Datasets:
unnamed_0 stringclasses 14
values | unnamed_1 stringclasses 46
values | unnamed_2 stringclasses 228
values | unnamed_3 stringlengths 2 42 | unnamed_4 stringclasses 5
values | esa_source stringclasses 1
value | esa_processed stringdate 2026-04-17 00:00:00 2026-04-17 00:00:00 |
|---|---|---|---|---|---|---|
Adrar | Aoujeft | N'Teirguent | Oueis, Kedei | <Null> | HDX | 2026-04-17 |
Hodh El Gharbi | Tamchekett | Mabrouk | Dmeimerat | <Null> | HDX | 2026-04-17 |
Gorgol | Kaedi | Kaedi | Barogal | <Null> | HDX | 2026-04-17 |
Hodh El Gharbi | Aioun | N'Savenni | Ndermouz el Abiad | <Null> | HDX | 2026-04-17 |
Tiris-Zemmour | Bir Mogrein | Bir Mogrein 2 | Houmassine, Oued | <Null> | HDX | 2026-04-17 |
Inchiri | Akjoujt | Akjoujt 2 | Mrheissat e-n-Temadi | <Null> | HDX | 2026-04-17 |
Hodh Ech Chargi | Bassikounou | Dhar | Gideren | <Null> | HDX | 2026-04-17 |
Hodh El Gharbi | Kobeni | Gogui Zemmal | Ouara | <Null> | HDX | 2026-04-17 |
Tiris-Zemmour | F'Derik | Fderik 2 | Oum Ramle, Gleibate | <Null> | HDX | 2026-04-17 |
Adrar | Chinguity | Chinguity | Temaguezt | <Null> | HDX | 2026-04-17 |
Assaba | Kankossa | Blajmil | Chig el Outeidat | <Null> | HDX | 2026-04-17 |
Tagant | Tichitt | Tichitt 2 | Azba, Dakhlet el | <Null> | HDX | 2026-04-17 |
Tagant | Tidjikja | Boubacar Ben Amer | Tichilchil | <Null> | HDX | 2026-04-17 |
Brakna | Maghta Lahjar | Ouad Amour | Guea ed Dib | <Null> | HDX | 2026-04-17 |
Brakna | Aleg | Male | El Ouergui | <Null> | HDX | 2026-04-17 |
Adrar | Chinguity | Chinguity 3 | Tifrirt | <Null> | HDX | 2026-04-17 |
Hodh Ech Chargi | Oualata | Oualata 2 | Azouazil, Mehouene | <Null> | HDX | 2026-04-17 |
Tiris-Zemmour | F'Derik | Fderik 2 | Halima, Gelb el | <Null> | HDX | 2026-04-17 |
Adrar | Ouadane | Ouadane 2 | Adam, Tarf | <Null> | HDX | 2026-04-17 |
Adrar | Chinguity | Chinguity 3 | El Khbei | <Null> | HDX | 2026-04-17 |
Hodh El Gharbi | Aioun | Oum Lahyadh | Lalle, Zira | <Null> | HDX | 2026-04-17 |
Adrar | Atar | Tawaz | Ain el Garfa | <Null> | HDX | 2026-04-17 |
Adrar | Atar | Ain Ehel Taya | Legleitat el Abid | <Null> | HDX | 2026-04-17 |
Brakna | Aleg | Bouhdide | Naje, Tamourt en | <Null> | HDX | 2026-04-17 |
Adrar | Ouadane | Ouadane 2 | Founde, Hassi | <Null> | HDX | 2026-04-17 |
Trarza | R'kiz | Bareina | Boubakar | <Null> | HDX | 2026-04-17 |
Assaba | Kankossa | Blajmil | Guile | <Null> | HDX | 2026-04-17 |
Adrar | Ouadane | Ouadane 2 | Tenouafri, Graret | <Null> | HDX | 2026-04-17 |
Tiris-Zemmour | Bir Mogrein | Bir Mogrein 2 | Tirsal el Beida | <Null> | HDX | 2026-04-17 |
Adrar | Ouadane | Ouadane 2 | Idjafoun | <Null> | HDX | 2026-04-17 |
Hodh El Gharbi | Kobeni | Hassi Ehel Ahmed Bechne | Mounhaile Maganake Mare | <Null> | HDX | 2026-04-17 |
Hodh El Gharbi | Aioun | Egjert | Tadreica, Hofret | <Null> | HDX | 2026-04-17 |
Assaba | Kankossa | Kankossa | Garalla, Oued | <Null> | HDX | 2026-04-17 |
Adrar | Chinguity | Chinguity 3 | Dakhla, Taref ed | <Null> | HDX | 2026-04-17 |
Hodh Ech Chargi | Djigueni | Feirenni | Mounor | <Null> | HDX | 2026-04-17 |
Tiris-Zemmour | F'Derik | Fderik 2 | Hdei, Gelb el | <Null> | HDX | 2026-04-17 |
Adrar | Ouadane | Ouadane 2 | Neitiri | <Null> | HDX | 2026-04-17 |
Adrar | Atar | Ain Ehel Taya | Beida, Agueila el | <Null> | HDX | 2026-04-17 |
Adrar | Chinguity | Chinguity 3 | Mouilah el Oudeyyat | <Null> | HDX | 2026-04-17 |
Tiris-Zemmour | F'Derik | Fderik 2 | Gouamir, Oglats el | <Null> | HDX | 2026-04-17 |
