uid stringlengths 3 7 ⌀ | 1_1_2_county stringclasses 8
values | 1_1_3_payam stringlengths 3 14 ⌀ | 1_1_4_boma stringlengths 4 14 ⌀ | 2_4_1_what_is_the_most_common_livelihood_group_in_the_boma stringlengths 3 145 ⌀ | 2_4_2_what_is_the_second_most_common_livelihood_group_in_the_boma stringlengths 1 165 ⌀ | 2_4_3_do_the_people_in_this_boma_practice_farming stringlengths 1 224 ⌀ | 2_8_do_the_people_in_the_boma_own_livestock stringclasses 13
values | esa_source stringclasses 1
value | esa_processed stringdate 2026-04-26 00:00:00 2026-04-26 00:00:00 |
|---|---|---|---|---|---|---|---|---|---|
BOM_61 | Magwi | Pajok | Pajok | Yes | Other | They sent their cries to the concerned but no reply | null | HDX | 2026-04-26 |
UID | 1.1.2 County | 1.1.3 Payam | 1.1.4 Boma | 9.1.1.2 What is the second most common reason people of the boma are unsatisfied? | 9.1.1.2 Please specify second reason people of the boma are unsatisfied: | null | null | HDX | 2026-04-26 |
BOM_150 | Wau | Wau_South | Salaam | null | 0 | 0 | 0 | HDX | 2026-04-26 |
BOM_174 | Wau | Wau_North | Hai Kalvario | Other | Construct more education facilities | null | null | HDX | 2026-04-26 |
UID | 1.1.2 County | 1.1.3 Payam | 1.1.4 Boma | 2.1 Are there areas in the Boma that have mines or UXOs? | 2.1.1 Are there ongoing demining activities? | Comment | null | HDX | 2026-04-26 |
UID | 1.1.2 County | 1.1.3 Payam | 1.1.4 Boma | 23.1 Are there cases that are referred to the police in this or a neighboring boma? | 23.1.1 If yes, specify (Select all that apply)/Other | Please specify other reason for police referral: | Comment | HDX | 2026-04-26 |
UID | 1.1.2 County | 1.1.3 Payam | 1.1.4 Boma | 17 Has the boma experienced floods in the past 2 years? | 17.1 If yes, what was the community’s response? | Please specify the other community response:_4 | null | HDX | 2026-04-26 |
BOM_47 | Magwi | Magwi | Panyikwara | Yes | Other | They did nothing at all. They just stayed | null | HDX | 2026-04-26 |
BOM_191 | Bor South | Kolnyang | Chuei-keer | g) Other | Distance matter. Facility is lacking Mobility for fares patients e.g during women delivery. | null | null | HDX | 2026-04-26 |
BOM_16 | Malakal | Malakal_East | Hai Television | Yes | No | don’t change - | null | HDX | 2026-04-26 |
BOM_148 | Wau | Wau_South | Kosti | null | 0 | 0 | 0 | HDX | 2026-04-26 |
BOM_71 | Torit | Torit | Hai-Wai-Messer | Other | School medicines | null | null | HDX | 2026-04-26 |
BOM_140 | Wau | Wau_South | Agok | Yes | Other | Depends on Forest food | null | HDX | 2026-04-26 |
BOM_47 | Magwi | Magwi | Panyikwara | Yes | Other | Nothing was done | Please correct | HDX | 2026-04-26 |
BOM_183 | Rubkona | Rubkona | Yoanyang | null | 0 | 0 | 0 | HDX | 2026-04-26 |
UID | 1.1.2 County | 1.1.3 Payam | 1.1.4 Boma | 28. Do the women in the boma feel insecure when they are out earning a living or working in the farm? | 28.1 If yes, what do they fear? (Select all that apply) | Please specify the other reason why women feel insecure: | Comment | HDX | 2026-04-26 |
BOM_80 | Bor South | Anyidi | Mareng | Yes | Bor Town | 4 - 6 hours | null | HDX | 2026-04-26 |
BOM_164 | Wau | Wau_North | Hai Falleta | e) Other | 0 | 0 | 0 | HDX | 2026-04-26 |
