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- ---
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- license: gpl
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: gpl
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+ language:
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+ - en
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+ tags:
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+ - logistics
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+ - export
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+ - trade
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+ - import
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+ size_categories:
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+ - 1K<n<10K
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+ ---
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+ # Africa: Logistics performance index: Overall (1=low to 5=high)
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+
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+ ## Dataset summary
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+ - This dataset provides values for "Logistics performance index: Overall (1=low to 5=high)" across African countries, standardized and made ML-ready.
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+ - Geographic scope: 54 African countries.
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+ - Temporal coverage: 1960–2024 (annual).
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+ - Units: As defined by the World Bank indicator.
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+
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+ ## Source & licensing
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+ - Source: World Bank – World Development Indicators (WDI), Indicator code: `LP.LPI.OVRL.XQ`.
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+ - License: World Bank Open Data terms. Users are responsible for compliance with the World Bank Data Terms of Use.
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+
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+ ## Intended uses
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+ - Cross-country analyses and visualization related to trade, logistics, and economic indicators.
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+ - As an input feature for ML models in trade, development, and economic domains.
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+ - Educational and exploratory data analysis.
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+
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+ Use with caution for early years and countries with imputed values.
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+
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+ ## Processing summary
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+ Missing values in the pivot were handled via:
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+ - Linear interpolation along years (`limit_direction="both"`)
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+ - Forward fill
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+ - Backward fill
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+ Countries with no observations across all years remain entirely NaN.
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+
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+ ## Coverage and data quality notes
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+ - Earliest non-missing observation (across all countries): 2007.
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+ - Countries with no observations (all NaN in pivot):
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+ - Cabo Verde, Eswatini, Seychelles, South Sudan.