| # | year | account | concept | concept_path | concept_level | status | value | unit |
|---|---|---|---|---|---|---|---|---|
| loading... | ||||||||
| COLUMN | TYPE | DESCRIPTION | UNIT |
|---|---|---|---|
| year | int64 | Reference year | - |
| account | string | The standard account the row sits in, A. Current Account through F. Reserves and Related Items | - |
| concept | string | BPM6 concept as named in the source. Not unique on its own: ten labels are used twice, under assets and under liabilities | - |
| concept_path | string | The row's ancestors from its account down, joined by " > ". Unique within a year, and the column to join on | - |
| concept_level | string | account, component, sub_component or detail, by depth in the source's own indentation. Levels are not additive with each other | - |
| status | string | final, revised or provisional, as the source marks the year | - |
| value | float64 | The figure, in the unit named alongside. Signed: a deficit is negative, and debits are published as positive magnitudes | - |
| unit | string | ksh_million | - |
import imibare as imi
df = imi.load("ke.knbs.balance-of-payments.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_balance-of-payments_annual LIMIT 10").show() curl -L "https://api.imibare.org/v1/data/ke.knbs.balance-of-payments.annual/download" \
-o "ke.knbs.balance-of-payments.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.balance-of-payments.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.
- 2026-08-17 Aug 17, 2026 LATEST510 rows · 10.2 KB · initial version
imibare contributors. (2026). Balance of Payments [Data set]. imibare. v2026-08-17. https://imibare.org/datasets/ke.knbs.balance-of-payments.annual
@dataset{imibare_ke_knbs_balance-of-payments_annual, author = {imibare contributors}, title = {Balance of Payments}, year = {2026}, publisher = {imibare}, version = {v2026-08-17}, url = {https://imibare.org/datasets/ke.knbs.balance-of-payments.annual} }
imibare contributors. Balance of Payments. v2026-08-17. imibare, 2026. https://imibare.org/datasets/ke.knbs.balance-of-payments.annual.
imibare contributors. Balance of Payments. v2026-08-17, imibare, 2026, https://imibare.org/datasets/ke.knbs.balance-of-payments.annual.