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1_datasets/README.md

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# Datasets
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# Datasets: UN Inbound tourism
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This folder contains the raw and cleaned datasets used for our project:
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“How can data-driven digital platforms showcasing Haiti’s natural
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beauty, culture, and historical heritage can contribute to change the
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global perception of Haiti and promote sustainable tourism?”
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Our goal is to explore how the tourism market is going on, its current
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state and the trend in the caribbean region and how Haiti can
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position itself.
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## Source of the data
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1- ONU Tourism : <https://www.untourism.int/fr/statistiques-tourisme/>
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base-de-donnees-statistiques-du-tourisme
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2- Ministere du tourisme d'Haiti and Atouts France
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## Structure of '1_datasets'
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1_dataset/
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├── raw_data/
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│ ├── UN_tourism_world_raw/
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│ │ ├── UN_Tourism_inbound_expenditure_10_2025.xlsx
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│ │ ├── UN_Tourism_inbound_arrivals_10_2025.xlsx
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│ ├── UN_tourism_haiti_raw/
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│ │ ├── UN_tourism_inbound_Arrivals_haiti.csv
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│ │ ├── UN_tourism_inbound_Arrivals_haiti_by_expenditure.csv
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│ └── UN_tourism_caribbean_countries_raw/
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│ └── UN_tourism_inbound_Arrivals_caribbean_countries.csv
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├── cleaned_data/
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│ ├── UN_tourism_caribbean_countries_cleaned/
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│ │ ├── UN_tourism_caribbean_countries_cleaned.csv
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│ └── UN_tourism_haiti_cleaned/
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│ ├── UN_tourism_inbound_Arrivals_haiti_cleaned.csv
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│ └── UN_tourism_inbound_haiti_by_expenditure_cleaned.csv
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└── haiti_catalog_raw_data/
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├── 1st dataset_draft.....xlsx
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├── 2nd dataset....csv
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└── DRAFT DATASET...xlsx
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## Variables
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### Raw data
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In raw data, you will find these variables:
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- indicator_code: Code that identifies the indicator
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- indicator_label: Description of the indicator
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- indicator_previous_code: Indicator code used in the previous
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versions of the database (e.g. in the former publications
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"Compendium" [CP] and "Yearbook " [YB])
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- reporter_area_code: Code that identifies the geographic area
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represented by the statistical focal point that reported the
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data
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-reporter_area_label: Name of the reporter area as per the United
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Nations standard for statistical use (M49)
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-partner_area_code: Code that identifies the geographical area other
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than the reporter area that participates in the phenomenon described
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by the indicator (i.e. area of origin for inbound flows)
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- partner_area_label: Name of the partner area as per the United
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Nations standard for statistical use (M49)
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- year: Year represented by the value of the indicator
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- value: Value of the indicator
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- flag: Code providing information about the quality of a value or
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about unusual or missing values, as per SDMX code list for
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observation status (<https://sdmx.org/sdmx_cdcl/>)
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- flag_label: Description of the flag code
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- unit: Unit of measurement that defines the scale or type of the value
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- notes: Additional comments (if any)
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### Cleaned data
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In cleaned_data, retain these variables for our analysis:
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- type_of_visitors: represent three categories of visitors: e
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excursionnists(visitors who leave the country the same day),
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tourists(at least one night in the country) and total_visitors
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(excursionnists + tourists)
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- country_receiving: country that receives the flow. Where visitors
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travel to.
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- where_tourist_from: country Where visitors come from
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- year: Year represented by the value of the number_of_tourist
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- number_of_tourist: Amount of visitors receive by a country in a year
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- unit: Unit of measurement that defines the scale or type of the value
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## Collection Method of the Data
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UN Tourism systematically collects tourism statistics from countries
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and territories around the world in an extensive database that
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provides the most comprehensive repository of statistical information
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available on the tourism sector.
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Data are collected from countries by UN Tourism through a
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questionnaire that is in line with the International Recommendations
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for Tourism Statistics (IRTS 2008) standard led by UN Tourism and
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approved by the United Nations.

1_datasets/cleaned_data/UN_tourism_caribbean_countries_cleaned/UN_tourism_caribbean_countries_cleaned.csv

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1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_Arrivals_haiti_by_expenditure_cleaned.csv

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1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_Arrivals_haiti_by_purpose_cleaned.csv

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1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_Arrivals_haiti_by_transport_cleaned.csv

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1_datasets/cleaned_data/UN_tourism_haiti_cleaned/UN_tourism_inbound_Arrivals_haiti_cleaned.csv

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type_of_visitors,country_receiving,where_tourist_from,year,number_of_tourist,unit
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type_of_visitors,country_receiving,where_tourist_from,year,number_of_tourist,unit_thousand_trips
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excursionists,Haiti,World,1995,225.0,thousand trips
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excursionists,Haiti,World,1996,250.0,thousand trips
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excursionists,Haiti,World,1997,238.0,thousand trips
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visitors_expenditure_by_year,country_receiving,where_tourist_from,year,amount_spent,unit_US_dollars
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visitors_total_expenditure,Haiti,World,1995,90.0,million US dollars (nominal values)
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visitors_total_expenditure,Haiti,World,1996,96.0,million US dollars (nominal values)
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visitors_total_expenditure,Haiti,World,1997,107.0,million US dollars (nominal values)
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visitors_total_expenditure,Haiti,World,1998,131.0,million US dollars (nominal values)
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visitors_total_expenditure,Haiti,World,1999,135.0,million US dollars (nominal values)
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visitors_total_expenditure,Haiti,World,2000,128.0,million US dollars (nominal values)
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visitors_total_expenditure,Haiti,World,2001,105.0,million US dollars (nominal values)
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visitors_total_expenditure,Haiti,World,2002,108.0,million US dollars (nominal values)
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visitors_total_expenditure,Haiti,World,2003,96.0,million US dollars (nominal values)
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visitors_total_expenditure,Haiti,World,2004,93.0,million US dollars (nominal values)
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visitors_total_expenditure,Haiti,World,2005,80.0,million US dollars (nominal values)
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visitors_total_expenditure,Haiti,World,2006,126.0,million US dollars (nominal values)
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visitors_total_expenditure,Haiti,World,2007,190.0,million US dollars (nominal values)
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visitors_total_expenditure,Haiti,World,2008,360.0,million US dollars (nominal values)
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visitors_total_expenditure,Haiti,World,2009,416.0,million US dollars (nominal values)
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visitors_total_expenditure,Haiti,World,2010,383.0,million US dollars (nominal values)
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visitors_total_expenditure,Haiti,World,2011,456.0,million US dollars (nominal values)
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visitors_total_expenditure,Haiti,World,2012,447.0,million US dollars (nominal values)
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visitors_total_expenditure,Haiti,World,2013,546.0,million US dollars (nominal values)
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visitors_total_expenditure,Haiti,World,2014,578.0,million US dollars (nominal values)
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visitors_total_expenditure,Haiti,World,2015,609.0,million US dollars (nominal values)
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visitors_total_expenditure,Haiti,World,2016,549.0,million US dollars (nominal values)
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visitors_total_expenditure,Haiti,World,2017,588.0,million US dollars (nominal values)
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visitors_total_expenditure,Haiti,World,2018,620.0,million US dollars (nominal values)
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visitors_total_expenditure,Haiti,World,2019,450.0,million US dollars (nominal values)
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visitors_total_expenditure,Haiti,World,2020,102.0,million US dollars (nominal values)
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visitors_total_expenditure,Haiti,World,2021,110.0,million US dollars (nominal values)
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visitors_total_expenditure,Haiti,World,2022,73.0,million US dollars (nominal values)

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