cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.b5g74z
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Silene stricta",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009987-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17187416
title: Measure and Responsibility as Foundations of Sustainable Civilizational Development

description: Mechanism of Stability and Balance of Civilizational Systems

The work is devoted to the development of a methodological foundation that unites ethics, logic, and physics into a single mechanism of stability. Ethics is defined as awareness and responsibility, measure — as the synthesis of logic, ethics, and physics. Together they form balance, which becomes the condition of self-reproduction and self-sustainability of any system — physical, biological, or social.

At the core of the approach lies the axiom: children represent the highest value and potential of humanity. Any model that does not fix this principle leads to degradation and fragmentation. The work formulates 7 axioms and 18 directives, which form the systemic foundation of civilizational goal-setting. The axioms set the resonant framework of stability on different scales, and the directives translate philosophical principles into systemic practice.

The material emphasizes conceptual, ethical, and systemic principles, without disclosing closed mathematical or technical models. The goal is to stimulate dialogue, expand cooperation, and outline directions for further research.

Maksym Marnov (Alchimist), Berlin, 2025
DOI: 10.5281/zenodo.17187417
title: Measure and Responsibility as Foundations of Sustainable Civilizational Development

description: Mechanism of Stability and Balance of Civilizational Systems

The work is devoted to the development of a methodological foundation that unites ethics, logic, and physics into a single mechanism of stability. Ethics is defined as awareness and responsibility, measure — as the synthesis of logic, ethics, and physics. Together they form balance, which becomes the condition of self-reproduction and self-sustainability of any system — physical, biological, or social.

At the core of the approach lies the axiom: children represent the highest value and potential of humanity. Any model that does not fix this principle leads to degradation and fragmentation. The work formulates 7 axioms and 18 directives, which form the systemic foundation of civilizational goal-setting. The axioms set the resonant framework of stability on different scales, and the directives translate philosophical principles into systemic practice.

The material emphasizes conceptual, ethical, and systemic principles, without disclosing closed mathematical or technical models. The goal is to stimulate dialogue, expand cooperation, and outline directions for further research.

Maksym Marnov (Alchimist), Berlin, 2025
DOI: 10.15468/dl.4xzryw
title: Occurrence Download

description: A dataset containing 1676 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Acalypha hispida)"
 ]
}

 The dataset includes 1676 records from 140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009988-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/7dngvsbyc3
title: mtDNA and Microsatellite data for "Extremely Low Mitochondrial Diversity Reveals a Recent Founder Event in a Mexican Pacific Reef Fish"

description: This dataset contains mitochondrial DNA control region sequences (366 bp) and multilocus microsatellite genotypes generated for the Cortez rainbow wrasse (Thalassoma lucasanum) across seven localities in the Mexican Pacific. The mtDNA dataset comprises 145 sequences representing nine haplotypes, while the microsatellite dataset includes genotypes from four loci scored across the same individuals. These data were used to assess genetic diversity, demographic history, and population connectivity in this reef fish species.
DOI: 10.17632/7dngvsbyc3.1
title: mtDNA and Microsatellite data for "Extremely Low Mitochondrial Diversity Reveals a Recent Founder Event in a Mexican Pacific Reef Fish"

description: This dataset contains mitochondrial DNA control region sequences (366 bp) and multilocus microsatellite genotypes generated for the Cortez rainbow wrasse (Thalassoma lucasanum) across seven localities in the Mexican Pacific. The mtDNA dataset comprises 145 sequences representing nine haplotypes, while the microsatellite dataset includes genotypes from four loci scored across the same individuals. These data were used to assess genetic diversity, demographic history, and population connectivity in this reef fish species.
DOI: 10.17632/559v2vcwzy.4
title: Acetylation-mediated regulation of ALV viral proteins: Unveiling new targets for retroviral inhibition

description: The raw data for the figures in the manuscript
DOI: 10.17632/mkk25vn2z6
title: Replication package for "Strategic Cost Efficiency in AI-Driven Financial Management: A Case Study of DeepSeek’s Digital Transformation" (CFRI submission, v1.0)

description: Replication package for “Strategic Cost Efficiency in AI-Driven Financial Management: A Case Study of DeepSeek’s Digital Transformation” (CFRI submission, v1.0). This dataset contains the exact code, metadata, and analysis-ready files needed to reproduce all figures, tables, diagnostics, and robustness checks reported in Sections 4–6 of the manuscript. All inputs originate from public sources; no proprietary data were used.

Contents

/code/ — scripts organized as 0_fetch/ (download public inputs), 1_clean_transform/ (apply transformations & priors), 2_analysis/ (models, diagnostics, robustness), 3_figures_tables/ (renders all outputs), plus a single entry point run_all.{sh|bat|py|R} and a random-seeds.txt.

