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country_name
stringclasses
1 value
country_iso3
stringclasses
1 value
year
int64
2k
2.02k
indicator_name
stringlengths
10
67
indicator_code
stringlengths
11
17
value
float64
1
57.4
esa_source
stringclasses
1 value
esa_processed
stringdate
2026-04-27 00:00:00
2026-04-27 00:00:00
Gabon
GAB
2,016
Population living in slums (% of urban population)
EN.POP.SLUM.UR.ZS
44.33265
HDX
2026-04-27
Gabon
GAB
2,010
Population living in slums (% of urban population)
EN.POP.SLUM.UR.ZS
48.07475
HDX
2026-04-27
Gabon
GAB
2,005
Income share held by lowest 20%
SI.DST.FRST.20
5.8
HDX
2026-04-27
Gabon
GAB
2,005
Poverty gap at $3.00 a day (2021 PPP) (%)
SI.POV.GAPS
2.2
HDX
2026-04-27
Gabon
GAB
2,005
Income share held by highest 20%
SI.DST.05TH.20
48.7
HDX
2026-04-27
Gabon
GAB
2,005
Income share held by fourth 20%
SI.DST.04TH.20
21.1
HDX
2026-04-27
Gabon
GAB
2,005
Income share held by second 20%
SI.DST.02ND.20
10.1
HDX
2026-04-27
Gabon
GAB
2,005
Poverty headcount ratio at $8.30 a day (2021 PPP) (% of population)
SI.POV.UMIC
56.9
HDX
2026-04-27
Gabon
GAB
2,005
Income share held by third 20%
SI.DST.03RD.20
14.4
HDX
2026-04-27
Gabon
GAB
2,004
Population living in slums (% of urban population)
EN.POP.SLUM.UR.ZS
53.6879
HDX
2026-04-27
Gabon
GAB
2,017
Income share held by fourth 20%
SI.DST.04TH.20
23
HDX
2026-04-27
Gabon
GAB
2,017
Poverty gap at $3.00 a day (2021 PPP) (%)
SI.POV.GAPS
1
HDX
2026-04-27
Gabon
GAB
2,017
Income share held by lowest 20%
SI.DST.FRST.20
6
HDX
2026-04-27
Gabon
GAB
2,022
Population living in slums (% of urban population)
EN.POP.SLUM.UR.ZS
38.77297
HDX
2026-04-27
Gabon
GAB
2,005
Poverty headcount ratio at $3.00 a day (2021 PPP) (% of population)
SI.POV.DDAY
9.2
HDX
2026-04-27
Gabon
GAB
2,017
Poverty gap at $8.30 a day (2021 PPP) (%)
SI.POV.UMIC.GP
11.2
HDX
2026-04-27
Gabon
GAB
2,012
Population living in slums (% of urban population)
EN.POP.SLUM.UR.ZS
46.2037
HDX
2026-04-27
Gabon
GAB
2,000
Population living in slums (% of urban population)
EN.POP.SLUM.UR.ZS
57.43
HDX
2026-04-27
Gabon
GAB
2,017
Gini index
SI.POV.GINI
38
HDX
2026-04-27
Gabon
GAB
2,020
Population living in slums (% of urban population)
EN.POP.SLUM.UR.ZS
44.33265
HDX
2026-04-27
Gabon
GAB
2,005
Poverty headcount ratio at national poverty lines (% of population)
SI.POV.NAHC
32.7
HDX
2026-04-27
Gabon
GAB
2,005
Income share held by highest 10%
SI.DST.10TH.10
33.1
HDX
2026-04-27
Gabon
GAB
2,018
Population living in slums (% of urban population)
EN.POP.SLUM.UR.ZS
44.33265
HDX
2026-04-27
Gabon
GAB
2,005
Gini index
SI.POV.GINI
42.2
HDX
2026-04-27
Gabon
GAB
2,005
Proportion of people living below 50 percent of median income (%)
SI.DST.50MD
15.2
HDX
2026-04-27
Gabon
GAB
2,005
Poverty headcount ratio at $4.20 a day (2021 PPP) (% of population)
SI.POV.LMIC
20.3
HDX
2026-04-27
Gabon
GAB
2,002
Population living in slums (% of urban population)
EN.POP.SLUM.UR.ZS
55.55895
HDX
2026-04-27
Gabon
GAB
2,017
Proportion of people living below 50 percent of median income (%)
SI.DST.50MD
15.7
HDX
2026-04-27
Gabon
GAB
2,017
Income share held by highest 20%
SI.DST.05TH.20
44.4
HDX
2026-04-27
Gabon
GAB
2,005
Poverty gap at $8.30 a day (2021 PPP) (%)
SI.POV.UMIC.GP
22.7
HDX
2026-04-27
Gabon
GAB
2,017
Income share held by highest 10%
SI.DST.10TH.10
27.7
HDX
2026-04-27
Gabon
GAB
2,008
Population living in slums (% of urban population)
EN.POP.SLUM.UR.ZS
49.9458
HDX
2026-04-27
Gabon
GAB
2,017
Income share held by third 20%
SI.DST.03RD.20
15.7
HDX
2026-04-27
Gabon
GAB
2,017
Poverty headcount ratio at $3.00 a day (2021 PPP) (% of population)
SI.POV.DDAY
3.8
HDX
2026-04-27
Gabon
GAB
2,017
Poverty headcount ratio at national poverty lines (% of population)
SI.POV.NAHC
33.4
HDX
2026-04-27

