cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21233/z2b4-9v25
title: Imperial Rerservoir water chemistry dataset

description: Raw data for the Imperial Rerservoir water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/fjq1-bd43
title: Trout Peatland B testate amoebae surface sample dataset

description: Raw data for the Trout Peatland B testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/v3rb-px43
title: Willow Lake water chemistry dataset

description: Raw data for the Willow Lake water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/2y01-p497
title: Kukpuk Lake pollen surface sample dataset

description: Raw data for the Kukpuk Lake pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/ss9m-aw74
title: Swiss Trap G06 pollen surface sample dataset

description: Raw data for the Swiss Trap G06 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.sz8nah
title: Occurrence Download

description: A dataset containing 95906 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Didelphis Linnaeus, 1758"
 ]
}

 The dataset includes 95906 records from 725 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023582-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ngccwa
title: Occurrence Download

description: A dataset containing 616088 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Welsh Invertebrate Database (WID)"
 ]
}

 The dataset includes 616088 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003058-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tzbdbj
title: Occurrence Download

description: A dataset containing 614975 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Academy of Natural Sciences of Drexel University"
 ]
}

 The dataset includes 614975 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003059-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bzggpn
title: Occurrence Download

description: A dataset containing 61092 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Poecile cinctus (Boddaert, 1783)"
 ]
}

 The dataset includes 61092 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003051-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/11573525
title: e-IPO Indonesia Data - Investment
DOI: 10.5281/zenodo.15282202
title: Markets, Minds, and Regimes: How Education and Civic Awareness Moderate Authoritarian Backlash from Global Market Expansion

description: This dataset supports the replication of the study Markets, Minds, and Regimes: How Education and Civic Awareness Moderate Authoritarian Backlash from Global Market Expansion, which investigates how civic capacity moderates the relationship between market liberalization and regime outcomes. Specifically, the study explores the democratic consequences of liberalizing reforms through the lenses of Karl Polanyi’s double movement, Hernando de Soto’s exclusionary market architecture, and contemporary voter restriction efforts such as Project 2025 in the United States.

The package includes:





vdem_from_1985.csv – Annual country-level data from the V-Dem Version 12 dataset (1990–2022) with indicators for participatory, deliberative, polyarchic, and liberal democracy.




p5v2018.xls – Polity5 dataset from the Center for Systemic Peace (covering 1800–2018), including the polity2 regime score used to measure authoritarian-democratic transitions.




CODE.docx – Python code (compatible with Google Colab) to fully replicate all empirical models: OLS regressions, robustness tests, VIF diagnostics, and regional subgroup analyses.




Readme.docx – Replication instructions. To reproduce all analyses, simply upload the two datasets into a Google Colab notebook and paste the code into a new cell. If any output or syntax issues arise, users are encouraged to use ChatGPT or another AI tool to debug.



All analyses rely on publicly available datasets, and the code is fully transparent and documented to support replicability and open science.

Keywords: liberal democracy, authoritarianism, civic participation, education, market liberalization, V-Dem, Polity5, international political economy, regression analysis

Recommended citation:Brown, S., & Nahata, R. (2025). Markets, Minds, and Regimes: How Education and Civic Awareness Moderate Authoritarian Backlash from Global Market Expansion [Data and Code]. Zenodo. https://doi.org/10.5281/zenodo.15282202
DOI: 10.5281/zenodo.15282201
title: Markets, Minds, and Regimes: How Education and Civic Awareness Moderate Authoritarian Backlash from Global Market Expansion

description: This dataset supports the replication of the study Markets, Minds, and Regimes: How Education and Civic Awareness Moderate Authoritarian Backlash from Global Market Expansion, which investigates how civic capacity moderates the relationship between market liberalization and regime outcomes. Specifically, the study explores the democratic consequences of liberalizing reforms through the lenses of Karl Polanyi’s double movement, Hernando de Soto’s exclusionary market architecture, and contemporary voter restriction efforts such as Project 2025 in the United States.

The package includes:





vdem_from_1985.csv – Annual country-level data from the V-Dem Version 12 dataset (1990–2022) with indicators for participatory, deliberative, polyarchic, and liberal democracy.




p5v2018.xls – Polity5 dataset from the Center for Systemic Peace (covering 1800–2018), including the polity2 regime score used to measure authoritarian-democratic transitions.




CODE.docx – Python code (compatible with Google Colab) to fully replicate all empirical models: OLS regressions, robustness tests, VIF diagnostics, and regional subgroup analyses.




