electricsheepafrica/africa-ghana-school-intake-ratio-at-primary-level-8a63e13f

School intake Ratio at Primary Level | Africa (Ghana official open data)

11 rows - 1 Africa country - 2012-2013 - Repackaged by Electric Sheep Africa

TL;DR

This dataset packages one official CSV resource from Ghana as ML-ready Parquet. The source file is the provenance boundary; all usable indicators or tabular columns from the resource stay together in this repo.

About the source

• Source: School intake Ratio at Primary Level
• Publisher: Official government open data portal
• Resource: Gross intake Ratio at primary class one 2012-2013
• Format: CSV
• License: CC BY 4.0
• Packaging mode: tabular_resource

Geographic coverage

1 Africa country:

Country	Rows	First year	Last year	Name
GHA	11	2012	2013	Ghana

Indicators or Resource Contents

• This source file is packaged as a normalized tabular resource.

Schema

Column	Type	Description	Example
source_record_id	string	Stable row identifier for tabular resources.	43cba0c8-2e78-4709-b5a9-78c6c9f0d14c:0
country_iso3	string	ISO3 country code.	GHA
country_name	string	Country name.	Ghana
regional_national_gross_intake_ratio_at_primary_one_2012	string	Source column.	Region
unnamed_1	float64	Source column.	``
unnamed_2	float64	Source column.	``
unnamed_3	float64	Source column.	``
unnamed_4	float64	Source column.	``
unnamed_5	float64	Source column.	``
unnamed_6	float64	Source column.	``
source_period_start_year	Int64	First year inferred from source resource metadata.	2012
source_period_end_year	Int64	Last year inferred from source resource metadata.	2013
source_period_label	string	Human-readable period inferred from source resource metadata.	2012-2013
source_provider	string	Publishing organization.	Official government open data portal
source_dataset	string	Source package title.	School intake Ratio at Primary Level
source_resource	string	Source resource title.	Gross intake Ratio at primary class one 2012-2013
source_package_id	string	CKAN package UUID.	b8c1e051-9c64-4256-81c7-fcda2e4d11c8
source_resource_id	string	CKAN resource UUID.	43cba0c8-2e78-4709-b5a9-78c6c9f0d14c
source_url	string	Original source resource URL.	http://data.gov.gh/sites/default/files/Gross%20intake%20Ratio%20at%20pri
license_id	string	Source license identifier.	cc-by
retrieved_at	string	UTC retrieval timestamp.	2026-07-18T20:11:31Z

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-ghana-school-intake-ratio-at-primary-level-8a63e13f")
df = ds["train"].to_pandas()
print(df.head())

Filter to one country

sample_country = df[df["country_iso3"] == "GHA"]

Work with indicators

if "indicator_id" in df.columns:
    print(df["indicator_id"].value_counts().head())
    sample = df.sort_values([c for c in ["indicator_id", "year"] if c in df.columns])

Citation

@misc{electric_sheep_africa_africa_ghana_school_intake_ratio_at_primary_level_8a63e13f_2013,
  title        = {School intake Ratio at Primary Level | Africa (Ghana official open data)},
  author       = {Official government open data portal},
  year         = {2013},
  url          = {http://data.gov.gh/dataset/school-intake-ratio-primary-level},
  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-ghana-school-intake-ratio-at-primary-level-8a63e13f}}
}

License

Released under CC BY 4.0.

Original data (c) Official government open data portal. When using this dataset, please cite both the original source above and the Electric Sheep Africa repackaging.

About Electric Sheep

Electric Sheep Africa is part of the Electric Sheep mission: a unified, ML-ready data layer for Africa on Hugging Face. We pull data from authoritative open sources, normalize the schemas, package as Parquet, and publish with consistent dataset cards so researchers and developers can use load_dataset() to start working in seconds.

Browse the full collection: huggingface.co/electricsheepafrica

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Provenance: ingested 2026-07-18 via the Electric Sheep pipeline. Source URL: http://data.gov.gh/sites/default/files/Gross%20intake%20Ratio%20at%20primary%20class%20one%202012-2013.csv