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Resolving Conflict
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‎.gitignore‎

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__pycache__
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*.pytest_cache
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<<<<<<< HEAD
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.venv/
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=======
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.env/
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>>>>>>> origin/main
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# .env
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*.db
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*.idea

‎.ls-lint.yml‎

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.csv: snake_case
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.py: snake_case
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.: # Répertoires racine
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.*/:
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snakecase: true
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ignore:
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- 1_datasets/raw_data/**
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ignore:
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- .git
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- .github
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- .vscode
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- .ruff_cache
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- .pytest_cache
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- __pycache__
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<<<<<<< HEAD
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- .venv
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- **/site-packages/**
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- 1_datasets
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- ".venv/"
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description: "Check code formatting: true/false"
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=======
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- .ls-lint.yml
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- .markdownlint.yml
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rules:
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some_rule: "true"
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>>>>>>> origin/main

‎1_datasets/haiti_catalog_cleaned_data/Aéroport_cleaned.csv‎

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Type,name,Commune,Department,Region,GPS_Lat,GPS_Lon,Telephone,Email,Site_web,Ownership,Maturity,Notes,Included
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Aéroport,Toussaint Louverture International (PAP),Tabarre,Ouest,National,18.579964,-72.292542,+509 48 94 3000,info@aan.gouv.ht,https://aan.gouv.ht,Gouvernement haïtien,Opérationnel,Hub principal international,
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Aéroport,Cap-Haïtien International (CAP),Cap-Haïtien,Nord,Nord,19.7329,-72.1948,+509 22 62 05 07,,https://aan.gouv.ht,Gouvernement haïtien,Opérationnel,Accès principal au Nord,
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Aéroport,Antoine-Simon (CYA),Les Cayes,Sud,Sud,18.270833,-73.7875,,,,Gouvernement haïtien,Opérationnel,Aéroport régional Sud,
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Aéroport,Port-Salut (PAX),Port-Salut,Sud,Sud,18.064167,-73.912222,,,,Gouvernement haïtien,Opérationnel,Proche grottes Sud,
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Aéroport,Jérémie (JEE),Jérémie,Grand-Anse,Grand-Anse,18.65,-74.133333,,,,Gouvernement haïtien,Opérationnel,Accès Sud-Ouest,

‎1_datasets/haiti_catalog_cleaned_data/Canyon_cleaned.csv‎

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Type,name,Commune,Department,Region,GPS_Lat,GPS_Lon,Telephone,Email,Site_web,Ownership,Maturity,Notes,Included
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Canyon,Canyon Casse-Cou,Les Platons,Sud,Sud,18.31,-73.94,,contact@tourisme.gouv.ht,,Ministère du Tourisme,Opérationnel,Canyon aventure, via ferrata
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Canyon,Ravine Blanche,Gros Morne,Sud,Sud,18.319,-73.9466,,contact@tourisme.gouv.ht,,Ministère du Tourisme,Opérationnel,Ravine avec bassins,
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Canyon,Tête l’Acul,Sud,Sud,18.320000,-73.93,,contact@tourisme.gouv.ht,,Ministère du Tourisme,Opérationnel,Canyon escarpé,,

‎1_datasets/haiti_catalog_cleaned_data/Grotte_cleaned.csv‎

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Type,name,Commune,Department,Region,GPS_Lat,GPS_Lon,Telephone,Email,Site_web,Ownership,Maturity,Notes,Included
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Grotte,Grotte Marie-Jeanne,Port-à-Piment,Sud,Sud,18.25,-73.85,,contact@tourisme.gouv.ht,,Ministère du Tourisme,Opérationnel,Plus grande grotte Haïti, spéléo guidée
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Grotte,Grotte Goudron,Port-à-Piment,Sud,Sud,18.25,-74.09,,contact@tourisme.gouv.ht,,Ministère du Tourisme,Opérationnel,Grotte avec formations karstiques,
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Grotte,Grande Grotte,Port-à-Piment,Sud,Sud,18.25225,-74.095383,,contact@tourisme.gouv.ht,,Ministère du Tourisme,Opérationnel,Grotte majeure, cascades internes
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Grotte,Trou Zombi,Chantal,Sud,Sud,18.3,-73.87,,contact@tourisme.gouv.ht,,Ministère du Tourisme,Opérationnel,Grotte mythique vodou,
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Grotte,Grotte Soulas,Camp-Perrin,Sud,Sud,18.303944,-73.870121,,contact@tourisme.gouv.ht,,Ministère du Tourisme,Opérationnel,Accès randonnée,
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Grotte,Grotte Kounoubwa,Camp-Perrin,Sud,Sud,18.3,-73.87,,contact@tourisme.gouv.ht,,Ministère du Tourisme,Opérationnel,Système karstique étendu,
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Grotte,Grotte Geffrard,Maniche,Sud,Sud,18.394,-73.8,,contact@tourisme.gouv.ht,,Ministère du Tourisme,Moyen terme,Grotte spirituelle,

