electricsheepafrica/africa-morocco-lndicateur-de-controle-de-la-corruption-wgi-de-controle-de-43036f04

Lndicateur De Controle De La Corruption Wgi De Controle De | Africa (Morocco Open Data)

144 rows - 1 Africa country/area - 1996-2022 - 6 indicators - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 144 rows from Morocco Open Data, covering Lndicateur De Controle De La Corruption Wgi De Controle De. 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: Ce fichier présente l'indice de Contrôle de la Corruption pour la période de 1996 à 2023 de projet Worldwide Governance Indicators (WGI)

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	144
Countries/areas	1
First period	1996
Last period	2022
Indicators	6
Columns	18
Source format	XLSX

Geographic Coverage

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

Area	Rows	First year	Last year	Name
MAR	144	1996	2022	Morocco

Indicators, Variables, Or Resource Contents

• lndicateur-de-controle-de-la-corruption-wgi-de-controle-de-la-corruption-3fdccc7a - lndicateur de contrôle de la corruption WGI de contrôle de la corruption (1996 - 2023) - voice accountability(source_units_unspecified)
• lndicateur-de-controle-de-la-corruption-wgi-de-controle-de-la-corruption-1b81ed8f - lndicateur de contrôle de la corruption WGI de contrôle de la corruption (1996 - 2023) - political stability no violence(source_units_unspecified)
• lndicateur-de-controle-de-la-corruption-wgi-de-controle-de-la-corruption-22113cca - lndicateur de contrôle de la corruption WGI de contrôle de la corruption (1996 - 2023) - government effectiveness(source_units_unspecified)
• lndicateur-de-controle-de-la-corruption-wgi-de-controle-de-la-corruption-e1cb9c5f - lndicateur de contrôle de la corruption WGI de contrôle de la corruption (1996 - 2023) - regulatory quality(source_units_unspecified)
• lndicateur-de-controle-de-la-corruption-wgi-de-controle-de-la-corruption-6fa0edf6 - lndicateur de contrôle de la corruption WGI de contrôle de la corruption (1996 - 2023) - ruel of law(source_units_unspecified)
• lndicateur-de-controle-de-la-corruption-wgi-de-controle-de-la-corruption-71b035fe - lndicateur de contrôle de la corruption WGI de contrôle de la corruption (1996 - 2023) - control of corruption(source_units_unspecified)

Schema

Column	Type	Description	Example
indicator_id	string	Stable source or Electric Sheep Africa indicator identifier.	lndicateur-de-controle-de-la-corruption-wgi-de-controle-de-la-corrupt...
indicator_name	string	Human-readable indicator name.	lndicateur de contrôle de la corruption WGI de contrôle de la corrupt...
country_iso3	string	ISO3 country or area code.	MAR
source_sheet	string	Source column from the original resource.	WGI_DATA
country_name	string	Country or area name.	Morocco
year	int64	Observation year.	1996
value	double	Numeric observation value.	-0.4168465137481689
unit	string	Measurement unit, when supplied by the source.	source_units_unspecified
dimension_abrev	string	Source dimension retained during long-form normalization.	MAR
dimension_country_territory	string	Source dimension retained during long-form normalization.	Morocco
source_provider	string	Publishing organization.	INPPLC
source_dataset	string	Source dataset or package title.	lndicateur de contrôle de la corruption WGI de contrôle de la corrupt...
source_resource	string	Source resource title, table name, or file name.	Classement_du_Maroc_WGI_Contrôle de la Corruption_Data.xlsx
source_package_id	string	Source package identifier.	a53b3c9e-bee7-4cb0-affe-1e97d6e82de2
source_resource_id	string	Source resource identifier.	d1b16f61-46d5-4d47-82dc-650b800ad396
source_url	string	Original source URL or download URL.	https://data.gov.ma/data/fr/dataset/a53b3c9e-bee7-4cb0-affe-1e97d6e82...
license_id	string	Source license identifier.	odc-odbl
retrieved_at	string	UTC source retrieval timestamp from the Electric Sheep Africa pipeline.	2026-07-16T21:31:48Z

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-morocco-lndicateur-de-controle-de-la-corruption-wgi-de-controle-de-43036f04")
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"] == "MAR"]

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: Morocco Open Data
• Publisher: INPPLC
• Portal: https://data.gov.ma/data
• Resource: Classement_du_Maroc_WGI_Contrôle de la Corruption_Data.xlsx
• License: Open Data Commons Open Database License
• Retrieved/generated: 2026-07-16T21:43:46Z
• Hugging Face repo: electricsheepafrica/africa-morocco-lndicateur-de-controle-de-la-corruption-wgi-de-controle-de-43036f04

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_morocco_lndicateur_de_controle_de_la_corruption_wgi_de_controle_de_43036f_2022,
  title        = {Lndicateur De Controle De La Corruption Wgi De Controle De | Africa (Morocco Open Data)},
  author       = {INPPLC},
  year         = {2022},
  url          = {https://data.gov.ma/data/dataset/lndicateur-de-controle-de-la-corruption-wgi-de-controle-de-la-corruption-1996-2023},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-morocco-lndicateur-de-controle-de-la-corruption-wgi-de-controle-de-43036f04}}
}

License

Released under Open Data Commons Open Database License.

Original data is published by INPPLC. 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.gov.ma/data/dataset/lndicateur-de-controle-de-la-corruption-wgi-de-controle-de-la-corruption-1996-2023