BOM_186 | Rubkona | Bentiu | Nyuenypiu | null | 0 | 0 | 0 | HDX | 2026-04-26 |
UID | 1.1.2 County | 1.1.3 Payam | 1.1.4 Boma | 16. Has the boma experienced drought in the past 2 years? | 16.1 If yes, what was the community’s response? | Please specify the other community response:_3 | null | HDX | 2026-04-26 |
BOM_151 | Wau | Wau_South | Jebel A | null | 0 | 0 | 0 | HDX | 2026-04-26 |
BOM_67 | Torit | Hiyalla | Nyibira | Yes | No | null | null | HDX | 2026-04-26 |
BOM_160 | Wau | Kpaile | Gittan | null | 0 | 0 | 0 | HDX | 2026-04-26 |
BOM_59 | Magwi | Magwi | Agoro | Yes | Other | Persistence | null | HDX | 2026-04-26 |
BOM_120 | Torit | Torit | Nyong | Yes | No | null | null | HDX | 2026-04-26 |
BOM_42 | Magwi | Lobone | Lobone Three | d) Sold livestock e) Other | 0 | 1 | 0 | HDX | 2026-04-26 |
BOM_57 | Magwi | Nimule | Jelei | Yes | Other | Just bare | null | HDX | 2026-04-26 |
BOM_140 | Wau | Wau_South | Agok | Yes | Other | Rely on wild food | OK | HDX | 2026-04-26 |
BOM_67 | Torit | Hiyalla | Nyibira | Other | Feeding
Trained teachers
School materials
Water for the students
Rooms for accommodation for the students
Renovation to the classroom
Desk for sitting are not enough | null | null | HDX | 2026-04-26 |
BOM_23 | Malakal | Lelo | Werjuok | Yes | Dengerishufi | 2 - 3 hours | null | HDX | 2026-04-26 |
UID | 1.1.2 County | 1.1.3 Payam | 1.1.4 Boma | 13.3 What is the most urgent need of the schools? (select one only) | Please specify other most urgent need of the schools | Additional explanation required | null | HDX | 2026-04-26 |
BOM_189 | Bor South | Bor | Gaak-yuom | PHCU to be upgraded to PHCC so that the qualified personal can run this facility. Lack of maternity ward in the Boma, EPI room must be sparated | null | null | null | HDX | 2026-04-26 |
BOM_64 | Magwi | Magwi | Obbo | Yes | Other | They stayed and did nothing | null | HDX | 2026-04-26 |
BOM_188 | Rubkona | Nhialdiu | Nhialdiu | null | 0 | 0 | 0 | HDX | 2026-04-26 |
BOM_110 | Rubkona | Nhialdiu | Chanlual | Yes | No | null | null | HDX | 2026-04-26 |
BOM_48 | Magwi | Pageri | Moli | a) Waited for assistance e) Other | 1 | 0 | 0 | HDX | 2026-04-26 |
BOM_179 | Rubkona | Bentiu | Bilnyang | Yes | No | null | null | HDX | 2026-04-26 |
BOM_153 | Wau | Wau_South | Jezira | Other | Free school | null | null | HDX | 2026-04-26 |
BOM_83 | Bor South | Baidit | Akayiech | Yes | Other | Water creatures | what water creatures | HDX | 2026-04-26 |
BOM_113 | Rubkona | Budang | Mathiang | Yes | Other | Dinging well | null | HDX | 2026-04-26 |
BOM_186 | Rubkona | Bentiu | Nyuenypiu | Yes | Rape Harassment/Assault Other | Crocodiles | OK | HDX | 2026-04-26 |
BOM_124 | Torit | Homodonge | Hileu | null | null | null | null | HDX | 2026-04-26 |
BOM_148 | Wau | Wau_South | Kosti | a) Waited for assistance b) Migrated e) Other | 1 | 0 | 0 | HDX | 2026-04-26 |
BOM_60 | Magwi | Nimule | Nimule | g) Other | Health workers are not willing | not willing means | null | HDX | 2026-04-26 |
BOM_131 | Bor South | Bor | Bor Town | Yes | No | Can we find out additional information about these bomas with regards to mining. If there are mines in the boma and no deming in the boma was ongoing. Is it done now? Or are the authorities UNMAS aware of the existing mines. | null | HDX | 2026-04-26 |
