cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.hz9kve
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepidobatrachus asper Budgett, 1899"
 ]
}

 The dataset includes 123 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005014-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5j2d8
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xyleborus glabratus Eichhoff, 1877"
 ]
}

 The dataset includes 59 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0244099-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.krq2ww
title: Occurrence Download

description: A dataset containing 2833 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Vanilla paulista Fraga & Pansarin, Vanilla penicillata Garay & Dunst., Vanilla phaeantha Rchb.f., Vanilla bahiana Hoehne, Vanilla carinata Rolfe, Vanilla gardneri Rolfe, Vanilla planifolia var. macrantha Griseb., Vanilla planifolia Andrews, Vanilla planifolia Jacks., 1808, Myrobroma fragrans Salisb., Notylia sativa (Schiede) Conz., Notylia sylvestris (Schiede) Conz., Vanilla aromatica Willd., Vanilla aromatica var. claviculata F.Buyss., Vanilla aromatica var. planifolia (Andrews) F.Buyss., Vanilla aromatica var. lutescens F.Buyss., Vanilla aromatica var. discolor F.Buyss., Vanilla aromatica var. bicolor F.Buyss., Vanilla bampsiana Geerinck, Vanilla duckei Huber, Vanilla fragrans Ames, Vanilla rubra (Lam.) Urb., Vanilla sativa Schiede, Vanilla sylvestris Schiede, Vanilla viridiflora Blume, Vanilla schwackeana Hoehne, Vanilla sotoarenasii M.Pignal, Azof.-Bolaños & Grisoni, Vanilla planifolia var. angusta Costantin & Poiss. ex C.Henry, Vanilla planifolia var. macrantha M.Gómez, 1889, Epidendrum rubrum Lam.)"
 ]
}

 The dataset includes 2833 records from 237 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0248696-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vtpcxw
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lepus insularis W.Bryant, 1891",
 "Year 2000-2023"
 ]
}

 The dataset includes 38 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0255159-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y685ma
title: Occurrence Download

description: A dataset containing 540 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhodnius nasutus Stål, 1859",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 }
 ]
}

 The dataset includes 540 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069718-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ceybub
title: Occurrence Download

description: A dataset containing 128 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Marina calycosa (A.Gray) Barneby"
 ]
}

 The dataset includes 128 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019424-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rxc5r4
title: Occurrence Download

description: A dataset containing 3712 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Boana geographica (Spix, 1824)"
 ]
}

 The dataset includes 3712 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005068-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dg7sbh
title: Occurrence Download

description: A dataset containing 405 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Arnebia euchroma (Royle ex Benth.) I.M.Johnst."
 ]
}

 The dataset includes 405 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0249963-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/8gmxg5zftx.2
title: Vehicles License Plate Dataset

description: This Dataset contains Bangladeshi license plate images
DOI: 10.15468/dl.eae5rh
title: Occurrence Download

description: A dataset containing 628 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Beaucarnea recurvata (K.Koch & Fintelm.) Lem."
 ]
}

 The dataset includes 628 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0255152-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eawa5u
title: Occurrence Download

description: A dataset containing 1448753 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hylocichla S.F.Baird, 1864"
 ]
}

 The dataset includes 1448753 records from 191 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0244077-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gb6hmt
title: Occurrence Download

description: A dataset containing 152 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Galeus murinus (Collett, 1904)"
 ]
}

 The dataset includes 152 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036215-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r5gm5a
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-74.15436 4.64172,-74.15005 4.64172,-74.15005 4.64319,-74.15436 4.64319,-74.15436 4.64172))",
 "TaxonKey is Clusia alata Planch. & Triana"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0248768-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hpuaqh
title: Occurrence Download

description: A dataset containing 2866 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Antarctic Penguin Biogeography Project: Database of abundance and distribution for the Adélie, chinstrap, gentoo, emperor, macaroni, and king penguin south of 60 S",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2000-2022"
 ]
}

 The dataset includes 2866 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0255160-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2c69vd
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Marsdenia hainanensis Tsiang"
 ]
}

 The dataset includes 35 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019650-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.srd3gm
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oophaga arborea (Myers, Daly & Martínez, 1984)"
 ]
}

 The dataset includes 63 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005019-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dyyfhv
title: Occurrence Download

description: A dataset containing 6679 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Poecilotriccus latirostris",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 6679 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081235-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bzawpr
title: Occurrence Download

description: A dataset containing 204861 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is The Scottish Squirrel Database"
 ]
}

 The dataset includes 204861 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002014-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25318/4210009101-eng
title: Proportion of child care providers with open spots for full-time enrollment, April 2022, Canada

description: Proportion of centre-based, licensed home-based and unlicensed home-based child care providers with open spots for full-time enrollment and the average number of open spots available, Canada.
DOI: 10.15468/dl.pcmmbx
title: Occurrence Download

description: A dataset containing 1680 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((128.2501 35.37193,128.90895 35.37193,128.90895 36.43921,128.2501 36.43921,128.2501 35.37193))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ardea cinerea Linnaeus, 1758"
 ]
}

