Dataset Viewer
Auto-converted to Parquet Duplicate
country_name
stringclasses
1 value
country_iso3
stringclasses
1 value
year
int64
1.96k
2.02k
indicator_name
stringclasses
48 values
indicator_code
stringclasses
48 values
value
float64
-0.33
867k
esa_source
stringclasses
1 value
esa_processed
stringdate
2026-04-16 00:00:00
2026-04-16 00:00:00
Comoros
COM
2,001
Electricity production from coal sources (% of total)
EG.ELC.COAL.ZS
0
HDX
2026-04-16
Comoros
COM
2,016
Foreign direct investment, net inflows (% of GDP)
BX.KLT.DINV.WD.GD.ZS
0.352458
HDX
2026-04-16
Comoros
COM
1,993
Arable land (% of land area)
AG.LND.ARBL.ZS
34.927458
HDX
2026-04-16
Comoros
COM
2,018
Renewable energy consumption (% of total final energy consumption)
EG.FEC.RNEW.ZS
57.7
HDX
2026-04-16
Comoros
COM
2,014
Marine protected areas (% of territorial waters)
ER.MRN.PTMR.ZS
0
HDX
2026-04-16
Comoros
COM
1,961
Population growth (annual %)
SP.POP.GROW
1.755368
HDX
2026-04-16
Comoros
COM
2,019
Average precipitation in depth (mm per year)
AG.LND.PRCP.MM
900
HDX
2026-04-16
Comoros
COM
1,963
Cereal yield (kg per hectare)
AG.YLD.CREL.KG
1,083.7
HDX
2026-04-16
Comoros
COM
1,964
Urban population (% of total population)
SP.URB.TOTL.IN.ZS
16.660084
HDX
2026-04-16
Comoros
COM
2,004
Electricity production from oil sources (% of total)
EG.ELC.PETR.ZS
87.804878
HDX
2026-04-16
Comoros
COM
2,009
Electricity production from renewable sources, excluding hydroelectric (kWh)
EG.ELC.RNWX.KH
0
HDX
2026-04-16
Comoros
COM
2,002
Agriculture, forestry, and fishing, value added (% of GDP)
NV.AGR.TOTL.ZS
29.376012
HDX
2026-04-16
Comoros
COM
2,017
Average precipitation in depth (mm per year)
AG.LND.PRCP.MM
900
HDX
2026-04-16
Comoros
COM
1,967
Average precipitation in depth (mm per year)
AG.LND.PRCP.MM
900
HDX
2026-04-16
Comoros
COM
1,971
Urban population
SP.URB.TOTL
50,723
HDX
2026-04-16
Comoros
COM
1,976
Population, total
SP.POP.TOTL
297,538
HDX
2026-04-16
Comoros
COM
2,021
Electricity production from renewable sources, excluding hydroelectric (% of total)
EG.ELC.RNWX.ZS
0
HDX
2026-04-16
Comoros
COM
2,020
Renewable electricity output (% of total electricity output)
EG.ELC.RNEW.ZS
0
HDX
2026-04-16
Comoros
COM
2,009
Electricity production from oil sources (% of total)
EG.ELC.PETR.ZS
90.272374
HDX
2026-04-16
Comoros
COM
1,980
Mortality rate, under-5 (per 1,000 live births)
SH.DYN.MORT
173.9
HDX
2026-04-16
Comoros
COM
1,971
Arable land (% of land area)
AG.LND.ARBL.ZS
34.927458
HDX
2026-04-16
Comoros
COM
1,994
Foreign direct investment, net inflows (% of GDP)
BX.KLT.DINV.WD.GD.ZS
0.056455
HDX
2026-04-16
Comoros
COM
2,000
Population growth (annual %)
SP.POP.GROW
1.919894
HDX
2026-04-16
Comoros
COM
1,980
Cereal yield (kg per hectare)
AG.YLD.CREL.KG
1,058.1
HDX
2026-04-16
Comoros
COM
1,976
Cereal yield (kg per hectare)
AG.YLD.CREL.KG
1,157.1
HDX
2026-04-16
Comoros
COM
1,971
School enrollment, primary and secondary (gross), gender parity index (GPI)
SE.ENR.PRSC.FM.ZS
0.45745
HDX
2026-04-16
Comoros
COM
1,998
Agricultural land (% of land area)
AG.LND.AGRI.ZS
67.705535
HDX
2026-04-16
Comoros
COM
1,997
Renewable energy consumption (% of total final energy consumption)
EG.FEC.RNEW.ZS
72.9
HDX
2026-04-16
Comoros
COM
1,992
Agriculture, forestry, and fishing, value added (% of GDP)
NV.AGR.TOTL.ZS
29.376538
HDX
2026-04-16
Comoros
COM
1,998
Roads, paved (% of total roads)
IS.ROD.PAVE.ZS
76.5
HDX
2026-04-16
Comoros
COM
2,010
