electricsheepafrica/africa-somalia-somalia-fed-rep-environment-58a00531

Somalia Fed Rep Environment | Africa (World Bank Group)

4,214 rows - 1 Africa country/area - 1960-2025 - 1 indicator - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 4,214 rows from World Bank Group, covering Somalia Fed Rep Environment. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.

What This Dataset Measures

Climate and environment datasets help analysts study exposure, resource conditions, environmental pressure, and climate-related trends.

Source-provided context: csv containing Environment indicators Indicators: Access to clean fuels and technologies for cooking, Access to electricity, Adjusted savings, Agricultural land, Annual freshwater withdrawals, Aquaculture production, Arable land, Average precipitation in depth, Bird species, Capture fisheries production, Carbon dioxide, Carbon intensity of GDP, Coal rents, Droughts, Electricity production from oil, Electricity production from renewable sources, Energy intensity level of primary energy, F-gases emissions from Industrial Processes, Fish species, Forest area, Forest rents, Land area, Land area where elevation is below 5 meters, Level of water stress, Mammal species, Marine protected areas, Methane, Mineral rents, Mortality rate attributed to household and ambient air pollution, Mortality rate attributed to unintentional poisoning, Mortality rate attributed to unsafe water, Natural gas rents, Nitrous oxide, Oil rents, PM2.5 air pollution, PM2.5 pollution, People practicing open.

How To Read This Dataset

• One row means: one indicator observation for one geography, time period, and optional source dimensions.
• Primary geography column: country_iso3.
• Best time column: year.
• Time coverage basis: year.
• Recommended join keys: country_iso3, year, indicator_id.

Coverage

Dimension	Value
Rows	4,214
Countries/areas	1
First period	1960
Last period	2025
Indicators	1
Columns	22
Source format	CSV

Geographic Coverage

Top areas shown below, sorted by row count when available:

Area	Rows	First year	Last year	Name
SOM	4,214	1960	2025	Somalia

Indicators, Variables, Or Resource Contents

• somalia-fed-rep-environment-bede0224 - Somalia, Fed. Rep. - Environment(source_units_unspecified)

Schema

Column	Type	Description	Example
indicator_id	string	Stable source or Electric Sheep Africa indicator identifier.	somalia-fed-rep-environment-bede0224
indicator_name	string	Human-readable indicator name.	Somalia, Fed. Rep. - Environment
country_iso3	string	ISO3 country or area code.	SOM
country_name	string	Country or area name.	Somalia
year	int64	Observation year.	2023
value	double	Numeric observation value.	70.3433544808238
unit	string	Measurement unit, when supplied by the source.	source_units_unspecified
dimension_country_name	string	Source dimension retained during long-form normalization.	Somalia, Fed. Rep.
dimension_country_iso3	string	Source dimension retained during long-form normalization.	SOM
dimension_indicator_name	string	Source dimension retained during long-form normalization.	Agricultural land (% of land area)
dimension_indicator_code	string	Source dimension retained during long-form normalization.	AG.LND.AGRI.ZS
source_period_start_year	int64	Start year inferred from source metadata.	``
source_period_end_year	int64	End year inferred from source metadata.	``
source_period_label	string	Source column from the original resource.	``
source_provider	dictionary<values=string, indices=int8, ordered=0>	Publishing organization.	World Bank Group
source_dataset	dictionary<values=string, indices=int8, ordered=0>	Source dataset or package title.	Somalia, Fed. Rep. - Environment
source_resource	dictionary<values=string, indices=int8, ordered=0>	Source resource title, table name, or file name.	Environment Indicators for Somalia, Fed. Rep.
source_package_id	dictionary<values=string, indices=int8, ordered=0>	Source package identifier.	95ab637c-b24c-4e83-9054-79bf0309b707
source_resource_id	dictionary<values=string, indices=int8, ordered=0>	Source resource identifier.	575b6f22-99e8-4672-ad9c-58f5dc9882ac
source_url	dictionary<values=string, indices=int8, ordered=0>	Original source URL or download URL.	https://data.humdata.org/dataset/95ab637c-b24c-4e83-9054-79bf0309b707...
license_id	dictionary<values=string, indices=int8, ordered=0>	Source license identifier.	cc-by
retrieved_at	dictionary<values=string, indices=int8, ordered=0>	UTC source retrieval timestamp from the Electric Sheep Africa pipeline.	2026-08-10T14:51:11Z

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-somalia-somalia-fed-rep-environment-58a00531")
df = ds["train"].to_pandas()
print(df.head())

Inspect Columns

print(df.info())
print(df.head())

Filter By Geography

if "country_iso3" in df.columns:
    sample = df[df["country_iso3"] == "SOM"]

Time-Series Pattern

if "value" in df.columns and "year" in df.columns:
    trend = df.sort_values("year")

Pivot For Analysis

if {"indicator_id", "year", "value"}.issubset(df.columns):
    matrix = df.pivot_table(index="year", columns="indicator_id", values="value")
    print(matrix.tail())

Data Quality Notes

• Canonical time field: year.
• Missing values are preserved rather than silently imputed.
• Column names are standardized for machine use; source meanings are preserved where known.
• Always confirm source methodology, units, and collection definitions before policy, production, or redistribution-sensitive use.

Source And Provenance

• Source: World Bank Group
• Publisher: World Bank Group
• Portal: https://data.humdata.org
• Resource: Environment Indicators for Somalia, Fed. Rep.
• License: CC BY 4.0
• Retrieved/generated: 2026-08-10T15:18:12Z
• Hugging Face repo: electricsheepafrica/africa-somalia-somalia-fed-rep-environment-58a00531

Transformations Applied

• Converted the source table to Parquet for efficient analytics and ML workflows.
• Added or preserved source provenance columns where available.
• Standardized README metadata, dataset loading configuration, schema documentation, and citation format.
• Preserved source-reported values without analytical imputation.

Suggested Analyses

• Analyze seasonal or annual patterns
• Join with agriculture or health data
• Map geographic exposure
• Build time-series views and period-over-period comparisons
• Pivot to geography x period or indicator x period matrices
• Check missingness before modeling
• Use country_iso3 as the safest geography join key when present

Citation

@misc{electric_sheep_africa_africa_somalia_somalia_fed_rep_environment_58a00531_2025,
  title        = {Somalia Fed Rep Environment | Africa (World Bank Group)},
  author       = {World Bank Group},
  year         = {2025},
  url          = {https://data.humdata.org/dataset/world-bank-environment-indicators-for-somalia-fed-rep},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-somalia-somalia-fed-rep-environment-58a00531}}
}

License

Released under CC BY 4.0.

Original data is published by World Bank Group. Electric Sheep Africa engineering standardizes the data for discovery, loading, and analysis on Hugging Face. Cite both the original source and this ML-ready dataset when used.

About Electric Sheep Africa

Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.

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Provenance: README standardized 2026-08-12 by the Electric Sheep Africa README system. Source URL: https://data.humdata.org/dataset/world-bank-environment-indicators-for-somalia-fed-rep