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country_name
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stringclasses
1 value
year
int64
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2.02k
indicator_name
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10
113
indicator_code
stringlengths
11
17
value
float64
-2.4
97.7
esa_source
stringclasses
1 value
esa_processed
stringdate
2026-04-10 00:00:00
2026-04-10 00:00:00
Ethiopia
ETH
2,015
Income share held by highest 20%
SI.DST.05TH.20
43
HDX
2026-04-10
Ethiopia
ETH
2,015
Poverty gap at $3.00 a day (2021 PPP) (%)
SI.POV.GAPS
9.6
HDX
2026-04-10
Ethiopia
ETH
2,021
Survey mean consumption or income per capita, total population (2021 PPP $ per day)
SI.SPR.PCAP
4.16
HDX
2026-04-10
Ethiopia
ETH
2,021
Survey mean consumption or income per capita, bottom 40% of population (2021 PPP $ per day)
SI.SPR.PC40
2.19
HDX
2026-04-10
Ethiopia
ETH
1,999
Income share held by third 20%
SI.DST.03RD.20
16.8
HDX
2026-04-10
Ethiopia
ETH
2,010
Proportion of people living below 50 percent of median income (%)
SI.DST.50MD
9.4
HDX
2026-04-10
Ethiopia
ETH
1,995
Poverty gap at $8.30 a day (2021 PPP) (%)
SI.POV.UMIC.GP
69.2
HDX
2026-04-10
Ethiopia
ETH
2,021
Poverty headcount ratio at $4.20 a day (2021 PPP) (% of population)
SI.POV.LMIC
63.7
HDX
2026-04-10
Ethiopia
ETH
2,004
Income share held by second 20%
SI.DST.02ND.20
13
HDX
2026-04-10
Ethiopia
ETH
2,021
Income share held by highest 20%
SI.DST.05TH.20
39.7
HDX
2026-04-10
Ethiopia
ETH
2,010
Poverty gap at $8.30 a day (2021 PPP) (%)
SI.POV.UMIC.GP
52.6
HDX
2026-04-10
Ethiopia
ETH
2,004
Population living in slums (% of urban population)
EN.POP.SLUM.UR.ZS
85.98109
HDX
2026-04-10
Ethiopia
ETH
2,004
Income share held by highest 20%
SI.DST.05TH.20
39.3
HDX
2026-04-10
Ethiopia
ETH
2,010
Poverty headcount ratio at $3.00 a day (2021 PPP) (% of population)
SI.POV.DDAY
37.4
HDX
2026-04-10
Ethiopia
ETH
1,995
Poverty headcount ratio at $3.00 a day (2021 PPP) (% of population)
SI.POV.DDAY
73.5
HDX
2026-04-10
Ethiopia
ETH
1,999
Income share held by fourth 20%
SI.DST.04TH.20
21.5
HDX
2026-04-10
Ethiopia
ETH
2,021
Proportion of people living below 50 percent of median income (%)
SI.DST.50MD
8.9
HDX
2026-04-10
Ethiopia
ETH
2,012
Population living in slums (% of urban population)
EN.POP.SLUM.UR.ZS
73.60011
HDX
2026-04-10
Ethiopia
ETH
2,015
Income share held by lowest 20%
SI.DST.FRST.20
7.3
HDX
2026-04-10
Ethiopia
ETH
1,999
Poverty headcount ratio at $3.00 a day (2021 PPP) (% of population)
SI.POV.DDAY
65.9
HDX
2026-04-10
Ethiopia
ETH
2,004
Income share held by highest 10%
SI.DST.10TH.10
25.6
HDX
2026-04-10
Ethiopia
ETH
1,995
Income share held by highest 20%
SI.DST.05TH.20
51.6
HDX
2026-04-10
Ethiopia
ETH
1,999
Income share held by second 20%
SI.DST.02ND.20
13.2
HDX
2026-04-10
Ethiopia
ETH
1,995
Poverty headcount ratio at $8.30 a day (2021 PPP) (% of population)
SI.POV.UMIC
96.5
HDX
2026-04-10
Ethiopia
ETH
1,999
Income share held by highest 20%
SI.DST.05TH.20
39.4
HDX
2026-04-10
Ethiopia
ETH
2,010
Income share held by lowest 20%
SI.DST.FRST.20
8
HDX
2026-04-10
Ethiopia
ETH
2,008
Population living in slums (% of urban population)
EN.POP.SLUM.UR.ZS
79.7906