Readme.docx – Replication instructions. To reproduce all analyses, simply upload the two datasets into a Google Colab notebook and paste the code into a new cell. If any output or syntax issues arise, users are encouraged to use ChatGPT or another AI tool to debug.



All analyses rely on publicly available datasets, and the code is fully transparent and documented to support replicability and open science.

Keywords: liberal democracy, authoritarianism, civic participation, education, market liberalization, V-Dem, Polity5, international political economy, regression analysis

Recommended citation:Brown, S., & Nahata, R. (2025). Markets, Minds, and Regimes: How Education and Civic Awareness Moderate Authoritarian Backlash from Global Market Expansion [Data and Code]. Zenodo. https://doi.org/10.5281/zenodo.15282202
DOI: 10.5281/zenodo.15286467
title: Markets, Minds, and Regimes: How Education and Civic Awareness Moderate Authoritarian Backlash from Global Market Expansion

description: This dataset supports the replication of the study Markets, Minds, and Regimes: How Education and Civic Awareness Moderate Authoritarian Backlash from Global Market Expansion, which investigates how civic capacity moderates the relationship between market liberalization and regime outcomes. Specifically, the study explores the democratic consequences of liberalizing reforms through the lenses of Karl Polanyi’s double movement, Hernando de Soto’s exclusionary market architecture, and contemporary voter restriction efforts such as Project 2025 in the United States.

The package includes:





vdem_from_1985.csv – Annual country-level data from the V-Dem Version 12 dataset (1990–2022) with indicators for participatory, deliberative, polyarchic, and liberal democracy.




p5v2018.xls – Polity5 dataset from the Center for Systemic Peace (covering 1800–2018), including the polity2 regime score used to measure authoritarian-democratic transitions.




CODE.docx – Python code (compatible with Google Colab) to fully replicate all empirical models: OLS regressions, robustness tests, VIF diagnostics, and regional subgroup analyses.




Readme.docx – Replication instructions. To reproduce all analyses, simply upload the two datasets into a Google Colab notebook and paste the code into a new cell. If any output or syntax issues arise, users are encouraged to use ChatGPT or another AI tool to debug.



All analyses rely on publicly available datasets, and the code is fully transparent and documented to support replicability and open science.

Keywords: liberal democracy, authoritarianism, civic participation, education, market liberalization, V-Dem, Polity5, international political economy, regression analysis

Recommended citation:Brown, S., & Nahata, R. (2025). Markets, Minds, and Regimes: How Education and Civic Awareness Moderate Authoritarian Backlash from Global Market Expansion [Data and Code]. Zenodo. https://doi.org/10.5281/zenodo.15282202
DOI: 10.15468/dl.rc9kxr
title: Occurrence Download

description: A dataset containing 606406 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is 2022_LPO PACA_16"
 ]
}

 The dataset includes 606406 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003060-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zfhc2x
title: Occurrence Download

description: A dataset containing 601868 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is SEFSC CAGES Alabama Fish Length Data with CPUE"
 ]
}

 The dataset includes 601868 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003061-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pypw3p
title: Occurrence Download

description: A dataset containing 91054 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phylloscopus borealis (J.H.Blasius, 1858)"
 ]
}

 The dataset includes 91054 records from 209 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003050-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.54sfcb
title: Occurrence Download

description: A dataset containing 607514 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Plant"
 ]
}

 The dataset includes 607514 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003063-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9pwjms
title: Occurrence Download

description: A dataset containing 249742 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phylloscopus inornatus (Blyth, 1842)"
 ]
}

 The dataset includes 249742 records from 305 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003049-250424135625364/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.28874423
title: Results_of_RQ_for_all_tasks.pdf

description: Results of RQ for all tasks from the paper "Is Diversity a Meaningful Metric in Fairness Testing?"
DOI: 10.6084/m9.figshare.28874423.v1
title: Results_of_RQ_for_all_tasks.pdf

description: Results of RQ for all tasks from the paper "Is Diversity a Meaningful Metric in Fairness Testing?"
DOI: 10.34740/kaggle/dsv/11572109
title: Mental Fatigue Level Detection (fatigueset) Data
DOI: 10.15468/dl.z73nd2
title: Occurrence Download

description: A dataset containing 171 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Senna surattensis (Burm.f.) H.S.Irwin & Barneby"
 ]
}

 The dataset includes 171 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003066-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pw44p8
title: Occurrence Download

description: A dataset containing 597016 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is LACM Vertebrate Collection"
 ]
}

 The dataset includes 597016 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003064-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mafgf8
title: Occurrence Download

description: A dataset containing 598002 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Species recordings from the Danish National Portal Arter.dk"
 ]
}

