state stringclasses 18
values | locality stringclasses 130
values | sector_intervention stringclasses 17
values | implementing_organization_name stringclasses 152
values | implementing_organization_type stringclasses 11
values | esa_source stringclasses 1
value | esa_processed stringdate 2026-04-19 00:00:00 2026-04-19 00:00:00 |
|---|---|---|---|---|---|---|
South Kordofan | Abassiya | WASH | CIS | INGO | HDX | 2026-04-19 |
East Darfur | Assalaya | ES/NFIs | UNHCR | UN | HDX | 2026-04-19 |
South Kordofan | Abu Jubayhah | Nutrition | SCI | INGO | HDX | 2026-04-19 |
South Darfur | As Sunta | Protection | IOM | UN | HDX | 2026-04-19 |
South Kordofan | Ghadeer | Health | SCI | INGO | HDX | 2026-04-19 |
West Darfur | Kereneik | Nutrition | UNICEF | UN | HDX | 2026-04-19 |
West Darfur | Sirba | Health | UNICEF | UN | HDX | 2026-04-19 |
Kassala | Reifi Aroma | Nutrition | WOD | NNGO | HDX | 2026-04-19 |
South Darfur | Kas | Protection | UNHCR | UN | HDX | 2026-04-19 |
Gedaref | Al Fashaga | FSL | WHH | INGO | HDX | 2026-04-19 |
South Darfur | Kateila | FSL | Oxfam | INGO | HDX | 2026-04-19 |
South Kordofan | Dilling | Education | GPBC | National NGO | HDX | 2026-04-19 |
Kassala | Reifi Shamal Ad Delta | WASH | IGAD | Regional | HDX | 2026-04-19 |
West Kordofan | Wad Bandah | ES/NFIs | SRCS | NNGO | HDX | 2026-04-19 |
South Darfur | Buram | Health | UNFPA | UN | HDX | 2026-04-19 |
West Darfur | Jebel Moon | WASH | WR | INGO | HDX | 2026-04-19 |
South Kordofan | Al Quoz | FSL | Turath | National NGO | HDX | 2026-04-19 |
South Kordofan | Dilling | WASH | UNICEF | UN | HDX | 2026-04-19 |
East Darfur | Ad Du'ayn | Health | WHO | UN | HDX | 2026-04-19 |
South Darfur | Mershing | Protection | AOSCD | NGO | HDX | 2026-04-19 |
South Darfur | Mershing | Protection | ZOA | INGO | HDX | 2026-04-19 |
East Darfur | Assalaya | Health | UNHABITAT | UN | HDX | 2026-04-19 |
East Darfur | Abu Jabrah | Health | RI | INGO | HDX | 2026-04-19 |
Kassala | Madeinat Kassala | Health | Al Eshrag Org. | NNGO | HDX | 2026-04-19 |
South Darfur | Buram | RMS | WFP | UN | HDX | 2026-04-19 |
South Darfur | Sharg Aj Jabal | Nutrition | UNICEF | UN | HDX | 2026-04-19 |
South Darfur | Beliel | Nutrition | CIS | INGO | HDX | 2026-04-19 |
Blue Nile | Wad Al Mahi | Education | WV | INGO | HDX | 2026-04-19 |
Kassala | Reifi Hamashkureib | WASH | BDO | NNGO | HDX | 2026-04-19 |
South Kordofan | Ar Reif Ash Shargi | Education | UNICEF | UN | HDX | 2026-04-19 |
South Darfur | Al Radoum | Protection | UNFPA | UN | HDX | 2026-04-19 |
East Darfur | Abu Karinka | ES/NFIs | UNHCR | UN | HDX | 2026-04-19 |
South Darfur | Kas | WASH | UNICEF | UN | HDX | 2026-04-19 |
South Kordofan | Dilling | WASH | Almassar | National NGO | HDX | 2026-04-19 |
South Kordofan | Dilling | Health | UNICEF | UN | HDX | 2026-04-19 |
South Darfur | Um Dafoug | WASH | UNICEF | UN | HDX | 2026-04-19 |
Kassala | Reifi Kassala | Protection | CDF | NNGO | HDX | 2026-04-19 |
South Darfur | Al Radoum | ES/NFIs | SRCS | NNGO | HDX | 2026-04-19 |
South Kordofan | Ar Rashad | Protection | Almassar | National NGO | HDX | 2026-04-19 |
Centeral Darfur | Gharb Jabal Marrah | FSL | UNDP | UN | HDX | 2026-04-19 |
Kassala | Madeinat Kassala | Protection | IHCO | INGO | HDX | 2026-04-19 |
South Kordofan | Abu Jubayhah | Health | WV | INGO | HDX | 2026-04-19 |
South Kordofan | Delami | Health | UNICEF | UN | HDX | 2026-04-19 |
West Kordofan | Keilak | Health | Concern | INGO | HDX | 2026-04-19 |
Kassala | Reifi Wad Elhilaiw | WASH | SRCS | NNGO | HDX | 2026-04-19 |
