electricsheepafrica/africa-morocco-evolution-par-categorie-de-la-capacite-hoteliere-classee-e-41796d6f

Evolution Par Categorie De La Capacite Hoteliere Classee E | Africa (Morocco Open Data)

90 rows - 1 Africa country/area - 2012-2020 - 1 indicator - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 90 rows from Morocco Open Data, covering Evolution Par Categorie De La Capacite Hoteliere Classee E. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.

What This Dataset Measures

Education datasets help analysts study access, participation, learning systems, infrastructure, and outcomes across places and periods.

Source-provided context: Ce fichier présente l’évolution par catégorie de la capacité hôtelière classée en lits pour la période 2012-2020

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	90
Countries/areas	1
First period	2012
Last period	2020
Indicators	1
Columns	17
Source format	XLSX

Geographic Coverage

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

Area	Rows	First year	Last year	Name
<NA>	90	2012	2020	Morocco

Indicators, Variables, Or Resource Contents

• source-indicator - Evolution Par Categorie De La Capacite Hoteliere Classee E(source_units_unspecified)

Schema

Column	Type	Description	Example
indicator_id	string	Stable source or Electric Sheep Africa indicator identifier.	``
indicator_name	string	Human-readable indicator name.	``
country_iso3	string	ISO3 country or area code.	``
source_sheet	string	Source column from the original resource.	Sheet1
country_name	string	Country or area name.	``
year	int64	Observation year.	2012
value	double	Numeric observation value.	13160.0
unit	string	Measurement unit, when supplied by the source.	source_units_unspecified
dimension_hotels	string	Source dimension retained during long-form normalization.	Hôtel 1*
source_provider	string	Publishing organization.	MTAESS
source_dataset	string	Source dataset or package title.	Évolution par catégorie de la capacité hôtelière classée en lits 2012...
source_resource	string	Source resource title, table name, or file name.	Évolution par catégorie de la capacité hôtelière classée en lits.xlsx
source_package_id	string	Source package identifier.	4ffbba37-c1d6-4f4e-9892-6bc829c04e1a
source_resource_id	string	Source resource identifier.	aa1ea7ba-e17a-4028-9a3c-afe168ff3074
source_url	string	Original source URL or download URL.	https://data.gov.ma/data/fr/dataset/4ffbba37-c1d6-4f4e-9892-6bc829c04...
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-evolution-par-categorie-de-la-capacite-hoteliere-classee-e-41796d6f")
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: MTAESS
• Portal: https://data.gov.ma/data
• Resource: Évolution par catégorie de la capacité hôtelière classée en lits.xlsx
• License: Open Data Commons Open Database License
• Retrieved/generated: 2026-07-16T22:12:00Z
• Hugging Face repo: electricsheepafrica/africa-morocco-evolution-par-categorie-de-la-capacite-hoteliere-classee-e-41796d6f

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

• Compare education indicators by geography
• Track participation or completion trends
• Join with population and poverty indicators
• 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_evolution_par_categorie_de_la_capacite_hoteliere_classee_e_41796d_2020,
  title        = {Evolution Par Categorie De La Capacite Hoteliere Classee E | Africa (Morocco Open Data)},
  author       = {MTAESS},
  year         = {2020},
  url          = {https://data.gov.ma/data/dataset/evolution-par-categorie-de-la-capacite-hoteliere-classee-en-lits-2012-2020},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-morocco-evolution-par-categorie-de-la-capacite-hoteliere-classee-e-41796d6f}}
}

License

Released under Open Data Commons Open Database License.

Original data is published by MTAESS. 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/evolution-par-categorie-de-la-capacite-hoteliere-classee-en-lits-2012-2020