source_record_id string | country_iso3 string | country_name string | household_cooking_appliances string | unnamed_1 string | unnamed_2 float64 | unnamed_3 float64 | source_period_start_year int64 | source_period_end_year int64 | source_period_label string | source_provider string | source_dataset string | source_resource string | source_package_id string | source_resource_id string | source_url string | license_id string | retrieved_at string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
c41a90e3-b948-45ba-9b2b-8aa2691b5104:0 | GHA | Ghana | APPLIANCE | FUEL | null | null | null | null | null | Official government open data portal | Ghana's Energy Efficiency Data | Energy Efficiency for Household Cooking Appliances | 0043e535-9764-4438-b45a-de2e82287717 | c41a90e3-b948-45ba-9b2b-8aa2691b5104 | http://data.gov.gh/sites/default/files/Energy%20Efficiency%20-%20HOUSEHOLD%20COOKING%20APPLIANCES.csv | cc-by | 2026-07-18T20:11:31Z |
c41a90e3-b948-45ba-9b2b-8aa2691b5104:1 | GHA | Ghana | Three stone open fire | Firewood | 11 | 20 | null | null | null | Official government open data portal | Ghana's Energy Efficiency Data | Energy Efficiency for Household Cooking Appliances | 0043e535-9764-4438-b45a-de2e82287717 | c41a90e3-b948-45ba-9b2b-8aa2691b5104 | http://data.gov.gh/sites/default/files/Energy%20Efficiency%20-%20HOUSEHOLD%20COOKING%20APPLIANCES.csv | cc-by | 2026-07-18T20:11:31Z |
c41a90e3-b948-45ba-9b2b-8aa2691b5104:2 | GHA | Ghana | Traditional mud stove | Firewood | 15 | 20 | null | null | null | Official government open data portal | Ghana's Energy Efficiency Data | Energy Efficiency for Household Cooking Appliances | 0043e535-9764-4438-b45a-de2e82287717 | c41a90e3-b948-45ba-9b2b-8aa2691b5104 | http://data.gov.gh/sites/default/files/Energy%20Efficiency%20-%20HOUSEHOLD%20COOKING%20APPLIANCES.csv | cc-by | 2026-07-18T20:11:31Z |
c41a90e3-b948-45ba-9b2b-8aa2691b5104:3 | GHA | Ghana | Commercial metal stove | Firewood | 27 | 32 | null | null | null | Official government open data portal | Ghana's Energy Efficiency Data | Energy Efficiency for Household Cooking Appliances | 0043e535-9764-4438-b45a-de2e82287717 | c41a90e3-b948-45ba-9b2b-8aa2691b5104 | http://data.gov.gh/sites/default/files/Energy%20Efficiency%20-%20HOUSEHOLD%20COOKING%20APPLIANCES.csv | cc-by | 2026-07-18T20:11:31Z |
c41a90e3-b948-45ba-9b2b-8aa2691b5104:4 | GHA | Ghana | Improved woodfuel stoves | Firewood | 22 | 43 | null | null | null | Official government open data portal | Ghana's Energy Efficiency Data | Energy Efficiency for Household Cooking Appliances | 0043e535-9764-4438-b45a-de2e82287717 | c41a90e3-b948-45ba-9b2b-8aa2691b5104 | http://data.gov.gh/sites/default/files/Energy%20Efficiency%20-%20HOUSEHOLD%20COOKING%20APPLIANCES.csv | cc-by | 2026-07-18T20:11:31Z |
c41a90e3-b948-45ba-9b2b-8aa2691b5104:5 | GHA | Ghana | Sawdust stove | Sawdust | 25 | 27.4 | null | null | null | Official government open data portal | Ghana's Energy Efficiency Data | Energy Efficiency for Household Cooking Appliances | 0043e535-9764-4438-b45a-de2e82287717 | c41a90e3-b948-45ba-9b2b-8aa2691b5104 | http://data.gov.gh/sites/default/files/Energy%20Efficiency%20-%20HOUSEHOLD%20COOKING%20APPLIANCES.csv | cc-by | 2026-07-18T20:11:31Z |
