cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.zbf3as
title: Occurrence Download

description: A dataset containing 4367 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ulex europaeus",
 "Country is Spain",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4367 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076780-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hfqybg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ulex europaeus",
 "Country is Slovenia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076779-250717081556266/datasets/export for details.
DOI: 10.15468/dl.skheka
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lecaniobius utilis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076782-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25954/9rh6-j945
title: Advanced nanostructured biointerfaces for cell capture [IWEMC-173]
DOI: 10.15468/dl.awuvqx
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ulex europaeus",
 "Country is Sri Lanka",
 "HasCoordinate is true"
 ]
}

 The dataset includes 41 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076781-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k52yn9
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acanthoscelides obtectus",
 "Country is Latvia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076783-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16623752
title: Strategic Self-Advocacy™ Lexicon: Volume 10 – Exploitation Infrastructure Terms

description: This survivor-authored lexicon documents semantic infrastructure extracted from institutional abuse patterns examined in the Royal Commission into Institutional Responses to Child Sexual Abuse. Volume 10 focuses on undeclared trafficking, systemic referral pipelines, religious service control, and the diagnostic silencing of survivors. It expands the Strategic Self-Advocacy™ framework for use in survivor-led diagnostics, AI alignment, and human rights protocols.

All entries are governed by the McLoughlin Charter and may only be used in ways that advance human rights at the protocol layer.

Included Terms:





Undeclared Child Trafficking




Institutional Placement Without Safeguards




Trauma-Legitimated Transfer




Service Laundering




Referral-to-Abuse Pipeline




Faith-Based Capture




Religious Referral Capture




Reputational Containment




Strategic Delay Tactics




Medicalised Confinement




Pathologised Distress




Diagnostic Silencing




Survivor Discreditation
DOI: 10.5281/zenodo.16623753
title: Strategic Self-Advocacy™ Lexicon: Volume 10 – Exploitation Infrastructure Terms

description: This survivor-authored lexicon documents semantic infrastructure extracted from institutional abuse patterns examined in the Royal Commission into Institutional Responses to Child Sexual Abuse. Volume 10 focuses on undeclared trafficking, systemic referral pipelines, religious service control, and the diagnostic silencing of survivors. It expands the Strategic Self-Advocacy™ framework for use in survivor-led diagnostics, AI alignment, and human rights protocols.

All entries are governed by the McLoughlin Charter and may only be used in ways that advance human rights at the protocol layer.

Included Terms:





Undeclared Child Trafficking




Institutional Placement Without Safeguards




Trauma-Legitimated Transfer




Service Laundering




Referral-to-Abuse Pipeline




Faith-Based Capture




Religious Referral Capture




Reputational Containment




Strategic Delay Tactics




Medicalised Confinement




Pathologised Distress




Diagnostic Silencing




Survivor Discreditation
DOI: 10.15468/dl.qj87bh
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acanthoscelides obtectus",
 "Country is Lithuania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076784-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6t52gt
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 (Jacana jacana)",
 "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/0076786-250717081556266/datasets/export for details.
DOI: 10.5281/zenodo.15307421
title: The Global Pedogenon Map

description: Description

The global pedogenon map classifies soil units based on similarities in their formation processes while excluding anthropogenic effects, at a high spatial resolution of 90 metersin the Equator. 

This repository was a preliminary version created when our work was under preparation and it is not the final version.

We encourage using the work published in https://zenodo.org/records/15678953

Further information in: 

Francos, N., Sharififar, A., Flynn, T., Styc, Q., Evangelista, S.J., Padarian, J., Ng, W., Field, D.J., Minasny, B., McBratney, A.B., 2025. The global pedogenon map: Combining and spatialising the factors of soil formation. Geoderma 460, 117462. https://doi.org/10.1016/j.geoderma.2025.117462
DOI: 10.5281/zenodo.15307422
title: The Global Pedogenon Map

description: Description

The global pedogenon map classifies soil units based on similarities in their formation processes while excluding anthropogenic effects, at a high spatial resolution of 90 metersin the Equator. 

This repository was a preliminary version created when our work was under preparation and it is not the final version.

