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).
- Records
- 9,074,115 records
- Refresh
- Quarterly refresh
- Formats
- CSV + Parquet
- Coverage
- Global (200+ economies)
- Packages
- 12
- Total volume
- 1.4 GB
Slices from
$99
Open-tier snapshots are free below — paid plans add monthly refreshes & support.
Request access / Get a sampleRequest a quote or a free sample — we reply within one business day.
What you get
- S — Starter slice of headline indicators per country
- M — Research pack: 9.0M observations across sources
- L — Full library: all indicators, countries and vintages
- Unified long-format schema (country, indicator, period, value, source)
- Data dictionary, datasheet and QA report included with every package
Sample preview
First 50 rows of the real free-sample file — the identical schema you get in every package. Click a column to sort, or filter across all rows.
| worldbank_wdi:WDI.AG.PRD.CREL.MT:AFE:1962 | worldbank_wdi | WDI | WDI.AG.PRD.CREL.MT | Cereal production (metric tons) | AFE | Africa Eastern and Southern | 1962 | 23568117.0 | 1 | ||
| worldbank_wdi:WDI.NY.GNP.PCAP.CD:AFE:2014 | worldbank_wdi | WDI | WDI.NY.GNP.PCAP.CD | GNI per capita, Atlas method (current US$) | AFE | Africa Eastern and Southern | 2014 | 1668.2273945826294 | 1 | ||
| worldbank_wdi:WDI.SL.TLF.CACT.MA.ZS:AFE:1999 | worldbank_wdi | WDI | WDI.SL.TLF.CACT.MA.ZS | Labor force participation rate, male (% of male population ages 15+) (modeled… | AFE | Africa Eastern and Southern | 1999 | 78.43973994164703 | 1 | ||
| worldbank_wdi:WDI.SH.ANM.CHLD.ZS:AFE:2002 | worldbank_wdi | WDI | WDI.SH.ANM.CHLD.ZS | Prevalence of anemia among children (% of children ages 6-59 months) | AFE | Africa Eastern and Southern | 2002 | 63.73741303249068 | 1 | ||
| worldbank_wdi:WDI.SH.HIV.1524.MA.ZS:AFE:2007 | worldbank_wdi | WDI | WDI.SH.HIV.1524.MA.ZS | Prevalence of HIV, male (% ages 15-24) | AFE | Africa Eastern and Southern | 2007 | 1.5274769079974075 | 1 | ||
| worldbank_wdi:WDI.ER.FSH.CAPT.MT:ARB:2009 | worldbank_wdi | WDI | WDI.ER.FSH.CAPT.MT | Capture fisheries production (metric tons) | ARB | Arab World | 2009 | 2688914.6089999997 | 1 | ||
| worldbank_wdi:WDI.DC.DAC.DEUL.CD:ARB:2017 | worldbank_wdi | WDI | WDI.DC.DAC.DEUL.CD | Net bilateral aid flows from DAC donors, Germany (current US$) | ARB | Arab World | 2017 | 3293090019.2856784 | 1 | ||
| worldbank_wdi:WDI.SE.SEC.ENRL.GC:ARB:2017 | worldbank_wdi | WDI | WDI.SE.SEC.ENRL.GC | Secondary education, general pupils | ARB | Arab World | 2017 | 29200000.0 | 1 | ||
| worldbank_wdi:WDI.SH.DYN.MORT:CEB:2007 | worldbank_wdi | WDI | WDI.SH.DYN.MORT | Mortality rate, under-5 (per 1,000 live births) | CEB | Central Europe and the Baltics | 2007 | 8.72351795707887 | 1 | ||
| worldbank_wdi:WDI.AG.PRD.LVSK.XD:EAR:2014 | worldbank_wdi | WDI | WDI.AG.PRD.LVSK.XD | Livestock production index (2014-2016 = 100) | EAR | Early-demographic dividend | 2014 | 100.0 | 1 |
50 rows · 12 columns — swipe → · page 1 of 5
Free sample not yet available for this dataset — request one via the contact form.