HDX
2026-04-10
Ethiopia
ETH
2,015
Proportion of people living below 50 percent of median income (%)
SI.DST.50MD
12.4
HDX
2026-04-10
Ethiopia
ETH
2,010
Poverty gap at $3.00 a day (2021 PPP) (%)
SI.POV.GAPS
10.4
HDX
2026-04-10
Ethiopia
ETH
2,015
Poverty gap at $4.20 a day (2021 PPP) (%)
SI.POV.LMIC.GP
19.5
HDX
2026-04-10
Ethiopia
ETH
2,004
Income share held by fourth 20%
SI.DST.04TH.20
21.4
HDX
2026-04-10
Ethiopia
ETH
2,015
Income share held by third 20%
SI.DST.03RD.20
16.3
HDX
2026-04-10
Ethiopia
ETH
2,021
Poverty headcount ratio at national poverty lines (% of population)
SI.POV.NAHC
33.1
HDX
2026-04-10
Ethiopia
ETH
1,995
Poverty headcount ratio at national poverty lines (% of population)
SI.POV.NAHC
45.5
HDX
2026-04-10
Ethiopia
ETH
2,015
Income share held by fourth 20%
SI.DST.04TH.20
21.2
HDX
2026-04-10
Ethiopia
ETH
2,006
Population living in slums (% of urban population)
EN.POP.SLUM.UR.ZS
82.88584
HDX
2026-04-10
Ethiopia
ETH
2,021
Poverty gap at $4.20 a day (2021 PPP) (%)
SI.POV.LMIC.GP
22.5
HDX
2026-04-10
Ethiopia
ETH
2,015
Income share held by lowest 10%
SI.DST.FRST.10
2.9
HDX
2026-04-10
Ethiopia
ETH
2,015
Income share held by second 20%
SI.DST.02ND.20
12.1
HDX
2026-04-10
Ethiopia
ETH
2,015
Poverty headcount ratio at $4.20 a day (2021 PPP) (% of population)
SI.POV.LMIC
56.1
HDX
2026-04-10
Ethiopia
ETH
2,021
Income share held by fourth 20%
SI.DST.04TH.20
22.4
HDX
2026-04-10
Ethiopia
ETH
2,016
Population living in slums (% of urban population)
EN.POP.SLUM.UR.ZS
67.40962
HDX
2026-04-10
Ethiopia
ETH
1,995
Income share held by second 20%
SI.DST.02ND.20
9.9
HDX
2026-04-10
Ethiopia
ETH
2,010
Income share held by highest 10%
SI.DST.10TH.10
27.4
HDX
2026-04-10
Ethiopia
ETH
2,004
Poverty headcount ratio at national poverty lines (% of population)
SI.POV.NAHC
38.7
HDX
2026-04-10
Ethiopia
ETH
2,010
Population living in slums (% of urban population)
EN.POP.SLUM.UR.ZS
76.69536
HDX
2026-04-10
Ethiopia
ETH
2,015
Gini index
SI.POV.GINI
35
HDX
2026-04-10
Ethiopia
ETH
2,015
Poverty headcount ratio at $8.30 a day (2021 PPP) (% of population)
SI.POV.UMIC
89.9
HDX
2026-04-10
Ethiopia
ETH
1,995
Poverty gap at $4.20 a day (2021 PPP) (%)
SI.POV.LMIC.GP
45.6
HDX
2026-04-10
Ethiopia
ETH
2,021
Income share held by lowest 20%
SI.DST.FRST.20
8.3
HDX
2026-04-10
Ethiopia
ETH
2,010
Income share held by lowest 10%
SI.DST.FRST.10
3.2
HDX
2026-04-10
Ethiopia
ETH
1,999
Gini index
SI.POV.GINI
30
HDX
2026-04-10
Ethiopia
ETH
1,999
Proportion of people living below 50 percent of median income (%)
SI.DST.50MD
6.1
HDX
2026-04-10
Ethiopia
ETH
1,995
Gini index
SI.POV.GINI
44.6
HDX
2026-04-10
Ethiopia
ETH
2,015
Poverty headcount ratio at $3.00 a day (2021 PPP) (% of population)
SI.POV.DDAY
33
HDX
2026-04-10
Ethiopia
ETH
2,021
Annualized average growth rate in per capita real survey mean consumption or income, bottom 40% of population (%)
SI.SPR.PC40.ZG
-0.94
HDX
2026-04-10
Ethiopia
ETH
1,999
Poverty gap at $4.20 a day (2021 PPP) (%)
SI.POV.LMIC.GP
37.4
HDX
2026-04-10
Ethiopia
ETH
1,995
Income share held by highest 10%
SI.DST.10TH.10
38
HDX
2026-04-10
Ethiopia
ETH
1,999
Income share held by lowest 20%
SI.DST.FRST.20
9.1
HDX
2026-04-10
Ethiopia
ETH
2,021
