cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17754288
title: Constitutional Enforcement from Abroad: How Diaspora Economic Leverage Can Force Property Rights Reform in Captured States

description: This repository contains the data and replication code for "Constitutional Enforcement from Abroad: How Diaspora Economic Leverage Can Force Property Rights Reform in Captured States" by Paul LaTortue (Université de Notre Dame d'Haïti), David A. Skeel Jr. (University of Pennsylvania), and Scott Brown (University of Puerto Rico at Río Piedras).

CONTENTS:

1. IPRI- 2007 - 2025 data[25].xlsx   - International Property Rights Index (IPRI) panel data (2007-2025)   - 135 countries, 19 years   - Physical Property Rights (PPR) scores (0-10 scale)   - Source: International Property Rights Alliance (https://internationalpropertyrightsindex.org/)   - Used with permission from IPRI Director

2. DIASPORA.ipynb   - Python code for complete analysis   - Reproduces all figures and tables in the paper   - Game theory modeling   - Statistical analysis and visualizations   - Runs in Google Colab or local Jupyter environment

KEY FINDINGS:- Haiti ranks 134/135 globally in property rights (0.72/10)- Dominican Republic scores 6× higher (4.32/10) on same island- 79% decline in Haiti's property rights (2013-2025)- Game theory demonstrates $5.29B payoff differential favoring reforms- Diaspora remittances ($4.2B) exceed government budget ($2.5B) by 168%

METHODOLOGY:The analysis uses IPRI panel data to document Haiti's property rights collapse, establishes the Dominican Republic as a natural counterfactual, models game-theoretic payoffs for diaspora remittance conditioning, and projects reform impacts. All visualizations are publication-quality (300 DPI) suitable for academic journals.

REPLICATION:Complete replication instructions are provided in the README.md file. The code requires Python 3.8+ with standard data science libraries (pandas, numpy, matplotlib, seaborn). Runtime: approximately 30 seconds.

CITATION:If you use this data or code, please cite:LaTortue, P., Skeel, D.A., & Brown, S. (2025). Constitutional Enforcement from Abroad: How Diaspora Economic Leverage Can Force Property Rights Reform in Captured States. [Manuscript submitted for publication].

Data citation:International Property Rights Alliance. (2025). International Property Rights Index 2025. Retrieved from https://internationalpropertyrightsindex.org/

LICENSE:Creative Commons Attribution 4.0 International (CC BY 4.0)You are free to share and adapt this material with appropriate attribution.

CONTACT:Scott Brown (Contact person)University of Puerto Rico at Río PiedrasEmail: scott.brown@upr.edu

This research advances "constitutional agency theory" - theorizing diaspora as creditor-principals who can enforce constitutional compliance through economic leverage when domestic institutions are captured. The findings have implications for 29 remittance-dependent countries globally, affecting over 500 million people.
DOI: 10.15468/dl.wf7anv
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
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 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (CR, EN)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014506-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r7xkse
title: Occurrence Download

description: A dataset containing 68554661 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Spain, Portugal)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2010-2025"
 ]
}

 The dataset includes 68554661 records from 1427 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014495-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6xjrs9
title: Occurrence Download

description: A dataset listing the 9958 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-4.6 5.15, -5.6 5.1, -6.35 4.85, -6.3 5.1, -6.55 5.45, -6.8 5.5, -6.85 5.95, -7.55 6.3, -7.75 6.65, -8.050000000000001 6.65, -7.75 7.05, -8.050000000000001 7.3, -7.75 8.35, -7.95 8.550000000000001, -8.6 8.65, -8.5 8.949999999999999, -7.85 8.949999999999999, -7.7 9.4, -7.4 9.35, -7.2 9.699999999999999, -6.95 9.35, -6.75 9.449999999999999, -6.5 9.25, -6.25 9.4, -6.1 10.25, -5.8 10.2, -5.65 10.6, -5.3 10.8, -5.35 11.05, -4.95 11, -4.85 10.8, -4.5 11, -4.15 10.3, -3.95 10.35, -3.45 10.1, -3.6 9.800000000000001, -3.35 9.65, -3.4 8.800000000000001, -3.15 8.35, -2.8 8.15, -2.9 7.85, -2.65 7.55, -2.8 7.2, -3.05 7.05, -3 6.65, -3.3 6.3, -3.45 5.15, -4.6 5.15))",
 "HasCoordinate is true",
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}

 The dataset's 9958 records were derived from 235 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049885-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.l6u9ez
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Month is greater than or equal to January",
 "Country is Australia",
 "TaxonKey is Gruiformes"
 ]
}

