Datasets:

electricsheepafrica
/

africa-gin-climate-trace

full_name string	id string	level int64	level_0_id string	level_1_id string	name string	year int64	month int64	sector string	gas string	emissionsquantity float64	esa_source string	esa_processed string
Kankan Region, GIN	GIN.4_1	1	GIN	GIN.4_1	Kankan Region	2,025	6	forestry-and-land-use	ch4	0	HDX	2026-04-04
Kankan Region, GIN	GIN.4_1	1	GIN	GIN.4_1	Kankan Region	2,025	7	power	ch4	0.344416	HDX	2026-04-04
Conakry Region, GIN	GIN.2_1	1	GIN	GIN.2_1	Conakry Region	2,024	6	buildings	ch4	441.88887	HDX	2026-04-04
Kankan Region, GIN	GIN.4_1	1	GIN	GIN.4_1	Kankan Region	2,025	3	agriculture	ch4	39.01946	HDX	2026-04-04
Faranah Region, GIN	GIN.3_1	1	GIN	GIN.3_1	Faranah Region	2,025	3	waste	ch4	0	HDX	2026-04-04
Kindia Region, GIN	GIN.5_1	1	GIN	GIN.5_1	Kindia Region	2,024	12	transportation	ch4	0.002588	HDX	2026-04-04
Conakry Region, GIN	GIN.2_1	1	GIN	GIN.2_1	Conakry Region	2,025	7	fossil-fuel-operations	ch4	0	HDX	2026-04-04
Faranah Region, GIN	GIN.3_1	1	GIN	GIN.3_1	Faranah Region	2,025	12	transportation	ch4	0.002443	HDX	2026-04-04
Kindia Region, GIN	GIN.5_1	1	GIN	GIN.5_1	Kindia Region	2,024	3	manufacturing	ch4	0	HDX	2026-04-04
Faranah Region, GIN	GIN.3_1	1	GIN	GIN.3_1	Faranah Region	2,025	7	manufacturing	ch4	0.022004	HDX	2026-04-04
Labé Region, GIN	GIN.6_1	1	GIN	GIN.6_1	Labé Region	2,024	8	fossil-fuel-operations	ch4	2.177141	HDX	2026-04-04
Kindia Region, GIN	GIN.5_1	1	GIN	GIN.5_1	Kindia Region	2,024	9	transportation	ch4	2.172444	HDX	2026-04-04
Conakry Region, GIN	GIN.2_1	1	GIN	GIN.2_1	Conakry Region	2,025	8	buildings	ch4	17.76063	HDX	2026-04-04
Kankan Region, GIN	GIN.4_1	1	GIN	GIN.4_1	Kankan Region	2,025	7	agriculture	ch4	2,521.451679	HDX	2026-04-04
Faranah Region, GIN	GIN.3_1	1	GIN	GIN.3_1	Faranah Region	2,024	10	mineral-extraction	ch4	0	HDX	2026-04-04
Kankan Region, GIN	GIN.4_1	1	GIN	GIN.4_1	Kankan Region	2,025	2	transportation	ch4	0	HDX	2026-04-04
Guinea	GIN	0	GIN	null	Guinea	2,024	8	transportation	ch4	0	HDX	2026-04-04
Nzérékoré Region, GIN	GIN.8_1	1	GIN	GIN.8_1	Nzérékoré Region	2,024	8	transportation	ch4	1.438552	HDX	2026-04-04
Kankan Region, GIN	GIN.4_1	1	GIN	GIN.4_1	Kankan Region	2,024	12	buildings	ch4	0.254282	HDX	2026-04-04
Conakry Region, GIN	GIN.2_1	1	GIN	GIN.2_1	Conakry Region	2,024	11	agriculture	ch4	423.947686	HDX	2026-04-04
Guinea	GIN	0	GIN	null	Guinea	2,024	7	mineral-extraction	ch4	0	HDX	2026-04-04
Guinea	GIN	0	GIN	null	Guinea	2,024	8	agriculture	ch4	8.487764	HDX	2026-04-04
Guinea	GIN	0	GIN	null	Guinea	2,024	3	transportation	ch4	0.610049	HDX	2026-04-04
Kindia Region, GIN	GIN.5_1	1	GIN	GIN.5_1	Kindia Region	2,025	11	buildings	ch4	484.74437	HDX	2026-04-04
Boké Region, GIN	GIN.1_1	1	GIN	GIN.1_1	Boké Region	2,024	10	transportation	ch4	0.285117	HDX	2026-04-04
Kindia Region, GIN	GIN.5_1	1	GIN	GIN.5_1	Kindia Region	2,024	11	agriculture	ch4	1,766.821781	HDX	2026-04-04
Kankan Region, GIN	GIN.4_1	1	GIN	GIN.4_1	Kankan Region	2,025	3	mineral-extraction	ch4	0.101612	HDX	2026-04-04
Boké Region, GIN	GIN.1_1	1	GIN	GIN.1_1	Boké Region	2,025	4	agriculture	ch4	478.016882	HDX	2026-04-04
Conakry Region, GIN	GIN.2_1	1	GIN	GIN.2_1	Conakry Region	2,024	4	manufacturing	ch4	0	HDX	2026-04-04
Kankan Region, GIN	GIN.4_1	1	GIN	GIN.4_1	Kankan Region	2,025	5	agriculture	ch4	1,014.422237	HDX	2026-04-04
Guinea	GIN	0	GIN	null	Guinea	2,024	9	buildings	ch4	2,995.10621	HDX	2026-04-04
