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README.md

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+---
+license: cc-by-4.0
+language:
+- en
+task_categories:
+- tabular-regression
+- time-series-forecasting
+multilinguality: monolingual
+size_categories:
+- 1K<n<10K
+tags:
+- tabular
+- csv
+- africa
+- madagascar
+- official-statistics
+- open-data
+configs:
+- config_name: default
+  data_files:
+  - split: train
+    path: data/train-00000-of-00001.parquet
+pretty_name: "Madagascar - Climate Change | Africa (Madagascar official open data)"
+---
+
+# Madagascar - Climate Change | Africa (Madagascar official open data)
+
+1,561 rows - 1 Africa country - 1960-2025 - Repackaged by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)
+
+![rows](https://img.shields.io/badge/rows-1561-blue)
+![countries](https://img.shields.io/badge/countries-1-green)
+![years](https://img.shields.io/badge/years-1960-2025-orange)
+![indicators](https://img.shields.io/badge/indicators-1-purple)
+![license](https://img.shields.io/badge/license-cc-by-4.0-lightgrey)
+
+## TL;DR
+
+This dataset packages one official `CSV` resource from **Madagascar** as
+ML-ready Parquet. The source file is the provenance boundary; all usable
+indicators or tabular columns from the resource stay together in this repo.
+
+## About the source
+
+- **Source:** [Madagascar - Climate Change](https://data.humdata.org/dataset/world-bank-climate-change-indicators-for-madagascar)
+- **Publisher:** World Bank Group
+- **Resource:** [Climate Change Indicators for Madagascar](https://data.humdata.org/dataset/26d0f268-a44f-4b46-8de8-64ec5fb84eee/resource/a17265e8-3d35-483e-ac7a-57d7c19827a9/download/climate-change_mdg.csv)
+- **Format:** `CSV`
+- **License:** [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/)
+- **Packaging mode:** `indicator_long`
+
+## Geographic coverage
+
+1 Africa country:
+
+| Country | Rows | First year | Last year | Name |
+|---------|-----:|-----------:|----------:|------|
+| `MDG` | 1,561 | 1960 | 2025 | `Madagascar` |
+
+## Indicators or Resource Contents
+
+- `madagascar-climate-change-098d8ce2` - Madagascar - Climate Change
+
+## Schema
+
+| Column | Type | Description | Example |
+|--------|------|-------------|---------|
+| `indicator_id` | `string` | Stable indicator identifier. | `madagascar-climate-change-098d8ce2` |
+| `indicator_name` | `string` | Human-readable indicator name. | `Madagascar - Climate Change` |
+| `country_iso3` | `string` | ISO3 country code. | `MDG` |
+| `country_name` | `string` | Country name. | `Madagascar` |
+| `year` | `Int64` | Observation year. | `2023` |
+| `value` | `float64` | Numeric observation value. | `408950.0` |
+| `unit` | `string` | Measurement unit, when available. | `source_units_unspecified` |
+| `dimension_country_name` | `string` | Source dimension. | `Madagascar` |
+| `dimension_country_iso3` | `string` | Source dimension. | `MDG` |
+| `dimension_indicator_name` | `string` | Source dimension. | `Agricultural land (sq. km)` |
+| `dimension_indicator_code` | `string` | Source dimension. | `AG.LND.AGRI.K2` |
+| `source_period_start_year` | `Int64` | First year inferred from source resource metadata. | `` |
+| `source_period_end_year` | `Int64` | Last year inferred from source resource metadata. | `` |
+| `source_period_label` | `string` | Human-readable period inferred from source resource metadata. | `` |
+| `source_provider` | `category` | Publishing organization. | `World Bank Group` |
+| `source_dataset` | `category` | Source package title. | `Madagascar - Climate Change` |
+| `source_resource` | `category` | Source resource title. | `Climate Change Indicators for Madagascar` |
+| `source_package_id` | `category` | CKAN package UUID. | `26d0f268-a44f-4b46-8de8-64ec5fb84eee` |
+| `source_resource_id` | `category` | CKAN resource UUID. | `a17265e8-3d35-483e-ac7a-57d7c19827a9` |
+| `source_url` | `category` | Original source resource URL. | `https://data.humdata.org/dataset/26d0f268-a44f-4b46-8de8-64ec5fb84eee/re` |
+| `license_id` | `category` | Source license identifier. | `cc-by` |
+| `retrieved_at` | `category` | UTC retrieval timestamp. | `2026-08-30T05:38:32Z` |
+
+## Usage
+
+```python
+from datasets import load_dataset
+
+ds = load_dataset("electricsheepafrica/africa-madagascar-madagascar-climate-change-99bbfbfa")
+df = ds["train"].to_pandas()
+print(df.head())
+```
+
+### Filter to one country
+
+```python
+sample_country = df[df["country_iso3"] == "MDG"]
+```
+
+### Work with indicators
+
+```python
+if "indicator_id" in df.columns:
+    print(df["indicator_id"].value_counts().head())
+    sample = df.sort_values([c for c in ["indicator_id", "year"] if c in df.columns])
+```
+
+## Citation
+
+```bibtex
+@misc{electric_sheep_africa_africa_madagascar_madagascar_climate_change_99bbfbfa_2025,
+  title        = {Madagascar - Climate Change | Africa (Madagascar official open data)},
+  author       = {World Bank Group},
+  year         = {2025},
+  url          = {https://data.humdata.org/dataset/world-bank-climate-change-indicators-for-madagascar},
+  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
+  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-madagascar-madagascar-climate-change-99bbfbfa}}
+}
+```
+
+## License
+
+Released under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/).
+
+Original data (c) World Bank Group. When using this dataset, please cite both the
+original source above and the Electric Sheep Africa repackaging.
+
+## About Electric Sheep
+
+Electric Sheep Africa is part of the Electric Sheep mission: a unified,
+ML-ready data layer for Africa on Hugging Face. We pull data from authoritative
+open sources, normalize the schemas, package as Parquet, and publish with
+consistent dataset cards so researchers and developers can use `load_dataset()`
+to start working in seconds.
+
+Browse the full collection: [huggingface.co/electricsheepafrica](https://huggingface.co/electricsheepafrica)
+
+---
+
+Provenance: ingested 2026-08-30 via the Electric Sheep pipeline. Source URL:
+https://data.humdata.org/dataset/26d0f268-a44f-4b46-8de8-64ec5fb84eee/resource/a17265e8-3d35-483e-ac7a-57d7c19827a9/download/climate-change_mdg.csv

