cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17273031
title: Causality Research using Interventions Like Events

description: Abstract—Context Intervention experiments are consideredthe gold standard in causality research. When conducting anintervention requires too much effort, it limits the number ofinterventions. This leads to a trade-off between the cleanlinessof interventions and large robust datasets. Aim We presenta method to identify natural events similar to interventions,building large intervention datasets. These similar events canallow us to investigate causality on a large scale. To achieve theobjective, we profile the interventions using labeling functions,validate them, and investigate the impact of intervention-likeevents. Method We demonstrate our method in the domain ofsoftware quality improvement. Static analyzers are implicitlybuilt on the premise that fixing their alerts should improvequality. We quantify the impact of such alert removals. First,we built a dataset of 521 manual alert-removing interventions,allowing us to learn how the interventions look. We representthe intervention profile in the labeling functions. We appliedthese labeling functions to code commits, found intervention-likenatural events, and used them to analyze the impact of the alertremoval. This resulted in a much larger dataset that had 8,245alert removals, more than 15 times larger than our dataset ofmanual interventions. The scale of the dataset enables evaluatingthe impact of interventions. Using removals done in live projectsallowed us to measure the impact on the tendency to bugs. ResultsWe identified complexity-reducing interventions that reduce theprobability of future bugs. Such interventions are relevant to 33%of Python files and can reduce the tendency to bugs by up to 5.5percentage points. Conclusions Using our method saved 475 daysneeded to build the dataset manually. This allowed us to evaluateinterventions of various types on a large scale and to evaluatetheir causal impact. The method provides a large number ofnatural interventions that are highly needed in causality researchin many domains.
DOI: 10.5281/zenodo.17273052
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.daqa4h
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudo-nitzschia multistriata",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 103 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050841-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pcuqg2
title: Occurrence Download

description: A dataset containing 179 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudo-nitzschia multistriata",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 179 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050842-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nbd2tr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudo-nitzschia multistriata",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050843-250920141307145/datasets/export for details.
DOI: 10.15468/dl.sfscpn
title: Occurrence Download

description: A dataset containing 105449 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Material sample, Human Observation)",
 "Country is one of (Cameroon, Congo, Equatorial Guinea, Gabon, Nigeria, Belize, Bolivia (Plurinational State of), Brazil, Colombia, Costa Rica, Ecuador, El Salvador, French Guiana, Guatemala, Guyana, Honduras, Jamaica, Mexico, Nicaragua, Panama, Peru, Puerto Rico, Suriname, Venezuela (Bolivarian Republic of), Argentina, Northern Mariana Islands, Thailand, Vanuatu, Dominican Republic, Haiti, Bangladesh, Cambodia, Central African Republic, Congo, Democratic Republic of the, Ghana, Guinea, Liberia, Madagascar, Myanmar, Sierra Leone, India, Sri Lanka, Paraguay, Angola, Burkina Faso, Burundi, Comoros, Ethiopia, Mali, Senegal, Sudan, Tanzania, United Republic of, Togo, Uganda, China, Philippines, Nepal, Chad)",
 "HasGeospatialIssue is false",
 "TaxonKey is Marantaceae"
 ]
}

 The dataset includes 105449 records from 703 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050806-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sd552c
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Ixidia erythropthalmos",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073976-230530130749713/datasets/export for details.
DOI: 10.15468/dl.3zs2zg
title: Occurrence Download

description: A dataset containing 48357 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Penaeus aztecus Ives, 1891)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year 1975-2022"
 ]
}

 The dataset includes 48357 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0115611-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.afkt3k
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Calamaria lovii Boulenger, 1887, Calamaria hosei Günther, 1896, Calamaria klossi Smith, 1926)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042697-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j9qb4s
title: Occurrence Download

description: A dataset containing 433806 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 433806 records from 877 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087900-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8zgfpa
title: Occurrence Download

description: A dataset containing 388 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Telescopus fallax Fleischmann, 1831)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 388 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042649-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kguzhd
title: Occurrence Download

description: A dataset containing 986 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Galeodea echinophora (Linnaeus, 1758)"
 ]
}

 The dataset includes 986 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087879-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y36nse
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Archibaccharis salmeoides (S.F.Blake) S.F.Blake"
 ]
}

 The dataset includes 30 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042657-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yw43zv
title: Occurrence Download

description: A dataset containing 190 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "TaxonKey is Pteropus pumilus Miller, 1910"
 ]
}

 The dataset includes 190 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087880-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nta6ym
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lerista humphriesi Storr, 1971)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 24 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042667-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.afuqaq
title: Occurrence Download

description: A dataset containing 248 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gaza superba (Dall, 1881)"
 ]
}

 The dataset includes 248 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087893-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ntustb
title: Occurrence Download

description: A dataset containing 1289 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sphaerodactylus elegans (Macleay, 1834), Sphariodactylus elegans Macleay, 1834)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1289 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042650-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yn5cvt
title: Occurrence Download

description: A dataset containing 251 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gastropteron pacificum Bergh, 1894"
 ]
}

