Tax Revenue Collection (monthly)

Monthly tax revenue collection data compiled by the Rwanda Revenue Authority (RRA), reporting actual collections and monthly targets by major tax type including income tax, VAT, customs duties, and excise duty. Values are expressed in RWF billions alongside a performance percentage showing actual collections relative to the monthly target. The series covers January 2010 to the present.

SCHEMA · 5 columns

COLUMN	TYPE	DESCRIPTION	UNIT
date	date	First day of reference month	-
tax_type	string	Revenue category (total, income_tax, vat, customs_duties, excise_duty)	-
collected_rwf_bn	float64	Amount collected in RWF billions	RWF billions
target_rwf_bn	float64	Monthly collection target in RWF billions	RWF billions
performance_pct	float64	Actual vs target as a percentage	percent

ACCESS

import imibare as imi

df = imi.load("rw.rra.revenue.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.rw_rra_revenue_monthly LIMIT 10").show()

curl -L "https://api.imibare.org/v1/data/rw.rra.revenue.monthly/download" \
  -o "rw.rra.revenue.monthly.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.revenue.monthly"