cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.7p5m43
title: Occurrence Download

description: A dataset containing 1607 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry MULTIPOLYGON(((-61.71227 -25.6551,-61.99782 -25.65529,-62.07591 -25.88747,-62.06803 -25.97246,-61.71243 -25.97448,-61.71227 -25.6551)))",
 "EventDate is less than or equal to 2021-05-01"
 ]
}

 The dataset includes 1607 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0265412-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s2ydiw
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Maihueniopsis nigrispina (K.Schum.) R.Kiesling"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010267-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gpsv5p
title: Occurrence Download

description: A dataset containing 417 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Malaysia",
 "TaxonKey is Rhinolophus affinis Horsfield, 1823"
 ]
}

 The dataset includes 417 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080578-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p2ckau
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Frontina Simon, 1884)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Observation, Specimen)",
 "Year is greater than 1945"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0279648-200613084148143/datasets/export for details.
DOI: 10.15468/dl.xxmmek
title: Occurrence Download

description: A dataset containing 320 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Myrmecophaga tridactyla Linnaeus, 1758"
 ]
}

 The dataset includes 320 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0262248-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oc5d3d
title: Occurrence Download

description: A dataset containing 25486 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudacris regilla (Baird & Girard, 1852)"
 ]
}

 The dataset includes 25486 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010268-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8jkhwm
title: Occurrence Download

description: A dataset listing the 3297639 species recorded in GBIF matching the query:
{ }

 The dataset's 3297639 records were derived from 36677 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0309082-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8xcr9t
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Imperata cylindrica",
 "Country is Comoros",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019083-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ercfr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opuntia stricta",
 "Country is Viet Nam",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019082-250717081556266/datasets/export for details.
DOI: 10.15468/dl.vquu9v
title: Occurrence Download

description: A dataset containing 936723 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Brazil",
 "Geometry POLYGON((-78.44428 -18.49669,-37.81923 -18.49669,-37.81923 6.51374,-78.44428 6.51374,-78.44428 -18.49669))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "Year 2000-2015"
 ]
}

 The dataset includes 936723 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019036-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4e8knk
title: Occurrence Download

description: A dataset containing 46735 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Iris pseudacorus",
 "Continent is Europe",
 "Year is 1985,2020",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is greater than or equal to 200",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 46735 records from 202 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019081-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wuf6gg
title: Occurrence Download

description: A dataset containing 5882 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alnus japonica"
 ]
}

 The dataset includes 5882 records from 216 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019084-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.79yrwk
title: Occurrence Download

description: A dataset containing 67514 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Occurrence evidence",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is Geodetic datum assumed WGS84",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 67514 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019078-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eb67mq
title: Occurrence Download

description: A dataset containing 407 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Populus canadensis",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 407 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019085-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16235674
title: Apêndice A – Guia do questionário semiestruturado (Estudo IdeiaGov)

description: Documento complementar ao artigo “COMPRAS PÚBLICAS PARA INOVAÇÃO NO NÍVEL SUBNACIONAL: EVIDÊNCIAS DO PROGRAMA IDEIAGOV”, contendo o roteiro do questionário semiestruturado utilizado na pesquisa. Inclui blocos temáticos, perguntas centrais e códigos de análise.
DOI: 10.5281/zenodo.16235675
title: Apêndice A – Guia do questionário semiestruturado (Estudo IdeiaGov)

description: Documento complementar ao artigo “COMPRAS PÚBLICAS PARA INOVAÇÃO NO NÍVEL SUBNACIONAL: EVIDÊNCIAS DO PROGRAMA IDEIAGOV”, contendo o roteiro do questionário semiestruturado utilizado na pesquisa. Inclui blocos temáticos, perguntas centrais e códigos de análise.
DOI: 10.15468/dl.pgueqa
title: Occurrence Download

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

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019086-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16236017
title: The Denial of Governance Failure in High-Trust Democracies

description: 📅 Publication Date

2025-07-20

📝 Description

This dataset and accompanying Python notebook support the empirical analysis for the study "The Denial of Governance Failure in High-Trust Democracies". The project investigates how interpersonal trust and informal social norms interact with perceptions of institutional legitimacy and income distribution, using large-scale survey data.

The core research question: Do trust-based informal norms mask or reinforce corruption-like mechanisms in high-trust democracies through preferential behavior?

