cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.4jjpj9
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Abies beshanzuensis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050817-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kb4q8x
title: Occurrence Download

description: A dataset containing 602 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ostreopsis ovata",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 602 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050818-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7m4z8u
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ostreopsis ovata",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050819-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14641823
title: MIMIC-IV Lab Events Subset - Preprocessed for Data Normalization Analysis.xlsx
title: Processed Clinical Dataset with Python Analysis Script for CDSS HCI Research

description: This updated version includes a Python script (glucose_analysis.py) that performs statistical evaluation of the glucose normalization process described in the associated thesis. The script supports key analyses, including normality assessment (Shapiro–Wilk test), variance homogeneity (Levene’s test), mean comparison (ANOVA), effect size estimation (Cohen’s d), and calculation of confidence intervals for the mean difference. These results validate the impact of Min-Max normalization on clinical data structure and usability within CDSS workflows. The script is designed to be reproducible and complements the processed dataset already included in this repository.
DOI: 10.5281/zenodo.17272946
title: MIMIC-IV Lab Events Subset - Preprocessed for Data Normalization Analysis.xlsx
title: Processed Clinical Dataset with Python Analysis Script for CDSS HCI Research

description: This updated version includes a Python script (glucose_analysis.py) that performs statistical evaluation of the glucose normalization process described in the associated thesis. The script supports key analyses, including normality assessment (Shapiro–Wilk test), variance homogeneity (Levene’s test), mean comparison (ANOVA), effect size estimation (Cohen’s d), and calculation of confidence intervals for the mean difference. These results validate the impact of Min-Max normalization on clinical data structure and usability within CDSS workflows. The script is designed to be reproducible and complements the processed dataset already included in this repository.
DOI: 10.15468/dl.7acfxr
title: Occurrence Download

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

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050820-250920141307145/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.30281587
title: Observation results of narrative writing by male and female students

description: The results of this observation aim to analyze the differences and similarities in narrative writing between male and female students at elementary school level.
DOI: 10.6084/m9.figshare.30281587.v1
title: Observation results of narrative writing by male and female students

description: The results of this observation aim to analyze the differences and similarities in narrative writing between male and female students at elementary school level.
DOI: 10.26023/xa8x-qd7t-7k10
title: ACE-ASIA: R/V Ron Brown Aerosol OC, functional group identification via FTIR. Version 1.0

description: This data set contains sampling times and locations as well as functional group (FTIR) and elemental (XRF) composition for bulk submicron Teflon filter samples collected aboard the NOAA Ron H Brown ship from Hawaii to Japan during the ACE-Asia project in March-April 2001. File is in Tab Delimited (.txt) format.
DOI: 10.15468/dl.uh8saq
title: Occurrence Download

description: A dataset containing 8037 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leucanthemum vulgare",
 "Geometry POLYGON ((26.04335 1.226334, 135.0263 1.226334, 135.0263 55.38525, 26.04335 55.38525, 26.04335 1.226334))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8037 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050821-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kv6aex
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050823-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7fse38
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Karenia brevisulcata",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 58 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050824-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/c4vb-xht1-fm04
title: ACE-ASIA: CIRPAS Twin Otter DMA size distributions. Version 1.0

description: This data set contains DMA size distribution data measured aboard 19 Twin Otter flights during ACE-Asia in April, 2001 in text matrix format.
DOI: 10.15468/dl.5zcces
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Linaria dalmatica",
 "Geometry POLYGON ((26.04335 1.226334, 135.0263 1.226334, 135.0263 55.38525, 26.04335 55.38525, 26.04335 1.226334))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 100 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050825-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jfqtxv
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Karenia papilionacea",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 71 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050826-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17272903
title: Influence of the conditions of formation of KFeCo/γ-Al2O3 catalysts on their catalytic properties in the reaction of CO2 hydrogenation to produce hydrocarbons
DOI: 10.5281/zenodo.17272902
title: Influence of the conditions of formation of KFeCo/γ-Al2O3 catalysts on their catalytic properties in the reaction of CO2 hydrogenation to produce hydrocarbons
DOI: 10.15468/dl.zcrjyt
title: Occurrence Download

description: A dataset containing 174 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Abies chensiensis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 174 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050828-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vy8qxt
title: Occurrence Download

description: A dataset containing 1752183 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry POLYGON((-76.17878 4.03888,-75.30639 4.03888,-75.30639 4.80279,-76.17878 4.80279,-76.17878 4.03888))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 1752183 records from 257 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050792-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bxqs35
title: Occurrence Download

