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electricsheepafrica/africa-somalia-unicef-esaro-regional-db-31-march-2018-0c412acd

Unicef Esaro Regional Db 31 March 2018 | Africa (UNICEF Eastern and Southern Africa Regional Office (ESARO) (inactive)) 341 rows - 1 Africa country/area - 2018 - source table - Engineered by Electric Sheep Africa TL;DR This dataset contains 341 rows from UNICEF Eastern and Southern Africa Regional Office (ESARO) (inactive), covering Unicef Esaro Regional Db 31 March 2018. It is published as ML-ready Parquet with consistent Hugging Face metadata, source… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-somalia-unicef-esaro-regional-db-31-march-2018-0c412acd.

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Dataset Card

Unicef Esaro Regional Db 31 March 2018 | Africa (UNICEF Eastern and Southern Africa Regional Office (ESARO) (inactive))

341 rows - 1 Africa country/area - 2018 - source table - Engineered by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)

rows countries period indicators license

TL;DR

This dataset contains 341 rows from UNICEF Eastern and Southern Africa Regional Office (ESARO) (inactive), covering Unicef Esaro Regional Db 31 March 2018. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.

What This Dataset Measures

Official statistics datasets help analysts inspect public data as published by governments, national statistical systems, and regional data portals.

Source-provided context: UNICEF Eastern and Southern Africa database - Target, Response and Funding as of 31 March 2018

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

DimensionValue
Rows341
Countries/areas1
First period2018
Last period2018
Indicators0
Columns151
Source formatXLSX