Dakhlet-Nouadhibou | Nouadhibou | Boulenouar | Kerkissa, Adebt | <Null> | HDX | 2026-04-17 |
Inchiri | Akjoujt | Bennechab | Ogol, Khatt el | <Null> | HDX | 2026-04-17 |
Adrar | Ouadane | Ouadane 2 | Rallit | <Null> | HDX | 2026-04-17 |
Assaba | Barkeol | Laoueissi | Zegha | <Null> | HDX | 2026-04-17 |
Gorgol | Kaedi | Toghomadi | Modiane, Haire | <Null> | HDX | 2026-04-17 |
Trarza | Mederdra | Tiguent | Foreghe | <Null> | HDX | 2026-04-17 |
Trarza | Ouad Naga | Ouad Naga 2 | Targa, Goud | <Null> | HDX | 2026-04-17 |
Guidimakha | Selibaby | Ejar | Gourel Keradi | <Null> | HDX | 2026-04-17 |
Hodh Ech Chargi | Timbedra | Touil | Zafrou | <Null> | HDX | 2026-04-17 |
Hodh Ech Chargi | Timbedra | Koumbi Saleh | Yengi | <Null> | HDX | 2026-04-17 |
Hodh Ech Chargi | Timbedra | Bousteile | Bou Tezekrei | <Null> | HDX | 2026-04-17 |
Inchiri | Akjoujt | Akjoujt 2 | Lemdena | <Null> | HDX | 2026-04-17 |
Tiris-Zemmour | Bir Mogrein | Bir Mogrein 2 | El Mahbes | <Null> | HDX | 2026-04-17 |
Adrar | Aoujeft | N'Teirguent | Ali, Gleibat | <Null> | HDX | 2026-04-17 |
Dakhlet-Nouadhibou | Nouadhibou | Boulenouar | Estrella, Bahia de la | <Null> | HDX | 2026-04-17 |
Tagant | Tichitt | Tichitt 2 | El Msaha | <Null> | HDX | 2026-04-17 |
Inchiri | Akjoujt | Akjoujt 2 | Bou Siroual | <Null> | HDX | 2026-04-17 |
Inchiri | Akjoujt | Bennechab | Bellaa | <Null> | HDX | 2026-04-17 |
Assaba | Kankossa | Blajmil | Aglei | <Null> | HDX | 2026-04-17 |
Guidimakha | Ould Yenge | Bouanze | Djiba | <Null> | HDX | 2026-04-17 |
Adrar | Chinguity | Ain Savra | Toudouchine el Kbir | <Null> | HDX | 2026-04-17 |
Tiris-Zemmour | F'Derik | Fderik 2 | Mogrein | <Null> | HDX | 2026-04-17 |
Tagant | Moudjeria | N'Beika | Callaha, Oudeyyat | <Null> | HDX | 2026-04-17 |
Gorgol | Maghama | Sagne | Nierde, Marigot de | <Null> | HDX | 2026-04-17 |
Hodh Ech Chargi | Timbedra | Koumbi Saleh | Bire, Ain | <Null> | HDX | 2026-04-17 |
Gorgol | Kaedi | Kaedi | Pempediel | <Null> | HDX | 2026-04-17 |
Guidimakha | Selibaby | Hassi Cheggar | Zeregat Bouli Borbo | <Null> | HDX | 2026-04-17 |
Tiris-Zemmour | F'Derik | Fderik 2 | Nsour, Guelb | <Null> | HDX | 2026-04-17 |
Hodh Ech Chargi | Djigueni | Aoueinat Ezbel | Ain ed Dakhna, Nebket | <Null> | HDX | 2026-04-17 |
Tiris-Zemmour | Bir Mogrein | Bir Mogrein 2 | Mlehas et Tiamidh, Elb el | <Null> | HDX | 2026-04-17 |
Trarza | Ouad Naga | Ouad Naga 2 | Bou Kerch, Amlil | <Null> | HDX | 2026-04-17 |
Hodh Ech Chargi | Nema | Oum Avnadech | Agadir | <Null> | HDX | 2026-04-17 |
Hodh El Gharbi | Tamchekett | Radhi | Naam, Khang en | <Null> | HDX | 2026-04-17 |
Assaba | Kankossa | Sani | Agueni El Banisse | <Null> | HDX | 2026-04-17 |
Nouakchott | Nouakchott | Dar Naim | Amour, Hassei | <Null> | HDX | 2026-04-17 |
Trarza | R'kiz | Tekane | Inkeleo | <Null> | HDX | 2026-04-17 |
Assaba | Kankossa | Sani | Seroumeli | <Null> | HDX | 2026-04-17 |
Hodh El Gharbi | Aioun | N'Savenni | Sga, Ariert | <Null> | HDX | 2026-04-17 |
Trarza | Boutilimit | Boutilimit 2 | Bou Guedra, Dlo | <Null> | HDX | 2026-04-17 |
Adrar | Atar | Ain Ehel Taya | Zidane, Guelb | <Null> | HDX | 2026-04-17 |
Trarza | Boutilimit | N'Teichet | Bou Rhaba | <Null> | HDX | 2026-04-17 |
Brakna | Aleg | Bouhdide | Joide | <Null> | HDX | 2026-04-17 |
Gorgol | Kaedi | Toghomadi | Bove | <Null> | HDX | 2026-04-17 |
Brakna | Aleg | Djellewar | En Aganataye | <Null> | HDX | 2026-04-17 |
