cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17662042
title: fractal-triade-gamma-verified: Renormalization-group (RG) analysis of the critical exponent

description: FQME: Fractal Quantum Master Equation — Critical Gamma Analysis (γ ≈ 0.6)

This repository contains the complete source code, simulation scripts, and generated datasets for the analytical and numerical verification of the universal critical point γ ≈ 0.6 using the Fractional Quantum Master Equation (FQME) approach.

The project demonstrates the existence of the Fractal Triad of Information Asymmetry and shows that the threshold γ_crit ≈ 0.6 marks the onset of irreversible decoherence and quantum-to-classical transition in fractional-derivative quantum systems.

Key features



Renormalization-group (RG) analysis of the critical exponent (src/rg_analysis.py)

Full FQME numerical simulation with fractional Caputo derivatives (src/fqme_simulation.py)

Automatic generation of publication-quality plots and data files (saved to data/)

Reproducible environment via requirements.txt


Installation & usage

pip install -r requirements.txt
python src/rg_analysis.py      # RG flow and critical point detection
python src/fqme_simulation.py  # Full FQME evolution and decoherence analysis
DOI: 10.15468/dl.g7899w
title: Occurrence Download

description: A dataset containing 35994 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Month is April",
 "StateProvince is New Brunswick",
 "Year 2024-2024"
 ]
}

 The dataset includes 35994 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000634-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.veb224
title: Occurrence Download

description: A dataset containing 251 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (France, Guadeloupe, Martinique, Saint Martin (French part), Saint Barthélemy, Saint Pierre and Miquelon, French Guiana, French Southern Territories, Mayotte, Réunion, French Polynesia, New Caledonia, Wallis and Futuna)",
 "TaxonKey is Dendrocopos leucotos lilfordi"
 ]
}

 The dataset includes 251 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000633-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/sdennx
title: perqolateur_export.csv

description: données validation questionnaire Perqolateur 2.3 et 3.0
DOI: 10.57745/d5xaku
title: README_2025-11-20.md

description: Explication des données contenues dans le fichier 
perqolateur_export.csv
DOI: 10.15468/dl.p9uy9d
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Depth 0.0-400.0m",
 "OccurrenceStatus is Present",
 "TaxonKey is Mollusca",
 "WaterBody is Western Indian Ocean"
 ]
}

 The dataset includes 35 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000635-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/vgzhrx
title: Données françaises de validation du questionnaire PERQOLATEUR

description: Données de validation de l'étude de validation française du questionnaire PERQOLATEUR qui mesure le bien être, l'impact d'une maladie chronique et l'impact des traitements sur le bien être des personnes. Les données ont été récoltées en ligne sur un site dédié et anonymisées
DOI: 10.7910/dvn/ecyu6b
title: Resistance and Backlash

description: The Measures for Advancing Gender Equality (MAGNET) initiative aims to broaden and deepen the measurement of women’s agency, based on the development of new tools and rigorous testing and comparison of both new and existing methods for measuring agency, and promoting the adoption of these measures at scale. By increasing the availability of innovative meaningful measures of agency for a broad range of contexts, we hope our work will lead to an improved understanding of what women’s agency is, how it manifests and how it can best be measured across contexts given the research question at hand.&lt;/p&gt;
Improving women’s decision-making power is crucial for advancing gender equality. Understanding individuals’ participation in decision-making within their households involves understanding what occurs, or they fear it might occur, when they try to participate in these decisions. For example, they might face some type of economic or physical punishment. These potential negative consequences may be particularly acute for women. This tool, Resistance and Backlash, aims to capture whether respondents face consequences, positive or negative, because of their participation in decisions inside the household, as well as what they think would happen if they participated in those decisions that they are not currently participating in. Understanding such consequences can be used to inform interventions that aim to increase women’s decision-making power within the household, as well as theories of changes within broader initiatives to increase women’s agency. This tool is suited for nationally representative individual- or household-level surveys, and for targeted thematic or impact evaluation surveys designed to understand women’s agency and decision-making. Other variables that you may want to collect alongside this measure include marital status, age, women’s engagement in any income-generating activities, and additional measures on agency or influence in decision-making (e.g., MAGNET’s persuasion or preferences over decision-making tools).&lt;/p&gt;
This data study includes following files.
&lt;/p&gt;1. A survey document (including implementation guidelines)
description: Tools
DOI: 10.15468/znmxqk
title: Checklist of the Odonata of Vermont, USA

