cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.xp6m9q
title: Occurrence Download

description: A dataset containing 1024 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Matricaria discoidea DC.",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1024 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103220-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/9y3-txz-3pc
title: Lachnopodus subacutus (Stimpson, 1858)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kqr-1ds-mjs
title: Pugettia gracilis Dana, 1851

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lle-k7l-v60
title: Neomysis integer (Leach, 1815)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vat-qfn-030
title: Mursia Desmarest, 1823

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1tq-736-0wx
title: Mesopodopsis orientalis (W. Tattersall, 1908)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1c3-jxl-yfl
title: Eucopia unguiculata (Willemoes-Suhm, 1875)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wa8-ngj-kk1
title: Clibanarius Dana, 1852

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dqt-x8t-0lw
title: Oregonia gracilis Dana, 1851

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l4d-jmv-zqf
title: Gastrosaccus spinifer (Goës, 1863)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/578-1bw-wqd
title: Neomysis integer (Leach, 1815)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/647-pp3-0r2
title: Paramysis bacesoi Labat, 1953

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2bt-ejp-32h
title: Penaeus duorarum Burkenroad, 1939

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3e0-7te-w8q
title: Pachygrapsus transversus (Gibbes, 1850)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g8w-a58-y25
title: Pseudanchialina erythraea Nouvel, 1944

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jbq-tbb-c60
title: Gastrosaccus spinifer (Goës, 1863)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k17-hvf-0l9
title: Neomysis integer (Leach, 1815)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/07q-bxx-mfc
title: Cancer irroratus Say, 1817

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rkf-r03-lmq
title: Minuca rapax (Smith, 1870)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m2m-r65-f6c
title: Paramysis bacesoi Labat, 1953

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yw2-r2j-dja
title: Xiphopenaeus kroyeri (Heller, 1862)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/32y-bpc-pkh
title: Eucopia unguiculata (Willemoes-Suhm, 1875)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l9q-cbg-97t
title: Pandalus borealis Krøyer, 1838

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7a6-k4w-w3t
title: Pachygrapsus transversus (Gibbes, 1850)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h5d-cmx-tbs
title: Eurypanopeus depressus (Smith, 1869)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eqt-lnm-hm1
title: Gastrosaccus spinifer (Goës, 1863)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5wn-cbw-jnw
title: Petrolisthes galathinus (Bosc, 1802)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jx0-9lr-gxc
title: Oregonia gracilis Dana, 1851

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dsb-6t9-j6v
title: Penaeus duorarum Burkenroad, 1939

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/snt-8ab-2by
title: Medorippe lanata (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tt2-7tx-k5s
title: Gastrosaccus Norman, 1868

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6h2-c5e-pvs
title: Neomysis integer (Leach, 1815)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3ag-01z-wqe
title: Gastrosaccus spinifer (Goës, 1863)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5nf-jyl-jfj
title: Schistomysis assimilis (G. O. Sars, 1877)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/be4-0by-266
title: Gastrosaccus Norman, 1868

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nm4-kdb-2fm
title: Haplostylus lobatus (Nouvel, 1951)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jvf-de6-clb
title: Neomysis integer (Leach, 1815)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4e8-h6m-cnj
title: Maja crispata Risso, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/69m-qwz-esm
title: Carcinus maenas (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j6m-6tk-yyh
title: Hyas araneus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ps8-qy7-s7x
title: Solenocera membranacea (Risso, 1816)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vh5-m2b-sxa
title: Zaops ostreum (Say, 1817)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w42-fet-m4h
title: Hemigrapsus nudus (Dana, 1851)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5zf-ml6-8nb
title: Cryptolithodes sitchensis Brandt, 1853

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xrc-bbh-as1
title: Argis alaskensis (Kingsley, 1883)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ls3-n9v-c5l
title: Neomysis integer (Leach, 1815)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.18193376
title: Millennials vs Gen Z Sustainable Consumption: How Environmental Knowledge, Environmental Care Attitude, Emotional Value, and Green Marketing affect Green Purchase Intention
DOI: 10.5281/zenodo.18193377
title: Millennials vs Gen Z Sustainable Consumption: How Environmental Knowledge, Environmental Care Attitude, Emotional Value, and Green Marketing affect Green Purchase Intention
DOI: 10.15468/dl.2ayvnf
title: Occurrence Download

description: A dataset containing 692 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Western Sahara",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Charadriidae",
 "Year 2002-2025"
 ]
}

 The dataset includes 692 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000384-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tbxbke
title: Occurrence Download

description: A dataset containing 115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-22.01219 29.61617,60.01219 29.61617,60.01219 62.38383,-22.01219 62.38383,-22.01219 29.61617))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pentanema conyzae"
 ]
}

