| # | year | period_start | user_category | category_level | status | value | unit |
|---|---|---|---|---|---|---|---|
| loading... | |||||||
| COLUMN | TYPE | DESCRIPTION | UNIT |
|---|---|---|---|
| year | int64 | Calendar year | - |
| period_start | date | 1 January of the year | - |
| user_category | string | Domestic, Offpeak, Large Commercial & Industrial, Small Commercial, Street Lighting, Rural Electrification or E-Mobility, or Total. | - |
| category_level | string | component or total. Summing across levels double counts; filter to component first. | - |
| status | string | final or provisional | - |
| value | float64 | Amount sold, in the unit named alongside | - |
| unit | string | thousand_kwh | - |
import imibare as imi
df = imi.load("ke.knbs.electricity-sales-by-user.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_electricity-sales-by-user_annual LIMIT 10").show()curl -L "https://api.imibare.org/v1/data/ke.knbs.electricity-sales-by-user.annual/download" \
-o "ke.knbs.electricity-sales-by-user.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.electricity-sales-by-user.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.
- 2026-08-18 Aug 18, 2026 LATEST80 rows · 5.2 KB · initial version
imibare contributors. (2026). Electricity Sales by Type of User [Data set]. imibare. v2026-08-18. https://imibare.org/datasets/ke.knbs.electricity-sales-by-user.annual
@dataset{imibare_ke_knbs_electricity-sales-by-user_annual, author = {imibare contributors}, title = {Electricity Sales by Type of User}, year = {2026}, publisher = {imibare}, version = {v2026-08-18}, url = {https://imibare.org/datasets/ke.knbs.electricity-sales-by-user.annual} }
imibare contributors. Electricity Sales by Type of User. v2026-08-18. imibare, 2026. https://imibare.org/datasets/ke.knbs.electricity-sales-by-user.annual.
imibare contributors. Electricity Sales by Type of User. v2026-08-18, imibare, 2026, https://imibare.org/datasets/ke.knbs.electricity-sales-by-user.annual.