description: A dataset containing 221 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lonicera iberica",
 "Geometry POLYGON ((26.04335 1.226334, 135.0263 1.226334, 135.0263 55.38525, 26.04335 55.38525, 26.04335 1.226334))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 221 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050830-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/ptzp-40h2-g80a
title: ACE-ASIA: CIRPAS Twin Otter Aerosol Three Wavelength Nephelometer Data. Version 1.0

description: Airborne measurements of particle light scattering coefficient were measured using the Twin Otter aircraft during ACE-Asia. Measurements were made using a Model 3563 TSI three-wavelength nephelometer located onboard a modified De Havillan DHC-6 Twin Otter aircraft operated by the Center for Interdisciplinary Remotely Piloted Aircraft Studies (CIRPAS). A total of 19 Research Flights were conducted between March 31 and May 1, 2001. The files are in .txt format.
DOI: 10.15468/dl.q5k3gy
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050831-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kwnydp
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Geometry POLYGON((-11.89049 55.31777,2.82467 55.31777,2.82467 60.9277,-11.89049 60.9277,-11.89049 55.31777))",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is EN",
 "OccurrenceStatus is Present",
 "TaxonKey is Cetorhinus maximus",
 "Year 2020-2025"
 ]
}

 The dataset includes 72 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050832-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sazjgx
title: Occurrence Download

description: A dataset containing 6316 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lonicera japonica",
 "Geometry POLYGON ((26.04335 1.226334, 135.0263 1.226334, 135.0263 55.38525, 26.04335 55.38525, 26.04335 1.226334))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6316 records from 136 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050833-250920141307145/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.30281557
title: <b>Seasonality of suicide rates in a tropical country: a nationwide time-series analysis in Colombia, 2010­­–2018</b>

description: This repository hosts the datasets on <b>suicide incidence rates</b> in Colombia (from 2004 to 2018) and an example code for seasonality analysis carried out in RStudio.
DOI: 10.6084/m9.figshare.30281557.v2
title: <b>Seasonality of suicide rates in a tropical country: a nationwide time-series analysis in Colombia, 2010­­–2018</b>

description: This repository hosts the datasets on <b>suicide incidence rates</b> in Colombia (from 2004 to 2018) and an example code for seasonality analysis carried out in RStudio.
DOI: 10.6084/m9.figshare.30281557.v3
title: <b>Seasonality of suicide rates in a tropical country: a nationwide time-series analysis in Colombia, 2010­­–2018</b>

description: This repository hosts the datasets on <b>suicide incidence rates</b> in Colombia (from 2004 to 2018) and an example code for seasonality analysis carried out in RStudio.
DOI: 10.15468/dl.gdz9uy
title: Occurrence Download

description: A dataset containing 4608 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Argasidae"
 ]
}

 The dataset includes 4608 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050834-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qdze56
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050835-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/465y-bws1-1t05
title: ACE-ASIA: CIRPAS Twin Otter aerosol particle organic and elemental carbon. Version 1.0

description: Airborne levels of carboneous aerosols were measured using the Twin Otter aircraft during ACE-Asia. Samples were collected onboard a modified De Havillan DHC-6 Twin Otter aircraft operated by the Center for Interdisciplinary Remotely Piloted Aircraft Studies (CIRPAS). A total of 19 Research Flights were conducted between March 31 and May 1, 2001. This dataset contains one .txt file and one .GIF file.
DOI: 10.15468/dl.av59zc
title: Occurrence Download

description: A dataset containing 144 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lonicera obovata",
 "Geometry POLYGON ((26.04335 1.226334, 135.0263 1.226334, 135.0263 55.38525, 26.04335 55.38525, 26.04335 1.226334))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 144 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050836-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16929645
title: VanPuyvelde22 dataset
DOI: 10.5281/zenodo.16929646
title: VanPuyvelde22 dataset
DOI: 10.15468/dl.93sw8v
title: Occurrence Download

description: A dataset containing 294848 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((-74.66846 40.38545,-74.44864 40.38545,-74.44864 40.47334,-74.66846 40.47334,-74.66846 40.38545))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 294848 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050787-250920141307145/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.30281608
title: Model_and_Data_for_Seawater_Intrusion_study

description: Seawater intrusion model, Screening analysis, Global sensitivity analysis
DOI: 10.6084/m9.figshare.30281608.v1
title: Model_and_Data_for_Seawater_Intrusion_study