Electricity production from coal sources (% of total)
EG.ELC.COAL.ZS
0
HDX
2026-04-16
Comoros
COM
2,021
Population growth (annual %)
SP.POP.GROW
1.97632
HDX
2026-04-16
Comoros
COM
2,022
Population, total
SP.POP.TOTL
834,188
HDX
2026-04-16
Comoros
COM
2,009
Average precipitation in depth (mm per year)
AG.LND.PRCP.MM
900
HDX
2026-04-16
Comoros
COM
2,017
Urban population (% of total population)
SP.URB.TOTL.IN.ZS
31.099656
HDX
2026-04-16
Comoros
COM
2,005
Cereal yield (kg per hectare)
AG.YLD.CREL.KG
1,128.4
HDX
2026-04-16
Comoros
COM
1,995
Forest area (% of land area)
AG.LND.FRST.ZS
23.573348
HDX
2026-04-16
Comoros
COM
1,964
Agricultural land (sq. km)
AG.LND.AGRI.K2
950
HDX
2026-04-16
Comoros
COM
1,985
Population growth (annual %)
SP.POP.GROW
2.797873
HDX
2026-04-16
Comoros
COM
1,999
Population growth (annual %)
SP.POP.GROW
1.782139
HDX
2026-04-16
Comoros
COM
2,014
Annual freshwater withdrawals, total (% of internal resources)
ER.H2O.FWTL.ZS
0.833333
HDX
2026-04-16
Comoros
COM
2,008
Electricity production from renewable sources, excluding hydroelectric (kWh)
EG.ELC.RNWX.KH
0
HDX
2026-04-16
Comoros
COM
2,011
Urban population
SP.URB.TOTL
194,496
HDX
2026-04-16
Comoros
COM
2,006
Electricity production from oil sources (% of total)
EG.ELC.PETR.ZS
87.512488
HDX
2026-04-16
Comoros
COM
2,008
Agriculture, forestry, and fishing, value added (% of GDP)
NV.AGR.TOTL.ZS
29.138915
HDX
2026-04-16
Comoros
COM
1,990
Renewable energy consumption (% of total final energy consumption)
EG.FEC.RNEW.ZS
74
HDX
2026-04-16
Comoros
COM
2,014
Access to electricity (% of population)
EG.ELC.ACCS.ZS
71.8
HDX
2026-04-16
Comoros
COM
2,015
Annual freshwater withdrawals, total (% of internal resources)
ER.H2O.FWTL.ZS
0.833333
HDX
2026-04-16
Comoros
COM
2,001
Foreign direct investment, net inflows (% of GDP)
BX.KLT.DINV.WD.GD.ZS
0.307423
HDX
2026-04-16
Comoros
COM
1,977
Cereal yield (kg per hectare)
AG.YLD.CREL.KG
1,205.5
HDX
2026-04-16
Comoros
COM
2,003
Agricultural land (% of land area)
AG.LND.AGRI.ZS
70.929608
HDX
2026-04-16
Comoros
COM
2,020
Arable land (% of land area)
AG.LND.ARBL.ZS
34.927458
HDX
2026-04-16
Comoros
COM
1,986
Mortality rate, under-5 (per 1,000 live births)
SH.DYN.MORT
140.4
HDX
2026-04-16
Comoros
COM
2,022
Terrestrial and marine protected areas (% of total territorial area)
ER.PTD.TOTL.ZS
0.7
HDX
2026-04-16
Comoros
COM
1,963
Population, total
SP.POP.TOTL
208,185
HDX
2026-04-16
Comoros
COM
2,013
Electricity production from natural gas sources (% of total)
EG.ELC.NGAS.ZS
0
HDX
2026-04-16
Comoros
COM
2,001
Forest area (% of land area)
AG.LND.FRST.ZS
22.161204
HDX
2026-04-16
Comoros
COM
2,005
Renewable electricity output (% of total electricity output)
EG.ELC.RNEW.ZS
11.655012
HDX
2026-04-16
Comoros
COM
2,010
Agriculture, forestry, and fishing, value added (% of GDP)
NV.AGR.TOTL.ZS
30.415978
HDX
2026-04-16
Comoros
COM
1,976
Population growth (annual %)
SP.POP.GROW
3.365148
HDX
2026-04-16
Comoros
COM
1,996
Mortality rate, under-5 (per 1,000 live births)
SH.DYN.MORT
93.7
HDX
2026-04-16
Comoros
COM
2,011
Arable land (% of land area)
AG.LND.ARBL.ZS
34.927458
HDX
2026-04-16
Comoros
COM
2,002
Average precipitation in depth (mm per year)
AG.LND.PRCP.MM
900
HDX
2026-04-16
Comoros
COM
1,993
Population, total
SP.POP.TOTL
473,682
HDX
2026-04-16
Comoros
COM
1,981
Cereal yield (kg per hectare)
AG.YLD.CREL.KG
1,057.8
HDX
2026-04-16
Comoros
COM
2,008
Arable land (% of land area)
AG.LND.ARBL.ZS
34.927458
HDX
