Datasets:

electricsheepafrica
/

africa-libya-libya-aid-effectiveness-164198e0

+---
+license: cc-by-4.0
+language:
+- en
+task_categories:
+- tabular-regression
+- time-series-forecasting
+multilinguality: monolingual
+size_categories:
+- 1K<n<10K
+tags:
+- tabular
+- csv
+- africa
+- libya
+- official-statistics
+- open-data
+configs:
+- config_name: default
+  data_files:
+  - split: train
+    path: data/train-00000-of-00001.parquet
+pretty_name: "Libya - Aid Effectiveness | Africa (Libya official open data)"
+---
+# Libya - Aid Effectiveness | Africa (Libya official open data)
+1,760 rows - 1 Africa country - 1960-2025 - Repackaged by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)
+![rows](https://img.shields.io/badge/rows-1760-blue)
+![countries](https://img.shields.io/badge/countries-1-green)
+![years](https://img.shields.io/badge/years-1960-2025-orange)
+![indicators](https://img.shields.io/badge/indicators-1-purple)
+![license](https://img.shields.io/badge/license-cc-by-4.0-lightgrey)
+## TL;DR
+This dataset packages one official `CSV` resource from **Libya** 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:** [Libya - Aid Effectiveness](https://data.humdata.org/dataset/world-bank-aid-effectiveness-indicators-for-libya)
+- **Publisher:** World Bank Group
+- **Resource:** [Aid Effectiveness Indicators for Libya](https://data.humdata.org/dataset/4c2b6f13-67db-4207-8762-f9ad8ff5433d/resource/e0550c29-9ba1-4d56-9a2d-95a68912f313/download/aid-effectiveness_lby.csv)
+- **Format:** `CSV`
+- **License:** [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/)
+- **Packaging mode:** `indicator_long`
+## Geographic coverage
+1 Africa country:
+| Country | Rows | First year | Last year | Name |
+|---------|-----:|-----------:|----------:|------|
+| `LBY` | 1,760 | 1960 | 2025 | `Libya` |
+## Indicators or Resource Contents
+- `libya-aid-effectiveness-80a285cc` - Libya - Aid Effectiveness
+## Schema
+| Column | Type | Description | Example |
+|--------|------|-------------|---------|
+| `indicator_id` | `string` | Stable indicator identifier. | `libya-aid-effectiveness-80a285cc` |
+| `indicator_name` | `string` | Human-readable indicator name. | `Libya - Aid Effectiveness` |
+| `country_iso3` | `string` | ISO3 country code. | `LBY` |
+| `country_name` | `string` | Country name. | `Libya` |
+| `year` | `Int64` | Observation year. | `2023` |
+| `value` | `float64` | Numeric observation value. | `292924843.0` |
+| `unit` | `string` | Measurement unit, when available. | `source_units_unspecified` |
+| `dimension_country_name` | `string` | Source dimension. | `Libya` |
+| `dimension_country_iso3` | `string` | Source dimension. | `LBY` |
+| `dimension_indicator_name` | `string` | Source dimension. | `Grants, excluding technical cooperation (BoP, current US$)` |
+| `dimension_indicator_code` | `string` | Source dimension. | `BX.GRT.EXTA.CD.WD` |
+| `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` | `category` | Publishing organization. | `World Bank Group` |
+| `source_dataset` | `category` | Source package title. | `Libya - Aid Effectiveness` |
+| `source_resource` | `category` | Source resource title. | `Aid Effectiveness Indicators for Libya` |
+| `source_package_id` | `category` | CKAN package UUID. | `4c2b6f13-67db-4207-8762-f9ad8ff5433d` |
+| `source_resource_id` | `category` | CKAN resource UUID. | `e0550c29-9ba1-4d56-9a2d-95a68912f313` |
+| `source_url` | `category` | Original source resource URL. | `https://data.humdata.org/dataset/4c2b6f13-67db-4207-8762-f9ad8ff5433d/re` |
+| `license_id` | `category` | Source license identifier. | `cc-by` |
+| `retrieved_at` | `category` | UTC retrieval timestamp. | `2026-08-17T13:13:43Z` |
+## Usage
+```python
+from datasets import load_dataset
+ds = load_dataset("electricsheepafrica/africa-libya-libya-aid-effectiveness-164198e0")
+df = ds["train"].to_pandas()
+print(df.head())
+```
+### Filter to one country
+```python
+sample_country = df[df["country_iso3"] == "LBY"]
+```
+### 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_libya_libya_aid_effectiveness_164198e0_2025,
+  title        = {Libya - Aid Effectiveness | Africa (Libya official open data)},
+  author       = {World Bank Group},
+  year         = {2025},
+  url          = {https://data.humdata.org/dataset/world-bank-aid-effectiveness-indicators-for-libya},
+  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
+  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-libya-libya-aid-effectiveness-164198e0}}
+}
+```
+## License
+Released under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/).
+Original data (c) World Bank Group. 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 2026-08-17 via the Electric Sheep pipeline. Source URL:
+https://data.humdata.org/dataset/4c2b6f13-67db-4207-8762-f9ad8ff5433d/resource/e0550c29-9ba1-4d56-9a2d-95a68912f313/download/aid-effectiveness_lby.csv

