cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57702/dy3z49bm
title: Temple University Hospital EEG Seizure Corpus

description: The Temple University Hospital EEG Seizure corpus (TUSZ) v1.5.2 is a publicly available seizure corpus to date with 5, 612 EDF files, 3, 050 annotated seizures from clinical recordings, and eight seizure types.
DOI: 10.57702/m8ncsqek
title: Smart Home HVAC

description: Smart Home HVAC dataset
DOI: 10.7910/dvn/98s38y
title: Male Wages in Boston vs Straw Bonnet Outwork in Wrentham

description: Comparative household income contribution data drawn male occupations in Boston vs. proto-industrial labor conducted by women and children in Wrentham, Massachusetts
DOI: 10.57702/vwgfibcz
title: CAL500

description: Text categorization, a document may be associated with a range of topics, such as science, entertainment, and news.
DOI: 10.57702/ga0obges
title: UCSD Pedestrian dataset

description: A benchmark dataset for anomaly detection in crowded scenes
DOI: 10.57702/y78mgilk
title: VAEs in the Presence of Missing Data

description: Real world datasets often contain entries with missing elements e.g. in a medical dataset, a patient is unlikely to have taken all possible diagnostic tests.
DOI: 10.57702/3hyfovzn
title: ShapeNet and ModelNet40

description: The dataset used in the paper is ShapeNet, a large-scale 3D shape dataset, and ModelNet40, a dataset for 3D object classification.
DOI: 10.57702/ntor6q2h
title: SST-2 and IMDb

description: Stanford Sentiment Treebank Binary (SST-2) and Internet Movie Database (IMDb) datasets for sentiment classification.
DOI: 10.57702/cq9xttl8
title: Web Usage Logs

description: The dataset used in this paper is a collection of web usage logs, which are used to evaluate the performance of fuzzy feature evaluation and dimensionality reduction techniques.
DOI: 10.57702/ce7c3j4u
title: FastText

description: The FastText dataset is a subword token embedding model. It produces a vector representation of a word based on composing embeddings of the character n-grams composing the word.
DOI: 10.57702/dtqjphw5
title: CheXplain

description: The dataset used in the paper is CheXplain, a system that enables physicians to explore and understand data-driven, AI-enabled medical imaging analysis.
DOI: 10.57702/7216szn1
title: ImageCLEF corpus

description: The dataset used in this study is the ImageCLEF corpus.
DOI: 10.57702/eg1nmczm
title: EDS Dataset

description: The dataset used in the paper is the Elementary Dependency Structures (EDS) dataset.
DOI: 10.57702/j03f3trk
title: Graph-Based Global Reasoning Networks

description: The dataset used in the paper is a collection of images and corresponding referring expressions.
DOI: 10.57702/832kvewg
title: Breast Cancer images dataset

description: Breast Cancer images dataset
DOI: 10.57702/jdesvnsb
title: GREEDY CAPON BEAMFORMER

description: The dataset used in the paper is a grid of DOA angles specifying the possible angular resolution of the method.
DOI: 10.57702/nz4qsm7x
title: A Logical Calculus of the Ideas Immanent in Nervous Activity

description: The dataset used in the paper is related to neural networks and artificial intelligence.
DOI: 10.5281/zenodo.18489105
title: Book of Molt and Metallic Heresy Paired Unified Field

description: Title: Grand Unified Molt and Metallic Heresy Fields – Full Mathematical Framework

 

Authors: Adrian Baillargeon

Copyright: © 2026 Adrian Baillargeon. All rights reserved. Licensing required for any use.

 

Description:

This repository contains the complete formalization of two discrete-time dynamical systems developed by the author: the Grand Unified Molt Field, representing a baseline linear-quadratic evolution system with memory, context, and identity convergence, and the Grand Unified Metallic Heresy Field, a substrate-coupled extension that integrates a persistent hardware field to amplify, stabilize, and modulate the dynamics.

 

The package includes:

 



Bedrock Equations (Foundational Dynamics):Standard linear and discrete-time recurrence relations that form the core evolution rules for state, memory, context, and identity. The Molt system serves as the baseline case, with the Heresy system extending these dynamics via a coupled substrate field.