c41a90e3-b948-45ba-9b2b-8aa2691b5104:6 | GHA | Ghana | Traditional coal pot | Charcoal | 19 | 23 | null | null | null | Official government open data portal | Ghana's Energy Efficiency Data | Energy Efficiency for Household Cooking Appliances | 0043e535-9764-4438-b45a-de2e82287717 | c41a90e3-b948-45ba-9b2b-8aa2691b5104 | http://data.gov.gh/sites/default/files/Energy%20Efficiency%20-%20HOUSEHOLD%20COOKING%20APPLIANCES.csv | cc-by | 2026-07-18T20:11:31Z |
c41a90e3-b948-45ba-9b2b-8aa2691b5104:7 | GHA | Ghana | Ahibenso improved charcoal stove | Charcoal | 30 | 39 | null | null | null | Official government open data portal | Ghana's Energy Efficiency Data | Energy Efficiency for Household Cooking Appliances | 0043e535-9764-4438-b45a-de2e82287717 | c41a90e3-b948-45ba-9b2b-8aa2691b5104 | http://data.gov.gh/sites/default/files/Energy%20Efficiency%20-%20HOUSEHOLD%20COOKING%20APPLIANCES.csv | cc-by | 2026-07-18T20:11:31Z |
c41a90e3-b948-45ba-9b2b-8aa2691b5104:8 | GHA | Ghana | Ceramic jiko charcoal stove | Charcoal | 45.2 | 0 | null | null | null | Official government open data portal | Ghana's Energy Efficiency Data | Energy Efficiency for Household Cooking Appliances | 0043e535-9764-4438-b45a-de2e82287717 | c41a90e3-b948-45ba-9b2b-8aa2691b5104 | http://data.gov.gh/sites/default/files/Energy%20Efficiency%20-%20HOUSEHOLD%20COOKING%20APPLIANCES.csv | cc-by | 2026-07-18T20:11:31Z |
c41a90e3-b948-45ba-9b2b-8aa2691b5104:9 | GHA | Ghana | Kerosene wick stove | Kerosene | 40 | 60 | null | null | null | Official government open data portal | Ghana's Energy Efficiency Data | Energy Efficiency for Household Cooking Appliances | 0043e535-9764-4438-b45a-de2e82287717 | c41a90e3-b948-45ba-9b2b-8aa2691b5104 | http://data.gov.gh/sites/default/files/Energy%20Efficiency%20-%20HOUSEHOLD%20COOKING%20APPLIANCES.csv | cc-by | 2026-07-18T20:11:31Z |
c41a90e3-b948-45ba-9b2b-8aa2691b5104:10 | GHA | Ghana | Table top stove (1-4 burners) | LPG | 55 | 60 | null | null | null | Official government open data portal | Ghana's Energy Efficiency Data | Energy Efficiency for Household Cooking Appliances | 0043e535-9764-4438-b45a-de2e82287717 | c41a90e3-b948-45ba-9b2b-8aa2691b5104 | http://data.gov.gh/sites/default/files/Energy%20Efficiency%20-%20HOUSEHOLD%20COOKING%20APPLIANCES.csv | cc-by | 2026-07-18T20:11:31Z |
c41a90e3-b948-45ba-9b2b-8aa2691b5104:11 | GHA | Ghana | LPG cooker/oven | LPG | 55 | 60 | null | null | null | Official government open data portal | Ghana's Energy Efficiency Data | Energy Efficiency for Household Cooking Appliances | 0043e535-9764-4438-b45a-de2e82287717 | c41a90e3-b948-45ba-9b2b-8aa2691b5104 | http://data.gov.gh/sites/default/files/Energy%20Efficiency%20-%20HOUSEHOLD%20COOKING%20APPLIANCES.csv | cc-by | 2026-07-18T20:11:31Z |
c41a90e3-b948-45ba-9b2b-8aa2691b5104:12 | GHA | Ghana | Electric resistor cooker/oven | Electricity | 60 | 65 | null | null | null | Official government open data portal | Ghana's Energy Efficiency Data | Energy Efficiency for Household Cooking Appliances | 0043e535-9764-4438-b45a-de2e82287717 | c41a90e3-b948-45ba-9b2b-8aa2691b5104 | http://data.gov.gh/sites/default/files/Energy%20Efficiency%20-%20HOUSEHOLD%20COOKING%20APPLIANCES.csv | cc-by | 2026-07-18T20:11:31Z |
