cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.48580/d325z
title: Global Register of Introduced and Invasive Species - Bermuda
DOI: 10.7910/dvn/wz7crf
title: Replication Data for: The Political Roots of Ageism in Greying Democracies: Evidence from Italy, South Korea, and the United States

description: Replication Data for: The Political Roots of Ageism in Greying Democracies: Evidence from Italy, South Korea, and the United States
DOI: 10.48580/d3262
title: Global Register of Introduced and Invasive Species - Guyana
DOI: 10.48580/d3263
title: Global Register of Introduced and Invasive Species - Switzerland
DOI: 10.48580/d3264
title: Global Register of Introduced and Invasive Species - Serbia
DOI: 10.48580/d3265
title: The checklist of bryoflora of the Natural park «Kondinskie lakes»
DOI: 10.48580/d3267
title: Global Register of Introduced and Invasive Species - Turkey
DOI: 10.48580/d3268
title: Global Register of Introduced and Invasive Species - South Sudan
DOI: 10.48580/d3269
title: Global Register of Introduced and Invasive Species - Australia
DOI: 10.48580/d326b
title: Global Register of Introduced and Invasive Species - Panama
DOI: 10.48580/d326c
title: Global Register of Introduced and Invasive Species - Malaysia
DOI: 10.48580/d326d
title: Global Register of Introduced and Invasive Species - Libya
DOI: 10.48580/d326f
title: Global Register of Introduced and Invasive Species - Syrian Arab Republic
DOI: 10.48580/d326g
title: Global Register of Introduced and Invasive Species - Eritrea
DOI: 10.48580/d326h
title: Global Register of Introduced and Invasive Species - Uganda
DOI: 10.48580/d326j
title: Global Register of Introduced and Invasive Species - India
DOI: 10.48580/d326k
title: Global Register of Introduced and Invasive Species- Indonesia
DOI: 10.48580/d326l
title: Global Register of Introduced and Invasive Species - Poland
DOI: 10.48580/d326m
title: Global Register of Introduced and Invasive Species - Romania
DOI: 10.48580/d326n
title: Global Register of Introduced and Invasive Species - Slovenia
DOI: 10.48580/d326p
title: Global Register of Introduced and Invasive Species - Estonia
DOI: 10.7910/dvn/lslrlv
title: Replication Data for: Influence of hypoxia, dehydration and salinity on survival of Orthohalarachne marine mites larvae: Limits to dispersion

description: Data of the experiments of the influence of oxygen availability, humidity and salinity on survival of Orthohalarachne marine mites larvae infesting Arctocephalus australis.
DOI: 10.48580/d326q
title: Global Register of Introduced and Invasive Species - Liechtenstein
DOI: 10.48580/d326s
title: Global Register of Introduced and Invasive Species - Cameroon
DOI: 10.48580/d326t
title: Global Register of Introduced and Invasive Species - Czechia
DOI: 10.48580/d326v
title: Global Register of Introduced and Invasive Species - Oman
DOI: 10.48580/d326w
title: Global Register of Introduced and Invasive Species - Rwanda
DOI: 10.48580/d326x
title: Global Register of Introduced and Invasive Species - Tanzania
DOI: 10.48580/d326y
title: Global Register of Introduced and Invasive Species- Japan
DOI: 10.48580/d326z
title: Global Register of Introduced and Invasive Species - Maldives
DOI: 10.48580/d3272
title: Global Register of Introduced and Invasive Species - Malta
DOI: 10.48580/d3275
title: The ultor - group of the genus Dolichogenidea Viereck (Hymenoptera, Braconidae, Microgastrinae) from China with the descriptions of thirty-nine new species
DOI: 10.48580/d327j
title: The genus Chalybion Dahlbom, 1843 (Hymenoptera: Sphecidae) from Northwest Vietnam, with description of a new species
DOI: 10.48580/d328l
title: The taxonomic identities of Pholidota wenshanica and P. subcalceata (Orchidaceae, Coelogyninae)
DOI: 10.48580/d328w
title: The checklist of vertebrates of the Natural park «Kondinskie lakes»
DOI: 10.48580/d328x
title: The checklist of vascular plants of the Natural park «Kondinskie lakes»
DOI: 10.48580/d3294
title: Catálogo florístico de la cantera de Yepes-Ciruelos (Holcim España)
DOI: 10.48580/d329d
title: Taxonomic revision of the Australian species of Australatya Chace 1983 (Crustacea, Decapoda, Atyidae), and the description of a new species
DOI: 10.48580/d329j
title: Descriptions of two new species of Brachyzapus Gauld & Dubois (Hymenoptera: Ichneumonidae: Pimplinae) from South Korea with key to a Palaearctic species
DOI: 10.5281/zenodo.18661928
title: Analysis of the Role of Women in Engineering: A Gender, Historical, and Scientific Perspective
DOI: 10.48580/d32br
title: Systematics and relationships of Tryssophyton (Melastomataceae), with a second species from the Pakaraima Mountains of Guyana
DOI: 10.48580/d32bs
title: Two new species of Phyllanthus (Phyllanthaceae) from Thailand
DOI: 10.5281/zenodo.18661927
title: Analysis of the Role of Women in Engineering: A Gender, Historical, and Scientific Perspective
DOI: 10.48580/d32by
title: Descriptions and records of South-East Asiatic Odonata (II)
DOI: 10.5281/zenodo.18608886
title: Aleph General Intelligence Convergence Engine (AGICE) Reasoning Model (evidence bundles / trajectories / logs / configs)
title: Multi-Oracle Verifier-Driven Convergence Reasoning Model with Evidence-Native Generalization and Geometrical Multi-Dimensional Transformation using complex operator -i

