electricsheepafrica/africa-uganda-action-taken-by-household-when-they-last-ran-out-of-salt-b-b6727e2c

Action Taken by Household When They Last Ran Out of Salt B | Africa (Uganda Bureau of Statistics)

13 rows - 1 Africa country/area - 2025 - source table - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 13 rows from Uganda Bureau of Statistics, covering Action Taken by Household When They Last Ran Out of Salt B. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.

What This Dataset Measures

Demographic datasets help analysts understand population structure, household conditions, migration, gender, age, and settlement patterns.

Source-provided context: Action Taken by household when they last ran out of salt by residence, region - Last Updated on 14th October 2025

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	13
Countries/areas	1
First period	2025
Last period	2025
Indicators	0
Columns	26
Source format	XLSX

Geographic Coverage

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

Area	Rows	First year	Last year	Name
UGA	13	2025	2025	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-7457e7089ff489:data: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.	Data
year	int64	Observation year.	2025
rural	string	Source column from the original resource.	Urban
d_29_6	double	Source column from the original resource.	14.8
d_65_1	double	Source column from the original resource.	78.0
d_5_3	double	Source column from the original resource.	7.2
d_28_7	double	Source column from the original resource.	12.1
d_70_3	double	Source column from the original resource.	87.6
d_1_1	double	Source column from the original resource.	0.4
d_39_7	double	Source column from the original resource.	24.4
d_58_4	double	Source column from the original resource.	74.8
d_2	double	Source column from the original resource.	0.8
source_period_start_year	int64	Start year inferred from source metadata.	2025
source_period_end_year	int64	End year inferred from source metadata.	2025
source_period_label	string	Source column from the original resource.	2025
source_provider	string	Publishing organization.	Uganda Bureau of Statistics
source_dataset	string	Source dataset or package title.	Action Taken by household when they last ran out of salt by residence...
source_resource	string	Source resource title, table name, or file name.	Action Taken by household when they last ran out of salt by residence...
source_package_id	string	Source package identifier.	action-taken-by-household-when-they-last-ran-out-of-salt-by-residence...
source_resource_id	string	Source resource identifier.	ubos-stat-7457e7089ff489
source_url	string	Original source URL or download URL.	https://www.ubos.org/wp-content/uploads/statistics/Action-Taken-by-ho...
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-action-taken-by-household-when-they-last-ran-out-of-salt-b-b6727e2c")
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: Action Taken by household when they last ran out of salt by residence, region
• License: other-open
• Retrieved/generated: 2026-07-21T21:38:39Z
• Hugging Face repo: electricsheepafrica/africa-uganda-action-taken-by-household-when-they-last-ran-out-of-salt-b-b6727e2c

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

• Build demographic profiles
• Normalize indicators per capita
• Join with service-delivery datasets
• 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_action_taken_by_household_when_they_last_ran_out_of_salt_b_b6727e2_2025,
  title        = {Action Taken by Household When They Last Ran Out of Salt B | Africa (Uganda Bureau of Statistics)},
  author       = {Uganda Bureau of Statistics},
  year         = {2025},
  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-action-taken-by-household-when-they-last-ran-out-of-salt-b-b6727e2c}}
}

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/