cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.12797219
title: CNN Wild Park - Graph Neural Networks for Learning Equivariant Representations of Neural Networks

description: This repository contains the CNN Wild Park dataset from the paper:



Graph Neural Networks for Learning Equivariant Representations of Neural NetworksMiltiadis Kofinas*, Boris Knyazev, Yan Zhang, Yunlu Chen, Gertjan J. Burghouts, Efstratios Gavves, Cees G. M. Snoek, David W. Zhang*ICLR 2024 (oral)https://arxiv.org/abs/2403.12143https://github.com/mkofinas/neural-graphs*Joint first and last authors


We introduce a new dataset of CNNs, which we term CNN Wild Park.The dataset consists of 117,241 checkpoints from 2,800 CNNs, trained for up to 1,000 epochs on CIFAR10.The CNNs vary in the number of layers, kernel sizes, activation functions, and residual connections between arbitrary layers.

More specifically, we construct the CNN Wild Park dataset by training 2,800 small CNNs with different architectures for 200 to 1,000 epochs on CIFAR10. We retain a checkpoint of its parameters every 10 steps and also record the test accuracy. The CNNs vary by:



Number of layers L in [2, 3, 4, 5] (note that this does not count the input layer).

Number of channels per layer c_l in [4, 8, 16, 32].

Kernel size of each convolution k_l in [3, 5, 7].

Activation functions at each layer are one of ReLU, GeLU, tanh, sigmoid, leaky ReLU, or the identity function.

Skip connections between two layers with at least one layer in between. Each layer can have at most one incoming skip connection. We allow for skip connections even in the case when the number of channels differ, to increase the variety of architectures and ensure independence between different architectural choices. We enable this by adding the skip connection only to the min(c_n, c_m) nodes.


We divide the dataset into train/val/test splits such that checkpoints from the same run are not contained in both the train and test splits.
DOI: 10.15468/dl.u6wz4s
title: Occurrence Download

description: A dataset listing the 23834 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is United States of America",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-109.85855 24.36016,-63.45417 23.8204,-63.45417 48.41457,-109.69867 49.04684,-109.6153 37.86528,-109.85855 24.36016))",
 "HasGeospatialIssue is false",
 "TaxonKey is Insecta",
 "Year 2018-2023"
 ]
}

 The dataset's 23834 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033298-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nt5v22
title: Occurrence Download

description: A dataset containing 338 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Acacia ericifolia Benth."
 ]
}

 The dataset includes 338 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033299-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q5f5qd
title: Occurrence Download

description: A dataset containing 1636 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Symplocos kuroki Nagam."
 ]
}

 The dataset includes 1636 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033300-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12776091
title: CORN: Corneal nerve fiber dataset

description: The CORN database contains 4 subsets: CORN-1, CORN-2, CORN-3, and CORN1500
description: CORN-1

CORN-1 contains a total of 1698 CCM images of corneal subbasal epithelium using a Heidelberg Retina Tomograph equipped with a Rostock Cornea Module (HRT-III) microscope.  Each image has a resolution of 384 × 384 pixels covering a FOV of 400 × 400 μm2. The manual annotations of the nerve fibres (centerline) in these two datasets were traced by an ophthalmologist using the open source software ImageJ (120  original images were acquired by BioImLab, University of Padova. However,  the manual annotation was made by our ophthalmologist). 

Code
description: CORN-2

CORN-2 was divided into low- and high-quality image domains for confocal image enhancement tasks.  A clinical expert was invited and selected 340 low- and 288 high-quality images in this dataset, respectively, for training and 60 low-quality images for testing. For evaluation by nerve fiber segmentation, we also provided manual annotation of nerve fibers at centerline pixel level in the 60 testing images. All the images of CORN-2 were acquired at a size 384 × 384.

