cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.z3rxhm
title: Occurrence Download

description: A dataset containing 1609 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Lepidoblepharis sanctaemartae"
 ]
}

 The dataset includes 1609 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023800-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dtx5c4
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023803-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fsu472
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023804-250717081556266/datasets/export for details.
DOI: 10.15468/dl.c28mc4
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023805-250717081556266/datasets/export for details.
DOI: 10.15468/dl.h5esye
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023808-250717081556266/datasets/export for details.
DOI: 10.15468/dl.aw4e5g
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023806-250717081556266/datasets/export for details.
DOI: 10.5281/zenodo.16282738
title: NetTraffic

description: Este repositório contem um dataset nomeado de NetTraffic que possui dados relacionados a tráfego de um usuário em uma rede 5G simulada. O usuário acessou 3 tipos diferentes de serviços por 5 minutos. Serviços web ( sites: Portal IFPB, Booking, Wikipedia), serviços de VoIP (Discord e Linphone) e aplicações web interativas (serviços como Google Documentos e Google Planilhas). Os dados foram obtidos atravez de um código eBPF feito para capturar o tráfego de entrada da interface do dispositivo do usuário. Os dados recebidos foram salvos em um CSV e posteriormente foi feito o tratamento necessário para um dataset integro.
DOI: 10.7910/dvn/qjncwn
title: Replication Data for: Introducing the American Women Political Leaders’ Operational Codes Dataset

description: While women leaders assume prominent national offices in the United States (and the world), one of the well-established specializations in political science/psychology, i.e. leadership studies, is inundated with male-centric benchmarks. This research often relies on a reference group to develop leaders’ profiles in comparison to other elites. They are, however, predominantly populated with male leaders. This paper offers a remedy and introduces a women leaders reference group for operational code analysis (a quantitative approach measuring leaders’ beliefs about politics). We gather American women leaders’ speeches from the Iowa State University Archives of Women’s Political Communication. Using an automated content analysis, we develop a norming group exclusively for American female politicians in national politics. Whereas our findings mark noticeable differences and suggest some similarities with existing reference groups, we aspire to initiate a conversation and hope more data will follow and shed more light on women leaders. This reference group can serve as a crucial tool in providing contextualized political personality profiles of American women leaders and can offer an illustrative example to bridge leadership and gender studies in advancing the study of women leaders in the United States (and beyond).
DOI: 10.15468/dl.cs3abu
title: Occurrence Download

description: A dataset containing 188 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyprinella venusta venusta"
 ]
}

 The dataset includes 188 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023809-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a3qvvj
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficus religiosa",
 "Country is Paraguay",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023810-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dvfj2q
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sus scrofa",
 "Country is Uruguay",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023811-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16284165
title: The SXS Catalog of Simulations

description: This is an old version of the SXS Catalog, for use with specific old versions of the sxs Python package.
DOI: 10.5281/zenodo.16284166
title: The SXS Catalog of Simulations

description: This is an old version of the SXS Catalog, for use with specific old versions of the sxs Python package.
DOI: 10.15468/dl.4h9sj9
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Solenoxyphus lepidus"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023813-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16284117
title: SPARC Galaxy Rotation Curve

description: Complete SPARC (Spitzer Photometry and Accurate Rotation Curves) database containing rotation curves for 175 disk galaxies. Data includes radial velocity measurements, surface brightness profiles, and stellar mass models used for dark matter studies. 

 

Original source: http://astroweb.cwru.edu/SPARC/ and https://ui.adsabs.harvard.edu/abs/2016AJ....152..157L
DOI: 10.5281/zenodo.16284118
title: SPARC Galaxy Rotation Curve

description: Complete SPARC (Spitzer Photometry and Accurate Rotation Curves) database containing rotation curves for 175 disk galaxies. Data includes radial velocity measurements, surface brightness profiles, and stellar mass models used for dark matter studies. 

 

Original source: http://astroweb.cwru.edu/SPARC/ and https://ui.adsabs.harvard.edu/abs/2016AJ....152..157L
DOI: 10.15468/dl.h4wrnf
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 (Anolis lineatopus)",
 "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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023815-250717081556266/datasets/export for details.
DOI: 10.15468/dl.eh7dn6
title: Occurrence Download

description: A dataset containing 47658 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Viola sororia"
 ]
}

 The dataset includes 47658 records from 339 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023812-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ha9aqn
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 (Anolis lineatopus)",
 "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/0023814-250717081556266/datasets/export for details.
DOI: 10.15468/dl.s4hevf
title: Occurrence Download

description: A dataset containing 401 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 (Anolis lineatopus)",
 "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 401 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023816-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4fd2kz
title: Occurrence Download

description: A dataset containing 120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficus religiosa",
 "Country is Singapore",
 "HasCoordinate is true"
 ]
}