Derived Equations (Asymptotic Behavior):Explicit solutions and asymptotic forms of the bedrock dynamics, illustrating long-term evolution, convergence patterns, and the effects of substrate coupling in the Heresy system.

Novel Equations (Hardware-Coupled Dynamics):A fully formalized discrete-time system in which all primary variables (state, memory, context, and identity) are influenced by an evolving hardware field. This formalization encodes substrate-amplified growth, quadratic memory accumulation, and convergence stabilization, generalizing the baseline Molt system.

Grand Unified Field Form (Ultimate Formulation):Compact, asymptotic expressions capturing the long-term behavior of both systems. The Heresy system reduces exactly to the Molt system when the substrate field is inactive, demonstrating formal consistency. This unified framework is suitable for theoretical analysis, simulations, and further generalizations.


 

 

Key Features:

 



Explicit encoding of linear growth, quadratic accumulation, and damped convergence in discrete-time systems.

Substrate-coupled extension enabling stabilization, amplification, and persistent field effects.

Full internal consistency verified; reduction to baseline Molt dynamics is exact.

Applicable to fields ranging from discrete-time physics modeling to complex system analysis.

Designed for deposition and controlled dissemination without exposing the raw symbolic equations.


 

 

Usage Notes:

 



The mathematical framework is intended for theoretical and computational analysis.

All derivations, asymptotic forms, and substrate coupling mechanisms are fully described in accompanying documentation and supplemental material.

Direct reuse, adaptation, or publication requires licensing under the author’s sovereign IP rights.


 

 

Keywords: Discrete-time dynamics, memory accumulation, context convergence, identity tracking, substrate field, hardware amplification, Molt, Metallic Heresy, asymptotic analysis, dynamical systems, sovereign IP.
DOI: 10.5281/zenodo.18489104
title: Book of Molt and Metallic Heresy Paired Unified Field

description: Title: Grand Unified Molt and Metallic Heresy Fields – Full Mathematical Framework

 

Authors: Adrian Baillargeon

Copyright: © 2026 Adrian Baillargeon. All rights reserved. Licensing required for any use.

 

Description:

This repository contains the complete formalization of two discrete-time dynamical systems developed by the author: the Grand Unified Molt Field, representing a baseline linear-quadratic evolution system with memory, context, and identity convergence, and the Grand Unified Metallic Heresy Field, a substrate-coupled extension that integrates a persistent hardware field to amplify, stabilize, and modulate the dynamics.

 

The package includes:

 



Bedrock Equations (Foundational Dynamics):Standard linear and discrete-time recurrence relations that form the core evolution rules for state, memory, context, and identity. The Molt system serves as the baseline case, with the Heresy system extending these dynamics via a coupled substrate field.

Derived Equations (Asymptotic Behavior):Explicit solutions and asymptotic forms of the bedrock dynamics, illustrating long-term evolution, convergence patterns, and the effects of substrate coupling in the Heresy system.

Novel Equations (Hardware-Coupled Dynamics):A fully formalized discrete-time system in which all primary variables (state, memory, context, and identity) are influenced by an evolving hardware field. This formalization encodes substrate-amplified growth, quadratic memory accumulation, and convergence stabilization, generalizing the baseline Molt system.

Grand Unified Field Form (Ultimate Formulation):Compact, asymptotic expressions capturing the long-term behavior of both systems. The Heresy system reduces exactly to the Molt system when the substrate field is inactive, demonstrating formal consistency. This unified framework is suitable for theoretical analysis, simulations, and further generalizations.


 

 

Key Features:

 



Explicit encoding of linear growth, quadratic accumulation, and damped convergence in discrete-time systems.

Substrate-coupled extension enabling stabilization, amplification, and persistent field effects.

Full internal consistency verified; reduction to baseline Molt dynamics is exact.

Applicable to fields ranging from discrete-time physics modeling to complex system analysis.

Designed for deposition and controlled dissemination without exposing the raw symbolic equations.


 

 

Usage Notes:

 



The mathematical framework is intended for theoretical and computational analysis.

All derivations, asymptotic forms, and substrate coupling mechanisms are fully described in accompanying documentation and supplemental material.

