| # | year | period_start | commodity | parent | level | status | value | unit |
|---|---|---|---|---|---|---|---|---|
| loading... | ||||||||
| COLUMN | TYPE | DESCRIPTION | UNIT |
|---|---|---|---|
| year | int64 | Calendar year | - |
| period_start | date | 1 January of the year | - |
| commodity | string | The commodity or service group, as the source names it | - |
| parent | string | For an of-which row, the group it sits inside; null for the groups themselves and for the total | - |
| level | string | commodity, of_which or total. Sum only the commodity rows: an of_which row is already inside one of them. | - |
| status | string | final or provisional | - |
| value | float64 | Millions of shillings, null where the source prints a nil mark, which it does for internet-data excise in 2018 | - |
| unit | string | ksh_million | - |
import imibare as imi
df = imi.load("ke.knbs.excise-revenue.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_excise-revenue_annual LIMIT 10").show()curl -L "https://api.imibare.org/v1/data/ke.knbs.excise-revenue.annual/download" \
-o "ke.knbs.excise-revenue.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.excise-revenue.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.
- 2026-08-19 Aug 19, 2026 LATEST63 rows · 5.7 KB · initial version
imibare contributors. (2026). Excise Revenue by Commodity and Service [Data set]. imibare. v2026-08-19. https://imibare.org/datasets/ke.knbs.excise-revenue.annual
@dataset{imibare_ke_knbs_excise-revenue_annual, author = {imibare contributors}, title = {Excise Revenue by Commodity and Service}, year = {2026}, publisher = {imibare}, version = {v2026-08-19}, url = {https://imibare.org/datasets/ke.knbs.excise-revenue.annual} }
imibare contributors. Excise Revenue by Commodity and Service. v2026-08-19. imibare, 2026. https://imibare.org/datasets/ke.knbs.excise-revenue.annual.
imibare contributors. Excise Revenue by Commodity and Service. v2026-08-19, imibare, 2026, https://imibare.org/datasets/ke.knbs.excise-revenue.annual.