| # | date | breakdown | label | value | unit |
|---|---|---|---|---|---|
| loading... | |||||
| COLUMN | TYPE | DESCRIPTION | UNIT |
|---|---|---|---|
| date | date | Quarter-end date (e.g. 2024-06-30 for Q2 2024). | - |
| breakdown | string | "province" (geographic split) or "category" (customer type). Two views of the same total. | - |
| label | string | Province name (e.g. "City of Kigali") or customer category (e.g. "Residential connections"). | - |
| value | int64 | Number of water connections (subscribers). | subscribers |
| unit | string | Always "subscribers". | - |
import imibare as imi
df = imi.load("rw.rura.water-subscribers.quarterly")
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.rw_rura_water-subscribers_quarterly LIMIT 10").show()curl -L "https://api.imibare.org/v1/data/rw.rura.water-subscribers.quarterly/download" \
-o "rw.rura.water-subscribers.quarterly.parquet"# List all datasets
curl "https://api.imibare.org/v1/datasets"
# Get metadata for this dataset
curl "https://api.imibare.org/v1/datasets/rw.rura.water-subscribers.quarterly"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.
- 2026-08-02 Aug 2, 2026 LATEST144 rows · 4.4 KB · +36 rows
- 2026-07-05 Jul 5, 2026108 rows · 4.2 KB · initial version
imibare contributors. (2026). Urban Water Subscribers [Data set]. imibare. v2026-08-02. https://imibare.org/datasets/rw.rura.water-subscribers.quarterly
@dataset{imibare_rw_rura_water-subscribers_quarterly, author = {imibare contributors}, title = {Urban Water Subscribers}, year = {2026}, publisher = {imibare}, version = {v2026-08-02}, url = {https://imibare.org/datasets/rw.rura.water-subscribers.quarterly} }
imibare contributors. Urban Water Subscribers. v2026-08-02. imibare, 2026. https://imibare.org/datasets/rw.rura.water-subscribers.quarterly.
imibare contributors. Urban Water Subscribers. v2026-08-02, imibare, 2026, https://imibare.org/datasets/rw.rura.water-subscribers.quarterly.