cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.erze6l
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Habenaria edwallii Cogn.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 17 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006136-160803222355964/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x3g48y
title: Occurrence Download

description: A dataset containing 488 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cunonia balansae Brongn. & Gris"
 ]
}

 The dataset includes 488 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014267-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xnavts
title: Occurrence Download

description: A dataset containing 252 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abies ernestii Rehd."
 ]
}

 The dataset includes 252 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023294-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.junvdu
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Spielwiese"
 ]
}

 The dataset includes 18 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006136-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zb4y7z
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cunonia bopopensis Pillon & H.C.Hopkins"
 ]
}

 The dataset includes 15 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014270-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xdnmsn
title: Occurrence Download

description: A dataset containing 1371006 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fringilla montifringilla Linnaeus, 1758"
 ]
}

 The dataset includes 1371006 records from 1341 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014285-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4mbx95
title: Occurrence Download

description: A dataset containing 8102 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Brachygalba lugubris (Swainson, 1838)"
 ]
}

 The dataset includes 8102 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050139-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9kjwun
title: Occurrence Download

description: A dataset listing the 812 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "Geometry POLYGON((-74.59592 6.31299,-74.63204 6.17179,-74.42024 6.16686,-74.39889 6.31792,-74.59592 6.31299))",
 "OccurrenceStatus is one of (Present)"
 ]
 }
 ]
}

 The dataset's 812 records were derived from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004646-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fu5vf9
title: Occurrence Download

description: A dataset containing 9328 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sapindus delavayi (Franch.) Radlk., Sapindus mukorossi Gaertn., Sapindus oahuensis Hillebr., Sapindus rarak DC., Sapindus saponaria L., Sapindus tomentosus Kurz, Sapindus trifoliatus L., Sapindus vitiensis A.Gray)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9328 records from 453 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004681-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rhq6em
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abronia nealleyi Standl."
 ]
}

 The dataset's 1 records were derived from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004649-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bu8tfy
title: Occurrence Download

description: A dataset containing 23654 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dreissena polymorpha (Pallas, 1771)",
 "Year 1000-2025"
 ]
}

 The dataset includes 23654 records from 233 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004682-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26093/cds/vizier.74811262
title: 2MASS bright galaxies HI ZoA survey

description: VizieR online Data Catalogue associated with article published in journal Monthly Notices of the Royal Astronomical Society with title ' The Nancay H I Zone of Avoidance survey of 2MASS bright galaxies.' (bibcode: 2018MNRAS.481.1262K)
DOI: 10.26093/cds/vizier.74920821
title: The KLEVER Survey: metallicity maps and gradients

description: VizieR online Data Catalogue associated with article published in journal Monthly Notices of the Royal Astronomical Society with title ' The KLEVER Survey: spatially resolved metallicity maps and gradients in a sample of 1.2
DOI: 10.26093/cds/vizier.75074102
title: Abundances of metal-poor stars from SkyMapper

description: VizieR online Data Catalogue associated with article published in journal Monthly Notices of the Royal Astronomical Society with title ' High-resolution spectroscopic follow-up of the most metal-poor candidates from SkyMapper DR1.1.' (bibcode: 2021MNRAS.507.4102Y)
DOI: 10.26093/cds/vizier.75155159
title: Radio and winds in BALQSOs

description: VizieR online Data Catalogue associated with article published in journal Monthly Notices of the Royal Astronomical Society with title ' Connecting radio emission to AGN wind properties with broad absorption line quasars.' (bibcode: 2022MNRAS.515.5159P)
DOI: 10.26093/cds/vizier.75201390
title: Gaia view of the Cepheus OB2

description: VizieR online Data Catalogue associated with article published in journal Monthly Notices of the Royal Astronomical Society with title ' The Gaia view of the Cepheus OB2 association.' (bibcode: 2023MNRAS.520.1390S)
DOI: 10.15468/dl.qtawcq
title: Occurrence Download

description: A dataset containing 35581 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phillyrea latifolia L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 35581 records from 393 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004683-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.drzkef
title: Occurrence Download

description: A dataset listing the 2 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abronia carletonii J.M.Coult. & Fisher"
 ]
}

 The dataset's 2 records were derived from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004650-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nwgr7g
title: Occurrence Download

description: A dataset containing 4228696 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aves)",
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4228696 records from 477 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004644-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.30ucdo
title: Occurrence Download

description: A dataset containing 641 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Isoodon auratus (Ramsay, 1887)"
 ]
}

 The dataset includes 641 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006728-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g53rz5
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cirsium congestissimum Kitam."
 ]
}

 The dataset includes 83 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0138165-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ntbsla
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zieria adenophora Blakely"
 ]
}

 The dataset includes 17 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006728-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mewps7
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cirsium consociatum S.F.Blake"
 ]
}

 The dataset includes 13 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0138167-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ouqjvo
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Aves Argentinas / Asociación Ornitológica del Plata - Colección de registros observacionales de aves silvestres argentinas - Lista Narosky: familia Trogonidae"
 ]
}

 The dataset includes 17 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006729-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w3e6rm
title: Occurrence Download

description: A dataset containing 601 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cirsium conspicuum (Sw.) Sch.Bip."
 ]
}

