Data Catalog & Downloads

Every dataset behind this site, with provenance and one-click downloads in CSV, Excel, and Parquet — each served with the correct content-type. Datasets marked live are snapshotted automatically from their source API. See methodology for sources and limitations and code for the pipeline.

A "codes" figure in the Coverage column is the count of distinct country codes in that panel as stored, so it includes World Bank regional and income aggregates (WLD, EAP, LMY, …). The ITV panels carry 264 codes: 220 economies plus 44 aggregates. The site's country lists count only the 214 countries with a trade profile — see methodology for all three measures.

Years are reported the same way: the first figure is the span the panel actually covers, and where the stored index runs past it, the trailing partial years are named rather than folded into the range. The ITV master panel is the case that matters — its index reaches 2026, but 2025 and 2026 hold a single U.S. row each (one indicator, the trade-weighted dollar), so the panel's last complete year is 2024. Both figures are true; they measure different things.

Bulk download: All datasets (.zip) Balance of Payments (.zip) Flow of Funds / IIP (.zip) FRED trade & FX (.zip) World Bank WDI (.zip) Value Transfers (ITV) (.zip) Global coverage (.zip) Unified panels (.zip)

Cache last built: 2026-06-19T21:21:21+00:00. Each ZIP contains the CSV panels plus a MANIFEST.json with the full column schema.

Balance of Payments ↓ group ZIP

Key Name Coverage Status Download

us_bop United States — Balance of Payments (% GDP) 65 · 1960–2024 CSV XLSX Parquet

Schema · 33 columns · 65 rows · % of GDP

Column	Type	Non-null
Year `year`	Int64	65
Merchandise Exports (% of GDP) `Merchandise Exports_pct`	float64	64
Merchandise Imports (% of GDP) `Merchandise Imports_pct`	float64	64
Merchandise Trade Balance (% of GDP) `Merchandise Trade Balance_pct`	float64	64
Service Exports (% of GDP) `Service Exports_pct`	float64	64
Service Imports (% of GDP) `Service Imports_pct`	float64	64
Service Trade Balance (% of GDP) `Service Trade Balance_pct`	float64	64
Goods and Services Balance (% of GDP) `Goods and Services Balance_pct`	float64	64
Primary Income Receipts (% of GDP) `Primary Income Receipts_pct`	float64	64
Primary Income Payments (% of GDP) `Primary Income Payments_pct`	float64	64
Primary Income Balance (% of GDP) `Primary Income Balance_pct`	float64	64
Secondary Income Receipts (% of GDP) `Secondary Income Receipts_pct`	float64	64
Secondary Income Payments (% of GDP) `Secondary Income Payments_pct`	float64	64
Secondary Income Balance (% of GDP) `Secondary Income Balance_pct`	float64	64
Total Income Balance (% of GDP) `Total Income Balance_pct`	float64	64
Current Account Balance (% of GDP) `Current Account Balance_pct`	float64	64
Capital transfer receipts and other credits (% of GDP) `Capital transfer receipts and other credits_pct`	float64	64
Capital transfer payments and other debits (% of GDP) `Capital transfer payments and other debits_pct`	float64	64
Capital Account Balance (% of GDP) `Capital Account Balance_pct`	float64	64
Direct investment assets (% of GDP) `Direct investment assets_pct`	float64	64
Portfolio Investment Assets (% of GDP) `Portfolio Investment Assets_pct`	float64	64
Other investment assets (% of GDP) `Other investment assets_pct`	float64	64
Reserve Assets (% of GDP) `Reserve Assets_pct`	float64	64
Net U.S. acquisition of financial assets excluding financial derivatives (% of GDP) `Net U.S. acquisition of financial assets excluding financial derivatives (net increase in assets / financial outflow (+))_pct`	float64	64
Direct investment liabilities (% of GDP) `Direct investment liabilities_pct`	float64	64
Portfolio investment liabilities (% of GDP) `Portfolio investment liabilities_pct`	float64	64
Other investment liabilities (% of GDP) `Other investment liabilities_pct`	float64	64
Net U.S. incurrence of liabilities excluding financial derivatives (% of GDP) `Net U.S. incurrence of liabilities excluding financial derivatives (net increase in liabilities / financial inflow (+))_pct`	float64	64
Asset/Liability Balance (% of GDP) `Asset/Liability Balance_pct`	float64	64
Financial derivatives other than reserves, net transactions (% of GDP) `Financial derivatives other than reserves, net transactions 2_pct`	float64	64
Financial Account Balance (% of GDP) `Financial Account Balance_pct`	float64	64
Statistical discrepancy (% of GDP) `Statistical discrepancy 3_pct`	float64	64
GDP (World Bank) `GDP_Wbank`	float64	64