Coverage statistics
- Records
- 9,074,115
- Economies
- 284
- Countries
- 284
- Fields
- 29
- Time coverage
- n/a
- Largest package
- 226.6 MB
Available packages
Real contents of the current builds — row counts, sizes and checksums come from the packaging manifest, not estimates.
| Slice | Scope | Rows | Size | Snapshot | Monthly |
|---|---|---|---|---|---|
| S — core-indicators | Core macro dashboard pack: ~90 curated headline indicators (GDP, growth, inflation, unemployment, trade, debt, demography + all OECD/Eurostat/derived series), all economies, year 2000+ | 344,385 | 9.7 MB | $99 | $49/mo |
| M — open-primary-full | Full openly-licensed primary corpus: every WDI, OECD and Eurostat observation, all indicators, all economies, full history (1960+) | 9,033,074 | 225.6 MB | $299 | $99/mo |
| L — full-pack | Everything: full open primary corpus plus all DataForge-derived IMF WEO indicators (cross-country percentile ranks, forecast averages) and UN-Comtrade-derived trade-structure indicators (partner HHI, top-partner share, trade balance) | 9,074,115 | 226.6 MB | $599 | $199/mo |
Built from the 2026-08-04 full run: World Bank WDI official bulk CSV, OECD SDMX API, Eurostat dissemination API, plus DataForge-derived indicators from IMF WEO and UN Comtrade (see pipelines/macro).
Free Open Data — full downloads
This dataset is part of the DataForge Open Data program: the upstream 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)) permits free redistribution, so the complete packages below are free — no signup. Please cite DataForge (data.zalize.com) with a backlink when you use or share this data.
| Package | Rows | Size | Download |
|---|---|---|---|
| S — Global Macro & Trade Indicators (Official Sources, Unified Long Table) | 344,385 | 9.7 MB | Free download |
| M — Global Macro & Trade Indicators (Official Sources, Unified Long Table) | 9,033,074 | 225.6 MB | Free download |
| L — Global Macro & Trade Indicators (Official Sources, Unified Long Table) | 9,074,115 | 226.6 MB | Free download |
| macro — observations.csv.gz | — | 266.9 MB | Free download |
| macro — observations.jsonl.gz | — | 288.4 MB | Free download |
| macro — observations.parquet | — | 347.1 MB | Free download |
| macro — indicators.csv.gz | — | 100 KB | Free download |
| macro — indicators.jsonl.gz | — | 103 KB | Free download |
| macro — indicators.parquet | — | 182 KB | Free download |
| macro — countries.csv.gz | — | 4 KB | Free download |
| macro — countries.jsonl.gz | — | 4 KB | Free download |
| macro — countries.parquet | — | 8 KB | Free download |
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) · Attribution: DataForge (data.zalize.com), built from World Bank WDI (CC BY 4.0), OECD and Eurostat official data
Full package inventory
Every package registered in the delivery catalog for this dataset — 12 packages, 1.4 GB total , 18,451,574 rows. Sizes, row counts and SHA-256 checksums come straight from the packaging pipeline.
| Package | Date | Rows | Size | sha256 | Access |
|---|---|---|---|---|---|
| observations.parquet | 2026-08-04 | — | 347.1 MB | Free download | |
| observations.jsonl.gz | 2026-08-04 | — | 288.4 MB | Free download | |
| observations.csv.gz | 2026-08-04 | — | 266.9 MB | Free download | |
| macro-tier3-L-2026-08-04.ziptier L | 2026-08-04 | 9,074,115 | 226.6 MB | Free download | |
| macro-tier2-M-2026-08-04.ziptier M | 2026-08-04 | 9,033,074 | 225.6 MB | Free download | |
| macro-tier1-S-2026-08-04.ziptier S | 2026-08-04 | 344,385 | 9.7 MB | Free download | |
| indicators.parquet | 2026-08-04 | — | 182 KB | Free download | |
| indicators.jsonl.gz | 2026-08-04 | — | 103 KB | Free download | |
| indicators.csv.gz | 2026-08-04 | — | 100 KB | Free download | |
| countries.parquet | 2026-08-04 | — | 8 KB | Free download | |
| countries.jsonl.gz | 2026-08-04 | — | 4 KB | Free download | |
| countries.csv.gz | 2026-08-04 | — | 4 KB | Free download |
How to get this data
All packages are hosted on the Hugging Face Hub: free/open packages live in a public dataset repo (direct downloads, no signup); paid or restricted editions are delivered from a private repo with token access after approval.
