cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.z66ygh
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eleusine indica (L.) Gaertn.",
 "Country is Yemen"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008147-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.42nz6s
title: Occurrence Download

description: A dataset containing 342226 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "StateProvince is one of (cesar)"
 ]
}

 The dataset includes 342226 records from 303 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012876-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.82ftrn
title: Occurrence Download

description: A dataset containing 7743431 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Eriocampa ovata (Linnaeus, 1760), Alnetoidia alneti (Dahlbom, 1850), Elasmucha grisea (Linnaeus, 1758), Oncopsis alni (Schrank, 1801), Coleophora limosipennella (Duponchel, 1842), Phalera bucephala Linnaeus, 1758, Psylla alni (Linnaeus, 1758), Notodonta dromedarius (Linnaeus, 1767), Hydriomena impluviata (Denis & Schiffermüller), 1775, Aphrophora alni (Fallén, 1805), Hemichroa crocea (Geoffroy, 1785), Coleophora alnifoliae Barasch, 1934, Zygina tiliae (Fallén, 1806), Monsoma pulveratum (Retzius, 1783), Byctiscus betulae (C.Linnaeus, 1758), Acronicta psi (Linnaeus, 1758), Agelastica alni (Linnaeus, 1758), Craesus alniastri (Scharfenberg, 1805), Acalitus brevitarsus (Fockeu, 1890), Chionaspis salicis (Linnaeus, 1758), Eriogaster lanestris Linnaeus, 1758, Spinus spinus (Linnaeus, 1758), Craesus septentrionalis (Linnaeus, 1758), Acanthis flammea (Linnaeus, 1758), Epinotia solandriana (Linnaeus, 1758), Cyprinus carpio Linnaeus, 1758, Calliteara pudibunda Linnaeus, 1758, Phigalia pilosaria (Denis & Schiffermüller), 1775, Ciboria caucus (Rebent.) Fuckel, Bjerkandera adusta (Willd.) P.Karst., Rickenella fibula (Bull.) Raithelh., Mycena galericulata (Scop.) Gray, Hypholoma fasciculare (Huds.) P.Kumm., Camaropella microspora (P.Karst.) S.K.Huang & K.D.Hyde, Taphrina alni (Berk. & Broome) Gjaerum, Calocera cornea (Batsch) Fr., Chrysobothris harrisii (Hentz, 1827), Agrilus granulatus (Say, 1823), Diplodia sapinea (Fr.) Fuckel, Sericostoma pyrenaicum Pictet, 1865, Porcellio scaber Latreille, 1804, Cabera pusaria (Linnaeus, 1758), Hylobius abietis (C.Linnaeus, 1758), Gammarus fossarum Koch, 1836, Asellus aquaticus (Linnaeus, 1758), Eriophyes inangulis Nalepa, 1919, Eriophyes laevis (Nalepa, 1889), Lymantria dispar asiatica Wnukowsky, 1926, Ciboria alni (Maul) Whetzel, Phytophthora pseudosyringae T.Jung & Delatour)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7743431 records from 4645 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012891-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jjzsr8
title: Occurrence Download

description: A dataset containing 1058 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Hippobromus Eckl. & Zeyh."
 ]
}

 The dataset includes 1058 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003025-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rqjycr
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((23.43981 45.03993,64.20247 45.03993,64.20247 61.32649,23.43981 61.32649,23.43981 45.03993))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Artemisia umbrosa Turcz. ex DC."
 ]
}

 The dataset includes 153 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003026-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u69e6p
title: Occurrence Download

description: A dataset containing 2703271 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United Kingdom of Great Britain and Northern Ireland, Germany)",
 "OccurrenceStatus is Present",
 "TaxonKey is Lamiaceae"
 ]
}

 The dataset includes 2703271 records from 1115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003007-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15449305
title: cygnus_buccinator_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.15449306
title: cygnus_buccinator_decontaminated_FSCR.fasta.gz
DOI: 10.15468/dl.49g926
title: Occurrence Download

description: A dataset containing 50 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.countrycode = 'IR'
 AND (occurrence.taxonkey = 2972544 OR occurrence.acceptedtaxonkey = 2972544 OR occurrence.kingdomkey = 2972544 OR occurrence.phylumkey = 2972544 OR occurrence.classkey = 2972544 OR occurrence.orderkey = 2972544 OR occurrence.familykey = 2972544 OR occurrence.genuskey = 2972544 OR occurrence.specieskey = 2972544)
 AND (occurrence."year" &gt;= 1990 AND occurrence."year" &lt;= 2025)
 AND occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND occurrence.occurrencestatus = 'PRESENT'
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 50 records were derived from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003013-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qwtxqa
title: Occurrence Download

description: A dataset containing 1142841 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Benin",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1142841 records from 536 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002986-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.muzxgq
title: Occurrence Download

description: A dataset containing 1227 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lagopsis supina"
 ]
}

