Gender Statistics — Taxpayers and Revenue (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	individual_businesses, revenue_rwf_bn, individual_importers, individual_exporters	-
gender	string	female, male, or total	-
value	float64	Count or RWF billions depending on metric	-

ACCESS

import imibare as imi

df = imi.load("rw.rra.gender-stats.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_gender-stats_annual LIMIT 10").show()

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