Code
description: CORN-3

For automated tortuosity analysis of nerve fibers in corneal confocal microscopy, we constructed CORN-3 based on CCM-A. CORN-3 was categorized into four groups based on fiber tortuosity level. An image analysis expert and the clinical author (obs 1 and obs 2) each independently labeled the tortuosity level according to a previously published protocol, and the consensus between them was then used as ground truth (GT), i.e., Level 1: the fibers appear almost straight (54 images); Level 2: the fibers appear moderately tortuous (212 images); Level 3: the fibers are quite tortuous; the amplitude of the changes in the fiber direction is quite severe (108 images); Level 4: the fibers appear very tortuous, presenting frequent changes in the fiber direction (29 images). All the images of CORN-3 were acquired at a size 384 × 384.
description: CORN1500

CORN1500 is a new corneal nerve dataset which was particularly designed for tortuosity grading tasks. The newly constructed CORN1500 aims to expand the dataset pool for tortuosity grading. Similar to CORN-3, all 1500 CCM in CORN1500 were acquired using a Heidelberg Retina Tomograph equipped with a Rostock Cornea Module (HRT-III) microscope. Each image has a resolution of 384 × 384 pixels covering a field of view of 400 × 400um2. All images were manually annotated by the same ophthalmologist as before into four tortuosity levels (level 1 to level 4) and divided into a training set (1200 images) and testing set (300 images).
DOI: 10.5281/zenodo.12776090
title: CORN: Corneal nerve fiber dataset

description: The CORN database contains 4 subsets: CORN-1, CORN-2, CORN-3, and CORN1500
description: CORN-1

CORN-1 contains a total of 1698 CCM images of corneal subbasal epithelium using a Heidelberg Retina Tomograph equipped with a Rostock Cornea Module (HRT-III) microscope.  Each image has a resolution of 384 × 384 pixels covering a FOV of 400 × 400 μm2. The manual annotations of the nerve fibres (centerline) in these two datasets were traced by an ophthalmologist using the open source software ImageJ (120  original images were acquired by BioImLab, University of Padova. However,  the manual annotation was made by our ophthalmologist). 

Code
description: CORN-2

CORN-2 was divided into low- and high-quality image domains for confocal image enhancement tasks.  A clinical expert was invited and selected 340 low- and 288 high-quality images in this dataset, respectively, for training and 60 low-quality images for testing. For evaluation by nerve fiber segmentation, we also provided manual annotation of nerve fibers at centerline pixel level in the 60 testing images. All the images of CORN-2 were acquired at a size 384 × 384.

Code
description: CORN-3

For automated tortuosity analysis of nerve fibers in corneal confocal microscopy, we constructed CORN-3 based on CCM-A. CORN-3 was categorized into four groups based on fiber tortuosity level. An image analysis expert and the clinical author (obs 1 and obs 2) each independently labeled the tortuosity level according to a previously published protocol, and the consensus between them was then used as ground truth (GT), i.e., Level 1: the fibers appear almost straight (54 images); Level 2: the fibers appear moderately tortuous (212 images); Level 3: the fibers are quite tortuous; the amplitude of the changes in the fiber direction is quite severe (108 images); Level 4: the fibers appear very tortuous, presenting frequent changes in the fiber direction (29 images). All the images of CORN-3 were acquired at a size 384 × 384.
description: CORN1500

CORN1500 is a new corneal nerve dataset which was particularly designed for tortuosity grading tasks. The newly constructed CORN1500 aims to expand the dataset pool for tortuosity grading. Similar to CORN-3, all 1500 CCM in CORN1500 were acquired using a Heidelberg Retina Tomograph equipped with a Rostock Cornea Module (HRT-III) microscope. Each image has a resolution of 384 × 384 pixels covering a field of view of 400 × 400um2. All images were manually annotated by the same ophthalmologist as before into four tortuosity levels (level 1 to level 4) and divided into a training set (1200 images) and testing set (300 images).
DOI: 10.15468/dl.9ww2tk
title: Occurrence Download

description: A dataset containing 173 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Iryanthera grandis Ducke"
 ]
}

