electricsheepafrica/africa-south-sudan-south-sudan-2015-5w-beneficiary-summary-data-by-cluster-an-f7902a6f

South Sudan 2015 5w Beneficiary Summary Data by Cluster an | Africa (OCHA South Sudan)

1,555 rows - 1 Africa country/area - 2015 - source table - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 1,555 rows from OCHA South Sudan, covering South Sudan 2015 5w Beneficiary Summary Data by Cluster an. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.

What This Dataset Measures

Education datasets help analysts study access, participation, learning systems, infrastructure, and outcomes across places and periods.

Source-provided context: South Sudan 2015 5W beneficiary Summary data

How To Read This Dataset

• One row means: one source record from the original tabular resource, with Electric Sheep Africa provenance columns added where available.
• Primary geography column: country_iso3.
• Best time column: year.
• Time coverage basis: year.
• Recommended join keys: country_iso3 where available plus source-specific keys.

Coverage

Dimension	Value
Rows	1,555
Countries/areas	1
First period	2015
Last period	2015
Indicators	0
Columns	168
Source format	XLSX

Geographic Coverage

Top areas shown below, sorted by row count when available:

Area	Rows	First year	Last year	Name
SSD	1,555	2015	2015	South Sudan

Indicators, Variables, Or Resource Contents

• This repo preserves one source tabular resource with its usable columns kept together.