Income share held by lowest 10%
SI.DST.FRST.10
3.5
HDX
2026-04-10
Ethiopia
ETH
2,021
Poverty headcount ratio at $8.30 a day (2021 PPP) (% of population)
SI.POV.UMIC
93.5
HDX
2026-04-10
Ethiopia
ETH
2,004
Income share held by lowest 20%
SI.DST.FRST.20
9.4
HDX
2026-04-10
Ethiopia
ETH
2,004
Gini index
SI.POV.GINI
29.8
HDX
2026-04-10
Ethiopia
ETH
2,010
Income share held by highest 20%
SI.DST.05TH.20
41.7
HDX
2026-04-10
Ethiopia
ETH
2,015
Survey mean consumption or income per capita, bottom 40% of population (2021 PPP $ per day)
SI.SPR.PC40
2.31
HDX
2026-04-10
Ethiopia
ETH
1,995
Income share held by lowest 20%
SI.DST.FRST.20
6.3
HDX
2026-04-10
Ethiopia
ETH
2,004
Poverty headcount ratio at $3.00 a day (2021 PPP) (% of population)
SI.POV.DDAY
41.3
HDX
2026-04-10
Ethiopia
ETH
1,999
Poverty headcount ratio at national poverty lines (% of population)
SI.POV.NAHC
44.2
HDX
2026-04-10
Ethiopia
ETH
2,015
Income share held by highest 10%
SI.DST.10TH.10
28.5
HDX
2026-04-10
Ethiopia
ETH
1,995
Income share held by fourth 20%
SI.DST.04TH.20
18.8
HDX
2026-04-10
Ethiopia
ETH
1,999
Poverty headcount ratio at $8.30 a day (2021 PPP) (% of population)
SI.POV.UMIC
97.7
HDX
2026-04-10
Ethiopia
ETH
2,020
Population living in slums (% of urban population)
EN.POP.SLUM.UR.ZS
64.31438
HDX
2026-04-10
Ethiopia
ETH
1,999
Income share held by lowest 10%
SI.DST.FRST.10
3.9
HDX
2026-04-10
Ethiopia
ETH
2,004
Income share held by third 20%
SI.DST.03RD.20
16.9
HDX
2026-04-10
Ethiopia
ETH
2,018
Population living in slums (% of urban population)
EN.POP.SLUM.UR.ZS
64.31438
HDX
2026-04-10
Ethiopia
ETH
1,995
Income share held by third 20%
SI.DST.03RD.20
13.4
HDX
2026-04-10
Ethiopia
ETH
2,004
Poverty headcount ratio at $8.30 a day (2021 PPP) (% of population)
SI.POV.UMIC
95.7
HDX
2026-04-10
Ethiopia
ETH
2,004
Poverty gap at $4.20 a day (2021 PPP) (%)
SI.POV.LMIC.GP
23.3
HDX
2026-04-10
Ethiopia
ETH
2,004
Poverty gap at $8.30 a day (2021 PPP) (%)
SI.POV.UMIC.GP
55.3
HDX
2026-04-10
Ethiopia
ETH
2,010
Gini index
SI.POV.GINI
33.2
HDX
2026-04-10
Ethiopia
ETH
2,010
Poverty gap at $4.20 a day (2021 PPP) (%)
SI.POV.LMIC.GP
22.2
HDX
2026-04-10
Ethiopia
ETH
1,999
Poverty headcount ratio at $4.20 a day (2021 PPP) (% of population)
SI.POV.LMIC
85.9
HDX
2026-04-10
Ethiopia
ETH
2,021
Annualized average growth rate in per capita real survey mean consumption or income, total population (%)
SI.SPR.PCAP.ZG
-2.4
HDX
2026-04-10
Ethiopia
ETH
2,010
Income share held by third 20%
SI.DST.03RD.20
16.3
HDX
2026-04-10
Ethiopia
ETH
2,021
Poverty headcount ratio at $3.00 a day (2021 PPP) (% of population)
SI.POV.DDAY
38.6
HDX
2026-04-10
Ethiopia
ETH
1,995
Poverty gap at $3.00 a day (2021 PPP) (%)
SI.POV.GAPS
31.7
HDX
2026-04-10
Ethiopia
ETH
1,999
Poverty gap at $8.30 a day (2021 PPP) (%)
SI.POV.UMIC.GP
65.5
HDX
2026-04-10
Ethiopia
ETH
2,010
Income share held by second 20%
SI.DST.02ND.20
12.6
HDX
2026-04-10
Ethiopia
ETH
2,010
Poverty headcount ratio at national poverty lines (% of population)
SI.POV.NAHC
29.6
HDX
2026-04-10
Ethiopia
ETH
2,004
Income share held by lowest 10%
SI.DST.FRST.10
4.1
HDX
2026-04-10
Ethiopia
ETH
2,021
Poverty gap at $8.30 a day (2021 PPP) (%)
SI.POV.UMIC.GP
52.5
HDX
2026-04-10