Source: BEA International Transactions (BPM6). Column names are shown as read, with the source's own footnote markers and sign-convention notes removed; the verbatim name used in the downloadable files is printed underneath wherever the two differ. Machine-readable schema: /api/schema/us_bop

uk_bop United Kingdom — Balance of Payments (% GDP) 78 · 1946–2023 CSV XLSX Parquet

Schema · 15 columns · 78 rows · % of GDP

Column	Type	Non-null
Year `year`	Int64	78
Merchandise Trade Balance (% of GDP) `Merchandise Trade Balance_pct`	float64	76
Service Trade Balance (% of GDP) `Service Trade Balance_pct`	float64	76
Goods and Services Balance (% of GDP) `Goods and Services Balance_pct`	float64	76
Compensation of Employees (% of GDP) `Compensation of Employees_pct`	float64	76
Investment Income (% of GDP) `Investment Income_pct`	float64	76
Other primary income (% of GDP) `Other primary income_pct`	float64	76
Primary Income Balance (% of GDP) `Primary Income Balance_pct`	float64	76
Secondary Income Balance (% of GDP) `Secondary Income Balance_pct`	float64	76
Total Income Balance (% of GDP) `Total Income Balance_pct`	float64	76
Current Account Balance (% of GDP) `Current Account Balance_pct`	float64	76
Capital Account Balance (% of GDP) `Capital Account Balance_pct`	float64	76
Financial Account Balance (% of GDP) `Financial Account Balance_pct`	float64	76
Net errors and omissions (% of GDP) `Net errors and omissions_pct`	float64	76
GDP (World Bank) `GDP_Wbank`	float64	76

Source: ONS Balance of Payments (Pink Book). Column names are shown as read, with the source's own footnote markers and sign-convention notes removed; the verbatim name used in the downloadable files is printed underneath wherever the two differ. Machine-readable schema: /api/schema/uk_bop

ger_bop Germany — Balance of Payments (% GDP) 54 · 1971–2024 CSV XLSX Parquet

Schema · 29 columns · 54 rows · % of GDP

Column	Type	Non-null
Year `year`	Int64	54
Merchandise Exports (% of GDP) `Merchandise Exports_pct`	float64	53
Merchandise Imports (% of GDP) `Merchandise Imports_pct`	float64	53
Merchandise Trade Balance (% of GDP) `Merchandise Trade Balance_pct`	float64	53
Service Exports (% of GDP) `Service Exports_pct`	float64	53
Service Imports (% of GDP) `Service Imports_pct`	float64	53
Service Trade Balance (% of GDP) `Service Trade Balance_pct`	float64	53
Total Trade Balance (% of GDP) `Total Trade Balance_pct`	float64	53
Primary Income Receipts (% of GDP) `Primary Income Receipts_pct`	float64	53
Primary Income Payments (% of GDP) `Primary Income Payments_pct`	float64	53
Primary Income Balance (% of GDP) `Primary Income Balance_pct`	float64	53
Secondary Income Receipts (% of GDP) `Secondary Income Receipts_pct`	float64	53
Secondary Income Payments (% of GDP) `Secondary Income Payments_pct`	float64	53
Secondary Income Balance (% of GDP) `Secondary Income Balance_pct`	float64	53
Total Income Balance (% of GDP) `Total Income Balance_pct`	float64	53
Current Account Balance (% of GDP) `Current Account Balance_pct`	float64	53
Capital Account Balance (% of GDP) `Capital Account Balance_pct`	float64	53
Net Domestic Investment / Enterprises and households (% of GDP) `Net Domestic Investment / Enterprises and households_pct`	float64	53
Net Domestic Investment / Monetary financial institutions (excl. central bank) (% of GDP) `Net Domestic Investment / Monetary financial institutions (excl. central bank)_pct`	float64	53
Net Domestic Investment / General government (% of GDP) `Net Domestic Investment / General government_pct`	float64	53
Net Domestic Investment / Central bank (% of GDP) `Net Domestic Investment / Central bank_pct`	float64	53
Net Other investment (% of GDP) `Net Other investment_pct`	float64	53
Net Domestic Investment Abroad (% of GDP) `Net Domestic Investment Abroad_pct`	float64	53
Net Direct Investment (% of GDP) `Net Direct Investment_pct`	float64	53
Net Portfolio Investment (% of GDP) `Net Portfolio Investment_pct`	float64	53
Net Financial Derivatives and employee stock options (% of GDP) `Net Financial Derivatives and employee stock options_pct`	float64	37
Financial Account Balance (% of GDP) `Financial Account Balance_pct`	float64	53
Net Errors and Omissions (% of GDP) `Net Errors and Omissions_pct`	float64	53
GDP (World Bank) `GDP_Wbank`	float64	53

