cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18201751
title: Chronetic Rate: A Testable Change-Rate Framework  for Relativistic and Quantum Systems

description: Project: The Quantum Lenz’s Law (QLL) Series (Part 2 of 5)

This second installment defines the Chronetic Rate, providing the necessary temporal framework to quantify the rate of change in gravitational flux. By establishing how time-translation symmetry breaking in dynamic spacetime modulates vacuum energy, this report bridges the gap between the general postulate and formal geometric proofs.

THE COMPLETE SERIES:

Part 1: A Quantum Lenz's Law – The Fundamental Postulate. [DOI: 10.5281/zenodo.17858086]Part 2: Chronetic Rate – (This Report) The temporal framework for induction. [DOI: 10.5281/zenodo.18201750]Part 3: The Semiclassical Master Equation – The Formal Geometric Proof. [DOI: 10.5281/zenodo.18212708]Part 4: Primordial Quantum Lenz's Law – Application to the Cosmic Bounce. [DOI: 10.5281/zenodo.18214970]Part 5: B-Mode Polarization Signatures – Observational Evidence. [DOI: 10.5281/zenodo.18218853]

AUTHOR ORCID: 0009-0002-8135-0645

ABSTRACT: CHRONETIC RATE

This report introduces the Chronetic Rate, a testable change-rate framework for relativistic and quantum systems. While standard General Relativity assumes a static coordinate time progress, we propose that the passage of proper time (Tau) is a dynamic variable influenced by local curvature and energy density. By defining the "rate of change of time" relative to the system's evolution (d_Tau/dt), we provide the necessary mathematical denominator for calculating the magnitude of Lenzian vacuum opposition.

INTEGRATION WITH THE QLL PROOF

 

This dataset provides the formal derivation and temporal metric for the Chronetic Rate, serving as the foundational variable for the Semiclassical Master Equation (Part 3 of the QLL Series).

REMARK ON THEORETICAL GLUE: 

 

The Chronetic Rate serves as the operational engine for the Semiclassical Master Equation (Part 3). In the derivation of the expansion scalar (Theta), the Chronetic Rate prevents mathematical divergence at the singularity. By normalizing the approach to the Planck density, it allows for the emergence of the Induced Stress-Energy Tensor (RSET), which provides the repulsive force for the non-singular bounce.

Without the temporal scaling (d_Tau) established in this report, the "Opposition Force" of the vacuum would lack a defined magnitude. This framework bridges the gap between the philosophical postulate of vacuum induction and the geometric proof of singularity avoidance.

 



Project Enrichment: Solving the Hubble Tension

 

The Chronetic Rate (the variable flow of time) provided in this dataset is the primary tool for resolving the Hubble Tension. By accounting for how time scales differently in high-curvature environments compared to the local universe, this metric aligns early-universe expansion data with current supernovae measurements without requiring new physics beyond the QLL framework.
DOI: 10.6084/m9.figshare.30052564
title: Whole body regeneration deploys a rewired embryonic gene regulatory network logic

description: The sequencing datasets were generated from Illumina single-end libraries (75 bp) prepared for each experimental condition. Conditions were: DMSO, U0126, Z-VAD or iCRT14 treatments in regenerating Nematostella polyps at 20 hours post amputation. Three biological replicates for each condition were sequenced. Raw reads were demultiplexed using bcl2fastq, and a default trimming step was performed with Trimmomatic to remove sequencing adapters and low-quality bases. The resulting datasets were further assessed with FastQC, and additional cleaning was carried out using fastp with default parameters; this step is required prior to data use.
DOI: 10.6084/m9.figshare.30052564.v1
title: Whole body regeneration deploys a rewired embryonic gene regulatory network logic

description: The sequencing datasets were generated from Illumina single-end libraries (75 bp) prepared for each experimental condition. Conditions were: DMSO, U0126, Z-VAD or iCRT14 treatments in regenerating Nematostella polyps at 20 hours post amputation. Three biological replicates for each condition were sequenced. Raw reads were demultiplexed using bcl2fastq, and a default trimming step was performed with Trimmomatic to remove sequencing adapters and low-quality bases. The resulting datasets were further assessed with FastQC, and additional cleaning was carried out using fastp with default parameters; this step is required prior to data use.
DOI: 10.5281/zenodo.18253905
title: Chondrachyrum scabrum Nees ex Steud. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:44
DOI: 10.5281/zenodo.18253904
title: Chondrachyrum scabrum Nees ex Steud. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:44
DOI: 10.15468/dl.4wpwxy
title: Occurrence Download

