Datasets:

electricsheepafrica
/

africa-faostat-emissions-from-livestock-gle

Domain Code string	Domain string	Area Code int64	Area string	Element Code int64	Element string	Item Code int64	Item string	Year Code int64	Year string	Source Code int64	Source string	Unit string	Value float64
GLE	Emissions from Livestock	4	Algeria	5,111	Stocks	1,107	Asses	1,961	1961	3,050	FAO TIER 1	An	315,000
GLE	Emissions from Livestock	4	Algeria	72,431	Livestock total (Emissions N2O)	1,107	Asses	1,961	1961	3,050	FAO TIER 1	kt	0.156
GLE	Emissions from Livestock	4	Algeria	72,441	Livestock total (Emissions CH4)	1,107	Asses	1,961	1961	3,050	FAO TIER 1	kt	3.4335
GLE	Emissions from Livestock	4	Algeria	72,254	Enteric fermentation (Emissions CH4)	1,107	Asses	1,961	1961	3,050	FAO TIER 1	kt	3.15
GLE	Emissions from Livestock	4	Algeria	72,386	Manure management (manure treated, N content)	1,107	Asses	1,961	1961	3,050	FAO TIER 1	kg	137,510.1
GLE	Emissions from Livestock	4	Algeria	72,256	Manure management (Emissions CH4)	1,107	Asses	1,961	1961	3,050	FAO TIER 1	kt	0.2835
GLE	Emissions from Livestock	4	Algeria	72,306	Manure management (Emissions N2O)	1,107	Asses	1,961	1961	3,050	FAO TIER 1	kt	0.0005
GLE	Emissions from Livestock	4	Algeria	72,346	Manure management (Direct emissions N2O)	1,107	Asses	1,961	1961	3,050	FAO TIER 1	kt	0.0005
GLE	Emissions from Livestock	4	Algeria	72,366	Manure management (Indirect emissions N2O)	1,107	Asses	1,961	1961	3,050	FAO TIER 1	kt	0
GLE	Emissions from Livestock	4	Algeria	72,380	Manure left on pasture (N content)	1,107	Asses	1,961	1961	3,050	FAO TIER 1	kg	6,806,749.95
GLE	Emissions from Livestock	4	Algeria	723,802	Manure left on pasture that leaches (N content)	1,107	Asses	1,961	1961	3,050	FAO TIER 1	kg	2,042,024.985
GLE	Emissions from Livestock	4	Algeria	723,801	Manure left on pasture that volatilises (N content)	1,107	Asses	1,961	1961	3,050	FAO TIER 1	kg	1,361,349.99
GLE	Emissions from Livestock	4	Algeria	72,300	Manure left on pasture (Emissions N2O)	1,107	Asses	1,961	1961	3,050	FAO TIER 1	kt	0.1524
GLE	Emissions from Livestock	4	Algeria	72,340	Manure left on pasture (Direct emissions N2O)	1,107	Asses	1,961	1961	3,050	FAO TIER 1	kt	0.107
GLE	Emissions from Livestock	4	Algeria	723,602	Indirect emissions (N2O that leaches) (Manure on pasture)	1,107	Asses	1,961	1961	3,050	FAO TIER 1	kt	0.0241
GLE	Emissions from Livestock	4	Algeria	723,601	Indirect emissions (N2O that volatilises) (Manure on pasture)	1,107	Asses	1,961	1961	3,050	FAO TIER 1	kt	0.0214
GLE	Emissions from Livestock	4	Algeria	72,360	Manure left on pasture (Indirect emissions N2O)	1,107	Asses	1,961	1961	3,050	FAO TIER 1	kt	0.0455
GLE	Emissions from Livestock	4	Algeria	72,381	Manure applied to soils (N content)	1,107	Asses	1,961	1961	3,050	FAO TIER 1	kg	137,510.1
GLE	Emissions from Livestock	4	Algeria	723,812	Manure applied to soils that leaches (N content)	1,107	Asses	1,961	1961	3,050	FAO TIER 1	kg	41,253.03
GLE	Emissions from Livestock	4	Algeria	723,811	Manure applied to soils that volatilises (N content)	1,107	Asses	1,961	1961	3,050	FAO TIER 1	kg	27,502.02
GLE	Emissions from Livestock	4	Algeria	72,301	Emissions (N2O) (Manure applied)	1,107	Asses	1,961	1961	3,050	FAO TIER 1	kt	0.0031
GLE	Emissions from Livestock	4	Algeria	72,341	Manure applied to soils (Direct emissions N2O)	1,107	Asses	1,961	1961	3,050	FAO TIER 1	kt	0.0022
GLE	Emissions from Livestock	4	Algeria	723,612	Indirect emissions (N2O that leaches) (Manure applied)	1,107	Asses	1,961	1961	3,050	FAO TIER 1	kt	0.0005
GLE	Emissions from Livestock	4	Algeria	723,611	Indirect emissions (N2O that volatilises) (Manure applied)	1,107	Asses	1,961	1961	3,050	FAO TIER 1	kt	0.0004
