electricsheepafrica/africa-world-bank-economy-and-growth-indicators-for-guinea-bissau

--- annotations_creators: - no-annotation language_creators: - found language: - en license: cc-by-4.0 multilinguality: - monolingual size_categories: - 1K<n<10K source_datasets: - original task_categories: - tabular-regression task_ids: [] tags: - africa - humanitarian - hdx - electric-sheep-africa - economics - indicators - gnb pretty_name: "Guinea-Bissau - Economy and Growth" dataset_info: splits: - name: train num_examples: 7459 - name: test num_examples: 1864 --- # Guinea-Bissau - Economy and Growth **Publisher:** World Bank Group · **Source:** [HDX](https://data.humdata.org/dataset/world-bank-economy-and-growth-indicators-for-guinea-bissau) · **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-guinea-bissau) 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: **GNB**. *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)** | 9,324 | | **Columns** | 8 (2 numeric, 6 categorical, 0 datetime) | | **Train split** | 7,459 rows | | **Test split** | 1,864 rows | | **Geographic scope** | GNB | | **Publisher** | World Bank Group | | **HDX last updated** | 2026-03-27 | --- ## Variables **Geographic** — `country_name` (Guinea-Bissau), `country_iso3` (GNB), `year` (range 1960.0–2024.0). **Outcome / Measurement** — `value` (range -243192214900.0–1548385380600.0). **Identifier / Metadata** — `indicator_name` (DEC alternative conversion factor (LCU per US$), Net official development assistance received (current US$), Net ODA received per capita (current US$)), `indicator_code` (PA.NUS.ATLS, DT.ODA.ODAT.CD, DT.ODA.ODAT.PC.ZS), `esa_source` (HDX), `esa_processed` (2026-04-10). --- ## Quick Start ```python from datasets import load_dataset ds = load_dataset("electricsheepafrica/africa-world-bank-economy-and-growth-indicators-for-guinea-bissau") train = ds["train"].to_pandas() test = ds["test"].to_pandas() print(train.shape) train.head() ``` --- ## Schema | Column | Type | Null % | Range / Sample Values | |---|---|---|---| | `country_name` | object | 0.0% | Guinea-Bissau | | `country_iso3` | object | 0.0% | GNB | | `year` | int64 | 0.0% | 1960.0 – 2024.0 (mean 2002.0409) | | `indicator_name` | object | 0.0% | DEC alternative conversion factor (LCU per US$), Net official development assistance received (current US$), Net ODA received per capita (current US$) | | `indicator_code` | object | 0.0% | PA.NUS.ATLS, DT.ODA.ODAT.CD, DT.ODA.ODAT.PC.ZS | | `value` | float64 | 0.0% | -243192214900.0 – 1548385380600.0 (mean 38257390686.6312) | | `esa_source` | object | 0.0% | HDX | | `esa_processed` | object | 0.0% | 2026-04-10 | --- ## Numeric Summary | Column | Min | Max | Mean | Median | |---|---|---|---|---| | `year` | 1960.0 | 2024.0 | 2002.0409 | 2004.0 | | `value` | -243192214900.0 | 1548385380600.0 | 38257390686.6312 | 340296.3683 | --- ## 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-guinea-bissau) for the publisher's own methodology notes and caveats. --- ## Citation ```bibtex @dataset{hdx_africa_world_bank_economy_and_growth_indicators_for_guinea_bissau, title = {Guinea-Bissau - Economy and Growth}, author = {World Bank Group}, year = {2026}, url = {https://data.humdata.org/dataset/world-bank-economy-and-growth-indicators-for-guinea-bissau}, 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: - 爬取获取 language: - 英语 license: cc-by-4.0 multilinguality: - 单语言 size_categories: - 1000<n<10000 source_datasets: - 原始数据集 task_categories: - 表格回归 task_ids: [] tags: - 非洲 - 人道主义 - HDX（Humanitarian Data Exchange） - electric-sheep-africa - 经济学 - 指标 - GNB pretty_name: "几内亚比绍——经济与增长" dataset_info: splits: - name: train num_examples: 7459 - name: test num_examples: 1864 # 几内亚比绍——经济与增长 **发布方：** 世界银行集团 · **来源：** [HDX（Humanitarian Data Exchange）](https://data.humdata.org/dataset/world-bank-economy-and-growth-indicators-for-guinea-bissau) · **许可协议：** `cc-by` · **最后更新：** 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/)的公开数据。