cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.5tr9tz
title: Occurrence Download

description: A dataset containing 368 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coris pictoides Randall & Kuiter, 1982"
 ]
}

 The dataset includes 368 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049887-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ynuvo9
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stachyridopsis ruficeps (Blyth, 1847)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001133-150831095807960/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.697wqk
title: Occurrence Download

description: A dataset containing 12847 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erigeron philadelphicus L."
 ]
}

 The dataset includes 12847 records from 202 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0296195-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7rnaj3
title: Occurrence Download

description: A dataset containing 1384 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sternotherus minor (Agassiz, 1857)"
 ]
}

 The dataset includes 1384 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001133-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g364fg
title: Occurrence Download

description: A dataset containing 911 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corythoichthys flavofasciatus (Rüppell, 1838)"
 ]
}

 The dataset includes 911 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049890-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.znj7dq
title: Occurrence Download

description: A dataset containing 762913 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 "Country is one of (Poland, Finland, Italy, Norway, Russian Federation, Spain, Sweden, France, Germany, United Kingdom of Great Britain and Northern Ireland)",
 "DatasetKey is EBCC Atlas of European Breeding Birds",
 "HasCoordinate is true"
 ]
}

 The dataset includes 762913 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0187271-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7gka74
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pogonophryne platypogon Eakin, 1988"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029380-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uzbdch
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Philodendron santodominguense G.S.Bunting"
 ]
}

 The dataset includes 15 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0187497-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fnohic
title: Occurrence Download

description: A dataset containing 352 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centroplacaceae",
 "HasCoordinate is true"
 ]
}

 The dataset includes 352 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001133-160430102343922/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v42gkc
title: Occurrence Download

description: A dataset containing 687 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pterygoplichthys pardalis (Castelnau, 1855)"
 ]
}

 The dataset includes 687 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0167363-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g2358n
title: Occurrence Download

description: A dataset listing the 154 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON Z((-90.21412 16.19112 0,-90.21198 16.09001 0,-90.13187 16.08272 0,-90.03738 16.06474 0,-90.00854 16.06908 0,-89.99855 16.11118 0,-89.98039 16.18971 0,-90.21412 16.19112 0))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata"
 ]
}

 The dataset's 154 records were derived from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019460-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ytil62
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Monnina subspeciosa Chodat",
 "Country is Ecuador"
 ]
}

 The dataset includes 24 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001133-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2u3cj4
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is New Zealand",
 "Month is February",
 "TaxonKey is Coprosma J.R.Forst. & G.Forst.",
 "Year 2006-2006"
 ]
}

 The dataset includes 25 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009690-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7uj2xy
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Goodyera fusca (Lindl.) Hook.f.",
 "Year 1981-2019"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0296225-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g6m7jt
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is COD",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aloe myriacantha (Haw.) Schult. & Schult.f."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009686-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sccmse
title: Occurrence Download

description: A dataset containing 5563 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Israel",
 "Country is Palestine, State of",
 "Country is Egypt",
 "Country is Jordan",
 "Country is Iraq",
 "Country is United Arab Emirates",
 "Country is Lebanon",
 "Country is Syrian Arab Republic",
 "Country is Oman"
 ]
 },
 "Year 1950-2019",
 "Geometry POLYGON((24.69727 33.28462,25.04883 20.96144,45.43945 10.83331,62.49023 21.1255,62.49023 25.16517,50.71289 31.95216,46.8457 34.88593,45.79102 37.85751,36.29883 37.71859,24.69727 33.28462))",
 "TaxonKey is Vulpes vulpes (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5563 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021013-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hrdpyq
title: Occurrence Download

description: A dataset containing 4251 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Aves de la cuenca media del río Chambery, Caldas"
 ]
}

 The dataset includes 4251 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001133-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1ccjsp
title: Occurrence Download

description: A dataset containing 253 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tamarix hampeana Boiss. & Heldr."
 ]
}

 The dataset includes 253 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021019-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.plf4mo
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tulipa fosteriana W.Irving"
 ]
}

 The dataset includes 51 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001133-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k9byy6
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Embelia nigropunctata Merr."
 ]
}

