cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.qnf3zw
title: Occurrence Download

description: A dataset containing 215 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Oriolus decipiens)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 215 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017384-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/n3gx93
title: Lloyds Lake [W. Lake] pollen surface sample dataset

description: Raw data for the Lloyds Lake [W. Lake] pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/n3c75r
title: Breaults Lake [V. Lake] pollen surface sample dataset

description: Raw data for the Breaults Lake [V. Lake] pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.hyev59
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Trachypithecus francoisi)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 14 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017386-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/n37f3t
title: North Shoal Lake pollen surface sample dataset

description: Raw data for the North Shoal Lake pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.nj3uua
title: Occurrence Download

description: A dataset containing 2999 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Catálogos florísticos de México por entidad federativa e información etnobotánica de la Colección del Herbario Nacional Biól. Luciano Vela Gálvez (INIF)"
 ]
}

 The dataset includes 2999 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017385-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/n33r29
title: Station 105 (Lichti-Federovich and Ritchie 1968) pollen surface sample dataset

description: Raw data for the Station 105 (Lichti-Federovich and Ritchie 1968) pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.48610/d03c241
title: Accessible neural networks to predict weekly cases in the 2025 outbreak of measles in North America

description: Code and supporting data used to build the NN in the manuscript.  Please note the dataset has been updated on 6 August 2025.
DOI: 10.21233/n3cw9t
title: Peace Lake pollen surface sample dataset

description: Raw data for the Peace Lake pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.j5vkzq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Trachypithecus francoisi)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017388-250802193616735/datasets/export for details.
DOI: 10.21233/n3838k
title: Bower Lake pollen surface sample dataset

description: Raw data for the Bower Lake pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.davxak
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Trachypithecus francoisi)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017387-250802193616735/datasets/export for details.
DOI: 10.21233/n34d59
title: Max Lake pollen surface sample dataset

description: Raw data for the Max Lake pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.7a8ymc
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alpinia purpurata",
 "Country is Seychelles",
 "HasCoordinate is true"
 ]
}

 The dataset includes 51 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017389-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.furswz
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alpinia purpurata",
 "Country is Solomon Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 58 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017390-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/n30m4r
title: Station 109 (Lichti-Federovich and Ritchie 1968) pollen surface sample dataset

description: Raw data for the Station 109 (Lichti-Federovich and Ritchie 1968) pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.ahm48r
title: Occurrence Download

description: A dataset containing 166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Oriolus finschi)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 166 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017391-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/n3fz0q
title: Station 110 (Lichti-Federovich and Ritchie 1968) pollen surface sample dataset

description: Raw data for the Station 110 (Lichti-Federovich and Ritchie 1968) pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/n3b776
title: Station 111 (Lichti-Federovich and Ritchie 1968) pollen surface sample dataset

description: Raw data for the Station 111 (Lichti-Federovich and Ritchie 1968) pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/n36f58
title: Station 112 (Lichti-Federovich and Ritchie 1968) pollen surface sample dataset

description: Raw data for the Station 112 (Lichti-Federovich and Ritchie 1968) pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/lnwabe
title: Replication Data for: a Journal Submission

description: Sport Management Review journal submission
DOI: 10.21233/n32r20
title: Station 113 (Lichti-Federovich and Ritchie 1968) pollen surface sample dataset

description: Raw data for the Station 113 (Lichti-Federovich and Ritchie 1968) pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.svxfv2
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ADL5195"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017395-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f4derk
title: Occurrence Download

description: A dataset containing 187 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "HasCoordinate is TRUE",
 "TaxonKey is one of (Carica papaya)"
 ]
}

 The dataset includes 187 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017392-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/n3bw9h
title: Station 114 (Lichti-Federovich and Ritchie 1968) pollen surface sample dataset

description: Raw data for the Station 114 (Lichti-Federovich and Ritchie 1968) pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.n8rkc3
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Apistogramma angayuara)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017397-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/n37689
title: Station 115 (Lichti-Federovich and Ritchie 1968) pollen surface sample dataset

description: Raw data for the Station 115 (Lichti-Federovich and Ritchie 1968) pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.vhm257
title: Occurrence Download

description: A dataset containing 396 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Oriolus forsteni)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 396 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017398-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/n33d4m
title: Station 116 (Lichti-Federovich and Ritchie 1968) pollen surface sample dataset

description: Raw data for the Station 116 (Lichti-Federovich and Ritchie 1968) pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/n3jr1z
title: Station 117 (Lichti-Federovich and Ritchie 1968) pollen surface sample dataset

description: Raw data for the Station 117 (Lichti-Federovich and Ritchie 1968) pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.3bu2mg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Trachypithecus francoisi)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017399-250802193616735/datasets/export for details.
DOI: 10.21233/n3f18f
title: Station 118 (Lichti-Federovich and Ritchie 1968) pollen surface sample dataset

description: Raw data for the Station 118 (Lichti-Federovich and Ritchie 1968) pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/n3976h
title: Station 119 (Lichti-Federovich and Ritchie 1968) pollen surface sample dataset

description: Raw data for the Station 119 (Lichti-Federovich and Ritchie 1968) pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.f7v4af
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Trachypithecus francoisi)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017400-250802193616735/datasets/export for details.
DOI: 10.21233/n35j4m
title: Station 120 (Lichti-Federovich and Ritchie 1968) pollen surface sample dataset

description: Raw data for the Station 120 (Lichti-Federovich and Ritchie 1968) pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.16740799
title: Processed Dataset for 'Rapid Salmonella serovar classification using AI-enabled hyperspectral microscopy with enhanced data preprocessing and multimodal fusion'

description: This dataset is presented in the following publication. Please cite this publication if you use the dataset.



Papa, M., Bhattacharya, S., Park, B., & Yi, J. (2025). Rapid Salmonella serovar classification using AI-enabled hyperspectral microscopy with enhanced data preprocessing and multimodal fusion. Foods, 14(15), 2737. doi: https://doi.org/10.3390/foods14152737


spectra_single_cell.csv: Single-cell spectral data extracted from hyperspectral data cubes ("hypercubes"). Each row contains the spectral features and serovar label of one bacterial cell. Note that each hypercube contains multiple cells.

images.zip: RGB composite images generated from each hypercube, with one image corresponding to one hypercube. This image directory follows the PyTorch ImageFolder-style structure: 



train/: subfolders named by Salmonella serovar, each containing training images.

evaluate/: A single folder containing all test images.


Note: This may include a .DS_Store file automatically generated by macOS. It can be safely ignored or deleted.
DOI: 10.5281/zenodo.16740800
title: Processed Dataset for 'Rapid Salmonella serovar classification using AI-enabled hyperspectral microscopy with enhanced data preprocessing and multimodal fusion'

description: This dataset is presented in the following publication. Please cite this publication if you use the dataset.



Papa, M., Bhattacharya, S., Park, B., & Yi, J. (2025). Rapid Salmonella serovar classification using AI-enabled hyperspectral microscopy with enhanced data preprocessing and multimodal fusion. Foods, 14(15), 2737. doi: https://doi.org/10.3390/foods14152737


spectra_single_cell.csv: Single-cell spectral data extracted from hyperspectral data cubes ("hypercubes"). Each row contains the spectral features and serovar label of one bacterial cell. Note that each hypercube contains multiple cells.

images.zip: RGB composite images generated from each hypercube, with one image corresponding to one hypercube. This image directory follows the PyTorch ImageFolder-style structure: 



train/: subfolders named by Salmonella serovar, each containing training images.

evaluate/: A single folder containing all test images.


Note: This may include a .DS_Store file automatically generated by macOS. It can be safely ignored or deleted.