HDX（Humanitarian Data Exchange）平台上另有一份[整合型国家数据集](https://data.humdata.org/dataset/world-bank-combined-indicators-for-guinea-bissau)。 经济增长是经济发展的核心议题。当国民收入增长时，普通民众将从中获益。尽管目前尚无公认的经济增长刺激方案，但数据可帮助政策制定者更好地了解本国经济状况，为改善经济的相关工作提供指引。本数据集涵盖经济增长相关指标，例如国内生产总值（GDP，Gross Domestic Product）与国民总收入（GNI，Gross National Income）。同时还包含与经济增长密切相关的各类影响因素指标，如资本存量、就业、投资、储蓄、消费、政府支出、进口与出口。 本数据集的每一行均代表国家级汇总数据。HDX平台上该数据集的最后更新时间为2026-03-27。地理覆盖范围：**GNB**。 *本数据集已由[Electric Sheep Africa](https://huggingface.co/electricsheepafrica)整理为可供机器学习直接使用的Parquet（列存格式）格式。* --- ## 数据集特征 | | | |---|---| | **领域** | 人道主义与发展数据 | | **观测单元** | 国家级汇总数据 | | **总行数** | 9,324 | | **列数** | 8（2个数值型，6个分类型，0个日期时间型） | | **训练集划分** | 7,459条数据 | | **测试集划分** | 1,864条数据 | | **地理覆盖范围** | GNB | | **发布方** | 世界银行集团 | | **HDX最后更新时间** | 2026-03-27 | --- ## 变量说明 **地理类变量** — `country_name`（国家名称：几内亚比绍）、`country_iso3`（国家ISO 3代码：GNB）、`year`（年份：范围1960.0–2024.0）。 **结果/测量类变量** — `value`（指标数值：范围-243192214900.0–1548385380600.0）。 **标识符/元数据类变量** — `indicator_name`（指标名称：DEC替代转换系数（当地货币单位/美元）、官方发展援助净流入（当前美元计价）、人均官方发展援助净流入（当前美元计价））、`indicator_code`（指标代码：PA.NUS.ATLS、DT.ODA.ODAT.CD、DT.ODA.ODAT.PC.ZS）、`esa_source`（数据来源：HDX）、`esa_processed`（数据处理时间：2026-04-10）。 --- ## 快速上手 python from datasets import load_dataset ds = load_dataset("electricsheepafrica/africa-world-bank-economy-and-growth-indicators-for-guinea-bissau") 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 | 空值占比 | 取值范围/示例值 | |---|---|---|---| | `country_name` | 字符串（object） | 0.0% | 几内亚比绍 | | `country_iso3` | 字符串（object） | 0.0% | GNB | | `year` | 64位整数（int64） | 0.0% | 1960.0 – 2024.0（均值2002.0409） | | `indicator_name` | 字符串（object） | 0.0% | DEC替代转换系数（当地货币单位/美元）、官方发展援助净流入（当前美元计价）、人均官方发展援助净流入（当前美元计价） | | `indicator_code` | 字符串（object） | 0.0% | PA.NUS.ATLS、DT.ODA.ODAT.CD、DT.ODA.ODAT.PC.ZS | | `value` | 64位浮点数（float64） | 0.0% | -243192214900.0 – 1548385380600.0（均值38257390686.6312） | | `esa_source` | 字符串（object） | 0.0% | HDX | | `esa_processed` | 字符串（object） | 0.0% | 2026-04-10 | --- ## 数值型变量统计摘要 | 列名 | 最小值 | 最大值 | 均值 | 中位数 | |---|---|---|---|---| | `year` | 1960.0 | 2024.0 | 2002.0409 | 2004.0 | | `value` | -243192214900.0 | 1548385380600.0 | 38257390686.6312 | 340296.3683 | --- ## 数据整理流程 原始数据通过CKAN API（CKAN应用程序编程接口）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（snake_case）。将常见缺失值标记（`N/A`、`null`、`none`、`-`、`unknown`、`no data`、`#N/A`）统一替换为`NaN`。本数据集以固定随机种子（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文件。 --- ## 数据集局限性 - 本数据集源自世界银行集团，未由Electric Sheep Africa进行独立验证。 - 自动化清洗流程无法修正原始数据采集阶段的错报值、定义不一致问题或抽样偏差。 - 如需了解发布方官方的方法论说明与注意事项，请参阅[原始HDX数据集页面](https://data.humdata.org/dataset/world-bank-economy-and-growth-indicators-for-guinea-bissau)。 --- ## 引用格式 bibtex @dataset{hdx_africa_world_bank_economy_and_growth_indicators_for_guinea_bissau, title = {几内亚比绍——经济与增长}, author = {世界银行集团}, year = {2026}, url = {https://data.humdata.org/dataset/world-bank-economy-and-growth-indicators-for-guinea-bissau}, note = {由Electric Sheep Africa（https://huggingface.co/electricsheepafrica）重新打包以适配机器学习场景} } --- *[Electric Sheep Africa](https://huggingface.co/electricsheepafrica) — 非洲机器学习数据集基础设施。尼日利亚拉各斯。*