electricsheepafrica/africa-ghana-basic-education-profiles-for-greater-accra-region-2002-to-fa00c32d

Basic Education Profiles for Greater Accra Region 2002 to | Africa (Ghana Open Data)

5 rows - 1 Africa country/area - 2002-2003 - source table - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 5 rows from Ghana Open Data, covering Basic Education Profiles for Greater Accra Region 2002 to. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.

What This Dataset Measures

Education datasets help analysts study access, participation, learning systems, infrastructure, and outcomes across places and periods.

Source-provided context: Data n Repeaters in Accra for 2003 to 2003 School year

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: not detected.
• Time coverage basis: source metadata.
• Recommended join keys: country_iso3 where available plus source-specific keys.

Coverage

Dimension	Value
Rows	5
Countries/areas	1
First period	2002
Last period	2003
Indicators	0
Columns	27
Source format	CSV

Geographic Coverage

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

Area	Rows	First year	Last year	Name
GHA	5	2002	2003	Ghana

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.	cff7fad3-eebf-4f60-9ce7-7e1af157f660:0
country_iso3	string	ISO3 country or area code.	GHA
country_name	string	Country or area name.	Ghana
unnamed_0	string	Source column from the original resource.	``
public	string	Source column from the original resource.	Male
public_1	string	Source column from the original resource.	Male%
public_2	string	Source column from the original resource.	Female
public_3	string	Source column from the original resource.	Female%
public_4	string	Source column from the original resource.	Total
public_5	string	Source column from the original resource.	Total%
private	string	Source column from the original resource.	Male
private_1	string	Source column from the original resource.	Male%
private_2	string	Source column from the original resource.	Female
private_3	string	Source column from the original resource.	Female%
private_4	string	Source column from the original resource.	Total
private_5	string	Source column from the original resource.	Total%
source_period_start_year	int64	Start year inferred from source metadata.	2002
source_period_end_year	int64	End year inferred from source metadata.	2003
source_period_label	string	Source column from the original resource.	2002-2003
source_provider	string	Publishing organization.	Official government open data portal
source_dataset	string	Source dataset or package title.	Basic Education Profiles for Greater Accra Region (2002 to 2003)
source_resource	string	Source resource title, table name, or file name.	Repeaters in Accra for 2002 to 2003
source_package_id	string	Source package identifier.	e3febaf2-549e-468e-ba68-df81a1d8a2da
source_resource_id	string	Source resource identifier.	cff7fad3-eebf-4f60-9ce7-7e1af157f660
source_url	string	Original source URL or download URL.	http://data.gov.gh/sites/default/files/Accra%20-%202002_2003%20School...
license_id	string	Source license identifier.	odc-odbl
retrieved_at	string	UTC source retrieval timestamp from the Electric Sheep Africa pipeline.	2026-07-18T20:11:31Z

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-ghana-basic-education-profiles-for-greater-accra-region-2002-to-fa00c32d")
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"] == "GHA"]

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

• No canonical year/date column was detected in the packaged table; use source metadata and domain context for temporal interpretation.
• 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: Ghana Open Data
• Publisher: Ghana official open data portal
• Portal: http://data.gov.gh
• Resource: Repeaters in Accra for 2002 to 2003
• License: Open Data Commons Open Database License
• Retrieved/generated: 2026-07-18T20:23:15Z
• Hugging Face repo: electricsheepafrica/africa-ghana-basic-education-profiles-for-greater-accra-region-2002-to-fa00c32d

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

• Compare education indicators by geography
• Track participation or completion trends
• Join with population and poverty indicators
• Check missingness before modeling
• Use country_iso3 as the safest geography join key when present

Citation

@misc{electric_sheep_africa_africa_ghana_basic_education_profiles_for_greater_accra_region_2002_to_fa00c32d_2003,
  title        = {Basic Education Profiles for Greater Accra Region 2002 to | Africa (Ghana Open Data)},
  author       = {Ghana official open data portal},
  year         = {2003},
  url          = {http://data.gov.gh/dataset/basic-education-profiles-greater-accra-region-2002-2003},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-ghana-basic-education-profiles-for-greater-accra-region-2002-to-fa00c32d}}
}

License

Released under Open Data Commons Open Database License.

Original data is published by Ghana official open data portal. 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 2026-08-11 by the Electric Sheep Africa README system. Source URL: http://data.gov.gh/dataset/basic-education-profiles-greater-accra-region-2002-2003