Datasets:

electricsheepafrica
/

africa-djibouti-djibouti-urban-development-73d9baaa

+---
+license: cc-by-4.0
+language:
+- en
+task_categories:
+- tabular-regression
+- time-series-forecasting
+multilinguality: monolingual
+size_categories:
+- n<1K
+tags:
+- tabular
+- csv
+- africa
+- djibouti
+- official-statistics
+- open-data
+configs:
+- config_name: default
+  data_files:
+  - split: train
+    path: data/train-00000-of-00001.parquet
+pretty_name: "Djibouti - Urban Development | Africa (Djibouti official open data)"
+---
+# Djibouti - Urban Development | Africa (Djibouti official open data)
+511 rows - 1 Africa country - 1960-2025 - Repackaged by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)
+![rows](https://img.shields.io/badge/rows-511-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 **Djibouti** 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:** [Djibouti - Urban Development](https://data.humdata.org/dataset/world-bank-urban-development-indicators-for-djibouti)
+- **Publisher:** World Bank Group
+- **Resource:** [Urban Development Indicators for Djibouti](https://data.humdata.org/dataset/3003be3c-5a25-4155-869a-6affb8bf7258/resource/0d62baac-8947-4553-9be7-72b33e03c62d/download/urban-development_dji.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 |
+|---------|-----:|-----------:|----------:|------|
+| `DJI` | 511 | 1960 | 2025 | `Djibouti` |
+## Indicators or Resource Contents
+- `djibouti-urban-development-76ee3dc6` - Djibouti - Urban Development
+## Schema
+| Column | Type | Description | Example |
+|--------|------|-------------|---------|
+| `indicator_id` | `string` | Stable indicator identifier. | `djibouti-urban-development-76ee3dc6` |
+| `indicator_name` | `string` | Human-readable indicator name. | `Djibouti - Urban Development` |
+| `country_iso3` | `string` | ISO3 country code. | `DJI` |
+| `country_name` | `string` | Country name. | `Djibouti` |
+| `year` | `Int64` | Observation year. | `2015` |
+| `value` | `float64` | Numeric observation value. | `8.39170619892` |
+| `unit` | `string` | Measurement unit, when available. | `source_units_unspecified` |
+| `dimension_country_name` | `string` | Source dimension. | `Djibouti` |
+| `dimension_country_iso3` | `string` | Source dimension. | `DJI` |
+| `dimension_indicator_name` | `string` | Source dimension. | `Urban land area where elevation is below 5 meters (sq. km)` |
+| `dimension_indicator_code` | `string` | Source dimension. | `AG.LND.EL5M.UR.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. | `Djibouti - Urban Development` |
+| `source_resource` | `category` | Source resource title. | `Urban Development Indicators for Djibouti` |
+| `source_package_id` | `category` | CKAN package UUID. | `3003be3c-5a25-4155-869a-6affb8bf7258` |
+| `source_resource_id` | `category` | CKAN resource UUID. | `0d62baac-8947-4553-9be7-72b33e03c62d` |
+| `source_url` | `category` | Original source resource URL. | `https://data.humdata.org/dataset/3003be3c-5a25-4155-869a-6affb8bf7258/re` |
+| `license_id` | `category` | Source license identifier. | `cc-by` |
+| `retrieved_at` | `category` | UTC retrieval timestamp. | `2026-08-16T10:32:57Z` |
+## Usage
+```python
+from datasets import load_dataset
+ds = load_dataset("electricsheepafrica/africa-djibouti-djibouti-urban-development-73d9baaa")
+df = ds["train"].to_pandas()
+print(df.head())
+```
+### Filter to one country
+```python
+sample_country = df[df["country_iso3"] == "DJI"]
+```
+### 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_djibouti_djibouti_urban_development_73d9baaa_2025,
+  title        = {Djibouti - Urban Development | Africa (Djibouti official open data)},
+  author       = {World Bank Group},
+  year         = {2025},
+  url          = {https://data.humdata.org/dataset/world-bank-urban-development-indicators-for-djibouti},
+  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
+  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-djibouti-djibouti-urban-development-73d9baaa}}
+}
+```
+## 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 2026-08-16 via the Electric Sheep pipeline. Source URL:
+https://data.humdata.org/dataset/3003be3c-5a25-4155-869a-6affb8bf7258/resource/0d62baac-8947-4553-9be7-72b33e03c62d/download/urban-development_dji.csv

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+size 21609

metadata/source_snapshot.json ADDED Viewed

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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": "2026-08-16T11:06:04Z",
+  "indicator_count": 1,
+  "mode": "indicator_long",
+  "repo_id": "electricsheepafrica/africa-djibouti-djibouti-urban-development-73d9baaa",
+  "rows": 511,
+  "source": {
+    "api_base_url": "https://data.humdata.org/api/3/action",
+    "country_iso3": "DJI",
+    "country_name": "Djibouti",
+    "group_names": "dji",
+    "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": "3003be3c-5a25-4155-869a-6affb8bf7258",
+    "package_name": "world-bank-urban-development-indicators-for-djibouti",
+    "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-djibouti) on HDX. Cities can be tremendously efficient. It is easier to provide water and sanitation to people living closer together, while access to health, education, and other social and cultural services is also much more readily available. However, as cities grow, the cost of meeting basic needs increases, as does the strain on the environment and natural resources. Data on urbanization, traffic and congestion, and air pollution are from the United Nations Population Division, World Health Organization, International Road Federation, World Resources Institute, and other sources.",
+    "package_page_url": "https://data.humdata.org/dataset/world-bank-urban-development-indicators-for-djibouti",
+    "package_title": "Djibouti - Urban Development",
+    "portal_url": "https://data.humdata.org",
+    "resource_description": "csv containing Urban Development indicators Indicators: Access to electricity, Mortality caused by road traffic injury, PM2.5 air pollution, Population density, Population in largest city, Population in the largest city, Population living in slums, Urban land area, 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": "0d62baac-8947-4553-9be7-72b33e03c62d",
+    "resource_last_modified": "2026-07-16T23:46:08.796199",
+    "resource_name": "Urban Development Indicators for Djibouti",
+    "resource_position": "0",
+    "resource_url": "https://data.humdata.org/dataset/3003be3c-5a25-4155-869a-6affb8bf7258/resource/0d62baac-8947-4553-9be7-72b33e03c62d/download/urban-development_dji.csv",
+    "tag_names": "development,indicators"
+  },
+  "year_max": 2025,
+  "year_min": 1960
+}