cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.1594/pangaea.986242
title: Color Reflectance (Spectrophotometer) of IODP Hole 389-M0101B

description: Color reflectance spectrophotometry and colorimetry data from the above given hole of International Ocean Discovery Program (IODP) Expedition 389 (Hawaiian Drowned Reefs). The data where obtained during the onshore phase of expedition 389 which took place between 2025-02-06 to 2025-02-26 at the Bremen Core Repository (BCR) hosted at MARUM – Center for Marine Environmental Sciences, University of Bremen. After longitudinal splitting of the core sections, each archive half was scanned by a handheld Konica Minolta spectrophotometer (Model CM-2600d), recording data at approximately 2-cm sampling interval. Interval spacing was adjusted appropriately depending on the nature of the core (i.e., the presence of rubble, vugs, and fractures) and commented on in the data report. Measurements were taken in the most visibly homogeneous areas at each depth downcore to obtain as pure a color reflectance signal as possible. The obtained data is represented in the L*a*b* color coordinate system, where L* is a total reflectance index ranging 0%–100%, a* is green (&lt;0) to red (&gt;0) chromaticity, and b* is blue (&lt;0) to yellow (&gt;0) chromaticity. Furthermore, the analyses give Munsell color values , and intensity values for 31 contiguous 10 nm wide bands across the 360–740 nm interval of the light spectrum with a reflectance range of 0%–175% and a resolution of 0.01%.For further methodological information see methods chapter in Webster, J.M. et al., 2025 https://doi.org/10.14379/iodp.proc.389.2025
description: Data was submitted and proofread by Vera Barbara Bender, MARUM - Center for Marine Environmental Sciences (University Bremen) on behalf of ECORD Science Operator Data Management (https://www.ecord.org).
DOI: 10.1594/pangaea.986243
title: Color Reflectance (Spectrophotometer) of IODP Hole 389-M0102A

description: Color reflectance spectrophotometry and colorimetry data from the above given hole of International Ocean Discovery Program (IODP) Expedition 389 (Hawaiian Drowned Reefs). The data where obtained during the onshore phase of expedition 389 which took place between 2025-02-06 to 2025-02-26 at the Bremen Core Repository (BCR) hosted at MARUM – Center for Marine Environmental Sciences, University of Bremen. After longitudinal splitting of the core sections, each archive half was scanned by a handheld Konica Minolta spectrophotometer (Model CM-2600d), recording data at approximately 2-cm sampling interval. Interval spacing was adjusted appropriately depending on the nature of the core (i.e., the presence of rubble, vugs, and fractures) and commented on in the data report. Measurements were taken in the most visibly homogeneous areas at each depth downcore to obtain as pure a color reflectance signal as possible. The obtained data is represented in the L*a*b* color coordinate system, where L* is a total reflectance index ranging 0%–100%, a* is green (&lt;0) to red (&gt;0) chromaticity, and b* is blue (&lt;0) to yellow (&gt;0) chromaticity. Furthermore, the analyses give Munsell color values , and intensity values for 31 contiguous 10 nm wide bands across the 360–740 nm interval of the light spectrum with a reflectance range of 0%–175% and a resolution of 0.01%.For further methodological information see methods chapter in Webster, J.M. et al., 2025 https://doi.org/10.14379/iodp.proc.389.2025
description: Data was submitted and proofread by Vera Barbara Bender, MARUM - Center for Marine Environmental Sciences (University Bremen) on behalf of ECORD Science Operator Data Management (https://www.ecord.org).
DOI: 10.15468/dl.mcdbwn
title: Occurrence Download

description: A dataset containing 81444 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Russian Federation",
 "Year is 2018",
 "InstitutionCode is iNaturalist"
 ]
}

 The dataset includes 81444 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038351-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sfb25s
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aves)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-52.5 15,-45 15,-45 22.5,-52.5 22.5,-52.5 15))"
 ]
}

 The dataset includes 33 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038378-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kenuka
title: Occurrence Download

description: A dataset containing 191 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DecimalLatitude is -33.6869318780323,-33.6650515906059",
 "DecimalLongitude is 18.9072347719256,18.930831265986"
 ]
}