description: A dataset containing 1028877 records in GBIF matching the query:
SELECT specieskey, COUNT(specieskey), continent
 FROM occurrence
 WHERE
 continent IS NOT NULL
 AND continent IS NOT NULL
 AND occurrencestatus = 'PRESENT'
 AND (
 basisofrecord = 'HUMAN_OBSERVATION'
 OR basisofrecord = 'MACHINE_OBSERVATION'
 OR basisofrecord = 'OCCURRENCE'
 OR basisofrecord = 'LIVING_SPECIMEN'
 OR basisofrecord = 'MATERIAL_SAMPLE'
 )
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE') AND datasetkey NOT IN ('ebd01d3e-5e9a-4e80-8ae2-1dfe9a032bf7', '6276fa08-f762-11e1-a439-00145eb45e9a', 'c8fb4ced-0374-46f7-8c03-5eb5a6b70640', '12464931-e8ea-4437-b6df-c280e063b107', 'b7ef1d60-b0a0-11dd-aa14-b8a03c50a862', '10fe7809-00b8-45ed-b743-963520ea7680', '5bc157a5-d52f-4be1-918b-c2950c5e742c', '00cbf1a4-5437-4902-84c8-17643eac3c8c', '0360c673-20fc-420a-845a-05d20f185dcf', '2ddded16-5565-45ee-8aa1-1b8118fa361f') 
 GROUP BY specieskey, continent

 The dataset's 1028877 records were derived from 41464 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011103-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6xd7q6
title: Occurrence Download

description: A dataset containing 4065500 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-76.89303 -0.1194,-72.09495 -0.1194,-72.09495 3.72138,-76.89303 3.72138,-76.89303 -0.1194))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 4065500 records from 1182 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006228-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eu3wee
title: Occurrence Download

description: A dataset containing 771 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Lysicarpus F.Muell."
 ]
}

 The dataset includes 771 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005871-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ftyewf
title: Occurrence Download

description: A dataset containing 355696 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Anthophora walshii Cresson, 1869, Peponapis pruinosa (Say, 1837), Colias philodice Godart, 1819, Elophila icciusalis Walker, 1859, Megascolia maculata (Drury, 1773), Bembix rostrata (Linnaeus, 1758), Amphion floridensis Clark, 1920, Helicoverpa zea Boddie, 1850, Lon hobomok (Harris, 1862), Asclepias syriaca L., Augochloropsis humeralis (Patton, 1879), Dolichovespula norvegicoides (Sladen, 1918), Mydas tibialis Wiedemann, 1828, Thorybes lyciades, Entypus unifasciatus, Microbembex monodonta (Say, 1824), Cerceris bicornuta Guérin-Méneville, 1844, Papilio palamedes Drury, 1773, Anacrabro ocellatus Packard, 1866, Palpada vinetorum (Fabricius, 1799), Hoplitimyia constans (Loew, 1872), Papilio cresphontes Cramer, 1777, Euphoria sepulcralis (Fabricius, 1801), Jalysus wickhami Van Duzee, 1906, Hylaeus leptocephalus (Morawitz, 1870), Dolichovespula adulterina arctica (Rohwer, 1916), Bombus borealis Kirby, 1837, Lasioglossum pectorale (Smith, 1853), Melitoma taurea (Say, 1837), Lucidota atra (G.Olivier, 1790), Sphecius grandis (Say, 1823), Tetraopes femoratus LeConte, 1847, Chrysochus cobaltinus LeConte, 1857, Lygaeus kalmii kalmii, Anthophora occidentalis Cresson, 1869, Bombus appositus Cresson, 1879, Strymon sylvinus (Boisduval, 1852), Camponotus castaneus (Latreille, 1802), Zanclognatha laevigata Grote, 1872, Nomada vegana Cockerell, 1903, Protandrena cockerelli Dunning, 1897, Parancistrocerus fulvipes (de Saussure, 1856), Tetraopes melanurus Schönherr, 1817, Tharsalea dione, Paranthidium jugatorium (Say, 1824), Paracyphononyx funereus (Lepeletier, 1845), Colletes nudus Robertson, 1898, Epeolus lectoides Robertson, 1901, Megachile exilis Cresson, 1872, Megachile albitarsis Cresson, 1872)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 355696 records from 913 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005866-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15436340
title: ST-Bench: Spatio Temporal Benchmark Datasets for Adversarial Robustness Verification

description: Benchmark for evaluating robustness of Spatio-temporal systems.

