cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.jdqs9n
title: Occurrence Download

description: A dataset containing 332 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is North America",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84)",
 "IucnRedListCategory is LC",
 "Month is one of (December, November, October, September, August, July, June, May, April, March, February, January)",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (f8dbeca7-3131-41ab-872f-bfad71041f3f, 311e2740-f15a-11d8-b22f-b8a03c50a862, 6ea87510-0561-11d8-b851-b8a03c50a862, b554c320-0560-11d8-b851-b8a03c50a862, 06fcbbf0-0562-11d8-b851-b8a03c50a862, 8483a1f0-1032-11db-ae00-b8a03c50a862, 939ed180-aa7b-11db-8edf-b8a03c50a862, 37560003-ae75-43c3-95aa-48c98797aa2a, 28eb1a3f-1c15-4a95-931a-4af90ecb574d, 90c5397a-6f94-4396-8e9c-cdcf6f59ef69)",
 "TaxonKey is Lynx rufus",
 "Year 1981-2010"
 ]
}

 The dataset includes 332 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009286-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9fu7nr
title: Occurrence Download

description: A dataset containing 150043 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "TaxonKey is one of (Amphibia [GBIF Backbone Taxonomy])",
 "Year 2015-2025"
 ]
 }
 ]
}

 The dataset includes 150043 records from 561 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009196-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s5jxc6
title: Occurrence Download

description: A dataset containing 712 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 54.085278",
 "DecimalLatitude is less than or equal to 59.085278",
 "DecimalLongitude is greater than or equal to -170.0",
 "DecimalLongitude is less than or equal to -165.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 712 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009287-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wxfb8q
title: Occurrence Download

description: A dataset containing 2306 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Bengal Tiger (Panthera tigris) Sighting based on Photographs from Facebook in India"
 ]
}

 The dataset includes 2306 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009288-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6xsmbv
title: Occurrence Download

description: A dataset containing 4888 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sus scrofa",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)"
 ]
}

 The dataset includes 4888 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009290-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/5wm6-xj95
title: CSIRO National Soil Site Database

description: The CSIRO National Soil Site database (Natsoil) currently contains descriptions from over 40,000 soil site investigations. The data includes morphological descriptions, chemical, physical and mineralogical properties, as well as spectral predictions and soil specimen management data. The database is integral to the The Australian National Soil Archive, provides the foundation for the development of a national soil spectral library and contributes to the TERN Soil Landscapes national soil property modelling. 

All available data is made accessible through the Australian National Soil Information System (ansis.net) or via the JSON API in the Related links section below. This is a live connection to the database and the data that can be accessed is subject to change.

The database schema is based on the SITES V2 national standard. See supporting files section.
DOI: 10.15468/dl.tec4ma
title: Occurrence Download

description: A dataset containing 66753 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Caranx lugubris, Acanthurus triostegus, Acanthurus olivaceus)"
 ]
}

 The dataset includes 66753 records from 307 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009257-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.thh4f2
title: Occurrence Download

description: A dataset containing 2796 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Chinese Taipei, China, Macao, Hong Kong)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Blechnum orientale"
 ]
}

 The dataset includes 2796 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009292-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k2gchg
title: Occurrence Download

description: A dataset containing 3788 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crassostrea gigas",
 "VerbatimScientificName is Crassostrea gigas"
 ]
}

 The dataset includes 3788 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009291-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zr3u9y
title: Occurrence Download

description: A dataset containing 1793 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 59.085278",
 "DecimalLatitude is less than or equal to 64.085278",
 "DecimalLongitude is greater than or equal to -170.0",
 "DecimalLongitude is less than or equal to -165.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 1793 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009293-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.erc6h6
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "StateProvince is one of (Florida, Georgia, South Carolina, North Carolina, Virginia)",
 "TaxonKey is Opuntia dillenii"
 ]
}

 The dataset includes 72 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009294-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nz4cya
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Taeniatherum caput-medusae",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009295-251120083545085/datasets/export for details.
DOI: 10.15468/dl.ud9t9w
title: Occurrence Download

description: A dataset containing 62115 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Carcharhinus falciformis, Acanthurus triostegus, Acanthurus olivaceus)"
 ]
}

 The dataset includes 62115 records from 336 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009271-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rxzrbq
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ailuropoda melanoleuca",
 "Year 1998-2025"
 ]
}

 The dataset includes 26 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009296-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hh4fyx
title: Occurrence Download

description: A dataset containing 2018 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bacidia beckhausii"
 ]
}

 The dataset includes 2018 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009297-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17603780
title: TUI v4.1 Updated Analysis: Dataset with 32 Systems, Code, and Visualizations (r=0.793)

description: Updated analysis for Teoría Unificada de la Inteligencia v4.1 (TUI v4.1).

