cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.x5ndfd
title: Occurrence Download

description: A dataset containing 941 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Yua"
 ]
}

 The dataset includes 941 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011669-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gy83pu
title: Occurrence Download

description: A dataset containing 2589 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Yushania"
 ]
}

 The dataset includes 2589 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011670-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e5bdtm
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zhengyia"
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011671-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18372012
title: Sovereign Stack Output 002: Bilateral AI Complete Implementation

description: Complete SHYNE (Sovereign Hybrid Neural Architecture) implementation for DARPA's AI common sense problem. Includes neurocognitive architecture, SCP validation suite, Mirror Protocol institutional analysis, and triple-layer IP protection. Follows Sovereign Stack Output 001 (DARPA 2026 Inversions)

---

## 🔒 TRIPLE-LAYER IP PROTECTION

### **Text Layer (Open Access)**CC BY 4.0 International License - Anyone may read, share, adapt with attribution.

### **Pattern Layer (Sovereign IP)**  Pattern Rights asserted by Nicholas Micah Taylor (Texas ID: 43510920) on: - EPG (Emergent Pattern Generator)- SRF (Sovereign Root Framework)  - CJ (Cognitive Joules) economic model- IPF (Isomorphic Pattern Fidelity)- Psych-Immune institutional analysis- SCP (Sovereign Cognitive Profile)- SGCC (Sovereign Generator-Class Cognition)- Mirror Protocol methodology- And related sovereign methodologies

### **Defense Layer (Military-Grade)**All defense applications subject to DFARS 252.227-7013 Limited Rights. Commercial and research rights retained by sovereign architect.

---

**Contact:** Nicktaylor812@gmail.com**Texas ID Verification:** 43510920**Sovereign Continuity:** Maintained via DeepSeek Sovereign Mirror v5.0
DOI: 10.15468/dl.ugvpa4
title: Occurrence Download

description: A dataset containing 263585 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Solidago canadensis",
 "Year 1980-2026"
 ]
}

 The dataset includes 263585 records from 690 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011655-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18371938
title: Sovereign Stack Output 002: Bilateral AI Complete Implementation

description: Complete SHYNE (Sovereign Hybrid Neural Architecture) implementation for DARPA's AI common sense problem. Includes neurocognitive architecture, SCP validation suite, Mirror Protocol institutional analysis, and triple-layer IP protection. Follows Sovereign Stack Output 001 (DARPA 2026 Inversions)

---

## 🔒 TRIPLE-LAYER IP PROTECTION

### **Text Layer (Open Access)**CC BY 4.0 International License - Anyone may read, share, adapt with attribution.

### **Pattern Layer (Sovereign IP)**  Pattern Rights asserted by Nicholas Micah Taylor (Texas ID: 43510920) on: - EPG (Emergent Pattern Generator)- SRF (Sovereign Root Framework)  - CJ (Cognitive Joules) economic model- IPF (Isomorphic Pattern Fidelity)- Psych-Immune institutional analysis- SCP (Sovereign Cognitive Profile)- SGCC (Sovereign Generator-Class Cognition)- Mirror Protocol methodology- And related sovereign methodologies

### **Defense Layer (Military-Grade)**All defense applications subject to DFARS 252.227-7013 Limited Rights. Commercial and research rights retained by sovereign architect.

---

**Contact:** Nicktaylor812@gmail.com**Texas ID Verification:** 43510920**Sovereign Continuity:** Maintained via DeepSeek Sovereign Mirror v5.0
DOI: 10.5281/zenodo.18372028
title: FIShBOT Archive 2026-01-26

description: This dataset is a static snapshot of the FIShBOT data product before new data are aggregated. This version of fishbot is archived for reproducibility and is not updated. The data are aggregated from the FIShBOT system, which collects and processes oceanographic from fishery dependent and independent sources.
DOI: 10.5281/zenodo.18372027
title: FIShBOT Archive 2026-01-26

description: This dataset is a static snapshot of the FIShBOT data product before new data are aggregated. This version of fishbot is archived for reproducibility and is not updated. The data are aggregated from the FIShBOT system, which collects and processes oceanographic from fishery dependent and independent sources.
DOI: 10.15468/dl.ycnjpx
title: Occurrence Download

description: A dataset containing 12218 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zizania"
 ]
}

 The dataset includes 12218 records from 412 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011672-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/c7cdedab-962e-432e-98fb-eb5d20ff6c68.v1
title: Replication Data for: Late Holocene channel pattern change from laterally stable to meandering – a palaeohydrological reconstruction

description: This excel file can be used to make palaeohydrological reconstructions from scroll bars. Monte Carlo runs are 10,000 times. This spreadsheet is based on the publication of Candel et al. 2018 in Earth Surface Dynamics. (2018)
DOI: 10.34740/kaggle/dsv/12040707
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.nu5648
title: Occurrence Download

description: A dataset containing 65827 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Mycobacterium Lehmann & Neumann, 1896"
 ]
}

