README.md

---
license: other
language:
- en
task_categories:
- tabular-classification
- tabular-regression
multilinguality: monolingual
size_categories:
- 1K<n<10K
tags:
- "africa"
- "electric-sheep-africa"
- "open-data"
- "metadata-backed"
- "economics-finance"
- "parquet"
- "tabular"
- "text"
- "humanitarian"
- "hdx"
- "ports"
- "trade"
- "dji"
pretty_name: "Djibouti: Daily Port Activity Data and Shipment Estimates | Africa (original)"
---

# Djibouti: Daily Port Activity Data and Shipment Estimates | Africa (original)

**Size category:** `1K<n<10K` - **Formats:** `parquet` - **Sector:** economics_finance - *Engineered by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)*

![size](https://img.shields.io/badge/size-1K%3Cn%3C10K-blue)
![sector](https://img.shields.io/badge/sector-economics_finance-green)
![downloads](https://img.shields.io/badge/HF_downloads-7-orange)
![license](https://img.shields.io/badge/license-other-lightgrey)

## TL;DR

This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.

## What This Dataset Covers

Public datasets help analysts inspect structured evidence, build reproducible workflows, and compare patterns across domains.

Dataset context from the existing Hugging Face card: Djibouti: Daily Port Activity Data and Shipment Estimates Publisher: PortWatch · Source: HDX · License: hdx-other · Updated: 2026-04-21 Abstract Daily count of port calls, estimates of incoming shipment volumes and outgoing shipment volumes (in metric tons) for ports in Djibouti. Each row in this dataset represents country-level aggregates. Data was last updated on HDX on 2026-04-21. Geographic scope: DJI. Curated into ML-ready Parquet format by Electric Sheep Africa.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-ports-djibouti.

## Dataset Profile

| Field | Value |
|---|---|
| Hugging Face repo | [`electricsheepafrica/africa-ports-djibouti`](https://huggingface.co/datasets/electricsheepafrica/africa-ports-djibouti) |
| Sector | economics_finance |
| Topic tags | humanitarian, hdx, electric-sheep-africa, ports, trade, dji |
| Modalities | `tabular`, `text` |
| Formats | `parquet` |
| Size category | `1K<n<10K` |
| Countries | Djibouti |
| ISO3 coverage | `DJI` |
| Last modified on HF | `2026-04-24 22:16:48+00:00` |
| Inventory snapshot | `2026-07-16T16:00:34Z` |

## How To Read This Dataset

- Start from the repository files and the dataset viewer when available.
- Treat the README context as a fast orientation layer; confirm variable definitions and units in the data files before modeling.
- Use explicit country columns when present. When geography is only implied by the title or source metadata, document that assumption in downstream analysis.
- Preserve missing values until you have a defensible imputation rule.

## Usage

```python
from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-ports-djibouti")
print(ds)

split_name = next(iter(ds))
table = ds[split_name]
print(table.features)
print(table[:3])
```

### Convert To Pandas When Tabular

```python
from datasets import Dataset

first_split = ds[next(iter(ds))]
if isinstance(first_split, Dataset):
    df = first_split.to_pandas()
    print(df.head())
```

## Data Quality Notes

- This card was standardized from the Electric Sheep Africa Hugging Face metadata inventory.
- Exact schema, row counts, and source files should be inspected in the repository data files.
- Metadata gaps from the inventory: upstream_publisher.
- Do not infer policy meaning from labels alone; confirm definitions, units, and methods in the source material.

## Source And Provenance

- **Source context:** original
- **Publisher/source attribution:** original
- **License:** Source-specific or other license
- **Hugging Face URL:** [https://huggingface.co/datasets/electricsheepafrica/africa-ports-djibouti](https://huggingface.co/datasets/electricsheepafrica/africa-ports-djibouti)
- **Inventory retrieved at:** `2026-07-16T16:00:34Z`

## Suggested Analyses

- Inspect schema and missingness before modeling.
- Profile variables by geography, time, and subgroup columns where present.
- Join with other Electric Sheep Africa datasets using explicit country, year, and indicator fields when available.
- Build reproducible notebooks that cite both the original source context and the Electric Sheep Africa Hugging Face repo.

## Citation

```bibtex
@misc{electric_sheep_africa_africa_ports_djibouti_2026,
  title        = {Djibouti: Daily Port Activity Data and Shipment Estimates | Africa (original)},
  author       = {original},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/africa-ports-djibouti},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-ports-djibouti}}
}
```

## License

Released under Source-specific or other license.

Original source rights remain with the original publisher or data provider. Electric Sheep Africa engineering standardizes discovery metadata, documentation, and usage guidance for analysis on Hugging Face.

## About Electric Sheep Africa

Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.

---

Provenance: metadata-backed README standardized 2026-08-12 by the Electric Sheep Africa README system. Inventory source: `catalog/esa_metadata_inventory/master_metadata.jsonl`.