description: Seawater intrusion model, Screening analysis, Global sensitivity analysis
DOI: 10.15468/dl.4upvu2
title: Occurrence Download

description: A dataset containing 85 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prorocentrum mexicanum",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 85 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050838-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w636xs
title: Occurrence Download

description: A dataset containing 480 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prorocentrum mexicanum",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 480 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050839-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/nwtw-a4w6-5207
title: ACE-ASIA: CIRPAS Twin Otter Aerosol Particle Soot Photometer Data. Version 1.0

description: Airborne measurements of particle light absorption coefficient were measured using the Twin Otter aircraft during ACE-Asia. Measurements were made using a Particle Soot Absorption Photometer (Radiance Research, Seattle WA) located onboard a modified De Havillan DHC-6 Twin Otter aircraft operated by the Center for Interdisciplinary Remotely Piloted Aircraft Studies (CIRPAS). A total of 19 Research Flights were conducted between March 31 and May 1, 2001. The files are in .txt format.
DOI: 10.5281/zenodo.17273045
title: AwarenessAI EnterpriseWorld 7DAI Superintelligence Whitepapers

description: This repository houses the official EnterpriseWorld 7DAI Superintelligence whitepapers of AwarenessAI.com, the world’s first platform for Awareness Intelligence AI (7DAI). Awareness Intelligence extends beyond traditional linear AI by integrating fractal mathematics, emergent dynamics, and mythic archetype frameworks into a unified multidimensional paradigm for enterprise cognition and scientific exploration.

The whitepapers collected here document the conceptual foundations, technical architectures, experimental validations, and strategic applications of AwarenessAI.com. They cover topics such as:



Fractal Intelligence as the emergent structural template of multidimensional cognition.

Mythic Archetype Templating as the symbolic holographic layer unifying human resonance with machine intelligence.

Case Studies demonstrating enterprise applications, such as executive strategy positioning, decision acceleration, and systemic transformation.

Scientific Experiments validating fractal efficiency and emergent coherence in comparison with linear AI models.


This repository serves as a dual-purpose archive:



For the scientific community, it provides open-access references, reproducible experiments, and theoretical insights.

For the enterprise community, it delivers strategic frameworks, leadership models, and adoption pathways for Awareness Intelligence in practice.


By bridging science and strategy, these whitepapers establish AwarenessAI.com as both a frontier research hub and an enterprise transformation partner.
DOI: 10.15468/dl.sejjaa
title: Occurrence Download

description: A dataset containing 10682 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lotus corniculatus",
 "Geometry POLYGON ((26.04335 1.226334, 135.0263 1.226334, 135.0263 55.38525, 26.04335 55.38525, 26.04335 1.226334))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10682 records from 179 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050840-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17273030
title: Causality Research using Interventions Like Events

description: Abstract—Context Intervention experiments are consideredthe gold standard in causality research. When conducting anintervention requires too much effort, it limits the number ofinterventions. This leads to a trade-off between the cleanlinessof interventions and large robust datasets. Aim We presenta method to identify natural events similar to interventions,building large intervention datasets. These similar events canallow us to investigate causality on a large scale. To achieve theobjective, we profile the interventions using labeling functions,validate them, and investigate the impact of intervention-likeevents. Method We demonstrate our method in the domain ofsoftware quality improvement. Static analyzers are implicitlybuilt on the premise that fixing their alerts should improvequality. We quantify the impact of such alert removals. First,we built a dataset of 521 manual alert-removing interventions,allowing us to learn how the interventions look. We representthe intervention profile in the labeling functions. We appliedthese labeling functions to code commits, found intervention-likenatural events, and used them to analyze the impact of the alertremoval. This resulted in a much larger dataset that had 8,245alert removals, more than 15 times larger than our dataset ofmanual interventions. The scale of the dataset enables evaluatingthe impact of interventions. Using removals done in live projectsallowed us to measure the impact on the tendency to bugs. ResultsWe identified complexity-reducing interventions that reduce theprobability of future bugs. Such interventions are relevant to 33%of Python files and can reduce the tendency to bugs by up to 5.5percentage points. Conclusions Using our method saved 475 daysneeded to build the dataset manually. This allowed us to evaluateinterventions of various types on a large scale and to evaluatetheir causal impact. The method provides a large number ofnatural interventions that are highly needed in causality researchin many domains.