Kassala | Reifi Wad Elhilaiw | Protection | UNHCR | UN | HDX | 2026-04-19 |
Kassala | Halfa Aj Jadeedah | Education | UNHCR | UN | HDX | 2026-04-19 |
Kassala | Reifi Hamashkureib | Education | UNICEF | UN | HDX | 2026-04-19 |
Kassala | Reifi Kassala | Health | WHO | UN | HDX | 2026-04-19 |
West Darfur | Ag Geneina | ES/NFIs | SRCS | NNGO | HDX | 2026-04-19 |
South Darfur | Tulus | Protection | IOM | UN | HDX | 2026-04-19 |
West Darfur | Sirba | Protection | UNICEF | UN | HDX | 2026-04-19 |
East Darfur | Ad Du'ayn | Protection | UNICEF | NGO | HDX | 2026-04-19 |
South Darfur | Kubum | Protection | IOM | UN | HDX | 2026-04-19 |
West Darfur | Ag Geneina | ES/NFIs | CRS | INGO | HDX | 2026-04-19 |
South Kordofan | Al Quoz | WASH | SOS Sahel | National NGO | HDX | 2026-04-19 |
West Darfur | Beida | Health | UNFPA | UN | HDX | 2026-04-19 |
Gedaref | Wasat Al Gedaref | WASH | WHH | INGO | HDX | 2026-04-19 |
South Darfur | Mershing | WASH | ZOA | INGO | HDX | 2026-04-19 |
South Kordofan | Al Leri | Education | GAH | National NGO | HDX | 2026-04-19 |
West Darfur | Kereneik | Nutrition | CRS | INGO | HDX | 2026-04-19 |
Gedaref | Al Fashaga | Education | UNICEF | UN | HDX | 2026-04-19 |
Gedaref | Al Qureisha | WASH | WHO | UN | HDX | 2026-04-19 |
Centeral Darfur | Gharb Jabal Marrah | Nutrition | JMCO | NGO | HDX | 2026-04-19 |
South Darfur | Nyala Shimal | Education | GAH | NGO | HDX | 2026-04-19 |
Gedaref | Basundah | FSL | FAO | UN | HDX | 2026-04-19 |
South Darfur | Beliel | FSL | WFP | UN | HDX | 2026-04-19 |
West Darfur | Kulbus | RRR | UNHCR | UN | HDX | 2026-04-19 |
South Kordofan | Abassiya | WASH | SOS Sahel | National NGO | HDX | 2026-04-19 |
West Kordofan | Al Khiwai | Protection | SRCS | NGO | HDX | 2026-04-19 |
South Darfur | Beliel | Protection | CDF | NGO | HDX | 2026-04-19 |
KAssala | Madeinat Kassala | Health | UNOPS | UN | HDX | 2026-04-19 |
Gedaref | Al Galabat Al Gharbyah - Kassab | WASH | WHH | INGO | HDX | 2026-04-19 |
West Darfur | Jebel Moon | FSL | WCC | INGO | HDX | 2026-04-19 |
West Darfur | Kereneik | FSL | IOM | UN | HDX | 2026-04-19 |
South Darfur | Kateila | Protection | AOSCD | NGO | HDX | 2026-04-19 |
Gedaref | Al Fao | WASH | WHH | INGO | HDX | 2026-04-19 |
South Darfur | Um Dafoug | Protection | IOM | UN | HDX | 2026-04-19 |
South Darfur | Sharg Aj Jabal | Health | UNICEF | UN | HDX | 2026-04-19 |
Centeral Darfur | Wasat Jabal Marrah | Nutrition | CRS | INGO | HDX | 2026-04-19 |
Centeral Darfur | Azum | Health | WR | INGO | HDX | 2026-04-19 |
Kassala | Halfa Aj Jadeedah | Health | PI | INGO | HDX | 2026-04-19 |
Gedaref | Basundah | WASH | AICS | INGO | HDX | 2026-04-19 |
Blue Nile | Ed Damazine | Education | WV | INGO | HDX | 2026-04-19 |
West Kordofan | Abu Zabad | Protection | SRCS | NGO | HDX | 2026-04-19 |
South Kordofan | Delami | WASH | Goal | INGO | HDX | 2026-04-19 |
South Darfur | Beliel | Protection | UNHCR | UN | HDX | 2026-04-19 |
Blue Nile | Baw | WASH | WV | INGO | HDX | 2026-04-19 |
South Darfur | Al Radoum | RMS | WHO | UN | HDX | 2026-04-19 |
South Darfur | Beliel | Health | WHO | UN | HDX | 2026-04-19 |
Kassala | Reifi Telkok | FSL | SORD | NNGO | HDX | 2026-04-19 |
Kassala | Madeinat Kassala | Education | UNHCR | UN | HDX | 2026-04-19 |
South Darfur | Beliel | Protection | UNOCHA | UN | HDX | 2026-04-19 |
West Kordofan | Al Idia | Nutrition | WFP | UN | HDX | 2026-04-19 |
North Darfur | Kutum | WASH | SC | INGO | HDX | 2026-04-19 |
Abyei PCA Box | Abyei | Nutrition | UNICEF | UN | HDX | 2026-04-19 |