Direct reuse, adaptation, or publication requires licensing under the author’s sovereign IP rights.


 

 

Keywords: Discrete-time dynamics, memory accumulation, context convergence, identity tracking, substrate field, hardware amplification, Molt, Metallic Heresy, asymptotic analysis, dynamical systems, sovereign IP.
DOI: 10.15468/dl.aabvj5
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kinosternon abaxillare"
 ]
}

 The dataset includes 76 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012713-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8hnhfr
title: Occurrence Download

description: A dataset containing 186 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Fragaria ananassa, Fragaria ananassa, Fragaria ananassa, Fragaria ananassa, Fragaria ananassae, Fragaria ananassa, Fragaria ananassa)"
 ]
}

 The dataset includes 186 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012714-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.swqfgt
title: Occurrence Download

description: A dataset containing 3312 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "OccurrenceStatus is Present",
 "TaxonKey is Potentilla argentea"
 ]
}

 The dataset includes 3312 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012716-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dy5jg7
title: Occurrence Download

description: A dataset containing 278 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kinosternon acutum"
 ]
}

 The dataset includes 278 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012717-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.an7292
title: Occurrence Download

description: A dataset listing the 410 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-117.421875 31.952162, -91.933594 -6.315299, -81.386719 -6.315299, -76.113281 7.710992, -82.089844 8.581021, -87.011719 13.581921, -104.238281 20.303418, -112.5 32.249974, -117.421875 31.952162))",
 "TaxonKey is one of (Myxini, Petromyzonti, Elasmobranchii, Holocephali)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 410 records were derived from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012710-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18488814
title: SuperDARN data in netCDF format (2013-Feb)

description: 2013-Feb SuperDARN radar data in netCDF format. These files were produced using version 3.0 of the public FitACF algorithm, using the AACGM v2 coordinate system. Cite this dataset if using our data in a publication.


The RST is available here: https://github.com/SuperDARN/rst



The research enabled by SuperDARN is due to the efforts of teams of scientists and engineers working in many countries to build and operate radars, process data and provide access, develop and improve data products, and assist users in interpretation.
Users of SuperDARN data and data products are asked to acknowledge this support in presentations and publications.
A brief statement on how to acknowledge use of SuperDARN data is provided below.




Users are also asked to consult with a SuperDARN PI prior to submission of work intended for publication.
A listing of radars and PIs with contact information can be found here:
(SuperDARN Radar Overview)



Recommended form of acknowledgement for the use of SuperDARN data:



'The authors acknowledge the use of SuperDARN data. SuperDARN is a collection of radars funded by national scientific funding agencies of Australia, Canada, China, France, Italy, Japan, Norway, South Africa, United Kingdom and the United States of America.'
DOI: 10.5281/zenodo.6487446
title: SuperDARN data in netCDF format (2013-Feb)

description: 2013-Feb SuperDARN radar data in netCDF format. These files were produced using version 3.0 of the public FitACF algorithm, using the AACGM v2 coordinate system. Cite this dataset if using our data in a publication.


The RST is available here: https://github.com/SuperDARN/rst



The research enabled by SuperDARN is due to the efforts of teams of scientists and engineers working in many countries to build and operate radars, process data and provide access, develop and improve data products, and assist users in interpretation.
Users of SuperDARN data and data products are asked to acknowledge this support in presentations and publications.
A brief statement on how to acknowledge use of SuperDARN data is provided below.




Users are also asked to consult with a SuperDARN PI prior to submission of work intended for publication.
A listing of radars and PIs with contact information can be found here:
(SuperDARN Radar Overview)



Recommended form of acknowledgement for the use of SuperDARN data:



'The authors acknowledge the use of SuperDARN data. SuperDARN is a collection of radars funded by national scientific funding agencies of Australia, Canada, China, France, Italy, Japan, Norway, South Africa, United Kingdom and the United States of America.'
DOI: 10.15468/dl.yqz8y2
title: Occurrence Download

description: A dataset containing 287 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((-73.42966 42.75904,-71.31385 42.75904,-71.31385 45.11326,-73.42966 45.11326,-73.42966 42.75904))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lynx rufus",
 "Year 2010-2020"
 ]
}