 The dataset includes 28 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003396-150811131857512/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.juddyd
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trichogramma chilonis, Trichogramma chilonis, Trichogramma chilonis Ishii, 1941, Trichogramma chilonis Ishii, 1941, 161515122, Trichogramma chilonis Ishii, 1941, Trichogramma chilonis Ishii, 1941, Trichogramma chilonis Ishii, 1941, Trichogramma chilonis Ishii, 1941, Trichogramma chilonis Ishii, 1941, Trichogramma chilonis Ishii, 1941, Trichogramma chilonis Ishii, 1941, Trichogramma chilonis Ishii, 1941, Trichogramma chilonis Ishii, 1941, Trichogramma chilonis Ishii, 1941, Trichogramma chilonis Ishii, 1941, 157851995, Trichogramma chilonis Ishii, 1941, Trichogramma chilonis Ishii, 1941, Trichogramma chilonis Ishii, 1941, Trichogramma chilonis Ishii, 1941, Trichogramma chilonis Ishii, 1941, Trichogramma chilonis Ishii, 1941, Trichogramma chilonis Ishii, 1941, Trichogramma (Trichogramma) chilonis Ishii, 1941, Wolbachia endosymbiont of Trichogramma chilonis, Wolbachia endosymbiont of Trichogramma chilonis, Chilo infuscatellus Snellen, 1890, Acherontia styx Westwood, 1847, Antheraea yamamai (Guérin-Méneville, 1861), Plutella xylostella (Linnaeus, 1758), Trichogramma confusum Viggiani, 1976, Trichogramma chilones Ishii, Trichogramma chilones Ishii, Trichogramma chelonis Ishii, Trichogramma confusum Viggiani, 1976, Trichogramma chelonis Ishii, Trichogramma confusum Viggiani, 1976)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0162578-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ukl3zo
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimosa quadrivalvis var. hystricina (Small ex Britton & Rose) Barneby"
 ]
}

 The dataset includes 75 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002130-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.izgtz3
title: Occurrence Download

description: A dataset containing 3634418 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sturnus vulgaris",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3634418 records from 672 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003396-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wz9jap
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Geastrum argentinum Speg."
 ]
}

 The dataset includes 26 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0162580-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fkut2s
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paraclinus naeorhegmis Böhlke, 1960"
 ]
}

 The dataset includes 22 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060420-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s0ixht
title: Occurrence Download

description: A dataset containing 137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pecari tajacu (Linnaeus, 1758)",
 "Country is Colombia",
 "Geometry POLYGON((151.52 -80.36,151.52 79.87,-127.62 79.87,-127.62 -80.36,151.52 -80.36))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 137 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003396-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7jrznv
title: Occurrence Download

description: A dataset containing 3889 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección de Malvales y Myrtales del Museo Botánico CORD - IMBIV"
 ]
}

 The dataset includes 3889 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0162586-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.i1holp
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Victorwithius Feio, 1944"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000339-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3wy6gm
title: Occurrence Download

description: A dataset containing 3727 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Glaucomys volans (Linnaeus, 1758)"
 ]
}

 The dataset includes 3727 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003396-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.48jh3b
title: Occurrence Download

description: A dataset containing 5253 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección de Laurales, Liliales, Lycopodiales, Magnoliales y Malpighiales del Museo Botánico CORD - IMBIV"
 ]
}

 The dataset includes 5253 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0162594-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.698rg6
title: Occurrence Download

description: A dataset listing the 4 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "TaxonKey is Byturidae"
 ]
}

 The dataset's 4 records were derived from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0109099-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4wxz9l
title: Occurrence Download

description: A dataset containing 137 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carramboa badilloi (Cuatrec.) Cuatrec."
 ]
}

 The dataset includes 137 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003396-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.btzs5j
title: Occurrence Download

description: A dataset containing 7223 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección Mastozoológica del IADIZA - CCT CONICET Mendoza: IADIZA-CMI"
 ]
}

 The dataset includes 7223 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163336-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.knulks
title: Occurrence Download

description: A dataset containing 9453 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Tribulus terrestris L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9453 records from 195 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000339-180920211646547/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e16uso
title: Occurrence Download

description: A dataset containing 1266 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Human Observation"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Phyciodes mylitta Edwards, 1861",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1266 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003396-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rps47x
title: Occurrence Download

description: A dataset containing 2340 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aquila chrysaetos (Linnaeus, 1758)"
 ]
}

 The dataset includes 2340 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195090-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9x9xc7
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Avifauna around mining sites in Pará, Brazil"
 ]
}

