cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.wpbr6e
title: Occurrence Download

description: A dataset containing 114117 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ischalis nelsonaria (Felder & Rogenhofer, 1875), Anuga constricta Guenée, 1852, Dicladocerus antennalis Khan, 1995, Pseudoanthidium rotundiventre (Pasteels, 1987), Lates calcarifer (Bloch, 1790), Microterys montinus (Packard, 1881), Tetrastichus semideae (Packard, 1881), Astichus sakaii Tachikawa, 1977, Dibrachys lignicola Graham, 1969, Chalcis canadensis (Cresson, 1872), Orosius lotophagorum (Kirkaldy, 1907), Sympiesis fragariae Miller, 1970, Eurytoma baccae Bugbee, 1967, Euderomphale flavimedia (Howard, 1881), Copidosoma aretas (Walker, 1838), Spilosoma sulphurea Bartel, 1903, Staphylus ceos (Edwards, 1882), Cruria donowani Boisduval, 1832, Hyles livornicoides Lucas, 1892, Cicadula flori (Sahlberg, 1871), Palla ussheri (Butler, 1870), Palla violinitens (Crowley, 1890), Graphocephala riverae Godoy & Villalobos, 2006, Acreichthys tomentosus (Linnaeus, 1758), Eucidaris tribuloides (Lamarck, 1816), Caranx ruber (Bloch, 1793), Tripneustes ventricosus (Lamarck, 1816), Zosterops simplex simplex, Chlorocebus djamdjamensis (Neumann, 1902), Heraclides torquatus (Cramer, 1777), Euodynerus barberi (Bohart, 1945), Halotus rica (Bell, 1942), Battus polydamas polydamas, Dicata odhneri Schmekel, 1967, Flexamia abbreviata (Osborn & Ball, 1897), Flexamia pectinata (Osborn & Ball, 1897), Piruna haferniki Freeman, 1970, Amphitornus coloradus (Thomas, 1873), Schizotetranychus eremophilus McGregor, 1950, Athysanella sinuata (Osborn, 1930), Athysanella lunata Ball & Beamer, 1940, Athysanella alsa Ball & Beamer, 1940, Athysanella casa Ball & Beamer, 1940, Athysanella molesta Ball & Beamer, 1940, Cheiloneurus banksi (Howard, 1898), Hesperia woodgatei (R.Williams, 1914), Athysanella nacazarana (Osborn, 1930), Melanargia arge Sulzer, 1776, Hipparchia ellena Oberthür, 1893, Stagonospora brachypodii Died.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 114117 records from 410 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002679-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gfv7da
title: Occurrence Download

description: A dataset containing 253 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-103.37659 20.21963,-103.3874 20.21746,-103.39378 20.20149,-103.38524 20.18999,-103.37745 20.18702,-103.36946 20.18934,-103.36381 20.19473,-103.36249 20.20593,-103.36387 20.21159,-103.3698 20.21555,-103.37659 20.21963))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 253 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002684-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.px5zxh
title: Occurrence Download

description: A dataset containing 4147642 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Canis mesomelas Schreber, 1775, Corvus albus Statius Muller, 1776, Potamochoerus larvatus (F.Cuvier, 1822), Tragelaphus scriptus (Pallas, 1766), Genetta tigrina (Schreber, 1776), Chlorocebus pygerythrus (F.Cuvier, 1821), Pomadasys commersonnii (Lacepède, 1801), Melobasis purpurascens (Fabricius, 1801), Melobasis fulgurans Thomson, 1879, Melobasis innocua Thomson, 1879, Ausejanus mcdonaldi (Carvalho & Gross, 1982), Acizzia acaciaedealbatae (Froggatt, 1903), Pseudalmenus chlorinda (Blanchard), Melobasis nervosa (Boisduval, 1835), Jalmenus ictinus (Hewitson, 1865), Acizzia albizziae (Ferris & Klyver, 1932), Acizzia conspicua (Tuthill, 1952), Austroacacidiplosis botrycephalae Kolesik, 2012, Jalmenus evagoras (Donovan, 1805), Hemiceras pallidula Guenée, 1852, Kotochalia junodi (Heylaerts, 1890), Adeloneivaia boisduvalii Doumet, 1859, Agrilus australasiae Gory & Laporte, 1837, Anthela nicothoe (Boisduval, 1832), Dasineura rubiformis Kolesik, 2005, Cacatua galerita galerita, Agrilus hypoleucus Gory & Laporte, 1837, Trichoglossus haematodus moluccanus (Gmelin, 1788), Zanda funerea (Shaw, 1794), Schizophyllum commune Fr., Automeris naranja Schaus, 1898, Platycercus eximius (Shaw, 1792), Alisterus scapularis (Lichtenstein, 1816), Tristerix corymbosus (L.) Kuijt, Perilampella hecataeus (Walker, 1839), Ileostylus micranthus (Hook.fil.) Tiegh., Anarsia molybdota Meyrick, 1904, Jalmenus daemeli (Semper), Pyroderces pogonias Turner, 1923, Acizzia exquisita (Tuthill, 1952), Oiketicus geyeri Berg, 1877, Cacatua sanguinea Gould, 1843, Eolophus roseicapilla (Vieillot, 1817), Storeus albosignatus Blackburn, 1890, Hylesia nanus Walker, 1855, Zygophloeus australis Schedl, 1958, Castiarina violacea (Macleay, 1863), Metandaspis recurvata (Froggatt, 1914), Mcateella elongata Hacker, 1927, Cebes transiens Walker)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4147642 records from 861 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002674-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15272083
title: An Approach to Formalise Blockchain Interoperability Patterns (Replication package)

description: This repository holds the artefacts that raised the results of our paper titled An Approach to Formalise Blockchain Interoperability Patterns to be presented at the ICBC Cross-chain workshop 2025.