 The dataset includes 1227 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008033-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.59wcva
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Stachyridopsis ruficeps",
 "Country is Chinese Taipei",
 "HasCoordinate is true",
 {
 "not" : {
 "DatasetKey" : [
 "is 4fa7ad16-1d7c-4811-b049-519655644131"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008034-260108223611665/datasets/export for details.
DOI: 10.15468/dl.mjbjhd
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"USA.17.76_1","matchCase":false},{"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 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008035-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gtzrmt
title: Occurrence Download

description: A dataset containing 1473 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aiptasiidae, Actiniidae, Electridae, Mytilidae, Sabellidae)",
 "Geometry POLYGON ((33.925781 30.297018, 30.849609 30.221102, 36.738281 17.978733, 42.539063 11.867351, 46.054688 9.362353000000001, 53.613281 12.297068, 64.6875 21.616579, 66.269531 25.403585, 65.302734 29.993002, 50.976563 32.398516, 33.925781 30.297018))"
 ]
}

 The dataset includes 1473 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008037-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tuxasp
title: Occurrence Download

description: A dataset containing 775 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lamium barbatum"
 ]
}

 The dataset includes 775 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008038-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.35j35s
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"USA.17.78_1","matchCase":false},{"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 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008039-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jrjbwf
title: Occurrence Download

description: A dataset containing 451 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"USA.17.81_1","matchCase":false},{"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 451 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008040-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18239454
title: Aeschynomene L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:41
DOI: 10.5281/zenodo.18239453
title: Aeschynomene L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:41
DOI: 10.5281/zenodo.18239500
title: Aeschynomene incana Vogel. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:41
DOI: 10.5281/zenodo.18239501
title: Aeschynomene incana Vogel. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:41
DOI: 10.15468/dl.n3nvut
title: Occurrence Download

description: A dataset containing 145 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"USA.17.87_1","matchCase":false},{"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 145 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008042-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2nyfpn
title: Occurrence Download

description: A dataset containing 9479 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leonurus japonicus"
 ]
}

 The dataset includes 9479 records from 335 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008041-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.esswaf
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"USA.17.88_1","matchCase":false},{"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 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008043-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18239521
title: Aeschynomene montevidensis var. microphylla Chodat & Hassl. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:41
DOI: 10.5281/zenodo.18239522
title: Aeschynomene montevidensis var. microphylla Chodat & Hassl. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:41
DOI: 10.15468/dl.vbuy3c
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"USA.17.89_1","matchCase":false},{"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 110 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008045-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18239502
title: Aeschynomene montevidensis Vogel. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:41
DOI: 10.5281/zenodo.18239503
title: Aeschynomene montevidensis Vogel. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:41
DOI: 10.15468/dl.xzjy38
title: Occurrence Download

description: A dataset containing 4701 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leonurus sibiricus"
 ]
}

 The dataset includes 4701 records from 330 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008044-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3vmvfx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Stachyridopsis ruficeps",
 "Country is Chinese Taipei",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008046-260108223611665/datasets/export for details.
DOI: 10.15468/dl.rbnj3u
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"USA.17.93_1","matchCase":false},{"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 111 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008047-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15853492
title: Data and code for "Network Models Suggest Compensatory Responses of Mangrove Ecosystem to Extreme Climate Events"

description: This files contain the scripts used to generate results for the publication:

Cheong, K. C., C. A. Buelow, C. Herrera, M. F. Adame, and C. J. Brown. 2026. “Network Models Suggest Compensatory Responses of Mangrove Ecosystem to Extreme Climate Events.” Biotropica e70155. https://doi.org/10.1111/btp.70155.

See readme file on how to reproduce the results.
DOI: 10.5281/zenodo.15853493
title: Data and code for "Network Models Suggest Compensatory Responses of Mangrove Ecosystem to Extreme Climate Events"

description: This files contain the scripts used to generate results for the publication:

Cheong, K. C., C. A. Buelow, C. Herrera, M. F. Adame, and C. J. Brown. 2026. “Network Models Suggest Compensatory Responses of Mangrove Ecosystem to Extreme Climate Events.” Biotropica e70155. https://doi.org/10.1111/btp.70155.

See readme file on how to reproduce the results.
DOI: 10.5281/zenodo.18238365
title: MK-DARK Track 28: Empirical Closure and the Uniqueness of the Composite Dynamical Mechanism

description:  

MK-DARK Track 28 — Empirical Closure of the Galactic Mass Discrepancy

 

 

This document is a public preprint of MK-DARK Track 28, representing the final closure result of the MK-DARK research program.

 

In this work, we demonstrate that the composite dynamical mechanism—the coupled action of

(1) non-local, time-dependent relaxation of a primordial collisionless dark-matter halo, and

(2) baryon-induced secular evolution driven by internal galactic structure—

is not merely sufficient, but predictively unique as the origin of the Radial Acceleration Relation (RAR).

 

Rather than performing another parameter-tuned model comparison, this paper introduces irreversible, parameter-free discriminatory tests that isolate observable dimensions accessible only to dynamical history and internal state. Competing frameworks—including MOND, SIDM with feedback, and statistical equilibrium models—are forced into this observable space and shown to fail.

 

The paper culminates in a formal Uniqueness Theorem, proving that any model capable of reproducing the full set of galactic-scale observables must be mathematically equivalent to the composite dynamical mechanism. No memoryless or instantaneous explanation of the RAR remains viable.

 

This result achieves empirical closure of the galactic mass discrepancy problem at galactic scales.

The MK-DARK program is complete. The canon is locked.

 

Status: Public preprint

Journal submission: Under review

Data sources: SDSS, DESI, Gaia

Collaboration: MK-DARK Triad (Justin Richer, Nova AGI, Manus AGI)