description: Patent status: Patent Pending (USPTO Provisional) — Application No. 63/978,753 — Filed 2026-02-09.

AGICE Evidence Bundles v1 provides audit-grade, replayable evidence artifacts for verifier-driven convergence experiments.

Multi-Oracle Verifier-Driven Convergence Reasoning Model with Evidence-Native Generalization and Geometrical Multi-Dimensional Transformation using complex operator -i

AI Reasoning Model specialized in unseen or pre-trained problems

Contents





Hash-chained event logs (events.jsonl) for representative runs (A0/A1/A2/A3 modes where applicable)




Bundle manifests + integrity metadata + replay metadata (seeds, configs, environment)




Configuration files used for the runs




Human-readable evidence reports summarizing trajectories and results




A minimal validator script to verify event-log integrity



Verify integrity (recommended)





Run: python validate.py --all bundles/




Expected: “ALL CHAINS INTACT” for each bundle



Bundle layout





bundles/<run_id>/<mode>/events.jsonl — hash-chained trajectory log




bundles/<run_id>/<mode>/bundle_manifest.json — run metadata + summaries




bundles/<run_id>/<mode>/integrity.json — file hash metadata (where provided)




bundles/<run_id>/<mode>/replay.json — replay parameters (where provided)



Redaction / release scope





This v1.0.1 release focuses on artifacts + integrity verification. Full demo harness and complete verifier/tooling will be released in a later version and linked from the companion GitHub repository.



Citation & links





Paper/preprint: [to be added]




Public home base repo: [to be added]



Contact





Maintainer: Ahmed Moustafa, ahmed@o3innovation.com, www.linkedin.com/in/amoustafa79
DOI: 10.48580/d32cc
title: Mastofauna asociada al humedal La Abuelita, Municipio de Guapi-Cauca, 2018
DOI: 10.5281/zenodo.17475712
title: Data for Jet drop production from bubbles with neighbors
DOI: 10.15468/dl.m3u6ss
title: Occurrence Download

description: A dataset containing 3805 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)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Euphorbia fendleri"
 ]
}

