Citation requirement
Academic and personal use is free underCC BY-NC 4.0(DataForge curated layer): cite DataForge (data.zalize.com) and link back tohttps://data.zalize.com. Commercial use requires a DataForge commercial license — the same packages, licensed for business use, with subscriptions and refreshes. Packages from attribution licenses (CC BY 4.0, OGL v3.0) also require the upstream credit shown on each package.
DataForge Open Data, https://data.zalize.com — accessed 2026-08-08.
Source: Public ATS job boards (Greenhouse / Lever / Ashby), parsed structured fields · License: CC BY-NC 4.0 (DataForge curated layer; academic/personal use, attribution + backlink required) — commercial use requires a DataForge commercial license
Mirrors: GitHub Release · Zenodo DOI: 10.5281/zenodo.21813354
| Package | Rows | Size | sha256 | Download |
|---|
| S — Tech Job Postings with Parsed Salaries (ATS Direct) | 35,417 | 4.7 MB | e4f4bc2c36ae… | Free download |
| M — Tech Job Postings with Parsed Salaries (ATS Direct) | 19,311 | 2.5 MB | a7ad425f5215… | Free download |
| L — Tech Job Postings with Parsed Salaries (ATS Direct) | 394,300 | 40.4 MB | b9099ae46aeb… | Free download |
Attribution: DataForge (data.zalize.com)
Source: US DOL OFLC disclosure files + USCIS H-1B data · 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 data: public domain, U.S. federal government work (17 U.S.C. §105)
Mirrors: GitHub Release · Zenodo DOI: 10.5281/zenodo.21812582
| Package | Rows | Size | sha256 | Download |
|---|
| S — US Work-Visa Real Salaries (DOL LCA/PERM/H-2 + USCIS H-1B Hub) | 1,814,772 | 223.1 MB | ef1e0012c66e… | Free download |
| M — US Work-Visa Real Salaries (DOL LCA/PERM/H-2 + USCIS H-1B Hub) | 915,005 | 114.5 MB | 529f093717cd… | Free download |
| L — US Work-Visa Real Salaries (DOL LCA/PERM/H-2 + USCIS H-1B Hub) | 14,535,607 | 1.8 GB | 7536976acc63… | Free download |
Attribution: DataForge (data.zalize.com), built from official US DOL/USCIS disclosure files
Source: UK FHRS + US city business-license open-data portals · 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: UK OGL v3.0 (FHRS) + US city open-data terms; open_gov corpus only (0 OSM/ODbL)
Mirrors: GitHub Release · Zenodo DOI: 10.5281/zenodo.21813343
| Package | Rows | Size | sha256 | Download |
|---|
| S — Local Business POI — Open Government Registries (License-Clean) | 361,421 | 38.2 MB | 586d64e78710… | Free download |
| M — Local Business POI — Open Government Registries (License-Clean) | 446,976 | 56.2 MB | ef798537e24c… | Free download |
| L — Local Business POI — Open Government Registries (License-Clean) | 808,397 | 94.1 MB | c06feb74a23b… | Free download |
| open-gov — poi — poi_open_gov_2026-08-01.parquet | 808,397 | 55.1 MB | d6de53c64a53… | Free download |
| open-gov — poi — poi_open_gov_2026-08-01.csv.gz | 808,397 | 55.5 MB | 64cf8d21e455… | Free download |
| open-gov — poi — poi_open_gov_2026-08-01.jsonl.gz | 808,397 | 63.3 MB | 7ff5ca50070c… | Free download |
Attribution: Contains public sector information licensed under the Open Government Licence v3.0; via DataForge (data.zalize.com)
Source: SEC EDGAR financial statement data sets, insider filings, 13F · 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 data: public domain, official SEC EDGAR bulk data (17 U.S.C. §105)
Mirrors: GitHub Release · Zenodo DOI: 10.5281/zenodo.21812587
| Package | Rows | Size | sha256 | Download |
|---|
| S — US Public Company Financials, Insider Trades & Institutional Holdings (SEC EDGAR) | 8,824,786 | 675.2 MB | 957fd8a74636… | Free download |
| M — US Public Company Financials, Insider Trades & Institutional Holdings (SEC EDGAR) | 36,173,373 | 2.4 GB | e8294eda849e… | Free download |