UID | 1.1.2 County | 1.1.3 Payam | 1.1.4 Boma | 7.2 What have people done to cope with the negative impacts of the shocks? (select all that apply) | 7.2 What have people done to cope with the negative impacts of the shocks? (select all that apply)/a) Waited for assistance | 7.2 What have people done to cope with the negative impacts of the shocks? (select all that apply)/d) Sold livestock | 7.2 What have people done to cope with the negative impacts of the shocks? (select all that apply)/c) Taken out a loan | HDX | 2026-04-26 |
UID | 1.1.2 County | 1.1.3 Payam | 1.1.4 Boma | 9.7 Describe water accessibility for the majority of people in the boma: (select all that apply) | 9.7 Describe water accessibility for the majority of people in the boma: (select all that apply)/c) Inaccessible | 9.7 Describe water accessibility for the majority of people in the boma: (select all that apply)/b) Seasonal Accessibility | 9.7 Describe water accessibility for the majority of people in the boma: (select all that apply)/a) Accessible throughout the year | HDX | 2026-04-26 |
BOM_66 | Torit | Torit | Ibalany | Other | Except the one school in Iluhum, The school needs to be renovated and dug latrines fence and teachers since the school is even not operating. | null | null | HDX | 2026-04-26 |
BOM_148 | Wau | Wau_South | Kosti | Yes | Other | Micro bussiness - People resort to other income generating activities such as selling tea in the market or selling firehood | OK | HDX | 2026-04-26 |
BOM_191 | Bor South | Kolnyang | Chuei-keer | Yes | Rape Other | The women feel insecure because Murle criminals kill people in the near by bushes. | how does this answer translate to other options, does this mean harrasment/assault? | HDX | 2026-04-26 |
BOM_46 | Magwi | Lobone | Lobone Two | e) Other | 0 | 0 | 0 | HDX | 2026-04-26 |
BOM_136 | Bor South | Kolnyang | Kolnyang | Yes | Other | Cultivate your small farm for vegetables so that help by your self. | null | HDX | 2026-04-26 |
BOM_126 | Torit | Ifwotur | Ifwotu | null | null | null | null | HDX | 2026-04-26 |
BOM_189 | Bor South | Bor | Gaak-yuom | Yes | No | null | null | HDX | 2026-04-26 |
BOM_61 | Magwi | Pajok | Pajok | Yes | Magwi | More than 6 hours | null | HDX | 2026-04-26 |
BOM_27 | Malakal | Lelo | Obwa | Yes | Jalaba | 2 - 3 hours | null | HDX | 2026-04-26 |
UID | 1.1.2 County | 1.1.3 Payam | 1.1.4 Boma | 19 Has the boma experienced epidemics in the past 2 years? | 19.1 If yes, what was the community’s response? | Please specify the other community response:_6 | Comment | HDX | 2026-04-26 |
BOM_177 | Wau | Wau_North | Darajat West | Other | Reduction of school fees | null | null | HDX | 2026-04-26 |
BOM_43 | Magwi | Magwi | Palotaka | Yes | Other | They did nothing | Please correct | HDX | 2026-04-26 |
BOM_143 | Wau | Wau_South | Masna | Yes | Nazareth | 2 - 3 hours | null | HDX | 2026-04-26 |
BOM_90 | Torit | Kudo | Lowoi South | Yes | No | null | null | HDX | 2026-04-26 |
BOM_118 | Rubkona | Nhialdiu | Nyaromne | Yes | Other | The community survive only for the fishing and forest fruits. | OK | HDX | 2026-04-26 |