/data/processed/ — analysis-ready CSVs used by the paper. (If redistribution of originals is restricted, raw files are not included; use /code/0_fetch/ to retrieve them.)

/metadata/ — provenance_sources.csv mapping each input to Appendix C (C.1–C.2) with URL and access date; transforms_priors.xlsx mirroring Appendix D; variables_dictionary.xlsx (names, units, and construction).

/env/ — environment files (requirements.txt or environment.yml) and optional session info to ensure reproducibility.

/output/ — auto-generated figures, tables, and diagnostic artifacts that match the manuscript.

Reproducibility
Run the repository root script (run_all…) to: (1) fetch public inputs (when raw files are not redistributed), (2) rebuild processed datasets, and (3) regenerate every figure/table for §§4–6, including diagnostics and robustness panels. The package is platform-agnostic; instructions are provided for a standard Python/Conda setup (optional R/Stata scripts are included where relevant).

Licensing & citation
Data are released under CC BY 4.0; code under MIT. Please cite this dataset’s DOI and the associated article. A CITATION.cff file is provided for citation managers.

Notes

The CHANGELOG.md documents versioning (v1.0 = submission). Post-acceptance updates will add the article DOI and any minor alignment fixes.

This record may be embargoed until journal acceptance; metadata remain public.

Corresponding author: Marco I. Bonelli (ORCID 0000-0003-3463-6421).
DOI: 10.17632/mkk25vn2z6.1
title: Replication package for "Strategic Cost Efficiency in AI-Driven Financial Management: A Case Study of DeepSeek’s Digital Transformation" (CFRI submission, v1.0)

description: Replication package for “Strategic Cost Efficiency in AI-Driven Financial Management: A Case Study of DeepSeek’s Digital Transformation” (CFRI submission, v1.0). This dataset contains the exact code, metadata, and analysis-ready files needed to reproduce all figures, tables, diagnostics, and robustness checks reported in Sections 4–6 of the manuscript. All inputs originate from public sources; no proprietary data were used.

Contents

/code/ — scripts organized as 0_fetch/ (download public inputs), 1_clean_transform/ (apply transformations & priors), 2_analysis/ (models, diagnostics, robustness), 3_figures_tables/ (renders all outputs), plus a single entry point run_all.{sh|bat|py|R} and a random-seeds.txt.

/data/processed/ — analysis-ready CSVs used by the paper. (If redistribution of originals is restricted, raw files are not included; use /code/0_fetch/ to retrieve them.)

/metadata/ — provenance_sources.csv mapping each input to Appendix C (C.1–C.2) with URL and access date; transforms_priors.xlsx mirroring Appendix D; variables_dictionary.xlsx (names, units, and construction).

/env/ — environment files (requirements.txt or environment.yml) and optional session info to ensure reproducibility.

/output/ — auto-generated figures, tables, and diagnostic artifacts that match the manuscript.

Reproducibility
Run the repository root script (run_all…) to: (1) fetch public inputs (when raw files are not redistributed), (2) rebuild processed datasets, and (3) regenerate every figure/table for §§4–6, including diagnostics and robustness panels. The package is platform-agnostic; instructions are provided for a standard Python/Conda setup (optional R/Stata scripts are included where relevant).

Licensing & citation
Data are released under CC BY 4.0; code under MIT. Please cite this dataset’s DOI and the associated article. A CITATION.cff file is provided for citation managers.

Notes

The CHANGELOG.md documents versioning (v1.0 = submission). Post-acceptance updates will add the article DOI and any minor alignment fixes.

This record may be embargoed until journal acceptance; metadata remain public.

Corresponding author: Marco I. Bonelli (ORCID 0000-0003-3463-6421).
DOI: 10.17632/3rn6rjtz6k
title: wgan-gp and ml for groundwater vulnerability

description: This is the code for generating synthetic data using wgan-gp, augmenting the original small dataset, and then combining several machine learning models to model and predict groundwater vulnerability.
DOI: 10.17632/3rn6rjtz6k.1
title: wgan-gp and ml for groundwater vulnerability

description: This is the code for generating synthetic data using wgan-gp, augmenting the original small dataset, and then combining several machine learning models to model and predict groundwater vulnerability.
DOI: 10.17632/yf3jftmt87
title: Probiotics Regulate the Intestinal Microbiome to Promote Growth in Juvenile Salmo trutta fario
DOI: 10.17632/yf3jftmt87.1
title: Probiotics Regulate the Intestinal Microbiome to Promote Growth in Juvenile Salmo trutta fario
DOI: 10.15468/dl.n8n47n
title: Occurrence Download

description: A dataset containing 174 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry POLYGON((-74.75235 -4.43374,-69.16156 -4.43374,-69.16156 -0.0575,-74.75235 -0.0575,-74.75235 -4.43374))",
 "HasGeospatialIssue is false",
 "TaxonKey is Graphidaceae"
 ]
}

