Datasets:

electricsheepafrica
/

africa-ghana-agriculture-mechanization-data-27420cfc

	---
	license: odbl
	language:
	- en
	task_categories:
	- tabular-regression
	- time-series-forecasting
	multilinguality: monolingual
	size_categories:
	- n<1K
	tags:
	- tabular
	- csv
	- africa
	- ghana
	- official-statistics
	- open-data
	pretty_name: "Agriculture Mechanization data \| Africa (Ghana official open data)"
	---

	# Agriculture Mechanization data \| Africa (Ghana official open data)

	5 rows - 1 Africa country - 2007-2011 - Repackaged by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)

	![rows](https://img.shields.io/badge/rows-5-blue)
	![countries](https://img.shields.io/badge/countries-1-green)
	![years](https://img.shields.io/badge/years-2007-2011-orange)
	![indicators](https://img.shields.io/badge/indicators-1-purple)
	![license](https://img.shields.io/badge/license-odbl-lightgrey)

	## 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: [Agriculture Mechanization data](http://data.gov.gh/dataset/agriculture-mechanization-data)
	- Publisher: Official government open data portal
	- Resource: [Agricultural Machinery and Equipment 2007-2011](http://data.gov.gh/sites/default/files/harvest_resources/Agricultural%2520Machinery%2520and%2520Equipment.csv)
	- Format: `CSV`
	- License: [Open Data Commons Open Database License](https://opendatacommons.org/licenses/odbl/)
	- Packaging mode: `indicator_long`

	## Geographic coverage

	1 Africa country:

	\| Country \| Rows \| First year \| Last year \| Name \|
	\|---------\|-----:\|-----------:\|----------:\|------\|
	\| `GHA` \| 5 \| 2007 \| 2011 \| `Ghana` \|

	## Indicators or Resource Contents

	- `agriculture-mechanization-data-d48a9179` - Agriculture Mechanization data

	## Schema

	\| Column \| Type \| Description \| Example \|
	\|--------\|------\|-------------\|---------\|
	\| `indicator_id` \| `string` \| Stable indicator identifier. \| `agriculture-mechanization-data-d48a9179` \|
	\| `indicator_name` \| `string` \| Human-readable indicator name. \| `Agriculture Mechanization data` \|
	\| `country_iso3` \| `string` \| ISO3 country code. \| `GHA` \|
	\| `country_name` \| `string` \| Country name. \| `Ghana` \|
	\| `year` \| `Int64` \| Observation year. \| `2007` \|
	\| `value` \| `float64` \| Numeric observation value. \| `230.0` \|
	\| `unit` \| `string` \| Measurement unit, when available. \| `source_units_unspecified` \|
	\| `dimension_unnamed_1` \| `string` \| Source dimension. \| `Farmtrac-60 tractors` \|
	\| `source_period_start_year` \| `Int64` \| First year inferred from source resource metadata. \| `2007` \|
	\| `source_period_end_year` \| `Int64` \| Last year inferred from source resource metadata. \| `2011` \|
	\| `source_period_label` \| `string` \| Human-readable period inferred from source resource metadata. \| `2007-2011` \|
	\| `source_provider` \| `string` \| Publishing organization. \| `Official government open data portal` \|
	\| `source_dataset` \| `string` \| Source package title. \| `Agriculture Mechanization data` \|
	\| `source_resource` \| `string` \| Source resource title. \| `Agricultural Machinery and Equipment 2007-2011` \|
	\| `source_package_id` \| `string` \| CKAN package UUID. \| `48997108-bdb8-4da4-9bf8-00fd593666ab` \|
	\| `source_resource_id` \| `string` \| CKAN resource UUID. \| `db899d11-960d-44f1-a22e-e700142d0898` \|
	\| `source_url` \| `string` \| Original source resource URL. \| `http://data.gov.gh/sites/default/files/harvest_resources/Agricultural%25` \|
	\| `license_id` \| `string` \| Source license identifier. \| `odc-odbl` \|
	\| `retrieved_at` \| `string` \| UTC retrieval timestamp. \| `2026-07-18T20:11:31Z` \|

	## Usage

	```python
	from datasets import load_dataset

	ds = load_dataset("electricsheepafrica/africa-ghana-agriculture-mechanization-data-27420cfc")
	df = ds["train"].to_pandas()
	print(df.head())
	```

	### Filter to one country

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

	### Work with indicators

	```python
	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

	```bibtex
	@misc{electric_sheep_africa_africa_ghana_agriculture_mechanization_data_27420cfc_2011,
	title = {Agriculture Mechanization data \| Africa (Ghana official open data)},
	author = {Official government open data portal},
	year = {2011},
	url = {http://data.gov.gh/dataset/agriculture-mechanization-data},
	publisher = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
	howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-ghana-agriculture-mechanization-data-27420cfc}}
	}
	```

	## License

	Released under [Open Data Commons Open Database License](https://opendatacommons.org/licenses/odbl/).

	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](https://huggingface.co/electricsheepafrica)

	---

	Provenance: ingested 2026-07-18 via the Electric Sheep pipeline. Source URL:
	http://data.gov.gh/sites/default/files/harvest_resources/Agricultural%2520Machinery%2520and%2520Equipment.csv