 The dataset includes 191 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038379-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vfv7m2
title: Occurrence Download

description: A dataset containing 639 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nicotiana acuminata",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 639 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038380-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16932186
title: Rapid Urbanization Reduces Genetic Diversity and Increases Genetic Differentiation of a Lynx Spider Oxyopes sertatus in Central Taiwan
DOI: 10.5281/zenodo.17391131
title: CSP+K (MG‑CT) — HRV summary dataset & analysis code (v1.4.1 REPRO)

description: Ready‑to‑paste Zenodo Description

CSP+K (MG‑CT) supportive HRV dataset & analysis code

This deposit contains a de‑identified summary dataset and reproducible analysis code that regenerate the figures/tables used for the CSP+K (MindGate Cervical Therapy) cohort. The data implement small‑cell suppression (n<5) and include only summary‑level information; no patient‑level records are shared.

What’s included





data/





cspk_hrv_pairs_v1.4.csv (paired T1→T2^DR HRV records for AAW; SGB excluded)




hrv_counts_by_length_v1.4.csv (3‑min / 5‑min subsets)




hrv_counts_overall_v1.4.csv (overall HRV tallies)






code/





analysis.ipynb, analysis.py, requirements.txt




Running either script/notebook reproduces all summary outputs and figures.






docs/





CODEBOOK.md (data dictionary)




SOP_excerpt.md (SOP/QC/AAW definitions)




SFig_Flow.pdf (STROBE flow diagram, actual file)




SFig_SROB1.pdf (S‑ROB1 risk‑of‑bias figure, actual file)





Reproducibility (one‑line workflow)





python -m pip install -r code/requirements.txt




EITHER open code/analysis.ipynb and Run All, OR run python code/analysis.pyOutputs: code/Summary_RD_Newcombe.csv, code/Table_S-ROB1.csv, and figures under code/figures/.Rounding is fixed to one decimal for %, RD, and CI.



Licensing





Record license: Creative Commons Attribution 4.0 International (CC BY 4.0) — applies to all data and documentation unless otherwise noted.




Code license: MIT — see LICENSE-CODE.See also LICENSE-DATA for data‑specific terms.



How to citeTorii K., et al. CSP+K supportive HRV dataset & analysis code (v1.4). Zenodo. doi: 10.5281/zenodo.1739113110.

Notes





The dataset and scripts are aligned with the manuscript and supplement; AAW is defined as concurrent ΔHR<0 & ΔRMSSD>0 under standardized supine vigilance, with artifact ≤5% (≤3% high‑quality subset).




Editors/reviewers can immediately reproduce figures/tables from this deposit using the steps above.
DOI: 10.15468/dl.aru69c
title: Occurrence Download

description: A dataset containing 1500 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aves)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-60 15,-52.5 15,-52.5 22.5,-60 22.5,-60 15))"
 ]
}

 The dataset includes 1500 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038383-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hywa93
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nicotiana sanderae",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038384-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bxfmr4
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is South America",
 "Country is Colombia",
 "Locality is one of (Canal Del Dique-Desembocadura A La Bahía De Cartag, Canal del Dique R. NeuquÃ©n, Fuerte Gral. Roca, Canal del Dique a 1 1/2 hora de Cartagena., Canal del Dique, Bahía de Barbacoas, Canal del Dique, Boca Cerrada, Canal del Dique, Cano Correa, Canal del Dique, Caño Correa, Canal del Dique, Caño Correa, km 13, Canal del Dique, Caño Correa., Canal del Dique, Pasacaballos, Canal del Dique, Puente Baru, Canal del Dique, W de Cartagena, Canal del Dique, a pocos kilómetros de su desemboc, Canal del Dique, cruce con el oleoducto cerca a Ma, Canal del Dique, punto medio entre las ciénagas Ju, Canal del Dique., Canal del dique, Arjona CO-Bolívar 10.15908, -75.3, Canal del dique, Gijón)",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 58 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038385-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13435269
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.ent6jq
title: Occurrence Download

description: A dataset containing 248758 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "StateProvince is one of (Maine, New Hampshire, Vermont, Massachusetts, Rhode Island, Connecticut, New York, New Jersey, Pennsylvania)",
 "TaxonKey is Asteraceae"
 ]
}

