Government Revenue

Columns

Column	Type	Description	Nullable	Null count	Unique
year	int64	Fiscal year (e.g., 1999 means FY 1999/2000)	No	0	28
month	str	Calendar month name	No	0	12
item	str	Revenue category (e.g., import duty, excise duty, income tax, vat, total revenue)	No	0	5
value	float64	Revenue in KES millions (comma-formatted number)	No	0	1698

Summary Statistics

Column	Count	Mean	Std	Min	25%	50%	75%	Max
year	1700	2013.29	7.57	1999.00	2007.00	2014.00	2020.00	2026.00
value	1700	126548.06	169949.82	987.00	24112.12	56947.41	154516.69	1.147e+06

Dimensional Coverage

Overall coverage: 93.2%

Period	Expected	Actual	Coverage
year=1999	60	10	! 16.7%
year=2000	60	40	! 66.7%
year=2001	60	60	OK 100.0%
year=2002	60	60	OK 100.0%
year=2003	60	60	OK 100.0%
year=2004	60	60	OK 100.0%
year=2005	60	60	OK 100.0%
year=2006	60	60	OK 100.0%
year=2007	60	60	OK 100.0%
year=2008	60	60	OK 100.0%
year=2009	60	60	OK 100.0%
year=2010	60	60	OK 100.0%
year=2011	60	60	OK 100.0%
year=2012	60	60	OK 100.0%
year=2013	60	60	OK 100.0%
year=2014	60	60	OK 100.0%
year=2015	60	60	OK 100.0%
year=2016	60	60	OK 100.0%
year=2017	60	60	OK 100.0%
year=2018	60	60	OK 100.0%
year=2019	60	60	OK 100.0%
year=2020	60	60	OK 100.0%
year=2021	60	60	OK 100.0%
year=2022	60	60	OK 100.0%
year=2023	60	60	OK 100.0%
year=2024	60	60	OK 100.0%
year=2025	60	60	OK 100.0%
year=2026	60	15	! 25.0%

Sample Data

[
  {
    "year": 1999,
    "month": "september",
    "item": "import duty",
    "value": 7157.0
  },
  {
    "year": 1999,
    "month": "september",
    "item": "excise duty",
    "value": 6869.0
  },
  {
    "year": 1999,
    "month": "september",
    "item": "income tax",
    "value": 12054.0
  },
  {
    "year": 1999,
    "month": "september",
    "item": "vat",
    "value": 9255.0
  },
  {
    "year": 1999,
    "month": "september",
    "item": "other tax",
    "value": 12919.0
  }
]