| L — US Public Company Financials, Insider Trades & Institutional Holdings (SEC EDGAR) | 68,187,646 | 4.6 GB | 925d302c21f5… | Free download |
Attribution: DataForge (data.zalize.com), built from official SEC EDGAR bulk data
Source: SAM.gov Contract Opportunities + official multi-country procurement portals · 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: official government procurement portals (SAM.gov public domain; other portals per-portal open terms)
Mirrors: GitHub Release · Zenodo DOI: 10.5281/zenodo.21813308
| Package | Rows | Size | sha256 | Download |
|---|
| S — Global Government Tenders & Contract Awards (Official Sources) | 1,046,568 | 676.8 MB | 9bf8c3f3213f… | Free download |
| M — Global Government Tenders & Contract Awards (Official Sources) | 5,956,897 | 1.0 GB | ded9bc7e48d7… | Free download |
| L — Global Government Tenders & Contract Awards (Official Sources) | 11,453,832 | 2.3 GB | eae4b340010a… | Free download |
Attribution: DataForge (data.zalize.com), built from official government procurement data
Source: World Bank WDI + OECD + Eurostat official statistics (IMF WEO / UN Comtrade derived indicators only) · 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)
Mirrors: GitHub Release · Zenodo DOI: 10.5281/zenodo.21837278
| Package | Rows | Size | sha256 | Download |
|---|
| S — Global Macro & Trade Indicators (Official Sources, Unified Long Table) | 344,385 | 9.7 MB | 8e157850547b… | Free download |
| M — Global Macro & Trade Indicators (Official Sources, Unified Long Table) | 9,033,074 | 225.6 MB | 98f161e23124… | Free download |
| L — Global Macro & Trade Indicators (Official Sources, Unified Long Table) | 9,074,115 | 226.6 MB | 8f16c4627654… | Free download |
| — macro — observations.csv.gz | — | 266.9 MB | 1feaa03c99f7… | Free download |
| — macro — observations.jsonl.gz | — | 288.4 MB | 6ca957c4bd19… | Free download |
| — macro — observations.parquet | — | 347.1 MB | 4170eda26380… | Free download |
| — macro — indicators.csv.gz | — | 100 KB | 82b33af1e5cb… | Free download |
| — macro — indicators.jsonl.gz | — | 103 KB | fbc13b2dd5f1… | Free download |
| — macro — indicators.parquet | — | 182 KB | 32d2fe168cc0… | Free download |
| — macro — countries.csv.gz | — | 4 KB | 34a7e947235b… | Free download |
| — macro — countries.jsonl.gz | — | 4 KB | 48e3e765d35e… | Free download |
| — macro — countries.parquet | — | 8 KB | 8ad757e96833… | Free download |
Attribution: DataForge (data.zalize.com), built from World Bank WDI (CC BY 4.0), OECD and Eurostat official data
Source: DataForge derived aggregate metrics (app review complaint benchmarks) · License: CC BY-NC 4.0 (DataForge curated layer; academic/personal use, attribution + backlink required) — commercial use requires a DataForge commercial license
Mirrors: GitHub Release · Zenodo DOI: 10.5281/zenodo.21813362
| Package | Rows | Size | sha256 | Download |
|---|
| S — App Review Complaint Benchmarks (Category Baselines + App Profiles) | 5,368 | 972 KB | 859ffedbf324… | Free download |
| M — App Review Complaint Benchmarks (Category Baselines + App Profiles) | 5,639 | 1.0 MB | c6e3f1caa574… | Free download |
| L — App Review Complaint Benchmarks (Category Baselines + App Profiles) | 6,039 | 1.1 MB | 03170871445e… | Free download |
Attribution: DataForge (data.zalize.com)
Source: DataForge derived aggregate metrics (paid validated app niche index) · License: CC BY-NC 4.0 (DataForge curated layer; academic/personal use, attribution + backlink required) — commercial use requires a DataForge commercial license
Mirrors: GitHub Release · Zenodo DOI: 10.5281/zenodo.21813364
| Package | Rows | Size | sha256 | Download |
|---|
| S — Paid-Validated App Niche Index (Monetization-Proven Opportunities) | 278 | 84 KB | f5359c83230f… | Free download |
