Tax Base Statistics (annual)

SCHEMA · 5 columns

COLUMN	TYPE	DESCRIPTION	UNIT
fiscal_year	string	Rwanda fiscal year in "YYYY/YY" format	-
fiscal_year_start	date	First day of the fiscal year (July 1)	-
metric	string	Series identifier: employer_count, employer_salary_rwf_bn, employee_count, importer_count, importer_cif_rwf_bn, exporter_count, exporter_fob_rwf_bn	-
bracket	string	Income/CIF/FOB bracket label (e.g. "below_2mn", "2mn_12mn", "total")	-
value	float64	Count or RWF billions depending on metric	-

ACCESS

import imibare as imi

df = imi.load("rw.rra.tax-base.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.rw_rra_tax-base_annual LIMIT 10").show()

curl -L "https://api.imibare.org/v1/data/rw.rra.tax-base.annual/download" \
  -o "rw.rra.tax-base.annual.parquet"

# List all datasets
curl "https://api.imibare.org/v1/datasets"

# Get metadata for this dataset
curl "https://api.imibare.org/v1/datasets/rw.rra.tax-base.annual"