electricsheepafrica/africa-senegal-proportion-de-terres-degradees-e0b211d4

Proportion De Terres Degradees | Africa (DPVE)

1 rows - 1 Africa country/area - detected - source table - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 1 rows from DPVE, covering Proportion De Terres Degradees. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.

What This Dataset Measures

Transport datasets help analysts examine mobility, infrastructure, passenger movement, logistics, and access to services.

Source-provided context: Proportion de terres dégradées

How To Read This Dataset

• One row means: one source record from the original tabular resource, with Electric Sheep Africa provenance columns added where available.
• Primary geography column: country_iso3.
• Best time column: source_period_start_year.
• Time coverage basis: source_period_start_year.
• Recommended join keys: country_iso3 where available plus source-specific keys.

Coverage

Dimension	Value
Rows	1
Countries/areas	1
First period	detected
Last period	detected
Indicators	0
Columns	24
Source format	XLSX

Geographic Coverage

Top areas shown below, sorted by row count when available:

Area	Rows	First year	Last year	Name
SEN	1	detected	detected	Senegal

Indicators, Variables, Or Resource Contents

• This repo preserves one source tabular resource with its usable columns kept together.

Schema

Column	Type	Description	Example
source_record_id	string	Stable row identifier assigned during Electric Sheep Africa engineering.	1a1ecff4-a1b1-4a93-b7b9-fb54e70cb083:odd-1521-progres:0
country_iso3	dictionary<values=string, indices=int8, ordered=0>	ISO3 country or area code.	SEN
country_name	dictionary<values=string, indices=int8, ordered=0>	Country or area name.	Senegal
source_sheet	string	Source column from the original resource.	ODD 1521_Progrès
methodedecollecteenquetera	string	Source column from the original resource.	cartographie/rapports/missions
frequencedeproductionirregul	string	Source column from the original resource.	quinquennale
delaidediffusion	string	Source column from the original resource.	quinquennale
lindicateurestildiffusepre	string	Source column from the original resource.	non
niveaudedesagregationagese	string	Source column from the original resource.	région
statutdelindicateurdefiniti	string	Source column from the original resource.	Définitif
uniteechellemilliermi	string	Source column from the original resource.	%
source	string	Source column from the original resource.	comité FRA
methodedacces	string	Source column from the original resource.	Rapport de performance du METE
source_period_start_year	int64	Start year inferred from source metadata.	``
source_period_end_year	int64	End year inferred from source metadata.	``
source_period_label	string	Source column from the original resource.	``
source_provider	dictionary<values=string, indices=int8, ordered=0>	Publishing organization.	DPVE
source_dataset	dictionary<values=string, indices=int8, ordered=0>	Source dataset or package title.	Proportion de terres dégradées
source_resource	dictionary<values=string, indices=int8, ordered=0>	Source resource title, table name, or file name.	META DATA
source_package_id	dictionary<values=string, indices=int8, ordered=0>	Source package identifier.	b859fc48-cb4b-42c3-9a83-2e050d878415
source_resource_id	dictionary<values=string, indices=int8, ordered=0>	Source resource identifier.	1a1ecff4-a1b1-4a93-b7b9-fb54e70cb083
source_url	dictionary<values=string, indices=int8, ordered=0>	Original source URL or download URL.	https://agridata.ansd.sn/dataset/b859fc48-cb4b-42c3-9a83-2e050d878415...
license_id	dictionary<values=string, indices=int8, ordered=0>	Source license identifier.	cc-by
retrieved_at	dictionary<values=string, indices=int8, ordered=0>	UTC source retrieval timestamp from the Electric Sheep Africa pipeline.	2026-07-27T11:04:43Z

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-senegal-proportion-de-terres-degradees-e0b211d4")
df = ds["train"].to_pandas()
print(df.head())

Inspect Columns

print(df.info())
print(df.head())

Filter By Geography

if "country_iso3" in df.columns:
    sample = df[df["country_iso3"] == "SEN"]

Time-Series Pattern

if "value" in df.columns and "source_period_start_year" in df.columns:
    trend = df.sort_values("source_period_start_year")

Pivot For Analysis

if {"indicator_id", "year", "value"}.issubset(df.columns):
    matrix = df.pivot_table(index="year", columns="indicator_id", values="value")
    print(matrix.tail())

Data Quality Notes

• Canonical time field: source_period_start_year.
• Missing values are preserved rather than silently imputed.
• Column names are standardized for machine use; source meanings are preserved where known.
• Always confirm source methodology, units, and collection definitions before policy, production, or redistribution-sensitive use.

Source And Provenance

• Source: DPVE
• Publisher: DPVE
• Portal: https://agridata.ansd.sn
• Resource: META DATA
• License: CC BY 4.0
• Retrieved/generated: 2026-07-27T11:05:26Z
• Hugging Face repo: electricsheepafrica/africa-senegal-proportion-de-terres-degradees-e0b211d4

Transformations Applied

• Converted the source table to Parquet for efficient analytics and ML workflows.
• Added or preserved source provenance columns where available.
• Standardized README metadata, dataset loading configuration, schema documentation, and citation format.
• Preserved source-reported values without analytical imputation.

Suggested Analyses

• Track mobility over time
• Compare routes or geographies
• Join with economic and population data
• Build time-series views and period-over-period comparisons
• Check missingness before modeling
• Use country_iso3 as the safest geography join key when present

Citation

@misc{electric_sheep_africa_africa_senegal_proportion_de_terres_degradees_e0b211d4_2026,
  title        = {Proportion De Terres Degradees | Africa (DPVE)},
  author       = {DPVE},
  year         = {2026},
  url          = {https://agridata.ansd.sn/dataset/proportiondeterresdegradees},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-senegal-proportion-de-terres-degradees-e0b211d4}}
}

License

Released under CC BY 4.0.

Original data is published by DPVE. Electric Sheep Africa engineering standardizes the data for discovery, loading, and analysis on Hugging Face. Cite both the original source and this ML-ready dataset when used.

About Electric Sheep Africa

Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.

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Provenance: README standardized 2026-08-12 by the Electric Sheep Africa README system. Source URL: https://agridata.ansd.sn/dataset/proportiondeterresdegradees