cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.14284/769
title: VITO drone campaign: data products derived from multispectral images

description: Data products derived from high resolution RGB camera images. Drone images taken to detect litter on the riverbank.
description: Orthomosaic of multispectral images (6bands) taken with the MicaSense Dual RedEdge-P at the Galgeschoor site in the port of Antwerp along a bend in the river Scheldt.Derived from Multispectral Orthomosaic. NDVI = (NIR-Red)/(NIR Red). NDVI provides a quantitative measure of vegetation vigor and photosynthetic activity across the site. Hence an estimator of vegetation at the site.
DOI: 10.3535/0yy-ry5-g2p
title: Rumex hydrolapathum (Scop.) Huds.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0yy-wyz-vhj
title: Dryopteris expansa (C. Presl) Fraser-Jenk. & Jermy

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0yy-z9t-vrh
title: Isoetes echinospora Durieu

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0yz-38r-vx6
title: Deschampsia cespitosa (L.) P.Beauv.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0yz-4jr-v6t
title: Juncus articulatus subsp. articulatus

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0yz-5n7-ylb
title: Sagina procumbens L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0yy-4p6-nt8
title: Silene latifolia subsp. alba (Mill.) Greuter & Burdet

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0yy-fdp-pc8
title: Vahlodea atropurpurea (Wahlenb.) Fr.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0yy-pzk-5k9
title: Saxifraga tridactylites L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0yz-963-kzk
title: Equisetum sylvaticum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0yz-b4v-cbe
title: Potamogeton alpinus Balb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0yz-lrf-hdp
title: Dianthus arenarius L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0yz-mq8-rmj
title: Polypodium vulgare L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0yz-z6j-kh7
title: Salix reticulata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0z0-5wd-m1f
title: Salix L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17989946
title: Data and code to accompany submission titled 'Global threat abatement potential for terrestrial vertebrates'

description: This repository of data and code supports the submission of the article titled 'Global threat abatement potential for terrestrial vertebrates' to the journal Global Eoclogy and Biogeography. Full data descriptions and provenance information will be completed and the repositor made publicly available on on acceptance.

This includes: species AOH maps at 1 km resolution (.tif), details of species filtering and validation results for AOH maps generated (.csv), global maps of threat abatement potential in total and for each threat at 1km resolution in Mollweide Equal Area Projection system (.tif), a table of the START score per species per threat per gadm country, Area of Habitat maps (.tif), R scripts to reproduce the full workflow including calculating area of habitat and START.

Please note that, as with any Red List-derived data, for commercial purposes this data must be accessed via the Integrated Biodiversity Assessment Tool (IBAT, www.ibat-alliance.org).
DOI: 10.5281/zenodo.17989947
title: Data and code to accompany submission titled 'Global threat abatement potential for terrestrial vertebrates'

description: This repository of data and code supports the submission of the article titled 'Global threat abatement potential for terrestrial vertebrates' to the journal Global Eoclogy and Biogeography. Full data descriptions and provenance information will be completed and the repositor made publicly available on on acceptance.

This includes: species AOH maps at 1 km resolution (.tif), details of species filtering and validation results for AOH maps generated (.csv), global maps of threat abatement potential in total and for each threat at 1km resolution in Mollweide Equal Area Projection system (.tif), a table of the START score per species per threat per gadm country, Area of Habitat maps (.tif), R scripts to reproduce the full workflow including calculating area of habitat and START.

Please note that, as with any Red List-derived data, for commercial purposes this data must be accessed via the Integrated Biodiversity Assessment Tool (IBAT, www.ibat-alliance.org).
DOI: 10.57687/fk2/ixfmhb/gxfktc
title: EmbracePlus_DataDictionary_30JUN.xlsx

description: :unav
DOI: 10.3535/0z0-f16-dfd
title: Dianthus superbus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0z0-p8z-22l
title: Capsella bursa-pastoris (L.) Medik.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.57687/fk2/ixfmhb/kg3qww
title: EEG_DataDictionary_30JUN.xlsx

description: :unav
DOI: 10.3535/0z0-s9l-g3x
title: Scirpus sylvaticus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0z0-vmm-whb
title: Rhamphospermum nigrum (L.) Al-Shehbaz