Contains object tracking and bounding box information for the UCF-101 dataset and Udacity Steering Angle Prediction

 

UCF-101 tracking dataset is greater than the Zenodo file limitations of 50GB. It is therefore split into 2 parts using the zip command - 

$ zip ucf101_jpegs_256_tracking.zip  --out ucf101_jpegs_256_tracking_split.zip -s 40G

The 40 GB file part is added to the version (0.0.0-alpa). The remaining part is added to the version (0.0.0-beta)To obtain the full dataset, collate the 2 parts together into a single zip and then extract using the following command - 

$ zip -FF ucf101_jpegs_256_tracking.zip --out ucf101_jpegs_256_tracking_full.zip
$ unzip -FF ucf101_jpegs_256_tracking_full.zip
DOI: 10.15468/dl.fxk4xr
title: Occurrence Download

description: A dataset containing 35448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Lysichiton Schott"
 ]
}

 The dataset includes 35448 records from 232 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005873-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fyyzj5
title: Occurrence Download

description: A dataset containing 28811 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GenusKey is one of (Acentrella Bengtsson, 1912, Acerpenna Waltz & McCafferty, 1987, Acroneuria Pictet, 1841, Adicrophleps Flint, 1965, Agapetus Curtis, 1834, Agnetina Klapálek, 1907, Agraylea Curtis, 1834, Agrypnia Curtis, 1835, Alisotrichia Flint, 1964, Allocapnia Claassen, 1928, Allocosmoecus Banks, 1943, Allomyia Banks, 1916, Alloperla Banks, 1906, Ameletus Eaton, 1885, Amercaenis Provonsha & McCafferty, 1985, Ametropus Albarda, 1878, Amiocentrus Ross, 1938, Amphicosmoecus Schmid, 1955, Amphinemura Ris, 1902, Anabolia Stephens, 1837, Anafroptilum Kluge, 2011, Anagapetus Ross, 1938, Analetris Edmunds, 1972, Anisocentropus McLachlan, 1863, Anisogammarus Derzhavin, 1927, Anthopotamus McCafferty & Bae, 1990, Antocha Osten Sacken, 1860, Apatania Kolenati, 1848, Apobaetis Day, 1955, Arctopsyche McLachlan, 1868, Asioplax Wiersema & McCafferty, 2000, Asynarchus McLachlan, 1880, Atherix Meigen, 1803, Atopsyche Banks, 1905, Attaneuria Ricker, 1954, Attenella Edmunds, 1971, Baetis Leach, 1815, Baetisca Walsh, 1862, Baetodes Needham & Murphy, 1924, Banksiola Martynov, 1924, Barbaetis Waltz & McCafferty, 1985, Beloneuria Needham & Claassen, 1925, Bolshecapnia Ricker, 1965, Brachycentrus Curtis, 1834, Brachycercus Curtis, 1834, Caecidotea Packard, 1871, Caenis Stephens, 1835, Calineuria Ricker, 1954)",
 "Country is United States of America",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "LifeStage ~Adult"
 ]
}

 The dataset includes 28811 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005874-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28381478
title: Community Engagement for Novel Ecosystem Restoration and Assisted Adaptation Interventions: Observations and Lessons from the Australian Reef Restoration and Adaptation Program

description: This paper presents learnings from community engagement and deliberation applied to ecosystem restoration and assisted adaptation in the Reef Restoration and Adaptation Program, a major research and development program identifying and testing novel management interventions for Australia’s Great Barrier Reef. Technical, social, and ecological complexities and uncertainties associated with the Program have a major bearing on both the need and character of community engagement and deliberation. Our research used qualitative analysis of documents, interviews, and group discussions to elicit transferable insights from a social research team embedded within the Program. Our findings demonstrate that adaptive and deliberative approaches anticipate and respond to complex and changing contexts by fostering open dialogue, building mutual trust, and integrating community feedback into decision-making. This practice actively recognizes the rights and interests of stakeholders and First Nation peoples, shaping stronger partnerships, supporting inclusive collaboration, and enabling flexible adjustments throughout research and development programs. Flexibility and adaptability are essential for addressing dynamic environmental conditions and unforeseen challenges in ecosystem restoration projects.Responding to climate impacts, developing and risk assessing novel management interventions, and facilitating deliberative dialogue about those interventions require different, and at times conflicting, timelines.Deliberative reflexive practice can facilitate learning and adaptation, enhancing engagement with stakeholders and First Nation peoples.Effective engagement practice can recognize and support the rights and interests of First Nation peoples and stakeholders in the research and deployment of novel technologies that anticipate and respond to complex and changing implementation contexts. Flexibility and adaptability are essential for addressing dynamic environmental conditions and unforeseen challenges in ecosystem restoration projects. Responding to climate impacts, developing and risk assessing novel management interventions, and facilitating deliberative dialogue about those interventions require different, and at times conflicting, timelines. Deliberative reflexive practice can facilitate learning and adaptation, enhancing engagement with stakeholders and First Nation peoples. Effective engagement practice can recognize and support the rights and interests of First Nation peoples and stakeholders in the research and deployment of novel technologies that anticipate and respond to complex and changing implementation contexts.
DOI: 10.6084/m9.figshare.28381478.v1
title: Community Engagement for Novel Ecosystem Restoration and Assisted Adaptation Interventions: Observations and Lessons from the Australian Reef Restoration and Adaptation Program