Geographic Coverage

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

AreaRowsFirst yearLast yearName
SOM34120182018Somalia

Indicators, Variables, Or Resource Contents

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

Schema

ColumnTypeDescriptionExample
source_record_idstringStable row identifier assigned during Electric Sheep Africa engineering.adb88e5f-85e0-4f2a-b69c-018ebd3e6ffe:guidance-dates-of-update:0
country_iso3dictionary<values=string, indices=int8, ordered=0>ISO3 country or area code.SOM
country_namedictionary<values=string, indices=int8, ordered=0>Country or area name.Somalia
source_sheetstringSource column from the original resource.Guidance & Dates of update
yearint64Observation year.2018
countrystringSource column from the original resource.Ethiopia
date_of_updatestringSource column from the original resource.2018-04-05 00:00:00
source_period_start_yearint64Start year inferred from source metadata.2018
source_period_end_yearint64End year inferred from source metadata.2018
source_period_labeldictionary<values=string, indices=int8, ordered=0>Source column from the original resource.2018
source_providerdictionary<values=string, indices=int8, ordered=0>Publishing organization.UNICEF Eastern and Southern Africa Regional Office (ESARO) (inactive)
source_datasetdictionary<values=string, indices=int8, ordered=0>Source dataset or package title.UNICEF ESARO Regional db 31 March 2018
source_resourcedictionary<values=string, indices=int8, ordered=0>Source resource title, table name, or file name.UNICEF ESARO Regional db 2018.xlsx
source_package_iddictionary<values=string, indices=int8, ordered=0>Source package identifier.e514b983-cf97-4af6-9fc9-ec2b62f1283b
source_resource_iddictionary<values=string, indices=int8, ordered=0>Source resource identifier.adb88e5f-85e0-4f2a-b69c-018ebd3e6ffe
source_urldictionary<values=string, indices=int8, ordered=0>Original source URL or download URL.https://data.humdata.org/dataset/e514b983-cf97-4af6-9fc9-ec2b62f1283b...
license_iddictionary<values=string, indices=int8, ordered=0>Source license identifier.cc-by
retrieved_atdictionary<values=string, indices=int8, ordered=0>UTC source retrieval timestamp from the Electric Sheep Africa pipeline.2026-08-10T14:51:11Z
sourcestringSource column from the original resource.``
hrpstringSource column from the original resource.``
hrp_hrd_flash_appealdoubleSource column from the original resource.``
hacdoubleSource column from the original resource.``
hac_unicef_sitrepdoubleSource column from the original resource.``
hac_unicef_sitrep_2doubleSource column from the original resource.``
fewsnet_flash_appeal_riasco_plan_2016_2017stringSource column from the original resource.``
hrp_hrd_flash_appeal_2stringSource column from the original resource.``
hrp_hrd_flash_appeal_3stringSource column from the original resource.``
hrd_hacstringSource column from the original resource.``
unesco_uisstringSource column from the original resource.``
hac_unicefstringSource column from the original resource.``
hac_unicef_2stringSource column from the original resource.``
sectorstringSource column from the original resource.``
indicatorstringSource column from the original resource.``
2018doubleSource column from the original resource.``
latest_resultsdoubleSource column from the original resource.``
gapdoubleSource column from the original resource.``
achieveddoubleSource column from the original resource.``
resultsdoubleSource column from the original resource.``
sector_2stringSource column from the original resource.``
indicator_2stringSource column from the original resource.``
country_2stringSource column from the original resource.``
2018_2doubleSource column from the original resource.``
results_2doubleSource column from the original resource.``
gap_2doubleSource column from the original resource.``
achieved_2doubleSource column from the original resource.``
eritreastringSource column from the original resource.``
d_14000000stringSource column from the original resource.``
d_5260275stringSource column from the original resource.``
d_8739725stringSource column from the original resource.``
d_0_6242660714285714stringSource column from the original resource.``
burundistringSource column from the original resource.``
d_26000000stringSource column from the original resource.``
d_1782684stringSource column from the original resource.``
d_24217316stringSource column from the original resource.``
d_0_9314352307692307stringSource column from the original resource.``
angolastringSource column from the original resource.``
d_14660000stringSource column from the original resource.``
d_951636stringSource column from the original resource.``
d_13708364stringSource column from the original resource.``
d_0_9350862210095497stringSource column from the original resource.``
hac_requirement_usstringSource column from the original resource.``
d_111810939doubleSource column from the original resource.``
d_34235000doubleSource column from the original resource.``
d_154932574doubleSource column from the original resource.``
d_300978513doubleSource column from the original resource.``
d_183309871doubleSource column from the original resource.``
d_66119117doubleSource column from the original resource.``
d_92119117doubleSource column from the original resource.``
d_23750000doubleSource column from the original resource.``
d_38410000doubleSource column from the original resource.``
d_614817501doubleSource column from the original resource.``
washstringSource column from the original resource.``
of_people_reached_with_key_messages_of_hygiene_practicesstringSource column from the original resource.``
d_60000doubleSource column from the original resource.``
d_55000doubleSource column from the original resource.``
d_0_08333333333333333doubleSource column from the original resource.``
child_protectionstringSource column from the original resource.``
d_850000doubleSource column from the original resource.``
d_162281doubleSource column from the original resource.``
d_687719doubleSource column from the original resource.``