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.57687/fk2/ixfmhb/qn7cbn
title: [TEASER]EmbracePlus_Dataset_30JUN.tab

description: :unav
DOI: 10.57687/fk2/ixfmhb/hahrpj
title: EEG_DataDictionary_22ABR.xlsx

description: :unav
DOI: 10.57687/fk2/ixfmhb/yoqcie
title: [TEASER]EEG_Dataset_22ABR.tab

description: :unav
DOI: 10.3535/0z1-8d2-6m1
title: Prunus padus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0z1-fsb-xjd
title: Calamagrostis lapponica (Wahlenb.) Hartm.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.57687/fk2/ixfmhb/f5wqup
title: EmbracePlus_DataDictionary_22ABR.xlsx

description: :unav
DOI: 10.3535/0z1-fsf-bjk
title: Cerastium holosteoides Fr.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0z1-fsp-3tv
title: Carex dioica L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.57687/fk2/ixfmhb/wx3ycv
title: [TEASER]EmbracePlus_Dataset_22ABR.tab

description: :unav
DOI: 10.3535/0z1-gw0-b82
title: Potentilla norvegica L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0z1-j2b-tyb
title: Ribes nigrum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0z1-plr-zsh
title: Geranium dissectum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0z1-se6-9bz
title: Silene involucrata (Cham. & Schltdl.) Bocquet

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.57687/fk2/ixfmhb/xjjhse
title: [TEASER]EEG_Dataset_30JUN.tab

description: :unav
DOI: 10.3535/0z1-tnp-kt2
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0z1-vcj-4es
title: Trifolium campestre Schreb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.57687/fk2/ixfmhb
title: EC-CEI03 25A:: Neurophysiological and Physiological Data in Negotiation Training (Neuro-negotiation)

description: This dataset was collected as part of a quasi-experimental study designed to analyze neurophysiological responses during a high-stakes negotiation exercise focused on persuasive communication, emotional regulation, and crisis-handling strategies. The activity, referred to as the NeuroNegotiation Challenge, exposed students to scenarios requiring real-time decision-making, persuasive framing, and adaptive management of objections or conflicts. Two data-collection phases were conducted to compare cognitive-emotional variations over time: -Pre-phase (2025-04-22) -Post-phase (2025-06-30) Biometric Devices Used Muse 2 EEG Headband: Neuroelectrical activity was recorded using the Muse 2 EEG headset, enabling fine-grained monitoring of cortical oscillations associated with executive functions relevant to persuasion and crisis management. Device specifications: ● Sampling rate: 256 Hz ●Electrode channels: TP9, AF7, AF8, TP10 ●Frequency bands captured: delta, theta, alpha, beta, gamma These signals support characterizations of attention, alertness regulation, inhibitory control, cognitive workload, and mental fatigue during the negotiation phases. Embrace Plus Wristband (Empatica): Physiological activity was recorded using the Embrace Plus multimodal wearable, which monitors biomarkers associated with autonomic nervous system activation in emotional and stress-laden situations. Biomarkers collected: ●Electrodermal Activity (EDA): Phasic and tonic conductance responses linked to arousal, emotional activation, stress, and heightened engagement (approx. 4 Hz sampling). ●Blood Volume Pulse (BVP): Peripheral pulse wave enabling the derivation of Heart Rate (HR) , Heart Rate Variability (HRV). Both reflect sympathetic–parasympathetic balance, cognitive effort, and adaptive stress regulation. ●Skin Temperature: Peripheral thermoregulation indicator sensitive to stress reactivity, cognitive workload, and affective shifts (~1 Hz sampling).
DOI: 10.3535/0z2-3wz-grr
title: Carex disperma Dewey

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0z2-4z4-l7e
title: Echinochloa P.Beauv.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0z2-7d3-w8w
title: Luzula campestris (L.) DC.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.f8em5p
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Romania",
 "OccurrenceStatus is Present",
 "TaxonKey is Euphorbia serpens"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000956-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17117493
title: Omniversal Science and Technology

description: This repository is the digital hub for independent researchers, AI innovators, and explorers of the Omniverse. Latent Omnipatterns—the fractal energy-information structures underlying all phenomena—are observed, analyzed, and mapped. The repository focuses on PEFF (Paradise Energy Fractal Force), Omniversal Superintelligence, fractal consciousness, and emergent intelligence.

