Datasets:

zalizedata
/

global-macro-trade-indicators-dataset

country_iso3 string	country_name string	iso2 string	region string	income_group string	is_aggregate int64
ABW	Aruba	AW	Latin America & Caribbean	High income	0
AFE	Africa Eastern and Southern	ZH	null	null	1
AFG	Afghanistan	AF	Middle East & North Africa	Low income	0
AFW	Africa Western and Central	ZI	null	null	1
AGO	Angola	AO	Sub-Saharan Africa	Lower middle income	0
ALB	Albania	AL	Europe & Central Asia	Upper middle income	0
AND	Andorra	AD	Europe & Central Asia	High income	0
ARB	Arab World	1A	null	null	1
ARE	United Arab Emirates	AE	Middle East & North Africa	High income	0
ARG	Argentina	AR	Latin America & Caribbean	Upper middle income	0
ARM	Armenia	AM	Europe & Central Asia	Upper middle income	0
ASM	American Samoa	AS	East Asia & Pacific	High income	0
ATG	Antigua and Barbuda	AG	Latin America & Caribbean	High income	0
AUS	Australia	AU	East Asia & Pacific	High income	0
AUT	Austria	AT	Europe & Central Asia	High income	0
AZE	Azerbaijan	AZ	Europe & Central Asia	Upper middle income	0
BDI	Burundi	BI	Sub-Saharan Africa	Low income	0
BEL	Belgium	BE	Europe & Central Asia	High income	0
BEN	Benin	BJ	Sub-Saharan Africa	Lower middle income	0
BFA	Burkina Faso	BF	Sub-Saharan Africa	Low income	0
BGD	Bangladesh	BD	South Asia	Lower middle income	0
BGR	Bulgaria	BG	Europe & Central Asia	High income	0
BHR	Bahrain	BH	Middle East & North Africa	High income	0
BHS	Bahamas, The	BS	Latin America & Caribbean	High income	0
BIH	Bosnia and Herzegovina	BA	Europe & Central Asia	Upper middle income	0
BLR	Belarus	BY	Europe & Central Asia	Upper middle income	0
BLZ	Belize	BZ	Latin America & Caribbean	Upper middle income	0
BMU	Bermuda	BM	North America	High income	0
BOL	Bolivia	BO	Latin America & Caribbean	Lower middle income	0
BRA	Brazil	BR	Latin America & Caribbean	Upper middle income	0
BRB	Barbados	BB	Latin America & Caribbean	High income	0
BRN	Brunei Darussalam	BN	East Asia & Pacific	High income	0
BTN	Bhutan	BT	South Asia	Lower middle income	0
BWA	Botswana	BW	Sub-Saharan Africa	Upper middle income	0
CAF	Central African Republic	CF	Sub-Saharan Africa	Low income	0
CAN	Canada	CA	North America	High income	0
CEB	Central Europe and the Baltics	B8	null	null	1
CHE	Switzerland	CH	Europe & Central Asia	High income	0
CHI	Channel Islands	null	Europe & Central Asia	High income	0
CHL	Chile	CL	Latin America & Caribbean	High income	0
CHN	China	CN	East Asia & Pacific	Upper middle income	0
CIV	Côte d'Ivoire	CI	Sub-Saharan Africa	Lower middle income	0
CMR	Cameroon	CM	Sub-Saharan Africa	Lower middle income	0
COD	Congo, Dem. Rep.	CD	Sub-Saharan Africa	Low income	0
COG	Congo, Rep.	CG	Sub-Saharan Africa	Lower middle income	0
COL	Colombia	CO	Latin America & Caribbean	Upper middle income	0
COM	Comoros	KM	Sub-Saharan Africa	Lower middle income	0
CPV	Cabo Verde	CV	Sub-Saharan Africa	Upper middle income	0