‎1_datasets/haiti_catalog_cleaned_data/Hôtel_cleaned.csv‎

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Type,Nom,Commune,Département,Région,GPS_Lat,GPS_Lon,Téléphone,Email,Site_web,Propriétaire,Maturité,Notes,Column1
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Plage,Cormier Plage,Limonade,Nord,Nord,19.7498,-72.2296,+509 37 02 02 10,booking@cormierhaiti.com,,Mixte (hôtel/public),Opérationnel,Plage sable blanc, accès hôtel
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Plage,Labadie Beaches (Royal Caribbean),Labadie,Nord,Nord,19.785,-72.248,+1 800 933 2121,,https://royalcaribbean.com,Privé (Royal Caribbean),Opérationnel,Excursions croisières,
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Plage,Chouchou Baie,Port-Margot,Nord,Nord,19.702,-72.6,,,,Publique,Opérationnel,Baie isolée, snorkeling
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Plage,M&M Beach (Camp Louise),Acul-du-Nord,Nord,Nord,19.7,-72.65,+509 37 51 67 59,mmbeachresort@yahoo.fr,,Privé,Court terme,Resort plage,
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Plage,Plage de Limonade (historique),Limonade,Nord,Nord,19.65,-72.1,,,,Publique,Opérationnel,Site historique libération,
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Plage,Pilote Beach,Cap-Haïtien,Nord,Nord,19.76,-72.2,,,,Publique,Opérationnel,Plage locale,
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Plage,Cannon Beach,Labadie,Nord,Nord,19.78,-72.24,,,,Publique,Opérationnel,Proche Labadie,
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Plage,Bercy Beach,Cap-Haïtien,Nord,Nord,19.75,-72.22,,,,Publique,Moyen terme,Plage tranquille,
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Plage,Sainte-Suzanne Beach,Sainte-Suzanne,Nord,Nord,19.65,-72.1,,,,Publique,Opérationnel,Près pétroglyphes,
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Plage,Fort Saint-Michel Beach,Cap-Haïtien,Nord,Nord,19.77,-72.19,,,,Publique,Opérationnel,Site fortifié,
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Plage,,Limonade,,,19.75,-72.23,,booking@cormierhaiti.com,,,,, lagune turquoise
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Plage,,Labadie,,,19.783,-72.25,,,Prive/Publique,,,,
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Plage,,Labadie,,,19.783,-72.25,,info@dhaloobeach.com,https://royalcaribbean.com,,,, snorkeling
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Plage,,Port-Margot,,,19.7,-72.6,,,Publique,,,,
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Plage,,Acul-du-Nord,,,19.7,-72.65,,mmbeachresort@yahoo.fr,,,,, services
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Plage,,Limonade,,,19.65,-72.1,,,Publique,,,,