We encourage using the work published in https://zenodo.org/records/15678953

Further information in: 

Francos, N., Sharififar, A., Flynn, T., Styc, Q., Evangelista, S.J., Padarian, J., Ng, W., Field, D.J., Minasny, B., McBratney, A.B., 2025. The global pedogenon map: Combining and spatialising the factors of soil formation. Geoderma 460, 117462. https://doi.org/10.1016/j.geoderma.2025.117462
DOI: 10.15468/dl.spdnem
title: Occurrence Download

description: A dataset containing 1 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 (Jacana jacana)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076785-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e2xphv
title: Occurrence Download

description: A dataset containing 614 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aegithalos fuliginosus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 614 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076787-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/03q-gct-0a5
title: Specimen from Senckenberg Research Institute and Natural History Museum Frankfurt/M

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.15468/dl.u5nfha
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Canna indica",
 "Country is Samoa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076790-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.se6q76
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tephroseris pseudosonchus",
 "HasCoordinate is TRUE",
 "Country is Korea, Republic of"
 ]
}

 The dataset includes 45 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076788-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.22ah6z
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aegithalos iredalei)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076789-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25954/3bdv-r829
title: A Nanostructured Drug Delivery Approach (ID:5)
DOI: 10.15468/dl.rxzx8y
title: Occurrence Download

description: A dataset containing 867 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Canna indica",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 867 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076791-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zmwnwj
title: Occurrence Download

description: A dataset containing 258967 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 (Jacana jacana)",
 "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 258967 records from 266 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076768-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nrxdfp
title: Occurrence Download

description: A dataset containing 106 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Canna indica",
 "Country is Tanzania, United Republic of",
 "HasCoordinate is true"
 ]
}

 The dataset includes 106 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076792-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9gytpt
title: Occurrence Download

description: A dataset containing 120491 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anarta trifolii",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 120491 records from 243 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076713-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nafuff
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Andaspis mackieana",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076793-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7mbhp6
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Parakysis hystriculus)",
 "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 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076794-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.awwvg7
title: Occurrence Download

description: A dataset containing 30 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 (Lepus timidus)",
 "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 30 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076797-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16623497
title: simulated cryptographic benchmark dataset

description: Simulated Cryptographic Benchmark Dataset – Description

This dataset is artificially created to emulate real-world encryption and decryption scenarios without relying on actual sensitive or proprietary data. It is used to systematically benchmark cryptographic algorithms such as AES-256, RSA-2048, ECC-256, etc. based on various performance and resource usage metrics. Key characteristics include:



Synthetic Data Files: Binary files of varying sizes (e.g., 1 KB to 100 MB) are generated using secure random number functions (like os.urandom() in Python) to simulate diverse payloads.

Controlled Environment: All algorithms are tested in a standardized environment (testbed), ensuring reproducibility and consistency in results.

Recorded Metrics: Metrics typically include:



Encryption/Decryption Speed (MB/s)

CPU Usage (%)

Memory Consumption (MB)


No Sensitive Information: The dataset does not contain any real user or confidential data, making it safe for open use and public reporting.

Benchmark Purpose: Designed for comparative evaluation across symmetric and asymmetric algorithms to analyze their scalability, efficiency, and suitability for deployment in environments like cloud, IoT, and edge devices.


This kind of dataset is essential for empirical cryptographic research, offering insights into algorithm performance under varied conditions without the legal or ethical complications of handling real-world data.
DOI: 10.5281/zenodo.16623498
title: simulated cryptographic benchmark dataset

description: Simulated Cryptographic Benchmark Dataset – Description

This dataset is artificially created to emulate real-world encryption and decryption scenarios without relying on actual sensitive or proprietary data. It is used to systematically benchmark cryptographic algorithms such as AES-256, RSA-2048, ECC-256, etc. based on various performance and resource usage metrics. Key characteristics include:



Synthetic Data Files: Binary files of varying sizes (e.g., 1 KB to 100 MB) are generated using secure random number functions (like os.urandom() in Python) to simulate diverse payloads.

Controlled Environment: All algorithms are tested in a standardized environment (testbed), ensuring reproducibility and consistency in results.

Recorded Metrics: Metrics typically include:



Encryption/Decryption Speed (MB/s)

CPU Usage (%)

Memory Consumption (MB)


No Sensitive Information: The dataset does not contain any real user or confidential data, making it safe for open use and public reporting.

Benchmark Purpose: Designed for comparative evaluation across symmetric and asymmetric algorithms to analyze their scalability, efficiency, and suitability for deployment in environments like cloud, IoT, and edge devices.


This kind of dataset is essential for empirical cryptographic research, offering insights into algorithm performance under varied conditions without the legal or ethical complications of handling real-world data.
DOI: 10.15468/dl.mtqq7a
title: Occurrence Download

description: A dataset containing 4 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 (Lepus timidus)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076796-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25954/75q6-t928
title: A Nanostructured Drug Delivery Approach (ID:6)
DOI: 10.15468/dl.fcagqm
title: Occurrence Download

description: A dataset containing 6096 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Guatemala, Mexico, El Salvador, Belize, Nicaragua, Costa Rica)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cryptotis"
 ]
}

 The dataset includes 6096 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076795-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.293ru7
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 (Lepus timidus)",
 "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/0076798-250717081556266/datasets/export for details.
DOI: 10.15468/dl.bv8jcx
title: Occurrence Download

description: A dataset containing 177 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aegithalos leucogenys)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 177 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076799-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.