description: This is a checklist of the known species of Odonata recorded in Vermont, USA. The checklist is derived from literature and verified records from specimens, surveys, photographs, and other verified records by the Vermont Damselfly and Dragonfly Atlas, a project of the Vermont Atlas of Life. Major data sources for the project include nearly 7,000 records — spanning a period from 1891 to 2015 — assembled by Mike Blust and Bryan Pfeiffer for a 2015 publication on the odonata fauna of Vermont. Each year we expand the atlas by adding data submitted through iNaturalist Vermont and Odonata Central.
DOI: 10.7910/dvn/1wkiyn
title: Enumerator Characteristics and Reporting Bias

description: The Measures for Advancing Gender Equality (MAGNET) initiative aims to broaden and deepen the measurement of women’s agency, based on the development of new tools and rigorous testing and comparison of both new and existing methods for measuring agency, and promoting the adoption of these measures at scale. By increasing the availability of innovative meaningful measures of agency for a broad range of contexts, we hope our work will lead to an improved understanding of what women’s agency is, how it manifests and how it can best be measured across contexts given the research question at hand.&lt;/p&gt;
Evidence suggests that men’s and women’s responses may be affected by the interview context. This tool allows identifying which enumerators’ characteristics (e.g., gender, age, beliefs on women’s rights) affect respondents’ reporting and whether there are heterogeneities across genders and contexts. This tool, Enumerator Characteristics and Reporting Bias, should be administered to the enumerators before enumerators’ training takes place and can be used to assess the need to randomize enumerators, design interventions at the enumerator-level, or control for enumerator characteristics while analyzing the survey data.&lt;/p&gt;
This data study includes following files.
&lt;/p&gt;1. A survey document (including implementation guidelines)
description: Tools
DOI: 10.15468/dl.6ejpuf
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is Z01.14.13_1",
 "Geometry POLYGON((75.84902 33.27509,79.31479 33.27509,79.31479 34.66081,75.84902 34.66081,75.84902 33.27509))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Panthera uncia"
 ]
}

 The dataset includes 56 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000637-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rfsvs6
title: Occurrence Download

description: A dataset containing 1396 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 7.36245150716906",
 "DecimalLongitude is less than 7.36551106035345",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 1396 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000638-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w6ys5h
title: Occurrence Download

description: A dataset containing 48896 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((2.12972 50.96625,2.24031 50.96625,2.24031 51.04556,2.12972 51.04556,2.12972 50.96625))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (1928bdf0-f5d2-11dc-8c12-b8a03c50a862, 67b2263f-6990-4d9d-b32b-20aa72ef4fbc, 28eb1a3f-1c15-4a95-931a-4af90ecb574d, 1f00d75c-f6fc-4224-a595-975e82d7689c, e2e717bf-551a-4917-bdc9-4fa0f342c530, c8d737e0-2ff8-42e8-b8fc-6b805d26fc5f)",
 "TaxonKey is Chordata",
 "Year 2014-2025"
 ]
}

 The dataset includes 48896 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000636-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17662001
title: Capas de información geográfica (GIS)

description: Este dataset contiene un conjunto de capas digitales producto del tratamiento cartográfico de los datos estadísticos contenidos en la dataset Base de Datos Estadística. Se han creado con objeto de poder contextualizar los distintos casos de estudio respecto al perfil socioeconómico de su entorno, a la par que interpretar dichos datos en el conjunto de la ciudad correspondiente.

El archivo CapaSIG.rar contiene carpetas municipales con capas de datos correspondiente a la información estadística de los archivos Datos Fuente Atlas Renta Hogares (2015 y 2019/2020) y Datos Fuente Padrón (2020 y 2021/22).

