cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14213012
title: HyperPistachio: A Hyperspectral Image Dataset of Aflatoxin B1 Contaminated Pistachio Nuts

description: HyperPistachio: A Dataset for Aflatoxin Detection from Hyperspectral ImagesThis dataset contains hyperspectral images of raw pistachio samples contaminated with various levels of Aflatoxin in laboratory conditions. This collection aims to provide baseline data for the research and development of machine learning and image processing algorithms for non-destructive detection and quantification of Aflatoxin contamination in pistachios.

The dataset consists of three images for each of the twenty-two levels of aflatoxin contamination, each containing 4,000 images.

The data is organized into 22 sub-folders.

For each image sample, three files are provided:

1. A binary data file in .bil (Band Interleaved by Line) format contains the hyperspectral data cube.

A header file in .hdr format, containing metadata and technical information about the image.

A preview image file in .png format for quick visual inspection of the sample.

Technical Specifications:

Number of Spectral Bands: 462

Wavelength Range: 386.88 nm to 1003.60 nm

2. Contamination Data and Levels (Ground Truth)The table below details the precise Aflatoxin contamination level for each sample. These values serve as the ground truth for training and evaluating models. The concentration unit is µg/kg (micrograms per kilogram), which is equivalent to ppb (parts per billion).

Sample Name        Aflatoxin Concentration (µg/kg)Level 00            0.00Level 01            0.40Level 02            0.67Level 03            0.88Level 04            1.13Level 05            1.66Level 06            2.48Level 07            2.15Level 08            2.30Level 09            3.05Level 10            2.82Level 11            3.01Level 12            3.85Level 13            4.43Level 14            5.30Level 15            5.12Level 16            8.93Level 17            6.37Level 18            26.14Level 19            33.17Level 19            33.17Level 20            TBALevel 21            TBA

Export to Sheets3. Sample Code for Reading and VisualizationA sample script is provided to help you get started with the data. This code offers the following functionalities:

Reading .bil and .hdr files.

Displaying the image in pseudo-RGB and grayscale.

Plotting the spectral profile for a selected pixel.

How to Use:Please run the Visualise.m file using MATLAB version R2018b or later. Before running the script, ensure you have installed the required Toolboxes, such as Image Processing Toolbox and Mapping Toolbox.
DOI: 10.5281/zenodo.16920712
title: HyperPistachio: A Hyperspectral Image Dataset of Aflatoxin B1 Contaminated Pistachio Nuts

description: HyperPistachio: A Dataset for Aflatoxin Detection from Hyperspectral ImagesThis dataset contains hyperspectral images of raw pistachio samples contaminated with various levels of Aflatoxin in laboratory conditions. This collection aims to provide baseline data for the research and development of machine learning and image processing algorithms for non-destructive detection and quantification of Aflatoxin contamination in pistachios.

The dataset consists of three images for each of the twenty-two levels of aflatoxin contamination, each containing 4,000 images.

The data is organized into 22 sub-folders.

For each image sample, three files are provided:

1. A binary data file in .bil (Band Interleaved by Line) format contains the hyperspectral data cube.

A header file in .hdr format, containing metadata and technical information about the image.

A preview image file in .png format for quick visual inspection of the sample.

Technical Specifications:

Number of Spectral Bands: 462

Wavelength Range: 386.88 nm to 1003.60 nm

2. Contamination Data and Levels (Ground Truth)The table below details the precise Aflatoxin contamination level for each sample. These values serve as the ground truth for training and evaluating models. The concentration unit is µg/kg (micrograms per kilogram), which is equivalent to ppb (parts per billion).

Sample Name        Aflatoxin Concentration (µg/kg)Level 00            0.00Level 01            0.40Level 02            0.67Level 03            0.88Level 04            1.13Level 05            1.66Level 06            2.48Level 07            2.15Level 08            2.30Level 09            3.05Level 10            2.82Level 11            3.01Level 12            3.85Level 13            4.43Level 14            5.30Level 15            5.12Level 16            8.93Level 17            6.37Level 18            26.14Level 19            33.17Level 19            33.17Level 20            TBALevel 21            TBA

Export to Sheets3. Sample Code for Reading and VisualizationA sample script is provided to help you get started with the data. This code offers the following functionalities:

Reading .bil and .hdr files.

Displaying the image in pseudo-RGB and grayscale.

Plotting the spectral profile for a selected pixel.

How to Use:Please run the Visualise.m file using MATLAB version R2018b or later. Before running the script, ensure you have installed the required Toolboxes, such as Image Processing Toolbox and Mapping Toolbox.
DOI: 10.15468/dl.b87zs6
title: Occurrence Download

description: A dataset containing 1209598 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84, Coordinate reprojected)",
 "OccurrenceStatus is Present",
 "TaxonKey is Sciuridae"
 ]
}

 The dataset includes 1209598 records from 757 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027438-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tta9mf
title: Occurrence Download

description: A dataset containing 189 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Panoploscelis"
 ]
}

 The dataset includes 189 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027480-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.apbga4
title: Occurrence Download

description: A dataset containing 891 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Caracterización biológica de la ventana de biodiversidad municipio de Filandia, Quindío, Colombia"
 ]
}

 The dataset includes 891 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027479-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.et74bd
title: Occurrence Download

description: A dataset containing 25255 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pilularia globulifera"
 ]
}

 The dataset includes 25255 records from 476 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027478-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.unbzys
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tragia preussii Pax"
 ]
}