Ethiopia - 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: ETH.

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) 114
Columns 8 (2 numeric, 6 categorical, 0 datetime)
Train split 91 rows
Test split 22 rows
Geographic scope ETH
Publisher World Bank Group
HDX last updated 2026-03-27

Variables

Geographiccountry_name (Ethiopia), country_iso3 (ETH), year (range 1995.0–2022.0).

Outcome / Measurementvalue (range -2.4–97.7).

Identifier / Metadataindicator_name (Population living in slums (% of urban population), Poverty headcount ratio at $3.00 a day (2021 PPP) (% of population), Poverty gap at $8.30 a day (2021 PPP) (%)), indicator_code (EN.POP.SLUM.UR.ZS, SI.POV.DDAY, SI.POV.UMIC.GP), esa_source (HDX), esa_processed (2026-04-10).


Quick Start

from datasets import load_dataset

ds    = load_dataset("electricsheepafrica/africa-world-bank-poverty-indicators-for-ethiopia")
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% Ethiopia
country_iso3 object 0.0% ETH
year int64 0.0% 1995.0 – 2022.0 (mean 2008.3333)
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 gap at $8.30 a day (2021 PPP) (%)
indicator_code object 0.0% EN.POP.SLUM.UR.ZS, SI.POV.DDAY, SI.POV.UMIC.GP
value float64 0.0% -2.4 – 97.7 (mean 35.7249)
esa_source object 0.0% HDX
esa_processed object 0.0% 2026-04-10

Numeric Summary

Column Min Max Mean Median
year 1995.0 2022.0 2008.3333 2010.0
value -2.4 97.7 35.7249 29.05

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