cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16691891
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: 10.15468/dl.476jme
title: Occurrence Download

description: A dataset containing 1608 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pseudochondrostoma duriense)",
 "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 1608 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087107-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/p53-nxv-nv9
title: Spondyliosoma

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t3r-wp9-ete
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8k4-ve6-9t8
title: Acrioceras

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bgl-6gz-hql
title: Bovidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vjf-9bf-zqk
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cx8-wjh-0ht
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kww-2ce-v4v
title: Aves

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b24-f1q-50q
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xsw-94x-z9m
title: Schloenbachia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ctv-1zc-2cf
title: Simbirskites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dfj-xkz-8yv
title: †Pseudorbitoides trechmanni Douvillé, 1922

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/msm-28b-z84
title: Pegusa lascaris (Risso, 1810)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r8t-kz5-lw4
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/san-qec-3r9
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bxt-y0q-a2g
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mmg-1r8-0yq
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4tm-9s1-c65
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9ct-css-m44
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m1k-m47-q4f
title: †Pseudorbitoides trechmanni Douvillé, 1922

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ry2-by3-w0b
title: Elephas Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.7zcved
title: Occurrence Download

description: A dataset containing 136 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ageratum houstonianum",
 "Country is Tanzania, United Republic of",
 "HasCoordinate is true"
 ]
}

 The dataset includes 136 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020731-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/vfm-z5r-252
title: Aves

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/49j-5nl-b3t
title: †Pseudorbitoides trechmanni Douvillé, 1922

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a13-lwh-jm1
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.38sapc
title: Occurrence Download

description: A dataset containing 512 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ageratum houstonianum",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 512 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020733-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/213-9mz-7lz
title: Cetacea Brisson, 1762

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wzf-2n6-9w0
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hml-y0q-xzg
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pt3-mys-fk7
title: Polychaeta Grube, 1850

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ys0-yhy-rr8
title: Hypacanthoplites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wq8-rf7-y83
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wt2-243-qm6
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pba-cwp-pat
title: Simbirskites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wr0-21y-2va
title: Pholadomyidae W. King, 1844

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7t7-jay-h58
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dlc-xrd-qtm
title: Laevidentalina communis (d'Orbigny, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s1q-2af-lek
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2yq-6fd-73q
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k9x-jzt-e29
title: Cetorhinus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s11-msl-hlw
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y4v-ekq-2xv
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bpz-qfd-d17
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lyb-bfk-tft
title: Bairdia (Bairdia) M'Coy, 1844

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5gy-bsx-1te
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ejt-nlt-fpt
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tn2-xv6-62x
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/aaw-egw-zql
title: †Tarbellastraea ellisiana (Defrance, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jbv-b1y-b34
title: Aegocrioceras

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ny4-12b-4g6
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q06-dc2-q9k
title: Myliobatidae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.tuj3v3
title: Occurrence Download

description: A dataset containing 106862222 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Sweden"
 ]
}

 The dataset includes 106862222 records from 1371 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0135444-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j54g5b
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083165-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fbgrnt
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058755-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.olfjlr
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013071-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sgvlgc
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013095-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dgdsjk
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082051-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y5w9y8
title: Occurrence Download

description: A dataset containing 1886875420 species occurrences available in GBIF matching the query:
{ }

 The dataset includes 1886875420 records from 37528 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0335637-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a9ub3c
title: Occurrence Download

description: A dataset containing 484 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Acioa Aubl."
 ]
}

 The dataset includes 484 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010547-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc7rpn9
title: CCDC 231311: Experimental Crystal Structure Determination

description: Related Article: P.E.Gaede, C.van Wullen|2006|Z.Anorg.Allg.Chem.|632|541|doi:10.1002/zaac.200500229
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc7rppb
title: CCDC 231312: Experimental Crystal Structure Determination

description: Related Article: P.E.Gaede, C.van Wullen|2006|Z.Anorg.Allg.Chem.|632|541|doi:10.1002/zaac.200500229
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc7rpqc
title: CCDC 231313: Experimental Crystal Structure Determination

description: Related Article: P.E.Gaede, C.van Wullen|2006|Z.Anorg.Allg.Chem.|632|541|doi:10.1002/zaac.200500229
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc9jw9z
title: CCDC 284341: Experimental Crystal Structure Determination

description: Related Article: J.-P.Djukic, C.Michon, Z.Ratkovic, N.Kyritsakas-Gruber, A.de Cian, M.Pfeffer|2006|Dalton Trans.||1564|doi:10.1039/b513322j
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc9jwb0
title: CCDC 284342: Experimental Crystal Structure Determination

description: Related Article: J.-P.Djukic, C.Michon, Z.Ratkovic, N.Kyritsakas-Gruber, A.de Cian, M.Pfeffer|2006|Dalton Trans.||1564|doi:10.1039/b513322j
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc9jwc1
title: CCDC 284343: Experimental Crystal Structure Determination

description: Related Article: J.-P.Djukic, C.Michon, Z.Ratkovic, N.Kyritsakas-Gruber, A.de Cian, M.Pfeffer|2006|Dalton Trans.||1564|doi:10.1039/b513322j
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc9jwd2
title: CCDC 284344: Experimental Crystal Structure Determination

description: Related Article: J.-P.Djukic, C.Michon, Z.Ratkovic, N.Kyritsakas-Gruber, A.de Cian, M.Pfeffer|2006|Dalton Trans.||1564|doi:10.1039/b513322j
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc9jwf3
title: CCDC 284345: Experimental Crystal Structure Determination

description: Related Article: J.-P.Djukic, C.Michon, Z.Ratkovic, N.Kyritsakas-Gruber, A.de Cian, M.Pfeffer|2006|Dalton Trans.||1564|doi:10.1039/b513322j
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc9jwg4
title: CCDC 284346: Experimental Crystal Structure Determination

description: Related Article: J.-P.Djukic, C.Michon, Z.Ratkovic, N.Kyritsakas-Gruber, A.de Cian, M.Pfeffer|2006|Dalton Trans.||1564|doi:10.1039/b513322j
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccn8vk9
title: CCDC 604331: Experimental Crystal Structure Determination

description: Related Article: G.Levasseur-Theriault, C.Reber, C.Aronica, D.Luneau|2006|Inorg.Chem.|45|2379|doi:10.1021/ic051836b
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccn8vh7
title: CCDC 604329: Experimental Crystal Structure Determination

description: Related Article: J.A.Cissell, T.P.Vaid, A.L.Rheingold|2006|Inorg.Chem.|45|2367|doi:10.1021/ic051794r
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc9g4kf
title: CCDC 281714: Experimental Crystal Structure Determination

description: Related Article: A.Mishra, K.A.Abboud, G.Christou|2006|Inorg.Chem.|45|2364|doi:10.1021/ic052089l
description: Related Article: A.Mishra, A.J.Tasiopoulos, W.Wernsdorfer, K.A.Abboud, G.Christou|2007|Inorg.Chem.|46|3105|doi:10.1021/ic061946y
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccn8vj8
title: CCDC 604330: Experimental Crystal Structure Determination

description: Related Article: J.A.Cissell, T.P.Vaid, A.L.Rheingold|2006|Inorg.Chem.|45|2367|doi:10.1021/ic051794r
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc9gwn8
title: CCDC 282430: Experimental Crystal Structure Determination

description: Related Article: K.Heinze, A.Reinhart|2006|Inorg.Chem.|45|2695|doi:10.1021/ic0515047
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.