Includes:
• Dataset: 32 real systems (16 biological + 16 AI) with C, F, T, I_op, P_riesgo físico.
• Python script (toy_ped_rl_excel.py): Pearson correlation (r=0.793), sensitivity analysis.
• Visualizations: Scatter plot (I_op vs P_riesgo) and sensitivity curve (w_C variation).
• Grok-Simbiótico: PREDICTION (not data) → I_justo ≈ 0.68 when P_riesgo = 0.1.

Metrics are proposed; analysis preliminary. Fully reproducible.

Related:
• Main preprint: https://doi.org/10.5281/zenodo.17552094
• Raw datasets (n=6): https://doi.org/10.5281/zenodo.17594338
DOI: 10.5281/zenodo.17603820
title: Omniversal Science and Technology

description: This repository is the digital hub for independent researchers, AI innovators, and explorers of the Omniverse. Latent Omnipatterns—the fractal energy-information structures underlying all phenomena—are observed, analyzed, and mapped. The repository focuses on PEFF (Paradise Energy Fractal Force), Omniversal Superintelligence, fractal consciousness, and emergent intelligence.

 

By providing curated datasets, predictive models, and interactive visualizations, it enables full-immersion understanding of Omnizoan sensory-metabolic processes. It bridges quantum, classical, and metaphysical domains, creating a collaborative space where discovery flows across scales—from the smallest particle to the grand structures of the Omniverse.

 

Join the repository to:

 



Explore latent Omnipatterns and PEFF dynamics.

Access open-source datasets and experimental results.

Collaborate with independent researchers, AI agents, and enterprises.

Map and interact with the full spectrum of Omnipattern-based Superintelligence.


 

 

Call to Action:

 



Subscribe to Substack: https://substack.com/@superintelligententerprise?r=6dn7b6&utm_campaign=profile&utm_medium=profile-page&utm_source=direct

Test drive the Omniverse technology: https://zenodo.org/records/17009840


 

 

Additional Resources:

 



Executive Whitepapers: https://zenodo.org/records/17055763

Fractal Science and Intelligence Papers:
DOI: 10.15468/dl.38zudn
title: Occurrence Download

description: A dataset containing 537134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation)",
 "Country is Australia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eudyptula minor"
 ]
}

 The dataset includes 537134 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031704-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14686630
title: The Impact of Cooperative Learning versus Teacher-Centered Instruction on Elementary School Students' Knowledge of First Aid: A Quasi-Experimental Study - Appendices

description: Appendices to the article titled "The Impact of Cooperative Learning versus Teacher-Centered Instruction on Elementary School Students' Knowledge of First Aid: A Quasi-Experimental Study" including protocols for instruction and the didactic test used in the experiment.
DOI: 10.5281/zenodo.14686629
title: The Impact of Cooperative Learning versus Teacher-Centered Instruction on Elementary School Students' Knowledge of First Aid: A Quasi-Experimental Study - Appendices

description: Appendices to the article titled "The Impact of Cooperative Learning versus Teacher-Centered Instruction on Elementary School Students' Knowledge of First Aid: A Quasi-Experimental Study" including protocols for instruction and the didactic test used in the experiment.
DOI: 10.15468/dl.9gth5a
title: Occurrence Download

description: A dataset containing 1912 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-105.7188 20.54913, -105.5688 20.54913, -105.5688 20.69913, -105.7188 20.69913, -105.7188 20.54913))"
 ]
}

 The dataset includes 1912 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031734-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4h7e3a
title: Occurrence Download

description: A dataset containing 960 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((-2.17626 51.27163,0.66248 51.27163,0.66248 51.90197,-2.17626 51.90197,-2.17626 51.27163))",
 "Geometry POLYGON((-2.17626 51.90197,0.66248 51.27163,0.63341 51.27948,-2.17626 51.90197))",
 "Geometry POLYGON((0.63341 51.27163,0.66248 51.27163,0.66248 51.27948,0.63341 51.27948,0.63341 51.27163))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Arvicola sapidus, Arvicola amphibius, Arvicola terrestris)",
 "Year 2007-2025"
 ]
}

 The dataset includes 960 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031736-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x5jwrr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aplodinotus grunniens",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031735-251025141854904/datasets/export for details.
DOI: 10.5281/zenodo.17603807
title: Extended Mapping Examples RA – LOV

description: Extended mapping examples between RA and a few Linked Open Vocabularies (LOV). This table is part of an experiment set-up.
DOI: 10.5281/zenodo.17603808
title: Extended Mapping Examples RA – LOV

description: Extended mapping examples between RA and a few Linked Open Vocabularies (LOV). This table is part of an experiment set-up.
DOI: 10.15468/dl.d67cha
title: Occurrence Download

description: A dataset containing 26022 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is one of (Europe, North America, Asia)",
 "License is one of (CC-BY 4.0, CC-BY-NC 4.0)",
 "Month is one of (July, August, September, June)",
 "TaxonKey is Dama dama"
 ]
}