Kindia Region, GIN	GIN.5_1	1	GIN	GIN.5_1	Kindia Region	2,024	3	forestry-and-land-use	ch4	0	HDX	2026-04-04
Kindia Region, GIN	GIN.5_1	1	GIN	GIN.5_1	Kindia Region	2,026	1	mineral-extraction	ch4	0	HDX	2026-04-04
Faranah Region, GIN	GIN.3_1	1	GIN	GIN.3_1	Faranah Region	2,024	12	agriculture	ch4	505.853116	HDX	2026-04-04
Labé Region, GIN	GIN.6_1	1	GIN	GIN.6_1	Labé Region	2,025	6	agriculture	ch4	0	HDX	2026-04-04
Kankan Region, GIN	GIN.4_1	1	GIN	GIN.4_1	Kankan Region	2,025	12	buildings	ch4	2.518673	HDX	2026-04-04
Boké Region, GIN	GIN.1_1	1	GIN	GIN.1_1	Boké Region	2,024	9	waste	ch4	350.099893	HDX	2026-04-04
Kankan Region, GIN	GIN.4_1	1	GIN	GIN.4_1	Kankan Region	2,025	7	waste	ch4	1,668.42567	HDX	2026-04-04
Kindia Region, GIN	GIN.5_1	1	GIN	GIN.5_1	Kindia Region	2,025	10	transportation	ch4	0.013144	HDX	2026-04-04
Conakry Region, GIN	GIN.2_1	1	GIN	GIN.2_1	Conakry Region	2,024	3	agriculture	ch4	423.948426	HDX	2026-04-04
Boké Region, GIN	GIN.1_1	1	GIN	GIN.1_1	Boké Region	2,025	1	buildings	ch4	0.426172	HDX	2026-04-04
Labé Region, GIN	GIN.6_1	1	GIN	GIN.6_1	Labé Region	2,025	6	transportation	ch4	0.861029	HDX	2026-04-04
Mamou Region, GIN	GIN.7_1	1	GIN	GIN.7_1	Mamou Region	2,024	6	agriculture	ch4	44.757807	HDX	2026-04-04
Guinea	GIN	0	GIN	null	Guinea	2,024	12	power	ch4	0	HDX	2026-04-04
Conakry Region, GIN	GIN.2_1	1	GIN	GIN.2_1	Conakry Region	2,025	10	transportation	ch4	0.077524	HDX	2026-04-04
Kankan Region, GIN	GIN.4_1	1	GIN	GIN.4_1	Kankan Region	2,025	12	agriculture	ch4	2,521.451679	HDX	2026-04-04
Guinea	GIN	0	GIN	null	Guinea	2,025	8	transportation	ch4	12.734483	HDX	2026-04-04
Guinea	GIN	0	GIN	null	Guinea	2,024	9	forestry-and-land-use	ch4	0	HDX	2026-04-04
Nzérékoré Region, GIN	GIN.8_1	1	GIN	GIN.8_1	Nzérékoré Region	2,024	4	agriculture	ch4	112.864452	HDX	2026-04-04
Boké Region, GIN	GIN.1_1	1	GIN	GIN.1_1	Boké Region	2,025	5	transportation	ch4	0.339915	HDX	2026-04-04
Labé Region, GIN	GIN.6_1	1	GIN	GIN.6_1	Labé Region	2,024	9	transportation	ch4	0	HDX	2026-04-04
Guinea	GIN	0	GIN	null	Guinea	2,024	5	transportation	ch4	12.130919	HDX	2026-04-04
Conakry Region, GIN	GIN.2_1	1	GIN	GIN.2_1	Conakry Region	2,025	2	mineral-extraction	ch4	0.339037	HDX	2026-04-04
Boké Region, GIN	GIN.1_1	1	GIN	GIN.1_1	Boké Region	2,024	9	agriculture	ch4	28.644496	HDX	2026-04-04
Nzérékoré Region, GIN	GIN.8_1	1	GIN	GIN.8_1	Nzérékoré Region	2,025	11	transportation	ch4	0.003943	HDX	2026-04-04
Faranah Region, GIN	GIN.3_1	1	GIN	GIN.3_1	Faranah Region	2,024	12	buildings	ch4	0.010952	HDX	2026-04-04
Boké Region, GIN	GIN.1_1	1	GIN	GIN.1_1	Boké Region	2,025	5	waste	ch4	434.497716	HDX	2026-04-04
Kindia Region, GIN	GIN.5_1	1	GIN	GIN.5_1	Kindia Region	2,024	7	waste	ch4	1,381.420926	HDX	2026-04-04
Kindia Region, GIN	GIN.5_1	1	GIN	GIN.5_1	Kindia Region	2,024	12	manufacturing	ch4	0.860024	HDX	2026-04-04
Guinea	GIN	0	GIN	null	Guinea	2,025	11	fossil-fuel-operations	ch4	177.3045	HDX	2026-04-04
Labé Region, GIN	GIN.6_1	1	GIN	GIN.6_1	Labé Region	2,024	7	agriculture	ch4	0.787918	HDX	2026-04-04
Faranah Region, GIN	GIN.3_1	1	GIN	GIN.3_1	Faranah Region	2,024	8	agriculture	ch4	1.247143	HDX	2026-04-04
Conakry Region, GIN	GIN.2_1	1	GIN	GIN.2_1	Conakry Region	2,025	7	buildings	ch4	458.20664	HDX	2026-04-04
Boké Region, GIN	GIN.1_1	1	GIN	GIN.1_1	Boké Region	2,025	5	agriculture	ch4	7,104.955504	HDX	2026-04-04
Kankan Region, GIN	GIN.4_1	1	GIN	GIN.4_1	Kankan Region	2,025	7	power	ch4	0	HDX	2026-04-04
Faranah Region, GIN	GIN.3_1	1	GIN	GIN.3_1	Faranah Region	2,026	1	mineral-extraction	ch4	0	HDX	2026-04-04
