electricsheepafrica/africa-lesotho-hdx-hapi-coordination-context-national-risk-af34bde6
HDX HAPI - Coordination & Context: National Risk | Africa (Lesotho official open data) 1,910 rows - 1 Africa country - 2025 - Repackaged by Electric Sheep Africa TL;DR This dataset packages one official CSV resource from Lesotho 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: HDX HAPI - Coordination & Context:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-lesotho-hdx-hapi-coordination-context-national-risk-af34bde6.
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1---2license: cc-by-4.03language:4- en5task_categories:6- tabular-regression7- time-series-forecasting8multilinguality: monolingual9size_categories:10- 1K<n<10K11tags:12- tabular13- csv14- africa15- lesotho16- official-statistics17- open-data18configs:19- config_name: default20 data_files:21 - split: train22 path: data/train-00000-of-00001.parquet23pretty_name: "HDX HAPI - Coordination & Context: National Risk | Africa (Lesotho official open data)"24---25 26# HDX HAPI - Coordination & Context: National Risk | Africa (Lesotho official open data)27 281,910 rows - 1 Africa country - 2025 - Repackaged by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)29 303132333435 36## TL;DR37 38This dataset packages one official `CSV` resource from **Lesotho** as39ML-ready Parquet. The source file is the provenance boundary; all usable40indicators or tabular columns from the resource stay together in this repo.41 42## About the source43 44- **Source:** [HDX HAPI - Coordination & Context: National Risk](https://data.humdata.org/dataset/hdx-hapi-national-risk)45- **Publisher:** HDX Humanitarian API Data46- **Resource:** [Global Coordination & Context: National Risk](https://data.humdata.org/dataset/856c326d-748c-43c2-89e4-8b25098a7340/resource/0af14f51-8db7-4131-87c9-30479054e629/download/hdx_hapi_national_risk_global.csv)47- **Format:** `CSV`48- **License:** [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/)49- **Packaging mode:** `indicator_long`50 51## Geographic coverage52 531 Africa country:54 55| Country | Rows | First year | Last year | Name |56|---------|-----:|-----------:|----------:|------|57| `LSO` | 1,910 | 2025 | 2025 | `Lesotho` |58 59## Indicators or Resource Contents60 61- `hdx-hapi-coordination-context-national-risk-has-hrp-2060cdf5` - HDX HAPI - Coordination & Context: National Risk - has hrp62- `hdx-hapi-coordination-context-national-risk-in-gho-9ec2aa1a` - HDX HAPI - Coordination & Context: National Risk - in gho63- `hdx-hapi-coordination-context-national-risk-risk-class-4b1d2a0f` - HDX HAPI - Coordination & Context: National Risk - risk class64- `hdx-hapi-coordination-context-national-risk-global-rank-35ab7bfc` - HDX HAPI - Coordination & Context: National Risk - global rank65- `hdx-hapi-coordination-context-national-risk-overall-risk-60041bc1` - HDX HAPI - Coordination & Context: National Risk - overall risk66- `hdx-hapi-coordination-context-national-risk-hazard-exposure-risk-8614df3b` - HDX HAPI - Coordination & Context: National Risk - hazard exposure risk67- `hdx-hapi-coordination-context-national-risk-vulnerability-risk-f460988d` - HDX HAPI - Coordination & Context: National Risk - vulnerability risk68- `hdx-hapi-coordination-context-national-risk-coping-capacity-risk-41205136` - HDX HAPI - Coordination & Context: National Risk - coping capacity risk69- `hdx-hapi-coordination-context-national-risk-meta-missing-indicators-pct-76a6442c` - HDX HAPI - Coordination & Context: National Risk - meta missing indicators pct70- `hdx-hapi-coordination-context-national-risk-meta-avg-recentness-years-8ff53211` - HDX HAPI - Coordination & Context: National Risk - meta avg recentness years71 72## Schema73 74| Column | Type | Description | Example |75|--------|------|-------------|---------|76| `indicator_id` | `string` | Stable indicator