cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17603/ds2-kcxr-2683
title: Wind Speed Estimation and Conversion

description: The purpose of the Jupyter notebook presented in this project is to assign wind speeds to property locations in Florida that were damaged during hurricanes. The property locations can come from insurance data or from reconnaissance data. The notebook can process wind field input data on any grid format and for different exposure types (like marine conditions, open terrain, or urban terrain), different time averages (including 3-second gusts, 1-minute sustained winds, and 10-minute average), and different heights. The notebook performs three key functions: (1) linear interpolation from source grid points to any target location in Florida; (2) conversion of wind speeds between exposure types and time averages; and (3) conversion of wind speeds from one height to another, all using established wind engineering formulas.
Since 2017, Applied Research Associates (ARA), under contract with the National Institute of Standards and Technology (NIST), has provided wind field data on a grid, with both 10 m 3-second gusts and 1-minute sustained winds, both for open terrain, for hurricanes impacting the USA. These datasets are published in the DesignSafe reconnaissance portal. They are a possible source of input for the Jupyter notebook. Other sources of wind field data can be used if available.
The other input data needed for the Jupyter notebook are the files with the lat/long of the properties, either from insurance data or from reconnaissance data (available in the DS reconnaissance portal). In the case of insurance data where issues of confidentiality might be at play, it is left at the discretion of the user to deal with these issues.
The final piece of input data that the Jupyter notebook needs is the surface roughness coefficient to characterize the terrain as urban, suburban, coastal, etc. They are currently contained in a GeoTIFF data file provided by Dr. Steve Cocke from Florida State University. This current GeoTIFF file covers only the state of Florida, but provided that this data is available for other states, the notebook could be extended to other states. It needs to be updated as needed since terrain exposure varies over time and development.
The Jupyter notebook reads the wind field data and first interpolates wind speeds to exact property lat/lon coordinates using linear interpolation, then applies terrain adjustment formulas to get actual terrain wind speeds at each property location. If needed, a final adjustment is performed to bring the winds to the desired height. For example, given any hurricane wind field data from ARA (e.g., hurricane Michael), the notebook interpolates the ARA 10m 3-second gusts or 1-minute sustained winds to any given location, then adjusts these values based on terrain roughness (e.g., urban, coastal, or forested), to get actual terrain 10m wind speeds at that location.
DOI: 10.5281/zenodo.16936509
title: Optimization of Decision-making in Digital Twin Manufacturing Based on MDP Programming

description: Python Implementation of " Optimization of Decision-making in Digital Twin Manufacturing Based on MDP Programming" by Ms. Wulan Qiqige

Implementation Contents:

1. Core framework of Decision-making Reliability Digital Twin 

2. MDP modeling and value iteration solution

3. Multi-Objective Particle Swarm Optimization (MOPSO)

4. Failure prediction

5. Dynamic twin calibration
DOI: 10.5281/zenodo.16936510
title: Optimization of Decision-making in Digital Twin Manufacturing Based on MDP Programming

description: Python Implementation of " Optimization of Decision-making in Digital Twin Manufacturing Based on MDP Programming" by Ms. Wulan Qiqige

Implementation Contents:

1. Core framework of Decision-making Reliability Digital Twin 

2. MDP modeling and value iteration solution

3. Multi-Objective Particle Swarm Optimization (MOPSO)

4. Failure prediction

5. Dynamic twin calibration
DOI: 10.15468/dl.kzn72u
title: Occurrence Download

description: A dataset containing 6660 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvelinus namaycush",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6660 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039809-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29975380
title: Transcriptome data of pyrethroid-resistant and -susceptible Anopheles sinensis

description: In this study, transcriptome and functional analyses revealed the carboxylesterase genes involved in pyrethroid resistance in <i>Anopheles sinensis. </i>Transcriptomic comparison of deltamethrin-resistant and susceptible strains revealed upregulated carboxylesterase genes. qRT-PCR confirmed their significantoverexpression in resistant strains. The gene silencing mediated by RNA interference reduced the knockdown time and increased the mortality rates of resistant mosquitoes when exposed to deltamethrin.
DOI: 10.6084/m9.figshare.29975380.v1
title: Transcriptome data of pyrethroid-resistant and -susceptible Anopheles sinensis

description: In this study, transcriptome and functional analyses revealed the carboxylesterase genes involved in pyrethroid resistance in <i>Anopheles sinensis. </i>Transcriptomic comparison of deltamethrin-resistant and susceptible strains revealed upregulated carboxylesterase genes. qRT-PCR confirmed their significantoverexpression in resistant strains. The gene silencing mediated by RNA interference reduced the knockdown time and increased the mortality rates of resistant mosquitoes when exposed to deltamethrin.
DOI: 10.15468/dl.tfpycp
title: Occurrence Download

description: A dataset containing 205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Nettapus coromandelianus",
 "Year 2020-2025"
 ]
}

