electricsheepafrica/africa-fully-immunization-coverage-rate-for-children-under-1-year-per-county-in-kenya-2011-2013
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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 - tabular-regression task_ids: [] tags: - africa - humanitarian - hdx - electric-sheep-africa - health - vaccination-immunization - ken pretty_name: "Fully Immunization coverage rate for children under 1 year per county in kenya (2011-2013)" dataset_info: splits: - name: train num_examples: 37 - name: test num_examples: 9 --- # Fully Immunization coverage rate for children under 1 year per county in kenya (2011-2013) **Publisher:** Kenya National Bureau of Statistics (inactive) · **Source:** [HDX](https://data.humdata.org/dataset/fully-immunization-coverage-rate-for-children-under-1-year-per-county-in-kenya-2011-2013) · **License:** `cc-by-igo` · **Updated:** 2025-02-06 --- ## Abstract The dataset shows the rate of full immunization for children under the age of 1 Year in kenya per county 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)** | 47 | | **Columns** | 6 (3 numeric, 3 categorical, 0 datetime) | | **Train split** | 37 rows | | **Test split** | 9 rows | | **Geographic scope** | KEN | | **Publisher** | Kenya National Bureau of Statistics (inactive) | | **HDX last updated** | 2025-02-06 | --- ## Variables **Geographic** — `county` (Baringo, Nyeri, Migori). **Identifier / Metadata** — `esa_source` (HDX), `esa_processed` (2026-04-09). **Other** — `2011` (range 47.1949–213.0745), `2012` (range 42.023–170.4448), `2013` (range 48.443–139.6213). --- ## Quick Start ```python from datasets import load_dataset ds = load_dataset("electricsheepafrica/africa-fully-immunization-coverage-rate-for-children-under-1-year-per-county-in-kenya-2011-2013") train = ds["train"].to_pandas() test = ds["test"].to_pandas() print(train.shape) train.head() ``` --- ## Schema | Column | Type | Null % | Range / Sample Values | |---|---|---|---| | `county` | object | 0.0% | Baringo, Nyeri, Migori | | `2011` | float64 | 0.0% | 47.1949 – 213.0745 (mean 84.8188) | | `2012` | float64 | 0.0% | 42.023 – 170.4448 (mean 83.6084) | | `2013` | float64 | 0.0% | 48.443 – 139.6213 (mean 76.9025) | | `esa_source` | object | 0.0% | HDX | | `esa_processed` | object | 0.0% | 2026-04-09 | --- ## Numeric Summary | Column | Min | Max | Mean | Median | |---|---|---|---|---| | `2011` | 47.1949 | 213.0745 | 84.8188 | 83.6183 | | `2012` | 42.023 | 170.4448 | 83.6084 | 82.7932 | | `2013` | 48.443 | 139.6213 | 76.9025 | 76.6489 | --- ## 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/fully-immunization-coverage-rate-for-children-under-1-year-per-county-in-kenya-2011-2013) for the publisher's own methodology notes and caveats. --- ## Citation ```bibtex @dataset{hdx_africa_fully_immunization_coverage_rate_for_children_under_1_year_per_county_in_kenya_2011_2013, title = {Fully Immunization coverage rate for children under 1 year per county in kenya (2011-2013)}, author = {Kenya National Bureau of Statistics (inactive)}, year = {2025}, url = {https://data.humdata.org/dataset/fully-immunization-coverage-rate-for-children-under-1-year-per-county-in-kenya-2011-2013}, 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.*
