VAT EBM vs Non-EBM Compliance (annual)

SCHEMA · 5 columns

COLUMN	TYPE	DESCRIPTION	UNIT
fiscal_year	string	Rwanda fiscal year in "YYYY/YY" format (e.g. "2024/25")	-
fiscal_year_start	date	July 1 of the first calendar year of the fiscal year	-
ebm_count	int64	Number of active VAT taxpayers with an Electronic Billing Machine (EBM)	-
non_ebm_count	int64	Number of VAT taxpayers without an Electronic Billing Machine	-
total_count	int64	Total registered VAT taxpayers (ebm_count + non_ebm_count)	-

ACCESS

import imibare as imi

df = imi.load("rw.rra.ebm-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_ebm-compliance_annual LIMIT 10").show()

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