BOM_15 | Malakal | Malakal_East | Hai Television | Yes | Other | they fear stray animals like dogs | OK | HDX | 2026-04-26 |
BOM_141 | Wau | Wau_North | Darajat East | Other | More schools | null | null | HDX | 2026-04-26 |
BOM_102 | Rubkona | Dhor_Bor | Mathoyoh | Yes | Tong | 2 - 3 hours | null | HDX | 2026-04-26 |
BOM_10 | Malakal | Malakal_Centre | Mederia | Yes | 1 | Dowry and marriage issues | Seems ok resend to teams to double confirm, does marriage issues refer to domestic violence? | HDX | 2026-04-26 |
BOM_22 | Malakal | Lelo | Makal | Yes | Hai Mathar | 2 - 3 hours | Then how do they go to school in the other boma | HDX | 2026-04-26 |
BOM_151 | Wau | Wau_South | Jebel A | Yes | Other | Go to the nearest health facilities | OK | HDX | 2026-04-26 |
BOM_73 | Torit | Bur | Loudo | Yes | No | null | null | HDX | 2026-04-26 |
BOM_98 | Torit | Ifwotur | Imakoru | Yes | Nyong | 4 - 6 hours | null | HDX | 2026-04-26 |
UID | 1.1.2 County | 1.1.3 Payam | 1.1.4 Boma | 18. Has the boma experienced hunger in the past 2 years? | 18.1 If yes, what was the community’s response? | Please specify the other community response:_5 | null | HDX | 2026-04-26 |
BOM_185 | Rubkona | Bentiu | Kordapdap | null | 0 | 0 | 0 | HDX | 2026-04-26 |
BOM_116 | Rubkona | Kaljak | Toch-Rur | Yes | No | null | null | HDX | 2026-04-26 |
BOM_110 | Rubkona | Nhialdiu | Chanlual | Yes | Nhialdiu | 2 - 3 hours | null | HDX | 2026-04-26 |
BOM_46 | Magwi | Lobone | Lobone Two | Yes | Other | They didn't report to the concerned authority | null | HDX | 2026-04-26 |
BOM_122 | Torit | Homodonge | Keberek | null | null | null | Missing answer | HDX | 2026-04-26 |
BOM_60 | Magwi | Nimule | Nimule | Other | Teachers salary should be increased | null | null | HDX | 2026-04-26 |
BOM_167 | Wau | Wau_South | Jebel B | null | 0 | 0 | 0 | HDX | 2026-04-26 |
BOM_58 | Magwi | Pajok | Owiny-Kibul | Yes | No | null | null | HDX | 2026-04-26 |
BOM_126 | Torit | Ifwotur | Ifwotu | 1. Farmers | 2. Herders | No | No | HDX | 2026-04-26 |
BOM_46 | Magwi | Lobone | Lobone Two | Yes | Lobone One | More than 6 hours | null | HDX | 2026-04-26 |
BOM_145 | Wau | Wau_South | Hai Krash A | null | 0 | 0 | 0 | HDX | 2026-04-26 |
BOM_132 | Bor South | Bor | Pakua | 1. Farmers | 2. Herders | Yes | No | HDX | 2026-04-26 |
BOM_149 | Wau | Wau_South | Jalaba | null | 0 | 0 | 0 | HDX | 2026-04-26 |
UID | 1.1.2 County | 1.1.3 Payam | 1.1.4 Boma | 28.2 Are the water points in the boma at a safe distance for those collecting water? | 28.2.1 If no, what incidences of violation and threats have been recorded? | Please specify other type of incidents: | Comment | HDX | 2026-04-26 |
BOM_119 | Rubkona | Budang | Rotriak | Yes | Other | They fear wild animals | OK | HDX | 2026-04-26 |
BOM_148 | Wau | Wau_South | Kosti | Yes | Other | Go to the nearest health facilities | OK | HDX | 2026-04-26 |
BOM_104 | Rubkona | Kaljak | Bielchier | Yes | No | null | null | HDX | 2026-04-26 |
BOM_64 | Magwi | Magwi | Obbo | Yes | Other | They stayed and bared the situations like that | null | HDX | 2026-04-26 |
BOM_113 | Rubkona | Budang | Mathiang | Yes | Other | Looking for hospital | change to go to the nearest health facility | HDX | 2026-04-26 |
null | null | null | null | null | null | null | null | HDX | 2026-04-26 |