 The dataset includes 11 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038717-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8stxvd
title: Occurrence Download

description: A dataset containing 78585 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Acer negundo L.)"
 ]
}

 The dataset includes 78585 records from 587 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090416-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pzaqey
title: Occurrence Download

description: A dataset containing 877 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-102.68097 18.91571,-99.70642 19.0448,-99.83826 21.32996,-102.66998 21.16241,-102.68097 18.91571))",
 "HasCoordinate is true",
 "TaxonKey is Melanerpes formicivorus (Swainson, 1827)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 877 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008501-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jhr6f8
title: Occurrence Download

description: A dataset containing 3241 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Diglossa indigotica P.L.Sclater, 1856"
 ]
}

 The dataset includes 3241 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000362-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.knxn5a
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Embelia nummulariifolia Baker"
 ]
}

 The dataset includes 95 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038725-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vk2qoc
title: Occurrence Download

description: A dataset containing 1608 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((39.87446 -10.87888,194.91352 -10.87888,194.91352 51.17190,39.87446 51.17190,39.87446 -10.87888))",
 "HasCoordinate is true",
 "TaxonKey is Lantana camara L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1608 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008501-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uj2mgj
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Viburnum orientale Pall."
 ]
}

 The dataset includes 147 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130731-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5bmcmc
title: Occurrence Download

description: A dataset containing 522311 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 522311 records from 444 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008501-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e2yvrb
title: Occurrence Download

description: A dataset containing 1853 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudastur occidentalis (Salvin, 1876)",
 "HasCoordinate is True",
 "Year is greater than or equal to 1900",
 "Year is less than or equal to 2021",
 "Month is greater than or equal to January",
 "Month is less than or equal to December",
 "HasGeospatialIssue is False"
 ]
}

 The dataset includes 1853 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002029-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vbqwb8
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation)",
 "Geometry POLYGON((-86.36175 11.0056,-85.5293 9.27982,-82.97075 7.93558,-82.50793 9.56044,-83.49494 10.8977,-85.55789 11.25045,-86.36175 11.0056))",
 "TaxonKey is Leopardus pardalis (Linnaeus, 1758)",
 "Year 2010-2024"
 ]
}

 The dataset includes 86 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038687-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fqx965
title: Occurrence Download

description: A dataset containing 109821 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cystopteris fragilis (L.) Bernh."
 ]
}

 The dataset includes 109821 records from 575 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130050-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17792479
title: GRM ™- TRX - MLCI - DATASET 3.0

description: This dataset accompanies the technical specification GRM™ – TRX–MLCI™ Temporal Computing Architecture (2025), which introduces a deterministic, multi-layer framework for representing, analyzing, and stabilizing time-dependent processes in physical, biological, synthetic, and AI systems.

The data included here makes the computational structure of that architecture fully transparent, reproducible, and available for research.

 

The dataset does not require prior knowledge of GRM™.

Instead, it provides all temporal structures in open formats so researchers can directly explore:

 

how temporal signals evolve across layers

 

how drift and resonance propagate

 

how multi-layer coherence is computed

 

how system stability is evaluated

 

how deterministic predictions are generated

 

 

Everything needed to understand and work with the TRX–MLCI framework is provided in the data itself.

 

What the dataset contains

 

The dataset includes all core components defined in the architecture specification :

 

Raw temporal data (TSV, TMAP) – time-indexed state vectors and derivative maps

 

Derived fields – coherence fields, divergence metrics, stability indicators

 

Full MLCI computational matrix – deterministic multilayer coherence index

 

Predictive temporal outputs – forward temporal projections generated by the deterministic model

 

Unified multi-scale integration data – combined micro/meso/macro temporal structures

 

2D and 3D models – coherence fields, drift tensors, unified temporal geometries

 

Complete documentation – dataset manual and the GRM™–TRX–MLCI™ whitepaper

 

 

All files use open formats (CSV, SVG, OBJ, STL, GLTF, PDF), ensuring compatibility with Python, R, MATLAB, Mathematica, ParaView, Blender, Unity, and standard scientific workflows.

