electricsheepafrica/africa-cote-d-ivoire-employeurs-immatricules-et-des-salaries-affilies-a-la-cnps-4842bb10

Employeurs Immatricules Et Des Salaries Affilies a La Cnps | Africa (Cote d'Ivoire DataFair)

6 rows - 1 Africa country/area - 2008-2010 - source table - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 6 rows from Cote d'Ivoire DataFair, covering Employeurs Immatricules Et Des Salaries Affilies a La Cnps. 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 source record from the original tabular resource, with Electric Sheep Africa provenance columns added where available.
• Primary geography column: country_iso3.
• Best time column: not detected.
• Time coverage basis: source metadata.
• Recommended join keys: country_iso3 where available plus source-specific keys.

Coverage

Dimension	Value
Rows	6
Countries/areas	1
First period	2008
Last period	2010
Indicators	0
Columns	17
Source format	CSV

Geographic Coverage

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

Area	Rows	First year	Last year	Name
CIV	6	2008	2010	Côte d'Ivoire

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.	effectif-des-employes-immatricules-et-des-salaries-affilies-a-la-cnps...
country_iso3	dictionary<values=string, indices=int8, ordered=0>	ISO3 country or area code.	CIV
country_name	dictionary<values=string, indices=int8, ordered=0>	Country or area name.	Côte d'Ivoire
annee	int64	Source column from the original resource.	2008
rubrique	string	Source column from the original resource.	Effectif des employeurs
effectif	string	Source column from the original resource.	17 470
source_period_start_year	int64	Start year inferred from source metadata.	2008
source_period_end_year	int64	End year inferred from source metadata.	2010
source_period_label	dictionary<values=string, indices=int8, ordered=0>	Source column from the original resource.	2008-2010
source_provider	dictionary<values=string, indices=int8, ordered=0>	Publishing organization.	Caisse National de la Prévoyance Sociale (CNPS)
source_dataset	dictionary<values=string, indices=int8, ordered=0>	Source dataset or package title.	Employeurs immatriculés et des salariés affiliés à la CNPS de 2008 à ...
source_resource	dictionary<values=string, indices=int8, ordered=0>	Source resource title, table name, or file name.	Employeurs immatriculés et des salariés affiliés à la CNPS de 2008 à ...
source_package_id	dictionary<values=string, indices=int8, ordered=0>	Source package identifier.	effectif-des-employes-immatricules-et-des-salaries-affilies-a-la-cnps...
source_resource_id	dictionary<values=string, indices=int8, ordered=0>	Source resource identifier.	effectif-des-employes-immatricules-et-des-salaries-affilies-a-la-cnps...
source_url	dictionary<values=string, indices=int8, ordered=0>	Original source URL or download URL.	https://data.gouv.ci/data-fair/api/v1/datasets/effectif-des-employes-...
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-employeurs-immatricules-et-des-salaries-affilies-a-la-cnps-4842bb10")
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

• No canonical year/date column was detected in the packaged table; use source metadata and domain context for temporal interpretation.
• 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: Caisse National de la Prévoyance Sociale (CNPS)
• Portal: https://data.gouv.ci
• Resource: Employeurs immatriculés et des salariés affiliés à la CNPS de 2008 à 2010 CSV export
• License: other-open
• Retrieved/generated: 2026-07-27T10:24:35Z
• Hugging Face repo: electricsheepafrica/africa-cote-d-ivoire-employeurs-immatricules-et-des-salaries-affilies-a-la-cnps-4842bb10

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
• Check missingness before modeling
• Use country_iso3 as the safest geography join key when present

Citation

@misc{electric_sheep_africa_africa_cote_d_ivoire_employeurs_immatricules_et_des_salaries_affilies_a_la_cnps_2010,
  title        = {Employeurs Immatricules Et Des Salaries Affilies a La Cnps | Africa (Cote d'Ivoire DataFair)},
  author       = {Caisse National de la Prévoyance Sociale (CNPS)},
  year         = {2010},
  url          = {https://data.gouv.ci/datasets/effectif-des-employes-immatricules-et-des-salaries-affilies-a-la-cnps-de-2008-a-2010},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-cote-d-ivoire-employeurs-immatricules-et-des-salaries-affilies-a-la-cnps-4842bb10}}
}

License

Released under other-open.

Original data is published by Caisse National de la Prévoyance Sociale (CNPS). 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/effectif-des-employes-immatricules-et-des-salaries-affilies-a-la-cnps-de-2008-a-2010