Source: Deutsche Bundesbank Balance of Payments. Column names are shown as read, with the source's own footnote markers and sign-convention notes removed; the verbatim name used in the downloadable files is printed underneath wherever the two differ. Machine-readable schema: /api/schema/ger_bop

cross_country_bop Cross-country BoP comparison 61 · 1960–2020 CSV XLSX Parquet

Schema · 4 columns · 61 rows · % of GDP

Column	Type	Non-null
Year `year`	Int64	61
U.S. trade balance `US_trade_balance`	float64	61
U.K. trade balance `UK_trade_balance`	float64	61
Germany trade balance `GERMANY_trade_balance`	float64	50

Source: BEA / ONS / Bundesbank (harmonized). Column names are shown as read, with the source's own footnote markers and sign-convention notes removed; the verbatim name used in the downloadable files is printed underneath wherever the two differ. Machine-readable schema: /api/schema/cross_country_bop

Flow of Funds / IIP ↓ group ZIP

Key Name Coverage Status Download

bea_iip U.S. International Investment Position (BEA, long) 697 · 1976–2024 CSV XLSX Parquet

Schema · 12 columns · 697 rows · USD millions

Column	Type	Non-null
Date `date`	str	697
Series id `series_id`	str	697
Value `value`	int64	697
Realtime start `realtime_start`	str	697
Realtime end `realtime_end`	str	697
Title `title`	str	697
Frequency short `frequency_short`	str	697
Units short `units_short`	str	697
Seasonal adjustment short `seasonal_adjustment_short`	str	697
Last updated `last_updated`	str	697
Observation start `observation_start`	str	697
Observation end `observation_end`	str	697

Source: BEA International Investment Position. Column names are shown as read, with the source's own footnote markers and sign-convention notes removed; the verbatim name used in the downloadable files is printed underneath wherever the two differ. Machine-readable schema: /api/schema/bea_iip

row_us_holdings Foreign (Rest-of-World) holdings of U.S. assets, by instrument 81 · 1945–2025 CSV XLSX Parquet

Schema · 5 columns · 81 rows · USD millions (market value)

Column	Type	Non-null
Year `year`	Int64	81
U.S. Treasury securities `treasuries`	float64	81
U.S. corporate equities `corporate_equities`	float64	81
Corporate & foreign bonds `corporate_bonds`	float64	81
Agency & GSE-backed securities `agency_gse`	float64	81

Source: Federal Reserve Z.1 Financial Accounts — Rest of the World (FRED BOGZ1LM2630*). Column names are shown as read, with the source's own footnote markers and sign-convention notes removed; the verbatim name used in the downloadable files is printed underneath wherever the two differ. Machine-readable schema: /api/schema/row_us_holdings

us_gov_borrowing U.S. federal government balance (surplus/deficit) 125 · 1901–2025 CSV XLSX Parquet

Schema · 3 columns · 125 rows · % of GDP and USD millions

Column	Type	Non-null
Year `year`	Int64	125
Federal government balance (% of GDP) `federal_balance_pct_gdp`	float64	97
Federal government balance (USD millions) `federal_balance_usd_mil`	float64	125

Source: U.S. Treasury / OMB via FRED (FYFSGDA188S, FYFSD). Column names are shown as read, with the source's own footnote markers and sign-convention notes removed; the verbatim name used in the downloadable files is printed underneath wherever the two differ. Machine-readable schema: /api/schema/us_gov_borrowing

FRED trade & FX ↓ group ZIP

Key Name Coverage Status Download

fred_trade FRED trade & external-sector series (long) 79330 · 1947–2025 live · fred CSV XLSX Parquet

Schema · 6 columns · 79330 rows · mixed (per series)

Column	Type	Non-null
Realtime start `realtime_start`	str	79330
Realtime end `realtime_end`	str	79330
Date `date`	str	79330
Value `value`	float64	79330
Series id `series_id`	str	79330
Category `category`	str	79330

Source: Federal Reserve Economic Data (FRED). Column names are shown as read, with the source's own footnote markers and sign-convention notes removed; the verbatim name used in the downloadable files is printed underneath wherever the two differ. Machine-readable schema: /api/schema/fred_trade

World Bank WDI ↓ group ZIP

Key Name Coverage Status Download

wb_all World Bank WDI — all countries (long) 3277 · 2000–2024 · 28 codes CSV XLSX Parquet

Schema · 6 columns · 3277 rows · per indicator

Column	Type	Non-null
Country code `country_code`	str	3277
Country name `country_name`	str	3277
Year `year`	Int64	3277
Indicator code `indicator_code`	str	3277
Indicator name `indicator_name`	str	3277
Value `value`	float64	3277

Source: World Bank World Development Indicators. Column names are shown as read, with the source's own footnote markers and sign-convention notes removed; the verbatim name used in the downloadable files is printed underneath wherever the two differ. Machine-readable schema: /api/schema/wb_all

wb_current_account_pct_gdp Current account balance (% GDP) — wide panel 25 · 2000–2024 live · worldbank CSV XLSX Parquet