description: This paper presents learnings from community engagement and deliberation applied to ecosystem restoration and assisted adaptation in the Reef Restoration and Adaptation Program, a major research and development program identifying and testing novel management interventions for Australia’s Great Barrier Reef. Technical, social, and ecological complexities and uncertainties associated with the Program have a major bearing on both the need and character of community engagement and deliberation. Our research used qualitative analysis of documents, interviews, and group discussions to elicit transferable insights from a social research team embedded within the Program. Our findings demonstrate that adaptive and deliberative approaches anticipate and respond to complex and changing contexts by fostering open dialogue, building mutual trust, and integrating community feedback into decision-making. This practice actively recognizes the rights and interests of stakeholders and First Nation peoples, shaping stronger partnerships, supporting inclusive collaboration, and enabling flexible adjustments throughout research and development programs. Flexibility and adaptability are essential for addressing dynamic environmental conditions and unforeseen challenges in ecosystem restoration projects.Responding to climate impacts, developing and risk assessing novel management interventions, and facilitating deliberative dialogue about those interventions require different, and at times conflicting, timelines.Deliberative reflexive practice can facilitate learning and adaptation, enhancing engagement with stakeholders and First Nation peoples.Effective engagement practice can recognize and support the rights and interests of First Nation peoples and stakeholders in the research and deployment of novel technologies that anticipate and respond to complex and changing implementation contexts. Flexibility and adaptability are essential for addressing dynamic environmental conditions and unforeseen challenges in ecosystem restoration projects. Responding to climate impacts, developing and risk assessing novel management interventions, and facilitating deliberative dialogue about those interventions require different, and at times conflicting, timelines. Deliberative reflexive practice can facilitate learning and adaptation, enhancing engagement with stakeholders and First Nation peoples. Effective engagement practice can recognize and support the rights and interests of First Nation peoples and stakeholders in the research and deployment of novel technologies that anticipate and respond to complex and changing implementation contexts.
DOI: 10.15468/dl.sq8a5x
title: Occurrence Download

description: A dataset containing 9274 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Lysiloma Benth."
 ]
}

 The dataset includes 9274 records from 190 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005875-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tuj3mr
title: Occurrence Download

description: A dataset containing 971415 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prunella modularis (Linnaeus, 1758)",
 "HasCoordinate is true",
 "Year is greater than 1989",
 "Year is less than 2026",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is Absent"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 971415 records from 805 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005872-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.efnr72
title: Occurrence Download

description: A dataset containing 550 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fumaria indica"
 ]
}

 The dataset includes 550 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037427-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hsvetr
title: Occurrence Download

description: A dataset containing 24444 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Euphorbia virgata"
 ]
}

 The dataset includes 24444 records from 243 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037426-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mmzecg
title: Occurrence Download

description: A dataset containing 1118 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sterculia rubiginosa"
 ]
}

 The dataset includes 1118 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037429-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xeq8em
title: Occurrence Download

description: A dataset containing 3201 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Neptunia plena"
 ]
}

 The dataset includes 3201 records from 226 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037428-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mggpb8
title: Occurrence Download

description: A dataset containing 813 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Beta corolliflora"
 ]
}

 The dataset includes 813 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037430-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3nynfg
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pelecanus onocrotalus",
 "Country is Latvia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 36 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037431-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bkphbg
title: Occurrence Download

description: A dataset containing 200 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pelecanus onocrotalus",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 200 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037432-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.