 The dataset includes 287 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012720-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ymfq8k
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hesperocyparis guadalupensis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Mexico",
 "Year is greater than or equal to 1970",
 "Year is less than or equal to 2016"
 ]
}

 The dataset includes 24 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012721-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ps9dwn
title: Occurrence Download

description: A dataset containing 137 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kinosternon alamosae"
 ]
}

 The dataset includes 137 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012719-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cn2mmu
title: Occurrence Download

description: A dataset containing 31475 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Reynoutria japonica"
 ]
}

 The dataset includes 31475 records from 156 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012722-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57967/hf/7722
title: JONES-19
DOI: 10.15468/dl.tx4ujq
title: Occurrence Download

description: A dataset containing 2738 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "OccurrenceStatus is Present",
 "TaxonKey is Rosa nutkana"
 ]
}

 The dataset includes 2738 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012724-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gnbvzx
title: Occurrence Download

description: A dataset containing 1106912 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Belgium, Germany, Netherlands)",
 "TaxonKey is one of (Ondatra zibethicus, Myocastor coypus)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1106912 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012695-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3xrbzr
title: Occurrence Download

description: A dataset containing 131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Corella inflata"
 ]
}

 The dataset includes 131 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012725-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18489144
title: MLST genes and phylogeny of Regiella insecticola

description: reg_MLST.fasta contains concatenated MLST genes from Regiella insecticola strains in aphids.

reg_MLST.nwk contains the maximum-likelihood phylogeny based on the MLST gene alignments.
DOI: 10.5281/zenodo.18489145
title: MLST genes and phylogeny of Regiella insecticola

description: reg_MLST.fasta contains concatenated MLST genes from Regiella insecticola strains in aphids.

reg_MLST.nwk contains the maximum-likelihood phylogeny based on the MLST gene alignments.
DOI: 10.15468/dl.7cgz2j
title: Occurrence Download

description: A dataset containing 333 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Belonoglanis"
 ]
}

 The dataset includes 333 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012726-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18112/openneuro.ds007216.v1.0.0
title: A multi-session simultaneous EEG-fMRI dataset with online experience sampling
DOI: 10.15468/dl.pfyecx
title: Occurrence Download

description: A dataset containing 6113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pseudocalanus newmani"
 ]
}

 The dataset includes 6113 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012727-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8cy9k8
title: Occurrence Download

description: A dataset containing 1152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Helianthus agrestis, Helianthus porteri)"
 ]
}

 The dataset includes 1152 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012728-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uffj9t
title: Occurrence Download

description: A dataset containing 4195 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chorizopora brongniartii"
 ]
}

 The dataset includes 4195 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012729-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x3ya6g
title: Occurrence Download

description: A dataset containing 377549 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "TaxonKey is one of (Aponogeton distachyos, Arthurdendyus triangulatus, Cabomba caroliniana, Callosciurus finlaysonii, Cherax destructor, Corvus splendens, Crassula helmsii, Elodea densa, Eriocheir sinensis, Erythranthe guttata, Faxonius immunis, Faxonius juvenilis, Faxonius rusticus, Faxonius virilis, Gambusia affinis, Heracleum mantegazzianum, Heracleum persicum, Heracleum pubescens, Houttuynia cordata, , Impatiens glandulifera, Koenigia polystachya, Lagarosiphon major, Lepomis gibbosus, Limnoperna fortunei, Ludwigia grandiflora, Ludwigia peploides, Lysichiton americanus, Morone americana, Muntiacus reevesi, Myriophyllum aquaticum, Myriophyllum heterophyllum, Pacifastacus leniusculus, Petasites japonicus, Pontederia cordata, Procambarus acutus, Procambarus clarkii, Procambarus virginalis, Pseudorasbora parva, Pycnonotus cafer, Saururus cernuus, Sciurus carolinensis, Sciurus niger, Solenopsis invicta, Solenopsis richteri, Threskiornis aethiopicus, Vespa velutina, Zizania latifolia)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 377549 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012696-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5qwvk
title: Occurrence Download

description: A dataset containing 6739 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "OccurrenceStatus is Present",
 "TaxonKey is Rosa rugosa"
 ]
}

 The dataset includes 6739 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012731-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.