| # | year | period_start | commodity | commodity_level | parent | price_basis | status | value | unit |
|---|---|---|---|---|---|---|---|---|---|
| loading... | |||||||||
| COLUMN | TYPE | DESCRIPTION | UNIT |
|---|---|---|---|
| year | int64 | Calendar year the production was marketed in | - |
| period_start | date | 1 January of that year | - |
| commodity | string | Commodity line, as Table 7.2(a) prints it. A group's own total is named Total plus the group, e.g. Total Cereals, the way the source names its own Total Crops. | - |
| commodity_level | string | component, group_total, crops_total or grand_total. Components sum to the group_total named in parent, the five crop group totals sum to crops_total, and crops_total plus the sixth group total, the livestock one, sums to grand_total. | - |
| parent | string | The commodity group a component or a group_total belongs to, e.g. Cereals. Empty for crops_total and grand_total, which belong to no group. | - |
| price_basis | string | current or constant_2018. current values the year's sales at that year's prices; constant_2018 values them at 2018 prices, so the two are equal in 2018 by construction. | - |
| status | string | final, revised or provisional | - |
| value | float64 | Value of marketed production in millions of shillings | - |
| unit | string | ksh_million | - |
import imibare as imi
df = imi.load("ke.knbs.gross-marketed-production.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_gross-marketed-production_annual LIMIT 10").show()curl -L "https://api.imibare.org/v1/data/ke.knbs.gross-marketed-production.annual/download" \
-o "ke.knbs.gross-marketed-production.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.gross-marketed-production.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.
- 2026-08-22 Aug 22, 2026 LATEST660 rows · 10.7 KB · initial version
imibare contributors. (2026). Gross Marketed Agricultural Production [Data set]. imibare. v2026-08-22. https://imibare.org/datasets/ke.knbs.gross-marketed-production.annual
@dataset{imibare_ke_knbs_gross-marketed-production_annual, author = {imibare contributors}, title = {Gross Marketed Agricultural Production}, year = {2026}, publisher = {imibare}, version = {v2026-08-22}, url = {https://imibare.org/datasets/ke.knbs.gross-marketed-production.annual} }
imibare contributors. Gross Marketed Agricultural Production. v2026-08-22. imibare, 2026. https://imibare.org/datasets/ke.knbs.gross-marketed-production.annual.
imibare contributors. Gross Marketed Agricultural Production. v2026-08-22, imibare, 2026, https://imibare.org/datasets/ke.knbs.gross-marketed-production.annual.