cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.18710/4f4kjs
title: Supporting Data for: UltraMNIST Classification: A Benchmark to Train CNNs for Very Large Images

description: Convolutional neural network (CNN) approaches available in the current literature are designed to work primarily with low-resolution images. When applied on very large images, challenges related to GPU memory, smaller receptive field than needed for semantic correspondence and the need to incorporate multi-scale features arise. The resolution of input images can be reduced, however, with significant loss of critical information. Based on the outlined issues, we introduce a novel research problem of training CNN models for very large images, and present ‘UltraMNIST dataset’, a simple yet representative benchmark dataset for this task. UltraMNIST has been designed using the popular MNIST digits with additional levels of complexity added to replicate well the challenges of real-world problems. We present two variants of the problem: ‘UltraMNIST classification’ and ‘Budget-aware UltraMNIST classification’. The standard UltraMNIST classification benchmark is intended to facilitate the development of novel CNN training methods that make the effective use of the best available GPU resources. The budget-aware variant is intended to promote development of methods that work under constrained GPU memory. For the development of competitive solutions, we present several baseline models for the standard benchmark and its budget-aware variant. We study the effect of reducing resolution on the performance and present results for baseline models involving pretrained backbones from among the popular state-of-the-art models. Finally, with the presented benchmark dataset and the baselines, we hope to pave the ground for a new generation of CNN methods suitable for handling large images in an efficient and resource-light manner. UltraMNIST dataset comprises very large-scale images, each of 4000x4000 pixels with 3-5 digits per image. Each of these digits has been extracted from the original MNIST dataset. Your task is to predict the sum of the digits per image, and this number can be anything from 0 to 27.
description: Python, 3
description: Numpy
description: Ultra-MNIST
DOI: 10.18710/5i7kxy/5lvrmg
title: TGO_Ramfjordmoen_ionosonde_data_1995-09_SAO.zip
DOI: 10.18710/c2onex/ae9zyw
title: 221202_0157.flac
DOI: 10.18710/c2onex/qgbb3c
title: 221122_0087.flac
DOI: 10.18710/c2onex/zqxwzj
title: 221122_0082.flac
DOI: 10.18710/fslzab/quekfr
title: Table_S7.txt
DOI: 10.18710/gzj75r/kewuxz
title: Symp_Uro_Can_2022.txt
DOI: 10.18710/shszxs/lmllop
title: 1b.tif
DOI: 10.18710/tfswlc/lttvhq
title: convergence_data.zip
DOI: 10.18710/43f8c0/bli9ns
title: TGO_Ramfjordmoen_ionosonde_data_1999-12_PNG.zip
DOI: 10.18710/43f8c0/idur2z
title: 01_ReadMeFile.txt
DOI: 10.18710/5ai5c9/bbrcgt
title: TGO_Ramfjordmoen_ionosonde_data_1999-06_PNG.zip
DOI: 10.18710/6mut6p/mkunj3
title: TGO_Ramfjordmoen_ionosonde_data_1984-12_PNG.zip
DOI: 10.18710/8xzex9/uulevq
title: TGO_Ramfjordmoen_ionosonde_data_2002-11_PNG.zip
DOI: 10.18710/9y4bgw/gtazum
title: description_3.txt

description: Description of columns in data_3.txt
DOI: 10.18710/9ypsik/imtdsz
title: 01_ReadMeFile.txt
DOI: 10.18710/aeml9y/j2z97n
title: TGO_Ramfjordmoen_ionosonde_data_1998-04_SAO.zip
DOI: 10.18710/bjr3ae/wnklwy
title: 01_ReadMeFile.txt
DOI: 10.18710/bmzouk/bhcymt
title: 01_ReadMeFile.txt
DOI: 10.18710/clajuk/duflge
title: TGO_Ramfjordmoen_ionosonde_data_1999-10_PNG.zip
DOI: 10.18710/dcd62u/xf19tm
title: Figure4_DYM_coolingload.mat
DOI: 10.18710/e22erl/fibhwz
title: TGO_Ramfjordmoen_ionosonde_data_1986-07_PNG.zip
DOI: 10.18710/emjbeo
title: GNSS Scintillation Data (60 s) at Hopen in 2022

description: &lt;p&gt;This data set contains phase and amplitude scintillation data at 60 seconds time resolution at Hopen, Svalbard.