In this paper, we explore to what extent, Event-B could help us to formalise the Temporal Transfer Pattern proposed in a previous work. In particular, an instantiations based on the gateway approach. The results showed that it was possible to formally specify the Temporal Transfer pattern following the gateway-based approach with Event-B. The resulting specification enabled for a precise modelling of actors, interactions, and eight safety properties, supported by proof obligations that ensures its consistency and correctness. In addition, a simulation-based validation was performed to assess its functional behaviour. Event-B proved to be effective in expressing safety properties involving the composition of multiple events. Finally, refinements enabled model reusability and composition, reducing time and effort. On the other hand, the experiment also revealed challenges. Cross-chain safety properties required additional effort to build an understandable specification. Expressing these properties required the use of Event-B theorems due to its complexity, as they involve multiple events. Event-B invariants, while sufficient in other contexts, were insufficient to keep an understandable specification.

The artefacts generated in this research were:



An Event-B specification of the Temporal Transfer pattern instantiated using the gateway-based approach.

A mockup of the simulations that enabled us to validate the functional behaviour of the specification. This animation mockup provides a quick approach to the comprehension of the pattern without Event-B knowledge.

The Event-B project that can be used as foundations for other research projects or run simulations with ProB.
DOI: 10.5281/zenodo.13913083
title: Accelerated signal propagation speed in human neocortical dendrites
DOI: 10.5281/zenodo.13913084
title: Accelerated signal propagation speed in human neocortical dendrites
DOI: 10.15468/dl.jrv3pe
title: Occurrence Download

description: A dataset containing 208984 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Juglans regia L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation)"
 ]
}

 The dataset includes 208984 records from 1799 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030058-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jnf5ew
title: Occurrence Download

description: A dataset containing 166497 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Luxembourg",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year is greater than or equal to 2022"
 ]
}

 The dataset includes 166497 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031449-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bc5mjz
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031477-250811113504898/datasets/export for details.
DOI: 10.15468/dl.4hc56f
title: Occurrence Download

description: A dataset containing 432 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pristis pristis)",
 "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 432 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031476-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.29041
title: Virome and microbiome in dust
title: Virome and microbiome in dust

description: To explore the impacts of human disturbance and urbanization on airborne microbiome and virome, settled dust （B）and dust samples （A）were respectively collected from the rural, suburban, and urban areas of Xiamen (24°26′46″N 118°04′04″E), Fujian province of China. The settled dust was collected from the least-handled surfaces, which are minimum 1.5 m above floor level. Meanwhile, the dust sample was collected from the impervious surface nearby the settled dust sampling site. About 50 g of settled dust or dust were collected in each site and filtered through a 10-mesh sieve to discard stones and debris. The microbial and viral DNA were extracted from the sieved duts and settled dust, and sequencing on a Novaseq 6000 platform.
description: To explore the impacts of human disturbance and urbanization on airborne microbiome and virome, settled dust （B）and dust samples （A）were respectively collected from the rural, suburban, and urban areas of Xiamen (24°26′46″N 118°04′04″E), Fujian province of China. The settled dust was collected from the least-handled surfaces, which are minimum 1.5 m above floor level. Meanwhile, the dust sample was collected from the impervious surface nearby the settled dust sampling site. About 50 g of settled dust or dust were collected in each site and filtered through a 10-mesh sieve to discard stones and debris. The microbial and viral DNA were extracted from the sieved duts and settled dust, and sequencing on a Novaseq 6000 platform.
DOI: 10.15468/dl.p3bndk
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paramysis ullskyi",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031478-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.29016
title: Statistics on the Number of Registered Enterprises in Urban and Rural Areas of Counties in Henan Province
title: 河南省各县城镇乡村地区注册企业数量

