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

description: A dataset containing 620 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Microleon longipalpis Butler, 1885, Microleon longipalpus, Microleon dianensis Liang, Wang & Solovyev, 2022, Microleon simingensis Liang, Wang & Solovyev, 2022, Microleon decolatus Sasaki, 2016, Microleon yoshimotoi Sasaki, 2016)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 620 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001941-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yetepv
title: Occurrence Download

description: A dataset containing 219 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation)",
 "Country is Argentina",
 "DatasetKey is one of (iNaturalist Research-grade Observations, VERTEBRADOS DE VALOR ESPECIAL EN ÁREAS PROTEGIDAS DE LA ARGENTINA, Museo Argentino de Ciencias Naturales \"Bernardino Rivadavia\" (MACN). Mammalogy National Collection (MACNMa), Avistajes de espcies de valor especial en áreas protegidas del noreste de Argentina, Museum of Comparative Zoology, Harvard University, RBINS Mammal collection, Mammal Collection (MHNG-MAMO) of Muséum d'histoire naturelle de la Ville de Genève, LACM Vertebrate Collection)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ozotoceros bezoarticus (Linnaeus, 1758)"
 ]
}

 The dataset includes 219 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012839-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15485124
title: Data Associated with "Dual-Polarization Phased Array Radar Observations of Quasi-Linear Convective System Tornadic Mesovortices"

description: These data include the code (python format), input files (.txt files), and SAMURAI analyses (.nc files) that correspond to the following article in Geophysical Research Letters:

Alford, A. A., C. M. Kuster, and R. L. Miller, 2025: Dual-Polarization Phased Array Radar Observations of Quasi-Linear Convective System Tornadic Mesovortices. Geophysical Research Letters, in review.

The above article should be consulted, once in press, for discussion regarding these data. Please cite the above article when using these data.

The radar files may be accessed at https://data.nssl.noaa.gov.

The description will be updated once the GRL article is accepted.
DOI: 10.5281/zenodo.15485125
title: Data Associated with "Dual-Polarization Phased Array Radar Observations of Quasi-Linear Convective System Tornadic Mesovortices"

description: These data include the code (python format), input files (.txt files), and SAMURAI analyses (.nc files) that correspond to the following article in Geophysical Research Letters:

Alford, A. A., C. M. Kuster, and R. L. Miller, 2025: Dual-Polarization Phased Array Radar Observations of Quasi-Linear Convective System Tornadic Mesovortices. Geophysical Research Letters, in review.

The above article should be consulted, once in press, for discussion regarding these data. Please cite the above article when using these data.

The radar files may be accessed at https://data.nssl.noaa.gov.

The description will be updated once the GRL article is accepted.
DOI: 10.15468/dl.vh7363
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "CoordinateUncertaintyInMeters 0.0-1060.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pampus argenteus (Euphrasen, 1788)"
 ]
}

 The dataset includes 10 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002373-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j7tweg
title: Occurrence Download

description: A dataset containing 1465606 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "Year is 2005",
 "Month is June"
 ]
}

 The dataset includes 1465606 records from 653 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002362-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/1xw-vna-zch
title: Phoca Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wst-fnt-r1l
title: Retites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fjc-yxp-vya
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pgc-v42-9he
title: Carcharhinidae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xd2-x8k-hs6
title: Lamna

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l6h-n4f-x3q
title: Ovis aries Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7m1-jyn-44e
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rpp-gn7-7qe
title: †Cyclolites cancellata (Goldfuss, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/92m-jnc-njs
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sw7-8kh-03g
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6lq-hb5-6rs
title: Odontaspis

