Datasets:

electricsheepafrica
/

africa-libya-future-displacement-forecasts-e3b760f7

+---
+license: cc-by-4.0
+language:
+- en
+task_categories:
+- tabular-regression
+- time-series-forecasting
+multilinguality: monolingual
+size_categories:
+- n<1K
+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: "Future Displacement Forecasts | Africa (Libya official open data)"
+---
+# Future Displacement Forecasts | Africa (Libya official open data)
+241 rows - 1 Africa country - 2010-2023 - Repackaged by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)
+![rows](https://img.shields.io/badge/rows-241-blue)
+![countries](https://img.shields.io/badge/countries-1-green)
+![years](https://img.shields.io/badge/years-2010-2023-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:** [Future Displacement Forecasts](https://data.humdata.org/dataset/drc-displacement-forecasts)
+- **Publisher:** Danish Refugee Council
+- **Resource:** [Foresight historical forecasts](https://data.humdata.org/dataset/dd000cd0-5757-484f-9df8-4aee6c7362c5/resource/63418dc7-e3a9-41bc-980f-631b39365681/download/foresight-forecasts-historical.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` | 241 | 2010 | 2023 | `Libya` |
+## Indicators or Resource Contents
+- `future-displacement-forecasts-e3b760f7` - Future Displacement Forecasts
+## Schema
+| Column | Type | Description | Example |
+|--------|------|-------------|---------|
+| `indicator_id` | `string` | Stable indicator identifier. | `future-displacement-forecasts-e3b760f7` |
+| `indicator_name` | `string` | Human-readable indicator name. | `Future Displacement Forecasts` |
+| `country_iso3` | `string` | ISO3 country code. | `LBY` |
+| `country_name` | `string` | Country name. | `Libya` |
+| `year` | `Int64` | Observation year. | `2010` |
+| `value` | `float64` | Numeric observation value. | `3133594.0` |
+| `unit` | `string` | Measurement unit, when available. | `source_units_unspecified` |
+| `dimension_country_name` | `string` | Source dimension. | `Afghanistan` |
+| `dimension_country_code` | `string` | Source dimension. | `AFG` |
+| `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. | `Danish Refugee Council` |
+| `source_dataset` | `category` | Source package title. | `Future Displacement Forecasts` |
+| `source_resource` | `category` | Source resource title. | `Foresight historical forecasts` |
+| `source_package_id` | `category` | CKAN package UUID. | `dd000cd0-5757-484f-9df8-4aee6c7362c5` |
+| `source_resource_id` | `category` | CKAN resource UUID. | `63418dc7-e3a9-41bc-980f-631b39365681` |
+| `source_url` | `category` | Original source resource URL. | `https://data.humdata.org/dataset/dd000cd0-5757-484f-9df8-4aee6c7362c5/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-future-displacement-forecasts-e3b760f7")
+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_future_displacement_forecasts_e3b760f7_2023,
+  title        = {Future Displacement Forecasts | Africa (Libya official open data)},
+  author       = {Danish Refugee Council},
+  year         = {2023},
+  url          = {https://data.humdata.org/dataset/drc-displacement-forecasts},
+  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
+  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-libya-future-displacement-forecasts-e3b760f7}}
+}
+```
+## License
+Released under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/).
+Original data (c) Danish Refugee Council. 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/dd000cd0-5757-484f-9df8-4aee6c7362c5/resource/63418dc7-e3a9-41bc-980f-631b39365681/download/foresight-forecasts-historical.csv

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+size 17322

metadata/source_snapshot.json ADDED Viewed

	@@ -0,0 +1,56 @@

+{
+  "columns": [
+    "indicator_id",
+    "indicator_name",
+    "country_iso3",
+    "country_name",
+    "year",
+    "value",
+    "unit",
+    "dimension_country_name",
+    "dimension_country_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": "2026-08-17T13:35:05Z",
+  "indicator_count": 1,
+  "mode": "indicator_long",
+  "repo_id": "electricsheepafrica/africa-libya-future-displacement-forecasts-e3b760f7",
+  "rows": 241,
+  "source": {
+    "api_base_url": "https://data.humdata.org/api/3/action",
+    "country_iso3": "LBY",
+    "country_name": "Libya",
+    "group_names": "afg,bfa,bdi,cmr,caf,tcd,col,cod,slv,eth,gtm,hnd,irq,lby,mli,moz,mmr,ner,nga,som,ssd,sdn,syr,ukr,ven,yem",
+    "license_id": "cc-by",
+    "license_title": "Creative Commons Attribution International (CC BY)",
+    "license_url": "http://www.opendefinition.org/licenses/cc-by",
+    "organization_name": "danish-refugee-council",
+    "organization_title": "Danish Refugee Council",
+    "package_id": "dd000cd0-5757-484f-9df8-4aee6c7362c5",
+    "package_name": "drc-displacement-forecasts",
+    "package_notes": "Forecasts of forced displacement (IDPs, asylum seekers and refugees) one to three years into the future based on machine learning model.",
+    "package_page_url": "https://data.humdata.org/dataset/drc-displacement-forecasts",
+    "package_title": "Future Displacement Forecasts",
+    "portal_url": "https://data.humdata.org",
+    "resource_description": "All historical forecasts made using the Foresight model.",
+    "resource_format": "CSV",
+    "resource_id": "63418dc7-e3a9-41bc-980f-631b39365681",
+    "resource_last_modified": "2024-08-09T08:19:44.607111",
+    "resource_name": "Foresight historical forecasts",
+    "resource_position": "3",
+    "resource_url": "https://data.humdata.org/dataset/dd000cd0-5757-484f-9df8-4aee6c7362c5/resource/63418dc7-e3a9-41bc-980f-631b39365681/download/foresight-forecasts-historical.csv",
+    "tag_names": "asylum seekers,displacement,forecasting,internally displaced persons-idp,refugees"
+  },
+  "year_max": 2023,
+  "year_min": 2010
+}