Schema · 28 columns · 25 rows · % of GDP

Column	Type	Non-null
Year `year`	Int64	25
AUS	float64	25
AUT	float64	20
BEL	float64	23
BRA	float64	25
CAN	float64	25
CHE	float64	25
CHN	float64	25
DEU	float64	25
DNK	float64	25
ESP	float64	25
FIN	float64	25
FRA	float64	25
GBR	float64	25
IDN	float64	25
IND	float64	25
ITA	float64	25
JPN	float64	25
KOR	float64	24
MEX	float64	25
NLD	float64	25
NOR	float64	25
NZL	float64	25
POL	float64	25
SWE	float64	25
TUR	float64	25
USA	float64	25
ZAF	float64	25

Source: World Bank WDI (BN.CAB.XOKA.GD.ZS). Column names are shown as read, with the source's own footnote markers and sign-convention notes removed; the verbatim name used in the downloadable files is printed underneath wherever the two differ. Machine-readable schema: /api/schema/wb_current_account_pct_gdp

wb_current_account_usd Current account balance (USD) — wide panel 25 · 2000–2024 CSV XLSX Parquet

Schema · 28 columns · 25 rows · current USD

Column	Type	Non-null
Year `year`	Int64	25
AUS	float64	25
BEL	float64	23
BRA	float64	25
CAN	float64	25
CHE	float64	25
CHN	float64	25
DEU	float64	25
DNK	float64	25
ESP	float64	25
FIN	float64	25
FRA	float64	25
GBR	float64	25
IDN	float64	25
IND	float64	25
IRL	float64	19
ITA	float64	25
JPN	float64	25
KOR	float64	25
MEX	float64	25
NLD	float64	25
NOR	float64	25
NZL	float64	25
POL	float64	25
SWE	float64	25
TUR	float64	25
USA	float64	25
ZAF	float64	25

Source: World Bank WDI (BN.CAB.XOKA.CD). Column names are shown as read, with the source's own footnote markers and sign-convention notes removed; the verbatim name used in the downloadable files is printed underneath wherever the two differ. Machine-readable schema: /api/schema/wb_current_account_usd

wb_gdp_current_usd GDP (current USD) — wide panel 25 · 2000–2024 CSV XLSX Parquet

Schema · 27 columns · 25 rows · current USD

Column	Type	Non-null
Year `year`	Int64	25
AUS	float64	25
AUT	float64	25
BEL	float64	25
BRA	float64	25
CHE	float64	25
CHN	float64	25
DEU	float64	25
DNK	float64	25
ESP	float64	25
FIN	float64	25
FRA	float64	25
GBR	float64	25
IDN	float64	25
IND	float64	25
IRL	float64	25
ITA	float64	25
JPN	float64	25
KOR	float64	24
MEX	float64	25
NLD	float64	25
NZL	float64	25
POL	float64	25
SWE	float64	25
TUR	float64	25
USA	float64	25
ZAF	float64	25

Source: World Bank WDI (NY.GDP.MKTP.CD). Column names are shown as read, with the source's own footnote markers and sign-convention notes removed; the verbatim name used in the downloadable files is printed underneath wherever the two differ. Machine-readable schema: /api/schema/wb_gdp_current_usd

wb_exports_usd Exports of goods & services (USD) — wide panel 25 · 2000–2024 CSV XLSX Parquet

Schema · 27 columns · 25 rows · current USD

Column	Type	Non-null
Year `year`	Int64	25
AUS	float64	25
AUT	float64	25
BEL	float64	25
BRA	float64	25
CAN	float64	25
CHN	float64	25
DEU	float64	25
ESP	float64	25
FIN	float64	25
FRA	float64	25
GBR	float64	25
IDN	float64	25
IND	float64	25
IRL	float64	25
ITA	float64	25
JPN	float64	24
KOR	float64	24
MEX	float64	25
NLD	float64	25
NOR	float64	25
NZL	float64	24
POL	float64	25
SWE	float64	25
TUR	float64	25
USA	float64	25
ZAF	float64	25

Source: World Bank WDI (BX.GSR.GNFS.CD). Column names are shown as read, with the source's own footnote markers and sign-convention notes removed; the verbatim name used in the downloadable files is printed underneath wherever the two differ. Machine-readable schema: /api/schema/wb_exports_usd

wb_imports_usd Imports of goods & services (USD) — wide panel 25 · 2000–2024 CSV XLSX Parquet