 The dataset includes 1680 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002022-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.7274402
title: The Digital Forensics 2023 dataset - DF2023

description: For a detailed description of the DF2023 dataset, please refer to: 


  @inproceedings{Fischinger2023DFNet,
      title={DF2023: The Digital Forensics 2023 Dataset for Image Forgery Detection},
      author={David Fischinger and Martin Boyer},
      journal={The 25th Irish Machine Vision and Image Processing conference. (IMVIP)},
      year={2023}
  }



DF2023 is a dataset for image forgery detection and localization. The training and validation datasets contain 1,000,000/5,000 manipulated images (and the ground truth masks).


The DF2023 training dataset comprises:



	
100K forged images produced by removal (inpainting) operations
	
200K images produced by enhancement modifications
	
300K copy-move manipulated images and
	
400K spliced images



 


=== Naming convention === 


The naming convention of DF2023 encodes information about the applied manipulations. Each image name has the following form:


COCO_DF_0123456789_NNNNNNNN.{EXT} (e.g. COCO_DF_E000G40117_00200620.jpg)


After the identifier of the image data source ("COCO") and the self-reference to the Digital Forensics ("DF") dataset, there are 10 digits as placeholders for the manipulation. Position 0 defines the manipulation types copy-move, splicing, removal, enhancement ([C,S,R,E]). The following digits 1-9 represent donor patch manipulations. For positions [1,2,7,8] (resample, flip, noise and brightness), a binary value indicates if this manipulation was applied to the donor image patch. Position 3 (rotate) indicates by the values 0-3 if the rotation was executed by 0, 90, 180 or 270 degrees. Position 4 defines if BoxBlur (B) or GaussianBlur (G) was used. Position 5 specifies the blurring radius. A value of 0 indicates that no blurring was executed. Position 6 indicates which of the Python-PIL contrast filters EDGE ENHANCE, EDGE ENHANCE MORE, SHARPEN, UnsharpMask or ImageEnhance (values 1-5) was applied. If none of them was applied, this value is set to 0. Finally, position 9 is set to the JPEG compression factor modulo 10, a value of 0 indicates that no JPEG compression was applied. The 8 characters NNNNNNNN in the image name template stand for a running number of the images.


 


=== Terms of Use / Licence ===


The DF2023 dataset is based on the MS COCO dataset. Therefore, rules for using the images form MS COCO apply also for DF2023:




Images


The COCO Consortium does not own the copyright of the images. Use of the images must abide by the Flickr Terms of Use. The users of the images accept full responsibility for the use of the dataset, including but not limited to the use of any copies of copyrighted images that they may create from the dataset.
description: This work was co-funded by the European Union, Project 101083573 — GADMO    -------      



Please cite:
Fischinger, D. and Boyer, M. (2023). DF2023: The digital forensics 2023 dataset
for image forgery detection. IMVIP - 25th Irish Machine Vision and Image Processing conference.
DOI: 10.5281/zenodo.7274403
title: Digital Forensics 2023 - DF2023

description: The actual Digital Forensics 2023 (DF2023) dataset is version 2: https://zenodo.org/record/7326540?token=eyJhbGciOiJIUzUxMiIsImV4cCI6MTY4OTU0ODM5OSwiaWF0IjoxNjY4NjA3NDM4fQ.eyJkYXRhIjp7InJlY2lkIjo3MzI2NTQwfSwiaWQiOjI3ODAwLCJybmQiOiJiN2Q5NmIwMyJ9.gqH2eqaHiIm8W1G5ve-1oTaZVGyJ17hmRT3FL8uLad-52lcH8MInSIMoZqvwdyE7GYQFbuDaE-p6nhktfkeESw
description: Not public until corresponding publication is available.
DOI: 10.5281/zenodo.7326540
title: The Digital Forensics 2023 dataset - DF2023

description: For a detailed description of the DF2023 dataset, please refer to: 


  @inproceedings{Fischinger2023DFNet,
      title={DF2023: The Digital Forensics 2023 Dataset for Image Forgery Detection},
      author={David Fischinger and Martin Boyer},
      journal={The 25th Irish Machine Vision and Image Processing conference. (IMVIP)},
      year={2023}
  }



DF2023 is a dataset for image forgery detection and localization. The training and validation datasets contain 1,000,000/5,000 manipulated images (and the ground truth masks).