BOM_147 | Wau | Wau_North | Ismailiya | Yes | No | null | null | HDX | 2026-04-26 |
BOM_144 | Wau | Wau_South | Mutamadia | null | 0 | 0 | 0 | HDX | 2026-04-26 |
BOM_137 | Bor South | Makuach | Makuach | Yes | Werkok | 2 - 3 hours | null | HDX | 2026-04-26 |
BOM_142 | Wau | Wau_South | New Site | Yes | Other | Casual work | OK | HDX | 2026-04-26 |
BOM_125 | Torit | Kudo | Lowoi North | null | null | null | null | HDX | 2026-04-26 |
BOM_182 | Rubkona | Bentiu | Derra | g) Other | Just only for pregnant women | OK | null | HDX | 2026-04-26 |
BOM_35 | Aweil Centre | Chel_South | Makuac Amudho | Yes | 1 | Committed adultery | null | HDX | 2026-04-26 |
BOM_42 | Magwi | Lobone | Lobone Three | Yes | Lobone Two | 2 - 3 hours | null | HDX | 2026-04-26 |
BOM_164 | Wau | Wau_North | Hai Falleta | Yes | Abduction Rape Violence Harassment/Assault Other | Killing and murder | OK | HDX | 2026-04-26 |
South Sudan - Village Assessment - Multi Sector Services Availability - [IOM-DTM] | Africa (original)
Size category: n<1K - 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: South Sudan - Village Assessment - Multi Sector Services Availability - [IOM-DTM] Publisher: International Organization for Migration (IOM) · Source: HDX · License: hdx-other · Updated: 2025-05-05 Abstract This survey was conducted by IOM DTM covering 182 out of 219 bomas (achieving 83 per cent coverage) in Wau, Rubkona, Bor South, Torit, Magwi, Aweil Centre and Malakal counties. The dataset has multi sector services availability names, locations and the services… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-south-sudan-village-assessment-multi-sector-services-availability-iom-dtm.
Dataset Profile
| Field | Value |
|---|---|
| Hugging Face repo | electricsheepafrica/africa-south-sudan-village-assessment-multi-sector-services-availability-iom-dtm |
| Sector | humanitarian_development |
| Topic tags | humanitarian, hdx, electric-sheep-africa, ssd |
| Modalities | text |
| Formats | parquet |
| Size category | n<1K |
| Countries | South Sudan |
| ISO3 coverage | SSD |
| Last modified on HF | 2026-04-26 12:08:52+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-south-sudan-village-assessment-multi-sector-services-availability-iom-dtm")
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: Source-specific or other license
- Hugging Face URL: https://huggingface.co/datasets/electricsheepafrica/africa-south-sudan-village-assessment-multi-sector-services-availability-iom-dtm
- 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_south_sudan_village_assessment_multi_sector_services_availability_iom_dtm_2026,
title = {South Sudan - Village Assessment - Multi Sector Services Availability - [IOM-DTM] | Africa (original)},
author = {original},
year = {2026},
url = {https://huggingface.co/datasets/electricsheepafrica/africa-south-sudan-village-assessment-multi-sector-services-availability-iom-dtm},
publisher = {Hugging Face Datasets, engineered by Electric Sheep Africa},
howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-south-sudan-village-assessment-multi-sector-services-availability-iom-dtm}}
}
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.
- Downloads last month
- 17