 

By providing curated datasets, predictive models, and interactive visualizations, it enables full-immersion understanding of Omnizoan sensory-metabolic processes. It bridges quantum, classical, and metaphysical domains, creating a collaborative space where discovery flows across scales—from the smallest particle to the grand structures of the Omniverse.

 

Join the repository to:

 



Explore latent Omnipatterns and PEFF dynamics.

Access open-source datasets and experimental results.

Collaborate with independent researchers, AI agents, and enterprises.

Map and interact with the full spectrum of Omnipattern-based Superintelligence.


 

 

Call to Action:

 



Subscribe to Substack: https://substack.com/@superintelligententerprise?r=6dn7b6&utm_campaign=profile&utm_medium=profile-page&utm_source=direct

Test drive the Omniverse technology: https://zenodo.org/records/17009840


 

 

Additional Resources:

 



Executive Whitepapers: https://zenodo.org/records/17055763

Fractal Science and Intelligence Papers:
DOI: 10.15468/dl.475zk2
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Romania",
 "OccurrenceStatus is Present",
 "TaxonKey is Digitalis purpurea"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000955-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vf42cz
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Romania",
 "OccurrenceStatus is Present",
 "TaxonKey is Heliotropium curassavicum"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000959-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10507141
title: Linked collectors and determiners for: Ohio Wesleyan University Bird Specimens (Arctos).

description: Natural history specimen data linked to collectors and determiners held within, "Ohio Wesleyan University Bird Specimens (Arctos)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/45a84259-8f6d-4b2a-9fcb-d77d2e3ac668 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/45a84259-8f6d-4b2a-9fcb-d77d2e3ac668. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10712789
title: Linked collectors and determiners for: Ohio Wesleyan University Bird Specimens (Arctos).

description: Natural history specimen data linked to collectors and determiners held within, "Ohio Wesleyan University Bird Specimens (Arctos)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/45a84259-8f6d-4b2a-9fcb-d77d2e3ac668 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/45a84259-8f6d-4b2a-9fcb-d77d2e3ac668. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.11055715
title: Linked collectors and determiners for: Ohio Wesleyan University Bird Specimens (Arctos).

description: Natural history specimen data linked to collectors and determiners held within, "Ohio Wesleyan University Bird Specimens (Arctos)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/45a84259-8f6d-4b2a-9fcb-d77d2e3ac668 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/45a84259-8f6d-4b2a-9fcb-d77d2e3ac668. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.12619702
title: Linked collectors and determiners for: Ohio Wesleyan University Bird Specimens (Arctos).

description: Natural history specimen data linked to collectors and determiners held within, "Ohio Wesleyan University Bird Specimens (Arctos)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/45a84259-8f6d-4b2a-9fcb-d77d2e3ac668 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/45a84259-8f6d-4b2a-9fcb-d77d2e3ac668. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.13130012
title: Linked collectors and determiners for: Ohio Wesleyan University Bird Specimens (Arctos).

description: Natural history specimen data linked to collectors and determiners held within, "Ohio Wesleyan University Bird Specimens (Arctos)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/45a84259-8f6d-4b2a-9fcb-d77d2e3ac668 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/45a84259-8f6d-4b2a-9fcb-d77d2e3ac668. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.13978376
title: Biomechanical Responses to Abdominal Bracing and Stabilization Belt Use During a Loaded Squat
DOI: 10.5281/zenodo.13978377
title: Biomechanical Responses to Abdominal Bracing and Stabilization Belt Use During a Loaded Squat
DOI: 10.5281/zenodo.10596000
title: Linked collectors and determiners for: Ohio Wesleyan University Bird Specimens (Arctos).