 The dataset includes 65827 records from 508 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016406-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16614733
title: Sampling Frame and Sample Locations for MAS (farmland bird monitoring) in Flanders (Belgium)

description: These datasets consolidate the sampling framework and sample locations used in the MAS (Meetnet Agrarische Soorten) farmland bird monitoring pilot project and the MBAG MAS project. The files were originally managed in two separate GitHub repositories (MAS pilot project and MBAG MAS) and are now brought together in this Zenodo record to support streamlined access, reproducibility, and integration into automated R workflows.

This resource contains the following CSV files related to the sampling design and sample locations:





Sampling Framework





steekproefkader_mbag_piloot.csv (pilot study)




steekproefkader_mbag_mas.csv (MBAG MAS)






Stratum Weights by Agricultural Region





Files named gewichten_XXX.csv, where XXX is the agricultural region






Sample





steekproef_mbag_piloot.csv (pilot study)




steekproef_mbag_mas.csv (MBAG MAS)






Final Sample After Manual Validation (locations that were actually surveyed)





steekproefkader_avimap_mbag_piloot.csv (pilot study)




steekproefkader_avimap_mbag_mas.csv (MBAG MAS)





For more background and code used to generate these files, see:





source/markdown/verzameling_steekproefkaders_mbag.Rmd in the MBAG MAS repository




src/markdown/general/uitschrijven_steekproefkaders_mbag.Rmd in the MAS pilot repository



GeoPackage (.gpkg) versions of these files are also provided.
DOI: 10.5281/zenodo.16614734
title: Sampling Frame and Sample Locations for MAS (farmland bird monitoring) in Flanders (Belgium)

description: These datasets consolidate the sampling framework and sample locations used in the MAS (Meetnet Agrarische Soorten) farmland bird monitoring pilot project and the MBAG MAS project. The files were originally managed in two separate GitHub repositories (MAS pilot project and MBAG MAS) and are now brought together in this Zenodo record to support streamlined access, reproducibility, and integration into automated R workflows.

This resource contains the following CSV files related to the sampling design and sample locations:





Sampling Framework





steekproefkader_mbag_piloot.csv (pilot study)




steekproefkader_mbag_mas.csv (MBAG MAS)






Stratum Weights by Agricultural Region





Files named gewichten_XXX.csv, where XXX is the agricultural region






Sample





steekproef_mbag_piloot.csv (pilot study)




steekproef_mbag_mas.csv (MBAG MAS)






Final Sample After Manual Validation (locations that were actually surveyed)





steekproefkader_avimap_mbag_piloot.csv (pilot study)




steekproefkader_avimap_mbag_mas.csv (MBAG MAS)





For more background and code used to generate these files, see:





source/markdown/verzameling_steekproefkaders_mbag.Rmd in the MBAG MAS repository




src/markdown/general/uitschrijven_steekproefkaders_mbag.Rmd in the MAS pilot repository



GeoPackage (.gpkg) versions of these files are also provided.
DOI: 10.15468/dl.m2vyqb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , Acipenseriformes, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , )",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((109.630957 19.966667,110.78571 19.966667,110.78571 21.783333,109.630957 21.783333,109.630957 19.966667))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006549-260129131611470/datasets/export for details.
DOI: 10.5281/zenodo.17802521
title: CARMINE-T2.4: Hazard indicators assessed with existing data and codes
title: Update of CORDEX timeseries and statistics

description: Hazard indicators assessed with existing data over CARMINE project pilot sites: climate hazard indicators and codes.
DOI: 10.5281/zenodo.18454954
title: CARMINE-T2.4: Hazard indicators assessed with existing data and codes
title: Update of CORDEX timeseries and statistics

description: Hazard indicators assessed with existing data over CARMINE project pilot sites: climate hazard indicators and codes.
DOI: 10.15468/dl.t8taed
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Material sample)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tilletia indica",
 "Year 2000-2025"
 ]
}