Gabon - Poverty

Publisher: World Bank Group · Source: HDX · License: cc-by · Updated: 2026-03-27


Abstract

Contains data from the World Bank's data portal. There is also a consolidated country dataset on HDX.

For countries with an active poverty monitoring program, the World Bank—in collaboration with national institutions, other development agencies, and civil society—regularly conducts analytical work to assess the extent and causes of poverty and inequality, examine the impact of growth and public policy, and review household survey data and measurement methods. Data here includes poverty and inequality measures generated from analytical reports, from national poverty monitoring programs, and from the World Bank’s Development Research Group which has been producing internationally comparable and global poverty estimates and lines since 1990.

Each row in this dataset represents country-level aggregates. Data was last updated on HDX on 2026-03-27. Geographic scope: GAB.

Curated into ML-ready Parquet format by Electric Sheep Africa.


Dataset Characteristics

Domain Poverty and economic vulnerability
Unit of observation Country-level aggregates
Rows (total) 44
Columns 8 (2 numeric, 6 categorical, 0 datetime)
Train split 35 rows
Test split 8 rows
Geographic scope GAB
Publisher World Bank Group
HDX last updated 2026-03-27

Variables

Geographiccountry_name (Gabon), country_iso3 (GAB), year (range 2000.0–2022.0).

Outcome / Measurementvalue (range 1.0–57.43).

Identifier / Metadataindicator_name (Population living in slums (% of urban population), Poverty headcount ratio at $3.00 a day (2021 PPP) (% of population), Poverty headcount ratio at $8.30 a day (2021 PPP) (% of population)), indicator_code (EN.POP.SLUM.UR.ZS, SI.POV.DDAY, SI.POV.UMIC), esa_source (HDX), esa_processed (2026-04-27).


Quick Start

from datasets import load_dataset

ds    = load_dataset("electricsheepafrica/africa-poverty-gabon")
train = ds["train"].to_pandas()
test  = ds["test"].to_pandas()

print(train.shape)
train.head()

Schema

Column Type Null % Range / Sample Values
country_name object 0.0% Gabon
country_iso3 object 0.0% GAB
year int64 0.0% 2000.0 – 2022.0 (mean 2011.0)
indicator_name object 0.0% Population living in slums (% of urban population), Poverty headcount ratio at $3.00 a day (2021 PPP) (% of population), Poverty headcount ratio at $8.30 a day (2021 PPP) (% of population)
indicator_code object 0.0% EN.POP.SLUM.UR.ZS, SI.POV.DDAY, SI.POV.UMIC
value float64 0.0% 1.0 – 57.43 (mean 27.2209)
esa_source object 0.0% HDX
esa_processed object 0.0% 2026-04-27

Numeric Summary

Column Min Max Mean Median
year 2000.0 2022.0 2011.0 2011.0
value 1.0 57.43 27.2209 25.35

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. 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 World Bank Group 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_poverty_gabon,
  title     = {Gabon - Poverty},
  author    = {World Bank Group},
  year      = {2026},
  url       = {https://data.humdata.org/dataset/world-bank-poverty-indicators-for-gabon},
  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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