electricsheepafrica/africa-world-bank-millenium-development-goals-indicators-for-federal-republic-of-somalia

Federal Republic of Somalia - Millenium development goals

Publisher: World Bank Group · Source: HDX · License: cc-by · Updated: 2025-11-04

---

Abstract

Contains data from the World Bank's data portal. There is also a consolidated country dataset on HDX.

Each row in this dataset represents country-level aggregates. Data was last updated on HDX on 2025-11-04. Geographic scope: SOM.

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

---

Dataset Characteristics

Domain	Humanitarian and development data
Unit of observation	Country-level aggregates
Rows (total)	15
Columns	8 (2 numeric, 6 categorical, 0 datetime)
Train split	12 rows
Test split	3 rows
Geographic scope	SOM
Publisher	World Bank Group
HDX last updated	2025-11-04

---

Variables

Geographic — country_name (Federal Republic of Somalia, #country+name), country_iso3 (SOM, #country+code), year (range 2000.0–2011.0).

Outcome / Measurement — value (range 2.4–16.5).

Identifier / Metadata — indicator_name (Status under enhanced HIPC initiative, #indicator+name, Mosquito net use by children (insecticide-treated net) (% of children under 5): Q1 (lowest)), indicator_code (DT.HPC.STTS, #indicator+code, SH.MLR.NETS.Q1.ZS), esa_source (HDX), esa_processed (2026-04-07).

---

Quick Start

from datasets import load_dataset

ds    = load_dataset("electricsheepafrica/africa-world-bank-millenium-development-goals-indicators-for-federal-republic-of-somalia")
train = ds["train"].to_pandas()
test  = ds["test"].to_pandas()

print(train.shape)
train.head()

---

Schema

Column	Type	Null %	Range / Sample Values
country_name	object	0.0%	Federal Republic of Somalia, #country+name
country_iso3	object	0.0%	SOM, #country+code
year	float64	6.7%	2000.0 – 2011.0 (mean 2005.5714)
indicator_name	object	0.0%	Status under enhanced HIPC initiative, #indicator+name, Mosquito net use by children (insecticide-treated net) (% of children under 5): Q1 (lowest)
indicator_code	object	0.0%	DT.HPC.STTS, #indicator+code, SH.MLR.NETS.Q1.ZS
value	float64	6.7%	2.4 – 16.5 (mean 4.35)
esa_source	object	0.0%	HDX
esa_processed	object	0.0%	2026-04-07

---

Numeric Summary

Column	Min	Max	Mean	Median
year	2000.0	2011.0	2005.5714	2006.0
value	2.4	16.5	4.35	3.5

---

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. 2 column(s) were cast from string to numeric or datetime based on parse-success rate (>85% threshold). 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 World Bank Group 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_world_bank_millenium_development_goals_indicators_for_federal_republic_of_somalia,
  title     = {Federal Republic of Somalia - Millenium development goals},
  author    = {World Bank Group},
  year      = {2025},
  url       = {https://data.humdata.org/dataset/world-bank-millenium-development-goals-indicators-for-federal-republic-of-somalia},
  note      = {Repackaged for machine learning by Electric Sheep Africa (https://huggingface.co/electricsheepafrica)}
}

---

Electric Sheep Africa — Africa's ML dataset infrastructure. Lagos, Nigeria.