The measurements were collected by the University of Bergen using a NovAtel GPStation-6 global navigation satellite system receiver. The measurements include signals from GPS, GLONASS, and GALILEO at different frequencies. These data are used for research on space weather disturbances in the polar ionosphere.&lt;/p&gt;

&lt;p&gt;A detailed description of the data structure and format is gathered in the documentation data set: &lt;i&gt;Oksavik, Kjellmar, 2020, "Documentation of GNSS Total Electron Content and Scintillation Data (60 s) at Svalbard", DataverseNO, &lt;A HREF="https://doi.org/10.18710/EA5BYX"&gt;https://doi.org/10.18710/EA5BYX&lt;/A&gt;&lt;/i&gt;
&lt;/p&gt;
&lt;p&gt;&lt;b&gt;This data set is part of a larger collection: &lt;i&gt;Oksavik, Kjellmar, 2020. "The University of Bergen Global Navigation Satellite System Data Collection". DataverseNO. &lt;A HREF="https://doi.org/10.18710/AJ4S-X394"&gt;https://doi.org/10.18710/AJ4S-X394&lt;/A&gt;.&lt;/i&gt;&lt;/b&gt;
&lt;/p&gt;
description: Matlab, R2018a
description: Hopen OBS 60 s
DOI: 10.18710/gwk0d0/zkx1p2
title: TGO_Ramfjordmoen_ionosonde_data_1990-04_PNG.zip
DOI: 10.18710/ke0u7y/yj17sl
title: 01_ReadMeFile.txt
DOI: 10.18710/klrtob/fpzlkc
title: 01_ReadMeFile.txt
DOI: 10.18710/lloedm/8gd5yo
title: 10_BoxVar.csv
DOI: 10.18710/lloedm/ac6yu7
title: 2_box.data.select.csv
DOI: 10.18710/lloedm/wigktw
title: 4_Nema_Analysis_Fig.R
DOI: 10.18710/lloedm/wo7lb7
title: 8_NINJA.indices.2.csv
DOI: 10.18710/mpl6fl/acv3tx
title: 05_Figure-4.png
DOI: 10.18710/pixqon/a3kptv
title: 01_ReadMeFile.txt
DOI: 10.18710/rpxn78/txgutt
title: TGO_Ramfjordmoen_ionosonde_data_2011-10_PNG.zip
DOI: 10.18710/sql2ja/gutab6
title: TGO_Ramfjordmoen_ionosonde_data_1998-02_SAO.zip
DOI: 10.18710/sql2ja/jfao47
title: 01_ReadMeFile.txt
DOI: 10.18710/ula1vl/sfr8kr
title: TGO_Ramfjordmoen_ionosonde_data_1988-05_PNG.zip
DOI: 10.18710/vzhswt/9uueke
title: A.Nodosum_S17_qNMR_calculations.txt

description: This data set presents quantification data from qNMR for Ascophyllym nodosum harvested in September 2017.
DOI: 10.18710/wqzc7c/apoovz
title: 01_ReadMeFile.txt
DOI: 10.15468/dl.hoyvoz
title: Occurrence Download

description: A dataset containing 1389 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mammut americanum",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 1389 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045337-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ph6txy
title: Occurrence Download

description: A dataset containing 4114 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gentiana terglouensis Hacq."
 ]
}

 The dataset includes 4114 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007287-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cuslt8
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthopterus gentryi Luteyn"
 ]
}

 The dataset includes 14 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045409-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.huetuj
title: Occurrence Download

description: A dataset containing 1122 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pleopeltis Humb. & Bonpl. ex Willd."
 ]
}

 The dataset includes 1122 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0234519-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ugazan
title: Occurrence Download

description: A dataset containing 563 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Vallisneria natans (Lour.) H.Hara)",
 "HasCoordinate is true",
 "Year is greater than 1900"
 ]
}

 The dataset includes 563 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007250-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18454/itech.2024.2.2.1
title: Выручка компании Fortinet, Inc. по видам деятельности

description: Cifra. Информационные технологии и телекоммуникации, Выпуск 2 (2) 2024
DOI: 10.18454/itech.2024.2.2.2
title: Выручка компании Fortinet, Inc. по странам

description: Cifra. Информационные технологии и телекоммуникации, Выпуск 2 (2) 2024
DOI: 10.15468/dl.grsm7m
title: Occurrence Download

description: A dataset containing 1573 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Ocotea pretiosa Mez",
 "TaxonKey is Mespilodaphne pretiosa Nees & Mart. ex Nees",
 "TaxonKey is Laurus canelilla (Kunth) Willd. ex Nees",
 "TaxonKey is Aydendron suaveolens Nees",
 "TaxonKey is Laurus odorifera Vell.",
 "TaxonKey is Ocotea odorifera (Vell.) Rohwer"
 ]
}

 The dataset includes 1573 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225865-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yjhdku
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Keetia hispida (Benth.) Bridson",
 "Country is Côte d’Ivoire"
 ]
}