description: Natural history specimen data linked to collectors and determiners held within, "Ohio Wesleyan University Bird Specimens (Arctos)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/45a84259-8f6d-4b2a-9fcb-d77d2e3ac668 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/45a84259-8f6d-4b2a-9fcb-d77d2e3ac668. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.13429749
title: Linked collectors and determiners for: Ohio Wesleyan University Bird Specimens (Arctos).

description: Natural history specimen data linked to collectors and determiners held within, "Ohio Wesleyan University Bird Specimens (Arctos)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/45a84259-8f6d-4b2a-9fcb-d77d2e3ac668 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/45a84259-8f6d-4b2a-9fcb-d77d2e3ac668. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.13978397
title: Linked collectors and determiners for: Ohio Wesleyan University Bird Specimens (Arctos).

description: Natural history specimen data linked to collectors and determiners held within, "Ohio Wesleyan University Bird Specimens (Arctos)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/45a84259-8f6d-4b2a-9fcb-d77d2e3ac668 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/45a84259-8f6d-4b2a-9fcb-d77d2e3ac668. Formatted as a Frictionless Data package.
DOI: 10.7910/dvn/voidpb
title: A85_43b.JPG

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/f320936b-2e7c-8493-bac3-73fdbd9d8ef3'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/f320936b-2e7c-8493-bac3-73fdbd9d8ef3
DOI: 10.7910/dvn/8pbl5g
title: A85_44.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/3ac6cb91-9459-9221-7e2b-602119b510c3'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/3ac6cb91-9459-9221-7e2b-602119b510c3
DOI: 10.15468/dl.3ww5ue
title: Occurrence Download

description: A dataset containing 232 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Canada",
 "TaxonKey is Rubus spectabilis Pursh"
 ]
}

 The dataset includes 232 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031346-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/vbox9r
title: A85_47.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/47806f71-cb47-70b3-7e24-33671cad03ec'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/47806f71-cb47-70b3-7e24-33671cad03ec
DOI: 10.5281/zenodo.10712790
title: Linked collectors and determiners for: Wild bees of Grand Staircase-Escalante National Monument.

description: Natural history specimen data linked to collectors and determiners held within, "Wild bees of Grand Staircase-Escalante National Monument". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/491177c8-d074-46c0-9da3-0e9d1794936f using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/491177c8-d074-46c0-9da3-0e9d1794936f. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10880331
title: Linked collectors and determiners for: Wild bees of Grand Staircase-Escalante National Monument.

description: Natural history specimen data linked to collectors and determiners held within, "Wild bees of Grand Staircase-Escalante National Monument". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/491177c8-d074-46c0-9da3-0e9d1794936f using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/491177c8-d074-46c0-9da3-0e9d1794936f. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.12619703
title: Linked collectors and determiners for: Wild bees of Grand Staircase-Escalante National Monument.

description: Natural history specimen data linked to collectors and determiners held within, "Wild bees of Grand Staircase-Escalante National Monument". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/491177c8-d074-46c0-9da3-0e9d1794936f using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/491177c8-d074-46c0-9da3-0e9d1794936f. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.13130013
title: Linked collectors and determiners for: Wild bees of Grand Staircase-Escalante National Monument.

description: Natural history specimen data linked to collectors and determiners held within, "Wild bees of Grand Staircase-Escalante National Monument". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/491177c8-d074-46c0-9da3-0e9d1794936f using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/491177c8-d074-46c0-9da3-0e9d1794936f. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10507143
title: Linked collectors and determiners for: Wild bees of Grand Staircase-Escalante National Monument.

description: Natural history specimen data linked to collectors and determiners held within, "Wild bees of Grand Staircase-Escalante National Monument". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/491177c8-d074-46c0-9da3-0e9d1794936f using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/491177c8-d074-46c0-9da3-0e9d1794936f. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10596001
title: Linked collectors and determiners for: Wild bees of Grand Staircase-Escalante National Monument.

description: Natural history specimen data linked to collectors and determiners held within, "Wild bees of Grand Staircase-Escalante National Monument". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/491177c8-d074-46c0-9da3-0e9d1794936f using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/491177c8-d074-46c0-9da3-0e9d1794936f. Formatted as a Frictionless Data package.