 The dataset includes 251 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087888-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ak4tym
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Atractus paravertebralis Henle & Ehrl, 1991)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042663-230224095556074/datasets/export for details.
DOI: 10.15468/dl.b5erjy
title: Occurrence Download

description: A dataset containing 590 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-118.1648047999999989 34.0910719000000029, -118.1648047999999989 34.0925707999999972, -118.1648047999999989 34.0935700699999984, -118.1648047999999989 34.0949975999999992, -118.1648047999999989 34.0960682400000010, -118.1648047999999989 34.0973530199999999, -118.1648047999999989 34.0992087999999995, -118.1648047999999989 34.1004221999999970, -118.1630201499999941 34.1004221999999970, -118.1617351999999954 34.1004221999999970, -118.1605216399999989 34.1004221999999970, -118.1588083799999964 34.1004221999999970, -118.1576661999999942 34.1004221999999970, -118.1576661999999942 34.0985664199999974, -118.1576661999999942 34.0974243900000005, -118.1576661999999942 34.0959254899999991, -118.1576661999999942 34.0950689699999998, -118.1576661999999942 34.0938555800000032, -118.1576661999999942 34.0922853000000003, -118.1576661999999942 34.0910719000000029, -118.1588797600000049 34.0910719000000029, -118.1609499599999964 34.0910719000000029, -118.1624490600000001 34.0910719000000029, -118.1637340099999989 34.0910719000000029, -118.1648047999999989 34.0910719000000029))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 590 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077344-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7vfr62
title: Occurrence Download

description: A dataset containing 15469 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lycorma delicatula (White, 1845)"
 ]
}

 The dataset includes 15469 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042658-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t5t3vs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thalasseus bengalensis (R.Lesson, 1831)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0100775-220831081235567/datasets/export for details.
DOI: 10.15468/dl.85dgtb
title: Occurrence Download

description: A dataset containing 4462 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Lacedo pulchella",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 4462 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074201-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2naa95
title: Occurrence Download

description: A dataset containing 119030 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belize",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 119030 records from 214 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0100787-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5g5epk
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Philodendron ichthyoderma Croat & Grayum"
 ]
}

 The dataset includes 147 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073979-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.urakfe
title: Occurrence Download

description: A dataset containing 7980 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adansonia digitata L."
 ]
}

 The dataset includes 7980 records from 210 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0100794-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11071100
title: FRACTESUS_CCFE_ANP-5_R2C3LC

description: Fractesus project. Fracture test mini-CT. Raw data ANP-5. CCFE
DOI: 10.5281/zenodo.11071101
title: FRACTESUS_CCFE_ANP-5_R2C3LC

description: Fractesus project. Fracture test mini-CT. Raw data ANP-5. CCFE
DOI: 10.15468/dl.zxc2ms
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Diplodactylus hillii Longman, 1915)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042659-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mrvxfy
title: Occurrence Download

description: A dataset containing 291 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Strongylocentrotus franciscanus (A.Agassiz, 1863)"
 ]
}

 The dataset includes 291 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107722-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lizsns
title: Occurrence Download

description: A dataset containing 12332 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Claytonia perfoliata Donn ex Willd.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12332 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002767-150811131857512/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-ouc1850955
title: Staff one: a perspective on effective police management, 1978

description: Edward M. Davis. Staff one: a perspective on effective police management. Englewood Cliffs, New Jersey: Prentice-Hall, Inc., 1978, 6.17. Independent Commission on Los Angeles Police Department / general counsel witness - Davis, Ed, 1978 - 1991 May 3. PART OF A SERIES: The series pertains to the work of Munger, Tolles & Olson, the firm responsible for coordinating the activities and proceedings of the Independent Commission's legal counsel. Included are legal briefs, court transcripts, and memoranda; press releases and article clippings about the Rodney King incident and the subsequent creation of the Independent Commission; summaries of witness interviews; analyses of legislation regarding the role and purview of peace officers; work plans and outlines developed by Commission staff; draft copies developed for all sections of the Commission report; supplemental materials for the report, including a copy of the Rodney King arrest log, law enforcement literature, and public opinion surveys; materials distributed and reviewed during Commission meetings; letters of interest submitted to Chairman Christopher from prospective Commission members and organizations; and lists of bills and Commission expenditures.
DOI: 10.15468/dl.rjmncy
title: Occurrence Download

description: A dataset containing 150 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chionomys gud (Satunin, 1909)"
 ]
}

 The dataset includes 150 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048529-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bn45jh
title: Occurrence Download

description: A dataset containing 7138169 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rosaceae"
 ]
}

 The dataset includes 7138169 records from 1525 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002767-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-ouc1850956
title: Staff one: a perspective on effective police management, 1978

description: Edward M. Davis. Staff one: a perspective on effective police management. Englewood Cliffs, New Jersey: Prentice-Hall, Inc., 1978, 6.17. Independent Commission on Los Angeles Police Department / general counsel witness - Davis, Ed, 1978 - 1991 May 3. PART OF A SERIES: The series pertains to the work of Munger, Tolles & Olson, the firm responsible for coordinating the activities and proceedings of the Independent Commission's legal counsel. Included are legal briefs, court transcripts, and memoranda; press releases and article clippings about the Rodney King incident and the subsequent creation of the Independent Commission; summaries of witness interviews; analyses of legislation regarding the role and purview of peace officers; work plans and outlines developed by Commission staff; draft copies developed for all sections of the Commission report; supplemental materials for the report, including a copy of the Rodney King arrest log, law enforcement literature, and public opinion surveys; materials distributed and reviewed during Commission meetings; letters of interest submitted to Chairman Christopher from prospective Commission members and organizations; and lists of bills and Commission expenditures.