 The dataset includes 598002 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003065-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/11573663
title: Health Workforce Shortage Areas
DOI: 10.5281/zenodo.15286470
title: LSH
DOI: 10.5281/zenodo.15286471
title: LSH
DOI: 10.15468/dl.p9scbe
title: Occurrence Download

description: A dataset containing 595011 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is National Trust Species Records"
 ]
}

 The dataset includes 595011 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003067-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/11573654
title: Audit Dataset: Financial and Security Assessments
DOI: 10.15468/dl.n6d72e
title: Occurrence Download

description: A dataset containing 63752 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Turdus eunomus Temminck, 1831"
 ]
}

 The dataset includes 63752 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003062-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9taajv
title: Occurrence Download

description: A dataset containing 583940 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Metabarcoding of Benthic Marine Communities in Nova Scotia and New Brunswick"
 ]
}

 The dataset includes 583940 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003069-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pv4xgy
title: Occurrence Download

description: A dataset containing 591429 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is LajiGIS: Species mapping and surveys"
 ]
}

 The dataset includes 591429 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003068-250424135625364/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.28874459
title: New Prediabetes-2023-2025

description: The complete data of prediabetes
DOI: 10.6084/m9.figshare.28874381.v1
title: Mantle metasomatism drivers ultrapotassic kamafugite genesis: insights from olivine geochemistry and Os - O isotopic signatures

description: <b>Mantle metasomatism drives ultrapotassic kamafugite genesis: Insights from olivine geochemistry and Os-O isotopic signatures</b>
DOI: 10.34740/kaggle/dsv/11573815
title: World Weather Repository ( Daily Updating )
DOI: 10.15468/dl.kx6wtx
title: Occurrence Download

description: A dataset containing 250 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((70.06862 -7.55635,147.93138 -7.55635,147.93138 23.55635,70.06862 23.55635,70.06862 -7.55635))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dipterocarpus grandiflorus (Blanco) Blanco"
 ]
}

 The dataset includes 250 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003073-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5xxs66
title: Occurrence Download

description: A dataset containing 579535 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Marine Nature Conservation Review (MNCR) and associated benthic marine data held and managed by JNCC"
 ]
}

 The dataset includes 579535 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003070-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q9jezt
title: Occurrence Download

description: A dataset containing 570361 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is South Australian Museum Adelaide provider for OZCAM"
 ]
}

 The dataset includes 570361 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003072-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pt7tnt
title: Occurrence Download

description: A dataset containing 593953 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Swiss National Dragonflies Databank"
 ]
}

 The dataset includes 593953 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003071-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/11573883
title: World Stock Prices ( Daily Updating )
DOI: 10.15468/dl.2hv6he
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cercis chingii Chun"
 ]
}

 The dataset includes 50 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003078-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/11573932
title: Hacker News Cumulative Data
DOI: 10.15468/dl.cq6fm3
title: Occurrence Download

description: A dataset containing 561820 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Bee Biology and Systematics Laboratory"
 ]
}

 The dataset includes 561820 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003077-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hyvvz2
title: Occurrence Download

description: A dataset containing 564020 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Stuart M. Fullerton Collection of Arthropods (UCFC), University of Central Florida"
 ]
}

 The dataset includes 564020 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003075-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ha6rzt
title: Occurrence Download

description: A dataset containing 562566 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Fungi (S)"
 ]
}

 The dataset includes 562566 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003076-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5519/qd.v0olcag4
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1001 records)
DOI: 10.6084/m9.figshare.26303476.v3
title: Supplementary materials. Legal dimensions and social responses to green grabbing.pdf

description: Our systematic review of 80 empirical cases offers an overview of the drivers and social responses involved and discusses the role of legal frameworks in provoking or preventing green grabs.
DOI: 10.6084/m9.figshare.28874474
title: <b>Convergent patterns of horizontal gene transfer among holoparasitic plants: driving the evolution of parasitic lifestyle</b>

description: The protein sequences of horizontally transferred genes and associated phylogenetic trees in 1four independently evolved parasitic plant lineages.
DOI: 10.15468/dl.92sngn
title: Occurrence Download

description: A dataset containing 165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rana amurensis Boulenger, 1886"
 ]
}

 The dataset includes 165 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000000-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15275006
title: Multi-Source Multimodal Disinformation Verification Dataset
DOI: 10.15468/dl.xfdusb
title: Occurrence Download

description: A dataset containing 555992 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is flora&fauna(NIBR)2019"
 ]
}

 The dataset includes 555992 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003082-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.