 The dataset includes 51 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0128676-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8nk9dh
title: Occurrence Download

description: A dataset containing 46551403 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Norway",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 46551403 records from 1788 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0265359-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x0yl0s
title: Occurrence Download

description: A dataset containing 454 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Hemidactylus bowringii (Gray, 1845)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 454 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001056-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5bykmq
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stelis gentryi Luer & Dodson"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0141574-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cwgyyp
title: Occurrence Download

description: A dataset containing 54528 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Icterus gularis (Wagler, 1829)"
 ]
}

 The dataset includes 54528 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0242308-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jzr3wq
title: Occurrence Download

description: A dataset containing 3902 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anas laysanensis Rothschild, 1892"
 ]
}

 The dataset includes 3902 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088982-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nmcewb
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schizoglossum quadridens N.E.Br."
 ]
}

 The dataset includes 7 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118061-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zazwzk
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Daucus elegans (Webb ex Bolle) Spalik, Banasiak & Reduron",
 "HasCoordinate is true"
 ]
}

 The dataset includes 78 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062030-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pxw5j2
title: Occurrence Download

description: A dataset containing 1379606 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cistothorus palustris (A.Wilson, 1810)"
 ]
}

 The dataset includes 1379606 records from 132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0184033-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rfg4yg
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cuminum cyminum L.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 110 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062033-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vwupnm
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schizopepon bicirrhosa (C.B.Clarke) C.Jeffrey"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118073-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.du52pm
title: Occurrence Download

description: A dataset containing 362 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anas luzonica Fraser, 1839"
 ]
}

 The dataset includes 362 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088984-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.73pnd4
title: Occurrence Download

description: A dataset containing 3526 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Remora remora (Linnaeus, 1758)",
 "Year 1950-2000"
 ]
}

 The dataset includes 3526 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0141589-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qvyqa3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Madagascar)",
 "BasisOfRecord is one of (Specimen)",
 "Year is greater than or equal to 1950",
 "TaxonKey is Duttaphrynus melanostictus (Schneider, 1799)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0416758-210914110416597/datasets/export for details.
DOI: 10.15468/dl.df6sx5
title: Occurrence Download

description: A dataset containing 6551 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is University of Michigan Museum of Zoology, Division of Insects",
 "TaxonKey is Lepidoptera"
 ]
}

 The dataset includes 6551 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0429546-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p95k4n
title: Occurrence Download

description: A dataset containing 264450 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cistothorus platensis (Latham, 1790)"
 ]
}

 The dataset includes 264450 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0184036-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xnda3k
title: Occurrence Download

description: A dataset containing 234 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence, Living Specimen)",
 "Geometry POLYGON((-36.62931 -6.37841,-36.6401 -6.42503,-36.62801 -6.43194,-36.60102 -6.45288,-36.53261 -6.40787,-36.54631 -6.3511,-36.57814 -6.35217,-36.62931 -6.37841))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 234 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005576-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qre2wk
title: Occurrence Download

description: A dataset containing 12418 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Icterus auratus Bonaparte, 1850"
 ]
}

 The dataset includes 12418 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0242305-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.43ebre
title: Occurrence Download

description: A dataset containing 305 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Camera trap database of Tiger from Rajaji National Park, Uttarakhand"
 ]
}

 The dataset includes 305 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0184039-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.87pgzp
title: Occurrence Download

description: A dataset containing 31636 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((6.530955548588175 45.86097556583284, 6.530955548588175 45.9352182550203, 6.39986002069791 45.9352182550203, 6.39986002069791 45.86097556583284, 6.530955548588175 45.86097556583284))",
 "EventDate is 2000-01-01,2023-07-01"
 ]
}

 The dataset includes 31636 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118044-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.231090
title: Fonds Auguste Mariette_ms_2024_03253

description: Référence : ms_2024_03253<br />Site : Médinet Habou<br />Secteur : Temple de Ramsès III<br />Type : photographie<br />
DOI: 10.15468/dl.fu6gw3
title: Occurrence Download

description: A dataset containing 11690 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Icterus graduacauda Lesson, 1839"
 ]
}

 The dataset includes 11690 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0242309-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8veh38
title: Occurrence Download

description: A dataset containing 115 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schizoglossum linifolium Schltr."
 ]
}

 The dataset includes 115 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118040-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uhk7gc
title: Occurrence Download

description: A dataset containing 10644873 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Branta canadensis (Linnaeus, 1758)"
 ]
}

 The dataset includes 10644873 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264493-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wkjj3d
title: Occurrence Download

description: A dataset containing 12055 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Notolabrus tetricus (Richardson, 1840)"
 ]
}

 The dataset includes 12055 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031365-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3xx3x2
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schizoglossum hilliardiae Kupicha"
 ]
}

 The dataset includes 39 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118051-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f8p5cr
title: Occurrence Download

description: A dataset containing 8296 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "TaxonKey is Dendrogyra cylindricus (Ehrenberg, 1834)",
 "TaxonKey is Dendrogyra cylindrus (Ehrenberg, 1834)"
 ]
 }
 ]
}

 The dataset includes 8296 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0416759-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t4zfgx
title: Occurrence Download

description: A dataset containing 438865 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lonchura punctulata (Linnaeus, 1758)",
 "Year 2000-2022"
 ]
}

 The dataset includes 438865 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0242313-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.84espw
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schizoglossum flavum Schltr."
 ]
}

 The dataset includes 75 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118042-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dt4qxj
title: Occurrence Download

description: A dataset containing 3050506 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 3050506 records from 4282 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030033-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9wm45x
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "StateProvince is one of (arkansas, ARkansas)",
 "TaxonKey is Paracapnia angulata Hanson, 1961"
 ]
}

 The dataset includes 18 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006158-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5rasy4
title: Occurrence Download

description: A dataset containing 273 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Laticauda laticaudata (Linnaeus, 1758)"
 ]
}

 The dataset includes 273 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006159-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.