Schema

Column	Type	Description	Example
source_record_id	string	Stable row identifier assigned during Electric Sheep Africa engineering.	4542a36b-3118-472e-bbba-1678bc850bcd:people-in-need:0
country_iso3	dictionary<values=string, indices=int8, ordered=0>	ISO3 country or area code.	SSD
country_name	dictionary<values=string, indices=int8, ordered=0>	Country or area name.	South Sudan
source_sheet	string	Source column from the original resource.	People_in_need
year	int64	Observation year.	2015
id	double	Source column from the original resource.	67.0
admin_level_1	string	Source column from the original resource.	Central Equatoria
pcode1	double	Source column from the original resource.	92.0
admin_level_2	string	Source column from the original resource.	Juba
pcode2	double	Source column from the original resource.	9202.0
population	double	Source column from the original resource.	501659.37328
refugees_who_left	double	Source column from the original resource.	19272.0
pop_less_refs	double	Source column from the original resource.	482387.37328
idps_present	double	Source column from the original resource.	43139.0
veriified_idps	double	Source column from the original resource.	36284.0
idps_60_poc	double	Source column from the original resource.	36789.0
returnees	double	Source column from the original resource.	21860.0
refugees	double	Source column from the original resource.	4664.0
host_community	double	Source column from the original resource.	151613.0
total	double	Source column from the original resource.	214926.0
refugees_2	double	Source column from the original resource.	``
idps	double	Source column from the original resource.	43139.0
host_communities	double	Source column from the original resource.	237861.0
total_ipc	double	Source column from the original resource.	281000.0
overall	double	Source column from the original resource.	``
returnees_2	double	Source column from the original resource.	``
baseline_pop	double	Source column from the original resource.	510353.0
idp_pop	double	Source column from the original resource.	42645.0
total_2	double	Source column from the original resource.	552998.0
total_3	double	Source column from the original resource.	43139.0
idps_2	double	Source column from the original resource.	42645.0
others	double	Source column from the original resource.	120320.0
refugees_3	double	Source column from the original resource.	14503.0
total_4	double	Source column from the original resource.	177468.0
boys	double	Source column from the original resource.	8227.0
girls	double	Source column from the original resource.	7763.0
total_5	double	Source column from the original resource.	15990.0
under5yrs	double	Source column from the original resource.	95315.0
plws	double	Source column from the original resource.	40133.0
total_6	double	Source column from the original resource.	135448.0
idps_3	double	Source column from the original resource.	25883.0
host_communities_2	double	Source column from the original resource.	3365.0
returnees_3	double	Source column from the original resource.	0.0
others_2	double	Source column from the original resource.	431.0
total_7	double	Source column from the original resource.	29680.0
source_period_start_year	int64	Start year inferred from source metadata.	2015
source_period_end_year	int64	End year inferred from source metadata.	2015
source_period_label	dictionary<values=string, indices=int8, ordered=0>	Source column from the original resource.	2015
source_provider	dictionary<values=string, indices=int8, ordered=0>	Publishing organization.	OCHA South Sudan
source_dataset	dictionary<values=string, indices=int8, ordered=0>	Source dataset or package title.	South Sudan 2015 5W beneficiary Summary data by Cluster and County
source_resource	dictionary<values=string, indices=int8, ordered=0>	Source resource title, table name, or file name.	South_Sudan_2015_5W_beneficiary_data_by_cluster_20160531.xlsx
source_package_id	dictionary<values=string, indices=int8, ordered=0>	Source package identifier.	ee9fd3aa-5ae4-42a5-9eec-f18896bfdcf7
source_resource_id	dictionary<values=string, indices=int8, ordered=0>	Source resource identifier.	4542a36b-3118-472e-bbba-1678bc850bcd
source_url	dictionary<values=string, indices=int8, ordered=0>	Original source URL or download URL.	https://data.humdata.org/dataset/ee9fd3aa-5ae4-42a5-9eec-f18896bfdcf7...
license_id	dictionary<values=string, indices=int8, ordered=0>	Source license identifier.	cc-by
retrieved_at	dictionary<values=string, indices=int8, ordered=0>	UTC source retrieval timestamp from the Electric Sheep Africa pipeline.	2026-08-10T18:18:23Z
poc	double	Source column from the original resource.	``
spontaneous_settlement	double	Source column from the original resource.	``
column_43	string	Source column from the original resource.	``
total_in_need	double	Source column from the original resource.	``
cluster	string	Source column from the original resource.	``
state	string	Source column from the original resource.	``
cccm	double	Source column from the original resource.	``
child_protection	double	Source column from the original resource.	``
education	double	Source column from the original resource.	``
fsl	double	Source column from the original resource.	``
livelihood	double	Source column from the original resource.	``
gbv	double	Source column from the original resource.	``
health	string	Source column from the original resource.	``
nfi_shelter	double	Source column from the original resource.	``
nutrition	double	Source column from the original resource.	``
protection	double	Source column from the original resource.	``
wash	double	Source column from the original resource.	``
mine_action	double	Source column from the original resource.	``
food_aid	double	Source column from the original resource.	``
livelihoods	double	Source column from the original resource.	``
shelter_nfi	double	Source column from the original resource.	``
maximum_beneficiaries_per_county	double	Source column from the original resource.	``
column_19	double	Source column from the original resource.	``
d_19	double	Source column from the original resource.	``
jonglei	string	Source column from the original resource.	``
d_72	double	Source column from the original resource.	``
akobo	string	Source column from the original resource.	``
d_7207	double	Source column from the original resource.	``
d_173320_92927999998	double	Source column from the original resource.	``
d_18368	double	Source column from the original resource.	``
d_94732	double	Source column from the original resource.	``
d_39239	double	Source column from the original resource.	``
column_10	double	Source column from the original resource.	``
d_4687	double	Source column from the original resource.	``
d_3510	double	Source column from the original resource.	``
d_39956	double	Source column from the original resource.	``
d_29285	double	Source column from the original resource.	``
d_32283	double	Source column from the original resource.	``
d_1048	double	Source column from the original resource.	``
d_115200	double	Source column from the original resource.	``
ab_19	string	Source column from the original resource.	``
d_115200_2	double	Source column from the original resource.	``
d_179495	double	Source column from the original resource.	``
d_173321	double	Source column from the original resource.	``
d_115200_3	double	Source column from the original resource.	``
d_230400	double	Source column from the original resource.	``
d_64566	double	Source column from the original resource.	``
d_32283_2	double	Source column from the original resource.	``
u_v_fsl	string	Source column from the original resource.	``
central_equatoria	string	Source column from the original resource.	``
d_92	double	Source column from the original resource.	``
juba	string	Source column from the original resource.	``
d_9202	double	Source column from the original resource.	``
d_150000	double	Source column from the original resource.	``
d_97000	double	Source column from the original resource.	``
d_34000	double	Source column from the original resource.	``
d_281000	double	Source column from the original resource.	``
dethoma_1	string	Source column from the original resource.	``
2015	string	Source column from the original resource.	``
d_4937	double	Source column from the original resource.	``
d_14564	double	Source column from the original resource.	``
d_5782	double	Source column from the original resource.	``
d_8782	double	Source column from the original resource.	``
d_20819	double	Source column from the original resource.	``
d_67	double	Source column from the original resource.	``
d_501659_37328	double	Source column from the original resource.	``
d_19272	double	Source column from the original resource.	``
d_482387_37328	double	Source column from the original resource.	``
d_43139	double	Source column from the original resource.	``
d_36284	double	Source column from the original resource.	``
d_36789	double	Source column from the original resource.	``
d_4664	double	Source column from the original resource.	``
d_154534_464	double	Source column from the original resource.	``
d_195987_464	double	Source column from the original resource.	``
column_15	double	Source column from the original resource.	``
d_43139_2	double	Source column from the original resource.	``
d_87861	double	Source column from the original resource.	``
d_131000	double	Source column from the original resource.	``
d_20000	double	Source column from the original resource.	``
column_21	double	Source column from the original resource.	``
d_510353	double	Source column from the original resource.	``
d_20000_2	double	Source column from the original resource.	``
d_510353_2	double	Source column from the original resource.	``
column_25	double	Source column from the original resource.	``
d_27987	double	Source column from the original resource.	``
column_27	double	Source column from the original resource.	``
d_20000_3	double	Source column from the original resource.	``
d_47987	double	Source column from the original resource.	``
d_42645	double	Source column from the original resource.	``
d_120320	double	Source column from the original resource.	``
d_14503	double	Source column from the original resource.	``
d_177468	double	Source column from the original resource.	``
d_8227	double	Source column from the original resource.	``
d_7763	double	Source column from the original resource.	``
d_15990	double	Source column from the original resource.	``
d_6938_95245120896	double	Source column from the original resource.	``
d_13439_454610171202	double	Source column from the original resource.	``
d_5056_7264826624	double	Source column from the original resource.	``
d_25435_13354404256	double	Source column from the original resource.	``
d_25883	double	Source column from the original resource.	``
d_3365	double	Source column from the original resource.	``
d_0	double	Source column from the original resource.	``
d_431	double	Source column from the original resource.	``
d_29680	double	Source column from the original resource.	``
z_5	string	Source column from the original resource.	``
d_195987_464_2	double	Source column from the original resource.	``
d_18484	double	Source column from the original resource.	``
d_215987_464	double	Source column from the original resource.	``
county	string	Source column from the original resource.	``
all	string	Source column from the original resource.	``
county_2	string	Source column from the original resource.	``
all_2	string	Source column from the original resource.	``