 The dataset includes 94 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0109110-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eyf56h
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Angiospermas usadas como fuente de alimento por la fauna, en coberturas naturales presentes en un sistema de producción de palma de aceite (Elaeis guineensis jacq.) en San Martín Meta, Colombia"
 ]
}

 The dataset includes 125 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043140-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b65zns
title: Occurrence Download

description: A dataset containing 2654 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Vultur gryphus Linnaeus, 1758"
 ]
}

 The dataset includes 2654 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195089-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j7rpgs
title: Occurrence Download

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

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003396-171113114016250/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5g4ggs
title: Occurrence Download

description: A dataset containing 23505 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Apodemus sylvaticus (Linnaeus, 1758)"
 ]
}

 The dataset includes 23505 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043125-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j4sgp9
title: Occurrence Download

description: A dataset containing 155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Butia paraguayensis (Barb.Rodr.) L.H.Bailey"
 ]
}

 The dataset includes 155 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000339-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ox3jon
title: Occurrence Download

description: A dataset containing 1417 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Cardiospermum halicacabum L."
 ]
}

 The dataset includes 1417 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003396-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6kh5xa
title: Occurrence Download

description: A dataset containing 5558309 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carassius auratus (Linnaeus, 1758), Cyprinus carpio Linnaeus, 1758, Sander lucioperca (Linnaeus, 1758), Perca fluviatilis Linnaeus, 1758, Salmo trutta Linnaeus, 1758, Tinca tinca (Linnaeus, 1758), Rutilus rutilus (Linnaeus, 1758), Micropterus salmoides (Lacepède, 1802), Silurus glanis Linnaeus, 1758, Carassius carassius (Linnaeus, 1758))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5558309 records from 1103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054065-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ugnex
title: Occurrence Download

description: A dataset containing 273 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptopelis vermiculatus (Boulenger, 1909)"
 ]
}

 The dataset includes 273 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010186-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48597/dp6t-zj2a
title: Measurement of Inorganics in precipitation at Hurdal

description: Measurement of Inorganics in precipitation at Hurdal
DOI: 10.5281/zenodo.13739381
title: Dataset for the article "Biomedical Publishing in Russia: How big is low-quality papers problem?"

description: The dataset is used in the article "Biomedical Publishing in Russia: How big is low-quality papers problem?" submitted to the Journal of the Medical Library Association : JMLA.

The dataset contains the list of Russian and international biomedical journals along with their ISSNs, and eISSNs with attached thematic categories from Web of Science and SJR. For each journal-year pair, the number of publications is calculated. The time frame of analysis is 2010-2020.
DOI: 10.5281/zenodo.13739382
title: Dataset for the article "Biomedical Publishing in Russia: How big is low-quality papers problem?"

description: The dataset is used in the article "Biomedical Publishing in Russia: How big is low-quality papers problem?" submitted to the Journal of the Medical Library Association : JMLA.

The dataset contains the list of Russian and international biomedical journals along with their ISSNs, and eISSNs with attached thematic categories from Web of Science and SJR. For each journal-year pair, the number of publications is calculated. The time frame of analysis is 2010-2020.
DOI: 10.34740/kaggle/dsv/9358992
title: Global Genomic Neurofibromatosis Neoplasia
DOI: 10.3886/e194441v1
title: European Referendum Political Finance Regimes Dataset

description: This dataset gives an overview of the presence or absence of 32 regulations related to referendum campaign finance in 30 European countries.
DOI: 10.3886/e194441v2
title: Referendum Political Finance Regimes Dataset

description: This dataset gives an overview of the presence or absence of 39 regulations related to referendum campaign finance in 143 countries.
DOI: 10.3886/e194441
title: Referendum Political Finance Regimes Dataset

description: This dataset gives an overview of the presence or absence of 39 regulations related to referendum campaign finance in 143 countries.
DOI: 10.3886/e194441v3
title: Referendum Political Finance Regimes Dataset

description: This dataset gives an overview of the presence or absence of 39 regulations related to referendum campaign finance in 143 countries.
DOI: 10.15468/dl.98ture
title: Occurrence Download

description: A dataset containing 1218 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptopelis viridis (Günther, 1869)"
 ]
}

 The dataset includes 1218 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010188-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48597/zzug-vwk3
title: Measurement of Sulphate_corrected at Løken

description: Measurement of Sulphate_corrected at Løken
DOI: 10.48597/a673-prk9
title: Measurement of Inorganics in precipitation at Løken

description: Measurement of Inorganics in precipitation at Løken