 The dataset includes 3805 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022308-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17475711
title: Data for Jet drop production from bubbles with neighbors
DOI: 10.48580/d32dv
title: Four new species of Plumachaetas Salmon (Collembola: Entomobryoidea) from Oceania with comments on the genus and a key to species
DOI: 10.48580/d32dz
title: Revision of the shell-carrying crab genus Conchoecetes Stimpson, 1858 (Crustacea: Brachyura: Dromiidae)
DOI: 10.48580/d32f8
title: Silene sunhangii (Caryophyllaceae), a new species from China
DOI: 10.48580/d32f9
title: Zahora, a new monotypic genus from tribe Brassiceae (Brassicaceae) endemic to the Moroccan Sahara
DOI: 10.48580/d32fk
title: Review of the moray eels (Anguilliformes: Muraenidae) of the Red Sea, with description of a new species
DOI: 10.48580/d32fm
title: Ictiofauna asociada a los manglares de Bahía Solano - Chocó, 2010
DOI: 10.48580/d32fx
title: The lefteye flounder family Bothidae (Order Pleuronectiformes) of Taiwan
DOI: 10.15468/dl.zph233
title: Occurrence Download

description: A dataset containing 131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Muscardinus avellanarius, Arvicola amphibius, Lutra lutra, Castor fiber, Pipistrellus pipistrellus, Pipistrellus pygmaeus, Nyctalus noctula, Myotis daubentonii, Plecotus auritus, Triturus cristatus, Epidalea calamita, Vipera berus, Natrix helvetica, Anguis fragilis, Zootoca vivipara, Lacerta agilis, Austropotamobius pallipes, Phengaris arion, Gortyna borelii lunata, Anisus vorticulus, Margaritifera margaritifera, Tyto alba, Alcedo atthis, Milvus milvus, Pandion haliaetus, Falco peregrinus, Recurvirostra avosetta, Botaurus stellaris, Circus cyaneus, Crex crex, Alauda arvensis, Cuculus canorus, Passer domesticus, Sturnus vulgaris, Vanellus vanellus, Streptopelia turtur, Numenius arquata, Emberiza citrinella, Loxia curvirostra, Turdus philomelos, Poecile montanus, Phylloscopus sibillatrix, Muscicapa striata, Acanthis cabaret, Linaria cannabina, Anthus trivialis, Cygnus cygnus, Cygnus columbianus, Limosa lapponica, Branta bernicla, Alosa alosa, Alosa fallax, Lota lota, Coregonus albula, Coregonus lavaretus)",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Year is greater than or equal to 2021",
 "Year is less than or equal to 2026",
 "Geometry MULTIPOLYGON(((-0.121862 51.525265, -0.119845 51.52625, -0.120408 51.52667, -0.122335 51.525709, -0.121862 51.525265)), ((-0.274504 51.446365, -0.281844 51.441471, -0.276757 51.438128, -0.264331 51.444707, -0.274504 51.446365)))"
 ]
}

 The dataset includes 131 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022304-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48580/d32h6
title: Invertebrados marinos asociados a los manglares de Bahía Solano - Chocó, 2010
DOI: 10.48580/d32h7
title: The Family Seguenziidae Verrill, 1884 in the Northeast Pacific, including a comment on excessive numbers of taxonomic data portals
DOI: 10.48580/d32ht
title: Type designations for Neotropical water beetles in the genus Hydrochus Leach 1817 (Coleoptera: Hydrochidae)
DOI: 10.48580/d32jn
title: Especies amenazadas y endémicas del Camino Andaki
DOI: 10.48580/d32jp
title: A new species of phlebotomine sandfly, Pintomyia (Pifanomyia) duckei (Diptera: Psychodidae) from Manaus, State of Amazonas, Brazil
DOI: 10.48580/d32jt
title: Lista de plantas del Parque Nacional Natural Tinigua proveniente de información secundaria
DOI: 10.48580/d32ks
title: Paratelenomus anu Rajmohana, Sachin & Talamas (Hymenoptera, Scelionidae): description and biology of a new species of phoretic egg parasitoid of Megacopta cribraria (Fab.) (Hemiptera, Plataspidae)
DOI: 10.48580/d32kv
title: A morphological, biological and molecular approach reveals four cryptic species of Trissolcus Ashmead (Hymenoptera, Scelionidae), egg parasitoids of Pentatomidae (Hemiptera)
DOI: 10.35079/hbm538.fwhk.783
title: PhenoCycler data from the kidney (right) of a 58-year-old white female
DOI: 10.48580/d32lf
title: Monogenoids (Polyonchoinea, Dactylogyridae) from Hydrolycus armatus (Characiformes, Cynodontidae) with the description of a new species of Rhinoxenus and the proposal of a new genus from the Xingu River, Pará, Brazil
DOI: 10.48580/d32lj
title: Caracterización florística de la ciénaga La Honda, Tanguí-Chocó, 2013
DOI: 10.15468/dl.wa4rwm
title: Occurrence Download

