| # | section | is_total | year | period_start | value | unit | status |
|---|---|---|---|---|---|---|---|
| loading... | |||||||
| COLUMN | TYPE | DESCRIPTION | UNIT |
|---|---|---|---|
| section | string | One of the ten SITC sections, or `Total`, which the source prints below them | - |
| is_total | bool | True for the `Total` row. Summing value without filtering on this doubles the duty | - |
| year | int64 | Calendar year the duty was compiled in | - |
| period_start | date | First day of that calendar year | - |
| value | float64 | The figure as printed, in thousands of Kenya shillings | - |
| unit | string | Always ksh_thousand | - |
| status | string | final, or provisional for a year the source marks with an asterisk | - |
import imibare as imi
df = imi.load("ke.knbs.import-duty.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_import-duty_annual LIMIT 10").show() curl -L "https://api.imibare.org/v1/data/ke.knbs.import-duty.annual/download" \
-o "ke.knbs.import-duty.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.import-duty.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.
- 2026-08-26 Aug 26, 2026 LATEST110 rows · 5.7 KB · initial version
imibare contributors. (2026). Import Duty Compiled by SITC Section [Data set]. imibare. v2026-08-26. https://imibare.org/datasets/ke.knbs.import-duty.annual
@dataset{imibare_ke_knbs_import-duty_annual, author = {imibare contributors}, title = {Import Duty Compiled by SITC Section}, year = {2026}, publisher = {imibare}, version = {v2026-08-26}, url = {https://imibare.org/datasets/ke.knbs.import-duty.annual} }
imibare contributors. Import Duty Compiled by SITC Section. v2026-08-26. imibare, 2026. https://imibare.org/datasets/ke.knbs.import-duty.annual.
imibare contributors. Import Duty Compiled by SITC Section. v2026-08-26, imibare, 2026, https://imibare.org/datasets/ke.knbs.import-duty.annual.