CRI	Costa Rica	CR	Latin America & Caribbean	High income	0
CSS	Caribbean small states	S3	null	null	1
CUB	Cuba	CU	Latin America & Caribbean	Upper middle income	0
CUW	Curaçao	CW	Latin America & Caribbean	High income	0
CYM	Cayman Islands	KY	Latin America & Caribbean	High income	0
CYP	Cyprus	CY	Europe & Central Asia	High income	0
CZE	Czechia	CZ	Europe & Central Asia	High income	0
DEU	Germany	DE	Europe & Central Asia	High income	0
DJI	Djibouti	DJ	Middle East & North Africa	Lower middle income	0
DMA	Dominica	DM	Latin America & Caribbean	Upper middle income	0
DNK	Denmark	DK	Europe & Central Asia	High income	0
DOM	Dominican Republic	DO	Latin America & Caribbean	Upper middle income	0
DZA	Algeria	DZ	Middle East & North Africa	Upper middle income	0
EAP	East Asia & Pacific (excluding high income)	4E	null	null	1
EAR	Early-demographic dividend	V2	null	null	1
EAS	East Asia & Pacific	Z4	null	null	1
ECA	Europe & Central Asia (excluding high income)	7E	null	null	1
ECS	Europe & Central Asia	Z7	null	null	1
ECU	Ecuador	EC	Latin America & Caribbean	Upper middle income	0
EGY	Egypt, Arab Rep.	EG	Middle East & North Africa	Lower middle income	0
EMU	Euro area	XC	null	null	1
ERI	Eritrea	ER	Sub-Saharan Africa	Low income	0
ESP	Spain	ES	Europe & Central Asia	High income	0
EST	Estonia	EE	Europe & Central Asia	High income	0
ETH	Ethiopia	ET	Sub-Saharan Africa	Low income	0
EUU	European Union	EU	null	null	1
FIN	Finland	FI	Europe & Central Asia	High income	0
FJI	Fiji	FJ	East Asia & Pacific	Upper middle income	0
FRA	France	FR	Europe & Central Asia	High income	0
FRO	Faroe Islands	FO	Europe & Central Asia	High income	0
FSM	Micronesia, Fed. Sts.	FM	East Asia & Pacific	Upper middle income	0
GAB	Gabon	GA	Sub-Saharan Africa	Upper middle income	0
GBR	United Kingdom	GB	Europe & Central Asia	High income	0
GEO	Georgia	GE	Europe & Central Asia	Upper middle income	0
GHA	Ghana	GH	Sub-Saharan Africa	Lower middle income	0
GIB	Gibraltar	GI	Europe & Central Asia	High income	0
GIN	Guinea	GN	Sub-Saharan Africa	Lower middle income	0
GMB	Gambia, The	GM	Sub-Saharan Africa	Low income	0
GNB	Guinea-Bissau	GW	Sub-Saharan Africa	Low income	0
GNQ	Equatorial Guinea	GQ	Sub-Saharan Africa	Upper middle income	0
GRC	Greece	GR	Europe & Central Asia	High income	0
GRD	Grenada	GD	Latin America & Caribbean	Upper middle income	0
GRL	Greenland	GL	Europe & Central Asia	High income	0
GTM	Guatemala	GT	Latin America & Caribbean	Upper middle income	0
GUM	Guam	GU	East Asia & Pacific	High income	0
GUY	Guyana	GY	Latin America & Caribbean	High income	0
HIC	High income	XD	null	null	1
HKG	Hong Kong SAR, China	HK	East Asia & Pacific	High income	0
HND	Honduras	HN	Latin America & Caribbean	Lower middle income	0
HPC	Heavily indebted poor countries (HIPC)	XE	null	null	1
HRV	Croatia	HR	Europe & Central Asia	High income	0
HTI	Haiti	HT	Latin America & Caribbean	Lower middle income	0