Schema · 27 columns · 25 rows · current USD

Column	Type	Non-null
Year `year`	Int64	25
AUT	float64	25
BEL	float64	25
BRA	float64	25
CAN	float64	25
CHE	float64	25
CHN	float64	25
DEU	float64	25
DNK	float64	25
ESP	float64	25
FIN	float64	25
FRA	float64	25
GBR	float64	25
IDN	float64	25
IND	float64	25
IRL	float64	25
ITA	float64	25
JPN	float64	24
KOR	float64	24
MEX	float64	25
NLD	float64	25
NOR	float64	25
NZL	float64	24
SWE	float64	25
TUR	float64	25
USA	float64	25
ZAF	float64	25

Source: World Bank WDI (BM.GSR.GNFS.CD). Column names are shown as read, with the source's own footnote markers and sign-convention notes removed; the verbatim name used in the downloadable files is printed underneath wherever the two differ. Machine-readable schema: /api/schema/wb_imports_usd

Value Transfers (ITV) ↓ group ZIP

Key Name Coverage Status Download

itv_master ITV master panel (country × year, 100+ indicators) 18977 · 1950–2024 covered, index to 2026 (2025, 2026 partial) · 264 codes CSV XLSX Parquet

Schema · 102 columns · 18977 rows · mixed

Column	Type	Non-null
Country code `country_code`	str	18977
Year `year`	Int64	18977
GDP (current USD) `gdp_usd`	float64	14308
GDP per capita `gdp_pc`	float64	14308
Trade (% GDP) `trade_pct_gdp`	float64	10714
Population, total `population`	float64	16935
GDP, PPP (current international $) `gdp_ppp`	float64	8371
Exports of goods and services (USD) `exports`	float64	10920
Imports of goods and services (USD) `imports`	float64	10979
Current account balance (USD) `current_account`	float64	7714
FDI, net `fdi_net`	float64	7213
Primary income balance, net (USD) `primary_income`	float64	7709
Current account (% GDP) `ca_pct_gdp`	float64	7621
GDP per person employed `gdp_per_worker`	float64	7444
Employment-to-population ratio (%) `emp_to_pop_pct`	float64	7845
GDP deflator (index) `gdp_deflator`	float64	11388
Core–periphery class `cp_class`	str	16935
Financial account, net (USD) `financial_account`	float64	4152
Portfolio investment, net (USD) `portfolio_net`	float64	3771
Secondary income balance, net (USD) `secondary_income`	float64	4154
Trade balance (exports − imports, USD) `trade_balance`	float64	10869
Real GDP `rgdp`	float64	10399
Employment `employment`	float64	9529
Labour share `labor_share`	float64	7970
Hours worked `hours_worked`	float64	3492
Total factor productivity `tfp`	float64	6407
Capital stock `capital_stock`	float64	7090
Price level `price_level`	float64	10399
Labour productivity (GDP per worker) `labor_productivity`	float64	9529
Wage proxy `wage_proxy`	float64	7550
Trade-weighted (USD) `trade_weighted_usd`	float64	7
External debt stock (USD) `ext_debt_stock`	float64	6274
Total debt service (USD) `debt_service`	float64	6262
External debt stock (% of GNI) `debt_to_gni`	float64	5991
Total debt service (% of exports) `debt_service_to_exports`	float64	5140
Net official development assistance received (USD) `oda_received`	float64	11406
Unequal exchange, Köhler (USD) `ue_kohler`	float64	10770
Unequal exchange, Köhler (% GDP) `ue_kohler_pct_gdp`	float64	9157
Income drain (USD) `income_drain`	float64	7709
Income drain (% GDP) `income_drain_pct_gdp`	float64	7633
Debt drain (USD) `debt_drain`	float64	11669
Cumulative debt drain (USD) `cumulative_drain`	float64	11669
Export-to-import ratio `export_import_ratio`	float64	10869
Terms-of-trade transfer (USD) `tot_transfer`	float64	10869
Terms-of-trade transfer (% GDP) `tot_transfer_pct_gdp`	float64	10839
Composite value transfer (USD) `composite_itv`	float64	15268
Composite value transfer (% GDP) `composite_itv_pct_gdp`	float64	13300
Debt drain (% GDP) `debt_drain_pct_gdp`	float64	10754
