cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.6zjgpa
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cosmos caudatus",
 "Country is Saint Vincent and the Grenadines",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023855-250717081556266/datasets/export for details.
DOI: 10.15468/dl.jhrfx9
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023856-250717081556266/datasets/export for details.
DOI: 10.15468/dl.ypwpfk
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAC0673"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023858-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ta7gz
title: Occurrence Download

description: A dataset containing 16639 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "DatasetKey is Oregon State University Vascular Plant Collection",
 "TaxonKey is Poaceae"
 ]
}

 The dataset includes 16639 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023857-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16282737
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: 10.5281/zenodo.16284309
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: 10.5281/zenodo.15547232
title: CBW-cont-stream-temp-Data: QC-aggregated dataset for continuous stream temperature modeling of the Chesapeake Bay Watershed

description: The repository contains the full input data ("data") and output data ("results") associated with EPA's CBW-cont-stream-temp-QC product (https://github.com/USEPA/CBW-cont-stream-temp-QC). Please see the readme file more details.
DOI: 10.5281/zenodo.15547233
title: CBW-cont-stream-temp-Data: QC-aggregated dataset for continuous stream temperature modeling of the Chesapeake Bay Watershed

description: The repository contains the full input data ("data") and output data ("results") associated with EPA's CBW-cont-stream-temp-QC product (https://github.com/USEPA/CBW-cont-stream-temp-QC). Please see the readme file more details.
DOI: 10.15468/dl.49q6k5
title: Occurrence Download

description: A dataset containing 142083 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.44_1",
 "TaxonKey is one of (Amphibia, Reptilia, Reptilia, Reptilia, Reptilia)"
 ]
}

 The dataset includes 142083 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023828-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2qprup
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cosmos caudatus",
 "Country is Timor-Leste",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023859-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wdssty
title: Occurrence Download

description: A dataset containing 513 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chad",
 "OccurrenceStatus is Present",
 "TaxonKey is Terminalia leiocarpa"
 ]
}

 The dataset includes 513 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023860-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16284761
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.k26d2u
title: Occurrence Download

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

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023861-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dbsyb4
title: Occurrence Download

description: A dataset containing 1176 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neovison vison",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1176 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023862-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cxqphq
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 (Cyclopes didactylus)",
 "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/0023863-250717081556266/datasets/export for details.
DOI: 10.15468/dl.qz6zsb
title: Occurrence Download

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

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023864-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.db8yss
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 (Cyclopes didactylus)",
 "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/0023865-250717081556266/datasets/export for details.
DOI: 10.5281/zenodo.15694015
title: Supplementary Material, Comparative sensitivity of earthworms and microorganisms as bioindicators of copper toxicity
DOI: 10.5281/zenodo.15694016
title: Supplementary Material, Comparative sensitivity of earthworms and microorganisms as bioindicators of copper toxicity
DOI: 10.15468/dl.4ytaru
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 (Cyclopes didactylus)",
 "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/0023868-250717081556266/datasets/export for details.
DOI: 10.15468/dl.qee74r
title: Occurrence Download

description: A dataset containing 303 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alyssum serpyllifolium"
 ]
}

 The dataset includes 303 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023870-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wxmjbv
title: Occurrence Download

description: A dataset containing 7187 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Centaurium quadrifolium"
 ]
}

 The dataset includes 7187 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023867-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8n53de
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Viola philippii"
 ]
}

 The dataset includes 89 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023871-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j29b35
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thyrsacanthus tubaeformis",
 "Country is Cook Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023872-250717081556266/datasets/export for details.
DOI: 10.15468/dl.bzv4h6
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023873-250717081556266/datasets/export for details.
DOI: 10.15468/dl.jgp2ru
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cosmos caudatus",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023875-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nrj7u8
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023874-250717081556266/datasets/export for details.
DOI: 10.15468/dl.m5xng4
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is Abarema acreana"
 ]
}

 The dataset includes 19 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023877-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sqhe2s
title: Occurrence Download

description: A dataset containing 1334 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.43_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Ailanthus altissima"
 ]
}

 The dataset includes 1334 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023878-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gkreyy
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAC0674"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023876-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7vaabs
title: Occurrence Download

description: A dataset containing 268 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neovison vison",
 "Country is Estonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 268 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023880-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qnrcg6
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neovison vison",
 "Country is Finland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023881-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p9b4ss
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 (Vireo altiloquus)",
 "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/0023885-250717081556266/datasets/export for details.
DOI: 10.15468/dl.bmx8m2
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023882-250717081556266/datasets/export for details.
DOI: 10.5281/zenodo.14004604
title: Legacy effects of four decades of insecticide applications on contemporary benthic macroinvertebrates in eastern Canadian rivers

description: These files support the manuscript "Legacy effects of four decades of insecticide applications on contemporary riverine benthic macroinvertebrates," which has been published in Environmental Pollution (https://doi.org/10.1016/j.envpol.2025.126397). This manuscript evaluates the relative importance of historical insecticide applications and modern environmental variables in explaining benthic macroinvertebrate assemblages at 274 sites across the province of New Brunswick, Canada.

No new data was generated for the work described in this manuscript. Historical insecticide application data for the province of New Brunswick were taken from Heartz et al. 2023 (https://doi.org/10.1002/ecy.4068), and benthic macroinvertebrate data were downloaded from the publicly available CABIN database (https://open.canada.ca/data, record ID 13564ca4-e330-40a5-9521-bfb1be767147). The authors cannot make their compiled data set publicly available because the subset of CABIN data used for this analysis includes privately maintained data that are only available upon request from respective stakeholders. Please contact the corresponding author for guidance on obtaining these data directly from CABIN. 

The attached files include



analysis_R_scripts: All R codes required to reproduce our analysis.



01_cabin_prep_BMI_data cleans the CABIN benthic macroinvertebrate data for analysis.

02_cabin_prep_env_data cleans the CABIN site-level environmental data for analysis.

03_pesticide_etl_calculation calculates the estimated toxicity load (ETL) in each reach and catchment we studied. 

04_ pesticide_apps_per_year calculates the number of years each insecticide was applied in each reach and catchment we studied.

05_site_year_selection_script subsets the CABIN data to include only one observation per site and calculates univariate indices (e.g., %EPT) for each site.

06_data_merge_for_analysis compiles all data (insecticide applications and environmental variables at the reach and catchment scales + CABIN macroinvertebrate and site-level environmental data)

07_univariate_analysis performs multiple regression analysis with the merged data.

08_mulivariate_analysis_familydata performs PCA and RDA analysis with the merged data.

09_misc_figures renders figures used in the manuscript text.

10_site_year_selection_100x loops over script #5 100x to confirm that our results were robust to data subsetting and imputation.

11_data_merge_100x loops over script #6 100x to confirm that our results were robust to data subsetting and imputation.

12_univariate_analysis_100x loops over script #7 100x to confirm that our results were robust to data subsetting and imputation.