c41a90e3-b948-45ba-9b2b-8aa2691b5104:13 | GHA | Ghana | Microwave oven (standard) | Electricity | 55 | 60 | null | null | null | Official government open data portal | Ghana's Energy Efficiency Data | Energy Efficiency for Household Cooking Appliances | 0043e535-9764-4438-b45a-de2e82287717 | c41a90e3-b948-45ba-9b2b-8aa2691b5104 | http://data.gov.gh/sites/default/files/Energy%20Efficiency%20-%20HOUSEHOLD%20COOKING%20APPLIANCES.csv | cc-by | 2026-07-18T20:11:31Z |
c41a90e3-b948-45ba-9b2b-8aa2691b5104:14 | GHA | Ghana | Electric hot plate stove | Electricity | 17 | 21 | null | null | null | Official government open data portal | Ghana's Energy Efficiency Data | Energy Efficiency for Household Cooking Appliances | 0043e535-9764-4438-b45a-de2e82287717 | c41a90e3-b948-45ba-9b2b-8aa2691b5104 | http://data.gov.gh/sites/default/files/Energy%20Efficiency%20-%20HOUSEHOLD%20COOKING%20APPLIANCES.csv | cc-by | 2026-07-18T20:11:31Z |
Ghana's Energy Efficiency Data | Africa (Ghana official open data)
15 rows - 1 Africa country - not-applicable - 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: Ghana's Energy Efficiency Data
- Publisher: Official government open data portal
- Resource: Energy Efficiency for Household Cooking Appliances
- Format:
CSV - License: CC BY 4.0
- Packaging mode:
tabular_resource
Geographic coverage
1 Africa country:
| Country | Rows | First year | Last year | Name |
|---|---|---|---|---|
GHA |
15 | n/a | n/a | 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. | c41a90e3-b948-45ba-9b2b-8aa2691b5104:0 |
country_iso3 |
string |
ISO3 country code. | GHA |
country_name |
string |
Country name. | Ghana |
household_cooking_appliances |
string |
Source column. | APPLIANCE |
unnamed_1 |
string |
Source column. | FUEL |
unnamed_2 |
float64 |
Source column. | `` |
unnamed_3 |
float64 |
Source column. | `` |
source_period_start_year |
Int64 |
First year inferred from source resource metadata. | `` |
source_period_end_year |
Int64 |
Last year inferred from source resource metadata. | `` |
source_period_label |
string |
Human-readable period inferred from source resource metadata. | `` |
source_provider |
string |
Publishing organization. | Official government open data portal |
source_dataset |
string |
Source package title. | Ghana's Energy Efficiency Data |
source_resource |
string |
Source resource title. | Energy Efficiency for Household Cooking Appliances |
source_package_id |
string |
CKAN package UUID. | 0043e535-9764-4438-b45a-de2e82287717 |
source_resource_id |
string |
CKAN resource UUID. | c41a90e3-b948-45ba-9b2b-8aa2691b5104 |
source_url |
string |
Original source resource URL. | http://data.gov.gh/sites/default/files/Energy%20Efficiency%20-%20HOUSEHO |
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-ghana-s-energy-efficiency-data-96f47e8d")
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_ghana_s_energy_efficiency_data_96f47e8d_2026,
title = {Ghana's Energy Efficiency Data | Africa (Ghana official open data)},
author = {Official government open data portal},
year = {2026},
url = {http://data.gov.gh/dataset/ghanas-energy-efficiency-data},
publisher = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-ghana-ghana-s-energy-efficiency-data-96f47e8d}}
}
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
Provenance: ingested 2026-07-18 via the Electric Sheep pipeline. Source URL: http://data.gov.gh/sites/default/files/Energy%20Efficiency%20-%20HOUSEHOLD%20COOKING%20APPLIANCES.csv
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