobium limii J.J.Wood"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018448-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8x2yz9
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Museum of Comparative Zoology, Harvard University",
 "TaxonKey is Megachile dakotensis Mitchell, 1926"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069032-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cn5vnx
title: Occurrence Download

description: A dataset listing the 15 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-73.47179 -42.44397,-73.40854 -42.44397,-73.40854 -42.35704,-73.47179 -42.35704,-73.47179 -42.44397))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 15 records were derived from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264525-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.