Global Import-Export Country HS4 Flows (1995-2024)

Global Import-Export Country HS4 Flows (1995-2024) Annual country and HS4 product-group flows. About Yugalinks Yugalinks turns published import-export data into practical datasets and tools. We organize complex country, product, market, and corridor information so MSMEs, researchers, developers, and analysts can compare markets, study historical activity, and build useful applications. Website Yugalinks on Hugging Face Yugalinks GitHub catalog Yugalinks on Kaggle Contact: [e-mail] Dataset purpose Annual country and HS4 product-group flows. This release is part of the Yugalinks collection of documented import-export data. Its row grain and field definitions are included in the accompanying README and manifest. What it helps answer How does a country compare across products and years? Which partners and product groups are most relevant? Where is additional market research warranted? Quick facts ItemValue Records6,665,469 FormatParquet Coverage1995-2024 annual observations where available SourceOECD BIMTS HS2017-6D, CEPII where included Use this dataset import pandas as pd frame = pd.read_parquet("import-export-country-hs4-year-flows-v1.parquet") print(frame.shape) print(frame.head()) Source and attribution The reported observations are based primarily on published source data documented in this release. Yugalinks prepares the file for clearer analysis while preserving source attribution and provider terms. For OECD-derived datasets, the primary source is the OECD Balanced International Merchandise Trade Statistics (BIMTS) HS2017-6D release. CEPII context is mentioned only where it is included and documented. Please retain source attribution and review the applicable provider terms before redistribution or commercial use. Derived indicators support comparison and investigation; they are not guaranteed forecasts or recommendations. Related links Canonical dataset and manifest on Hugging Face Kaggle mirror GitHub documentation Yugalinks website