South Darfur | Al Radoum | WASH | IOM | UN | HDX | 2026-04-19 |
South Kordofan | Ar Rashad | ES/NFIs | SOS Sahel | NNGO | HDX | 2026-04-19 |
South Kordofan | Al Leri | WASH | Turath | National NGO | HDX | 2026-04-19 |
Kassala | Reifi Kassala | Education | Eshragat Org. | NNGO | HDX | 2026-04-19 |
Who is doing What and Where in Sudan, November 2020
Publisher: OCHA Sudan · Source: HDX · License: cc-by · Updated: 2025-04-10
Abstract
The data shows Who is doing What and Where by locality in Sudan
Each row in this dataset represents first-level administrative unit observations. Data was last updated on HDX on 2025-04-10. Geographic scope: SDN.
Curated into ML-ready Parquet format by Electric Sheep Africa.
Dataset Characteristics
| Domain | Humanitarian and development data |
| Unit of observation | First-level administrative unit observations |
| Rows (total) | 2,730 |
| Columns | 7 (0 numeric, 7 categorical, 0 datetime) |
| Train split | 2,184 rows |
| Test split | 546 rows |
| Geographic scope | SDN |
| Publisher | OCHA Sudan |
| HDX last updated | 2025-04-10 |
Variables
Geographic — state (South Darfur, South Kordofan, Kassala), locality (Beliel, Ag Geneina, Abyei), implementing_organization_type (UN, INGO, NGO).
Identifier / Metadata — implementing_organization_name (UNICEF, UNHCR, SRCS), esa_source (HDX), esa_processed (2026-04-19).
Other — sector_intervention (Protection, FSL, WASH).
Quick Start
from datasets import load_dataset
ds = load_dataset("electricsheepafrica/africa-who-is-doing-what-and-where-in-sudan-november-2020")
train = ds["train"].to_pandas()
test = ds["test"].to_pandas()
print(train.shape)
train.head()
Schema
| Column | Type | Null % | Range / Sample Values |
|---|---|---|---|
state |
object | 0.0% | South Darfur, South Kordofan, Kassala |
locality |
object | 0.0% | Beliel, Ag Geneina, Abyei |
sector_intervention |
object | 0.0% | Protection, FSL, WASH |
implementing_organization_name |
object | 0.0% | UNICEF, UNHCR, SRCS |
implementing_organization_type |
object | 0.0% | UN, INGO, NGO |
esa_source |
object | 0.0% | HDX |
esa_processed |
object | 0.0% | 2026-04-19 |
Numeric Summary
| Column | Min | Max | Mean | Median |
|---|---|---|---|---|
| No numeric columns. |
Curation
Raw data was downloaded from HDX via the CKAN API and converted to Parquet. Column names were lowercased and standardised to snake_case. Common missing-value markers (N/A, null, none, -, unknown, no data, #N/A) were unified to NaN. 135 exact duplicate rows were removed. The dataset was split 80/20 into train and test partitions using a fixed random seed (42) and saved as Snappy-compressed Parquet.
Limitations
- Data originates from OCHA Sudan and has not been independently validated by ESA.
- Automated cleaning cannot correct for misreported values, definitional inconsistencies, or sampling bias in the original collection.
- Refer to the original HDX dataset page for the publisher's own methodology notes and caveats.
Citation
@dataset{hdx_africa_who_is_doing_what_and_where_in_sudan_november_2020,
title = {Who is doing What and Where in Sudan, November 2020},
author = {OCHA Sudan},
year = {2025},
url = {https://data.humdata.org/dataset/who-is-doing-what-and-where-in-sudan-november-2020},
note = {Repackaged for machine learning by Electric Sheep Africa (https://huggingface.co/electricsheepafrica)}
}
Electric Sheep Africa — Africa's ML dataset infrastructure. Lagos, Nigeria.
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