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electricsheepafrica/africa-kenya-distribution-statistics-for-sunscreen-and-support-products-to-persons-with-albinism

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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 - demographics - disability - population - ken pretty_name: "Kenya - Distribution statistics for Sunscreen And Support Products To Persons With Albinism" dataset_info: splits: - name: train num_examples: 168 - name: test num_examples: 42 --- # Kenya - Distribution statistics for Sunscreen And Support Products To Persons With Albinism **Publisher:** Kenya Open Data Initiative (inactive) · **Source:** [HDX](https://data.humdata.org/dataset/kenya-distribution-statistics-for-sunscreen-and-support-products-to-persons-with-albinism) · **License:** `cc-by` · **Updated:** 2024-09-13 --- ## Abstract This data shows the total number of sunscreen and support products distributed to persons with albinism (PWA's) in various counties. Each row in this dataset represents geolocated point observations. Temporal coverage is indicated by the `financial_year_ending` column(s). Geographic scope: **KEN**. *Curated into ML-ready Parquet format by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica).* --- ## Dataset Characteristics | | | |---|---| | **Domain** | Public health | | **Unit of observation** | Geolocated point observations | | **Rows (total)** | 210 | | **Columns** | 14 (9 numeric, 4 categorical, 1 datetime) | | **Train split** | 168 rows | | **Test split** | 42 rows | | **Geographic scope** | KEN | | **Publisher** | Kenya Open Data Initiative (inactive) | | **HDX last updated** | 2024-09-13 | --- ## Variables **Geographic** — `county` (Kwale, Kilifi, Bungoma), `distributed_protective_clothings_long_sleeved_t_shirts` (range 9.0–1017.0), `financial_year_ending`, `centroid_x` (range 34.212–40.7518), `centoid_y` (range -4.1157–3.4145). **Demographic** — `number_of_registered_persons_with_albinism` (range 1.0–113.0). **Identifier / Metadata** — `objectid` (range 0.0–209.0), `esa_source` (HDX), `esa_processed` (2026-04-10). **Other** — `distribution_centres_hospitals_health_centres` (Baringo District Hospital, Msulwa Dispensary, Kilome), `distibuted_sunscreen_lotions` (range 36.0–4068.0), `distributed_lip_care_products` (range 36.0–4068.0), `distributed_after_sun_lotions` (range 36.0–4068.0), `distributed_protective_clothings_caps` (range 9.0–1017.0). --- ## Quick Start ```python from datasets import load_dataset ds = load_dataset("electricsheepafrica/africa-kenya-distribution-statistics-for-sunscreen-and-support-products-to-persons-with-albinism") train = ds["train"].to_pandas() test = ds["test"].to_pandas() print(train.shape) train.head() ``` --- ## Schema | Column | Type | Null % | Range / Sample Values | |---|---|---|---| | `county` | object | 0.5% | Kwale, Kilifi, Bungoma | | `distribution_centres_hospitals_health_centres` | object | 0.5% | Baringo District Hospital, Msulwa Dispensary, Kilome | | `number_of_registered_persons_with_albinism` | float64 | 0.5% | 1.0 – 113.0 (mean 15.0861) | | `distibuted_sunscreen_lotions` | float64 | 0.5% | 36.0 – 4068.0 (mean 543.1005) | | `distributed_lip_care_products` | float64 | 0.5% | 36.0 – 4068.0 (mean 543.1005) | | `distributed_after_sun_lotions` | float64 | 0.5% | 36.0 – 4068.0 (mean 543.1005) | | `distributed_protective_clothings_caps` | float64 | 0.5% | 9.0 – 1017.0 (mean 135.7751) | | `distributed_protective_clothings_long_sleeved_t_shirts` | float64 | 0.5% | 9.0 – 1017.0 (mean 135.7751) | | `financial_year_ending` | datetime64[ns] | 0.5% | | | `centroid_x` | float64 | 0.5% | 34.212 – 40.7518 (mean 36.9347) | | `centoid_y` | float64 | 0.5% | -4.1157 – 3.4145 (mean -1.0431) | | `objectid` | int64 | 0.0% | 0.0 – 209.0 (mean 104.5) | | `esa_source` | object | 0.0% | HDX | | `esa_processed` | object | 0.0% | 2026-04-10 | --- ## Numeric Summary | Column | Min | Max | Mean | Median | |---|---|---|---|---| | `number_of_registered_persons_with_albinism` | 1.0 | 113.0 | 15.0861 | 8.0 | | `distibuted_sunscreen_lotions` | 36.0 | 4068.0 | 543.1005 | 288.0 | | `distributed_lip_care_products` | 36.0 | 4068.0 | 543.1005 | 288.0 | | `distributed_after_sun_lotions` | 36.0 | 4068.0 | 543.1005 | 288.0 | | `distributed_protective_clothings_caps` | 9.0 | 1017.0 | 135.7751 | 72.0 | | `distributed_protective_clothings_long_sleeved_t_shirts` | 9.0 | 1017.0 | 135.7751 | 72.0 | | `centroid_x` | 34.212 | 40.7518 | 36.9347 | 36.9148 | | `centoid_y` | -4.1157 | 3.4145 | -1.0431 | -0.64 | | `objectid` | 0.0 | 209.0 | 104.5 | 104.5 | --- ## 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 Kenya Open Data Initiative (inactive) 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/kenya-distribution-statistics-for-sunscreen-and-support-products-to-persons-with-albinism) for the publisher's own methodology notes and caveats. --- ## Citation ```bibtex @dataset{hdx_africa_kenya_distribution_statistics_for_sunscreen_and_support_products_to_persons_with_albinism, title = {Kenya - Distribution statistics for Sunscreen And Support Products To Persons With Albinism}, author = {Kenya Open Data Initiative (inactive)}, year = {2024}, url = {https://data.humdata.org/dataset/kenya-distribution-statistics-for-sunscreen-and-support-products-to-persons-with-albinism}, 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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electricsheepafrica
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