 The dataset includes 115 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000386-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mcws63
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((71.68989500000001 22.73748, 71.613753 22.731904, 71.539503 22.715312, 71.468991 22.688118, 71.403965 22.650997, 71.346035 22.604871, 71.296629 22.550883, 71.256962 22.490372, 71.22799999999999 22.424833, 71.210446 22.355888, 71.204713 22.285236, 71.210927 22.214619, 71.228916 22.145775, 71.258222 22.080394, 71.29811100000001 22.020081, 71.347593 21.966313, 71.405447 21.920407, 71.470251 21.883485, 71.540419 21.856449, 71.614234 21.839958, 71.68989500000001 21.834417, 71.765556 21.839958, 71.839371 21.856449, 71.909539 21.883485, 71.974343 21.920407, 72.032197 21.966313, 72.08167899999999 22.020081, 72.121568 22.080394, 72.150874 22.145775, 72.168863 22.214619, 72.175077 22.285236, 72.169344 22.355888, 72.15179000000001 22.424833, 72.122828 22.490372, 72.083161 22.550883, 72.033755 22.604871, 71.975825 22.650997, 71.910799 22.688118, 71.840287 22.715312, 71.766037 22.731904, 71.68989500000001 22.73748))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 125 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000385-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sj2npx
title: Occurrence Download

description: A dataset containing 6666 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pelargonium australe"
 ]
}

 The dataset includes 6666 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000387-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nq3fre
title: Occurrence Download

description: A dataset containing 3051 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((27.46089 -65.37790,174.53911 -65.37790,174.53911 -6.62210,27.46089 -6.62210,27.46089 -65.37790))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Parsonsia brownii"
 ]
}

 The dataset includes 3051 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000388-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.refj2j
title: Occurrence Download

description: A dataset containing 1162262 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Benin",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1162262 records from 597 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000351-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d8dtf8
title: Occurrence Download

description: A dataset containing 24780 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is NMNH Extant Specimen Records (USNM, US)",
 "TaxonKey is Mammalia",
 "Year 1993-2026"
 ]
}

 The dataset includes 24780 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000389-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18134597
title: Cross-Domain Validation of the Davini Zero-Contradiction Law (ZCₜ): 200+ Stability Tests Across Physical, Biological, and Engineered Systems

description: Overview



This archive contains the complete validation suite and replication materials for the cross-domain evaluation of the Davini Zero-Contradiction Law (ZCₜ). The dataset includes over 200 independent tests across a wide range of physical, biological, and computational systems.

 

Domains covered:

 



Fusion and plasma dynamics

Financial collapse prediction

Biological signals (HRV, EEG)

Climate dynamics

Quantum transitions

Engineered feedback systems

Materials stability

Abstract mathematical structures


 

 

Metric Definition

All tests were computed using the core formulation of the ZCₜ stability indicator, which quantifies local relative change as an early-warning signal for instability. A refined variant, ZCᴳ, uses the golden-ratio conjugate to enhance robustness near bifurcation zones.


1. Original formulation (~200 tests):

ZC(t) = |x(t) - x(t-1)| / max(|x(t)|, |x(t-1)|)

2. Refined formulation 

ZC_t(t) = |x(t) - x(t-1)| / max(|x(t)|, |x(t-1)|, ε)ZC^G(t) = |x(t) - x(t-1)| / [max(|x(t)|, |x(t-1)|, ε) + φ]

 2. where ε = 10⁻⁸ (numerical stabilizer) and φ = (1+√5)/2 (golden ratio)

 



Summary Statistics

Across 200+ tests:

∙ Type I (pre-transition rise): ~80 tests showing rise to 0.64 ± 0.08 before instability

∙ Type II (bounded stable): ~100 tests showing sustained low values (mean: 0.02 ± 0.01)

∙ Type III (saturated/null): ~20 tests showing saturation or no structure

Golden-ratio refinement (ZC^G):

∙ Mean across all tests: 0.018 ± 0.012

∙ Consistent attenuation of sustained divergence

 

Replication

All tests are fully reproducible. The archive includes:

∙ Raw time series data

∙ Complete implementation code (Python)

∙ Domain-specific preprocessing scripts

∙ Parameter files for synthetic systems

∙ Statistical analysis notebooks

 

Related Publication

This dataset supports the findings reported in:

Hintsanen, A. (2025). A Cross-Domain Regularity in Normalized Incremental Divergence Near Instability Transitions. [Manuscript in preparation]

License

 

All methods, data, and code are freely available for academic and non-commercial research purposes. The zero-contradiction functional and its derivatives are the subject of patent applications (U.S. Provisional Application No. 63/895,977, filed October 2024; full application filed November 2024). Commercial applications require licensing.

