electricsheepafrica/africa-uganda-working-age-working-employed-and-subsistence-agriculture-o-8148a3bf

Working Age Working Employed and Subsistence Agriculture O | Africa (Uganda Bureau of Statistics)

35 rows - 1 Africa country/area - 2022 - source table - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 35 rows from Uganda Bureau of Statistics, covering Working Age Working Employed and Subsistence Agriculture O. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.

What This Dataset Measures

Agriculture datasets help analysts examine production, prices, inputs, land use, food systems, and rural economic activity.

Source-provided context: Working age, working, employed and subsistence agriculture only populations (14 _64 years), 201920 - Last Updated on 27th January 2022

How To Read This Dataset

• One row means: one source record from the original tabular resource, with Electric Sheep Africa provenance columns added where available.
• Primary geography column: country_iso3.
• Best time column: year.
• Time coverage basis: year.
• Recommended join keys: country_iso3 where available plus source-specific keys.

Coverage

Dimension	Value
Rows	35
Countries/areas	1
First period	2022
Last period	2022
Indicators	0
Columns	24
Source format	XLSX

Geographic Coverage

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

Area	Rows	First year	Last year	Name
UGA	35	2022	2022	Uganda

Indicators, Variables, Or Resource Contents

• This repo preserves one source tabular resource with its usable columns kept together.

Schema

Column	Type	Description	Example
source_record_id	string	Stable row identifier assigned during Electric Sheep Africa engineering.	ubos-stat-359f30cb05203e:sheet10:0
country_iso3	string	ISO3 country or area code.	UGA
country_name	string	Country or area name.	Uganda
source_sheet	string	Source column from the original resource.	Sheet10
year	int64	Observation year.	2022
male	string	Source column from the original resource.	Female
d_10236	double	Source column from the original resource.	11136.0
d_7991	double	Source column from the original resource.	7913.0
d_78_1	double	Source column from the original resource.	71.1
d_4835	double	Source column from the original resource.	3447.0
d_54_7	double	Source column from the original resource.	35.1
d_3125	double	Source column from the original resource.	4442.0
d_39_1	double	Source column from the original resource.	56.1
source_period_start_year	int64	Start year inferred from source metadata.	2022
source_period_end_year	int64	End year inferred from source metadata.	2022
source_period_label	string	Source column from the original resource.	2022
source_provider	string	Publishing organization.	Uganda Bureau of Statistics
source_dataset	string	Source dataset or package title.	Working age, working, employed and subsistence agriculture only popul...
source_resource	string	Source resource title, table name, or file name.	Working age, working, employed and subsistence agriculture only popul...
source_package_id	string	Source package identifier.	working-age-working-employed-and-subsistence-agriculture-only-populat...
source_resource_id	string	Source resource identifier.	ubos-stat-359f30cb05203e
source_url	string	Original source URL or download URL.	https://www.ubos.org/wp-content/uploads/statistics/Working_age,_worki...
license_id	string	Source license identifier.	other-open
retrieved_at	string	UTC source retrieval timestamp from the Electric Sheep Africa pipeline.	2026-07-21T21:37:51Z

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-uganda-working-age-working-employed-and-subsistence-agriculture-o-8148a3bf")
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"] == "UGA"]

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: Uganda Bureau of Statistics
• Publisher: Uganda Bureau of Statistics
• Portal: https://www.ubos.org
• Resource: Working age, working, employed and subsistence agriculture only populations (14 _64 years), 201920
• License: other-open
• Retrieved/generated: 2026-07-21T22:17:16Z
• Hugging Face repo: electricsheepafrica/africa-uganda-working-age-working-employed-and-subsistence-agriculture-o-8148a3bf

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

• Track production or price movements
• Compare regions or commodities
• Join with climate and trade data
• Build time-series views and period-over-period comparisons
• Check missingness before modeling
• Use country_iso3 as the safest geography join key when present

Citation

@misc{electric_sheep_africa_africa_uganda_working_age_working_employed_and_subsistence_agriculture_o_8148a3b_2022,
  title        = {Working Age Working Employed and Subsistence Agriculture O | Africa (Uganda Bureau of Statistics)},
  author       = {Uganda Bureau of Statistics},
  year         = {2022},
  url          = {https://www.ubos.org/explore-statistics/0/},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-uganda-working-age-working-employed-and-subsistence-agriculture-o-8148a3bf}}
}

License

Released under other-open.

Original data is published by Uganda Bureau of Statistics. 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://www.ubos.org/explore-statistics/0/