 The dataset includes 120 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023818-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pk5nu8
title: Occurrence Download

description: A dataset containing 367 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Falcataria moluccana",
 "Country is Seychelles",
 "HasCoordinate is true"
 ]
}

 The dataset includes 367 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023819-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.raqmv4
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023820-250717081556266/datasets/export for details.
DOI: 10.15468/dl.hmbjmx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Falcataria moluccana",
 "Country is Timor-Leste",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023821-250717081556266/datasets/export for details.
DOI: 10.5281/zenodo.16284269
title: Nexus engine

description: Description:

The NexisSignalEngine is an original, production-grade signal analysis engine designed to advance the state of explainable AI (XAI), security auditing, and ethical reasoning. This framework uniquely combines deterministic cryptographic hashing, seeded vector rotations, harmonic FFT analysis, and hybrid symbolic-statistical evaluation through distinct agent-based perspectives.

 

Core Features:

 



Deterministic Analysis: Each signal is hashed and used to seed all numeric operations, enabling full auditability and forensic reproducibility.

Multi-Agent Perspectives: Input is processed through three parallel cognitive perspectives (“Colleen,” “Luke,” “Kellyanne”), each running its own mathematical, ethical, or harmonic analysis for rich, multi-lens evaluation.

Hybrid Reasoning: Integrates symbolic (ethics, risk, virtue tagging) and statistical (entropy, FFT harmonics, tensor entanglement) methods for robust signal integrity checks.

Secure, Tamper-Evident Memory: All input/output records are stored with file-locking and periodic file rotation. Archive logs are timestamped and pruned for compliance and chain-of-custody requirements.

Configurable and Hardened: All core configurations (risk/virtue/ethics terms) are loaded and validated with full key enforcement and fallback protections.

Safe and Attack-Resistant: Memory growth is bounded, inputs are length-capped, FFT results are normalized, and deterministic RNG prevents adversarial replay attacks.


 

 

Intended Use:

NexisSignalEngine is intended for researchers, developers, and auditors who require a trustworthy, transparent, and reproducible framework for:

 



Detecting, auditing, and adapting to pre-corruption signals

Validating ethical and risk compliance in autonomous AI systems

Recording, tracing, and justifying real-world signal decisions


 

 

Provenance and Authorship:

This architecture, including its signal-seeded deterministic vector logic, agent-based multi-perspective evaluation, and memory rotation protocol, is the original work of Jonathan Harrison (Raiff1982). This release serves as a timestamped, tamper-evident record of innovation and prior art.

 

Keywords:

Explainable AI, Signal Reasoning, Cognitive Agents, Deterministic Audit, Entropy Detection, Harmonic Analysis, AI Ethics, Provenance, Memory Rotation, Symbolic Reasoning
DOI: 10.15468/dl.wq8nkc
title: Occurrence Download

description: A dataset containing 106 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zachrysia provisoria",
 "Country is Antigua and Barbuda",
 "HasCoordinate is true"
 ]
}

 The dataset includes 106 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023822-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12537932
title: Balochi Language to English Translation Dataset
DOI: 10.15468/dl.w9xca6
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zachrysia provisoria",
 "Country is Saint Vincent and the Grenadines",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023823-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.577mk8
title: Occurrence Download

description: A dataset containing 367 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficus religiosa",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 367 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023825-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yku577
title: Occurrence Download

description: A dataset containing 418 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyprinella venusta cercostigma"
 ]
}

 The dataset includes 418 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023824-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.392a8k
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sus scrofa",
 "Country is Venezuela (Bolivarian Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023826-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cugdx2
title: Occurrence Download

description: A dataset listing the 727 species recorded in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.10_1",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Papilionidae, Lycaenidae, Nymphalidae, Hesperiidae, Pieridae, Riodinidae)"
 ]
}

 The dataset's 727 records were derived from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023817-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4tzfh6
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 (Anolis lineatopus)",
 "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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023831-250717081556266/datasets/export for details.
DOI: 10.15468/dl.bu8k7g
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 (Anolis lineatopus)",
 "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/0023832-250717081556266/datasets/export for details.
DOI: 10.15468/dl.4htadg
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 (Anolis lineatopus)",
 "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/0023830-250717081556266/datasets/export for details.
DOI: 10.15468/dl.jqmcwn
title: Occurrence Download

description: A dataset containing 43775 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-103.4799 20.44624,-103.19316 20.44624,-103.19316 20.67501,-103.4799 20.67501,-103.4799 20.44624))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 43775 records from 289 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023829-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.28xe8y
title: Occurrence Download

description: A dataset containing 16473 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Viola pedata"
 ]
}

 The dataset includes 16473 records from 221 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023833-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.