Kindia Region, GIN	GIN.5_1	1	GIN	GIN.5_1	Kindia Region	2,024	6	waste	ch4	24.748917	HDX	2026-04-04
Nzérékoré Region, GIN	GIN.8_1	1	GIN	GIN.8_1	Nzérékoré Region	2,024	9	fossil-fuel-operations	ch4	0	HDX	2026-04-04
Guinea	GIN	0	GIN	null	Guinea	2,025	6	agriculture	ch4	0	HDX	2026-04-04
Kindia Region, GIN	GIN.5_1	1	GIN	GIN.5_1	Kindia Region	2,025	8	transportation	ch4	0.021515	HDX	2026-04-04
Boké Region, GIN	GIN.1_1	1	GIN	GIN.1_1	Boké Region	2,025	11	transportation	ch4	0.022746	HDX	2026-04-04
Mamou Region, GIN	GIN.7_1	1	GIN	GIN.7_1	Mamou Region	2,025	8	agriculture	ch4	1,150.169491	HDX	2026-04-04
Faranah Region, GIN	GIN.3_1	1	GIN	GIN.3_1	Faranah Region	2,025	10	fluorinated-gases	ch4	0	HDX	2026-04-04
Labé Region, GIN	GIN.6_1	1	GIN	GIN.6_1	Labé Region	2,024	6	agriculture	ch4	6,924.489718	HDX	2026-04-04
Labé Region, GIN	GIN.6_1	1	GIN	GIN.6_1	Labé Region	2,026	1	transportation	ch4	0.895046	HDX	2026-04-04
Mamou Region, GIN	GIN.7_1	1	GIN	GIN.7_1	Mamou Region	2,025	12	agriculture	ch4	626.280159	HDX	2026-04-04
Faranah Region, GIN	GIN.3_1	1	GIN	GIN.3_1	Faranah Region	2,025	7	waste	ch4	391.990892	HDX	2026-04-04
Nzérékoré Region, GIN	GIN.8_1	1	GIN	GIN.8_1	Nzérékoré Region	2,025	9	transportation	ch4	0	HDX	2026-04-04
Boké Region, GIN	GIN.1_1	1	GIN	GIN.1_1	Boké Region	2,024	9	power	ch4	0	HDX	2026-04-04
Labé Region, GIN	GIN.6_1	1	GIN	GIN.6_1	Labé Region	2,024	10	agriculture	ch4	0.787918	HDX	2026-04-04
Kankan Region, GIN	GIN.4_1	1	GIN	GIN.4_1	Kankan Region	2,025	11	buildings	ch4	0.254282	HDX	2026-04-04
Nzérékoré Region, GIN	GIN.8_1	1	GIN	GIN.8_1	Nzérékoré Region	2,024	10	buildings	ch4	430.92007	HDX	2026-04-04
Boké Region, GIN	GIN.1_1	1	GIN	GIN.1_1	Boké Region	2,025	4	manufacturing	ch4	0.088786	HDX	2026-04-04
Guinea	GIN	0	GIN	null	Guinea	2,024	6	buildings	ch4	2,995.11567	HDX	2026-04-04
Mamou Region, GIN	GIN.7_1	1	GIN	GIN.7_1	Mamou Region	2,024	6	manufacturing	ch4	0.142246	HDX	2026-04-04
Nzérékoré Region, GIN	GIN.8_1	1	GIN	GIN.8_1	Nzérékoré Region	2,025	9	power	ch4	0	HDX	2026-04-04
Guinea	GIN	0	GIN	null	Guinea	2,025	3	fossil-fuel-operations	ch4	177.3045	HDX	2026-04-04
Guinea	GIN	0	GIN	null	Guinea	2,025	11	transportation	ch4	14.295491	HDX	2026-04-04
Kindia Region, GIN	GIN.5_1	1	GIN	GIN.5_1	Kindia Region	2,025	11	power	ch4	0	HDX	2026-04-04
Labé Region, GIN	GIN.6_1	1	GIN	GIN.6_1	Labé Region	2,025	9	buildings	ch4	0.73032	HDX	2026-04-04
Kankan Region, GIN	GIN.4_1	1	GIN	GIN.4_1	Kankan Region	2,025	12	agriculture	ch4	1,659.924038	HDX	2026-04-04
Mamou Region, GIN	GIN.7_1	1	GIN	GIN.7_1	Mamou Region	2,024	7	manufacturing	ch4	0.139814	HDX	2026-04-04
Boké Region, GIN	GIN.1_1	1	GIN	GIN.1_1	Boké Region	2,025	6	transportation	ch4	1.601095	HDX	2026-04-04
Guinea	GIN	0	GIN	null	Guinea	2,025	11	waste	ch4	7,337.085679	HDX	2026-04-04
Nzérékoré Region, GIN	GIN.8_1	1	GIN	GIN.8_1	Nzérékoré Region	2,024	9	manufacturing	ch4	0.015219	HDX	2026-04-04
Kankan Region, GIN	GIN.4_1	1	GIN	GIN.4_1	Kankan Region	2,025	6	agriculture	ch4	60.787839	HDX	2026-04-04
Boké Region, GIN	GIN.1_1	1	GIN	GIN.1_1	Boké Region	2,026	1	manufacturing	ch4	0.087124	HDX	2026-04-04
Faranah Region, GIN	GIN.3_1	1	GIN	GIN.3_1	Faranah Region	2,024	4	buildings	ch4	0.010952	HDX	2026-04-04
Labé Region, GIN	GIN.6_1	1	GIN	GIN.6_1	Labé Region	2,025	12	waste	ch4	0	HDX	2026-04-04
Kindia Region, GIN	GIN.5_1	1	GIN	GIN.5_1	Kindia Region	2,025	6	manufacturing	ch4	0.08835	HDX	2026-04-04

