| # | year | period_start | society_type | society_level | parent | status | value | unit |
|---|---|---|---|---|---|---|---|---|
| loading... | ||||||||
| COLUMN | TYPE | DESCRIPTION | UNIT |
|---|---|---|---|
| year | int64 | Calendar year the register was counted at | - |
| period_start | date | 1 January of that year | - |
| society_type | string | Type of society as Table 7.10 prints it, or the name of a printed total. Fifteen types, two group totals, the societies total and the grand total. | - |
| society_level | string | component, group_total, societies_total or grand_total. Resolved from the arithmetic rather than from the typography: the unions row is printed exactly like the two totals around it and is a component of neither group. | - |
| parent | string | Agriculture or Non-Agriculture for a society type that belongs to a group, empty for the unions row and for every total above group level. | - |
| status | string | final, revised or provisional | - |
| value | float64 | Number of registered societies | - |
| unit | string | societies | - |
import imibare as imi
df = imi.load("ke.knbs.cooperative-societies.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_cooperative-societies_annual LIMIT 10").show()curl -L "https://api.imibare.org/v1/data/ke.knbs.cooperative-societies.annual/download" \
-o "ke.knbs.cooperative-societies.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.cooperative-societies.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.
- 2026-08-23 Aug 23, 2026 LATEST200 rows · 6.5 KB · initial version
imibare contributors. (2026). Cooperative Societies and Unions by Type [Data set]. imibare. v2026-08-23. https://imibare.org/datasets/ke.knbs.cooperative-societies.annual
@dataset{imibare_ke_knbs_cooperative-societies_annual, author = {imibare contributors}, title = {Cooperative Societies and Unions by Type}, year = {2026}, publisher = {imibare}, version = {v2026-08-23}, url = {https://imibare.org/datasets/ke.knbs.cooperative-societies.annual} }
imibare contributors. Cooperative Societies and Unions by Type. v2026-08-23. imibare, 2026. https://imibare.org/datasets/ke.knbs.cooperative-societies.annual.
imibare contributors. Cooperative Societies and Unions by Type. v2026-08-23, imibare, 2026, https://imibare.org/datasets/ke.knbs.cooperative-societies.annual.