electricsheepafrica/africa-world-bank-economy-and-growth-indicators-for-egypt-arab-rep
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--- annotations_creators: - no-annotation language_creators: - found language: - en license: cc-by-4.0 multilinguality: - monolingual size_categories: - 10K<n<100K source_datasets: - original task_categories: - tabular-regression task_ids: [] tags: - africa - humanitarian - hdx - electric-sheep-africa - economics - indicators - egy pretty_name: "Egypt, Arab Rep. - Economy and Growth" dataset_info: splits: - name: train num_examples: 10595 - name: test num_examples: 2648 --- # Egypt, Arab Rep. - Economy and Growth **Publisher:** World Bank Group · **Source:** [HDX](https://data.humdata.org/dataset/world-bank-economy-and-growth-indicators-for-egypt-arab-rep) · **License:** `cc-by` · **Updated:** 2026-03-27 --- ## Abstract Contains data from the World Bank's [data portal](http://data.worldbank.org/). There is also a [consolidated country dataset](https://data.humdata.org/dataset/world-bank-combined-indicators-for-egypt-arab-rep) on HDX. Economic growth is central to economic development. When national income grows, real people benefit. While there is no known formula for stimulating economic growth, data can help policy-makers better understand their countries' economic situations and guide any work toward improvement. Data here covers measures of economic growth, such as gross domestic product (GDP) and gross national income (GNI). It also includes indicators representing factors known to be relevant to economic growth, such as capital stock, employment, investment, savings, consumption, government spending, imports, and exports. Each row in this dataset represents country-level aggregates. Data was last updated on HDX on 2026-03-27. Geographic scope: **EGY**. *Curated into ML-ready Parquet format by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica).* --- ## Dataset Characteristics | | | |---|---| | **Domain** | Humanitarian and development data | | **Unit of observation** | Country-level aggregates | | **Rows (total)** | 13,244 | | **Columns** | 8 (2 numeric, 6 categorical, 0 datetime) | | **Train split** | 10,595 rows | | **Test split** | 2,648 rows | | **Geographic scope** | EGY | | **Publisher** | World Bank Group | | **HDX last updated** | 2026-03-27 | --- ## Variables **Geographic** — `country_name` (Egypt, Arab Rep.), `country_iso3` (EGY), `year` (range 1960.0–2024.0). **Outcome / Measurement** — `value` (range -952090000000.0–14854710000000.0). **Identifier / Metadata** — `indicator_name` (Households and NPISHs Final consumption expenditure (constant LCU), Services, value added (% of GDP), Gross national expenditure deflator (base year varies by country)), `indicator_code` (NE.CON.PRVT.KN, NV.SRV.TOTL.ZS, NE.DAB.DEFL.ZS), `esa_source` (HDX), `esa_processed` (2026-04-14). --- ## Quick Start ```python from datasets import load_dataset ds = load_dataset("electricsheepafrica/africa-world-bank-economy-and-growth-indicators-for-egypt-arab-rep") train = ds["train"].to_pandas() test = ds["test"].to_pandas() print(train.shape) train.head() ``` --- ## Schema | Column | Type | Null % | Range / Sample Values | |---|---|---|---| | `country_name` | object | 0.0% | Egypt, Arab Rep. | | `country_iso3` | object | 0.0% | EGY | | `year` | int64 | 0.0% | 1960.0 – 2024.0 (mean 1995.8523) | | `indicator_name` | object | 0.0% | Households and NPISHs Final consumption expenditure (constant LCU), Services, value added (% of GDP), Gross national expenditure deflator (base year varies by country) | | `indicator_code` | object | 0.0% | NE.CON.PRVT.KN, NV.SRV.TOTL.ZS, NE.DAB.DEFL.ZS | | `value` | float64 | 0.0% | -952090000000.0 – 14854710000000.0 (mean 217496639413.1005) | | `esa_source` | object | 0.0% | HDX | | `esa_processed` | object | 0.0% | 2026-04-14 | --- ## Numeric Summary | Column | Min | Max | Mean | Median | |---|---|---|---|---| | `year` | 1960.0 | 2024.0 | 1995.8523 | 1997.0 | | `value` | -952090000000.0 | 14854710000000.0 | 217496639413.1005 | 221846341.5059 | --- ## 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 World Bank Group 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/world-bank-economy-and-growth-indicators-for-egypt-arab-rep) for