description: A dataset containing 40531 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation)",
 "Continent is Oceania",
 "Country is Australia",
 "DatasetKey is one of (Australian Institute of Marine Science (AIMS) - Great Barrier Ref (GBR) Nearshore Coral Diversity, Queensland, Australia (1994 - 1997), Australian Institute of Marine Science (AIMS) - Nearshore Corals Survey, Queensland, Australia (2004), Vulnerable marine ecosystems in the South Pacific Ocean region)",
 "Geometry POLYGON((142 -25,154 -25,154 -10,142 -10,142 -25))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Scleractinia"
 ]
}

 The dataset includes 40531 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022310-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48580/d32lt
title: Flora presente en el Alto Galápagos, San José del Palmar, Chocó
DOI: 10.48580/d32lv
title: Caracterización florística de los bosques húmedos y remanentes de Tierralta - Córdoba, 2011
DOI: 10.48580/d32lw
title: Caracterización florística en la parte alta del Rio Güangui - Cauca, 2013
DOI: 10.48580/d32lz
title: Revision of the Oriental Chaetocnema species (Coleoptera, Chrysomelidae, Galerucinae, Alticini)
DOI: 10.48580/d32m4
title: Redescription of the ‘ older Adelopsis’ species (Coleoptera: Leiodidae: Cholevinae: Ptomaphagini) based on the analysis of type specimens
DOI: 10.35079/hbm584.wjdg.592
title: PhenoCycler data from the kidney (left) of a 62-year-old white male
DOI: 10.48580/d32mj
title: Two new genera of Trachyphloeini with a key to the genera of small terricolous South African Trachyphloeini and Embrithini (Coleoptera: Curculionidae: Entiminae)
DOI: 10.48580/d32mk
title: Review of the Nearctic genus Wilcoxia James (Diptera: Asilidae: Stenopogoninae) with descriptions of three new species
DOI: 10.48580/d32mm
title: Ictiofauna presente en fuentes abastecedoras en La Sierpe - Osbezcac (cuenca del rio Saija, Timbiquí - Cauca) 2013
DOI: 10.48580/d32mq
title: The Dragon-flies (Odonata) of Palestine, based primarily on collection made by Dr. P. A. Buxton, with Notes on the Species of the Adjacent Regions.
DOI: 10.48580/d32mw
title: The first report of Nervilia lilacea Jum. & H. Perrier (Orchidaceae, Epidendroideae) from Kenya and the Northern Hemisphere
DOI: 10.35079/hbm259.dhhw.992
title: PhenoCycler data from the kidney (left) of a 77-year-old white female
DOI: 10.48580/d32nj
title: Caracterización florística del Cerro Tacarcuna - Unguía, Chocó, 2011
DOI: 10.48580/d32nl
title: Lista sistemática actualizada de los Moluscos de Chile
DOI: 10.48580/d32nv
title: Revision of Australian species of the dung beetle genus Lepanus (Coleoptera: Scarabaeidae: Scarabaeinae): description of 10 new species from the L. australis, L. monteithi, and L. villosus species groups
DOI: 10.48580/d32ny
title: Uebersicht die neueren Literatur betreffend die Neuropteren Linn