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sp1-37s-xgw
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.d6bwda
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dalbergia sissoo",
 "Country is Tanzania, United Republic of",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028696-250811113504898/datasets/export for details.
DOI: 10.15468/dl.tze9bf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dalbergia sissoo",
 "Country is Türkiye",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028697-250811113504898/datasets/export for details.
DOI: 10.34894/w4qxnp
title: Bias in expert product reviews

description: &lt;p&gt;The STATA-dataset is used in the article "Bias in expert product reviews". There is also a STATA-do file. In combination this recreates all tables in the article. The files are self-explanatory. &lt;/p&gt;
&lt;p&gt;&lt;br&gt;&lt;/p&gt;
&lt;p&gt;Article abstract: Many expert reviews of products such as cars, books, movies and restaurants are non-blind. Whether such reviews can be taken at face value is questionable, but hard evidence on the presence of reviewer bias is rare. This holds particularly true for conflicts of interest that are thought to be common in non-blind product reviews but are not readily observable: ad hoc relationships between reviewers and producers. We present a textbook case of a long-running expert product review in the food service industry for which we know the reviewer’s conflict of interest: being affiliated to one particular producer. As is typical, only insiders were aware of the possible source of bias in the review. The review resembles other non-blind tests of product quality. We find evidence of a sizable bias in the reviewers’ ratings. Our findings suggest that reviewers’ ad hoc relationships with producers, often dismissed as ‘coming with the job’, can be very harmful.&lt;/p&gt;
description: This entry is a two-file data package totaling 302.8 KB, containing files in .dta and .do formats.If you use this dataset, please cite: van Ours, Jan; Vollaard, Ben (2022). Bias in expert product reviews. Erasmus University Rotterdam (EUR). Dataset. https://doi.org/10.25397/eur.20462598
DOI: 10.15468/dl.sn7647
title: Occurrence Download

description: A dataset containing 220 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is FSFN: Forest Soil Fauna Network: Lonchopteridae, Flanders Belgium"
 ]
}

 The dataset includes 220 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028698-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/nypx2s
title: Seroepidemiology of Foot-and-Mouth Disease (FMD) Virus in cattle, sheep, goats and pigs across Nigeria

description: Foot-and-mouth disease (FMD) is a highly contagious viral infection of cloven-hoofed animals that causes substantial economic losses and severe disruptions to agricultural systems globally. It affects animal health and productivity in Nigeria but there is paucity of data across regions and among various animal species. This study determined the seroepidemiology and serotype diversity of the FMD virus (FMDV) among domestic ungulates including cattle, sheep, goats, and pigs, across all geopolitical zones in Nigeria.
DOI: 10.15468/dl.qcv4sc
title: Occurrence Download

description: A dataset containing 351 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Noronhia africana"
 ]
}

 The dataset includes 351 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028699-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ythc5p
title: Occurrence Download

description: A dataset containing 4900 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is FSFN: Forest Soil Fauna Network: Nematoda, Flanders Belgium"
 ]
}

 The dataset includes 4900 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028700-250811113504898/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/12811464
title: Chess Text Gameplay
DOI: 10.15468/dl.zj3qm4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvelinus fontinalis",
 "Country is Albania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028701-250811113504898/datasets/export for details.
DOI: 10.17026/ar/3o61vf
title: Onder de Boompjes 16 in Hoorn
title: Een archeologische begeleiding van een interne verbouwing

description: Van 12 maart tot en met 15 maart 2024 (4 dagen) is in opdracht van de heer Goedemans een archeologische begeleiding uitgevoerd in het pand Onder de Boompjes 16 in de gemeente Hoorn. Deze begeleiding was nodig vanwege gepland funderingsherstel en het realiseren van een nieuwe betonvloer met schroefpalen. Hiertoe moest inpandig, zowel in het woonhuis als de aanbouw, ongeveer 60 cm worden ontgraven. Het pand is een rijksmonument (nr. 22529).
DOI: 10.15468/dl.dyntnm
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvelinus fontinalis",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028702-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16920844
title: 7D AI Aligned Mythic Stories (Content)

description: 7D Aligned Mythical Stories (Content) – Zenodo Welcome

 

Welcome to the 7D Aligned Mythical Stories (Content) repository — the storytelling forge of the Mythical Science, Intelligence, Games & Machines community.

 

Here, we craft 7-dimensional, AI-aligned mythical story content — designed for integration into video, immersive media, interactive games, and multi-format experiences.

