| # | year | indicator | value_pct |
|---|---|---|---|
| loading... | |||
| COLUMN | TYPE | DESCRIPTION | UNIT |
|---|---|---|---|
| year | int64 | FinScope survey wave year (2008, 2012, 2016, 2020, 2024) | - |
| indicator | string | Financial inclusion indicator. Values: financially_included (any formal or informal product), formally_included (at least one formal product), banked (bank account or product), mobile_money (mobile money usage, available from 2016 onwards), financially_excluded (no formal or informal product). | - |
| value_pct | float64 | Percentage of adult population with this indicator (0-100) | percent |
import imibare as imi
df = imi.load("rw.nisr.finscope.irregular")
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_nisr_finscope_irregular LIMIT 10").show()curl -L "https://api.imibare.org/v1/data/rw.nisr.finscope.irregular/download" \
-o "rw.nisr.finscope.irregular.parquet"# List all datasets
curl "https://api.imibare.org/v1/datasets"
# Get metadata for this dataset
curl "https://api.imibare.org/v1/datasets/rw.nisr.finscope.irregular"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.
- 2026-06-05 Jun 5, 2026 LATEST20 rows · 2.5 KB · initial version
imibare contributors. (2026). FinScope Survey: Financial Inclusion [Data set]. imibare. v2026-06-05. https://imibare.org/datasets/rw.nisr.finscope.irregular
@dataset{imibare_rw_nisr_finscope_irregular, author = {imibare contributors}, title = {FinScope Survey: Financial Inclusion}, year = {2026}, publisher = {imibare}, version = {v2026-06-05}, url = {https://imibare.org/datasets/rw.nisr.finscope.irregular} }
imibare contributors. FinScope Survey: Financial Inclusion. v2026-06-05. imibare, 2026. https://imibare.org/datasets/rw.nisr.finscope.irregular.
imibare contributors. FinScope Survey: Financial Inclusion. v2026-06-05, imibare, 2026, https://imibare.org/datasets/rw.nisr.finscope.irregular.