 The dataset includes 174 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009989-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5hgg7y
title: Occurrence Download

description: A dataset containing 626 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Saudi Arabia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Nicotiana glauca"
 ]
}

 The dataset includes 626 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009990-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/z4hhgjrtcw.7
title: SOME ISSUES ON SMART SLAVERY

description: Yes
DOI: 10.15468/dl.wmnrfd
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bachia peruana"
 ]
}

 The dataset includes 55 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009992-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6r5wag
title: Occurrence Download

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

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009993-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57931/2483235
title: BSEC Air Quality:  Stationary Aerosol Composition and Mass Concentration at Baltimore

description: Data is 10-min average mass composition and mass concentration from the TOF-ACSM-X and Aethalometer AE33. TOF-ACSM-X reports fine (less than 2.5 um diameter) non-refractory aerosol, including organic aerosol, sulfate, nitrate, ammonium, and non-refractory chloride. Aethalometer measured the attenuation at different wavelengths for aerosol collected onto tape; one wavelength is used to convert to black carbon mass concentration. Also reported is the elemental ratios determined for organic aerosol (O/C, H/C, and organic matter to organic carbon ratio, OM/OC).
DOI: 10.15468/dl.mv9kjk
title: Occurrence Download

description: A dataset listing the 53 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "GadmGid is one of (COL.1_2)",
 "TaxonKey is one of (Graphidaceae [GBIF Backbone Taxonomy])"
 ]
 }
 ]
}

 The dataset's 53 records were derived from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009969-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fv7fvj
title: Occurrence Download

description: A dataset containing 166886 species occurrences available in GBIF matching the query:
{
 "and" : [
 "IucnRedListCategory is LC",
 "TaxonKey is Juniperus oxycedrus"
 ]
}

 The dataset includes 166886 records from 561 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009943-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/9n864gnc99.1
title: Molecular screening of NEH rice germplasm

description: Molecular screening of NEH rice germplasm with GCP and fertility restoration markers
DOI: 10.15468/dl.lwup1u
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Astropecten brasiliensis Müller & Troschel, 1842"
 ]
}

 The dataset includes 21 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007451-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4f8r8n
title: Occurrence Download

description: A dataset containing 228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Scytonema C.Agardh ex Bornet & Flahault, 1886"
 ]
}

 The dataset includes 228 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0157024-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6y2vmu
title: Occurrence Download

description: A dataset containing 873 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is North America",
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Sceloporus horridus Wiegmann, 1834",
 "Year 1950-2022"
 ]
}

 The dataset includes 873 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011990-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4d6yp4
title: Occurrence Download

description: A dataset containing 706 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "Geometry POLYGON((-180 46,180 46,180 51,-180 51,-180 46))",
 "HasCoordinate is true",
 "TaxonKey is Neovison vison (Schreber, 1777)"
 ]
}

 The dataset includes 706 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067466-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vboq0z
title: Occurrence Download

description: A dataset containing 2275 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Heteromys gaumeri J.A.Allen & Chapman, 1897"
 ]
}

 The dataset includes 2275 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007460-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ypr2aj
title: Occurrence Download

description: A dataset containing 347074 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Calystegia sepium (L.) R.Br.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Observation, Specimen)",
 "Year is greater than 1945"
 ]
}

 The dataset includes 347074 records from 622 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0278529-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1g7q1p
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Orconectes durelli R.W.Bouchard & J.W.Bouchard, 1995"
 ]
}

 The dataset includes 84 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007463-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.82z89n
title: Occurrence Download

description: A dataset containing 2965 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 8.78514373791264",
 "DecimalLongitude is less than 8.78820329109703",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 2965 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008068-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qg6mp6
title: Occurrence Download

description: A dataset containing 17836 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Artemisia verlotiorum Lamotte"
 ]
}

 The dataset includes 17836 records from 307 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0288034-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zj5xce
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eragrostis oreophila L.H.Harv."
 ]
}

 The dataset includes 45 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0157025-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ekh8df
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ampelocissus multifoliola Merr."
 ]
}

 The dataset includes 12 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008082-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xtaarl
title: Occurrence Download

description: A dataset containing 202 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Liberia National Pygmy Hippo Action Plan Data"
 ]
}

 The dataset includes 202 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007470-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vbaeb4
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thuja sutchuenensis Franch."
 ]
}

 The dataset includes 29 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0290106-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xl7r4x
title: Occurrence Download

description: A dataset containing 63957 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is New Zealand",
 "HasCoordinate is true",
 "TaxonKey is Poaceae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 63957 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007479-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eak2xs
title: Occurrence Download

description: A dataset containing 22459 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Centaurea melitensis L."
 ]
}

 The dataset includes 22459 records from 293 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0288046-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tsyqj3
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aristolochia binhthuanensis T.V.Do"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012763-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.