 The dataset includes 601 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0138168-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ee4j57
title: Occurrence Download

description: A dataset containing 722 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cirsium creticum (Lam.) d'Urv."
 ]
}

 The dataset includes 722 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0138172-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r7jq3y
title: Occurrence Download

description: A dataset containing 3012 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phocoena phocoena (Linnaeus, 1758)",
 "Country is Sweden"
 ]
}

 The dataset includes 3012 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006729-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jlutk1
title: Occurrence Download

description: A dataset containing 2319 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cebus apella (Linnaeus, 1758)"
 ]
}

 The dataset includes 2319 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006729-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9fbb44
title: Occurrence Download

description: A dataset containing 229730 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((2.479608666666667 48.58410666666667, 2.479608666666667 65.67073733333334, -31.565747 65.67073733333334, -31.565747 48.58410666666667, 2.479608666666667 48.58410666666667))",
 "EventDate is 2019-11-01,2019-11-30"
 ]
}

 The dataset includes 229730 records from 240 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025543-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kgbhkj
title: Occurrence Download

description: A dataset containing 1748 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhizophora mangle L.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1748 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006729-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pz86jh
title: Occurrence Download

description: A dataset containing 159 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Range table from planktonic foraminifers in ODP Hole 180-1109C"
 ]
}

 The dataset includes 159 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006729-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uvnk76
title: Occurrence Download

description: A dataset containing 324992 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((2.479608666666667 48.58410666666667, 2.479608666666667 65.67073733333334, -31.565747 65.67073733333334, -31.565747 48.58410666666667, 2.479608666666667 48.58410666666667))",
 "EventDate is 2019-10-01,2019-10-31"
 ]
}

 The dataset includes 324992 records from 331 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025528-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pwe8m3
title: Occurrence Download

description: A dataset containing 20589607 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United States of America, Mexico)",
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 20589607 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025529-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sw3kj8
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Imperata brasiliensis Trin.",
 "DatasetKey is Fundación Miguel Lillo - Colección Fanerogámica"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006729-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xpk5mr
title: Occurrence Download

description: A dataset containing 8560486 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Odonata"
 ]
}

 The dataset includes 8560486 records from 4142 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056434-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cmy2aj
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Navicula Bory",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.5395 -28.5786,20.509 -28.5786,20.509 -32.9007,25.5395 -32.9007,25.5395 -28.5786))"
 ]
}

 The dataset includes 93 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063536-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/28i5ns
title: Replication Data for: "Dynamic Legitimation Theory and Populist Authoritarian Leaders: The Rhetorical Framing of International Status for Domestic Legitimacy"

description: Replication data and R script for "Dynamic Legitimation Theory and Populist Authoritarian Leaders: The Rhetorical Framing of International Status for Domestic Legitimacy" (conditionally accepted at Political Communication)
DOI: 10.15468/dl.thcmnw
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Navicula Bory",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.7576 -24.3688,20.529 -24.0715,20.509 -24.0715,20.509 -28.5786,25.5395 -28.5786,25.5395 -24.0715,25.1306 -24.0715,24.9333 -24.4571,23.8962 -24.2467,22.8065 -24.295,22.3719 -24.7207,22.2323 -25.547,22.0387 -25.7188,21.7833 -25.7784,21.5388 -25.7113,21.3553 -25.5415,20.7576 -24.3688))"
 ]
}

 The dataset includes 22 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063537-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15304939
title: Twice Broken: How U.S. Legal Infrastructure Lost the Rule of Law—and the Trust of Markets

description: Structural Democratic Regression: From Watergate to Trump – Figure 1 Replication Archive

This repository contains the data, code, and instructions needed to replicate Figure 1 from our study on democratic erosion in the United States. The figure visualizes structural breaks in regime characteristics using Polity5 and V-Dem indicators, spanning the period from the Watergate scandal (1972–74) through the Trump presidency (2016–21).

Our analysis reveals two major inflection points in American democratic structure. The first, catalyzed by Watergate, led to a wave of institutional reforms (e.g., FOIA, FEC, Ethics in Government Act). The second, during the Trump era, saw the collapse of many of these oversight mechanisms. Together, these episodes chart a trajectory of constitutional rot and declining institutional resilience, with measurable impacts on legal infrastructure, investor trust, and democratic governance.

🔧 Included Files





vdem_polity5_data.xlsx – Cleaned data combining V-Dem and Polity5 indicators for the U.S. and comparator countries




generate_figure1_code.docx – Python code for use in Google Colab to generate Figure 1




README.md – Step-by-step instructions for browser-based execution with no installation required



📊 Methodology





Sources: V-Dem 2024 dataset; Polity5 democracy indicators (through 2023)




Tools: Python (ruptures, pandas, matplotlib) in Google Colab




Framework: Structural break detection, constitutional crisis theory, and rule-of-law decline



📈 Reproducibility

This project is designed for open, replicable science. Anyone can run the code using Google Colab in a standard web browser:





Upload vdem_polity5_data.xlsx to your Colab environment




Copy and paste the code from generate_figure1_code.docx




Click “Run” to generate the figure automatically



📚 Citation and Use

Please cite the related research paper if you use or adapt these materials. Full citation details will be provided upon publication. Proper attribution to the authors is appreciated.

For questions or collaboration inquiries, contact the corresponding author or visit the University of Puerto Rico School of Business for related research outputs.