GLE	Emissions from Livestock	4	Algeria	72,361	Manure applied to soils (Indirect emissions N2O)	1,107	Asses	1,961	1961	3,050	FAO TIER 1	kt	0.0009
GLE	Emissions from Livestock	4	Algeria	5,111	Stocks	1,107	Asses	1,962	1962	3,050	FAO TIER 1	An	290,000
GLE	Emissions from Livestock	4	Algeria	72,431	Livestock total (Emissions N2O)	1,107	Asses	1,962	1962	3,050	FAO TIER 1	kt	0.1437
GLE	Emissions from Livestock	4	Algeria	72,441	Livestock total (Emissions CH4)	1,107	Asses	1,962	1962	3,050	FAO TIER 1	kt	3.161
GLE	Emissions from Livestock	4	Algeria	72,254	Enteric fermentation (Emissions CH4)	1,107	Asses	1,962	1962	3,050	FAO TIER 1	kt	2.9
GLE	Emissions from Livestock	4	Algeria	72,386	Manure management (manure treated, N content)	1,107	Asses	1,962	1962	3,050	FAO TIER 1	kg	126,596.6
GLE	Emissions from Livestock	4	Algeria	72,256	Manure management (Emissions CH4)	1,107	Asses	1,962	1962	3,050	FAO TIER 1	kt	0.261
GLE	Emissions from Livestock	4	Algeria	72,306	Manure management (Emissions N2O)	1,107	Asses	1,962	1962	3,050	FAO TIER 1	kt	0.0005
GLE	Emissions from Livestock	4	Algeria	72,346	Manure management (Direct emissions N2O)	1,107	Asses	1,962	1962	3,050	FAO TIER 1	kt	0.0005
GLE	Emissions from Livestock	4	Algeria	72,366	Manure management (Indirect emissions N2O)	1,107	Asses	1,962	1962	3,050	FAO TIER 1	kt	0
GLE	Emissions from Livestock	4	Algeria	72,380	Manure left on pasture (N content)	1,107	Asses	1,962	1962	3,050	FAO TIER 1	kg	6,266,531.7
GLE	Emissions from Livestock	4	Algeria	723,802	Manure left on pasture that leaches (N content)	1,107	Asses	1,962	1962	3,050	FAO TIER 1	kg	1,879,959.51
GLE	Emissions from Livestock	4	Algeria	723,801	Manure left on pasture that volatilises (N content)	1,107	Asses	1,962	1962	3,050	FAO TIER 1	kg	1,253,306.34
GLE	Emissions from Livestock	4	Algeria	72,300	Manure left on pasture (Emissions N2O)	1,107	Asses	1,962	1962	3,050	FAO TIER 1	kt	0.1403
GLE	Emissions from Livestock	4	Algeria	72,340	Manure left on pasture (Direct emissions N2O)	1,107	Asses	1,962	1962	3,050	FAO TIER 1	kt	0.0985
GLE	Emissions from Livestock	4	Algeria	723,602	Indirect emissions (N2O that leaches) (Manure on pasture)	1,107	Asses	1,962	1962	3,050	FAO TIER 1	kt	0.0222
GLE	Emissions from Livestock	4	Algeria	723,601	Indirect emissions (N2O that volatilises) (Manure on pasture)	1,107	Asses	1,962	1962	3,050	FAO TIER 1	kt	0.0197
GLE	Emissions from Livestock	4	Algeria	72,360	Manure left on pasture (Indirect emissions N2O)	1,107	Asses	1,962	1962	3,050	FAO TIER 1	kt	0.0419
GLE	Emissions from Livestock	4	Algeria	72,381	Manure applied to soils (N content)	1,107	Asses	1,962	1962	3,050	FAO TIER 1	kg	126,596.6
GLE	Emissions from Livestock	4	Algeria	723,812	Manure applied to soils that leaches (N content)	1,107	Asses	1,962	1962	3,050	FAO TIER 1	kg	37,978.98
GLE	Emissions from Livestock	4	Algeria	723,811	Manure applied to soils that volatilises (N content)	1,107	Asses	1,962	1962	3,050	FAO TIER 1	kg	25,319.32
GLE	Emissions from Livestock	4	Algeria	72,301	Emissions (N2O) (Manure applied)	1,107	Asses	1,962	1962	3,050	FAO TIER 1	kt	0.0028
GLE	Emissions from Livestock	4	Algeria	72,341	Manure applied to soils (Direct emissions N2O)	1,107	Asses	1,962	1962	3,050	FAO TIER 1	kt	0.002
GLE	Emissions from Livestock	4	Algeria	723,612	Indirect emissions (N2O that leaches) (Manure applied)	1,107	Asses	1,962	1962	3,050	FAO TIER 1	kt	0.0004
GLE	Emissions from Livestock	4	Algeria	723,611	Indirect emissions (N2O that volatilises) (Manure applied)	1,107	Asses	1,962	1962	3,050	FAO TIER 1	kt	0.0004
