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README.md
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license: gpl
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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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- import
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- africa
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- economy
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size_categories:
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- 1K<n<10K
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---
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# Africa: Lead time to import, median case (days)
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## Dataset summary
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- This dataset provides values for "Lead time to import, median case (days)" 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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## Source & licensing
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- Source: World Bank – World Development Indicators (WDI), Indicator code: `LP.IMP.DURS.MD`.
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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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## 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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Use with caution for early years and countries with imputed values.
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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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## 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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- Botswana, Cabo Verde, Comoros, Equatorial Guinea, Eswatini, Guinea-Bissau, Lesotho, Sao Tome and Principe, Seychelles, Somalia, South Sudan.
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