 The dataset includes 205 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039810-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6141/tw-srda-ab160015-1
title: The 2018 Economic Survey of Construction Industry in Taiwan

description: Economic Survey of Construction Industry in Taiwan
DOI: 10.6141/tw-srda-e10521-1
title: Mental Health of Pregnant Women: Development of Evolution Questionnaire and Model of Perinatal Mental Health Promotion

description: null
DOI: 10.6141/tw-srda-e10804-1
title: A Cross-Level and Cross-Time study of the Relationship between Innovation Teaching readiness and Learners Self-Directed Learning Readiness by the USR Expedition Learning

description: null
DOI: 10.6141/tw-srda-e10822-1
title: Exploring the Dimensions of Digital Leisure: From the Perspective of Social Media Users

description: null
DOI: 10.15468/dl.jv4hze
title: Occurrence Download

description: A dataset containing 19879 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aix galericulata",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 19879 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039812-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u2c4pn
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lapsana communis",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039813-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jx5v6m
title: Occurrence Download

description: A dataset containing 364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lapsana communis",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 364 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039814-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j5tjs3
title: Occurrence Download

description: A dataset containing 3388 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lapsana communis",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3388 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039815-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ad5qf
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Puerto Rico",
 "TaxonKey is Indotyphlops braminus"
 ]
}

 The dataset includes 17 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039816-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pagnn8
title: Occurrence Download

description: A dataset containing 1325 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aix sponsa",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1325 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039818-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vyy924
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lapsana communis",
 "Country is Bulgaria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 29 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039820-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f4nbm3
title: Occurrence Download

description: A dataset containing 4033 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lapsana communis",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4033 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039821-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dt6rhq
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lapsana communis",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039819-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gbxf5p
title: Occurrence Download

description: A dataset containing 7848 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alopochen aegyptiaca",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7848 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039822-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16936445
title: Supplementary Data – Summary Table of ANOVA. Research Article: Mineral and organic fertilization on seed-grown yerba mate seedling production under variable shading.

description: This dataset includes the ANOVA summary tables for growth, biomass production, and nutrient contents of yerba mate (Ilex paraguariensis) seedlings under different fertilization strategies and shading levels.
DOI: 10.15468/dl.aqv3fv
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Guadeloupe",
 "TaxonKey is Indotyphlops braminus"
 ]
}

 The dataset includes 16 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039823-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.utewg6
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lapsana communis",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 38 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039825-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dawd2v
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lapsana communis",
 "Country is Comoros",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039826-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2uexpp
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lapsana communis",
 "Country is Croatia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 68 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039827-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fnzq3y
title: Occurrence Download

description: A dataset containing 141 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anas bahamensis",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 141 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039828-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.36wyjg
title: Occurrence Download

description: A dataset containing 676 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Aythya baeri",
 "Year 2020-2025"
 ]
}

 The dataset includes 676 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039830-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rvfvrt
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039831-250811113504898/datasets/export for details.
DOI: 10.15468/dl.yfp4cp
title: Occurrence Download

description: A dataset containing 1275 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lapsana communis",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1275 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039832-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h6xx8g
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anas capensis",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039834-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16936618
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.274mf8
title: Occurrence Download

description: A dataset containing 1662 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lapsana communis",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1662 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039837-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u2zzwa
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lapsana communis",
 "Country is Iceland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039836-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dfs47y
title: Occurrence Download

description: A dataset containing 2350 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((106.78794 47.63913,107.11195 47.63913,107.11195 47.76349,106.78794 47.76349,106.78794 47.63913))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2350 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039839-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sc9v5r
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anas flavirostris",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 65 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039835-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16936593
title: Non-Hermitian Quantum Metrology Enhancement and Skin Effect Suppression in PT-Symmetric Bardeen-Cooper-Schrieffer Chains
DOI: 10.5281/zenodo.16936592
title: Non-Hermitian Quantum Metrology Enhancement and Skin Effect Suppression in PT-Symmetric Bardeen-Cooper-Schrieffer Chains
DOI: 10.15468/dl.by2ake
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lapsana communis",
 "Country is Jamaica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039842-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j6yhzp
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lapsana communis",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039843-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zg5g93
title: Occurrence Download

description: A dataset containing 68424 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is GBR.1.54.1_1",
 "TaxonKey is Passeriformes",
 "Year 2002-2024"
 ]
}

 The dataset includes 68424 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039811-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xn5x6k
title: Occurrence Download

description: A dataset containing 6626 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anser caerulescens",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6626 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039841-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17909/hqsm-n439
title: Multi-phase State Transitions and Thermal-Tidal Decoupling in the AM CVn V803 Cen

description: TESS data of 120 s exposure of V803 Cen sectors 37 and 64 used in the paper "Multi-phase State Transitions and Thermal-Tidal Decoupling in the AM CVn V803 Cen".