electricsheepafrica/africa-morocco-revenu-moyen-par-minute-de-communication-arpm-facture-inte-0be86352

Revenu Moyen Par Minute De Communication Arpm Facture Inte | Africa (Morocco Open Data)

120 rows - 1 Africa country/area - 2010-2025 - 2 indicators - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 120 rows from Morocco Open Data, covering Revenu Moyen Par Minute De Communication Arpm Facture Inte. 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: Informations sur le Revenu moyen par minute de communication mobile global (ARPM) et la Facture moyenne mensuelle par client Internet global de 2010 au 2026

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	120
Countries/areas	1
First period	2010
Last period	2025
Indicators	2
Columns	17
Source format	XLSX

Geographic Coverage

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

Area	Rows	First year	Last year	Name
MAR	120	2010	2025	Morocco

Indicators, Variables, Or Resource Contents

• revenu-moyen-par-minute-de-communication-arpm-facture-internet-a-844583f0 - Revenu moyen par minute de communication (ARPM)/ Facture Internet - a(source_units_unspecified)
• revenu-moyen-par-minute-de-communication-arpm-facture-internet-b-ef73a2a6 - Revenu moyen par minute de communication (ARPM)/ Facture Internet - b(source_units_unspecified)

Schema

Column	Type	Description	Example
indicator_id	string	Stable source or Electric Sheep Africa indicator identifier.	revenu-moyen-par-minute-de-communication-arpm-facture-internet-a-8445...
indicator_name	string	Human-readable indicator name.	Revenu moyen par minute de communication (ARPM)/ Facture Internet - a
country_iso3	string	ISO3 country or area code.	MAR
source_sheet	string	Source column from the original resource.	ARPM_Facture Internet
country_name	string	Country or area name.	Morocco
date	string	Observation date.	2010-02-01
year	int64	Observation year.	2010
value	double	Numeric observation value.	1.29
unit	string	Measurement unit, when supplied by the source.	source_units_unspecified
source_provider	string	Publishing organization.	ANRT
source_dataset	string	Source dataset or package title.	Revenu moyen par minute de communication (ARPM)/ Facture Internet
source_resource	string	Source resource title, table name, or file name.	ARPM_Facture Internet.xlsx
source_package_id	string	Source package identifier.	af8a7d86-6120-45ec-b191-deb412031d61
source_resource_id	string	Source resource identifier.	e86a630a-b23b-42e6-b5a2-29de1b352925
source_url	string	Original source URL or download URL.	https://data.gov.ma/data/fr/dataset/af8a7d86-6120-45ec-b191-deb412031...
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-revenu-moyen-par-minute-de-communication-arpm-facture-inte-0be86352")
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: ANRT
• Portal: https://data.gov.ma/data
• Resource: ARPM_Facture Internet.xlsx
• License: Open Data Commons Open Database License
• Retrieved/generated: 2026-07-16T21:34:43Z
• Hugging Face repo: electricsheepafrica/africa-morocco-revenu-moyen-par-minute-de-communication-arpm-facture-inte-0be86352

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_revenu_moyen_par_minute_de_communication_arpm_facture_inte_0be863_2025,
  title        = {Revenu Moyen Par Minute De Communication Arpm Facture Inte | Africa (Morocco Open Data)},
  author       = {ANRT},
  year         = {2025},
  url          = {https://data.gov.ma/data/dataset/revenu-moyen-par-minute-de-communication-arpm-facture-internet-2010-2022},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-morocco-revenu-moyen-par-minute-de-communication-arpm-facture-inte-0be86352}}
}

License

Released under Open Data Commons Open Database License.

Original data is published by ANRT. 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/revenu-moyen-par-minute-de-communication-arpm-facture-internet-2010-2022