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Introduction to the Data Lab

  • Introduction to the Data Lab

Understanding Lebanon's Economy through Alternative Data

  • Foundational Datasets, Data Products, & Sample Indicators

Data Products

  • Population and Demographics
    • Demographics of Lebanon
    • National Refugee Statistics
    • Estimating Population Density based on Mobility Data
    • Estimating Population Displacement based on Mobility Data
    • Commuting Zones in Lebanon
  • Night Time Lights in Lebanon
  • Nighttime Lights in Lebanon (2026)
  • Conflict in Lebanon
  • Air Pollution in Lebanon
    • NO2 Trends in Lebanon
  • Seaborn Trade Activity Estimation
  • Tourism, Air Travel and Hotel Occupancy in Lebanon
  • Aviation Trends
  • Monitoring crop growing status

Acknowledgements

  • Project Team and Acknowledgements
  • Repository
  • Suggest edit
  • Open issue
  • .ipynb

Aviation Trends

Contents

  • Analysing Number of Departures from Beirut International Airport
    • Flight Status Legend
    • Findings

Aviation Trends#

The dataset used for this update is from Aviation Stack. We used their API layer to extract arrivals and departures from BEY. We plan on validating this data with aviation data from OAG. The data has already been validated with a dataset from FlightRadar for the 16th of August 2024. The numbers on both datasets align.

Define a function to get a range of dates for the desirable date range

All dates are present.

Analysing Number of Departures from Beirut International Airport#

Data is available from 2026-01-01 00:00:00 to 2026-04-07 00:00:00
# departures_exploded[departures_exploded['airport_arr']=='Beirut Rafic Hariri Airport']

Flight Status Legend#

  • Scheduled: A flight that we have a schedule or flight plan for that hasn’t departed or has been canceled.

  • Active: A flight that either left the gate or the runway and is on its way to its destination.

  • Landed or Arrived: A flight that landed on the runway or arrived at the gate at the destination.

  • Canceled: A flight that one or more data sources have indicated is canceled.

  • Redirected: The flight is being redirected to another airport.

  • Diverted: A flight that has landed or arrived at the gate of an airport where it wasn’t scheduled to arrive.

  • Unknown: We were unable to detect the final arrival status.

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Findings#

  • The attacks on Iran started on 28th February 2026. The impact on flying is almost immediate. Although the number of flight schedule changes have gone down, the total number of flights landing has not resumed to normal levels.

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Tourism, Air Travel and Hotel Occupancy in Lebanon

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Monitoring crop growing status

Contents
  • Analysing Number of Departures from Beirut International Airport
    • Flight Status Legend
    • Findings

By World Bank Development Data Group

Last updated on Apr 22, 2026.

All content (unless otherwise specified) is subject to the World Bank Master Community License Agreement.