2026-04-16
Comoros
COM
2,014
Electricity production from renewable sources, excluding hydroelectric (kWh)
EG.ELC.RNWX.KH
0
HDX
2026-04-16
Comoros
COM
1,990
Agriculture, forestry, and fishing, value added (% of GDP)
NV.AGR.TOTL.ZS
29.375908
HDX
2026-04-16
Comoros
COM
2,001
Urban population
SP.URB.TOTL
153,168
HDX
2026-04-16
Comoros
COM
2,010
Arable land (% of land area)
AG.LND.ARBL.ZS
34.927458
HDX
2026-04-16
Comoros
COM
1,991
Mortality rate, under-5 (per 1,000 live births)
SH.DYN.MORT
116.1
HDX
2026-04-16
Comoros
COM
1,991
Population growth (annual %)
SP.POP.GROW
2.435265
HDX
2026-04-16
Comoros
COM
2,003
Forest area (sq. km)
AG.LND.FRST.K2
403.66
HDX
2026-04-16
Comoros
COM
2,023
Foreign direct investment, net inflows (% of GDP)
BX.KLT.DINV.WD.GD.ZS
0.403422
HDX
2026-04-16
Comoros
COM
2,020
Average precipitation in depth (mm per year)
AG.LND.PRCP.MM
900
HDX
2026-04-16
Comoros
COM
1,971
Average precipitation in depth (mm per year)
AG.LND.PRCP.MM
900
HDX
2026-04-16
Comoros
COM
2,015
Cereal yield (kg per hectare)
AG.YLD.CREL.KG
1,860.6
HDX
2026-04-16
Comoros
COM
2,021
Agriculture, forestry, and fishing, value added (% of GDP)
NV.AGR.TOTL.ZS
35.240949
HDX
2026-04-16
Comoros
COM
2,015
Urban population growth (annual %)
SP.URB.GROW
3.246729
HDX
2026-04-16
Comoros
COM
2,004
Annual freshwater withdrawals, total (billion cubic meters)
ER.H2O.FWTL.K3
0.01
HDX
2026-04-16
Comoros
COM
1,995
Population growth (annual %)
SP.POP.GROW
1.736192
HDX
2026-04-16
Comoros
COM
2,018
Access to electricity (% of population)
EG.ELC.ACCS.ZS
81
HDX
2026-04-16
Comoros
COM
2,011
Electricity production from renewable sources, excluding hydroelectric (% of total)
EG.ELC.RNWX.ZS
0
HDX
2026-04-16
Comoros
COM
2,013
Cereal yield (kg per hectare)
AG.YLD.CREL.KG
1,899.9
HDX
2026-04-16
Comoros
COM
1,988
Population, total
SP.POP.TOTL
421,687
HDX
2026-04-16
Comoros
COM
2,023
Population, total
SP.POP.TOTL
850,387
HDX
2026-04-16
Comoros
COM
1,985
Agriculture, forestry, and fishing, value added (% of GDP)
NV.AGR.TOTL.ZS
29.376223
HDX
2026-04-16
Comoros
COM
2,008
Electricity production from nuclear sources (% of total)
EG.ELC.NUCL.ZS
0
HDX
2026-04-16
Comoros
COM
1,981
Urban population growth (annual %)
SP.URB.GROW
4.736315
HDX
2026-04-16
Comoros
COM
2,009
Electricity production from natural gas sources (% of total)
EG.ELC.NGAS.ZS
0
HDX
2026-04-16
Comoros
COM
1,992
Cereal yield (kg per hectare)
AG.YLD.CREL.KG
795
HDX
2026-04-16
Comoros
COM
2,002
School enrollment, primary and secondary (gross), gender parity index (GPI)
SE.ENR.PRSC.FM.ZS
0.82888
HDX
2026-04-16
Comoros
COM
2,021
Annual freshwater withdrawals, total (billion cubic meters)
ER.H2O.FWTL.K3
0.01
HDX
2026-04-16
Comoros
COM
1,973
Average precipitation in depth (mm per year)
AG.LND.PRCP.MM
900
HDX
2026-04-16
Comoros
COM
2,005
CPIA public sector management and institutions cluster average (1=low to 6=high)
IQ.CPA.PUBS.XQ
2.3
HDX
2026-04-16
Comoros
COM
2,015
Annual freshwater withdrawals, total (billion cubic meters)
ER.H2O.FWTL.K3
0.01
HDX
2026-04-16
Comoros
COM
2,020
Population growth (annual %)
SP.POP.GROW
1.961994
HDX
2026-04-16
Comoros
COM
2,010
Electricity production from renewable sources, excluding hydroelectric (kWh)
EG.ELC.RNWX.KH
0
HDX
2026-04-16
Comoros
COM
1,984
Agricultural land (sq. km)
AG.LND.AGRI.K2
1,100
HDX
2026-04-16
Comoros
COM
1,993
Agricultural land (sq. km)
AG.LND.AGRI.K2
1,180
HDX
2026-04-16
End of preview. Expand in Data Studio