Primary-goods share of exports `export_primary_share`	float64	108
Manufactured-goods share of exports `export_mfg_share`	float64	108
Export concentration (Herfindahl–Hirschman index over HS2 chapters) `export_hhi`	float64	108
Primary-goods share of imports `import_primary_share`	float64	108
Manufactured-goods share of imports `import_mfg_share`	float64	108
Total goods exports (USD) `total_exports`	float64	109
Total goods imports (USD) `total_imports`	float64	109
Exports: food and live animals (SITC 0, share) `export_sitc0_share`	float64	108
Exports: beverages and tobacco (SITC 1, share) `export_sitc1_share`	float64	108
Exports: crude materials except fuels (SITC 2, share) `export_sitc2_share`	float64	108
Exports: mineral fuels and lubricants (SITC 3, share) `export_sitc3_share`	float64	108
Exports: animal and vegetable oils and fats (SITC 4, share) `export_sitc4_share`	float64	108
Exports: chemicals and related products (SITC 5, share) `export_sitc5_share`	float64	108
Exports: manufactures classified by material (SITC 6, share) `export_sitc6_share`	float64	108
Exports: machinery and transport equipment (SITC 7, share) `export_sitc7_share`	float64	108
Exports: miscellaneous manufactured articles (SITC 8, share) `export_sitc8_share`	float64	108
Exports: commodities not classified elsewhere (SITC 9, share) `export_sitc9_share`	float64	108
Largest export category (HS2 chapter code) `top_export_1_hs`	float64	108
Largest export category (USD) `top_export_1_value`	float64	108
Export type (primary / manufactured / diversified) `export_type`	str	109
Continent `continent`	str	16935
Subcontinent `subcontinent`	str	16935
Income `income`	str	16935
Political blocs `political_blocs`	str	16935
Trade blocs `trade_blocs`	str	16935
Broad money (% of GDP) `broad_money_pct_gdp`	float64	979
Capital account, net (USD) `capital_account_net`	float64	1211
Domestic credit to private sector (% of GDP) `credit_private_pct_gdp`	float64	666
Total debt service (% of GNI) `debt_service_pct_gni`	float64	945
Official exchange rate (LCU per USD) `exchange_rate_official`	float64	1391
Exports of goods and services (% of GDP) `exports_pct_gdp`	float64	2004
FDI, net inflows (USD) `fdi_inflows`	float64	2112
FDI, net outflows (USD) `fdi_outflows`	float64	1964
Inflation, GDP deflator (annual %) `gdp_deflator_growth`	float64	1289
GDP growth (annual %) `gdp_growth`	float64	2136
Imports of goods and services (% of GDP) `imports_pct_gdp`	float64	2029
Inflation, consumer prices (annual %) `inflation_cpi`	float64	1374
Labour force, total `labor_force_wb`	float64	2074
Merchandise trade (% of GDP) `merchandise_trade_pct_gdp`	float64	2087
Portfolio equity, net inflows (USD) `portfolio_equity_inflows`	float64	1218
Real effective exchange rate (index) `reer_index`	float64	964
Personal remittances paid (USD) `remit_paid`	float64	1984
Personal remittances received (USD) `remit_received`	float64	2005
Total reserves excluding gold (USD) `reserves_ex_gold`	float64	1368
Total reserves (months of imports) `reserves_months_imports`	float64	1340
Total reserves, including gold (USD) `reserves_usd`	float64	1318
International tourism expenditure (USD) `tourism_expenditure`	float64	1515
International tourism receipts (USD) `tourism_receipts`	float64	1594
Unemployment (% of labour force) `unemployment_pct`	float64	2049
OECD current account `oecd_current_account`	float64	311
OECD goods `oecd_goods`	float64	316
OECD primary income `oecd_primary_income`	float64	313
OECD secondary income `oecd_secondary_income`	float64	317
OECD services `oecd_services`	float64	319

