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_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. | `2026-07-18T19:31:25Z` |
+## 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

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metadata/source_snapshot.json ADDED Viewed

	@@ -0,0 +1,67 @@

+{
+  "columns": [
+    "indicator_id",
+    "indicator_name",
+    "country_iso3",
+    "country_name",
+    "year",
+    "value",
+    "unit",
+    "dimension_unnamed_1",
+    "source_provider",
+    "source_dataset",
+    "source_resource",
+    "source_package_id",
+    "source_resource_id",
+    "source_url",
+    "license_id",
+    "retrieved_at"
+  ],
+  "generated_at": "2026-07-18T19:31:42Z",
+  "indicator_count": 1,
+  "mode": "indicator_long",
+  "repo_id": "electricsheepafrica/africa-ghana-agriculture-mechanization-data-27420cfc",
+  "rows": 5,
+  "source": {
+    "api_base_url": "http://data.gov.gh",
+    "country_iso3": "GHA",
+    "country_name": "Ghana",
+    "group_names": "group/agriculture-sector",
+    "license_id": "odc-odbl",
+    "license_title": "https://opendatacommons.org/licenses/odbl/1.0/",
+    "license_url": "",
+    "organization_id": "",
+    "organization_name": "",
+    "organization_title": "",
+    "package_author": "",
+    "package_id": "48997108-bdb8-4da4-9bf8-00fd593666ab",
+    "package_maintainer": "Ghana Open Data Initiative",
+    "package_metadata_created": "2016-02-24 00:00:00",
+    "package_metadata_modified": "2016-02-24",
+    "package_name": "agriculture-mechanization-data",
+    "package_notes": "<p>Agriculture Mechanization data showing Agriculture equipment and machinery, fertilizer import and and grants to support mechanized farming</p>",
+    "package_page_url": "http://data.gov.gh/dataset/agriculture-mechanization-data",
+    "package_private": "True",
+    "package_state": "Active",
+    "package_title": "Agriculture Mechanization data",
+    "package_version": "",
+    "portal_url": "http://data.gov.gh",
+    "resource_created": "Fri, 08/17/2018 - 23:39",
+    "resource_datastore_active": "False",
+    "resource_description": "<p>Agriculture Machinery and Equipment importation model and quantity</p>",
+    "resource_format": "CSV",
+    "resource_hash": "",
+    "resource_id": "db899d11-960d-44f1-a22e-e700142d0898",
+    "resource_last_modified": "Date changed Fri, 08/17/2018 - 23:45",
+    "resource_mimetype": "text/csv",
+    "resource_name": "Agricultural Machinery and Equipment 2007-2011",
+    "resource_position": "1",
+    "resource_size": "981 bytes",
+    "resource_state": "Active",
+    "resource_url": "http://data.gov.gh/sites/default/files/harvest_resources/Agricultural%2520Machinery%2520and%2520Equipment.csv",
+    "retrieved_at": "2026-07-18T18:58:12Z",
+    "tag_names": "Agriculture"
+  },
+  "year_max": 2011,
+  "year_min": 2007
+}