 The dataset includes 19 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045333-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n8q3s9
title: Occurrence Download

description: A dataset containing 886 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 Pelecanoides georgicus Murphy & Harper, 1916"
 ]
}

 The dataset includes 886 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007292-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pizoxk
title: Occurrence Download

description: A dataset containing 589 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 {
 "or" : [
 "TaxonKey is Aconitum reclinatum A.Gray",
 "TaxonKey is Lycopodiella margueritae J.G.Bruce, W.H.Wagner & Beitel",
 "TaxonKey is Paxistima canbyi A.Gray",
 "TaxonKey is Malaxis bayardii Fernald",
 "TaxonKey is Polemonium vanbruntiae Britton"
 ]
 }
 ]
}

 The dataset includes 589 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045340-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8qvnrw
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyrtandra erythrotricha B.L.Burtt"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016748-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wbjy5t
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gentiana takushii T.Yamaz."
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007255-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fyn2pg
title: Occurrence Download

description: A dataset containing 761 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elephas columbi (Falconer, 1857)",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 761 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045343-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18454/itech.2024.2.1.9
title: Устройства библиотеки “Standard”

description: Cifra. Информационные технологии и телекоммуникации, Выпуск 2 (2) 2024
DOI: 10.15468/dl.scpdzd
title: Occurrence Download

description: A dataset containing 787020 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 787020 records from 268 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0234523-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c4yjmb
title: Occurrence Download

description: A dataset containing 683 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 Atlapetes forbesi Morrison, 1947"
 ]
}

 The dataset includes 683 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007339-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.emf9nb
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cattleya lueddemanniana Rchb.f."
 ]
}

 The dataset includes 43 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149322-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gipgo7
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Colombia",
 "Year 1997-1997",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "TaxonKey is Troglodytes aedon Vieillot, 1809",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045343-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.32g6zs
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-103.42195 20.59422,-103.38603 20.59258,-103.38723 20.61756,-103.4225 20.61919,-103.42268 20.59482,-103.42195 20.59422))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 101 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0237569-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5smuek
title: Occurrence Download

description: A dataset containing 500 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chilo suppressalis Walker, 1863"
 ]
}

 The dataset includes 500 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195092-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nazqum
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gentiana tetraphylla Kusn."
 ]
}

 The dataset includes 17 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007301-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.blwnyp
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Colombia",
 "Year 1998-1998",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "TaxonKey is Turdus fuscater Orbigny & Lafresnaye, 1837",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 15 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045344-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bsvqyl
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Natalus major Miller, 1902"
 ]
}

 The dataset includes 84 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045345-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.djzduv
title: Occurrence Download

description: A dataset containing 2592 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 Amytornis purnelli (Mathews, 1914)"
 ]
}

 The dataset includes 2592 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007328-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.thgx6q
title: Occurrence Download

description: A dataset containing 254 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Metasepia pfefferi (Hoyle, 1885)"
 ]
}

 The dataset includes 254 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0237572-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p3nxwr
title: Occurrence Download

description: A dataset containing 144 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 Spelaeornis kinneari Delacour & Jabouille, 1930"
 ]
}

 The dataset includes 144 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007299-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zigmme
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Habromys chinanteco (Robertson & Musser, 1976)"
 ]
}

 The dataset includes 20 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045345-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.buw7ph
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Papua New Guinea",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Philemon corniculatus (Latham, 1790)"
 ]
}

 The dataset includes 23 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0214613-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nwhk1v
title: Occurrence Download

description: A dataset containing 681 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepisosteus platostomus Rafinesque, 1820"
 ]
}

 The dataset includes 681 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045346-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t2nahs
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gentiana tubiflora (Wall. ex G.Don) Griseb."
 ]
}

 The dataset includes 64 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007385-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hwhkq7
title: Occurrence Download

description: A dataset containing 909 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is PELD-ELPA Ecology of Lahille's bottlenose dolphin Tursiops truncatus gephyreus in the Patos Lagoon estuary and adjacent marine coast"
 ]
}

 The dataset includes 909 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149323-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pxj3x7
title: Occurrence Download

description: A dataset containing 2825664 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sylvia atricapilla (Linnaeus, 1758)"
 ]
}

 The dataset includes 2825664 records from 1359 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0214606-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mytpkk
title: Occurrence Download

description: A dataset containing 381 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Turks and Caicos Islands",
 "OccurrenceStatus is Present",
 "TaxonKey is Limnodromus griseus (J.F.Gmelin, 1789)"
 ]
}

 The dataset includes 381 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038468-231120084113126/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.24315631
title: Tissue dynamics

description: Dynamics of the cell shape and cell active stress in a monolayer.