electricsheepafrica/africa-cote-d-ivoire-evolution-de-la-peche-industrielle-de-2003-a-2012-c99ed0cc

Evolution De La Peche Industrielle De 2003 a 2012 | Africa (Cote d'Ivoire DataFair)

731 rows - 1 Africa country/area - 1999-2012 - 1 indicator - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 731 rows from Cote d'Ivoire DataFair, covering Evolution De La Peche Industrielle De 2003 a 2012. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.

What This Dataset Measures

Official statistics datasets help analysts inspect public data as published by governments, national statistical systems, and regional data portals.

Source-provided context: Normalized CSV export exposed by the Data Fair API.

How To Read This Dataset

• One row means: one indicator observation for one geography, time period, and optional source dimensions.
• Primary geography column: country_iso3.
• Best time column: year.
• Time coverage basis: year.
• Recommended join keys: country_iso3, year, indicator_id.

Coverage

Dimension	Value
Rows	731
Countries/areas	1
First period	1999
Last period	2012
Indicators	1
Columns	21
Source format	CSV

Geographic Coverage

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

Area	Rows	First year	Last year	Name
CIV	731	1999	2012	Côte d'Ivoire

Indicators, Variables, Or Resource Contents

• evolution-de-la-peche-industrielle-de-2003-a-2012-3d7153a0 - Evolution de la pêche industrielle de 2003 à 2012(source_units_unspecified)

Schema

Column	Type	Description	Example
indicator_id	string	Stable source or Electric Sheep Africa indicator identifier.	evolution-de-la-peche-industrielle-de-2003-a-2012-3d7153a0
indicator_name	string	Human-readable indicator name.	Evolution de la pêche industrielle de 2003 à 2012
country_iso3	string	ISO3 country or area code.	CIV
country_name	string	Country or area name.	Côte d'Ivoire
year	int64	Observation year.	2003
value	double	Numeric observation value.	475.0
unit	string	Measurement unit, when supplied by the source.	source_units_unspecified
dimension_categorie	string	Source dimension retained during long-form normalization.	Evolution de la pêche industrielle
dimension_sous_categorie	string	Source dimension retained during long-form normalization.	CHALUTIERE
dimension_statut	string	Source dimension retained during long-form normalization.	Marée
source_period_start_year	int64	Start year inferred from source metadata.	2003
source_period_end_year	int64	End year inferred from source metadata.	2012
source_period_label	dictionary<values=string, indices=int8, ordered=0>	Source column from the original resource.	2003-2012
source_provider	dictionary<values=string, indices=int8, ordered=0>	Publishing organization.	Direction des Productions Halieutiques/MIRAH/Sicosav
source_dataset	dictionary<values=string, indices=int8, ordered=0>	Source dataset or package title.	Evolution de la pêche industrielle de 2003 à 2012
source_resource	dictionary<values=string, indices=int8, ordered=0>	Source resource title, table name, or file name.	Evolution de la pêche industrielle de 2003 à 2012 CSV export
source_package_id	dictionary<values=string, indices=int8, ordered=0>	Source package identifier.	chiffres-sur-l'evolution-de-la-peche-industrielle
source_resource_id	dictionary<values=string, indices=int8, ordered=0>	Source resource identifier.	chiffres-sur-l'evolution-de-la-peche-industrielle:full
source_url	dictionary<values=string, indices=int8, ordered=0>	Original source URL or download URL.	https://data.gouv.ci/data-fair/api/v1/datasets/chiffres-sur-l'evoluti...
license_id	dictionary<values=string, indices=int8, ordered=0>	Source license identifier.	other-open
retrieved_at	dictionary<values=string, indices=int8, ordered=0>	UTC source retrieval timestamp from the Electric Sheep Africa pipeline.	2026-07-27T10:23:33Z

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-cote-d-ivoire-evolution-de-la-peche-industrielle-de-2003-a-2012-c99ed0cc")
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"] == "CIV"]

Time-Series Pattern

if "value" in df.columns and "year" in df.columns:
    trend = df.sort_values("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: 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: Cote d'Ivoire DataFair
• Publisher: Direction des Productions Halieutiques/MIRAH/Sicosav
• Portal: https://data.gouv.ci
• Resource: Evolution de la pêche industrielle de 2003 à 2012 CSV export
• License: other-open
• Retrieved/generated: 2026-07-27T10:24:33Z
• Hugging Face repo: electricsheepafrica/africa-cote-d-ivoire-evolution-de-la-peche-industrielle-de-2003-a-2012-c99ed0cc

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

• Profile the distribution of values
• Compare categories or geographies
• Join with complementary public datasets
• Build time-series views and period-over-period comparisons
• Pivot to geography x period or indicator x period matrices
• Check missingness before modeling
• Use country_iso3 as the safest geography join key when present

Citation

@misc{electric_sheep_africa_africa_cote_d_ivoire_evolution_de_la_peche_industrielle_de_2003_a_2012_c99ed0cc_2012,
  title        = {Evolution De La Peche Industrielle De 2003 a 2012 | Africa (Cote d'Ivoire DataFair)},
  author       = {Direction des Productions Halieutiques/MIRAH/Sicosav},
  year         = {2012},
  url          = {https://data.gouv.ci/datasets/chiffres-sur-l'evolution-de-la-peche-industrielle},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-cote-d-ivoire-evolution-de-la-peche-industrielle-de-2003-a-2012-c99ed0cc}}
}

License

Released under other-open.

Original data is published by Direction des Productions Halieutiques/MIRAH/Sicosav. 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 2026-08-11 by the Electric Sheep Africa README system. Source URL: https://data.gouv.ci/datasets/chiffres-sur-l'evolution-de-la-peche-industrielle