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@robintux
Created December 14, 2025 14:21
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regions = [
'Africa Eastern and Southern',
'Africa Western and Central',
'Arab World',
'Central Europe and the Baltics',
'East Asia & Pacific',
'East Asia & Pacific (excluding high income)',
'East Asia & Pacific (IDA & IBRD countries)',
'Euro area',
'Europe & Central Asia',
'Europe & Central Asia (excluding high income)',
'Europe & Central Asia (IDA & IBRD countries)',
'European Union',
'Latin America & Caribbean',
'Latin America & Caribbean (excluding high income)',
'Latin America & the Caribbean (IDA & IBRD countries)',
'Least developed countries: UN classification',
'Middle East & North Africa',
'Middle East & North Africa (excluding high income)',
'Middle East & North Africa (IDA & IBRD countries)',
'North America',
'OECD members',
'Small states',
'South Africa',
'South Asia',
'South Asia (IDA & IBRD)',
'Sub-Saharan Africa',
'Sub-Saharan Africa (excluding high income)',
'Sub-Saharan Africa (IDA & IBRD countries)',
'World'
]
statistics = [
'Early-demographic dividend',
'Fragile and conflict affected situations',
'Heavily indebted poor countries (HIPC)',
'High income',
'IDA & IBRD total',
'Late-demographic dividend',
'Low & middle income',
'Low income',
'Lower middle income',
'Middle income',
'Post-demographic dividend',
'Pre-demographic dividend',
'Upper middle income',
]
countries = list(data[(~data['Country Name'].isin(regions)) & (~data['Country Name'].isin(statistics))]['Country Name'].unique())
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