| M — Paid-Validated App Niche Index (Monetization-Proven Opportunities) | 2,101 | 381 KB | 66a6357217cb… | Free download |
| L — Paid-Validated App Niche Index (Monetization-Proven Opportunities) | 2,243 | 400 KB | 921df7759b82… | Free download |
Attribution: DataForge (data.zalize.com)
Source: DataForge derived aggregate metrics (app category opportunity scan) · License: CC BY-NC 4.0 (DataForge curated layer; academic/personal use, attribution + backlink required) — commercial use requires a DataForge commercial license
Mirrors: GitHub Release · Zenodo DOI: 10.5281/zenodo.21813368
| Package | Rows | Size | sha256 | Download |
|---|
| S — High-Demand Low-Rating App Category Opportunity Scan | 64 | 27 KB | 164d46ae0972… | Free download |
| M — High-Demand Low-Rating App Category Opportunity Scan | 292 | 69 KB | 984624661481… | Free download |
| L — High-Demand Low-Rating App Category Opportunity Scan | 412 | 103 KB | f9dbaf80861b… | Free download |
Attribution: DataForge (data.zalize.com)
Source: ClinicalTrials.gov + official FDA datasets · 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: ClinicalTrials.gov terms (free reuse) + FDA public data
Mirrors: GitHub Release · Zenodo DOI: 10.5281/zenodo.21812647
| Package | Rows | Size | sha256 | Download |
|---|
| S — Global Clinical Trials + US Drug Approvals Intelligence | 635,666 | 385.3 MB | 2bbb52405222… | Free download |
| M — Global Clinical Trials + US Drug Approvals Intelligence | 1,058,262 | 436.4 MB | 00d36673b842… | Free download |
Attribution: DataForge (data.zalize.com), built from ClinicalTrials.gov and FDA public data
Source: USPTO / PatentsView bulk downloads · 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: USPTO PatentsView bulk data, CC BY 4.0 (retain PatentsView attribution)
Mirrors: GitHub Release · Zenodo DOI: 10.5281/zenodo.21812658
| Package | Rows | Size | sha256 | Download |
|---|
| S — US Granted Patents 1976-2024 (PatentsView) + Citation & Company Intelligence | 9,075,421 | 8.5 GB | 5117be5e96ff… | Free download |
| M — US Granted Patents 1976-2024 (PatentsView) + Citation & Company Intelligence | 255,347,795 | 18.5 GB | 9309dad24a37… | Free download |
Attribution: PatentsView (CC BY 4.0); packaged by DataForge (data.zalize.com)
Source: US county assessor / government property and sale-event records · License: CC BY-NC 4.0 (DataForge curated layer; academic/personal use, attribution + backlink required) — commercial use requires a DataForge commercial license. Upstream: US county/government property records (public records)
Mirrors: GitHub Release · Zenodo DOI: 10.5281/zenodo.21813358
| Package | Rows | Size | sha256 | Download |
|---|
| S — US Residential Properties & Sale Events (Government Records) | 1,327,964 | 114.8 MB | 5da022313d1a… | Free download |
| M — US Residential Properties & Sale Events (Government Records) | 1,423,038 | 135.0 MB | 9f6280106f20… | Free download |
| L — US Residential Properties & Sale Events (Government Records) | 7,009,514 | 537.4 MB | 948c71304012… | Free download |
Attribution: DataForge (data.zalize.com)
Source: CourtListener / Free Law Project official bulk data (opinion clusters, dockets, judges; metadata + derived signals only) · 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 data: CourtListener / Free Law Project bulk data, Public Domain Mark 1.0; opinion full text NOT included
Mirrors: GitHub Release · Zenodo DOI: 10.5281/zenodo.21838140
| Package | Rows | Size | sha256 | Download |
|---|
| S — US Court Opinions, Dockets & Judges Intelligence (CourtListener) | 2,286,889 | 77.5 MB | 3cec1e8d268d… | Free download |
| M — US Court Opinions, Dockets & Judges Intelligence (CourtListener) | 7,395,271 | 392.9 MB | 02dc9e0e11de… | Free download |
