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electricsheepafrica/africa-national-registered-deaths-by-major-causes-2010-2013

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Hugging Face2026-04-07 更新2026-04-12 收录
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--- annotations_creators: - no-annotation language_creators: - found language: - en license: other multilinguality: - monolingual size_categories: - n<1K source_datasets: - original task_categories: - tabular-classification task_ids: [] tags: - africa - humanitarian - hdx - electric-sheep-africa - fatalities - health - ken pretty_name: "National Registered Deaths by Major Causes: 2010 – 2013" dataset_info: splits: - name: train num_examples: 8 - name: test num_examples: 2 --- # National Registered Deaths by Major Causes: 2010 – 2013 **Publisher:** Kenya National Bureau of Statistics (inactive) · **Source:** [HDX](https://data.humdata.org/dataset/national-registered-deaths-by-major-causes-2010-2013) · **License:** `other-pd-nr` · **Updated:** 2025-02-06 --- ## Abstract The dataset shows the Nationally Registered Deaths by Major Causes: 2010 – 2013 in kenya as reported by the Kenya National Bureau of statistics Each row in this dataset represents tabular records. Data was last updated on HDX on 2025-02-06. 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** | Tabular records | | **Rows (total)** | 11 | | **Columns** | 7 (4 numeric, 3 categorical, 0 datetime) | | **Train split** | 8 rows | | **Test split** | 2 rows | | **Geographic scope** | KEN | | **Publisher** | Kenya National Bureau of Statistics (inactive) | | **HDX last updated** | 2025-02-06 | --- ## Variables **Identifier / Metadata** — `esa_source` (HDX), `esa_processed` (2026-04-07). **Other** — `cause` (AIDS, Anaemia, Cancer), `2010` (range 3757.0–70389.0), `2011` (range 4382.0–73425.0), `2012` (range 4480.0–79228.0), `2013` (range 4265.0–84539.0). --- ## Quick Start ```python from datasets import load_dataset ds = load_dataset("electricsheepafrica/africa-national-registered-deaths-by-major-causes-2010-2013") train = ds["train"].to_pandas() test = ds["test"].to_pandas() print(train.shape) train.head() ``` --- ## Schema | Column | Type | Null % | Range / Sample Values | |---|---|---|---| | `cause` | object | 0.0% | AIDS, Anaemia, Cancer | | `2010` | int64 | 0.0% | 3757.0 – 70389.0 (mean 16827.2727) | | `2011` | int64 | 0.0% | 4382.0 – 73425.0 (mean 16604.7273) | | `2012` | int64 | 0.0% | 4480.0 – 79228.0 (mean 17073.7273) | | `2013` | int64 | 0.0% | 4265.0 – 84539.0 (mean 17666.5455) | | `esa_source` | object | 0.0% | HDX | | `esa_processed` | object | 0.0% | 2026-04-07 | --- ## Numeric Summary | Column | Min | Max | Mean | Median | |---|---|---|---|---| | `2010` | 3757.0 | 70389.0 | 16827.2727 | 11712.0 | | `2011` | 4382.0 | 73425.0 | 16604.7273 | 11149.0 | | `2012` | 4480.0 | 79228.0 | 17073.7273 | 10611.0 | | `2013` | 4265.0 | 84539.0 | 17666.5455 | 11186.0 | --- ## 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`. 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 National Bureau of Statistics (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/national-registered-deaths-by-major-causes-2010-2013) for the publisher's own methodology notes and caveats. --- ## Citation ```bibtex @dataset{hdx_africa_national_registered_deaths_by_major_causes_2010_2013, title = {National Registered Deaths by Major Causes: 2010 – 2013}, author = {Kenya National Bureau of Statistics (inactive)}, year = {2025}, url = {https://data.humdata.org/dataset/national-registered-deaths-by-major-causes-2010-2013}, 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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