GLE	Emissions from Livestock	4	Algeria	72,361	Manure applied to soils (Indirect emissions N2O)	1,107	Asses	1,962	1962	3,050	FAO TIER 1	kt	0.0008
GLE	Emissions from Livestock	4	Algeria	5,111	Stocks	1,107	Asses	1,963	1963	3,050	FAO TIER 1	An	215,000
GLE	Emissions from Livestock	4	Algeria	72,431	Livestock total (Emissions N2O)	1,107	Asses	1,963	1963	3,050	FAO TIER 1	kt	0.1065
GLE	Emissions from Livestock	4	Algeria	72,441	Livestock total (Emissions CH4)	1,107	Asses	1,963	1963	3,050	FAO TIER 1	kt	2.3435
GLE	Emissions from Livestock	4	Algeria	72,254	Enteric fermentation (Emissions CH4)	1,107	Asses	1,963	1963	3,050	FAO TIER 1	kt	2.15
GLE	Emissions from Livestock	4	Algeria	72,386	Manure management (manure treated, N content)	1,107	Asses	1,963	1963	3,050	FAO TIER 1	kg	93,856.1
GLE	Emissions from Livestock	4	Algeria	72,256	Manure management (Emissions CH4)	1,107	Asses	1,963	1963	3,050	FAO TIER 1	kt	0.1935
GLE	Emissions from Livestock	4	Algeria	72,306	Manure management (Emissions N2O)	1,107	Asses	1,963	1963	3,050	FAO TIER 1	kt	0.0004
GLE	Emissions from Livestock	4	Algeria	72,346	Manure management (Direct emissions N2O)	1,107	Asses	1,963	1963	3,050	FAO TIER 1	kt	0.0004
GLE	Emissions from Livestock	4	Algeria	72,366	Manure management (Indirect emissions N2O)	1,107	Asses	1,963	1963	3,050	FAO TIER 1	kt	0
GLE	Emissions from Livestock	4	Algeria	72,380	Manure left on pasture (N content)	1,107	Asses	1,963	1963	3,050	FAO TIER 1	kg	4,645,876.95
GLE	Emissions from Livestock	4	Algeria	723,802	Manure left on pasture that leaches (N content)	1,107	Asses	1,963	1963	3,050	FAO TIER 1	kg	1,393,763.085
GLE	Emissions from Livestock	4	Algeria	723,801	Manure left on pasture that volatilises (N content)	1,107	Asses	1,963	1963	3,050	FAO TIER 1	kg	929,175.39
GLE	Emissions from Livestock	4	Algeria	72,300	Manure left on pasture (Emissions N2O)	1,107	Asses	1,963	1963	3,050	FAO TIER 1	kt	0.104
GLE	Emissions from Livestock	4	Algeria	72,340	Manure left on pasture (Direct emissions N2O)	1,107	Asses	1,963	1963	3,050	FAO TIER 1	kt	0.073
GLE	Emissions from Livestock	4	Algeria	723,602	Indirect emissions (N2O that leaches) (Manure on pasture)	1,107	Asses	1,963	1963	3,050	FAO TIER 1	kt	0.0164
GLE	Emissions from Livestock	4	Algeria	723,601	Indirect emissions (N2O that volatilises) (Manure on pasture)	1,107	Asses	1,963	1963	3,050	FAO TIER 1	kt	0.0146
GLE	Emissions from Livestock	4	Algeria	72,360	Manure left on pasture (Indirect emissions N2O)	1,107	Asses	1,963	1963	3,050	FAO TIER 1	kt	0.031
GLE	Emissions from Livestock	4	Algeria	72,381	Manure applied to soils (N content)	1,107	Asses	1,963	1963	3,050	FAO TIER 1	kg	93,856.1
GLE	Emissions from Livestock	4	Algeria	723,812	Manure applied to soils that leaches (N content)	1,107	Asses	1,963	1963	3,050	FAO TIER 1	kg	28,156.83
GLE	Emissions from Livestock	4	Algeria	723,811	Manure applied to soils that volatilises (N content)	1,107	Asses	1,963	1963	3,050	FAO TIER 1	kg	18,771.22
GLE	Emissions from Livestock	4	Algeria	72,301	Emissions (N2O) (Manure applied)	1,107	Asses	1,963	1963	3,050	FAO TIER 1	kt	0.0021
GLE	Emissions from Livestock	4	Algeria	72,341	Manure applied to soils (Direct emissions N2O)	1,107	Asses	1,963	1963	3,050	FAO TIER 1	kt	0.0015
GLE	Emissions from Livestock	4	Algeria	723,612	Indirect emissions (N2O that leaches) (Manure applied)	1,107	Asses	1,963	1963	3,050	FAO TIER 1	kt	0.0003
GLE	Emissions from Livestock	4	Algeria	723,611	Indirect emissions (N2O that volatilises) (Manure applied)	1,107	Asses	1,963	1963	3,050	FAO TIER 1	kt	0.0003
GLE	Emissions from Livestock	4	Algeria	72,361	Manure applied to soils (Indirect emissions N2O)	1,107	Asses	1,963	1963	3,050	FAO TIER 1	kt	0.0006
