Data is typically gathered by government agencies through surveys of businesses and individuals, tax records, and social security data . 3. Alternative Identifiers
A GDP heavily reliant on the spending and investment of the top percentile exhibits higher volatility. Luxury consumption and capital investment are highly sensitive to business cycles. During recessions, the wealthy often pull back on investment rapidly, causing sharper contractions in GDP. Conversely, broad-based income distribution creates a "floor" of consumption that stabilizes GDP during downturns. gdp e439 top
# Assuming a dataset with columns: country, gdp_usd, group_id def get_gdp_e439_top(df, top_n=10): filtered = df[df['group_id'] == 'e439'] sorted_df = filtered.sort_values(by='gdp_usd', ascending=False) return sorted_df.head(top_n)[['country', 'gdp_usd']] Data is typically gathered by government agencies through