d_0_8090811764705882doubleSource column from the original resource.``
healthstringSource column from the original resource.``
of_children_vaccinated_against_measlesstringSource column from the original resource.``
d_56000doubleSource column from the original resource.``
d_6411doubleSource column from the original resource.``
d_49589doubleSource column from the original resource.``
d_0_11448214285714285doubleSource column from the original resource.``
nutritionstringSource column from the original resource.``
d_41610000doubleSource column from the original resource.``
d_6215627doubleSource column from the original resource.``
d_35394373doubleSource column from the original resource.``
d_0_850621797644797doubleSource column from the original resource.``
cpstringSource column from the original resource.``
of_uasc_receiving_protection_servicesstringSource column from the original resource.``
d_30000doubleSource column from the original resource.``
d_3553doubleSource column from the original resource.``
d_26447doubleSource column from the original resource.``
d_0_11843333333333333doubleSource column from the original resource.``
d_1000000doubleSource column from the original resource.``
d_874991doubleSource column from the original resource.``
d_125009doubleSource column from the original resource.``
d_0_125009doubleSource column from the original resource.``
of_people_with_access_to_safe_waterstringSource column from the original resource.``
d_702000doubleSource column from the original resource.``
d_53092doubleSource column from the original resource.``
d_648908doubleSource column from the original resource.``
d_0_07562962962962963doubleSource column from the original resource.``
of_people_with_sustained_access_to_safe_water_through_nestringSource column from the original resource.``
d_34279200doubleSource column from the original resource.``
d_4917244doubleSource column from the original resource.``
d_29361956doubleSource column from the original resource.``
d_0_8565531284277346doubleSource column from the original resource.``
of_children_receiving_psychosocial_support_servicesstringSource column from the original resource.``
d_250000doubleSource column from the original resource.``
d_57172doubleSource column from the original resource.``
d_192828doubleSource column from the original resource.``
d_0_228688doubleSource column from the original resource.``
d_26669780doubleSource column from the original resource.``
d_7705215doubleSource column from the original resource.``
d_18964565doubleSource column from the original resource.``
d_0_7110881679563911doubleSource column from the original resource.``
d_200000doubleSource column from the original resource.``
d_3000doubleSource column from the original resource.``
d_197000doubleSource column from the original resource.``
d_0_015doubleSource column from the original resource.``
wash_2stringSource column from the original resource.``
d_6000000doubleSource column from the original resource.``
d_29416doubleSource column from the original resource.``
d_5970584doubleSource column from the original resource.``
d_0_9950973333333333doubleSource column from the original resource.``
educationstringSource column from the original resource.``
of_children_accessing_quality_educationstringSource column from the original resource.``
d_123361doubleSource column from the original resource.``
d_30836doubleSource column from the original resource.``
d_92525doubleSource column from the original resource.``
d_0_24996554826890183doubleSource column from the original resource.``
of_people_reached_with_key_messages_on_hygiene_practicesstringSource column from the original resource.``
d_470000doubleSource column from the original resource.``
d_340000doubleSource column from the original resource.``
d_0_2765957446808511doubleSource column from the original resource.``
d_7200000doubleSource column from the original resource.``
d_809442doubleSource column from the original resource.``
d_6390558doubleSource column from the original resource.``
d_0_8875775doubleSource column from the original resource.``
of_children_in_humanitarian_situations_accessing_approprstringSource column from the original resource.``
d_5000doubleSource column from the original resource.``
d_5000_2doubleSource column from the original resource.``
d_0doubleSource column from the original resource.``
d_0_2doubleSource column from the original resource.``
d_1000000_2doubleSource column from the original resource.``
d_1doubleSource column from the original resource.``

Usage

python
from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-somalia-unicef-esaro-regional-db-31-march-2018-0c412acd")
df = ds["train"].to_pandas()
print(df.head())

Inspect Columns

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

Filter By Geography

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

Time-Series Pattern

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

Pivot For Analysis

python
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

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

  • —Profile the distribution of values
  • —Compare categories or geographies
  • —Join with complementary public datasets
  • —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

bibtex
@misc{electric_sheep_africa_africa_somalia_unicef_esaro_regional_db_31_march_2018_0c412acd_2018,
  title        = {Unicef Esaro Regional Db 31 March 2018 | Africa (UNICEF Eastern and Southern Africa Regional Office (ESARO) (inactive))},
  author       = {UNICEF Eastern and Southern Africa Regional Office (ESARO) (inactive)},
  year         = {2018},
  url          = {https://data.humdata.org/dataset/unicef-esaro-regional-db-31-october-2017},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-somalia-unicef-esaro-regional-db-31-march-2018-0c412acd}}
}

License

Released under CC BY 4.0.

Original data is published by UNICEF Eastern and Southern Africa Regional Office (ESARO) (inactive). 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/unicef-esaro-regional-db-31-october-2017