Tax Compliance Statistics (annual)

SCHEMA · 6 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	e.g. electronic_filing_pct, ontime_filing_pct, ontime_payment_pct, audit_cases, appeal_cases, arrears_rwf_bn	-
tax_type	string	Tax type (vat, paye, cit_pit, excise) — null for aggregate metrics	-
enterprise_size	string	large, medium, small — null for metrics not broken by size	-
value	float64	Rate (0–100 pct), count, or RWF billions depending on metric	-

ACCESS

import imibare as imi

df = imi.load("rw.rra.tax-compliance.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-compliance_annual LIMIT 10").show()

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