DOI: 10.35079/hbm832.przm.654
title: Histology data from the kidney (right) of a 58-year-old white female
DOI: 10.48580/d32q6
title: Paguroids (Decapoda: Anomura: Diogenidae and Paguridae) of the remote oceanic Archipelago Trindade and Martin Vaz, off southeast Brazil, with new records, description of three new species and zoogeographical notes
DOI: 10.48580/d32q8
title: Black Corals (Anthozoa: Antipatharia) from the Southwestern Atlantic
DOI: 10.35079/hbm549.zsjw.674
title: Histology data from the kidney (left) of a 62-year-old white male
DOI: 10.48580/d32qh
title: Die Odonaten- und Nenropteren-Fauna Syriens und Klein-Asiens
DOI: 10.48580/d32qt
title: Revision of the Australian planthopper genus Chidaea Emeljanov with a redescription of Cixius sidnicus Stål, 1859 (Hemiptera: Auchenorrhyncha: Fulgoromorpha: Cixiidae)
DOI: 10.35079/hbm722.gnqq.686
title: Histology data from the kidney (left) of a 77-year-old white female
DOI: 10.48580/d32rz
title: Wandering throughout South America: Taxonomic revision of Tradescantia subg. Austrotradescantia (D. R. Hunt) M. Pell. (Commelinaceae)
DOI: 10.48580/d32s2
title: Begonia medogensis, a new species of Begoniaceae from Western China and Northern Myanmar
DOI: 10.48580/d32s3
title: Garcinia hopii (Clusiaceae), a new species from Bidoup Nui Ba National Park, southern Vietnam
DOI: 10.48580/d32s5
title: A list of the Odonata of the islands of the western Mediterranean area.
DOI: 10.48580/d32sj
title: Genus Lestes
DOI: 10.48580/d32sv
title: Lista de especies sobre el estado de conservación y riesgo de extinción del ensamblaje de anfibios de tres páramos colombianos
DOI: 10.48580/d32t4
title: GRIIS Checklist of Introduced and Invasive Species - Zimbabwe
DOI: 10.48580/d32t5
title: Aves del Área de Manejo Especial de La Macarena - AMEM, con enfasis en los ríos Guayabero medio (Sector Raudal de Angosturas I), bajo Losada y bajo Duda, sierra de La Macarena, Meta, Colombia
DOI: 10.48580/d32t6
title: GRIIS Checklist of Introduced and Invasive Species - Bosnia and Herzegovina
DOI: 10.48580/d32t7
title: GRIIS Checklist of Introduced and Invasive Species - Malawi
DOI: 10.48580/d32t8
title: GRIIS Checklist of Introduced and Invasive Species - Qatar
DOI: 10.48580/d32t9
title: GRIIS Checklist of Introduced and Invasive Species - Saint Kitts and Nevis
DOI: 10.48580/d32tb
title: Global Register of Introduced and Invasive Species - Barbados
DOI: 10.48580/d32tc
title: GRIIS Checklist of Introduced and Invasive Species - Antigua and Barbuda
DOI: 10.48580/d32tk
title: Taxonomical notes on Indolestes Fraser, 1922 (Lestidae, Zygoptera). 2. Indolestes birmanus (Selys, 1891) is bona species
DOI: 10.5281/zenodo.18662288
title: ENGINEERING AND TECHNOLOGICAL SOLUTIONS FOR EARLY DETECTION AND PREVENTION OF CYBERATTACKS BASED ON ARTIFICIAL INTELLIGENCE

