| # | year | flow | section | commodity | commodity_level | status | value | unit |
|---|---|---|---|---|---|---|---|---|
| loading... | ||||||||
| COLUMN | TYPE | DESCRIPTION | UNIT |
|---|---|---|---|
| year | int64 | Reference year | - |
| flow | string | export (domestic exports, Table 6.6) or import (Table 6.14). The two span different years and the dataset is deliberately ragged | - |
| section | string | Broad commodity grouping as named in the source. Absent on the grand total rows | - |
| commodity | string | Commodity as named in the source | - |
| commodity_level | string | total, section, commodity or of_which. Levels are not additive with each other; commodity rows are what sum to a section total | - |
| status | string | final or provisional, as the source marks the year | - |
| value | float64 | Customs value, in the unit named alongside | - |
| unit | string | ksh_thousand | - |
import imibare as imi
df = imi.load("ke.knbs.trade-by-commodity.annual")
print(df.head()) import duckdb
duckdb.sql("""
ATTACH 'https://catalog.cloudflarestorage.com/imibare-data'
AS imi (TYPE ICEBERG, READ_ONLY)
""")
duckdb.sql("SELECT * FROM imi.ke_knbs_trade-by-commodity_annual LIMIT 10").show() curl -L "https://api.imibare.org/v1/data/ke.knbs.trade-by-commodity.annual/download" \
-o "ke.knbs.trade-by-commodity.annual.parquet" # List all datasets
curl "https://api.imibare.org/v1/datasets"
# Get metadata for this dataset
curl "https://api.imibare.org/v1/datasets/ke.knbs.trade-by-commodity.annual" Every version is a change in the data, and every one is retained; snapshots are never overwritten. Each entry is a dated Parquet snapshot in the dataset's versions/ archive.
- 2026-08-17 Aug 17, 2026 LATEST1,702 rows · 22.5 KB · initial version
imibare contributors. (2026). Trade by Commodity [Data set]. imibare. v2026-08-17. https://imibare.org/datasets/ke.knbs.trade-by-commodity.annual
@dataset{imibare_ke_knbs_trade-by-commodity_annual, author = {imibare contributors}, title = {Trade by Commodity}, year = {2026}, publisher = {imibare}, version = {v2026-08-17}, url = {https://imibare.org/datasets/ke.knbs.trade-by-commodity.annual} }
imibare contributors. Trade by Commodity. v2026-08-17. imibare, 2026. https://imibare.org/datasets/ke.knbs.trade-by-commodity.annual.
imibare contributors. Trade by Commodity. v2026-08-17, imibare, 2026, https://imibare.org/datasets/ke.knbs.trade-by-commodity.annual.