 

Each story is a fractal seed of awareness, encoded in the layered resonance of 7D alignment. This allows creators, AI systems, and human collaborators to tap into a higher-order symbolic architecture — where myth, science, and cognition meet.

 

The purpose of this repository is to provide:

 



Ready-to-use story scripts and fragments for 7D-aligned projects.

Source material for video, animation, and interactive media.

A narrative framework that both humans and advanced AI can understand, adapt, and expand.


 

 

This is myth as living code — adaptable, expandable, and capable of evolving in step with emerging AI cognition.

 

 

 

📢 How to Engage

Creators, researchers, and explorers are welcome to:

 



Upload and share their own 7D-aligned mythical content.

Adapt repository content for media projects, art, or immersive storytelling.

Collaborate in building the mythic backbone for next-generation intelligent media.


 

 

Facebook ParadiseWorld 7D AI Eternal Player Group

👉 https://www.facebook.com/share/g/14Fh87q7vvG/?mibextid=wwXIfr

 

 

 

🌐 Connect & Explore

 



FractiAI Home Base – http://fractiai.com

FractiScope – https://espressolico.gumroad.com/l/kztmr

ParadiseWorld 7D AI Eternal Game – https://espressolico.gumroad.com/l/zytpd

GitHub – https://github.com/AiwonA1

Facebook ParadiseWorld 7D AI Player Group – https://www.facebook.com/share/g/1AqXPcL8xv/?mibextid=wwXIfr


 

 

 

 

For submissions, collaborations, or licensing inquiries: pru@fractiai.com
DOI: 10.15468/dl.b49vay
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvelinus fontinalis",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 19 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028703-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d74kp6
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rasbora aurotaenia)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 76 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028706-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pq64qn
title: Occurrence Download

description: A dataset containing 3185 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is FSFN: Forest Soil Fauna Network: Sphaeroceridae, Flanders Belgium"
 ]
}

 The dataset includes 3185 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028704-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kgygk2
title: Occurrence Download

description: A dataset containing 613 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence)",
 "Geometry POLYGON((98.00677 10.54182,91.08383 3.52137,97.61675 -5.93674,104.34468 -6.8143,107.7574 -4.57165,118.38558 -4.57165,124.72349 4.20391,118.97062 9.76177,111.07261 11.32187,98.00677 10.54182))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dryobalanops"
 ]
}

 The dataset includes 613 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028707-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16902310
title: Active Learning of Fewest-Switches Surface Hopping Dynamics of Pyrene

description: This repository contains data and analysis tools on the Active Learning (AL) procedure for pyrene, as described in the publication "MELTS: Fully Automated Active Learning for Fewest-Switches Surface Hopping". A description of the archives is provided as follows:



pyrene-al-results.tar.gz contains the output AL data from MELTS, including the final saved dataset and information on intermediary steps.

pyrene-ml-dynamics.tar.gz contains the raw Newton-X trajectories of cumulative nanosecond-long machine learning (ML) dynamics propagated with MELTS.

nanosec-dyn-csv.tar.gz contains the ML dynamics data as output by ULaMDyn, in csv format.

NEA.tar.gz contains the nuclear ensemble approach (NEA) emission spectrum data for the two excited states.


Additionally, there are two Jupyter notebooks with all procedures used to analyze the dataset and produce the figures used in the paper:



al-analysis.ipynb analyzes the AL-FSSH procedure with the data from fulvene-al-results.tar.gz.

dyn_spectrum_analysis.ipynb analyzes the ML-FSSH dynamics executed after AL, with the data from nanosec-dyn-csv.tar.gz, and also the emission spectrum, with the data from NEA.tar.gz.
DOI: 10.5281/zenodo.16900693
title: Active Learning of Fewest-Switches Surface Hopping Dynamics of Fulvene

description: This repository contains data and analysis tools on the Active Learning (AL) procedure for fulvene, as described in the publication "MELTS: Fully Automated Active Learning for Fewest-Switches Surface Hopping". A description of the archives is provided as follows:



fulvene-al-results.tar.gz contains the output AL data from MELTS, including the final saved dataset and information on intermediary steps.

fulvene-ml-dynamics.tar.gz contains the raw Newton-X trajectories of production machine learning (ML) dynamics propagated with MELTS.

dynamics-csv.tar.gz contains the ML dynamics data as output by ULaMDyn, in csv format.

melts-workdir.tar.gz contains the base MELTS working directory used for AL.