data/train-00000-of-00001.parquet

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+version https://git-lfs.github.com/spec/v1
+oid sha256:11c6e81e19d39c5eb42a30e18c0d6454e14e9de8c2e8f1da15ddcb72fd060bf4
+size 29495

metadata/source_snapshot.json

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+{
+  "columns": [
+    "indicator_id",
+    "indicator_name",
+    "country_iso3",
+    "country_name",
+    "year",
+    "value",
+    "unit",
+    "dimension_country_name",
+    "dimension_country_iso3",
+    "dimension_indicator_name",
+    "dimension_indicator_code",
+    "source_period_start_year",
+    "source_period_end_year",
+    "source_period_label",
+    "source_provider",
+    "source_dataset",
+    "source_resource",
+    "source_package_id",
+    "source_resource_id",
+    "source_url",
+    "license_id",
+    "retrieved_at"
+  ],
+  "generated_at": "2026-08-30T05:55:38Z",
+  "indicator_count": 1,
+  "mode": "indicator_long",
+  "repo_id": "electricsheepafrica/africa-madagascar-madagascar-climate-change-99bbfbfa",
+  "rows": 1561,
+  "source": {
+    "api_base_url": "https://data.humdata.org/api/3/action",
+    "country_iso3": "MDG",
+    "country_name": "Madagascar",
+    "group_names": "mdg",
+    "license_id": "cc-by",
+    "license_title": "Creative Commons Attribution International (CC BY)",
+    "license_url": "http://www.opendefinition.org/licenses/cc-by",
+    "organization_name": "world-bank-group",
+    "organization_title": "World Bank Group",
+    "package_id": "26d0f268-a44f-4b46-8de8-64ec5fb84eee",
+    "package_name": "world-bank-climate-change-indicators-for-madagascar",
+    "package_notes": "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-madagascar) on HDX. Climate change is expected to hit developing countries the hardest. Its effects—higher temperatures, changes in precipitation patterns, rising sea levels, and more frequent weather-related disasters—pose risks for agriculture, food, and water supplies. At stake are recent gains in the fight against poverty, hunger and disease, and the lives and livelihoods of billions of people in developing countries. Addressing climate change requires unprecedented global cooperation across borders. The World Bank Group is helping support developing countries and contributing to a global solution, while tailoring our approach to the differing needs of developing country partners. Data here cover climate systems, exposure to climate impacts, resilience, greenhouse gas emissions, and energy use. Other indicators relevant to climate change are found under other data pages, particularly Environment, Agriculture & Rural Development, Energy & Mining, Health, Infrastructure, Poverty, and Urban Development.",
+    "package_page_url": "https://data.humdata.org/dataset/world-bank-climate-change-indicators-for-madagascar",
+    "package_title": "Madagascar - Climate Change",
+    "portal_url": "https://data.humdata.org",
+    "resource_description": "csv containing Climate Change indicators Indicators: Access to electricity, Agricultural irrigated land, Agricultural land, Agriculture, Annual freshwater withdrawals, Arable land, Average precipitation in depth, CPIA public sector management and institutions cluster average, Cereal yield, Disaster risk reduction progress score, Droughts, Electric power consumption, Electricity production from coal sources, Electricity production from hydroelectric sources, Electricity production from natural gas sources, Electricity production from nuclear sources, Electricity production from oil sources, Electricity production from renewable sources, Energy use, Foreign direct investment, Forest area, Land area where elevation is below 5 meters, Marine protected areas, Mortality rate, Population, Population growth, Population in urban agglomerations of more than 1 million, Population living in areas where elevation is below 5 meters, Poverty headcount ratio at $3.00 a day, Prevalence of underweight, Primary completion rate, Renewable electricity output, Renewable energy consumption, Roads, Rural land area where elevation is below 5 meters, Rural population living in areas where elevation is below 5 meters, School enrollment, Terrestrial and marine protected areas, Terrestrial protected areas, Urban land area where elevation is below 5 meters, Urban population, Urban population growth, Urban population living in areas where elevation is below 5 meters",
+    "resource_format": "CSV",
+    "resource_id": "a17265e8-3d35-483e-ac7a-57d7c19827a9",
+    "resource_last_modified": "2026-07-17T00:41:09.607494",
+    "resource_name": "Climate Change Indicators for Madagascar",
+    "resource_position": "0",
+    "resource_url": "https://data.humdata.org/dataset/26d0f268-a44f-4b46-8de8-64ec5fb84eee/resource/a17265e8-3d35-483e-ac7a-57d7c19827a9/download/climate-change_mdg.csv",
+    "tag_names": "climate-weather,indicators"
+  },
+  "year_max": 2025,
+  "year_min": 1960
+}