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uid
stringlengths
3
7
1_1_2_county
stringclasses
8 values
1_1_3_payam
stringlengths
3
14
1_1_4_boma
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2_4_2_what_is_the_second_most_common_livelihood_group_in_the_boma
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2_4_3_do_the_people_in_this_boma_practice_farming
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2_8_do_the_people_in_the_boma_own_livestock
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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

size sector downloads license

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

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.

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