End of preview. Expand in Data Studio

Guinea: Greenhouse Gas and Air Pollutant Emissions | Africa (original)

Size category: 1K<n<10K - Formats: parquet - Sector: climate_environment - 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: Guinea: Greenhouse Gas and Air Pollutant Emissions Publisher: Climate TRACE · Source: HDX · License: cc-by · Updated: 2026-03-30 Abstract Climate TRACE is a non-profit coalition of organizations building a timely, open, and accessible inventory of exactly where greenhouse gas emissions are coming from. Climate TRACE estimates greenhouse gas (GHG) and air pollutant emissions for over 2.7 million sources (from over 744 million assets), and every single country globally.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-gin-climate-trace.

Dataset Profile

Field	Value
Hugging Face repo	`electricsheepafrica/africa-gin-climate-trace`
Sector	climate_environment
Topic tags	humanitarian, hdx, electric-sheep-africa, climate-weather, environment, points-of-interest-poi, gin
Modalities	`tabular`, `text`
Formats	`parquet`
Size category	`1K<n<10K`
Countries	Guinea
ISO3 coverage	`GIN`
Last modified on HF	`2026-04-04 15:37:35+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-gin-climate-trace")
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

Source context: original
Publisher/source attribution: original
License: CC BY 4.0
Hugging Face URL: https://huggingface.co/datasets/electricsheepafrica/africa-gin-climate-trace
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_gin_climate_trace_2026,
  title        = {Guinea: Greenhouse Gas and Air Pollutant Emissions | Africa (original)},
  author       = {original},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/africa-gin-climate-trace},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-gin-climate-trace}}
}

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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Collection including electricsheepafrica/africa-gin-climate-trace

Africa · Climate & Environment

Collection

Climate, weather, and environment data for Africa. Includes IBTrACS storm tracks, flood/drought indices, and CLIMADA risk data. • 248 items • Updated Apr 20