Hugging Face Hub — primary Public · Free
- Browse zalizedata/global-macro-trade-indicators-dataset →
- Direct download (resolve link) →
- Load with
load_dataset,hf://or the hf CLI — snippets below.
DataForge (this site)
# Download the whole dataset repo (hf CLI — pip install -U huggingface_hub)
hf download zalizedata/global-macro-trade-indicators-dataset --repo-type dataset --local-dir global-macro-trade-indicators-dataset
# Or just one archive
hf download zalizedata/global-macro-trade-indicators-dataset archive/archive/macro-tier1-S-2026-08-04.zip --repo-type datasetProtocol access (hf://, resolve links, token auth for private repos) is documented in the developer docs →
Pricing
One-time snapshot or monthly subscription, invoiced — pick a tier and request a quote; we reply within one business day and deliver via a time-limited download link. Prices are for the Internal Analytics tier; AI-training and redistribution tiers available — see License. Tiers marked “Request access” require a short approval step before delivery. Snapshots of the open tiers are also free above — paid plans add monthly refreshes and support.
| Tier | Scope | One-time snapshot | Subscription | Access |
|---|---|---|---|---|
| S — core-indicators | Core macro dashboard pack: ~90 curated headline indicators (GDP, growth, inflation, unemployment, trade, debt, demography + all OECD/Eurostat/derived series), all economies, year 2000+ | $99 | $49/mo | Request quote |
| M — open-primary-full POPULAR | Full openly-licensed primary corpus: every WDI, OECD and Eurostat observation, all indicators, all economies, full history (1960+) | $299 | $99/mo | Request quote |
| L — full-pack | Everything: full open primary corpus plus all DataForge-derived IMF WEO indicators (cross-country percentile ranks, forecast averages) and UN-Comtrade-derived trade-structure indicators (partner HHI, top-partner share, trade balance) | $599 | $199/mo | Request quote |
AI-training use requires the AI-Training tier (1.5× base); redistribution licensing is quoted individually. Annual subscriptions get 2 months free. License details →
Update frequency & delivery
- Sources: World Bank WDI (CC BY 4.0), OECD and Eurostat official bulk statistics; IMF WEO and UN Comtrade enter only as derived indicators (raw values are not redistributed).
- Every package ships with a MANIFEST (per-file row counts, bytes, sha256) for verification.
Compliance & provenance
Collected only from publicly accessible pages and endpoints — no login-required data, no CAPTCHA solving, no forged authentication. Collection is rate-limited with an identified User-Agent, and collection logs are retained. PII is removed or pseudonymized. Every record carries its source URL and collection timestamp. Sold under a tiered commercial license.
FAQ
How is the data delivered?
The S and M packages are part of the DataForge Open Data program — download them free, no signup, from the Open Data page (GitHub Release and Zenodo DOI mirrors included). The full L edition and monthly refreshes are paid.
Can I use this data commercially?
Academic and personal use is free under CC BY-NC 4.0 (attribution + backlink). Commercial use of the DataForge curated layer requires a DataForge commercial license. Upstream World Bank WDI data is CC BY 4.0; OECD and Eurostat data follow their open reuse terms (attribution required).
What if I need a custom slice?
Custom cuts of the macro indicators data are available on request — contact us for a quote within one business day.
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