data/train-00000-of-00001.parquet ADDED Viewed

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+version https://git-lfs.github.com/spec/v1
+oid sha256:406644f2d19f5125e7a1ab8434b3c4f444b4cb16254f2d2a0b8fa5e44a19f6b7
+size 29813

metadata/source_snapshot.json ADDED Viewed

	@@ -0,0 +1,58 @@

+{
+  "columns": [
+    "indicator_id",
+    "indicator_name",
+    "country_iso3",
+    "country_name",
+    "year",
+    "value",
+    "unit",
+    "dimension_country_name",
+    "dimension_country_iso3",
+    "dimension_indicator_name",
+    "dimension_indicator_code",
+    "source_period_start_year",
+    "source_period_end_year",
+    "source_period_label",
+    "source_provider",
+    "source_dataset",
+    "source_resource",
+    "source_package_id",
+    "source_resource_id",
+    "source_url",
+    "license_id",
+    "retrieved_at"
+  ],
+  "generated_at": "2026-08-17T13:35:02Z",
+  "indicator_count": 1,
+  "mode": "indicator_long",
+  "repo_id": "electricsheepafrica/africa-libya-libya-aid-effectiveness-164198e0",
+  "rows": 1760,
+  "source": {
+    "api_base_url": "https://data.humdata.org/api/3/action",
+    "country_iso3": "LBY",
+    "country_name": "Libya",
+    "group_names": "lby",
+    "license_id": "cc-by",
+    "license_title": "Creative Commons Attribution International (CC BY)",
+    "license_url": "http://www.opendefinition.org/licenses/cc-by",
+    "organization_name": "world-bank-group",
+    "organization_title": "World Bank Group",
+    "package_id": "4c2b6f13-67db-4207-8762-f9ad8ff5433d",
+    "package_name": "world-bank-aid-effectiveness-indicators-for-libya",
+    "package_notes": "Contains data from the World Bank's [data portal](http://data.worldbank.org/). There is also a [consolidated country dataset](https://data.humdata.org/dataset/world-bank-combined-indicators-for-libya) on HDX. Aid effectiveness is the impact that aid has in reducing poverty and inequality, increasing growth, building capacity, and accelerating achievement of the Millennium Development Goals set by the international community. Indicators here cover aid received as well as progress in reducing poverty and improving education, health, and other measures of human welfare.",
+    "package_page_url": "https://data.humdata.org/dataset/world-bank-aid-effectiveness-indicators-for-libya",
+    "package_title": "Libya - Aid Effectiveness",
+    "portal_url": "https://data.humdata.org",
+    "resource_description": "csv containing Aid Effectiveness indicators Indicators: Grants, Incidence of tuberculosis, Maternal mortality ratio, Mortality rate, Net ODA received, Net ODA received per capita, Net bilateral aid flows from DAC donors, Net migration, Net official aid received, Net official development assistance and official aid received, Net official development assistance received, Net official flows from UN agencies, Pregnant women receiving prenatal care, Prevalence of HIV, Prevalence of stunting, Primary completion rate, School enrollment, Technical cooperation grants, Vulnerable employment",
+    "resource_format": "CSV",
+    "resource_id": "e0550c29-9ba1-4d56-9a2d-95a68912f313",
+    "resource_last_modified": "2026-07-17T00:30:47.860721",
+    "resource_name": "Aid Effectiveness Indicators for Libya",
+    "resource_position": "0",
+    "resource_url": "https://data.humdata.org/dataset/4c2b6f13-67db-4207-8762-f9ad8ff5433d/resource/e0550c29-9ba1-4d56-9a2d-95a68912f313/download/aid-effectiveness_lby.csv",
+    "tag_names": "aid effectiveness,indicators"
+  },
+  "year_max": 2025,
+  "year_min": 1960
+}