identifier. | `hdx-hapi-coordination-context-national-risk-has-hrp-2060cdf5` |77| `indicator_name` | `string` | Human-readable indicator name. | `HDX HAPI - Coordination & Context: National Risk - has hrp` |78| `country_iso3` | `string` | ISO3 country code. | `LSO` |79| `country_name` | `string` | Country name. | `Lesotho` |80| `year` | `Int64` | Observation year. | `2025` |81| `value` | `float64` | Numeric observation value. | `1.0` |82| `unit` | `string` | Measurement unit, when available. | `source_units_unspecified` |83| `dimension_location_code` | `string` | Source dimension. | `AFG` |84| `dimension_reference_period_end` | `string` | Source dimension. | `2025-12-31` |85| `source_period_start_year` | `Int64` | First year inferred from source resource metadata. | `` |86| `source_period_end_year` | `Int64` | Last year inferred from source resource metadata. | `` |87| `source_period_label` | `string` | Human-readable period inferred from source resource metadata. | `` |88| `source_provider` | `category` | Publishing organization. | `HDX Humanitarian API Data` |89| `source_dataset` | `category` | Source package title. | `HDX HAPI - Coordination & Context: National Risk` |90| `source_resource` | `category` | Source resource title. | `Global Coordination & Context: National Risk` |91| `source_package_id` | `category` | CKAN package UUID. | `856c326d-748c-43c2-89e4-8b25098a7340` |92| `source_resource_id` | `category` | CKAN resource UUID. | `0af14f51-8db7-4131-87c9-30479054e629` |93| `source_url` | `category` | Original source resource URL. | `https://data.humdata.org/dataset/856c326d-748c-43c2-89e4-8b25098a7340/re` |94| `license_id` | `category` | Source license identifier. | `cc-by` |95| `retrieved_at` | `category` | UTC retrieval timestamp. | `2026-08-30T05:38:32Z` |96 97## Usage98 99```python100from datasets import load_dataset101 102ds = load_dataset("electricsheepafrica/africa-lesotho-hdx-hapi-coordination-context-national-risk-af34bde6")103df = ds["train"].to_pandas()104print(df.head())105```106 107### Filter to one country108 109```python110sample_country = df[df["country_iso3"] == "LSO"]111```112 113### Work with indicators114 115```python116if "indicator_id" in df.columns:117 print(df["indicator_id"].value_counts().head())118 sample = df.sort_values([c for c in ["indicator_id", "year"] if c in df.columns])119```120 121## Citation122 123```bibtex124@misc{electric_sheep_africa_africa_lesotho_hdx_hapi_coordination_context_national_risk_af34bde6_2025,125 title = {HDX HAPI - Coordination & Context: National Risk | Africa (Lesotho official open data)},126 author = {HDX Humanitarian API Data},127 year = {2025},128 url = {https://data.humdata.org/dataset/hdx-hapi-national-risk},129 publisher = {HuggingFace Datasets, repackaged by Electric Sheep Africa},130 howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-lesotho-hdx-hapi-coordination-context-national-risk-af34bde6}}131}132```133 134## License135 136Released under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/).137 138Original data (c) HDX Humanitarian API Data. When using this dataset, please cite both the139original source above and the Electric Sheep Africa repackaging.140 141## About Electric Sheep142 143Electric Sheep Africa is part of the Electric Sheep mission: a unified,144ML-ready data layer for Africa on Hugging Face. We pull data from authoritative145open sources, normalize the schemas, package as Parquet, and publish with146consistent dataset cards so researchers and developers can use `load_dataset()`147to start working in seconds.148 149Browse the full collection: [huggingface.co/electricsheepafrica](https://huggingface.co/electricsheepafrica)150 151---152 153Provenance: ingested 2026-08-30 via the Electric Sheep pipeline. Source URL:154https://data.humdata.org/dataset/856c326d-748c-43c2-89e4-8b25098a7340/resource/0af14f51-8db7-4131-87c9-30479054e629/download/hdx_hapi_national_risk_global.csv155