Comoros - Climate Change | Africa (original)

Size category: 1K<n<10K - Formats: parquet - Sector: agriculture_food - 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: Comoros - Climate Change 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. Climate change is expected to hit developing countries the hardest. Its effects—higher temperatures, changes in precipitation patterns, rising sea levels, and more frequent weather-related disasters—pose risks for agriculture, food, and water supplies. At… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-world-bank-climate-change-indicators-for-comoros.

Dataset Profile

Field Value
Hugging Face repo electricsheepafrica/africa-world-bank-climate-change-indicators-for-comoros
Sector agriculture_food
Topic tags humanitarian, hdx, electric-sheep-africa, climate-weather, indicators, com
Modalities tabular, text
Formats parquet
Size category 1K<n<10K
Countries Comoros
ISO3 coverage COM
Last modified on HF 2026-04-16 16:37:41+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-world-bank-climate-change-indicators-for-comoros")
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_world_bank_climate_change_indicators_for_comoros_2026,
  title        = {Comoros - Climate Change | Africa (original)},
  author       = {original},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/africa-world-bank-climate-change-indicators-for-comoros},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-world-bank-climate-change-indicators-for-comoros}}
}

License

Released under CC BY 4.0.

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.

Downloads last month
14

Collections including electricsheepafrica/africa-world-bank-climate-change-indicators-for-comoros