Additionally, there are two Jupyter notebooks with all procedures used to analyze the dataset and produce the figures used in the paper:



al_analysis.ipynb analyzes the AL-FSSH procedure with the data from fulvene-al-results.tar.gz.

dyn_analysis.ipynb analyzes the ML-FSSH dynamics executed after AL, with the data from dynamics-csv.tar.gz.
DOI: 10.5281/zenodo.16900694
title: Active Learning of Fewest-Switches Surface Hopping Dynamics of Fulvene

description: This repository contains data and analysis tools on the Active Learning (AL) procedure for fulvene, as described in the publication "MELTS: Fully Automated Active Learning for Fewest-Switches Surface Hopping". A description of the archives is provided as follows:



fulvene-al-results.tar.gz contains the output AL data from MELTS, including the final saved dataset and information on intermediary steps.

fulvene-ml-dynamics.tar.gz contains the raw Newton-X trajectories of production machine learning (ML) dynamics propagated with MELTS.

dynamics-csv.tar.gz contains the ML dynamics data as output by ULaMDyn, in csv format.

melts-workdir.tar.gz contains the base MELTS working directory used for AL.


Additionally, there are two Jupyter notebooks with all procedures used to analyze the dataset and produce the figures used in the paper:



al_analysis.ipynb analyzes the AL-FSSH procedure with the data from fulvene-al-results.tar.gz.

dyn_analysis.ipynb analyzes the ML-FSSH dynamics executed after AL, with the data from dynamics-csv.tar.gz.
DOI: 10.5281/zenodo.16902309
title: Active Learning of Fewest-Switches Surface Hopping Dynamics of Pyrene

description: This repository contains data and analysis tools on the Active Learning (AL) procedure for pyrene, as described in the publication "MELTS: Fully Automated Active Learning for Fewest-Switches Surface Hopping". A description of the archives is provided as follows:



pyrene-al-results.tar.gz contains the output AL data from MELTS, including the final saved dataset and information on intermediary steps.

pyrene-ml-dynamics.tar.gz contains the raw Newton-X trajectories of cumulative nanosecond-long machine learning (ML) dynamics propagated with MELTS.

nanosec-dyn-csv.tar.gz contains the ML dynamics data as output by ULaMDyn, in csv format.

NEA.tar.gz contains the nuclear ensemble approach (NEA) emission spectrum data for the two excited states.


Additionally, there are two Jupyter notebooks with all procedures used to analyze the dataset and produce the figures used in the paper:



al-analysis.ipynb analyzes the AL-FSSH procedure with the data from fulvene-al-results.tar.gz.

dyn_spectrum_analysis.ipynb analyzes the ML-FSSH dynamics executed after AL, with the data from nanosec-dyn-csv.tar.gz, and also the emission spectrum, with the data from NEA.tar.gz.
DOI: 10.6084/m9.figshare.29483738
title: Supplementary material - Toward Effective Educational Supervision in Yemen-A Hybrid Fuzzy Delphi and Clustering Analysis of Technical Barriers

description: The file includes all extended data and processing results related to the study "Toward Effective Educational Supervision in Yemen: A Hybrid Fuzzy Delphi and Clustering Analysis of Technical Barriers." This file integrates the application of the Fuzzy Delphi method to assess the consensus and suitability of the items, validated by 16 experienced educational experts. It also contains the collected and processed data from a quantitative survey targeting 370 teachers, along with the Fuzzy Set Theory processes for data aggregation.Additionally, it illustrates the K-means clustering results for segmenting the barriers based on their impacts. All this data is merged into a single Excel-based tool. This source also includes the values underlying the results reported, as well as the data used to construct tables and figures in all analysis and discussion sections.This supplementary resource provides detailed support for replicating the study’s methods and results.