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Datasets: UN Inbound tourism

This folder contains the raw and cleaned datasets used for our project: “How can data-driven digital platforms showcasing Haiti’s natural beauty, culture, and historical heritage can contribute to change the global perception of Haiti and promote sustainable tourism?”

Our goal is to explore how the tourism market is going on, its current state and the trend in the caribbean region and how Haiti can position itself.

Source of the data

1- ONU Tourism : https://www.untourism.int/fr/statistiques-tourisme/ base-de-donnees-statistiques-du-tourisme

2- Ministere du tourisme d'Haiti and Atouts France

Structure of '1_datasets'

1_dataset/ │ ├── raw_data/ │ ├── UN_tourism_world_raw/ │ │ ├── UN_Tourism_inbound_expenditure_10_2025.xlsx │ │ ├── UN_Tourism_inbound_arrivals_10_2025.xlsx │ ├── UN_tourism_haiti_raw/ │ │ ├── UN_tourism_inbound_Arrivals_haiti.csv │ │ ├── UN_tourism_inbound_Arrivals_haiti_by_expenditure.csv │ └── UN_tourism_caribbean_countries_raw/ │ └── UN_tourism_inbound_Arrivals_caribbean_countries.csv │ ├── cleaned_data/ │ ├── UN_tourism_caribbean_countries_cleaned/ │ │ ├── UN_tourism_caribbean_countries_cleaned.csv │ └── UN_tourism_haiti_cleaned/ │ ├── UN_tourism_inbound_Arrivals_haiti_cleaned.csv │ └── UN_tourism_inbound_haiti_by_expenditure_cleaned.csv │ └── haiti_catalog_raw_data/ ├── 1st dataset_draft.....xlsx ├── 2nd dataset....csv └── DRAFT DATASET...xlsx

Variables

Raw data

In raw data, you will find these variables:

  • indicator_code: Code that identifies the indicator

  • indicator_label: Description of the indicator

  • indicator_previous_code: Indicator code used in the previous versions of the database (e.g. in the former publications "Compendium" [CP] and "Yearbook " [YB])

  • reporter_area_code: Code that identifies the geographic area represented by the statistical focal point that reported the data

-reporter_area_label: Name of the reporter area as per the United Nations standard for statistical use (M49)

-partner_area_code: Code that identifies the geographical area other than the reporter area that participates in the phenomenon described by the indicator (i.e. area of origin for inbound flows)

  • partner_area_label: Name of the partner area as per the United Nations standard for statistical use (M49)

  • year: Year represented by the value of the indicator

  • value: Value of the indicator

  • flag: Code providing information about the quality of a value or about unusual or missing values, as per SDMX code list for observation status (https://sdmx.org/sdmx_cdcl/)

  • flag_label: Description of the flag code

  • unit: Unit of measurement that defines the scale or type of the value

  • notes: Additional comments (if any)

Cleaned data

In cleaned_data, retain these variables for our analysis:

  • type_of_visitors: represent three categories of visitors: e excursionnists(visitors who leave the country the same day), tourists(at least one night in the country) and total_visitors (excursionnists + tourists)

  • country_receiving: country that receives the flow. Where visitors travel to.

  • where_tourist_from: country Where visitors come from

  • year: Year represented by the value of the number_of_tourist

  • number_of_tourist: Amount of visitors receive by a country in a year

  • unit: Unit of measurement that defines the scale or type of the value

Collection Method of the Data

UN Tourism systematically collects tourism statistics from countries and territories around the world in an extensive database that provides the most comprehensive repository of statistical information available on the tourism sector.

Data are collected from countries by UN Tourism through a questionnaire that is in line with the International Recommendations for Tourism Statistics (IRTS 2008) standard led by UN Tourism and approved by the United Nations.
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