electricsheepafrica/africa-ghana-trends-in-quality-of-service-2d82c980

Trends in Quality of Service | Africa (Ghana official open data)

105 rows - 1 Africa country - 2010-2012 - 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: Trends in Quality of Service
• Publisher: Official government open data portal
• Resource: Trends in Quality of Services - Call Drop from 2010 - 2012
• Format: CSV
• License: CC BY 4.0
• Packaging mode: tabular_resource

Geographic coverage

1 Africa country:

Country	Rows	First year	Last year	Name
GHA	105	2010	2012	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.	872a4bba-a8f9-4309-aed3-263ac32749e3:0
country_iso3	string	ISO3 country code.	GHA
country_name	string	Country name.	Ghana
trends_in_quality_of_services_call_drop_from_2010_2012	string	Source column.	Month
unnamed_1	string	Source column.	City/Town
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.	``
unnamed_7	float64	Source column.	``
source_period_start_year	Int64	First year inferred from source resource metadata.	2010
source_period_end_year	Int64	Last year inferred from source resource metadata.	2012
source_period_label	string	Human-readable period inferred from source resource metadata.	2010-2012
source_provider	string	Publishing organization.	Official government open data portal
source_dataset	string	Source package title.	Trends in Quality of Service
source_resource	string	Source resource title.	Trends in Quality of Services - Call Drop from 2010 - 2012
source_package_id	string	CKAN package UUID.	b8d4674e-32cb-48b6-8dec-c31704c99b7f
source_resource_id	string	CKAN resource UUID.	872a4bba-a8f9-4309-aed3-263ac32749e3
source_url	string	Original source resource URL.	http://data.gov.gh/sites/default/files/Trends%20in%20Quality%20of%20Serv
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-trends-in-quality-of-service-2d82c980")
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_trends_in_quality_of_service_2d82c980_2012,
  title        = {Trends in Quality of Service | Africa (Ghana official open data)},
  author       = {Official government open data portal},
  year         = {2012},
  url          = {http://data.gov.gh/dataset/trends-quality-service},
  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-ghana-trends-in-quality-of-service-2d82c980}}
}

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/Trends%20in%20Quality%20of%20Services%20-%20Call%20Drop%20from%202010%20-%202012.csv