‎1_datasets/haiti_catalog_cleaned_data/Plage_cleaned.csv‎

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Type,name,Commune,Department,Region,GPS_Lat,GPS_Lon,Telephone,Email,Site_web,Ownership,Maturity,Notes,Included
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Plage,Cormier Plage,Limonade,Nord,Nord,19.7498,-72.2296,+509 37 02 02 10,booking@cormierhaiti.com,,Mixte (hôtel/public),Opérationnel,Plage sable blanc, accès hôtel
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Plage,Labadie Beaches (Royal Caribbean),Labadie,Nord,Nord,19.785,-72.248,+1 800 933 2121,,https://royalcaribbean.com,Privé (Royal Caribbean),Opérationnel,Excursions croisières,
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Plage,Chouchou Baie,Port-Margot,Nord,Nord,19.702,-72.6,,,,Publique,Opérationnel,Baie isolée, snorkeling
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Plage,M&M Beach (Camp Louise),Acul-du-Nord,Nord,Nord,19.7,-72.65,+509 37 51 67 59,mmbeachresort@yahoo.fr,,Privé,Court terme,Resort plage,
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Plage,Plage de Limonade (historique),Limonade,Nord,Nord,19.65,-72.1,,,,Publique,Opérationnel,Site historique libération,
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Plage,Pilote Beach,Cap-Haïtien,Nord,Nord,19.76,-72.2,,,,Publique,Opérationnel,Plage locale,
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Plage,Cannon Beach,Labadie,Nord,Nord,19.78,-72.24,,,,Publique,Opérationnel,Proche Labadie,
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Plage,Bercy Beach,Cap-Haïtien,Nord,Nord,19.75,-72.22,,,,Publique,Moyen terme,Plage tranquille,
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Plage,Sainte-Suzanne Beach,Sainte-Suzanne,Nord,Nord,19.65,-72.1,,,,Publique,Opérationnel,Près pétroglyphes,
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Plage,Fort Saint-Michel Beach,Cap-Haïtien,Nord,Nord,19.77,-72.19,,,,Publique,Opérationnel,Site fortifié,
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Plage,,Limonade,,,19.75,-72.23,,booking@cormierhaiti.com,,,,, lagune turquoise
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Plage,,Labadie,,,19.783,-72.25,,,Prive/Publique,,,,
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Plage,,Labadie,,,19.783,-72.25,,info@dhaloobeach.com,https://royalcaribbean.com,,,, snorkeling
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Plage,,Port-Margot,,,19.7,-72.6,,,Publique,,,,
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Plage,,Acul-du-Nord,,,19.7,-72.65,,mmbeachresort@yahoo.fr,,,,, services
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Plage,,Limonade,,,19.65,-72.1,,,Publique,,,,

‎1_datasets/haiti_catalog_cleaned_data/Site_Culturel_cleaned.csv‎

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Type,name,Commune,Department,Region,GPS_Lat,GPS_Lon,Telephone,Email,Site_web,Ownership,Maturity,Notes,Included
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Site Culturel,Rue Distillery,Cap-Haïtien,Nord,Nord,19.757,-72.206,,,,Privé,Opérationnel,Distillerie rhum clairin,
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Site Culturel,Grand Marnier Plantation,Cap-Haïtien,Nord,Nord,19.757,-72.206,,,,Privé,Moyen terme,Plantation agricole,
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Site Culturel,Guildiveries Traditionnelles,Divers,Nord,Nord,19.65,-72.15,,,,Communautaire,Opérationnel,Artisanat rhum,
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Site Culturel,Jean-Baptiste Chavanne Cocoa Farm,Divers,Nord,Nord,19.7,-72.2,,,,Privé,Opérationnel,Ferme cacao bio,

‎1_datasets/haiti_catalog_cleaned_data/Site_Historique_cleaned.csv‎

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Type,name,Commune,Department,Region,GPS_Lat,GPS_Lon,Telephone,Email,Site_web,Ownership,Maturity,Notes,Included
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Site Historique,Citadelle Laferrière,Milot,Nord,Nord,19.604,-72.221,+509 36 69 47 47,,https://ispan.gouv.ht,ISPAN,Opérationnel,UNESCO, entrée ~10 USD
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Site Historique,Palais Sans-Souci,Milot,Nord,Nord,19.6018,-72.2186,+509 36 69 47 47,,https://ispan.gouv.ht,ISPAN,Opérationnel,UNESCO, ruines royales
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Site Historique,Fort Liberté,Fort-Liberté,Nord,Nord,19.7,-72.03,,,,Gouvernement,Opérationnel,Fort colonial,
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Site Historique,Pétroglyphes de Sainte-Suzanne,Sainte-Suzanne,Nord,Nord,19.65,-72.1,,,,Publique,Opérationnel,Art taïno précolombien,
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Site Historique,Fort Picolet,Labadee,Nord,Nord,19.78,-72.25,,,,Gouvernement,Court terme,Fort côtier,