 The dataset includes 248758 records from 248 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038370-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17391824
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.qn2mf3
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nierembergia hippomanica",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038387-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u35u6j
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "TaxonKey is Ophiophagus hannah"
 ]
}

 The dataset includes 46 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038388-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kft967
title: Occurrence Download

description: A dataset containing 1428 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 (Mammalia [GBIF Backbone Taxonomy])",
 "GadmGid is one of (COL.14_2, COL.29_2)",
 {
 "and" : [
 "Year is greater than or equal to 2015"
 ]
 },
 {
 "and" : [
 "Elevation is less than or equal to 100m"
 ]
 }
 ]
 }
 ]
}

 The dataset includes 1428 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038389-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zhxq92
title: Occurrence Download

description: A dataset containing 79038 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aves)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-15 15,-7.5 15,-7.5 22.5,-15 22.5,-15 15))"
 ]
}

 The dataset includes 79038 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038361-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8jrbxd
title: Occurrence Download

description: A dataset containing 3464601 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Philippines"
 ]
}

 The dataset includes 3464601 records from 1797 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038339-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nbwc5c
title: Occurrence Download

description: A dataset containing 3303 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((22.23633 33.28462,51.06445 33.28462,51.06445 43.96119,22.23633 43.96119,22.23633 33.28462))",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "TaxonKey is Periparus ater (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3303 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005417-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gefjzv
title: Occurrence Download

description: A dataset containing 50740 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Reptilia"
 ]
}

 The dataset includes 50740 records from 199 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003555-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ja8qah
title: Occurrence Download

description: A dataset containing 16368 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Odobenus rosmarus (Linnaeus, 1758)"
 ]
}

 The dataset includes 16368 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002491-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.baafay
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Unknown evidence",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Human Observation"
 ]
 },
 "Country is Jamaica",
 "HasCoordinate is true",
 "TaxonKey is Vitis tiliifolia Humb. & Bonpl. ex Roem. & Schult.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005417-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmpvyo
title: Occurrence Download

description: A dataset containing 1300 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cystoseira compressa (Esper) Gerloff & Nizamuddin, 1975"
 ]
}

 The dataset includes 1300 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002496-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r7qeum
title: Occurrence Download

description: A dataset containing 30288273 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 30288273 records from 2913 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057527-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.becuq6
title: Occurrence Download

description: A dataset containing 238777 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is University of South Florida Herbarium (USF)"
 ]
}

 The dataset includes 238777 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039740-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.otnk2a
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Serruria brownii Meisn.",
 "Country is South Africa",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 34 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004394-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wcth7n
title: Occurrence Download

description: A dataset containing 3116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((117.61081 32.85648,134.02350 32.85648,134.02350 39.41422,117.61081 39.41422,117.61081 32.85648))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chrysanthemum L."
 ]
}

 The dataset includes 3116 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055551-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cwaxet
title: Occurrence Download

description: A dataset containing 6400 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Culex pipiens Linnaeus, 1758"
 ]
}

 The dataset includes 6400 records from 152 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004394-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.myup4c
title: Occurrence Download

description: A dataset listing the 4 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corchorus olitorius L."
 ]
}

 The dataset's 4 records were derived from 230 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056908-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11098815
title: United States State Cancer Profiles data extract

description: State Cancer Profiles (https://statecancerprofiles.cancer.gov) hosts an interactive website for tracking United States cancer incidence and prevalence. The dataset hosted here is an automated scraping from all locales for all demographic variables and diseases. 

Two tables are available:



Cancer incidence

Cancer mortality


The dataset is meant for data mining or for building additional data products based on the state cancer profiles data, but without having to scrape the data yourself.
DOI: 10.15468/dl.tjwze7
title: Occurrence Download

description: A dataset containing 1085 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vanilla planifolia Andrews"
 ]
}

 The dataset includes 1085 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004394-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yynkku
title: Occurrence Download

description: A dataset containing 4434 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lophius piscatorius Linnaeus, 1758"
 ]
}

 The dataset includes 4434 records from 159 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012793-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.