Upload dataset folder

README.md

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+---
+license: cc-by-4.0
+language:
+- en
+task_categories:
+- tabular-classification
+- tabular-regression
+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: "Suez Canal, Bosporus Strait, Bab el-Mandeb Strait: Transits During Disruptions | Africa (Djibouti official open data)"
+---
+
+# Suez Canal, Bosporus Strait, Bab el-Mandeb Strait: Transits During Disruptions | Africa (Djibouti official open data)
+
+35 rows - 1 Africa country - not-applicable - Repackaged by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)
+
+![rows](https://img.shields.io/badge/rows-35-blue)
+![countries](https://img.shields.io/badge/countries-1-green)
+![years](https://img.shields.io/badge/years-not-applicable-orange)
+![indicators](https://img.shields.io/badge/indicators-0-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:** [Suez Canal, Bosporus Strait, Bab el-Mandeb Strait: Transits During Disruptions](https://data.humdata.org/dataset/maritime-passageway-transits-during-disruptions)
+- **Publisher:** Asian Development Bank
+- **Resource:** [Suez Canal Vessel Category Mapping.csv](https://data.humdata.org/dataset/5665da77-dc27-4421-a640-9ff07effe1e2/resource/f285138e-b06f-42b2-b501-c8167b9cf8b8/download/suez-canal-vessel-category-mapping.csv)
+- **Format:** `CSV`
+- **License:** [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/)
+- **Packaging mode:** `tabular_resource`
+
+## Geographic coverage
+
+1 Africa country:
+
+| Country | Rows | First year | Last year | Name |
+|---------|-----:|-----------:|----------:|------|
+| `DJI` | 35 | n/a | n/a | `Djibouti` |
+
+## Indicators or Resource Contents
+
+- This source file is packaged as a normalized tabular resource.
+
+## Schema
+
+| Column | Type | Description | Example |
+|--------|------|-------------|---------|
+| `source_record_id` | `string` | Stable row identifier for tabular resources. | `f285138e-b06f-42b2-b501-c8167b9cf8b8:0` |
+| `country_iso3` | `category` | ISO3 country code. | `DJI` |
+| `country_name` | `category` | Country name. | `Djibouti` |
+| `statcode5` | `string` | Source column. | `A11A2TN` |
+| `shiptypelevel2` | `string` | Source column. | `Tankers` |
+| `shiptypelevel5` | `string` | Source column. | `LNG Tanker` |
+| `sca_vessel_type` | `string` | Source column. | `LNG Ships` |
+| `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. | `Asian Development Bank` |
+| `source_dataset` | `category` | Source package title. | `Suez Canal, Bosporus Strait, Bab el-Mandeb Strait: Transits During Disru` |
+| `source_resource` | `category` | Source resource title. | `Suez Canal Vessel Category Mapping.csv` |
+| `source_package_id` | `category` | CKAN package UUID. | `5665da77-dc27-4421-a640-9ff07effe1e2` |
+| `source_resource_id` | `category` | CKAN resource UUID. | `f285138e-b06f-42b2-b501-c8167b9cf8b8` |
+| `source_url` | `category` | Original source resource URL. | `https://data.humdata.org/dataset/5665da77-dc27-4421-a640-9ff07effe1e2/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-suez-canal-bosporus-strait-bab-el-mandeb-strait-transits-d-0fcffdc2")
+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_suez_canal_bosporus_strait_bab_el_mandeb_strait_transits_d_0fcff_2026,
+  title        = {Suez Canal, Bosporus Strait, Bab el-Mandeb Strait: Transits During Disruptions | Africa (Djibouti official open data)},
+  author       = {Asian Development Bank},
+  year         = {2026},
+  url          = {https://data.humdata.org/dataset/maritime-passageway-transits-during-disruptions},
+  publisher    = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
+  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-djibouti-suez-canal-bosporus-strait-bab-el-mandeb-strait-transits-d-0fcffdc2}}
+}
+```
+
+## License
+
+Released under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/).
+
+Original data (c) Asian Development Bank. 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/5665da77-dc27-4421-a640-9ff07effe1e2/resource/f285138e-b06f-42b2-b501-c8167b9cf8b8/download/suez-canal-vessel-category-mapping.csv

data/train-00000-of-00001.parquet

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+version https://git-lfs.github.com/spec/v1
+oid sha256:34a42d651dc142209f24738b3174e322f5217f04e8d3b50b467410047cfe086d
+size 15356

metadata/source_snapshot.json

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+{
+  "columns": [
+    "source_record_id",
+    "country_iso3",
+    "country_name",
+    "statcode5",
+    "shiptypelevel2",
+    "shiptypelevel5",
+    "sca_vessel_type",
+    "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": "2026-08-16T11:21:14Z",
+  "indicator_count": 0,
+  "mode": "tabular_resource",
+  "repo_id": "electricsheepafrica/africa-djibouti-suez-canal-bosporus-strait-bab-el-mandeb-strait-transits-d-0fcffdc2",
+  "rows": 35,
+  "source": {
+    "api_base_url": "https://data.humdata.org/api/3/action",
+    "country_iso3": "DJI",
+    "country_name": "Djibouti",
+    "group_names": "dji,egy,eri,tur,yem",
+    "license_id": "cc-by",
+    "license_title": "Creative Commons Attribution International (CC BY)",
+    "license_url": "http://www.opendefinition.org/licenses/cc-by",
+    "organization_name": "adb",
+    "organization_title": "Asian Development Bank",
+    "package_id": "5665da77-dc27-4421-a640-9ff07effe1e2",
+    "package_name": "maritime-passageway-transits-during-disruptions",
+    "package_notes": "This dataset contains the daily count of transits on select maritime passageways during the following events of disruption: i) Suez Canal blockage, ii) Russian Invasion of Ukraine for Bosporus Strait, and iii) the Houthi attacks for Bab el-Mandeb Strait. The counts are derived from Automatic Identification System (AIS) data--high frequency ship signals during navigation--using the framework developed in the publication [Analyzing anomalous events in passageways with high-frequency ship signals](https://doi.org/10.1371/journal.pone.0320129). Data to validate the transits and other supplementary dataof the publication are also included.",
+    "package_page_url": "https://data.humdata.org/dataset/maritime-passageway-transits-during-disruptions",
+    "package_title": "Suez Canal, Bosporus Strait, Bab el-Mandeb Strait: Transits During Disruptions",
+    "portal_url": "https://data.humdata.org",
+    "resource_description": "Reference to map vessel type from Ship Register data to validation reference file for Suez Canal.",
+    "resource_format": "CSV",
+    "resource_id": "f285138e-b06f-42b2-b501-c8167b9cf8b8",
+    "resource_last_modified": "2025-07-15T07:59:29.134376",
+    "resource_name": "Suez Canal Vessel Category Mapping.csv",
+    "resource_position": "8",
+    "resource_url": "https://data.humdata.org/dataset/5665da77-dc27-4421-a640-9ff07effe1e2/resource/f285138e-b06f-42b2-b501-c8167b9cf8b8/download/suez-canal-vessel-category-mapping.csv",
+    "tag_names": "logistics,transportation"
+  },
+  "year_max": null,
+  "year_min": null
+}