 The dataset includes 173 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033302-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uwaxb4
title: Occurrence Download

description: A dataset listing the 106 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melanerpes Swainson, 1832"
 ]
}

 The dataset's 106 records were derived from 703 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033301-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j7wmnv
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Occurrence evidence, Living Specimen, Human Observation)",
 "GadmGid is IND.13_1",
 "TaxonKey is Rhododendron campanulatum D.Don"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033306-240626123714530/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.26334781
title: Data.xlsxCO concentration in the East China Sea during spring and autumn

description: carbon cycling
DOI: 10.6084/m9.figshare.26334781.v1
title: Data.xlsxCO concentration in the East China Sea during spring and autumn

description: carbon cycling
DOI: 10.15468/dl.afyccq
title: Occurrence Download

description: A dataset containing 3909 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Costa Rica, Honduras, Panama, Colombia, Guatemala, Mexico, Nicaragua, Belize)",
 "Geometry POLYGON((-95.76512 18.97388,-97.68806 15.14487,-76.85622 0.74207,-72.68985 10.06426,-89.9963 22.34689,-95.76512 18.97388))",
 "TaxonKey is Bothriechis Peters, 1859"
 ]
}

 The dataset includes 3909 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033309-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zy8jgz
title: Occurrence Download

description: A dataset containing 18716 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "PublishingOrg is 90fd6680-349f-11d8-aa2d-b8a03c50a862",
 "TaxonKey is Magnoliopsida"
 ]
}

 The dataset includes 18716 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033307-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uqb9ks
title: Occurrence Download

description: A dataset containing 252355 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Opuntia Mill."
 ]
}

 The dataset includes 252355 records from 974 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033304-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ayo8es
title: Occurrence Download

description: A dataset containing 1672699 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Human Observation"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Asparagaceae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1672699 records from 1286 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004859-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sspqwr
title: Occurrence Download

description: A dataset containing 337 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Artemisia terrae-albae Krasch."
 ]
}

 The dataset includes 337 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017573-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q56j3h
title: Occurrence Download

description: A dataset containing 14181 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Index Site Surveys Data for Olympia Oysters, Ostrea lurida, in British Columbia – 2009 to 2017"
 ]
}

 The dataset includes 14181 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0267918-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lyxkhc
title: Occurrence Download

description: A dataset containing 425 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((32.37671 44.30341,36.70532 44.30341,36.70532 46.16005,32.37671 46.16005,32.37671 44.30341))",
 {
 "or" : [
 "TaxonKey is Hedysarum candidum M.Bieb.",
 "TaxonKey is Glycyrrhiza glabra L.",
 "TaxonKey is Genista albida Willd.",
 "TaxonKey is Caragana scythica (Kom.) Pojark.",
 "TaxonKey is Astragalus suprapilosus Gontsch.",
 "TaxonKey is Ecballium elaterium (L.) A.Rich.",
 "TaxonKey is Androsace villosa subsp. taurica (Ovcz.) Fed.",
 "TaxonKey is Arbutus andrachne L.",
 "TaxonKey is Euonymus nanus M.Bieb.",
 "TaxonKey is Frankenia pulverulenta L.",
 "TaxonKey is Silene supina M.Bieb.",
 "TaxonKey is Minuartia adenotricha Schischk.",
 "TaxonKey is Cerastium biebersteinii DC.",
 "TaxonKey is Capparis herbacea Willd.",
 "TaxonKey is Argusia sibirica (L.) Dandy",
 "TaxonKey is Allium regelianum A.K.Becker",
 "TaxonKey is Triglochin maritima L.",
 "TaxonKey is Pinus brutia Ten.",
 "TaxonKey is Taxus baccata L."
 ]
 },
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 425 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009272-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xuhppd
title: Occurrence Download

description: A dataset containing 825 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Todiramphus diops (Temminck, 1824)"
 ]
}