Hodh Ech Chargi | Oualata | Oualata 2 | Archmeyert | <Null> | HDX | 2026-04-17 |
Tagant | Moudjeria | Soudoud | Titat | <Null> | HDX | 2026-04-17 |
Gorgol | Monguel | Melzem Teichet | Abde, Oued el | <Null> | HDX | 2026-04-17 |
Hodh Ech Chargi | Oualata | Oualata 2 | Nguerouel | <Null> | HDX | 2026-04-17 |
Trarza | R'kiz | Lexeiba | Tikatine Oulad Mijine | <Null> | HDX | 2026-04-17 |
Trarza | Boutilimit | Boutilimit 2 | Labbach | <Null> | HDX | 2026-04-17 |
Tiris-Zemmour | F'Derik | Fderik 2 | Garfa, Guelb el | <Null> | HDX | 2026-04-17 |
Tiris-Zemmour | Bir Mogrein | Bir Mogrein 2 | Areigat Oulad Dris | <Null> | HDX | 2026-04-17 |
Adrar | Aoujeft | El Meddah | Taneinrouret | <Null> | HDX | 2026-04-17 |
Tiris-Zemmour | F'Derik | Fderik 2 | Name, Ghord | <Null> | HDX | 2026-04-17 |
Tiris-Zemmour | F'Derik | Fderik 2 | Ikniouene | <Null> | HDX | 2026-04-17 |
Adrar | Chinguity | Chinguity 3 | Edib, Greir | <Null> | HDX | 2026-04-17 |
Hodh El Gharbi | Aioun | Egjert | El Berbara | <Null> | HDX | 2026-04-17 |
Tagant | Tidjikja | El Wahat | Khfere Taoudech | <Null> | HDX | 2026-04-17 |
Tiris-Zemmour | Bir Mogrein | Bir Mogrein 2 | Magal, Stal | <Null> | HDX | 2026-04-17 |
Trarza | R'kiz | Boutalhaya | El Meteyene | <Null> | HDX | 2026-04-17 |
Mauritania: Settlements | Africa (original)
Size category: 10K<n<100K - Formats: parquet - Sector: humanitarian_development - Engineered by Electric Sheep Africa
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: Mauritania: Settlements Publisher: OCHA West and Central Africa (ROWCA) · Source: HDX · License: cc-by-igo · Updated: 2025-04-25 Abstract Admin COD datasets for Mauritania endorsed by RO on October 2015; see metadata for description of cleaning and processing performed by ITOS. Each row in this dataset represents tabular records. Data was last updated on HDX on 2025-04-25. Geographic scope: MRT. Curated into ML-ready Parquet format by Electric Sheep Africa.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mrt-settlements.
Dataset Profile
| Field | Value |
|---|---|
| Hugging Face repo | electricsheepafrica/africa-mrt-settlements |
| Sector | humanitarian_development |
| Topic tags | humanitarian, hdx, electric-sheep-africa, geodata, populated-places-settlements, mrt |
| Modalities | text |
| Formats | parquet |
| Size category | 10K<n<100K |
| Countries | Mauritania |
| ISO3 coverage | MRT |
| Last modified on HF | 2026-04-20 08:26:06+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
from datasets import load_dataset
ds = load_dataset("electricsheepafrica/africa-mrt-settlements")
print(ds)
split_name = next(iter(ds))
table = ds[split_name]
print(table.features)
print(table[:3])
Convert To Pandas When Tabular
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: CC BY 4.0
- Hugging Face URL: https://huggingface.co/datasets/electricsheepafrica/africa-mrt-settlements
- 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
@misc{electric_sheep_africa_africa_mrt_settlements_2026,
title = {Mauritania: Settlements | Africa (original)},
author = {original},
year = {2026},
url = {https://huggingface.co/datasets/electricsheepafrica/africa-mrt-settlements},
publisher = {Hugging Face Datasets, engineered by Electric Sheep Africa},
howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-mrt-settlements}}
}
License
Released under CC BY 4.0.
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.
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