| # | date | region | source | source_level | value | unit |
|---|---|---|---|---|---|---|
| loading... | ||||||
| COLUMN | TYPE | DESCRIPTION | UNIT |
|---|---|---|---|
| date | date | First day of reference month | - |
| region | string | The region a country sits in, and part of the key. Absent on region totals, the grand total and the blocs | - |
| source | string | Source country, region, GRAND TOTAL or economic bloc, as named in the source. Not unique on its own: five regions each publish a remainder row called "Other", so a row is identified by date, region, source and source_level together | - |
| source_level | string | country (sums to its region), region (sums to the grand total), total, or bloc (overlaps the countries and is additive with nothing) | - |
| value | float64 | Remittance inflow, in the unit named alongside | USD thousand |
| unit | string | usd_thousand | - |
import imibare as imi
df = imi.load("ke.cbk.remittances-by-source.monthly")
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_cbk_remittances-by-source_monthly LIMIT 10").show() curl -L "https://api.imibare.org/v1/data/ke.cbk.remittances-by-source.monthly/download" \
-o "ke.cbk.remittances-by-source.monthly.parquet" # List all datasets
curl "https://api.imibare.org/v1/datasets"
# Get metadata for this dataset
curl "https://api.imibare.org/v1/datasets/ke.cbk.remittances-by-source.monthly" 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.
- 2026-09-02 Sep 2, 2026 LATEST4,410 rows · 46.2 KB · +147 rows
- 2026-08-17 Aug 17, 20264,263 rows · 44.6 KB · initial version
imibare contributors. (2026). Remittances by Source Country [Data set]. imibare. v2026-09-02. https://imibare.org/datasets/ke.cbk.remittances-by-source.monthly
@dataset{imibare_ke_cbk_remittances-by-source_monthly, author = {imibare contributors}, title = {Remittances by Source Country}, year = {2026}, publisher = {imibare}, version = {v2026-09-02}, url = {https://imibare.org/datasets/ke.cbk.remittances-by-source.monthly} }
imibare contributors. Remittances by Source Country. v2026-09-02. imibare, 2026. https://imibare.org/datasets/ke.cbk.remittances-by-source.monthly.
imibare contributors. Remittances by Source Country. v2026-09-02, imibare, 2026, https://imibare.org/datasets/ke.cbk.remittances-by-source.monthly.