The DF2023 training dataset comprises:



	
100K forged images produced by removal (inpainting) operations
	
200K images produced by enhancement modifications
	
300K copy-move manipulated images and
	
400K spliced images



 


=== Naming convention === 


The naming convention of DF2023 encodes information about the applied manipulations. Each image name has the following form:


COCO_DF_0123456789_NNNNNNNN.{EXT} (e.g. COCO_DF_E000G40117_00200620.jpg)


After the identifier of the image data source ("COCO") and the self-reference to the Digital Forensics ("DF") dataset, there are 10 digits as placeholders for the manipulation. Position 0 defines the manipulation types copy-move, splicing, removal, enhancement ([C,S,R,E]). The following digits 1-9 represent donor patch manipulations. For positions [1,2,7,8] (resample, flip, noise and brightness), a binary value indicates if this manipulation was applied to the donor image patch. Position 3 (rotate) indicates by the values 0-3 if the rotation was executed by 0, 90, 180 or 270 degrees. Position 4 defines if BoxBlur (B) or GaussianBlur (G) was used. Position 5 specifies the blurring radius. A value of 0 indicates that no blurring was executed. Position 6 indicates which of the Python-PIL contrast filters EDGE ENHANCE, EDGE ENHANCE MORE, SHARPEN, UnsharpMask or ImageEnhance (values 1-5) was applied. If none of them was applied, this value is set to 0. Finally, position 9 is set to the JPEG compression factor modulo 10, a value of 0 indicates that no JPEG compression was applied. The 8 characters NNNNNNNN in the image name template stand for a running number of the images.


 


=== Terms of Use / Licence ===


The DF2023 dataset is based on the MS COCO dataset. Therefore, rules for using the images form MS COCO apply also for DF2023:




Images


The COCO Consortium does not own the copyright of the images. Use of the images must abide by the Flickr Terms of Use. The users of the images accept full responsibility for the use of the dataset, including but not limited to the use of any copies of copyrighted images that they may create from the dataset.
description: This work was co-funded by the European Union, Project 101083573 — GADMO    -------      



Please cite:
Fischinger, D. and Boyer, M. (2023). DF2023: The digital forensics 2023 dataset
for image forgery detection. IMVIP - 25th Irish Machine Vision and Image Processing conference.
DOI: 10.6084/m9.figshare.26150014
title: 2024_Ribeiro_et_al_FigShare.xlsx

description: Raw dataset for all figures in associated manuscript.
DOI: 10.15468/dl.qr53wc
title: Occurrence Download

description: A dataset containing 5597 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Spain",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Scirpus holoschoenus L.",
 "Year 1000-2025"
 ]
}

 The dataset includes 5597 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002023-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.79xvnr
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((127.84998 35.27339,129.08957 35.27339,129.08957 36.58077,127.84998 36.58077,127.84998 35.27339))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Egretta intermedia (Wagler, 1829)",
 "Year 2010-2025"
 ]
}

 The dataset includes 153 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002024-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.71795/en69-7132
title: Maritime Craft Thesaurus (Scotland)
DOI: 10.15468/dl.dv3js4
title: Occurrence Download

description: A dataset containing 1933 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Benin",
 "TaxonKey is Tamarindus indica L."
 ]
}

 The dataset includes 1933 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002025-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mtr3wv
title: Occurrence Download

description: A dataset containing 274 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((128.10272 35.34547,129.07082 35.34547,129.07082 36.58064,128.10272 36.58064,128.10272 35.34547))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Egretta garzetta (Linnaeus, 1766)",
 "Year 2010-2025"
 ]
}

 The dataset includes 274 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002026-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25318/4210009101-fra
title: Proportion de fournisseurs de services de garde d’enfants ayant des places libres à combler à temps plein, avril 2022, Canada

description: Proportion de fournisseurs de services de garde d’enfants en centre et de fournisseurs de services de garde d’enfants en milieu familial avec et sans permis ayant des places libres à combler à temps plein et nombre moyen de places libres disponibles, Canada.
DOI: 10.15468/dl.sb5wrr
title: Occurrence Download

description: A dataset containing 10913 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "OccurrenceStatus is Present",
 "TaxonKey is Calidris ferruginea (Pontoppidan, 1763)",
 "Year 1975-2025"
 ]
}

 The dataset includes 10913 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002027-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jb4db2
title: Occurrence Download

description: A dataset containing 1012332 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is French Guiana",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1012332 records from 1050 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002008-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzump4
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((128.05209 35.42992,129.02019 35.42992,129.02019 36.39908,128.05209 36.39908,128.05209 35.42992))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ardeola bacchus (Bonaparte, 1855)",
 "Year 2010-2025"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002028-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hn6vz7
title: Occurrence Download

description: A dataset containing 28699 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-3.32623 43.44192,-3.4382 43.38561,-3.28317 43.28225,-3.1669 43.34178,-3.19705 43.41377,-3.32623 43.44192))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 28699 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002030-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15131078
title: Electronic interactions of a quatertiophene-based surfactant at liquid/gas interface. Data and analysis python notebook.

description: Data related to the paper :

Electronic interactions of a quatertiophene-based surfactant at liquid/gas interface, Soft Matter 2025.

-Ellipsometry data and analysis

-Langmuir trough data and analysis (fit)

-UV-Vis data