 

Purpose of the dataset

 

This dataset allows researchers to:

 

examine deterministic temporal behavior independent of probabilistic models

 

evaluate stability, resonance alignment, drift propagation, and collapse dynamics

 

validate their own implementations of TRX–MLCI components

 

explore multi-layer temporal computation for physics, biology, AI systems, and engineered processes

 

build, compare, and test new temporal algorithms using reproducible ground-truth data

 

 

The dataset serves as the experimental foundation of the GRM™ – TRX–MLCI™ architecture and enables anyone to study, replicate, and extend the framework’s temporal computations.

 

Why this dataset matters

 

It exposes a new deterministic temporal modeling approach, defined rigorously and reproducibly.

 

It provides layered temporal data that is uncommon in traditional datasets, which typically depend on probabilistic inference.

 

It enables the scientific community to explore coherence, stability, and prediction in a structured and transparent way.

 

It is suitable for research, va

lidation, benchmarking, model development, and educational use.
DOI: 10.5281/zenodo.17792478
title: GRM ™- TRX - MLCI - DATASET 3.0

description: This dataset accompanies the technical specification GRM™ – TRX–MLCI™ Temporal Computing Architecture (2025), which introduces a deterministic, multi-layer framework for representing, analyzing, and stabilizing time-dependent processes in physical, biological, synthetic, and AI systems.

The data included here makes the computational structure of that architecture fully transparent, reproducible, and available for research.

 

The dataset does not require prior knowledge of GRM™.

Instead, it provides all temporal structures in open formats so researchers can directly explore:

 

how temporal signals evolve across layers

 

how drift and resonance propagate

 

how multi-layer coherence is computed

 

how system stability is evaluated

 

how deterministic predictions are generated

 

 

Everything needed to understand and work with the TRX–MLCI framework is provided in the data itself.

 

What the dataset contains

 

The dataset includes all core components defined in the architecture specification :

 

Raw temporal data (TSV, TMAP) – time-indexed state vectors and derivative maps

 

Derived fields – coherence fields, divergence metrics, stability indicators

 

Full MLCI computational matrix – deterministic multilayer coherence index

 

Predictive temporal outputs – forward temporal projections generated by the deterministic model

 

Unified multi-scale integration data – combined micro/meso/macro temporal structures

 

2D and 3D models – coherence fields, drift tensors, unified temporal geometries

 

Complete documentation – dataset manual and the GRM™–TRX–MLCI™ whitepaper

 

 

All files use open formats (CSV, SVG, OBJ, STL, GLTF, PDF), ensuring compatibility with Python, R, MATLAB, Mathematica, ParaView, Blender, Unity, and standard scientific workflows.

 

Purpose of the dataset

 

This dataset allows researchers to:

 

examine deterministic temporal behavior independent of probabilistic models

 

evaluate stability, resonance alignment, drift propagation, and collapse dynamics

 

validate their own implementations of TRX–MLCI components

 

explore multi-layer temporal computation for physics, biology, AI systems, and engineered processes

 

build, compare, and test new temporal algorithms using reproducible ground-truth data

 

 

The dataset serves as the experimental foundation of the GRM™ – TRX–MLCI™ architecture and enables anyone to study, replicate, and extend the framework’s temporal computations.

 

Why this dataset matters

 

It exposes a new deterministic temporal modeling approach, defined rigorously and reproducibly.

 

It provides layered temporal data that is uncommon in traditional datasets, which typically depend on probabilistic inference.

 

It enables the scientific community to explore coherence, stability, and prediction in a structured and transparent way.

 

It is suitable for research, va

lidation, benchmarking, model development, and educational use.
DOI: 10.15468/dl.p68jdy
title: Occurrence Download

description: A dataset containing 118001 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "Geometry POLYGON((76.61748 14.68138,76.79204 14.69189,77.18895 14.73507,77.19168 15.03524,77.22216 15.28441,76.98916 15.64205,76.35955 15.43158,76.22981 15.10589,76.45726 14.83732,76.53099 14.70043,76.61748 14.68138))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 118001 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022679-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ppaj7f
title: Occurrence Download

description: A dataset containing 5775019 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Colombia",
 "GadmGid is COL.2_2",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 5775019 records from 941 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022616-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.