Source: Lewis ITV construction (Köhler unequal exchange). Column names are shown as read, with the source's own footnote markers and sign-convention notes removed; the verbatim name used in the downloadable files is printed underneath wherever the two differ. Machine-readable schema: /api/schema/itv_master

itv_country_means ITV country means 264 · country means, full-period · 264 codes CSV XLSX Parquet

Schema · 94 columns · 264 rows · mixed

Column	Type	Non-null
Country code `country_code`	str	264
Year `year`	float64	264
GDP (current USD) `gdp_usd`	float64	258
GDP per capita `gdp_pc`	float64	258
Trade (% GDP) `trade_pct_gdp`	float64	232
Population, total `population`	float64	261
GDP, PPP (current international $) `gdp_ppp`	float64	247
Exports of goods and services (USD) `exports`	float64	232
Imports of goods and services (USD) `imports`	float64	233
Current account balance (USD) `current_account`	float64	201
FDI, net `fdi_net`	float64	200
Primary income balance, net (USD) `primary_income`	float64	201
Current account (% GDP) `ca_pct_gdp`	float64	200
GDP per person employed `gdp_per_worker`	float64	221
Employment-to-population ratio (%) `emp_to_pop_pct`	float64	231
GDP deflator (index) `gdp_deflator`	float64	214
Financial account, net (USD) `financial_account`	float64	180
Portfolio investment, net (USD) `portfolio_net`	float64	173
Secondary income balance, net (USD) `secondary_income`	float64	180
Trade balance (exports − imports, USD) `trade_balance`	float64	232
Real GDP `rgdp`	float64	183
Employment `employment`	float64	182
Labour share `labor_share`	float64	138
Hours worked `hours_worked`	float64	69
Total factor productivity `tfp`	float64	118
Capital stock `capital_stock`	float64	137
Price level `price_level`	float64	183
Labour productivity (GDP per worker) `labor_productivity`	float64	182
Wage proxy `wage_proxy`	float64	138
Trade-weighted (USD) `trade_weighted_usd`	float64	1
External debt stock (USD) `ext_debt_stock`	float64	130
Total debt service (USD) `debt_service`	float64	130
External debt stock (% of GNI) `debt_to_gni`	float64	130
Total debt service (% of exports) `debt_service_to_exports`	float64	130
Net official development assistance received (USD) `oda_received`	float64	224
Unequal exchange, Köhler (USD) `ue_kohler`	float64	180
Unequal exchange, Köhler (% GDP) `ue_kohler_pct_gdp`	float64	179
Income drain (USD) `income_drain`	float64	201
Income drain (% GDP) `income_drain_pct_gdp`	float64	201
Debt drain (USD) `debt_drain`	float64	224
Cumulative debt drain (USD) `cumulative_drain`	float64	224
Export-to-import ratio `export_import_ratio`	float64	232
Terms-of-trade transfer (USD) `tot_transfer`	float64	232
Terms-of-trade transfer (% GDP) `tot_transfer_pct_gdp`	float64	232
Composite value transfer (USD) `composite_itv`	float64	251
Composite value transfer (% GDP) `composite_itv_pct_gdp`	float64	247
Debt drain (% GDP) `debt_drain_pct_gdp`	float64	218
Primary-goods share of exports `export_primary_share`	float64	28
Manufactured-goods share of exports `export_mfg_share`	float64	28
Export concentration (Herfindahl–Hirschman index over HS2 chapters) `export_hhi`	float64	28
Primary-goods share of imports `import_primary_share`	float64	28
Manufactured-goods share of imports `import_mfg_share`	float64	28
Total goods exports (USD) `total_exports`	float64	28
Total goods imports (USD) `total_imports`	float64	28
Exports: food and live animals (SITC 0, share) `export_sitc0_share`	float64	28
Exports: beverages and tobacco (SITC 1, share) `export_sitc1_share`	float64	28
Exports: crude materials except fuels (SITC 2, share) `export_sitc2_share`	float64	28
Exports: mineral fuels and lubricants (SITC 3, share) `export_sitc3_share`	float64	28
Exports: animal and vegetable oils and fats (SITC 4, share) `export_sitc4_share`	float64	28
Exports: chemicals and related products (SITC 5, share) `export_sitc5_share`	float64	28
Exports: manufactures classified by material (SITC 6, share) `export_sitc6_share`	float64	28
Exports: machinery and transport equipment (SITC 7, share) `export_sitc7_share`	float64	28
Exports: miscellaneous manufactured articles (SITC 8, share) `export_sitc8_share`	float64	28
Exports: commodities not classified elsewhere (SITC 9, share) `export_sitc9_share`	float64	28
Largest export category (USD) `top_export_1_value`	float64	28
Broad money (% of GDP) `broad_money_pct_gdp`	float64	42
Capital account, net (USD) `capital_account_net`	float64	54
Domestic credit to private sector (% of GDP) `credit_private_pct_gdp`	float64	30
Total debt service (% of GNI) `debt_service_pct_gni`	float64	40
Official exchange rate (LCU per USD) `exchange_rate_official`	float64	56
Exports of goods and services (% of GDP) `exports_pct_gdp`	float64	83
FDI, net inflows (USD) `fdi_inflows`	float64	85
FDI, net outflows (USD) `fdi_outflows`	float64	82
Inflation, GDP deflator (annual %) `gdp_deflator_growth`	float64	52
GDP growth (annual %) `gdp_growth`	float64	86
Imports of goods and services (% of GDP) `imports_pct_gdp`	float64	84
Inflation, consumer prices (annual %) `inflation_cpi`	float64	56
Labour force, total `labor_force_wb`	float64	83
Merchandise trade (% of GDP) `merchandise_trade_pct_gdp`	float64	84
Portfolio equity, net inflows (USD) `portfolio_equity_inflows`	float64	53
Real effective exchange rate (index) `reer_index`	float64	39
Personal remittances paid (USD) `remit_paid`	float64	85
Personal remittances received (USD) `remit_received`	float64	82
Total reserves excluding gold (USD) `reserves_ex_gold`	float64	55
Total reserves (months of imports) `reserves_months_imports`	float64	55
Total reserves, including gold (USD) `reserves_usd`	float64	53
International tourism expenditure (USD) `tourism_expenditure`	float64	83
International tourism receipts (USD) `tourism_receipts`	float64	85
Unemployment (% of labour force) `unemployment_pct`	float64	82
OECD current account `oecd_current_account`	float64	15
OECD goods `oecd_goods`	float64	15
OECD primary income `oecd_primary_income`	float64	15
OECD secondary income `oecd_secondary_income`	float64	15
OECD services `oecd_services`	float64	15