| L — US Court Opinions, Dockets & Judges Intelligence (CourtListener) | 46,485,000 | 2.5 GB | 3228bc0623bd… | Free download |
Attribution: DataForge (data.zalize.com), built from CourtListener / Free Law Project public-domain bulk data
Source: NIH ExPORTER + NSF Awards API official bulk data · 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 data: public domain, US federal government works (NIH ExPORTER + NSF Awards, 17 U.S.C. §105)
Mirrors: GitHub Release · Zenodo DOI: 10.5281/zenodo.21837780
| Package | Rows | Size | sha256 | Download |
|---|
| S — US Research Grants Intelligence (NIH + NSF, 1952–2026) | 42,609 | 6.2 MB | 707157ec89e2… | Free download |
| M — US Research Grants Intelligence (NIH + NSF, 1952–2026) | 785,707 | 58.2 MB | 3179d750ec6d… | Free download |
| L — US Research Grants Intelligence (NIH + NSF, 1952–2026) | 22,633,579 | 2.5 GB | 747b3a036820… | Free download |
Attribution: DataForge (data.zalize.com), built from official NIH/NSF public data
Source: World Bank WDI annual indicators for China (CC BY 4.0) · 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 data: World Bank WDI, CC BY 4.0 (retain World Bank attribution); IMF-sourced tables are NOT included
Mirrors: GitHub Release
| Package | Rows | Size | sha256 | Download |
|---|
| — china_macro — indicators_annual_wb.parquet | 937 | 16 KB | a8ab858457cc… | Free download |
Attribution: DataForge (data.zalize.com), built from World Bank WDI (CC BY 4.0)
Source: US EIA hourly grid (EBA) + EIA-860/923 plant master data · 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 data: public domain, official US EIA bulk data (17 U.S.C. §105)
Mirrors: GitHub Release · Zenodo DOI: 10.5281/zenodo.21837319
| Package | Rows | Size | sha256 | Download |
|---|
| S — EIA Grid — S (CAISO full-year 2025 hourly: demand/gen/fuel mix/interchange) | 209,518 | 1.8 MB | 0e74e06144cc… | Free download |
| M — EIA Grid — M (all US BAs 2025 hourly + EIA-860/923 plant library) | 7,929,603 | 72.9 MB | a6a66595c50e… | Free download |
| L — EIA Grid — L (full history since 2015, monthly refresh subscription) | 60,657,958 | 527.4 MB | 88a58ac65510… | Free download |
Attribution: DataForge (data.zalize.com), built from official US EIA bulk data
Source: GLEIF golden copy: LEI entities + Level 2 relationships + reporting exceptions · 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 data: CC0 1.0, GLEIF golden copy (GLEIF Terms of Use permit commercial redistribution)
Mirrors: GitHub Release · Zenodo DOI: 10.5281/zenodo.21837354
| Package | Rows | Size | sha256 | Download |
|---|
| S — Global Company Registry & Corporate Ownership Graph (GLEIF LEI) | 719,985 | 91.1 MB | 981447d6a52c… | Free download |
| M — Global Company Registry & Corporate Ownership Graph (GLEIF LEI) | 6,788,250 | 894.9 MB | fd853ae3469f… | Free download |
| L — Global Company Registry & Corporate Ownership Graph (GLEIF LEI) | 13,589,679 | 1.1 GB | ed09e330e953… | Free download |
Attribution: DataForge (data.zalize.com), built from GLEIF CC0 golden-copy data
Source: OpenAlex official snapshot: institutions, sources, topics, funders + derived institution profiles and aggregated author mobility · 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 data: CC0 1.0, official OpenAlex snapshot (commercial redistribution permitted)
Mirrors: GitHub Release · Zenodo DOI: 10.5281/zenodo.21837748
| Package | Rows | Size | sha256 | Download |
|---|
| S — Global Research Output, Author Mobility & Topic Trends (OpenAlex) | 305,027 | 19.7 MB | e233d1e941d9… | Free download |
| M — Global Research Output, Author Mobility & Topic Trends (OpenAlex) | 2,487,020 | 189.4 MB | e2304bfb4253… | Free download |