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-south-sudan-south-sudan-2015-5w-beneficiary-summary-data-by-cluster-an-f7902a6f")
df = ds["train"].to_pandas()
print(df.head())

Inspect Columns

print(df.info())
print(df.head())

Filter By Geography

if "country_iso3" in df.columns:
    sample = df[df["country_iso3"] == "SSD"]

Time-Series Pattern

if "value" in df.columns and "year" in df.columns:
    trend = df.sort_values("year")

Pivot For Analysis

if {"indicator_id", "year", "value"}.issubset(df.columns):
    matrix = df.pivot_table(index="year", columns="indicator_id", values="value")
    print(matrix.tail())

Data Quality Notes

• Canonical time field: year.
• Missing values are preserved rather than silently imputed.
• Column names are standardized for machine use; source meanings are preserved where known.
• Always confirm source methodology, units, and collection definitions before policy, production, or redistribution-sensitive use.

Source And Provenance

• Source: OCHA South Sudan
• Publisher: OCHA South Sudan
• Portal: https://data.humdata.org
• Resource: South_Sudan_2015_5W_beneficiary_data_by_cluster_20160531.xlsx
• License: CC BY 4.0
• Retrieved/generated: 2026-08-10T20:08:04Z
• Hugging Face repo: electricsheepafrica/africa-south-sudan-south-sudan-2015-5w-beneficiary-summary-data-by-cluster-an-f7902a6f

Transformations Applied

• Converted the source table to Parquet for efficient analytics and ML workflows.
• Added or preserved source provenance columns where available.
• Standardized README metadata, dataset loading configuration, schema documentation, and citation format.
• Preserved source-reported values without analytical imputation.

Suggested Analyses

• Compare education indicators by geography
• Track participation or completion trends
• Join with population and poverty indicators
• Build time-series views and period-over-period comparisons
• Check missingness before modeling
• Use country_iso3 as the safest geography join key when present

Citation

@misc{electric_sheep_africa_africa_south_sudan_south_sudan_2015_5w_beneficiary_summary_data_by_cluster_an_f7_2015,
  title        = {South Sudan 2015 5w Beneficiary Summary Data by Cluster an | Africa (OCHA South Sudan)},
  author       = {OCHA South Sudan},
  year         = {2015},
  url          = {https://data.humdata.org/dataset/south-sudan-2015-5w-beneficiary-summary-data-by-cluster-and-county},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-south-sudan-south-sudan-2015-5w-beneficiary-summary-data-by-cluster-an-f7902a6f}}
}

License

Released under CC BY 4.0.

Original data is published by OCHA South Sudan. Electric Sheep Africa engineering standardizes the data for discovery, loading, and analysis on Hugging Face. Cite both the original source and this ML-ready dataset when used.

About Electric Sheep Africa

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

---

Provenance: README standardized 2026-08-12 by the Electric Sheep Africa README system. Source URL: https://data.humdata.org/dataset/south-sudan-2015-5w-beneficiary-summary-data-by-cluster-and-county