cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21233/n3bd3d
title: Ozerki pollen dataset

description: Raw data for the Ozerki pollen 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/n36q1h
title: Site 1 (Cridlebaugh unpublished) pollen surface sample dataset

description: Raw data for the Site 1 (Cridlebaugh unpublished) pollen surface sample dataset submitted to the Neotoma Paleoecology Database.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.59vmfx
title: Occurrence Download

description: A dataset containing 161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ochthoeca nigrita)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 161 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016894-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/n32w8n
title: Palace Pier Section pollen dataset

description: Raw data for the Palace Pier Section pollen 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/n3j74x
title: Panther Run Pond pollen dataset

description: Raw data for the Panther Run Pond pollen 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/n3dj08
title: Paradise Lake pollen dataset

description: Raw data for the Paradise Lake pollen 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.pt5ubu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Macaca leonina)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016896-250802193616735/datasets/export for details.
DOI: 10.15468/dl.4hecp4
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016895-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vwetgp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Macaca leonina)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016897-250802193616735/datasets/export for details.
DOI: 10.21233/n38q95
title: Paramonovskii Stream Exposure 4980 pollen dataset

description: Raw data for the Paramonovskii Stream Exposure 4980 pollen 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: 10.5281/zenodo.16749160
title: Banking Without Governance:  The Paradox of Financial Performance Under Institutional Collapse in Haiti

description: This repository contains a Jupyter Notebook (haiti_governance_banking.ipynb) that reproduces the full analysis for the study: "Governance, Remittances, and Financial Sector Dynamics in Haiti." The notebook integrates governance data from V-Dem, macroeconomic indicators from the World Bank, and manually curated bank asset data to estimate the effects of democratic quality, corruption, and external capital inflows on Haiti’s banking sector over time.

The notebook includes all code, variable construction, regression modeling, and visualizations. It is designed to be fully reproducible, modular, and adaptable to similar governance-focused country case studies.



Contents





haiti_governance_banking.ipynb: Executable Jupyter Notebook




VDEM_trimmed.csv: Governance dataset (subset of V-Dem)




GDPPC.csv: World Bank GDP per capita data




Remitances_Haiti.csv: Remittance inflows to Haiti




Bank_Plot.xlsx: Time-series data on total bank assets





Requirements

To run the notebook locally, ensure the following packages are installed:

pip install pandas numpy statsmodels seaborn matplotlib openpyxl




How to Run the Notebook

You may run the notebook in any of the following environments:

🟢 Option 1: Google Colab (Recommended for most users)





Go to https://colab.research.google.com




Click "File" > "Upload notebook" and select haiti_governance_banking.ipynb




Upload the required .csv and .xlsx files using the folder icon on the left panel




Run cells sequentially by pressing Shift + Enter



🖥️ Option 2: Jupyter Notebook (Locally via Anaconda or Terminal)





Ensure Python and Jupyter are installed (e.g., via Anaconda)




Place all files in the same directory




Open a terminal and run:



jupyter notebook






Navigate to haiti_governance_banking.ipynb in the browser and execute cells



🧪 Option 3: JupyterLab or VS Code

You can also run the notebook using:





JupyterLab (jupyter lab) for a more advanced interface




Visual Studio Code with the Jupyter extension





License

This dataset and notebook are released under the MIT License. Please cite this Zenodo record if used in published work.



Let me know if you'd like me to generate a full README.md to pair with the Zenodo archive or GitHub repo, or prepare a .zip archive structure with all required files.
DOI: 10.21233/n35166
title: Park Pond 1 loss-on-ignition dataset

description: Raw data for the Park Pond 1 loss-on-ignition 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.cjvgge
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Macaca leonina)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016898-250802193616735/datasets/export for details.
DOI: 10.21233/n3175n
title: Park Pond 1 pollen dataset

description: Raw data for the Park Pond 1 pollen 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.ydrbua
title: Occurrence Download

description: A dataset containing 167938 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Caretta caretta"
 ]
}

 The dataset includes 167938 records from 583 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016811-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/n39h2r
title: Park Pond 2 loss-on-ignition dataset

description: Raw data for the Park Pond 2 loss-on-ignition 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.3dssm4
title: Occurrence Download

description: A dataset containing 252 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eviota punctulata"
 ]
}

 The dataset includes 252 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016900-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/n35q0t
title: Park Pond 2 pollen dataset

description: Raw data for the Park Pond 2 pollen 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/n32079
title: Park Pond 3 loss-on-ignition dataset

description: Raw data for the Park Pond 3 loss-on-ignition 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/n3hb38
title: Park Pond 3 pollen dataset

description: Raw data for the Park Pond 3 pollen 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/n3cj1b
title: Parkhill Creek pollen dataset

description: Raw data for the Parkhill Creek pollen 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.fk52ze
title: Occurrence Download

description: A dataset containing 541 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ochthoeca piurae)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 541 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016904-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jsp9rs
title: Occurrence Download