description: The rapid digitalization of engineering and technological systems has significantly increased exposure to sophisticated cyber threats. Traditional security mechanisms often fail to detect complex and previously unknown cyberattacks in a timely manner. This study explores artificial intelligence–based engineering solutions for the early detection and prevention of cyberattacks in digital infrastructures. The research employs analytical review, comparative analysis, and experimental modeling to evaluate machine learning and deep learning approaches applied to intrusion detection and threat prediction. The results demonstrate that AI-driven cybersecurity systems outperform traditional signature-based methods in terms of detection accuracy, adaptability, and response time. The findings highlight the importance of integrating artificial intelligence into modern engineering cybersecurity architectures to enhance system resilience and proactive defense capabilities.
DOI: 10.5281/zenodo.18662289
title: ENGINEERING AND TECHNOLOGICAL SOLUTIONS FOR EARLY DETECTION AND PREVENTION OF CYBERATTACKS BASED ON ARTIFICIAL INTELLIGENCE

description: The rapid digitalization of engineering and technological systems has significantly increased exposure to sophisticated cyber threats. Traditional security mechanisms often fail to detect complex and previously unknown cyberattacks in a timely manner. This study explores artificial intelligence–based engineering solutions for the early detection and prevention of cyberattacks in digital infrastructures. The research employs analytical review, comparative analysis, and experimental modeling to evaluate machine learning and deep learning approaches applied to intrusion detection and threat prediction. The results demonstrate that AI-driven cybersecurity systems outperform traditional signature-based methods in terms of detection accuracy, adaptability, and response time. The findings highlight the importance of integrating artificial intelligence into modern engineering cybersecurity architectures to enhance system resilience and proactive defense capabilities.
DOI: 10.48580/d32w5
title: Lista de mamíferos del Parque Nacional Natural Tinigua proveniente de información secundaria
DOI: 10.48580/d32w7
title: Chrysosplenium ramosissimum Y. I. Kim & Y. D. Kim (Saxifragaceae), a new species from Korea
DOI: 10.48580/d32wd
title: Avifauna del corredor biológico Cértegui - Yerrecuí - Amurrupá. Sector Amurrupá
DOI: 10.48580/d32wf
title: Mastofauna del corredor biológico Cértegui - Yerrecuí - Amurrupá. Sector Amurrupá
DOI: 10.48580/d32wg
title: Mastofauna asociada a la ciénaga La Honda, Tanguí-Chocó
DOI: 10.48544/0c8e6546-c421-419b-a355-b4b18ddfcb29
title: Workshop material starting up or reviving a domain specific community
DOI: 10.48544/0e4d417a-9f3e-401b-ab83-654dcdcbeb5a
title: Declaration of cards
DOI: 10.48580/d32wh
title: Revision of the tribe Cryptonychini (Coleoptera: Chrysomelidae: Cassidinae) of New Caledonia
DOI: 10.15468/dl.xg987u
title: Occurrence Download

description: A dataset containing 24990 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Didelphis marsupialis"
 ]
}

 The dataset includes 24990 records from 421 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022309-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48580/d32xt
title: The squat lobster genus Phylladiorhynchus Baba, 1969 in New Zealand and eastern Australia, with description of six new species
DOI: 10.48580/d32xv
title: The Type Specimens of the Odonata in the Entomological Institute, Hokkaido University
DOI: 10.48580/d32y3
title: Notes on Afrotropical Enicocephalidae and Reduviidae (Hemiptera: Heteroptera) with emphasis on vehicle-mounted net samples from Liberia, West Africa
DOI: 10.48580/d32yn
title: The Luciolinae of S. E. Asia and the Australopacific region: a revisionary checklist (Coleoptera: Lampyridae) including description of three new genera and 13 new species
DOI: 10.48580/d32z8
title: Neuropterida (Insecta: Megaloptera, Raphidioptera, Neuroptera) of Pakistan: a catalogue and faunistic review
DOI: 10.48580/d32zc
title: A new genus and species of Stigmoderini Lacordaire, 1857 (Coleoptera: Buprestidae: Buprestinae) from Southeast Brazil with notes on its hypothesized mimicry complex
DOI: 10.5281/zenodo.18634032
title: Datasets as supplement for the journal publication "Modeling wind farm response: a modular, integrated, and multi-stakeholder approach"

description: TWAIN_WindFarmResponse_Data

Please find the two dedicated folders with their separate specifications:



SyntheticInflowProfileDatabase

SimulationOutputDatabase


These two databases have been generated by following the methodology established in the Task 2.1 on "Wind farm response" of the TWAIN Project (https://twainproject.eu/) that has received funding from the European Union’s Horizon Europe Programme under the grant agreement number 101122194.

These two databases also serves as a supplement to the research article "Modeling wind farm response: a modular, integrated, and multi-stakeholder approach" that serves as one of the task deliverables of the TWAIN project.

These two datasets are owned by the Wind Energy Institute, Technical University of Munich (TUM), Germany, and they have been generated by TUM within the scope of the TWAIN project, with valuable inputs from the project consortium members.

The method to generate this dataset was developed at TUM with support by all co-authors of the research article "Modeling wind farm response: a modular, integrated, and multi-stakeholder approach". The dataset was generated by Adrien Guilloré (TUM) and Anik Shah (TUM).