GLE	Emissions from Livestock	4	Algeria	5,111	Stocks	1,107	Asses	1,964	1964	3,050	FAO TIER 1	An	248,000
GLE	Emissions from Livestock	4	Algeria	72,431	Livestock total (Emissions N2O)	1,107	Asses	1,964	1964	3,050	FAO TIER 1	kt	0.1229
GLE	Emissions from Livestock	4	Algeria	72,441	Livestock total (Emissions CH4)	1,107	Asses	1,964	1964	3,050	FAO TIER 1	kt	2.7032
GLE	Emissions from Livestock	4	Algeria	72,254	Enteric fermentation (Emissions CH4)	1,107	Asses	1,964	1964	3,050	FAO TIER 1	kt	2.48
GLE	Emissions from Livestock	4	Algeria	72,386	Manure management (manure treated, N content)	1,107	Asses	1,964	1964	3,050	FAO TIER 1	kg	108,261.92
GLE	Emissions from Livestock	4	Algeria	72,256	Manure management (Emissions CH4)	1,107	Asses	1,964	1964	3,050	FAO TIER 1	kt	0.2232
GLE	Emissions from Livestock	4	Algeria	72,306	Manure management (Emissions N2O)	1,107	Asses	1,964	1964	3,050	FAO TIER 1	kt	0.0004
GLE	Emissions from Livestock	4	Algeria	72,346	Manure management (Direct emissions N2O)	1,107	Asses	1,964	1964	3,050	FAO TIER 1	kt	0.0004
GLE	Emissions from Livestock	4	Algeria	72,366	Manure management (Indirect emissions N2O)	1,107	Asses	1,964	1964	3,050	FAO TIER 1	kt	0
GLE	Emissions from Livestock	4	Algeria	72,380	Manure left on pasture (N content)	1,107	Asses	1,964	1964	3,050	FAO TIER 1	kg	5,358,965.04
GLE	Emissions from Livestock	4	Algeria	723,802	Manure left on pasture that leaches (N content)	1,107	Asses	1,964	1964	3,050	FAO TIER 1	kg	1,607,689.512
GLE	Emissions from Livestock	4	Algeria	723,801	Manure left on pasture that volatilises (N content)	1,107	Asses	1,964	1964	3,050	FAO TIER 1	kg	1,071,793.008
GLE	Emissions from Livestock	4	Algeria	72,300	Manure left on pasture (Emissions N2O)	1,107	Asses	1,964	1964	3,050	FAO TIER 1	kt	0.12
GLE	Emissions from Livestock	4	Algeria	72,340	Manure left on pasture (Direct emissions N2O)	1,107	Asses	1,964	1964	3,050	FAO TIER 1	kt	0.0842
GLE	Emissions from Livestock	4	Algeria	723,602	Indirect emissions (N2O that leaches) (Manure on pasture)	1,107	Asses	1,964	1964	3,050	FAO TIER 1	kt	0.0189
GLE	Emissions from Livestock	4	Algeria	723,601	Indirect emissions (N2O that volatilises) (Manure on pasture)	1,107	Asses	1,964	1964	3,050	FAO TIER 1	kt	0.0168
GLE	Emissions from Livestock	4	Algeria	72,360	Manure left on pasture (Indirect emissions N2O)	1,107	Asses	1,964	1964	3,050	FAO TIER 1	kt	0.0358
GLE	Emissions from Livestock	4	Algeria	72,381	Manure applied to soils (N content)	1,107	Asses	1,964	1964	3,050	FAO TIER 1	kg	108,261.92
GLE	Emissions from Livestock	4	Algeria	723,812	Manure applied to soils that leaches (N content)	1,107	Asses	1,964	1964	3,050	FAO TIER 1	kg	32,478.576
GLE	Emissions from Livestock	4	Algeria	723,811	Manure applied to soils that volatilises (N content)	1,107	Asses	1,964	1964	3,050	FAO TIER 1	kg	21,652.384
GLE	Emissions from Livestock	4	Algeria	72,301	Emissions (N2O) (Manure applied)	1,107	Asses	1,964	1964	3,050	FAO TIER 1	kt	0.0024
GLE	Emissions from Livestock	4	Algeria	72,341	Manure applied to soils (Direct emissions N2O)	1,107	Asses	1,964	1964	3,050	FAO TIER 1	kt	0.0017
GLE	Emissions from Livestock	4	Algeria	723,612	Indirect emissions (N2O that leaches) (Manure applied)	1,107	Asses	1,964	1964	3,050	FAO TIER 1	kt	0.0004
GLE	Emissions from Livestock	4	Algeria	723,611	Indirect emissions (N2O that volatilises) (Manure applied)	1,107	Asses	1,964	1964	3,050	FAO TIER 1	kt	0.0003
GLE	Emissions from Livestock	4	Algeria	72,361	Manure applied to soils (Indirect emissions N2O)	1,107	Asses	1,964	1964	3,050	FAO TIER 1	kt	0.0007