Contact

Angelina Hintsanenangelina@theoriginsai.com

 

Keywordsinstability detection, early warning signals, critical transitions, normalized divergence, dynamical systems, bifurcation detection, cross-domain validation, universal thresholdVersion1.0 (January 2026)
DOI: 10.5281/zenodo.18134596
title: Cross-Domain Validation of Normalized Incremental Divergence Near Instability Transitions
title: Supporting materials for "Cross-Domain Validation of Normalized Incremental Divergence Near Instability Transitions"

description: This version corresponds to the manuscript submission

“Cross-Domain Validation of Normalized Incremental Divergence Near Instability Transitions”.

It contains only the datasets, figures, and analysis artifacts referenced in the manuscript.

Earlier versions include additional exploratory and validation materials.
description: This version corresponds to the manuscript submission

“Cross-Domain Validation of Normalized Incremental Divergence Near Instability Transitions”.

It contains only the datasets, figures, and analysis artifacts referenced in the manuscript.

Earlier versions include additional exploratory and validation materials.
DOI: 10.15468/dl.k5j285
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((71.71683 22.741589, 71.640685 22.736012, 71.566434 22.719421, 71.495919 22.692227, 71.430892 22.655106, 71.37296000000001 22.60898, 71.323553 22.554992, 71.283884 22.49448, 71.25492199999999 22.428942, 71.23736700000001 22.359996, 71.231634 22.289345, 71.237848 22.218728, 71.255838 22.149884, 71.285145 22.084503, 71.325035 22.02419, 71.37451799999999 21.970423, 71.432374 21.924516, 71.49718 21.887594, 71.56735 21.860558, 71.641167 21.844068, 71.71683 21.838526, 71.79249299999999 21.844068, 71.86631 21.860558, 71.93648 21.887594, 72.00128599999999 21.924516, 72.05914199999999 21.970423, 72.108625 22.02419, 72.148515 22.084503, 72.17782200000001 22.149884, 72.195812 22.218728, 72.202026 22.289345, 72.196293 22.359996, 72.178738 22.428942, 72.149776 22.49448, 72.110107 22.554992, 72.0607 22.60898, 72.002768 22.655106, 71.937741 22.692227, 71.867226 22.719421, 71.792975 22.736012, 71.71683 22.741589))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 125 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000390-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18193388
title: N2O emissions under salinization soils
DOI: 10.5281/zenodo.18193387
title: N2O emissions under salinization soils
DOI: 10.15468/dl.7ahtpp
title: Occurrence Download

description: A dataset containing 292741 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((105.96639 12.28704,105.54847 12.30442,105.41509 12.11322,105.10388 11.98278,104.87269 11.80876,104.79267 11.55624,104.79267 11.31221,104.71264 11.10288,104.31251 10.73619,104.2058 10.58763,104.61483 10.20282,104.79267 10.18531,105.04164 9.94017,104.84602 9.82629,104.77488 8.703,105.17501 8.66785,105.54847 9.00172,106.11755 9.30897,106.54436 9.59842,106.79333 9.94893,106.73998 10.21157,105.92193 10.8148,105.72631 11.26861,105.8419 12.01757,105.96639 12.28704))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 292741 records from 174 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000357-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.827rmv
title: Occurrence Download

description: A dataset containing 34556 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Thailand",
 "Geometry POLYGON((101.32233 14.79672,100.9221 14.58971,100.80479 14.40684,101.03596 14.09287,101.95028 13.86515,103.54608 14.12135,103.54953 14.35942,103.49433 14.6665,103.21831 15.09088,102.39024 15.18404,101.32233 14.79672))",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Picus vittatus, Locustella lanceolata, Hierococcyx sparverioides, Hierococcyx bocki, Erythrogenys hypoleucos, Tephrodornis virgatus, Corvus macrorhynchos, Caprimulgus macrurus, Centropus bengalensis, Garrulax monileger, Dicrurus remifer, Dendrocygna javanica, Picus chlorolophus, Psilopogon lineatus, Microcarbo niger, Egretta garzetta, Tachybaptus ruficollis, Arachnothera longirostra, Psarisomus dalhousiae, Lanius schach, Oriolus traillii, Tringa stagnatilis, Phylloscopus omeiensis, Ducula badia, Otus spilocephalus, Psilopogon incognitus, Hierococcyx vagans, Ficedula mugimaki, Dicaeum concolor)",
 "Year 2005-2026"
 ]
}

 The dataset includes 34556 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000392-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yt7vgs
title: Occurrence Download

description: A dataset containing 3104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Fiji",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Scolopacidae",
 "Year 2002-2025"
 ]
}

 The dataset includes 3104 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000391-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.