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

 The dataset includes 29 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016902-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/n37t8h
title: Parrott's Pond pollen dataset

description: Raw data for the Parrott's Pond pollen 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.axz6jm
title: Occurrence Download

description: A dataset containing 6161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ochthoeca oenanthoides)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 6161 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016901-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/n3415h
title: Pasacaco Pond pollen dataset

description: Raw data for the Pasacaco Pond pollen 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/n30b3m
title: Pashennoe pollen dataset

description: Raw data for the Pashennoe pollen 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.hsekdh
title: Occurrence Download

description: A dataset containing 22064 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Celtis occidentalis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 22064 records from 275 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016905-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pqcjjm
title: Occurrence Download

description: A dataset containing 1778 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Specimen, Living Specimen, Occurrence evidence)",
 "Country is Colombia",
 "DatasetKey is one of (Rescate y reubicación de Epífitas en el área del vaso del embalse del Proyecto Hidroeléctrico Ituango, Biodiversidad asociada al Estudio de Impacto Ambiental (EIA) área de desarrollo Casanare 122, iNaturalist Research-grade Observations, Herbario Pontificia Universidad Javeriana, Herbario Nacional Colombiano (COL), Colección Herbario Federico Medem Bogotá - FMB, Tropicos MO Specimen Data, Biodiversidad asociada al proyecto Línea de Transmisión de Energía Segundo Circuito San Lorenzo - Calizas a 110 kV, Antioquia, Herbario Joaquín Antonio Uribe de Medellín (JAUM), Fauna y Flora del proyecto: Estudio de Impacto Ambiental - EIA para el Área de Desarrollo - AD Golondrina 2022-2024)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "PublishingOrg is one of (d42b7e5d-a3e5-4fc2-8b3d-105336d70898, dbc07e15-c05b-4781-9ec3-59d331a9a4d8, 28eb1a3f-1c15-4a95-931a-4af90ecb574d, 0e2f2e28-7790-4c82-b8fb-6ef7b4c764e2, 2a7e3080-28a9-11dd-97cd-b8a03c50a862, eac88d99-9f6c-4031-8fc4-8088f0e0dfe7, 32590de2-1adf-4784-ab49-1996efe0e55c, 90fd6680-349f-11d8-aa2d-b8a03c50a862, 927793ba-72ba-43b3-8794-a22c78be5070)",
 "TaxonKey is Laelia"
 ]
}

 The dataset includes 1778 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016906-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/n38h2f
title: Pasqua Lake pollen dataset

description: Raw data for the Pasqua Lake pollen 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/n34p9k
title: Pass Lake pollen dataset

description: Raw data for the Pass Lake pollen 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/n31070
title: Lac Patricia pollen dataset

description: Raw data for the Lac Patricia pollen 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/n3gb3z
title: Patschke Bog pollen dataset

description: Raw data for the Patschke Bog pollen 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/n3bj2d
title: Lake Patzcuaro pollen dataset

description: Raw data for the Lake Patzcuaro pollen 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.4zqret
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lentipes venustus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016907-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qd3pas
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "KingdomKey is Animalia",
 "PhylumKey is Tracheophyta",
 "ClassKey is Aves",
 "Country is Brazil",
 "BasisOfRecord is one of (Specimen, Human Observation, Material sample, Fossil, Literature Occurrence)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016909-250802193616735/datasets/export for details.
DOI: 10.21233/n36t86
title: Pavlovka Exposure 988 pollen dataset

description: Raw data for the Pavlovka Exposure 988 pollen 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.2ptc2d
title: Occurrence Download

description: A dataset containing 21394 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ochthoeca rufipectoralis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 21394 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016908-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16745407
title: Panoramic Dental X-rays for Age Estimation

description: This dataset contains panoramic dental X-ray images labeled with chronological ages ranging from 9 to 19 years old.The dataset was collected and pre-processed for a master's research project aimed at developing deep learning models.It is suitable for applications in medical imaging, forensic science, and AI-based age prediction. Format: JPG/PNG images inside a ZIP archive
DOI: 10.5281/zenodo.16745408
title: Panoramic Dental X-rays for Age Estimation

description: This dataset contains panoramic dental X-ray images labeled with chronological ages ranging from 9 to 19 years old.The dataset was collected and pre-processed for a master's research project aimed at developing deep learning models.It is suitable for applications in medical imaging, forensic science, and AI-based age prediction. Format: JPG/PNG images inside a ZIP archive