description: This dataset summarizes the number of registered enterprises in various county-level administrative units within Henan Province, and classifies them into urban and rural areas for statistical analysis. The data reflects the spatial distribution characteristics of enterprise registration in various regions and can be used to study the differences and trends in regional economic development, urban-rural industrial layout, market vitality, and other aspects in Henan Province. This dataset is one of the results of the Henan Province Soft Science Research Project "Research on the Entrepreneurial Effects of Digital Inclusive Finance from the Perspective of Urban Rural Differences (242400410047)". 
description: This dataset summarizes the number of registered enterprises in various county-level administrative units within Henan Province, and classifies them into urban and rural areas for statistical analysis. The data reflects the spatial distribution characteristics of enterprise registration in various regions and can be used to study the differences and trends in regional economic development, urban-rural industrial layout, market vitality, and other aspects in Henan Province. This dataset is one of the results of the Henan Province Soft Science Research Project "Research on the Entrepreneurial Effects of Digital Inclusive Finance from the Perspective of Urban Rural Differences (242400410047)".
DOI: 10.34740/kaggle/dsv/12835142
title: Public Opinion on Climate Change (Updated Daily)
DOI: 10.57760/sciencedb.12536
title: Visuoperceptual training in children
title: Visuoperceptual training in children

description: the study considered the effect of the stepwise training of visuoperceptual abilities on the performance of two tasks
description: the study considered the effect of the stepwise training of visuoperceptual abilities on the performance of two tasks
DOI: 10.15468/dl.4t7dpe
title: Occurrence Download

description: A dataset listing the 13 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "DatasetKey is Southern African Bird Atlas Project 2",
 "Geometry POLYGON((17.32407 -30.49922,17.37398 -30.58841,17.3798 -30.91691,17.61056 -30.91778,17.54261 -30.72439,17.40855 -30.51856,17.37868 -30.49782,17.32407 -30.49922))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (CR, EN, VU, NT)",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset's 13 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031468-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16536386
title: EDGE: Initial condition files

description: Initial condition files to be used with the GenetIC code to regenerate the full initial condition files used within the EDGE simulation suite.
DOI: 10.5281/zenodo.16536387
title: EDGE: Initial condition files

description: Initial condition files to be used with the GenetIC code to regenerate the full initial condition files used within the EDGE simulation suite.
DOI: 10.15468/dl.zf4whp
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031479-250811113504898/datasets/export for details.
DOI: 10.15468/dl.fbpdrd
title: Occurrence Download

description: A dataset containing 4858 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is MAR.5.1_1",
 "TaxonKey is Passeriformes",
 "Year 2002-2024"
 ]
}

 The dataset includes 4858 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031481-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z4cs7a
title: Occurrence Download

description: A dataset containing 603 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 countrycode countrycode,
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, countrycode, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, countrycode, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, countrycode, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, countrycode, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, countrycode, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, countrycode, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.datasetkey = '3b675090-f91c-11dd-af50-b8a03c50a862'
 AND GBIF_WITHIN('POLYGON((15.85277 -13.75579,52.14723 -13.75579,52.14723 0.75579,15.85277 0.75579,15.85277 -13.75579))', occurrence.decimallatitude, occurrence.decimallongitude) = TRUE
 AND occurrence.hascoordinate = TRUE
 AND occurrence.hasgeospatialissues = FALSE
 AND occurrence.occurrencestatus = 'PRESENT'
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL AND occurrence.hascoordinate = TRUE)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year",
 occurrence.countrycode

 The dataset's 603 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031470-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x9wx9p
title: Occurrence Download

description: A dataset containing 9041 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is kznm-herpetology-collection"
 ]
}

 The dataset includes 9041 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031482-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zmgqym
title: Occurrence Download

description: A dataset containing 683 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is IDN.11_1",
 "IucnRedListCategory is NT",
 "OccurrenceStatus is Present",
 "Year 2020-2025"
 ]
}

 The dataset includes 683 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031483-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q8kx6p
title: Occurrence Download

description: A dataset containing 55701 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sturnus vulgaris",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 55701 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031456-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5nv9jv
title: Occurrence Download

description: A dataset containing 158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "TaxonKey is Rhinolophus mehelyi"
 ]
}

 The dataset includes 158 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031484-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v3k67t
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Bulgaria",
 "TaxonKey is Rhinolophus mehelyi"
 ]
}

 The dataset includes 96 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031485-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rycnv9
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Viet Nam, China)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Lithocarpus triqueter, Lithocarpus tephrocarpus)"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031486-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ty23f4
title: Occurrence Download

description: A dataset containing 1216 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sturnus vulgaris",
 "Country is Jamaica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1216 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031487-250811113504898/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/12835184
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.wc5g39
title: Occurrence Download

description: A dataset containing 728521 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sturnus vulgaris",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 728521 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031457-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16925865
title: GBIF data of plantea occurences in the Arctic (2025)

description: Derived dataeset of GBIF data of plantea occurences in the Arctic. Occurrence data was filtered and cleaned following standard protocols (GBIF Secretariat 2021). Missing values in longitude, latitude and species as well as error values were discarded and fossil records/museum specimens were excluded. We selected for the time after 1970 and a distance uncertainty < 5000 m.
DOI: 10.5281/zenodo.16925866
title: GBIF data of plantea occurences in the Arctic (2025)

description: Derived dataeset of GBIF data of plantea occurences in the Arctic. Occurrence data was filtered and cleaned following standard protocols (GBIF Secretariat 2021). Missing values in longitude, latitude and species as well as error values were discarded and fossil records/museum specimens were excluded. We selected for the time after 1970 and a distance uncertainty < 5000 m.