Included Files:





Controls.xlsx – Demographic and background controls




Core.xlsx – Variables on trust, fairness, helpfulness, and informal norms




Institutional.xlsx – Institutional trust and confidence indicators




Polis.ipynb – Google Colab–ready Python notebook containing full data processing and regression analysis pipeline (OLS with robust and clustered SEs, VIF checks, and visualization).



📂 How to Use in Google Colab





Open Google Colab: https://colab.research.google.com




Upload Files:





Click the folder icon (📁) in the left sidebar




Click the upload icon and add the 4 files: Controls.xlsx, Core.xlsx, Institutional.xlsx, Polis.ipynb






Open the Notebook:





Double-click Polis.ipynb in the file browser to open it






Run the Notebook:





Follow the step-by-step cells, which load data, clean it, run regressions, compute VIFs, and produce tables and plots




You may modify file paths if needed:Replace '/content/Controls.xlsx' with the corresponding uploaded path if you mount Google Drive instead






Requirements: The notebook auto-installs required packages:

!pip install pandas statsmodels openpyxl




🧾 License

Creative Commons Attribution 4.0 International (CC BY 4.0)Copyright (C) 2025 The Authors.

🏷️ Keywords

Social capital, corruption, trust, governance, informal norms, OLS regression, high-trust democracies, GSS, inequality, institutional confidence

🌐 Languages

English

🧪 Programming Language

Python 3.11Notebook-compatible with Google Colab and Jupyter

🏗️ Version

v1.0.0

📦 Publisher

Zenodo

📘 Funding

This research received no specific grant but draws on publicly available survey data.
DOI: 10.15468/dl.tjz3e7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyprinus carpio",
 "Country is Bolivia (Plurinational State of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019088-250717081556266/datasets/export for details.
DOI: 10.15468/dl.kkt28g
title: Occurrence Download

description: A dataset containing 49981 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyprinus carpio",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 49981 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019087-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kgt65v
title: Occurrence Download

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

 The dataset includes 29 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019089-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ma59fy
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AEH5902"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019090-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vxaajk
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acanthaster planci",
 "Country is Saudi Arabia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019091-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.svnass
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acanthaster planci",
 "Country is Sri Lanka",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019092-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7gzsqx
title: Occurrence Download

description: A dataset containing 6293 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Schoenoplectus lacustris",
 "Continent is Europe",
 "Year is 1985,2020",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is greater than or equal to 200",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 6293 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019093-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4pqsvd
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019094-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kvphgp
title: Occurrence Download

description: A dataset containing 85 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Imperata cylindrica",
 "Country is Congo, Democratic Republic of the",
 "HasCoordinate is true"
 ]
}

 The dataset includes 85 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019095-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xfeda4
title: Occurrence Download

description: A dataset containing 7422 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alopecurus bulbosus"
 ]
}

 The dataset includes 7422 records from 316 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019096-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hshh8s
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Schefflera actinophylla",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019098-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n67ugj
title: Occurrence Download

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

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019097-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.afttax
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019099-250717081556266/datasets/export for details.
DOI: 10.15468/dl.c8d6xx
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyprinus carpio",
 "Country is Bosnia and Herzegovina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 63 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019100-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.httzkw
title: Occurrence Download

description: A dataset containing 106 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyprinus carpio",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 106 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019101-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tbzbpv
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Occurrence evidence",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is Geodetic datum assumed WGS84",
 "OccurrenceStatus is Present",
 "TaxonKey is Bertholletia excelsa"
 ]
}

 The dataset includes 76 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019103-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fpwrpa
title: Occurrence Download

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

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019102-250717081556266/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.29604464.v2
title: Logic Syllogistic Algorithms V5 NEW

description: Logic Syllogistic Algorithms
DOI: 10.15468/dl.mfh8n8
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AEH5903"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019104-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ku429
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019105-250717081556266/datasets/export for details.
DOI: 10.15468/dl.8y895v
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acanthaster planci",
 "Country is Vanuatu",
 "HasCoordinate is true"
 ]
}

 The dataset includes 28 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019106-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cpj9ak
title: Occurrence Download

description: A dataset containing 14229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Sparganium erectum",
 "Continent is Europe",
 "Year is 1985,2020",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is greater than or equal to 200",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 14229 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019107-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eytcr6
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Senna siamea",
 "Country is Angola",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019108-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zcvf8t
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Senna siamea",
 "Country is Dominican Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019110-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rvkyxs
title: Occurrence Download

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

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019109-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7q8yw7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Schefflera actinophylla",
 "Country is Micronesia (Federated States of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019111-250717081556266/datasets/export for details.