Global coverage ↓ group ZIP

Key Name Coverage Status Download

global_country_summary Country data-coverage summary 28 · 28 codes CSV XLSX Parquet

Schema · 15 columns · 28 rows · counts / USD

Column	Type	Non-null
Country code `country_code`	str	28
Country name `country_name`	str	28
BoP observations `bop_observations`	int64	28
BoP years covered `bop_years_covered`	str	28
BoP indicators `bop_indicators`	int64	28
BoP sources `bop_sources`	str	28
Trade observations `trade_observations`	int64	28
Trade years covered `trade_years_covered`	str	28
Trade indicators `trade_indicators`	int64	28
GDP observations `gdp_observations`	int64	28
GDP years covered `gdp_years_covered`	str	28
Latest GDP year `latest_gdp_year`	int64	28
Latest GDP USD `latest_gdp_usd`	float64	28
Latest GDP USD billions `latest_gdp_usd_billions`	str	28
Total observations `total_observations`	int64	28

Source: Lewis global analysis. Column names are shown as read, with the source's own footnote markers and sign-convention notes removed; the verbatim name used in the downloadable files is printed underneath wherever the two differ. Machine-readable schema: /api/schema/global_country_summary

global_regional Regional aggregates 7 CSV XLSX Parquet

Schema · 11 columns · 7 rows · counts / USD

Column	Type	Non-null
Region `region`	str	7
BoP observations `bop_observations`	int64	7
BoP countries `bop_countries`	int64	7
Trade observations `trade_observations`	int64	7
Trade countries `trade_countries`	int64	7
GDP observations `gdp_observations`	int64	7
GDP countries `gdp_countries`	int64	7
Latest aggregate GDP USD `latest_aggregate_gdp_usd`	float64	7
Latest aggregate GDP trillions `latest_aggregate_gdp_trillions`	str	7
Total observations `total_observations`	int64	7
Total countries `total_countries`	int64	7

global_temporal Temporal coverage analysis 25 · 2000–2024 CSV XLSX Parquet

Schema · 12 columns · 25 rows · counts

Column	Type	Non-null
Year `year`	Int64	25
BoP observations `bop_observations`	int64	25
BoP countries `bop_countries`	int64	25
BoP indicators `bop_indicators`	int64	25
Trade observations `trade_observations`	int64	25
Trade countries `trade_countries`	int64	25
GDP observations `gdp_observations`	int64	25
GDP countries `gdp_countries`	int64	25
Global GDP USD `global_gdp_usd`	float64	25
Global GDP trillions `global_gdp_trillions`	float64	25
Total observations `total_observations`	int64	25
Total countries `total_countries`	int64	25

Unified panels ↓ group ZIP

Key Name Coverage Status Download

unified_bop Unified Balance of Payments (long, multi-source) 1366 · 2000–2024 · 28 codes CSV XLSX Parquet

Schema · 8 columns · 1366 rows · per indicator

Column	Type	Non-null
Country code `country_code`	str	1366
Country name `country_name`	str	1366
Year `year`	Int64	1366
Indicator `indicator`	str	1366
Value `value`	float64	1366
Units `units`	str	1366
Source `source`	str	1366
Frequency `frequency`	str	1366

Source: BEA / ONS / Bundesbank / IMF / WB (harmonized). Column names are shown as read, with the source's own footnote markers and sign-convention notes removed; the verbatim name used in the downloadable files is printed underneath wherever the two differ. Machine-readable schema: /api/schema/unified_bop

unified_gdp Unified GDP (long) 649 · 2000–2024 · 26 codes CSV XLSX Parquet

Schema · 4 columns · 649 rows · current USD

Column	Type	Non-null
Country code `country_code`	str	649
Country name `country_name`	str	649
Year `year`	Int64	649
GDP (current USD) `gdp_usd`	float64	649

Source: World Bank / IMF (harmonized). Column names are shown as read, with the source's own footnote markers and sign-convention notes removed; the verbatim name used in the downloadable files is printed underneath wherever the two differ. Machine-readable schema: /api/schema/unified_gdp

unified_trade Unified trade (long) 1326 · 2000–2024 · 28 codes CSV XLSX Parquet

Schema · 8 columns · 1326 rows · per indicator

Column	Type	Non-null
Country code `country_code`	str	1326
Country name `country_name`	str	1326
Year `year`	Int64	1326
Indicator `indicator`	str	1326
Value `value`	float64	1326
Units `units`	str	1326
Source `source`	str	1326
Frequency `frequency`	str	1326

Source: World Bank / OECD / Comtrade (harmonized). Column names are shown as read, with the source's own footnote markers and sign-convention notes removed; the verbatim name used in the downloadable files is printed underneath wherever the two differ. Machine-readable schema: /api/schema/unified_trade