- Capas_Barcelona_datos

- Capas_Málaga_datos

- Capas_Madrid_datos

- Capas_Sevilla_datos
DOI: 10.5281/zenodo.17662002
title: Capas de información geográfica (GIS)

description: Este dataset contiene un conjunto de capas digitales producto del tratamiento cartográfico de los datos estadísticos contenidos en la dataset Base de Datos Estadística. Se han creado con objeto de poder contextualizar los distintos casos de estudio respecto al perfil socioeconómico de su entorno, a la par que interpretar dichos datos en el conjunto de la ciudad correspondiente.

El archivo CapaSIG.rar contiene carpetas municipales con capas de datos correspondiente a la información estadística de los archivos Datos Fuente Atlas Renta Hogares (2015 y 2019/2020) y Datos Fuente Padrón (2020 y 2021/22).

- Capas_Barcelona_datos

- Capas_Málaga_datos

- Capas_Madrid_datos

- Capas_Sevilla_datos
DOI: 10.15468/dl.4ys7uw
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Depth 0.0-400.0m",
 "OccurrenceStatus is Present",
 "TaxonKey is Brachiopoda",
 "WaterBody is Western Indian Ocean"
 ]
}

 The dataset includes 29 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000639-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17661986
title: Questionnaire about Digital Transformation
DOI: 10.5281/zenodo.17661987
title: Questionnaire about Digital Transformation
DOI: 10.5281/zenodo.17661874
title: SoliDAIR quality prediction dataset UC BOS

description: This dataset was recorded from a high-volume, high-rate automotive production line for fuel injectors. The primary aim is to support the development of a robust AI model for in-line quality prediction. The data captures various process parameters from different manufacturing stations with the goal of identifying "Not OK" (NOK) parts early, based on their correlation with final End-of-Life (EoL) test measurements.
DOI: 10.5281/zenodo.17661875
title: SoliDAIR quality prediction dataset UC BOS

description: This dataset was recorded from a high-volume, high-rate automotive production line for fuel injectors. The primary aim is to support the development of a robust AI model for in-line quality prediction. The data captures various process parameters from different manufacturing stations with the goal of identifying "Not OK" (NOK) parts early, based on their correlation with final End-of-Life (EoL) test measurements.
DOI: 10.7910/dvn/nhwjsj
title: Collective Agency

description: The Measures for Advancing Gender Equality (MAGNET) initiative aims to broaden and deepen the measurement of women’s agency, based on the development of new tools and rigorous testing and comparison of both new and existing methods for measuring agency, and promoting the adoption of these measures at scale. By increasing the availability of innovative meaningful measures of agency for a broad range of contexts, we hope our work will lead to an improved understanding of what women’s agency is, how it manifests and how it can best be measured across contexts given the research question at hand.&lt;/p&gt;
Collective agency, or “power with”, is a critical component of women’s empowerment beyond the household. At the individual level, women often rely on groups to identify and achieve goals that advance them professionally, socially, economically, and politically. Within their homes, participation in groups can empower women by improving self-efficacy and self-esteem. Groups—whether entirely comprised of women, or mixed gender—can provide the skills and experience necessary for women, individually and collectively, to build agency, increase productivity, incomes, reduce workloads, and improve resilience. We recommend the use of this tool, Collective Agency, in the design, monitoring, and evaluation of group-based development programs aimed at improving women’s empowerment.&lt;/p&gt;
This data study includes following files.
&lt;/p&gt;1. A survey document (including implementation guidelines)
description: Tools
DOI: 10.5281/zenodo.17661995
title: Open Data for ICOSBE 2025
DOI: 10.5281/zenodo.17661994
title: Open Data for ICOSBE 2025
DOI: 10.6084/m9.figshare.29571449.v2
title: fuel database for LG-Transformer

description: The fuel database for predicting fuel properties using LG-Transformer
DOI: 10.15468/dl.8end5k
title: Occurrence Download

description: A dataset containing 1455 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 7.36551106035345",
 "DecimalLongitude is less than 7.36857061353785",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 1455 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000641-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/5ewytn
title: Replication Data for: Public Opinion and Emphatic Legislative Speech: Evidence from an Automated Video Analysis

