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electricsheepafrica/africa-ethiopia-drought-induced-displacement

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Hugging Face2026-04-10 更新2026-04-12 收录
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--- annotations_creators: - no-annotation language_creators: - found language: - en license: cc-by-4.0 multilinguality: - monolingual size_categories: - n<1K source_datasets: - original task_categories: - tabular-classification task_ids: [] tags: - africa - humanitarian - hdx - electric-sheep-africa - affected-population - drought - hxl - internally-displaced-persons-idp - eth pretty_name: "Ethiopia - Drought Induced Displacement Estimates" dataset_info: splits: - name: train num_examples: 172 - name: test num_examples: 43 --- # Ethiopia - Drought Induced Displacement Estimates **Publisher:** OCHA Ethiopia · **Source:** [HDX](https://data.humdata.org/dataset/ethiopia-drought-induced-displacement) · **License:** `cc-by` · **Updated:** 2025-10-24 --- ## Abstract The dataset contains the number of newly displaced persons by Woreda due to the current drought in Ethiopia. It does not include protracted IDPs (people displaced due to previous droughts). Each row in this dataset represents subnational administrative unit observations. Data was last updated on HDX on 2025-10-24. Geographic scope: **ETH**. *Curated into ML-ready Parquet format by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica).* --- ## Dataset Characteristics | | | |---|---| | **Domain** | Natural hazards and disaster risk | | **Unit of observation** | Subnational administrative unit observations | | **Rows (total)** | 216 | | **Columns** | 9 (1 numeric, 8 categorical, 0 datetime) | | **Train split** | 172 rows | | **Test split** | 43 rows | | **Geographic scope** | ETH | | **Publisher** | OCHA Ethiopia | | **HDX last updated** | 2025-10-24 | --- ## Variables **Geographic** — `region` (Somali, Oromia, Afar), `region_p_code` (ET05, ET04, ET02), `zone` (Nogob, Shabelle, Doolo), `zone_p_code` (ET0510, ET0506, ET0507), `woreda` (Dugda Dawa, Adadle, Garbo) and 1 others. **Identifier / Metadata** — `idp_estimates` (range 180.0–41868.0), `esa_source` (HDX), `esa_processed` (2026-04-10). --- ## Quick Start ```python from datasets import load_dataset ds = load_dataset("electricsheepafrica/africa-ethiopia-drought-induced-displacement") train = ds["train"].to_pandas() test = ds["test"].to_pandas() print(train.shape) train.head() ``` --- ## Schema | Column | Type | Null % | Range / Sample Values | |---|---|---|---| | `region` | object | 0.5% | Somali, Oromia, Afar | | `region_p_code` | object | 0.5% | ET05, ET04, ET02 | | `zone` | object | 0.5% | Nogob, Shabelle, Doolo | | `zone_p_code` | object | 0.5% | ET0510, ET0506, ET0507 | | `woreda` | object | 0.9% | Dugda Dawa, Adadle, Garbo | | `woreda_p_code` | object | 0.5% | ET041515, ET050602, ET051003 | | `idp_estimates` | float64 | 0.5% | 180.0 – 41868.0 (mean 2401.2512) | | `esa_source` | object | 0.0% | HDX | | `esa_processed` | object | 0.0% | 2026-04-10 | --- ## Numeric Summary | Column | Min | Max | Mean | Median | |---|---|---|---|---| | `idp_estimates` | 180.0 | 41868.0 | 2401.2512 | 1152.0 | --- ## Curation Raw data was downloaded from HDX via the CKAN API and converted to Parquet. Column names were lowercased and standardised to snake_case. Common missing-value markers (`N/A`, `null`, `none`, `-`, `unknown`, `no data`, `#N/A`) were unified to `NaN`. 1 column(s) were cast from string to numeric or datetime based on parse-success rate (>85% threshold). The dataset was split 80/20 into train and test partitions using a fixed random seed (42) and saved as Snappy-compressed Parquet. --- ## Limitations - Data originates from OCHA Ethiopia and has not been independently validated by ESA. - Automated cleaning cannot correct for misreported values, definitional inconsistencies, or sampling bias in the original collection. - Refer to the [original HDX dataset page](https://data.humdata.org/dataset/ethiopia-drought-induced-displacement) for the publisher's own methodology notes and caveats. --- ## Citation ```bibtex @dataset{hdx_africa_ethiopia_drought_induced_displacement, title = {Ethiopia - Drought Induced Displacement Estimates}, author = {OCHA Ethiopia}, year = {2025}, url = {https://data.humdata.org/dataset/ethiopia-drought-induced-displacement}, note = {Repackaged for machine learning by Electric Sheep Africa (https://huggingface.co/electricsheepafrica)} } ``` --- *[Electric Sheep Africa](https://huggingface.co/electricsheepafrica) — Africa's ML dataset infrastructure. Lagos, Nigeria.*
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