annotations_creators: - 无标注 language_creators: - 公开获取 language: - 英语 license: CC-BY-4.0 multilinguality: - 单语言 size_categories: - 数据规模小于1000 source_datasets: - 原创数据集 task_categories: - 表格分类 - 表格 regression task_ids: [] tags: - 非洲 - 人道主义 - HDX - Electric Sheep Africa - 健康 - 疫苗接种免疫 - KEN pretty_name: "肯尼亚各郡1岁以下儿童完全免疫覆盖率（2011-2013年）" dataset_info: splits: - name: 训练集 num_examples: 37 - name: 测试集 num_examples: 9 --- # 肯尼亚各郡1岁以下儿童完全免疫覆盖率（2011-2013年） **发布方：** 肯尼亚国家统计局（已停用） · **来源：** [HDX（人道主义数据交换平台）](https://data.humdata.org/dataset/fully-immunization-coverage-rate-for-children-under-1-year-per-county-in-kenya-2011-2013) · **许可协议：** `cc-by-igo` · **最后更新：** 2025-02-06 --- ## 摘要 本数据集展示了肯尼亚各郡1岁以下儿童的完全免疫接种率。数据集中每一行均为表格记录。数据最近一次在HDX平台的更新时间为2025-02-06。地理覆盖范围：**KEN**。 本数据集已由[Electric Sheep Africa](https://huggingface.co/electricsheepafrica)整理为适用于机器学习的Parquet格式。 --- ## 数据集特征 | | | |---|---| | **领域** | 公共卫生 | | **观测单元** | 表格记录 | | **总行数** | 47 | | **列数** | 6（3个数值型、3个分类型、0个日期时间型） | | **训练集拆分** | 37条 | | **测试集拆分** | 9条 | | **地理覆盖范围** | KEN | | **发布方** | 肯尼亚国家统计局（已停用） | | **HDX最后更新时间** | 2025-02-06 | --- ## 变量 **地理信息** — `county`（巴林戈郡、涅里郡、米戈里郡）。 **标识符/元数据** — `esa_source`（HDX）、`esa_processed`（2026-04-09）。 **其他字段** — `2011`（取值范围47.1949–213.0745）、`2012`（取值范围42.023–170.4448）、`2013`（取值范围48.443–139.6213）。 --- ## 快速开始 python from datasets import load_dataset ds = load_dataset("electricsheepafrica/africa-fully-immunization-coverage-rate-for-children-under-1-year-per-county-in-kenya-2011-2013") train = ds["train"].to_pandas() test = ds["test"].to_pandas() print(train.shape) train.head() --- ## 数据模式 | 列名 | 数据类型 | 缺失率 | 取值范围/示例值 | |---|---|---|---| | `county` | 字符串型 | 0.0% | 巴林戈郡、涅里郡、米戈里郡 | | `2011` | 浮点型 | 0.0% | 47.1949 – 213.0745（均值84.8188） | | `2012` | 浮点型 | 0.0% | 42.023 – 170.4448（均值83.6084） | | `2013` | 浮点型 | 0.0% | 48.443 – 139.6213（均值76.9025） | | `esa_source` | 字符串型 | 0.0% | HDX | | `esa_processed` | 字符串型 | 0.0% | 2026-04-09 | --- ## 数值统计摘要 | 列名 | 最小值 | 最大值 | 均值 | 中位数 | |---|---|---|---|---| | `2011` | 47.1949 | 213.0745 | 84.8188 | 83.6183 | | `2012` | 42.023 | 170.4448 | 83.6084 | 82.7932 | | `2013` | 48.443 | 139.6213 | 76.9025 | 76.6489 | --- ## 数据整理流程 原始数据通过CKAN API从HDX平台下载，并转换为Parquet格式。列名统一转换为小写并标准化为蛇形命名法。将常见的缺失值标记（`N/A`、`null`、`none`、`-`、`unknown`、`no data`、`#N/A`）统一替换为`NaN`。本数据集采用固定随机种子（42）按80/20比例划分为训练集与测试集，并保存为Snappy压缩的Parquet格式。 --- ## 局限性 - 数据源自肯尼亚国家统计局（已停用），未经过Electric Sheep Africa的独立验证。 - 自动化清洗无法修正原始数据收集中的错报值、定义不一致或抽样偏差问题。 - 请参阅[原始HDX数据集页面](https://data.humdata.org/dataset/fully-immunization-coverage-rate-for-children-under-1-year-per-county-in-kenya-2011-2013)获取发布者提供的方法说明与注意事项。 --- ## 引用 bibtex @dataset{hdx_africa_fully_immunization_coverage_rate_for_children_under_1_year_per_county_in_kenya_2011_2013, title = {Fully Immunization coverage rate for children under 1 year per county in kenya (2011-2013)}, author = {Kenya National Bureau of Statistics (inactive)}, year = {2025}, url = {https://data.humdata.org/dataset/fully-immunization-coverage-rate-for-children-under-1-year-per-county-in-kenya-2011-2013}, note = {Repackaged for machine learning by Electric Sheep Africa (https://huggingface.co/electricsheepafrica)} } --- *[Electric Sheep Africa](https://huggingface.co/electricsheepafrica)——非洲机器学习数据集基础设施服务商，总部位于尼日利亚拉各斯。*
