Datasets:

electricsheepafrica
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africa-national-registered-medical-personnel-2000-to-2013

type_of_personnel_over_the_years stringclasses 8 values	2000 int64 746 55.7k	2001 int64 763 57.2k	2002 int64 761 59k	2003 int64 772 60.6k	2004 int64 841 68k	2005 int64 871 65.9k	2006 int64 898 67.2k	2007 int64 931 73.2k	2008 int64 974 76.9k	2009 int64 859 95.4k	2010 int64 898 100k	2011 int64 930 96k	2012 int64 985 105k	2013 int64 1.05k 113k	esa_source stringclasses 1 value	esa_processed stringdate 2026-04-07 00:00:00 2026-04-07 00:00:00
Total	55,732	57,208	59,049	60,599	67,993	65,914	67,175	73,236	76,883	95,390	100,411	95,960	104,913	112,576	HDX	2026-04-07
Pharmacists	1,682	1,758	1,866	1,881	2,570	2,637	2,697	2,775	2,860	2,921	3,097	2,432	2,076	2,202	HDX	2026-04-07
Registered Nurses	9,211	9,392	9,753	9,869	10,210	10,657	10,905	12,198	14,073	26,988	29,678	31,719	35,148	37,907	HDX	2026-04-07
Public Health Officers	929	1,042	1,174	1,216	1,314	1,388	1,457	6,728	6,960	7,192	7,429	7,584	8,069	8,637	HDX	2026-04-07
Clinical officers	4,492	4,610	4,778	4,804	4,953	5,059	5,285	4,182	5,035	7,816	8,708	9,793	11,185	13,216	HDX	2026-04-07
Dentists	746	763	761	772	841	871	898	931	974	859	898	930	985	1,045	HDX	2026-04-07
Enrolled Nurses	27,902	28,420	29,094	30,212	30,562	31,895	31,917	31,917	31,917	34,032	34,282	24,375	26,621	26,841	HDX	2026-04-07
Public Health Technicians	5,032	5,272	5,484	5,627	5,861	5,938	5,969	5,969	5,969	5,969	5,969	5,969	5,969	5,969	HDX	2026-04-07

National Registered Medical Personnel: 2000 to 2013

Publisher: Kenya National Bureau of Statistics (inactive) · Source: HDX · License: other-pd-nr · Updated: 2025-02-06

Abstract

This dataset shows the Nationally Registered Medical Personnel: 2000 to 2013

Each row in this dataset represents time-series observations. Data was last updated on HDX on 2025-02-06. Geographic scope: KEN.

Curated into ML-ready Parquet format by Electric Sheep Africa.

Dataset Characteristics


Domain	Public health
Unit of observation	Time-series observations
Rows (total)	11
Columns	17 (14 numeric, 3 categorical, 0 datetime)
Train split	8 rows
Test split	2 rows
Geographic scope	KEN
Publisher	Kenya National Bureau of Statistics (inactive)
HDX last updated	2025-02-06

Variables

Geographic — type_of_personnel_over_the_years (PharmTechnologist, Registered Nurses, Pharmacists).

Identifier / Metadata — esa_source (HDX), esa_processed (2026-04-07).

Other — 2000 (range 0.0–55732.0), 2001 (range 0.0–57208.0), 2002 (range 0.0–59049.0), 2003 (range 0.0–60599.0), 2004 (range 280.0–67993.0) and 9 others.

Quick Start

from datasets import load_dataset

ds    = load_dataset("electricsheepafrica/africa-national-registered-medical-personnel-2000-to-2013")
train = ds["train"].to_pandas()
test  = ds["test"].to_pandas()

print(train.shape)
train.head()

Schema

Column	Type	Null %	Range / Sample Values
`type_of_personnel_over_the_years`	object	0.0%	PharmTechnologist, Registered Nurses, Pharmacists
`2000`	int64	0.0%	0.0 – 55732.0 (mean 10133.0909)
`2001`	int64	0.0%	0.0 – 57208.0 (mean 10401.4545)
`2002`	int64	0.0%	0.0 – 59049.0 (mean 10736.1818)
`2003`	int64	0.0%	0.0 – 60599.0 (mean 11018.0)
`2004`	int64	0.0%	280.0 – 67993.0 (mean 11929.0909)
`2005`	int64	0.0%	367.0 – 65914.0 (mean 11984.3636)
`2006`	int64	0.0%	478.0 – 67175.0 (mean 12213.6364)
`2007`	int64	0.0%	585.0 – 73236.0 (mean 13315.6364)
`2008`	int64	0.0%	657.0 – 76883.0 (mean 13978.7273)
`2009`	int64	0.0%	859.0 – 95390.0 (mean 17343.6364)
`2010`	int64	0.0%	898.0 – 100411.0 (mean 18256.5455)
`2011`	int64	0.0%	930.0 – 95960.0 (mean 17447.2727)
`2012`	int64	0.0%	985.0 – 104913.0 (mean 19075.0909)
`2013`	int64	0.0%	1045.0 – 112576.0 (mean 20468.3636)
`esa_source`	object	0.0%	HDX
`esa_processed`	object	0.0%	2026-04-07

Numeric Summary

Column	Min	Max	Mean	Median
`2000`	0.0	55732.0	10133.0909	4492.0
`2001`	0.0	57208.0	10401.4545	4610.0
`2002`	0.0	59049.0	10736.1818	4740.0
`2003`	0.0	60599.0	11018.0	4804.0
`2004`	280.0	67993.0	11929.0909	4953.0
`2005`	367.0	65914.0	11984.3636	5059.0
`2006`	478.0	67175.0	12213.6364	5285.0
`2007`	585.0	73236.0	13315.6364	5969.0
`2008`	657.0	76883.0	13978.7273	5969.0
`2009`	859.0	95390.0	17343.6364	6800.0
`2010`	898.0	100411.0	18256.5455	7129.0
`2011`	930.0	95960.0	17447.2727	7549.0
`2012`	985.0	104913.0	19075.0909	8069.0
`2013`	1045.0	112576.0	20468.3636	8637.0

Curation

Raw data was downloaded from HDX via the CKAN API and converted to Parquet. Column names were lowercased and standardised to snake_case. Common missing-value markers (N/A, null, none, -, unknown, no data, #N/A) were unified to NaN. The dataset was split 80/20 into train and test partitions using a fixed random seed (42) and saved as Snappy-compressed Parquet.

Limitations

Data originates from Kenya National Bureau of Statistics (inactive) and has not been independently validated by ESA.
Automated cleaning cannot correct for misreported values, definitional inconsistencies, or sampling bias in the original collection.
Refer to the original HDX dataset page for the publisher's own methodology notes and caveats.

Citation

@dataset{hdx_africa_national_registered_medical_personnel_2000_to_2013,
  title     = {National Registered Medical Personnel: 2000 to 2013},
  author    = {Kenya National Bureau of Statistics (inactive)},
  year      = {2025},
  url       = {https://data.humdata.org/dataset/national-registered-medical-personnel-2000-to-2013},
  note      = {Repackaged for machine learning by Electric Sheep Africa (https://huggingface.co/electricsheepafrica)}
}

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Health system and disease data for Africa. Sources: WHO, DHS Program, Global Healthsites, malaria and epidemic tracking. • 84 items • Updated 20 days ago