the publisher's own methodology notes and caveats. --- ## Citation ```bibtex @dataset{hdx_africa_world_bank_economy_and_growth_indicators_for_egypt_arab_rep, title = {Egypt, Arab Rep. - Economy and Growth}, author = {World Bank Group}, year = {2026}, url = {https://data.humdata.org/dataset/world-bank-economy-and-growth-indicators-for-egypt-arab-rep}, 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: - 无注释 language_creators: - 公开获取 language: - 英语 license: CC BY 4.0 multilinguality: - 单语言 size_categories: - 10000 < 样本量 < 100000 source_datasets: - 原创数据集 task_categories: - 表格回归（tabular-regression） task_ids: - 无 tags: - 非洲 - 人道主义 - HDX - Electric Sheep Africa - 经济学 - 经济指标 - EGY pretty_name: "埃及阿拉伯共和国——经济与增长" dataset_info: splits: - name: train num_examples: 10595 - name: test num_examples: 2648 # 埃及阿拉伯共和国——经济与增长 **发布方：** 世界银行集团 · **数据源：** [HDX（人道主义数据交换平台）](https://data.humdata.org/dataset/world-bank-economy-and-growth-indicators-for-egypt-arab-rep) · **许可协议：** `cc-by` · **最后更新时间：** 2026-03-27 --- ## 摘要 本数据集包含来自世界银行[数据门户](http://data.worldbank.org/)的相关数据。此外，HDX平台上还提供了[整合版国家数据集](https://data.humdata.org/dataset/world-bank-combined-indicators-for-egypt-arab-rep)。 经济增长是经济发展的核心要义。当国民收入增长时，民众将切实获益。尽管目前尚无公认的刺激经济增长的普适公式，但数据能够帮助政策制定者更好地了解本国经济状况，为后续的经济优化工作提供指引。本数据集涵盖经济增长相关衡量指标，如国内生产总值（Gross Domestic Product, GDP）和国民总收入（Gross National Income, GNI）；同时包含与经济增长相关的各类影响因素指标，例如资本存量、就业、投资、储蓄、消费、政府支出、进口与出口等。 本数据集的每一行均代表国家级聚合数据。HDX平台上的该数据集最后更新时间为2026-03-27。地理覆盖范围：**EGY**。 *本数据集已由[Electric Sheep Africa（电羊非洲团队）](https://huggingface.co/electricsheepafrica)整理为适合机器学习使用的Parquet格式。* --- ## 数据集特征 | | | |---|---| | **领域** | 人道主义与发展数据 | | **观测单元** | 国家级聚合数据 | | **总行数** | 13244 | | **列数** | 8（其中数值型2列，分类型6列，日期型0列） | | **训练集划分** | 10595行 | | **测试集划分** | 2648行 | | **地理覆盖范围** | EGY | | **发布方** | 世界银行集团 | | **HDX最后更新时间** | 2026-03-27 | --- ## 变量 **地理类字段**：`country_name`（国家名称：埃及阿拉伯共和国）、`country_iso3`（国家ISO3代码：EGY）、`year`（年份，取值范围1960.0–2024.0）。 **结果/测量类字段**：`value`（指标数值，取值范围-952090000000.0–14854710000000.0）。 **标识符/元数据类字段**：`indicator_name`（指标名称：住户与非营利机构最终消费支出（不变当地货币单位）、服务业增加值（占GDP百分比）、国民支出平减指数（基准年份因国家而异）），`indicator_code`（指标代码：NE.CON.PRVT.KN、NV.SRV.TOTL.ZS、NE.DAB.DEFL.ZS），`esa_source`（数据来源：HDX），`esa_processed`（数据处理时间：2026-04-14）。 --- ## 快速上手 python from datasets import load_dataset ds = load_dataset("electricsheepafrica/africa-world-bank-economy-and-growth-indicators-for-egypt-arab-rep") train = ds["train"].to_pandas() test = ds["test"].to_pandas() print(train.shape) train.head() --- ## 数据结构 | 列名 | 数据类型 | 缺失率 | 取值范围/示例值 | |---|---|---|---| | `country_name` | 字符串型 | 0.0% | 埃及阿拉伯共和国 | | `country_iso3` | 字符串型 | 0.0% | EGY | | `year` | 64位整型 | 0.0% | 1960.0 – 2024.0（均值1995.8523） | | `indicator_name` | 字符串型 | 0.0% | 住户与非营利机构最终消费支出（不变当地货币单位）、服务业增加值（占GDP百分比）、国民支出平减指数（基准年份因国家而异） | | `indicator_code` | 字符串型 | 0.0% | NE.CON.PRVT.KN、NV.SRV.TOTL.ZS、NE.DAB.DEFL.ZS | | `value` | 64位浮点型 | 0.0% | -952090000000.0 – 14854710000000.0（均值217496639413.1005） | | `esa_source` | 字符串型 | 0.0% | HDX | | `esa_processed` | 字符串型 | 0.0% | 2026-04-14 | --- ## 数值型字段统计 | 列名 | 最小值 | 最大值 | 均值 | 中位数 | |---|---|---|---|---| | `year` | 1960.0 | 2024.0 | 1995.8523 | 1997.0 | | `value` | -952090000000.0 | 14854710000000.0 | 217496639413.1005 | 221846341.5059 | --- ## 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规范化为蛇形命名法（snake_case）。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）按照80/20的比例划分为训练集与测试集，并以Snappy压缩格式的Parquet文件存储。 --- ## 数据集局限性 - 本数据集源自世界银行集团，未经过Electric Sheep Africa的独立验证。 - 自动化清洗流程无法修正原始数据采集阶段存在的错报值、定义不一致或抽样偏差问题。 - 如需查看发布方提供的官方方法论说明与免责声明，请参阅[原始HDX数据集页面](https://data.humdata.org/dataset/world-bank-economy-and-growth-indicators-for-egypt-arab-rep)。 --- ## 引用格式 bibtex @dataset{hdx_africa_world_bank_economy_and_growth_indicators_for_egypt_arab_rep, title = {Egypt, Arab Rep. - Economy and Growth}, author = {World Bank Group}, year = {2026}, url = {https://data.humdata.org/dataset/world-bank-economy-and-growth-indicators-for-egypt-arab-rep}, note = {Repackaged for machine learning by Electric Sheep Africa (https://huggingface.co/electricsheepafrica)} } --- *[Electric Sheep Africa（电羊非洲团队）](https://huggingface.co/electricsheepafrica) — 非洲的机器学习数据集基础设施。尼日利亚拉各斯。*