End of preview. Expand in Data Studio

Global Macro & Trade Indicators

Unified long-format macroeconomic and trade indicators from World Bank WDI, OECD and Eurostat official statistics, with IMF WEO and UN Comtrade derived metrics (no restricted raw values).

Part of the DataForge Open Data program — full production packages, free for academic and personal use. Canonical dataset page: https://data.zalize.com/datasets/global-macro-trade-indicators-dataset

Packages in this repo

Package	Tier	Rows	Size	SHA-256
`macro-tier1-S-2026-08-04.zip`	S	344,385	9.3 MB	`8e157850547b05693dcfcafffff222c24889e51d8656d786de0c4d878ab14bf9`
`macro-tier2-M-2026-08-04.zip`	M	9,033,074	215.1 MB	`98f161e23124e3933d01910fd4e6e3b6a4b664827a752e973183572434f4fdb7`
`macro-tier3-L-2026-08-04.zip`	L	9,074,115	216.1 MB	`8f16c46276541f48a3d269bac9c071fd3c1e582ddd0832e06bec42065ffbdfaa`
`countries.csv.gz`	—	—	0.0 MB	`34a7e947235b4db1b4c7bbb75c48e3f2ad674ce7f41f062933dd2606bdc5d018`
`countries.jsonl.gz`	—	—	0.0 MB	`48e3e765d35e173e5cd96d61834d0d869fa08c05a8ada2c576d5160ba1da6be4`
`countries.parquet`	—	—	0.0 MB	`8ad757e96833e7f85c7a8ff221cb683e44a64d66ebdf2c40efb859261799d448`
`indicators.csv.gz`	—	—	0.1 MB	`82b33af1e5cb4b72dbeebd7b53d24e190548774a8924c400659fb0b1dfa2734c`
`indicators.jsonl.gz`	—	—	0.1 MB	`fbc13b2dd5f1ccc2cb2dc01be08244e395c50454ec2eb86ed7bc8da0399cd619`
`indicators.parquet`	—	—	0.2 MB	`32d2fe168cc0fb5d89dab643f0deb7e04ed1ea255b0b4c9399644c3a58f13aa1`
`observations.csv.gz`	—	—	254.6 MB	`1feaa03c99f73aa1acd7b9ab6b7bde553091632abbdd1cd4ee71d6267441d425`
`observations.jsonl.gz`	—	—	275.0 MB	`6ca957c4bd19b325998ea454bdfccc8873225c9c0b38c160c517df1c9669bf2a`
`observations.parquet`	—	—	331.0 MB	`4170eda2638028d7b2e1366e1496009a26486f7c1a40dee750c25e1b5a640b47`

All files are also served from the machine-readable open-data index: https://dl.zalize.com/open-data (per-package URL: https://dl.zalize.com/open-data/<package_id>).

What you get

S — Starter slice of headline indicators per country
M — Research pack: 9.0M observations across sources
L — Full library: all indicators, countries and vintages
Unified long-format schema (country, indicator, period, value, source)
Data dictionary, datasheet and QA report included with every package

Use cases

Cross-country macroeconomic research
Trade-flow and competitiveness analysis
Feature store for forecasting models
Joining macro context to company-level datasets

Source & methodology

World Bank WDI + OECD + Eurostat official statistics (IMF WEO / UN Comtrade derived indicators only)

Coverage, update cadence and the full field-level data dictionary are on the dataset page: https://data.zalize.com/datasets/global-macro-trade-indicators-dataset (DATA-DICTIONARY.md and DATASHEET.md are inside each package zip).

License

Dual license — CC BY-NC 4.0 (DataForge curated layer; academic/personal use, attribution + backlink required); commercial use requires a DataForge commercial license. Upstream: World Bank WDI CC BY 4.0, OECD & Eurostat open reuse terms (attribution); IMF WEO / UN Comtrade only as derived indicators (no raw values)

Academic / personal use: CC BY-NC 4.0 on the DataForge curated layer — attribution and a backlink to https://data.zalize.com are required.
Commercial use: requires a DataForge commercial license — contact us via the portal.
Upstream license terms continue to apply to the underlying data.

Citation

DataForge (data.zalize.com), built from World Bank WDI (CC BY 4.0), OECD and Eurostat official data — https://data.zalize.com/datasets/global-macro-trade-indicators-dataset

DOI (Zenodo mirror): 10.5281/zenodo.21837278 · GitHub Release mirror: https://github.com/wookat/dataforge-pipelines/releases/tag/open-data-global-macro-indicators

Archive bundles (zip)

Original packaged bundles (docs + data + checksums) are kept under archive/; the same packages are mirrored at dl.zalize.com/open-data.

Usage

from datasets import load_dataset

ds = load_dataset("zalizedata/global-macro-trade-indicators-dataset", "countries", split="train")
print(ds[0])

Available configs: countries, indicators, observations.

Related datasets

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Full catalog (25 datasets): https://data.zalize.com/open-data · all HF repos: https://huggingface.co/zalizedata

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