electricsheepafrica/africa-cote-d-ivoire-indice-du-chiffre-d-affaires-ica-industrie-par-type-d-indu-6db1aad5

Indice Du Chiffre D Affaires Ica Industrie Par Type D Indu | Africa (Cote d'Ivoire DataFair)

1,066 rows - 1 Africa country/area - 2021-2022 - 2 indicators - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 1,066 rows from Cote d'Ivoire DataFair, covering Indice Du Chiffre D Affaires Ica Industrie Par Type D Indu. 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: 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	1,066
Countries/areas	1
First period	2021
Last period	2022
Indicators	2
Columns	19
Source format	CSV

Geographic Coverage

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

Area	Rows	First year	Last year	Name
CIV	1,066	2021	2022	Côte d'Ivoire

Indicators, Variables, Or Resource Contents

• indice-du-chiffre-d-affaires-ica-industrie-par-type-d-industrie-de-mars-864e9ee0 - Indice du Chiffre d'Affaires (ICA) Industrie par type d'Industrie de mars 2021 à mars 2022 - code type d ind(source_units_unspecified)
• indice-du-chiffre-d-affaires-ica-industrie-par-type-d-industrie-de-mars-d5b5dc3b - Indice du Chiffre d'Affaires (ICA) Industrie par type d'Industrie de mars 2021 à mars 2022 - indice(source_units_unspecified)

Schema

Column	Type	Description	Example
indicator_id	string	Stable source or Electric Sheep Africa indicator identifier.	indice-du-chiffre-d-affaires-ica-industrie-par-type-d-industrie-de-ma...
indicator_name	string	Human-readable indicator name.	Indice du Chiffre d'Affaires (ICA) Industrie par type d'Industrie de ...
country_iso3	string	ISO3 country or area code.	CIV
country_name	string	Country or area name.	Côte d'Ivoire
year	int64	Observation year.	2021
value	double	Numeric observation value.	15.0
unit	string	Measurement unit, when supplied by the source.	source_units_unspecified
dimension_libelle_type_d_industries_naema_rev1	string	Source dimension retained during long-form normalization.	INDUSTRIE DE CUIR, D’ARTICLES DE VOYAGE ET DE CHAUSSURES
source_period_start_year	int64	Start year inferred from source metadata.	2021
source_period_end_year	int64	End year inferred from source metadata.	2022
source_period_label	dictionary<values=string, indices=int8, ordered=0>	Source column from the original resource.	2021-2022
source_provider	dictionary<values=string, indices=int8, ordered=0>	Publishing organization.	http://www.ins.ci/
source_dataset	dictionary<values=string, indices=int8, ordered=0>	Source dataset or package title.	Indice du Chiffre d'Affaires (ICA) Industrie par type d'Industrie de ...
source_resource	dictionary<values=string, indices=int8, ordered=0>	Source resource title, table name, or file name.	Indice du Chiffre d'Affaires (ICA) Industrie par type d'Industrie de ...
source_package_id	dictionary<values=string, indices=int8, ordered=0>	Source package identifier.	indice-du-chiffre-daffaires-industrie-ica-industrie-par-type-dindustrie
source_resource_id	dictionary<values=string, indices=int8, ordered=0>	Source resource identifier.	indice-du-chiffre-daffaires-industrie-ica-industrie-par-type-dindustr...
source_url	dictionary<values=string, indices=int8, ordered=0>	Original source URL or download URL.	https://data.gouv.ci/data-fair/api/v1/datasets/indice-du-chiffre-daff...
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-indice-du-chiffre-d-affaires-ica-industrie-par-type-d-indu-6db1aad5")
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: http://www.ins.ci/
• Portal: https://data.gouv.ci
• Resource: Indice du Chiffre d'Affaires (ICA) Industrie par type d'Industrie de mars 2021 à mars 2022 CSV export
• License: other-open
• Retrieved/generated: 2026-07-27T10:24:00Z
• Hugging Face repo: electricsheepafrica/africa-cote-d-ivoire-indice-du-chiffre-d-affaires-ica-industrie-par-type-d-indu-6db1aad5

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
• 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_indice_du_chiffre_d_affaires_ica_industrie_par_type_d_indu_2022,
  title        = {Indice Du Chiffre D Affaires Ica Industrie Par Type D Indu | Africa (Cote d'Ivoire DataFair)},
  author       = {http://www.ins.ci/},
  year         = {2022},
  url          = {https://data.gouv.ci/datasets/indice-du-chiffre-daffaires-industrie-ica-industrie-par-type-dindustrie},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-cote-d-ivoire-indice-du-chiffre-d-affaires-ica-industrie-par-type-d-indu-6db1aad5}}
}

License

Released under other-open.

Original data is published by http://www.ins.ci/. 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/indice-du-chiffre-daffaires-industrie-ica-industrie-par-type-dindustrie