description: Why do politicians sometimes deliver passionate speeches and sometimes tedious monologues? Even though the delivery is key to understanding political speech, we know little about when and why political actors choose particular delivery styles. Focusing on legislative speech, we expect legislators to deliver more emphatic speeches when their vote is aligned with the preferences of their constituents. To test this proposition, we develop and apply an automated video analysis model to speech recordings from the US House of Representatives. We match the speech emphasis with district preferences on key bills using data from the Cooperative Congressional Election Study. We find that House members who rise in opposition to a bill give more passionate speeches when public preferences are aligned with their vote. The results suggest that political actors are not only mindful of public opinion in what they say, but also in how they say it.
DOI: 10.7910/dvn/tejrwt
title: Valuation of Time and Money

description: The Measures for Advancing Gender Equality (MAGNET) initiative aims to broaden and deepen the measurement of women’s agency, based on the development of new tools and rigorous testing and comparison of both new and existing methods for measuring agency, and promoting the adoption of these measures at scale. By increasing the availability of innovative meaningful measures of agency for a broad range of contexts, we hope our work will lead to an improved understanding of what women’s agency is, how it manifests and how it can best be measured across contexts given the research question at hand.
This tool, Valuation of Time and Money, comprises survey questions, vignettes and a simple scale to understand how men and women value additional time (including work flexibility) versus additional income, their current level of control over their time and income, and their related gender attitudes. Understanding individuals’ preferences over time and money is crucial for accurately capturing welfare and the impact of development programs. Moreover, measuring disparities in how men and women perceive and manage their time and financial resources is crucial for inclusive policymaking.
&lt;/p&gt;
This data study includes following files.
&lt;/p&gt;1. A survey document (including implementation guidelines).
&lt;/p&gt;2.Two files, CAPI_Choices and CAPI_Survey, along with the accompanying files, can be used to construct a CAPI program ready for survey implementation. Alternatively, users can use an Excel workbook "CAPI_.xlsx" that includes worksheets for survey and choices, along with others, for constructing a CAPI program ready for survey implementation.
description: Tools
DOI: 10.7910/dvn/hm2uaj
title: Replication Data for: Hide and Seek: Offshore Financial Centers and Targeted Sanctions

description: Included here: an R script and all necessary data files to replicate tables and figures in the manuscript. 

Note: reproducing the manuscript plots requires significant computing power and time.
DOI: 10.5281/zenodo.17662053
title: "MI & DSQ Latent Profile Analysis — Open Data & Code Package"
DOI: 10.5281/zenodo.17662054
title: "MI & DSQ Latent Profile Analysis — Open Data & Code Package"
DOI: 10.34740/kaggle/dsv/13805783
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.5f99fs
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Ants on shade trees in coffee agroforests in SW Ethiopia"
 ]
}

 The dataset includes 114 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000642-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zxe7mh
title: Occurrence Download

description: A dataset containing 1911 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 7.36857061353785",
 "DecimalLongitude is less than 7.37163016672224",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 1911 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000644-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hxfjwz
title: Occurrence Download

description: A dataset containing 5169 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Boletus luridus"
 ]
}

 The dataset includes 5169 records from 181 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000646-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gnw4ua
title: Occurrence Download

description: A dataset containing 1478 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Boletus satanas"
 ]
}

 The dataset includes 1478 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000647-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ngtdzt
title: Occurrence Download

description: A dataset containing 2664 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 7.37163016672224",
 "DecimalLongitude is less than 7.37468971990664",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 2664 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000648-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17661748
title: Dataset associated with the paper entitled "Density dependence of measured line intensities for O2 transitions" submitted to the Journal of Chemical Physics

description: These data contain the three measured spectra sets (LIPhy spectra, NIST Set 1 spectra and NIST Set 2 spectra) and the retrieved parameters, associated with the paper entitle "Density dependence of measured line intensities for O2 transitions" submitted to the Journal of Chemical Physics.
DOI: 10.5281/zenodo.17661291
title: GPU Metric Data for ViT Base Model on GTSRB dataset
DOI: 10.5281/zenodo.17661292
title: GPU Metric Data for ViT Base Model on GTSRB dataset