‎3_data_exploration/README.md‎

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# Data Exploration
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## Haiti Tourism: A Realistic Path Forward
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This project is built around one clear and hopeful idea:
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**Haiti can bring back millions of tourists and billions in revenue**
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**while political and security challenges continue.**
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Other Caribbean countries prove it every single day.
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### What the data show
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- From 2010 to 2018, Haiti went from under 400,000 to **over 1.25 million**
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**visitors per year**(+300 %), despite the country still recovering
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from the 2010 earthquake.
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- The secret? Two simple things that worked perfectly:
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- The Haitian diaspora coming home to visit family
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- The private, fully secured cruise enclave of **Labadee**
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(almost 1 million passengers some years)
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- Then instability and the 2020 pandemic collapsed the numbers again
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- the proof is there: **when tourists feel safe, they come in huge numbers**.
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### Success stories next door (they didn’t wait for perfect peace)
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**Dominican Republic** - Poverty and crime in many zones **10+ million visitors**
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**Jamaica** - Well-known gang violence in Kingston & elsewhere **4+ million**
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**visitors & growing**
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Their recipe is simple and proven:
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**Build and fiercely protect specific tourism zones**
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(all-inclusive resorts, private beaches, secure historic districts,
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fenced cruise ports). Tourists stay inside the “safe bubble” and never need
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to see the challenges outside
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**Haiti is not just Port-au-Prince.**
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Most of Haiti is naturally beautiful, culturally rich, and ready to welcome
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millions of tourists – we just need to protect and promote the right zones,
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exactly like Jamaica and the Dominican Republic do every day.
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They all use the same winning formula: **create safe tourism bubbles and let**
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**the rest of the country solve its problems later.**
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### Haiti Already Proved It Works (2010–2018)
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![Evolution of Tourism in Haiti 1995–2020](images/haiti_tourism_evolution_1995_2020.png)
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From <400k to **1.27 million visitors** in just eight years.
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Key drivers: diaspora love + the 100 % secure Labadee cruise enclave
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(1 million passengers some years).
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### Haiti Is So Much More Than Port-au-Prince
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The capital has problems, but the rest of the country is full of world-class
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destinations that are calm, beautiful, and ready today:
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- **The Nord and Cap-Haïtien area** offer the UNESCO-listed Citadelle Laferrière,
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- miles of golden beaches, and the already-operating Labadee cruise port
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- with direct international flights landing minutes away.
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- **Jacmel**, the Caribbean’s most charming bohemian town, is famous for
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its colorful art scene, yearly carnival, and the magical Bassins-Bleu waterfalls,
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a short, securable drive from the capital.
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- **The entire South – Les Cayes, Port-Salut, and Île-à-Vache** – boasts some
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of the most beautiful white-sand beaches in the entire region, crystal-clear water,
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fresh lobster on the beach, and a laid-back vibe
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that rivals anywhere in the Caribbean.
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- **Côte des Arcadins**, only an hour north of Port-au-Prince, already has a string
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of beach resorts ready to reopen the moment safe access is guaranteed.
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- **Lavallée and the Central Plateau** hide spectacular waterfalls, rivers
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for rafting, cool mountain eco-lodges, and some of the best coffee in the hemisphere,
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perfect for nature and adventure lovers.
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These places already have everything tourists look for:
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beaches • history • culture • mountains • waterfalls • warm people • delicious food
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They just need protected access and smart marketing.
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### The Proven Model – Copy & Paste Success
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1. **Secure tourism areas** (Cap-Haïtien → Labadee, Côte des Arcadins, Jacmel,
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Les Cayes–Port-Salut)
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2. Dedicated police + private security (exactly like Jamaica’s Resilient Corridors)
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3. Reopen and expand cruise ports (Labadee is ready, Cap-Haïtien
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and a new southern port can open fast)
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All-inclusive and diaspora-focused packages (“Fly in, stay safe, enjoy paradise”)
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Tell the true story: **Haiti’s beauty is alive outside the capital**
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### Economic Power Waiting to Be Unlocked
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- 2018 peak → ~US$700 million earned
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- Dominican Republic today → **$10+ billion** per year with social vulnerability,
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random armed robberies, violent committed by motorcycle gangs.
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- Jamaica → **$4+ billion** per year with open security challenges
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Every extra million tourists = tens of thousands of jobs in the Nord, Sud, Artibonite,
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and beyond.
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### Final Message
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Haiti is not Port-au-Prince.
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Haiti is Cap-Haïtien’s citadel at sunrise, Port-Salut’s white sand,
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Jacmel’s carnival spirit, Labadee’s turquoise water, and the warmth of its people.
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We have the beaches. We have the culture. We have the diaspora
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ready to come home.
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We already welcomed over a million visitors while rebuilding from an earthquake.
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All we need are secure paths and the guts to shout it from the rooftops:
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Haiti isn't broken-it's begging to be rediscovered.
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**Haiti is open. Haiti is beautiful. Haiti is ready.**

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