| L — Global Research Output, Author Mobility & Topic Trends (OpenAlex) | 31,798,922 | 2.6 GB | 742391a59675… | Free download |
Attribution: DataForge (data.zalize.com), built from the OpenAlex CC0 snapshot
Source: SEC Form D quarterly structured data + EDGAR increments · 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 data: public domain, official SEC Form D structured data
Mirrors: GitHub Release · Zenodo DOI: 10.5281/zenodo.21812580
| Package | Rows | Size | sha256 | Download |
|---|
| S — SEC Form D Private Placements & Fundraising Events | 4,186 | 593 KB | a017ea75e6fe… | Free download |
| M — SEC Form D Private Placements & Fundraising Events | 1,128,628 | 121.3 MB | 391b37dd6157… | Free download |
| L — SEC Form D Private Placements & Fundraising Events | 4,085,050 | 252.5 MB | d1ce6c270f3a… | Free download |
Attribution: DataForge (data.zalize.com), built from official SEC Form D data
Source: USAspending.gov official award archives, FY2008–present · 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 data: public domain, official USAspending.gov archives (17 U.S.C. §105); FCRA prohibited-use notice ships in the DATASHEET
Mirrors: GitHub Release · Zenodo DOI: 10.5281/zenodo.21837786
| Package | Rows | Size | sha256 | Download |
|---|
| S — usaspending — usaspending-tier1-S-2026-08-05.zip | — | 1.6 GB | a46321e8fae6… | Free download |
| M — usaspending — usaspending-tier1-M-2026-08-05.zip | — | 4.1 GB | b7793cc3e33b… | Free download |
| L — usaspending — usaspending-tier1-L-2026-08-05.zip | — | 1.1 GB | 04e00c0cb205… | Free download |
Attribution: DataForge (data.zalize.com), built from official USAspending.gov archives
Source: Official IATI Bulk Data Service full snapshot (bulk-data.iatistandard.org) · 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 data: open-licensed IATI publisher datasets (cc-by / cc-zero / odc-by / pddl…, per-publisher evidence in the bundled license_registry table; share-alike, NC and unspecified-license datasets are excluded fail-closed)
Mirrors: GitHub Release · Zenodo DOI: 10.5281/zenodo.21838157
| Package | Rows | Size | sha256 | Download |
|---|
| S — Global Development Aid & Funding Flows (IATI, all publishers) | 164,072 | 7.9 MB | 768201ff3cf6… | Free download |
| M — Global Development Aid & Funding Flows (IATI, all publishers) | 6,912,591 | 408.1 MB | 4a7503e32ad0… | Free download |
| L — Global Development Aid & Funding Flows (IATI, all publishers) | 18,973,537 | 631.5 MB | 509507127235… | Free download |
Attribution: DataForge (data.zalize.com), built from open-licensed IATI publisher data — CC BY publishers credited via the bundled license_registry table
Source: TED official monthly bulk packages + Open Contracting Data Registry full dumps (UK FTS, UK Contracts Finder, Paraguay DNCP, Australia AusTender, Canada Québec SEAO) · 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: TED reuse per Commission Decision 2011/833/EU (source attribution; legal reading disclosed in datasheet); OCDS jurisdictions OGL-UK-3.0 / CC-BY-4.0 / CC-BY-3.0-AU (per-jurisdiction evidence in datasets/ted_ocds/provenance.json)
Mirrors: GitHub Release · Zenodo DOI: 10.5281/zenodo.21838183
| Package | Rows | Size | sha256 | Download |
|---|
| S — Global Public Procurement Notices & Awards (TED + OCDS) | 163,885 | 24.5 MB | c43566b2682e… | Free download |
| M — Global Public Procurement Notices & Awards (TED + OCDS) | 5,345,452 | 1.0 GB | fe4233f0561e… | Free download |
| L — Global Public Procurement Notices & Awards (TED + OCDS) | 16,430,266 | 2.0 GB | d9dbecda1f51… | Free download |
Attribution: DataForge (data.zalize.com), built from TED (© European Union, ted.europa.eu) and Open Contracting Data Registry official publications
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