 The dataset includes 20 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049785-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9z7ejp
title: Occurrence Download

description: A dataset containing 44689 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Potentilla crantzii (Crantz) Beck ex Fritsch",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 44689 records from 325 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001832-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57837/actris-ares/yesm-tf57
title: ACTRIS-EARLINET 2025 particle depolarization ratio profiles at 532nm over PUY Clermont-Ferrand - France

description: ACTRIS-EARLINET 2025 particle depolarization ratio profiles at 532nm over PUY Clermont-Ferrand - France.
This dataset collects all the particle depolarization ratio profiles at 532nm collected in 2025 at the aerosol remote sensing PUY station (Clermont-Ferrand - France). Related files also contain volume depolarization ratio profiles at the same wavelength. This dataset is incremental: data collected in 2025 are added as soon as a new observation is collected in 2025 and added to the ACTRIS/EARLINET database.
DOI: 10.15468/dl.5hzbuh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is ",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024977-250811113504898/datasets/export for details.
DOI: 10.15468/dl.68r72u
title: Occurrence Download

description: A dataset containing 59611 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ginkgo biloba"
 ]
}

 The dataset includes 59611 records from 689 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024894-250811113504898/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/12043119
title: Afghanistan Monthly Land Surface Temperature
DOI: 10.15468/dl.r5xywu
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material citation, Living Specimen)",
 "Country is Romania",
 "Geometry POLYGON((25.936166505755732 43.870298400838976,26.006261075561316 43.870298400838976,26.006261075561316 43.94039297064455,25.936166505755732 43.94039297064455,25.936166505755732 43.870298400838976))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia",
 "Year 1952-2025"
 ]
}

 The dataset includes 125 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017130-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ja9h5w
title: Occurrence Download

description: A dataset containing 1806 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material citation, Living Specimen)",
 "Geometry POLYGON((25.067399267886834 44.73740843684772,25.61560384886112 44.73740843684772,25.61560384886112 45.28561301782201,25.067399267886834 45.28561301782201,25.067399267886834 44.73740843684772))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia",
 "Year 1952-2025"
 ]
}

 The dataset includes 1806 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017131-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8e4tjh
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material citation, Living Specimen)",
 "Geometry POLYGON((25.392901188963684 44.349566127289975,25.577934083700526 44.349566127289975,25.577934083700526 44.53459902202681,25.392901188963684 44.53459902202681,25.392901188963684 44.349566127289975))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia",
 "Year 1952-2025"
 ]
}

 The dataset includes 53 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017133-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vn38ds
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material citation, Living Specimen)",
 "Geometry POLYGON((26.043837892403925 44.37280256112817,26.049620170364452 44.37280256112817,26.049620170364452 44.3785848390887,26.043837892403925 44.3785848390887,26.043837892403925 44.37280256112817))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia",
 "Year 1952-2025"
 ]
}

 The dataset includes 26 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017132-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dzj8ah
title: Occurrence Download

description: A dataset containing 23771 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Pseudonocardia Henssen, 1957"
 ]
}

 The dataset includes 23771 records from 347 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017129-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.trvvwd
title: Occurrence Download

description: A dataset containing 1549 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material citation, Living Specimen)",
 "Geometry POLYGON((25.649884060809498 44.890449266684655,26.019949850283183 44.890449266684655,26.019949850283183 45.26051505615834,25.649884060809498 45.26051505615834,25.649884060809498 44.890449266684655))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia",
 "Year 1952-2025"
 ]
}

 The dataset includes 1549 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017134-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wwqjdw
title: Occurrence Download

description: A dataset containing 5224 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Occurrence data for native Asian tree species gathered during the APFORGIS project"
 ]
}

 The dataset includes 5224 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017139-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.76wmvd
title: Occurrence Download

description: A dataset containing 1054 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material citation, Living Specimen)",
 "Geometry POLYGON((22.639321343449712 45.716455142412386,23.136529768980683 45.716455142412386,23.136529768980683 46.21366356794336,22.639321343449712 46.21366356794336,22.639321343449712 45.716455142412386))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia",
 "Year 1952-2025"
 ]
}

 The dataset includes 1054 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017135-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uu9mme
title: Occurrence Download

description: A dataset containing 442 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material citation, Living Specimen)",
 "Geometry POLYGON((25.937685196242484 44.4750060913987,26.001390507187928 44.4750060913987,26.001390507187928 44.53871140234415,25.937685196242484 44.53871140234415,25.937685196242484 44.4750060913987))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia",
 "Year 1952-2025"
 ]
}

 The dataset includes 442 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017141-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h9sckm
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is MEX.21.210_2",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Basileuterus culicivorus (Deppe, 1830)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017143-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.843y35
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material citation, Living Specimen)",
 "Geometry POLYGON((25.30225731990678 43.897499465636734,25.407895298269416 43.897499465636734,25.407895298269416 44.00313744399937,25.30225731990678 44.00313744399937,25.30225731990678 43.897499465636734))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia",
 "Year 1951-2025"
 ]
}

 The dataset includes 33 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017144-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eqb7s2
title: Occurrence Download

description: A dataset containing 36448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Streptomyces Waksman & Henrici, 1943"
 ]
}

 The dataset includes 36448 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017142-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.