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Emissions from Livestock — Africa (FAOSTAT) | Africa (Electric Sheep Africa metadata inventory)

Size category: 1M<n<10M - Formats: parquet - Sector: agriculture_food - Engineered by Electric Sheep Africa

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: Emissions from Livestock — Africa Source: FAOSTAT — Emissions from Livestock Domain code: GLE Publisher: Food and Agriculture Organization of the United Nations (FAO) Coverage: 51 African countries · 1961–2050 · 1,342,920 rows Items: 23 · Elements: 25 About FAOSTAT is the world's largest and most comprehensive statistical database on food, agriculture, fisheries, forestry, and rural development. This dataset contains the Emissions from Livestock domain filtered to all… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-faostat-emissions-from-livestock-gle.

Dataset Profile

Field	Value
Hugging Face repo	`electricsheepafrica/africa-faostat-emissions-from-livestock-gle`
Sector	agriculture_food
Topic tags	faostat, agriculture, food-security, tabular
Modalities	`tabular`, `text`
Formats	`parquet`
Size category	`1M<n<10M`
Countries	Africa-wide or source-defined African coverage
ISO3 coverage	`not declared`
Last modified on HF	`2026-05-04 02:35:29+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-faostat-emissions-from-livestock-gle")
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: country, upstream_publisher.
Do not infer policy meaning from labels alone; confirm definitions, units, and methods in the source material.

Source And Provenance

Source context: Electric Sheep Africa metadata inventory
Publisher/source attribution: Public dataset metadata
License: CC BY 4.0
Hugging Face URL: https://huggingface.co/datasets/electricsheepafrica/africa-faostat-emissions-from-livestock-gle
Inventory retrieved at: 2026-07-16T16:00:34Z

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_faostat_emissions_from_livestock_gle_2026,
  title        = {Emissions from Livestock — Africa (FAOSTAT) | Africa (Electric Sheep Africa metadata inventory)},
  author       = {Public dataset metadata},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/africa-faostat-emissions-from-livestock-gle},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-faostat-emissions-from-livestock-gle}}
}

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.

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