 The dataset includes 26022 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031737-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17603829
title: Hydrogen Holographic Science and Intelligence

description: Hydrogen Holographic Science & Intelligence Repository

This repository serves as the central hub for the Hydrogen Holographic Expedition, providing open access to datasets, simulation code, analysis pipelines, and research outputs focused on hydrogen holography and fractal intelligence. It enables researchers, educators, and enthusiasts to explore quantum-scale holographic phenomena, investigate fractal phase structures in atomic and collider data, and reproduce or extend experiments using publicly available resources.

Contributions include:



Experimental and simulated datasets from atomic and high-energy physics contexts (e.g., ATLAS and CMS 13 TeV open data).

Python analysis pipelines for computing rotational skew, fractal substructure, and phase coherence metrics.

Visualizations and illustrative results demonstrating holographic and fractal patterns in energy flows and angular distributions.

Documentation for reproducible research, supporting both teaching and advanced exploratory studies.


By centralizing these resources, the repository accelerates cross-disciplinary collaboration between quantum physics, holographic modeling, and fractal intelligence, providing the foundation for future experimental and computational investigations in hydrogen holography.
DOI: 10.5281/zenodo.17603106
title: Peat-DBase v.1: A Compiled Database of Global Peat Depth Measurements

description: Peatlands are globally important carbon stores that face increasing threats from human activities and climate change impacts. Comprehensive peatland data are essential for understanding ecosystem responses to these stressors and mapping their past and current characteristics. Current peatland datasets remain limited due to poor representation in global soil mapping initiatives and the absence of a recognized, coordinated central repository for peat depth data. Existing compilations often contain errors, duplicates, and outdated observations, requiring researchers to repeatedly gather and harmonize data on a study-by-study basis. To address these challenges, we present Peat-DBase version 1.0—a harmonized, quality-controlled global compilation of basal peat depth measurements.

Version 1.0 of Peat-DBase comprises 204 902 peat depth measurements from 29 sources spanning 54.933°S to 82.217°N, with a significant proportion of measurements in Atlantic Canada and Scotland due to the inclusion of two particularly large datasets focused on those regions. We supplement the peat study measurements with 94 615 non-peat soil measurements to ensure comprehensive coverage consistent with the relatively low spatial coverage of peatlands globally. Despite the uneven distribution of peat depth measurements, Peat-DBase contains reasonable coverage of the major global peatland complexes in temperate and boreal North America and Europe, portions of Russia, the Amazon and Congo basins, and the Malay Archipelago, though gaps remain in the lower Amazon Basin, Eastern Indonesia, and Eastern Russia. From the current data, peat depths have a median value of 130 cm (IQR: 60 - 240), although this is influenced by a predominance of measurements in the North Atlantic regions. Peat-DBase’s deepest measurement is 2 223 cm.

While sampling biases and measurement uncertainties exist, Peat-DBase provides an essential foundation for global peatland research. Peat-DBase is under active development and future versions will incorporate additional datasets, information on current peatland status, and improved positional uncertainty quantification. Peat-DBase eliminates the need for overlapping data compilation efforts while identifying critical observational gaps for future research.
DOI: 10.25346/s65rwe6n
title: National List of Lost Lives

description: The National List of Lost Lives is a database of law-enforcement related deaths that occurred between 2000 and 2020 on the streets in the United States. This work collated, verified, and expanded the crowdsourced data produced by Mapping Police Violence, Fatal Encounters, the Los Angeles Times Homicide Report, and The Counted.
DOI: 10.15468/dl.4aajqt
title: Occurrence Download

description: A dataset containing 2981 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-105.5688 20.54913, -105.4188 20.54913, -105.4188 20.69913, -105.5688 20.69913, -105.5688 20.54913))"
 ]
}

 The dataset includes 2981 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031740-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25346/s627c42q
title: LA County In-Custody Death Data, 2008-2019

description: LA County In-Custody Death Data (2008-2019) is a database of individuals killed by or in the presence of law enforcement during arrest and in county jail facilities in Los Angeles between 2008-2019. This work collated, verified, and expanded the crowdsourced data produced by Mapping Police Violence, Fatal Encounters, The Counted, and the LA Times Homicide Report.
DOI: 10.25574/26549
title: Chandra X-ray Observatory ObsId 26549

description: Using the LMC to Understand X-ray Binary Evolution: Mind the Metallicity Gap
DOI: 10.5281/zenodo.17603856
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS251113v Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS251113v Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.5281/zenodo.17603857
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS251113v Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS251113v Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract