electricsheepafrica/africa-indice-de-pauvrete-multidimensionnelle-maroc-2004-et-2014

Indice de Pauvreté Multidimensionnelle Maroc 2004 et 2014

Publisher: TAFRA · Source: OpenAfrica · License: cc-by · Updated: 2024-02-05

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Abstract

Données relatives à l’Indice de Pauvreté Multidimensionnelle 2004, 2014. Les données ont été collectées du site du Haut-Commissariat au Plan. Les données de l'année 2004 sont projetées sur le découpage communal de 2014 https://www.hcp.ma/Principaux-resultats-de-la-cartographie-de-la-pauvrete-multidimensionnelle-2004-2014-Paysage-territorial-et-dynamique_a2126.html

Data related o the Multidimensional Poverty Index 2004, 2014. Data collected from the Haut-Commissariat au Plan website. Data for 2004 are projected onto the 2014 communal boundaries https://www.hcp.ma/Principaux-resultats-de-la-cartographie-de-la-pauvrete-multidimensionnelle-2004-2014-Paysage-territorial-et-dynamique_a2126.html

Each row in this dataset represents first-level administrative unit observations. Data was last updated on OpenAfrica on 2024-02-05. Geographic scope: Africa (multiple countries).

Curated into ML-ready Parquet format by Electric Sheep Africa.

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Dataset Characteristics

Domain	Poverty and economic vulnerability
Unit of observation	First-level administrative unit observations
Rows (total)	3,076
Columns	22 (16 numeric, 6 categorical, 0 datetime)
Train split	2,460 rows
Test split	615 rows
Geographic scope	Africa (multiple countries)
Publisher	TAFRA
OpenAfrica last updated	2024-02-05

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Variables

Geographic — idregion (range 606.0–621.0), idwilaya (range 2.0–18.0), region (Souss - Massa - Drâa, Marrakech - Tensift - Al-haouz, Taza - Al Hoceima - Taounate), wilaya (Souss - Massa - Drâa, Marrakech - Tensift - Al-haouz, Taza - Al Hoceima - Taounate).

Identifier / Metadata — idprefprov (range 241.0–323.0), idcommune (range 635.0–2172.0), prefprov (Taroudannt, Essaouira, Taounate), distribpmonetairemultidim (range 0.0–0.4305), distribpmultidim (range 0.0–0.641) and 2 others.

Other — commune (Oulad Aissa, Sidi Ghanem, Tabia), annee (range 2004.0–2014.0), ipm (range 0.0–0.6021), ipp (range 0.3333–0.6084), tpm (range 0.0–0.9896) and 6 others.

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Quick Start

from datasets import load_dataset

ds    = load_dataset("electricsheepafrica/africa-indice-de-pauvrete-multidimensionnelle-maroc-2004-et-2014")
train = ds["train"].to_pandas()
test  = ds["test"].to_pandas()

print(train.shape)
train.head()

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Schema

Column	Type	Null %	Range / Sample Values
idregion	int64	0.0%	606.0 – 621.0 (mean 613.5858)
idwilaya	int64	0.0%	2.0 – 18.0 (mean 9.645)
idprefprov	int64	0.0%	241.0 – 323.0 (mean 285.459)
idcommune	int64	0.0%	635.0 – 2172.0 (mean 1403.5)
region	object	0.0%	Souss - Massa - Drâa, Marrakech - Tensift - Al-haouz, Taza - Al Hoceima - Taounate
wilaya	object	0.0%	Souss - Massa - Drâa, Marrakech - Tensift - Al-haouz, Taza - Al Hoceima - Taounate
prefprov	object	0.0%	Taroudannt, Essaouira, Taounate
commune	object	0.0%	Oulad Aissa, Sidi Ghanem, Tabia
annee	int64	0.0%	2004.0 – 2014.0 (mean 2009.0)
ipm	float64	0.3%	0.0 – 0.6021 (mean 0.1259)
ipp	float64	0.3%	0.3333 – 0.6084 (mean 0.4169)
tpm	float64	0.3%	0.0 – 0.9896 (mean 0.2868)
tpg	float64	50.1%	0.0 – 0.9008 (mean 0.2247)
compedu	float64	50.1%	0.0 – 0.8571 (mean 0.5584)
comphabitat	float64	50.1%	0.0 – 0.3187 (mean 0.1299)
compinfrastrut	float64	50.1%	0.0 – 0.395 (mean 0.1794)
compsante	float64	50.1%	0.0 – 0.4937 (mean 0.131)
distribpmonetaire	float64	50.1%	0.0 – 0.327 (mean 0.0563)
distribpmonetairemultidim	float64	50.1%	0.0 – 0.4305 (mean 0.03)
distribpmultidim	float64	50.1%	0.0 – 0.641 (mean 0.1384)
esa_source	object	0.0%	HDX
esa_processed	object	0.0%	2026-04-27

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Numeric Summary

Column	Min	Max	Mean	Median
idregion	606.0	621.0	613.5858	615.0
idwilaya	2.0	18.0	9.645	11.0
idprefprov	241.0	323.0	285.459	288.5
idcommune	635.0	2172.0	1403.5	1403.5
annee	2004.0	2014.0	2009.0	2009.0
ipm	0.0	0.6021	0.1259	0.0964
ipp	0.3333	0.6084	0.4169	0.4139
tpm	0.0	0.9896	0.2868	0.2344
tpg	0.0	0.9008	0.2247	0.1963
compedu	0.0	0.8571	0.5584	0.56
comphabitat	0.0	0.3187	0.1299	0.1318
compinfrastrut	0.0	0.395	0.1794	0.1778
compsante	0.0	0.4937	0.131	0.1141
distribpmonetaire	0.0	0.327	0.0563	0.0454
distribpmonetairemultidim	0.0	0.4305	0.03	0.0166

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Curation

Raw data was downloaded from OpenAfrica via the CKAN API and converted to Parquet. Column names were lowercased and standardised to snake_case. Common missing-value markers (N/A, null, none, -, unknown, no data, #N/A) were unified to NaN. 2 column(s) with >80% missing values were removed: idsouspref, souspref. The dataset was split 80/20 into train and test partitions using a fixed random seed (42) and saved as Snappy-compressed Parquet.

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Limitations

• Data originates from TAFRA and has not been independently validated by ESA.
• Automated cleaning cannot correct for misreported values, definitional inconsistencies, or sampling bias in the original collection.
• The following columns have >20% missing values and should be treated with caution in modelling: tpg, compedu, comphabitat, compinfrastrut, compsante, distribpmonetaire, distribpmonetairemultidim, distribpmultidim.
• Refer to the original HDX dataset page for the publisher's own methodology notes and caveats.

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Citation

@dataset{openafrica_africa_indice_de_pauvrete_multidimensionnelle_maroc_2004_et_2014,
  title     = {Indice de Pauvreté Multidimensionnelle Maroc 2004 et 2014},
  author    = {TAFRA},
  year      = {2024},
  url       = {https://open.africa/dataset/indice-de-pauvrete-multidimensionnelle-maroc-2004-et-2014},
  note      = {Repackaged for machine learning by Electric Sheep Africa (https://huggingface.co/electricsheepafrica)}
}

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Electric Sheep Africa — Africa's ML dataset infrastructure. Lagos, Nigeria.