electricsheepafrica/africa-morocco-liste-des-lois-et-reglements-a0b60b93

Liste Des Lois Et Reglements | Africa (Morocco Open Data)

8 rows - 1 Africa country/area - time not specified - source table - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 8 rows from Morocco Open Data, covering Liste Des Lois Et Reglements. 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 la liste des lois et règlements liés aux collectivités territoriales

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: not detected.
• Recommended join keys: country_iso3 where available plus source-specific keys.

Coverage

Dimension	Value
Rows	8
Countries/areas	1
First period	n/a
Last period	n/a
Indicators	0
Columns	16
Source format	XLSX

Geographic Coverage

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

Area	Rows	First year	Last year	Name
MAR	8	n/a	n/a	Morocco

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.	c48b1f6a-5f85-47a6-8b0f-dbc29bdf0e87:lois-et-reglements:0
country_iso3	string	ISO3 country or area code.	MAR
country_name	string	Country or area name.	Morocco
source_sheet	string	Source column from the original resource.	Lois et réglements
lois_et_reglements	string	Source column from the original resource.	Fiscalité des Collectivités Territoriales
lien_fr	string	Source column from the original resource.	https://www.collectivites-territoriales.gov.ma/sites/default/files/pn...
column	string	Source column from the original resource.	https://www.collectivites-territoriales.gov.ma/sites/default/files/pn...
column_2	string	Source column from the original resource.	جبايات الجماعات الترابية
source_provider	string	Publishing organization.	Les Collectivités Territoriales
source_dataset	string	Source dataset or package title.	Liste des lois et règlements
source_resource	string	Source resource title, table name, or file name.	Lois et réglements.xlsx
source_package_id	string	Source package identifier.	98db2810-66df-4db7-be94-446dbc1f8f31
source_resource_id	string	Source resource identifier.	c48b1f6a-5f85-47a6-8b0f-dbc29bdf0e87
source_url	string	Original source URL or download URL.	https://data.gov.ma/data/fr/dataset/98db2810-66df-4db7-be94-446dbc1f8...
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-liste-des-lois-et-reglements-a0b60b93")
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

• 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: Morocco Open Data
• Publisher: Les Collectivités Territoriales
• Portal: https://data.gov.ma/data
• Resource: Lois et réglements.xlsx
• License: Open Data Commons Open Database License
• Retrieved/generated: 2026-07-16T21:38:25Z
• Hugging Face repo: electricsheepafrica/africa-morocco-liste-des-lois-et-reglements-a0b60b93

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_morocco_liste_des_lois_et_reglements_a0b60b93_2026,
  title        = {Liste Des Lois Et Reglements | Africa (Morocco Open Data)},
  author       = {Les Collectivités Territoriales},
  year         = {2026},
  url          = {https://data.gov.ma/data/dataset/liste-des-lois-et-reglements},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-morocco-liste-des-lois-et-reglements-a0b60b93}}
}

License

Released under Open Data Commons Open Database License.

Original data is published by Les Collectivités Territoriales. 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/liste-des-lois-et-reglements