 The dataset includes 825 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003021-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.asj66u
title: Occurrence Download

description: A dataset containing 219729 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sonchus arvensis L."
 ]
}

 The dataset includes 219729 records from 650 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269771-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nhcz6h
title: Occurrence Download

description: A dataset containing 5860 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Plethodon vehiculum (Cooper, 1860))"
 ]
}

 The dataset includes 5860 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003688-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r4sb3s
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((111.10945 20.03592,116.634 20.03592,116.634 24.5309,111.10945 24.5309,111.10945 20.03592))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Grus leucogeranus Pallas, 1773"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0147475-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ma2p36
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-80.96484 -58.86915,-31.18359 -59.57227,-47.92456 -25.3114,-49.31804 -24.15282,-49.49451 -23.9057,-49.5434 -23.60056,-49.71184 -23.04445,-49.9499 -22.84514,-50.55249 -22.88562,-51.27731 -22.6328,-51.55994 -22.65326,-52.12299 -22.48654,-52.2323 -22.58295,-52.92664 -22.53021,-53.10077 -22.60519,-53.69897 -22.78894,-53.92749 -23.3075,-54.27768 -24.06212,-54.31572 -24.00396,-54.42723 -23.90069,-54.67181 -23.79611,-55.0058 -23.92795,-55.35132 -23.92273,-55.43255 -23.71231,-55.50458 -23.60056,-55.53561 -23.49852,-55.49606 -23.39415,-55.51474 -23.17552,-55.58464 -23.12066,-55.61884 -22.86887,-55.58972 -22.60492,-55.70233 -22.41623,-55.81714 -22.23523,-56.28241 -22.20969,-56.38376 -22.0648,-56.50681 -22.07469,-56.63589 -22.19507,-57.45795 -22.15475,-57.60777 -22.09014,-57.9559 -22.05272,-57.91086 -21.92967,-57.84081 -21.50538,-57.76831 -21.06628,-58.12771 -19.81667,-59.04382 -19.2431,-59.43097 -19.22013,-59.98425 -19.25189,-61.75525 -19.55511,-62.29413 -20.55075,-62.6814 -21.92761,-64.008 -21.98996,-64.31342 -22.64474,-64.61499 -22.14734,-66.2157 -21.68207,-66.46948 -22.02429,-67.54834 -22.58569,-68.79639 -17.54077,-70.2334 -17.25733,-80.96484 -58.86915))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Teramnus P.Browne"
 ]
}

 The dataset includes 19 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0205211-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ufqnjt
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((109.25589 20.11283,117.09072 20.11283,117.09072 26.86785,109.25589 26.86785,109.25589 20.11283))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "TaxonKey is Tringa guttifer (Nordmann, 1835)",
 "TaxonKey is Numenius madagascariensis (Linnaeus, 1766)"
 ]
 }
 ]
}

 The dataset includes 41 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0147480-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ccje9
title: Occurrence Download

description: A dataset containing 229014 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is NuSEDS - New Salmon Escapement Database System"
 ]
}

 The dataset includes 229014 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012066-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dubjqb
title: Occurrence Download

description: A dataset containing 641 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Indigofera hochstetteri Baker"
 ]
}

 The dataset includes 641 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0203959-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eaznc9
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((108.77406 20.06103,117.4878 20.06103,117.4878 26.4896,108.77406 26.4896,108.77406 20.06103))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "TaxonKey is Thalasseus bernsteini (Schlegel, 1863)",
 "TaxonKey is Calidris pygmaea (Linnaeus, 1758)",
 "TaxonKey is Grus leucogeranus Pallas, 1773"
 ]
 }
 ]
}

 The dataset includes 116 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0147483-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3vu8tq
title: Occurrence Download

description: A dataset containing 3614 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phaeomarasmius erinaceus (Fr.) Scherff. ex Romagn., Phanerochaete velutina (DC.) P.Karst., Phylloporia ribis (Schumach.) Ryvarden)",
 "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 3614 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165434-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.